diff --git a/interactive/control.ipynb b/interactive/control.ipynb
index 50e79376b2905cff38a7dda5d4266c583e608938..a6b00c9c2fc5244ef89f7e7a1a687088f8800fe4 100644
--- a/interactive/control.ipynb
+++ b/interactive/control.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -37,8 +37,12 @@
    "outputs": [],
    "source": [
     "f50 = h5py.File('/eos/user/e/eneren/scratch/50GeV75k.hdf5', 'r')\n",
-    "s50E = f50['ecal/layers'][:3000]\n",
-    "s50H = f50['hcal/layers'][:3000]\n",
+    "s50E = f50['ecal/layers'][2000:4000]\n",
+    "s50H = f50['hcal/layers'][2000:4000]\n",
+    "\n",
+    "\n",
+    "s50E[ s50E < 0.1] = 0.0\n",
+    "s50H[ s50H < 0.25] = 0.0\n",
     "\n",
     "cReal50 = np.concatenate((s50E , s50H ),1)\n",
     "\n",
@@ -58,85 +62,484 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Current Epoch:  400\n",
+      "JSD score:  0.41575407231706524\n",
+      "Current Epoch:  401\n",
+      "JSD score:  0.41000758304523643\n",
+      "Current Epoch:  402\n",
+      "JSD score:  0.44929706449735357\n",
+      "Current Epoch:  403\n",
+      "JSD score:  0.43896079821652834\n",
+      "Current Epoch:  404\n",
+      "JSD score:  0.39471422575778975\n",
+      "Current Epoch:  405\n",
+      "JSD score:  0.4387965533695156\n",
+      "Current Epoch:  406\n",
+      "JSD score:  0.4269749144395274\n",
+      "Current Epoch:  407\n",
+      "JSD score:  0.433596208878635\n",
+      "Current Epoch:  408\n",
+      "JSD score:  0.4508886078806594\n",
+      "Current Epoch:  409\n",
+      "JSD score:  0.4298791494735011\n",
+      "Current Epoch:  410\n",
+      "JSD score:  0.3952860317933848\n",
+      "Current Epoch:  411\n",
+      "JSD score:  0.4188657651330782\n",
+      "Current Epoch:  412\n",
+      "JSD score:  0.4096143677351369\n",
+      "Current Epoch:  413\n",
+      "JSD score:  0.3790028844337211\n",
+      "Current Epoch:  414\n",
+      "JSD score:  0.4291362309659525\n",
+      "Current Epoch:  415\n",
+      "JSD score:  0.3702733140623327\n",
+      "Current Epoch:  416\n",
+      "JSD score:  0.3878590785798226\n",
+      "Current Epoch:  417\n",
+      "JSD score:  0.4228667257632301\n",
+      "Current Epoch:  418\n",
+      "JSD score:  0.44911196964215483\n",
+      "Current Epoch:  419\n",
+      "JSD score:  0.418967144216041\n",
+      "Current Epoch:  420\n",
+      "JSD score:  0.3719503950132805\n",
+      "Current Epoch:  421\n",
+      "JSD score:  0.42318204991154396\n",
+      "Current Epoch:  422\n",
+      "JSD score:  0.4655522944877253\n",
+      "Current Epoch:  423\n",
+      "JSD score:  0.3880625657871084\n",
+      "Current Epoch:  424\n",
+      "JSD score:  0.45529821385042263\n",
+      "Current Epoch:  425\n",
+      "JSD score:  0.4289878295295416\n",
+      "Current Epoch:  426\n",
+      "JSD score:  0.40118178897294454\n",
+      "Current Epoch:  427\n",
+      "JSD score:  0.41119742965922074\n",
+      "Current Epoch:  428\n",
+      "JSD score:  0.4516630411100783\n",
+      "Current Epoch:  429\n",
+      "JSD score:  0.46467253004244435\n",
+      "Current Epoch:  430\n",
+      "JSD score:  0.44743866008407784\n",
+      "Current Epoch:  431\n",
+      "JSD score:  0.394729845167508\n",
+      "Current Epoch:  432\n",
+      "JSD score:  0.418452546312502\n",
+      "Current Epoch:  433\n",
+      "JSD score:  0.4014994389312284\n",
+      "Current Epoch:  434\n",
+      "JSD score:  0.4929876562802726\n",
+      "Current Epoch:  435\n",
+      "JSD score:  0.4146215423423223\n",
+      "Current Epoch:  436\n",
+      "JSD score:  0.4568951639669775\n",
+      "Current Epoch:  437\n",
+      "JSD score:  0.43264289965841884\n",
+      "Current Epoch:  438\n",
+      "JSD score:  0.44355402107069575\n",
+      "Current Epoch:  439\n",
+      "JSD score:  0.42947978548755844\n",
+      "Current Epoch:  440\n",
+      "JSD score:  0.4554682711707576\n",
+      "Current Epoch:  441\n",
+      "JSD score:  0.41931815634070535\n",
+      "Current Epoch:  442\n",
+      "JSD score:  0.43622686727330734\n",
+      "Current Epoch:  443\n",
+      "JSD score:  0.43943976880635216\n",
+      "Current Epoch:  444\n",
+      "JSD score:  0.3929067606735409\n",
+      "Current Epoch:  445\n",
+      "JSD score:  0.3921235389910688\n",
+      "Current Epoch:  446\n",
+      "JSD score:  0.38935928438635464\n",
+      "Current Epoch:  447\n",
+      "JSD score:  0.41546352718836294\n",
+      "Current Epoch:  448\n",
+      "JSD score:  0.4541388322178677\n",
+      "Current Epoch:  449\n",
+      "JSD score:  0.4607956527141219\n",
+      "Current Epoch:  450\n",
+      "JSD score:  0.3911967996543453\n",
+      "Current Epoch:  451\n",
+      "JSD score:  0.3937096439951968\n",
+      "Current Epoch:  452\n",
+      "JSD score:  0.42364145475367193\n",
+      "Current Epoch:  453\n",
+      "JSD score:  0.4052562400109944\n",
+      "Current Epoch:  454\n",
+      "JSD score:  0.44234077252556925\n",
+      "Current Epoch:  455\n",
+      "JSD score:  0.3517395383283174\n",
+      "Current Epoch:  456\n",
+      "JSD score:  0.43563127300586896\n",
+      "Current Epoch:  457\n",
+      "JSD score:  0.4106831028815373\n",
+      "Current Epoch:  458\n",
+      "JSD score:  0.43061676825226963\n",
+      "Current Epoch:  459\n",
+      "JSD score:  0.44149829061689294\n",
+      "Current Epoch:  460\n",
+      "JSD score:  0.41653257108576824\n",
+      "Current Epoch:  461\n",
+      "JSD score:  0.43489315347702806\n",
+      "Current Epoch:  462\n",
+      "JSD score:  0.406222852404372\n",
+      "Current Epoch:  463\n",
+      "JSD score:  0.40519430365032527\n",
+      "Best:  0.3517395383283174\n"
+     ]
+    },
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 4800x1600 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "importlib.reload(B)\n",
     "importlib.reload(G)\n",
-    "G.fid_scan_rECAL(showers, 1000, 1600)"
+    "G.fid_scan(showers, 2000, 400, 464)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%reset_selective -f \"^fE$\"\n",
+    "%reset_selective -f \"^fH$\"\n",
+    "%reset_selective -f \"^fakeShower$\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Generating of showers: current batch 500  .......\n",
       "Generating of showers: current batch 1000  .......\n",
-      "Generating of showers: current batch 2000  .......\n",
-      "Generating of showers: current batch 3000  .......\n"
+      "Generating of showers: current batch 1500  .......\n",
+      "Generating of showers: current batch 2000  .......\n"
      ]
     }
    ],
    "source": [
     "importlib.reload(G)\n",
-    "eph=1586\n",
-    "fakeShower, fE, fH = G.make_shower_rECAL(eph, 50, 3000)"
+    "eph=455\n",
+    "fakeShower, fE, fH = G.make_shower(eph, 50, 2000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([882.59924, 681.345  , 798.82   , ..., 774.4734 , 910.65594,\n",
+       "       714.55817], dtype=float32)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "B.getTotE(fH, 30, 30, 48)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
     "### MIP CUT\n",
     "##MIPcut\n",
-    "cReal50[ cReal50 < 0.25] = 0.0\n",
-    "fakeShower[ fakeShower < 0.25] = 0.0\n",
-    "\n",
-    "s50E[ s50E < 0.25] = 0.0\n",
-    "fE[ fE < 0.25] = 0.0\n",
     "\n",
-    "s50H[ s50H < 0.25] = 0.0\n",
+    "fE[ fE < 0.1] = 0.0\n",
     "fH[ fH < 0.25] = 0.0\n",
-    "\n",
+    "fakeShower = np.concatenate((fE , fH ),1)\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Warning: Cannot change to a different GUI toolkit: notebook. Using widget instead.\n"
+      "/home/jovyan/pytorchjob/interactive/physics/plotting.py:209: 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`).\n",
+      "  figExIm, (axExIm1, axExIm2) = plt.subplots(1, 2, figsize=(20, 6))\n"
      ]
     },
     {
      "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ba3a4d1fced340a58a92e75c70e63c4c",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "image/png": 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",
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-       "\n",
-       "            <div style=\"display: inline-block;\">\n",
-       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
-       "                    Figure\n",
-       "                </div>\n",
-       "                <img 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' 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-       "            </div>\n",
-       "        "
-      ],
+      "image/png": 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\n",
       "text/plain": [
-       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+       "<Figure size 480x551.642 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x551.642 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 480x551.642 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x480 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Ubd68WT179jxj20OHDunVV19VQkKCrrrqqhLHBg4cKIfDocmTzVU9/giZSY309HRJUmJioubOnatWrVopKipKNWrUUGpqqj766KMS7Tdt2iRJSkpKMvqKj49XZGSkMjMzlZ2dXepjBwAAAOAf8gEgNF122WWqWbOmR21XrVqlvLw8tW3bVg5HyVUgtWrVUnJysrZs2aKMjIyAjS9kJjW2bt0qSXr11Vc1ZswYPf3009q/f7/Wrl2rnJwcde3aVW+99VZx+6ysLEk65Q83NrbwebA9e/aU8sgBAAAA+It8APBOgeUIyCuQTjfZ+Od4UbtACJlCoU6nU1LhHrVr1qxRp06dJBUudXnzzTeVnJysO+64Qz169FC1atV09OhRSVKVKlXc9hceHi5JOnLkSBmMHgAAAIA/yAeCb8fQB4xYr7X3GLHkmL1G7Hgv3ws/Nn3MfBzhx/GBKzLa5KbArQoIJYHYkjXQW7qeabKxRo0akgI72RgyKzWK1KlTp/gDrEiTJk106aWXKicnR8uXL5ckRUVFSZLbLWEkFVdlrVq1aimOFgAAAEAgkQ8A9uXLZGN+fr46d+6s++67T5LUr18/XXvttR5fM2RWahTN5CQmJro93rBhQ3322Wf6+eefJRU+J7d582bl5OS4bZ+bmyup8EPxVEaPHl38Q01NTVVqaqrP40fFkpaWprS0NEnyaFsjAAAAnB75AOwkFPIBywqTy/JvnYLl5/kn82WyMTw8XGvWrPH5miEzqdGsWTNJp775IkXFRlJSUrRy5Upt377daJOVlaW8vDwlJCSoVq1ap+xr0qRJiomJ8WPUqKj+/Jee0+nUtGnTgjwiAAAAeyMfgJ2EQj5QIIcK5P3jI798tlu/pmcW9pHvCuiY4uPjJemUk40HDx6UdPrJRm+FzOMnXbt2lcPh0M6dO+VymT/YnTt3SpKaNm0qSerRo4ekP6ok/9m6detKtAEAAAAQ2sgHgLKR+Je6aj+ildqPaKVL774ooH2npKRIktvJRqmwZs6f2wVCyKzUqF+/vvr06aP3339fH374oXr16lV8bNu2bUpPT1fdunV15ZVXSir80EtJSdGiRYu0d+9excXFFbefOXOmwsLCNGzYsDK/DwAAAADeIx8IvnMnPW/EUjqdMGLLFl9ixDLG+FHY0/L91JN16P2MEVu78GWf++t2yTgjtmy9GQsGl+V/oU9XAH/2ktSlSxdFREToiy++kGVZJbZ1zc7OVkZGhpo0aaLk5OSAXTNkVmpI0j//+U81aNBAd911lz7++GPl5+fru+++00033aSIiAjNnTtXkZGRkqSwsDDNmTNHDodDffv21datW+V0OjVx4kQtWrRI48aN0wUXXBDkOwIAAADgKfIBwHOu/9XU8PcVSNWrV9fgwYOVmZmpJUuWlDg2e/ZsWZZVXBA0UEJqUqNevXr68ssv1aNHD918882qVq2arrjiCjVp0kTr169X165dS7Rv2bKl1q9fr9q1a6tNmzaKj4/XwoULNW/ePI0ZMyZIdwEAAADAF+QDgP1NmjRJ559/vm6//XZ98sknOnr0qN5//32NGzdO3bp10x133BHQ64XM4ydF4uLi9PLLL+vllz1bItS0aVO98847pTwqAAAAAGWBfADwjEsOuXwoFHpyH2eyY8cONWrUqETs1ltv1a233qqGDRsW18koEhsbq88++0yPPfaYbrrpJu3du1eJiYkaNWqUHnzwQVWuHNhpiJCb1AAAAAAAAKdXYDlU4GdNDU/OT0pKkmV5V3wjNjZWU6ZM0ZQpU3wcmeeY1AAAAAAAKCLHTHB/2GtuvRn3jVk8tGunSUZs5UejPbrujxP8KDJ6krULRxqxKy+dYMSWp4/1qL9QKQpaGn5b95t+WftLsIfhNyY1AAAAAACwGX8LfSZc2kC1WtTRT+/8FMBRlT0mNQAAAAAAsBmXHP5v6epnTY5QEFK7nwAAAAAAAHiKlRoAAAAAUI41nv+EEdvW7xEj9t0zZm2Lc9+eaMR2XW7+2/iOezyrn+FPfYuTJb34rBGL/rWSEdvsY/+hzgrA7idWOVipwaQGAAAAAAA247IC8PiJn+eHAh4/AQAAAAAAtsRKDQAAAAAAbMbf3U+y0n/Vb5/uDOCIgoNJDQAAAAAAbMbfx0/i2iaqZot4bX13cwBHVfaY1AAAAACAcqL5fx8zYtv6jTdiyY8/b8QyHh1hxPJzIs2LVC3wbXByXxS0Xb/njNi6+fefsa/q282ioJueM4udXnDvZCO2carZzp3Ui8YYsbRvzeKpCB4mNQAAAAAAsBlXAHY/8ff8UMCkBgAAAAAANsPuJ4XY/QQAAAAAANgSKzUAAAAAALAZVmoUYlIDAAAAALzQcMbTRmznkFFBGIlp89VmUVB3kt53GrGLd5rFQ8M6HzdiUdH5RqztzWaxz6jsE0ZszdIHjZgnRUHdcVsU9D7fi4K6E8pFQZnUKMTjJwAAAAAAwJZYqQEAAAAAgM34u1Jj3xc7tefT7QEcUXAwqQEAAAAAgM1Y8m9L1lptkhTbPEG//GdT4AYVBDx+AgAAAAAAbImVGgAAAADghVApCuqP/LOjjNjXM0YYsfMfNgtvfv/kaLPDPmao0RSzeGhp2zjF96KgdkOh0EJMagAAAAAAYDNMahTi8RMAAAAAAGBLrNQAAAAAAMBmWKlRiEkNAAAAAABshkmNQkxqAAAAAEAFs2bpg0asc7d/GLGEYy4j1vZmswBoVtcTRqzpzMPmhe/zbHyAp5jUAAAAAADAZizLIcvPlRb+nh8KmNQAAAAAAMBmXHLIJd8nJXLWb1f2uq0BHFFwsPsJAAAAAAAVTM1LGilpcIdgD8NvrNQAAAAAAMBmKBRaiEkNAAAAAKhg2l/3rBH7dNlDRuy88ZON2E+PDffsIoO8Hha8QE2NQjx+AgAAAAAAbImVGgAAAAAA2AyPnxQKqZUaAwcOlMPhOOVr165dxjkZGRm64YYbVLt2bUVHR6tt27ZasGBBEEYPAAAAwB/kA4Dnih4/8fdldyG3UiM+Pl6xsbFuj1WpUqXE+w0bNqhDhw66+OKLlZ6erri4OE2ZMkX9+vXT1q1bNXr06LIYMgAAAIAAIR8A4I2Qm9R48sknNXDgwDO2c7lc6t+/v1wul9566y3FxcVJksaOHav169drzJgx6t27t1q0aFHKIwYAAAAQKOQDZSPi4HGP2jVc7DSDjwV4MAGUMsIsbLrpeQ8Lm9qMFYDHT8rDSo2QevzEG6tWrdLGjRvVq1ev4g+wIoMGDZLL5dLUqVODNDoAAAAApYl8ABWdJcmy/HwF+yYCwLaTGosXL5YktWvXzjhWFCtqAwAAAKB8IR8AIIXgpMbq1at1+eWXq3bt2oqKilKzZs308MMPKycnp0S7TZs2SZKSkpKMPuLj4xUZGanMzExlZ2eXxbABAAAABAD5AOAZlxwBedldyE1qfPTRR7r33nu1c+dOZWZmauTIkXrhhRfUunVrZWZmFrfLysqSJNWsWdNtP0XFhfbs2VP6gwYAAAAQEOQDgGf83fUk98tt+m3WmmDfht9CqlDo8OHD9eSTTyohIaE4NmjQIDmdTg0fPlxDhw7V+++/L0k6evSoJLMCcpHw8HBJ0pEjR0p51AAAAAACgXyg7Kxa+bARa/z8c0asSo8Ys91ks9224fcHZmB+clcUtGunSUZs5UfsjBPTqomim9XX/sVfBXsofgmplRoXXnhhiQ+wIkOGDJHD4dDChQt18OBBSVJUVJQk6fhx91V78/PzJUlVq1YtncECAAAACCjyAcBzrv/tfuLvy+5CaqXGqURHR6tOnTrKysrSzz//rEsuuUTx8fHavHmz8WxdkdzcXElSnTp1Ttnv6NGji2dwU1NTlZqaGvjBo1xKS0tTWlqapD/+wgQAAEDpIB9AqAmFfKBoBxN/+7A7W0xqSJJ10k87JSVFK1eu1Pbt2422WVlZysvLU0JCgmrVqnXKPidNmqSYGHM5FXAmf/5Lz+l0atq0aUEeEQAAQPlGPoBQQj4QOkLm8ZPPPvtM5557rttjhw8f1t69exUWFqZzzjlHktSjRw9JUnp6utF+3bp1JdoAAAAACG3kA4B3/C0UWvSyu5BZqZGfn68tW7Zo/fr1uuSSS0oc+9e//iXLstSrV6/i6sZdu3ZVSkqKFi1apL179youLq64/cyZMxUWFqZhw4aV6T1UZJ27/cOIrVn2UBBGAgAAADsiHyg9TR+bbMR+HG8W1Iw4YP6b99mddxuxvR/VDczAykh5LQoaiEmJ8jCpETIrNRyOwh9mv379tHjxYuXm5io3N1evvfaaxo4dq8TERL300kvF7cPCwjRnzhw5HA717dtXW7duldPp1MSJE7Vo0SKNGzdOF1xwQbBuBwAAAIAXyAcA+CJkVmp07NhRq1ev1htvvKH77rtPv/76qxwOhxo1aqRhw4Zp1KhROuuss0qc07JlS61fv16PPvqo2rRpo6NHj6p58+aaN2+ebrrppiDdCQAAAABvkQ8A3nFZDjn8XGnB7icB5HA41LlzZ3Xu3Nmr85o2bap33nmndAYFAAAAoEyQDwDeYfeTQiHz+AkAAAAAAIA3QmalBuwtv4Znv0rnjTOLFP00zixSBAAAACAw3BUFbTjjaSMWcVGeETvuMv8d/GiDE0as7S3PGbHP/32/p0OEDwpXavhbKDRAgwkiJjUAAAAAALAZdj8pxOMnAAAAAADAllipAQAAAACAzVj/e/nbh92ddlJjwoQJAbnI2LFjA9IPAAAAgLJDPgCELn8fP/n925/1+/qfAjii4HBY1qlLg4SFhcnhcOg0Tc58AYdDBQUFPp9fGpxOp2JjY5Wbm6uYmJhgD6dcSLnfLAC66bmKUQCU3ycAAFBekQ+UjUsGPF/i/fo5I4I0ElOPj4cZse9/STBiO255uNTHcv5/xpV4f+xn889u60jzZ3fhMDNXcZwwf6e/fck8t9Xg542YdVIRh4L8PG2c+0iZ/T4V/f42njtalapG+tVXwZE8bes/KWT+X/DFGR8/mTlzps+dW5alwYMH+3w+AAAAgOAiHwBCFM+fSDrDpIbD4dCAAQP8ugAfYgAAAIA9kQ8AISwAu5+ovO9+4s8ys0D2AQAAAKDskQ8ACHWnXalx6NAhvy8QiD4AAAAAlD3yASB0WVbhy98+7O60kxrR0dF+XyAQfSB4Gr85yYhtu2m0ETte1bP+zhtvFun56bGKUVAUAADAbsgHykYwCoOe/7D5vbzKXw4YsYN76xuxnYNHeXSNy6/4hxFbveIhj851J2ZB9RLvw064jDZtb3nOiB284oTZWd5pH1oo9tVrZ/6zcTqdip37iEf9BZK/u58U9WF3ZywU6omDBw/q448/VlRUlC6//HJVrhyQbgEAAADYAPkAgGDxbHrqfzZs2KAuXbqoS5cuyszMlCT9/PPPatq0qa655hp1795dbdq0UW5ubqkMFgAAAEDwkA8AIcRyBOZlc15NasydO1c//fSTbrnlFp111lmSpGHDhmnv3r264oordM8992jHjh2aPNlcygQAAADA3sgHgNBRVFPD35fdebUubOXKlZozZ46uuOIKSdLOnTu1bNkytWvXTmlpaZKkLl26aPTo0Ro3blzABwsAAAAgeMgHAIQaryY1tm/frssuu6z4/XvvvSdJGjp0aHGsS5cu+uWXXwI0PARbwdFKRqzRFLP4TqTLXPTT7BFzhr5Wp6zADExS++ufNWKfvvNAwPoHAABASeQD5cfvDc3imW1r7zVi8y+Zb8TaLM0xYofWxhmxBs5jHo0l6SXze/2Ooeb3+vQ37/eov5NdPOR5I/b1jLIvzhpw1v9e/vZhc149fhIZGSmn01n8ft68eYqIiNDVV19dHHO5XAoPDw/cCAEAAACEBPIBIHQU7X7i78vuvJrUSElJ0dNPP60jR47otdde01dffaU+ffqoWrVqxW0+/vhjNWjQIOADBQAAABBc5AMAQo1Xj5+MHDlSV111VXHhn4iICD388MOSpH379um9997T+PHjdfPNNwd+pAAAAACCinwACDHl4PERf3k1qZGamqr//Oc/mj17tsLCwjR06FClpKRIkjIyMjR//nydd955GjBgQKkMFqWrXT+zVoauNJcjtbxkixHb9PG5Rqwgwvw/LOs781k7dfNsfCejfgYAAEDZIh8IfaktxxqxtG8mGLGaG83aeVde/r0Ra7/xWiOW883ZRizqsDmWZV88dqphlnDRBds8auers344Uqr9B0sgHh8pD4+feDWp8csvv+iiiy7SjBkzVKtWrRLH2rdvr9WrVwd0cAAAAABCB/kAgFDjVU2NpKQkNWrUSPfcc09pjQcAAABAiCIfAEKIFaCXzXm1UkOSXnjhBQ0ZMqQ0xgIAAAAgxJEPAKHC8b+Xb45uytCRb8xHjuzGq5UaNWvW1K233soWTQAAAEAFRD4AlB9RKcmqeUP3YA/Db16t1OjUqZO++uordejQ4bTtGjdurG3bSrfYC/xz6U1mUdD0+fd7dG7j+U8YsW0PjzBiSdOeNWI77qK4JwAAgF2RD4S+7ItqGLELh002Yq1v3WjENh2pb8QaxRwwYusefsq3wZ3CD3viPWrXrc34Eu89LUS64pNHvR6TLQTi8ZFy8PiJVys1nn32WY0ePVrr1q07bbsdO3b4MyYAAAAAIYh8AAgh1NSQ5OVKjdtuu01Op1OXXXaZEhIS1KBBA0VFRRntHA77bwsDAAAAoCTyAQChxqtJjTVr1hT/9+7du7V792637fgQAwAAAMof8gEghFiOwpe/fdic17ufuFyuM7YJC/PqqRYAAAAANkE+AIQGyyp8+duH3Xk1qZGamupRuwEDBvg0GJSd9DfNoqB/WfagETt2wvwV6X7uTiOWcr9ZfGjYbWlG7Jx/mH/BbXnILDJa2po9Yo73hyeGl/k4AAAA7IR8IPR9Ocv379bnvj3RiNWpcciInf+w+V36+yfN79INZzxtxCLPyjNiYWFnniiTPC8MiorFq0mNJUuWeNRu1qxZPg0GAAAAQOgiHwBCCLufSPLh8ZMiW7du1Zdffqk9e/Zo2LBhysnJUUREhKpWrRrI8QEAAAAIQeQDQJBRU0OSl1u6StLmzZvVoUMHJScn629/+5uGDy9cZvTFF1+oXr16ev311wM2uA8++EAOh+O0hYYyMjJ0ww03qHbt2oqOjlbbtm21YMGCgI0BAAAAwB/IBwCEEq8mNbZs2aIOHTros88+U+vWrdWnT5/iYx06dNCjjz6qv//971q9erXfA3M6nRo6dOhp22zYsEGtW7fWvn37lJ6erszMTPXs2VP9+vXTpEmT/B4DAAAAgD+QDwChw2EF5mV3DsvyvN7pLbfcoi1btuiNN95QkyZNJEmVKlVSQUFBcZsXX3xRH374oT788EO/BjZ06FB98803Sk9PlySdPEyXy6WWLVtq69at2rZtm+Li4oqP/fWvf9WHH36oDRs2qEWLFkbfTqdTsbGxys3NVUxMjF/jtAN3RTw3PWcW8jl/tNnu9+R8I3ZeUqYR+3V5QyNWUQpvVrTfJwAAUHGRD5SOjr1KFtT8eNGooIzD3cYB7nzW7Skj1vBfzxixnXeMNGKNJz9nxLYNNzcxcKftLSXPjcgpMNp8vNizn13nbv8wYmuWPeTRuScr69+nous1mDJBYVGRfvXlOpqnX+8bGzL/L/jCq5Uaq1at0syZM4s/wNzp16+fNmzY4NegPv30U82cOVMzZsw47Vg2btyoXr16lfgAk6RBgwbJ5XJp6tSpfo0DAAAAwB/IBwCEGq8KhR44cEDnnnvu6TusXFkHDhzweUD5+fkaMmSIRo4c6XZWtcjixYslSe3atTOOFcWK2gAAAADwH/kAEEIoFCrJy5UadevW1UcffXTaNqtXr1aDBg18HtDjjz8ul8ulRx999LTtNm3aJElKSkoyjsXHxysyMlKZmZnKzs72eSwAAAAA/kA+AIQQK0Avm/NqUqNPnz66+eabNWfOHJ04ccI4vmrVKt1999267rrrfBrM5s2b9fTTT2vGjBmKiIg4bdusrCxJUs2aNd0ej42NlSTt2bPHp7EAAAAAKIl8AECo8erxkzFjxuiDDz7QoEGDdOedd+r888+XJHXs2FE7duzQb7/9puTkZD388MNeD8TlcmnIkCEaOHCgOnTocMb2R48elSRVqVLF7fHw8HBJ0pEjR7weS3njriioO78nmn8xVatp/vx2fmQWBXV49ZsEAAAAOyIfKB3BKgx6ssh/1DBi1qP7jVjyRHODgZ1jzKKg7nhaFNSdz//t+7kn87UoaEgJxEqLirZSo2bNmvrkk0/Up08fHTt2TF9//bUsy9Inn3yi3bt36/rrr9fHH3/sU9XUadOmaefOnXrqKbOSrjtRUVGSpOPHj7s9np9fuGtH1apVvR4LAAAAABP5ABBCePxEkpcrNSSpTp06evfdd7Vnzx59+eWXys3NVY0aNXTJJZfo7LPP9mkQv/76q0aPHq25c+cWLxM7k/j4eG3evFk5OTluj+fm5haPFwAAAEBgkA8ACCVeTWpMmDBBY8eOlVT44dCzZ8+ADGLlypU6fPiwrr322lO2cTgKq7J26tRJa9asUUpKilauXKnt27cbbbOyspSXl6eEhATVqlXrlH2OHj26eFlaamqqUlNT/bwTVBRpaWlKS0uT9Me/AgAAAJR35ANAoZDIB9j9RJKXkxrjx4/XLbfcosaNGwd0EAMHDtTAgQPdHiv68LKskutievTooSlTpig9Pd04Z926dcVtTmfSpEk+LY0D/vyXntPp1LRp04I8IgAAgNJHPgAUCoV8wGEVvvztw+68mtSwLEsXXnih2rZtq7///e+65pprVLlycCpEdu3aVSkpKVq0aJH27t2ruLi44mMzZ85UWFiYhg0bFpSx2VXUbvPPMvxbc/nfscbmb/7xGgWlMiYAAACEDvKB8uPCYWaxz8iEcCPWMy7DiM1Ndr/jjCe6tRpnxJZ9ZcZajDTH990znm2AcLLzxpt9Jb1/wIilfTvRp/4RXF4VCpWkXbt2qXfv3po4caLq1aunUaNGacuWLaUxttMKCwvTnDlz5HA41LdvX23dulVOp1MTJ07UokWLNG7cOF1wwQVlPi4AAACgPCMfAEIEhUIleTmpMWvWLMXGxmrYsGHauHGj3n//fe3bt08XXXSRunTpogULFpyy+rA3Zs+eLYfDUbzUTFLx+zVr1hTHWrZsqfXr16t27dpq06aN4uPjtXDhQs2bN09jxozxexwAAAAA/kA+ACDUeDWpMWDAgBLv//KXv2jWrFn67bff1LNnTw0aNEj16tXTyJEjlZFhLlPy1MCBA2VZlttX586dS7Rt2rSp3nnnHWVnZ+vIkSNav369brrpJp+vDQAAAMA98gEAocbrx09OtmXLFj3xxBN66qmndPToUe3fv1/Lli1T69atdfnll2vp0qWBGCcAAACAEEQ+AASHQ38UC/X5FeybCACvqvpUqlRJBQUFOnHihN577z298sorWrNmjSzLUkxMjO644w7dfvvtuuiii/T7779r3rx5uvPOOzVkyBCNHj26tO4BPkj695NGrHK1CCOWk3zMPPlgFSO08/aRARkXAAAAQhf5QOi7aOjzRuzbl0YYsTqfHzJiP/8t2ogt3X2+EXvgouVGrPHkKCO2bfj9RsxdUVB3fC0K6s5Pj7np67GAdR88fm7peuSHH3Vk8/cBHFBweL37yYMPPqg5c+Zo3759sixLbdq00e23365+/fqpatWqxW2jo6M1ZMgQde/eXa1bt+ZDDAAAALA58gGg/KjarKkiGyXp0CefBnsofvF6/6VnnnlGsbGxuvPOO3X77befsaKw0+mU0+n0eYAAAAAAQgf5ABAiArF7STnY/cTrSY1Zs2apb9++iooylxed7NNPP9Xll1+u8847z6fBAQAAAAgt5ANAiGBSQ5KXkxqdOnUyKh6fTrt27ZSTk6PKlb2eOwEAAAAQYsgHAIQarz5dVq9e7VG7QYMGaebMmQoLC1N0tFlsBsG345aHjVjn7k8ZsV7PrzFiLy9OLY0hBV2rwWZRpa9eM4sqAQAAVFTkA/5LGTHZiG16PnBFMWtm5HvUbtnnY41Y07Hm2PY7zT+/V7ZcZsQKzjru0XUROEU7mPjbh935vaWrO3PmzCmNbgEAAADYAPkAUAasAL1szutJjW+++UZXX321ateurUqVKrl9AQAAACifyAcAhBKvHj/55ptv1L59e8XExKh58+Zau3atOnXqJEk6evSovv/+e/3+++/q2LFjqQwWAAAAQPCQDwAhhEKhkryc1JgwYYJ69+6tN954o3gW9s/P1eXk5Khfv37q06dPoMcJAAAAIMjIB4DQQU2NQl5Nanz66af69NNPT7mkrGbNmnrhhRfUr18/3XnnnQEZIMpOeM4xI/bqj38xYmd9Z57bcPozRmzn7SMDMq6yQlFQAACA0yMf8F8gi4K6s3rFQx61SxluFgUNc7NLb82Y343Y4bwIIxb7jRmT5xvlhCx3mymsWfpgEEaCU/GqpsahQ4fUsGHD4vcRERE6fPhwiTb169fXTz/9FJjRAQAAAAgZ5ANACLEcgXnZnFeTGvXr19e2bduK3ycmJmrt2rUl2ixbtkzVqlULzOgAAAAAhAzyASCEsPuJJC8nNVq3bq1hw4Zpz549kqROnTpp0KBBmjZtmtLS0vTMM89o8ODBat26dakMFgAAAEDwkA8ACDVe1dS48cYb9X//93+67rrr9Mknn+ihhx7S/PnzNWzYMEmSZVkKDw/X448/XiqDBQAAABA85ANA6KBQaCGvJjX69OmjQ4cOFb9v1KiRPv/8cz3//PPauXOnEhMTNXToULVs2TLgA0XpW/b5WCPW9pbnjNjRWuZzV3YrCgoAAADvkQ/YU8s7njdim/7lWZH8Vh8+YsTC3GTCG6aUbgHUYAnpoqBs6SrJy0kNd5o2barp06cHYiwAAAAAbIZ8AEAweVVTw1ODBg0qjW4BAAAA2AD5AFAGrD8eQfH1VR5WapTKpMacOXNKo1sAAAAANkA+AJQBdj+RdIbHTxo3blxW4wAAAAAQYsgHAIS6005q7NixQw0bNiyrsSAAmj842Yhtfsr3oj1hx82pu41TPevv9Z8vNWL/d266z2MBAABA2apo+cClfzOL5KfPuz8IIwmsiFzf/zn+97xwI2ZtjDEb/tXnS8BXFAqV5EGh0O3bt3vdaVhYqTzVAgAAAKCMkQ8AoYktXQud9tNmwIABPnXq63kAAAAAQgf5AIBQd9pJjVmzZvnUqa/nAQAAAAgd5AMAQt1pJzW+//57vy8QiD4AAAAAlD3yASCEsfuJpDPU1EhJSVFBQYFfFwhEH/BczZ9PBLS/7BTPnodMmvsPI7ajP0VBAQAA7Kyi5QPloShov3W3G7HD9ZsZsWaPmhsM/PC4uSFAUq0DRmx3jptCoQF26U1uira+Gbg/n25txhuxZV88FrD+UXZOO6lhWf5P2wSiDwAAAABlj3wACF0UCi10xt1PJk6c6NcHkcPh8PlcAAAAAMFFPgCEsHIwKeGvM05qjBs3jg8xAAAAoIIiHwBCVCBqYpSDSZHTTmpQtRgAAACouMgHAIS6005qsL+0/Ryv6llhz/PGm4WBfnrMLAx09jcuj/qrkR5uBvt7dCoAAABCFPlAcHhaxNOdr1Y3NWI/P+PZue5kfJVoxKpWMdt17fiEETvQPMqIffPyCI+uG8iioO6Uh6Kg1NQo5FkGDAAAAAAAEGJCZlLD5XJp+fLluueee9SyZUudddZZiomJUfPmzTVy5Ejt3r3b7XkZGRm64YYbVLt2bUVHR6tt27ZasGBBGY8eAAAAgD/IBwAvWQF62VzITGocOHBA3bp107Jly/Tss8/ql19+0datW3XffffphRdeUMuWLbVr164S52zYsEGtW7fWvn37lJ6erszMTPXs2VP9+vXTpEmTgnQnAAAAALxFPgB4p+jxE39foWDhwoW65JJL1LFjR7Vv315ffvmlx+eecfeTsjZ79my1a9dOklStWjUNGTJE3333nV544QXNmDFD48ePl1Q4k9u/f3+5XC699dZbiouLkySNHTtW69ev15gxY9S7d2+1aNEiaPcSDJ//23z2rOOKkUbsp8ee8ai/YzHmvNfFf3/eiH37imfPxgEAAACnUxHzgSvaP17i/Q+fPupzXwWN8vwdTgl1Wuw1YutGPGXEUi82a1R88/IjAR0LyqevvvpKf/vb3/TFF1/o/PPP16JFi5SamqrNmzcrPj7+jOeHzEqN2NhYrV69Wm3btjWOnXvuuZKkgwcPFsdWrVqljRs3qlevXsUfYEUGDRokl8ulqVOnluqYAQAAAAQG+QDgpXLy+MmTTz6p1NRUnX/++ZKkXr16qU6dOpo2bZpH54fMpEaVKlXUuXNnhYWZQ0pPT5ckde3atTi2ePFiSSqexf2zolhRGwAAAAChjXwA8FIZT2rs379fffv2lcPh0OzZs0/b1ul0avjw4UpMTFRkZKSSk5P1+OOP6/jx40bbFStWqHXr1iVil1xyiZYvX+7RuELu8ZMieXl52rlzp1577TUtWLBAjz32mHr37l18fNOmTZKkpKQk49z4+HhFRkYqMzNT2dnZqlWrVlkNGwAAAEAAkA8AoePdd9/V0KFDlZ+ff8a2TqdT7du3V05OjubPn69WrVpp6dKl6t+/vz777DN98MEHqlSpkqTCWjq5ublKSEgo0Ud8fLyWLFni0di8WqkxYsQI7dixw+2xnJwcXX755erSpUuJGVRfLF26VFFRUWratKneeOMNzZ07V2PHji3RJisrS5JUs2ZNt33ExsZKkvbs2ePXWAAAAAAUIh8AQkdZFQp9+eWXdc8992jmzJm6+uqrz9j+kUce0Xfffafp06frsssuU1RUlK655hqNGzdOS5Ys0SuvvFLc9vfff5ckRURElOgjIiJCR44c8ejn4NVKjSlTpmjWrFl68cUXdfPNN5c4Vq1aNY0bN06HDh3y6EZPp3v37iooKNCOHTv07rvvavDgwZo1a5befPPN4lnWo0ePSipcpuZOeHi4JHn8gyjPPr7Cs6Kg7oQVmL/l+1oX+DMcAAAA2BT5QOlY4WNh0Cs6PGHECm4J9+jcdjc+a8Qye54wYq3PyTVi542fbMQiOtbw6LrNHjXPPXuD+UhC+EE3jymspfBoCYGoieHB+SkpKdq8ebNq1qypt99++7RtDx06pFdffVUJCQm66qqrShwbOHCgRo4cqcmTJ2vo0KGSpOjoaEnSsWPHSrQ9duyYqlat6tEt+FRTo3///rr55pvldDqLY1WqVFGnTp3UoUMHX7o0BxYWpsaNG2vkyJF66qmntHz5ct17773Fx6OioiTJ7TM5koqXxXj6gwAAAADgGfIBoOK47LLLTrki6mSrVq1SXl6e2rZtK4fDUeJYrVq1lJycrC1btigjI0OSdNZZZ6lGjRrFK6+KZGVlqUmTJh5d06tJDYfDoY0bN6p9+/Z68803deGFF+qTTz7xpgufDB48WJI0b9684uUpRVu75OTkuD0nN7dwRrFOnTqlPj4AAACgIiAfAEJICO5+crpaN3+OF7WTpCuuuEJffvlliXZffvmlrrjiCo+u6XWh0AYNGuijjz7Sk08+qfHjx+vyyy/XqFGjNGHChOJiH4FWtWpVnX322dq3b5+2bt2qCy64QCkpKVq5cqW2b99utM/KylJeXp4SEhJOWxRo9OjRxcvSUlNTlZqaWirjR/mTlpamtLQ0SfKoWA4AAEB5QT4AhEY+4GlNjDP1EUhnqnVTo0YNSSVr3Tz00EPq3LmzfvjhBzVr1kwffvihMjMzddddd3l0TZ92P3E4HBo9erS6deumv/3tb/rHP/6hFStW6I033tDZZ5/tS5d6/PHH9fXXX+u9994zjuXn5+vAgQOSpJiYGElSjx49NGXKlOLtnf5s3bp1xW1OZ9KkScX9Ad748196TqfT4z2UAQAAygPyAVR05APu+VLrplWrVnrjjTfUv39/RUVFqaCgQGlpacWrsc7Ery1dW7durW+//Vb33nuvXnvtNV188cVGVWJPnThxQmvXrtXBgweLZ2+KzJs3TwUFBTr//POLl6t07dpVKSkpWrRokfbu3au4uLji9jNnzlRYWJiGDRvm663hf76Ye79H7brXGWrElu55yYilXjDGiKVtnOj9wAAAABB05APBVXmPWcRz59+f9ujcdQse8Pm6bac9Z8Q+f8OzvOGHx4f7fN2Tdeph3mtUeoYRW3rgVZ+vcVWDe43Y3tSGJd4X5Of53L9fyqhQqDd8rXXTu3fvEls2e8OrmhqWZenXX3/Vrl27imNVq1bVjBkz9N577ykiIkIPPvigTwNxOBzav3+/evXqpbVr1+rQoUPKzMzUyy+/rGHDhik6OlrTp0//Y+BhYZozZ44cDof69u2rrVu3yul0auLEiVq0aJHGjRunCy64wKexAAAAADCRDwChw9ctXA9v/1FZq/+rrNX/1d6PFwd0TGeqdXPw4EFJga1149WkRmJiojp27KhevXoZx/r06aNNmzb5vCf1qFGjNH/+fJ199tn629/+plq1aqlx48aaPHmybr755uKCRH/WsmVLrV+/XrVr11abNm0UHx+vhQsXat68eRozxlwRAAAAAMB35AOA/VVPaqqEzlcrofPVqtOhZ0D7TklJkSS3tW4kaceOHSXaBYJXj58UDeBU4uPjtWzZshKVTD0VFRWlG2+8UTfeeKNX5zVt2lTvvPOO19cDAAAA4B3yASCEhODjJ126dFFERIS++OILWZZVYlvX7OxsZWRkqEmTJkpOTg7YNb1aqeGpQM66AAAAALAX8gGgDITglq7Vq1fX4MGDlZmZqSVLlpQ4Nnv2bFmWpfvuuy+g1/SrUCjgtZ2/BXsEAAAAgF+uauymKGbeMSO0ZPeLRqx7rduN2NLs6UbME0szPCsKGmieFgUtbVV/3GPETjRt6Kal75b8OvWMbZxOp2JffySg17WzSZMmac2aNbr99ts1f/58tWrVSkuXLtW4cePUrVs33XHHHQG9Xqms1AAAAAAAAKXHEaDXmezYsUMOh0MOh0Nz5syRJN16661yOBzFuxH9WWxsrD777DNdf/31uummm1SjRg2NGjVKo0aN0gcffKDKlQO7toKVGgAAAAAA2E0Z1dRISkqSZXl3odjYWE2ZMkVTpkzxbVxeYFIDAAAAAIAK5tCOH+XctjnYw/Abj58AAAAAAGAzDsu/V0zDpkr4S2C3dA0GVmrYRNtbnjNin//bLNCTWn2gEctv29SIrV7xUEDGVex4vhFqPeh5I/Zl7kyfL5F6Ucm9xtO+nehzX1edM9KILdnyjM/9AQAAoOJYss38bu6p7F7md/OTv5u6+17aLfwmI1Ypvo45tl+meDSOjn81i4x+/MEoj869MuwGI7bc9bZH5/qjW5vxJd4v8+PPwVPdm5p509If/1Hq1/VICG7pGgys1AAAAAAAALbESg0AAAAAAOyoHKy08BeTGgAAAAAA2ExRbQx/+7A7Hj8BAAAAAAC2xEoNm6i55Ccj1j3hLiOWdmh2qY+l7c1mQZ5qKY2NWEG479dwV8gzLYCFPCkKCgAAgGBYP2eET+dZLvOf1A9fVM/ncXhaFLR7rduNmKdFQa+8dIJ5bvpYj851Z9kXj/l8rq9CpiioO34WCnX+8qOc29nSFQAAAAAAlDF/t3SNbdBUdS+1/5auTGoAAAAAAABb4vETAAAAAADsxs/HT4r7sDkmNQAAAAAAsBl2PynEpIZN/PDUOUbs3Nn5Rqzlnc8bsW9e9q0Y0akcTDafWsptEmXEGs3bbcQuHmKO7+sZ5vjcFfK8qvH9JdtsMwuWAgAAAOXRnrvbGrGNU4Ybsa4dnzBiKz9+xIh16G1+31670CzWvzR7uhFrdZv5nT7shBHSejdFQbt0fdKIHa5n7jDwxdz7jRjgDpMaAAAAAADYDY+fSGJSAwAAAAAA+2FSQxK7nwAAAAAAAJtipQYAAAAAADbjb6FQ568/6uAvmwM3oCBhUsMmdt42ygzeZoa6tzCLAPnjnKfMIkDnTt9uxHZf29iIWfsPGLEDF9bx6Lrtr3vWiLna1D3jed3Pe9CILf3pKSPWre0EI7bsc7OQEQAAABAK3BUFdccVXsmIudtMIC/Fs1Sw7S1mcf6v/u1ZEc+LbzevG/etmUt8sdIsRgoP+Pn4SUz9poqOS9L+7z8N2JCCgcdPAAAAAACALbFSAwAAAAAAm3FYlhyWf5U+/T0/FDCpAQAAAACA3bD7iSQePwEAAAAAADbFSo0Q0K5fyeI7R+LMuaYNL3hWGGjpd08YsVaDzQI9X702wog1e3SyEWs0aZ0Ry7yjnRE7drnTiG2La2HEan1jTgWmXjDGiB29tKYR+3q6OeaTuSsK6o4/RUFTRpT8ORUcy/O5LwAAAFQsl/7NLLyZPs+zwpsnu/Ae8/t7tVgzxfvm5TN/jz6V6jvN77pduj5pxHb0iDBiye/+aMSWZlMUNFD83f2kqA+7Y1IDAAAAAAC74fETSTx+AgAAAAAAbIqVGgAAAAAA2AyPnxRiUgMAAAAAALvx8/GT3N9+1MFd3wdsOMHCpEYIWDfft8JAnjoS7/CoXe1NJ4xY5Xp1jVh+DbM/1/fVjVj1Heb/Ya4q5nXTNk70aHyhYtPzJYu2Op1Oxb40OkijAQAAgJ34WhTUnQ3/NDcTuOBes3ioO+2vf9aIHaltVieIqWamjL91Nr/Un/21+d3/QM/zPBqLO92ibjFiy47+2+f+YIqt11TVzk7S3p8+DfZQ/MKkBgAAAAAANsPjJ4WY1AAAAAAAwG7Y/URSCO1+YlmWPvjgA/Xr10+JiYkKDw9XjRo11LFjR73++uunPC8jI0M33HCDateurejoaLVt21YLFiwow5EDAAAA8Bf5AABfhMykxhNPPKHevXsrOztb//3vf3Xw4EGtW7dONWvWVP/+/TVo0CDjnA0bNqh169bat2+f0tPTlZmZqZ49e6pfv36aNGlSEO4CAAAAgC/IBwDvFT2C4uurPHBYlhUSt/Loo4/q1Vdf1ZYtW1StWrXieH5+vpo1a6Zt27Zp5cqV6tKliyTJ5XKpZcuW2rp1q7Zt26a4uLjic/7617/qww8/1IYNG9SiRQvjWk6nU7GxscrNzVVMTEzp35yXunR50ogdSowwYw3Ngp1Re80/zsP1zWvkJxw3Yo3nmeduv9Z8QqlmwxwjdrygkhFzratpxKr95jJiJyLM+/h6xggjduVfShYUXf7ZGKPNVY3NwktLtj1nxPxx7hPPl3jvysvTtscfCdnfJwAAADsgHwiMbq3GGbH8s6OM2JqlDxqxi4c8b8SyLykwYmFHzH8bP+/VA0bsYMpZRiz9zdLdJCEYyvr3qeh6rW54XJWrRPrV14njefrq7Udt/f9CyKzUqFevngYMGFDiA0ySwsPDdeWVV0qSVqxYURxftWqVNm7cqF69epX4AJOkQYMGyeVyaerUqaU/cAAAAAB+Ix8A4IuQKRR65513nvJY9eqF24X+eVHJ4sWLJUnt2rUz2hfFitoAAAAACG3kA4B32P2kUMis1DidjIwMSVLHjh2LY5s2bZIkJSUlGe3j4+MVGRmpzMxMZWdnl8kYAQAAAJQO8gHADStAL5sL+UmNAwcOKC0tTS1btlT37t2L41lZWZKkmjXNug2SFBsbK0nas2dP6Q8SAAAAQKkgHwBwOiHz+MmpjBo1Sg6HQ3PnzpXD8UdByaNHj0qSqlSp4va88PBwSdKRI0dKf5B+antzyUKWn6962KPzLhloFvJZP9sssOnOuZPMc/dfaBbsrPS7OXWXf8L8tQlzs24pL84sCuqqbM6jJaQfO+U4/+zkwqBXht1gtMm95VIjdtFQ816/fcmzn5M71XaVfF+Q73NXAAAAOIOKkA8EUtjufUbs8IVNjFi7G581YrHZJ4xY5Tzz53ushvmdful3TxixDr2fOeU44T+Hq/Dlbx92F9KTGm+88YZmz56tt956y6haHBVVWMH3+HFzFw+psEqyJFWtWrV0BwkAAACgVJAPAKfh5+MjB7N+0oHdmwM2nGAJ2UmN5cuX67bbbtP06dN17bXXGsfj4+O1efNm5eSY24tKUm5uriSpTp06p7zG6NGji2dwU1NTlZqaGoCRoyJw/vqjDv36kyTJVWBucwUAAAD/kA8glKWlpSktLU3SHxNodlMj/jxVq9VQe7Z+Fuyh+CUkJzVWrFiha665RtOmTdOgQYPctklJSdHKlSu1fft241hWVpby8vKUkJCgWrVqnfI6kyZNsu1evAiumAZNFdOgqSSpID9P2Zs/DfKIAAAAyg/yAYS6P0+COZ1OTZs2rczHwO4nhUKuUOjKlSvVp08fTZ06tcQH2ObNm7VgwYLi9z169JAkpaenG32sW7euRBsAAAAA9kA+AHjIsgLzsrmQWqmxatUqXX311ZoyZYoGDx5c4tj69es1e/Zs3XjjjZKkrl27KiUlRYsWLdLevXsVFxdX3HbmzJkKCwvTsGHDynT8vvr8jfvP2Cb1gjFGrFpctBHrdsk4I5bZIdbs8GwzlO/hJHXL+F1GrEvNH43YpKNXGbGwfeaYt91iXiM11pyRT8udWeL9ctfbpxvmabX5v+eM2Bevm38O7oqMVjmp1pTDnqvNAAAAQk5FzQcCaes9ZlHQ2hvMapCxq342Yj8+dq4Rq1LHLLRqucwNBronjzJiazOePuU4gUAJmUmN1atXq1evXoqNjdWKFSu0YsWKEse3b99eXAxIksLCwjRnzhx17NhRffv21Wuvvaazzz5bU6dO1aJFizRhwgRdcMEFZX0bAAAAAHxAPgB4h8dPCoXMpMacOXN09OhRHT16tMSysj/r1KlTifctW7bU+vXr9eijj6pNmzY6evSomjdvrnnz5ummm24qi2EDAAAACADyAcBLfu5+UtyHzYXMpMbs2bM1e/Zsr89r2rSp3nnnncAPCAAAAECZIR8A4IuQmdTA6aVtnGjEmo6ZbMR+nPiQEWs+ymxXd+0JI5Zf3awbm9XbLBhRJ+KQEdtz3KzbUWWTWT+jsvlInnYOMMfc9bUnjFinq54q8f5As3Cjzabnh5sXcMNd/Yym7403Yg3+9Z0RO9GlVcn3JyiqAQAAgNBQNdOsd1Hld7OmhrOzWT8jIruSEXPsq2bEjiUfNWI/D4k3Yin3m3nIpuc8+77e8FWzHke9tJL5ymdvP+BRX+UVj58UYlIDAAAAAAC7CcTuJeVg95OQ29IVAAAAAADAE6zUAAAAAADAZnj8pBCTGgAAAAAA2A27n0hiUsPWfpzoWZGdiFzzNzWrbRUjdqx2gRFrWn+PEasXkWPEqjjMc6v+Zb8RO+isasQu/vvzRuxsZ54RW/mxWSzVVxffbl7zx+mPmQ3NmkoGp9Op2FizyCgAAADKp+4JdxmxpZnTPDq3Y0+zAObHi0eVeH/uk+Z31bBjZgHQ/Brml9V6u8zYrsvNtC9qr9nfsTjzO33NRPO7f7R5qs7+h7kjQI3pe82GniowLxJWUA4ycAQckxoAAAAAANiMv4+fHNj7k7L3fB+4AQUJkxoAAAAAANiNyyp8+eis2smKiU1U5s51ARxU2WP3EwAAAAAAYEus1AAAAAAAwG4oFCqJSY2Q0LnbP0q8X7PsoYD2H3HQLBb09SsPGLEmT5sFifYfiTZildz85rssc9GP8/dIczC/RLkZywgj1q3VOCPWYuTkEu+/e8azQqnuHHdX3QgAAADwgKdFQd05uSioOz8/bH4/7nTVU0bscF2z+L/DTaH75NkHjNiWW84yYpUPmd/pDx8xv9PXPSvXiGV1qGvErDvdfOf+1gy5s/PvI83g3z07t6JwKABbugZkJMHF4ycAAAAAAMCWWKkBAAAAAIDdWFbhy98+bI5JDQAAAAAAbMbfLV2L+rA7Hj8BAAAAAAC2xEqNP2n4r2eM2M473BSoCbBAFga94rLHjdi6Tx41Ys1HTTZijlpmfwdyzUKh50fuMmJ5llmkqGb1I0bs4LFqRqzhq08bsZ1fjTMHc5Imz5qFTbc+YBZVSr34MSO26evxZ+xfklrfal7jy1nmNQAAAGA/qf2mqnKVPwphrv1v6X/399VHSx40Yq0Hmd9Vj5xdyYhltTGLgtb+1vwn+sxOZpXR+JjfjVitSDO2s4V5bvSeWCOWPNHMQxq9axYyTft2ohELpMbPmT+7bffb7Hs+u59IYlIDAAAAAADbcViWHH7WxPD3/FDA4ycAAAAAAMCWWKkBAAAAAIDduP738rcPm2NSAwAAAAAAm+Hxk0IVelLj2qRhquwIL35/XpN6RpsrZ08wYsvTxwZ0HJddU7JA6SfvmwWKunaaZMRWfjTaiK1wUxT0oqFmEZzfm5tTclZ0gRG7qdnXRqySm2oy3+eZP7vsTWcbsWp7jJAS0/KNWLPtZgGhSsdKvt/6rFnIp/t5ZgGltJ+eMtsljzJiBdt+MWJfnphvxAAAAFA+pM2/VzExMcEehs9+r+swYomLzKKbebXMQqE5zcxzw44ZIWUfNAv9tzgry4jFpZv9Vd9kfvmP+fqEEVuy3cxX3OnevGT+k5ti7nRQYO5foC9ev9+I2a4oKE6pQk9qAAAAAABgS+x+IolJDQAAAAAA7MeyCl/+9mFz7H4CAAAAAABsiZUaAAAAAADYjMMqfPnbh91V6EmN93a8EBKFgdwVBj2Zu6Kg7rS95TkjVmO/WYyn1ndmbNcVVY1YxrlxRuyxODcVhLTdiKxo/asRqzTDrNyzNONpN/2d2VUNh5t97TQLjLrj6zUBAACAUFF/0mdGbNvEdmbDMDNzza9lbhJQqfpxI3ZW7O9GrFX1HUZsZdsWRiy3SYIRi//cvIanlm42N0+o0Px8/CQ752fty/4xgAMKDh4/AQAAAACggqlV81ydk3RlsIfhtwq9UgMAAAAAADtyuApf/vZhd0xqAAAAAABgN+x+IonHTwAAAAAAgE2xUiMEtL25ZHHPz9+43+e+jsU6jNjn/37QiDV59nkjVr/lb0Zs64HaRmx3olko1OmKNWJbNtQ3YtWvMufRWg02x/LVayOM2MmyO5n9AwAAABVFpfOTjViV3818IHKf+a/xB9zkDdHReUas2Vl7jNghV6QRa9Qs04ht+zneiB2+O9eIwUfW/17+9mFzTGoAAAAAAGAzDsuSw8/HR/w9PxTw+AkAAAAAALClkJzU2L9/v/r27SuHw6HZs2eftm1GRoZuuOEG1a5dW9HR0Wrbtq0WLFhQNgMFAAAAEHDkA4AHigqF+vuyuZCb1Hj33XfVvHlzLV++/IxtN2zYoNatW2vfvn1KT09XZmamevbsqX79+mnSpEllMFoAAAAAgUQ+AHjIkuTy82X/OY3Qqqnx8ssva+LEiZo5c6befvttzZkz55RtXS6X+vfvL5fLpbfeektxcXGSpLFjx2r9+vUaM2aMevfurRYtWpTV8H3ma2HQ9tc9a8Ti124xG04zQ5UPm4WBfltf14h17/alEWtUpZoRO+A6aMRitplzZglv/GDEsns1NWIdez1txKK//qXE+y92v2i0AQAAgH1V1HzAV66tO41YlcNmoX/nOW5OrnbCCB0/UcmIRVfKN2KRDvPcnXtqGbHzn9lrxA6fH2fEGm15zohtH+b75gmoWEJqpUZKSoo2b96snj17nrHtqlWrtHHjRvXq1av4A6zIoEGD5HK5NHXq1NIaKgAAAIAAIx8APFdUKNTfl92F1EqNyy67zOO2ixcvliS1a9fOOFYUK2oDAAAAIPSRDwBesOR/TQz7z2mE1koNb2zatEmSlJSUZByLj49XZGSkMjMzlZ2dXcYjAwAAAFDayAcASDae1MjKypIk1axZ0+3x2NhYSdKePXvKbEwAAAAAygb5ACo8dj+RFGKPn3jj6NGjkqQqVaq4PR4eHi5JOnLkSJmN6WTdUx41Yks3PW7ELhn4fIn362eP8Kj/T999wIg1mmoW2XHn7A1mcZ+cgYeN2Iod5xmxXXGrjdi3eWb1oYMtzGuEuykKGnbC/B/p40WjjFj3OkONGAAAAComO+QDpW3Z0X/7fO7FQ543YtmXmv/mvTfe3CTgnKrmpgMFueafw5Itz/g4OnjEJcn8o/C+D5uz7UqNqKgoSdLx48fdHs/PL6zSW7Vq1TIbEwAAAICyQT4AQLLxSo34+Hht3rxZOTk5bo/n5uZKkurUqXPKPkaPHl08g5uamqrU1NTADxTlUlpamtLS0iT98RcmAAAAyg75AIIpFPKBQOxewu4nQZSSkqKVK1dq+/btxrGsrCzl5eUpISFBtWqZ+yUXmTRpkmJiYkpzmCin/vyXntPp1LRp04I8IgAAgIqFfADBFBL5QCBqYpSDSQ3bPn7So0cPSVJ6erpxbN26dSXaAAAAAChfyAcASDZeqdG1a1elpKRo0aJF2rt3r+Li4oqPzZw5U2FhYRo2bFgQR+i+KKg7nhYGPVlq1f8zYtuPvG7Ermp8vxH7ZJtZUPSya8xCPvv/zyysVL+yWSxoz/FYIxa+v5IRq3LErETz2dtmwdOTi6dK0vo9LxkxAAAAVEx2yAdK2zlPm9+ZG/3ndyN2KMmsK2LFmhUmHUfNf/POLzBTxvjKueZg3PxzefMHJxuxzU8NNxvCN6zUkGTjlRphYWGaM2eOHA6H+vbtq61bt8rpdGrixIlatGiRxo0bpwsuuCDYwwQAAABQCsgHUOGxpaukEJvU2LFjhxwOhxwOh+bMmSNJuvXWW+VwOJSUlGS0b9mypdavX6/atWurTZs2io+P18KFCzVv3jyNGTOmjEcPAAAAwB/kAwC8FVKPnyQlJcnycqaoadOmeuedd0ppRAAAAADKCvkA4AWXJPMpIu/7sLmQmtQAAAAAAABnxpauhZjUKGNtbzYLdH7+hlnI0xNpboqCurPETVFQd6ruMosKVYsy91z+Id8sHlo33NwfvKBRnhGLWm5e95IBZoGjqP0nTjXMgLgq8T4jZh0/bsSWZrJVKwAAAIKv5Z3md+azfjcT0rCj5nfafb3N7+VhW6OMmOOE+c/+P+2NM2LfxDQ0z61qfn+vsdWzZQTuvpsv+WWKR+cCTGoAAAAAAGA3fhb63Hd4m/Yd3hLAAQUHkxoAAAAAANiNy5Icvk9qnF21kWpG1NUvB78O4KDKXkjtfgIAAAAAAOApVmoAAAAAAGA3fj5+UtyHzTGpESAdrn7GiEX/uN+Iff7TU6U6jqvOGWnEfror3ogVVDX37qn0t+pGzLHZLO5z9gXmL/6nuecasZi1kUYsu5kRUsLiX43Ykp2TjdgVlz1e4v2KTx41O/MQhYcAAABgJ9+8PMKInf+w+Z3ZVbmGm7OPGpET0W6KjB43v/uHVzELgB46YX7Pd7h5DMJV2eyve4r5HX5pKX83v/Ae8+e04Z/DS/WaZSMAkxqy/6QGj58AAAAAAABbYqUGAAAAAAB2w+MnkpjUAAAAAADAflyW/H58xGX/SQ0ePwEAAAAAALbESo0AqXTMLLy5tJSLgrqzZItZsLRrxyeMWHaLKCP27Utm8aGG083+dp0wf2325VUzYoeSzPFVzTKLBWXc3cBs6IY/hUF9lVptgBFLOzynzMcBAACAwLum/eOqXCmi+H3atxODOBrvff+kWeyye63bjVjtxeb398N/aWTEqv14wIj9MKqGEdsYWdeINX7VHN/K1febwSAoH0VB3bBchS9/+7A5JjUAAAAAALAbampI4vETAAAAAABgU6zUAAAAAADAbigUKolJjYBZs/RBn8/t2PPpEu8/XjzK3+GUUGWP04gd61DViP2l77NGrHKbSkbsoMusx7Et5ywjVvfTAiNWbfNeI+auDshVde822+1+0YiVNupnAAAAlF/vf/qoYmJigj0Mn104bLIRq9K7qRGr9U2OEfvk/ZFGLOklMx+ov9i87qWPbjdiz61+61TDRGnh8RNJPH4CAAAAAABsipUaAAAAAADYjaUArNQIyEiCikkNAAAAAADshsdPJPH4CQAAAAAAsClWaoSAQBcGPdnSn54yYk2eft6IRWYfN2P7Io3YG/vbGbHDuWbx0O/+axYf6p5w1ynH+WfBKAoKAAAAeOKiu8zv0t9OG1Hm49jwwnCP2rUeZI7XnR1DHzBizX4zi5G+s+FiI7Z+v/nd/+i/E4zY3k5mzrHzVnPThaaPmdf9cbxn91thuFySXAHow96Y1AAAAAAAwG54/EQSj58AAAAAAACbYqUGAAAAAAB2w0oNSUxqAAAAAABgPy5Lfu/J6mJSA//TvfloI7b7irON2MapZy5u0+b/njNiX7x+v3nNOkON2NI9Lxmxxs+ZhYEqNfrdiB04L9qIJb71qxHL7BljxJrev9OIXTXeLBa0NHOaEevY82kjVtrFUwEAAABfBaMoqKeaP2gW2Nw80/fx/vCEmb/c/fXfjNiLF88zT77Cs2tc1cgc34/bPStu6onmo9z8TJ6m6Gh5waQGAAAAAAA2Y1kuWZZ/u5f4e34oYFIDAAAAAAC7sSz/Hx8pBzU12P0EAAAAAADYEis1AAAAAACwGysAhULLwUoNh2WVg7vwktPpVGxsrHJzcxUTYxa9/DN3RWuWBLBojSR1r3V7ifdLs6cHtH93Lhlo3sPvdR1G7PtJZgGdRi+YhUzjvjCvcbieuRBo81OlW5Cne7OHjdjSH54s1Wt68/sEAACA4PP3+1uXrub3y1Urze+hvmr4qllIf+dtFNIPVWWdDxRdr2v1m1XZEe5XXyesfK089IatcxkePwEAAAAAALbE4ycAAAAAANgNj59IKicrNZxOp4YPH67ExERFRkYqOTlZjz/+uI4fPx7soQEAAAAoReQCqKgslysgL7uz/UoNp9Op9u3bKycnR/Pnz1erVq20dOlS9e/fX5999pk++OADVapUKdjDBAAAABBg5AIAbF8o9J577tGLL76oxYsXq0ePHsXx5557Tg888ICmTZumoUOHljinrAq5XHSXWYzz22lm4dFgaHuLWewzt5G5cKdSvnmuy81UWI0tBUZs3YIHfBqb3VAoFAAAIDh8yQUkvr8hsIJVKLRL1I0BKRS66ugCW/+/YOvHTw4dOqRXX31VCQkJuuqqq0ocGzhwoBwOhyZPnhyk0QEAAAAoLeQCqPBcVmBeNmfrSY1Vq1YpLy9Pbdu2lcNRcjvSWrVqKTk5WVu2bFFGRkaQRggAAACgNJALAJBsPqmxadMmSVJSUpLb40XxonYAAAAAygdyAVR4liVZLj9f9l+pYetCoVlZWZKkmjVruj1eo0YNSdKePXvKakgAAAAAygC5ACo6y2XJcvg3KWHzEpuSbD6pcfToUUlSlSpV3B4PDy8smnLkyJEyG9OfhUpRUHeyWziM2JaHhhsxdwVFD9c3F/jEfncgMAM7jW5txpd4v+yLx0r9mgAAAAhNoZYLdOj9jBFbu3BkmVwbqMhs/fhJVFSUJJ1yD+r8/MKtO6pWrXraftLS0gI7sCBcoyzu4eDun0q1//Lw5wAAAICyEahcQCof39W5h9C5Rpnx+9GT/71sztaTGvHx8ZKknJwct8cPHjwoSapTp85p+ykP//OUxT3kZjKpAQAAgNAQqFxAKh/f1bmH0LlGWbFcVkBedmfrx09SUlIkSdu3b3d7fMeOHSXanWz06NEKDw/XRx99pLS0NKWmppbKOFH+pKWlFX8gFv0rAAAAAMqOv7mARD4A35EPhA5bT2p06dJFERER+uKLL2RZVomtnLKzs5WRkaEmTZooOTm5xHlFxVAeeughxcTEaPTo0WrXrp2cTmepjTU/Pz+k+nfl5Rkxd+cXHP+jneU6oYLjeSo4Zi7wOVFwzKP+TudM93CioOSYffl5BurPoV27dmrXrl3xOKZNm1YuiuwAAADYha+5gFQ6+cCJ46f+fl3auUBZXKM83EMgrxEK+cAJ65jfj4+ckPvHt+zEYdk8E7vrrrv00ksvafHixerRo0dx/LnnntMDDzygf/7zn7r77rtLnLNr1y41aNCgrIeKcu7XX39V/fr1gz0MAACACsOXXEAiH0DpKKt8IC8vT40aNSreAchf8fHx2r59uyIjIwPSX1mz/aRGbm6u/vKXvyg3N1fz589Xq1attHTpUvXv319/+ctftHjxYlWuXHJBisvl0u7du1W9evUSM7qALyzL0qFDh1S3bl2Fhdm6TA0AAICt+JILSOQDCKxg5AN5eXkBe+wlPDzcthMaUjmY1JAKP8wee+wxvfvuu9q7d68SExPVv39/Pfjgg8VbOQEAAAAof8gFgIqtXExqAAAAAACAiqfCrpV3Op0aPny4EhMTFRkZqeTkZD3++OOn3OfaWwMHDpTD4Tjla9euXV71t3//fvXt21cOh0OzZ88+bduMjAzdcMMNql27tqKjo9W2bVstWLAgYNdISko65X2dc845JdpalqUPPvhA/fr1U2JiosLDw1WjRg117NhRr7/+ekDuwZdreHMPAAAAKH/IB3zr39vv0aWdD5ALoEJOajidTrVv315vv/225s2bp5ycHD311FN66qmndPXVV6ugoCAg14mPj9d5553n9lWlShWP+3n33XfVvHlzLV++/IxtN2zYoNatW2vfvn1KT09XZmamevbsqX79+mnSpEkBuYYkNW7c2O19NWnSpES7J554Qr1791Z2drb++9//6uDBg1q3bp1q1qyp/v37a9CgQX7fgy/X8OYeAAAAUL6QD/jev+Td9+jSzgfIBSCrArr77rstSdbixYtLxJ999llLkjVt2jS/rzFgwABr1qxZfvfz0ksvWQkJCdaiRYusAQMGWJJO2W9BQYF1wQUXWNHR0daePXtKHOvVq5cVFhZmbdq0ya9rWJZlNWzY0Nq+fbtH43/kkUesOnXqWIcOHSoRP3bsmNW4cWNLkrVy5Uq/7sHba3h7DwAAAChfyAd869+yvP8eXdr5ALkAKtxKjUOHDunVV19VQkKCrrrqqhLHipaITZ48OUijM6WkpGjz5s3q2bPnGduuWrVKGzduVK9evRQXF1fi2KBBg+RyuTR16lS/ruGtevXqacCAAapWrVqJeHh4uK688kpJ0ooVK/y6B2+vAQAAgIqLfKDkd+nSzAWk0s8HyAVg7m9Uzq1atUp5eXlq27atsX1TrVq1lJycrJ9++kkZGRlKTk4O0ij/cNlll3ncdvHixZKkdu3aGceKYkVtfL2Gt+68885THqtevbqkwufgivhyD95eAwAAABUX+UDJ79KlmQtIpZ8PkAugwq3U2LRpk6TC4jDuFMWL2vlj9erVuvzyy1W7dm1FRUWpWbNmevjhh5WTk+N33+6c7t7i4+MVGRmpzMxMZWdn+32tV155RRdddJGqVaum6tWr69JLL9XLL78sl8vlcR8ZGRmSpI4dOxbHAn0P7q4RyHsAAACAvZAP+J8PBOp7dGnnA+QCFUOFm9TIysqSJNWsWdPt8Ro1akiS9uzZ4/e1PvroI917773auXOnMjMzNXLkSL3wwgtq3bq1MjMz/e7/ZGe6t9jYWEmBubd169Zp+vTpys7O1o8//qgOHTpo6NCh6tOnj0eFlQ4cOKC0tDS1bNlS3bt3L5V7ONU1AnUPAAAAsB/yAf/vLRDfo0s7HyAXqDgq3KTG0aNHJemU1YbDw8MlSUeOHPHrOsOHD9e6devUp08fRUdHq0aNGho0aJCeeOIJbdu2TUOHDvWrf3fK6t5mzpypZcuWqU2bNoqIiFC9evX0zDPP6Oqrr9YHH3ygF1988Yx9jBo1Sg6HQ3Pnzi2x7C+Q93CqawTqHgAAAGA/5AP+3VugvkeXdj5ALlBxVLhJjaioKEk65f7T+fn5kqSqVav6dZ0LL7xQCQkJRnzIkCFyOBxauHChDh486Nc1TlZW99alS5fiD5M/u/322yVJc+fOPe35b7zxhmbPnq033nhDLVq0KHEsUPdwumsE4h4AAABgT+QD/t1bIL5Hl3Y+QC5QsVS4SY34+HhJOuVzbEUfLHXq1CmV60dHR6tOnTpyuVz6+eefA9r3me4tNzdXUundW9Gezj/++OMp2yxfvly33Xabpk+frmuvvdY4Hoh7ONM1TseTewAAAIB9kQ+Uzr15+j26tPMBcoGKp8JNaqSkpEiStm/f7vb4jh07SrQrDaVVffd095aVlaW8vDwlJCSoVq1apXL9M93XihUrdM0112jatGkaNGiQ2zb+3oMn1zgdKiMDAACUb+QDpZMPeHJPpZ0PkAtUTBVuUqNLly6KiIjQF198YfzSZmdnKyMjQ02aNPFr+6bPPvtM5557rttjhw8f1t69exUWFqZzzjnH52u406NHD0lSenq6cWzdunUl2vjq2Wef1YABA9we27p1qyTpvPPOM46tXLlSffr00dSpU0t8wGzevFkLFiwofu/PPXh6DV/vAQAAAPZHPuB7PuDP9+jSzgfIBSquCjepUb16dQ0ePFiZmZlasmRJiWOzZ8+WZVm67777/LpGfn6+tmzZovXr1xvH/vWvf8myLPXs2fOUFX191bVrV6WkpGjRokXau3dviWMzZ85UWFiYhg0b5tc1Dh8+rLS0NB06dMg49vLLL0uSbrnllhLxVatW6eqrr9aUKVM0ePDgEsfWr19ffJ4/9+DNNXy5BwAAAJQP5AO+5wO+fo8u7XyAXKCCsyqggwcPWueff75Vr149a+3atdaRI0es9957z6pWrZrVrVs36/jx4371v2bNGkuS1bhxY2vRokXWwYMHrYMHD1qvvvqqFRUVZSUmJlq//vqr1/0OGDDAkmTNmjXrlG2+/vprq1q1alanTp2sLVu2WLm5udaECRMsSdaECRP8vsa4ceMsSVbXrl2t9evXW0eOHLF27dpljRgxwpJkpaamWvn5+cXtV61aZUVFRVnx8fHWjTfeaLzatGljderUya978PYa3t4DAAAAyhfyAd/69+V7dGnnA+QCqJCTGpZV+EF27733WvXr17fCw8Otc845x5owYYJ17Ngxv/t2uVzW6tWrrdtuu80655xzrIiICCsyMtJq1qyZ9eCDD1rZ2dke97V9+3ZLkttXw4YN3Z7zww8/WNddd5111llnWVFRUVbr1q2tefPmBeQaR44csebPn2/16dPHqlu3rlW5cmWrevXq1qWXXmq9+OKL1okTJ0q0L/pgPN3r5A8xb+/B22t4ew8AAAAof8gHvO/fl+/RpZ0PkAvAYVlUQwEAAAAAAPZT4WpqAAAAAACA8oFJDQAAAAAAYEtMagAAAAAAAFtiUgMAAAAAANgSkxoAAAAAAMCWmNQAAAAAAAC2xKQGAAAAAACwJSY1AAAAAACALTGpAQAAAAAAbIlJjXJk3LhxcjgcJV6HDx8u9esOHDiw+HpJSUnF8R07dpQYy+zZs33q/8UXXzTua8eOHQEZOwAAAFBekA+gImJSoxyaNWuWLMuSZVmqVq1aqV9v9uzZsixLDRs2LBFPSkqSZVmaNWuWX/3ffffdxffTqVMnv/oCAAAAyjvyAVQkTGoAAAAAAABbYlIDAAAAAADYEpMaQXbys2GdO3cuPvbnZ9McDofWrFnj9/UOHDigBx54QI0bN1ZERITq1aunjh07atKkSdqzZ0+JtidOnNDUqVN10UUXKSoqSjVq1NCVV16pFStW+D0OSTp69KiefPJJNW/eXNWqVVNCQoK6dOmif/7znzpw4EBArgEAAACEMvIB8gH4h0mNILMsS/3795ckLVq0qMQH1ezZs7V06VIlJiaqoKCgxAecL7KystSmTRstWLBAM2bMUG5urj799FOdd955euSRR/Tkk08Wt3W5XLruuus0YsQIDR48WPv27dP333+vxMREdevWTXPnzvVrLJJ0yy236Mknn9TTTz+tPXv2aMOGDerUqZOGDRumhQsX+t0/AAAAEOrIB8gH4B8mNULA7bffLkmaPn26ceyVV17R4MGDFRbm/x/VXXfdpa1bt2rmzJnq2rWrIiMjlZSUpFdeeUUpKSkl2k6bNk0LFy7UzTffrHvuuUfVqlVT3bp1NX36dDVs2FB33323X7OnBw8e1Pvvv69u3bqpZ8+eio6OVlxcnB577DFddtll/t4qAAAAYBvkA+QD8B2TGiGgffv2at68uRYvXqzffvutOJ6VlaUlS5Zo8ODBfl8jKytL77//vmrXrq0rrriixLGwsDCNHj1a7dq1K469/PLLkqTbbrutRNtKlSrphhtu0KFDh/Tuu+/6PJ6wsDBZlqX09HTt3LmzxLF3331X1113nc99AwAAAHZCPkA+AN8xqREihgwZooKCAr366qvFsZkzZ+rKK69UvXr1/O7/q6++kmVZSk5OlsPhMI7369dPN954oyTp0KFD+uGHHyRJF154odG2QYMGkqQvv/zS5/HExMRo8ODB+u2339S0aVPdeOONevfdd3XkyBHFxcWpevXqPvcNAAAA2A35APkAfMOkRojo37+/IiMj9dprr6mgoECWZenVV18tXormr4MHD0qSoqOjz9jW6XQW/3eNGjWM4kXDhg2TJKOQkLdmzJihWbNmqVmzZnrrrbd0/fXXq27duho9erTy8/P96hsAAACwE/IB8gH4hkmNEFGzZk1df/31+vXXX7VkyRItX75cJ06c0FVXXRWQ/mvUqCFJ+v333z1u63A4dOzYMVmW5fb1n//8x68xORwODRw4UF9//bV++uknjR07VlWqVNGTTz6poUOH+tU3AAAAYCfkA+QD8A2TGiGkaBb2lVde0SuvvKJBgwapUqVKAem7devWCgsLU0ZGhizLMo6vWLFC//73vyUVzt42b95clmXpl19+cdvf6tWr9fPPP/s8niNHjmjp0qXF75OTkzV+/HitX79elStX1jvvvONz3wAAAIAdkQ+QD8B7TGqEkA4dOqhZs2ZasmSJPvzww4AUBCpSp04dXXPNNdq/f7+xr/Tx48f197//XV9//XVxrGhmdPbs2UZfX375pbp06aLMzEyfx7N371799a9/1aFDh0rEk5KSFB0draioKJ/7BgAAAOyIfIB8AN5jUiPEFBUI6tq1a3EBnkCZNm2amjRpokGDBmnlypU6duyYtm7dqptvvlkFBQV68MEHi9vecccduvbaa/XMM8/o2Wef1a5du3To0CEtWrRI1157rQYOHKiOHTv6NZ4TJ07opptu0ubNm3Xs2DH99ttvGjFihHJzc3Xffff5ebcAAACA/ZAPkA/AO0xqhJj/+7//k8PhCFhBoD+rU6eOvvjiC/Xt21dDhgxRTEyMLr/8clWvXl2ffPKJ6tSpU9w2LCxMb731liZPnqw333xTycnJSkxM1IQJEzRmzBi99tprxW0HDhwoh8OhnTt3aufOncXPxu3YsUMOh0O33nqrJOnWW2+Vw+HQjh07VL9+fb311luKiIhQ7969VaNGDbVs2VJfffWV3n777RIfqAAAAEBFQT5APgDvOCx3D1QhaNasWaNbbrlFO3fu9Pr5uXHjxmn8+PGaNWuWBg4cWDoDDLLOnTvro48+0vbt25WUlBTs4QAAAAABRT5weuQDOBkrNYJs//792rx5c/H7GTNmaPDgwQErCAQAAAAgdJEPAP5hUiPI0tPTdf311+vAgQNavXq1Fi9erLvuusuvPouWdTkcDh0+fDhAIw2eF198sfh+Pvroo2APBwAAAAgY8oEzIx/A6fD4SZClp6frhhtu0J49e5SYmKjJkyfrr3/9a7CHBQAAAKAMkA8A/mFSAwAAAAAA2BKPnwAAAAAAAFtiUgMAAAAAANgSkxoAAAAAAMCWmNQAAAAAAAC2xKQGAAAAAACwJSY1AAAAAACALTGpAQAAAAAAbOn/AaDS3YBwgGusAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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oIiJCX375pQzDKLVv3759yszMVJMmTYL25hPJRiM1ioeNJSQkeN3fqFEjrV27Vj/99JOkomEtmzZtOuGwltzcXEknH9aSkpJS0sFNTk5WcnJywPmjcklLS1NaWpqkP/7BBAAAQOCoB+AkdqgHDCNMHsPaOAXD4vl/VaNGDQ0ZMkRvvPGGli5dqu7du5fsS01NlWEYeuCBB4J6T9s0NVq0aCHpxJ3WYi5X0fCapKQkrVy50uuwlpycHOXn56t+/fonnT83fvx4xcbGWsgaldWf/9Fzu92aPHlyiDMCAABwNuoBOIkd6oFCuVQoa69ktXq+N+PHj9eaNWt0xx136N1339VFF12kZcuWacyYMerWrZvuuuuuoN7PNtNPunbtKpfLpR07dsjjMS9WsmPHDklS8+bNJamk41O8SvKfrVu3rtQxAAAAAOyNegCwp6ysLLlcLrlcLs2aNUuSNGjQILlcLq9vH4qLi9PatWt144036uabb1bNmjU1cuRIjRw5UgsXLlTVqsEdW+Ey/jrRJYSuv/56ffTRR1q4cKF69uxZEt+2bZuaNm2q+Ph4bd26VZGRkfJ4PLrgggu0bds2bdu2TXXr1i05/pprrtGSJUv07bffqlWrVqb7uN1uxcXFKTc3l84sLOP3CQAAIDioB+BE5f37VHy/QWv6KjwmPODr/LLuN+34dKc2vZ/p6L8LthmpIUmvvfaaGjZsqHvuuUeffvqpCgoK9N133+nmm29WRESEZs+ercjISElSWFiYZs2aJZfLpb59+2rr1q1yu90aN26cFi1apDFjxnj9AAMAAABgT9QDgO88/1tTI9CtwSVnqs2wC0P9GJbZqqnRoEEDffXVV+revbtuvfVWxcTE6IorrlCTJk2UkZGhrl27ljq+devWysjIUJ06ddS2bVvFx8drwYIFmjt3rkaNGhWipwAAAAAQCOoBAP6y1fST8sJwMwQTv08AAADOwvc3BFOopp/8ffXNlqafSFLBoQK9ffk7jv67YJu3nwAAAAAAAN8UGi4VGhbffmLxfDugqQEAAAAA8NmFd75iin0z5cEQZALQ1AAAAAAAwHGKF/y0eg2no6kBAAAAAIDDeOSSx+L0EY+YfgIAAAAAABzmt/Sd2vnZz6FOwzKaGgAAAAAAn1XfUxjqFCDJkMvSSIv4SxqqdlI9Zc7/IYhZlT+aGgAAAAAAOIzHCML0kwrw9hPnrwoCAAAAAAAqJUZqAAAAAADgMLz9pAhNDQAAAAAAHIbpJ0VoagAAAAAAfPb5h4+YYn/r+5Iptva9h8sjHVRyNDUAAAAAAHAYj8W3nxRfw+loagAAAAAA4DBMPylCUwMAAAAAgEpm1//9rJwvskKdhmU0NQAAAAAAcBirIzVOb9tINVvW1/YPvwtiVuWPpgYAAAAAwGc3rr3LFFv73j9DkEnlxvSTIs5/KS0AAAAAAKiUGKkBAAAAAIDDMFKjCE0NAAAAAAAcxpD1V7IawUklpJh+AgAAAAAAHImRGgAAAAAAn33wN98WBW06/hVT7KeUB4OdTqXF9JMiNDUAAAAAAHAYmhpFmH4CAAAAAAAciZEaAAAAAAA4jNWRGvsysrR37bYgZhQaNDUAAAAAAHAYq02NWm3OUo0WZ+jX/6wPYlblj6YGAAAAAMCrxNdfMsVO/8q8ikFGqnkBUBYFRXmgqQEAAAAAgMMYhkuGxYU+rZ5vBzQ1AAAAAABwGI9c8sji208snm8HvP0EAAAAAAA4EiM1AAAAAABwGKsLhRZfw+loagAAAAAAvDJiCk2x33sfKvP7thn0iin21UwWHv0z1tQowvQTAAAAAADgSIzUAAAAAADAYZh+UsRWIzUGDhwol8t1wm3nzp2mczIzM9WnTx/VqVNH0dHRateunebNmxeC7AEAAABYQT0A+K54+onVzelsN1IjPj5ecXFxXvdVq1at1M/r169Xx44ddeGFFyo9PV1169bVxIkT1a9fP23dulUpKSnlkTIAAACAIKEeAOAPl2EYRqiTKDZw4EBddtllGjhw4CmP9Xg8at26tbZu3apt27apbt26JfuuueYaLVmyROvXr9d5551nOtftdisuLk65ubmKjY0N5iOgEuL3CQAAIDioB5yh8YSXTbFtIx4KQSb2UN6/T8X3u/CDB1UlOiLg6+R+vU0H03/S7kXfOPrvgq2mn/hj1apV2rBhg3r27FnqA0ySBg8eLI/Ho0mTJoUoOwAAAABliXoAlZ0hyTAC32IvbKwGAy8L9WNY5timxuLFiyVJ7du3N+0rjhUfAwAAAKBioR4AINmwqbF69WpdfvnlqlOnjqKiotSiRQs9/vjjOnDgQKnjNm7cKElKTEw0XSM+Pl6RkZHKzs7Wvn37yiNtAAAAAEFAPQD4xiNXUDans11T45NPPtH999+vHTt2KDs7W4888oheffVVtWnTRtnZ2SXH5eTkSJJq1arl9TrFiwvt2rWr7JMGAAAAEBTUA4BvePtJEVu9/WTEiBF67rnnVL9+/ZLY4MGD5Xa7NWLECA0bNkwfffSRJOnIkSOSzCsgFwsPD5ckHT58uIyzBgAAABAM1APOcHbrX0KdAlDCViM1zj///FIfYMWGDh0ql8ulBQsW6ODBg5KkqKgoSdKxY8e8XqugoECSVL169bJJFgAAAEBQUQ8AvvMYrqBsTmerkRonEh0drXr16iknJ0c//fSTLr74YsXHx2vTpk2muXXFcnNzJUn16tU74XVTUlJKOrjJyclKTk4OfvKokNLS0pSWlibpj38wAQAAUDaoB2A3dqgHit9iYvUaTueIpoYkGX/5005KStLKlSu1fft207E5OTnKz89X/fr1Vbt27RNec/z48Y59Fy9C68//6Lndbk2ePDnEGQEAAFRs1AOwE+oB+7DN9JO1a9eqadOmXvcdOnRIu3fvVlhYmM4++2xJUvfu3SVJ6enppuPXrVtX6hgAAAAA9kY9APiHhUKL2GakRkFBgbZs2aKMjAxdfPHFpfb985//lGEY6tmzZ8nqxl27dlVSUpIWLVqk3bt3q27duiXHz5gxQ2FhYRo+fHi5PgMAAACAwFAPOMfHl00MdQqQgtKUqAhNDduM1HC5iv4w+/Xrp8WLFys3N1e5ubl66623NHr0aCUkJOiNN94oOT4sLEyzZs2Sy+VS3759tXXrVrndbo0bN06LFi3SmDFj1KpVq1A9DgAAAAA/UA8ACIRtRmp06tRJq1ev1pw5c/TAAw/ol19+kcvl0llnnaXhw4dr5MiROu2000qd07p1a2VkZOjJJ59U27ZtdeTIEbVs2VJz587VzTffHKInAQAAAOAv6gHAPx7DJZfFkRYV4e0nLuOvK+5UAm63W3FxccrNzWVhIFjG7xMAAICz8P0NwVTev0/F92s25zFVqR5h6VqFh48q89Z/OPrvgm2mnwAAAAAAAPjDNtNPYE/tbnvZFPu/fz0UgkwAAAAA2EGjmc+bYlFx+abYj9c/VR7pVFqGYW2hz0PfbtGhjM1BzCg0aGoAAAAAAOAwVt9+En1BU0U2a6iDyzKCmFX5Y/oJAAAAAABwJEZqAAAAAADgMMb/NqvXcLqTNjXGjh0blJuMHj06KNcBAAAAUH6oBwD7sjr9pPgaTnfSV7qGhYXJ5XLJyltfXS6XCgsLAz6/LPAKJwQTv08AAKCioh6oXG5JH2qKzb1kmil2ztgJptjm0SPKJCcnCNUrXRvPTlGV6pGWrlV4OF/b+o939N+FU04/mTFjRsAXNwxDQ4YMCfh8AAAAAKFFPQDYFPNPJJ2iqeFyuTRgwABLN+BDDAAAAHAm6gHAxoIw/UQVYPrJSd9+YmWYWTCvAQAAAKD8UQ8AsLuTjtTIy8uzfINgXAMAAABA+aMeAOzLMIo2q9dwupM2NaKjoy3fIBjXgDVt//6yKfbl2w+FIBMAAAA4CfVA5eJtUVBvvC0KevYLr5hiW0Y+aDknnBhvPylyyoVCfXHw4EF9+umnioqK0uWXX66qVYNyWQAAAAAOQD0AIFROuqbGX61fv15dunRRly5dlJ2dLUn66aef1Lx5c1133XW66qqr1LZtW+Xm5pZJsgAAAABCh3oAsBHDFZzN4fxqasyePVubN2/WbbfdptNOO02SNHz4cO3evVtXXHGF7rvvPmVlZWnCBPN7iwEAAAA4G/UAYB/Fa2pY3ZzOr3FhK1eu1KxZs3TFFVdIknbs2KGPP/5Y7du3V1pamiSpS5cuSklJ0ZgxY4KeLAAAAIDQoR4AYDd+NTW2b9+uDh06lPz84YcfSpKGDRtWEuvSpYt+/vnnIKWHk7nwDvNiPN9MNS/Gw6KgAAAACAbqAZyInRcF7dTzBVPs00UjQ5BJkBn/26xew+H8mn4SGRkpt9td8vPcuXMVERGha6+9tiTm8XgUHh4evAwBAAAA2AL1AGAfxW8/sbo5nV9NjaSkJL3wwgs6fPiw3nrrLX399dfq3bu3YmJiSo759NNP1bBhw6AnCgAAACC0qAcA2I1f008eeeQRXX311SUL/0REROjxxx+XJO3Zs0cffvihnn76ad16663BzxQAAABASFEPADZTAaaPWOVXUyM5OVn//ve/lZqaqrCwMA0bNkxJSUmSpMzMTL377rs655xzNGDAgDJJFqV5Wz8j8V/PmWJZtz1uirX8z1Om2KZrnzbFLh5oXrcjI9W+8+UAAABQdqgHKrZzU8xvrfl+/IgQZBJcFWL9DC+sTh85siFTh7/9IYgZhYZfTY2ff/5ZF1xwgaZNm6batWuX2nfppZdq9erVQU0OAAAAgH1QDwAVR1SrZopomqBDK9NDnYolfq2pkZiYqLPOOkv33XdfWeUDAAAAwKaoBwAbMYK0OZxfTQ1JevXVV5WamloGqQAAAACwO+oBwC5cQdqcza+mRq1atTRo0CBe0QQAAABUQtQDAOzGrzU1OnfurK+//lodO3Y86XGNGzfWtm3bLCWGwBiHzf+XnjPWvOBP9K9xpljT782Lgv7ksEVBu3Z61hQ71DDSFPu/OQ+VRzoAAAAVCvVAxVYRFgWtVIIxfaSyTT956aWXlJKSonXr1p30uKysLCs5AQAAALAh6gHARlhTQ5KfIzVuv/12ud1udejQQfXr11fDhg0VFRVlOs7lcv68HAAAAAClUQ8AsBu/mhpr1qwp+d+//fabfvvtN6/H8SEGAAAAVDzUA4CNGK6izeo1HM6vpoYkeTyeUx4TFub3S1UAAAAAOAD1AGAPhlG0Wb2G0/nV1EhOTvbpuAEDBgSUDKzbcccjplijqS+aYptHm49r8YR5QVFvznr1ZVNs+3DzwptX/m2cKbZ87Sif7hGolZ8+UabXBwAAqMyoByqfC+4xv0zgv5Od9TIBVGx+NTWWLl3q03EzZ84MKBkAAAAA9kU9ANgIbz+RFMD0k2Jbt27VV199pV27dmn48OE6cOCAIiIiVL169WDmBwAAAMCGqAeAEGNNDUl+vtJVkjZt2qSOHTuqWbNmuuWWWzRiRNG7jL/88ks1aNBAb7/9dtCSW7hwoVwu10kXGsrMzFSfPn1Up04dRUdHq127dpo3b17QcgAAAADwB+oBAHbiV1Njy5Yt6tixo9auXas2bdqod+/eJfs6duyoJ598UnfeeadWr15tOTG3261hw4ad9Jj169erTZs22rNnj9LT05Wdna0ePXqoX79+Gj9+vOUcAAAAAPyBegCwD5cRnM3pXIbh+3qnt912m7Zs2aI5c+aoSZMmkqQqVaqosLCw5JjXX39dS5Ys0ZIlSywlNmzYMH377bdKT0+XJP01TY/Ho9atW2vr1q3atm2b6tatW7Lvmmuu0ZIlS7R+/Xqdd955pmu73W7FxcUpNzdXsbGxlvJ0gsYTzAt7nrbB3O0+Fm2OrX99hE/3aDTtBVNsx9CRPp0bqPY3vWSKrZv3cJne05vK9vsEAAAqL+oBSNIt6UNNsbmXTAtBJvZQ3r9PxfdrOHGswqIiLV3LcyRfvzww2tF/F/waqbFq1SrNmDGj5APMm379+mn9+vWWkvriiy80Y8YMTZt24r8Yq1at0oYNG9SzZ89SH2CSNHjwYHk8Hk2aNMlSHgAAAAD+QD0AwG78Wih0//79atq06ckvWLWq9u/fH3BCBQUFGjp0qB555BGvXdViixcvliS1b9/etK84VnwMAAAAAOuoBwAbYaFQSX6O1DjjjDP0ySefnPSY1atXq2HDhgEn9Mwzz8jj8ejJJ5886XEbN26UJCUmJpr2xcfHKzIyUtnZ2dq3b1/AuQAAAAD4A/UAYCNGkDaH86up0bt3b916662aNWuWjh8/btq/atUq3XvvvbrhhhsCSmbTpk164YUXNG3aNEVERJz02JycHElSrVq1vO6Pi4uTJO3atSugXAAAAACURj0AwG78mn4yatQoLVy4UIMHD9bdd9+tc889V5LUqVMnZWVl6ddff1WzZs30+OOP+52Ix+PR0KFDNXDgQHXs2PGUxx85ckSSVK1aNa/7w8PDJUmHDx/2O5eKZtuIh0yxKzo+a4odPDsq8JtYGLZ06Y3mBT+/+ODUC35G5Bae8hgAAAAED/UAJGnbq83NwUvK/r4tPhpT6ucfrhvj9bhKIxgjLSrbSI1atWrp888/V+/evXX06FF98803MgxDn3/+uX777TfdeOON+vTTTwNaNXXy5MnasWOHnn/+eZ+Oj4oqKsCPHTvmdX9BQYEkqXr16n7nAgAAAMCMegCwEaafSPJzpIYk1atXT/Pnz9euXbv01VdfKTc3VzVr1tTFF1+s008/PaAkfvnlF6WkpGj27Nklw8ROJT4+Xps2bdKBAwe87s/NzS3JFwAAAEBwUA8AsBO/mhpjx47V6NGjJRV9OPTo0SMoSaxcuVKHDh3S9ddff8JjXK6i6Q2dO3fWmjVrlJSUpJUrV2r79u2mY3NycpSfn6/69eurdu3aJ7xmSkpKybC05ORkJScnW3wSVBZpaWlKS0uT9Md/BQAAAKjoqAeAIraoB3j7iSQ/mxpPP/20brvtNjVu3DioSQwcOFADBw70uq/4w8swSo+L6d69uyZOnKj09HTTOevWrSs55mTGjx8f0NA44M//6Lndbk2ePDnEGQEAAJQ96gGgiB3qAZdRtFm9htP51dQwDEPnn3++2rVrpzvvvFPXXXedqlb1ewZLUHTt2lVJSUlatGiRdu/erbp165bsmzFjhsLCwjR8+PCQ5GY35w+fYIq5b4g0xWJ2mLt0139xtyn24aVvmmKRvwX+e+DLoqDerFn2aMD3BAAAgP+oByq2rpePN8X2tjS/TGD9XPOLCMpDpV8YFF75tVCoJO3cuVO9evXSuHHj1KBBA40cOVJbtmwpi9xOKiwsTLNmzZLL5VLfvn21detWud1ujRs3TosWLdKYMWPUqlWrcs8LAAAAqMioBwCbsLhA6JHvN+vAgiUhSDy4/GpqzJw5U3FxcRo+fLg2bNigjz76SHv27NEFF1ygLl26aN68eSdcfdgfqampcrlcJUPNJJX8vGbNmpJY69atlZGRoTp16qht27aKj4/XggULNHfuXI0aNcpyHgAAAAD+QD0AVBxRLc5RrWtOPkXLCVzGXyenBSA3N1fTp0/X6NGjFR0drQEDBmjo0KFq1qxZMHIMOrfbrbi4OOXm5laKOXRep5809phiMTvMPa6mN2aaYt6mn5wzxnyPzWNG+Jqio1W23ycAAIC/oh6oGHyefvJ65fie76vy/n0qvl/C888oLMq8rIA/PEfy9fOjTzr674Lf00/+asuWLXr22Wf1/PPP68iRI9q7d68+/vhjtWnTRpdffrmWLVsWjDwBAAAA2BD1ABAaLv2xWGjAW6gfIgj8WtWnSpUqKiws1PHjx/Xhhx9qypQpWrNmjQzDUGxsrO666y7dcccduuCCC/T7779r7ty5uvvuuzV06FClpKSU1TPgFNa/6lsntfHLr5him/9j7q5fdfx+U8wT3sgUu/Jv40yx5WsZBggAAOBU1AMV28rV5v+PGr31Qggy8U3ru8z1y7f/fDAEmYQIr3SVFMDbTx599FHNmjVLe/bskWEYatu2re644w7169dP1atXLzk2OjpaQ4cO1VVXXaU2bdrwIQYAAAA4HPUAALvx+/1LL774ouLi4nT33XfrjjvuOOWKwm63W263O+AEAQAAANgH9QBgE8VvMrF6DYfzu6kxc+ZM9e3bV1FR5gVj/uqLL77Q5ZdfrnPOOSeg5AAAAADYC/UAYBM0NST52dTo3LmzBgwY4PPx7du314EDB1S1qt+9EwAAAAA2Qz0AwG78+nRZvXq1T8cNHjxYM2bMUFhYmKKjowNKDOWv6mHzIjG/NzS/+vWHLQ1MsRoHzOeyKCgAAEDFQj1Q+Qxrv8oUa/FENVPsh2d9eznBuSkTTLHvxwf2ithKtSioF8VvMLF6Daez/EpXb2bNmlUWlwUAAADgANQDQDkwgrQ5nN9NjW+//VbXXnut6tSpoypVqnjdAAAAAFRM1AOATdDUkOTn9JNvv/1Wl156qWJjY9WyZUt99tln6ty5syTpyJEj+v777/X777+rU6dOZZIsAAAAgNChHgBgN341NcaOHatevXppzpw5JV3YP8+rO3DggPr166fevXsHO08AAAAAIUY9ANgHa2oU8aup8cUXX+iLL7444ZCyWrVq6dVXX1W/fv109913ByVBlJ/MUeYFepqPNi/kU61Nrim2ccjYMskJAAAA9kE9UHF0uP5FUyyswFzh1nn8LFNswpBpptj5C/ebYpHzappi3//rIR8zLFtnvfqyKbZ9uD1yg3/8WlMjLy9PjRo1Kvk5IiJChw4dKnXMmWeeqc2bNwcnOwAAAAC2QT0A2IjhCs7mcH41Nc4880xt27at5OeEhAR99tlnpY75+OOPFRMTE5zsAAAAANgG9QBgIywUKsnPpkabNm00fPhw7dq1S5LUuXNnDR48WJMnT1ZaWppefPFFDRkyRG3atCmTZAEAAACEDvUAALvxa02Nm266SX//+991ww036PPPP9djjz2md999V8OHD5ckGYah8PBwPfPMM2WSLAAAAIDQoR4A7IOFQov41dTo3bu38vLySn4+66yz9H//93965ZVXtGPHDiUkJGjYsGFq3bp10BNF4Lwt9tnw4zxT7MBT+aaYUeV0U6xKWk3zTXoFlJokqevl402xlatTAr8gAAAAygT1gL0kvvmSKZZ198M+nfv5h4+YYo2mmBcPbRp+xBR7Z+8lptj6a8aZb3KNT6mERIVYFDQY00cqW1PDm+bNm2vq1KnByAUAAACAw1APAAglv9bU8NXgwYPL4rIAAAAAHIB6ACgHxh9TUALdKsJIjTJpasyaNassLgsAAADAAagHgHLA208knWL6SePGjcsrDwAAAAA2Qz0AwO5O2tTIyspSo0aNyisXlJEfx44wxTp984IptndLtClmnHHMFMs/w7f7Jr79nCmW9ffHTTEWBQUAALAn6gF783VRUG9aPmZ+mUCX6783xS6N+8kUG//fq8wXbGsONZpmrjl2DB3pW4I4NRYKleTDQqHbt2/3+6JhYWUyqwUAAABAOaMeAOyJV7oWOemnzYABAwK6aKDnAQAAALAP6gEAdnfSpsbMmTMDumig5wEAAACwD+oBAHZ30qbG99+b51T5KxjXAAAAAFD+qAcAG+PtJ5JOsaZGUlKSCgsLLd0gGNeo6K765P5SPy/rPKnM7/npIvMCPVeuNi8oemb0QVPsk61NTbEmL75iikXviQwsOQAAANgC9YC9de30rCm28tMnfDp30z/M3/0Xbkvy6dxLGmWZYo3eMi8KWvdzL+XmUJ9uAfjspE0Nw7DetgnGNQAAAACUP+oBwL5YKLTIKd9+Mm7cOEsfRC6XK+BzAQAAAIQW9QBgYxWgKWHVKZsaY8aM4UMMAAAAqKSoBwDY2UmbGqxaDAAAAFRe1AOAjQVjoc8KMNLjpE0N3i9dPv66MGjT98eZjvmpz6ig3vOsOeNNsbNfq2WKDXh3kSn29dxWptiGieaFhgAAAOBs1AOh0e7Wl02x/5vzkCnm66KgvvpwbxtTrE7EIVNs7bYmpliNH6uZYhmzqBHKUkVaU2PBggUaN26coqKiVFhYqEmTJqlNG/PvozennH4CAAAAAABQFr7++mvdcsst+vLLL3Xuuedq0aJFSk5O1qZNmxQfH3/K88PKIUefeDweLV++XPfdd59at26t0047TbGxsWrZsqUeeeQR/fbbb17Py8zMVJ8+fVSnTh1FR0erXbt2mjdvXjlnDwAAAMAK6gHAT0aQthB77rnnlJycrHPPPVeS1LNnT9WrV0+TJ0/26XzbNDX279+vbt266eOPP9ZLL72kn3/+WVu3btUDDzygV199Va1bt9bOnTtLnbN+/Xq1adNGe/bsUXp6urKzs9WjRw/169dP48ebp1cAAAAAsCfqAcA/xdNPrG6+2rt3r/r27SuXy6XU1NSTHut2uzVixAglJCQoMjJSzZo10zPPPKNjx46Zjl2xYoVpqsnFF1+s5cuX+5SX7aafpKamqn379pKkmJgYDR06VN99951effVVTZs2TU8//bSkok5u//795fF49N5776lu3bqSpNGjRysjI0OjRo1Sr169dN5554XsWS4e+IoplpH64CnPC/b6Gb5anj7aFEt8LdoUq1rft9/81ovNc/y+7fGs/4kBAACg0qhI9UCgvK2fUR5+/t28xl7usUhTrDC/iimWd465WO3S9TlTbNXKxwPMDibluFDo/PnzNWzYMBUUFJzyWLfbrUsvvVQHDhzQu+++q4suukjLli1T//79tXbtWi1cuFBVqhT9Du3fv1+5ubmqX79+qWvEx8dr6dKlPuVmm5EacXFxWr16tdq1a2fa17RpU0nSwYMHS2KrVq3Shg0b1LNnz5IPsGKDBw+Wx+PRpEmlF+AEAAAAYE/UA4A9vfnmm7rvvvs0Y8YMXXvttac8/oknntB3332nqVOnqkOHDoqKitJ1112nMWPGaOnSpZoyZUrJsb///rskKSIiotQ1IiIidPjwYZ/ys01To1q1arrssssUFmZOKT09XZLUtWvXktjixYslqaSL+2fFseJjAAAAANgb9QDgp3JaUyMpKUmbNm1Sjx49TnlsXl6epk+frvr16+vqq68utW/gwIFyuVyaMGFCSSw6umhmwNGjR0sde/ToUVWvXv3UyclGTY2/ys/P1+bNmzVy5EjNmzdPTz31lHr16lWyf+PGjZKkxMRE07nx8fGKjIxUdna29u3bV14pAwAAAAgS6gHAHjp06KBatcxTk7xZtWqV8vPz1a5dO7lcrlL7ateurWbNmmnLli3KzMyUJJ122mmqWbOmcnJySh2bk5OjJk3Mrw72xq+mxoMPPqisrCyv+w4cOKDLL79cXbp0KdVBDcSyZcsUFRWl5s2ba86cOZo9e7ZGjy693kPxQ5/oDzcuLk6StGvXLku5AAAAAChCPQDYR3kvFOqLkzUb/xwvPk6SrrjiCn311Veljvvqq690xRVX+HRPvxYKnThxombOnKnXX39dt956a6l9MTExGjNmjPLy8nyaZ3MyV111lQoLC5WVlaX58+dryJAhmjlzpt555x3Vrl1bknTkyBFJRcPUvAkPD5ckn+fhnEij1OdNsR0DH/XpXF8WBbXinLETTLHNo0eYYt0/HW6Kbb/1VVPs3H+PMcVuv/wrU2z6fy81xbp2Mi8AeqCf+R+YTj1eMMU+XTzSFAtU0oPmP5ONr5j/TAAAAOC/ylgP2FmjKS+aYjvufMQU69rZ/CaYXRdHmWLDbv/GFLur5q+m2FOxLU2xcUn/Nid4uzkUTFd0eMYUW/H5k2V7Uzspx4VCfXWqZmPNmjUllW42PvbYY7rsssv0ww8/qEWLFlqyZImys7N1zz33+HTPgN5+0r9/fy1ZskRvvvmmYmNjJRV9mHTu3Fm5ubmBXNIkLCxMjRs31iOPPKLIyEgNHz5c999/v/71r39JkqKiiv4SensljKSSVVl9nYcDAAAAwDfUAwC8CaTZeNFFF2nOnDnq37+/oqKiVFhYqLS0NMXHx/t0T7+mn7hcLm3YsEGXXnqp3nnnHZ1//vn6/PPP/blEQIYMGSJJmjt3bsnqqMUPeODAAa/nFH+Y1qtXr8zzAwAAACoD6gHARsppoVB/BNps7NWrlzIyMvTpp5/qiy++0MUXX+zzPf0eqdGwYUN98skneu655/T000/r8ssv18iRIzV27NiSd80GW/Xq1XX66adrz5492rp1q1q1aqWkpCStXLlS27dvNx2fk5Oj/Px81a9fv2R4mjcpKSklnaLk5GQlJyeXSf6oeNLS0pSWliZJPr2rGQAAoKKgHgDsUQ8EuibGoe0/6tD2zZIkT+HxoOZ0qmZj8WuZg9lsDGj6icvlUkpKirp166ZbbrlF//jHP7RixQrNmTNHp59+ekCJPPPMM/rmm2/04YcfmvYVFBRo//79klQyvK179+6aOHFiyeud/mzdunUlx5zM+PHjS64H+OPP/+i53W5Nnjw5xBkBAACUH+oBVHZOrgdizmqumLOaS5IKj+brwH+/CNq1k5KSJMlrs1FSyULDxccFQ0BNjWJt2rTRf//7X91///166623dOGFF5pWJfbV8ePH9dlnn+ngwYMli4cUmzt3rgoLC3XuueeWrJbatWtXJSUladGiRdq9e7fq1q1bcvyMGTMUFham4cPNC2T6y9uioCkbrjfFxrcyf/h6063dWFPs4/879Z/ZBfe8YoptnmxeiPTiAebj9l3QyHzBTuZQ+MfmD/R/fWNeudo409zNO9DC3JVvsNJjikV9+r0p1maQOedjNVymWMxvhaV+/uKDh03HBHtR0G7hN5tiHxe8E9R7AAAAOFVlqAfKQ+fupRfT/2SJbwvp+7oo6MpPUkyxxDdeMsXe2mZ+IcC1rWaYYqPrbDTF/r31fFPs0TkDTbFqF5j/C/53vcw10lV17zLFlu3+Z6mffV0U9OpG5hph6Q7zCwa8ueTml02x9Hce8uncMmfDhUK7dOmiiIgIffnllzIMo9RrXfft26fMzEw1adJEzZo1C9o9/VpTwzAM/fLLL9q5c2dJrHr16po2bZo+/PBDRURE6NFHfXszyF+5XC7t3btXPXv21Geffaa8vDxlZ2frzTff1PDhwxUdHa2pU6f+kXhYmGbNmiWXy6W+fftq69atcrvdGjdunBYtWqQxY8aoVatWAeUCAAAAwIx6ALAPO77StUaNGhoyZIiys7O1dOnSUvtSU1NlGIYeeOCBoN7Tr6ZGQkKCOnXqpJ49e5r29e7dWxs3bgz4ndQjR47Uu+++q9NPP1233HKLateurcaNG2vChAm69dZbSxYk+rPWrVsrIyNDderUUdu2bRUfH68FCxZo7ty5GjVqVEB5AAAAAPCOegDAqYwfP17nnnuu7rjjDn3++ec6cuSIPvroI40ZM0bdunXTXXeZR+FY4df0k+L5LycSHx+vjz/+WBs3mocjnUpUVJRuuukm3XTTTX6d17x5c33wwQd+3w8AAACAf6gHABspp+knWVlZOuuss0rFBg0apEGDBqlRo0amz4W4uDitXbtWTz31lG6++Wbt3r1bCQkJGjlypB599FFVrWppFQyT4F7tf4K56AcAAAAAZ6EeAMpBOTU1EhMTZRj+3SguLk4TJ07UxIkTA8vLDy7D3+wqALfbrbi4OOXm5tpiteOrzy69wM/SLS8G9foX3ull8dCLCk2xWuvNi33meVlj1NukpZgd5oU917/m26KdzZ8yL9Lz49Pmc686/c5SPy/bM8V0TPt+5oV81r3r20I+F95h/nP6Zqp5Mda/stvvEwAAAE7O6ve3pBHm768bJwR3wfpgan23+Xuup6r5+3ve346YYgOT1plij9c2L/4/YEcXU2zuJdN8TdGkS5fnTLFVqx4P+HplqbzrgeL7tRg2XlUiIgO+Tl7Wj8rbtkn713/h6FrGrzU1AAAAAABA6LksbrGJzRV/aY/yTzzIymT6CQAAAAAAKEM2fKVrKDBSAwAAAAAAOBIjNQAAAAAAcBiXUbRZvYbTsVCoDRdDuar5Y6bYsh//Ueb37bTiEVPst31xPp177HA1U6xKpHkx0viPwk2xwmrmRYr2JZljZ0/YUupno15t0zFHGtYwxfISzL27b9889QKgvrL77xMAAABK4/ubdHXCA6bY0p8nmmLXf3G3KTYtcYEpdsU48+L83/7T/J279+fDTLF/d3jjBFmW1qVr6cVDV620x8KhoVootOWd1hYKlaTCo/naNCXF0X8XmH4CAAAAAAAcieknAAAAAAA4kYV5F3k7fpR7+6bg5RIijNQAAAAAAMBhitfUCHSLTWiu+u2d/0pXmhoAAAAAAMCRmH5iQ0b1iKBer1vbp02xvGcOm2K/ba9rPrmaxxRyeYkpzDzu6YZzvzXFPlt4iSm2p42Xyx0zx34Z2LTUz5ueH2E+KMguueVlUyz2o9LPddzwkiwAAADgo1AsgOltUVBvvt6caIp12nu7KVZ/o7m+8MbXRUG9scvCoLZhyNL0k5JrOBxNDQAAAAAAHIZXuhZh+gkAAAAAAHAkRmoAAAAAAOA0TD+RRFMDAAAAAADHYfpJEZoaNhSW+7spdtXpd5piRsN4UyztG/OioJvviDLFqmysYb5x7HFT6IqkH06UZik/HKhnis1fZV4U9Ow7fjGfPLWhKZQ+90FT7KrTSi9I1G3VGNMxH2eYY1akz33olMe43W7Fxb0X1PsCAACg8rDzApg7Bj/q24HXBve+yTEDTLHfu51X6ufPP3wkuDeFI9HUAAAAAADAaSxOP3H/8qNyd2wKWjqhwkKhAAAAAAA4jWFtiz2zuc64uEcIEg8umhoAAAAAAMCRmH4CAAAAAIDDsFBokUrd1PjbyMmqEh5Z8vP6V0eEMJs/LN36kk/HXZX0pE/HnfuUeXHOI0lnmmK597lNse+9LAA6uNFaUyy66lFTbEmDGFNs7zsJ5vteYAp5tWz/dN8OBAAAAFBmkkZMMMU2TghuLZV2aFZQr1ch8UpXSUw/AQAAAAAADlWpR2oAAAAAAOBELsOQy7A21MLq+XZAUwMAAAAAAKdh+okkpp8AAAAAAACHqtQjNda+cI9iY2NDnYZPznr1ZVMs9vLaptgFw14xxepHRZpiO7tUM8WMvOqmWM+WGaZYx+pbTbE8j/keMlym0JHTzTFPpMcUazT1RVNsxx2PmO/hg+ZPmRcy+vFpeywKCwAAAPxVeSzEaYWdcqnMePtJkUrd1AAAAAAAwJEsTj/J/fVHHfz5+6ClEypMPwEAAAAAoJKJa9BcZ17UPdRpWMZIDQAAAAAAHIbpJ0VoagAAAAAA4DS8/UQSTY2AXBnWxxRb7nnfp3OvOu8JU2zZd8+e8rztwx8y51GlrylWNeFMU2zpdvPiod40Sn3ep+N+OmZeoLSaq9AUi4oqMMXcjcJNsdO+Mf8aVt9jXlBUd5T+sUvX50yHrFr5uClW70tzHld0NP+Zr/jM/P8NAAAAUN7svhBn89FeFuIfa875wqHmOuSbaQ+WSU6ovGhqAAAAAADgMEw/KUJTAwAAAAAAp2H6iSQbvf3EMAwtXLhQ/fr1U0JCgsLDw1WzZk116tRJb7/99gnPy8zMVJ8+fVSnTh1FR0erXbt2mjdvXjlmDgAAAMAq6gEAgbBNU+PZZ59Vr169tG/fPv3nP//RwYMHtW7dOtWqVUv9+/fX4MGDTeesX79ebdq00Z49e5Senq7s7Gz16NFD/fr10/jx40PwFAAAAAACQT0A+K94CkqgW0XgMgzDFo/y5JNPavr06dqyZYtiYmJK4gUFBWrRooW2bdumlStXqkuXLpIkj8ej1q1ba+vWrdq2bZvq1q1bcs4111yjJUuWaP369TrvvPNM93K73YqLi1Nubq5iY2PL/uHK0UW3mxfjya9jXnSzSr75XFfX/aZYxwZbTbFXz8gwxVYeqWKKjdhoXsj00C/mP++o38zn/vDsqRdHuvBOLwsPTSn/hYcq8u8TAABAeaEegFOV9+9T8f0u6vOMqlaLtHSt48fy9fX7Tzr674JtRmo0aNBAAwYMKPUBJknh4eG68sorJUkrVqwoia9atUobNmxQz549S32ASdLgwYPl8Xg0adKksk8cAAAAgGXUAwACYZuFQu++++4T7qtRo4akonl2xRYvXixJat++ven44ljxMQAAAADsjXoA8A9vPylim5EaJ5OZmSlJ6tSpU0ls48aNkqTExETT8fHx8YqMjFR2drb27dtXLjkCAAAAKBvUA4AXhrXt4G+b9ct/l4Qg8eCyfVNj//79SktLU+vWrXXVVVeVxHNyciRJtWrV8npeXFycJGnXrl1lnyQAAACAMkE9AJSNmvXPUcPzu4c6DctsM/3kREaOHCmXy6XZs2fL5fpjwcsjR45IkqpVq+b1vPDwcEnS4cOHyz5JGzHMa4IqrMAcyz33uDmYU8MUOlg3yhRLzy80xT7a384Uqxrm8ZKgOXTG2iOmWKceL5hiYYWlT6511JwHAAAAKhbqAfvp0vU5U6zq59+ZYh8fnVMe6VRaLk/RZvUaTmfrpsacOXOUmpqq9957z7RqcVRUUbF97Ngxr+cWFBRV8tWrVy/bJAEAAACUCeoB4CSKp5JYvYbD2bapsXz5ct1+++2aOnWqrr/+etP++Ph4bdq0SQcOHPB6fm5uriSpXr16J7xHSkpKSQc3OTlZycnJQcgclUFaWprS0tIk/fEPJgAAAIKHegB2Rj1gH7ZsaqxYsULXXXedJk+erMGDB3s9JikpSStXrtT27dtN+3JycpSfn6/69eurdu3aJ7zP+PHjHfsuXoTWn//Rc7vdmjx5cogzAgAAqDioB2B3dqgHePtJEdstFLpy5Ur17t1bkyZNKvUBtmnTJs2bN6/k5+7dixY0SU9PN11j3bp1pY4BAAAA4AzUA4CPDCM4m8PZaqTGqlWrdO2112rixIkaMmRIqX0ZGRlKTU3VTTfdJEnq2rWrkpKStGjRIu3evVt169YtOXbGjBkKCwvT8OHDyzV/O9h3kXnxzB13PeLTuY1m/cMU+/KXRqbYLaeb5yU2jNxvip3+TDNTzH2TeSXT7PbmxUhrf2deyHTPeaUXgaqV6WWxUy+u6PisKbbisyd8OhcAAADlh3rAGfadG2mKrV/JoqAIDds0NVavXq2ePXsqLi5OK1as0IoVK0rt3759e8liQJIUFhamWbNmqVOnTurbt6/eeustnX766Zo0aZIWLVqksWPHqlWrVuX9GAAAAAACQD0A+IfpJ0Vs09SYNWuWjhw5oiNHjpQaVvZnnTt3LvVz69atlZGRoSeffFJt27bVkSNH1LJlS82dO1c333xzeaQNAAAAIAioBwA/8fYTSTZqaqSmpio1NdXv85o3b64PPvgg+AkBAAAAKDfUAwACYZumBk7uqppDTLFlB98yxSL2VvHpet7WmYi6zMs7vMMiTKFvmieaYit3n2OK7epSwxQ7Z/JvpljT93eaYpn/jDbFdl7RotTPcdvN63N4UxBbzRRr9cAEU6zeq2tNseWe9326BwAAAGBX3do+bYp9/OVTAV8vfvZGc/C1gC+HADH9pAhNDQAAAAAAnCYYby+pAG8/sd0rXQEAAAAAAHzBSA0AAAAAAByG6SdFaGoAAAAAAOA0Ft9+cmD3Zu3L+T5o6YSKyzAqwCQaP7ndbsXFxekyV29Vdf2xiOTywvdCmFXoNZr1D1PsshaZptiFNX42xSZ+28UUi/kqyhSLTz9kiuW0jzHFNr484oR5+uuq5o+ZYst+ND9roIp/n3JzcxUbGxu06wIAAKBs8P0NwVTev0/F92t/1VhVrRZp6VrHj+Vr3bLRjv67wEgNAAAAAAAchuknRWhqAAAAAADgNB6jaLN6DYfj7ScAAAAAAMCRGKkBAAAAAIDTWFwotOQaDlepmxr/OTjLsYuhlIUdA8wLajZ++RVT7EDb6qZYjS/Ni4JWyTf/Ddn9eIEptvGa4C0K6o2vi4J2uP5FU+zzDx8JdjoAAACAoyXHDTbF0nJnhCCTys2lIKypEZRMQovpJwAAAAAAwJEq9UgNAAAAAAAcyTCKNqvXcDiaGgAAAAAAOAyvdC3C9BMAAAAAAOBIjNSoBK5ueL8p5qkTZ4q5ft1titXr0tQUOzaxiimW97DHFGv+Wo4ptvSf5sU47YJFQQEAABAKSQ9NKPXzxpfLdiF9q1gU1CZ4+4kkmhoAAAAAADiOyzDksrgmhtXz7YDpJwAAAAAAwJEYqQEAAAAAgNN4/rdZvYbD0dQAAAAAAMBhmH5ShKZGJbD0l0lBvV7Ha82LfW6//yFTrP3al4J6XwAAAKAisvvCoH913sMTTLHvXnLWM6DioKkBAAAAAIDT8PYTSTQ1AAAAAABwHsMo2qxew+FoagAAAAAAUMns2/+T9u77IdRpWMYrXQEAAAAAcBiXYW2rU6upzk7sFurHsIyRGvBb9Oc/+XTcunkPl3EmAAAAAMpbeJ7zpyxUCEw/kcRIDQAAAAAA4FCM1AAAAAAAwGFcnqLN6jWcjqYGAAAAAABOw/QTSUw/AQAAAAAADsVIjXJ2Vd27TLFlu/8ZgkwC54qNCcl9k2MGlPo57dCskOQBAAAAVGbfTHkw1ClAkoz/bVav4XA0NQAAAAAAcBiXYchlcfqI1fPtgOknAAAAAADAkWzZ1Ni7d6/69u0rl8ul1NTUkx6bmZmpPn36qE6dOoqOjla7du00b9688kkUAAAAQNBRDwA+KF4o1OrmcLZrasyfP18tW7bU8uXLT3ns+vXr1aZNG+3Zs0fp6enKzs5Wjx491K9fP40fP74csgUAAAAQTNQDgI8MSR6Lm/N7GvZaU+PNN9/UuHHjNGPGDL3//vuaNevEC0F6PB71799fHo9H7733nurWrStJGj16tDIyMjRq1Cj16tVL5513Xnml7xNXtWqhTsE6lyuol2v795dNsS/ffsgUY2FQAACAiq0y1AMAgstWIzWSkpK0adMm9ejR45THrlq1Shs2bFDPnj1LPsCKDR48WB6PR5MmTSqrVAEAAAAEGfUA4LvihUKtbk5nq5EaHTp08PnYxYsXS5Lat29v2lccKz4GAAAAgP1RDwB+MGR9TQzn9zTsNVLDHxs3bpQkJSYmmvbFx8crMjJS2dnZ2rdvXzlnBgAAAKCsUQ8AkBzc1MjJyZEk1apVy+v+uLg4SdKuXbvKLScAAAAA5YN6AJUebz+RZLPpJ/44cuSIJKnaCRbeDA8PlyQdPny43HLyxdJfXwt1CpYZ1YL7a+NtUVAAAADgZJxaDwBB45Fk9R0OnmAkElqOHakRFRUlSTp27JjX/QUFBZKk6tWrl1tOAAAAAMoH9QAAycEjNeLj47Vp0yYdOHDA6/7c3FxJUr169U54jZSUlJIObnJyspKTk4OfKCqktLQ0paWlSfrjH0wAAACUH+oBhJId6oFgvL2Et5+EUFJSklauXKnt27eb9uXk5Cg/P1/169dX7dq1T3iN8ePHKzY2tizTRAX153/03G63Jk+eHOKMAAAAKhfqAYSSLeqBYKyJUQGaGo6dftK9e3dJUnp6umnfunXrSh0DAAAAoGKhHgAgOXikRteuXZWUlKRFixZp9+7dqlu3bsm+GTNmKCwsTMOHDw9hhhWY+1CoMwAAAEAlRz0QOq3un2CKbZg0IgSZVHKM1JDk4JEaYWFhmjVrllwul/r27autW7fK7XZr3LhxWrRokcaMGaNWrVqFOk0AAAAAZYB6AJUer3SVZLOmRlZWllwul1wul2bNmiVJGjRokFwulxITE03Ht27dWhkZGapTp47atm2r+Ph4LViwQHPnztWoUaPKOXsAAAAAVlAPAPCXraafJCYmyvCzU9S8eXN98MEHZZQRAAAAgPJCPQD4wSPJFYRrOJytmhoAAAAAAODUrL7Sdc+hbdqT91MQMwoNmhrwmyu6eqhTAAAAAGDB+feaF/tc/7pvi33W/eZwsNNBCJwe01i1ohro54PfhDoVS2hqAAAAAADgNLz9RBJNDQAAAAAAnMdjSC6LTQmP85satnr7CQAAAAAAgK8YqQEAAAAAgNMw/UQSTQ0E4Hjd2FCnAAAAAMACb4uCXtUyxRRbtmm8Kbb/3KgyyQn+CkJTQ85vajD9BAAAAAAAOBIjNQAAAAAAcBqmn0iiqQEAAAAAgPN4DFmePsLbTwAAAAAAAEKDkRrwW5V9h0KdAgAAAIAg87YoqDc1fj7m03EtH51gim163rxAKQJkeIo2q9dwOJoaAAAAAAA4DWtqSGL6CQAAAAAAcChGagAAAAAA4DQsFCqJpgYC4WZNDQAAAMCOmj3ziimW+eSDQb1HTrtwn45j/YwyxvQTSUw/AQAAAAAADsVIDQAAAAAAnMZQEEZqBCWTkKKpAQAAAACA0zD9RBLTTwAAAAAAgEMxUgN++/3ixFCnAAAAAMCLYC8K6s3mMeYFQC8aYl6g9Ou3yj6XSs3jkeQJwjWcjaYGAAAAAABOw/QTSUw/AQAAAAAADsVIDQAAAAAAnIaRGpJoagAAAAAA4DweQ5bfyeqhqYFKKHrbwVCnAAAAACBErgzrY4p97Xk/BJkANDUAAAAAAHAcw/DIMKy9vcTq+XZAUwMAAAAAAKcxDOvTRyrAmhq8/QQAAAAAADgSIzUAAAAAAHAaIwgLhVaAkRo0NeC3Y6dVD3UKAAAAAEKkSoumoU4BkuTxSC6La2JUgDU1mH4CAAAAAAAciZEaAAAAAAA4DdNPJFWQkRput1sjRoxQQkKCIiMj1axZMz3zzDM6duxYqFMDAAAAUIaoBVBZGR5PUDanc/xIDbfbrUsvvVQHDhzQu+++q4suukjLli1T//79tXbtWi1cuFBVqlQJdZoAAAAAgoxaAIDjmxpPPPGEvvvuOy1evFgdOnSQJF133XUaM2aMHn74YU2ZMkXDhg0LcZYVS3jWnlCnAAAAAFALhMiyTeNDnQIkpp/8j6Onn+Tl5Wn69OmqX7++rr766lL7Bg4cKJfLpQkTJoQoOwAAAABlhVoAlZ7HCM7mcI5uaqxatUr5+flq166dXC5XqX21a9dWs2bNtGXLFmVmZoYoQwAAAABlgVoAgOTwpsbGjRslSYmJiV73F8eLjwMAAABQMVALoNIzDMnwWNycP1LD0Wtq5OTkSJJq1arldX/NmjUlSbt27SqvlAAAAACUA2oBVHaGx5DhstaUMGhqhNaRI0ckSdWqVfO6Pzw8XJJ0+PDhcsupMjDy80OdAgAAACo5agEAksOnn0RFRUnSCd9BXVBQIEmqXr36Sa+TlpYW3MRCcA+ewT73AAAAQNkLVi0g8T3XDtevSPcoN5annvxvczhHNzXi4+MlSQcOHPC6/+DBg5KkevXqnfQ6FeEvD89gn3sAAACg7AWrFpD4nmuH61eke5QXw2MEZXM6R08/SUpKkiRt377d6/6srKxSx/1VSkqKwsPD9cknnygtLU3JycllkicqnrS0tJIPxOL/CgAAAIDyY7UWkKgHEDjqAftwdFOjS5cuioiI0JdffinDMEq9ymnfvn3KzMxUkyZN1KxZs1LnFS+G8thjjyk2NlYpKSlq37693G53meVaUFDg6Ov/+R7HPea/tMG4d3k+g1Xt27dX+/btJRU9++TJkyvEIjsAAABOEWgtIJV/PeCk77mhur7T7mGHeuC4cdTy9JHj8j59y0lchsMrsXvuuUdvvPGGFi9erO7du5fEX375ZT388MN67bXXdO+995Y6Z+fOnWrYsGF5p4oK7pdfftGZZ54Z6jQAAAAqjUBqAYl6AGWjvOqB/Px8nXXWWSVvALIqPj5e27dvV2RkZFCuV94c39TIzc3V3/72N+Xm5urdd9/VRRddpGXLlql///7629/+psWLF6tq1dIDUjwej3777TfVqFGjVEcXCIRhGMrLy9MZZ5yhsDBHL1MDAADgKIHUAhL1AIIrFPVAfn5+0Ka9hIeHO7ahIVWApoZU9GH21FNPaf78+dq9e7cSEhLUv39/PfrooyWvcgIAAABQ8VALAJVbhWhqAAAAAACAyqfSjpV3u90aMWKEEhISFBkZqWbNmumZZ5454Xuu/TVw4EC5XK4Tbjt37vTrenv37lXfvn3lcrmUmpp60mMzMzPVp08f1alTR9HR0WrXrp3mzZsXtHskJiae8LnOPvvsUscahqGFCxeqX79+SkhIUHh4uGrWrKlOnTrp7bffDsozBHIPf54BAAAAFQ/1QGDX9/d7dFnXA9QCqJRNDbfbrUsvvVTvv/++5s6dqwMHDuj555/X888/r2uvvVaFhYVBuU98fLzOOeccr1u1atV8vs78+fPVsmVLLV++/JTHrl+/Xm3atNGePXuUnp6u7Oxs9ejRQ/369dP48eODcg9Jaty4sdfnatKkSanjnn32WfXq1Uv79u3Tf/7zHx08eFDr1q1TrVq11L9/fw0ePNjyMwRyD3+eAQAAABUL9UDg15f8+x5d1vUAtQBkVEL33nuvIclYvHhxqfhLL71kSDImT55s+R4DBgwwZs6cafk6b7zxhlG/fn1j0aJFxoABAwxJJ7xuYWGh0apVKyM6OtrYtWtXqX09e/Y0wsLCjI0bN1q6h2EYRqNGjYzt27f7lP8TTzxh1KtXz8jLyysVP3r0qNG4cWNDkrFy5UpLz+DvPfx9BgAAAFQs1AOBXd8w/P8eXdb1ALUAKt1Ijby8PE2fPl3169fX1VdfXWpf8RCxCRMmhCg7s6SkJG3atEk9evQ45bGrVq3Shg0b1LNnT9WtW7fUvsGDB8vj8WjSpEmW7uGvBg0aaMCAAYqJiSkVDw8P15VXXilJWrFihaVn8PceAAAAqLyoB0p/ly7LWkAq+3qAWgDm9xtVcKtWrVJ+fr7atWtnen1T7dq11axZM23evFmZmZlq1qxZiLL8Q4cOHXw+dvHixZKk9u3bm/YVx4qPCfQe/rr77rtPuK9GjRqSiubBFQvkGfy9BwAAACov6oHS36XLshaQyr4eoBZApRupsXHjRklFi8N4UxwvPs6K1atX6/LLL1edOnUUFRWlFi1a6PHHH9eBAwcsX9ubkz1bfHy8IiMjlZ2drX379lm+15QpU3TBBRcoJiZGNWrU0CWXXKI333xTHo/H52tkZmZKkjp16lQSC/YzeLtHMJ8BAAAAzkI9YL0eCNb36LKuB6gFKodK19TIycmRJNWqVcvr/po1a0qSdu3aZflen3zyie6//37t2LFD2dnZeuSRR/Tqq6+qTZs2ys7Otnz9vzrVs8XFxUkKzrOtW7dOU6dO1b59+/Tjjz+qY8eOGjZsmHr37u3Twkr79+9XWlqaWrdurauuuqpMnuFE9wjWMwAAAMB5qAesP1swvkeXdT1ALVB5VLqmxpEjRyTphKsNh4eHS5IOHz5s6T4jRozQunXr1Lt3b0VHR6tmzZoaPHiwnn32WW3btk3Dhg2zdH1vyuvZZsyYoY8//lht27ZVRESEGjRooBdffFHXXnutFi5cqNdff/2U1xg5cqRcLpdmz55dathfMJ/hRPcI1jMAAADAeagHrD1bsL5Hl3U9QC1QeVS6pkZUVJQknfD90wUFBZKk6tWrW7rP+eefr/r165viQ4cOlcvl0oIFC3Tw4EFL9/ir8nq2Ll26lHyY/Nkdd9whSZo9e/ZJz58zZ45SU1M1Z84cnXfeeaX2BesZTnaPYDwDAAAAnIl6wNqzBeN7dFnXA9QClUula2rEx8dL0gnnsRV/sNSrV69M7h8dHa169erJ4/Hop59+Cuq1T/Vsubm5ksru2Yrf6fzjjz+e8Jjly5fr9ttv19SpU3X99deb9gfjGU51j5Px5RkAAADgXNQDZfNsvn6PLut6gFqg8ql0TY2kpCRJ0vbt273uz8rKKnVcWSir1XdP9mw5OTnKz89X/fr1Vbt27TK5/6mea8WKFbruuus0efJkDR482OsxVp/Bl3ucDCsjAwAAVGzUA2VTD/jyTGVdD1ALVE6VrqnRpUsXRURE6MsvvzT90u7bt0+ZmZlq0qSJpdc3rV27Vk2bNvW679ChQ9q9e7fCwsJ09tlnB3wPb7p37y5JSk9PN+1bt25dqWMC9dJLL2nAgAFe923dulWSdM4555j2rVy5Ur1799akSZNKfcBs2rRJ8+bNK/nZyjP4eo9AnwEAAADORz0QeD1g5Xt0WdcD1AKVV6VratSoUUNDhgxRdna2li5dWmpfamqqDMPQAw88YOkeBQUF2rJlizIyMkz7/vnPf8owDPXo0eOEK/oGqmvXrkpKStKiRYu0e/fuUvtmzJihsLAwDR8+3NI9Dh06pLS0NOXl5Zn2vfnmm5Kk2267rVR81apVuvbaazVx4kQNGTKk1L6MjIyS86w8gz/3COQZAAAAUDFQDwReDwT6Pbqs6wFqgUrOqIQOHjxonHvuuUaDBg2Mzz77zDh8+LDx4YcfGjExMUa3bt2MY8eOWbr+mjVrDElG48aNjUWLFhkHDx40Dh48aEyfPt2IiooyEhISjF9++cXv6w4YMMCQZMycOfOEx3zzzTdGTEyM0blzZ2PLli1Gbm6uMXbsWEOSMXbsWMv3GDNmjCHJ6Nq1q5GRkWEcPnzY2Llzp/Hggw8akozk5GSjoKCg5PhVq1YZUVFRRnx8vHHTTTeZtrZt2xqdO3e29Az+3sPfZwAAAEDFQj0Q2PUD+R5d1vUAtQAqZVPDMIo+yO6//37jzDPPNMLDw42zzz7bGDt2rHH06FHL1/Z4PMbq1auN22+/3Tj77LONiIgIIzIy0mjRooXx6KOPGvv27fP5Wtu3bzcked0aNWrk9ZwffvjBuOGGG4zTTjvNiIqKMtq0aWPMnTs3KPc4fPiw8e677xq9e/c2zjjjDKNq1apGjRo1jEsuucR4/fXXjePHj5c6vviD8WTbXz/E/H0Gf+/h7zMAAACg4qEe8P/6gXyPLut6gFoALsNgNRQAAAAAAOA8lW5NDQAAAAAAUDHQ1AAAAAAAAI5EUwMAAAAAADgSTQ0AAAAAAOBINDUAAAAAAIAj0dQAAAAAAACORFMDAAAAAAA4Ek0NAAAAAADgSDQ1AAAAAACAI9HUqEDGjBkjl8tVajt06FCZ33fgwIEl90tMTCyJZ2VllcolNTU1oOu//vrrpufKysoKSu4AAABARUE9gMqIpkYFNHPmTBmGIcMwFBMTU+b3S01NlWEYatSoUal4YmKiDMPQzJkzLV3/3nvvLXmezp07W7oWAAAAUNFRD6AyoakBAAAAAAAciaYGAAAAAABwJJoaIfbXuWGXXXZZyb4/z01zuVxas2aN5fvt379fDz/8sBo3bqyIiAg1aNBAnTp10vjx47Vr165Sxx4/flyTJk3SBRdcoKioKNWsWVNXXnmlVqxYYTkPSTpy5Iiee+45tWzZUjExMapfv766dOmi1157Tfv37w/KPQAAAAA7ox6gHoA1NDVCzDAM9e/fX5K0aNGiUh9UqampWrZsmRISElRYWFjqAy4QOTk5atu2rebNm6dp06YpNzdXX3zxhc455xw98cQTeu6550qO9Xg8uuGGG/Tggw9qyJAh2rNnj77//nslJCSoW7dumj17tqVcJOm2227Tc889pxdeeEG7du3S+vXr1blzZw0fPlwLFiywfH0AAADA7qgHqAdgDU0NG7jjjjskSVOnTjXtmzJlioYMGaKwMOv/V91zzz3aunWrZsyYoa5duyoyMlKJiYmaMmWKkpKSSh07efJkLViwQLfeeqvuu+8+xcTE6IwzztDUqVPVqFEj3XvvvZa6pwcPHtRHH32kbt26qUePHoqOjlbdunX11FNPqUOHDlYfFQAAAHAM6gHqAQSOpoYNXHrppWrZsqUWL16sX3/9tSSek5OjpUuXasiQIZbvkZOTo48++kh16tTRFVdcUWpfWFiYUlJS1L59+5LYm2++KUm6/fbbSx1bpUoV9enTR3l5eZo/f37A+YSFhckwDKWnp2vHjh2l9s2fP1833HBDwNcGAAAAnIR6gHoAgaOpYRNDhw5VYWGhpk+fXhKbMWOGrrzySjVo0MDy9b/++msZhqFmzZrJ5XKZ9vfr10833XSTJCkvL08//PCDJOn88883HduwYUNJ0ldffRVwPrGxsRoyZIh+/fVXNW/eXDfddJPmz5+vw4cPq27duqpRo0bA1wYAAACchnqAegCBoalhE/3791dkZKTeeustFRYWyjAMTZ8+vWQomlUHDx6UJEVHR5/yWLfbXfK/a9asaVq8aPjw4ZJkWkjIX9OmTdPMmTPVokULvffee7rxxht1xhlnKCUlRQUFBZauDQAAADgJ9QD1AAJDU8MmatWqpRtvvFG//PKLli5dquXLl+v48eO6+uqrg3L9mjVrSpJ+//13n491uVw6evSoDMPwuv373/+2lJPL5dLAgQP1zTffaPPmzRo9erSqVaum5557TsOGDbN0bQAAAMBJqAeoBxAYmho2UtyFnTJliqZMmaLBgwerSpUqQbl2mzZtFBYWpszMTBmGYdq/YsUK/etf/5JU1L1t2bKlDMPQzz//7PV6q1ev1k8//RRwPocPH9ayZctKfm7WrJmefvppZWRkqGrVqvrggw8CvjYAAADgRNQD1APwH00NG+nYsaNatGihpUuXasmSJUFZEKhYvXr1dN1112nv3r2m90ofO3ZMd955p7755puSWHFnNDU11XStr776Sl26dFF2dnbA+ezevVvXXHON8vLySsUTExMVHR2tqKiogK8NAAAAOBH1APUA/EdTw2aKFwjq2rVryQI8wTJ58mQ1adJEgwcP1sqVK3X06FFt3bpVt956qwoLC/Xoo4+WHHvXXXfp+uuv14svvqiXXnpJO3fuVF5enhYtWqTrr79eAwcOVKdOnSzlc/z4cd18883atGmTjh49ql9//VUPPvigcnNz9cADD1h8WgAAAMB5qAeoB+Afmho28/e//10ulytoCwL9Wb169fTll1+qb9++Gjp0qGJjY3X55ZerRo0a+vzzz1WvXr2SY8PCwvTee+9pwoQJeuedd9SsWTMlJCRo7NixGjVqlN56662SYwcOHCiXy6UdO3Zox44dJXPjsrKy5HK5NGjQIEnSoEGD5HK5lJWVpTPPPFPvvfeeIiIi1KtXL9WsWVOtW7fW119/rffff7/UByoAAABQWVAPUA/APy7D24QqhMyaNWt02223aceOHX7PnxszZoyefvppzZw5UwMHDiybBEPssssu0yeffKLt27crMTEx1OkAAAAAQUU9cHLUA/grRmqE2N69e7Vp06aSn6dNm6YhQ4YEbUEgAAAAAPZFPQBYQ1MjxNLT03XjjTdq//79Wr16tRYvXqx77rnH0jWLh3W5XC4dOnQoSJmGzuuvv17yPJ988kmo0wEAAACChnrg1KgHcDJMPwmx9PR09enTR7t27VJCQoImTJiga665JtRpAQAAACgH1AOANTQ1AAAAAACAIzH9BAAAAAAAOBJNDQAAAAAA4Eg0NQAAAAAAgCPR1AAAAAAAAI5EUwMAAAAAADgSTQ0AAAAAAOBINDUAAAAAAIAj/T+CxuBkLLqYPwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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q1UsDBgzQ+PHjg/QEAAAAAMqKfADwTpHC/Dp+/mKXlr3wfbAfw28Oy7KsYA+ixH/+8x9de+21+uijj9SnTx+3c88995x+/PFHTZs2TZLkcrnUpk0bZWZmauvWrapfv35p26uvvloff/yxNmzYoNatWxv3cTqdio2NVV5enmJiYsr3oVDp8fMEAAAQGOQDsKOK/nkqud99X/RRRK0afvV1+OARTbp0vq3/LITUSo2UlBS1bNnS+AUmSQ888EDpLzBJWrZsmTZu3KjevXu7/QKTpCFDhsjlcmny5MnlPmYAAAAAgUE+AHiP7SfFQmZS49tvv9UPP/ygzp07e9V+4cKFkqQOHToY50piJW0AAAAAhDbyAcA3LoUF5LC7kHmCtWvXSpISEhI0e/ZsXXjhhYqKilKdOnWUnJyszz77zK39pk2bJEmJiYlGX/Hx8YqMjFR2drb27t1b7mMHAAAA4B/yAQBlETKTGpmZmZKk119/XaNHj9bTTz+tPXv2aOXKlcrNzVX37t317rvvlrbPycmRJMXFxXnsLzY2VpK0c+fOch45AAAAAH+RDwC+KbIcATnsrnqwB1DC6XRKkrKysrRixQp16dJFkpSUlKS3335bLVq00B133KGePXuqVq1ays/PlyTVqOG5MEp4eLgk6dChQxUwegAAAAD+IB8IvrZDnjdiX06/34j1uDDViH36lRlrOXqiEat22LzvwTOOGrFTvq5mxBwu988HTjf7+vkRc7yVVSBqYlBToxw0aNCg9BdYiebNm+viiy9Wbm6uFi9eLEmKioqSJB05csRjP4WFhZKkmjVrluNoAQAAAAQS+QAAX4TMSo2SZWMJCQkezzdt2lSrV6/Wzz//LKl4n9zmzZuVm5vrsX1eXp6k4l+Kx5OSklI6g5ucnKzk5OQyjx9VS3p6utLT0yX9+RcmAAAAyo58AHYSCvmAZYXJZfm3TsHy8/pQEDKTGq1atZJ0/JnWEg5H8fKYpKQkLV26VNu2bTPa5OTkqKCgQA0bNlTdunWP29f48eNt+y5eBNdf/9JzOp2aMmVKkEcEAABgb+QDsJNQyAeK5FCR/Ns+4u/1oSBkpmW6d+8uh8Oh7du3y+VyGee3b98uSWrZsqUkqWfPnpL+rJL8V2vWrHFrAwAAACC0kQ8AKIuQWanRuHFj9e3bVx9++KE+/vhj9e7du/Tc1q1btXbtWp122mm64oorJBX/0ktKSlJaWpp27dql+vXrl7afPn26wsLCNHz48Ap/DgAAAAC+Ix8IjB7txxqxT/87xqtrw45aXrXzVBS02XNmkdGt48q3aKenwqZVicvyr9Dnr2t+1/bPdwRwRMERMis1JOnFF19UkyZNdNddd+nzzz9XYWGhvvvuO914442KiIjQ7NmzFRkZKUkKCwvTrFmz5HA41L9/f2VmZsrpdGrcuHFKS0tTamqqzj333CA/EQAAAABvkQ8A3nP9r6ZGWY9GFzdW22EXBPsx/BZSkxqNGjXSl19+qZ49e+qmm25SrVq1dPnll6t58+Zav369unfv7ta+TZs2Wr9+verVq6d27dopPj5e8+fP15w5czR69OggPQUAAACAsiAfAOCrkNl+UqJ+/fqaOnWqpk6d6lX7li1b6v333y/nUQEAAACoCOQDgHdccsjlZ6FPf68PBSE3qQEAAAAAAE6syHKoyI+aGiV92B2TGgAAAAAQRBcNdi94uX5m2QtseioKevGNzxmxtW8/YMSKwr1LcM+c4KEo6CPmmHu0e9wc37p/enWPVo9NNGI/PDHC7fOX08u3ECnsgUkNAAAAAABspqTgp7992B2TGgAAAAAA2IxLDr9e6VrSh93Zf1oGAAAAAABUSazUAE6g6xX/MmLLFz8chJEAAACgsvKnhsaxLrjNrHfxx1nmv2X3aD/WiEXXjzRiLf9p1rb4+XFzvJ2uecaIrfSyfoYnx9bPgMkKwNtPrEqwUoNJDQAAAAAAbMZlBWD7SSV4+wnbTwAAAAAAgC2xUgMAAAAAAJvh7SfFmNQAAAAAAMBm/N1+kvPfX5W9KitwAwoSJjWAE6AoKAAAAMpbmzvdi3t+M7XshUO/nmZe2+YOs3hoxsCaRqx7u++M2G+ZZ3p135UfjfSqHUJHfPsmqtu6gTLnbQ72UPzCpAYAAAAAADbjCsDbT/y9PhQwqQEAAAAAgM3w9pNi9q8KAgAAAAAAqiRWagAAAAAAYDOs1CjGpAYAAAAABJE/hUGPdXnHJ8z+Vz1mxFrOe9yIfbu7kRG77/ylHu7yaJnGhsBiUqMY208AAAAAAIAtsVIDAAAAAACbYaVGMSY1AAAAAACwGUv+v5LVCsxQgortJwAAAAAAwJZYqQEAAAAAlcQSD0VBm05/yojVqusyYjedvs6ILdyZZMRmPPe8EXv1sclGrN/KO4xY9MZII7b56RFGrHPvp41Y7lk13D5ves68riph+0kxJjUAAAAAALAZJjWKsf0EAAAAAADYEis1AAAAAACwGVZqFGNSAwAAAAAAm2FSoxiTGgAAAABQiW0f8pBX7RKnPmvEBlyyxoilV2tqxC5qut2IZZnNvPZ52qiyX3yMNneahU2/mXp/wPq3q33rs7RnTWawh+E3JjUAAAAAALAZy3LI8mOlRVzb01W71Wn6/aMNARxVxWNSAwAAAAAAm3HJIZf83H7i5/WhgLefAAAAAAAAW2KlBgAAAAAANkOh0GJMalRR3buMN2JLP0sJwkgAAAAAhIKwAjPB7V9nvRH71ysfeNXflUmPGbFFm57wfWB+qqxFQf2tqVHSh92x/QQAAAAAANgSKzUAAAAAALAZtp8UC6mVGoMHD5bD4TjusWPHDuOajIwM9evXT/Xq1VN0dLTat2+vuXPnBmH0AAAAAPxBPgB4r2T7ib+H3YXcSo34+HjFxsZ6PFejRg23zxs2bFCnTp10wQUXaO3atapfv74mTZqkAQMGKDMzUykp1IgAAAAA7IR8AIAvQm5SY8KECRo8ePBJ27lcLg0cOFAul0vvvvuu6tevL0kaM2aM1q9fr9GjR6tPnz5q3bp1OY/YnigKCgAAgFBEPhB4p88xXxKw7e9mPtCj87dG7JejcUZs8L0TjdjGySOM2N4LT/FyhCgLKwDbTyrDSo2Q2n7ii2XLlmnjxo3q3bt36S+wEkOGDJHL5dLkyZODNDoAAAAA5Yl8AFWdJcmy/DyC/RABYNtJjYULF0qSOnToYJwriZW0AQAAAFC5kA8AkEJwUmP58uXq2rWr6tWrp6ioKLVq1UqPPPKIcnNz3dpt2rRJkpSYmGj0ER8fr8jISGVnZ2vv3r0VMWwAAAAAAUA+AHjHJUdADrsLuUmNzz77TPfee6+2b9+u7OxsjRw5Ui+88ILatm2r7Ozs0nY5OTmSpLg4c4+XpNLiQjt37iz/QQMAAAAICPIBwDu8/aRYSBUKHTFihCZMmKCGDRuWxoYMGSKn06kRI0Zo2LBh+vDDDyVJ+fn5kswKyCXCw8MlSYcOHSrnUVduzZ993ohlPnh/EEYCAACAyo58oHx4KgravatZPPRvU381YgnVc41Y5FW7vLrv+pnkDSh/IbVS47zzznP7BVbitttuk8Ph0Pz587V//35JUlRUlCTpyJEjHvsqLCyUJNWsWbN8BgsAAAAgoMgHAO+5/vf2E38PuwuplRrHEx0drQYNGignJ0c///yzLrroIsXHx2vz5s3G3roSeXl5kqQGDRoct9+UlJTSGdzk5GQlJycHfvColNLT05Weni7pz78wAQAAUD7IBxBqQiEfKHmDib992J0tJjUkyTrmv3ZSUpKWLl2qbdu2GW1zcnJUUFCghg0bqm7dusftc/z48YqJiQn4WFH5/fUvPafTqSlTpgR5RAAAAJUb+QBCCflA6AiZ7SerV6/WmWee6fHcwYMHtWvXLoWFhemMM86QJPXs2VOStHbtWqP9mjVr3NoAAAAACG3kA4BvKBRaLGRWahQWFmrLli1av369LrroIrdzr7zyiizLUu/evUurG3fv3l1JSUlKS0vTrl27VL9+/dL206dPV1hYmIYPH16hzxAKrl99hxF7/5JXytwfRUEBAABQEcgHKtbS5Wbx0LHfrTFi50dEGLH46APlMib4JhCTEpVhUiNkVmo4HMX/MQcMGKCFCxcqLy9PeXl5euONNzRmzBglJCTo5ZdfLm0fFhamWbNmyeFwqH///srMzJTT6dS4ceOUlpam1NRUnXvuucF6HAAAAAA+IB8AKtaBr7do55tLgz0Mv4XMpEbnzp21fPlydevWTffdd58aNGig+Ph4Pffccxo+fLi++eYbNW7c2O2aNm3aaP369apXr57atWun+Ph4zZ8/X3PmzNHo0aOD9CQAAAAAfEU+APjG37eeRLc5U6fefHmwH8NvIbP9xOFw6LLLLtNll13m03UtW7bU+++/Xz6DAgAAAFAhyAcA3/D2k2Ihs1IDAAAAAADAFyGzUgN/6nz100bs8wWjjNhFg583YrsuaW52eElAhgUAAADAhlo9OtGI/fDkCCM2Y+llRmzw3740Yhu+b2repJMZ6njdM0Zs1byRngcJnxWv1PC3UGiABhNETGoAAAAAAGAzvP2kGNtPAAAAAACALbFSAwAAAAAAm7H+d/jbh92dcFJj7NixAbnJmDFjAtIPAAAAgIpDPgCELrafFHNY1vFLg4SFhcnhcOgETU5+A4dDRUVFZb6+PDidTsXGxiovL08xMTHBHk5ANXv+OSO29f4Hytxf6wfNokLfPWsWFaoI/df8w+3zux1eDco4jlWZf54AAEDVRj5QOZx3j/md/nAds13b3t8ZsQcbfmrE/pFynxH777/LnnPYXUX/PJXcr9nsFFWrGelXX0WHCrR14Hhb/1k46faT6dOnl7lzy7I0dOjQMl8PAAAAILjIB4AQxf4TSSeZ1HA4HBo0aJBfN+CXGAAAAGBP5ANACAvA9hNVgu0nJ3z7iT/LzALZBwAAAICKRz4AINSdcKXGgQMH/L5BIPoAAAAAUPHIB4DQZVnFh7992N0JJzWio6P9vkEg+qjs2g553u3zl9Pv9+q69jebRUEd5wZ2+ZC3RUHPH/a8Efv2Ze+eo+PiUUZs1RVPG7FQKQwKAABQVZAPVA4bXjS/0ye+/KwRO3Q03Ih9ciDJiO28xLtMuOlrzxix7beP9OpanBxvPyl20kKh3ti/f78+//xzRUVFqWvXrqpePSDdAgAAALAB8gEAwXLCmhrH2rBhg7p166Zu3bopOztbkvTzzz+rZcuWuvbaa3XllVeqXbt2ysvLK5fBAgAAAAge8gEghFiOwBw259OkxuzZs/XTTz/p5ptv1imnnCJJGj58uHbt2qXLL79c99xzj7KysjRxovkeZAAAAAD2Rj4AhI6Smhr+Hnbn07qwpUuXatasWbr88sslSdu3b9enn36qDh06KD09XZLUrVs3paSkKDU1NeCDBQAAABA85AMAQo1Pkxrbtm1Tx44dSz/PmzdPkjRs2LDSWLdu3fTLL78EaHj24U+hTG8Lgx7rv/9+wIidOd4chyedrzYLcX6+wCzY6S1vn7X5O08asZr/bWg2vKLMQwEAAEA5IR+oPLKGPWjE/rnpGiP22rcdjZhV3fzn/eZPm3nI9lEUBS1X1v8Of/uwOZ+2n0RGRsrpdJZ+njNnjiIiInTNNX/+8LtcLoWHm1VzAQAAANgb+QAQOkrefuLvYXc+TWokJSXp6aef1qFDh/TGG2/oq6++Ut++fVWrVq3SNp9//rmaNGkS8IECAAAACC7yAQChxqftJyNHjtRVV11VWvgnIiJCjzzyiCRp9+7dmjdvnh5//HHddNNNgR8pAAAAgKAiHwBCTCXYPuIvnyY1kpOT9Z///EczZ85UWFiYhg0bpqSkJElSRkaG3nnnHZ111lkaNGhQuQw2lHlbUyKQzrvbrCpdPdZcPnR2itnuez/qZ7zyUxcjdsdZnxmxpBHmfV2JkUZs08QRRqz5M+aevMyRFf/fuP3NzxkxT7VMAAAAqgLygcrjzAnm9+2GF7UwYmc13mnEftqQYMQyR1X8d/WqLhDbRyrD9hOfJjV++eUXnX/++Zo2bZrq1q3rdu7SSy/V8uXLAzo4AAAAAKGDfABAqPGppkZiYqJOP/103XPPPeU1HgAAAAAhinwACCFWgA6b82lSQ5JeeOEFzZw5sxyGAgAAACDUkQ8AocIRoMPefJrUiIuL0y233MIrmgAAAIAqiHwAQKjxqaZGly5d9NVXX6lTp04nbNesWTNt3brVr4Hh5Da8ZBbYbDrjKSO2/ZaHvOqvc++njVj2JeaPyKnfXm3E7njX7M9TAdBmE83Cm54EoyioJxQFBQAA+BP5QOXR6LMjRmzPOVFG7PJmP5oXv1bLCF36+bNG7Iv3H/RqLE1fN/OQ7beW/cUGVUYgto9Ute0nzz77rFJSUrRmzZoTtsvKyvJnTAAAAABCEPkAEEL8rKWRvzFDue8tCsLAA8unlRq33nqrnE6nOnbsqIYNG6pJkyaKijJn8xwO++/LAQAAAOCOfACoPKKSWijijAQdXLY22EPxi0+TGitWrCj937///rt+//13j+34JQYAAABUPuQDQAixHMWHv33YnE+TGpLkcrlO2iYszOeXqgAAAACwAfIBIDRYVvHhbx9259OkRnJyslftBg0aVKbBwDeXXWkWBT3lHmeZ+/s8rfyL8Zyy0buZwHb/ZxYUXfeme9HODjeYxYjWzPWuGBEAAAB8Rz5gTz0/H27EVix6wYgt2JpkxBbntTZii757MjAD+x+KgsIfPk1qfPLJJ161mzFjRpkGAwAAACB0kQ8AIYS3n0gqw/aTEpmZmfryyy+1c+dODR8+XLm5uYqIiFDNmjUDOT4AAAAAIYh8AAgyampI8vGVrpK0efNmderUSS1atNDf//53jRgxQpK0bt06NWrUSG+++WbABrdgwQI5HI4TFhrKyMhQv379VK9ePUVHR6t9+/aaO3duwMYAAAAA4E/kAwBCiU+TGlu2bFGnTp20evVqtW3bVn379i0916lTJz322GP6xz/+oeXLl/s9MKfTqWHDhp2wzYYNG9S2bVvt3r1ba9euVXZ2tnr16qUBAwZo/Pjxfo8BAAAAwJ/IB4DQ4bACc9idT9tPUlNT1aJFC7311ltq3ry5JKlatWqSpJo1a+qBBx5QRESEnnnmGXXt2tWvgT388MNq3LixduzY4fG8y+XSwIED5XK59O6776p+/fqSpDFjxmj9+vUaPXq0+vTpo9atzcI2wdRsolkAc+uIBzy0PLlfBx81YmGHIr26NnGKWWQz6y6zyGabO583Yt9Mvd+I9VhxnxHL2NTEvMcM75712KKgnhTWpqo2AABARSIfsKdfFpxuBjuboXs/vMWIFcWaOccLbQIxqhO7aLCZh6yfaeYhVRo1NST5uFJj2bJlmj59eukvME8GDBigDRs2+DWoL774QtOnT9e0adNOOJaNGzeqd+/epb/ASgwZMkQul0uTJ0/2axwAAAAA/kQ+ACDU+LRSY9++fTrzzDNP3GH16tq3b1+ZB1RYWKjbbrtNI0eOPOGs6sKFCyVJHTp0MM6VxEraAAAAAPAf+QAQQigUKsnHlRqnnXaaPvvssxO2Wb58uZo0MbcdeOuJJ56Qy+XSY489dsJ2mzZtkiQlJiYa5+Lj4xUZGans7Gzt3bu3zGMBAAAA8CfyASCEWAE6bM6nSY2+ffvqpptu0qxZs3T0qLm3atmyZbr77rv1t7/9rUyD2bx5s55++mlNmzZNERERJ2ybk5MjSYqLi/N4PjY2VpK0c+fOMo0FAAAAgDvyAQChxqftJ6NHj9aCBQs0ZMgQ3XnnnTr77LMlSZ07d1ZWVpZ+++03tWjRQo888ojPA3G5XLrttts0ePBgderU6aTt8/PzJUk1atTweD48PFySdOjQIZ/HcjKdrnnGiK38aKRX15a1KKgnUV+a7wA/1MhlxFo9OtGI1T5Uzat75J/q3XKkPW8nGLFTC7y6tMy+ep1CQQAAABWJfMCevntmhFfttj4QOt+vPRUFveAf7sVDv341dMYbFBQKleTjSo24uDitWrVKffv21eHDh/X111/LsiytWrVKv//+u66//np9/vnniomJ8XkgU6ZM0fbt2/XUU0951T4qKkqSdOTIEY/nCwsLJRVXYQYAAADgP/IBIISw/USSjys1JKlBgwb64IMPtHPnTn355ZfKy8tTnTp1dNFFF+nUU08t0yB+/fVXpaSkaPbs2aXLxE4mPj5emzdvVm5ursfzeXl5peMFAAAAEBjkAwBCiU+TGmPHjtWYMWMkFf9y6NWrV0AGsXTpUh08eFDXXXfdcds4HMXbILp06aIVK1YoKSlJS5cu1bZt24y2OTk5KigoUMOGDVW3bt3j9pmSklK6LC05OVnJycl+PgmqivT0dKWnp0v6818BAAAAKjvyAaBYSOQDvP1Eko+TGo8//rhuvvlmNWvWLKCDGDx4sAYPHuzxXMkvL8tyXxfTs2dPTZo0SWvXrjWuWbNmTWmbExk/fnyZlsYBf/1Lz+l0asqUKUEeEQAAQPkjHwCKhUI+4LCKD3/7sDufJjUsy9J5552n9u3b6x//+IeuvfZaVa/u8w6WgOjevbuSkpKUlpamXbt2qX79+qXnpk+frrCwMA0fPrxc7u1tUdDyFrHf/Ams9ZvZLs/T3zkeqql0XWYWMY3c08iIdRjwnBH7+h3z2nb/Z7YDAACAfZEP2FO7RWbhVuea+kbsx8e9Kyja9fJ/GbHlSx72fWAn0K37BCP29VL35+jeZbzRJuxIkRFbvHp04AaGkONToVBJ2rFjh/r06aNx48apUaNGGjVqlLZs2VIeYzuhsLAwzZo1Sw6HQ/3791dmZqacTqfGjRuntLQ0paam6txzz63wcQEAAACVGfkAECIoFCrJx0mNGTNmKDY2VsOHD9fGjRv14Ycfavfu3Tr//PPVrVs3zZ0797jVh30xc+ZMORyO0qVmkko/r1ixojTWpk0brV+/XvXq1VO7du0UHx+v+fPna86cORo9mtk4AAAAIJDIBwCEGp8mNQYNGuT2+ZJLLtGMGTP022+/qVevXhoyZIgaNWqkkSNHKiMjo8yDGjx4sCzL8nhcdtllbm1btmyp999/X3v37tWhQ4e0fv163XjjjWW+NwAAAADPyAcAhBqft58ca8uWLXryySf11FNPKT8/X3v27NGnn36qtm3bqmvXrlq0aFEgxgkAAAAgBJEPAMHh0J/FQst8BPshAsCnqj7VqlVTUVGRjh49qnnz5unVV1/VihUrZFmWYmJidMcdd+j222/X+eefrz/++ENz5szRnXfeqdtuu00pKSnl9QxVVlGEGfvqdbNgZ+v5Y4yYa3WcEQvzUPp2f2uXEft22INGrNWjE41YVJT5R2TyD5cbsXtbLTFiAAAACD3kA6El+Vxzi82RejWN2IFLzKKgjT87ZMTO3/28ESuoZ36njzoz3NshesXTc+zod8pJrzuQYCZE694086FKi1e6SirD208eeughzZo1S7t375ZlWWrXrp1uv/12DRgwQDVr/vkHKDo6WrfddpuuvPJKtW3bll9iAAAAgM2RDwAINT6/f+mZZ55RbGys7rzzTt1+++0nrSjsdDrldDrLPEAAAAAAoYN8AAgRgXh7SSV4+4nPkxozZsxQ//79FRUVddK2X3zxhbp27aqzzjqrTIMDAAAAEFrIB4AQwaSGJB8nNbp06WJUPD6RDh06KDc3V9Wr+zx3AgAAACDEkA8ACDU+/XZZvny5V+2GDBmi6dOnKywsTNHR0WUaGE7u2yn3G7GPt7Y2Yh0btTFii+vVMWL3JCw1Yg8vG2z2t3iUEau1I96I1dx91IhRFBQAAMC+yAdCS/rGcUasc++njVjMNrP4/5KVj5rX9jKvPbVfthFb3NV8ScDlnZ706h6eeHqOC24zi5Yeq0oVBfWg5A0m/vZhd36/0tWTWbNmlUe3AAAAAGyAfACoAFaADpvzeVLjm2++0TXXXKN69eqpWrVqHg8AAAAAlRP5AIBQ4tP2k2+++UaXXnqpYmJidM4552jlypXq0qWLJCk/P1/ff/+9/vjjD3Xu3LlcBgsAAAAgeMgHgBBCoVBJPk5qjB07Vn369NFbb71VOgv71311ubm5GjBggPr27RvocQIAAAAIMvIBIHRQU6OYT5MaX3zxhb744ovjLimLi4vTCy+8oAEDBujOO+8MyADhm4dfGGrENk4aYTa80AydPtn8iQ738BPy69ZTjVjMKQ4z9otZKLTNHWbBn29eMQueAgAAIPSQD4S+g43ML/Bfv+rd9+3PF5ovBFi2zXwdb9OZ5ksCtntZFNSTKy4ea8S+XjvGiJ011r1A6U9jPOQ5Xjq2L3/7Q/D4VFPjwIEDatq0aenniIgIHTx40K1N48aN9dNPPwVmdAAAAABCBvkAEEIsR2AOm/NpUqNx48baunVr6eeEhAStXLnSrc2nn36qWrVqBWZ0AAAAAEIG+QAQQnj7iSQfJzXatm2r4cOHa+fOnZKkLl26aMiQIZoyZYrS09P1zDPPaOjQoWrbtm25DBYAAABA8JAPAAg1PtXUuOGGG/R///d/+tvf/qZVq1bp4Ycf1jvvvKPhw4dLkizLUnh4uJ544olyGSwAAACA4CEfAEIHhUKL+TSp0bdvXx04cKD08+mnn67//ve/ev7557V9+3YlJCRo2LBhatOmTcAHCu8ciTZjF9xmFueM+ynfiLmGmgWfIn+OMGLRv5vtHEfNPw1Ll6cYse5dx5sDDKBmb5v9b73RHAcAAAB8Rz4Q+jwVBW32/HNGbOv9DxixdoseMWJXNWppxGpEHTFibYeYOceX070rULrYQ1FQT5qk/+Ee8HBZjwtTjdinX5mx+l+aLzWwnUr0Stf58+dr3LhxioqKUlFRkSZPnuz1ii+fJjU8admypV577TV/uwEAAABgQ+QDAPzx1Vdf6e9//7vWrVuns88+W2lpaUpOTtbmzZsVH2++aedYPtXU8NaQIUPKo1sAAAAANkA+AFQA688tKGU9QmGlxoQJE5ScnKyzzz5bktS7d281aNBAU6ZM8er6cpnUmDVrVnl0CwAAAMAGyAeAClDBbz/Zs2eP+vfvL4fDoZkzZ56wrdPp1IgRI5SQkKDIyEi1aNFCTzzxhI4cMbcuLVmyxNhqctFFF2nx4sVejeuE20+aNWvmVScAAAAAKh/yAQCS9MEHH2jYsGEqLCw8aVun06lLL71Uubm5euedd3ThhRdq0aJFGjhwoFavXq0FCxaoWrXiOo379u1TXl6eGjZs6NZHfHy8PvnkE6/GdsJJjaysLDVt2tSrjlDxmr7yjBGrXscs4llrh3nt0s8fNWIdBpgFhPJv3mvEji6ua8T+aOTdFJ+n4qGBRFFQAACAwCEfqBw8FQXtdI2ZS+zuWs+I3d56nRFL/6izEVs7x7uioN7qeK05vlVfPHbS6zwVBfVk5fyRvg4p9FRQodCpU6dq3Lhxmj59ut57772TrsR69NFH9d1332nhwoXq2LGjJOnaa69VamqqHnzwQb366qsaNmyYJOmPP4qLv0ZEuL+gIiIiQocOHfLqEU5aKHTbtm1edfRXYWHlsqsFAAAAQAUjHwBCU0W90jUpKUmbN29WXFyc3nvvvRO2PXDggF5//XU1bNhQV111ldu5wYMHa+TIkZo4cWLppEZ0dPHrOw8fPuzW9vDhw6pZs6ZXz3DC3zaDBg3yqpNAXQcAAAAgdJAPAOjYsaPi4uK8arts2TIVFBSoffv2cjgcbufq1q2rFi1aaMuWLcrIyJAknXLKKapTp45ycnLc2ubk5Kh58+Ze3fOEkxozZszwqpNAXQcAAAAgdJAPAPDFpk2bJEmJiYkez5fES9pJ0uWXX64vv/zSrd2XX36pyy+/3Kt7nnBS4/vvv/eqk/LuAwAAAEDFIx8AQlgFv/3EGyUrLo63sqNOnTqSpJ07d5bGHn74YaWnp+uHH36QJH388cfKzs7WXXfd5dU9T1hTIykpSUVFRV51VJ59wLPtd3hX3ObsRyYasfY3mUVB//uOWUBo8g/m7NiUb3sascxR3hUG6tZ9ghFbtvQRr64FAABAxSIfCG1NZ/3LiG0f9LBX1678yLtc4sUfFxqxIzUdHlqW3SX9njViqz80x9fjwlS3z94WBe3R7nEjVhRppsK5Z0UZsa+nBbYAamWXn58vSapRo4bH8+Hh4ZLkVgT0wgsv1FtvvaWBAwcqKipKRUVFSk9PV3x8vFf3POGkhmX5P20TiD4AAAAAVDzyASB0VVShUF9ERRVPDB05csTj+ZJXwh5bBLRPnz7q06dPme550refjBs3zq9fRMcWBwEAAABgH+QDQAgrwx/NP7b8qD8yf5IkuYqOBnQ4JasrcnNzPZ7fv3+/JKlBgwYBu+dJJzVSU1P5JQYAAABUUeQDQOUSfUZLRZ/RUpJUdLhAeeu/CFjfSUlJko7/KuisrCy3doFwwkkNqhYDAAAAVRf5ABDCAlHoM8DbT7p166aIiAitW7dOlmW5TWru3btXGRkZat68uVq0aBGwe55wUoP3S9tP09efNmLbJ4wyYs2ffd6IJf7bLOIZF9feiMVsNe97y7pbjNjyn8wf1KiLI82LPfBYLOi9B726FgAAAIFBPhDa6q0MN4MB/r/sp0NmscavXg9s8Uxvv+d7Wxj0WI6jLiO29PNHy9RXKAnFmhq1a9fW0KFD9fLLL+uTTz5Rz55/vmRi5syZsixL9913X0DvecJXugIAAAAAAHhr/PjxOvvss3X77bdr1apVys/P14cffqjU1FT16NFDd9xxR0DvFzKTGi6XS4sXL9Y999yjNm3a6JRTTlFMTIzOOeccjRw5Ur///rvH6zIyMtSvXz/Vq1dP0dHRat++vebOnVvBowcAAADgD/IBwEdWgI6TyMrKksPhkMPh0KxZsyRJt9xyixwOhxITE432sbGxWr16ta6//nrdeOONqlOnjkaNGqVRo0ZpwYIFql79pKU9fRIykxr79u1Tjx499Omnn+rZZ5/VL7/8oszMTN1333164YUX1KZNG+3YscPtmg0bNqht27bavXu31q5dq+zsbPXq1UsDBgzQ+PHjg/QkAAAAAHxFPgD4pmT7ib/HySQmJsqyLI9HSeHPY8XGxmrSpEn69ddfdfjwYf38888aPXq0wsM9bJnyk8MKkRdH79mzR6eeeqpWr16tDh06uJ2799579cILL2jMmDF6/PHHJRXP5LZp00aZmZnaunWr6tevX9r+6quv1scff6wNGzaodevWxr2cTqdiY2OVl5enmJiY8n2wEPDPTdcYsQ9mXWbEIrvvNmJt6/9qxC6uvcWIxVQrMGLXNf/GuwHaXFX7eQIAACgP5AO+69bdrIm3bOkjQRiJ95LbjDFi6d+MDcJITJ2uecaI1ThgvvJ02TL3/8YV/fNUcr8WD45XtQjvahZ6cjDzRx34ebP2f/WFrf8shMxKjdjYWC1fvlzt25uFKc8880xJf77TVpKWLVumjRs3qnfv3m6/wCRpyJAhcrlcmjx5crmOGQAAAEBgkA8APvJz20mtZi1V/7JeQRh4YAV2M4sfatSoocsuu8zjubVr10qSunfvXhpbuHChJBmzuH+NlbQBAAAAENrIBwAfheArXYMhZCY1jlVQUKDt27frjTfe0Ny5c/XPf/5Tffr0KT2/adMmSfJYmCQ+Pl6RkZHKzs7W3r17Vbdu3YoaNgAAAIAAIB8A4A2ftp/cf//9xy0Ekpubq65du6pbt25uM6hlsWjRIkVFRally5Z66623NHv2bI0Z4773KicnR5IUFxfnsY/Y2FhJ0s6dO/0aCwAAAIBi5ANA6KioQqGhzqeVGpMmTdKMGTP00ksv6aabbnI7V6tWLaWmpurAgQO65hqzMKUvrrzyShUVFSkrK0sffPCBhg4dqhkzZujtt98unWXNz8+XVLxMzZOSqqqHDh3yayyhrPk7TxqxzAGPGrE5C7oYsVgPRUHntp5hxD7+o5URuzhquxF77Nc+RmzKrWbF6S03mv9/bb99pBHzxis/mc91x1mflakvAAAAnFxVzAc8FY9c+VHZvr8G2u8dy14kMli8LQp6VupEIxa71eX2ee+5DqNN5oP3l21gCp3/X73G9hNJZSwUOnDgQN10001yOp2lsRo1aqhLly7q1KlTYAYWFqZmzZpp5MiReuqpp7R48WLde++9peejoqIkSUeOHPF4fWFhoSSpZs2aARkPAAAAgGLkAwBChU+TGg6HQxs3btSll16qt99+W+edd55WrVpVXmMrNXToUEnSnDlz9Mcff0gq3icnFS9z8yQvL0+S1KBBg3IfHwAAAFAVkA8AIcTPt58EZKVHCPC5UGiTJk302WefacKECXr88cfVtWtXjRo1SmPHjlW1atXKY4yqWbOmTj31VO3evVuZmZk699xzlZSUpKVLl2rbtm1G+5ycHBUUFKhhw4YnLAqUkpJSuiwtOTlZycnJ5TJ+VD7p6elKT0+X9Oe/AgAAAFQF5ANAaOQDgaiJUeVqapRwOBxKSUlRjx499Pe//13/+te/tGTJEr311ls69dRTyzSQJ554Ql9//bXmzZtnnCssLNS+ffskSTExMZKknj17atKkSaWvd/qrNWvWlLY5kfHjx5f2B/jir3/pOZ1OTZkyJcgjAgAAqDjkA6jqKkM+cHDbj3Ju2RzsYfjNr1e6tm3bVt9++63uvfdevfHGG7rggguMqsTeOnr0qFauXKn9+/erTp06bufmzJmjoqIinX322aWvbOrevbuSkpKUlpamXbt2qX79+qXtp0+frrCwMA0fPrysj2YLnoqCdr76aSP284JRRizxzQlGrOcMs130r+bU3YtNexuxjMfMgjxNBz5lxGK+M3/kLhz6vBH76g2zvytbuz9vfkIvo80dHxshJb74nBHLuucBsyEAAAB8UhXygVAuHvnj4yOMWNL9ZoHNTc+b7XpE3WzEfnrpXCNWLdqsWdK43n4j1v7ULCM2b3EHI1YU7TJiTecXGbF60eaqn8Ja7tUTPBUF7Xr5v4zY8iUPG7FKwc/tI7USWyqqYaJyv/0iYEMKBp9qaliWpV9//VU7duwojdWsWVPTpk3TvHnzFBERoYceeqhMA3E4HNqzZ4969+6tlStX6sCBA8rOztbUqVM1fPhwRUdH67XXXvtz4GFhmjVrlhwOh/r376/MzEw5nU6NGzdOaWlpSk1N1bnnmn8oAQAAAJQN+QAQOnilazGfJjUSEhLUuXNn9e5t/kt93759tWnTpjK/k3rUqFF65513dOqpp+rvf/+76tatq2bNmmnixIm66aabSgsS/VWbNm20fv161atXT+3atVN8fLzmz5+vOXPmaPTo0WUaBwAAAADPyAcAhBqftp9kZWWd8Hx8fLw+/fRTbdq0yeeBREVF6YYbbtANN9zg03UtW7bU+++/7/P9AAAAAPiGfAAIIYF4e0klWKnhV02N40lKSiqPbgEAAADYAPkAUAGY1JBUTpMaCJ7PPRQF9SRiW6QRKzrrDyMWt9zcoXSkVpQRa/rKM+ZNajiM0FHzttrkoSioJ4u+e9KrdsfyVBS0x0WpRuxQk2gjtmqeWRgqab578auiQ4fLNC4AAAAg0Bp9vNMMmnX5tWPEhUbMUWgW7LQize/0reOyvRqLK9zMmFvc/60RO3JpazNW07zv+pnueUOnPmYOsrKyFgXFcTGpAQAAAACAzTj+d/jbh90xqQEAAAAAgN2w/UQSkxoAAAAAAFQ5B7J+lHPr5mAPw28+vdIVAAAAAAAEn8Py74hp2lINL+kV7MfwGys1KljXy/9lxH69Itzt85aHvCucecbTZsWfLaO8u7bm7+Y6o3ofu4zY4rWPGbEzx5v3jdxp/ihFXbjXbLckzog1f9bsr8XLvxmxT7Y+Z8TK6tP1qV61u+A2c2ybpo11++x0OhWrpwMxLAAAAMAvi3408w1Pvh8/woglvjnBiFlF5r+DXxW3wYhN2n6FEavZ1GnEslLMAqXN3tltxPafWc+IGf0v926VQcfrzIKinl4IYDtsP5HESg0AAAAAAGBTrNQAAAAAAMCOKsFKC38xqQEAAAAAgM2U1Mbwtw+7Y/sJAAAAAACwJVZqVLDlSx4OWF9nzNpjBkd5d+2BZmas5p6aRuyyHmahoZotI4xYTNZRI5aXW9eIHWxs3tdqlG/Esq9qZMR6tHcv0Pnpf8eYnQXY19O8K7wKAAAA2F3Cu9WMWJ1RvxixAle4ETs18qAR+31/jBErrFdkxFy1Io1YdTNFMOQMPs+InfPwRCMWW91x8s6O48Kh5osDvnojRHIECoVKYlIDAAAAAADbYftJMbafAAAAAAAAW2KlBgAAAAAAdsP2E0lMagAAAAAAYDv+bj9x/vqj8rI2B25AQcKkhk2cOcEsUNPgrDgjlnz+aCOW/u04I3ak/hEjVivDLO4TdvCQEdt/hlnEM7eF+aN06obDRmz5Yi8Lpd7oXTMAAAAgVHXu9bQR+3yhl5X9A6jDgOeM2Jp3HjBi2/uY12bnNDBi0Y3M7/nnxewwYmt/Nt9OUO2gWQHh5+Eecol0M1s/9sUBGzy8OKDlP81Cof6sRgiZoqDlIKZJS0U3SNSezV8Eeyh+YVIDAAAAAAC7YfuJJCY1AAAAAACwHyY1JPH2EwAAAAAAYFOs1AAAAAAAwGb8LRRa0ofdMalhE7W3mbGci6sZsTqxZvHQ84Z7KJbT2kOBnkHmtVsfMIuMDlhzuxH7fm4rI7brggjzvh60HWIWQf1yemgU5Glzhzm2b14JjbEBAAAgtJV3UdDEKc8asZq/mTnC9x6Kgp79iIcc4Swzw42MMF8wkHM01oh9lZdgxMJquIxYUUOzyGjsmigjtm72CHN8Xvjx8bJdZ0tsP5HE9hMAAAAAAGBTrNQAAAAAAMBmHJYlh+XfUgt/rw8FTGoAAAAAAGA3bD+RxPYTAAAAAABgU6zUCEGXd3zCiBVeHG3EtozyrgjOufeaRYDC95gFhCwPU1xNZzxlxJZcvsCI3ZjX0ojVW73TiLUuMsfyXRmLgibO/pcRyxr4sFfXnne3OY4NL5n/PSkKCgAAgFCVddeDXrXrEXWzEUto2tiI/fCQ+eIA5++1jdjvzcx2R11mMlEj/KgRK9gXacT2n2u28+SCf7gX8a+/ao/RZtHm8V71VRnw9pNiTGoAAAAAAGA3bD+RxPYTAAAAAABgU6zUAAAAAADAZvzdfpL324/a/+v3gRtQkLBSAwAAAAAAu7H8O2JPa6nGbXoGYeCBxUqNEBR22CyUE7G/7FNwea3M/lpNNIvq/PDwKUZs+y0PGbHWI8ONWJSH9xvnPFfDiB1dd9xhujlz/PNG7OcU96KdnoqCth7poRDpM2YBUE9FQQEAAIDK6NP8fxuxjtc+Y8SitprpYX7zQiO264hZPDRrv5lL1Kl1yIjtPuLhhQU5ZvHQC24384GvX6OIP0xMagAAAAAAYDO8/aQYkxoAAAAAANgNbz+RFEI1NSzL0oIFCzRgwAAlJCQoPDxcderUUefOnfXmm28e97qMjAz169dP9erVU3R0tNq3b6+5c+dW4MgBAAAA+It8AEBZhMykxpNPPqk+ffpo7969+uijj7R//36tWbNGcXFxGjhwoIYMGWJcs2HDBrVt21a7d+/W2rVrlZ2drV69emnAgAEaP358EJ4CAAAAQFmQDwC+K9mCUtajMnBYlocKj0Hw2GOP6fXXX9eWLVtUq1at0nhhYaFatWqlrVu3aunSperWrZskyeVyqU2bNsrMzNTWrVtVv3790muuvvpqffzxx9qwYYNat25t3MvpdCo2NlZ5eXmKiYkp/4c7iYsGuxfBWT/TLIDT48JUI7b3fHPsX71hXnv6HPMXeq31UUYs6QbzdT6b3jvbiDlbHTFi1XPNnUxhZjOdtsosWlrtcJERy7zB7G/77SPNDo9xVbMHjJgVFWHEFm0O3F9yofbzBAAAYEdVOR8IpFaPmoXzT91ofjE/eJr5fXvfeS6zw1rm9/dzT99hxL7/Pd6IhVXz0N8PZpHR6kl5Zn99U43Y+Xe5503fTgmNwqEV/fNUcr8L+z2h6jXMIqu+OHqkQF+995it/yyEzEqNRo0aadCgQW6/wCQpPDxcV1xxhSRpyZIlpfFly5Zp48aN6t27t9svMEkaMmSIXC6XJk+eXP4DBwAAAOA38gEAZREyhULvvPPO456rXbt4Nu+vi0oWLlwoSerQoYPRviRW0gYAAABAaCMfAHzD20+KhcxKjRPJyMiQJHXu3Lk0tmnTJklSYmKi0T4+Pl6RkZHKzs7W3r17K2SMAAAAAMoH+QDggRWgw+ZCflJj3759Sk9PV5s2bXTllVeWxnNyciRJcXFxHq+LjY2VJO3cubP8BwkAAACgXJAPADiRkNl+cjyjRo2Sw+HQ7Nmz5XA4SuP5+fmSpBo1ani8Ljw8XJJ06NCh4/bd8b6XVC38z8Iq37xiFpppOcYstPPj2BHeDd5LngqDHutQ02gj5qkoqCe1vjSLglrVzHZfbGxhxMIvPmjEalY3C3tGfmUWldnfscCIHd5kFu3ce91hIxb9zckL3nS94l9GbPnW5056HQAAAOyjPPOByuiHJ81c5aom9xqxiIW/GzHXHeZWnphfzH8H/+OBcCNWfbOZr0TuNZcBfDvFHF/H654xYuprhkKlMGiocLiKD3/7sLuQntR46623NHPmTL377rtG1eKoqOJE/cgRD6/YUHGVZEmqWbNm+Q4SAAAAQLkgHwBOIBDbRyrB9pOQndRYvHixbr31Vr322mu67rrrjPPx8fHavHmzcnNzPV6fl1f8WqAGDRoc9x6/r/tYYWHFSxZqNzkrAKNGVZGenq709HRJf/6FCQAAgMCpiHwgJSWldEVHcnKykpOTAzByVAXkA6EjJCc1lixZomuvvVZTpkzRkCFDPLZJSkrS0qVLtW3bNuNcTk6OCgoK1LBhQ9WtW/e49zmtXU+37SeAt/76l57T6dSUKVOCPCIAAIDKo6LygfHjxysmxtxGDZxMKOQDvP2kWMgVCl26dKn69u2ryZMnu/0C27x5s+bOnVv6uWfPnpKktWvXGn2sWbPGrQ0AAAAAeyAfALxkWX4dudk/avumj4P9FH4LqZUay5Yt0zXXXKNJkyZp6NChbufWr1+vmTNn6oYbbpAkde/eXUlJSUpLS9OuXbtUv3790rbTp09XWFiYhg8ffsL7rZp0t9vM7MV/N4tM1op0GDF/nDfcLDy64YWTFx5dNW+kEWv23PNG7PSP8o1YVIpZ7LPVKWYV6PCwo0Ys64A5sx1R3Wz3w+nmDLenAqV7rjXHEv5NLSP2/Xjzv8kVYf3cPuekXGK0OfsR87/v9xMCW9gVAAAA5aOi84GqYl+XBCMWt9isRVL7N/OFAM4EM2U8+nETI/bjM+Z37h4XpXo1Pk+5DspfXPxZql23qXZuXR3sofglZCY1li9frt69eys2NlZLlizRkiVL3M5v27attBiQJIWFhWnWrFnq3Lmz+vfvrzfeeEOnnnqqJk+erLS0NI0dO1bnnntuRT8GAAAAgDIgHwB8w/aTYiEzqTFr1izl5+crPz/fbVnZX3Xp0sXtc5s2bbR+/Xo99thjateunfLz83XOOedozpw5uvHGGyti2AAAAAACgHwA8BFvP5EUQpMaM2fO1MyZM32+rmXLlnr//fcDPyAAAAAAFYZ8AEBZhMykRjC0fu0FhUX9+faTrDkPGm06XfNMQO952ke/mMEXTn7dsfUkJKnWcLOmxNLPHzVi56c9ZsRWbGhpxC46Z6sR+/lX8xVYVkE1I3baVy4j5jzdbHd0j1lno+YfRsijxa733D537v200ebztFHedQYAAACEqMuufMqIRaz63oilH5zlVX///fcDXrVrOe9xI5bvNN8WWW1vDa/6+3R9qlftLuvxLyO24tOHvbq2KmP7SbEqPakBAAAAAIAtlbzJxN8+bC7kXukKAAAAAADgDVZqAAAAAABgM2w/KcakBgAAAAAAdsPbTyRV8UmN0z8qVPXqf9mBc5fZZuVHI8vcf5eeZiHLiJxdJ72uzR3PG7GCR8yioIdOP2LEznxvnBGzrAjzJtXNn976EQeN2JXnbDZiew5HG7H1Yc2MmKPQvG3jJeZ9V80bYTb0AkVBAQAAUBn0iLrZ7fOK/H8bba5KuM+rvs67Z6IR2/Ci+X276xVmcc7862sase3/MPOhdoseMWI9Vpjj+/SySccZpTtPRUGTzx9txNK/NXMdoEpPagAAAAAAYEdsPynGpAYAAAAAAHbjsooPf/uwOd5+AgAAAAAAbImVGgAAAAAA2A2FQiVV8UmNBQsfVExMTLn1Xz3/qBH79PBbJ73um1fuL/M9z73PLAxUf/0fRmzr9eb/9V/taWzEWp+SY8QKimoYseh6h4xYjWpFRmzVPPsX9+kw4Dm3z0ePFARpJAAAAKgMPj2mMOiV56QYbQ5cZH5X98RTUdArGwwzYst3vuxVf0n3m/nFpucnGLGzU8x2usyrW3hEUdCTcygANTUCMpLgYvsJAAAAAACwpSq9UgMAAAAAAFuyrOLD3z5sjkkNAAAAAABshle6FmP7CQAAAAAAsCVWapSjGrsOetWue+cn3T4v/fxRo03y+aONmKfiOeFOc6pt27U1jVjTjwuN2NY6cUbsztM/M2JfVjvdiP1xJNyIFU1sYMSSlpsFhKodNsece55ZZHT77SPdPl956j+MNqprPsOiH/9ltvPDmncecPvsdDoVO++xgN4DAAAAVdeizeMD22Fc2V+OsOl5s/Boj3aPG7Hv1/3TiJ0zyvzuv/lpsz+UkZ9vP9m3J0N7dn8fsOEEC5MaAAAAAADYjMOy5PCjJkbdumcqNraJft+xNoCjqnhsPwEAAAAAALbESg0AAAAAAOzG9b/D3z5sjkkNAAAAAABsxt/tJyV92J3DsirBU/jI6XQqNjZWeXl5iokpe9Gc8nJWqllQp8GXR4zY7/9nFvs8/abvjNiuO9obsQPNzCm5Bq13GbFTo/4wYn9vaO65yihoaMTSdrQ2YqfcZ/64eVvI88pWj7h9zul2qtHm2yn3e9XXRYOeN2LrZ3l37bFC/ecJAAAA7vj+hkCq6J+nkvt17jRG1atH+tXX0aMF+nzlWFv/WWClBgAAAAAAduPn209K+7A5JjUAAAAAALAbyyo+/O3D5nj7CQAAAAAAsCVWagAAAAAAYDMOq/jwtw+7q9KTGu0fm6JqEX8WVvnumRFBHM