{ "cells": [ { "cell_type": "markdown", "id": "27a090ed-2cb0-4e27-a5de-8be22cee69df", "metadata": { "tags": [] }, "source": [ "# Consolidation of intersections" ] }, { "cell_type": "markdown", "id": "c00d13a4-7ca3-46bb-b1fb-90c7e5b730d2", "metadata": {}, "source": [ "Whereas routing and transportation analysis of street networks must take into account precise street segment directionality and multiple street lanes, morphological analysis in these graphs considers only a coarsened version of their geometry. Details such as four-way intersections, transit exchanges, and roundabouts are often considered geometric \"noise\" and must be cleaned prior to analysis.\n", "\n", "A particular issue arises when considering the intersection of multi-lane streets. Two perpendicular two-lane streets will intersect in four points, often creating a dummy city block---a polygon enclosed by street segments---in the network. This artifact can influence metrics on urban form such as block area or block eccentricity. We would prefer that these intersections were consolidated in a single vertex.\n", "\n", "The following code exemplifies a simple process for intersection consolidation in street networks using `momepy.consolidate_intersections()`." ] }, { "cell_type": "code", "execution_count": 1, "id": "7c27950a-d474-4d1b-85dc-1e3aaced5d8d", "metadata": {}, "outputs": [], "source": [ "import momepy as mm" ] }, { "cell_type": "markdown", "id": "aa802b6f-8dcc-4a4e-ac87-a3c5874f4b29", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "markdown", "id": "b1bf3529-c7cb-4ca6-8f1d-a29175704796", "metadata": {}, "source": [ "For this example we will fetch some data from [OpenStreetMap](https://www.openstreetmap.org/#map=6/40.007/-2.488) (using `osmnx`). The function default arguments for attribute naming are configured for such source. However, any user-defined street network can be passed as input to `consolidate_intersections` as long as it satisfies two conditions:\n", "\n", "1. All nodes have attributes determining their x (`x_att`) and y (`y_att`) coordinates;\n", "2. All edges have attributes determining their origin (`edge_from_att`), destination (`edge_to_att`), and geometry.\n", "\n", "These attribute names can be passed as input to the function.\n", "\n", "We download a 1-square km street network from New York, USA, and reproject to its local CRS." ] }, { "cell_type": "code", "execution_count": 2, "id": "77447ca3-58f2-4bfb-819d-035817bfbca7", "metadata": {}, "outputs": [ { "data": { "image/png": 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BEP/E4XDw6NEjVFZWUh2K0uns7MSdO3c+ud3AwACmpqZffBydTsc333yDlpYW0pFADu7fv48DBw5g27ZtePPmDWbPno3Zs2fD3t6e6tAIolskAZQRLS0txMbGoqamRiMqFwlCltzc3ODl5QWBQEAaE39BVVUVrl+//sFtN27cwOzZsxEWFgY6/dO38/DwcNja2uLo0aNke1KOmpubsX37duzbtw8mJiZYsmQJJk6cCHNzc8l99PT0YGhoSGGUBPEhUgUsI4GBgejXrx9yc3OpDoUgVAqNRgOXy0VzczPl83GVWWdnJ3755RcMGzYMOjo6KCkpwcaNGxESEoKRI0ciKioKAoEAjx8/RkpKClxcXECn0/Hjjz/i9u3bVIevES5evIhLly4hKCgITCYTq1atQnl5OcLCwjB9+nTo6OjgyJEjWL58OakgJihHEkAZoNPpiIuLQ11dHe7fv091