{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/8p/dwqnp65s0s77jdbm4_6z4vp80000gn/T/ipykernel_15539/340630829.py:23: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " intercepts.append(model.params[0])\n", "/var/folders/8p/dwqnp65s0s77jdbm4_6z4vp80000gn/T/ipykernel_15539/340630829.py:24: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " slopes.append(model.params[1])\n", "/var/folders/8p/dwqnp65s0s77jdbm4_6z4vp80000gn/T/ipykernel_15539/340630829.py:42: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " [rolling_intercepts[i], rolling_intercepts[i] + rolling_slopes[i] * (window_size - 1)],\n" ] }, { "data": { "image/png": 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Ag4lPJzk5GQEBAXB3d78s7YuKisKGDRtgMpmauY+azp52LpqGZm/fvh1Dhw5t/C4sLAxRUVHYunUrtm7dit69e5/hcrqQtq9btw41NTXNRLnT+7U9/e0oD9u8eTMiIyMby4eGDx8Oi8WC+fPno7CwECNGjLgo13AhxMXF4eDBgxg7duwZLqWm/PDDD7BYLFi+fHkzh0vTsraLSWhoKJ566im8/PLL2LFjBwYNGoS4uDgAQFBQUDOh6XQc96ql56+tz2RsbCwAlomd7VwO/Pz8cO+99+Lee+9FTU0NRowYgZdeeqlRPALY18888wyeeeYZnDx5Er169cKbb76Jr776qtXrOHToEOx2ezP3UXJycrPrFARBEISrCSlbEwRBEIQryKhRozBgwAC88847MJvNCA0NRa9evfDFF180m1b+yJEjWL16NW644YbL1rbrrrsOVqsVn3zySeM6u92O999/v83HCAsLQ0xMDNatW4c9e/Y05h05GDJkCJYuXYrjx49f1JygG264AQ0NDc2mnLfZbHjvvfeabdfe/h4+fDh27tyJDRs2NIpHAQEBSEhIwGuvvda4zZVm2rRpyM3NbXbvHNTV1TWW4jlcLU1dLJWVlZgzZ84la9vvf/97GI1G/Otf/wLA58zLywv//Oc/YbVaz9i+uLgYAJ+l7t2748svv0RNTU3j95s2bcLhw4fbdO6goCCMGjUKH3/8MfLz81s9FwCUlpY2+87DwwMdO3aExWIBAJhMJpjN5mbbxMXFwdPTs3GblrjhhhtQUFCAb775pnFdQ0MD3nvvPXh4eGDkyJFtuhZBEARBuJyI80gQBEEQrjB//OMf8bvf/Q5z587Fww8/jNdffx0TJ07E4MGDcf/99zdOHe/t7Y2XXnrpsrXrlltuwYABA/DMM88gJSUF8fHxWL58OcrKygDgrI6WpgwbNgzz5s0DgGbOI4Di0YIFCxq3u1hMmjQJQ4cOxXPPPYeMjAx07doVixcvPiPDB0C7+nv48OH4xz/+gezs7GYi0YgRI/Dxxx8jOjq6Mfy8Lbz11ltnuK00Gk1j5tD5cs899+Dbb7/Fww8/jA0bNmDo0KGw2WxITk7Gt99+i59//hn9+vXDhAkT4OLigkmTJuGhhx5CTU0NPvnkEwQFBbUorlwM/P39ce+99+KDDz7AsWPHkJCQgA8//BD33HMP+vTpg+nTpyMwMBBZWVn48ccfMXToUPz3v/8FAPzzn//E5MmTMXToUNx7770oLy/Hf//7X3Tv3r2ZoHQ23n//fQwbNgyJiYl48MEHERsbi8LCQmzfvh05OTk4ePAgAKBr164YNWoU+vbtCz8/P+zZsweLFi3C448/DoAh72PHjsW0adPQtWtX6HQ6LFmyBIWFhZg+fXqr5589ezY+/vhjzJo1C3v37kV0dDQWLVqErVu34p133oGnp+cF9rAgCIIgXHxEPBIEQRCEK8yUKVMQFxeHN954Aw8++CDGjRuHVatW4cUXX8QLL7wAvV6PkSNH4rXXXmt3YPGFoNVq8eOPP+KJJ57AF198AY1Gg1tvvRUvvvgihg4dCoPB0KbjOMSj8PDwM0pymopJF1M80mg0WL58OZ588kl89dVXUBQFN998M958880zsmja099DhgyBVquF0WhEz549G9cPHz4cH3/8cbtdR6+++uoZ67Ra7QWLRxqNBkuXLsXbb7+NL7/8EkuWLIHRaERsbCyeeOKJxuDsLl26YNGiRfjrX/+KZ599FiEhIXjkkUcQGBiI++6774LacDaefvppfPTRR3jttdcwd+5c3HnnnQgLC8O//vUvvP7667BYLAgPD8fw4cNx7733Nu43adIkLFiwAC+99BKee+45dOrUCXPnzsUXX3yBpKSkNp27a9eu2LNnD15++WXMnTsXpaWlCAoKQu/evfHCCy80bveHP/wBy5cvx+rVq2GxWBAVFYW///3v+OMf/wiAuVF33HEH1q1bh3nz5kGn0yE+Ph7ffvstpk6d2ur53dzcsHHjRjz33HP44osvUFVVhS5dumDOnDmYNWvW+XWoIAiCIFxiFFXS9gRBEARBaAdLly7Frbfeii1btpzhJBKEK0GvXr0QGBiINWvWXOmmCIIgCMI1iWQeCYIgCILQKnV1dc0+O3KDvLy80KdPnyvUKuG3itVqRUNDQ7N1GzduxMGDBzFq1Kgr0yhBEARB+A0gZWuCIAiCILTK73//e9TV1WHw4MGwWCxYvHgxtm3bhn/+85/tnrZdEC6U3NxcjBs3DnfffTfCwsKQnJyMjz76CCEhIXj44YevdPMEQRAE4ZpFytYEQRAEQWiVr7/+Gm+++SZSUlJgNpvRsWNHPPLII42hwYJwOamsrMTs2bOxdetWFBcXw93dHWPHjsW//vUvxMXFXenmCYIgCMI1i4hHgiAIgiAIgiAIgiAIQqtI5pEgCIIgCIIgCIIgCILQKiIeCYIgCIIgCIIgCIIgCK0igdnnwG63Iy8vD56enlAU5Uo3RxAEQRAEQRAEQRAE4aKgqiqqq6sRFhYGjaZ1f5GIR+cgLy8PHTp0uNLNEARBEARBEARBEARBuCRkZ2cjIiKi1e9FPDoHnp6eANiRXl5eV7g1giAIgiAIgiAIgiAIF4eqqip06NChUftoDRGPzoGjVM3Ly0vEI0EQBEEQBEEQBEEQrjnOFdMjgdmCIAiCIAiCIAiCIAhCq4h4JAiCIAiCIAiCIAiCILSKiEeCIAiCIAiCIAiCIAhCq0jmkSAIgiAIgiAIgiD8SlBVFQ0NDbDZbFe6KcKvAK1WC51Od85Mo3Mh4pEgCIIgCIIgCIIg/Aqor69Hfn4+TCbTlW6K8CvCaDQiNDQULi4u530MEY8EQRAEQRAEQRAE4SrHbrcjPT0dWq0WYWFhcHFxuWA3iXBto6oq6uvrUVxcjPT0dHTq1AkazfmlF4l4JAiCIAiCIAiCIAhXOfX19bDb7ejQoQOMRuOVbo7wK8HNzQ16vR6ZmZmor6+HwWA4r+NIYLYgCIIgCIIgCIIg/Eo4X+eI8NvlYjwz8tQJgiAIgiAIgiAIgiAIrSLikSAIgiAIgiAIgiAIgtAqIh4JgiAIgiAIgiAIgnDVkpGRAUVRcODAgTbvM3fuXPj4+FzxdlwriHgkCIIgCIIgCIIgCMIlJTs7G/fdd1/jTHFRUVF44oknUFpaes59O3TogPz8fHTv3r3N57v99ttx4sSJC2nyeTFq1CgoigJFUeDq6orw8HBMmjQJixcvbvexXnrpJfTq1eviN/I8EPFIEARBEARBEARBEIRLRlpaGvr164eTJ09iwYIFSElJwUcffYR169Zh8ODBKCsra3Xf+vp6aLVahISEQKdr+4Txbm5uCAoKuhjNbzcPPvgg8vPzkZqaiu+//x5du3bF9OnTMXv27CvSnouBiEeCIAiCIAiCIAiC8CtEVVWY6huuyKKqapvb+dhjj8HFxQWrV6/GyJEjERkZiYkTJ2Lt2rXIzc3FX/7yl8Zto6Oj8corr2DGjBnw8vLC7NmzWywXW758OTp16gSDwYDRo0fjiy++gKIoqKioAHBm2ZrDxTNv3jxER0fD29sb06dPR3V1deM2q1atwrBhw+Dj4wN/f3/cdNNNSE1Nbfd9MRqNCAkJQUREBAYNGoTXXnsNH3/8MT755BOsXbu2cbs///nP6Ny5M4xGI2JjY/H888/DarU2tv/ll1/GwYMHG51Mc+fOBQC89dZbSExMhLu7Ozp06IBHH30UNTU17W5ne2i7bCcIgiAIgiAIgiAIwlVDndWGri/8fEXOffRv18Hocm5JoaysDD///DP+8Y9/wM3Nrdl3ISEhuOuuu/DNN9/ggw8+gKIoAIA33ngDL7zwAl588cUWj5meno7bbrsNTzzxBB544AHs378fzz777DnbkpqaiqVLl2LFihUoLy/HtGnT8K9//Qv/+Mc/AAC1tbV4+umn0aNHD9TU1OCFF17ArbfeigMHDlzwdPczZ87EM888g8WLF2PcuHEAAE9PT8ydOxdhYWE4fPgwHnzwQXh6euJPf/oTbr/9dhw5cgSrVq1qFJy8vb0BABqNBu+++y5iYmKQlpaGRx99FH/605/wwQcfXFAbz4aIR4IgCIIgCIIgCIIgXBJOnjwJVVWRkJDQ4vcJCQkoLy9HcXFxY5nZmDFj8MwzzzRuk5GR0Wyfjz/+GF26dMHrr78OAOjSpQuOHDnSKAK1ht1ux9y5c+Hp6QkAuOeee7Bu3brG/aZOndps+88//xyBgYE4evRou/KWWkKj0aBz587NruWvf/1r4+/R0dF49tlnsXDhQvzpT3+Cm5sbPDw8oNPpEBIS0uxYTz75ZLP9/v73v+Phhx8W8UgQBEEQBEEQBEEQhOa46bU4+rfrrti520N7ytz69et31u+PHz+O/v37N1s3YMCAcx43Ojq6UTgCgNDQUBQVFTV+PnnyJF544QXs3LkTJSUlsNvtAICsrKwLFo8A9oHDXQUA33zzDd59912kpqaipqYGDQ0N8PLyOudx1q5di1dffRXJycmoqqpCQ0MDzGYzTCYTjEbjBbezJSTzSBAEQRAEQRAEQRB+hSiKAqOL7oosTUWQs9GxY0coioJjx461+P2xY8fg6+uLwMDAxnXu7u4XpX9OR6/XN/usKEqjQAQAkyZNQllZGT755BPs3LkTO3fuBMDQ7gvFZrPh5MmTiImJAQBs374dd911F2644QasWLEC+/fvx1/+8pdznisjIwM33XQTevToge+//x579+7F+++/f9Ha2RriPBIEQRAEQRAEQRAE4ZLg7++P8ePH44MPPsBTTz3VLPeooKAA8+fPx4wZM9osRgEsU1u5cmWzdbt3776gdpaWluL48eP45JNPMHz4cADAli1bLuiYTfniiy9QXl7eWBq3bds2REVFNQsLz8zMbLaPi4sLbDZbs3V79+6F3W7Hm2++2ZjD9O233160draGOI8EQRAEQRAEQRAEQbhk/Pe//4XFYsF1112HX375BdnZ2Vi1ahXGjx+P8PDwc2YVnc5DDz2E5ORk/PnPf8aJEyfw7bffNs5E1h4Rqim+vr7w9/fH//73P6SkpGD9+vV4+umnz+tYJpMJBQUFyMnJwY4dO/DnP/8ZDz/8MB555BGMHj0aANCpUydkZWVh4cKFSE1NxbvvvoslS5Y0O050dDTS09Nx4MABlJSUwGKxoGPHjrBarXjvvfeQlpaGefPm4aOPPjqvdrYHEY8EQRCEXw119TY8/e0B/HNly7ZnQRAEQRAE4eqjU6dO2LNnD2JjYzFt2jTExcVh9uzZGD16NLZv3w4/P792HS8mJgaLFi3C4sWL0aNHD3z44YeNDh5XV9fzaqNGo8HChQuxd+9edO/eHU899VRjIHd7+eSTTxAaGoq4uDhMmTIFR48ebZxRzsHNN9+Mp556Co8//jh69eqFbdu24fnnn292nKlTp+L666/H6NGjERgYiAULFqBnz55466238Nprr6F79+6YP38+Xn311fNqZ3tQ1PakVv0Gqaqqgre3NyorK9sUXCUIgiBcGiwNNjzwxR5sPlkCAFjx+2HoHu59hVslCIIgCIJweTCbzUhPT0dMTAwMBsOVbs5Vxz/+8Q989NFHyM7OvtJNueo427PTVs1DnEeCIAjCVY/VZsfjX+9vFI4AYP7OrCvYIkEQBEEQBOFK8sEHH2D37t2NpVuvv/46Zs6ceaWbdc0i4pEgCIJwVWOzq3j2u4NYc7QQLjoNnhzXCQCw7EAuqs3WK9w6QRAEQRAE4Upw8uRJTJ48GV27dsUrr7yCZ555Bi+99NKVbtY1i8y2JgiCIFxa0tIANzcgNLTdu6qqir8sOYxlB/Kg0yj46O4+GN0lCD8czENqcS2WHsjDPYOiLkGjBUEQBEEQhKuZt99+G2+//faVbsZvBnEeCYIgCJeO8nLgu++Azz4DDhxo166qquKVFcewcHc2NArwzvReGBMfDEVRcNdACkZf78yCRPcJgiAIgiAIwqVFxCNBEATh0mEwABERQEMDsHQp8OOP/L0NvL3mBD7fmg4AeG1qD9zUI6zxu6l9IuCq0+BYfhX2Z1dcgoYLgiAIgiBcnch/nAnt5WI8MyIeCYIgCJcONzfgzjuB0aMBRQF27wbmzAEqK8/ctq4OsNkAAB9uTMW761MAAH+b3A2/69eh2abeRn2jmDR/hwRnC4IgCIJw7aPX6wEAJpPpCrdE+LXheGYcz9D5IJlHgiAIwqVFUYCRI4GwMGDxYiA3F/j4Y+C224DYWG7T0AB8/TWg02F+1EC8tioVAPDn6+MxY3B0i4e9a1Akvt+XgxWH8vD8TQnwMbpcpgsSBEEQBEG4/Gi1Wvj4+KCoqAgAYDQaoSjKFW6VcDWjqipMJhOKiorg4+MDrVZ73scS8UgQBEG4PHTqBMyeDXz7LZCfD8ybB4wdCwwdChQVAYWFSMooxomvtsM3YQTuvqkvHhkV1+rhenfwQUKoF47lV+H7fbm4f1jMZbwYQRAEQRCEy09ISAgANApIgtAWfHx8Gp+d80VRpWDyrFRVVcHb2xuVlZXw8vK60s0RBEG4esjOBtzdAT+/9u1ntQIrVwL79/NzQgLUm2/Gqq3HsedfH8DTXIPEuGCMeeFxKHGti0cA8NWOTPx16RHEBrpj3dMj5X/fBEEQBEH4TWCz2WC1Wq90M4RfAXq9/qyOo7ZqHiIenQMRjwRBEFrAYgHef585RWPGAAMHApp2xOipKrBvH6w/rMCJvAr8Uqri07D+MOkNeMV8GFMDVShaLTBxItC/f6uHqbE0YOA/1qK23oYFDw7C4Dj/i3BxgiAIgiAIgvDboK2ahwRmC4IgCO2nvh7w96eL6Oefgc8+Y+lZG8mvMuP1EnfcVNsZi1NrYCkswt1HVuPpjnrc+s5foPTqBdjtnJ1t5Ur+7iA5mblJADxcdZjcOxwA8PUuCc4WBEEQBEEQhEuBOI/OgTiPBEEQWkFVWXr28890Imm1wPDhXFqwxqqqin1Z5ZizNQM/HSmAzc6/fmKNCv5qPoohSiUMei0waBAwbhywYwewdi13josDfvc7oKSEs7VptcC0aUDHjjiSW4mb3tsCvVbB9v83FgEerpezFwRBEARBEAThV4uUrV0kRDwSBEE4B1VVdAgdP87PQUHA5MlAOB1BlgYbVhzMx9xtGTicW9m428AYP9w7NBrjEoKhUwBs2ABs3swvIyMpFuXkcIY2qxUICACmTqWglJrKMrmbbwZ69cLk97fiYHYF/nx9/FlDtgVBEARBEARBcCLi0UVCxCNBEIQ2oKpAUhLw009AbS2gKMDgwbCPHIVpn+/BnsxyAICrToNbeoVj5pBodA1r4c/U5GRgyRI6mTw8KCC5uAALFlCkcnMDbrsNOHgQOHSI+4wdi28NUfjT94fRwc8Nm54dDY1GgrMFQRAEQRAE4VyIeHSREPFIEAShHZhMwKpVjcJOoc6IqbkBKPIPxZPjOmF6/0j4ubuc/RilpcA33zBDSaMBJkwAunblutxcrrvxRqCsDNi6FQBg6d0X/ffpUGWx44v7BmBk58BLfaWCIAiCIAiC8KtHArMFQRCEy4/RCEyZAtx5J+DlhYL0PNx2eC0erkzCo4Mizi0cAQzifuABIDGRQdmrVgGrV/OY3btz3Q8/8OeECYCiwHX/XjxfdxRauw3zd2Re+uu8TKiqiuUH85BZWnulmyIIgiAIgiD8hhHxSBAEQbj4dO4MPPYYtvlGAwCGVWUCH3wAnDjRtv1dXChCTZxIp9GRI8DcucDIkcDo0dxm+3YgPZ25R1otxthLMOXIemw5nI2CSvMluazLzZqjhfjDgv245f2tSCmqvtLNEQRBEARBEH6jiHgkCIIgXBJUFxd85tMNixLHITg6jJlFX38NfP89c5HOhaIAAwcCs2YBnp5AcTHw6acM5P7d7wC9Hjh5kiLSpEnw9/fCAE01phxcgyUbj13y67scrEoqAACUm6y4+9NdyCk3XeEWCYIgCIIgCL9FRDwSBEEQLgmpxbUoqalHsX8oQp57Chg6lILQ4cPA++/TTdSW2L3ISOChh4CoKAZpf/MNkJ8PzJxJUamoiGVtEyYgoXM4AkwVqP/f/9CQX3DpL/ISYrOr2Hi8GADg7+6Cgioz7vlsF4qrLVe4ZYIgCIIgCMJvDRGPBEEQhOaYTG0Tdc7BrvQyAEDvSB+4uhmA8eOZZRQczHMsWgQsXEhH0rnw8ABmzACGDOHnLVuAdeuYgxQayuOtXInOk8bA4uMHtbIS6f/+L5D5680/OpBdjrLaengZdFj2+FCE+7ghvaQWMz/fhco665VuniAIgiAIgvAbQsQjQRAEoTnffQd89BGQnHxBItLO9FIAwIAYf+fK8HBg9mzmFmm1wPHjdCHt3Xvuc2m1DMj+3e+YiZSeDixYQFGqa1fAZoPLpo2I6dsVeZ4BOHYyD/jyS+DYZS5hs9kuivi29lgRAGBUlyBE+Box/4GBCPBwxdH8KjzwxW7U1dvO/+Ay0aogCIIgCILQDkQ8EgRBEJxUVgJ5eUBhIV1B//sfQ67bKTaoqoqdaXQeDYrxa/6lVsvg64ceAiIiWIr2ww8UesrKzn3wbt2ABx8EAgLoWpo/H4iOBoYPBwBMqMtBg6JBXVY2avcd4HXs2tWu9p83dXW8jq1bz71tbS2FplZYd6wQADA2IQgAEB3gji/vGwBPgw67M8rxyPy9qG+wt71tqsqMqC+/vHz9IQiCIAiCIFwTiHgkCIIgOPH2Bp58Ehgxgu6e/HyGXH/2GZCa2mYRKavMhIIqM/RaBb0jfVveKCgIuO8+4LrrGH6dng58+CEDsO3nEEUCAykgnXIcYeVKCkk33wwfLyMmWPIQUFuJ7OIa4NAhYPlylrldasfN8eMslVu7Fjh6tPXt8vKAjz8GVq1q8evsMhNOFNZAq1EwqnNQ4/quYV6YM6s/DHoNNh4vxjPfHYTNfo5rslqBPXvo8Jo/H0hLo3gk7iNBEARBEAShjeiudAMEQRCEqww3N2DMGGDQIDpodu0CcnKAefMYXj16NBATc9ZD7DyVd9QzwgduLtrWN9RogMGDgfh4Cjzp6cDPPzNMe/JkCkyt4erKErbt24E1a4CDB+mYmjwZ0eX12F5RB7eiAqihXlAOHKDIVF0NTJpE99OloFcvCm47dwKLFwNeXnRXnU5NDduyezcQEgL07dvsa4frqF+UL7yN+mbf9Yv2w0d398WDX+7BDwfz4O2mwyuTu0NRlObnqK7mvdu7l5lQAPusTx9gwACGlwuCIAiCIAhCGxDnkSAI1x5VVcCmTWctCRLagNHIPKEnnqCQpNMBWVnAF19wycpqdVdHydqA00vWWsPXl4HYN99MgSM3l86cjRvPfh8VhSHaM2YA7u5AQQHw44+I+d1NSA2MQpJ3OCxlFYDBABw4AGzbxjK2+vo2d0Mje/awXefiuuuALl2AhgZmMpWXn7lN584U4QC6pk7ry3XJzDtylKydzqguQXhrWi8oCvDVjiy8ufqE88v8fApX77wDbN5M4cjXF7j+euDpp9k+31bcYIIgCIIgCILQAoqqim/9bFRVVcHb2xuVlZXw8vK60s0RBOFcqCozXdLT6eaYNOlKt+jaobqaYsTevU5BJy6OIshp7pphr61HTnkdvrhvAEZ2DmzfeaqqgB9/ZAkYQPfR5MkM2z7Xft99B2RnAwD+nO+BurwCPBNsQVRuCkUpk4mZSQkJwF13UXBqC4cPA99/T1fWrFmcMe5s1NcDc+ZQyAkMBO6/nwJWU1SV7T16lLPJzZ4NeHmhxtKA3n9bDatNxbpnRiIu0KPV08zfmYm/LDkCRbXjte4GTLPlAhkZzg0iI+ns6tKFLi9BEARBEARBaEJbNQ/5l6QgCNcWO3ZQONLrndO6CxcHT0/ghhuAP/yBwpxGwxykTz9lLlJ+PgAgt6IOOeV10GoU9I06D4eLlxcwfTpw220Ud4qKeI7Vq5nfc7b9Zs1iSRaAUSUnoVFVHIrrAfTuTcFLr2dJ3KFDzHFqS0A3QKdQRIQzELuk5Ozbu7gAd9zBNhUXA998c6aDSlGAW26hEFVTw20aGrD5RDGsNhUxAe5nFY4A4K7eoXgjsg4z965A5bsfIGn1Vt6XxERmQt13H4UyEY4EQRAEQRCEC0D+NSkIwrVDURFDkQGW5vj7n3174fzw9qaj6/e/pyij0XBGto8/BhYuxME9yQCA7uHe8HA9z2g9RQG6dwceewzo0YMunW3bGKjd1FlzOlotBa5bb4WfrweiK/JRf+w43VF9+tD9oyhAcjJFpM8+Y3j1uXB1Be6+GwgN5SxpX37ZcjlaU7y8gDvvpJCUng6sWHFmSLWLC4UyNzeWxK1YgbVHmXc0Jv4seU+VlRTT/v1v3HZgNe6qOo6E4nRsSK/Ev+Ovh+3WKed2agmCIAiCIAhCGxHxSBCEa4OGBpYVNTTQJXJaALFwCfD1ZTmZQ+A5Jcq4/O9/uCF5C0a3Me7orBiNwJQpFGG8vOgUmjsX+OEHwGxufb+ePWG9915UGDxRW1jCAOuBA4H+/Skq2u2cdezwYeBPfwKWLTt3WwwG4J57WIZWVUUBqarq7PuEhNBBpSjA/v0MID8dX18GfysK7Pv3o2TdLwBayTvKyQEWLQL+/neWxW3YAGRno2OPjtANH47DoZ3wwd4izP5yD2osDee+ptawWllO15aMJ0EQBEEQBOGaRzKPzoFkHgnCr4Q1azgwNxqBRx9lhoxweSkuBjZtwtz/rUCFqR439wpH7OhBwKhRF8cFZrHwPu/Zw89eXsBNN1EsbIHCKjNG/O0nXH9yO97sYYBOq2H2T3ExsG8fHUx1dXQSBQSw5G3WrHO3o7qawk1ZmXO/cz1vu3YxGBugUNSt25nbbN+OvG+WYuHeXKzpMw7L35oBvVZDoevYMeZN7dtHp1RNDeDjA3TowOvv1w/o2RMrUirwzLcHYWmwIz7EE5/O7IcIX+O5rwlg/544wXOdPEkBKTERmDq1bfsLgiAIgiAIvzraqnmIeHQORDwShF8BGRmc/UtVWQIUH3+lW/SbpajKjBv+sgiDsg/jjW4uMOi1dN307AmMHHlxZvnKyACWL3fmFSUmciax08KvVVVFn1fWoLy2Huv6axCXtJvPSGAgs4/27mX5WkUFhZOgIGYQPfnkuTOCKiooIFVWMrNo1iyWnp2NVauYyaXTATNnUvhp3mAseeG/yNywHdEdAnDLW/+P5W5r1rCdRUUUkoKDGYQ9cCBFo8hI9vEpDmRX4MEv96C42oIADxd8fE+/1rOn6uoYTH7sGJCS0jyXyccH6NWL4p8gCIIgCIJwTSLi0UVCxCNBuMoxm5mDU1nJTJubb77SLfpN88PBPPx+wX50DfXCymkdgY0bnbOmaTQUI0aMoDBxIVitPPa2bRSEjEZg4kTmJDURUu78ZAe2pZbi37f1wDTfepZ81dWxBC04mE6epCQKUbW1LDMbNQp48UWKPGejrAz4/HO6gMLDgRkzmI3UGnY7Q7GPH6fQ9cADZ4hpN765HgNXLsB9uiJEmCu4XVUV2xsezvLAIUMoxhlbdxTlVdThgS/24Gh+FVx0Gvx7ag/c0vtUBlJtLcWoY8dYume3O3f09we6duUSEtKsLwVBEARBEIRrj1/dbGu//PILJk2ahLCwMCiKgqVLlzZ+Z7Va8ec//xmJiYlwd3dHWFgYZsyYgbxzhJy+9NJLUBSl2RIvjgRBuLZYuZLCka8vQ7KF1mm4gAycNrIzvRQAMDDWj+HSd9zBWb86dqRIsW8f8N57wI8/njsv6Gzo9cD48Tx2cDBgMjHzauHCZseND+FfgMfyq4C4OOChh4CwMIqOWVkUYXr1ohvJ3Z0ZP+vXA888Q5HpbPj5UTAyGrnf/PlAfX3r22s0LAFzhG7Pn+88h6oi/1Ayev28CH1zjiI05QiQmcmloYEOo7/9DXj6aWDw4LMKRwAQ5uOG7x4ejAldg1HfYMdfvtyG+e9+B/ucucAbbzAzKiWF9yQoiILZo48Cjz8OjB3LNopwJAiCIAiCIJziPKfBufjU1taiZ8+euO+++zBlypRm35lMJuzbtw/PP/88evbsifLycjzxxBO4+eabsceRfdEK3bp1w9q1axs/6871P8mCIPx6SErilOuKwlDls7k+BODrrymadOvG5ULdPy2wM42lZANjmmQchYdzprKsLLqF0tKA3bsZIN23LzB8+PlnVIWFAbNnA1u2AL/8QldPRgYwYQLQpw8SQj0BnBKPAF7zffdRdNy3jwHU0dF09uzbx2cpN5eiymOPAW+9dfZ+CgpiiPYXX/D6Fi5kuHdrf9e4uPD7Tz4BSkq4fdeuwLJlaNi0E5Oyi+Bp0EHbqRNL6fz9WQ5nMAClpUBUVJu7xr2uBh/F1WPV/gM4vvsoiner+CnIAxO6hUAfEe50GMmshIIgCIIgCMI5uCrL1hRFwZIlS3DLLbe0us3u3bsxYMAAZGZmIjIyssVtXnrpJSxduhQHDhw477ZI2ZogXKVUVbFcra6OZVBjxlzpFl3dWCzA6683dx+FhzuFJG/vCz5FaY0Fff9OsX7f8+Ph5+7S8oYZGZwlLDOTn/V6zoI2dOgZuUXtoqiIWUg5OfwcE4NjfUdi4ldJ8DHqsf/58VCaumn27aOI1NBA4dFs5rrcXAo1wcF0K73xxrmnvc/OBubNo/OoSxdg2jRAq219+/R04K9/5YxmNhvg64ujRbU4rnjAZ9L1GP3oHbyeH39kP3l4UKiaNevMrKSmlJXxmMeONZspLSmvEvNz7Uj27QCXxG5495HRCPIynLtPBUEQBEEQhGuatmoev1obTmVlJRRFgc85/uf85MmTCAsLg8FgwODBg/Hqq6+2KjYBgMVigcViafxcdSFlFYIgXBpUFVi6lMJRWBiDmIWz4+oKPPUURYWkJAo4ublcVq+mINGtG50o5ymU786g66hzsEfrwhFAp8+sWRRQ1q+n2LNtG2dRGziwTWVZLRIURFfRzp08bno6OmZmoV+eEXtDO6OgyoxQ7yah1n36MNfn228ZgK0oLA/T61lilp9PYefxx4HXXmt1VjcA7L877wS++orup8WLWaJ2evB2bi7Pt3Ejj19eDmi1sHbqhFfDr8fu0M5Y8cx1QJAHXUaFhXzeT5ygA+mbb+i0anqPioudglFBgXO9ojBMu2tXdEtIwC2lDXho3h6Ul1vxf0uO4NOZ/drfx4IgCIIgCMJvkl+l88hsNmPo0KGIj4/H/PnzWz3OTz/9hJqaGnTp0gX5+fl4+eWXkZubiyNHjsDT07PFfV566SW8/PLLZ6wX55EgXEXs2MGZq/R6ZtgEBJz/sVT1t5ntUlPjFJIyM9kPDiIjnUJSK39WtsRLy5Mwd1sG7hkUhVdu6d62nVSV2TsbNnAKeoBC16BBFJEM5+mOKSkBPvsMSEvDlxkWHFU8cdPzD2PY0G5nbmsyUexJSXE+D0ePsgwtJ4dlXeHhwMsv0yF1NlJSgAULKDr16gVMnsz1O3Ywk2n/fueMZl5eQEwMoKpIserxaH0sLPFdsfHZUXRI2e28N//9Lx1FJhPQqROFqhtuAE6eZDtLSpzn12goznXtylkHTysHTMqrxI3vboFOo2D3X8bB92winyAIgiAIgnDN86uebe1s4pHVasXUqVORk5ODjRs3tkvQqaioQFRUFN566y3cf//9LW7TkvOoQ4cOIh4JwtVCcTHw8ccsNbrxxnMP5s+Gw/kybVq7RJJrjupqihBJSRRMHCgK3S/dugEJCefMJZr4n804ll+F/97ZGzf1CGtfGxzumg0bnO4Zg4Eziw0c2LY8K7udjqojRyiMmUxAWRlWFNqRkleOwZ2DMHDGLcxYOr2kzG4HNm3iAnA2t4wMPiNZWRR6wsKA//f/GCh9No4dA777jmVw9fV0G+XnO7+PjuasgNddxzK9n3/G6k+X4FBhLVzuvgt/GBHN2dBOnOA11Nfzc0gIf7q4sMwwPp73SKsFYmMpGHXpck7X1g3/2Yyj+VV4dUoi7hjQuhNXEARBEARBuPa5JsvWrFYrpk2bhszMTKxfv77dYo6Pjw86d+6MlJSUVrdxdXWFq4TuCsLVic1G90ZDAx0Y/S6g7Ka0lOVDdXUMW5448eK189eGpycFmoEDmSXlEJKysymgZGQwGyg62ikknZZNVGmyIrmAZb4DYvza3wZFofDRuTPFl40bmfmzfj2wfTvzkAYMoHDSFFWluJOUxKW2tvl1DRqE4jo/pM39Hp0rK3nco0fpCGqaY6TRAKNHUyBasoTrOnSgMKPVsg8yM4FXXmGp2W23tX4tej3dQD/9RBHKy4uzuQ0axP169WrmdrMPGIgTry9Et8JUDJr3GpA6gCVqqsqsKr2ewlETQQz19bwXt9zCPmuHQ2tSzzAcza/CDwfzRDwSBEEQBEEQ2sSvRjxyCEcnT57Ehg0b4H8es8PU1NQgNTUV99xzzyVooSAIlxyHK8VopHPjfMvN6uo481hdHRARwSnfBeLlRZFj0CCgstIpyuTm0oWTnk4hKSaG4kV8PGA0YndGGVQViA1wR5DnBQQxK4qz5CopiWJPaSmwdi1FpGHDOENbcTEdRklJFLwcuLlx/+7d6ZrSaBB9vAgvJ4yAyV6MG9xLKEp9+inL4kaPpjjjoEsXZgp98w3zhhxT1ms0vPbMTOA//6E49NBDzmfQYqFrackSZh7Z7exLk4llgA8+6CxhU1W24fhx4PhxFCadhN1kgpvdBm/FDhw8SEedzUaxTKNhnpNWyzbZbBSjVJXvQjtL+27qEYrXViVje1opiqrMEpwtCIIgCIIgnJOrRjyqqalp5ghKT0/HgQMH4Ofnh9DQUNx2223Yt28fVqxYAZvNhoJTZQ1+fn5wOfU/0WPHjsWtt96Kxx9/HADw7LPPYtKkSYiKikJeXh5efPFFaLVa3HHHHZf/AgVBuDAyM4GtW/n7pEnnX2Zms9FxVFrK0p/p01ufVv23jrc3y8aGDKHbxuFIyssDUlO5rFgBxMYio8wNrlYFA2PPMhNYe9BogMREClSHD1M4zMnhDHuVlRRPwsK4nasr3VDdu1PUOq0krWuoF6AoWK8Lgnn2bTCsWwMcOsSQ7uRkCpHR0c4d/PyABx4AfviB20VEUKjRaJylbPPmsU/uuosOo7VrKWgBFJTi44Fbb6VDa+1azuLW0MDSv+Rk7nuKtMJqWLQuqE3sCU1NBkXNw4eBHj0oDnXpwuuLi6MTa9s2IC2N5YaLFlGYasd/qHTwM6J3pA/2Z1Vg5eF8zBoac/73SRAEQRAEQfhNcNWMmPbs2YPRo0c3fn766acBADNnzsRLL72E5cuXAwB69erVbL8NGzZg1KhRAIDU1FSUNAkOzcnJwR133IHS0lIEBgZi2LBh2LFjBwIDAy/txQiCcHGxWIAlS6Da7aiO7w6vhITzO46qcqCfnk5Hx513njPHRziFry9Lx4YOZdmUw5FUUACkpMB9VxZmV9djpP8g4KBKweN8w66bUlbGmdC0WoolRUXMEqquZknYpElczlJuHOTpCl+jHuUmK05W25E4ZQqFphUrePw5cyjU3Hijs816PcWfDh0Yzh4d7XQZZWdTAEpPBz75hOVvWi2FniFDmKHVqRNLy1JTKU5u3EhnUqdO3F5RuL2iIK0sC3rVhthADyC2B/vVzY2larNnNxc3x493zsB28iSve+FCil3tKLme1CMM+7MqsOKQiEeCIAiCIAjCublqxKNRo0bhbNndbcn1zsjIaPZ54cKFF9osQRCuBn76CdbSMixJq8Vfa/X4d3wubukdfu79TmfXLk4HryicRj04+OK39beAnx9Dp4cPB0pLYdp/CEe3L4K/akaXqnyWbmm1QMeOdA516dIuYQMVFSxJO3Kk+dTz4eE8Vn4+y+hiYrhNTg4wYgTQs+eZQdjgJAwJoV7YllqKYwVVSIzwppto1Ci2ddcuYO9euttuuokZQtyR5WOhoXSr1dQwX6mmhgJWVRXFJq0WeOYZikY6HcvR5s+nuOSYWS0sjG3OyQF8fFjSVluLqjorSmvMMLm4IWLCCKB3DzqUFi6kULZtG6/NgUbD3KRPPuF26ek85+LFdNG1sZTzxh6heOXHo9iTWY7cijqE+7i1/f44sFjYxqIiPhMxIkIJgiAIgiBcq1w14pEgCEKLHD0K0649WHowH/+NGoZ6nR4fbkzF5F5hnM68rZw8SQcJQPdGly6Xpr1XgpISlke5nYcAcKH4+2NXh26Y19uERBcLnhzjR+dMcXFjpg90OjpuunWjMHN66DXgDOp2iEFN8fCgQFNby+3c3SlMjRgB7N9PsWn5cgafjxzJcjeNptkhEgKNyN6bBPNP+cBeG0UpVeVxExL4fJSVMQsrMRG4/nqex2Kh08dk4vGLipylcgYDBRy9Hli6lKJSTU3ztnt58Tj+/hR2MjOB3buZy9SxI3Z5++O7xI4IT+wEz6nDnPtNnAj8+CPL1Hx92SYHRiOFos8+o7CVkcFjb9gAjBnTptsW7GXAwBg/7Egrw4+H8jB7RFzrG1utvJ9FRc6fRUUsH3TQq5eIR4IgCIIgCNcwIh4JgnBJqayzwsuga5/Q46C6GqULFmHZ7mys9e+M2uBwuDXYcbywGjvTyzAoto05L0VFzIZRVaB3bwYlX0ssXswcIj8/OlzCw7mEhLQs1FxkdqaXAQC6JMYBo3rS0VNURBHpyBHmSx07xkWvdwpJYWEs6zpyhKKKw2GqqhTCdDqKNk0FGQ8Pij1duzIQe/hwusm2bKH4s2QJsHkzRaSAADpzUlNxy/bD8DySA2OuEegbwWMFB3OK+7g4ijDbtnE5fJiiVGAg98/IoEBlNPKcej3zoBzZRRkZFFWysihMxsdTWHI4cxyB3tHRvB9mM491ww2Yt60Kud7FuKdbaPNO7d+f17N9O7BsGc8X2WRmtOBgzrT27bfso4IC4JdfuL5btzbdt5t6hGFHWhl+OJhP8aihgffKIQ45hKLycue9OR1PT4Z5h4a2/L0gCIIgCIJwTSDikSAIl4zF+3Lw9LcH0T/aF8/f1BU9InzavrOqIuWTr7Bm80lkG7yR12sgFt8/CJ9tScfXO7Pw5faMtolHtbXAggUcyEdFsSzpfGdpuxpRVTpDAIoNZWUUYwBeZ1CQU1AKC6O40EJp14WwM60UADAgxs+5MiiIi0NIcsyMVlQErFvHe1JVRUdOYCDFEaORbbNYKLA48PSkWNS1KzOImrqKNBqKgX370nmzciUdTMuWUaiJjgYCAhBs0KDGxQ1bPcIx9dZbocTFnZl3NWIEy8zmzgVOnGD79HqWuMXE0K3m60vR6NAh/l5Tw/bV1tIBtmED70dQkPO4AQFse0IC1y9bBhw6hPoF3yCnuAPgFYyx8UE4g/HjKdwkJztzjfya9HHXrmzzL79QwKqupgPK35/CYWvY7UBZGW7SlWNl9mH4JFeixLQLAZYaftcSRqPznjqWwMAr43YTBEEQBEEQLjsiHgmCcMlYeiAPALA7oxw3/3crpvaJwJ+u74LgNkwNvmn+jzi0ZAssigY5o67HoseHI8DDFTMGR+HrnVn4OakQ+ZV1CPU+y+C1oYFTrpeXc6B/++0XXTi5pKxfz5m3/P0pQPj7U2RpKp4oCvDYY9wuL4+5Oo6f1dUsuSospJMGoJsnJKS5oBQQcN6CWl29DYdyWL40KKYFMU9R2PdBQWxHTg7bWldHkaWoiKILwHYEBVEg8fFpLhi11D6LhY6l1FTOPlZcTCGnqooiWl0d85Hc3eE9+SbMcamCDQr+HN0FIR5NnsG8PGYe7d5Np1FxMUU5vZ6LxXLqYusoanl70/GUlcW+PHaMoktNDUWc2lrO4HbLLRSMAgObt/+WWwCrFVmbduP6Ixuxa+hEdAxqIbhdowGmTKGYlZfHHKUHHmgu2Iwe7SzBaxqgPXs2t6uocDqJHG6i4mLAZoMPgN/V5CKztBapSTUIiPWnYyow8EyhyN29jU+EIAiCIAiCcC0i4pEgCJeEBpsd+zI5HfmoLoHYeLwY3+/LwcrD+XhkVBweHB4LN5czhRxVVfH50l0o/9830KkqrGPH4uOnJzZuGx/ihYExftiZXoavd2bhmQmtZBepKmfTysrigPrOO+meOF9U9fI7lpKSWEbUFK2W4opDTHIsAQHOEiwHVVVnCkpmMwWcprlCrq4UkZoKSt7ebbrefVnlaLCrCPU2oINfE1HDagVSUug4OnHC6Y5ydaUDLCaGol55OUUNi4UZOi4udARFRfF6wsKc7bDbeR0OsSg7u7lTRlG435gxvI7sbApCFgtcN6zH46k1WObbGcfyKhFiUNi2PXuYy5ST48wzMhjYjwYDxZeaGopKDQ3AhAkUqE4JMKiuZt/b7bw39fVct38/hZ3ThSOA57jxRhxduRsBteV4KHcnlLwRbPPpuLgAd9wBfPopn4VvvgHuuccpgioKZ4V7/30Kbrt3U6w7eJD95wjsPh29HggMRJBHBOYdqMCBiFAMfHoSr+1acuYJgiAIgiAIFwVFbcs0Zr9hqqqq4O3tjcrKSnh5eV3p5gjCr4bDOZWY9N8t8DLosP+FCTicW4lXVhzF3lOCUpi3AX+eGI+bezqDr602O174/iCUzz9DUE0Zogf0wKTX/wSttnn48crD+Xh0/j4EeLhg63Nj4KprwU20dSuwZg0HwnfdxYDl8yUzk1Ot3377xZl+vq0cPEiRorTUubQmBgB0mjQVkxy/+/lRLFBVijW5uU5BKT/fKew0xd29eX5SWFiL7pO3Vh/Hu+tTcEuvMLzzux7ODKPjx52OnYYGZ7B0Q0Pzmdd8fenO8fXl9R096swIUlUunp7c12SiONMUX1+naBYTc2YZVV0dc4x27sRPezORk1WEgREe6BETyO9yctjHej2fFT8/Op38/CjyRETw+5076Zwym5mbFRHB7SMiKBxlZLBPd+ygeGS1Mttp9myKPwUFzYQ8tbQUn25KhXdpAQaN6oPICH9g1qzWZwAsLAQ+/5zHjoxkQHXTEOuyMrqn6urofPL15X2Lj6eAdbqbyMcHUBRU1lnR/+9rUW+z4+cnR6BLiGfrz5cgCIIgCIJwzdFWzUPEo3Mg4pEgnB+fbk7D3388hjHxQfh8Vn8AdBWtOJSPf/2UjNyKOgBAn0gfPH9TV3QM8sBjX+9Hw+o1GJiThKGJHdDv33+lcHAaVpsdw1/bgIIqM965vRdu6X2aYyM5mQ4NVQVuuAEYMOD8LyQtjfk8ViswZAidJ1cKu53uHIeQVFLi/L3pzFenoyh0Ep3uVPL3Z/+WlDR3JxUWtpx94+PT3J0UFobbP9+DvIPJ+HscMNJeQvECoEhksVCUsdkoujkcLX5+LEfr1o1lX02dLiYTxZ4tW+jeaXpdOh3P268fMHAgZ27z9T13v1kswO7dOPT2p6jdvRcdFAsi7HXOfvHzY+BzRAQFslPCCgoLWQpWUsL7X1rKn4mJbP/99zudXpmZwHff0W21di3bXVfnvNYBA5qVGxZUmvHR4XJU+gTi9QlR0OXl8tz33st7U1fXfGazoiKWx+3axec6OpqLA42G/Xz0qFOoi44Gpk1jf52FB7/cgzVHC/H46I549rpraBZCQRAEQRAE4Zy0VfOQsjVBEC4JuzM4A1fTEGVFUTCpZxjGdw3Gp5vT8MHGVOzLqsCtH2xDkKcrdLnZuCP/GG7oGYa4x2a2KBwBgF6rwV0DI/HmmhP4YntGc/GooICzj6kqZ6zq3//8L+LkSYpQDQ10kYweff7HuhhoNBRLfH3PdFI5xI2mi0NcMptZflVRQWdQU3S65mVwAwdSUGlooJvFISiVljqPkZQEVFWhobAQ9+9Nh0WjQ6+aOMDXk+VULi4Un9zdncKQvz/Foq5d6a5xrG9oYHlZWhrblp/vnNmrVy+WjNntFIAMBj4TZWXApk0UVLp1o0iiae5OA+DMMjp8GCgsRHhhBspqy6GzWwF3PdvqcF15ebGfCgt5rSaT8ziKQnfTpEnsm/JyOqDmzwe6d6dTqbCQ111QQJePwz1VVMTjqiodcDExQFgYvj1ag7muOZiU4A/dsEC6ig4eBP7wB/ZRQ8OZ1+PmxucwO5v9Eh4ODBpEJ5G/P+/l5s0MJM/O5rX99BO/bzpT22lM6hmGNUcL8cOhPDwzofP5zYwoCIIgCIIgXNOIeCQIwkVHVVXsSj9TPHJg0Gvx+JhO+F2/Dnjj5+NYtC8HFeU1mJ25G7/rE4GQEQM5gD4L0wdE4t31J7E/qwKHcyqRGOHNAfWCBRzYx8YC119//vktycl0kthsLP257TYOzi8jNrsKS4MNRpc2nFevp4vn9Fm2VJVCyOlOpdJSijANDU5ny+kYjRQlIiJYWlZUREHtxAmguBimihp411bBCBu8Uk+JHQYDRSMvLwoW/fvTseVwGKkqj+MQizIzzyybCwykoycujhlGDjEqK4vC1dGjLM3au5eLu7vTyRQczO/37OE9zMxkXlFVFbx1ehRpdCjTuSAwJhxanY5lYOXlDCfX6+k68vWlEyk+3tl+b2/2WV4e++Dnn+kyWr+e5+/ShdfcowdL4QIC2E+lpRS+UlPppurYEUhPh2XRL7gvpwBTy9yBdG9ed1kZ71VZGUvjms5q1vT3DRvoziooYLscpW7l5cDQoc4A7bQ03o9vvwUefJDbtsC4hCC46bXILDXhSG4V3yVBEARBEARBaIKIR4IgXHRSimpQbrLCoNege1jrA9FgLwNe/11PzBgcjbRP52N0d194hQYCEyee8xyBnq64MTEUSw/k4cvtGXj9lq6cZaqykgP33/3u/GdWS0oCvv+egkW3bpzx6grM0vbMtwew9lgRVv5hOCL9zzPsW1Eobri7n+k+sdvpJGqpDK6qigJN07Ips9m5n6qivF6FVasDfH2geHlQtHNzY/8HBlK4OHyYjhqtlkKVyUQRrmkZm9HIkGy7nfvff/+Z16HROEu1Jk5kxlBSEku5amsp4nz5JZ1LDQ0UUqqrKaJotYBGA62PD7K0gShy8UBooCd8ayvpuqqro3Dk6kqRa8AAljvqdBSLli3jcR3XD1Bc0ukoTOn17Lv4eM6yptEwc2vZMpaZZWdz+eYbYPdu1A4fCX1qEfQAov2DeO1BQUCfPsxMamhg/z34IL87nfHjeX3HjvGZf+ABPvcLF/IYkyezPXY7BSSdjue+91629TSMLjqMTQjCikP5+OFQnohHgiAIgiAIwhmIeCQIwkVn5ynXUZ9IX7joWignOo3E6jwkoggwunDmqDaGUs8YEo2lB/Kw7EAuXqxPhkdODsWHO+44Mzi5rRw8CCxdStGhRw9Oq95SSdQlRlVVrDtWhBpLA1YfLcADw2Mv/kk0Goonfn4sh3JQUgIcOEDho7iY27m7UzyxWOjGcnODyVQLnWqHr/up2doCAijAOESpjAzu78g+cvSjo/zOz4/Hrajg/XIEaVdWtuqSadzfMRObqtJt5ggXN5vZPo2GjiVPTwpOsbFQjEYY9mdAV9uAIoM3fLt14XkjI9m+Y8codq1bB6xaxeuJjnYKODodRaOwMP50d6fItnQpsG8fxavPPuN1+fjQsRUZSTHIMdNdejpq7TociZsA9OwF9z/e2HwWwHHjWMJWWQnMmwfMnHnmLIGKQkFz7lwed/58lhtaLMD27ey76dOBTz5hSV1mJvvjhx/4frXgxpvUMwwrDuVjxcE8PHd9PDQaKV0TBEEQBEEQnIh4JAjCRaelvKNWqa7moBZgyU1UVJvP07uDDxLDvWHcvgXJuXnoFxvAgGB///NpNgWAH36gINGnD3DTTe0XjiyW5rOJnSfF1Ra4lRSib1EadqYFXRrxqCkVFZwl7cgRlj0BdBI53EBGI0vDNBrAaoXNaMT8HSUo1bnhrxPigLICulzKyih8OHKLVNVZrgbweLW1dM5kZ1OQcbh+OnTgOfbto+gSFuYUAe12ZwbTtm10GiUl8Vg2m3MWNsfMbK6uTnHKaqXIEhQEg58PKhvqkKN1Qxc/Pwo7KSnOfoiLo9jicFrl5rIkLTGR15CVxT7Kz2eZZF0dz+8oDbTZuG94ODB1KnDjjRS2Nm+msFNVBUN6Cu6qtiP7+kFnCkPe3hSM5sxhjtJXXwEzZpwpqOr1FEk/+YTnTUpiJteGDSyp8/Sk+27ePPZDXh7vQ0gIy/BOY2TnQHi66pBXaca+rHL0i27DuysIgiAIgiD8ZhDxSBCEi4qqqtiZdko8OtcAVFWB5cs58A4JaXcgtaIoeDzIjGNZh3DQoEfvx2ZAGxNzfg3ftQtYuZK/DxjA0qj25CWpKkWNHTtYRnQ258y5sNlQtOwnTD+0GhrVju3bAmG/p9/Fd4NUV1N0OHKEOT0Axa/SUv6u1dJ948h6Cg+nuNO1K47mVOLgyaWINxUjtKqEIkxEhHOmMK2Wwo9DKCoooIij0VAwqa93CkcaDZfycs6wduwY+95mo3tIUShuFRRQmKmtZX83NHAbDw+KPmFhfI7CwtiG/HyKPZWV3L+kBB0tdphNCjQaExCk574aDQVHd3fndeTmsi379wM7dzoDwH18nKVfjmvx8GDuUHAwz1VSwvVZWXSvjRxJMdLXF/Y1a6DNK0SvvBPo9+k/gW5+FE2b4udHwWjOHIo+X38N3H03+6IpHh4M4f7sMwpe3t7MaNq9G1iyBLjnHs4OuGoV+6O8HFizhiVypwWuG/RaTOgWgu/35eCHg3kiHgmCIAiCIAjNEPFIEISLSk55HQqqzNBpFPSOPMc06nv2MHxYpzu/XKHcXIxJ3oZ0vRab/OIQ6d4B48+n0du3060BAIMHc8DdHuGovp75NklJ/Hz4MDBs2Pm0hILH0qWw7TkOjWrH8YAoHPQIQXJBNbqGtT51ZpupraU4c+QIBQdVpcOmtJQCiVbLvB2HQBIRQcEoJobiQ1oa8OWXsB5Iw9jUYsQEuENjPuX0iY6meGSzUejJynI6gKKiuN7fnwKMQ1gqKnLO4lZSwlK3igqKHY4yufp67qsofFZ0Ogol0dHMGdJouM5qpSC2Zw9/Wq1sT0wMr624GK7Z+XCtLIc+Pwfq9iooGg3b0tDAbU6/735+bI/Vyj7RannOMWPoRgoM5PU0DVPPyKAoWlZG4ScxkeHt4eHIU11Rt3gJwmrKYDxxDPj974GXXuJMbk3PHRhI8eeLL9iPCxcCd955Zmh7UBDddvPnA4cOUahKSOA9XrAAuO8+zlqnqmyXwQAsWsQ8pdMcepN6huL7fTn48XA+nr+pK3Tay1+uKQiCIAiCIFydiHgkCMJFxTHLWo8Ib7i5nEUMKikBVq/m7+PGcRDcHqqqgIULoVftCOufiM1KAtTtGRjfNbh9x3FMbQ4Aw4dTFGiPcFRayoF9cTGFhYkTgb5929cGgOLIL7+wPXY7Chs0WBE/HCkBDLnemV56/uKR2ewUjNLTKZKYzWxzQwNFkcBAZ7ldZCRLtTw9eZ+SkuhYcZSeAcipMiPXKxCxI/oB/aN5P1JTgePHm587IIB5Sp070xHkKD3Lz6fjTFV5fg8P9oHFwrZVV7Ntju/1et4XR5ZRTQ2vJynJ+b3BQFEpIoLnUhQer7ycP+vq4OaihcFmgdFsgS23Brqmt1qno3MpLo7OnOhoCk9xcRSwtm7lDGoAZ3Jzc+N5Thd0oqOBRx4BNm6kG+3wYfbNxIn4etzdqE8xYVbGFriX5lM8fe45PkczZzYvkwwNpePoyy8p2n37LXD77WeKrHFxLI/74Qdg0yYKUTU1LAucPx+YNYv3WlV5/11cKCw9+GCzEsuhHQPga9SjpKYeO9PLMLRjQPufNUEQBEEQBOGaRMQjQRAuKg7xaEDMWXKHbDZg8WK6OWJjGfbbHurrOfitrgaCgtD71juAd7dh88kSpBTVoGNQCzNUnY6qcnC/aRM/jx5N10Z7OH6c12GxUGiZNo25Pe2loIChy46soa5dsTAwECnZJsQGuCOtpBY70kpx79BWSvLKyjg9fVO3U30923fkCDN9bDa6eYqL2e8uLs4Z0RSF7Q4N5fqCAvaLI0fIQWAgEBsLNSgI3+dtgVdBLvoWHAfWpTq30WqdoouPD4Wg48cpouh0bIcDVaWAVFXFNlVVcb3RyGMYDBQ3tFqKIWVlbH91tfMYDsFJUbgUFVHg0Wp5LUYjj+PmBhgM0Op0sHl645jWCEO/LogM8+MxzGbAy8tZGubrSxGqc2ensBkVxfK+DRsoBu3dy2Dxvn3Z915NxD29nrOidetGV1phIfD996g/2YDvek7AjTcOQMSSLyl+ZWYCr7xCoe7JJ5vPiBYRQcfRV1/xuhYvZpbS6Vlcffuyf7ZuZfnl735Hwa+0lDOtTZ1KF1PTAO3vv2du0imxVK/V4PruoViwKws/HMwT8UgQBEEQBEFoRMQjQRAuKrsaw7LPUrL2yy90n7i5cTaz9mYLLVlC54q7O3Dnnejg44Ox8cFYe6wQX+3IxEs3dzv3Mdau5UAb4CD/9NyZc+3fVHiKjORg3dOzbfs3NDhDpLdsYX/Y7RQ6brwR6NYNR/9JN9SdAyPx9x+PYVd6Gex2tXnuUV0d9921iwJIYCCPc+QIhQarlds4wp8NBm5jNDrDkx1tduQDNcXdneJebCzvVX4+cOIEKtZvRu+jGdBqFAQb4vhdQADdQ1otz7dsGX+WlLA8TVHYx+7uFGjq6ykW2e2NJWWoqmLb/Px4HJOJQkd1Na/DUbbm4cG+cwhLdjv7tL7eWeKmqrx+k4nfOVxMISGojg3H3gZPaBIHInJif5ZveXryXElJdAOVlPD+btrEPuvWDejenWLOPfewrzZsoJNn1y6GfPfrRxHJo4l4GRYGzJ4NbNmC8lVr4ZGZhntyc9Dp9keAYT2BF15gmV1+PvDOO+yHl15qHqQdHc3Z0xYsYPt0upbfm3Hj6LI6epT9f9ttfFcKCph7dNttDNAODGSmk6LwGsaMaTzEpJ4Uj346UoC/Te7eptkSBUEQBEEQhGsfRVWb1CEIZ1BVVQVvb29UVlbCy+si5I0IwjVMUbUZA/6xDooCHHhhArzd9GdulJ3NqchVlYJLt3MIPaezbh1Lu7RalvlEsqxr88li3PPZLni46rDj/8bCw7UVbVxVOZDeuZOfJ05sn/PJbKb7w1G+NGAAcN117ctr+uQTunGSk+moURSGLcfHA25uMNuB19echKpo8Mz18XhrXQosduDxsZ0R4ntK+MnKYhssFgokjoBqrdbp4qmvp8DiyBhSVYo3rq783SHqOBadjmJHZCSFJbOZ9ysri78rCmC3IzWzGFtyauAd4INb+nZwCjPV1RQvysp4br2eooy7OwWLzp25jaMsLSuLIoaqNheAKit5TRYLv9NqnTOoeXiwNM3Njevc3Lg4nEKRkXQK1ddTAHK0v6CAxwSQW1GH7DIT/N1d0CkqkG309KTzKjqaYlJNDfcvLnaGegO8T926cfH3p3i0YYNTeNPr+UwMHXrGTGpf/7AbBz+Yh/46E27rG0F3Vq9ewD//ydnjamp4fTffDLz5Ju9bU5KTWbpmt1OouvHGMwUkqxWYO5f96ufHbb75hv3RsyedRytW0Aml0/EamryHNruKQa+uQ3G1BZ/P6ocx8e0sAxUEQRAEQRB+VbRV8xDnkSAIF43d6eUAgIQQr5aFo/p6OiFUlbNQtVc4ckx5DnCAfUo4AoChcQGIDXRHWnEtluzLwT2Do8/cX1U5cN67l59vuomD8LZSVMR8o7IyDrwnTeKAvD3YbBQB9u1je3Q6iiqBgfy+rg4VlWZ41ptgdNHBvbYK3VzqkVVmQsHxdIS421mGVlZG8aehgWKKVkv3imMWM4fDp67OOcuZycTPfn5O0cHDg8KLry+3z8xk2yor2db6eoo4DQ08rlYLpcaGLqYGhFsLgXUneFzHeV1cKPI4MopqaigoOUSWykpnu5v+34XDHdQ0tNohDnl7syTMaOR1+ftTxAkIYLsd4phWy8XhSurQgaVmGg2PW1oK5OTAdvgECncmQ2c/1R8VFTz3oUPc1s2N/eLu7gzTdoR3u7qyBM/Njcfu1Yslj1VVdJHl59MNtnMnRckmItJPRXZs6TEeQ6IsQPlx9klODvDQQ7yeRYvYV99/T+Hqo48oaDmIjwduvZXi5Z497Ovx45sLSHo9S9E+/ZTPyC+/cJ/vvuP703RGtqwsXsfSpezTkBBoNQpuTAzF3G0ZWHEwX8QjQRAEQRAEAYCIR4IgXER2pXOK9wExrUzzvWoVB7Te3sANN7Tv4NnZnMEKYLD1aaKNRqNgxqAovPTDUXyxPRN3D4qC0nRQbbdz/wMHONiePJkD/7aSlMRBttVKseL225sP7NtCYSGPYbHwGDffzFm4jEZn+Zbdjj37czDfegT9O3gDd/RCdedUrP9pPzqXHkGv4mIKMIpClwxAMcZgoJih01GwcTihXF0p7uTnUwBxceHsXwkJzpnEcnMpGpWUUExxLAAFFD8/igwAYLWiorwIimqHl9YOuBrp2lEU9o3dzn2rqng+x2K1NheLHG4jVeWi0TjDsN3dKQyFhFDUcAg5DkHMcV8bGugMKi5u123wCw1Eun81su029EoMgs5Uy34oK2PfVVQ4w8StVu7kCOV2OKQc6xWF6728KAC6u/P+WCwsjdRqgchI1IdHoPeWbHSDgqGGOECn0jlWVkbRydubuUVbt9KV9fPPzOC67z46qhz9o9XyedmzhyLknj18FxzfObaLimL5WlYW731kJI+9cCFL6xSFfXn8OJ/j//yHopOHB6b6NWB1VREO7iiHeZA/DK76M4/f0qLVOl1sgiAIgiAIwjWFiEeCIFw0djaGZbcgHh0/TkeLotAJYTC0/cAVFRz02mwUPZpktDRlat8IvP7zcaQU1WB7aimGOAJ/bTY6no4c4SD31lspoLQFu50iwLZt/Bwby+yY00qSznmMLVtYcnfiBIUJxwxkLQhQSfZSFHv4wb9zJGCxYOzunxG9ZTXc1QaoYR5QHKVnnp4UdlSVYo1Gw3ZFRlJEKimhMKTTOaeV79uXQsfRo3QClZc7S8kUhU6ejh15XKORIpenJ8WQigrU5BfhQKkrDA316N3FB7CYnYKL2UzhyGxmn9tsTjeRVtvoXIJOxzYrijPYOiyM5V5jxrD9jlwjm62ZsHbGch7fu9tsyE1TYDJbkZfQGZE+rs7vTSYKOmVl7Jvycl6fI0/JYuFPjcaZr1Rf7wwjd4gyjiymUyHedbv2I8FqREVIOPzVesCm4TNQUEAnWUEBt+3Viw6oyko6k95+m6VnTVx2AHhPHPulpJz5PcB37PBhztTmEBozMvgMdunC3x25Ut7efCZ69kR3RcH9JzJQbbYi57X96BjUxiwvB2cTlxITmc0kCIIgCIIg/KoQ8UgQhItCpcmK44WcBat/9GniUU2N0zU0eLBzINsWLBbg66/prgkNpfDTirPB06DHlD4RmLcjE19sz6B4ZLOxHOjYMQ5eb7uNAlRbMJm4b1oaPw8dCowde+ZMV2ejqIhuo8OHOWj38GDZ0LBhLZfMqSqKTmZiePo+3JG6CCjLQlhtLWpqy2HVaFHjHQnP4AAKE1VVdDMFBrJPdTpn35SXU8To0sVZZpeXx5I9i8V5PhcXCkX+/hTGOnSgkFBbS+EpJYU/6+oAkwn1JRXoV1wFT9jgUgEeq6lI09Sd4u7uLF9zlJXZ7c7zBgWxH6ZOpZBymVAA5JaFY1tqKUYO7IHIfmeZIU9VKYzl5bEf8vK41Nc7XVaVlRRxysoac5Wg0TjdShYLKsrrEFBbgYQyK5Q0V2epYpcuFFOSkpw5RHFxFBszM3nun38GnniCwlpTIWz/fjqPHGHpnTufKZ5FRTHQ22Ti8xYQQFGqrAwYMoSlbEYj77fNBpSUQOnWDR06NWD7yWIcqgY6xnq0Ls61xNm+M5sv4M4JgiAIgiAIVwoRjwRBuCjsySyDqgKxAe4I9HR1fqGqFI5qa5nr0oprqEXsdua/FBVRdLnjDudU6q0wY3AU5u3IxJqjhcgtqUb46h+cU7fffjsH2G0hL49Bw5WVPOfkye3LaLLbWSa0Zg1dV6WlFEji4zlTVlRU8+1LSiggHD6MEQvWICgnDVFudsBmgcZoRF1QCArrAf/SSni6n5o1zeEw8vfn8aqrKVLl5jrFjKbCjQMPD2ceUEiIsxwrK4vTvDtK3BoaKI7U1PBzfT1ca82IaLDDVa8F7HpnyZaHh9NR1PQe+fhwm8pKfnYEW0+YwPLDKzQRQXyIF7alluJYftXZN3S4sXx9nfffkZ+Um+sUlAoKnC6k4mJ+LikBrFaoLi6oqS2HR70V/nYdHT+Fhbx/YWHOnCZFAVJT+bljR67Lzua53nqL/frEE06BcMgQBm3/8gvPOWQI0Lv3mdewdi3FKIsFePRRYPt2zijn5gY89RQdcaWlvK7AQGDQIHhPjMac/+1AgIcrbn1mbPMSUAeOksP2uL/a49gTBEEQBEEQrhpEPBIE4aKwq7WStb17neLNlCkUGNrKmjXcV6ejcNQGoaFTsCcGxfphz8kinHznfwjXVTv3j4tr23kPHGCwdkMDhZnbb6dLpq0UF9NtdOAA2+/lxZKsUaMYrqw/FSZeUcFSuqSkRkeL/fBh9ErOAAC4uHrRKWI0wqPBBYertTgYHoqw/p0o+nh40OGSlAR8+CEFC0dAtmOWM4cbKDDQGTKt0/HaamsZnFxcTDHDMcuZIwDbgaPkSK9HtYuCcoMrgsID4O7vTWEgKorHM5l4TEepW1UVBSw3NzpsOnVy5lWdQwS81CSEshQrOb+6/TtrNOzPwEBnblZDA0XOpoJSTg5QVITq7DxUayugcXOFu0HP/nZ1pZhTWUknnI8Pj+vrS7dXYSEdYVVVFHZKSoD/+z+Ke489xnvp78/zm810Fy1fzmere/fm7R07lvfh6FEGZ8+YwfuUl0f3Up8+LCnNzaVQuHIlet11N1x1GpTUWJBSVINOwS2UrjnyjdrjxBMEQRAEQRB+lYh4JAjCRaHFvKPSUpbcACzNCW7HzE379tEhAbBULTy8zbsOCPNAxLJvYfc0Az06AHfe2bZSOZuNod67d/Nz584UvNqaz2S3Mxtp9WoO1Csq6CBJTKTbKDyc7qC9eykaZWdTHMjJoQBUUwObXYVGtaPa6AVdj0T2mZcXXG16pO8rQIHVBdcDUE6epHvkxAmWqDnEHk9PChBubhSKwsMpQjgG+BYL98nI4H6ODJ+GBn6vqs7gax8fihzu7kBkJCxh4Vi4vwRhNaW4OUADVJ8Sm+x2bhMaSkGltJTXGRREp1XHjixX7NTpqglTTgilEHmsoAqqqrbsrGkPOh1dRGFhLEsE2K/5+Vi9fAe26nZiYkM+NK61FIxqaijeZGXx3oeFUVgcNoyurKwsuop8fPgsOWbS27SJz80tt/DeALy3DqdTWhq/69uX4pLR6MwZczxr330HTJ8OLFhAUcnVlQKgqvK8rq5w/X4Rhgf1xto8C7anlbYsHgmCIAiCIAi/GUQ8EgThgjHVN+BILsuSGvOObDZOKW61AjExwKBBbT9gRgadPwDdOu0pFzObMXznKmytLESxqw9wzz0s0ToX1dUcVGdlOc87cmTbxY6SEoZy791L54jDbTR+PJ0dJ0/SSeUQbbKzuTimrj+VFVTr7YtD7kaoISHoGhvLY2s0CLPUIr4sG/7VZahP2QDX8lJnILNeT6EgOppik2N2NMcsZ9nZFCoKC3luu52Cg6PsSFUpHjnCnj096Wq64Qa6WOx24MgRVB1KxvDMZPjYzDCY9RTVOnTgee12nsvFhfdLr6doNmgQXVJXGR2DPKDVKKgwWVFYZUGIdzsC3NuKiwsQFYWvtTnYl+iB/rcmAokBLGPcto0C6ZEjfHZSU7l88w1Fy65dgYEDKQpFRFDw27+fzrLMTL5bd9/N89hsvO/l5fzu3XfZ947nwN+fS0QEn82sLGDZMgpIX3xBYSo6mkKVo3xRp8NdeduxUdcD21NLMWNw9MXvH0EQBEEQBOFXg4hHgiBcMPuzKtBgVxHmbUCE76kp3TdvZhmMwUAnRFtFmLIyDqDtdgoXI0e2vSF1dcC8eQirLoFF54IF8SNxe1uEo+xs4NtvKSAZDHQbtTUbyW4HduxgOdHRoxSDHG6jLl3YB7/8wgF6RgZ/Wq0c8NfV8adOR7GpQwcU1SmwFNUh2lpLwaCiAqiqgs5qxaiCMtjNFjQYXeDqZmBbIyPZ1uBg9rGjzCk/n+VRlZXNS9AcwpHB4Jxa3cWFIoO7Ox0ojtnWcnPpfklNBYqKoKuohbsVsAcGAIN60C2j07Hf3N2ds73178/Fw6Pt9+4yY9BrERvgjpNFNTiWX3VpxCMAZbX12J9dAQAYHR8IGN2YS+TIJiorA3bupBi0bx+FxP37OeNaZCRLLfVNhLrMTD432dnA/PnAnDl0d5WW8n4vXw4kJ1MkcjzDOTlcAD5vBw4waHvrVpYQpqXx+/h4CokhIUBODrp4BmBcyk7s8DDAbleh0VwdrjFBEARBEATh8iPikSAIF0zTkjVFUTgQ/eUXfnnjjZy9qy2YzZxZra6O5VaTJ7dddKqtBebNAwoK4O3vhUXdE1GqesDSYIOrTtvyPqrKQfSqVRxUBwUx38jfv23nLClhttHOnRyAe3pysB8aSpfPzp1O109DgzNrqLqa53NxodgSGEhxwGSCUlSDkJp6BGtdAfupIGW7HTCboXfRoxAuqPb3R+dRAyjwlJZyccyg5cgscjiJdDqKOD4+vA8uLjyeI8Da3Z3HiYpiuVt1Nd0umzfTgWKxUFjy9sZxtxDs0fujz5j+6BRi4PUDvO7AQJamJSY6M52uchJCvSgeFVRhdHw7Mq3awaYTRVBVnivU2+3MDfz8gIkTuRQWMiB+zRrmJ1VWUkjy9OT9c4SsZ2XxeU9NpTvszjuBadP4zvzf/1FAOnmS4uCkSbwfjuektJTH2LOHYqaqUrg8coSCk68vz6uqCNZlYWKhHR6WOqTt74COCdESeC0IgiAIgvAbRcQjQRAumN2nxKP+MX50uSxeTIEiMZFLW7DbWTZWUsLB7PTpbRchamqAL79snJXN/Z57UPv+ftjrbcgpr0NcYAsOGKsV+PFHujAAllpNnty2IGe7ncLQDz9w0O2YDc5koli0fTvX2WzN9wHoznF15Xn8/OjecXWl2GO3o7S0ARUGF8QGeAPWGpYinZrRTOehQUEVoFN16JScDMVmo+DmCMnWain0BAU5RSmjkecsKWGbTCaKSBER/N7T05lztG0bRajaWh7H05PbdeqEhpGj8OniYwgsycd0SxlQ6kpxypFnFBt71eQZtZWEUC8sP5iHY+cTmt1G1icXAwBGdwk898bBwZwN7YEHKCD98AOfp9pa3uemJYknT1Loq6pi6dmRI3TpaTR8f4qLuc+CBQzYdpR+1tUBCxeynHDLFj4P3bvTbbRtG51uHh5AdTW05eXoWmtB0JG1sLxaBnSP4fPkKIPz92eulr8/29WeMHxBEARBEAThV4X8S08QhAuivsGOfVnlAICBMX4MyC4r4wD2hhvafqBVq+ik0OvppPBsY0CvY/BcWsp9Zs6EEhCAKH93HMuvQmZp7ZniUUUFy9Ty8ih4jB9PAaQt4kdpKUWuH39sDLmGzcbFanVOuX5qdjK4uzunYnd15cC/c2cO5jUalpdVVgI6HdS6OqC6GpGmavjZigG91inseHnB3cMIXVU1YDbDbNbCTVGdg3dHMLK7O9vi5kbBKD2dgoFDqHKUqBkMbF96Ovu9ooLtMxopLsXEAGPGUGTIy0PRml/QPfMoXHUa+HkHc5avQYMoQP1KiW+cca3qkhy/wWbHpuNFAIAx7XE2ubjQsTduHEsi166liFRYyGemf3+6jLZu5X2rq2PWlsnEZ7mqivf74EHe2/37OeNaly50LWVk8PsBA5i/VFzMbLBBg+g4s1j4zBYUwPXgcdSW18M9JRWIPRV47xBJm6IofG4cz2NTccnL61cnLAqCIAiCIAjNEfFIEIQL4nBuBSwNdvi5uyCuLJeDWICzO7m1UKbTErt2cVEUYOrUtgcsV1RQOCov58B15kwOigHEBBhxLL8KGSWm5vukp1P8MZkolNx2G10zp6OqFHXKyigYFRQAixYBGzdysO3IEXIIRVotnRcGA0t/OnbkwLm62un+cYhHBQV0eZjNFHrq6wGNBg1V1QgvL4ECFTpPT8DNg7k3fn6AzQatTgdbfT6yLQr8O0Wha7CHc6APUDyrqODxa2pY6hQY6CyZ8/DgUlhIp0pFBdtvNNKtFBgIjBgB3HQTt9u5k/lTVisKcspRq3eDedAAaJ6+myLVr5yup2ZcSyuphdlqg0HfSnnjebIvqwJV5gb4GPXoHenb/gO4utJNNGAARaQdO/g8FhXxORo7lgJSYSGf5yNH+Dy99hqfw86dWcJWXAysW8d9XVxYYrl/P9/ViAiKk599Bjz+OIWnQ4f4vHbsCBcPf5St34cU72B0Dw2D5tZb+Gw1LYMrKeFzWFHBJSWl+XXo9XyGmzqVHEtb/4wQBEEQBEEQrigiHgmCcEHsSqfraFioG5QffuDKwYPpXGkLqal0HQEcDMfHt22/sjIKR5WVHJjOmEGx5BRR/hQ3MktruUJVWU62Zg1/Dw1lToxW68wLKi11Ds6zs/l7RgZDigsKOEB2lKJpNByIe3nxWD16cIa27t257erVHKSXlHBg7+ZGMcBioVhks/HcLi4UcOrqYFa0KHb3RZ2PHyImj6QgVlPDfU5lzXhW2NCQVY7i4gogyJ1CldnMc+bkOMvNtFqud5QZVVSwrysrKSY52u7lRSfLDTcwxDkjg/104oSzr0NC8KO+C+YGuuOZ67peE8IRAAR5usLXqEe5yYqUohp0D29jNlcbWZ9M19HIzoHQXkjYtJsbMHo0Z1/bto2iXn09y9luuomCZkYGn5PDh4E77mCp2vTpwM03A59/zntfU8OAbIOBYm15OcUinY4h2/v38zmoreXi7Y1AL1dUePvDt7wYJdkFCNq2jcfVaJztU1Vu31RMcvxeVkZxqrCQy+m4u7dcBufrK2VwgiAIgiAIVxHyLzNBEC6IXemlgKri1py9AGqZyzJ2bNt2LimhC8huZxnU0KFt3++LL+jqCQigcOTl1WyTaH+KLRkltRzALlzIMp66OrbRagU++ICfa2q4VFfz2IWFFFlqazlId4g9isKBfEgI2zpxIjBkCN1BigL84x+cAauggPs2NHB7nY7ijdHI9gYFUeBxDK6NRsDDA5l2Nywv1aNrsDuFJrO5UViCxQLY7QgO8EZlkRWpFg1G1NVBqapyikFmM10mfn5c6up4PZmZvF673ekC6dgRuO46Oo1cXCg6fPyxc4CvKHSuDB4MNTISy/65DjZNPfpH+7XtHv0KUBQFCaFe2JZaiqP5VRddPNp4PiVrZ8NoZCnb4MHMK9q9mw6xW26hqHT4MJ/bigrgzTcpAo4YAURH8znQavkc/eEPfN4/+ogCp8lEAaimhmWn3brxmamthVanQ9/aeuRb7Kg+mIQggwbYsKH5O64oTlebI9Tbgd1Okep0p1JpKd83h1CVldV8v5496V4UBEEQBEEQrgpEPBIE4byx2VXsyShH98JUdPPLB3zdOc19WxwDJhNnVjObKb7cdFPbclGKiigc1dZShJkxg+6F2tpm7qHeRzNw54F9iN9dASwu5/d2O3N/Sks5OHaIRjYbhZaqKmf4tKOczG53unTi4+lWuuEGTpuuKDzW2rUs71q/nucBnMHVgYE8Z1CQ031UWsoBflgYvz9VzlaYVgEfSyU62AAUmp1ZSY5Z0lQVwXVmGOwN0FSYUFOlh6e5xpkx5eNDV0lNDZCby2twXLe3N0WzYcMoKERF8R7s2kURwtFuvZ4OpIEDG2edyyipRUlNPVx0GvSIuLgCy5UmPoTi0bGLnHuUW1GH5IJqaBQ6jy4q7u4U/oYMoYi0Zw/vqV4PHD1Kcaa+nt/l5TE/SVEYDu/hwe+feQZ47jlg7lxnllJVFQUdVWV20qpVgNmMMJsJVpMZSloZUFvMcrf9+5mRFBbGxWBoua0ajdNVdDoWC5/dpk4lh7gUEHBx+0wQBEEQBEG4IEQ8EgThvDmWXwVNRTnGZx1AQFQk3QjBwefe0WZjYHVZGQWP229vm+CUlgZ8+imdDI5Ml6+/5nHM5mabhtXUoW/OUXQqzYbd1wUarYYhw6rKQbLFQsGkspK/W6108Gg0FHlU1Rks3akTZ2K7+26KOHv3AsuWcTB+7BidRnY79wkJYbvCwiiKRUbyd72eM2QdO0Zxp6KC7QgPpwvJZII9Px9+JiuCVD0QEOnMMnJza5xuXV9Wil6mQtjLy1FzshqeUSHs8/p6p1PJYnFmHsXFsT1Dh9LN4e5OAW75cjpVGhp4Di8vCkZ9+pyRQ7M7g7Pp9Yzwhqvu4uYCXWkSGkOzL+6MaxtOlaz1ifSFj7ENM/idD56edL8NHQr88oszc+vAAQowNhsdPUuWcLvu3Sn6bNrEez99OgWoTZucDjgXFy49elAofe89uGbkoXp3MuphQ3R9PTS1tcDKlQx7dwTb+/vzWQ4P5/MeEnLu2RJdXVnyGRrafL2qOmcnFARBEARBEK4KRDwSBOG82Z1WgutPbEOkpw6amBiW05wLVeVMZRkZHDzeeWfzDB2LxVnO1fRnejqzXhoaOGDt0cOZy1NfT7HEMei0WOCem4eOZbmoV7SwBATCrUO4M+i3oYFCS01Nc/HE358iUlUVjxN8alaxXr2cbo20NJ7PZKKI1dDAAXtoKDBhAgfj4eH87O5OB9CqVQw7LimhaOTvT1HJbqeAZTIBrq7I0Hqg1miHR0Qog4zd3VmGlpTEn5WVgKIgwKBBiqsHCuGCUIOBYk9lJbfx8uL5g4IoFvXr5ywlSklhO1JTnf0dHs77lpDgFKtOY88p8ajfNVSy5qBrGMsdd2eUYdWRAlzfvY1h7efAIR6Nvlgla2fDy4vOvWHDKATNn893pbiYTrqCAr5z06fTqbdwId+r+fP5Hul0fE4dYilAMcrPD3joIfh8+SXScq1wra1GlyGdEVyYzWezpITviMnkdA0dOsT9NRo+gw4xyfFMNs1Kag1HCL0gCIIgCIJw1SDikSAI5035qnUIrS5BSEI480naUna2fTvLpOrqnFOFb9vmFIkc5VNNqazkoNRm44C2Tx8OQq1WHsdmY1mWVst1hw5BKSyAB2wo0rmh0tsfblarc0YoR/6P0UiRJySEg+aMDJb52Gz8TlU5g9WuXc62OBxLRiOzYeLiWKo3ZIhzYKyqdHgsXsycpepTrhZ/f+bP6PVc5+XFcysKzKqCIx56lBh98FC3CGDvLoZ2O8qIXFw4uHd3h4eqR5bNDIvdil4VFRTBAgM5a1xICNC3r9NlZLXSKeUQrwDep4QEikYREee8b7szGIreP/o8Zgy7yuka6oWbe4Zh+cE8PPb1Prx9ey/c3DPsgo5pttqwNZV9fdHyjtqCjw8dcsOHA+++C3z5Jd8pk4ni0Jw5DHX/f/+PzrOcHLrhOnfms7l/P98LNzeWZS5fDsyYAc2UKQjd9y5y6+tRnF2I4O6dKUhFRvK5mzqVpW95eTxPXh6fyYICLo4ZGPV6Pp9NBSU/v7b9uSEIgiAIgiBcUUQ8EgThvFBzcmDcvhVmAF5TbqZ4czrl5Rw8OoShpCTODGWxMLC5qSjTFHd3Dird3FhidegQxR2jkblDDrcQwPWOjKKKCm5rNgPu7qgI80ZtRS00aWmAu57bGAwctPr60jXh6cmcmG3b2EZHKLabm1Nk8vbmYFejoZATEEDX1JAhLBlyceF2mZl0fvz8MwfRAM/p5sZzGQzO6wJ4PZ07A9HRyN57DN1++hbdKvPgVniqbM5m43k8PXnOgADAaoV/QSFCa8tQ4eqOyo7d4O3jQTHI4TJSFIpO69Zx4G4y8XyurhTeBgzg9beB4moL0kso6PWNvPacR4qi4K1pPaHTKli8LxdPLtyP+gY7busbcd7H3J5WCrPVjlBvA+JDPC9ia9uInx/w0ksUkf74R4qitbUUD3/6iZ/vuIPvmUOQjYnh87ltG8XavDyKm2lpwB/+AGXCeFi+XoLcmgZ0Ly/nPkVFfNY2b2auUqdOPL+jNNQhJDl+WiwURLOznW01GJxCkuOnp6cISoIgCIIgCFcZIh4JgtB+6utRMm8hzPVWpAbH4JFxrZSrbdtGlxFAJ8L+/RyshoZyoOkI0vX1pQDjcBKVlnKwmZ1N54/dzsFqfDxLbHx96WKwWjkottkoUCUl8bPFAuh0CDBXASYT6vQGBgW7uXFfT08OnPPzWc5TVMRjublx8BobS6GmZ0/mxJSXs+1WK6+lRw/mO7m7c3B97Biv9dgxDrytVgpYAQHOQGGXU7k3juvo2JHOjzVrgP/9D94FZehRXAN/PQCrji4SR6C2Vss2VFQAWi30sTEwVbggpd4F+7oNxujbxztL//Lz6TI6coT9AvCaBw5kELara7tu9d5Mlqx1CfaEt/EcGTa/UnRaDd64rSdcdVos2JWFZ787CEuDDXcNjDr3zi3QtGRNuZIiyNixLFF76inmIJWX8/06eJCi7siRFEYVhe/kX//K5/z99/nuOUo8/+//MKBnf5yAgsJqM2z19dDq9XwXy8v5jgcHU7wEeDxvby5du3Kdqjrf69xcLgUFfE/S0rg48PBonp8UFkahVRAEQRAEQbhiiHgkCEL7WbMGBWm5qHYxonzUeLjqW/mjJCSEAz93d4ornTtzue02OhPy87mcPOl0xzgoKaEjyM0N6NIFGD2aA9nKSg48HUJOQwMHw5mZHBjrdDyfyQSPBivKYEeV1pUlNqecO8jP50xUjlDhpucYMoTCVmQkz79uHdsKcN3IkWzr6tXMXMrPp5OjuJiilUbDa05IYDsUhaVhXbpQMMrLozPp/fd5LaoK1NWhodqEep0eVXGxwMAEXofjGmtrKTppNBSSEhJQ1nEUvjhah1rPDhjt5gYkJ1M0yshw9mFkJEvTunRpW9ZMCzSWrMVceyVrTdFoFPzz1u5w1Wkwd1sG/rLkCCxWO+4bFtOu46iqivWnxKMxXS5jyVprdO4MfPIJHUh79/J5tdkomK5YQcdReDhzvPR64JZbgFdfZYlbdjbfgfp6BB07CA+NBwIqilGTXAlvFw2fZ0Xhe7dyJYXOqFYEN0Vxuud69OA6RzuaupOKiig0Hz/OxYGvb3N3UmioU5AVBEEQBEEQLjkiHgmC0D5OngR270ZueR1Wdx6MW7uEtr5tnz4UTj7+mAKMqnJg+NlnZ27rCNgNC+NgdMsW5gl5edHV4MhNATjoNJt5zB076Do65TaCuzsFpaAgNHj6Y2+mCUF6FYkaDQfONTWcgaqmhiUzkZEcME+f3pg/hMxMDp7z8ng+g4FZRfX1DBm22Xis5OTGEGu4uTEDKTKSzonYWIo20dEcGK9bB7z3HrNh7HZeo9VKh1HXrthbqkVqeR1GdOpAN5bJxO00Gg7q/f2bZRklHC+C/sg2VG/aAuSfmi3L0Y/dunEa9fDwC77djrDs/tdgWPbpKIqCFyd1hUGvxUebUvG3FUdhbrDh0VEdz7mvqqrYmV6Gz7ekI6e8Di46DYZ0bGF6+itBWBjwwQcUkHbt4rPb0MB3JiWFgk1qKp9NnY7h2zNmMDPJ0xPIyIASGIhoWzUOqbGIt+XDu8HKdzQ4mCJOly7AN98ADz3UcglrS2i1ztnW+vblOoe421RQKi2lw6m8nI46gO9cYCD3Gzjw0vSbIAiCIAiC0IiIR4IgtJ3aWk5RD2C1ZzSyfULQP+aUqGC3c5DncBPl5fHnwYPOQWmfPhRetFoOOkNDObANDaWIkpNDkWXFCp7LISaZTBwsNjTwWCkpzjBeu53HCwig6yE8vDFfyK28CkpmKrI1RtgDg6A5mkRnjqpS1Bk3Dpg1yymylJezjCwpieesrGS77HYKRXV1FM9ycigkublR1HE4ixIT+TM0lLPDbd8O/Oc/HATX13N/i4UD8k6d6PrQ6wFPTxzYU4qqhlr4G7Q8L8DvTs8yAoDKSgw8uRcP7lkKF2s9qjxi4OXrxYH0gAEU3C4CpvoGHMmj6+panGmtJRRFwZ+v7wKDXoN31p7Ev1cdh8Vqx5PjOrVYgma22rD8YB7mbM3AsfyqxvUPj4iF0eUq+ivW25sh2n/9K3PHCgr4PFkszMeqr6ebLjmZouyddwJ33QV89RWf5/x8BAeF4KBHEMq6XIdX8zdx//x8vgNbtvAdzM0Fnn6aIur5lOzp9dw3MtK5rq6O53GUu+XlsY1FRRSRBUEQBEEQhEvOVfQvW0EQrmpUFfjhB6CmBuVuntjiFoDuxWnof0wFNhdxMFpf33yfzEyWc3l7AzffzMwdR46PonAQmJbGMq6cHC7Hj/Ncfn4si6mp4YAxLY2iisXC85jNHGgGBgLjx1OM0WjowDnVDk8fT5jcPIAGK8xJR2GsKOcAt2NHBgaPHEnhyWzm1OSrV1OcKi2laBQVxWNlZDinItdqmb/i5UWHz4QJLMPx9mYZ2+bNdHc4BrgmE90ULi48Xmws9/fxaSz7sWZmwSt7LzwBBLh6nuEyaiQnh06ro0fhZrejg5sGyTov7O02GKNvn3DRy3gOZFXAZlcR5m1AuI/bRT321YyiKHhyXGe46rR4bVUy/rPuJMwNNjx3fXyjgFRUZcZXOzIxf2cWSmv5vBn0GkzpE4F7h0SjU/AVCMo+FwYD8K9/sSxtxQoKMh4efBcdOV3p6cDzzwM7dwL/+AcdeQsWABYLYvOy0a+0GJu8fFD/6mtw+fxTCq3JyXxOy8ooFv/xjyz/7N6d74jD0Xe+uLnxvYmNda6rruY7FhBw4f0iCIIgCIIgnBMRjwRBaBsHDnCQqNXiSJ0Gdx76GcFeBhj2lTq30eudZSgmE4WfyEhg0iS6Z8rKKAJt2sRBqsM1YDbTTZSRQQHI4ZxZu9YpGDmO73D7hIYyz6VbN2dWigMXFyA2FkpYGHCwDJ2O7kW9DTCGBHCq8rvuojupvh5YupSiWF4eP3t789gWizNHqbqarieDgWLV6NGcEt1oZJ/8/DNw+DCPUVjoDPHWaOhqio6mGBYQQCeRvz+FoEOHgPp6VNZY0KBokBcaDeOD99GR5Bhs2+0M4t6xo/ksVTExqAofiC9SbDC7RWL0Jch/2XWqZO234jo6nUdGxcFVp8HfVhzFx5vSYLHacWvvcMzZmo4fD+fDalMBAGHeBswYEo3p/TvAx3iV5/DodHQf+fmxBDM/3xlw7evLd7Smhg7DQ4eA3/+e7++yZfA0mRCfngX7se04dmwoet5zD8s7DQbuZzAwR6ykhPtWVNCR5OfH97R7d7oJL0aIuKcnXX6CIAiCIAjCZUHEI0EQzk15Oaf4BrC1QyLe/CUTQ7R6+HftBAzu4xSM/P0pmOTnA59/zpm9wsL4+T//4XGaYjBQKNm0iUKNyUTRpaKCTghXVwo0cXEsCauq4iC1uppCjKenU1Dx9XUGckdGUsz57DOMO7EL5RYLikK7wefZR+noSUsDvv3WKU7ZbHQ7+fjQQaHXU7TJy6No5OvLY954Iwesqal0bqSl0XGVk8NrU1VnMHBUFAfK4eEUjDp2pLC0bx8H1A78/XE8NhKf2vshvmMIFIe7wmzmtrt2sT8Aup4SE5lnFBKCzslFQOpu7ExvIuBdRPY4wrKjr+2w7LNx37AYuOo1+MuSI5i7LQNzt2U0ftcvyhf3Do3Bdd2CodOeXyD5FUFRgMce4/v6/vt8P+vq+D6Fh1P8LCri8/3qqxR++/eHUl+PoOP5MJflombuV8C/ngOmTQO+/prvpKLQHeTqSvHV15dCVFkZHXmbN/Pd6NaNS9BVECguCIIgCIIgtAkRjwRBODt2O7B4MVBfjx02D9yTrAUCYhAxdhievL03oGsyaLbZGGj73/+y1MwxnXd+Pr/XaIAOHZwlKDodnQubNtGtYDTSpWA0UnTq3p0iTEkJhR6TqXG2MQQFUdBxCEb+/hy8VlUxkPunn4DKSmg8PbAhqBui+g9H58xM4McfWV5WWOgMpQ4NZdmblxfFoNxcDqQ7d2Z7ExJ4LUePMi+muJiiVX4+BSOHWyo8nCU6nTtzivKEBIpge/cC8+Y5y/oc19C3LxAdjT3rUlB39AQ6BnpQhNqxg1OmO7Y3GoH+/bl4eDR2d79oX2gUIKPUhIJKM0K8DRfttjfY7NiX5Zhp7bfpPHJw18AouOq0+NOig9BqFEzqEYZ7h8YgMaKNwdBXK9On8337178ogNbU8Nn09OQzV1LCUs3du/lOhITA298LniVZsCUdpXPpwQdZkuqY9dDVlb8HBvL9uvdeikdJScwLKynh+75pE7dxlLZJ+ZkgCIIgCMJVjYhHgiCcnS1boGZlYWdeLWa7J8Bu0ODOwZF4ZXJ3aBU4Z2pKS+PP3bvpQjAamdkTFEShKC6OQlBNDbB1K/DWWxRJHMJSeDjdOR07MoDaZuPAdcsWDjpVlU6GKVMYvB0XR+eSA1WlU+eTT5ibZLEAAQGwRIbDPbUCvju2AHvKWRpntVIMio2liKMoHOg68pkcAdr+/hRw9uyhKJWZSdHIZuM+7u4cAIeE8FoTE3k8d3eKaIsXO2dscxyvhSyjlKJqhFcWYcKRVODoKQcTwGMPHszj6vVn3BpPgx7dw71xKKcSO9NLMbnXhc+u5uBYfjVM9TZ4GnToHHQV5vdcZm7rG4EB0X4wumoR4OF6pZtz8Zgwge/V88/z+a6o4HOq13O9IwupogKoqUGwzoAiqxnGrDTYdu+B1tOTM7NVVlI02reP71VREUXZ77+nwNS9O9/J48cpJKWk8H3bsIFLcLDTkeR/lcxSJwiCIAiCIDQi4pEgCK2Tlwd1wwZsSSnBP13jUWXwwFMDQ/CHGBuUZUspGFVXc1tVpTPHbKZb58EHgV696MhxZJ98/DEzgmpquK6qihlGiYksjWlooFhTVERH0IkTztykQYPoYjC04K6prqazZ/FiDkhttkZXkn9eKfrmHkN4WiUQ4k3RJjSUIlVcnPN8Hh4cKFdXc39vb7qTCgo44K2royvDzc3pjOrbl+2Oj+f2+fkUxg4fduY0neYyapb3YrMBSUnotGwB4nJzEdczDAj0YNsGD+Yg/Bz5MANj/HAopxI70srOKh7Z7CoKq8xw1Wng3wbxY7cj7yjKFxrNRciouQaI9Dde6SZcGvr3Z1npn/5EAbikhKKvxyknnJsb35PQULjX1MAIO2C3oX7rNrhVlPN9uP12vs8WC/OOunThe6UoFJDuuIOupB49uJjNTiEpNZXvWmEhsH49xViHkOT323a9CYIgCIIgXC2IeCQIQstYrbAt+h4bDudgS7mCQP9y/NVnL4YetAMHm2yn09FRVFHBn4mJwMyZdC1s2UJXwdGjzFFxYLHQ2dChA4WSyEg6fwCGXYeEUJiKiaFYNG4cZ286XUhpaGAZ2ocf0sngyCfq2JGlZIcOwb+sArkNFhS7uCM6MhKaCRMo+JSUsJysoIC/m83OsrPycrqdFIUuiMBADoyDg7nviBEUhDw8OKg+coTupDa4jABQiNqzB9i1C2pVFTT5eajXaOE+ZCAwYRTP10YGxfrjk83p2JFWiqIqM7LLTcgpr0N22amfpz7nVdTBalOhUYCpfSLwxLhOiPBtXQzZk/nbDsv+zdGlC/OPnn2WAe15eRQ+w8P5Pri4AAUFUHr0QHW9EcZjR2Cy1cMtKQl45x2+Qw895Jxh8PhxloKWlfFdWr+e77EDg4HvRs+efB+SkykkOXLECgqAdeso0jqEJB+fK9U7giAIgiAIv3kUVXXURwgtUVVVBW9vb1RWVsLLMQOUIFzL2O1AQQGsX3yJpO9WoaKiGkkhcRjVPRzdwrwpqISE0LUTG0vh59gxugssFgpCGRkUVByCkKpysBgSwvIWx5T3nTpxcNo07Npu5wxotbV0PNx2G8/lwGKhUHTgAEOvHW4ngKJLdDQzW04Fa9tdXLGoUMXPHQfh768/hNDDe4A1a+gSKj/lmoiK4rmqqihAeXpyoKoovJ6AALY9MZHbA9x/7962u4wADrB37mTbrVYAQIXGBbOPa3E8rDP2/mtyu4OXK+us6PW31WjLn+Q6jYIGOzfUaxXcOSASj43uiCCv5m4uVVXR/x/rUFJjwbcPDcaA33jm0W+K8nLgmWeYSVRaSkddZCTfW1UFAgNxOKY71iUXY2hVFvrXnJqlMCQEGDmS7+vBg8C2bXQBxsRQPPXwAKZO5Tt0Nkwmp5CUns4/DxyEhzuFJO9fed6UIAiCIAjCVUJbNQ8Rj86BiEfCb4rt24FffkF9VjZS1mxDldmK48GxGDC6DxKG9XYGXRubOFZOngT+8Q8KOvX1zu9sNrqSgoJYeuLnx/KUggKKKqNGAePHU0ByhOXu2EFhxxFiffvtFHFqauhkSE7mMXJynINTm43bDBhAoSczk8KTvz+dQhMmYPraIiTsWo/H9fnwt9RyEOzpyWwld3fnANXTk23z8KAjolev5i6g83EZqSoHwTt2sAzPQUgIMHgwNuoCMWvefnQJ9sTPT404r9s28/Nd2HSiGBoFCPV2Q4SvGzr4GfnT19j4e7CXAQdzKvDGz8exLZUztBn0GswcEo2HR8TB153TzGeU1GLUGxvhotXg0EsTYNBrz6tdwq+UujqWsK1c6RSQOnSgsGMyoS4gCG/rO0JRgD8Gm6Hbu4flnmFhwLBhfHeLi/mu2mz8HBjIPxvuu4+f20JtLYXppCQK0k3/udKhA0Wkrl1ZGisIgiAIgiCcF23VPKRsTRAEJy4uqCspR9LGPShS3HAwoT/G/v0ZJPTr1NxFY7GwJG3lSi51dXTu+PjQuePvT0EoNJQCkkNAUVUO+GbNYs6Kg/p6YPlyCjMARZjBgzloTE6mWKSqFJ527+ZngIPRxESnm6GsjI4fg4GOBw8PYMkSvLh2OypN9WgIcAciguhk8vVlu11ceG0aDZ1PvXuz7E3bRDBpo8to3o5MLN1/EO/e0RvhHnpuv2MHs1wAnqdzZ15bVBSgKEjZnAYAiAs6TXRqB5/N7IeiagsCPV2hP4dzqU+kL75+cBC2pZTg9dXHsT+rAh9vSsPXO7Jw//AY3D8spjHvqEeEtwhHv0Xc3IC33+b7/M03FIIyMynYuLjAUJCH620V+CmqL04OGoMEqHQbFRZS1B01iu+H1cpyVt2pf2qEhgILFwKzZ58psraEuzvLRPv1o4DsEJIcwfXZ2cCqVXRGOYQkTwl3FwRBEARBuBSI8+gciPNI+C1RlFeChY//HfbCQtT5+OOG915Ez9hTzpv6eoZBr1vHaeSrq+m+qatjflGnThxchoU5B4uO8raUFAo/Wi1LV7p1c560rIwD1IICOg2io7m+pMS5jarSHbRiBddrtTz29Ok8Z0oKXRG1tRRoXF3piCoqAlQVGSW12Kd6IKB3d4xICGksGQNAR0Tv3gzx9fBwrm+ny6jW0oCB/1wHW3UN/uBdgUeMZc6cJ72e5xg48IyZpJ77/hAW7s7GH8Z0xNMTupznnTs/VFXF+uQivLH6BI7lVwEAfI16BHsZkFxQjYdHxuG5ifGXtU3CVYSqUkT65BO+n+7uLB3T61Gckol0nSeso8Zg6EO3A3Pm8M8Hi4Xv8MiR/DNi1y6+h9HRdC2GhFA4nTGjuUDbHqqrWa6alARkZTnXKwqP3a2bM5NMEARBEARBOCviPBIEoV2YrTb8870ViC4qgtHNFZP/9QRiIn2BX34B1q6l86a2lsKLyUTRR1EoFo0axYGlXs8BYufOFJOMRuC77+hI0OmAadMYzOsgORn4/HMgN5d5Q3FxTtFIo6F7KCqK7p3163l8RznbDTcAmzdzwFpczLZ5efFncTHb5uUFRESg2GZE5pE86GstbL+rK91KvXpxMNzUVXU+WUYAVq47iEFHtiK+OB1W1Y7KIdHwDvanYNSnD90cLZBaXAMAiAu6/ANdRVEwNiEYo7sEYeWRfLy15gTSimtRbqK41j/a97K3SbiKUBTgqadYcvrmm3xPs7Mp2AaHICA7D9atG4AID4bkBwYy+ywzkyWw06fzGJs3s2SztJQzE6oq8NNPwE03nXHKI7mV+PuPR/HE2M4YHOffQqNAd9HAgVyqqpxCUnY2y9syMuiIjI52CkltcToJgiAIgiAIrSLikSAIUFUVf5+3DWHbNsCgVTBlfCICFn1FEaW6miKKycT8koAADhI9PCjmjBzJErTOnTlYc7iOrFaWqKSkcN306SwHq6+nK2jJEmDjRpa5eXkB3btzUNipEweYnTpxUPif/3AwqijMNbrnHpauvfIKhSabje1RFLoQfH2dIdcGA+DqioCSWihQcdwtAJOmTOFgUq93dsD5ZBmx44CUFKjbt8Py9QZ0r7FAp9Egx90PX4T1xR8en3xOd0VK0SnxKPDKuSQ0GgU39QjD9d1CsGR/Lt5bnwKdRsHA2FYG78JvB0Vhmam/P/Dii3wXMzPhGR6BdDdv+FRXw7Z6DbSqSpHU1xeYO5fv+PffA7/7HcvKvvyS4tGhQxSTS0qYSda0fBXA/J2Z2JFWhpOF+7DqyREI9HQ9e/u8vIBBg7hUVlJESkqi0JWezmXlSmYxjRlzybpJEARBEAThWkfK1s6BlK0JvwU+33ACpv/3F/TNS0aiUYVHgA9nMHMIRsHBdAFFRnLQl59PN8LMmZy2/nQnTn09sGABB256PTB5MtclJ9OBcOSI02EUGwtMmkSHQGwshabaWuDTT4Eff3SGcA8fzvbs3Ml1AIN8dToKND4+FKx0Oq53lKx4eyM/pguu21iNek8vHPvb9VAc7T1PlxGsVma87NgBlJQgt7wO3+7NQVZwFG55ZCpmrsmHi06LX/40GiHehjP3P0VZbT36vLIG/5+9+46Pqs7+P/6amWQmvZKeEAJJKKGD9CZFQESaoCD2tpZdd93V7+rquq77s6yra11d2yoqoigiWFB674TQCS2k914myZTfH4cQAqEpSSjn+XjkYTJzZ3Inu8zc+77nnI/BAHueGYO7WecLqYvY6tXw6KMyCNtgYKc5kBq7g3h/C95mI1xzjQyhLy6WcLikRAKlXr3k3/DXX8u8Mk9P+TcaECCVTcOGHf93NuGttSSlFQNwdfsgPrz9qvp/r+ejqKi+IikzU96DevS4YH8KpZRSSqnLhbatKaXOzG6HzZtJmTOfrl99S3hJHr5mI55mH5lvEhYmgU7r1vUVQZ6eMig7JEQqjoYOPfV5q6vhs89kdbSSEmlF+/prqdKpqKgfih0dLe1nY8ZIi1qdLVvqq42qqqTiISBA2tbqZhV5eR2fvYLTKTNVSkul4sjTUwKkDh3kZDEmhkAHVGxahL3WQW5BGSGpByU0ysio/71nqzKC+hkuW7dKkAVgsTDfvRX/692TcUM6MmREF646uJ7NKUW8u+owfx3f6bT/E9RVHUX4uWtwpC5+gwfDf/8LDz8Me/cSU5JFsmcwZTYH3j4e8PPPUt3j7w8DB8K2bRLguLtLMJyQIP82i4rkvcBkgueek2qkceOwx7Rlf7bM3jIaYPn+PD7ZcJRb+7c5/32t24eBA6XFVtvWlFJKKaV+FQ2PlLqS2GwSfCxeDBs2UJ2ZhTM1l9jyIlxdTHi0bivtY9HRUkFQN7soIkKCoPfek6AnIUGqBU5Ut6LaW29JhVF1tQyhrhsabTBIRULnzvXDriMi6h9fUQFvvCEVC6WlMiA7JkYel54uq6JFRMiXwyGB0dGjUnEUEyOVDWFhEhh16dJgxpDZCF2Nlfgn76TmxQ3geSyoOZcqI5AKpQ0bJPiy2+U2f3/o25fc2I78+5W12NyczOwXjcFg4KHhcdz24SZmbzrKA1e3o5VX4603F0PLmlLnpVs3mVP2wAOYtmwjpiSLPNdwCXa9vGRGWv/+8u+yLuBNTpb7goLq55t5e8vssZoaeT/Kzyc/MIxWeRbyg8J5dHQHnv1uD//v+730bxtIXMivWEUtIOCCvXyllFJKqSvVRRMerVq1ipdeeomtW7eSlZXFN998w8SJE4/f73Q6efrpp3nvvfcoLi5m4MCBvP3228TFxZ3xed966y1eeuklsrOz6datG2+88QZ9+vRp4lej1EXEbpfV0X76SYZLZ2dDVRWOqioKymsw2hwUBYYQ1a87hilTZKB1XJzMEqljtcLs2VJtEx4OEydK0GK3y5yhffukemD1allS28WlPsSJj5cZJ4mJcjLZpo3MQamrBCgpkcDonXdk30CqgIKD5ftWreTE09tbwqf9++XkMyxMBl4HBEhI1b27hFInqptltHUrt+zYSGphJaX+IdC67dmrjBwOOendsEEG8NZp3VpOjtu3B6OROUsPYHM46RXtT0K4LwBD4lrRNdKXHeklfLDmCP83pvEVy+qGZce2wLBspX6xtm3h449x3n0v1cvXEJyXgc2/rRxQeHhIQJ2QIP/28/Ik+D14UP7td+1av1JjaKhsU1UFBw5QnFvBDbuzMcbEcGdkR1bGB7EqOY+H52znmwcHYHHR6jyllFJKqZZy0YRHFRUVdOvWjTvvvJPJkyefcv8///lPXn/9dT7++GNiYmJ46qmnGD16NHv27MHNrfGZIl988QWPPPII77zzDn379uXVV19l9OjR7N+/n+C6E1OlLkc2Gxw+LMHJxo3SPpKSItUBJhPOkBA2+UeTUmbH1+hg0PAeuDzz14aBUR2HA776Sk4CfXxgyhQ5EaybX1RVJSFNUpJ8HxEBd90lAYvTKS1rhw7Jc/XvD6NGSdtKYiJs3w4LFsjzORxSpRAbKyeVgYHyfJWVMh8pOVmer66dLiFBAqr4+Poh3XUamWXk6+XGfmMQ7gNHkHDbiNNXGdXUyL5t3CjtLlBfbdWvX4NqKZvdweyNslT4rf2jj99uMBj47fA47pm1hVnrUrhvSFv8PMyn/CqtPFKXrJAQPD6dxarhU+mavA3Po6kQES7/Rj095f2ntlb+zSxeLO9J69fDb34jFX+LFknlYEUFDBgAnp5k5tqwG4x0rinE8NFHvBnemmk2N/ZkwSs/J/P4tR1b+lUrpZRSSl2xLprwaOzYsYwdO7bR+5xOJ6+++ipPPvkkEyZMAGDWrFmEhIQwf/58brrppkYf98orr3DPPfdwxx13APDOO+/w/fff8+GHH/LnP/+5aV6IUi3FZpOQJjFRTtKysiT8sNnk/qAgqRgYNIi5Vj8+2ZbFNYc3M6R3FN4P3tN4cARSsbRnj1QIBQfD22/XPyfIiWB+fv1A7TvukN+VnS2rrRUXS7gzYIAENu+8Iy1nGRmyn+Xl0r4SFSVVCd7ect/evRL82GwS3kREyP39+knF0JkG2NedmMLxWUbpA335cWkKRteAxoOjkpL6eUZWq9zm7i4VSn36NPr7luzNIbvUSisvM2M6N6x6GtEhmA6h3uzLLuOjdSn8fmT8KY+vC4+08khdknx9WfPIs2S98g8mpW7BLytLKgWNRgmD8/IkTBo6VN5HqqtlJbYXXpCA+O235b1j6VIYOpTiAhvL2/WmR2dvqMzAJzOVtyrLeT0N5pcXMLR9EAPatWrpV62UUkopdUW6aMKjMzly5AjZ2dmMHDny+G2+vr707duX9evXNxoe1dTUsHXrVh5//PHjtxmNRkaOHMn69etP+7uqq6uprlt1CZk8rtRFq7ZWlsRet06Cj+xsaekCaRUJCZFAp1cvGSDdrh0/Hy7hqQ/XcUv6LoZ3CiH8mqFS7XOyoiJpJ/v2WwlWEhIk9AGZ99Ohg7SwLV0q//X1ldXXAgKkhW3BAlmau64aadWq+n3etEnaVupCow4dZF8PHJA2OKcT3NwkmGrbVlZx6t9fXsu5rLx01VUSQp0wyyhybw6QwpH8iobbpqdLa9qePXLCCxI41YVU5lMrhurMWi8B1Y1XRZ3SUmM0GnhoeCwPzU7kwzVHuGtQDN5ursfvr6qxk1FcBWh4pC5dPTpE8H/D78ZrVyBT96+Sf/O1tRIgFxfLv3FXVxm2vWyZVAP+7W8y36x1a1m9raIClizB3S2CYX5VBPzur9A2CFaupF1SEuMLsojZvogf/5JM5+fuw6dtVEu/bKWUUkqpK84lER5lH5uDEhIS0uD2kJCQ4/edLD8/H7vd3uhj9u3bd9rf9fzzz/PMM8/8yj1WqonV1Mhw6rlzZc5QXeBpscig606dpFqmfXsJbo6tZpacU8Yf5iQy4tBmBoVYSOjaTtrIQAKbnByp+Nm3r36OkdMpVUVdu0rI06GDVCAVF8PHH8t//f0lOPLwkGG6S5ZIRYGXlwykttvrV0Zbt04qe3x8JHBq00YCo3XrJDDy8pJte/aU2Uq9esnrOh+dO8vXCaIDZbbR0YIKnE4nBpBV4Q4erN8oJkZCqri4s4ZUB3PLWHeoAKMBZvSNbnSbsZ3DaBuUzOG8Cj7ZcJQHhtWHdHXzjvw9XAnwPH1ApdTFrHtrP2wmF57ueQOThnfG5b/vSPBcWystpjk58u+5VSsJZNetk9lrf/oTvPoqvPkm/OEP2IuKaFtwELeyEjrOmwVP/gUmTIDBgxm0ZBlp738H6YdZ8+g/GDttOIarr66fi6aUUkoppZrcJREeNafHH3+cRx555PjPpaWlREXpVU51ESgqksqc5GSZX2SzyeBZg0ECmN69oW9fmQHk63vKw4sra7hn1hZaZxxkuD2Pwe2jJJzJyKgPi4qLZePKSqnE8fWVE7777pOAqE5BgQRHpaWyqtLAgfDDDzBvnoRGICu2deggAVZ0tNy/fLkEX1VVcjJZXi6VSx4eUu3j7Q0jR8K0aQ1XYrsAogLcMRigosZOfnkNQd4WqY44ckQGe/frd+rA7TP4dIPMOhrRMYQIP/dGtzEZDTw4LJY/zk3i/dVHuH1AGzzM8rarw7LV5SAm0JN4awHJlgD2z7ibhMAAePFFeY9IT5eqxMxMqSIMDZVQuG7Fxz/8AV57DZ5+mspn/h+WknSiqoqxrFkNf/kLPPssBATgNu0GerfvwTvPfIAz5ygxyzbScd8+CYiHDpX3EqWUUkop1aQuifAo9NgJXU5ODmFhYcdvz8nJoXv37o0+plWrVphMJnJychrcnpOTc/z5GmOxWLCcb5WDUk3B4YC0NAmLkpNlfsiJ/PykPeu++6RixtW10acBqKi28dvPEynKyOXm9ESui7FgcnWRypuqqvoNXV2ljWz3bqlcattWKopOHEidmwsffCDVQtXVsp+zZ8tw7poamRN0/fVS0RQTI4OnX3hBWury86X6yGKRih83NzmhjI6G666TMOs0A/B/LYuLiXBfdzKKqzhaUCHh0aBBEnx5nV+AU1Ft4+ut6UDDQdmNmdA9nFeXJpNWWMXnm9K4a1AMAId0WLa6DBiTtvObw6v43hxOUmpnEu64Q4LmJ5+U94rUVAmCMzIk6G7bVt43du6U2WS//S289ho7VyRiKvyGKEeFtMlu3QqPPCJf8fF06daODg/ewUfzN5GetYe/+tXgu3OnvO907SohUkBAS/85lFJKKaUuW5dEeBQTE0NoaChLly49HhaVlpayceNG7r///kYfYzab6dWrF0uXLmXixIkAOBwOli5dykMPPdRMe67UL7R9u5xY1Q1uBmk9i4qSyqK4OKmaOUNrVVWNnWX7cvl+ZybrdqYSnp3KEzt+ZrxHOW5ZvhAaLK0lHh7ynB06SAXTF19IAOTrCzfdVB8cVVTAmjXwv/9JK4qnp5y0ZWdLyBUcLM/zm9/I9xUV8Pzz8jry8qSqyctLwiOnU35XQoKs3jZgwBnDrwulTSsPMoqrSCmopHebAHkNv8D87RmUVdto28qTgWcZ4OtiMvLAsFgen7eTd1cd4ua+rXFzNXFQK4/U5cBuJ8TXnS5HDmKYMwd6PQKTJsn7xyOPyOD+tDQJmU0m+eraVd579u6VCqT77mPh0Ltos3EPEdY0MDmk1XXfPvj3v6UaccwYHrg6lpXJeXzt6UeJn53/RpVhOnBAVnrcuRO6d4chQyRYV0oppZRSF9RFEx6Vl5dz8ITZI0eOHGH79u0EBATQunVrfv/73/OPf/yDuLg4YmJieOqppwgPDz8eDAGMGDGCSZMmHQ+HHnnkEW677TZ69+5Nnz59ePXVV6moqDi++ppSFy1vbwmO3N0lKIqPh3bt5OczsNbaWbE/j+92ZLIp8TAR2UdpV5jOraV5tLcWMNClBE+Lu7Ro9ewpgVHr1hJMOZ3w3XfSxmU2w4wZcoK3YYOc5O3eLaGWzSb7N2yYVC15e0uVUqdOUjlksUh72v/7f/JcdautubvL74mLk4qp8ePlZM+l+d6GogM9WXuwgKMFFWff+DScTiefHBuUfXO/aIzGsw/wntwzgteXHiCrxMrcrenc0i+aQ7myD+00PFKXst69cU6rwvbSu9j374dZs2D6dBg+XOaf3X+/VB+lpcn7idEo/+Z795ZKxYMHYd06rtmVwdO9bmR83lIozpH3maAg2L9fAu5DhzCNHcu/p3Vj7OtrWFIM/7mqD78dNgxWrJCW3m3bJEjq0UNCpDOtyKiUUkoppc7LRRMebdmyhauvvvr4z3Vzh2677TY++ugjHnvsMSoqKrj33nspLi5m0KBBLFq0CLcTWlwOHTpEft28FeDGG28kLy+Pv/71r2RnZ9O9e3cWLVp0yhBtpS460dFw110Nhl2fTrXNzqrkfL5PymDb5v2EHQuMZpQX4uPmSlyIFx0j/QnMLMEQGC+h0KhRp1YtbdworSKVlRJWffutzCoBaSPZsUNO4jp1gttvlyqksjI5QRsxQqqHDh6EZ56Rgbjl5XJy6OEh7SRxcXJCN2KEzBgymU55LU2tTaAHACkFlb/4OTanFLEvuwx3VxM39Io8p8dYXEzcN6Qtf1u4h3dWHGJqr8jjq77FatuausTFD72KR388xMS9K6lJScX84Ycwc6YE1J98AnffLe8NWVkSChkMElD37Qu1tThSU4lO2cdjlbNw+X+Pwaf/g8JCqVjs2hWOHpVQ+uuviYqP57kRPfjdD4d5dekBBsX1p8fNN0s4tXw5HD4MW7ZAYqIEVIMGScCtlFJKKaV+FYPT6XS29E5czEpLS/H19aWkpAQfvYqpLjL7M0v44ysLCUg9TLvCdHyt5XhbXIgL8SY+1IeQLvEY4uKkeqi8XCqNbryxYXDkdErY8957crIWFibtcSDbeXrCoUPShtK+vYRECxZIW5q7O1x7rTz33Lnw/fcy2LuyUk4OIyIkiBo4UAKrhISzhmFN6afd2dz3yVa6Rvqy4KFBv+g5fvt5IguTMpneJ4rnJ3c958dZa+0MenE5+eXVPDCsHf9ZcQiLi5G9fx9zTtVLSl3M+j+/FGtWDvN9jxBtqpX3jZtvloHZGRkShu/aJYGzvz/Exkow5OJCxbKV5B1Mxe7qStthfTEMHixVkFarzEDr06e+xdbpxGk2809nNG+X+hLi68aChwYR4nPsQlJKioRIR6U6EBcXqXQcNOgXt6kqpZRSSl3OzjXzuGgqj5RS56i2Vq6u79vHztlLGJlRgKfZhfgQb2IjYgjrkYCxU0cJbTw9ZeZQebnMGxo/XgKhumHce/fCpk2wcqXMGAkLk6qndu2gY0eZQ7RgAYSEyPDrdu1kJpLdLiFQq1by86pVMtS7okKev24204AB8js7djzjfKbm0iZQTh6P5FfgdDoxnOc+5ZZZWbQrC4CZ/c48KPtkbq4m7h0Sw3M/7OO/qw4D0DbIS4MjdVnoFunHohIrywZexx0p62UW2kcfycqJsbEynP/ee+X9pqBA3secTujXj8y4LpRlFBNmr8Cwf78EPh06SAtaRYVUPfboIcO2rVYMGRn83rYP49FaPg3pzr2fbOWLe/vh5mqSWWq33y4ts8uXy/vc+vVSVdmnj7wneXi08F9LKaWUUurSo+GRUpeCqioJZ/btk/aP2lryy6tJzyjA6mrhpltHEdq3h4Q7ZnP94w4flqojgHHjpG1k7155nooKaSvbtk1O4jp1kpO7Dh3kan9yMnz5pbSZxMRIldGCBXJSWDe8e9UqCZ6Ki2W7gACpThoyRE4a4+MvitCoTvSxtrUyq42iyloCPM1neURDczalUWt30ivan4Rw3/P+/Tf3jeY/Kw5RXFkL6LBsdfnoFuXHot3ZbCmwy1zBL76Q95/Zs2X1xe7dZdj+Qw/Je0ZhocxRs9s5Gt2D7NC2hJSlyXvdoUPyHhMYKK2zeXnyvmUwwNix0KULlqVLuae1Hbeti1he0JknAtx5+aYeEgjXreoWEyPPtWyZPM+aNbB5s8x869+/yVZ2VEoppZS6HGl4pNTFqqREQp59+6QFw+Gov8/Xl6+trnzVOZbuA7sSestVpz6+qgq++kpOvHx8YP58WSK7jsUC+flSFdCuHdx3X/0V+b175bF2O4SGyj7s2QOlpbJtYKCsknTwoARQZrM8z+jRcNttMt/oIgqN6ri5mgjzdSOrxEpKQcV5hUc2u4PZG1MBuLX/+VUd1fG0uHDXwBheXpwM6LwjdfnoFiVh6va0YnlvuflmmZu2Y4e895SVSevYu+/Co49KW1pBAezeTUR6ESvb9GdApDdkHZZgKT1dAmo3NwmnU1OlkvKnn+DWW+GBB/BbuJCJVhuOxESyPj7KLHcbt03sU79TBkP9+1tyslQiZWdLeLVxowRI/frJ/iqllFJKqTPS8Eipi4XTKUFPXWBUN6y6TkiIVAV16ECqqw8vvrwChx+8Mzy+4XZVVbJC0ccfS9uHxSKDY6urpXWtY0d5nsREuc3NDW65pT442rULvv5aTtjKy6Xlo7paWti6d5ewaM4cud9gkCDpuuvgwQel6ugiDI1OFB3oQVaJlaMFFfRs7X/Oj1uyN4fsUiuBnmbGdA79xb//1gFteHfVYcqqbVp5pC4bXSJ8MRggo7iKvLJqgrwtMGmSBNdr1sDSpRI+jx0Lr7wiQ6y/+AJnXh5hGUeYUFmN+Xf3wW6LBNUZGfKeFBkpVZIlJVKp5OEhFZH33gu33EJU50QG137Bqp1pFLzyOomlU+hx8/UNB/IbDPLeFB8v763Ll0Nurvx3wwZpZevbt2HVplJKKaWUakDDI6VaksMhV9jrAqPCwvr76mYHdewoJz4BAcfv+u83O3E4YUh8EJ0jfOWq/v79UjF05Eh9e5rBUN+i0bGjnIgZDHIyt2uXtIZMnSqzi0AGZ3/wgTy+urq+2iksDIYNk2W49+yRoMtslva0v/4VunVrvr/Zr9Qm0JMNhwtJyT+/Fdc+2SADeG/qE4XF5ZevFOfr7sqrN3Vnxf48RnYK/sXPo9TFxNvNldggLw7klpOUVszITiHyXjNypARFP/4oA/VLS+GGG+Af/wAfH2zvf4ApNYPYwnS8530Od94p7zt79khlo7u7hD47d0ql0saN8t4zZ45s27MnPV6MJfnpt8nenMT6D74mIusIwTNvlIH9JzIY6sPz3bthxQqpvly6VELyQYNkuLara4v8DZVSSimlLmYaHinV3Gy24wOv2b9frqrXcXGRWR0dOkhg1MjqQLllVuZuTcfHWs5j3kYJe9LTJdABWaEoM1MGX0+YIFf/T6wG2rdPTpYAxoyRAbN79sC8eXK73S776OYmLWu9e8v9Tz0lVUcgrSAvvQRXX900f6MmFH1saPbRgoqzbFnvYG45aw8WYDTAjL6/rGXtRCM6hjCiY8ivfh6lLibdovwkPEo/Fh7V6dtX3kNWrZLqyrIymDkT/u//OFhlxOXNNwirKMS0f7+s+njddfK43bsl5O7WTVZm27pVHr9qlQQ8334LN9yAwceHyf/8E48/+zmBq5fxw5Ikbiwrxn3IIHmPOjkMMhigc2eZ87ZzZ/0Mpp9/ljDp+uub74+mlFJKKXWJ0PBIqeaUlCRX3+tCGJCQJj5eAqPY2NO3Thxra/v5o0VM3byRri5WEnwj64OhyEh5ju3b5TkjI2HixIbBUVaWtKQ5nTKXqLAQXn5Z5oEcG8SN2SzP4+kpIdI778gJFYCvL/zxjzL01mhsir9Qk2tzbGh2SsG5Vx7NWp8CSOgT4efeFLul1CWvW5QfX21Nl7lHJ+vdW4KguvfA8nK4806WDp3EvsQ8nkj8Bq/SY4OxMzLg2mslNNq+XUKkjh2hVy8ZeJ2bK7OPjEYJuAcPxuxq4onHpjLVJYC4xLX47MhkonEtxr17JQyKiTl1n4xG+R1dush+rVolVZpKKaWUUuoUGh4p1ZwCAiQ48vE5Pr+I6OiG8zlO5HRKFdHevbB3L9bsXErXHCHI7uCqHpEY2ratb8Pw8YF16yToMZth8uSGAU9ZmbSdpaRIdZHTKcFSWpp8+fpKYBQUJCdvSUkSKNnt8nyjRsGbb4L/uc8Juhidb+VRakEln2+SQdl3DGjTVLul1CWve6QfAElpxTidTln5rE6XLvDb30ql5KZNsGQJlJeTEdCX7zoNY+yAeMK/+A8cOCCh9nffSdVQz56yIuSBA/Je2bu3tK4VFMg2TqfMg4uPJ9DLwlv3DGLK20aSs1PxzDjIaGORzH/r1UvewxpbYc1ohB49ZKbbRT6zTSmllFKqpWh4pFRzioyUQa9hYac/SXE4ZHW1ffskNCotPX7X9swy9vmGYY9vT8wz0xu2teXk1LejjR5dPyPJ6ZT2uFdflQojNzc5IXNxkWDI3R2Cg6GyUgKmgwclsCovl9CobVt44QUYMaJp/ibNLPpY5VFRZS0llbX4epx5vsk/f9pHrd3J4LhWDIht1Ry7qNQlqX2oN2YXI6VWGykFlcS0Oqnttk2b+gBpzRpYs4bOtn20jhuO150TYUB7qWzct08G8i9dCn36yNfmzfK+ZLVKgLR1q2zz/ffynvnYYxAURMcwH16Z1p3ffGrnt7Zg3vMpYmjpUdk+OVla4tq3b/wFaHCklFJKKXVaGh4p1ZwMBggPP/X2ujlIe/dK0FN5QkuV2Qzx8VjbxfHw/HRyQuC1m7pjODE4stlkZpHdLidGPXtCUZG0fCQmyopCubkSGA0fDgMHytX9tWvr5y7V1MhjioulEiooCKZNgyeflIDpMuFpcSHI20JeWTVHCyvo6uF32m23pxXz3Y4sDAZ44tqOzbeTSl2CzC5GEsJ9SEwtJimt+NTwCCSofugh8PLCtngJbZJ2c3tpOV0KussA/nfegYcfhh07JDjfuBESEmRu0ubNcltNjdy2d6+8Xy1aJC23zz0HHh6M6RzKI6PieWVxMncXhDB3TA+6J66S97zPP5cqqDFjGp0pp5RSSimlGqfhkVItpbpaqnz27pWWjOrq+vvc3aUVrWNHqfxxceHztUfIqYbWAR6M6xLW8LmWLZPKIzc32X7WLFl1DaRNrbBQqp5++1tZTWjxYvjqK2kfqduX8nKpUvL1lQDq2WflCv9lqE2gB3ll1RzJr6DrsVabkzmdTp77fi8AU3pG0jHMpxn3UKlLU7dIPxJTi9meVszEHhGNb+TtDffeS3qNkaLkz+lakErA/94Fu1WC7ffegwcekHa1sjIZal1ZKe9HO3dKUJSdLZVMaWkSeq9YAf/3f/DPf4K7O78dHsv+7DK+35nFXSvyWPib2wnfvlFae3fuhEOHYOxYGZytFUdKKaWUUmel4ZFSzamyUlon9u6Vkxebrf6+ujlIHTvKbI8T5hXV2By8t+owAPcOaYuL6YRZRocPy/DYrCypavrxR7ndYJBVhtzdZQjspEkyHPadd+Tq+9GjUmFUXS2hkcUCgYFw000SMl1G1UYnaxPoyeaUIo6eYWj24j05bEopxM3VyB+viW/GvVPq0tU9yg+ApPTiM29osbCu/1hWrM3k1qxt8r743ntQUiKhzkcfwW9+A+vXS2XkwYNQVSUtbCkpEiDl5UGrVlJRWVgowdCjj8LTT2MICuJfU7uRUlDB7sxSPtyYzpPXjZKKpW+/lbD9668lSLruOnn/VUoppZRSp6XhkVJNrbS0fn7R0aMyn6NOQICERR07QkTEaa+Af7s9g8wSK0HeFm7oFSk3VlRIG8ebb8qQ7LAw8PICPz8Z/hoUJK1sISFywmUw1J+M5eXJz0ajBEi+vrJs9eOPy2Mvc22OtdOknGZodq3dwQuL9gFw16AYwnwv3yBNqQupLjzanVlKjc2B2eX0qzLuya3g57j+DO0Tx6CDayQgmjVL3jNvuEECpHvvlVXQKiqkyqimRt7PSkrk/auwUCouAwOlAmnzZqmavO8+3BMSuH9YOx6anciK5DyeBAnY771XZi6tWiWh1VtvwTXXSLuvViEppZRSSjVKwyOlmkJh4fEV0khPb3hfaGh9YBQUdNaTFYfDyTsrDwFw14Bo3A4flFlG+/fL0tf5+TK7Y9IkaUlr00ZOvt57T060LBYJr95/X9pASkvlNoNB2keCg2HKFLjvvsu62uhEdUOzT1d5NGdTKofzKgj0NPOboe2ac9eUuqRFB3rg6+5KSVUt+7PL6BLpe9pt92aVgcGA15hR4OgKH34Iu3fDl1/K+9Stt9YHSEuXSoCUnS2z2nr3lvcvo1GqLl1dJTgvLZXh2B9+CKNHM3jAUExGAwdzy0krrCQqwEMC86FD5T14wQJ5j164UKqQrr++frEBpZRSSil1nIZHSl0ITqcMpK4LjHJyGt4fFVUfGJ3nUvc/78mm8Ggm1xQd5fYNu6C6Su7IzZU2jvbtpVUjNlZur6mBTz+VcKmoSO5fulROyux2afEwm48vb82f/iRLVF9B2gRK5dHRRiqPyqy1vLrkAAAPj4zD2+3Mq7EppeoZDAa6RfmxKjmP7enFpw2PHA4ne7NkJcmOYT4QEiFh0LvvypD/BQtk3tE998DHH0u4vWiRhEP5+VJB2aOHvIeZTFLVWVMjQbrVKs9hseCbmcmA4ChWZ1tZkZzHLf2i63ciOBjuvFNmvy1dKu1wb78NV18N/fo1aB1WSimllLrSaXik1IWwbZtcua5jNEoFUMeOMsfI2/v8n7O6GueuXRx4ZS63HU2lT5sA3KpbyclRu3byO4OD5Qp6XXBUXQ0vvigtGU6n/O7vv5er9XXzlUJC5GvCBDkxc3P71S//UtP6WOVRfnkNZdbaBgHRf1cepqCihratPJnep3VL7aJSl6zukb6sSs4jKa24YVhzgtTCSipr7JhdjLStW5UtLg4eeQT++18JhxYvlkH+998PH3wADz4o84pKSqS6c8MGCZDqhl4fPiz3eXrKTKTdu8HFhd/k7eeQIZ4V+3JP3R+jUYKi9u3lPfzwYfj5Z3nshAnyHquUUkoppTQ8UuqCaNdOKnpiYyUwio//ZS1gTiekpspV8927Sc0uxn40A6PJRJcRfaDfVXKC9dln8vsiImR56+pqmfUxa5bM8HA6pT1u5Uq5Sl9ZKSdUbdvK4//wBxmefYXycXMl0NNMQUUNRwsq6Rwh1RHZJVbeXyODyR8b0wFXk1YeKHW+utUNzU4rPu02dVVH7UO8Gy4AEBYGv/+9vF+tWAGrV0u72gMPSFWQmxvMnSvhUXGxvO/V1EDfvvL4w4elOslmAw8PyMoi3juQGzYvZYO1GOuMHriZGzn08feHW26R996ff4aMDAmxBg+WL5PpQvxplFJKKaUuWRoeKXUh+PnJMtGuv7DFqbQUkpLkxKWw8PjNy/IdrG7Tg17XDcX7pj5y4/r1cOSI/K5rr5Uqow0b5Lb9+yVIioiQ9rnMTGnhCAuDmBi5kn7nnVfMbKMziQ70OCU8evnn/VhrHfSO9md0QkgL76FSl6aukX4AHMwrP6Wyr059y1ojVZl+fvDQQzLI//vvYcsW+Ne/ZOD/a69JgPThh1JlVF4u75s2mwTpDoe8F5aXy3/d3GjVpg3eZiMDkjdz+L+z6HTfTGndPZnBIEOz4+Lk9+7bJwHWnj3y3hkRceH+SEoppZRSlxgNj5S6UM43OLLZJOxJTIRDh6RaCOSkpnNndgXH8EzVUVxMRl4f00Xuy82V2Ry1tdJOMWuWhEXFxXKiY7NJS1pSkqyoBlIV1auXXM3v2vVCvdpLXptAT7alFh9fcW1vVilfbZPh5k+M64hBV11S6hcJ8rYQ4edORnEVOzNKGNCu1Snb7Dlx3lFj3N0l6Pbxga+/ljayV16Bu++W1lw3N6kMKiyUysodO2Sm2+DB8l569Kjcvns3BldXLD0GULZxG7nrttDJZIUbb5QV2hrj7S33794NP/4o77vvvw/9+8s8pF96kUAppZRS6hKm4ZFSzS07WwKjHTtk4HWd6GiZ39GpE5jNvDZrCxgMTOwRQYSfuwRDn30mgVNNjbStGQxyorRvn1xxNxqljaOiQtosOnaEmTPh9tu12ugk0ceGZqfkS3j0/I/7cDphXJcwerY+v6HmSqmGukf5kVFcRVJa4+HR3qwy4AzhEch73I03SkvZJ59IJdFbb0nF0TPPyKqRb7xRHyDt2iWP691b3g/T06XycutWRlQ5uTNuOB65uxiWmyuDuSdNkrlwjTEYZJZS27YyqHvHDli3Tio6r79eKjmVUkoppa4gGh4p1RyqqmQZ6MREWVa6jre3rHTWvXuDq+AHc8tYvCcHgwFZKr60VE6Sli6VUOiqq2R7pxN++klOnPLz5au6Wq7KX301PPGEVhudRptWMjT7aEElqw/ksSo5D1eTgcfGtG/hPVPq0tctypfvd2Y1OveopLKWjGIJzs8YHoGEOKNHSwvb++/DwYMyPLukBP78Z6nU/Pe/oaBA3md37JDgqGNHeX881robtmsLd6WX8dzQO7jBv5hWRTkwZ45UKl199elXVvPwgMmTJUj67jtZwfLjj2H4cGmTU0oppZS6Qmh4pFRTqZu9kZgoV6vtdrndZJKr3d27S0tZIyctP+3OAWBspBuxm1bAsmWyuhrICUt8vAyG3bZNrrpnZcmy1g6HzAt58EGZGeLh0Swv9VLU5ljl0eH8Cp77YR8AM/tFH69IUkr9ct2OzT1KSi8+5b692dKyFuHnjq/7ObaA9esnAdJ//iMVRrNnS6j+u99JgPTPf9aH57t2SegUFiaPzcrCaLUyLH0n1tWf8P2kf3Nb9RGZFbd6tQzHvuGGM79fxsfL++qSJTKDKbrxVeSUUkoppS5XGh4pdaEVFUlglJQkV8frhITIMNYuXc4a6uzccZhRBzZwd345ZHnK7A1fXwmcfH1lRbWDByEtTVZnq6mRB8bEyEBZvSJ+VnXhUX55Nfnl1Xi7ufC74XEtvFdKXR46R/hiNEBWiZWcUishPm7H79uTeZZ5R6fTsSM89pi0rm3eDN98I++x990nofyLL8p8ourq+gokT08JkXJycLeWMuzINvY+9zQs/EgGYC9YIEH8f/8L06adeSi2xQLjxsnso4CAX/BXUUoppZS6dGl4pNSFUFsrK/IkJkJKSv3t7u4SFvXoAaGhcjX8TPLysK1cSed532Kz24lqEy1X16OiZPUgu11OlnJz5eQoLU1OkNzc5ITmjTdkW3VWvh6u+Hm4UlxZC8CDV8fi79nICkxKqfPmaXEhPsSbfdllJKUVc01C6PH76lZa69TYSmtnExUFjz4qFUirV8PixVJ1+eCDMiPphRekErOmRiqQOnaU6s7gYFztTgy5RXTYspLavzyJ61+egHvugS++kLa3Dz+UFSx79jzte3VBeTUrjlQywdcPF9NpWt2UUkoppS5DGh4p9Us5ndLukJgoJynV1XK7wSBDVnv0kPY0l3P4Z5adDatWwd695BVXYrPbyQ1tTeCgvvD5bAmLevSQkMhmgx9+kAonp1NWXZs4Ef7yFxksq85ZdKAnxZXFRPi5c/uANi29O0pdVrpF+kl4lH5SeHSsba1T+HlWHtUJDIRHHpGV2H76CdaulUUCfvtbCYpeeEHem2tqpGU4Lg4qK7EEt8JWUo2hxkrNvPm4ml2laumee2D+fFl4YOFCGbR97bWNrqr20OxE1h8uoNbu4KY+rX/Z/iullFJKXYI0PFLqfJWXS9VPYiLk5dXf7u9fP/za1/fcniszE1aulBXUjtnpHcHcLu25ya0Y49v/kROgNm2gVy9phfvkExmQbTBAt26y8s+9957771THDWgXyM70Yp4c1xE3V1NL745Sl5VuUX58sSWNpLT69t1au4PknHLgF7StncjTE+6/X973vvlG5r89/7zMQHr8cZmBlJYm758HDkDr1hhycjD5+WAtclJlrcXzu+8kbJoyRVZ1W7tWFiVITJRAf9q0BoH89rRi1h8uAGD94QINj5RSSil1RdHwSKlzYbfLCcj27TJvyOGQ211doVMnCYzatDl7W1qdtDQJjQ4elJ8NBkhIgIEDWfvfxVy7bwXj7elgrJHBrBMmwKxZUp1ks8nvHTNGWtVuu01WbVPn7dFr2nPXoBhaeVlaeleUuux0i5JAOym9GIfDidFo4HBeBTU2B55mE1H+v3Kgv9kMt94qiwR8+qm8N7/4IvzmN9La9sorsmhBTY2854aE0KqqmMNGV0odDgJtNgyLF8u8pLw8GDUKwsPhq6+k9e3dd2WltTiZhfbflYeO/+ptqUW/bt+VUkoppS4xGh4pdSZFRTKYNSlJ2iLqREZKG1lCgrSSnQunU+YhrVolJzQgV727dJHlosvKsH/zDcHL1xFYlEtgoAPi4uV3vfiiBE1Op7RqTJ4sLXG33ipX4NUvYjQaNDhSqonEh3jj5mqkzGrjSEEF7YK8js876hDmg9F4jmH7mRiNEq4HBMjQ67Q0ePVVCdV///v6CqTqasjJweLri7/VSqnFgxqnAUt1NaxbJ8+Tny+rrt13H3z5pbS+zZ4Nw4ZxuGNPFu3OBiTrTyusIq+smiBvff9QSiml1JVBwyOlziQ3V04sQEKabt0kNAoKOvfncDrh0CEJjVJT5TajUaqVBg2S+3/+GfbvJ6/Eir3WhouLEc+IYDl5WbNGhrm6uEgLxZgxEhzdcstZV21TSqmW4moy0jncly1Hi0hKK24QHnX6NS1rJzMYZIVJX19ZNODgQXjvPWlHGzYMvv8eCguhuhpTaSmeBleMVeVUVrpgcTXJIgR79shzffABTJ8Od9wBixbBli2wfDmbv1mH2dSewV2jSCusYn9OGdtSixh9wiwnpZRSSqnLmYZHSp1JXBx07SqtaXFx0t5wrpxOaaNYtUpCIJDH9+wpoZHZLK1rmzZJG5zRyPbgdlSbMuhYXYgxKQOqqqRNzdtbWjP69ZNqp5kzz73iSSmlWki3KL/j4dHknpHsORYe/ap5R6f9Zd1k4YB//xt27oQ5c+Caa6TteNGi4wGSh4sTh9MIJcXgioT5GRkyiBskeLrpJrjuOoiMpPzr+eRu3cUMyxEm3Ph7vki3aHiklFJKqSuOhkdKnYnRKC1i58PplBV+Vq2SoasgM4p69YKBA6VaaMsWWLFCwiGQYGr4cEoefo6x+9cRTSV4usmVdJNJgqL27SV4uvlmsGirhFLq4tctyg+A7ekyNHvv8fCoiea0xcRIgPTaa7Bxo6xMOXCgzDNavBgKC3Gx1WA2uGCvsuMsM2GorZX3+oMHISREFiT4+GMYPx66d+ejPWUUrs+kg8VO95/nkRvTm8+BbUd17pFSSimlrhwaHil1oTgcsHu3hEZ1q7CZzdCnjwy29vCQods//yyzNQCCg2H0aLBYcLzyb/os/QavqnJcg/wlLHI4ZFZHWJi0ZcyYIc+plFKXgO6RfgDszSwlo7iK/PIaDAZoH9qEQ/5DQuDPf4b//AeWLZP35O7d4eqrYdkyDEVFmO211JpcsJVX4OpwSIWnwSAraY4eLQOz58+nMjOb/+6Hmm5jmBucBVV59N6+iqtTzGw09qbG5sDsYmy616KUUkopdZHQ8EipX8tulxaJ1atlNhFIpVDfvvLl4QE5OfD113D4sNzv6SknMl26yMnNnDnUrliFd1UZZe7eBI4aIVe/s7KkXW3sWAmOXF1b7GUqpdT5igpwx9/DlaLKWuZtTQcgppUnHuYmPvzw8ZGB2X5+sGABbNsGsbEwZAiGVaswFhbharfjMBjAapWgvq69eNMmqTjdvJm9c39gWIEbyQNH0flPE2H1KvxXrKBv/iFCygrYv78LXRKim/a1KKWUUkpdBDQ8UuqXstlg+3YZaF1cLLe5u0uVUZ8+EiCVl8PChXLi4nRKC1q/frK6WnY2vPwyrF8PycnYy8rJ8/TnUJ+hxHh5yZBtiwUmTZJWNRf956qUurQYDAa6RfmxYn8eczanAU0076gxbm5wzz0SIM2eLZWfkZHQty+OteugtBSD3Y7TbsBQXS3v0amp8t+gIGon38Dmv7xFu6p8bi/ajLG8DwwbhiEigsDdr2HNKsD61tvwp3uhbdvmeU1KKaWUUi1Ez0aVOl+1tRIGrV0LpTK/A09PGDAAeveWwMdmk1Bp9WppOwMZuj1qlFQi/fQTzJ8PKSkyxLWqihyfVvwY0YMB4a0gaZvM4Jg6VVZVO59B3UopdRHpFinhUUaxzHi7oCutnY3JBDfeCAEB8O67kJ4O/v4Ye3SnZMMWvKsrcdrtGJxOqKmR7Y8ehZ9+Yne1mVnthnDT0Q10M1vrB2nHxVF08+3kvvMReTlF8MknMGKEzFYyGJrvtSmllFJKNSMNj5Q6VzU1Muh63TqpKAJZBW3gQBmG7eoqV6x37YIlS+qrkcLDYcwYaN1arnx//rk8T0mJhEw1NTijolhijCLLsxUJuzaCxUXaJu64Q0IkpZS6RHU/NjS7TrOGRyCBzjXXgL8/vPoqZGTg4uFBXngMZBzB11aFEaQF2ekEpxPnkSO4582hd48JeD/0G1zSNkq16EcfwYQJJHRuwz+7jMKRncS1Toe852dkwMSJuqCBUkoppS5LGh4pdTbV1TIDY/16mUMEsgraoEHQo0d9O1lGhiwHnSatGfj4yNXorl1lpsbXX8vKP0eOyNVtd3cJpIKCKOjQhS3ZXtyZ9CNe0X4wbhzcf78GR0qpS17XSN8GPzdb29rJrroKnn4aXnoJDhzA28+LjLIgXCoK8K2tkvfbYwGSzW4nLC+duxIXEsdwuPNOeQ/fvx++/pqe/QbiMJmYE96Tx64OIGDVUlllMzdXKp2Cg1vmNSqllFJKNRENj5Q6naoqWep5wwYJf0BaHwYPlkCorpWspASWLpVVekAqkAYNktlHZjPs2QNz58LWrdLm5u8vV6YtFgmcunVjp28Mty76AB83E4Zhw+CPf9TgSCl1WQj0stA6wIPUwkr8PVwJ8WnBypz4eHjmGXjpJQI2bSXV1Z0ciw/ebi4Yy8rkfdfhwO5wYnIa6FCYhuW5f0BosLSsLV0Ka9bgvmEtd2XBR8Hd2RQYw5g774Qvv5RFE957DyZMgM6dW+51KqWUUkpdYBoeKXWyigqpMtq8uX5eUatWMGSInAzUhTo1NTLXaN06aT8DWQ56+HCpOiovh3nzYPFiqTZyc5PWNU9P+UpOlna3qCiC//sZZU4H1u5XwVNPaXCklLqsdIvyI7Wwko5hPhhaei5QeDj89a+4/fvfmGd/R4nTk2q7DXezGWprsRsM4HBgAFwddrkw8Kc/wX//CyNHyufBwoX0s2ZSsXMJu/ZFMOaGq+Dee+tX1fzqK5mvNGqUzqxTSiml1GVBwyOl6pSVSRC0ZYsMxQYICZHQqGPH+kDH6ZRV1pYtk8cAREfD6NFyUuJ0QlKSnEQkJUm1UWSkrPjj6SnVSNnZ0K0b2O04f/qJqrIK9gVF0+3vz+iqakqpy87ohBAWJmUyvMNF0s7l74/hz38mP92Kx9KfqaoFdwBXV2zWGpwGcDUYZBZSba1cTHjoIfjwQ7lIEBBA0L/+S3DGEfw+nwUDIuT9f+ZMWL5cFkvYsEHmLY0e3aIvVSmllFLqQtCzVKVKSmTltG3b6iuIwsMlNGrfvuHqOSkpslJaVpb87O8vg1g7dJDtSkpg4UJYsUKuPnt4yFwkNzdpZzMa5TEgz1FQQFVBEfv9IvjvsFtYFRvWnK9cKaWaxXVdw7mqTQBBXhfRMGkPDyyPPMy32TWY96+ij8WEI7+AWgwYMGIynfDeX1srFxfuu08CpNat8f3d/eQ/8BymvEJs73+Ay5TJkJAgs+4iIuQCw6BBLff6lFJKKaUuIA2P1JWrqEjazrZvlyGpAFFREhrFxjYMjQoL4eefYd8++dligaFDoU8fqRRyOqVi6dtvpcWhtBTatJGKpaoqud/DAwYMkFV5UlKkaqmoiPSAcN7uOprYTm1wNWm7mlLq8hTi49bSu3CKfu1Dua/HNRS7eZNQtAFbRRKW0mIMJheMLsb6CwoGgwRIq1bB7bfDrFm0bhfB4v7j6LdtOXlF5YTNnQv5+fIZ0qGDzFfSFmSllFJKXSY0PFJXpr17ZYi1wyE/t2kjB/wxMQ1DI6sVVq6U1dbsdrmvd28YNkxa0ECCpW+/leqlw4fBy0uGZbdrV7/yWni4LOE8ezYcPChDVauqIDaWr1sPJb0ygOltA5vxD6CUUsrN1UT/2FYssffjC784otNL6VydTLCtEpwGuThwbAU2DAb5TFi+HGbOxPDJJ3SOCWaBdShjgwsJKzsi9+XlycBsV9eWfnlKKaWUUheMhkfqyhQdLScFdZVG0dEN77fbZXW0FSugslJui42VFrW6JZgdDlmN7fvvYdcuqTZq2xb69ZPnTkmR7Xr0gHHj4LvvJITKzJTb4+NxTprE3C0uQA392gY0wwtXSil1oqvbB7Nifx7PFgcSN+RW/rZ9HqHpu6C4WIZdu7hIBZLDISFSba1cVLjjDgbd9jhLDUYWhnVhzNVd5H1+1y6pbL3pJvD2bumXp5RSSil1QWh4pK5MHh7w29+eemDvdEpl0E8/SfsBQFCQDDyNja3fLi8P5s+XMOjQIVldbeBACaL275fHmkwwZoxUKu3ZA3PmyOo7RqO0sw0ZwoHuAyhcuQY3VyNdIvya69UrpZQ65ur2wTzNbgAOBLXB8NI/4ZM3ZX5daal8LtRVIIEESbW1sGwZ4ytq+F/8NBKPusGMERAQAF98ARkZ8N57MH06hOksO6WUUkpd+jQ8Uleuk4Oj3FwJjQ4dkp89PODqq6FXr/q5FXa7tKctWiSBUFmZhEr9+0PnzjLPqLpannvaNKlsKimBF16QiiO7Hbp0kW2nTGFjYjYAvaL9MbvobAyllGpurQM9aNvKk8P5FXQI9ab/1T2h60vSmvz55/I+73TKSpl17HaoqSFg4xqeTCvllaG3kF0ykNA2beCee6RFOT9fhmtPniwXDJRSSimlLmEaHilVUSFzKrZulRMEkwn69pUqIrcTBrxmZUm10bZtMtvIz08GYF93nbS2ff+9bNe6NUydKgGSzQZPPgmpqfJ7+vSRuUozZoCbGxsOFwLQL0bnHSmlVEu5qU8UL/y4jz9d0x6DwQCtWkno7+0N77wj7981NbJYwgkXE4w1NQxOTcK5ysnhBa0JnTleqo/uvlvm6h06JJVII0bIymsnztRTSimllLqEaHikrlw2m8wsWrVKqoUAOnWCkSPl4P/E7VaulKqivXvlJCI+Hq66StrSVqyA5GTZtk8faXEzmeRxzz8PO3fKlesePWRw9k03gb8/TqeTjUcKAOirw7KVUqrF3DO4Lbf2b4Obq6n+Ri8veOYZ+e9LL8lFAqu1/qKC0wl2O2Z7LQOO7iDjjX9DK1f5XHBzg5tvlmrWjRth6VJpd77+emmBU0oppZS6xOgRjLryOJ3ScrZkiQw1BQl1Ro8+dXB2WppUG+3cKVeQAwKk2ujaa2WFti++kNXWXFykAql7d3lcba3Mu1i+XE44YmOlhW38eKlMAg7lVZBfXoPFxUi3KN/mevVKKaVOYjAYGgZHdcxmePxxmWv31FNy8aCyUtqaLRawWjE4HLjbaolK2ghvvSVzkqZMkc+FsWOliunHH2HHDvnMufFGCaSUUkoppS4hGh6pK0tGhlwJTk2Vn729pZ2gW7eG7QQ1NbBsmVQV7d8vJwwdOsj8o4kTpYXtgw9kO19fqSaqG4paUwOffSYnC9XVEjh17CgtC3XhErDhsFQd9Wztj8WlkZMWpZRSLc9ohIceAnd3+OMfJTyqrJSZSO7uUFUFDjvm2moca9ZgdDql2nTmTKlAuuoqCAyEL7+UCxLvvSetyyEhLf3KlFJKKaXOmYZH6spQWiptA0lJ8rOrq6yONmBAwyGoAEeOwLffSnXSoUOy2lq3btKKcNVVEiqtXSvbtm0LN9wgV6FBWhpmz5Y2t9JSee4ePSQ8GjGiwa/ZeOTYvCNtWVNKqYubwSBzjFxd4eGH5YJCeTl4emLw9MRRWiahUXk5bNggA7XLyuQx3t7yWXH33TKAu6BALj5MmQLt27f0K1NKKaWUOicaHqnLW02NBD3r1kkrGUgQNGKEtCGcyGqFxYtl++RkOTlISJBqoQkT5ArzZ5/JsGyQ8GnEiPrhqVVV8OmnEjqlpUnLQvv20go3eXKDyian03m88qhv2wCUUkpdAm67TebZ/elPEhRVVGDw9KTGzQPXqkqMDodcONi6VQKkigq47z65CNGqlQRIX34pFynmzIFRo2S1Th2krZRSSqmLnIZH6vLkdEqV0dKlcvUXZNbQmDEy3+hkycmwcKH89+BBaSfo2lXmIPXtC9nZMGsWlJRINdGECRIs1amslPszMuTxbm71V5unTz+luulIfgV5ZdWYXYx0j/Jrur+DUkqpC+vOO+XCxJNPSlBUUYGLxY1KizvetVUSIJWUwK5d4HDI58P998vcO3d3aWf78UfYsgV+/lkGaV93nSy0oJRSSil1kdLwSF1+jh6FRYtkLhGAv79c3e3Y8dSru5WVsu3mzTLbqKoKunSRrwkT5Erx9u3w3XdytTkgQOYbBQfXP0d5uQRHublSceTmJicUHTvKtr6nDsOua1nrEeXX+JBWpZRSFyeDQaqJrFZ47jkoKsJcbaXG6EqFizu+dqtUHRUUwIEDDQOk9u0lJBo3TqqRFi2CxES52DB8eEu/MqWUUkqp09LwSF1e9u6VFdBAVsIZMkQqhxpbGnnPHgmFDh2Sr7AwaWkbNQr69ZPqpR9+gE2bZPv4eGk/q1umGSQkmjUL8vMleHI65Spy9+4yCykystHdrG9Z03lHSil1yTEa4YEHJBR6/XUMBQW422qwmszYPb0wlZfJBYfsbJmT5HTCK6/AvffKwgsGg3w2BQbCqlXSBq2UUkopdRHT8EhdXuLipDqobVu4+mpZDedk5eXw/fdSUbR/v6yI1rUrdOokK6m1aiWtbnPn1q/KNmwYDB3asHKpuBg+/liWXnZzk59TU6U1YeJE6Ny50V10Op1sPFw3LFvnHSml1CXJYpFV2KxWDO+/jyEnFzd7DY4aAyY3N7mgYLNJRaqrqzzmjTfg1lvl88lggNhYaNdOZx4ppZRS6qKn4ZG6vLi4SGtA3YH6iermIC1aBCkpUm0UHi5VQiNGyNBSo1EO9L/8UgIkNzepNoqPb/hchYUSHJWUgJ+f3LZrl4RV48ZJ0HQaqYWVZJdaMZuM9Gztf6FeuVJKqebm6yufOTU1VLz3PzyKCzBUV4Ori8y6q6mRAOnIkfoK2Pfek6rV66+XzxwNjpRSSil1CdDwSF1+GguOSkpkIPbu3TIUu7paWtTat5cqoaAgCZc2b5ZwyW6XuUY33ihtBSfKz5fgqKxM7mvfHl59VeZaXH21LL98hpOBupa1blG+Ou9IKaUudeHhcMcd5GYV4zVvLq2qyuQzxGSSz6PaWvk6eFCqlQA++UQCpOnTG//MUkoppZS6yBhbegfOVZs2bTAYDKd8Pfjgg41u/9FHH52yrduJs2rUlaEuEHrzTVi7VpZP9vWFPn0kNLrrLgmObDb49ltpZ7PbZSW1u+8+NTjKzYWPPpLgKDhYVsh5912Ze9G5s8yzOMuJQH3Lms47Ukqpy0KHDvjcfBPfdRxCobs3TpNJPkuczvrPhJoambVXVSXtznPn1n9+KKWUUkpd5C6ZyqPNmzdjt9uP/7xr1y5GjRrF1KlTT/sYHx8f9u/ff/xng5aGX1kKC2HBAqk02r9fAqLu3WXGxMSJ9SumlZTIkO3MTKkYGjkSBgw4tXooK0uuFldWQmgo3Hwz/OUvUokUGAh//rOsmHMGTqezflh2jIZHSil1uQgeNZRdn67D6HBwy9ENmMtL5XPHYJCWNZtNql537pTPIoNBFm0oLoYHH6xvgVZKKaWUughdMuFRUFBQg59feOEF2rVrx9AzzJYxGAyEhoY29a6pi43DARs2wLJlkJEBhw/LEOvWraWtbOBAmTMBModi7lwJhDw8ZIW0tm1Pfc6MDAmOrFaIiICZM6V1bccOOSn4v/+T1oUzcDqdLNuXS2aJFVeTgZ7Rfhf+tSullGoRBqMR64hR7CwuIjnKm87rl0iVak2NbFBXjWS1yvy9nj2hokJW7CwpgUcekQsTSimllFIXoUsmPDpRTU0Nn376KY888sgZq4nKy8uJjo7G4XDQs2dPnnvuORISEs743NXV1VRXVx//ubS09ILtt2oGubnSfnbkiFQc2e1yhbdtW6k2CgmR7ZxOWL8eFi+W78PCZL5RY1d+U1Phs8/kinFUlFQcbdkiQ7VBgqQ+fU67SwXl1Xy1NZ05m9M4kl8BQI/W/niYL8l/fkoppU6jR0wgr7QfRJ/8jXQeP14qi8rL5fMD5MKF0ymta4mJ9WHRggUSMv3ud41fwFBKKaWUamGX5Nnr/PnzKS4u5vbbbz/tNu3bt+fDDz+ka9eulJSU8K9//YsBAwawe/duIiMjT/u4559/nmeeeaYJ9lo1Kbsd1qyBlSshO1vCo9atpUpo2DCpNjIdG05dUyMH6rt2yc/du8sKaY3NKkpJgdmz5TFt2sCMGdKm9uKLUuHUpw/cdtspD3M6naw/XMDsjan8tDubWrsTAC+LCxO6h/Oboe2a4q+glFKqBfVs7U+NiyvvRfVjuu8BDJWVsHy5hEZVVQ3boSsr5YJHUJB8nvz8s4RMDzwAXbq03ItQSimllGqEwel0Olt6J87X6NGjMZvNLFy48JwfU1tbS8eOHZk+fTrPPvvsabdrrPIoKiqKkpISfHx8ftV+qyaSmSnVRmlpcOCAHITHx0N0NEyaVF9tBDIHac4cOWA3GmHMGLjqqsZXRzt0CD7/XOZUtGsHN90kK+b8/vdS1RQSAu+/32DOUX55NV+fVGUE0C3Sl+l9WjO+Wzielksys1VKKXUW1lo7nZ/+CZvDybpbOxD+zRzYtEmqVSsq5AvkcwqkCsnHR+bmubrKV69ecM89ctFDKaWUUqqJlZaW4uvre9bM45I7iz169ChLlixh3rx55/U4V1dXevTowcGDB8+4ncViwVK3lK66uNlssGIFrFsn1UYpKRIYhYZKtdGgQfXVRiDB0tdfy7wJLy+YNk2qkxqTnCxDtO12CaKmTZOA6bXX5D43N/jrX48HR2XWWp7+djcLd2SeUmU0vU9rOkf4NumfQimlVMtzczXRKdyHHeklbKl15/opU+SiQ0WFLNxgMskcJKNRAiSDAera4wMD5fakJHjrLbl9zJjGL24opZRSSjWzSy48+t///kdwcDDjxo07r8fZ7XZ27tzJtdde20R7pppVaqq0nmVmSihkMEj7WVSUVBudOHTU6YRVqyRocjplm2nTTr8y2p498NVXcmDfsaMM0TYa5bZly+Tg/4474Nj8rFq7gwc+28bqA/mAVhkppdSVrGdrf3akl7DtaBHXX58Ao0fXD8rOyJDPkOLihgFSWZl8PrVqJbcfOAAffCAB0pQpsjCDUkoppVQLuqSORhwOB//73/+47bbbcDnpQOrWW28lIiKC559/HoC///3v9OvXj9jYWIqLi3nppZc4evQod999d0vsurpQampg6VJpA8jNhaNHZRZRcDAMHgxDhjSsNrJa4Ztv5IovSIvamDENtznRzp2yvcMhMycmTZID+XXrpN2ttlaqmqZMAWS20ePzdrL6QD7urib+d8dV9Gsb2KR/AqWUUhevntH+fLQuhW2pRXJDv37SMl1TUz//yGSS25xO+bwxGqU6yWCQCiQXFwmaPvtMVmK77TbQqmillFJKtaBLKjxasmQJqamp3Hnnnafcl5qairFu+XWgqKiIe+65h+zsbPz9/enVqxfr1q2jU6dOzbnL6hw4HE4cTicuJuOZNzx8WKqN8vLkqqzRCN26QWSkrKQWFtZw+7w8CXwKCuRAfNw46NHj9M+/fbvMTnI6pYrp+uvldyQnw8cfy/PExcH99x+/CvzqkgN8tTUdowHeurmHBkdKKXWF69naD4A9maVYa+24uZpg7FipNrJaYe1a+WwxGORzBU6tQAL5nCkuhvnzJUAaMQJ69myBV6SUUkopdYkOzG5O5zo8Sv0y1lo7o19dha+7K988MBCTsZHZDlarrEKzbZsEQmlpUm3UqpXMNRo6tEEl0e7MEtwP7Kft2iVypdfXF268EcLDT78jW7dC3QD2Xr3guuvkQD43F15/Hdavl+qmhx46PsT0yy1pPPbVDgCem9SFGX1PMz9JKaXUFcPpdNL3uaXkllXzzyldmXZVlNxRXQ0ffijDs3fulECovFwqkGw2aW2rm2/k6SmrsIWEgNksn0UhIfDCC9C3b8u9OKWUUkpddi7bgdnq8rI7s4SjBZUArDuUz+C4oIYb7N8P330nB9cHDshKNF27ShA0ceIpgdCBrBJe/OOb9EzbTZivO3F9u9D5zrsw+55mvhHAxo3w44/yfd++9QNKKyqkZWDHDpmPNGoUDBgAwKrkPJ6YtxOAB4a10+BIKaUUAAaDgREdQ/h8UyqPfb2DH3dl8dfxCcS08oQZM+SzpaxMLoTUhUVFRfK9zSY/V1bKxRKQ6lqLRRaFePNNuXhy4iqiSimllFLNQMMj1aJ2Z5Ye/37etoz68KiyUgKdnRLQYDZDRAT4+dVXG508QLSykj0v/YeeabsB+M6rDWsq2hH4xkZm9IliRt9oQn3dGj5m7VpYvFi+HzgQRo6sP4CfM0dWvamthf79Zc6RwcDuzBLu/3QrNoeTCd3DeXR0+yb4yyillLpUPXVdR3zdXflgzWGW789j7cFV3D04hgevjsXz5pvlM66yUj7H6lrui4vlv3VVSFVVUnEEEBsLPj6Qng4vvwxPPy3VSUoppZRSzUTb1s5C29aa1mNfJfHllnQA3F1NbP7LCLwOJcMPP9QPDx0wQIZUb94M0dESIp0sKwv753P44LttlNgMdL7/FpKD2jB701FySqsBMBkNjE4I4db+bejbxh/D6tUyvBQkjBo2TH6f0ykzJlavlvCqRw+YORO6diWzuIpJ/1lLTmk1/doG8PGdfbC4nGb4tlJKqSvaobxy/r5wDyuTpYoo1MeNJ8Z1ZLylFMPHH0sLm90uIVFRkayuVlMjFy2cTqm2tVikbbpzZ7mvqkouaPz973K/UkoppdSvcK6Zh4ZHZ6HhUdMa9/pqdmeWYjSAu7WSD4Jy6VdzrFQ/OBgmTGg8LDpRUhIsXMihzGI+SS5jXe+R/PD/puBiMlJrd/Dz7hw+Xp/CpiOFsr3TybTSZGbWptI+1BvL6GtkpbY6q1fLjKWtW+Vq75AhMGUKJVYbU99ZR3JOOXHBXnx1/wB83fXAXSml1Ok5nU6W7M3l79/tJq2wCoC+MQG8GFlJmyXfyWINLi6Qnd0wQKqpqQ+QzGb5TOzRQyqU7Hapwn3mmdOvHqqUUkopdQ505pG66NXYHCTnyMoyD7eqxPrdD6R7u8BVrSWwGTz4zAfFdruEPBs3ArDc4cvn3QZw25COx1duczUZGdc1jHFdw9iXXcqsdSnkfrWQ8NTdLAOerY3CZa8rwxyHGNY+mPjCNAxLl8KhQxJatWkD48ZRY3fym0+2kpxTTrC3hY/u7KPBkVJKqbMyGAyM6hTC4LhWvLvqMP9ZcZCNRwoZkQJ/947nhphSLEcOy2eOwyEPqqu8ra6WKiSQ6qTt2yVAysuDNWvg2WfhySdPbeNWSimllLrA9GhDtZjknDLcKsu54egW7sCVD201bK31ZsCNtxDePubMDy4vh7lz4ehRAEr69OeF1TZsTpjaK7LRh3QI8eY5SxrWGCt73YJ4z7sDm91bw+EC1h8u4P2567g7eTldXKzEGKwEto3FPHEiTjc3/u/LJNYfLsDTbOLD268iws/9Qv85lFJKXcbcXE38bkQck3tG8NwPe/lhZzZPVkeytyyVxwPK8CwplAsWKSnyAKNRKo/q2thAAqTERFk4oqAAVqyQ4OiPfwR3/VxSSimlVNPR8Ei1mD2ZpbjYbfSwl+DjHUXRgKHMMYQTkWHjoTPNoE5Lgy+/lNVqLBaYPJm5ua7YnHvpFuVHXEgjK6s5HLJq27ZtuJld6PHQbfynZ0+O5FewYn8uG7an0Gb+fGrLy8krzmFTQDg7DrpgXZqLv2cx3+/IwmQ08J+Zvegc4dtkfxOllFKXt0h/D/5zcy/WHsznL9/s5Et7X/qWmRhv2ymVRrGxsrooSDBUWnpqBdLOndChg3wOLlsmVUoPPSQtbYmJcP319YO4lVJKKaUuAA2PVIvZnVlCkYcvRaPGwk2D6HLUinNuEvO2ZfDg1bEY6pYwruN0yhyiH3+UlrWgILjxRpyBgXz5wyrgNFVHDocMwN6xQw6wJ06Ebt0AiGnlSYxvJHfsXkxt3zDyd5eRHNkeh82Dla27Yz9UcPxpnpvUmaHxQU3011BKKXUlGRjbir9P6MytH27i/wX0ZEyEG65rV8tnXYcOsHevhEP+/hIKWa31g7TrVmGLiZHbVq6UVdpqamRGkqcnjBrVoq9PKaWUUpcXDY9Ui9mVWQpA8MDe0KoVY7xtPDV/F4fzK9ieVkyP1v71G9tssgLbtm3yc6dOMkzbYmFHWjHJOeVYXIyM7xbe8JfY7TBvHuzeLVdhp0yBhIT6++tWVsvMxLWshLD4aMK8vBhy991MdPFmxf481h8uYFBsK268qnXT/kGUUkpdUQbFtqJ1gAephfBjnzFcX1kOmzZBYKB8zu3dK5VHgYHSpma1yudhZaUESAYDhIdLgLR5s7S9ubjA2rUyYPvYhRKllFJKqV9La5pVi7A7nOzNkvCoc7i0gXlZXBjTORSAr7el129cUgL/+58ERwYDjBwJU6dKyxowd2saAKMTQhsOsbbZZC7S7t0yeHvatIbBEcjV2t275Wqt2SwzI4YPxxAWRtsgL+4cFMN7t/bmtgFtmuYPoZRS6oplNBq4qU8UAB8eqoY774T27WUgtoeHfO/jIxc/AgPlM8pgkAsjVVWQkwNZWRIqVVXJim0lJfL4BQukzVsppZRS6gLQ8Ei1iJSCCipr7Li5Gmkb5HX89sk9IwBYmJRFtc0ug0PffRcyMuSgeeZMWZ74WEubtdbOgu2ZAEztfULLWm0tfPEF7NsnV2FvuknaAE60a5cMG61bCtnTE6KjoX//pnzpSiml1HFTe0XhYjSwPa2YPV6hcPvtEBkpwU9wMLRtK59Prq4QECChktFYX4GUkyNVSaWlEhwZjVJxZLfDnDlym1JKKaXUr6ThkWoRuzLkYLZDqA8mY/1sowHtWhHq40ZJZQ2Jc36AWbNkyeLQULj3XmjXrsHz/Lwnh1KrjXBfNwa0ayU31tTA55/LwFFXV5gxA+LiGu5Aerq0q4Fc1TUYpJJp0iQdMqqUUqrZBHlbGJ0gVbezNx2Fvn1h+nSZdXTggAzQbt0a3Nzky89PLqYYjTLTr7y8vuKorrWtZ0/53KyokM/DmpqWfZFKKaWUuuTpWbJqEXuOzTvqHOHT4HaT0cDkzkGMSV5H7lcL5cC4Wze46y45kD7J3C1Skj+lV6SEUNXV8NlncPiwtKHNnClXbU9UUiJXY202GbpdVia3X3utHJQrpZRSzWhGX5mpNz8xk4pqG4wdKyummc3SWt2jh8w2MpvB2xt8faUCyWCQ6tmKCqlAKi2FPXvgrbdg4ECpWMrOhm++ke2UUkoppX4hDY9Ui9h9LDxKCD9p2fvCQm7fu5QOeSkcLqykZOgIWR3N1fWU58gsrmLNwXwAbugVKVdbP/kEjh6Vq7O33iptaCeqq0oqL4dWreqvxnbqBF27XuiXqZRSSp1V/7aBtAn0oLzaxsKkTKkquvlmGD5c2s+SkiQMCg2VwCggALy8GgZI5eUyRLu4WGYEvvwyjBkjM//27pU2baWUUkqpX0jDI9XsnE4nuzKlba3zieHRgQPw7rsEV5XgE+TP3IQRfGOOPD7f6GTztqXjdEKfmACi3Q3w8cfSjubuLsFRZGTDBzidsvJadrZcjQ0Oliokb2+47rrT/h6llFKqKRmNBqb3keqj2ZtS5UazGX7zG+jdW2YbJSXB4MESIDmd8hnm4SGfZ0ZjfQVSfn59gPTvf8siEyALROza1TIvUCmllFKXPA2PVLPLLLFSXFmLi9FAfKiXHPCuWgWzZ0v1UGQklvvvI8M3mK+3ZTT6HE6nk6+2yopsN3UKkOAoK0sOom+/Xcr7T7Z0af0A7X79pLQfpLLJw6NpXqxSSil1Dm7oFYnZZGRHesnxuYD4+MAjj8i8v+JiSE6WRR2CgiQwCguTeX0eHlJhBBI0FRZCURFs2iSrlfbqJffNnw+ZmS3x8pRSSil1idPwSDW73ccOimODvbDYbbIq2rJlEiL17g23386YAe1xMRrYmVFCck7ZKc+xOaWIlIJKWjmrGbd1kcx68PaW4Cgk5NRfun07rFkj348aBRs3yvd9+54yhFsppZRqboFeFkZ3lsHZn21Mrb8jNBQeewwCAyX4yc+Xz0o/PwmO6mYhubs3HiCtXQs//ihDt202ad0uLW3+F6iUUkqpS5qGR6rZ7To276ivtx3ee0+qgUwmGQ563XXg4kKgl4WrOwQDMK+R6qO5W9Lwrq7gqbyNWIqL5Ors7bfL1diTpabCwoXy/eDBkJIisyGCgurL+ZVSSqkWNuNY69qC7RmUV9vq72jfHn7/e6kw2r9fbuvSRQIjX18JkFxc5Oe6GYFWq1QrFRbC8uVyEcXLSxaJmDMHamub86UppZRS6hKn4ZFqdnsyS2iXn8b1m76XK6g+PnDnnbK08Amm9IwA4JvEdOyO+lViKqptrN6UzNQdS+jtg1x9veMOuSp7sqIiOUi222UodkCADA41GmHy5EYHcSullFItoV/bANoGeVJRY2fB9pPaywYPhttuk4stW7fKog+dOsm8vpAQCZCMRqlGMpvldqtVZvsVFcHixXIxxW6XCqavvtIV2JRSSil1zjQ8Us3L4cBt1QrG71tFqJsJ2rSB++6DiIhTNr26QzC+7q7klFaz7lD+8duXrN7DuK0/0dpUQ3hMuARH/v6n/i6rVeYoVVbKQfWwYbBo0bEnv1pmRSillFIXCYPBcLz6aPamo6duMHUqjBsHDgesXi0rinbsCHY7zqgoCn0Cqah14HB1PTVAKiyUACkvD3buhFmzYMmSZn6FSimllLpUaXikmk9VFWUffkzs/kQAAkYNlVXRPD0b3dziYmJ8Nwl4jreu5eVR+vZ7eNdUEtOxDYY775SS/ZM5HHJVNS9PZiFNmwbffQfV1TL3YeDAJnmJSiml1K8xpWckZhcjuzJK2ZFe3PBOoxEeekhmHtXWymITbdtCu3ak5JWz1SWAbDcfqmwOnK6uUoVkMkFNjQRI+fmy6lpaGhQUwFtv6QpsSimllDonGh6p5pGdDe++S2HSHmqNLuzoOxL3666VA+EzmNIzEoBFu7KpOJpO0Zv/pSCngAJPf9r/30MSDDXm55/h4EFpS5s+XQ6OU1PlQHrSpLP+XqWUUqol+HuaufbY4OzZJw7OrmM2w1NPyYWQigrYtInNRj821bjjMBo4EhBBrsWHGptD5iDVBUi1tTIoOy9P5h5VVUFGBjz/vKxWqpRSSil1BnoGrZrejh3wwQdQVESa08IX3a7Bo1f3c3po9yg/2rbyxLswl0P/eou9h7PJ8Qoka+KNhIa3avxBW7bAhg3y/aRJUra/fLn8PHZs4y1uSiml1EViRt9oABYkZVJmbWSwta8v/OMf4OtL3pEMjqxLJM03mKi2EbRtG8ahgHByXD1lXqCLi1xIcXGR1dbKymSFUqNR5gBmZMBzz8lCEkoppZRSp6HhkWo6drvMGJo3T654xsbyVe9ryff0JyG8kVazRhgMBm6NNHLDrqXsP5LLygoL8zoPZ8KA2MYfcOQI/PCDfD98OMTFye+322UuRLduF+jFKaWUUk3jqjb+xAZ7UVljZ/7Jg7PrtG7N+hn3s7/QSuuSHAYFGOnYtzMxIT4YIyM55B9BnqsHTrtdqo/q5iDZ7VKxlJEhq7eZTDID6ZVXJFxSSimllGqEhkeqaZSXyzDOugqgIUNgxgyS8msASAj3ObfnOXqUSbuXY7bXssnhzf/aDsbi5cGoTiGnbltQAF98IfOOunSRlWmWLJESfS8vGD9eqpCUUkqpi1iDwdkbU3E2siraukP53LbTyazu19LK242+xUcxOJ0Y2ralf5gHGSGtSfYJpdTNSy7g1LWvWSwSIJWVyfwji0U+N1esgP/9T1dgU0oppVSjNDxSTaO6WuYcWSxw000wfDhlNXaO5FcA5xgeHT4Mn36Kr8mJOS6W+QnDqHFxZUL3CNxcTQ23raqSldWsVoiMhAkT5PEbN8r9EyfKFVallFLqEjClZyQWFyN7s0rZnlbc4L6ktGLu+XgLNTYHhsmTiLlzOgaDAdauBaMR9/ZxXB1qZldILLs8grB6ecvQbDc3uYji7i6BUWWlPAbk8/PLL2VmoFJKKaXUSTQ8Uk0jMFBWOLvnHujQAYC9WWUAhPm6EehlOfPjDxyQMKi2FuLiCL7vdmpNrgBM7R3ZcFu7XQ54CwpkDsRNN8nj5s+X+/v0gdjTtLkppZRSFyFfD1fGdZUVR08cnH0gp4zb/7eJiho7A2MDee2mHph+/zD07CmB0Pr1YDIR0a0DPf0MbAnvwF5LIA4fH7mw4+Ym1UWenvL5WV0N27dLeFRWBq+/Lm1sSimllFIn0PBINZ127aBV/VDr3ZklwDlUHe3bB3PmyOyFDh3gxhsZ26M1XSN9GZMQSpeIE+YlOZ3w448y68hshhkz5ID4u+/kILhVKxg1qilenVJKKdWk6lrXFu7IpKSqlrTCSm75YBNFlbV0i/Ljv7f0lkpck0kGaEdGSgiUmAhGI716tyfM1cnKsE4c8QjE6eMj97u7y2est7cETjU1sH8/FBVBfj48+6xUDyullFJKHaPhkWo2uzJKAc48LHvXLqkistshIQGmTgUXFzwtLix4aBDv3NJLSvPrbNokq6sZDDBlCoSEyOpuu3fLSjKTJ8uQUKWUUuoS0yvan/gQL6y1Dt5ffZhbPthIdqmV+BAvPrr9KrwsLvUbe3jAiy9KIFRUBAcO4OrqwpAeMRhNJr4L6kiRbyD4+Ei7mru7VOn6+MiFGLsd0tIgK0suyPz1rzJYWymllFIKDY9UMzpr5VFSEnz9tVwF7dZNwiCTqfFtQVrbFi2S70eNgvbtobi4frW1YcMgPPyC7b9SSinVnE4cnP3GsoOkFFQS6e/OJ3f1xd/TfOoDIiLgb38DFxdIT4ecHEL93OkXE0CVqztfBiRQHdhKWrwrK6WFrbpaAiSDQUKk/HxITYVt2+D55yVUUkoppdQVT8Mj1SystXYO5pYD0DmikcqjbdtkRpHTKXMbJkyQyqHTyc2Fr76S7Xv0gP79JXT65hs5EI6KgkGDmubFKKWUUs1kUs9I3Fzl8zDI28Jnd/clxMft9A/o1QsefFC+37MHysroHRNIlK+FHLMX30V0x+Hvf+YAqbRUFp348Ud4911dgU0ppZRSGh6p5pGcU4bN4cTfw5Uw35MOejdtggUL5OC0Tx8YP/7MwVFFBXz+uRzsRkfDddfJAe/69XD0qMw+mjz5zM+hlFJKXQJ83V15eEQ8ncJ8mHVnH6IDPc/+oEmT4Prr5bMxMRFjtZXrOrbC4mpkh92DbV0GSljk6yurlZrN8l9v7/qK38pKqfB97736il6llFJKXbH07Fo1i92Z9fOOGswsWr++/qC0f38YO1YOdk/HZoMvvpB5Dv7+cOONcqCbnQ3Llsk2Y8fKfUoppdRl4P5h7fjh4cF0DDvLghMnevjYCmxOJyQl4Wuwc320J+Vmd74vMJI7dJQsMOHtLUO06wIkT0/53mCQizTJyTL/KDGx6V6gUkoppS56Gh6pZnF83lHECQe+q1bBTz/J94MHwzXXnDk4cjplFbXUVLBYZGU1Dw8JlObNk7kMHTpA9+5N90KUUkqpS4HJJPOPoqIkHNq3j46BFoZbKknxDeHLbCe2MWNlcPbJAZKbm3y+urjISmx798J990FGRku/KqWUUuqiciivvKV3odloeKSaRYOV1pxOqRKqqxQaPhxGjDhzcASwbh1s3y7bTZ0KQUFy+5IlMgPJy0ta3s72PEoppdSVwMcHnn1W2tOKizGkpDAi1p/+hUdY4hPDfos/jBkjF2S8vKTSyNVVgiQXFwmRjEYJkHbskM/esrKWflVKKaXUReHjdSlc8+9VzNmU2tK70iw0PFJNzmZ3sC/7WHgU5i1hz6pVcueoUTBkyNmfZN8+eRzIgW5srHx/+DBs2CDfX3+9lNsrpZRSSrRpA3/+swREWVm45WbTMcSLAak7+Da8G7RtKxdwLBapNqqtleDIaq0Pk9zcpLp361a5SFNb29KvSimllGpRP+zM4m8Ld2N3OMkvr27p3WkWGh6pJnc4vwJrrQNPVyMxm1fD2rVyx9ixMHDg2Z8gO1va0pxOuOoqGaoNUlo/f75837s3xMc3yf4rpZRSl7T+/eGOO6SVLTWVeGc5ZlstLj//jG3SZPn8HDRIAiSLRdrBXVzksQ6HPM5ikQBp3Tq49lrZRimllLoCbTxcwO+/2I7TCbf0i+bBq2NbepeahYZHqsntziwBp5OZ+Tsxbt4kbWXjx0Pfvmd/cHm5rKxWUyNXR8eMqV9K+PvvZTnhwECZl6SUUkqpxk2bJhdtnE6C8rMIrynDXF5KyrwfZYZg585ygcbdXaqN7HYJjEC+d3WV6l6HA1aulM/xmpqWfU1KKaVUM9uXXcrds7ZQY3MwOiGEv12f0HBBqMuYhkeqye1OK+aaAxvoV5Qiwc+ECdCr19kfWFsLc+ZASYkERFOn1i8hvHMn7NolsxgmT5Yhn0oppZRqnNEIDz4IPXtitNXS2VaEb1UZmYl75PP05ptldbbOnSUkMpkkKDKb5YJNba0ESF5ecvvSpXDddVIFrJRSSl0BMouruP3DzZRZbVzVxp/XbuqByXhlBEeg4ZFqanY7nt9/S6fcwwT5ukvQcy6roTmdsGABpKfLVdAZM+S/IGHSDz/I90OHQkREk+2+Ukopddlwd4fHHoOYGEJMdsJLc8lOy8G5YQPk58P06dCvn1T6entL4AT1AZLVKtVI3t4SIK1YIS1sJSUt+rKUUkqpplZcWcNtH24iu9RKXLAX7996FW6uppberWal4ZFqOnY7zrlzcdu/F7vBiGXGjdCly7k9dtUqqS4yGqXUPjBQbnc64Ztv5AA2MhIGD266/VdKKaUuNyEh8Kc/4ds6HL/qSjzzsiguKJFWcFdXuOkmWcgiLExWazMY5MtslsCookJCqLoAad06aYfLymrpV6aUUko1CWutnXtmbeFAbjmhPm58fGcffD1cW3q3mp2GR6pp2GzwxReUJu6k0g4/JQwlemDvc3vs7t2wfLl8P24cxMTU37d+PaSkyEHs5Mn1V0WVUkopdW4SEnD5zX2Y/X3xrywlf/cBuSjzxRcQGioXbUaMAH9/8PWVxxiN9QFSaakES97eMg9p2zapQEpObtnXpZRSSl1gdoeT332eyOaUIrzdXPj4zj6E+7m39G61CD3zVhdeba0MuU5OJqfSzredhmFO6IDZ5Rz+75aRIZVFIKvDnDgbKSdHZiwAjB4NAQEXft+VUkqpK8GoUVSNn0CtyZWKrFw4fFhCoTlzZPW1qVNlMQpvb6n+dTplBTZXV/m+sBD8/CRcstlgzx65qLNpU0u/MqWUUuqCcDqdPL1gFz/vycHsYuS9W3vTPtS74UZX0OqjGh6pC6umBj77DA4dArOZFb1HkeofRkKY79kfW3fQarNBXByMGlV/n80G8+bJFc727WWop1JKKaV+GYOBmN/dw4bWXaiw1lBdUCgBUkYGLFwIXbvCDTfAb38rLecREfIZbDZLiORwyJwkLy+5zWaDgwdh5kz48ceWfnVKKaXUr/bW8oN8uiEVgwFeu7E7/doGNtzg8GF44w3pjLkCaHikLhyrFT75RP7xWCxwyy2sd0gy2znC58yPramRaqWyMggOlgPWE1vSli2TyiNPT7j+epm/oJRSSqlfLCzYj6Sx09gVEktJQalcxElLgx07YMMG6N0b7r4bXnwRoqMlQLLZpPrIaJQAqahIKpAsFqk8Tk+Hhx6CWbOafP9TCypJLahs8t+jlFLqyvPl5jT+9bO0Y/9tfAJju4Q13KCiQoobSkpk1dIrgIZH6sKoqpIDxbQ0cHODW2+FqCh2ZZYC0Cn8DJVHdUOws7LAw0NWe7FY6u8/ckRmHQFMmCABklJKKaV+tb694/m822j2+oRJeFRYKBdrfv5ZqogNBqkG/vvfJTwKC5MKJItF7nM4oLxcKpDc3ORiUHY2/PWv8PLL8hnfBD7beJSrX17BmNdWkV6kAZJSSqlfz+l0sjO9hGe/28Pj3+wE4IFh7bhtQJuTN5Tz1/JyKXwYPbr5d7YFaHikfr2KCvj4Y8jMlPDn9tshIoLcMit5ZdUYDNAxzPv0j1+2DPbuBZNJVnnx96+/z2qF+fPlH2ivXjKHQSmllFIXxMhOwaQERPBe6wHYIyKguFg+z4uKYO5cCZNA2sUfewzCw2WotsMhq66BfF9dLeGRm5tUIOXnw+uvwxNPSNh0gdjsDp5ZuJu/fLMLu8NJZY2dFxftv2DPr5RS6spzJL+C15YcYMQrKxn/5ho+WHMEu8PJlJ6RPDq6/akPWL9eWrVdXKRjxvXKWHnN5Zc8yGazsWLFCg4dOsSMGTPw9vYmMzMTHx8fvLy8LvQ+qotZebkER3l5ctXx1lslfQV2H6s6ahfkhYf5NP9XS0qC1avl++uvh9atG97//fdSChgQcMUkukoppVRz6RTmQ7ivG2ucHdgT6kuX6p8kQDpyRGYZff65tK5ZLLICW2EhvP22tK8VFkpYZLVKQOR01h9A2+1QUACffipB0htvyLa/Qqm1lt99nsiK/XkA3Ny3NbM3pbIwKZPbB0TTK1oX0lBKKXVuckutfLcji2+3Z5CUXnL8douLkZGdQpjYPYIRHYIxnDwuJSMDliyR78eOPX7ueyU47/Do6NGjjBkzhtTUVKqrqxk1ahTe3t68+OKLVFdX88477zTFfqqLUWmpBEcFBbJk7223yYosx+zOkH+ECeGnmXeUlgYLFsj3gwZBt24N79+1C3bulLkKkyfLQaxSSimlLhiDwcDITiHMWn+UL8J70uXqGli0SNrPkpMlDJo3TyqDDQa5wlpYKAtcOBxygcdslmojh0O2MZnqZxOWlMgA7VtugXffbVhdfB7SCiu586PNHMgtx83VyCvTunNtlzBsdidfbEnj79/t5Zv7B2A06kxEpZRSjbPZHXyTmMG32zNZdygfx7HOapPRwKDYVkzoHs41CaF4WU4Tk1RXw1dfyeddQsIVt4jTebetPfzww/Tu3ZuioiLc68qVgUmTJrG0bhl1dfkrLob//U+CIz8/uOOOBsER1FcedW5s3lFxsRx42u3QoYNczTxRSQl89518P2QIREZe8JeglFJKKRjZMQSAnw4W4Zg+A/r0kQNjux327JHW8uXLZWODAe65B8aMgago8PaWsn1XV7mvrgKpbtELs1mqlNevl5mG6ennvX+bUwqZ8NZaDuSWE+Jj4cv7+nPtscGlfxwdj6fZRFJaMQuSMi/I30MppdTl6X9rU3j0qx2sOSjBUc/WfjxzfQIbHh/Bx3f2YXLPyNMHR06nrEZat1DE+PFX3CJO5115tHr1atatW4f5pCqQNm3akJGRccF2TF3ECgul4qiunezWW+Uf0El2ZZ6m8qi6GmbPlllJoaFSVXTiPzynU+YcWa0ynHPw4KZ7LUoppdQVrm/bALwsLuSVVbOjwkD3mTMl8NmyRSqL9++Xz+mQELnSajTCH/4gxwFOp6yyWlUlgZPDUT8k22iUCiYfH/nM37EDbr4Z/vMfeZ5zMG9bOn/+eic1dgedI3x4/9arCPWtb38L9nbjgatjeemn/by4aB+jE0JxN5ua4K+klFLqUrfxiMzxm9g9nEdGtad1oMe5P3j7dumMMRphypRf3Yp9KTrvyiOHw4G9kcGH6enpeHufYSiyujwUFEjFUUkJtGolw7EbCY7KrLWkFVYB0OnE8MjhgK+/htxcmZE0Y8ap7WgbNsisBVdXCZZMehColFJKNRWLi4mh8UEALNmTAzExMGmSBDwlJXLR5+hRubCTnS0PMptlGHa3bhAdLTOR6g6k6y4I2WzyfXm5VCdXV8OBA3DXXfXzDk/D4XDyz0X7eOTLJGrsDsYkhPLlff0bBEd17hoUQ4SfO1klVt5ddfhC/VmUUkpdZnYdG6tyc7/o8wuO8vLghx/k++HDpfL2CnTe4dE111zDq6++evxn0ueCGAAA5GFJREFUg8FAeXk5Tz/9NNdee+2F3Dd1MfL0lNAnOFiCI5/G5xkdzC0HIMTHgp/HCeHQ4sUyQ8HFRcrXT358bi7UtT+OHn1KK5xSSimlLryRnWTg55K9OXJD375ygBwbC2VlMvQ6PV1azisrZRsvL/jrXyEuTgInFxc5TqhjMsksJKdTyvzDwyVQOnoUHn5YZinVVSmdoLLGxv2fbeU/Kw4B8ODV7fjPzT1Pu/iGm6uJx6/tAMA7Kw+RXWK9QH8VpZRSl4vcUivZpVYMBlks4pzZbDLnqLYW2raFgQObbicvcufdtvbyyy8zevRoOnXqhNVqZcaMGRw4cIBWrVrx+eefN8U+qouJm5sMvQTwOH1ae+BYeBQbfMLqe9u2ycwDgIkTpSXtRDabVCXZbBAfD716XcAdV0oppdTpXN0+GJPRwL7sMtIKK4kK8IDrrpOrrVVV8t8jR6TC6Msv5VjAZJIq5Kefhj//WaqLjxyRAKmyUn52dZXWNacTUlOl3d1qhcxM+NvfsOfmcWTidPbmlLMnq5S9WaXsTC+hoKIGs8nIC1O6MLnn2ecejusSxkfRKWw5WsQ/f9rHK9O6N/0fTSml1CVj57Gqo9ggLzxPN9eoMT//DDk58tl28riVK8x5Vx5FRkaSlJTEE088wR/+8Ad69OjBCy+8QGJiIsFX0DJ1VzQPjzMGRwCH6sKjoGPhUUpK/QDsYcOgc+dTH7R8ufzD9PCA66+/ov9hKqWUUs3Jz8NM72hZCe149ZGLC9x4I3TtKoOxzWYZnr1nD/z0U/2DW7eGJ5+UOYatW8s8CHd3CZccDgmcqqtxVldjy8+n2NWNQhsUHUnn0FPPMW/aQzzy6SbeXnGIFfvzKKiooZWXhdn39D2n4AikEv6p6zoBMG9bBjvSiy/kn0cppdQlri486hLZyGJOp7N3L2zaJN9PmiQVt1ew8648AnBxcWHmzJkXel/UZeTgiZVHhYXwxRdyANm5MwwdeuoDUlJg3Tr5/vrrr/h/mEoppVRzG9UphI1HClmyN4c7BsbIjT4+cNNNMvB661a58rpzp1QUhYbWL1PcqRM88gj885+y4lpGhoRGNTVgs2G3WLBVVOK02XHW5pPj5Y+bEfwrS5i8ZznxLtVsu+sPxLULo1OYNwnhvri5nt/Mw25RfkzuEcG8xAz+vnAPc3/TH4NeiFJKKQXsTD8WHkWcY3hUUgILFsj3AwdKG/cV7rzDo1mzZp3x/ltvvfUX74y6fBzMOxYe+brIympVVdKmNmHCqRVFVit8842UtPfsCR06tMAeK6WUUle2UZ1C+Mf3e9l4uJCSqlp83V3ljqgoubBTUyMt6B4esuKM2QxBQfWDQwcMgHvvldXU7HapJnY4cBoMVFdYqTW54ma34WmvprWtgtqwMNzttbQqLSY2M4mJy96Da16AoIBf/BoeHdOeH3ZlseVoET/szGZc17AL8JdRSil1qaurPOp6LpVHdYs81Z3DDh/exHt3aTjv8Ojhhx9u8HNtbS2VlZWYzWY8PDw0PFJYa+2kFVZicDpIWPOzDNmsu3Lp6nrqA374QZJdf38Zkq2UUkqpZhcd6ElcsBcHcstZmZzH9d3C6+/s2ROysmRgaFKSzEDcvVsGaN93X/0CGGPHQnExfPIJ2O048/OpKCmnyuSCu60WFzcLptoazNWVUFoowZOHmwRNa9bAQw/B88/LUNJfIMzXnfuGtOO1pQd4/se9jOgYfN4VTEoppS4vOaVWcsuqMRqgU9g5hEcrV8qcPosFbrhBV/8+5rxnHhUVFTX4Ki8vZ//+/QwaNKhJB2b/7W9/w2AwNPjqcJYKlblz59KhQwfc3Nzo0qULP9Qtr6ea1JH8ChxOGJu+He+MoxIYTZ8u8xJOtns37Ngh1UiTJ8s/UKWUUkq1iJGdQgBYsifn1DvHjJH2tI4dJUQqK6sPkGprZRuDQeYkjR8PISEUunpQjCsuTieu3l6YjAY5LrDbJWTKzJTjg6goKC2Vyqbf/U5a5H6h+4a2JdTHjfSiKj5ce+QXP49SSqnLw45jLWtxwd64m88SBB05AqtWyffjx0uBgwJ+QXjUmLi4OF544YVTqpIutISEBLKyso5/rVmz5rTbrlu3junTp3PXXXeRmJjIxIkTmThxIrt27WrSfVQy76hb5n6GFqdgMBphyhQIa6RsvLS0foj24MH1Ze9KKaWUahEjO0p4tHx/LrV2R8M7TSaYNg3atJHB2C4ukJ4ugc/ChdJ+XrfdnXeyL6EPexzuVJrdcPHxxuK0y8wko1G2qa2FoiJ5Dl9fiImRVdr27YPHH4clS37Ra/Awu/DYmPYA/Gf5IXLLrL/0z6GUUuoycM7DsisqYN68+nEqjS3ydAW7IOERyBDtzMzMC/V0p/0doaGhx79atWp12m1fe+01xowZw6OPPkrHjh159tln6dmzJ2+++WaT7qOC3O17GHpkGwGeZhgxovEZRk4nzJ8vfaTh4Y0P0VZKKaVUs+oe5UcrLzNlVhubjxSeuoGnp1QWRUXJ1VgfH0hOlqu069cf32xXQTUzXbqzNbITLuFhePv7yGIYNTXyXxcXCZFqamRhjcOHJUCKjZXbDh2C//f/4PPP60Op8zCxewRdI30pr7bxys/Jv+ZPopRS6hK389gKnGccll13flpWJvP8xoxpln27lJx3eLRgwYIGX99++y3vvPMOM2fOZODAgU2xj8cdOHCA8PBw2rZty80330xqauppt12/fj0jR45scNvo0aNZf8KBTWOqq6spLS1t8KXOQ14egT98i9HpkKV9T/f/iU2b5EDR1VXa1bSPVCmllGpxJqOB4R2CAfi5sdY1kIs+EyZIpZDJBAEBMkD722/h4EFySq3c/fEW8o1uHJh6G9Gjh0JwsMxJqguQvL3r5yBarVKBlJwszxUXJ8NKU1Lg7bfhzTfBZjuv12E0Gnjquk4AfLEljT2ZejynlFJXIqfTeW6VRxs2wIEDcnHjhhtkUQjVwHkPzJ44cWKDnw0GA0FBQQwfPpyXX375Qu3XKfr27ctHH31E+/btycrK4plnnmHw4MHs2rUL70Zm6WRnZxMSEtLgtpCQELKzs8/4e55//nmeeeaZC7rvV4zKSvj8c8qKy8nwCaL7xEZWVgPIy4PFi+X7a66BM1SQKaWUUqp5jewYwpdb0lmyN4enx3dqfLn7Ll1kgLbDATt3yme5zUbtF1/yB1M3skshNtiL538zAFN2B3jZKnOOcnPlMdXVEiCVlkowVFUli2fs2gW9esnB++HDkJYmM5UKC+Gxx8Dd/Zxfx1VtAhjXNYzvd2Txt4W7+ezuvriaLljRvVJKqUtAdqmV/PIaTEYDncJ8Gt8oM7O+VXr0aKk82rFDPusa+wy8Qp33J6jD4WjwZbfbyc7OZvbs2YQ1NtfmAhk7dixTp06la9eujB49mh9++IHi4mK+/PLLC/p7Hn/8cUpKSo5/paWlXdDnv2zZ7fDllzjyC0h1mPmuwxDahfs1vt3XX8uBYlwc9O7d7LuqlFJKqdMbFNcKi4uR9KIq9ueUnX7DkSMhPl6GaHfpgqNtO37emkLs0oUEm518cFtvfNxcZUbSfffJ7IiAAFkcw2yWYwI/P6lecjikVaBuaHZoqBwnuLnJQf2iRfDEE1KhdB7+PKYDFhcjm44U8rvPE0+d46SUUuqyVj8s26vx1Terq+Grr+QzqWNHOT9dskRmH337bTPv7cXtkr384ufnR3x8PAcPHmz0/tDQUHJyGpZb5+TkEBoaesbntVgs+Pj4NPhSZ+F0wvffQ0oKxQ4j8zoMwenpQYRfI1cHly+H7Gzw8IDrr9ckVymllLrIeJhdGBQrVcGNrrpWx2iU0v6QEKitZUlyHonFdlpZy/g8IJPoAI/6bTt3httug4QEmZXk5ibVRQ6H/Gw0yvFESQmUl8PGjRAZKTOQvLwgJ0dmKv3pT5CRcc6vJSrAg7dn9sRsMvLjrmx+P2c7Ng2QlFLqirHzWHjUtbGWtbrz2MJCmbt3/fWwZw+sWyf3t2/fjHt68TuntrVHHnnknJ/wlVde+cU7cz7Ky8s5dOgQt9xyS6P39+/fn6VLl/L73//++G2LFy+mf//+zbJ/V5T16+UqocHA3oHXULCykE6tvDAaTwqGjh6FtWvl+/HjpVxdKaWUUhedkZ1CWLovl8V7cnhoeNzpN3R3h+nT2fP3V9izPZU8/3AmRhpoV5wpF4yGD6/ftn9/CYdqa6U9zemUdjWDAQIDIT9frvwWF0uYtGYNjBollUmpqdL2vmsX/PGP8PTTcoX4HAzvEMLbM3vym0+38v3OLAwGePXG7rhoC5tSSl326ucd+Z16Z1KStKfVrRBeXl5fbTRw4Dl/zlwpzik8SkxMPKcna7Qn/gL505/+xPjx44mOjiYzM5Onn34ak8nE9OnTAbj11luJiIjg+eefB+Dhhx9m6NChvPzyy4wbN445c+awZcsW3n333SbbxytScnL9/KLRo9lhDQIKiQvxarhddTV8840cKPboof8QlVJKqYvYiGNDs5PSS+jw1I8EeJjx9zQT4GnG3+PE/7qCwcBsWwyjSWWqj5XOw4fC7t2yAltIiFQbgYREo0dLa1ptrVzddTplYLarq8xNys+X+woLZfslS2DcODmwT0uT251OePxxmYE0YMC5vZ6OIbx9cy/u/2wr3+3IwmAw8O9p3TRAUkqpy1iDYdknr7SWny9VRwDDhsnn1XvvyaIOMTGyarhq4JzCo+XLlzf1fpxVeno606dPp6CggKCgIAYNGsSGDRsICgoCIDU1FaOx/gBgwIABzJ49myeffJInnniCuLg45s+fT+fOnVvqJVx+cnKkP9TplOGWfftycO4OAGKDTgqPfvxRriT6++uyh0oppdRFLtjHjeu7hbMgKRNrrYPMEiuZJdbTP8AvkpGDhzDQnAX798sspORkWfY4MFBmGIGEQJMny3yj2lrZ1m6XWYhms7QNFBTIRae6AGnRIpg4USqQ0tLkeMLhgH/8Ax54QMKlc7iAObJTCG/N6MkDn21jYVImRgO8Mq07ppMrpZVSSl0WMkusFFbU4GI00CH0hK4Xm03OY2trJSgaOFDm8ubng4+PtGQb9eLCyc57tbWWMmfOnDPev2LFilNumzp1KlOnTm2iPbrClZfD7Nn1yey114LBwMFcGawZG3xCeLRnD2zfLgd2kybJoEyllFJKXdRen96D/zepM8WVtRRW1FBYWUNRRQ2FFTUUVdZQWFErP1fWEOLjxm8mXYPhm68kEMrMhIgImU80Zw7ccw94esoTu7rCzTdDRYUcuB88KNVIdrtsU10t4dKJAdK338K0aXIwbzTK9jk58PrrcrB/yy0SLp3FNQmhvDmjJw/N3sa32zMxGgz8a2o3DZCUUuoytDO9GID4EO+Gw7IXL66fwzt5sszZ27NHPkemTav/vFIN/KLwaMuWLXz55ZekpqZSU1PT4L558+ZdkB1TFzGbDb74QuYWBAbKPzCTCafTyaG8CuCE8KisDBYulO8HDYLWrVtop5VSSil1vrzdXPF2cyXqxOHXZzJ5Mrz/vswn8vKS1dSKi2Hu3IYBj7u7DNCuqpIAKSVFtjOZIDhYqprLy6WlrW6FtXnzYMaM+hlI5eUSHH3yiYRMDz54TheoxnQO5c0ZPXhodiLfJGZgAF7SAEkppS47Oxoblr1/v4RFIIUNBQXSIg3SIRMZ2cx7eek471qsOXPmMGDAAPbu3cs333xDbW0tu3fvZtmyZfj6NjLBXF1enE5YsEDKxt3cYPp0OQAEskutlFfbMBkNRAd6yrbffisHhmFh0kuqlFJKqcuXxQI33STHCNnZMsfIYpFw6KefGm7r5ycBUt++EB4uP1ut0pIWFiZXhB0OOY4oKZGg6IsvpL0gJkZaC4xGCY4WLIBnn5WLVudgTOcw3pjeA5PRwLzEDB77agd2h/NC/zWUUkq1oPph2cdyitJSaacGmZkXEiIXNxwO6NYNevdumR29RJx3ePTcc8/x73//m4ULF2I2m3nttdfYt28f06ZNo7VWlVz+1qypn0g/bZocFB5zMLccgOhAD8wuRti8WUrRXVzkSuQ5lJMrpZRS6hIXGCjzIgwGOQ6Ii5PvN22CrVsbbhsWBjNnSoDUqpUESHUBUOvWEkLZ7VBZWd+q9umnMHQotGsnrQVubnLf6tXwxBOyzTkY2yWM12+SAOnrben8+esdODRAUkqpy8Ipw7IdDplrVFUlFyyGDZPgqKJCQqTrrjun+XlXsvMOjw4dOsS4ceMAMJvNVFRUYDAY+MMf/qArmV3u9uyBpUvl+2uvhbZtG9xdFx7FBnlJufrPP8sd11wDxwabK6WUUuoKEBtbv1LNnj31q6z+8IO0nJ287bRp0L+/hEf+/lJNZDRKhZHZLC3zFRUSLGVmwscfw/DhEkyZzdIiV14uF7j+7//g8OFz2s1xXcN47SYZmj13azpPfbvrwv0NlFJKtZj0oiqKK2txNRloH+otK4AePSrVsDfcIOe1dd00N94o8/jUGZ13eOTv70/ZsStCERER7NolH7LFxcVUVlZe2L1TF4/MTPjmG/m+b99GS/rqwqP4Vu4yl8BmkwPCq65qzj1VSiml1MVg4EDo3Fmu9qakSBBkt9fPTTxR9+6yatrAgVJN5OcHublSvRwbKwf1NptUIJWXSwD1/vtygapDBwmafH3livKRI/DnP0Ni4jnt5nVdw3n1xu4YDfDZxlS2pBRe6L+EUkqpZlZXddQh1AdLehqsXCl3XHcdpKfXzz2aPBkCAlpoLy8t5xwe1YVEQ4YMYfHixYCsZvbwww9zzz33MH36dEbUXWFSl5eyMvj8cxloGRsLo0c3ulldeNQvdSdkZckspAkTtPxPKaWUuhIZDHIcEBoqoU9FhVQiV1TICmy1tQ23HzJE2ggGDZJjCG9vmZvk6irVzi4ussprVZUESCkp8M47MuC0UyeZtejrK6u05eTA3/4Gy5bJ7Wcxvls403pHAfDion04z+ExSimlLl51w7J7tDJLYYPTCT16yKIMdQs6DRkC8fEtuJeXlnMOj7p27Urfvn3p0qULU6dOBeAvf/kLjzzyCDk5OUyZMoUPPvigyXZUtZDaWgmOysrkgO+GG+TqXiMO5pYTXppL3IEkuWH8eDnwU0oppdSVydVVBmh7eEglkY+PBENZWTLk+sSQxmCQ6qN+/SRAsljqB297eUF0tARIVqt8lZdLe9pbb8njunSR6iTfY7MtiorgX/+Cr76Sn8/i9yPjsbgY2ZxSxLJ9uU34R1FKKdXUdmWUgNPJmIMbZS5eq1Zw9dVS/VpbK3PzdEGn83LO4dHKlStJSEjg+eefp2PHjtx2222sXbuWP//5zyxYsICXX34Zf3//ptxX1dycTmlVy8yUg77p0+UgrhFFFTWUlVQwOnk9AR6uMq2+U6dm3mGllFJKXXT8/GSmkdEIhw5JO7vRCDt3wrp1Dbc1GuVCVffuMgPJw0Nuq1u5LTy8PkCqqZGLW4cOweuvSytCjx5yUuDlJduVl8N778nXyZVOJwn1deP2gW0A+Oei/br6mlJKXaKcTic70ovpnpVMbFGGfB5MmSJz9woL5XNpypTTFkWoxp3zX2vw4MF8+OGHZGVl8cYbb5CSksLQoUOJj4/nxRdfJDs7uyn3U7WEFStkyKXJJEPEztALejCvnKFHthJJNa6BATB2bPPtp1JKKaUubm3aSHvZNdfIld+644QlS2RFthOZzXDzzdC1K/TqJUFQba1UK7VuLW1wJpO0wtXWyhXlAwfg3/+WAOmqqyRYMpslfKquhi+/hJdflpa5M3hgaCw+bi7szyljfmJG0/wtlFJKNanUwkos+bkMO5pIoJdFPnsOHoR9+yRImjZNPh/UeTnvqM3T05M77riDlStXkpyczNSpU3nrrbdo3bo1119/fVPso2oJO3c2HCoWHX3GzXM3JpKQcwh/TwtMmnTaCiWllFJKXaH69IEBA6Q9rXdvCYacTmkrKyhouK2nJ8ycKQFSly7S7lZZKQFSu3YQGFgfINlsUFwM+/fDK6/IcUv//jKc22CQNja7HX76CZ59Vq46n4avhyv3D4sF4JXFyVTb7E34B1FKKdUUdh/J5dr9awnxdMXUqaMUQSxbJndee61Usarz9qvqtGJjY3niiSd48skn8fb25vvvv79Q+6VaUno6fPutfD9woJSAn0lZGZZFPwBQ0bvvWYMmpZRSSl3hDAY5gG/dWlrQPv9c/nuiwECYMUNa2OLipM2gqEiGYXfsKD8bjRIg2e0SIO3dCy+9JM89cKDcXlMjcxuNRtiwAZ56SpZnPo3bB7QhxMdCRnEVn25IbcI/glJKqaZQNf87/KtK8QltJXON6gZm9+wpX+oX+cXh0apVq7j99tsJDQ3l0UcfZfLkyaxdu/ZC7ptqCSUlsgKKzQbt28PZVtBzOmHBAsoKS8nz9Md15PDm2U+llFJKXdpMJmkd8PGB/Hw5uD95sHVkJEydKpVKUVESGOXmyvbt2klLm8EgK7DVDcmuC5DGjoWhQ+VYpbRU2t0sFti9G558UrZrhLvZxO9Hyuo7by47QKn1zLOSlFJKXUSSknAmJeHEgPO68bKyWmWlVBtde21L790l7bzCo8zMTJ577jni4+MZNmwYBw8e5PXXXyczM5P33nuPfv36NdV+quZQUwOzZ8twyZCQcxsitmULHDhAXpWdRfEDaBfm2zz7qpRSSqlLn5eXrMbm4gLJybB8+anbtG8vrWgDB8rxia+vVEmnpsr37u71AZLTKcHS7t3w4osy52LkSDmeyc2FsDBpiTt6FJ5++tSB3cdM7RVJ2yBPiipreW/V4Sb+IyillLogCgpwfPcduWVWNrTuQteyLMjIkM+JadPks0b9YuccHo0dO5bo6GjeeOMNJk2axN69e1mzZg133HEHnp6eTbmPqjk4HPD111IK7uUlZeJm85kfk58PP/9Mrd3BjyEJFHj6ERvk1Tz7q5RSSqnLQ3g41M3NXL0adu06dZurrpIqoquvluojb2+pJqqtlQDJbK4PkECOUfbskQBp+HAYPVq2SU+XAMnfX8Kkf/5TVt9xNlxZzcVk5NFr2gPw/uoj5Jad1FKnlFLq4mKzwVdfUVJSwWHPIKrdPYg4tFs+G6ZMkc8OOOX9Xp27cw6PXF1d+eqrr0hPT+fFF1+kffv2TblfqrkVFEBKiqSxN90kB2JnYrdLeXltLdmB4SSGtyfQ04y/51kCJ6WUUkqpk3XtKpVFIHMXG1vFd/hwmVUxapS0uvn7S4BUNxTb1VW2s1rl5CA3tz5AGjJEqpfc3eHIEZmBFB4uc5Leegs++UROPE4wpnMo3aL8qKq188bSg6fuj1JKqYvHkiWQlUVWjZEtER2ZmrsTk9EgFx1iZSEECgrg7bdl8QV13s45PFqwYAETJkzAZDI15f6olhIUBHfdJalsZOTZt1+1CjIzwd2d7b2GgsFAu2CtOlJKKaXULzRihBzg19bKAO2Kiob3GwwwYQJ06iTtaJ6eUoFUUiIXv7y961sSqqslQMrKkgDpn/+Efv1g4kSpsD54UP7brp3MwvjsM/jPfxoM7TYYDPx5TAcAPt+USkr+SfujlFLq4pCcLAsiAGtiezH80BbCPV0hPh4GD5Zt6t7rc3Nh8eIW3NlL169abU1dZoKDZfWSs0lLk/AI4Lrr2FdpACBWwyOllFJK/VJGo1zECgyU4Ke8/NRtTCa48UYJmUaOBA8P+SotlWHYnp7yPAaDzHIEaVXbs0eGaPfsCTfcIO0LBw7I83XuLFVHCxZIyFRScvzX9W8XyND4IGwOJy8vTm6ev4NSSqlzV1oK8+fL9337Ur0tCZ/qcvwigmHSJPk8sNvhyy+hsFDe/ydPbsk9vmRpeKTOT00NfPONHNR17QoJCRzMlYM7nXeklFJKqV/F3V3mLt57rwzHbozFAjNnQtu20ooWHi63lZfXh0l1amvlxCEtTQKkf/0LEhKkRT8wUK5WW63Qq5eETsuXwz/+0aBt7rExMqphYVImuzJKTt4bpZRSLcXhkFEqlZUQFobDxRXToYPYjCa8brtZPlOcTvjuOxnRYrHIZ4yXnrf+EhoeqfOzaJEktr6+x5c6rAuP4kL0H6FSSimlfqXAwLMf2Ht7S4D0zDPw3HMSNLm4SLuahwe4uUloBPUB0tGjsHcvvPqqtKvdcos87sABmYMxYIA8dvNm+Nvf4NAhABLCfZnQPRyAFxfta7rXrZRS6vysXi2hkNkMPXpQvHg5NXYHqzv0IyahnWyzbh0kJsrnwA03SLeN+kU0PFLnbv9+2LZN/uFNmgRubtTaHRwtqAS0bU0ppZRSzSgoSAZnX3MNPPqoDNB2OOQ+T8/6VWONRgmQXF1lWPbu3fDGGzLj8c47pXLp0CE5ARk8WFoa9u2TYCoxEYA/jmqPq8nA6gP5rDuY3yIvVyml1AmO/n/2zjs+yjrd4mdKZpJJMum90pOQQEIv0ptSFFFQEFCs6+qqq3u33V3vrrur29ziurt2RUVEmkjvvZNQQgippPc2qTOTKfePwzCEDgIh5Pl+Pu8nU94+77zwO3Oe8+QDO3bw8ciRwLZtqDC04HhIT6gSE6FWKfmDwZYtnOfee4EePdptd+8GRDwSro3GRmYBAPxlLjoaAJBf3QSLzQ4PrRrBetf22z9BEARBEDovc+YAzzxDMclkonCk01EwstspCKlUfP3MGeDkSXZZ8/FhiVxEBMWjkyfZmScwECgoAN56C9i2DZG+bpgzKBIA8McNp2GXVs+CIAjtR3MzsHw57++9e/PebTQiS+ONXV36oU+4N5s7rVjBeQYNAgYPbu+97vCIeCRcHbudwlFTExAczP9UnSWrnCVr3QLcoXDYwwVBEARBEG4nCgXw8ssM3Nbp+KOXpycfq1T8P4xeTxeSiwuQm8vBxgcfMBPjhz/kD2MlJQzYHjsWiIpiV5533gGWL8eLo7pCp1HhRJEB61LLrrpLgiAIwi3AMTatrwd8fflaWRng7o5lXYfBqlQh0UvJrp2trWywcO+97bvPdwkiHglXJzmZgZJqNZPpHW1w4cw76iYla4IgCIIgtCdKJbOKxo1j5lFtLQcWOh3L2aqqmKekVPL/Mjk5wIkTwMcfc/mXXgKee44lb2VlLGGLjQXq6oBPP0XA0kV4bnA4AODNdekormtpt0MVBEHotBw+zNJilQro1YulyAoFrDMewpFaC1ysrRh6aBPQ0MDy5ocf5n1f+N7IWRSuTHU1sHEjH48bd1HAWHbl2U5rIh4JgiAIgtDeaLXA228D/frxcWUlQ7Hd3CgglZXx/zJKJSeHgLRwIcsgHnkEmDaNTqaiImDgQE4tLcCyZXgudR1i3IHiuhbM/uCACEiCIAi3k7Iy59g0MRE4dIiPx4/HGc8ANJksuD/nAAIaa/hDwJw5/DFBuCmIeCRcHquVdaKtrWyHO2TIRbM4nEfdA0Q8EgRBEAThDkCvZ55Rjx4UkMrLgZAQ5h3Z7SxNCw93CkjZ2QzG/uorYOdOoH9/NgZRKpl7FBcHjB4N2Gxw3bIJSxv2IkFjRkFNswhIgiAItwuzGVi2jGPUqCh2yrRa6RAdNgwnigy4J+8YBpsqoVSrgUcfZa6dcNMQ8Ui4PLt3A8XFVGunT3e2vD2LzWZHjjiPBEEQBEG40wgJoYAUEsIStYoKhmKrVBSQCgo4+FAq+f+b3Fx2lF26FNi+HUhIAGbN4vz5+RSb7rsPcHGB55EDWFy9HQMV9SioacajH+wXAUkQBOFWs349y489PQGLhZlHfn7nxqmVu/ZjQPEpBOq1wAMP8J4v3FREPBIuTVERsGsXH0+dyl/xLqC4rgXGVhs0KiUifXW3eQcFQRAEQRCuQK9ewN/+xl+elUoOOiIinIJRYSFDspVKCkq5ucCRI8DKlcC2bVx+zhwGbBcUAF5eDOT28IDHqVR8YkrBqNZyFNa0iIAkCIJwKzlxgg5RhYINnIqLeW9+5BE6TPPy4LWV5WzK0aOBPn3ad3/vUkQ8Ei7GbGa5ms3GX97i4y85myPvqIu/O9QquZQEQRAEQbjDGDYM+L//Azw8+P+a2loKSHY73y8qArp0ocPIZgPOnGEY6+rVwObNLNufO5eDk8JCzvPYY8C4cfDUu+NdlxxMbjyDwmpxIAmCINwSamqANWv4uEsXlqsBdBcFBgLV1bB9/TWqDEZk+EchdLp0VrtVyIhfuJiNG/kl1euBKVMuO1t2uZSsCYIgCIJwh3PPPcAzz7AM32Jh97TQUApBAH/Bjo6mgGSxAHl5DGFdv57/J4qMBB5/nKHbJSX8P9LLLwODB8PT1QV/8ijFrKqTKKpuwqMf7EdRbXM7HqwgCMJdhNXKnCOzmSVqhYV8fcgQGhxaWoCvvkJtlQGF7r7Y13s4ugR4tu8+38Worz6L0KnIyACSk/n4wQevmE7vCMvuJuKRIAiCIAh3IvX1wJdfstRh2jTg22/ZCKSpiV3YqqroQioro4CUl8dBypkzXF6p5OBl8mRgwQLg888ZwL1wITBvHuDtDc+NG/HrgAboCg/jS1t/zP7wABY/MwThPlLSLwiC8H1oWLMeR7YdQ4NdgRZlHTTNTajwDsSWAHeY/rkDIw5sgH9VKWrUblgdOx7xEX5QKRVXX7FwQ4jzSHDS1AR89x0fDx1KW+AVyJawbEEQBEEQ7mTMZgpABgOzj4YMYYC2yQQYjYC3t7MhSHk5Q7Qd7+flAQcOADt2sGQiIIACkpcXRadPP2Uu0syZ8HR3xWsRVjybtweV5bWY/eEBcSAJgiB8H7KycHDRWhwvrENytQWlhRU4VW/DO76JOFxgQNCurXApLEClGVjc/R40a9wwJiawvff6rkacRwKx2ykcOX6JGzfuKrPbzzmPugeIeCQIgiAIwh2Ivz/w9NPA4sUsT4uKYue17GynsOTqSneR3U5RKDycpRFGIwUku50Ck81G99KTT9J5VFNDAWn+fGD+fHguXoznuzVAe3oHPrEMFweSIAjCjdLQgNovlyCttB4GV3fcF6qBm2swiqbNREJkFAJPHEFQkxGq8AjUP/gw7uveEx6uakT7yf32ViLOI4GkpLBkTaUCZszgr25XoKrRDENLKxQKoGuA+23aSUEQBEEQhOvEwwN44gkgJgbQaJiTERBAUchkcv6fR6t1upRCQ9nJp6WFndb27eP07bdsE71gAYNaGxooIGk0wFNPwTM4AE/G6PGD7O0w5xfi6YVHYLPZ2/PoBUEQOhY2G7BiBQ6dKoJJqUYfdzuGdPVD3ydnYcq0obhfW48huUfRxd8dkXNmIH70QCSEe6GLvzsUCilZu5WIeCTwl7ONbG2IcePoPLoKDtdRpK8Ori6qW7l3giAIgiAI3w8XF2DWLJateXkBSUmAuzsHKSYTw7DNZv5Vq+nEDgzkcs3NQH4+sHcvg7RXrOCyTzxBkam5mU4ko5ECUpdIzE3wx2Pp22E6dRo7syrb++gFQRA6Dnv2oOZkBk6X1kNltWBoN3+K/oMHA6WlwPLlFP8HDgQGDWrvve1UiHjU2Tmr7MJsZlDk0KHXtNi5vCMpWRMEQRAEoSOgVAL33sspNBTo14+O69ZWOox0OopGOh1L2cxmlr05xKSCAgpIycns/qPVsgtbZCSFoy++ACorgQUL4Bkfi8Rgd0xN34WvNp1s7yMXBEHoGBQUADt24FBuFWxQoIe/DsHdI4D776fT86uveM/u1g247z5nZp1wWxDxqLOzezdQVMT/JD344DV/AXMqJCxbEARBEIQOyJAhwCOPALGxQEICX2ttpQDk6soObW5udBdZrWwP7eJCAcnhQDp2DFi6lMLS3LkcyJjNHNicOQPMno3YKaOxs/tAbC5uwemy+nY9ZEEQhDuelhZg+XJU17cgs7wBCrsNg2JDeb8GmF3X0MCy45kz+YOAcFuRM96ZKS4Gdu7k48mTaeO+RrIqGgAA3UQ8EgRBEAShoxETw7Kz4cOBHj0Ai4XikSMDqb6eziLH/428vZ0OJIeAlJoKLFnCAczs2VynxcLX0tMRMOdhhI+/BwDw8e4z7XaogiAIdzyO5k0GA45klkFhs6F7oCeC5z9KAX/lSpas6XTAnDkU+oXbjohHnRWzmeVqNhtrSB2/vF0j2eI8EgRBEAShIxMWBjzzDDB9OkvPzGaKR62tdBw1NTEI28+PwpFezzK3xkZ2Ydu7Fzh1Cvj6aw58Zs7k/6dsNmZyHDuGp+7pCgBYdawElQ2mdj1cQRCEO5YjR4D0dFRVGZBT0QirUoW+j06hQ3TrViA9nfffRx8FfHwuvY6Ghtu7z50QEY86K5s3A9XV/I/QlCnXVS9ab2xFeT3/AyTikSAIgiAIHRYfHwpICxawYYjJRAeS3U7xqKWFApK/P/96enIA09REAWnPHnarXbyYotGDDwL9+3P5VavQvywTiRHeMFtt+PJAfnsfrSAIwp1HeTmbN1ksSMmuhFntAr/4XoiYOQ04epT3WQB44AEK/ZciJwf45z+ZSSfcMkQ86oxkZQGHD/Px9Oms678OHHlHgZ5a6F1dbvLOCYIgCIIg3Ebc3ICnnwZeegnw9aV41NzM92pqnGHawcH86+HBUrWmJuYb7d0LZGcDixaxbG3qVGcDkvXr8VP3CgDAlwfyYWy1ttNBCoIg3IGYzWxA0NqKqpJKnGqwokmrw7Cf/YDh2WvWcL5Ro4A+fS69jvx8OkAtFopIdvvt2/9OhohHnY2mJmDVKj4eMgTo2vW6V+EoWesRJK4jQRAEQRDuAtRqCkj/8z/MOTIaKRoB/FW8sZFu7ZAQikfu7hygNDcDubn8ZTw3F/jySw6GJk4ERo8GAAzJPYYHqk6hutGEVceK2+8YBUEQ7jQ2bGCXypoaHKgwwapUofWhmeimVzM/zmoFevc+dz+9iKIiCvetrcyve+gh6cB2CxHxqDNhtwOrV/M/QIGBwPjxN7Sa7MqzeUcBIh4JgiAIgnCXoFBQQPrJT1ie1tLCyWplUGtdHbv8hIVRSPI4+/8gh4C0bx9/Af/yS5a/jR4NTJwIpVKB+dZCjM49go9358Iuv4oLgiAAJ08CKSmAwYCKFguy68zY3W0AnpjWn50rW1p4v50+/dKCUFmZU7Dv0oVd2VSq234YnQkRjzoTx44Bp0/zSzVjBn9luwFyJCxbEARBEIS7lR/+kJNez8GLI0i7tJRTRAQnb2+WsVmtnC87G9i/n6UWX3zB14YNA6ZORe8wbwysyEb0ni3YnVHR3kcoCILQvtTW0tRgMgHNzdhT0Yr0wC7oee8IRG9by2xeLy92snS5RExKZSXw+ed0iUZGcr4bHNsK146IR52F2lpg/Xo+HjuWdfs3SNZZ8aibiEeCIAiCINyN/PSn/BXb25siUGsrUF/PAcuZM/yVOzqagdvu7szaMBqBzEzgwAGWUnz+OV1JAwbAddbDiAvzRlxFLk788xMKToIgCJ0Rq5U5Ry0tQFkZil29kGLSYmf3Qfgfay7vsRoNMGeO0+F5PjU1zvtraCjn02hu/3F0QkQ86gzYbMCKFfzlLCrKGeJ4A9Q2mVFYwxBJcR4JgiAIgnDXUFLizDlSKIA33wQmTKBAZDRywFNRwV/Es7KYr9GjB0O23d0pMBmNdHkfPMj1ff458yb79EHPHy2ATamEJTUVZR98xvkFQRA6G9u2AcXFFNmDgrCrsBGrY0bgZe96BGSl8f778MPsgHkhdXXAwoVAQwPfnzsXcHW97YfQWRHxqDOwZw9QWAhotWwhq7zxj331iRLY7EB8mB6BnvJFFQRBEAThLqCujtkZH35IdxHAEoi//Q0YOBDw82N5hd3O/1PV1FAk6tEDiItzOpDMZk6nTwOHDrHMbeFCoKkJYUP7o+b+h2BRqnByxxFmepjN7XrYgiAIt5XsbHaoLC8HdDoUNtvwgX8iQoz1eKwhg/NMmgT07Hnxsg0NFOQNBsDfH5g3j6XDwm1DxKO7nZoaYMcOPp48mfbr78HyFHYJmZEU/v32SxAEQRAE4U7BbGbZQ00NBaTTp/m6pyfw9ttAbCzDsh1uodxcOpAyMoBu3YB+/fh/LA8PikwmE3DqFHDkCN1Kn30GNDTg/odGYWXvsThe0YKWjGwOhBxuJ0EQhLuZhgZg5Uo2b2pqgt3PD58oI9CoccNPmk5Cr1UDAwYAgwdfvGxTE++XNTUU6+fPv3RJm3BLEfHobsfHhwn1/foBffp8r1VlVzTieGEd1EoF7k8MvTn7JwiCIAiC0N4EBgLPPMMcI7MZ+Ppr/vhmtzMc+3e/Y+l/QADjAOx25huVlVFIiowEhg9nwKuHB8vXzGZ2EzpyhG6mzz7DQF8VfON64Ju4MUipNLJs46wzSRAE4a7FbqdwZDCwqUB0NDI9ArEUgZiRsQtDwvUU4u+77+LOai0tbEJQWclGBvPn869w2xHx6G5HoaBodP/9l25xeB2sSCkCAIzuFQB/D+3N2DtBEARBEIQ7A3d3lkE4fvXesQNYsoQuoqQk4NVX2Tba15cRADYbnUd5eczvCAoCxo2jgOTpSQGptRVITQWSk4HqaigWLsQPEv1Q7umP3/oNgkWnowD16acMfxUEQbgb2bsXyMlhXlx0NOw+PvgtumHa6T0Y5q+BR0QIMHMmu4Kfj8kELFrE+6S7O4UjH5/2OQZBxCPh2rDZ7Fh59GzJWj8pWRMEQRAE4S5EpeIv3w88wMenTwMff8xSicmT2Q46NJQCkVbLLmtZWUBaGn8V9/bmfHo9BSRHp7bUVODoUaCmBvce3oDuLhZkQod1/e/jukJCJPRVEIS7k8JChmQXFPAeqdfj2+7D4btnO8Kaa9A/7mzHtAvvga2tzIYrKgLc3Cgc+fu3yyEIRMQj4Zo4kFuNUoMRelc1xsYEtvfuCIIgCIIg3DqSkoAFCygAVVQAH3zAX82feQYYPZoOJHd3p8PozBkgJQWor+cg5+GH2wpIZjNw7Bhw7BhU9Qb8tuYQvFoa8N+TdbA/9RQjBr5HQxNBEIQ7EqMRWL4cqKqiuzI4GJuikrD8q83oXl2Ifl394fH4vIvdRBYLy4fz8ynUz5t36e5rwm1F/pUSrglHUPbUvqFwdVFdZW5BEARBEIQOTng48OyzzDwyGtmNbf9+4Je/ZIe1sDCGbPv5MbMoP5/vOwKw58692IF07Bhw4gT6eysx+9Q2lOYWYX+F+eJSDUEQhI6O3Q589x1LzvLygB49sNMjEv/YlosBhWlIjPDG0FcWMDPufKxWYOlSCvYaDe+loZK3eycg4pFwVZpMFqw/WQoAeEhK1gRBEARB6Cx4egKPP87GI3Y7sGkTsGYN8MYbHMyEhlL4CQqi66igANi5kzkdRiPw1FMXO5BSUuCanoZBfmo8nLoFS9Yfbe+jFARBuPkkJ7NpQHo60L07Dljc8Xq2DeOyDyIxwhujnn4IisTEtsvYbAzWzsgA1GqWCkdEtMvuCxcj4pFwVTamlaHZbEW0nw79Ir3be3cEQRAEQRBuH2o1MG0aMGUKS8tSU4EVK4Cf/5z5HcHBbEoSFkYBqbiYYdutrews9PzzzDXS6ykgmUxASgoGNhbDw9yCoBWLkXfqTHsfpSAIws2jogLYsAHIzgb8/ZFs1OAndYG4L2MfBkZ4YdSDo6EYO7btMg6n0smTFOUfeQTo0qVddl+4NCIeCVdlRYozKFvxPTu2CYIgCIIgdDgUCmDgQAa2ursDpaV0IT39NKDTOUNcw8MpGBUXMyDWZGKQ9ssvOwUkoxEwmeB58jiGmcqgM7fg9J/eAcrL2/cYBUEQbgatrSw7KywEjEYctXvg58YIjMs5jOFhOowY3ReKBx9s2wncbgfWrWNpr1LJ3LgePdrtEIRLI+KRcEVKDS3Ym1MFAHgwKayd90YQBEEQBKEdiY5mDlJICHOOjh8Hxo9nlyC9nr+Wh4bSgVRSwhK25maKST/+8blOQzAaAaMRCaXZ6FZViPz8Stg//ZSilCAIQkdmwwYgNxfIz8cx92D8qSUIfcpzMCFQjXv6d4NizhzAxcU5v90ObN4MHD5MQWn6dCA2tu37wh2BiEfCFfn2aAnsdmBQF19E+Orae3cEQRAEQRDaFy8v4MkngYQE5nM0NQE9e9KBpNFQSAoIABobKRrt2wfU1bHd9I9/DPj6UkAym+HaakLf8iyElp5BfU09sHAhlxEEQeiIpKUBBw4AaWlI9QjGJ3U6uJtbMMPHjOFxIRSOPDzaLrNzJ++TAEuE+/RxvtfQAHzyidwX7xBEPBIui91ux/KUIgDAwxKULQiCIAiCQFxcgBkzgIkTWWIRFMRQbJ2OgpKXF11GLS0UjY4cYVlacTHw0kssc/PwgKK1FZ5WM/qW56DxWCrn//xzLiMIgtCRqK0FVq0C0tORYXfDijoNKjz88JSuFsO6+0MxcyYz4s5n715mxAHAffexOcH56/vkE5a/ffedOJDuADqMePTWW29h4MCB8PT0RGBgIKZPn46MjIwrLvPZZ59BoVC0mVxdXW/THnd8UosNyK5ohFatxH0JwVdfQBAEQRAEobOgUADDhgGPPUbRqG9ftpjW6Zh1FBDAX9hbWykaHT8OnDlDEemFF84JThrY4WZuge7EUeD0aZa0ffEFO7cJgiB0BKxWYPlyIDMTZ8oNWNOsw4mg7njZpRRDu/pBMWkSHZrnc+gQy9UAlv8OHux8r7wc+PhjCki+vsCjj7bNSBLahQ4jHu3cuRMvvPACDhw4gM2bN6O1tRUTJ05EU1PTFZfT6/UoLS09N+Xn59+mPe74OIKyJ/UOhqery1XmFgRBEARB6IR0784cpNBQYPhwlrG5uDDrKDCQj202oKwMyMxkt7aqqnPZSXYPd6jsNigbG+lQcghIX34J5OW199EJgiBcne3bgePHUZN5BhusPkgOi8Or2jIM7eoLxcCBwJAhbec/epQB2QAwciRwzz3O9woLgU8/ZelvUBDLhH18bt+xCJdF3d47cK1s2LChzfPPPvsMgYGBSE5OxsiRIy+7nEKhQPCF9jjhqpgtNnx3vAQAMKOfBGULgiAIgiBcFl9fdl5buZKlZ1u2MDy7pYXh2o4g7IoK/jWZOJh6/HEoP1mIpqZcuLcaYTcYoHCExvbqBSxaBMyZI+2qBUG4c8nJoYMoPR3H3QJxwrM7HnOtw/BIPdC1K8vRzncNpaayDA0Ahg4FxoxxvpedDSxZQsdmRATvf25ut/d4hMvSYZxHF2IwGAAAvr6+V5yvsbERUVFRiIiIwAMPPIC0tLQrzm8ymVBfX99m6ozszKxETZMZgZ5a3NPdv713RxAEQRAE4c6grAywWC5+XasFHnkEmDmTAyKzmWGvRiN/PbdaKSjV1QGVlQyJbWmB67zHUOYdhEaNK6w2Ozu1HT5Ml5LZTAEpJ+e2H6YgCMJVaWwEli0D0tJg8vXHNk0QfJvrMdhfzWy3WbN433OQnk6R3W4HBgxgbpxDWEpLAxYvpnDUvTswb54IR3cYHVI8stlseOWVVzB8+HDEx8dfdr5evXrhk08+wapVq/Dll1/CZrNh2LBhKLpCCOFbb70FLy+vc1NERMStOIQ7nhVng7KnJ4VBreqQl4kgCIIgCMLNpf5sR7SPPmLp2YUoFMDo0cDPfw7078/XqqooAvn6UkhSKOhIMhiATZugbDXj5OCxKPYKgtH1bGfbujrmgWRmciD11VdAVtbtOkpBEISrY7cDK1awBM1ux0nfSDQrXBCnaoZ/oA9dQ+fnDWdnU2iy2ZgRN2WKUzhKTuZ7VisQHw/Mns3ulcIdRYdUBV544QWcPHkSX3/99RXnGzp0KObPn4/ExESMGjUKK1asQEBAAN5///3LLvOLX/wCBoPh3FRYWHizd/+Op67ZjK3ptFVLyZogCIIgCMJZ6uo42CkrAz74ADh27NIdgGJigHfe4QBJpeL8Nhug1zMTyWbjcs3NwPr1iPBQY2v3QSjzD2WnNoWCQbGHDwMZGXQ6ff01HwuCINwJ7NsH7NnDctzevbGjxRUR9eWICfOhC/P8CqG8PN7DrFagd2/ggQd4n7Pbgd27gdWr+XjgQHayPN+tJNwxdDjx6MUXX8SaNWuwfft2hIdfX/t4FxcXJCUlITs7+7LzaLVa6PX6NlNnY/WJUpitNsSF6BET3PmOXxAEQRAE4ZJERgLPP88MIrMZ+PZb/vJuMl08b1AQ20wnJPAX9JISikY6HR1MVit/lTebkXjyAFwsrdgTnQh068ZwWJUKqK7mL/IOAcmRqSQIgtCeFBXxfpSVBfTogbLwrlDlZEOhUKDrU7OBqCjnvIWFdE9aLMxymzEDUCopFm3eDGzdyvlGjgQmT+Z7wh1Jh/lk7HY7XnzxRaxcuRLbtm1DlxsIDrRarUhNTUVISMgt2MO7B0fJmriOBEEQBEEQLsDTk1kc48ZxkJOaCrz/PlBcfPG8Pj7sGuQQkMrLOYDSaCgMnS1n81ADo/KOwlDbAMs991BA8vUF1GqWvSUns+Tj4YclA0QQhPbFaKQYlJoKBAQA8fHIOsxc4dahw+AzdKBz3tJSdo40m3lfmzmTwrjNxtDsffs436RJwNixbYO1hTuODiMevfDCC/jyyy/x1VdfwdPTE2VlZSgrK0PLeb++zJ8/H7/4xS/OPX/jjTewadMm5ObmIiUlBXPnzkV+fj6efvrp9jiEDkFuZSOOFtRBpVTggUQRjwRBEARBEC5CqQRGjAAWLGCZWU0N8PHHHAhdWMbm7w+8+y5zPLRalqOZzRSGSksBoxHaqAi4KIDB+amoKqthJ7bu3bmsWs2A7cOHGZ5ts7XPMQuCINjtwKpVwP79FHoSEmAzGJBRYkCWXyTi5j7onLeiAvjiCzozo6JYyqZWU0BfupRZSQoFMH06mwwIdzwdRjz673//C4PBgNGjRyMkJOTctGTJknPzFBQUoNTRChVAbW0tnnnmGcTGxmLy5Mmor6/Hvn37EBcX1x6H0CFYeZS/mo3qGYAAT207740gCIIgCMIdTEQE8IMfAHFxFHU2baLA09TUdr7oaOCNNzifRsP3m5s5cDpzBgqzGY0R0Zx3/wFmKyUl8Zf6oCDAxYWupUWLuB6r9TYfqCAIAij4rF3Le1RcHKBWo6iiHjkuXtjfZwTGxgZxvupq4PPPeZ8LC2N4tkZDIWnRInZdU6koKCUmtucRCdeBwm6/VMqf4KC+vh5eXl4wGAx3ff6RzWbHiD9vR3FdC96dk4SpfULbe5cEQRAEQRDufOx2ICUFWL+ev6p7eDDXo2vXtvOtXcsg7YwMLmO3042kVOJUaE8crrNiaGsVega4Az170tV0+jSQn0+XkslEMenRR4H/+z8JlRUE4fZRWQn84Q9sFNClC9CjB2A2Y1VuA37pNwQPjIzBmw8mUFj65BNmuwUHA48/znLb5mYKR8XFFJJmz+Z6hHbnWjWPDuM8Em49B8/UoLiuBZ6uaox3qMaCIAiCIAjClVEogP79gWefBQIDgcZGlmts2dLWJXTffcCsWSxJU6lYwmE0AmYzovLSobZZcMInkk6jrCyWfXTrxgFWRAQHXGVl7Fr0+usUqgRBEG41ra3AZ58x58jHh80DzGaYlWq87d8fTVodHuoXTsFo4UL+9fdnPpybG59/+imFI50OeOIJEY46ICIeCedwBGVP7RMCVxf5JUsQBEEQBOG6CAwEnnkGGDCArqI9ezhgqq3l+0olB1MTJrCUTaXiQKq1Fa6tJgwqPAVDkwmm3vEccBUWslwtNJTzd+nCDm1lZcwMef11DuoEQRBuJWvWADt28J7VvTvvbwoFtvcegQKNF7r4u6OfnwtL1WprGfj/+OOAuztL2D7+mM4lvZ5ZcaFS4dIREfFIAAAk59fiu+MlAEDVWBAEQRAEQbh+XFyAqVPpMHJ1ZUvr994D0tiNCBoNc5IGDQJCQigoeXtDZbfBy2LEyPyjqDK0sEObXs8BV2Wl89f+bt1Y6lZWBixbBvzqVyIgCYJw60hLAxYvZlZbVBTvcUolMHEiPq9lRu7MOD8ovviC3SG9vID589mZsrSUJWwGA+DnBzz1FDu0CR0SEY8EZFc04KmFh2Gy2DAuJhD9o3zae5cEQRAEQRA6NnFxFIkiIphVtHQpW1O3tnJw9eKLQO/eFIWUSiAkBC4qJbyMTXDbuokB3LGxLP1oaGBHN62W6+vVy+lAWrEC+OUv2cFNEAThZlJXB/znPyyhDQwEvL0pgPfvj5KYvtiXUw2NpRWPZu6iS9LDg8KRtzez2j77jKJTSAjw5JO89wkdFhGPOjllBiMe/+Qw6ppbkRjhjX/NSYJCoWjv3RIEQRAEQej4eHuzRGPkSOYipaQAH3zAQVZ4OPDCCywBcXUFABhDw2FVqqCurQVWr2ZeUpcuHHgZjcxSstkoIMXGOgWkb78VAUkQhJuL1Qp8+CFw6hTLa4OCWIbWpQsweTJWHiuB2tKKH1cchm9dJeeZP58Oo8xM5r6ZTHQrOUrYhA6NiEedGENLKx7/5BCK61rQNcAdnzwxEDqNur13SxAEQRAEoeNjs/GvUgmMHess46is5IDs8GE6jxYsYJ6R1Qp3rRo5PiFoVqqZE7J6NUWjkBAOwAAOxhobmRkSH88BW3k5BaSf/lQEJEEQbg7r1wObN1P4DgpijpG/PzBrFuxKJVYezse09F0Y6dpMIXvePLqTTpxgqL/FQpfk3LnnBHKhYyPiUSfF2GrFM58fQUZ5AwI9tVi4YBB83TXtvVuCIAiCIAgdH6uVQdl79zpFpC5dWMbWowcHVWvXAt98AwweDDz0EBARAffWFigUSpz2DoPF1Y1C06ZNzAvx8XEGZlutDKUNDgb69GG4dkUFQ21/8hMKTIIgCDdKVhbw0Ue8l3h70ymp0wFz5gBubjieX4O4PRvQtb4c3cN9KRCFhACHDrGU1mYD+vZl9puLS3sfjXCTEPGoE2K12fHK18dw6EwNPLVqLHxyECJ8de29W4IgCIIgCHcHaWnslLZ5M7sP1dXxdXd3Dr7uvZddi9LTgfffZ3e2SZOgCg1FiLkeNqUKtVHdmQ9SVsaubaWlHLx16cJf/wFnDkliolNAWrsWeO01OpYEQRCul6Ym4M9/5n1Lq2VprUYDPPoo3Uc2GzL+/Sm61hSjS7A3tPPnAWFh7Ma2bh3XMXgwMH0673PCXYOIR50Mu92O33yXhg1pZdColPhg/gDEhujbe7cEQRAEQRDuHhISgPvv54ArLw/4739ZynG2vTWGDAGefprZIAYD8OWXQNeuwPDhsPr4I7ShCrU2JUs+AgKA4mLg+HHmiKhUdAFER3NdJSV0JfXrR3GpshLYvZvh3A7XkyAIwrVgtwP/+hedR1Yr70s6HTBtGktn7Xa0rliJ2iPHYVUoEfDMfL6+YQPFIwAYM4YCueTo3nWIeNTJ+Pf2bHxxIB8KBfCPRxMxtJtfe++SIAiCIAjC3YVCQTHn/G5rK1YAy5cDLS2cJyQEePZZlnbY7cDBg4CXF1oT4tGgdYO2II8ZSV26MN+oqIhupuPH2bEtIICOI5WKriRPT27T3Z0C0gcfsMObCEiCIFwr69bRMWk28x4VHAzccw/vNXY7sHYt8rftR7PFjoMDxqL/6P7AypW8fwHA5MnAqFFXF47sduDYMaC5+VYfkXATEfGoE7HkcAH+uikTAPCbab0xOSGknfdIEARBEAThLsbXl4HYY8cyOPvkSbqQcnP5vlYLPPggJ40GqK2Fv7cHivRBqLcqYc/MpDspLIwiVH4+S0lSUuhY0uk4UFOpGJrt6gokJXHg5iiJW7yYDgJBEIQrkZsL/Oc/LHl1d2dHx9hYYNw4ij2bNgFHjuBUaQM29ByK/mMHQLVsKV2VSiUwYwYwaNDVt2M2U0z/9lv+tdtv+aEJNwcRjzoJW06V4xcrUgEAL4zphseHRbfvDgmCIAiCIHQGlEpg5EjgqacoBNXXMwdpwwYGZwN0Hz33HBASAt8gH1hcNKjRusNsamWpWmgonUYREXQfmUzA0aN0HNlsLJFTqdihzcWFIdpKJZCRwdDbL78UAUkQhMtjNAJvvAE0NPC+NGAAResZMyhGb98O7N+PFrMVH/vGI98nFI/n7OU9Rq1mHlKfPlffTkUFXZGpqbxHdely649NuGmIeNQJSM6vxYuLU2CzAzP7h+MnE3u19y4JgiAIgiB0LsLCKBANHMjnBw5wEFVWxud+fsBTT0E9fDgsoWEwuHqgGUqKTRkZzBXx9qaQ5FgmLY3iksEAzJ7NQVxdHQWk3r05OMvMZOe3zz5zilWCIAgO7Hbg7beBM2d4Lxk0iGL17Nm8l+zeDezaBQDY1rU/Mr1C8VLRPgTXldM9OW8e0LPn1bdz9Cjw4YdAVRWg1wNPPAEMHy7ZSB0IEY/ucgprmvHUwsMwttowNiYQb81IgEK+oIIgCIIgCLcfjQaYMgV47DHAw4O/wn/4IbB3Lx1EajUwaRLKpj2MU4FdUeHhy4FVaSlFoF69mG3k60tRSaViIPfRowzVfuIJDuYMBq6rVy/+zc6m2+njj0VAEgShLY6co9paIC6OOUezZ/Nec+AAsHUr55swAYtqtJiVuhnDdGaWtj3xBIXtK2E2s0Rt1SrmtXXvTiE9MvJWH5lwkxHx6C4n2MsVE2KDkBjhjXfnJEGtko9cEARBEAShXenRA3j+eSAmhuVkmzdT3KmrAwCED+qDL/pNwY4eg9lZTaGgAJSZCcTHU3jSaikEaTQMyD5wgO8/8QTfb2hgBlLXrhSQcnKARYuA997jAE4QBCE3l93V6usBf38Kzg89xLDs5GSW1wLA6NHI9QlF7Ibl8DM2oGevCODJJznflaispEB+7BjvY2PHUjx3d7/lhybcfBR2uyRUXYn6+np4eXnBYDBAr++YLe3tdjuazFZ4aNXtvSuCIAiCIAiCA7udrqENG/jrvFYLTJmCrMBoTPjHbujUCpwY0Ar1P//BkhKzmc6AhAR2XWtoYLmb1cquRVots0qSkoAlSyhGeXoCNTVASQlFoy5dmGPy4ossSREEoXNiMjGLLTOT95apU9ktbdgwhmCvXMl71PDhQFwctr/+dxzPKEFAl3A89u9fsfTsSpw4AaxezfuOhwfw8MNAdPRtOTTh+rhWzUPUhE6AQqEQ4UgQBEEQBOFOQ6EA+vXjgGrlSoZhr1iBrrFx8FVoUWNRI3vIGMT4+QL/938c5KWlUSzq04eDs5oaBmm7uvLxoUNASwsHamvWsAubnx8HcFVVLHNbsYLPX3mFziVBEDoff/oTnUd1dSynHTQIGDoUOHXKKRwNGgR06wbbZ58hJ68CZR5+iP3Rc1cWjlpbgfXr2RUSoPtxxgwKSEKHRmqYBEEQBEEQBKE98fUFFixgSYdSCVX6KbySvRURdWU4UWgARowAfvtbOo7sdopIR46w/E2nA4qKAB8fikitrexktH07MH4880iamhi07eVFsSgvj46AP/+ZjgNBEDoX337LctnycgpEiYkUkLKygOXLeZ9JSgK6dEH9JwuxPqUAp9z8sWXgJIzuF3359VZXs8NjSgrF8dGjgblzRTi6SxDxSBAEQRAEQRDaG6USGDmSZSR+fuiiseKhk1vR9N0aCkIjRgAvvMCSktZWoKCAIlFQEF1HWVksUevVi+HbOTkUkPr2pcjU3MySNZ2OAlJ+Psvl/vAHlq8IgtA5yMoC/v1vCkdduwKDBwOzZvGe8M03dDbGx8MYHIr9f/wvPt+VjfUWb3zXezR+dF88tGrVpdd78iTw/vtcr7s7u7CNHs17m3BXILVMgiAIgiAIgnCnEBYGPPccXBVLgPz10B45BHxoZ9nH5MnsiKRSsX12cTF/3Xd3p1Pg9GmWsyUk8HFxMUO1Y2OZh5STw5bap05xQFdQwE5KZjPL4lxd2/voBUG4lTQ3A6+/znuDuzvFnTlzGGy9eDFgscDeqxf2NqqQ8ct/ocFkQVpQN9SPvxerHohH71Cvi9dpsQAbNwKHD/N5dDRDtz09b+eRCbcBkQEFQRAEQRAE4U5Co0HIYw/h27jRyDcrYSktY8ei/fs5KBs5EhgyhIJRSQnFH6ORjoFTpygu9enDwWF5OZCeznljYrj++HiKTh4eHDTu2QP88pfMShIE4e7EbgfefJP3CIsFGDeOnc9MJnZibG1FoW8Ifre/HEc+WooGkwX5PRMx/fXn8fUPhl1aOKqpAT7+2CkcjRgBzJ8vwtFdijiPBEEQBEEQBOEOI8zbDQ0RXfC5hx8eDapFl6oiZpRkZrIrUmMjxZ6cHApIUVEUikwmDg779KHjKD+fryuV7K7WvTtdBwMGUDhSq5mBdPgw8NOfMkRXp2vvwxcE4WbzzTd0CBkMwKhRFI7c3IDPPkNzQxPWGjTYnFqIuPJcqJUKBM2Yih/8cCZcNZeRDE6dAlat4j1Hp6M7snv323tMwm1FxCNBEARBEARBaC/S0oBu3S4qGVMoFOgT7oXtTWbsTByLLro6ZhTl5wNff80so5YWlqHU1VEgCg5mxzazmXlIiYnMOfL0BM6cYUlcZia319zMEO0TJxi0XVgIHD8O/PjHwF//Ks4BQbibSE0F/vMfCsa9ejGPKCIC+PRTHM0owaoKoFqhQVxtMXoF6zHghbkIGHPPpddltQKbNgEHD/J5RAS7O3pdwpkk3FVI2ZogCIIgCIIgtAfFxcCyZcC77zJs1m5v83bfCG8AwInieqBfP+AHP+BAzWQCDh1i2dmgQQzA1mr5ekQExaOCAuDoUTqOfH2Zg1RRwWVOnqTjyMWFDiW7nUJSdTVL3F5+me4EQRA6PnV1wG9+Q4HY359lZf36AZ9/jryCCqwoMqPRpsBQSzVmDorGfb958fLCUV0d8MknTuFo+HDgiSdEOOokiHgkCIIgCIIgCO2B3U5hp7GRItKXXzJD5Cx9w70BAMeK6viCry+wYAEwdixFoeZmoKGBLiSjkV3YPDzYQclmo0tp716nUJSURFEoMJACUkUFH/ftywykgAAKSNnZwIsv8rEgCB0XiwX4/e/pMNRo6BCaNAn4/HOgvh6pjQrYoMB4nRGPDu+KsB8+yUy0S5GRAbz3HkVvNzdg9mxgwgRmrAmdAhGPBEEQBEEQBKE9CA8Hnn8eGDOGAk9ODktLdu4ELBb0Ceev+bmVTag3tnIZpZKB2U8/TRdBSAgFoagodmKrrAQiI+k0sttZzrZ5Mwd4ra0UiqxWbjsnB0hOZge2fv04j68v11NQQAGpvLwdT5AgCN+LL74A1q7ld37MGODxx9lVra4Odp0OORUNCGiuQ48ofygff/zSmUWOMrXFiylSh4cDzz3H8jehUyHikSAIgiAIgiC0F2o1w2t/+ENmEVkswPbtwH//C7+KYoT7uAEAUosuKCMLDeUAbtAgIC6Or3l5OburxcYCw4Zx4NfUxLwks5mPu3WjQ8kRsr16NV1JgwfToaTXU0AqKaGAVFR0m0+KIAjfmwMHWBLb0sL7wWuvAStX0lHo4oLyumbAYIDZVYewH/+QJa8XYjAAn30G7NvH50OG0P3o7X07j0S4QxDxSBAEQRAEQRDaG19fYO5clpV4eHCA9/nnmF+aAp25BccdpWvn4+ICTJnCDJOhQykeqdV0De3Zw/KT8eNZwma1Atu2sVStoYElamFhLHFraAA+/ZQB2yNHMj/J3Z0ldBUVwEsvsSObIAgdg5IS4PXXeR8JDORjx/dfoQBsNhQUV8Pg6oGiGbPhGh568TqysoD332dWkqsr8MgjwL33SplaJ0bEI0EQBEEQBEG4E1AoKPi8+CIdRQoF+hsK8HjKGtTt3H9RoPY5evSA5aWXcazfKJy06VBvsrIkbe1arm/iRA74lEqGaGdlcVCp0bBkLTaWrqT33gN69OD8rq4UsWpqOO/LL3M5QRDubFpagF//mp0VdTrg1VeZcVZSQmejxQJYrThq0uCbhAkY0r9H2+VtNmDLFmDRImdXxuee431C6NSIeCQIgiAIgiAIdxKursDkycDTT8OnWxS0FjMCd20GPv4YKCtrM2ur1YalRwox/v0jmG7vi//ETsBJjQ+aTBYGXy9ZwkHfqFEUg1xc6ExKS2OgttEI9O4N9O/PQeNHH9EFdf/9dCA5XFC1tc5BqCAIdyZ2O/CvfwE7dtCFOHMmv+OFhSxZtVgAlQqNAcH4e/hwNGl1GBMT4Fy+vh5YuJDORYAi9pNPAj4+7XI4wp2FiEeCIAiCIAiCcCcSFoag136End0GoMaiQFNOHvDBB8DGjTA3tWDJ4QKMe3sn/mfZCeRVN8PHXQPbQzPxyYDpOKAPh8loZrnZF18w3ygpicKQqyvFoMxMIDWVpSxxcRSY7HYKTlYrS+i0WmYg1dQw/+RnPwNSUtr7zAiCcCnWrmVGkc1G4adrV94D6ur4vqsr0L07Ng+YCKNai7gQPUK8mKuGnByWqeXn83s/cyZFbLW6nQ5GuNOQK0EQBEEQBEEQ7lDc3TRoSuyPhb4RmBRYh961hTi1dD12vPMtVoX0RYFfOPw9tXh2ZFc8NjgKOo0Kr3tosMJihjFzHyZUnIKmuBj45hvmH3XtSvdSQwOnsjK6DYxGdmJzc2PJysaNwIgRwKxZwNKlzFOqrqa49L//C/zf/zE8VxCEO4NTp4Df/Y6lZtHRwOjRwJkzFIcdOWbx8cCDD2LLkuMAgLExgRSadu4Edu3i9zs4mMKRn9/170NrK4O6IyMpWAt3FeI8EgRBEARBEIQ7mD7h3mjS6vAHXTxmN3XDyrxm2AwGPJK7D59qs7H72X54dmQ3uGvVUCgU+M0D8bBNn47dUX2xPrQvWo0mdlXbvp2OIh8fICiIQbo2G8tZ9u8Hdu9mJ7bJk1netncvc1KmTaNjwceHAlJ9PcWjHTva+9QIggDQGfizn/F77u3NYOuSEnZKVKsp/g4YAMyYgVYosCuzEgAwLkJHZ+LOnRSO+vcHnnrq+oUju50lre++C2zdyu6ONtvNP06hXRHnkSAIgiAIgiDcwfSN8May5CIcOlMDuPijeNQMvO5VjXE12XBBHfDheyw5GzoUUKmgUirw97kD8YyhASe+a4FWYcP46kyoS0oYoOvqSidCYCBDs1tagMZGlrDV1ACPPgpMmMDck5QUdmEbNcqZg1Jby4Hhm2/SsXTvve15egShc9PaCvzqV8wx02rZMbGlheVqnp4sVR0xAhg7FlAocCSnGg1GC+LN1ei79muKxxoNReKEhOvffnExxaLCQj738gKGDWMDAOGuQsQjQRAEQRAEQbiDGd0zAB5aNTxd1fjh6G6YOSACri4qoLKSGSd5eSw1O3ECmDoViIyEq4sK7z47Gs/WNcB127fwshgxyFwFVV4eO6zV1jIHpVs3rsfHhy6FkhLgww+BuXOB4cOB48e53sREDixPneKgsK6O4btvv00B6YEHZLAoCLcbR0D2tm18Hh9P8SYriw4kf392Txw27Nwi20+XY3BBKha05kOpP+tAnDWL814P9fXO+w5At+I993BbLi435/iEOwqF3X65np8CANTX18PLywsGgwF6vb69d0cQBEEQBEHohJgsVqiVSqiUFwg0djsHbxs3MusEYDD2hAmAToeSuhb8+LdfY8ihzZhYkY5YnQ1Km415JA0NdB0kJTEXJSgIyMigq0itBmbMoIMhP5/lMLGxnK+oiAPH+npAqWSJy1NP0bEkApIg3D7WrmUGWV0dv9ODBjHnyN8fCAlh18SkJOf8TU344zNvwrXgDCYnhKDnvSOdZarXitkM7NvHstbWVr6WmEhnk4yXOyTXqnmI80gQBEEQBEEQ7nC0atWl31AoGHTdsyddAMnJwNGjFIEmTEBoYiLe+NnDePOXNVDarXAvPYEofw8oGhroULDbmXfUty/DswcMoLuoqQlYvpxOgoAABmkXFHCAajQ6t93QQGHpo4/4+uOPU1ASBOHWkpYG/OlPFI68vXkPyM7m9zUsjN0SY2Od8+fno3bhV3AtOAOrSo2Qxx8Fhgy89u05hOqtWykcAwzGvvdeIDT0Zh6ZcIcizqOrIM4jQRAEQRAEocNQUEA3Qnk5n0dFAVOm4GCDEgt//k/EF6TjwbLjCA4LgCI0lI6DoiJmHUVHUxCKj2cpXFkZhaDYWGapuLkxG8nbG8jM5KC1qcmZmRQSwi5Nzzwj7b0F4VZSXQ08+SRDqtVqoHdvuoACA1mK+uij7KwIUPTZuxfYtg3H8qqxotCEsknT8MFPplz79goK6G4sLuZzb2+Ww8XGitvwLuBaNQ8Rj66CiEeCIAiCIAhCu9LaCixcyPKTpKSrO3usVuDgQXZXa23l/MOHY5O+Czb/5h3EluXggap0+EWGcNCpUHAQWlfH7COtluUvZWVAaSlgMlGEslrpNHBz42unT1N0MplYylJbSwHpwQeB559nCK8gCDcXiwX44Q8ZYN/czO+mmxu/e7GxwGOP0XkE8P2VK5mBBOCfFa541z0G/zMtAc+O7Hb1bdXVAZs30+UE8N4wYgQwZIgIxHcRIh7dJEQ8EgRBEARBENqVQ4eAdev42M8PGDPGKfpcCYOBy2Vk8Lm3N1b79kLK5yvRq/wMJjflQR8RytI0i4Wd1SorOUBUqdi1qb6eolBVFQekNTUcoMbGsrvSiRN0QVitXEdFBRAczKyVF1/koFYQ7kIajK1QKRXQaW6ziPLmm8CyZfyuBQTQBRQRwdLT+fP5GsDv59Kl/A6r1WgZPxF9v6uC2WbHlldHonug5+W3YTJRnNq/n99rhQLo14/3Hg+P23KYwu1DMo8EQRAEQRAE4W6gXz+GWO/aRaFm2TIO7MaNA7p3v7yI5OUFzJ5Nh9D69UBdHabVHYSqdzgyWxpwTNmKkTXVLGmZPBkYOpQOpIIClrps3EiXQUAAHUkFBWz7feQIs46mTaM4tH8/xSW1mu6HkhK6HUwm4JVXOsxgc9WxYvzq25N4b25/DO9+nZ2nhE6FoaUVE/62Ew1GC+YPi8KzI7rCz0N76ze8ZAmwejXLUj09WXYaGsqssvnzKSQ5csy2bOF9w88PmDkTu6oBs60Skb46dAu4zHfSZgOOHWP3tsZGvtalCzBpEkVhoVMj4pEgCIIgCIIg3Mmo1SwTSUoCDhxgp6OyMmDRIpaRjRvH0pXLERPD/JMdO4ADBzBKZ0ZxqxEl0MASFAR1dTWwaRMwfTrQpw9Fp+xsDiS3bQOmTOHAUa9nPlJwMEO1a2uBl17i/OvWUdiy2+mCKCgAVq1i2dyPf8xB7R3Oh7tz0WC04PP9eSIeCVdkR0YFKhpMAID3d+bi8335t15EOnQIeP99irNqNaeuXekcnDePIm1LC/Dtt063YXw8RV6tFtv3ngAAjI0JhOJSgnNeHrBhA+8tAIXiiROBXr0k10gAIOKRIAiCIAiCIHQMtFpg1Chg4EC6hQ4epEjz6adAjx4sKcnPpwDk7t52WY2GA8G+feG+Zg2UhwuBymbUWxTwValY2rJ+PQeaAJfPy2MZW0EBBSEPD4bxNjayTK20FPjDH4Bf/pLupE8/ZUZKayvFrIIC4Lvv+PzVV9k+/A6lqLYZJ4vZQWpPVhVMFuvlO9wJnZ7NpxhIPz42CBUNRpwoMtxaEamoiN+1wkJ2NfT0pKgzYQIzjlxdGWa9dCm/gyoVu6ANGAAoFLDb7dh2ugIAxaM21NQw1yg9nc9dXXmfGTSI6xGEs4h4JAiCIAiCIAgdCZ2Og8bBg1nKlpLCQNz9+1nOEhNDoWjIEJa1nE9QEPDkk6gqc0Xl5s2oVFXD182NQpBSyTbco0ZxXo2GolBBAUvVwsKc3dYGDmR5S2Eh8PrrLE/72c+AP/+ZjiSTia6owkKW2TgEpJCQ23yyro1NaeXnHjeZrTh8phb39LhzxS6h/TBbbNiZUQkAeGFMNyRGeGN7RgX+sSWrrYg0NArPjOwK/+8rIjU0AL/+NZCbS3efhwfF4gcfBB55hA6kgwfpHrRaWWI6a1ab71paST0qGkzQaVQY3NWXLxqNvH8cPMjllEqgf3+K0Drd99tn4a5ExCNBEARBEARB6Ijo9cDUqcCwYeystncvy1b27GHZ2a5dLDnr06dthzaFAgGjhuEv1a7wMGehV/FBijsFBeya5unJcheA4pOvL9fn4sKBa0YGHUgTJlCwSk8H/vEPDljfeAP47W85yDWbgfBwOiLWrKGg9NprVy6xayc2prFUx12jQpPZiu0ZFSIeCZfk4JlqNJgs8PfQom+4NxQKBcbGBGFMr8C2ItKuXHy+nyLSc6O6wdf9BroPtrYCb70FpKZSiNXpgOho4MkngRkz+P7KlSwjBRhk/8ADdA+dh8N1dE93f2iVCorB27axGxvA7LRJk5xh24JwCa7S51MQBEEQBEEQhDsaX1/goYfo/Jkzh86jmhq6iP76V+Cdd4CcnDaLJEV6o0Xjio8D+8H+5pssSwsJYXnM3r1AZiYHoG5u/Nu3L7sumc1AYCAHn0eOsDRm6FA6F5Yto8vo5z9niK9azWVCQpiftGED8Mc/nmsbfqdQ3WjC4bwaAMAr43sCALafHWwLwoVsOVeyFgil0pkF5BCRVr0wHJ88MQB9wr3Q0mrF+7tyMefDA7DZrrPJud0OfPwxheHsbECrhS0oCJ8MnYFPQ/qz29oHH1A4UqmA++6jgHuBcAQAW89ez/d7tADvvUcxt7mZYtFjjwFz54pwJFwVcR4JgiAIgiAIwt1AUBDFoxEjWMKydy/dRKtXA0ePshxt8mQgOBi9Q72gUStR29yKvIBIdPn3v1ka09rK0reNGzl/dDRFIKWSZWhNTXQ/dO0KnDhBh9Fjj9EFtWsXXU/NzdyPlSspWikUHJhWVXG/jEY6kBzupnZma3oFbHagd6gejwyKwJ82nEZuVRPyqpoQ7e9+9RUInQa73Y4t6RRixscGXXKe851IOzIq8eJXKThd1oCjhXXoH+Vz7RvbsAH4+ms6/ZRKwNcXh+a9iDfKAtHnw1VI1BQiKUzPMtKZM1lWegmqGk0ozMzH/WeOYrRCC2jVFIXHjGGZmuQaCdeIOI8EQRAEQRAE4W4iIoJlLf/7v+ygFhJCEWnxYuBXvwKWLYOmuRHxoXoAwNGCWrqJfvELuhdCQ1n+tmsXc43q6ugccnNj2ZpKxbyl7t1Zkvbuu0DPnuz6ptcDx4+zK1z//kBcHPfJzY0OKRcXYOdOluIkJ7fXGWqDo2RtUu9g6F1dMCCaA/ztGeI+EtqSXtqA4roWuLoor1rWqFAoMCYmEBN7s8X92hOl176hY8eAf/4TOHmSrj4/P+BXv8Jn+hjcl7kPY3MOY2d6GY65BQLPPXdZ4QgtLTj9yTeYm7IOQ1qr4OGmYRbaSy9JILZw3Yh4JAiCIAiCIAh3GwoFc4leeIHd0O67j0G62dnAhx8CP/sZHqo6BY2lFSkFtVwmOpoBvFOm0GXU2gqkpdH5kJ4OGAzMQ7Lb2c77qadYItfcDPz73+zQ1r8/xav0dIZwBwayK5TdTmHJISDt2we8+SadSu1Ik8mC3dlVAICJvekkcXSj2iala8IFOLqsjegRAFeXaxNepiQwuHpdaum1la4VFrK8MzmZOWH+/sALL6B+2CiEfvMFelXlIzrAE7ui+2FWfTQOlbVcvA6rlUHY77wDw47dUNpt8EqM5/3g3nsp5grCdSLikSAIgiAIgiDcrSgUdP/85Cd0Fo0axUyU9HRM2PgVfrrzMzTt2sfBJgD06weMHEkXUWgonQn5+UB9PXD4MPOKPD1ZerZ3L91NgwfTmfTNN5wvMJDCVWkpX9fr6X5SKChgBQSwFC45mQ6kTZsoLrUDOzMrYbbYEOWnQ68gTwBO8ehgbg2aTJZ22S/hzmRLOsWjCZcpWbsUI3r6w1OrRlm90SnUXo66On4ntm7ld8zXl4LusGHI//M/oW+uh5ufD6b943/hP3E0zFY7nl54GJnlDVzebmde2X//C6xfD2tTM1JMWiyPH4ewHz5FB5Mg3CAiHgmCIAiCIAjC3Y5SCSQlMdfoF78ABg6EXqdBfHkOpn33Mcy/ep3Bu3Y7MH48kJAADB/OMjUPDw5qVSrg9Gm6hhQKoLERWLGC65syhdvYtw+orGQ2UkgI1+fmBgQHAxoN1+HjQ3eSUsmynD//GVi1ql0EpPNL1hQKhh93C/BAuI8bzFYb9uVU3/Z9Eu5MSg0tSC02QKEAxpwVGK8FrVqFCWddbWuuVLpmNAJvvw0sX07HkV4PTJtGd9+6dcguqcMZn1DYnn0OqqhIvDM7Cf2jfFBvtODxTw6hPDsf+PJL4KuvmC/m7o6T/Ubik/iJaAmPRJ8wr+97CoROjohHgiAIgiAIgtBZUKuZefKHP8D1lz9HUWgXuFhaYdy2gyLQX//KHKOHHgJ69AAGDKArycWFjiNXV4ZkHzgAlJRQKPrqK+D55xna6+lJ54PJxHI3m41Ckb8/M5JMJgpPnp7MSVIoOP/f/gYsWuR0QN0GzBbbudK0Sb2dThIGHkvpmtCWrWeDspMivBHgqb2uZaf2cZauWS9VumazsQvaRx9RRHJzAyZOpICUm4tmiw2L9T2xKm407h3cDQDg6qLCx48PQG+9ErHJu7Dxxd/CeDqTAu3w4cCPfoTV6hDYFUqM7tW2M9x1Y7WyhDU398bXIXR4pNuaIAiCIAiCIHQ2NBpgzBjsfk4Dw9rN+FnzSegbaoC1a4H9+4FJk5iN0tjIKT2dolHfvsw7ckylpUBtLbtCzZ1LN9H+/UBREcveDh8GGhq4rspKuouOH+f23d2BPn3YtS03l7lJjY3MUnJxueWnYH9uNRqMFgR4apEU0bYL1piYQHy+Px87Mipgt9vPuZKEzosj72h83LWXrDm4p3sAPF3VqGgw4UheDQZ3vaB87IsvKNw2N/O7MWIEYDbzsacnNnUbgkOWOvQO1aOLowOgxQLvY0fwlfEQvqk5gxqzBf+t0OL5P/wAroEM8952NvR97HU4pdpQU8Py0mPH6CaMimKnRaFTIuKRIAiCIAiCIHQmzGaWxgwahIRuwfh994Hw6DIG7/pWACtX0lG0eDGwbRszkrp0oahTXEz3wfDhzDXKymJJW0YGRSSrFXjsMQZt5+ayw1toKMWh6mq6kxwDz2PHuB++vgzZTk7m/J98QrHppZcA7fW5O64XR8nahLigi1wZQ7v6wdVFiVKDEafLGhAbor+l+yLc2TSaLNh/toRx4g2IRxq1EpN6B2NZchHWppa2FY9WrQJ+8xte9xoNS0abmoDYWGaHzZiBrxedAABM6xtKAfb0aWDzZqCmBl5KYMqkflhQ4oMMN39kbc7Hu7P9UFDTjNzKJqiViqt2hmuD1cr1Jye3dRp5ejJU326nY1DodIh4JAiCIAiCIAidiSNHKPhkZGCCqzcW1ehwwD0a9mcfhmLcOODbb+lAKi9nCLanJ0UivZ6B2EeOAPfcw+eFhRR5Sks52IyLA+bMAT77DNDpmJUUEcH53nyTwd0//jHwwQcM3K6oAIKC2Db8yBEKSIsXczs//zndSbcAm81+zkky6Wwr9fNxdVFhWDd/bDtdgW2nK0Q86uTszqyE2WpDtJ8O3QI8bmgdU/qEYFlyEdalluH/pvWGSqkAtmzhd6K2lt+jiAiKM717M3tsxAhUNJpx8EwNAGBaoAJYuBDIy+NKPTyA8eMR2rcv/i+nGo9/egjrUsvwhucpRPjqAACDuvhC73oNTr6aGiAlBTh6lOIVQJGoe3cKvD170lkodFpEPBIEQRAEQRCEzkRCAsWZ5GSENdXgwfTDKCs4gdID/ggdkgQ8+SQDsBcv5uC2oYFlaI5A6+pqCkUDB9KV1NIC9OpFx8LWrXQajR5NZ4RKBYSHswwtNxf4/e+Bp59mvtIHH9B1UV7OTKQBA+hIKiwEvvuO+/jGG4DXzQ/6PVpYi8oGEzxd1Rh6YQnRWcbEBGLb6QpsP12BF8Z0v+n7IHQcNp/tsjY+NuiGSxiHd/OHl5sLqhpNOHSmBkOL0+iwq6piFpmPD8WghATghRf43QJzktxMLZjbnIOwb47we6hWA8OGUcTVaAAAw7r74+1ZiXhp8VF8ti8PelcO9a9YsnYll1FSErsvenvf0PEKdx8iHgmCIAiCIAhCZ8LTkxlE99wD9f798DleDltNDeoXfonQoweYt9K7N/DKK8CMGXQR7d1LUaehAbBYnKG+cXFcp0rF5Q4fZrbRqlXMR8nPp7g0ahRFoKNHGQpcXEwRKSyMQcHV1SxhS0jgYLa4mEJUYyPwxz8CAQE39RRsSqMYMDYmEBr1pd0UY3pxmykFtahrNsNbp7mp+yB0DCxWG7afDU6/kbwjByxdC8I3R4pwfMkaDP3m7xROAQo0QUH8Pv3hD/yOAoDFguwV6/FE8kGM7+YN2H34HRk//pKi6v19Q1FRb8Tv16aj3mgBcBnxSFxGwg0g4pEgCIIgCIIgdEY8PIAJE1Bg8MHJ5ZsQ31SBmIoK5iHt2EExqE8f4Ne/Zpnbhx8C69YBBgNdCtXVdC7ExTG/6NgxYMECdmI7csQpHNXX0y0xciRFoK1bgY0bWaozaxbwq18xLLimhg6kbt0oRhUXU7T60Y+AP/2JYtRNwG63n8s7ulTJmoNwHx16Bnkgs7wROzMr8UBi2E3ZvtCxSM6vRW1zK7x1LhgQ5XP1Ba7A1D6hyFmxAffs/AR2UzUUFgtFo4AAID4e+POf+b2024G0NNStXg//g0cBAN2SYoDpU1nadgWeHtEVZQYjPtpzBt0C3NHVUWZntfJ7nJwM5OQ4F/DwoMNIXEbCVRDxSBAEQRAEQRA6MQk9QvFhVF+Yg1wxvp+a4k91NbOPdu5kaUxiIgWeBx8EfvpTDj7r6oD16+lIGj6cz7/9Fnj8cXZlW7OGzorGRgpLzc10THh6shzuyBEOaPv3B372MzqQSkroRgoPp/OhqIjz/ehHwFtv0RH1Pcksb0RedTM0aiVG9byyo2lMTCAyyxux/XSFiEedlC1nS9bG9gqEWvU93Dh2O4adOQqPvV8guLYUVoUN6vAwwM+PJZs//jGFnOJiiqsFBcjJr0GDRgfD8FHwenHuNQdV/3JyLPpGeCM2xJMiraNjWmMjZ1AoKNI6XEYq1Y0fl9Bp6HBetH//+9+Ijo6Gq6srBg8ejEOHDl1x/qVLlyImJgaurq5ISEjAunXrbtOeCoIgCIIgCMKdT79IbwDA8UoTjMPuYbnahAkMq66tBVavBt55hyVpQ4YAS5cyE8nHhyVsqakM1k5JAc6cYclaeDjw3HPApEkUg4KCKAItWgTExDhfP3GCpTOHDwMPPURxqLyc3dxCQ4GQEDqdjh3j4Hr//u99vA7X0Yju/nDXXvm39DG9WPKzM7MSVpv9e29b6FjY7c5g9e9Tsga7HVi7Fuq//gW9aorgamlFtXcAvxejRlGU9fVlt8MPP2RwvIsLlul7YGH/aeg7ZeR1dThT2m2Y5lKH7hu/Bf75T2DPHgpHHh50FL70EjB3Lju6iXAkXCMdynm0ZMkSvPrqq3jvvfcwePBg/OMf/8CkSZOQkZGBwMCLazn37duH2bNn46233sLUqVPx1VdfYfr06UhJSUF8fHw7HIEgCIIgCIIg3FmEebsh0FOLigYTUosNGBjtSyfRoEF0LOzdSwFn3Tpg924G9b7yChAc7HQe1dUBx48DmZmc9Hpg4kRg6FCWta1fD7S2Ulx6+22WtyUlsbQtJ4cuo4YGoGtXdmnLyKBwpNFQoKqpAdLS2IHt5z8H7rvvho/3WkrWHPSP8oGnqxq1za04VliH/t+zbEnoWORUNtGlplJi5FVcapfFaqUo9PHHQHIytHYrznj4okLnh4CRo6CMjgJsNuBf/+J3BAD69kVB0hAsfi8FSgVwX/zVr1UAFHsdWUbiMhJuMgq73d5hJPTBgwdj4MCBePfddwEANpsNERER+NGPfoSf//znF83/yCOPoKmpCWvWrDn32pAhQ5CYmIj33nvvmrZZX18PLy8vGAwG6PXSolMQBEEQBEG4+3juiyPYmFaOX9wXg+dGdWv7psXCweiePRSRALqS3N0p/Bw5ApSWcrCq0dBlodcDL74IPPus0zFx+jTw979TGFIoWMJmtwMmE3OR9HoObOvqKCZVV7N9eUMDB8SObUdGAi+/DDz22HUfZ2FNM0b8eTuUCuDw/46Hn4f2qsu88FUK1p4oxY/GdsdrE3td9zaFjst/d+TgTxtOY2TPAHz+5KDrX0FrK115X3zBclCFAraAAGzShiLbIxDTe/kgvGcUM8MAXttnXXn/3p6Nv2zMwIge/vjiqcGX34bVSsH2yBFmkTmG9x4ezo5pPiJ6CpfnWjWPDlO2ZjabkZycjPHjx597TalUYvz48dh/Gfvq/v3728wPAJMmTbrs/ABgMplQX1/fZhIEQRAEQRCEu5l+kRxcHi2ou/hNtRoYOJClLvffz4FoUxPLyyoqGPYbFARER9ON5OJCMeitt4DZszmoBViu9s47LNMBGJxdWkqRyNub3aN0Ov6trqaA5OpKB9LQoc4w37w84C9/Af7xD+dA+RrZdLYEaWC07zUJR4CzdG3b2Y5bQufBkXc0IfYK7e4vh9EILFwIfPIJcOgQv0cBAVCOHQvfYH/EVOahoLyewpG3NzBzJh15YczWWn28BAAwtU/IpddfV8fv0N//DixZQiHXbqfLaNYslnmOGyfCkXDT6DBla1VVVbBarQgKaltrGhQUhNOnT19ymbKyskvOX1ZWdtntvPXWW/jtb3/7/XdYEARBEARBEDoISWfFo5SCWtjtdigula+iUtHFkJjInKPduzlYPX6c7iGjkWHYI0ZQ4MnL46D55ZdZAvfDHwI9egCvvw588AGwYQNdSF27MtPIUVrjaBGenc2ytm7dmM2iPhvmXVnJUOEPPgCqqrg+jeaajvN6StYcjO4VAIUCSCupR3m9EUF612ta7m+bM/HF/jx8OH8ABkT7XvP2hDuDqkYTUgpqAdxA3lFjI6/PlSuB9HRenz4+dNvl5KBXvQHbtTqkt7pi0JixUA8fxuv7LNkVDThd1gC1UtH2WnW4jBwd08RlJNxGOox4dLv4xS9+gVdfffXc8/r6ekRcpR2iIAiCIAiCIHRkEsK8oFYqUNFgQonBiDBvt8vPrFSym1pCAnDqFAerGzdS0CkpoStp+HC+n5JCh9KRIwzQHjGCf59+miVpBw+yo1pYGAWksjJgxgxg+nTmJKWmUpzq0YMuChcXClJFRXQ9LVlCAemvf+UA+gpUN5pwJK8GADCx97WLAf4eWvQJ98bxwjrsyKjAIwMjr7rMx3vO4J2tWQCAN9acwqoXhl9akBPuWLadroDdDsSH6RHidYXvw4XU1jLXa/NmZny5uvI7EhfH74FWC09/H+zp2h/rQhLQJyQWo9Rth+Wrj5cCAEb2DIC3TkOXkSPLqKHBOaNDcO3VS7KMhFtOhxGP/P39oVKpUF5e3ub18vJyBAdf+peD4ODg65ofALRaLbTaa7OwCoIgCIIgCMLdgJtGhdgQPVKLDUjJr72yeORAqQTi49khbeBAlpJlZHCgu2kTBaahQykmnT5N18TOncC+fcx1mTePJTt+fhSYunal2+j991l284Mf0LmxaROXr62l8KTXcz15eSxv27iRgdrvvssubZdha3oFbGfFgHAf3XWdnzG9AnC8sA7bTl9dPFp9vAS/W3OKp0gBnCgyYMPJMtyXcJnyI+GOZIujy1rsdbiOSkuB3/yGIk9hIQVNNzeKR4WFdCD5+0P529/CNcuG5gMFWHuiBKPOC+O22+1Yc6IESpsVsz0bgS+/bOsycnd3uox8xdEm3D46TOaRRqNB//79sXXr1nOv2Ww2bN26FUOHDr3kMkOHDm0zPwBs3rz5svMLgiAIgiAIQmelX6Q3AJwr1blmFArgnnvo/hkzhgNmi4WuoQMH6AwaNIjd16KiGCK8Zg3w5JOcz8cHiIhgZlK/fnx/0SJmuUybxnK3oCAKTH/5CzB2LPDII0D37hxI19RwO3PnUny6DOdK1uKuvWTNwdgYilJ7sqpgslgvO9++nCq89s1xAMATw6LxwpjuAIC/bsqA1dZh+hR1eoytVuzOqgJwHeJRejrwox85HXQeHhRYdTp2U3N3pxvvf/8X6N0bUxJCAQAb08phttjOrSbjdCECj+zDsymrMfLoNl7TdjvF1VmzgFdfZfmbCEfCbabDiEcA8Oqrr+LDDz/EwoULkZ6ejueffx5NTU1YsGABAGD+/Pn4xS9+cW7+l19+GRs2bMDbb7+N06dP4ze/+Q2OHDmCF198sb0OQRAEQRAEQRDuSJIuDM22Wll2Y7NdfqHz6dEDeOIJ4L77GJytVNItVFJCt1FqKvDQQ8BPfkKHUFMTsGwZXUQ5OcxNiosDHnyQy+7eTReHzQb86U8Ul1pagD//mYLTj37Ebfr70+108iTdTIcOXbRrjSYLdmdTDJh0rW3PzyM+1Av+Hlo0ma04kndpce1UST2e+zwZZqsNkxOC8eupcXhmZFd461yQU9mEFSlF171doX3Ym12FllYrQr1c0Tv0Gjpub93KgGpHOaVaze+Phwenbt3owhs7lplhAAZ18YW/hxaGllbszaqgu27RIlS9+RcMLjyJ3p4KaL30FGZfegmYP5/fDylPE9qJDiUePfLII/jrX/+K119/HYmJiTh27Bg2bNhwLhS7oKAApaWl5+YfNmwYvvrqK3zwwQfo27cvli1bhm+//Rbx8fHtdQiCIAiCIAiCcEfi6LiWVmKAsdXKtt8LF9IBtHEjS3Ku1t1s0CB2Uxs4kAKSXk8hyGajiPS3v9FJ8Y9/AE89xfcbGykerV4N7NhBR8Vzz/FvejqwfDnw3XfA//wPMGAAB+VffMFlXn6ZA+rwcIpROTnMU/ruuzb7ujOjEmaLDV383dEj8MrZSJdCqVRgdC+WFl2q61pRbTOe+PQQGkwWDO7ii7/NSoRKqYDe1QXPj+oGAPjHlqwrupaEOwdHl7XxcUFXzqqy2dhN7fe/p1BaXs7XVCo6jWJjgSFDgC5dKHJOmUKnHgCVUoEZXXQYmn8CjW/9Bfj6a9gzM5FZVo8C72B4zpstLiPhjkJht19nf8tORn19Pby8vGAwGKDXX4PqLAiCIAiCIAgdELvdjoF/2IKqRjOWPz8M/WvyKBoZjc6Z/P1ZepOQcPkBrdXKsrNduyhAAUBkJMvXGho4sE5MpBOjXz92XVuzxjn49vEBHn4Y6NkT2L6d6+jVi+3MY2LYbWrPHg7S+/WjeLR1K51HeXkcnPv5Aa+8wtwklQovLT6K746X4LlRXfGL+2Jv6PysSy3FDxeloKu/O7b9ZPS512ubzHj4vX3IqWxCryBPfPODofByczn3fovZilF/2Y6KBhN+My0OTwzvckPbF24PNpsdg9/aisoGEz5/chBGnpdH1IaGBgZj79jB0sn6el7bKhW/G8OH85q1WOhEeuopIDSU1+3ZjmlFh09g2ZFCaNRKPHtfH+SH98CMQyaY9d5I/vV46DQdJqJY6MBcq+YhV6MgCIIgCIIgCFAoFEiM8MGW9HIcLahF/xFJFImys1lylpFBAWj7dk5hYUCfPgzMPr/TmUoFzJzJUrKmJi5TVETBqLERqKzk+lxcgLQ0CkJ//COwdi2n4mLgww+dgdve3nQtqdUs7XGIT7m5DCa227kOd3eGE2dlcRt/+hNQVATzr17H9rNuoYk3kHfk4J4e/lArFcitakJeVROi/d1hbLXi6c+PIKeyCSFervjsyYFthCOAYeQvjeuBX317Eu9uz8asgREiCtzBHC+qQ2WDCR5aNQZ3vYxAmptL4ejIEV7fajXDsDUaZhPFxzPrqLWVYuaECbw+t2/nNVtfDwAI83JFXXAE9npFodeU6difVweD2xlMiwu69ddIczO/a0VF3NfBg2/t9oQOj9y1BEEQBEEQBEEAAPSL8j4rHtXxBbWawkxMDDOJTp+m8JOTw4FncTGs69bjhMYX0WOGwKd/X0CrpYjz2GMUjw4e5LInT1L08fSk4FNVRSfG6dOcevSgiPTJJ8xBOnaMA9uQEJb9uLkBXl6AwcBBulbL0ri0NIpc7u50Ien1wIkTQH097J98guLULCi6zURgoB+SIrxv+NzoXV0wINoHB3JrsD2jAvN8ovDiV0eRnF8LvasaC58cdNmW7o8MjMAHu3JRUNOMT/fmnQvSFu48HCVro3oGQKu+IF/IZuO1+d57vMZMJqdwqtfzGg4I4PWpPJsQ4+HB78vGjc5SSp0OSEqCol8/YG8ZsvblYfXJchw8UwMAmNrnJnfms1gY4l1U5BSMas/L7goKEvFIuCoiHgmCIAiCIAiCAABIimDu0SU7rmm1dAP17UsHUVoakJqK7ZuScbIkEwWHU/HAgCiWmCUksBva7NkUkI4coWPo9Gng/vtZ5uPhwYF2UBDXlZXFafRoupmWLKHA5AjuDg52hg4fOMAA7WPHKBrl5jKUWKcD9HrUDxwC28FDUBrq4LV1E/6VloPkn70JpfIK+TXXwNiYQBzIrcG20xXILG/ElvRyaNRKfPzEQPQM8rzsci4qJV6d0BOvLDmG93bm4LHBkfDWab7Xvgi3hi2n6FIbHxfY9o3GRuCrrzjl5VHM9PenoKlS8fpzceE16OrKvK7aWrqQGhu5ji5dgP79KcaqORSf2keBz/bl4bvjJbDZAU+tGqMuVyp3Ldjt/H6dLxSVl/N7dCH+/swLCw+/8e0JnQYRjwRBEARBEARBAAD0jfCCUgGUGowoNbRc1kkDDw9g8GB8owzFH1I9EKPOQ21VHsY0tkCflkYxyNWVTqAhQ5ibdPQo3Rl+fsC99wKffsrysqgo4MUXgb17KQadOcNtjBzJx7m5XFdeHgfCGRnswpaezoHy0aOA1YqWM/nI0HijsNwGz8J8VPv1QG9LLoKaajCwIgfD3/slEO/J7lU3yJhegXhz3elzbdwVCuCdRxMxMPrqgcb39w3FeztzcLqsAe/vysXP7o254f0Qbg0VDUZklDdAoeBnfY6cHAbH79xJIcjXl464wEAKM716sUTNYuF1mpfH5fr2ZdllYiJFIz+/i7bZL9IHwXpXlNUzW2xC7yC4ulxHR7XmZqdQ5JhaWi6ez92dpabh4fwbFsbvlSBcIyIeCYIgCIIgCIIAANBp1IgJ1uNUaT2OFtQhJOEy4hGAk8UG/GrVSZjdPHGqRxIORsQjNNEbz/k2s7StoQFISeHM9fUUnAoKGDAcEsJQ7K+/pivJ15eOpJEjKSKlpHB+rZaDXIAupcxM4NAhti1/4QU03/8gcpsA29btaD5diiqdHqcDusLfLxyDG4vhmRQPz8YaqHNygLwzwBNPAL/+NfD44zd0froHeiDcxw1FtRycv3F/b9wbf20lRkqlAj+Z2AtPf34En+49gwXDohGol8H7nURaMbOIuvq70xlms/Ea/fxzID+f4lDXrnQOabUUMrt353tNTVQTzWaubMgQYO7cNi6jS6FUKjA5IQSf7KVoOq1P6OV30GJh10OHSHRh+ZkDtZrfMYdQFB5Oh9SVOscJwlUQ8UgQBEEQBEEQhHP0i/I+Kx7VYnLCpYWRumYzfvBlMswWG8bHBuL+xDC8tPgoPs014amZ46EeP54D6tRU4NQpDmSrq+mSWL+ejqMf/xiYNInd1jZvpoAUE8N25iNGAPv2cRB84gTnd3fne9u3A1VVaP79W9iiC8fa7kOg7D4Kj5zYjGhrM/raiuEzeRQ8aqPogPLyApKS+LiqCvjf/+Xjt95iudF1oFAoMD0xDO9uz8aPxnbHvKHR17X8uNhA9Iv0RkpBHd7dno03Hoi/ruWFW8upUopHvUO96B764x95rVRU0KUzfDg7BzY1AYcPs0Tt8GFmHDlK1gICgIED6aZz5B5dhWl9KR75uWswvLs/X7yR8jOHUBQYeN3XtiBcDYXd7kjtEi7FtbatEwRBEARBEIS7geXJRXht6XH0j/LB8ueHXfS+zWbHkwsPY0dGJSJ9dVgzOwauacfxyPoSnFJ74z9PD8e42CDnAhYLO7alpACLF7MUzWzmIHfaNGd4trs7sGABQ7QdNDYCe/YAH39MAcnFBejdG7aUFBSln4HJBtT7BMClVw8ETxyNwD3bOJ+nJzvBGQwsb7NaObDPyeEA3M2NAcGffcayouvAarOjrN6IMO/Lu7KuxP6casz+8ABcVApse200Inx1N7Qe4ebzw0XJ2J6ch/9osjHm6DaKRJWVdBcNHEgxKCuL5ZV6PZ08SiWFz4EDGaDt7g784AcULa+DrUdyEdFSi56WeqdgZDRePKO7e9vSMyk/E74n16p5iHh0FUQ8EgRBEARBEDoTZ6qaMOavO6BRK3HyN5OgUbd1T/xjSyb+sSULWrUSK344DL0LTwPr12NXZiVSCmrh3zUCcx8ZSYdGVBQH2Q7Ky4E//AHYvZsD7agouoIyMigidekC/PzndG+cT20t8LvfAcePA2o18vVBKD54DJ4WI2KDPaH29KAgFBnJeWtqnN3Xamud61erKUhlZrLsKDIS+PBDZtPcRuZ9fBC7s6owo18Y/jYr8bZuW7gMVite+NG/MXT/BkzVGOCtBnOMBg6k8FheTjdddTWvaTc3OnwiIoB+/RgGDwCPPkoH3ZU4v/zMIRRdrvwsNNQpEkn5mXALEPHoJiHikSAIgiAIgtCZsNvt6Pe7zahtbsW3LwxH4nnt7XdkVGDBZ4dhtwNvz+yLh/qHs7znxAlUnsrCojXJUAB46p6u8HA9m5Dh7U2RyCEmNTdTsNm3j+U+ISGcjh2j00OvZ5e2pCS2PneU3zQ1AR98APuxY9ifkoMzKg+MtNUgwkNNocjFhevWaOjYcHPjlJDAgfqpUxyMO0SkEyf418eHOUiPPXbbzvGJojrc/+5eKBTAxldGXrFTm3CLsduBjAwYV67C9s9WwaelAf26B0LjruO1W19P51pjI51sQUHs9BcQwGszOpplbc3NwKBBwOTJF6+/urqtUCTlZ8IdxLVqHpJ5JAiCIAiCIAjCORQKBZIifbDtdAVS8mvPiUeFNc14+etjsNuBxwZHUjgCOHiOjkbA/UCKbhuKT2Qi2ssFD/hZKdrU1XE6fpzzu7uzrCwoiE6OyEg6f4YNo6hUVwcsW0Ynh05H91BCAoWnJ59Exu//jmRPI3QKGwL6dAPS0+hi8vTkVFtLx0h1NV0aJ06whE2rBQ4c4F+7nds8fZoupV//mvv3u9/x/VtMn3Bv3BcfjPUny/DXjRn4YP6AW75N4RKUlTFz68QJGI8cg4epBUYPPTQqJQPfbTYKjEYjr62YGF63Wi1LL319KQI1N/P1iRMpcp4faH0t5Wfh4XQYSfmZcAcj4pEgCIIgCIIgCG3oF+mNbacrcLSwDgBgbLXih4tSYGhpRd8Ib7w+Le6Sy80Y0QuvlLTgzwo3TH16DFStZg6g8/PZaa2oiINrgE4hs5lh2Xl5wEMPAT/9KbB8OZ0ZJSUcWCcnc9LrYY+Px99VXdHFJQ/9Iz3gOqg/kNAb+PZbikBdu3JQXlPDLJqSEjpHzGagZ092c9uzh889PelsKiriPN98w3K2d96hoHWLeW1iT2xMK8OmU+U4VljXxuEl3GIaG4Ft25jDVVgIZGej0WiHwm5HaGsj0OpCB1xICK8jrZalYl5enAwGXr8REcCuXUBLC6+Zf//76uVnDsFIys+EDoaIR4IgCIIgCIIgtCEp0gcAkJLPgfBvvktDarEBPjoX/OexftCqL11Kc298MLy+c0FxXQt2Z1VidK9AoFs3ToAz6yU/n1NrK6esLLZDHzCATo56dr1CQABLd3JygPp65K7ahNjjJVC4uKC/uoXOoYED2bltxQoKAd26UShyc2MJW34+52toAHr1AhITmYFUWQl4eHBQr9HQqXT0KEvmfvMbYPz4Wzq47x7oiRn9wrEsuQh/2Xgai54ecsu2JZzFYgH272fmVlMTRcm6OkCtRpPJCrXNAq2HnuVnMTEUPI1GLufuThEpI4PXZ2Ag8K9/0Z3UqxfndRAQ0DanSMrPhLsAyTy6CpJ5JAiCIAiCIHQ2Gk0WJPxmI+x24CcTe+KvmzKhVACfPzkY9/Twv+Kyv12dhk/35mFS7yC8P+8q5VhmM/DPfwIbN1K8CQ5miVlFBbuyAXzeowfsajU+2ZiKpopq9O8agOG+SiA1lQ6i0aM5UE9Loyjk78/BusEAnDzJdbW2Mt+oZ0+KARUVfN9q5esGA/dBo2HWzYIFwHPPUYS6RRTVNmPsX3fCbLVh8TNDMLSb3y3bVqfGbmfm1ebNdLXl5FCw1Gr5+Xp5YX9OFXLUesTPeQCJPYOBgwfpIjIY6CyyWCg42Wx0JNXWUliKjATuvZcikZSfCR0QyTwSBEEQBEEQBOGG8NCq0SvIE6fLGvDXTZkAgNcm9rqqcAQAswdF4tO9ediSXoGKeiMC9VcYSGs0bGsOsPxHrabwM2MGsGoVnUBpaYBGgzwj0FBVB1eVEv38NYDNwnlLSjhvly4Ukux2CkfDhtElotdzviNHKAScOsVyI09POkhcXZ0upIAACki1tcD771Ng+J//Ya7TLSDcR4dZA8Px5YECfLbvjIhHt4KSEmDdOmZalZQwg8hm43Xh6QkkJcHa2IT0EqDE3RfTynKArSspGCmVvJ40Gj4GeC2EhFBwjIoCXn5ZxCKhUyDikSAIgiAIgiAIF5EU6YPTZQ0AgPGxgXh+VLdrWq5nkCf6R/kgOb8WS5OL8MKY7ldewNMTmDuXZWUHDrDrWlgY8NvfAosWAZmZsFssWGzyQqOHEff5A27eZ38dd3eneykriwJQ1650iGRkANnZwPPPc559+5gxc+gQhaHiYj4PCGDmkUpFscBmA/z8OE9zM50qpaXACy8AY8Y4BYSbyONDo/HlgQJsPlWOUkMLQrxundOpU1FfD6xZ4/wMHaHVGg2viR49eO0dOwZjdR30zRr4mhqhP5LD+bRaipm+vryumpoYij14MLB9OwWkefNEOBI6DSIeCYIgCIIgCIJwEUO6+mLxoQJE+enw9qxEKJXXnv8ze1AkkvNr8fXhAjw/qtvVlw0JYdZQYyPFo+3bKew88gjw0UfIzyhAfWEZ1vSbhFdfGwXUVjBjJj+fQoCPDwWkoiI+r65mJ61XXgGGD2dQds+eFAL27GHOTX09xQMfHwZsm80UDBoa2OWtuZmlbseOAX/8IwWpuXPpWLmJ9AjyxJCuvjiQW4PFBwvw6sReN3X9nQ6Tid36vvuOpYkWCwWj5maKQS4uLC0rL2cnPgDlAWFoamlAL0UTFF27MjfLaORy8fGcz8sLGDcOWL+e2xk3juu5k7Dbud/NzRS7FAq67AThJiDikSAIgiAIgiAIFzGtDwfGQ7v6wcvN5bqWnZIQgt+uTkNhTQv25VSz3K26mg4QR8cqD4+2Tp7YWODBBzn4TU8HVq8GAgJgnzMHu576FYIbDfitNQv+vlMBPz3Q/ayjyWKhk2jpUjqM6usZeJyeTlFozRp21fL2pkgVH88AbZOJ4oDdzv2pquJrjgG4QkHxSK2mi2nRIgpWCxYwIPkmMm9INMWjw4X40bgecFHdfIfTXU99PbBkCa+DykqKgQCvM5OJDiE3N15nJSV8LTISeOAB7E6rRW3VNpgio4GxQ5iJpFYD/frx2gGAsWPpjLNY6FoaOvTWHo/dzmNobr6+6fxI4+BgZ1moIHxPRDwSBEEQBEEQBOEilEoFHkgMu6Fl3TQqPJgUhs/352PxoQKKR9nZTtcGN0AXj0NM8vLi8969KeTk5gLffYdDo+/H+yGDMKt2G+5V1gBbt7ITmgO1mtkzr73G3KMTJygMTJ7MrJszZzioVqmcXdwMBjozHC3Uvb35enk5A7RVKpawtbZSLNBqKThs2UIR7MEHgYkTufxNYGLvIAR4alHZYMKmtHJM6RNyU9Z7V2O38zrZv5/X1b59/FwBioLdu/Pzqa+nkywmBpg6lSHrej3nmTkTaGqC7tN1qFUA2r7xdLMBQN++dJvZbBQca2qc2VjTp19/Jz6L5erCT1NT2+dW642dG1dXHrOX140tLwiXQMQjQRAEQRAEQRBuOo8OjMTn+/Ox6VQZqhpN8NfpKPIYDBzQ22wsH6ura7ugyURhSa2GfedO2FdsxYiQPujRKwLuZcXA8uWcZ/hwlp05WqArFBzUG40sYcvPB375S5YvVVdzQO3nxxDuvDyKD7W1dCG5u3Ow7e1NgcBi4XpdXJiF5HCuVFayC1dDA0WpRx5hGPf3xEWlxOyBEXhnWza+OJAn4tGlaGpiWWJxMZ1BR45QkCwr43sAnUUJCbw2zpxxusomTaIY9NVX/Mzd3FgmWV8P23ffobLBhFMBXTC7uRpQWig81dTwcw4I4PNvv+U1NmMGlz9f6LlQ9LnU5HBCXS8uLrw2rzQ5rl+djvvm+E4Iwk1ExCNBEARBEARBEG46caF69I3wxvHCOixPLsJzoxI4sAcoHDU2Uki6cEpJoaPEbEZLUQmCa5vwREk+olV9gKYGCkEHDtBJ4u/PzCI/Pw7y/f3ZDSsvj0LPt98CDzzAvyYT5/n4YwoDO3awzOn4cb6n1dJppNFwP2y2cyIWAAoJGg1FgBMnuP/l5XQhJSZevxPlAmYPjsS/d+TgQG4Nssob0CPI83utr0PT2soSx+JiTkVFFH1qa+kAq6yk6NjQQFGvWze60ebNY87R+vUUAvV64OGHKSB99hmvK52O2VUGA/Dtt6hvNuOkVxi6GcrgX+/J5WpqmHUFsPTrj3+kABQZybK4lpYbOy6l8tKCz5Uml+srGRWEW4XCbj+/KFK4kPr6enh5ecFgMEB/k8PxBEEQBEEQBOFuZsnhAvxseSq6+Ltj22ujoLgWgWXXLmDnTsBsxrq9pxGQkYZQVyAszJ+ZRWfOcHBvs/H5+YNrhYLPVSqKDBYLB+kxMRQhtFogLo4lbcHBQGAgw7nXrmWekSMfJz+fy59fNmSzcVKpKCj5+7NMrm9fOl2mTuX6vwfPfXEEG9PK8fjQKPz2gfjvta4Og91OQdDhKioqoihns/F9s5lCUlkZn9tsFH70egqFgwcDU6YwDH3tWoqPra3s2DdqFAWnFSsoNrm4AEOGUETaswcwmVCs0uFEbgXCbUYkdA1gwHTO2Y5rsbHcp/p6bi8x0ZnTpVDQ5XMtApBj0mq/t8goCDeba9U8RDy6CiIeCYIgCIIgCMKN0WSyYNAftqDJbMXiZ4ZgaDe/a1vQbsfB06V49r1d6F5fhoXaTHjYrRR+evakSFBSwoF4TAzLhhoaKPwYjfzb1ERByNFtS6+naADwsY+PU2xqbKSbRK2meKBQUNDIyqJQYbXyNYuFYodCwUmrBcLDgT59gIEDWQoVdmM5UQCwJ6sKcz8+CA+tGgd/OQ7u2ruwUOT88rOiIn6ORmPbeex252doMPA8m0xcxsWFTiIfH4o73t50G+3fT4HIZqOoFxnJz/XECYpJOh0/p5YW5h7ZbEBgIE5VtqA+Jw++Ph7oOWkEP3OFgi45V1cgM5Oi4ty5FCsdQpCra9vAd0HooFyr5nEX3o0EQRAEQRAEQbgTcNeq8UBSGL46WIDFhwquXTxSKPDPPQUwuHkidkxveESPZulZbS3Fmj/9CfjoIz6PjATmz6fgcH7+TFMTUFgIfPMN53O4jk6epBBhMlEEcJSq1ddTfKiqoiNJpaKbxWjk1NrKbdjtFB7sdopJmZkUNY4cAVatogtpwgR2ZAsKuq6yo2Hd/NDV3x25VU349lgxHhscdSOn/c7h/PKzggI6uior+fr5k91OgUaj4WdQUUGRx2rl+47udzod1+vhwc/IkVnlCLbWaPgZ+/tzmZwczhsUxNwji4VOs5gYfj49eyL33a+RE+GBrs88hp6NedxGly7AsGHssBcVxWyr2Nj2PJOC0O6IeCQIgiAIgiAIwi1jzqBIfHWwABtOlqGmyQxfd81VlzmcV4N9OdVwUSnw/OjugLcbRYe9eynQLFjAkqQPPqAwUVkJjBlDJ4jDFQTQBTRvHkOzW1spCkyYwM5cdjswaBDFqJoaZylTQQFLpQIDKR75+FD0aGigIGGxOMvZHGJSQwOnkhKKU59/TkeMhwfXERpKkSsg4NJ5N+7ugLs7lG5uWBDnjT9vrsDy7acwJ8YbiguPyfH4wufX8t7NwuEMurBTWEkJBbuSEk5VVZzP0bXOgU5H95fDAdbayrK0qipnq3mFwvl5+vlRhOvZE0hK4jnVaJhXBbAbWrduwEMP8XPLzQWWLWOZWXQ0HWHV1cDChXy/Wzd+9kuWoNRox96ovpjWVMHt6/UUmr74guseOFCEI0GAiEeCIAiCIAiCINxC4sO8EB+mx8nieqxIKcLTI7pedZl3tmYBAB7uH4Ewbze+OG4cRaLMTODrr4EePSgopKez1Cg9nULBpVCpgLQ0ulSCgyk8FBTweVwcBQWA4kRrK4WG5mbmGXl6svzp2DE6XRobnV3iHDlIDoxGCk9GI+dVq9t2vlKp6IBydXVOjowmtRpQKjHbDnQprIdJoULd9kD4eLlzHo2Gf8+fNBoud63C0OXEJZvN6QKyWC52Bl1uchyr47gd5X3no1bzON3c+NfTk4+VSrqS6uqc3e3UaopuOh3FKLud8wUHs4zMy4vrLy5m1zuDgc/j4ugu2rePQt+RI1w2LIzC3Fdf0XHkEAWjooA//AGmFhNMzXb0Lc1E5O7jgIuawdtvv819c5Q2bt585fN3pfeu9/m1zKvR8FoVhNuIZB5dBck8EgRBEARBEITvx6KD+fjflSfRLcAdW15tG5zdYGxFfnUzzlQ1Ia+qCdmVjVh1rARqpQLbfzIaEb4654pMJparVVZSHIiNbSsWDBpEh4/DEQQ4H5eUsEub3c7W61YrHSoKBZcLCnKWoh08yG2o1QxY9vKi8HDwoDN42c8P2LaN85nNFFMAp2PGy4uTo2zNaOQ2HSVvDtFJpeL8js5uLi4oa2pFrckOD3ctIgI8nSKUSnVpoehSYtKFgoPjPDiO8XwR6HwB7FLYbDxGk8n512Lhuh377xB/PDwoEOn1FILc3Z3Cl1pNwcfhSnJ8RioVBSI3N4o2TU18XaejS8jX13kcFRUsU7Nauc64OIo8ADOUsrP5ODiYpWktLRT+zGbuU0wMc5CMRlSpXPFdnQuS6oqQFOFFQdJxXSiVQP/+3P87DW9v4JVX2nsvhLsEyTwSBEEQBEEQBOGO4P6+ofj9mnTkVDbhjTWn0GC0IK+qCXnVTahqNF9ymZkDwtsKRwBdO3PmAB9+SGeQWg389KfAli0saTOZmFUTGXnpHTl6lGVvAJ1M5eUsM7PZWM4WEcH3nnySeTd5eXw+fTrFCKOR5UzFxXTRPPEEsG4dHS+ZmXQbmUxcX309hYiEBJbUzZ1LR1NGBsWJ/Hy6mBwB344wbp0OrgoNTuU3wKJW44EegXC1nOfwcQguFgu3o1A4RaDmZqf753IeAbud5+2sUAUPD6fw5OlJsUStdrqRjEYKMA5xyDFpNBTQgoMpvIWE8Pn523aIVc3NdH45znVwsHO5uDgud+gQz3dUFM/tgAF8zxFK3drK81xWRvEvJAQYO5b7a7NRQCwupgDUuze7sNXXM1w9IoIC1IQJdCCFhACenjjsHwPNyjUwhYUDYwdSbFq/ntfP0KFc1/mi2/nHdOHzK713vc+vNq+Hx6U/W0G4hYjz6CqI80gQBEEQBEEQvj8/W3YCS44UXvI9fw8NovzcEe3nji7+OnQL8MCYmEC4uqguOT/y8pgrZLNRQBgxgsHY6el0qzz9NMWCS7F3r7MMaepUlq5lZ1OwWLCAggZAQefLL5nh4+5OoSgggGLKokV83dUVGD2agkRVFZCczPVVVztzkVxcGOAcFgY8+igFDB8fZ9ex3FxnmHRtLYWalhZkF1bB0mKEv94N/t7uFG8cziIHdrvTzeT4CzjL4zSatq4ftZrn5/wSOIDH1NBAMcshep2PUklhKTCQok9oKAUZh7Po/OwmR0t6ADhzxnlOHOvUatn1rH9/OrN27qRwZLNxOwMH8py6uTm3X1MDLF1KVxIAjBzJeZRKnoP167kOwHk9NDQAn37KcxoQADz+OD/348e5DwsWYNHr/0HlqWwkDeyFUW+8Cnz8MZ1l8fHMT7qZOVGCcIdyrZqHiEdXQcQjQRAEQRAEQfj+FNe14I3VaXDXqBHt745of3d08XNHlL8Oetdr70h2juRkYPVqCgljx9KZ8umnLIny9weeeqqtAHE+mzdTRFIogAcfBA4fphjk6UnXkaMMymhkyHJpKd9bsICilMnE188ve9u1i4KFwUCHTV4e53Pg4sL98fVlKVZICMUYh4vEbuf26uoAgwFlBeXIK6qCRq1EYhd/KF1cKJY41uHlxTIsF5e2pWQOoehSwofFwvU73ERNTVz2/FBuu51/HRlF7u7cjlZ7bWKK2czSsqoq5/64uPB4ExLoCvLwYCe05GSKRmo1XT8TJ/KzO59Tp+gWc3THmzGDziOAgtS33wKpqdy3yZMpPjU2Ap99xn3w9eXndvQoywyVSuCxx4DMTCz8+xKUmYF7/vQLDC84QXeUjw/w3HM8dkHoBIh4dJMQ8UgQBEEQBEEQ7lBKSuiCcdDQwEwkg4Gd1ebObRtY7cBuZwe2o0cpXDz4ILBxI0UinQ6YNo3zNTfT9bJuHYUItZrdvmw2CjCpqRRjVCoKGg7BSKmkMJOTQ+eLo9xIqXQKMl27UlAJCKBwEhND19NZF4/RRYvJ/9gJl6oq/GmILxLRwJKtC4dvHh4ss4qM5Llwc+N5qKujo+nMGWcHtMrKi11FAPfHkVOk11OY8vHhY4dTyeF6cuQumc08RkentcJCOrjO30eViscUGsr9tNt5PnNyuJxj2927s+vd+Q4mrZZOsuxsbjsqim4gxzmy2ehGyszkeX3wQYpTzc0U9srLeRwLFrCcbelSbm/KFECrhfmbZfjPjmx8FzsKy+f3hc/WDVzPU0/RJSYInQQRj24SIh4JgiAIgiAIQgeivJzlR2YzhZ4BA+iEcYgcjtbyjY3M0CkqoqgRF8eubUYjxYukJGeJmNnM0OXmZoo/SUnO0qzTpynWuLkxXPv8dbi7UwDZu9eZRwTwdS8vln4lJtJto1BQAHK4c3Q6vLkuHR/sysXoXgH4bMEgrreoiCVuBQUURSwW5z7W19NR5OJCcUWnowDkyA2y27nfPj4Uc9zPdnJraaHgZjDwvFwL7u48F7W1FN3MZmf3uNBQlqZFRjqzmIqKgP37ud9mM483IsKZk3Q+RiNdQA0NfB4RQTHQcRwWC897UxO3OWIEBSi1mmVwBgOPce5crnvpUh77kCH87D76CCWV9Xit3As10T2w0SOT+zlhAjB8+I1cdYLQYRHx6CYh4pEgCIIgCIIgdDCystie3W6nyOHo3nUhNhs7b9XV0d2SmMhlHaHOkyZR5HE4XdavpxASHMxcJR8fChlff003jYsL8MADwO7dFLEcodL5+cCGDZzHZKKIpFbT7RMeTtdRQAAzhBzd2rp3R0lEN4z6rhQWtQt2/mQMIv3OBoi3tlKwycujyHLqFIUkg6Gts8jR9a1LFwpSSUnsUHe5cj6Ax1Nfz8khKJ0/1dVRjCstdXa9Ay52GalU3Larq1PocnHhuRw2DLj3XgpbVqtT0GtqYsnfxo0UsZRKoG9fnheH8Fdby8+ssZHnMCGB27Fa+brBwO0kJnIfUlIoVgUEUEg8ehQwm5Gu9sKfbRF4pCEb90Z7Unx65BHuuyO3STKPhE6AiEc3CRGPBEEQBEEQBKEDcugQy81KS5kx1LOnsyzq/EmpBFauZFmajw9L1pYupfulRw+GXDtK3+rqmKtkMFAoefxxrsMhIGVnO8vg9u+n28bFhSVX2dl0yxw8yPW0tHCdajUFpqQkikje3tz2WZYdL8MBkysGD+iOmf0jeDwVFc5wbAcKBR1Mjtbyra0UWhzlYefPFxREV1BUFP96el79fDY1MWz6yBEKYyYT91OvpwDm48NtGQx0DFmtFIzy853uKH9/fhYO8crNjcKPlxdFm6wsnietlmV9jz3WNvi8ro4laRUVPK9TpnA5g4FliPn5zgwqhQLYsYNlcjodxaSMDH7OWi22uUeg4XQWktQtiAz2prCk0Ti3pVK1DQG/VDD4+X/d3ERsEjokIh7dJEQ8EgRBEARBEIQOyvr1FGvUambfXC7LprER+OQTCg2xsWzT/sUXFGASEhjS7BAGqqsZxtzQQJfN/Pl011gs7PiWmcntzZhBoSU3l89jY+kSqq6msFVWRiHDauW6HSJTXBwFFpUKyM5GdU4BskrqoFYqkNQtEKqgQKfDJyKCxxQezueOUjoHdjsFJEeZW34+j/FCfH3bikm+vs7w7Px8Hkd6etuOaQkJ7JgWEnLxNk+dAtasodBlMlFciYvjeXI4mM4TyGA0cpn6ej4PD6d4pFY7M5gAfpY2G11E8+YB0dE8b19/TeFJo+HnERrK1zIzue158xjOvXUrj2HKFLz9xW50SdmDIRF6hE4cRRHK4YAym6/nKiMKRVtR8lIC04Ui1KXyuAThNiPi0U1CxCNBEARBEARB6KDYbMDixRQWYmLoIrocdXUUm+6/nwP8rCwua7PRyXLffU4BqbKSDqTmZgo48+ZRuLBa6Vo6fZrCwEMPMVQ7PZ0Op6QkPm9ooJBUVkZxprGR27HZKIb4+dGB1K0bbEFB2HAwB7bmFvTpFojI6GA6hYKCmCuUkMCubddKQwOFJIeYVF5+cQi341jq6vjcw4PHHhpKwSghoa1Lx0FZGUvOzpxxLjduHEvPHHlFDoxGikXHj9M1ZDDw+GNjef7r653uqvp6lqRZLHyvTx8KWHY7BaL6er4+aRIdZidP0mXk4QE88wyX+/JLzn///WiNisY/Z74GtdmE2a/OQdCMqW33zZHTdH4g+KX+Oh6fL4RdD66ubQUlT09g6tSrLycINxERj24SIh4JgiAIgiAIQgfGZAL27AFGjqQwcz2kpgIrVlB0GD2ak4OyMjqQjEY6YB57jOu3WoHly+mkcQhImZnM2mluprPn+HG6coqKnGHVTU3O8i6Fgu6f0FAgOhrrY4fjf+pDMMJHgf/2caEYdb47JiiIgo4j/+d6MBrZKS0/n/lAKSltBSWVik6ggQMp2kRF0e3kCBMHKH5t28ZjtNv53tChwD33XOyGcmCzcZk9e/g8NBSYOZPlb473GxspGi1dysceHhSvWloobDn2VaHgsfv6sqtcZibXERfH85GaSvEqNhYYMwZVG7Zi7a50lPuH4ifL3obS0+P7lZxdmNt0KYHpwtcuNQz39ARee+3G90MQbgARj24SIh4JgiAIgiAIQifm8GFg7Vo+vu8+YPBg53vFxcDnn1Og6t6dzia1mmLCV1+xzKqxkW6YrCynIycsjOJHY6Oz81hLC8WFmho+t1joTImIgNlVh7W1KqzrPhQv/vkF9I32p0CSmsr1nh+SHRVFISUujm6Wq9HczE5yycksqbPZ6ORxcWHJGNB2/QAFpbAwTjU1zpBxAIiPB8aPp3PqctTXU2DLz+fzQYOAiRPbClIARbJly7j9rl15fjUaCi9r1rD8r7WV7iY/P86/Zg3PpaP8LjmZbitPTzq/8vJQmZaFjOoWVPWKx/Sh3XmsjuylS016/cX79n2w2SjaXSgqAcxeEoTbiIhHNwkRjwRBEARBEAShk7NzJ7B9Ox/PmEEHjoOCAjqQamooVvTsSVdRXR3FjIoKikGxsRSKKispRgwZQkGipMTpPKqoYEZRRQXzkBxOJl9f5NpdUWa0wRgUilG/fhGqSRMppLS00OWUmkoxxjG8O9uxDX36cJ/OLzNzZBklJ3NZhzik0TizjEJD+ZrNRnePo8ytoIBiTGUl85wcJVvh4RSNBg68cgh3Tg7dXE1NdCXdfz87wV1ISgqwejX3NS6O512t5vONG4EDB3heH3qIglVVFfDRR9yfPn0YWr5mDYPLAW6nqAhYtQqnciuwQeGH+B6hmBjlcW3XgIfHlQUmnU4Cs4UOiYhHNwkRjwRBEARBEAShk2O3Axs20EmkUNAl4+pK51FREfN1jh+n0BIYSKFIqWR3saIiOnr0emYjtbRwXQBFDpWK5V5GI51ITU0UaVxcnMKOQgGLRosMoxKNai2iAvQITugJzJlD143DFVNfz7yfEydYVudAo2HmU/funOfYMYotDkJC6HiJj798mZmD4mK6htLSKHqZTEBwMI/7fPHkwhBub29g1y5OdjuXmTmTjqEL2bsX2LyZj/v1Yw6QIzNp61Zg924+nj6dXdSam4EPP6TwFhHBLnipqcCqVdynxx7jMf73v0BjI/5c6Y7/eMbhzw/3wazEEJ4TR5D3pabW1qtfI2q106V0KXHJz0/EJeGORMSjm4SIR4IgCIIgCILQiWlocIpEq1ZR0LHbKfycX5plNNKJ4+HB0rbHH6fAZLPRQXP0KMWD6dO5/KpV/Bsby8yiHTsoFDU2cn0ZGWz/XlBAIUipRJ1NifxWNaBSITY6ABoXFfOW5s0DxoxpG0pdWUkB5cQJIC+PbqjKSopVgYF0Cg0fTtHI4TK6EvX1FG6OH+dzFxcuP2wYBaTznUkXhnCbzTw3ViuFlJEjnSVo52O3cxuOHKThw+lmcoguu3YxJwkApkyhy8liYWe8/Hx+Hs88w339+GO+N2YMt7doEZCdDXtAAPqXRaOmFVj70j3oHXqVjCi73ZlLdf50vuDU0HDpDCMHKhXwq1+JeCTckVyr5nETCzcFQRAEQRAEQRA6MK2tLCNziEXFxRQHHPj4UKCoraUgMHy4M/tHr2eXtaVLKdRs2UKBQ6lkyZRSyTKxb7/l81mzmOfjCL9+4AGWWen1ztKroiI6ZqKjgdRUeJlMCDA2o1TpgTO1LejlrWGO0u9+x25iTzxBoUShoIjl5sb9VCrpjFGp6Cxyd6f4k5vLx2r15Tu2tbYC+/ZR0HE4cPr2pePJMdDUaFh65ig/Oz+EOzmZpWMmE7fv78/tvv02XUIOZ1JICMvRkpO5jgkTeH4dHDjgFI4mTqRwZLdTmMvP53HNmcNjXbKEwlHPnjwf+/cD2dmAWo2S8VNQ82kaXFQK9Ai8TGnd+SgULEnT6biPl8JqpYB0OeeSUinCkdDhEefRVRDnkSAIgiAIgiB0AhzuIEfwswOFAggIoEAUHk6RpayMjp1LCQLnd2gbMoTt4xUKPl+3jgHcADBtGsWor7+meBQRAYwYAaxcSaeLxcLlDAYKREFBwOnTMFZUoazCgEatDsExXeDvoeU8jjyg4GCKO1Zr2yyj+HiWgLW0sLTtwo5twcHMO4qPpzvIbuexbNlClw3Afbz3Xp6Lq2GzsbzM4ajSaLhfBgOFJZOp7bwZGRSdvL2ZV3TvvXRuAcCRIxTWADqJRo3i49276VRSKikcdevGoPKsLJ7bZ59lFtXHH3Mb06Zho2sYnvsiGXEheqx7ecTVj0MQ7nLEeSQIgiAIgiAIgnCt6HQUGDw9nUJRWBhLui7MAYqIuPx6EhIo/KxaRbeMqyswejSFoMmTKXQcPEixaupUYP58uoYKC+msefRRLltTQ9HF35/7lJMDxMTANagW6tRMqGrr0XA6Cz69oqEKCuL8RUV04Rw8yIydcePocEpIaHsMPXpw2xkZFIiysymIlZUxa8jTk+4qu50OJW9vlo/17n1tDpqmJgpoOTl83r8/j93Fhc/PD+HOyeG5KC/nusPDmcl0/DgFM6uVpYJeXs4SNICvbd3Kx/fdxzynHTsoHKnVwCOP8FwvW8bt9e4N9OuHtC1ZAIDeoWIMEITrQcQjQRAEQRAEQRCEQYNYCuXp+f1LjJKSKCBt2cIW8w4UCjpqlEqWUq1ZQ1FlwQLm9pSVAd99xw5iGzZQULJaWR7Wqxe7sHl6IuieQajcdgimlhY0ZGTDOzeH4peXF7frcPocPEjX0JNP8tjOPy4XF7qM4uOdHdsOHqQAU1HBedRqlo6NGsXtX8t5yc+nYNPQwG1MmcJQ6/NRKlkC5u1N8apnT7qGBg2i0FNQQDHsxAnuF0Ah79QphmO7ujL/SK2mu2vgQIpGO3dy3mnTKDwtX04RzNubrykUOFXCMsQ4EY8E4bqQsrWrIGVrgiAIgiAIgiDcEE1NzBS6ELudwtLevXx+770UUD7/HKiro1g0ezbLshwB3b6+FFQaG4GsLFSXVaM+6wxUdiuCdWpo3FwpHvXoQaGluppCjoO4OIpUlyq3M5uZabRvH9dfWUnxydvb6VjSaBjunZBAQez8cG7HMe3dS/eUzcZSv5kzL5+l1NBAwayigtlMjz1G15GDlBTgk08o/uj1FIMAlralpHCfQ0OZFeXrS9FLraYANWUKSxBXreJ+PvnkuXUPe2srSgxGfPPcUAzq4nstn6Ig3NVIt7WbhIhHgiAIgiAIgiDcdOx2Ci2OtvP33kuB54svKN7odMDcuUBaGoWd+noKO2fOMLjaaERWrQnVLRZ4uSgQ0yscitZWhlLb7Szj8vamm+nMGb6mULB864knWEoGsERs2zaKOQDDuSdNojOoooL5SKmpFHEcuLtzPQkJFGVaWpjVlMWSMPTtSwHnwm5qDmpqeJy1tXR6zZvXVmTKzWV2kcXCbTz4IMWinBzggw/YPc5m43YUCgpFjY0UkaZPZ97Rrl0UpSZOBO65BwBQ22RG0u82AwBSfzMRnq4u3/9zFIQOjmQeCYIgCIIgCIIg3KkoFMDYsc4SNkfHtgULmIFUUgJ89BG7rhmNFEgAZ3mary+Cte7YcrwcuqYG+FTVITjElyVrHh4UWnQ6OpGio5mHlJ1NMeinP2VuU1gYS8sUCgouEycCMTFOZ1JgIPdxzBgun5rK5ZuagEOHOAHMK/Lw4H5NnsyyvcuVuJWXUzhyiD3z5nHbDgoKgMWLKRzFxFAMUiopRJ04wXnDw3meGhuBRYv4npsbS+uysuhMampi7lNUFMO5IyNxyuQGAIjy04lwJAjXiYhHgiAIgiAIgiAI7YFCQWGmXz8KLwBFkLFjgX/+k66jHTvOhT2jooKCTkQEoNPBs7QUg7tasSlPg3UWHR6zNkNrsdBl5OdHUeXYMZZ3RUYyVygjg6JPbi63HxrKsq558y7vFFIouM2ICLqSzpxhoPWmTUBmJrfn5sZjaWmhi+lSDoaCAjqKjEaWoc2bR9HJQXExxaDWVjqnHn6YTiqAZX4ZGSxNe/RRBonn53Pevn3p0tLpuH6djsv06sXcqMJCAIC2oBaPFVsQ0rcXkBZIYen87QuCcFlEPBIEQRAEQRAEQWhPvLwoupw4ASQnUyTy9qbLxmhkydYTT1Do+eortrs/68xJtKUjvbwROWY9NumDMU1joEgTHEwXUmws848OHaLAU1dH505NDderVAJff02havZsilQOweZSqFR0LB0+TCFLpaLopNczzHrzZgo9UVEsOYuL43azs4ElSyj2REYCc+Yw+NpBeTkdVyYTnVKPPEKhCOA52bePj6dPp4hVXAysW8fXxo2jMJaeTuGqd29mKPn6UmAqKADy81F5shQBTQ0YVJ4NLK3hsr6+3NfISP718fn+gemCcBcimUdXQTKPBEEQBEEQBEG4JdjtLAdLTmY5mMXC1x2d0BITKdKcPElBY+pUOnIWLaLApNEACQko3XUQS/bnokGjw6Pj49Gj/AyFFK2WDp/GRmYfVVRwPV27UmCJiqJolJFBUUerpeAzaxZFJPUlvAbFxcDSpRShVCpmNQ0Y4OzYlpraNqhbpeJ6CwoozMTEcP0u55WNVVUBn37KUrOICLqIHEHdubkUlWw2YPRoTk1NzD4yGCiOzZrFTKj//pdi2/DhwIQJF+36/W+uhzEnF38Z5IO+NgPPx4XDYU9PCkkOMSkw8OJwcEG4i5DMI0EQBEEQBEEQhDsRo5FlXw6XkYOgIAZZ9+njdOVERtK5c/gwsHo1M4WefJICTk4OkJKCkLHD0avGjIyMIuzYfRJRT0+BxteXWUq7d7OMS6ejMBMaSqGlpoYCTUQEM4qOHmUJ2pEjFIHi44EZM7g/Li4UWQ4dYqma1UohaNYsBmsDXP+AAZwMBgpeJ0441wtw2337UlxydGyrqQEWLqQgFBJCx5BDOKqqAr75hsJRQgIwahQfL1/Obfj5sdua3c7XjEa6osaOveiUt5itONlggy0gGiGzxwF6V85fUOCciovpXEpL4wTwc4iIcIpJoaGXFtUE4S5HrnpBEARBEARBEIRbzfkuo7Q0On0ACjO9e1OkCQ+/uGRKoaBg5OpKASkyko/nzAHWrKE4c/AgRt43BIdr9wEVJTj2zToMivKhCOPuTqHF25sikV7P0rDqaoo6YWF0DXXvDgweDBw4wBKzQ4ecItLEiXQuOUSguLj/b+++w6Ms0/2Bf2dSJo1U0kmjJGCAJJQEQo106SKCCIjroiieVc9ajquuevbnWtZ21HVxi6DSRDqIqBAILUgLpJAEAiQQ0mjJpLd5fn/cpkEmjURI8v1c11wk877zluHxvfTr/dwPMG1a3WlntdnZAeHhEvScPy/XrNNJ8BIfLy9ra8DPT35WqqYHUtUxi4pq+iN5eUlIpNHIynDnz8v3NmeO7B8ZKeGPTle3T1ItSVl6GBTQ1UYHF9tfz2FhAfj7ywuQv5OMjJqpbhcvyvnPnq1ZSc7UVL6zqjDJ15dhEnUKHOVERERERERtpaSkppdRdnbN+y4uUqVTu8rIGI1G+voMHlzTiNrERAIcBwcgMhLW8bGYOsALe3/IgOHwL9CndoGtt4cELFlZQFKSrEIWECDhj04n/X6ysmQKWkWF/Nm/PzBihCx1f/48EBUFfP+9hE8BAcAjjwDDhzfcF0gpqVCKjpaQaNEimW52+bJ8FwkJwI0bEvoUF0sFUWioVB9ZWcm1fPutVCXZ20uDbFNTuYf9++Uc06fLd3jhQs17U6fWXbmtltOZegDAPR4NtCIxM5NAyMdHfjcY5O+sVt8kFBbKn2lpwIEDwEsvMTyiToGjnIiIiIiIqDUpJUHJsWN1q4xMTaWSx1iVUWNu7kei0QAjR0qfnmXLEHzuADRFZUi2dcUNfTF6WHWFf5cuErT89JM0nY6Lk6qj8HCpoNFqJay5dk16KCkFZGYCQ4bINW7eLAFPcbGcZ+dOmbYWFibT6W5mMABbt8oqb4D0RBoyRH6uWrFt5Ejggw/kfrRaoFcvqao6elQafefm4kp6NoosrOHz1DwJoK5dAzZtkuMMGSLfY2EhsHGjXPOAAfKeEQkZEh4FNhQe3Uyrlal07u5yTqUk0KoKk0pKGg/+iDoIhkdEREREREStoaEqo6peRvUFLrfj7Fng4EHA0hIaAP3cbHBZ54mPHYMw8kIMxqpEhOr10Nx/v0zP2rJFpp99/71MYxs9Wpprm5rKdLb8fKlq2r4duHJFpmUNHSrhUXq6nOvsWWD3bvnskCES7gASQq1fLxVCWq1URgUH3/odrV4tP4eGSnPsnBwJtX6dLleQeAbnMvSI6j4Qi06fhatOJ5VIpaUyXWzcOAlyNm+W63V2BiZNavBralF4dDONRqqknJwkrCLqRBgeERERERERtVRVlVHVimm1q4wCA2VqWkuqjBqTkyPVRCkp8ruHBzB5Mkzi43Ffbi5yHF3xgd1E5CfuQ15xKu4tXg3TiROA558H1qwBfvlFppVlZAAzZ8pUtsOH5fpPnpSgRquVaiM3N2l0nZcnU8SqpmylpAB798o0twEDJJC6cEHu/YEHZGW12srKZKW4zEwJnB55BOjaVfod9esHnDiB0s/+jpg8A9Lt3aErL8X11evhuuxTCaZ8fYEZMyTcio6WEKvqXLVXb7tJRaUByVm/Tltz5wraRC3B8IiIiIiIiKi5SkqkWubYsbpVRs7ONb2MWrvKCJBG0nv2SFhlMEiQEhYmU8EsLIDwcGgSEvBoaCjMDqfhzU06XD97BPkn0jG5YgcsBoYAf/gD8MMPUl2Umgr85z/y+XvukXCnvFyuvW9f6YtUWioNtO3sZAW2zEwJn9LSpBIpJQX45BPZ3qOHrJjm51f3usvLpeLo0iU59oIFEhxVyciAYccO/HBNi82B43HCsw/8r6YhJCcRfXKzJHzr1g344gsJm+LiZNrbhAnyewNOZ+pRUm6ArYUpfJ2sW//vhKgTYHhERERERETUVFW9jOqrMho4UHr6tHaVESB9ho4ckQbWJSXyXu/eshKao2PNftbWMh0MwPwhPvB0sMTTK82Qk5aIguPxmFlhgO3Vq8CDDwJ9+gBffSWVRl99JeFTSIiEXwaDVPuUlUkT6pISqTw6cEB6AM2ZI9PfqiqYCgpkOperq3w39vY1zaurGmCnpkqj7vnzpZqpil4PrFmDo2eysddgh8P+g/FkhD/WbixG6tUkjBo0SKarVVZK76PvvpNpdN26ydS69HTp32Tkez9y4ToAINTPEVptG/zdEHUC7SI8Sk1NxV/+8hdERkYiKysLHh4emD9/Pl555RWYm5sb/dzo0aMRFRVV570nnngCy5Yta+tLJiIiIiKijmj3blmFDJAqo4EDZUpXW1QZATItLjlZpqhdlxAEbm5ScXNzdU89IgJcsO7JcPxuhRn+ZWWHvJOHMae8Eq7/+pcESEuWAK+9JqFYfr4EQiNHAlOmyBS148dlFTadTgKcrCypPMrMlKDI0lLe1+sBGxupCMrLk88FB0tj7j17pDrJzEyqkjw9ay6wrAxYvRppqVnYnl2JH/oNw19m9sdYL2vk/3U/bpSVoCBoIGzmz5Xv4l//ku/f1FRWRTtyRF6OjjL1rV+/uhVNAH6pFR4RUcu0i/AoKSkJBoMBX3zxBXr27In4+HgsXrwYhYWFeP/99xv87OLFi/G///u/1b9bWVm19eUSEREREVFHFRoqIcmgQW1XZVQlKwv48UfpIwTIee+9V0IZrbbJhwn0sMPmpcPw6HJz/NvCBteTDmBBaQV6vPOOBDoBAUDXrqjMuYLSyxko+vxfSN15EN8Pn4mLpv0xLPEwHvarhO7iRQmu7OyAEydkpbPyclkt7b//Gzh9Gjh3TqazpadLP6Wq5tg9egALF0rQVMVgADZsgD71EjYm52LLPWMxc2gPPBjiAXz9NbzNKnHW1A6/9BuOMRoNcOqUhFa9e8uxysokrEpKkmAtKkpe7u4ybTAwEAabLjiaWhUeObXSXwxR59MuwqOJEydi4sSJ1b93794dycnJ+Mc//tFoeGRlZQW32iWRRERERERELdW7962NoFtbQQEQGQnExEi1jamprHg2fLhUALWAu50lvlsyFEtXx+BbrQncDq2BScllZPUIRHyJEzb4TsZ17TU8kPUTQi8lQJd+AP1jEpHQfyL+X7dh8ParxNisRAm0kpNlupitrfRDcnaWZttDhgCDBwOHDklvo8OHZT9HR6lSOnYMsLKqmbK2axcqEhOxNSEH63oOg3cPD7wxLVCqu9LS4OJsh48cw2CVWYAx3a5KQ24AiIiQ5tmArCBXVibXVLViW1Vl1E8/IdvBFZ7nSwEPv9tbaY2ok2sX4VF98vLy4OjYeNnhqlWrsHLlSri5uWHq1Kl47bXXGqw+Ki0tRWlpafXver2+Va6XiIiIiIioQRUVErjs3y+hDCC9lMaNkx5Ct6mLhRn+M9kXOw5vwQUTHX6w6IY9Fv444hAI6A2AlQNWjpqL0uxTmBIbidBiPQISt+PbKxewqec8jH36aWmuvW+fVA15eMi0t4sXJSzav196Lg0fLtttbKQyy8ampnoqIUHCNwcH4PBh7D9zFd+4BKPQxR3rHh4IizNJEj4B0M6YgRvHinDi3BUgLUqqnPz8gGHD6t6YuXnNlLXCQqmAiosDLl5EzqkkjEvJQbfc0zBbXyz79OrV4OpsRHSrdhkepaSk4NNPP2206mjevHnw8fGBh4cHYmNj8dJLLyE5ORkbN240+pm3334bb775ZmtfMhERERERUf2UksDj55+lvxAgwczEiXWned2uuDiYbduGae6miLHwwzrvwbjHvxemOlujh7MNerjYwKWLDhrNfcC5B4HPPoP90eOYeCYaW7dZoXiADSwLCmRVtrw8qf45eFDCoMmTJfi6ehX4xz/kz169gAEDpPro+nWZznbpkrwuXECGxgLru/RHsq8vvpwbDK/KQmDLFrnWYcPQe0AYcGwPbA/sRUWvCpjadpHV3hqasmdtLdVPgwcDubnY/dEGXL90HENtTYDERHnpdNIsvF8/CaOaMQWQqLPSKKXUnTr5//zP/+Ddd99tcJ/ExET0rlUWevnyZYwaNQqjR4/Gv//972adLzIyEmPGjEFKSgp69OhR7z71VR55eXkhLy8PtrYscyQiIiIiolaUkQHs3CnVOwDQpQswdqz07Gmtfkrl5XKO48fldz8/YNYsqQhqSHEx1OrV2Pn5t8irAO51AFzCQmR62sSJsvJadLRUGZmbS6Pt2Fhg0yY5p7+/TLcbMUKaXB85ItPe9u9HaXEJDioHxLr4ISA8CJMemyHh2bVrEkotXAil0eDB55Zj2LFdmD3QC55P/14CqSZSSiHsr7uRk1+KDfd3x0D95ZqG3lVsbIC+fSVI8vBo2x5WRHchvV4POzu7RjOPO1p59Mc//hGLFi1qcJ/u3btX/5yRkYGIiAiEh4fjn//8Z7PPFxYWBgANhkc6nQ66Fs4jJiIiIiIiapL8fOntc/Kk/G5mJtOxwsMliGktVUvbZ2VJMDJyJDBqVNOqbSwtoXn0UZSfzIDX1vXQl5vBJTtbqqEsLGQ6Xf/+wPbtUk20fDmQnS1VPb16SUiTliavvn2BBx4APvwQFfb2OFlSjAITc4SVX0WYuiYrvpWVyTS9WbMArRaavDw8nHUSqQCOe/aGZzOCIwBIu1aEnPxSmJtoERjiD5j1AcaMkaAuLk6m0BUUSMXU4cM1K7b17w84sbk2UW13NDxydnaGs7Nzk/a9fPkyIiIiMHDgQCxfvhzaFpQWnvz1wezu7t7szxIREREREd228nLp6XPggPwMSFgxZoysYtaaEhKArVulf5K1tUz5MvI/0eulFLBzJ0I0+dju3gs6MxN09/KGdts24MwZYNo0aYT9u98BK1fKPVVUSDDWvbusSBcdLaukxcYCq1dDWVnhB8cA7LK1Rb+iHIwNcoE2LlYaXNvbA8XFwNq10jcpOho+Vhr8YuOEWKfemNbM2z9yQVZZC/Kyg4WZibyp0QA+PvKaNElWh6tvxbb/+i8GSES1tIueR5cvX8bo0aPh4+OD999/H1euXKneVrWS2uXLlzFmzBh8/fXXCA0Nxblz57B69Wrcd999cHJyQmxsLJ577jmMHDkS/fv3v1O3QkREREREnZFSElLs2gVULcrj5SXTvzw9W/dcFRXATz/JNDFAgpJZs2R1tKaqrJT+Q7Gx8LS3xMH+I3HQwQ9h/UwQmHxcVjf7/HNg+nSgqEhCmNBQ6SekFHD0qPRxmjhR3n/vPeD6dWSkZSFV54Wsnv547JVFsPplNxBzXK6tSxfgxg1prn3wIHD1KrzcvbHDfwQMl/QwGBS02qZPK/vl1/Ao1M/IQksmJjK1rmrFtqQk+TsqKGBwRHSTdhEe/fzzz0hJSUFKSgq6detWZ1tVy6by8nIkJyejqKgIAGBubo5du3bh448/RmFhIby8vDBr1iy8+uqrv/n1ExERERFRJ5aeLj2H0tPldzs7mfIVGNj6PXZu3JBpahkZ8vuIEbK0fXNmbpSXyzHOnAG0WmhnzYTL6UqomMvYZOWLwMUDgI0bgZwc4OOPZXpa9+4yJW7CBJmmtn27NM3esEHCLHNzlPbth41xN1BZacDLZunov3e7HCMoSPZxcpJznz0rYZSNDRw9DZh99gD2e9yDM1lh6O1h3+TbOJJ6DQAQ6teEIMjcXCrA+veX4IyI6rijDbPbg6Y2jyIiIiIiIqojL08qjeLi5Hdzc5mONXRo2ywVn5go1UIlJYClpUxTa2afIJSUAGvWSABkago8+CDg74+d8ZlYsvIEfJyssPf50dBUVgIrVgCrVkmlkb8/8Oc/A1X/s7+yUqqH1q+XKWsaDX4ZNAYPoy/GGq7iH243oNm/X6qwPD3lsyYmwA8/SPBUVARYWQEhIdh4+iouXi9CeFgAQhdMl75EJiYN3kZGbjHC34mEVgPEvjEBNrp2UTdB9JtrFw2ziYiIiIiIOhylgL17JTypqJDqouBg4N57ZWpWa6uslJXKDh+W3728pDl1c3soFRRI76KsLJl+Nm+eTHkDMKKXM8xNtUi7VoSzOQXwL8iRPkX9+0tI5u4OfPmlnPeeeyTc6dlT7tfREcrCAmfjzmF+xSUELn4IGqt8mdZWViaB05o1EnSZmkpfpitX5DtbuhSVX+5AydafcS01A9i8Wb7bESOkYsm0/v+kPZoqU9b6etoxOCJqBfyniIiIiIiIqDVpNNJ8uaJCwpeJEyVcaQu5uVLdUzUlLjxcmm83UplT73G++UZWZ7O2BhYsAH7tLwsA1jpTDO/ZFZFJOYiOPA7/8wcltBo2DJg8WSqG0tIAX1/5gF4vgZCZGTBzJpJc/ZD6znI4VRRg2q7VgLmZfDd/+IOEUMeOAXv2ACkpEia99ZaEX/b28Jw2Hn/KtMK9+WmYZF0m17ptmzS2Hj4cCAm5pZKrqll2qK+RfkdE1CwMj4iIiIiIiFrb2LFSgdO7d+v3Napy5gywaZOsUGZhAcycCQQENP84V65IcKTXy4pnCxbU2zB63D2uOH3kNLSrtwADPaRSaNYsCapmzQIKC2WqWVmZBEf5+YCzMzB7NpZvT8bmAVPxWulp6FKjJfAZOVL+DAmRIOnNN+VElpYSiIWHAw4OCPa2h8HMHD/a98TlRSPgee60VHXp9cCOHcC+fbLvoEEyNRC1wiNjzbKJqFkYHhEREREREbU2O7vmTxtrqspKIDJSAhRAegbNni3BT3NdvixT1YqLJehZsMDoqmzjHA24eHoPrlWUIc+tG+zmzKmpcNJoABsbmbK3caNUE1lbA/PmQQ8TbDuVCQ0URjpqAIcQCZ5Gj5bPlpbK/dxzjwRKOp1c1969wLFjsIqIQD83G5zMyMexy/nwHDJEgqKYGODAAZk299NP8vPQobh2TxDO5hQAAAaz8oioVTA8IiIiIiIiai/0elkJ7dIl+T0sDBg/vvnT1ADg/Hlg7VqpFPL0BB5+WCqH6nPlCrpuXAcfay2OK2d8HzgK8+rrN7Rrlyx5b2ICzJ0LODhgy+E0FJdVYHF2DLy7awAHB6lUqloBbscOmS5nZwc89phUUSUmyrGuXwe2bcMT2RV4r9IbRy94YXqwp/Q6GjwYGDBAGnLv3y/77t6Nqxt/xJBsaxQGDYKDtXnzvxciugXDIyIiIiIiovYgJUWqeoqKpDpn+nSp1mmJxESZGlZZCXTvDsyZI8esz/XrwNdfA0VFcOvdHVs1gcg5ewPzRty034kTNdVQ06cDXl5QSmH1LxcxOD0B9+nyoDHtKueqCqlOnZKXRiOBkqWlvH/PPTIF79gxICoKvTTZmH56LyoLLgBhXQEPD9nPxESmvQUFAfHxwL59yEpOxJBL5xFokg3s1srqdsZCMSJqEoZHREREREREdzODQZpJ798vv7u7yzQ1xxZOyYqJAbZulSlmffpIaGNk1TLk5gJffSX9i1xd4bXofpQuO4boc9dQUFpRs5LZhQvA9u3y86hRsgobgFPpeSg8nYxJl+LQZ4SfNNeuCn6uXQO+/15+Hj0a8Paue24TE6msCgpC158iURG/BqYX01Dy93/AYkCwNAavmqqn1co5+/bFtxkr4Xj9F3hbm8h39ssvMs0tPFym1hFRszE8IiIiIiIiulvl5wMbNgCpqfL74MHAhAnGw57GHDok/YEAmfI1ZUrN9LH6zv3119JTqGtXYMECdLe2Rveu1jh/tRBRyVcwub+7hEDr1knI1bdvTS8jAJsiEzDpzEEEuNjAIuzXaWaArES3fr1MmfP1BUbcXMZUi4UF7Kfdh72nDPCMiUamvhR+cXHA6dMSLo0YUV2xpC+rxE7lBEPwJDw72ws4flj6Lx06BBw5ItPi2mrlO6IOjOERERERERHR3ej8eQmOCgtlFbFp0yScaQmlpCl1VfXSsGGyIpyxleAKCyU4un5dehQtXAjY2EADWXXti33n8dPpLEzuZQ+sXi0Nt7t1k+lqvx5TX1AMtW4dLMtLETCgH3DffTXH37VLQh0rK+D++40HWLX06e2F7wo16N+/C5ZWpMr3c+iQVFI9/DDQrRuOp92AQQG+Xa3RdVAQMLC/TPeLipJrdHVt2fdH1MkxPCIiIiIiIrqbGAyy/HxUlIQ+rq7Agw8CTk4tP96OHdI/CJDQaPhw4/sXFwPffANcuSIrry1cWGcFtqrwKOp0JiqKYmBa1ex67lzAzKx6v2PL1sAx7wqs7bvA58lHa6qlkpOBw4fl5xkzjK7udrPBvo747ng6ovRmWPrEAgmFfv4ZKCmpDoWOXLgOAAj1+3VKn0YjK7v17Cm9opoQUhHRrRgeERERERER3S0KCqQp9vnz8vuAAcCkSXVCmWaprJTjJSRIkDJlCjBwoPH9S0uBVauArCzA2lqCIweHOruEeDvAycoMA07tR0ZuKbzd7IF58+r0E1InTiBj134oaGA/fy40VcfQ64EtW+TnIUMAf/8m38ogXznGyfRclFYaoOvVC+jRA7hxo/r7qQmPbgraNBq5HyJqEYZHREREREREd4PUVOkDVFAgYcjUqdWNp1ukrEx6EaWkSPPp++8HAgON719eLlPQ0tOlh9DChdLr6CYmWg1+p81AefY5nNM5wPu/FtedDpaZiaw1G3G1oBTH/ILx6LRh8r7BULNanLu7VEA1g19XazhZm+NaYRniL+dhoI+jVBL9WpFVXFaJ2PRcAECobwubiRNRvVizR0REREREdCcpJdPUvvpKgiNnZ+Dxx28vOKqaepaSIkHUQw81HBxVVABr1wJpaYBOByxYYLw/UFISJmYlAABW298D1bNn3fN++y3i067hvKMnXCaPg72VuWzbv18CMnNz4IEHmt30W6PRVFcfHU29ccv2mEs3UF6p4GZrAS9Hy2Ydm4gaxvCIiIiIiIjoTikslGlikZESIgUHA4sXS4DUUvn5wIoVwKVLNRVEtQOem1VWAt99B5w7J8HO/PmAh0f9+2ZmAhs2wNvBEondAvBzFx+cztTLNqWAjRtRevUajuYp/NhrKOYN8ZFtaWnA3r3y85QpLe7fNPjXiqJjqddv2Va735HGWCNwImoRTlsjIiIiIiK6EwwG4MsvZal7MzNZjSwk5PaOeeOGrJJ24wbQpYtUELm4NHwNmzZJE2tTU6lQ8vKqf1+9Xqa1lZfDzL8X0CMASLqCnxKyEehhJw2+z55F4pVibOo1HF6eThjk4yDT1DZsqAnHbqOialBVeJR2AwaDglZbExLd0iybiFoNK4+IiIiIiIjuBK0WGDlS+gotXnz7wVF2NvCf/0hw5OAA/O53DQdHSgFbtwLx8dITac4cwM+v/n3LyoA1a6SqydkZmD0bY/u6AwB+Pp0NnD0LREVBKYV/2gXiio0DHgr1hgaQBtl6vVQb3Xffbd1ioIctLMy0yC0qx7krBTWXV2HAiYsylS2M4RFRq2N4REREREREdKcEBQFLljQc8jTFpUvA8uXSM8nVVYKjm1ZJq0MpYMcO4ORJCbEeeECWtDe278aNMmXNykpWVrOwwJg+rtBqgPQLGchbuQZQChf87sEOrQvMTbWYNcATOHpUqppMTOQc5ua3dZtmJlqEeN3a9yjuch5Kyg1wtDZHTxcbYx8nohZieERERERERHQnNbNx9C1SUmSqWkmJTDlbtEimrBmjFPDzzxLsaDTAjBlAnz7G99+9G0hKkgBo7tzqUMrR2hxh3WwxNXEfLly6BnTrhn9ZSgA1uZ877PXXgR9/lGOMHy8rrLWCwb82za7d96hqytpgXwf2OyJqAwyPiIiIiIiI2quEBJlOVl4uTbEXLJAm2Q2JigIOHZKfp05tuAdRTAxw4ID8PH064O1ds00pPJqbAOfCG0jUVyJ/6gxsjs8BAMwLdgPWr5dm3AEBQGjobdxkXVV9j46m1Q6PrgEAQv1a1oibiBrGhtlERERERETt0fHjwPbtUknUty8wc6ZUBzXk4MGaVc8mTQIGDDC+b2oqsG2b/Dxy5K0h04kTCM27iARo8E/nEFw/nYvi8kr0dLHBoNPRwNWrgK2thE6tWA0U4m0PrQa4dL0YWXklcO6iw7FU9jsiakusPCIiIiIiImpPlAL275dgRylg0CDg/vsbD46OHJHpagAwdiwQFmZ832vXgG+/ldXYAgOBiIi62y9fBnbsgL2VOdKCh+CCnRs+3nUGAPCUYyE0p05JYDRrlvRJakVdLMzQx90WAHAs7ToSM/XIL62Ajc60+n0ial2sPCIiIiIiImovqvoVVU07GzlSgp3GKntiYqRBNgCMGgUMH2583+JiYPVq+dPTU3oi1T5+YSGwbp1MSevTBx62/YGo8yivVHAuL8SktOSa8/j4tPhWGzLY1xEJGXocS72BHH0pAGCQrwNMtOx3RNQWWHlERERERETUHhgMwNatNcHRhAnAvfc2HhzFxcnnAGDoUGD0aOP7VlZKMHTtGmBnBzz0EGBmVvcaNmwA8vIAJydg+nSM7yuNsLWGSrygj4OlqpTQaOTIlt9rIwb5Vq24dr26WXYop6wRtRlWHhEREREREd3tKioktElMlLBo2jQgJKTxzyUmAps21UxvGz/eeNikFPD998CFC4C5OTBvHmBz07L3e/YA589LoDRnDmBhgf6eOnjaW6LHiQMY7lEGWDrKdDVt29UqDPKRoCgxU4/0G8UA2O+IqC0xPCIiIiIiIrqbVVTINLLz56Wv0QMPAH36NP65lBRZ8cxgAIKCgMmTG65Sio4GTpyQfR54AHB1rbs9KUl6LQESXrm4AAC0Wg3WRDgCGQXwsLeSaW62bdt7yM3OAl6Olrh0vRh5xeXQmWrRz9O+Tc9J1Jlx2hoREREREdHdzMQE6NpVqoHmz29acJSaCqxdK9PQAgMbX/EsKammmfaECYC/f93t165JBRMADBkC9OtXs62wEN5RP8Hb0UqacAcENOv2WmqwT02l0QBvB5ib8j9vidoK/+kiIiIiIiK6m2k0wKRJwBNPAH5+je9/6ZJUKlVUSJBz//0NTyHLzJQpcVVT225eha2sTFZeKy0FvL2BcePqbreykl5Knp63bmtDg3xrwiP2OyJqW5y2RkREREREdLfTaKRBdWMyM4GVKyXw6dEDmD1bKpeM0euBNWuA8nLZf9KkuhVKSgHbtgE5OdL/qL7jaTTAiBHAsGFt2ufoZoN/bZoNMDwiamsMj4iIiIiIiDqCsjJg1SqpEPLxkYbWpg38J19ZmQRHer1Mi6svGDpyRFZr02ple5cuxo/3GwZHANDD2QZ9PW2RX1KBAd4OjX+AiFqM4REREREREVFHYG4uTbGjo2WlNHNz4/sqJT2MMjNl2tm8eYCFRd19ioqA3bvl53HjJJC6i2i1Gmx+ahgUADMTdmQhaksMj4iIiIiIiDqKPn2A3r0bbo4NSCiUmCiVRnPnAo71TPuysgIWLgTi46VJ9l3IlKER0W+C4REREREREVFH0lhwVFIiU9EAYNo0aYJtTLdu8iKiTo3hERERERERUWdiYQEsXgwkJwNBQXf6aoioHWCNHxERERERUWdjYwMMHHinr4KI2gmGR0REREREREREZBTDIyIiIiIiIiIiMorhERERERERERERGcXwiIiIiIiIiIiIjGJ4RERERERERERERjE8IiIiIiIiIiIioxgeERERERERERGRUQyPiIiIiIiIiIjIKIZHRERERERERERkFMMjIiIiIiIiIiIyiuEREREREREREREZxfCIiIiIiIiIiIiMYnhERERERERERERGMTwiIiIiIiIiIiKjGB4REREREREREZFRDI+IiIiIiIiIiMgohkdERERERERERGQUwyMiIiIiIiIiIjKK4RERERERERERERnF8IiIiIiIiIiIiIxieEREREREREREREaZ3ukLuNsppQAAer3+Dl8JEREREREREVHrqco6qrIPYxgeNSI/Px8A4OXldYevhIiIiIiIiIio9eXn58POzs7odo1qLF7q5AwGAzIyMtClSxdoNJo7fTktotfr4eXlhUuXLsHW1vZOXw7d5The6G7HMUpNxbFCzcHxQk3FsULtAccpNZVSCvn5+fDw8IBWa7yzESuPGqHVatGtW7c7fRmtwtbWlg8OajKOF7rbcYxSU3GsUHNwvFBTcaxQe8BxSk3RUMVRFTbMJiIiIiIiIiIioxgeERERERERERGRUQyPOgGdTofXX38dOp3uTl8KtQMcL3S34xilpuJYoebgeKGm4lih9oDjlFobG2YTEREREREREZFRrDwiIiIiIiIiIiKjGB4REREREREREZFRDI+IiIiIiIiIiMgohkdERERERERERGQUw6NW9Pbbb2Pw4MHo0qULXFxcMGPGDCQnJ9fZp6SkBEuXLoWTkxNsbGwwa9YsZGdnV28/deoUHnroIXh5ecHS0hJ9+vTB//3f/9U5xoEDBzBs2DA4OTnB0tISvXv3xkcffdTo9Sml8Oc//xnu7u6wtLTE2LFjcfbs2Tr7vPXWWwgPD4eVlRXs7e2bfO+xsbEYMWIELCws4OXlhffee6/O9oSEBMyaNQu+vr7QaDT4+OOPm3zsjqqzjpeSkhIsWrQI/fr1g6mpKWbMmHHLPnv37oVGo7nllZWV1aRzUOto72M0NTUVjz32GPz8/GBpaYkePXrg9ddfR1lZWaPH3rt3LwYMGACdToeePXtixYoVdbbv27cPU6dOhYeHBzQaDTZv3tzoMTu6zjpeMjMzMW/ePPj7+0Or1eLZZ5+9ZZ8VK1bc8jyzsLBo9Jo7qvY+VgBg2rRp8Pb2hoWFBdzd3bFgwQJkZGQ0emw+W5qns44VPlfal44wTquUlpYiODgYGo0GJ0+ebPTYfKZ1LgyPWlFUVBSWLl2Kw4cP4+eff0Z5eTnGjx+PwsLC6n2ee+45bNu2Dd999x2ioqKQkZGB+++/v3r78ePH4eLigpUrVyIhIQGvvPIKXn75ZXz22WfV+1hbW+Ppp5/Gvn37kJiYiFdffRWvvvoq/vnPfzZ4fe+99x4++eQTLFu2DL/88gusra0xYcIElJSUVO9TVlaG2bNn48knn2zyfev1eowfPx4+Pj44fvw4/va3v+GNN96ocz1FRUXo3r073nnnHbi5uTX52B1ZZx0vlZWVsLS0xB/+8AeMHTu2wX2Tk5ORmZlZ/XJxcWnyeej2tfcxmpSUBIPBgC+++AIJCQn46KOPsGzZMvzpT39q8LgXLlzA5MmTERERgZMnT+LZZ5/F73//e/z444/V+xQWFiIoKAh///vfm/WddmSddbyUlpbC2dkZr776KoKCgozuZ2trW+d5lpaW1uBxO7L2PlYAICIiAuvWrUNycjI2bNiAc+fO4YEHHmjwuHy2NF9nHSt8rrQvHWGcVnnxxRfh4eHRpPvmM60TUtRmcnJyFAAVFRWllFIqNzdXmZmZqe+++656n8TERAVARUdHGz3OU089pSIiIho818yZM9X8+fONbjcYDMrNzU397W9/q34vNzdX6XQ6tWbNmlv2X758ubKzs2vwnFU+//xz5eDgoEpLS6vfe+mll1RAQEC9+/v4+KiPPvqoScfuTDrLeKntkUceUdOnT7/l/T179igA6saNG80+JrWd9jxGq7z33nvKz8+vwXO/+OKLKjAwsM57c+bMURMmTKh3fwBq06ZNDR6zM+os46W2UaNGqWeeeeaW91v6jOwsOsJY2bJli9JoNKqsrMzoPny23L7OMlZq43Ol/Wmv43THjh2qd+/eKiEhQQFQMTExDZ6bz7TOh5VHbSgvLw8A4OjoCEAS5fLy8jrVFr1794a3tzeio6MbPE7VMeoTExODQ4cOYdSoUUb3uXDhArKysuqc287ODmFhYQ2euymio6MxcuRImJubV783YcIEJCcn48aNG7d17M6ks4yX5ggODoa7uzvGjRuHgwcP/mbnpfp1hDHa2LkBeabdXBU3YcKE33TsdwSdZbw0VUFBAXx8fODl5YXp06cjISGhVY7bEbT3sXL9+nWsWrUK4eHhMDMzM3psPltuX2cZK03F58rdqT2O0+zsbCxevBjffPMNrKysGr9J8JnWGTE8aiMGgwHPPvsshg0bhr59+wIAsrKyYG5ufktvGFdXV6O9XA4dOoRvv/0Wjz/++C3bunXrBp1Oh0GDBmHp0qX4/e9/b/R6qo7v6ura5HM3VVZWVr3HrX1ealhnGi9N4e7ujmXLlmHDhg3YsGEDvLy8MHr0aJw4caLNz0316whjNCUlBZ9++imeeOIJo8etOnZ9x9Xr9SguLm7wsyQ603hpioCAAHz55ZfYsmULVq5cCYPBgPDwcKSnp9/2sdu79jxWXnrpJVhbW8PJyQkXL17Eli1bGrxXPltuT2caK03B58rdqT2OU6UUFi1ahCVLlmDQoEFNvlc+0zofhkdtZOnSpYiPj8fatWtbfIz4+HhMnz4dr7/+OsaPH3/L9v379+PYsWNYtmwZPv74Y6xZswYAsGrVKtjY2FS/9u/f3+JruFlgYGD1cSdNmtRqx+3sOF7qCggIwBNPPIGBAwciPDwcX375JcLDw5vUFJDaRnsfo5cvX8bEiRMxe/ZsLF68uPr92sddsmRJi++N6uJ4qWvo0KFYuHAhgoODMWrUKGzcuBHOzs744osvmn1tHU17HisvvPACYmJi8NNPP8HExAQLFy6EUgoAny1tgWOlLj5X7k7tcZx++umnyM/Px8svv2x0Hz7TCABM7/QFdERPP/00tm/fjn379qFbt27V77u5uaGsrAy5ubl1kufs7OxbmkifPn0aY8aMweOPP45XX3213vP4+fkBAPr164fs7Gy88cYbeOihhzBt2jSEhYVV7+fp6YnMzMzqc7m7u9c5d3BwcJPvbceOHSgvLwcAWFpaVt9X7dUCqo5btY0a1tnGS0uFhobiwIEDt3UMapn2PkYzMjIQERGB8PDwW5pK1l5JxNbWtvq+6num2dra3vY47gw623hpCTMzM4SEhCAlJaXFx+gI2vtY6dq1K7p27Qp/f3/06dMHXl5eOHz4MIYOHcpnSyvrbGOlJfhcufPa6ziNjIxEdHQ0dDpdnfMMGjQIDz/8ML766is+00jc4Z5LHYrBYFBLly5VHh4e6syZM7dsr2qWtn79+ur3kpKSbmmWFh8fr1xcXNQLL7zQ5HO/+eabysfHp8Frc3NzU++//371e3l5ea3aMLt247+XX36ZDbMb0VnHS23GGmbXZ+zYsWrmzJnNPge1XEcYo+np6apXr15q7ty5qqKioknnfvHFF1Xfvn3rvPfQQw+xAWQjOut4qc1YY9ubVVRUqICAAPXcc881+xwdQUcYKzdLS0tTANSePXuM7sNnS/N11rFSG58rd7/2Pk7T0tJUXFxc9evHH39UANT69evVpUuXjB6bz7TOh+FRK3ryySeVnZ2d2rt3r8rMzKx+FRUVVe+zZMkS5e3trSIjI9WxY8fU0KFD1dChQ6u3x8XFKWdnZzV//vw6x8jJyane57PPPlNbt25VZ86cUWfOnFH//ve/VZcuXdQrr7zS4PW98847yt7eXm3ZskXFxsaq6dOnKz8/P1VcXFy9T1pamoqJiVFvvvmmsrGxUTExMSomJkbl5+cbPW5ubq5ydXVVCxYsUPHx8Wrt2rXKyspKffHFF9X7lJaWVh/L3d1dPf/88yomJkadPXu2Wd9xR9JZx4tSSiUkJKiYmBg1depUNXr06OrPVfnoo4/U5s2b1dmzZ1VcXJx65plnlFarVbt27Wrq10utoL2P0fT0dNWzZ081ZswYlZ6eXuf8DTl//ryysrJSL7zwgkpMTFR///vflYmJidq5c2f1Pvn5+dXjFoD68MMPVUxMjEpLS2vWd9yRdNbxopSqHgsDBw5U8+bNUzExMSohIaF6+5tvvql+/PFHde7cOXX8+HE1d+5cZWFhUWefzqS9j5XDhw+rTz/9VMXExKjU1FS1e/duFR4ernr06KFKSkqMHpfPlubrrGNFKT5X2pP2Pk5vduHChSattsZnWufD8KgVAaj3tXz58up9iouL1VNPPaUcHByUlZWVmjlzZp1/MX399dfrPUbtRPmTTz5RgYGBysrKStna2qqQkBD1+eefq8rKygavz2AwqNdee025uroqnU6nxowZo5KTk+vs88gjj9R7/sb+78ipU6fU8OHDlU6nU56enuqdd96ps73qIXTza9SoUQ0etyPrzOPFx8en3s9Veffdd1WPHj2UhYWFcnR0VKNHj1aRkZGNf6nUqtr7GF2+fLnRe2jMnj17VHBwsDI3N1fdu3evc89V2+s77iOPPNLosTuqzjxeGrvmZ599Vnl7eytzc3Pl6uqq7rvvPnXixInGv9QOqr2PldjYWBUREaEcHR2VTqdTvr6+asmSJSo9Pb3Re+ezpXk681jhc6X9aO/j9GZNDY+U4jOts9Eo9Wu3NiIiIiIiIiIioptwtTUiIiIiIiIiIjKK4RERERERERERERnF8IiIiIiIiIiIiIxieEREREREREREREYxPCIiIiIiIiIiIqMYHhERERERERERkVEMj4iIiIiIiIiIyCiGR0REREREREREZBTDIyIiIiIiIiIiMorhEREREVErW7RoETQaDTQaDczMzODq6opx48bhyy+/hMFgaPJxVqxYAXt7+7a7UCIiIqImYHhERERE1AYmTpyIzMxMpKam4ocffkBERASeeeYZTJkyBRUVFXf68oiIiIiajOERERERURvQ6XRwc3ODp6cnBgwYgD/96U/YsmULfvjhB6xYsQIA8OGHH6Jfv36wtraGl5cXnnrqKRQUFAAA9u7di0cffRR5eXnVVUxvvPEGAKC0tBTPP/88PD09YW1tjbCwMOzdu/fO3CgRERF1eAyPiIiIiH4j9957L4KCgrBx40YAgFarxSeffIKEhAR89dVXiIyMxIsvvggACA8Px8cffwxbW1tkZmYiMzMTzz//PADg6aefRnR0NNauXYvY2FjMnj0bEydOxNmzZ+/YvREREVHHpVFKqTt9EUREREQdyaJFi5Cbm4vNmzffsm3u3LmIjY3F6dOnb9m2fv16LFmyBFevXgUgPY+effZZ5ObmVu9z8eJFdO/eHRcvXoSHh0f1+2PHjkVoaCj++te/tvr9EBERUedmeqcvgIiIiKgzUUpBo9EAAHbt2oW3334bSUlJ0Ov1qKioQElJCYqKimBlZVXv5+Pi4lBZWQl/f/8675eWlsLJyanNr5+IiIg6H4ZHRERERL+hxMRE+Pn5ITU1FVOmTMGTTz6Jt956C46Ojjhw4AAee+wxlJWVGQ2PCgoKYGJiguPHj8PExKTONhsbm9/iFoiIiKiTYXhERERE9BuJjIxEXFwcnnvuORw/fhwGgwEffPABtFppQ7lu3bo6+5ubm6OysrLOeyEhIaisrEROTg5GjBj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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "\n", "# Example time series data\n", "np.random.seed(0)\n", "dates = pd.date_range('2023-01-01', periods=100)\n", "data = pd.Series(np.random.randn(100).cumsum(), index=dates)\n", "\n", "# Parameters\n", "window_size = 20\n", "\n", "# Function to calculate rolling window linear regression\n", "def rolling_linreg(series, window):\n", " intercepts = []\n", " slopes = []\n", " for i in range(len(series) - window + 1):\n", " y = series[i:i + window]\n", " x = np.arange(window)\n", " x = sm.add_constant(x)\n", " model = sm.OLS(y, x).fit()\n", " intercepts.append(model.params[0])\n", " slopes.append(model.params[1])\n", " return intercepts, slopes\n", "\n", "# Calculate rolling linear regression parameters\n", "intercepts, slopes = rolling_linreg(data, window_size)\n", "\n", "# Create a DataFrame for plotting\n", "rolling_dates = dates[window_size - 1:]\n", "rolling_intercepts = pd.Series(intercepts, index=rolling_dates)\n", "rolling_slopes = pd.Series(slopes, index=rolling_dates)\n", "\n", "# Plot the original data and the rolling linear regression\n", "plt.figure(figsize=(14, 7))\n", "plt.plot(data, label='Original Data')\n", "for i in range(len(rolling_intercepts)):\n", " start_date = rolling_dates[i] - pd.DateOffset(days=window_size-1)\n", " end_date = rolling_dates[i]\n", " plt.plot([start_date, end_date],\n", " [rolling_intercepts[i], rolling_intercepts[i] + rolling_slopes[i] * (window_size - 1)],\n", " color='red', alpha=0.5)\n", "\n", "plt.legend()\n", "plt.title('Rolling Window Linear Regression')\n", "plt.xlabel('Date')\n", "plt.ylabel('Value')\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 2 }