2fmi7IM2KffpVqxNreYha73HtLOyNWFGXe47RVZqHQ3+Jjjdj+KPPixZFmAdDGkblGLPdrs5Dnuh+9K8bZI+ImI+YIr+H2ueEnZqFUb5W1KCgAAABQ3rp1n2DEli19xEPLsrvi4rFGbPHaMQG9R2WVXHuw2+ejVtnzEr+w/UQS208AAAAAAIBNVemVGgAAAAAA2JHDVXz424fdMakBAAAAAIDdsP1EEttPAAAAAACATVXplRr/feIuxcTElH5u/qxZeDPzwYovKOmpKKgnUfuKjNgvvcx2228facRaPTrRiDlyzDmuizv+7NVYlu9sYcQaL/NQMCfFq+706eG3Ttrm/LTHvOsMAAAAsJFAFwX1xJ+ioB0GPGfE1rzzgD/DsZX0AzPdPjudTsXGvl3xA7H+d/jbh81V6UkNAAAAAADsyGFZcvi5fcTf60MB208AAAAAAIAtheSkxp49e9S/f385HA7NnDnzhG0zMjLUr18/1atXT9HR0Wrfvr3mzp1bMQMFAAAAEHDkA4AXSgqF+nvYXMhNanzwwQc655xztHjx4pO23bBhg9q2bavdu3dr7dq1ys7OVq9evTRgwACNHz++AkYLAAAAIJDIBwAvWZJcfh72n9OQw7JCZ2pm6tSpGjdunKZNm6b33ntPs2bN0owZMzR48GCjrcvlUps2bZSZmamtW7eqfv36peeuvvpqffzxx9qwYYNat25tXFtcyCVWeXl5boVCA+28u81inBteGlFu9zseT0VBEz7ONWJWjWpGLGN4uBHbevl0I/bU3jON2MLfzf/2vU77zog9cs7HRsxOKurnCQAAoLKrbPkA7K/lP81c6sfH3XO6iv55Krlf1wseUfVqkX71dbSoQMu/nmDrPwshtVIjKSlJmzdvVq9eHl7hcYxly5Zp48aN6t27t9svMEkaMmSIXC6XJk+eXF5DBQAAABBg5AOA90oKhfp72F1Ivf2kY8eOXrdduHChJKlDhw7GuZJYSRsAAAAAoY98APCBJf9rYth/TiO0Vmr4YtOmTZKkxMRE41x8fLwiIyOVnZ2tvXv3VvDIAAAAAJQ38gEAko0nNXJyciRJcXFxHs/HxsZKknbu3FlhYwIAAABQMcgHUOXx9hNJIbb9xBf5+fmSpBo1ang8Hx5eXODy0KFDFTamYwWjKKgnPzxpjiOpwCx442xx1IhVr15oxDKPHPTqvjnfxBuxaRvN2CPnmNe2G/icEVs3+wGv7ltWVza8y4gtyp5SrvcEAABA2dghH4ApufZgI5Z+YGaFj8NbxxYFDSkuSY4A9GFztl2pERUVJUk6cuSIx/OFhcXJeM2aNStsTAAAAAAqBvkAAMnGKzXi4+O1efNm5eaaryaVpLy8PElSgwYNjttHSkpK6QxucnKykpOTAz9QVErp6elKT0+X9OdfmAAAAKg45AMIplDIBwLx9hLefhJESUlJWrp0qbZt22acy8nJUUFBgRo2bKi6deset4/x48fb9l28CK6//qXndDo1ZQrbVAAAACoS+QCCKSTygUDUxKgEkxq23X7Ss2dPSdLatWuNc2vWrHFrAwAAAKByIR8AINl4pUb37t2VlJSktLQ07dq1S/Xr1y89N336dIWFhWn48OFBHKHUo93jRuzTdf8MwkhMm57zruBNz8/N/4Zz8y40Yq+vvMyI1f/OnPWL+85p3sRD/U9PRUGPLSrkqaDQlS0fNmKLfvyXeQMP8jqfbsSSRpgFVTdNDOFiQQAAAFWEHfKByirx5WeNWNawB726NpSLgtqOnys19hzI1C7nzwEcUHDYdqVGWFiYZs2aJYfDof79+yszM1NOp1Pjxo1TWlqaUlNTde655wZ7mAAAAADKAfkAqjw/X+Var1YztWhwWbCfwm8hNamRlZUlh8Mhh8OhWbNmSZJuueUWORwOJSYmGu3btGmj9evXq169emrXrp3i4+M1f/58zZkzR6NHj67g0QMAAADwB/kAAF+F1PaTxMREWT4un2nZsqXef//9choRAAAAgIpCPgD4wCXJEYA+bC6kJjUAAAAAAMDJ8UrXYkxqlKNQKQrqyXVf3GnE5l061Yj98HVTI9bwUrPY55tXmdd2ujOzjKPzbNfNJ98T6W1RUE9qb/vDiK2ZG7r/HwIAAADB0GKm+b1Zwyp+HIDEpAYAAAAAAPbj59tPSvuwOSY1AAAAAACwG5clOfyclHDZf1IjpN5+AgAAAAAA4C1WagAAAAAAYDdsP5HEpEaV5akoqCc1TzeLgi755hwjlrHQjK38yOzvvHsmGrGI/eZ7hGruPmrEvln0kNvnpPvNvhp9ssuI7ep8qhGr+8Y6I7b46DtG7IpLxpntVvPOcwAAAFRdjgLzuzqCIQCTGrL/pAbbTwAAAAAAgC2xUgMAAAAAALth+4kkJjUAAAAAALAflyW/t4/w9hMAAAAAAIDgYKUGTujLdrOMWIdxw42Yo8i7YkEbXhzh95hKbHreQ1/Pe3nxq941O5BY0+vxAAAAAFVCNUewRwBJslzFh7992ByTGgAAAAAA2A01NSSx/QQAAAAAANgUKzUAAAAAALAbCoVKYlIjJHXu/bQRszzsW1v50chyH0tUwywj1jDtPiP2yS+TjNgZT5kFLs58ZYd57TZvC2FUvLVzHgj2EAAAAACPOl73jBFbNa/8c4SC+Ohyv4cnbW9xzxu+nHF/UMYRMth+IontJwAAAAAAwKZYqQEAAAAAgN1YCsBKjYCMJKiY1AAAAAAAwG7YfiKJ7ScAAAAAAMCmWKkRgj5PGxXsIZxY9WpeNdvykFm4p8tnZhFUb10R1s/t82LXe15d1+rRiUbshydHlHkcAAAAQCioiKKgnkRtyw3Kfat8YdBjuVySXAHow96Y1AAAAAAAwG7YfiKJ7ScAAAAAAMCmWKkBAAAAAIDdsFJDEpMaAAAAAADYj8uS3+9kdTGpAZvqesW/jFjEV1uM2KJ9r3vV31mpZjHOn1LNYpyffVz2Iqj7hnQ4aZu2tzxvxH6goBAAAAAQOA5HsEcAlGJSAwAAAAAAm7EslyzLv7eX+Ht9KGBSAwAAAAAAu7Es/7ePVIKaGrz9BAAAAAAA2BIrNQAAAAAAsBsrAIVCK8FKDSY1qqjlix8u+8UeCgPV3Fn+fxi+ev3kBT+/rICioF2uesrt89GjBeV+TwAAACBUFDSJDfYQIEkul+TwsyZGJaipwfYTAAAAAABgS6zUAAAAAADAbth+IqmSrNRwOp0aMWKEEhISFBkZqRYtWuiJJ57QkSNHgj00AAAAAOWIXABVleVyBeSwO9uv1HA6nbr00kuVm5urd955RxdeeKEWLVqkgQMHavXq1VqwYIGqVasW7GECAAAACDByAQC2n9R49NFH9d1332nhwoXq2LGjJOnaa69VamqqHnzwQb366qsaNmxYkEdZcbp1n2DEli19JLA3yTcLY34ztfwLdIaKzz55yO2z0+lUbGxqcAYDAABQhZELBEdYkf23LFQKbD+RZPPtJwcOHNDrr7+uhg0b6qqrrnI7N3jwYDkcDk2cODFIowMAAABQXsgFUOW5rMAcNmfrSY1ly5apoKBA7du3l+OY14zWrVtXLVq00JYtW5SRkRGkEQIAAAAoD+QCACSbT2ps2rRJkpSYmOjxfEm8pB0AAACAyoFcAFWeZUmWy8/D/is1bF1TIycnR5IUFxfn8XydOnUkSTt37qyoIQEAAACoAOQCqOoslyXL4d+khMWkRnDl5+dLkmrUqOHxfHh4uCTp0KFDFTamYAt4UVAPrNja5X4PAAAA4ETIBYKnInIOwFu23n4SFRUlScd9B3VhYaEkqWbNmifsJz09PbADC8I9eIbQuQcAAADKX6ByAYnvuaHQf2W6R4Xxe+vJ/w6bs/WkRnx8vCQpNzfX4/n9+/dLkho0aHDCfirDHx6eIXTuAQAAgPIXqFxA4ntuKPRfme5RUSyXFZDD7my9/SQpKUmStG3bNo/ns7Ky3NodKyUlReHh4frss8+Unp6u5OTkchknKp/09PTSX4gl/woAAACAiuNvLiCRD6DsyAdCh60nNbp166aIiAitW7dOlmW5vcpp7969ysjIUPPmzdWiRQu360qKoTz88MOKiYlRSkqKOnToIKfTWW5jLSwstHX/f73H0aLDxrlA3Lsin8FfHTp0UIcOHSQVP/uUKVMqRZEdAAAAuyhrLiBVfD5gp++5werfbvcIhXzgqHXY7+0jR+V5+5adOCybZ2J33XWXXn75ZS1cuFA9e/YsjT/33HN68MEH9eKLL+ruu+92u2bHjh1q0qRJRQ8Vldyvv/6qxo0bB3sYAAAAVUZZcgGJfADlo6LygYKCAp1++umlbwDyV3x8vLZt26bIyMiA9FfRbD+pkZeXp0suuUR5eXl65513dOGFF2rRokUaOHCgLrnkEi1cuFDVq7svSHG5XPr9999Vu3ZttxldoCwsy9KBAwd02mmnKSzM1mVqAAAAbKUsuYBEPoDACkY+UFBQELBtL+Hh4bad0JAqwaSGVPzL7J///Kc++OAD7dq1SwkJCRo4cKAeeuih0lc5AQAAAKh8yAWAqq1STGoAAAAAAICqp8qulXc6nRoxYoQSEhIUGRmpFi1a6Iknnjjue659NXjwYDkcjuMeO3bs8Km/PXv2qH///nI4HJo5c+YJ22ZkZKhfv36qV6+eoqOj1b59e82dOzdg90hMTDzuc51xxhlubS3L0oIFCzRgwAAlJCQoPDxcderUUefOnfXmm28G5BnKcg9fngEAAACVD/lA2fr39Xt0eecD5AKokpMaTqdTl156qd577z3NmTNHubm5euqpp/TUU0/pmmuuUVFRUUDuEx8fr7POOsvjUaNGDa/7+eCDD3TOOedo8eLFJ227YcMGtW3bVrt379batWuVnZ2tXr16acCAARo/fnxA7iFJzZo18/hczZs3d2v35JNPqk+fPtq7d68++ugj7d+/X2vWrFFcXJwGDhyoIUOG+P0MZbmHL88AAACAyoV8oOz9S759jy7vfIBcALKqoLvvvtuSZC1cuNAt/uyzz1qSrClTpvh9j0GDBlkzZszwu5+XX37ZatiwoZWWlmYNGjTIknTcfouKiqxzzz3Xio6Otnbu3Ol2rnfv3lZYWJi1adMmv+5hWZbVtGlTa9u2bV6N/9FHH7UaNGhgHThwwC1++PBhq1mzZpYka+nSpX49g6/38PUZAAAAULmQD5Stf8vy/Xt0eecD5AKocis1Dhw4oNdff10NGzbUVVdd5XauZInYxIkTgzQ6U1JSkjZv3qxevXqdtO2yZcu0ceNG9e7dW/Xr13c7N2TIELlcLk2ePNmve/iqUaNGGjRokGrVquUWDw8P1xVXXCFJWrJkiV/P4Os9AAAAUHWRD7h/ly7PXEAq/3yAXADm+40quWXLlqmgoEDt27c3Xt9Ut25dtWjRQj/99JMyMjLUokWLII3yTx07dvS67cKFCyVJHTp0MM6VxEralPUevrrzzjuPe6527dqSivfBlSjLM/h6DwAAAFRd5APu36XLMxeQyj8fIBdAlVupsWnTJknFxWE8KYmXtPPH8uXL1bVrV9WrV09RUVFq1aqVHnnkEeXm5vrdtycnerb4+HhFRkYqOztbe/fu9fter776qs4//3zVqlVLtWvX1sUXX6ypU6fK5XJ53UdGRoYkqXPnzqWxQD+Dp3sE8hkAAABgL+QD/ucDgfoeXd75ALlA1VDlJjVycnIkSXFxcR7P16lTR5K0c+dOv+/12Wef6d5779X27duVnZ2tkSNH6oUXXlDbtm2VnZ3td//HOtmzxcbGSgrMs61Zs0avvfaa9u7dqx9//FGdOnXSsGHD1LdvX68KK+3bt0/p6elq06aNrrzyynJ5huPdI1DPAAAAAPshH/D/2QLxPbq88wFygaqjyk1q5OfnS9Jxqw2Hh4dLkg4dOuTXfUaMGKE1a9aob9++io6OVp06dTRkyBA9+eST2rp1q4YNG+ZX/55U1LNNnz5dn376qdq1a6eIiAg1atRIzzzzjK655hotWLBAL7300kn7GDVqlBwOh2bPnu227C+Qz3C8ewTqGQAAAGA/5AP+PVugvkeXdz5ALlB1VLlJjaioKEk67vunCwsLJUk1a9b06z7nnXeeGjZsaMRvu+02ORwOzZ8/X/v37/frHseqqGfr1q1b6S+Tv7r99tslSbNnzz7h9W+99ZZmzpypt956S61bt3Y7F6hnONE9AvEMAAAAsCfyAf+eLRDfo8s7HyAXqFqq3KRGfHy8JB13H1vJL5YGDRqUy/2jo6PVoEEDuVwu/fzzzwHt+2TPlpeXJ6n8nq3knc4//vjjcdssXrxYt956q1577TVdd911xvlAPMPJ7nEi3jwDAAAA7It8oHyezdvv0eWdD5ALVD1VblIjKSlJkrRt2zaP57OystzalYfyqr57omfLyclRQUGBGjZsqLp165bL/U/2XEuWLNG1116rKVOmaMiQIR7b+PsM3tzjRKiMDAAAULmRD5RPPuDNM5V3PkAuUDVVuUmNbt26KSIiQuvWrTN+aPfu3auMjAw1b97cr9c3rV69WmeeeabHcwcPHtSuXbsUFhamM844o8z38KRnz56SpLVr1xrn1qxZ49amrJ599lkNGjTI47nMzExJ0llnnWWcW7p0qfr27avJkye7/YLZvHmz5s6dW/rZn2fw9h5lfQYAAADYH/lA2fMBf75Hl3c+QC5QdVW5SY3atWtr6NChys7O1ieffOJ2bubMmbIsS/fdd59f9ygsLNSWLVu0fv1649wrr7wiy7LUq1ev41b0Lavu3bsrKSlJaWlp2rVrl9u56dOnKywsTMOHD/frHgcPHlR6eroOHDhgnJs6daok6eabb3aLL1u2TNdcc40mTZqkoUOHup1bv3596XX+PIMv9yjLMwAAAKByIB8oez5Q1u/R5Z0PkAtUcVYVtH//fuvss8+2GjVqZK1cudI6dOiQNW/ePKtWrVpWjx49rCNHjvjV/4oVKyxJVrNmzay0tDRr//791v79+63XX3/dioqKshISEqxff/3V534HDRpkSbJmzJhx3DZff/21VatWLatLly7Wli1brLy8PGvs2LGWJGvs2LF+3yM1NdWSZHXv3t1av369dejQIWvHjh3W/fffb0mykpOTrcLCwtL2y5Yts6Kioqz4+HjrhhtuMI527dpZXbp08esZfL2Hr88AAACAyoV8oGz9l+V7dHnnA+QCqJKTGpZV/Ivs3nvvtRo3bmyFh4dbZ5xxhjV27Fjr8OHDfvftcrms5cuXW7feeqt1xhlnWBEREVZkZKTVqlUr66GHHrL27t3rdV/btm2zJHk8mjZt6vGaH374wfrb3/5mnXLKKVZUVJTVtm1ba86cOQG5x6FDh6x33nnH6tu3r3XaaadZ1atXt2rXrm1dfPHF1ksvvWQdPXrUrX3JL8YTHcf+EvP1GXy9h6/PAAAAgMqHfMD3/svyPbq88wFyATgsi2ooAAAAAADAfqpcTQ0AAAAAAFA5MKkBAAAAAABsiUkNAAAAAABgS0xqAAAAAAAAW2JSAwAAAAAA2BKTGgAAAAAAwJaY1AAAAAAAALbEpAYAAAAAALAlJjUAAAAAAIAtMalRiaSmpsrhcLgdBw8eLPf7Dh48uPR+iYmJpfGsrCy3scycObNM/b/00kvGc2VlZQVk7AAAAEBlQT6AqohJjUpoxowZsixLlmWpVq1a5X6/mTNnyrIsNW3a1C2emJgoy7I0Y8YMv/q/++67S5+nS5cufvUFAAAAVHbkA6hKmNQAAAAAAAC2xKQGAAAAAACwJSY1guzYvWGXXXZZ6bm/7k1zOBxasWKF3/fbt2+fHnzwQTVr1kwRERFq1KiROnfurPHjx2vnzp1ubY8eParJkyfr/PPPV1RUlOrUqaMrrrhCS5Ys8XsckpSfn68JEybonHPOUa1atdSwYUN169ZNL774ovbt2xeQewAAAAChjHyAfAD+YVIjyCzL0sCBAyVJaWlpbr+oZs6cqUWLFikhIUFFRUVuv+DKIicnR+3atdPcuXM1bdo05eXl6YsvvtBZZ52lRx99VBMmTCht63K59Le//U3333+/hg4dqt27d+v7779XQkKCevToodmzZ/s1Fkm6+eabNWHCBD399NPauXOnNmzYoC5dumj48OGaP3++3/0DAAAAoY58gHwA/mFSIwTcfvvtkqTXXnvNOPfqq69q6NChCgvz//+qu+66S5mZmZo+fbq6d++uyMhIJSYm6tVXX1VSUpJb2ylTpmj+/Pm66aabdM8996hWrVo67bTT9Nprr6lp06a6++67/Zo93b9/vz788EP16NFDvXr1UnR0tOrXr69//vOf6tixo7+PCgAAANgG+QD5AMqOSY0QcOmll+qcc87RwoUL9dtvv5XGc3Jy9Mknn2jo0KF+3yMnJ0cffvih6tWrp8svv9ztXFhYmFJSUtShQ4fS2NSpUyVJt956q1vbatWqqV+/fjpw4IA++OCDMo8nLCxMlmVp7dq12r59u9u5Dz74QH/729/K3DcAAABgJ+QD5AMoOyY1QsRtt92moqIivf7666Wx6dOn64orrlCjRo387v+rr76SZVlq0aKFHA6HcX7AgAG64YYbJEkHDhzQDz/8IEk677zzjLZNmjSRJH355ZdlHk9MTIyGDh2q3377TS1bttQNN9ygDz74QIcOHVL9+vVVu3btMvcNAAAA2A35APkAyoZJjRAxcOBARUZG6o033lBRUZEsy9Lrr79euhTNX/v375ckRUdHn7St0+ks/d916tQxihcNHz5ckoxCQr6aNm2aZsyYoVatWundd9/V9ddfr9NOO00pKSkqLCz0q28AAADATsgHyAdQNkxqhIi4uDhdf/31+vXXX/XJJ59o8eLFOnr0qK666qqA9F+nTh1J0h9//OF1W4fDocOHD8uyLI/Hf/7zH7/G5HA4NHjwYH399df66aefNGbMGNWoUUMTJkzQsGHD/OobAAAAsBPyAfIBlA2TGiGkZBb21Vdf1auvvqohQ4aoWrVqAem7bdu2CgsLU0ZGhizLMs4vWbJE//73vyUVz96ec845sixLv/zyi8f+li9frp9//rnM4zl06JAWLVpU+rlFixZ6/PHHtX79elWvXl3vv/9+mfsGAAAA7Ih8gHwAvmNSI4R06tRJrVq10ieffKKPP/44IAWBSjRo0EDXXnut9uzZY7xX+siRI/rHP/6hr7/+ujRWMjM6c+ZMo68vv/xS3bp1U3Z2dpnHs2vXLl199dU6cOCAWzwxMVHR0dGKiooqc98AAACAHZEPkA/Ad0xqhJiSAkHdu3cvLcATKFOmTFHz5s01ZMgQLV26VIcPH1ZmZqZuuukmFRUV6aGHHipte8cdd+i6667TM888o2effVY7duzQgQMHlJaWpuuuu06DBw9W586d/RrP0aNHdeONN2rz5s06fPiwfvvtN91///3Ky8vTfffd5+fTAgAAAPZDPkA+AN8wqRFi/u///k8OhyNgBYH+qkGDBlq3bp369++v2267TTExMeratatq166tVatWqUGDBqVtw8LC9O6772rixIl6++231aJFCyUkJGjs2LEaPXq03njjjdK2gwcPlsPh0Pbt27V9+/bSvXFZWVlyOBy65ZZbJEm33HKLHA6HsrKy1LhxY7377ruKiIhQnz59VKdOHbVp00ZfffWV3nvvPbdfqAAAAEBVQT5APgDfOCxPG6oQNCtWrNDNN9+s7du3+7x/LjU1VY8//rhmzJihwYMHl88Ag+yyyy7TZ599pm3btikxMTHYwwEAAAACinzgxMgHcCxWagTZnj17tHnz5tLP06ZN09ChQwNWEAgAAABA6CIfAPzDpEaQrV27Vtdff7327dun5cuXa+HChbrrrrv86rNkWZfD4dDBgwcDNNLgeemll0qf57PPPgv2cAAAAICAIR84OfIBnAjbT4Js7dq16tevn3bu3KmEhARNnDhRV199dbCHBQAAAKACkA8A/mFSAwAAAAAA2BLbTwAAAAAAgC0xqQEAAAAAAGyJSQ0AAAAAAGBLTGoAAAAAAABbYlIDAAAAAADYEpMaAAAAAADAlpjUAAAAAAAAtvT/IJqpA3mBCX8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1600x480 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -144,18 +547,19 @@
     }
    ],
    "source": [
-    "%matplotlib notebook\n",
     "importlib.reload(phys)\n",
     "importlib.reload(B)\n",
-    "phys.plot_esum(esumReal50, B.getTotE(fakeShower, 30, 30, 78), 50, 0, 2500, 700, '50_GeV_rECAL_eph'+str(eph))\n",
+    "phys.plot_esum(esumReal50, B.getTotE(fakeShower, 30, 30, 78), 50, 0, 2500, 500, '50_GeV_pe_eph'+str(eph))\n",
     "\n",
-    "#phys.plot_esum(esumRealHCAL50, B.getTotE(fH, 30, 30, 48), 50, 0, 2000, 700, '50_GeV_HCAL_rECAL_only_eph'+str(eph))\n",
-    "#phys.plot_esum(esumRealECAL50, B.getTotE(fE, 30, 30, 30), 50, 0, 2000, 1400, '50_GeV_ECAL_rECAL_only_eph'+str(eph))\n",
+    "phys.plot_esum(esumRealHCAL50, B.getTotE(fH, 30, 30, 48), 50, 0, 2000, 500, '50_GeV_HCAL_pe_eph'+str(eph))\n",
+    "phys.plot_esum(esumRealECAL50, B.getTotE(fE, 30, 30, 30), 50, 0, 2000, 1400, '50_GeV_ECAL_pe_eph'+str(eph))\n",
     "\n",
-    "#phys.esum_2D(esumRealECAL50, esumRealHCAL50, \n",
-    "#             B.getTotE(fE, 30, 30, 30), B.getTotE(fH, 30, 30, 48),\n",
-    "#             nbinsX=50, nbinsY=50, name='eph'+str(eph))\n",
-    "\n"
+    "phys.esum_2D(esumRealECAL50, esumRealHCAL50, \n",
+    "             B.getTotE(fE, 30, 30, 30), B.getTotE(fH, 30, 30, 48),\n",
+    "             nbinsX=50, nbinsY=50, name='eph'+str(eph))\n",
+    "\n",
+    "for i in range(190,210):\n",
+    "    phys.plot_combinedSingleXZ(cReal50, fakeShower, i)"
    ]
   },
   {
@@ -168,7 +572,7 @@
     "R50 = B.getLongProfile(cReal50, 30, 30, 78)\n",
     "F50 = B.getLongProfile(fakeShower, 30, 30, 78)\n",
     "\n",
-    "phys.plt_Profile(R50, F50, save_title='Eph_rECAL'+str(eph))"
+    "phys.plt_Profile(R50, F50, save_title='Eph_v3'+str(eph))"
    ]
   },
   {
@@ -183,7 +587,7 @@
     "nhitR = B.getOcc(cReal50, 30, 30, 78)\n",
     "nhitF = B.getOcc(fakeShower, 30, 30, 78)\n",
     "\n",
-    "phys.plt_nhits(nhitR, nhitF, 'WGAN', save_title='50GeV_eph_rECAL'+str(eph))"
+    "phys.plt_nhits(nhitR, nhitF, 'WGAN', save_title='50GeV_eph_v3'+str(eph))"
    ]
   },
   {
@@ -192,8 +596,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "for b in range(1000, 3000 + 1 , 1000):\n",
-    "    print(b)"
+    "print('matplotlib: {}'.format(mpl.__version__))"
    ]
   },
   {
@@ -249,7 +652,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/interactive/ecal_emb.ipynb b/interactive/ecal_emb.ipynb
index 8f2ed01d2253223476c67b34db4186f035857550..41bef57b4f3ee0365128c39ce8d3f12aa508b4fb 100644
--- a/interactive/ecal_emb.ipynb
+++ b/interactive/ecal_emb.ipynb
@@ -369,7 +369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -417,268 +417,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: 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`).\n",
-      "  if __name__ == '__main__':\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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YhwEIJWdcrAAAAABqW2Zmpp588kkdP35cL7/8sj799FONGDFCjRr99xbzDz74QK1amVsJAQAAwHvMw4Agcvv4CENn3AbqVGVlZfr445P7jfXs2VMxMTGSpJkzZ2rZsmWKj4/XH/7wB117rXd7sgEAAKD+ueeeezR48GA988wzkqSYmBjdd999kqQDBw7ojTfe0MMPP6zf/OY3wRxmQERmtDNinu53bLX37qm5nu7PG9m+rRErvsCsWfFj+3IjFvefRCO2r4m5z/L2tmZ/hUVm7gWtdxuxT7ea4ztv0XEj5s7bYsSyrep9nHVztecrdz1jtPF23+nT5Vp+vy6dUfX/FRVlXp8PAABPMQ87M19qG0Q2qT6vcR4x63pZzRGs/lhr9Xfp5P+YMUe3zkYs5sWGRuzzK9obsbJr/mXGKhoYscRvIo3Y7mHmnPC8XeZYKhLMO3SOj7ykev+bzJodq0r/14h5KiTqU1hgGyhrthYr/v73v2v8+PFq06aNcnJy1KJFC/35z3/WAw88UNVm48aNatasmfr16+fvsQIAACAMZWVl6Z///KcWLFigiIgITZgwQZmZJwvr5efn67XXXtN5552nMWPGBHmkAAAA4YV5GFA3lW7O1/H/fBXsYfidrcWKZcuW6dZbb9XcuXMlSRUVFXrqqafUqFEjrVq1Sp06ddIdd9yhp556isUKAAAAeOT777/XBRdcoBdffFHJycnVjl122WVav359kEYGAAAQ3piHAUHi41ZOcZkZijm3tY6tzfXbkEKBrZoVW7du1bRp06qer1mzRvv27dOtt96qSy+9VE2aNNGMGTO0adMmvw8UAAAA4Sk9PV3nnHOOfv/73wd7KAAAAPUK8zAgWBx+eoQXW3dWHDx4sNoq67Jly+RwOHTDDTdUxdLS0nTo0CH/jbAe8mY/3L1TLrWds/WJSbZzvOHN3nC+7AnsqYpY+/+gncmNam50ioTz7P97OHzQ3Ne5JoNTvrDV/reJe22fY8XxWNs5yw5ebDvnyLE42zk/damwnXPey+be1mey790U2+c453+32s5xlhyznSOX036ONyLMvSnPyItxhep+kgBq17PPPqtbbrkl2MMAAACod5iHAQgVthYrzj77bH322Wfq1auXDh06pKVLlyojI0Pnn39+VZs9e/YoNTXV7wMFAABAeEpKStJNN92k6Giz4F4487joskW7Y9f2rNVzlp1zlhEr6Gv2F7vb/J41+9z8AMEPl5uL3Ued5ocTUpPNwpNlTrOwY6cnCo3YsUzzPciPN/cyYlZfA6tilKey+joNbn2nEavY84NHuZbnyPnvXewlJSVKTJzpUR4AAN6qr/MwT6U/97QRO/fvZUYssmsHI7bq8xnVnvv7g7lRqc2N2I4hiUYs/Y0DRiw13pzrHRlmFuL+4ajZX5Ph5lwn/sUWZn+dzQ/iVsSZHxxOfnFjtedWH3n0Zd5spabcCvcJj/rxiY/bQFX1EWZsbQM1YsQIXXfddZoyZYquvPJKHTt2TLfffnvVcbfbrZkzZ6pTp05+HygAAADCU9++ffXpp5/W2K5t27YBGA0AAED9wTwMCBK3nx5hxtZixb333qvmzZvr6aef1ueff64BAwbojjvukCR9+OGHSktL0/z58zVy5MhaGSwAAADCz9NPP62pU6dq48aNZ2y3c+fOwAwIAACgnmAeBiCU2NoGKikpSXl5edqyZYscDoe6dOlSdaxTp0569dVXJUk9e3p3WzoAAADqn5tvvlklJSXq3bu3WrRooVatWikuztwiyOEIvwJyAAAAwcQ8DAgSt+Pkw9c+woytxYpKmZmZRiw5OVl9+1psZAsAAACcwfvvv1/1/3v37tXevXst2/EmGQAAwL+YhwHB4XaffPjaR7jxarGiJpGRkXI6rcqhAAAAACaXy1Vjm4gIWzuYhhSfigJa/HFg4z/u9uocnhYdLG1qvk1o/7tcI/bTkIuNWMltJUYs3mV+7179oYcR+0Xa50bsg6L2Riz/hjQjlrjd/BlKfsnc0iLq7JZG7EDXhGrP/V0Ac3CbSUZs5a5n/HoOYocF/gAAIABJREFUAAC8FW7zsOGJoxXlaHDGNlbzMKuYpTvMkNXc4dSYp3M/q3a9rjMLfTda+pERa/XYPnNwnc8zQiU3mPO1Mpf5NWufZBbn/s9ecx4Wca7581Ha0vzbcNtl5Ubsp8HV55MfrJhitLHi8XwtItKjZj//upeUlCgx0Swujtp3xsWKDz74IFDjAAAAQD2VlZXlUbsxY8bU8kgAAADqF+ZhQJD4o0B2fbuzol+/ftzmBQAAgFq1cuVKj9rNnz+/lkcCAABQvzAPA4KEmhWWatwG6sEHH7TVodvt1owZM7weEAAAAOqv7du365NPPtG+ffs0ceJEHT58WDExMYqPjw/20AAAAMIa8zAAwVbjYsVDDz1ku9NHHnnEq8EAAACgftq6datuu+025eTkVMUmTpyojz/+WKNGjdKzzz6rG2+80S/neueddzRs2DBJJz9oYyU/P1/333+/1q9fr9LSUnXp0kV33XWXrrvuOr+MAQAAIFQwDwMCz+E++fC1j3BzxsWK9evXe9Wpt3mVDh48qAkTJmjp0qWaP3++xo4da9kuPT1du3btsjzWrl07bdu2zadxAAAAoPZt27ZNffr0UXFxsS666CKlpaXpn//8pySpT58+euCBB3TrrbcqLS1NV1xxhU/nKikp0YQJE87YZtOmTerTp4+6d++u3NxcpaSkaNasWRo1apS2b9+uqVOn1ngeTwo7eszijfzgtpONWGQTswjgVTG/qfbc08KRjXeWGjHnFd2N2N4+5tuJVrMbGbF9F8UYsbIrfjJi//iTuW92s/E7jVhFvPk1OdbKLOx4eEmmEUv/9VdG7PjwpGrPkxYaTTwvugkAQB0SjvOwYPBknuBpQWirdo2jzDmX22Lr/u+n9TJiUWXmOVqOyDFiC7PN3JioCiNWVhRnxBp0PWbEHBVmYevvxprztZ2jay6ofdWF041YZPJZRmzVgeeN2OBz7qqx/6CgZoWlMy5W9O3b16tON2zY4HXu66+/rgkTJqi83KwOb6Vt27Zq0MB8I9imTRuvzg8AAIDAmj59ujIyMrR48WK1a9dOkhQZefLNTXx8vCZPnqyYmBg99dRTPr9Jvvfee5WWlqY9e/ZYHne5XBo9erRcLpeWLFmilJQUSSe3Rs3Ly9O0adM0bNgwdenSxadxAAAAhALmYQBCSY3bQHnj4Ycftl3rQpLmzp2rGTNmaN68eVq6dKkWLrT4SNMp1q5dq/T0dC9GGV62PjHJdo6nK7o/F06fKDtr/kbbOZGdz7OdE/dKE9s5GXd+azvn86OtbbVfEX3A9jnmF/S2nVPhMlfSa5Kc8KPtnP0WK/Y12TbJ3ideYzfbPoW2393Jdo7T/PBpjdrdY//n2RvlA7vZah9V5rR9jvr+uwmoj9atW6c1a9ZUvUG2MmrUKD3++OM+neff//635s2bp08++USZmeYn7ivHsnnzZl133XVVb5ArjRs3TsuXL9fs2bP14osv+jQWAACAUMA8DAgSCmxbOuNiRf/+/QM1DklSZmamtm7dqqSkJC1dyh+eAAAA6oNDhw6pffv2Z2wTFRWlQ4cOeX2O8vJy3XLLLbrnnnvO+Gm8FStWSJJ69TJvg6+MVbYBAACo65iHAUHCNlCWzrhY8f7773vVqcNizzRP9O5t/1PbAAAAqNtatmypDRs26Morrzxtm/Xr16tVq1Zen+PRRx+Vy+XSAw88cMZ2W7ZskSTLO3dTU1MVGxurgoICFRUVKTk52evxAAAAhALmYQB89fbbb2vGjBmKi4uT0+nU7NmzddFFF3nV1/9n787jqizz/4+/DygoKEiiYJrikjuWe5vaZIrbz6wZzZYxpWXKKStTayzNsqyszGqsaRkV++a4VFMuk+RWmUvhWGmauzha4IIILiDCOb8/TBKvWzn34XAOHF7Px+P8wedc131/DiJ8zrnu+/oUuw2U0+m0fdCgILNZSml555139Pnnn2vnzp1yOBxq1aqV7rrrLv3lL3/xaR4AAADwzIABA3THHXdo8uTJuuOOO1TpvAaCK1as0IMPPqghQ4Z4dPzNmzdr8uTJWrp0qUJDL77XXnp6uiQpKirK8vnIyEjl5ubqwIEDfn2T/Ev/ekZs49RXjVjT56Z4dPygHLOZ4rJvzA8YrLbuS3/kGiNWZ43ZsDv1khgjVrm+edHTddUPGLFtQXFG7NQl5qVlUYvMZt/BdesYsXrPF/3a3YvUzm9gLklfnPrQzdkAAPhfINZhn2XNUkREhEf5ns+q1vF0G2KreT2umWgOXGfuQe0ICTFi+Z2aG7FLfja3Ys6INz8fzbmpkznuS/Nj4pONThuxWpdlGrHj62oZsU69txix775qYcR6tfhbka8Ltu00xlh+7yz+bXoEDzJiQR5s6e4TAXJnxX//+1/dfvvt+u6779SyZUstWrRICQkJ2rx5s2JjY20f76Kf5nvaJNvTeZ5Yu3at3n33XWVkZGjr1q3q0qWLhg8frgEDBqigwP5e6QAAAPCtcePGKSIiQomJiYqIiCi8Cqdr166qX7++evTooYiICP3tb38r5kgmp9Ope++9V0OHDlWXLl2KHZ+Tc+ZD9cqVrfsahfz2RvHkyZO2cwEAAChrqMMAP3F56eFnL7zwghISEtSy5Zmerf369VNMTIymTZvm0fEuulixcuVKjw7q6Ty7pk+fri+++EKdOnVSaGio6tatq5dfflk33XSTFi5cqL///e8+yQMAAACei4qK0jfffKMBAwbo1KlT2rBhg1wul7755hv9+uuv+tOf/qSvv/7aoyvkpk2bpr179+qll15ya3zVqlUlSadPm1eRSWf2XJaksLAw27kAAACUNdRhQMVw+PBhDRo0SA6HQzNnzrzo2OzsbD366KOqX7++qlSpoqZNm+q5556z/L+5bNkyY8unjh07aunSpR7lWew2UFZcLpdWrFih9evX68CBA5oyZYp+/fVX5efnq379+h4l4okLNQC/77779Nlnn2nWrFl6+OGHfZYPAAAAPBMTE6OPP/5YBw4c0Pr165WVlaUaNWqoY8eOqlXLvK3cHfv27dPYsWM1a9YsRUZGujUnNjZWmzdvVmameXu7JGVlZRXmezE79ZOCXGeuC6qpGNV02L8FGhVPcnKykpOTJf3+gQwAAKUt0OqwsWPHFt6FkZCQoISEBBuZo6LyeR3mcpx5lPQYbvj44481fPhwt15Xdna2rr32WmVmZmrOnDlq3769lixZoiFDhmjNmjVauHChgoODJUlHjhxRVlaW6tQpus1qbGysPv/8c/uvRx4sVqxcuVKJiYn63//+J5fLJYfDoSlTpuinn35Snz59NGHChGIb5pS2xo0bS5K2bt1a7Fh+gQFA4OPDH6Bse/bZZzV+/HhJZ9589u3b1yvHXb58uY4fP65bbrnlgmMcjjMFfrdu3fTll18qPj5ey5cv1549e4yx6enpys3NVZ06dYrtV9FErVXJYb2FAXAh574fyc7O9vj2eQAA3BWIddikSZO81rMCFYev6zCH68yjpMcozttvv62JEydq+vTpmj9/vpKSki46/sknn9RPP/2kxYsX67rrrpMk3XzzzZowYYJGjRqld955R8OHD5cknThxQpKMfjShoaEeb9dma7Fiw4YN6tOnjypXrqw//elPqlevnqZOnSpJ6tGjh+bOnat77rlHLVu2vOgvo9Lmcrn/L80vMAAIfHz4A5RtzzzzjO688041atTIq8cdOnSohg4davnc2TfH59eNffr00dSpU7Vu3Tpjztq1awvHFMfTxo6eNmy8kO1PjfRoXlDqr26Ns8r3qtvMRt97HjDr89CfzCvB4uaY510ccpURi9lk9qaLXJ9mxPJT/2fEtvzDbCh5yYbgIl9/n+Lev4Ojsvl2yqrZY84A85zffDLarXMAAFCaArEO81TvxqOMmLu1mTuNuBu887IxZu+acUasV427jdjBga2MWJWjTiO2dq75GhKuNM+x44kqRiwoNdiINXvgeyO2d6xZ19R/bq0Rm/3MPCPW667HjVjBjt1G7HzuNjq/8drnjFjyavOi+l417zPzOOeOnnyX9VZk5VF8fLw2b96sqKgozZ9/8Z/nY8eO6f3331edOnXUu3fvIs8NHTpUo0eP1muvvVa4WBEeHi5JOnXqVJGxp06d8ni7tov2rDjfxIkTdeONN2r//v2aO3euXn319zciDodDf/zjHzVt2jS9+eabHiVjxyuvvKK77rrL8rldu3ZJkpo1K6Pd3gEAAFDI5XLpiiuu0I033qj58+crPz/fb7l0795d8fHxWrRokQ4ePFjkuenTpysoKEgjRozwU3YAAADeRR0G+ImPGmxfd911ioqKciulFStWKDc3V507dy5cVDyrZs2aatq0qXbu3Knt27dLki655BLVqFFD6enpRcamp6cX7nxkl63FitWrV+vNN9+86FViffr00ZYtWzxKxo7jx48rOTlZx44dM557++23JUl33nlnqecBAACAktu/f7/69++viRMnqm7duhozZox27tzp8zyCgoKUlJQkh8OhQYMGadeuXcrOztbEiRO1aNEiTZgwQW3atPF5XgAAAKWFOgyAJG3atEmSFBcXZ/n82fjZcZJ04403av369UXGrV+/XjfeeKNHOdharDh27JguvfTSi47Jy8uzXEDwNofDoQMHDujmm2/W+vXrlZOTo19++UWPPfaYFi9erISEBD300EOlngcAAABKZsaMGYqMjNSIESO0ceNG/fvf/9ahQ4d05ZVX6oYbbtDcuXN1+nTJb8WeOXOmHA5HkauEzn795ZdfFsbatm2rlJQURUdHq1OnToqNjdWCBQs0e/ZsjRtn3kYPAABQXlGHATjr7B0SF7oTo0aNGpKkAwcOFMaeeOIJJScn6+eff5Yk/ec//1FaWpr++te/epSDrcWKuLg4ffbZZxcds3jxYo9v80hNTS38RXW22cewYcPkcDiMFZ0xY8Zozpw5ql69um666SZFRESoRYsWWrNmjf7+979r8eLFqlyZpoYAAABl3flbe15zzTWaMWOGfvnlF/Xt21eJiYmqW7euRo8eXXjLsSeGDh0ql8tl+bj++uuLjG3evLk++ugjZWRk6OTJk0pJSdFtt93m8bkBAADKIuowwD8c+r3JtscPL+eUk5MjSRf8TD0kJESSijTPbt++vT788EMNGTJEXbt21fPPP6/k5GTFxsZ6lIOtBtuDBw/WsGHDtGXLFt1zzz2qW7du4XOnT5/WBx98oJEjR+rxx81mKe6Ii4tzuzl21apVdeutt+rWW2/16FyesmroUhxvN0r0lmAPmj568vr3Pnu17TkNbM+wLzimtu05rj37bM851qum7TmZufab0PyUVcfW+KzTZjOl4lwTVXzTo/P93+6OtufknAqxPadu9FHbc04VmM2jLiY9zv4CaNMHvrM9J+sOs5FocSrFxtiec7qxvZ8ZSQpJXl/8oHM57P/pDG7Z1PYcAIFn586devfddzVz5kzl5OQoJydHX3zxhd555x21b99ejz/+uHr16uXvNL3O3eaBpX38I33M3m/u1oFRDc1KrvrcvUZs52vm37v83alGLCjPvLM7/KNvzbkWuQRHm3XYst5TjNg/O19T5OtGc3KMMbsHP2nEko8nGTGr71PVT816oLjvZyA1dgQAlC8VtQ77fNcrbo2L+78XjFiqG/Vay2fMekh/sRhY1fy8ZsN7I43YnJ0djNiq1LeN2P6EB42YY7/F568Wb9/3jTGbaW+b8KgRS5i8wYh58hnihfzy+DXFD5K0zKKZtpUlGe8aMW/m6xaX48zDppM/b1XO1m1nDlFQ4NWUqlatKkkXvJsqLy9Pkozm2f3791f//v29koOtOyvGjBmjVq1a6ZlnnlH9+vUVHR0tSapfv77CwsJ07733qlWrVnrssce8khwAAAACX3DwmcXj/Px8zZs3T927d1ezZs30yiuvKC8vT/fff782bNigH3/8UWlpabr99tv1wAMPaNKkSX7OHAAAoHyjDgPKl7AWzVXz5ptU8+abdEm/Pl499tm7ITIzMy2fP3r0zIXCMTH2L5h1l63FiqpVq+rLL7/Uo48+qmrVqunIkSNyuVzav3+/qlWrplGjRmn58uWFt4QAAAAAxXG5XHr88cdVr1493XbbbVq5cqU6duyo999/X7/++qveeustXXnllZKk8PBw3Xvvvfr666/1+uuv+zlzAACA8o06DPATl5ceXhQfHy9J2rNnj+XzqampRcaVBlvbQElnFixeffVVTZ48WVu3blVWVpZq1Kih5s2bKyjI1toHAAAAIEl6+eWXFRkZqQceeED33Xef2rRpc9Hx2dnZys7O9lF2AAAAgYs6DPADbyw2eHmx4oYbblBoaKi+++47uVwuOc7Z2jsjI0Pbt29X48aN1bRp6W3fbXux4qzg4GC1atXKm7kAAACggpoxY4YGDRpUuE/qxaxevVp/+MMf1KyZ2VcBAAAA9lCHAeXPya1bdXLzFq8es3r16rr77rv11ltv6fPPP1efPr9vMzVz5ky5XC498sgjXj3n+WwtVmRnZ2vmzJmSpNatW+uGG24ofG7hwoXau3ev7rnnHlWpYr9xLwAAACqmbt266a677nJ7/NVXX63MzExVquTxdTdlljebaZfk+BG7zQbT7srfYzaPdHZpa8RcwealYPvHms0TL5u01ogFXdHCiG0fGmnEqu8x7/wefutwI5YTW/T9S2Orhti3WzRd7GTeAn+qd0cjVinHbH4Y/KXZiPLcf5/s7GxFRpqvCQAAb6qodZhVM2V366QGH5r1RY8hxR8vP/2AMebGa58zYq6mdY1Yrxizfik41NAiOzN26VXHjdjOQWFGrNmMDCO2dfglRqzxy1OMWKPcXCMW3NK8+r5gy3Yj5o4Gc/cbsd7zRhkxd5ukW/F1HeZwnXl4KrxZc1VtEKdjq1d7LylJkyZN0pdffqn77rtPc+bMUfv27bVkyRJNmDBBPXv21P333+/V853P1r5NM2fO1COPPKJJkyZp69atRZ7Lz8/Xk08+qa5duxY22wAAAACKs3LlSrfGJSYmSpKCgoIUHh6u0NDQ0kwLAAAg4FGHAX7io54VqampcjgccjgcSkpKkiQNGzZMDodDcXFxxvjIyEitWbNGf/rTn3TbbbepRo0aGjNmjMaMGaOFCxeW+kKlrcWKhQsXqn///tqzZ4+GDy+6onfzzTdr7969ql69up5//nmvJgkAAACcLa4BAADgW9RhQPkUFxcnl8tl+TjbMPt8kZGRmjp1qvbt26dTp05px44dGjdunEJCQko9X1uLFTt37tTkyZMvuIddjRo1NHXqVH366adeSQ4AAAAVw/fff6+bbrpJ0dHRCg4OtnwAAADA+6jDAD/w0Z0V5Y2t+zbS09PVsKHVfmi/a9asmfbvN/cRAwAAAKx8//33uvbaaxUREaFWrVpp1apV6tatmyQpJydHW7Zs0YkTJ9S1a1c/ZwoAABBYqMMA/yhpz4qT27bqxBbvNtguC2wtVkRHR2vTpk1q167dBcds3LhRtWrVKnFiAAAAqBieffZZ9e/fXx9++GHh1Xvn7p+cmZmpwYMHa8CAAX7M0jdK0uwxITLRiCVnTffo+MtWP+XV3K78q9mIMfSww4jlh1m8Y3OZsV231jBil32Rb57j83VGbPvbnYxYyxfTiuZhZmH5Wq2+52GXxpiTMzKNkLOj2ZwbAABfq6h1mNXf9et7vmjEvvziCSP21eePG7ErRrxmxM6vnfJvaG+MqbTiv0bs6F1XG7GoVYeMmNVruPaPZoPpsH9/a8Sq3HCNESv4eYcRU4T5GXCljCpu5VKS2hHFC2vWXFUaxCl7rXcbbPubrW2gevfurWHDhmnnzp2Wz+/YsUN33323+vTp45XkAAAAEPhWr16tiRMnXnCLgaioKL3xxht69913fZwZAABAYKMOA/zE5fDOI8DYurNi/PjxateunVq0aKG2bduqWbNmCg8P14kTJ7R161Z9//33io6O1rhx40orXwAAAASYY8eOqUGDBoVfh4aG6vjx46pWrVphrF69etq2bZs/0gMAAAhY1GGAn3ij50RF71lRr149ffXVV/rzn/+s9evXa/369UWe79Chg2bNmqW6det6NcmyxBe3KwU3bWx7jtWtVcXx5LV4cp4G49fanhPcrImt8Q2nvmr/HA/b/z63vHa3/fN48COz/2ik7TmVvrE3J6VZuO1zRLU7aXtOn/r2989bvLeV7TmXVDlhe84PmxrZGv9azw9tn2P1hsttz/mpyybbc/JP2H/9jvQDtufYFXRFC9tzXE5nKWQCoCyrV6+edu/erebNm0uS6tevr1WrVql3796FY7744osib5oBAABQctRhAMoSW4sVktSiRQutX79eKSkpSklJ0dGjR1WjRg116tRJHTp0KI0cAQAAEMA6dOigESNG6IMPPlBMTIy6deumxMREPfXUU2rSpIk2btyoF154QVdddZW/UwUAAAgo1GGAf5S0wfbZYwQa24sVZ3Xs2FEdO3b0Zi4AAACogG699Vb9+c9/1h//+Ed98803euKJJzRnzhyNGDFCkuRyuRQSEqLnnnvOz5mWPqs7X1s9YTZs3Pzio0bMeeyYEevad3KRr792885aq7tpK9Uz7562auIYvuh7IxbVxWwmfSoq1IidbpZrxILCwoyYo8AIKWztdiO2b5TZPLLBgtPm5PyiB6RJJACgoqioddg1A80aZo1FM213//7X/vuaYs9p1Uzb6lg9Q+8wYq4gs6eIVW5m1SS5rrnCiOW1NnfO2D3ZbOwdusvsiVD/WfO1/mHVKSN20KIO86bz61xJ+nrxmFI9p1eVcBuoE9u36uTPm72WTlnh8WIFAAAA4A0DBgzQsXM+aG/YsKG+/fZbTZkyRXv37lX9+vU1fPhwtW3b1o9ZAgAABB7qMKB8Cm/aXFXrxynr29X+TsWrLrpYUbt2bR08eLBEJ/DGMQAAAFCxNG/eXO+++66/0wAAAKhwqMMAH/DCNlCB2GA76GJPHj58uMQn8MYxAAAAgMTERH+nAAAAUCFRhwFe5vLSI8AUuw3UqlWr5HJ5/sodDnNvMwAAAMCupKQkTZ8+3d9pAAAAVDjUYQB8odjFiuuvv94HaQAAAKCiaNSokb9TKHU3RQ5RJUflwq9L0ojZqpm2lWODrzJi62Y/VuTrkjSJdh7JNGJh//7FiDnCw43YiVFZRizktPlWJO9EFSO25/ErjViw2Ydbx7s1M2KXfZZuxAp27DZi+ed97e1m2r2aPW7Elmx7yePjAQDgqYpQh7kj/ONv3Rrn7t9/d8ZZ1RdWjn5W34hFDUwzYs4TJ4xYcIvLjVjB2o1GzPVXs75yxppNsvPzzU15drzZ2YjV2GyOq/+vVCPW45uJRizoZF6Rr5N/MMdY8XYz7XP/ffJdp716bEveuDOiot1Zcdddd/kqDwAAAFQQqampatCggb/TAAAAqHCow4CywVHCnhUndmzV8W2bvZdQGXHRxYoZM2b4Kg8AAABUIHv27LE9Jyjoou3WAAAA4AbqMKD8C7+8uapcFqes71b7OxWv4jcNAAAAfMrTu3e56xcAAKBkqMMAlGXF9qwAAAAAvMnTu3e56xcAAKBkqMOAMoKeFZZYrAAAAIBPbdmyRS1btvT7MUrTZ1mzFBERUWrHt2rQWN1q4GzvndPZurEROxVtNsTOqWm+xTh0yGzYGJJqzq13jdmwe98vVY1Y46fXGrFKjeKMWPYVMUYs4vT57bSl/NT/GTF3uNsosyTNuQEA8KaKUIe1/tcUBVX9vc5IHfKEMcbbf5t7Vr3TiLlOmfXP+axqiUiLcY6Y2ubxr2hixjbtNmLBNWqYx/vFrMNcUWaNVPmwxUfHcSeNUGaHykbsh7deN2JWrzfosnrmOfzg3J+J7OxsRUZa/UugtLFYUQYt2fqi7Tld+r9se467b67OFUhvtDx5/YcGXWV7ToEHv3NPHgi3PafWkdJfTm0RnmZ7zsmCUNtzcvPMP3LF+X5bnO05YfuDbY0vcNnfOW/Tfa1sz9n+VojtORH/NQuN4tRd9KvtOfm7U22NPxFXzfY5Tta09+8CoPyJj49XQUGB348BAABQ0VCHAWVDSRtsnz1GoGGxAgAAAD7lcpW8qvbGMQAAACoa6jCgDOG/koHFCgAAAPjcxIkTS/RG1+FweDEbAACAioM6DEBZxWIFAAAAfG7ChAm8SQYAAPAD6jCgDChhg+0TO7fq2PbNXkunrLC1WJGYmKjp06cXOy44OJi96wAAAGBpxowZ/k6h3LPqI2bVj+v8mLNLW7eOn3NTJyN2srbZU8hp8W4iKM+Mhe4yeyudamQ2nUxNNZtH9r1+gxHbEWTmYtVXKay22eTcqpm2O33ZrL6/7v47lOR4AAB4U0Wow366baQiIn6vAUryN7fdvVOM2Ib3RhqxL3L+r9hjde032Yh9vWiMEbPK98CAxkas7u17jFj+PbWMmOPYCSNWOdtccHIUWBR2Dc25tWscN2IRI46ZcxPNkJX8ffuLfF2Sf6/uXZ83Ysu/ftKtueeeN9912q05JVHSnhXVGjdX1Xpxylq/2ntJlQG2FiuSkpL01ltvqUqVCzdy/eCDD0qcFAAAAALXXXfd5e8UAAAAKiTqMABlWZCdwS6XS/Hx8Vq92lyxOXjwoG6++WYNHTrUW7kBAAAAAAAAABBYXF56BBhbixWS9NJLL2nAgAEaOXKkcnNzJUlz5sxRq1attGDBAnXp0sXrSQIAAACecDqdWrp0qR566CG1bdtWl1xyiSIiItSqVSuNHj1av/76q+W87du3a+DAgYqOjlZ4eLg6d+6suXPn+jh7AACA8os6DLiws9tAlfQRaGxtAzVjxgzdcsst6tSpk4YOHaorr7xSzZs318KFCxUaGqopU6bo4Ycf1h/+8IfSyhcAAABw25EjR9SzZ081bdoINjSwAAAgAElEQVRUb731ljp37qycnBx9+umnevDBBzVr1iz997//Vb169Qrn/Pjjj+rSpYvatWundevWqXbt2po6daoGDx6sXbt2aezYsX58RSUTtOp7t8ZV/ew7IxbWMd6IuVI2uXW8mhaxHdM6G7FmLfYbsf+djDJi29+rZ8QiNoUYsU1THjVivVqZ/37u9plwR3CThh7P9fVeyQAAlCZ/1WE3RQ1TJUflwq9L0hPKqj9FwpXjjFjyDxOLPZZVf4obu5g9Fqzal8cuTTNip95JL/ackhTcrIkRO13N/JS78fxsIxb/3hYj9smWK41YpY5mtWdVXwVf3siIFezYXeRrd/+9rI6/vAT/1ueeNzs7W5GRkR4fC56zdWfF2X3t6tWrp4EDB2rHjh1asGCBateurR9++EEPP/ywJGnlypXezxQAAADw0MyZM9W9e3dVq1ZNtWrV0r333qv7779fBw8e1HvvvVc4zul0asiQIXI6nZo3b56aNGmiiIgIjR8/Xv369dO4ceP0008/+fGVAAAAlC/UYYAFtoGyZGuxolGjRjpy5IhuueUWDR8+XJUrV9YTTzyh6OhoPfbYYzp48KAkadasWaWSLAAAAGBHZGSkVq5cqc6dzav4L7/8cknS0aNHC2MrVqzQxo0b1a9fP9WuXbvI+MTERDmdTr3++uulmzQAAEAAoA4DLoLFCku2FitSU1PVpk0bffrpp2rTpo1SUlI0adIk/fe//1WLFi0UHx+vOXPmaNiwYaWVLwAAAOC2ypUr6/rrr1dQkFn2rlu3TpLUvXv3wtjixYslSVdffbUx/mzs7BgAAABcGHUYALts9ayQpAMHDujJJ5/U008/rUqVzkwPCQnR5MmTNWDAABYqLPRqau5JdzF7B9axfY56i8x9hYtTkj37SpvdfYM9eS1BVarYnnMq0mrnwIurt8DcV7A4e16oZnvOoevsvZ5rW+2wfY6s/DDbcxbta217Tu6xUNtzqkWfsD2n3ptOW+Onz73B9jkO9qxue07Tvx+3PSd43y+25+SnH7A9x+7/td4NzL3Ci/PN3tdszwEAd+Xm5mrv3r365z//qblz5+rpp59W//79C5/ftOlMD4a4uDhjbmxsrKpUqaK0tDRlZGSoZk2rTgwAAACwQh0G/K6kDbKP796qYzs3ey+hMsL2YsW6devUvn17y+euueYaff/996pWzf4HrQAAAKiYRo4cqREjRli+Mc3MzNQtt9wih8Mhh8Oh5cuXe3yeJUuWqHfv3pKkSy+9VLNmzdKtt95aZEx6+plGhVFRZlNn6cx2Brm5uTpw4EC5eJN8/iJz77oPeXysvCjzYoLKFuMy7zKvhjwdbl7wUdVinX1XVC0jFhZ2yohd8p155uh31hixXl8cNmLOcPsXRUjuL9gX7Nzj1rhTvTsasa8X/36RE40dAQC+EIh12GeZMxQREVH4tdUFse7+Xe/ZfoIRCyowP2Hu2ekZI/bFd08X+doqj2UWeViNy9+dasRO9TFridD/pBixtB61jVilHCOkzJYRRuyjH9sZsbAdZi2VF2FeDJr1WXMjFj2lqhFbvq34fwur70nOgE7FzivTSriNU7WGzVX10jhlbljttZTKAlvbQHXr1u2CCxVnhYWFFTbiBgAAAIozdepUtW3bVh9++KHxXLVq1TRhwgSNHDlSX375ZYnO06tXLxUUFGjXrl165JFHdPfdd6tXr17KyMgoHJOTc+adW+XKVh/Dn7mjWJJOnjxZolwAAADKAuowAGWJrcWKlStXujVuxowZHiUDAACAimvIkCG64447lJ2dXRirXLmyunXrpi5dunjlHEFBQWrUqJFGjx6tl156SUuXLtXDDz9c+HzVqmeu9jp9+rTl/Ly8PElnLtABAAAIFNRhgI/RYNuS7W2gAAAAAG9yOBzauHGj7rjjDv3rX//SmjVr9MEHH+i6664r1fPefffdGjFihGbPnq133nlH4eHhio2N1ebNm5WZmWk5JysrS5I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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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TBGMMAAAARK9t27apR48eZR+/+eabkqQxY8aUxfr27avvvvsu5GsDAACIZuRhQHj4fC75Aqw5EWj/SOQ+25PPPvtswBMEYwwAAABEr7i4OBUWFpZ9/Nprr6lOnTq65pprymJer1exsbHhWB4AAEDUIg8DEEnOulkBAAAAVLXMzEw988wzOnbsmF555RV99tlnuvbaa1WvXr2yNh999JFatGgRxlUCAABEH/IwIIx8AT6i0FmvgTpTcXGxPvnk1L1k3bp1U506dSRJU6ZM0RtvvKGEhATdc889+tWvIuDeLwAAAFQLDz74oAYNGqSpU6dKkurUqaOHH35YkrR37169+eabevzxx/XrX/86nMsMiUBqW9jpa7ef6/BRW+vwHDpsBnM2GKGjvzDrTuy8ymPEGhxuasRqHTbfX/XtvIuNWLvfHzFiLo9/P8VlJY4yYpsf6WjEkjea438SwOcQAIBQqwl5WCTXhFp26BVb7axqW1j1TX/meSPW5P+ZediRljFGbOvWNkYsNrnY1vpcXvM6ohi314gduCjJiO3uXT4nzLjtC6ONVd5UeMNlttrJZa4tEv5OcA2UNUebFX/72980evRotWrVSmvXrlXTpk31/PPP69FHfyrAt27dOjVu3Fh9+vQJ9loBAAAQhbKysvT2229r7ty5crvdGjNmjDIzMyVJeXl5ev3113X++edrxIgRYV4pAABAdCEPA6qnog15Ovafr8K9jKBztFnxxhtv6Pbbb9esWbMkSSdPntSzzz6revXqadmyZbrgggt011136dlnn2WzAgAAALZ89913uuiii/TSSy8pOTm53HM/+9nPtHr16jCtDAAAILqRhwFhEuBVTvGZGarTpqWOrswJ2pIigaOaFZs2bdKECRPKPl6xYoV2796t22+/XZdffrkaNmyoyZMna/369UFfKAAAAKJTWlqaWrdurbvvvjvcSwEAAKhRyMOAcHEF6RFdHJ2s2LdvX7ld1jfeeEMul0s33nhjWax58+Y6cOBA8FZYA/lzf22t5uc67hMJ97NVZNme/w33EiztfPhyx308nc37kyvtc6SO4z4JdUoctZ9bmOJ8Dvdxx31aJTr/elDwYwPHfbY/cKHjPnEOl5b/cLrjOdrcv9dxH3989eR9zjv50cfp1yfPfr4fALDnhRde0K233hruZQAAANQ45GEAIoWjzYpzzz1Xn3/+ubp3764DBw5o0aJFysjI0IUX/vRLwp07dyo1NTXoCwUAAEB0SkpK0s0336zY2NhwLyVofnHevarl/un1WL0Rw26x66x6wbsjev8t3W21O7nzByO2eapZxLDx+fuM2J695psOfB6zmHb9c340YkOamCe0f9+smRFrtNp8Y0feo+Y5+vRff2bErFx0V/lilClFRUabLePutzWW3Y39SH7jEACg5ojGPMyOrM4TjZh3Y57Z0GvmMP5+D7fKEbY9beZmm39nkXPE1jZCPa571ojFjTxqxH5IqmvEzvnMvGynf9uvjdjne5sbsa1/MNdcy0ydVPKFWUzb3dBsN7zbx+U+/uvUnkabtg9+asQa/M3m9Uc+M0e0+lzsu+2n1+UpsVdYPCABXgNVNkaUcXQN1LXXXqvrr79e48aN05VXXqmjR4/qzjvvLHve5/NpypQpuuCCC4K+UAAAAESn3r1767PPKv+l8nnnnReC1QAAANQc5GFAmPiC9IgyjjYrHnroITVp0kTPPfecvvjiC/Xr10933XWXJOnjjz9W8+bN9eqrr2ro0KFVslgAAABEn+eee07jx4/XunXrztpu+/btoVkQAABADUEeBiCSOLoGKikpSbm5udq4caNcLpc6duxY9twFF1yg1157TZLUrVu34K4SAAAAUeuWW25RYWGhevTooaZNm6pFixaKj4832rlc0VdADgAAIJzIw4Aw8blOPQIdI8o42qwolZmZacSSk5PVu3fvgBcEAACAmmXNmjVl/79r1y7t2rXLsh0/JAMAAAQXeRgQHj6fZTkNx2NEG782KyoTExMjj0URPQAAAMCK1+uttI3b7egG07B6c+s0NWhg3ill7AAAIABJREFUFpqujN2i21bt7PT9/EV7RaIL3m5vxLz55ufI97fGRqxuU/OXGc2eWWvECpemG7H395hvimo35ZARO9m4vhFL/tQshHjiiouN2MCUO4zYF2cWQJ9hNNGFd081Yuv/dJ8Rs/v5AgAgUkRbHmZH9n+eMGJV/f3adk73sL18sG+/p41Ys+v+a6tvK59ZnHvD/mZG7MfjZuF1l8VfF2+M+VvzxM1muzpHzM5/XVW+oLbL4lfKh95NM2KfDDRf/8DMR42YZ9M35oAWGr3401VoJ30nbPVB8J11s+Kjjz4K1ToAAABQQ2VlZdlqN2LEiCpeCQAAQM1CHgaESTAKZNe0kxV9+vThmBcAAACq1NKlS221e/XVV6t4JQAAADULeRgQJtSssFTpNVATJ050NKDP59PkyZP9XhAAAABqri1btujTTz/V7t27NXbsWB08eFB16tRRQkJCuJcGAAAQ1cjDAIRbpZsVjz32mONBn3jCvPcNAAAAqMimTZt0xx13aO3an2objB07Vp988omGDRumF154QTfddFNQ5nrvvfc0ZMgQSafeaGMlLy9PjzzyiFavXq2ioiJ17NhR999/v66//vqgrAEAACBSkIcBoefynXoEOka0OetmxerVq/0a1N9+pfbt26cxY8Zo0aJFevXVVzVy5EjLdmlpadqxY4flc+np6dq82aKSCwAAACLK5s2b1bNnTx0+fFhdu3ZV8+bN9fbbb0uSevbsqUcffVS33367mjdvriuuuCKguQoLCzVmzJiztlm/fr169uypiy++WDk5OUpJSdG0adM0bNgwbdmyRePHjw9oDaWsih3a5e3Z2Yit/NBc15lFG2Panme0WfbNH4yY+4MkI9Z0n1kQscGWI+biXGbx6x9+d7kRaxSzy4h9syfFiLVINgt6brnTPPJ+7htmQfO9ncwfd2p3Pt+Incmq2KW5MqlDXTO26ff2im4DABAJamoeZsXq+3WHh6YGbXyr/MJujmDVd8vMS42Y69rLjFjGk88bsfRVJ83xhjUyYuem7TNitT42E6DvrjbztYQ9Zu74wxVmbtb2wdxyH8c0SjbalJxvFv/OyDU/N62simlblDhw16ljxHwd2/zUxVMsff6OOVYwUbPC0lk3K3r37u3XoB9++KHfff/xj39ozJgxKikpsdX+vPPOU+3atY14q1at/JofAAAAoTVp0iRlZGRowYIFSk9PlyTFxMRIkhISEvTAAw+oTp06evbZZwP+Ifmhhx5S8+bNtXPnTsvnvV6vhg8fLq/Xq4ULFyol5dSvqCdOnKjc3FxNmDBBQ4YMUceOHQNaBwAAQCQgDwMQSSq9Bsofjz/+uONaF5I0a9YsTZ48WXPmzNGiRYs0b968SvusXLlSaWlpfqzSP1Y7mZVxdXX2RZR3XoVG8c/NHejKtJrxpeM+m8d3cNwn9cI9jvvsP1TPUfvp3/R1PEftWh7HfY6ubey4z4kGzreGEwodd9HxPs461V1nvmOzOvPn65nTr08DM8Y5niMU6wIQWVatWqUVK1aU/YBsZdiwYXr66acDmudf//qX5syZo08//VSZmZkVrmXDhg26/vrry35ALjVq1CgtXrxY06dP10svvRTQWgAAACIBeRgQJhTYtnTWzYq+fZ3/MjMQmZmZ2rRpk5KSkrRoEb94AgAAqAkOHDigtm3bnrVNrVq1dODAAb/nKCkp0a233qoHH3zwrO/GW7JkiSSpe/fuxnOlsdI2AAAA1R15GBAmXANl6aybFWvWrPFrUJfFXWB29OjRw69+AAAAqL6aNWumDz/8UFdeeWWFbVavXq0WLVr4PceTTz4pr9erRx999KztNm7cKEmWJ3dTU1MVFxen/Px87d+/X8nJ5n26AAAA1Ql5GIBAvfvuu5o8ebLi4+Pl8Xg0ffp0de3a1a+xKr0Gyus1i6FUxu02i6pUldmzZ2vp0qXavHmzXC6XOnTooBEjRuj/s3fn4U2V6f/HP2lpaSm0VAqUxVoQC4hFkU0UcUEs24/FGRY3hLqMw4woIOjAoCiKO8KM6FfGgRZHviAuo8BXKgJuLGNxYamyShlQWrbSsrQUmvz+wFbLE9qcJE3S9P26rlyXvc/znHMnQL2TJ+e5//CHP/g0DwAAALhn0KBBuv322/X888/r9ttvV61a5UvUVatW6c9//rNGjBjh1vmzsrL0/PPPa8WKFartpJneb+Xk5EiSYmPNBtOSFBMTo6KiIuXm5vr1TbKzZtrOnLtNnqtb7eVfam792OTxnUbseHdzy4j689eZJ7zT/IZk90a7jNjCQx2NWK2te4zY7tvmGLHeT5uvyU+/N7fJ3HabOa7r7S+V+9nZxo+ebDl4fW+zifmnyx9x+3wAAHgLddivnNVJZltnSc+OrdJrOuOsDnF17uF7zTps993mV/JDDpmfo17R4Ccj9lGvRkYsqqm5zXbtj743k7nezMVxpnyz76J2zY0xtVZ+bcQu+sw8/fbXzC3f9/xhghFz2uz8q8fL/rugoEAxMc+aF/CmILmz4uuvv9Ztt92mr776SpdeeqmWLl2qlJQUZWVlKT4+3vL5Kvw0390m2e7Oc8e6des0Z84cHT58WFu3btW1116r0aNHa9CgQSopsb6/PgAAAHxrypQpio6OVmpqqqKjo8u+hdOjRw8lJCSoV69eio6O1l/+8hfL57bb7br33ns1cuRIXXvttZWOLywslCSFhYU5PR4eHi5JOnnypOVcAAAAAg11GOAnDi89/OyZZ55RSkqKLr30UklS//791bhxY82ePdut81W4WLF69Wq3TuruPKvmzp2rjz/+WF26dFHt2rXVrFkzvfDCCxo4cKCWLFmiV155xSd5AAAAwH2xsbH68ssvNWjQIJ06dUrffPONHA6HvvzyS/3888/6/e9/r88//1zR0c6+716x2bNna8+ePXruOfOb7c5ERkZKkk6fPu30eHFxsSSpTp06lnMBAAAINNRhQM1w6NAhDR06VDabTWlpaRWOLSgo0NixY5WQkKCIiAglJSXpqaeecvpv85NPPjG2fOrcubNWrFjhVp6VbgPljMPh0KpVq7Rhwwbl5uZqxowZ+vnnn3XmzBklJCS4lYg7ztcA/L777tMHH3yg+fPn68EHH/RZPgAAAHBP48aN9e677yo3N1cbNmxQfn6+6tevr86dO6thw4ZunXPv3r2aNGmS5s+fr5iYGJfmxMfHKysrS3l5eU6P5+fnl+VbkUmTJpV9+y8lJUUpKSkWMkdNlZGRoYyMDEm/fiADAEBVow4D/FCHOWxnH56ewwXvvvuuRo8e7dLzKigo0DXXXKO8vDwtXLhQHTt21PLlyzVixAitXbtWS5YsUWhoqCTpyJEjys/PV5MmTcqdIz4+Xh999JH15yM3FitWr16t1NRU/fe//5XD4ZDNZtOMGTO0ZcsW9e3bV1OnTq20YU5Vu/jis3vnbt26tdKx/AIDgODHhz9AYHvyySf12GOPSTr75rNfv35eOe/KlSt1/Phx3XLLLecdY7OdLfCvu+46ffrpp0pOTtbKlSu1e/duY2xOTo6KiorUpEmTSvdJnj59ulvfQETN9tv3IwUFBW7fPg8AgKuow4CzfF2H2RxnH56eozKvvfaapk2bprlz52rx4sVKT0+vcPzkyZO1ZcsWLVu2TN27d5ckDR48WFOnTtXDDz+s119/XaNHj5YknThxQpKMfjS1a9d2e7s2S4sV33zzjfr27auwsDD9/ve/V/PmzTVz5kxJUq9evbRo0SLdc889uvTSSyv8ZVTVHA7X/6T5BQYAwY8Pf4DA9sQTT+iOO+5Qy5YtvXrekSNHauTIkU6Plb45Prdu7Nu3r2bOnKn169cbc9atW1c2pqok/v0lI3bJg2YuzrjSANrVJtGX/Ok/RsxZN7i6P5gNMHPvMxsn1jloN2LvbL/CiIU4ecdVcvSoEevd4D5znJNvYTZ9r6sRu2qJ+RpHLyr/Gtdq3swYk1JvpBGz//IG7becvcY00wYABKqaWoc5a7AcEhFhxOxFRUbspu5PGbFPvqz8i9uu1mHOcusVOtSIOa6+3IgdudTcIivshFlftbrzWyMW2rqVEVt14SVmgk4+di3ZUN+I7XrpKiPW9IvK+ws7a6a9Y5Z5rqTxG4yYq820nfntuDMO51uRVUfJycnKyspSbGysFi+u+O/gsWPH9MYbb6hJkybq06dPuWMjR47UhAkT9PLLL5ctVkRFRUmSTp06VW7sqVOn3N6urcKeFeeaNm2abrrpJu3bt0+LFi3SSy/9WujbbDb97ne/0+zZs/X3v//drWSsePHFF3XXXXc5PbZr1y5JUuvWras8DwAAAHjG4XDo8ssv10033aTFixfrzJkzfsulZ8+eSk5O1tKlS3XgwIFyx+bOnauQkBCNGTPGT9kBAAB4F3UY4Cc+arDdvXt3xcaaXzByZtWqVSoqKlLXrl3LFhVLNWjQQElJSdq5c6e2b98uSbrgggtUv3595eTklBubk5NTtvORVZYWK9asWaO///3vFd6J0LdvX33//fduJWPF8ePHlZGRoWPHjhnHXnvtNUnSHXfcUeV5AAAAwHP79u3TgAEDNG3aNDVr1kwTJ07Uzp07fZ5HSEiI0tPTZbPZNHToUO3atUsFBQWaNm2ali5dqqlTp6p9+/Y+zwsAAKCqUIcBkKTNmzdLkhITE50eL42XjpOkm266SRs2lL/LZcOGDbrpppvcysHSYsWxY8fUtGnTCscUFxc7XUDwNpvNptzcXA0ePFgbNmxQYWGhfvrpJ40fP17Lli1TSkqKHnjggSrPAwAAAJ6ZN2+eYmJiNGbMGG3atEnvv/++Dh48qCuuuEI33nijFi1apNOnPb8VOy0tTTabrdy3hEp//vTTT8tiHTp0UGZmpuLi4tSlSxfFx8frww8/1IIFCzRlyhSP8wAAAAgU1GEASpXeIXG+OzHq1z+73Vdubm5Z7NFHH1VGRoZ++OEHSdL//d//af/+/frTn/7kVg6WFisSExP1wQcfVDhm2bJlbt/mkZ2dXfaLqrTZx6hRo2Sz2YwVnYkTJ2rhwoWqV6+eBg4cqOjoaLVt21Zr167VK6+8omXLliksLMytPAAAAOA7527tefXVV2vevHn66aef1K9fP6WmpqpZs2aaMGFC2S3H7hg5cqQcDofTx/XXX19ubJs2bfTOO+/o8OHDOnnypDIzM3Xrrbe6fW0AAIBARB0G+IdNvzbZdvvh5ZwKCwsl6byfqYeHh0tSuebZHTt21FtvvaURI0aoR48eevrpp5WRkaH4+Hi3crDUYHv48OEaNWqUvv/+e91zzz1q1uzXxnOnT5/Wm2++qXHjxumRR9xrIJeYmOhyc+zIyEgNGzZMw4YNc+ta7nK1Gc5vudrIJVil1HXeW6QiGccr7kzvDSW1rf+TLikosDyn1nHr12lWN9/ynJyfXdt/rlRBiaW1SknShY3MxpWVcXQ7ZHlOowdOVT7oHMfaN7Y8J7dhPUvj6+8zm4NWJuehqy3P2TxjrOU57nDn91mfZtbuWCvZn1P5oHPUamL9f2g9r5vu8tgzZ8wGaQACz86dOzVnzhylpaWpsLBQhYWF+vjjj/X666+rY8eOeuSRR9S7d29/p+l1zpppu/P7utS5dWiIk0Z3ntRd+e0bGLGTTc3a50SzUCPWJNasqwpPm2+Msp8yGyrWbmc23Y7+V5IROzLcbIB9U+I2I7brs/J1xJl9PxljnPGkUaYnf64AAFSlYKvDXP1cLuPkm169bpvHXy73c8IzXxljQhvGGbGfHzY/R2j64lojZlu70YjdPNv83OL997sbsYJJ5jUinHx+k1j3iBHbVmTWaxdN+sGI/TilgxErCTc/izo+tHytV/dtsx52ViPbu5kNxp051aezEYv63vys4qPdM8r+u6CgQDExMS6d320O29mHRSd/2KrCrWfrWUdJ5Q3LrYiMjJSk895NVVxcLElG8+wBAwZowIABXsnB0qeVEydOVLt27fTEE08oISFBcXFn/0ElJCSoTp06uvfee9WuXTuNHz/eK8kBAAAg+IWGnv0g+8yZM3r77bfVs2dPtW7dWi+++KKKi4t1//3365tvvtHGjRu1f/9+3XbbbfrjH/+o6dNdX6gEAACAiToMqF7qtG2jBoMHqsHggbqgf1+vnrv0boi8POdfVj569OwXhho3tv6FYVdZWqyIjIzUp59+qrFjx6pu3bo6cuSIHA6H9u3bp7p16+rhhx/WypUry24JAQAAACrjcDj0yCOPqHnz5rr11lu1evVqde7cWW+88YZ+/vlnvfrqq7riiiskSVFRUbr33nv1+eefa9asWX7OHAAAoHqjDgP8xOGlhxclJydLknbv3u30eHZ2drlxVcHSNlDS2QWLl156Sc8//7y2bt2q/Px81a9fX23atFFIiPVtZQAAAIAXXnhBMTEx+uMf/6j77rtP7du3r3B8QUGBCtzYnhEAAADlUYcBfuCNxQYvL1bceOONql27tr766is5HA7ZbL9uU3X48GFt375dF198sZKSzO1XvcXyYkWp0NBQtWvXzpu5AAAAoIaaN2+ehg4dWrZPakXWrFmjG264Qa1bt/ZBZgAAAMGNOgyofk5u3aqTWd979Zz16tXT3XffrVdffVUfffSR+vb9dZuptLQ0ORwOPfTQQ1695rksLVYUFBQoLS1NknTZZZfpxhtvLDu2ZMkS7dmzR/fcc48iIiK8miQAAACC13XXXae77rrL5fHdunVTXl6eatVy+3s3ActZ02VXm0KevqmjETu3/aH95El30pIk5Y4xGzGejDe/zhWZa869YGuxESvsbDZnDA0xm0LazWFqOuxHI2Zre7ERO/S92Rjxm/+90ojVPfR1uZ+d/Tmk1LnTiLn6Z3NsmNkkHACAQFAT6jBX6ytnMWdzXXXhtPJNsZ1+Cd5hRht+d8qIFdxq1hLHm5s73OxaadZS9Q6blz3aybxG1DsNjNj+W8xrOI6Y2/9vnX2ZeZEQs/6rO/lrc5ybPlnzV5fG5bcwi8moH6w3tvY2m+Psw11Rrdso8qJEHVuzxntJSZo+fbo+/fRT3XfffVq4cKE6duyo5cuXa+rUqbr55pt1//33e/V657K0b1NaWpoeeughTZ8+XVu3bi137MyZM5o8ebJ69OhR1mwDAAAAqMzq1atdGpeamipJCgkJUVRUlGrXrl2VaQEAAAQ96jDAT3zUsyI7O1s2m002m03p6emSpFGjRslmsykxMdEYHxMTo7Vr1+r3v/+9br31VtWvX18TJ07UxIkTtWTJkipfqLS0WLFkyRINGDBAu3fv1ujRo8sdGzx4sPbs2aN69erp6aef9mqSAAAAQGlxDQAAAN+iDgOqp8TERDkcDqeP0obZ54qJidHMmTO1d+9enTp1Sjt27NCUKVMUHm7eVeNtlhYrdu7cqeeff/68e9jVr19fM2fO1L///W+vJAcAAICa4dtvv9XAgQMVFxen0NBQpw8AAAB4H3UY4Ac+urOiurF030ZOTo5atGhR4ZjWrVtr3759HiUFAACAmuPbb7/VNddco+joaLVr105ffPGFrrvuOklSYWGhvv/+e504cUI9evTwc6YAAADBhToM8A9Pe1ac3LZVJ773boPtQGBpsSIuLk6bN2/WlVeaTelKbdq0SQ0bNvQ4MQAAANQMTz75pAYMGKC33nqr7Nt7v90/OS8vT8OHD9egQYP8mKX3udqc2dXGjs7Od2x4+WaM9Raud+lc+XeYTRwbZZ4wYgc7RhmxgqsKzVgbs7HhhaElRiznm3gjFnnIbIBYfK3ZxPHTjx81Yq6+xue+T3R1njOe/Hl50sQTAAB3BGMdNjBmhGrZzNrjtzz5/7Wr57OFld8yx3HabDh9+CbzS+FfzR9vxK669SWX8ojaa26i02j2WiNW8K8ORuxIe/OT85CTZm+SWg2LjNiZQxHmdf9j1nD27leY1/jyOyN2Lk9qpI2vjHV7biCr07qNIi5KVME67zbY9jdL20D16dNHo0aN0s6dO50e37Fjh+6++2717dvXK8kBAAAg+K1Zs0bTpk077xYDsbGx+tvf/qY5c+b4ODMAAIDgRh0G+InD5p1HkLF0Z8Vjjz2mK6+8Um3btlWHDh3UunVrRUVF6cSJE9q6dau+/fZbxcXFacqUKVWVLwAAAILMsWPHdNFFF5X9XLt2bR0/flx169YtizVv3lzbtm3zR3oAAABBizoM8BNv9Jyo6T0rmjdvrs8++0x33nmnNmzYoA0bNpQ73qlTJ82fP1/NmjXzapKBJOUK6wsxwXQ7tzu3xAfq88/paunGorO6drM8JabNIctztn2QZHmOkk5bGh69NtLyJcaNXWR5zl+zBlqe88M4cwuIyrT5u/XX+cDtdSyN75Sy1fI1XrlygeU57vw7+/FZ6383Wz66zvKcQP33bEVBQYFiYqb5Ow0Av9G8eXP9+OOPatOmjSQpISFBX3zxhfr06VM25uOPPy73phkAAACeow4DEEgsLVZIUtu2bbVhwwZlZmYqMzNTR48eVf369dWlSxd16tSpKnIEAABAEOvUqZPGjBmjN998U40bN9Z1112n1NRU/fWvf1WrVq20adMmPfPMM7rqKrOPAgAAANxHHQb4h6cNtkvPEWwsL1aU6ty5szp37uzNXAAAAFADDRs2THfeead+97vf6csvv9Sjjz6qhQsXasyYMZIkh8Oh8PBwPfXUU37O1Lt80djRONdC187VYG2OETvaybzzsdErZsPG8Hzzbr8jfcym2z3jze0kcm/ab8RWL7vSiGUPMN/G3HDTs0asYJSZywXzzDsLQ+vHlPu55Gi+MabkBjOP0NXfGLGbI+8wYh8X/suIBcPdigCA6i8Y67AP8ucrOjq6wjHerK/OJ/TCpuV+PvNjtjEm5l/rjVivf5m51XNy/rD/18WI5bcwa6Ttc8zPb0NzzR4lLa74yYg1jzpqxE6VmNfYVrehESvcGWfEGqw0a8x9D11d7ufNM8yG2Dd1N//+hWT+YMScNTF3dLvciNnWbTRiPq/NPNwG6sT2rTr5Q5bX0gkUbi9WAAAAAN4waNAgHTt2rOznFi1a6D//+Y9mzJihPXv2KCEhQaNHj1aHDh38mCUAAEDwoQ4DqqeopDaKTEhU/n/W+DsVr6pwsaJRo0Y6cOCARxfwxjkAAABQs7Rp00Zz5szxdxoAAAA1DnUY4ANe2AYqGBtsV9hh+NAh6w1rq+IcAAAAQGpqqr9TAAAAqJGowwAvc3jpEWQq3Qbqiy++kMPh/jO32WxuzwUAAABKpaena+7cuf5OAwAAoMahDgPgC5UuVlx//fU+SAMAAAA1RcuWLf2dQrXizWZ/rp7LWQPIky9HGLH6nzc2Ys3u3WnEjh9sZMTiwo6Z40pqG7HYH+xGrN7uk0bspxvN1pN2s3ekLjBDRkNtZ6+Tq404nTXTBgAgUFCHnZ8nNZezOuHc87laS7gqYslXRiyqodnouunbYUZs28YEI3b4RB0jduUFe43YnpNmNXVNk91GbM1NRkjFX8cbsfi15WvC7oNfMMZErjUbYn/sYr22e5D5vFquM3PrnTSx7L/PlJwyB3ibN+6MqGl3Vtx1112+ygMAAAA1RHZ2ti666CJ/pwEAAFDjUIcBgcHmYc+KEzu26vi2LO8lFCAqXKyYN2+er/IAAABADbJ7t/ntq8qEhFTYbg0AAAAuoA4Dqr+oS9oo4sJE5X+1xt+peBW/aQAAAOBT7t69y12/AAAAnqEOAxDIKu1ZAQAAAHiTu3fvctcvAACAZ6jDgABBzwqnWKwAAACAT33//fe69NJL/X6OYONKY8eU9lOMMRmbprl0/o3/zxzXe8KjRmzfXLOZduzwXCMWYTttxFb9dIkRO9LbHJe/3Wymnfiv/xqxkgMHzbm3XWXEohesL/ezK6/l+cYBABDIakIdNjBmhGrZfm0qbb+2gzFmpQfNtJ1xpU5wtYG3s/rCcfXlRszmpOm0HHYjtCPT7FFijy4xYtERZlPpUJnniww1a7MlX5mvcfQO82PnI5ean6432HKy3M9fvj/BGOPsNXG1Dmv5iJNu2k78MKlB2X/bC4uk0S5Ng5fV+MWKc3+BVcbVXyzBKpie/8UTXPtl9VvHhptvbiuzfvzTluf0TrX+G/G/qeab+4o0+p35hr4yB89EW55z+rQbv2bsNstTbIXm/1QrE/ZVY0vjtz/f2vI1ro1/wfKcqMbmhzyVabzBLCCqws2Rd1ga7zhl/c8lmH7PAHAuOTlZJSXmGyRfnwMAAKCmoQ4DAoOnDbZLzxFsavxiBQAAAHzL4fC8qvbGOQAAAGoa6jAggPBPycBiBQAAAHxu2rRpHr3Rtdms34UHAAAA6jAAgYvFCgAAAPjc1KlTeZMMAADgB9RhQADwsMH2iZ1bdWx7ltfSCRSWFitSU1M1d+7cSseFhoaydx0AAACcmjdvnr9TCEr+aABtKzYbLJb87rBLc5Mj9hqxMyWhRiz8p3AjZjdDcuQXmDEnvZOid54wYgdGX13u542vjDUv4AR9lgAA1U1NrMPCdx/wy3X3Ti5fXziry5zVEqf6dTZiNicfs37mZG6XO18yYonLioxY9h/MT8nzTkYasbqhZi2VErvFiO1u1cCI7SuMN2L1docYsYIW5a/r6uvkzM3htxqxj4v/16W55XIqKFDM6KmW51nhac+Kuhe3UWTzROVvWOO9pAKApcWK9PR0vfrqq4qIiDjvmDfffNPjpAAAABC87rrrLn+nAAAAUCNRhwEIZOZyVgUcDoeSk5O1Zo25YnPgwAENHjxYI0eO9FZuAAAAAAAAAAAEF4eXHkHG0mKFJD333HMaNGiQxo0bp6Kis7cRLVy4UO3atdOHH36oa6+91utJAgAAAO6w2+1asWKFHnjgAXXo0EEXXHCBoqOj1a5dO02YMEE///yz03nbt2/XkCFDFBcXp6iVT5uNAAAgAElEQVSoKHXt2lWLFi3ycfYAAADVF3UYcH6l20B5+gg2lraBmjdvnm655RZ16dJFI0eO1BVXXKE2bdpoyZIlql27tmbMmKEHH3xQN9xwQ1XlCwAAALjsyJEjuvnmm5WUlKRXX31VXbt2VWFhof7973/rz3/+s+bPn6+vv/5azZs3L5uzceNGXXvttbryyiu1fv16NWrUSDNnztTw4cO1a9cuTZo0yY/P6Pxc2d/X1R4WoW0vMWJtJ79sxBx3NjdiRbvNTZVPNjlpxCKcbL4cGW72wIjJdHK+hmZvi6N9LzViocXmO7ioD782YhvXl9/LuFet4cYY2c086FkBAMD5BUoddmbfT0bMk74Irto6rXwPrF5Pr3VpXuRqs2my/aRZS/Vu+AcjFnP4iBHb8UpXI1Zrj/n9dXubYiN2ZZ1sI/b5sdZG7KdD9Y1Y7UPmNY4mm7Veq3+dKfezq33YnI3b/0AXI9b9lheM2JfvTTBiCAyW7qwo3deuefPmGjJkiHbs2KEPP/xQjRo10nfffacHH3xQkrR69WrvZwoAAAC4KS0tTT179lTdunXVsGFD3Xvvvbr//vt14MAB/eMf/ygbZ7fbNWLECNntdr399ttq1aqVoqOj9dhjj6l///6aMmWKtmwxmwoCAADAOeowwAm2gXLK0mJFy5YtdeTIEd1yyy0aPXq0wsLC9OijjyouLk7jx4/XgQMHJEnz58+vkmQBAAAAK2JiYrR69Wp17Wp+o+ySS87ePXD06NGy2KpVq7Rp0yb1799fjRo1Kjc+NTVVdrtds2bNqtqkAQAAggB1GFABFiucsrRYkZ2drfbt2+vf//632rdvr8zMTE2fPl1ff/212rZtq+TkZC1cuFCjRo2qqnwBAAAAl4WFhen6669XSIhZ9q5fv16S1LNnz7LYsmXLJEndunUzxpfGSscAAADg/KjDAFhlqWeFJOXm5mry5Ml6/PHHVavW2enh4eF6/vnnNWjQoGq3UBHa4AKFhoRX6TVc3Ru4VLDtfdtt+EuW56xbON7S+I73zLB8jQtCzL2OK1Nv4XrLcy65zHpuTTsmWp5zUfouS+NP/aeZ5Ws802+w5Tn1sm2W5xR1OmV5zoFeF1qek7Bwj6Xxzva5rEzd5tZf5723t7I8Z8uLYysfdA6rv5skyXHK2p/NsWFXWb7G5WPMPdEr0+gV1/b+lKQzDnOPTAA1R1FRkfbs2aN//vOfWrRokR5//HENGDCg7PjmzZslSYmJicbc+Ph4RUREaP/+/Tp8+LAaNGjgq7QBAACqPeow4FeeNsg+/uNWHdtp9jep7iwvVqxfv14dO3Z0euzqq6/Wt99+q7p163qcGAAAAGqGcePGacyYMU7fmObl5emWW26RzWaTzWbTypUr3b7O8uXL1adPH0lS06ZNNX/+fA0bNqzcmJycHElSbGys03PExMSoqKhIubm5Afcm2ZVmhK5+KWZ51vRKzyVJ+/5ytRFr9JX5RYUj/c1Y/ZAzRuyqxtlG7IOBZsPGmO/MtzFhJ8x3e9GZ5hcNzpwxr+vu6wQAQHUXjHXYB/nzFR0d7Xau7nClAbSz+qJPwkNGzFkz7Z8eMWuuZs+ZX9qzd7/CiNXbYX5ZN/yYWTc17pZnxBqGHjNiCbUPm9e1m7Ves89OGDHbMxuNWK0Lm5f7+aZrnjLnXdXeiDl7zeONSADXdR5u41S3RRtFNk1U3jdrvJZSILC0DdR111133oWKUnXq1ClrxA0AAABUZubMmerQoYPeeust41jdunU1depUjRs3Tp9++qlH1+ndu7dKSkq0a9cuPfTQQ7r77rvVu3dvHT786xuuwsJCSWe3LXAmPPzsHbknnbyJBAAAqG6owwAEEkuLFatXr3Zp3Lx589xKBgAAADXXiBEjdPvtt6ugoKAsFhYWpuuuu07XXnutV64REhKili1basKECXruuee0YsUKPfjgg2XHIyMjJUmnTzvfMq64uFjS2S/oAAAABAvqMMDHaLD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-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 2000x480 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import h5py\n",
     "import sys\n",
@@ -761,7 +502,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/interactive/eval-hcal-GPU.ipynb b/interactive/eval-hcal-GPU.ipynb
index 4292b65d92ca0e975b64170fdccdc267f890dae4..dd628e5b53deed2d240675e032245d1d5963a644 100644
--- a/interactive/eval-hcal-GPU.ipynb
+++ b/interactive/eval-hcal-GPU.ipynb
@@ -388,6 +388,53 @@
     "imFake.shape"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "100\n",
+      "200\n",
+      "300\n",
+      "400\n",
+      "500\n",
+      "600\n",
+      "700\n",
+      "800\n",
+      "900\n",
+      "1000\n",
+      "1100\n",
+      "1200\n",
+      "1300\n",
+      "1400\n",
+      "1500\n",
+      "1600\n",
+      "1700\n",
+      "1800\n",
+      "1900\n",
+      "2000\n",
+      "2100\n",
+      "2200\n",
+      "2300\n",
+      "2400\n",
+      "2500\n",
+      "2600\n",
+      "2700\n",
+      "2800\n",
+      "2900\n",
+      "3000\n"
+     ]
+    }
+   ],
+   "source": [
+    "for b in range(100, 3001, 100):\n",
+    "    print(b)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -441,7 +488,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/interactive/inference/generate.py b/interactive/inference/generate.py
index 51e1e63c02f6ab61807d53fb4774009062451e1e..98fd60b64b05b0e62c38f8cfb000201fd050d3a5 100644
--- a/interactive/inference/generate.py
+++ b/interactive/inference/generate.py
@@ -18,29 +18,29 @@ def make_shower(eph, Etrue, nEvents):
     
     ngf = 32
     nz = 100
-    batch_size = 1000
+    batch_size = 500
     device = torch.device("cuda")
     ## LOAD ECAL GENERATOR
     mGenE = DCGAN_G(ngf, nz)
     mGenE = torch.nn.parallel.DataParallel(mGenE)
-    exp='wganv1'
-    eph_ecal = 694
+    exp='wganHCAL_p2critv4'
+    #eph_ecal = 42
 
-    gen_checkpointECAL = torch.load('/eos/user/e/eneren/experiments/' + exp + "_generator_"+ str(eph_ecal) + ".pt", map_location=torch.device('cuda'))
+    gen_checkpointECAL = torch.load('/eos/user/e/eneren/experiments/' + exp + "_generatorE_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
     mGenE.load_state_dict(gen_checkpointECAL['model_state_dict'])
     mGenE.eval()
     #####
 
     ## LOAD HCAL GENERATOR
-    mGenH = Hcal_ecalEMB(ngf, 32, nz, emb_size=32).to(device)
+    mGenH = Hcal_ecalEMB(ngf, 32, nz).to(device)
     mGenH = torch.nn.parallel.DataParallel(mGenH)
-    expH = 'wganHCAL50GeV_v2'
+    expH = 'wganHCAL_p2critv4'
     #expH = 'wganHCALv1'
     
     Tensor = torch.cuda.FloatTensor 
     
     
-    gen_checkpointHCAL = torch.load('/eos/user/e/eneren/experiments/' + expH + "_generator_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
+    gen_checkpointHCAL = torch.load('/eos/user/e/eneren/experiments/' + expH + "_generatorH_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
     mGenH.load_state_dict(gen_checkpointHCAL['model_state_dict'])
     mGenH.eval()
         
@@ -201,6 +201,7 @@ def fid_scan_rECAL(showers, eph_start, eph_end):
         print ("Epoch: ", jsd)
         
 
+    
     # Plotting
     # Energy sum with average and spread
     plt.figure(figsize=(12,4), facecolor='none', dpi=400)
@@ -210,6 +211,112 @@ def fid_scan_rECAL(showers, eph_start, eph_end):
     #plt.errorbar(epoch_list, epoch_matrix_mean[:,0], yerr=epoch_matrix_std[:,0], color='green', label='Standard deviation', linestyle='None', capsize=3.0)
 
 
+    plt.legend(loc='upper right', fontsize=10)
+    plt.xlabel('epoch', fontsize=14)
+    plt.ylabel('JS difference', fontsize=16)
+    plt.ylim(0.1,1.0)
+    
+    plt.savefig('/eos/user/e/eneren/plots/sweep_min_max__'+str(eph_start)+'__'+str(eph_end)+'.png')
+    
+    
+    
+    
+def fid_scan(showers, nevents, eph_start, eph_end):
+    
+    ngf = 32
+    nz = 100
+    batch_size = 500
+    device = torch.device("cuda")
+    ## LOAD ECAL GENERATOR
+    mGenE = DCGAN_G(ngf, nz)
+    mGenE = torch.nn.parallel.DataParallel(mGenE)
+    exp='wganHCAL_p2critv4'
+    #eph_ecal = 694
+
+    
+    #####
+
+
+    ## LOAD HCAL GENERATOR
+    mGenH = Hcal_ecalEMB(ngf, 32, nz).to(device)
+    mGenH = nn.parallel.DataParallel(mGenH)
+    expH = 'wganHCAL_p2critv4'
+    
+    Tensor = torch.cuda.FloatTensor 
+    Etrue = 50
+    eph_list = list(range(eph_start,eph_end,1))
+    esum_mean = []
+    
+    for eph in eph_list:
+        
+        #esum_mean = []
+        #esum_down = []
+        #esum_up = []
+        
+        gen_checkpointHCAL = torch.load('/eos/user/e/eneren/experiments/' + expH + "_generatorH_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
+        mGenH.load_state_dict(gen_checkpointHCAL['model_state_dict'])
+        mGenH.eval()
+
+        gen_checkpointECAL = torch.load('/eos/user/e/eneren/experiments/' + exp + "_generatorE_"+ str(eph) + ".pt", map_location=torch.device('cuda'))
+        mGenE.load_state_dict(gen_checkpointECAL['model_state_dict'])
+        mGenE.eval()
+        
+        print ("Current Epoch: " , eph)
+        
+        
+        fakeL = []
+        for b in range(batch_size, nevents + 1, batch_size):
+            ##ECAL generate
+            z = Variable(Tensor(np.random.uniform(-1, 1, (batch_size, nz, 1, 1, 1))))
+            E = torch.from_numpy(np.random.uniform(Etrue, Etrue, (batch_size,1))).float()
+
+            ecal_shower = mGenE(z, E.view(-1, 1, 1, 1, 1)).detach()
+            ecal_shower = ecal_shower.unsqueeze(1) 
+            ####
+
+
+            ## HCAL generate
+            zH = Variable(Tensor(np.random.uniform(-1, 1, (batch_size, nz))))
+            hcal_shower = mGenH(zH, E, ecal_shower).detach()
+            ####
+
+
+            ecal_shower = ecal_shower.squeeze(1)
+            ## MIT CUT
+            ecal_shower[ ecal_shower < 0.1] = 0.0
+            hcal_shower[ hcal_shower < 0.25] = 0.0
+            
+            comb = torch.cat((ecal_shower, hcal_shower),1)
+
+            esumFull = B.getTotE(comb.cpu().numpy(), 78, 30, 30)
+            fakeL.append(esumFull)
+        
+        
+        esumFake = np.asarray(fakeL)
+
+        
+        
+        jsd = B.jsdHist(showers[str(Etrue)+'F'], esumFake.flatten(), 50, 0, 2500, eph, debug=False)
+
+        #m = (jsd[0] + jsd[1] + jsd[2]) / 3.0
+        #m = jsd
+        esum_mean.append(jsd)
+        #esum_down.append(m - min(jsd))
+        #esum_up.append(max(jsd) - m)
+
+
+        print ("JSD score: ", jsd)
+        
+    print("Best: ", min(esum_mean))
+    # Plotting
+    # Energy sum with average and spread
+    plt.figure(figsize=(12,4), facecolor='none', dpi=400)
+    plt.scatter(eph_list, esum_mean, marker = 'x', color='red', label='Energy sum')
+    #plt.scatter(epoch_list, epoch_matrix_median[:,0], marker = '+', color='blue', label='Median Energy sum area difference')
+    #plt.errorbar(eph_list, esum_mean, yerr=[esum_down, esum_up], color='black', label='Min-Max interval', linestyle='None')
+    #plt.errorbar(epoch_list, epoch_matrix_mean[:,0], yerr=epoch_matrix_std[:,0], color='green', label='Standard deviation', linestyle='None', capsize=3.0)
+
+
     plt.legend(loc='upper right', fontsize=10)
     plt.xlabel('epoch', fontsize=14)
     plt.ylabel('JS difference', fontsize=16)
diff --git a/interactive/physics/plotting.py b/interactive/physics/plotting.py
index cd1ec55159ab773abfee8cca7056305c8c670525..95c753df2f50c35daf11f44bf6dd53275665d753 100644
--- a/interactive/physics/plotting.py
+++ b/interactive/physics/plotting.py
@@ -162,17 +162,29 @@ def esum_2D(ecal, hcal, fake_ecal, fake_hcal, nbinsX, nbinsY, name):
     fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(25, 6))
     
     vmaxH = hcal.max()
-    vminH = hcal.min()
+    #vminH = hcal.min()
+    
+    
     
     i1 = ax1.hist2d(hcal, ecal,bins=(nbinsX, nbinsY), 
-               range = [[0,1500], [0,1500]], norm=LogNorm(), vmax=vmaxH, vmin = vminH,
+               range = [[0,1500], [0,1500]], norm=LogNorm(vmax=vmaxH, vmin = 0.1), 
                cmap=plt.cm.Reds)
    
 
     i2 = ax2.hist2d(fake_hcal, fake_ecal,bins=(nbinsX, nbinsY), 
-               range = [[0,1500], [0,1500]], norm=LogNorm(), vmax = vmaxH, vmin = vminH,
+               range = [[0,1500], [0,1500]], norm=LogNorm(vmax=vmaxH, vmin = 0.1), 
                cmap=plt.cm.Reds)
 
+    #i1 = ax1.hist2d(hcal, ecal,bins=(nbinsX, nbinsY), 
+    #           range = [[0,1500], [0,1500]], norm=simple_norm(img, 'asinh', min_cut=vminH, max_cut=vmaxH),
+    #           cmap=plt.cm.Reds)
+   
+
+    #i2 = ax2.hist2d(fake_hcal, fake_ecal,bins=(nbinsX, nbinsY), 
+    #           range = [[0,1500], [0,1500]], norm=simple_norm(img, 'asinh', min_cut=vminH, max_cut=vmaxH),
+    #           cmap=plt.cm.Reds)
+    
+    
     
     ax1.set_xlabel('HCAL E-Sum [MeV]', fontsize=18)
     ax1.set_ylabel('ECAL E-Sum [MeV]', fontsize=18)
@@ -189,7 +201,31 @@ def esum_2D(ecal, hcal, fake_ecal, fake_hcal, nbinsX, nbinsY, name):
     plt.savefig('./esum2D'+str(name)+'.png')
     
     
+def plot_combinedSingleXZ(imageReal, imageFake, r):
+    
+    cmap = mpl.cm.viridis
+    cmap.set_bad('white',1.)
+   
+    figExIm, (axExIm1, axExIm2) = plt.subplots(1, 2, figsize=(20, 6))
+    
+    
+    
+    # Y-Z Real
+    imsumReal = np.sum(imageReal[r], axis=1)#+1.0
+    im1 = axExIm1.imshow(imsumReal, filternorm=False, interpolation='none', cmap = cmap,
+                       norm=mpl.colors.LogNorm(), origin='lower')
+    figExIm.patch.set_facecolor('white')  
+    axExIm1.set_xlabel('y [cells]', family='serif')
+    axExIm1.set_ylabel('z [layers]', family='serif')
+    figExIm.colorbar(im1)
     
+    # Y-Z Fake
+    imsumFake = np.sum(imageFake[r], axis=1)#+1.0
+    im2 = axExIm2.imshow(imsumFake, filternorm=False, interpolation='none', cmap = cmap,
+                       norm=mpl.colors.LogNorm(), origin='lower')
+    figExIm.patch.set_facecolor('white')  
+    axExIm2.set_xlabel('y [cells]', family='serif')
+    axExIm2.set_ylabel('z [layers]', family='serif')
+    #figExIm.colorbar(im2)
     
     
-    
\ No newline at end of file
diff --git a/pytorch_job_wganHCAL_nccl.yaml b/pytorch_job_wganHCAL_nccl.yaml
index b3618b45dda216c69c2dcead56605bab479b634e..61a91a38d946a6b572e7d8293972db790a3479a6 100644
--- a/pytorch_job_wganHCAL_nccl.yaml
+++ b/pytorch_job_wganHCAL_nccl.yaml
@@ -15,22 +15,32 @@ spec:
             mount-nvidia-driver: "true"
           annotations:
             sidecar.istio.io/inject: "false"
-        spec:
+        spec: 
+          affinity:
+              nodeAffinity:
+                requiredDuringSchedulingIgnoredDuringExecution:
+                  nodeSelectorTerms:
+                  - matchExpressions:
+                    - key: magnum.openstack.org/nodegroup
+                      operator: In
+                      values:
+                      - v100
+                      - v100s
           containers:
             - name: pytorch
-              image: gitlab-registry.cern.ch/eneren/pytorchjob:ddpv3
+              image: gitlab-registry.cern.ch/eneren/pytorchjob:Peter_image
               imagePullPolicy: Always
               env:
               - name: PYTHONUNBUFFERED
                 value: "1"
               command: [sh, -c] 
               args:  
-                - python -u wganHCAL.py --backend nccl --epochs 50 --exp wganHCALv1 --lrCrit 0.00001 --lrGen 0.00001;
+                - python -u wgan_ECAL_HCAL_3crit.py --backend nccl --epochs 70 --chpt --chpt_eph 404 --exp wganHCAL_p2critv4 --batch-size 50 --ncrit 4 --lrCrit_E 0.000001 --lrGen_E 0.000001 --lrCrit_H_E 0.00000001 --lrGen_H_E 0.0000001 --lrGen_H 0.000001 --lrCrit_H 0.000001  
               resources: 
                 limits:
                   nvidia.com/gpu: 1
     Worker:
-      replicas: 1
+      replicas: 4
       restartPolicy: OnFailure
       template:
         metadata:
@@ -41,16 +51,26 @@ spec:
           annotations:
             sidecar.istio.io/inject: "false"
         spec:
+          affinity:
+              nodeAffinity:
+                requiredDuringSchedulingIgnoredDuringExecution:
+                  nodeSelectorTerms:
+                  - matchExpressions:
+                    - key: magnum.openstack.org/nodegroup
+                      operator: In
+                      values:
+                      - v100
+                      - v100s
           containers: 
             - name: pytorch
-              image: gitlab-registry.cern.ch/eneren/pytorchjob:ddpv3
+              image: gitlab-registry.cern.ch/eneren/pytorchjob:Peter_image
               imagePullPolicy: Always
               env:
               - name: PYTHONUNBUFFERED
                 value: "1"
               command: [sh, -c] 
               args:  
-                - python -u wganHCAL.py --backend nccl --epochs 50 --exp wganHCALv1 --lrCrit 0.00001 --lrGen 0.00001;
+                - python -u wgan_ECAL_HCAL_3crit.py --backend nccl --epochs 70 --chpt --chpt_eph 404 --exp wganHCAL_p2critv4 --batch-size 50 --ncrit 4 --lrCrit_E 0.000001 --lrGen_E 0.000001 --lrCrit_H_E 0.00000001 --lrGen_H_E 0.0000001 --lrGen_H 0.000001 --lrCrit_H 0.000001 
               resources: 
                 limits:
                   nvidia.com/gpu: 1