OAShUvz8/ODg4IDt27dTHYpS8/f3h5mZGWbOnImrV69Kbr9x4wYKCwvB5XIxffp0jB079oNt4XPnzuHYsWMURKyZOjo6cObMGVRXVyMiIgLz588Hl8uV/Pwvf/kLLl++jHXr1lEYJUGQLWCZ8PPzg6WlJVn9I4ge0tLSApvNRn19/Sfbm8Q/aWtrIzk5GRcuXPgg+RO7d+8e9u7di6tXr35yJnDKlCmKCpPo4t27dygoKPjskaCYmBgKIiKID5EEsI9oNBri4+Nx6dIlss1CED0UGhoKMzMz8Pl8qkNRatHR0TAyMsLp06e/er/PFYro6urCxMREXqER3fjcsQY9PT34+/uDRpOqWwdByAVJAPvIw8MDtra2ZPWPIHqIwWAgISEBZ8+eJUcnvsLY2BhxcXEoKSnptsCMz+d/kgTW1dUhLS0NbDYbDAZDnqESn3HgwIEPVm0vX76MkydPYtKkSVi8eDHc3NwojI7QZOQMYB+Fhobizp07ZPuKIHooOjoaDAYDIpGI6lCUGpvNxtu3b5GTk9PtfRkMBk6fPg1zc3O0t7eDx+NBKBQiNjYWUVFRCAkJQW5uLkpLS8n0CgVxdHREdnY2/vu//xv3799HRUUFOjs74eLiAg6Hg7lz5+LSpUufTd4JQp7IJJA+MDExwV//+lecPHkSZWVlVIdDEEpPX18fU6dOhZ+fHywsLHDgwAHweDyqw1Ja9vb2WLx4MY4fP47y8vJu7z9u3Dh4eXkhIyPjkypTY2NjJCUlITg4GM+ePYNAIEBNTQ1pDyNHNBoNS5cuRVtbG3bu3PnZ+/j4+IDNZsPa2hrnzp2DUCjEkydPFBwpoU6knQRCVgD7IDg4GO/fv8e5c+eoDoUgVMLPP/+M6OhoyX9fv36dJIBfMXz4cNy/f1+q5tjW1tYICgrCiRMnPttipLW1FUePHkVRURHYbDa+/fZbxMTEgMfj4fLly/IIX+MNHjwY/fv3x5YtW754nwsXLuDixYsYOnQokpKSsGrVKpSVlSE3NxcvX75UYLSEpiFnAHuJRqMhODgYNTU1pJ8TQUhh8ODBHyR/ADBt2jRyLu0LfH194eLiglOnTknVHJvNZuPJkyfdJosPHjzAwYMHsXXrVrS3t2P27NmYM2cOHBwcZBU6gT8rt1ksFurq6nDz5s2v3rejowMVFRVIT09HVlYWhg4dirS0NCQkJEBHR0dBEROahiSAveTp6Yl+/fpJtS1DEAQ+m+jp6up+dZSZptLW1gaXy8XFixelWp1zdHSEj48PRCKR1Gf7bty4gR07dmDfvn0wNjZGSkoKJk6cCAsLi76GTwAICwuDiYlJjyrc3759i7y8PKxZswaVlZVISEhAWloaQkJCPjvphSD6gvxF9VJoaChaWlpw69YtqkMhpGRpaYnFixcjNTUVAwYMoDocjVNRUYHGxsYPbmtsbERKSgrYbDb09PQoikz5REZGol+/ft22fRHjcDi4c+cOampqenytixcvYsOGDfj111/h7OyMlStXYtSoUTAyMurxcxF/0tPTQ3x8PCorK/Hw4cMeP/7Vq1c4deoU1q5diytXrmD06NFYsWIFfH195RAtoanIGcBeMDExgbe3N44fP051KISUbG1tkZOTA1tbWwDA8uXLMWLECHJ+U4E6Ozuxa9cuTJgwAS9fvkRBQQG+//57hIeHSypU8/LyUFpainfv3lEdLmWMjIwQHx+PsrIyPHjwoNv7e3h4wM3NDXv37u11QUdnZyfOnj2LmpoaREREID4+HkFBQSgsLERBQQHevHnTq+fVVLGxsdDR0UF2dnafnufJkyc4fPgwCgsLwWazMWXKFNy4cQM8Hg9NTU0yipbQVCQB7IWhQ4fi3bt3qK6upjoUQkrTp0+XJH8AYGBggLS0NMyaNQuvX7+mMDLNYW1tDRcXF/zHf/zHB0cnhEIhSktLkZiYCA6Hg8jISIhEIlRVVWlkhSqTyURHRweysrK6vS+NRgObzcb169fR0NDQ52uLp1dUVlYiLi4OsbGxCAsLQ3Z2NioqKkjrGCmYmJggMjISRUVFaG1tlclz3rlzB3v37oWrqyu4XC7mz5+PhoYG8Pl83L17VybXIDQP2QLuIRqNhqFDh6K2tpYUf6iQfv36fXKbj48P/va3v2Hx4sVgsViwtLRUfGAaRFykcObMmU9+1traimPHjmH9+vW4ceMGxo8fj2XLlsHb25uCSKnTv39/BAcHIysrC21tbd3e39fXFw4ODjKfpNLW1gYej4eMjAw0NDRgxIgRWLFiBZleIYXExES8ffsW+fn5Mn/ua9euYcuWLTh06BAsLS2xdOlSjB8//rPvbwTRHdIHsIfc3d0xZ84cbN26FTdu3KA6HEJKQUFBEAgE0NLSktz217/+FefOnYO7uzs8PT1hYGCAq1evIicn57PzVonec3R0xOLFi/Hzzz9LtXLu4OAALpcLNzc3XLt2DTwer9tKSnUwd+5cGBsbY8OGDd1W/tLpdKxYsQKPHj3C3r175RqXjY0NOBwOBg4ciFu3boHH45HXyGdYWVlhxYoVOHXqFIqLi+V6LTqdjuDgYCQlJUFfXx+lpaXIzc3Fq1ev5HpdQvlJ2weQJIA9NHHiRNja2mL9+vVUh0L0EJPJxHfffYe3b98iMzMTBw4ckPxMW1sbvr6+iIyMhKOjIxobG8Hn89HS0kJhxOpj7ty5MDAwwKZNm3q0revp6Qkul4v+/fujrq4OfD6/V4fqVcGgQYMwbdo07NmzB5cuXer2/sHBwRg7diw2btyosAkS4ukVzs7O5DXyGVOmTIGdnR3Wrl2rsO1yXV1dREVFITY2Fp2dncjLy0NxcTHevn2rkOsTyockgHJgYGCAf/u3f4NAIEBhYSHV4RC98Pe//x0ikQhFRUVfvE/Xzvw1NTUQCoXdzmAlvszDwwOzZ8/G3r17e3VOjUajYfDgwWCxWDAxMcGZM2eQlZUls/NVykBLS0uymrdnz55u76+trY20tDQ0NTXh559/VkCEH/Lx8QGHw4GVlRWZXvEPTk5OWLRokdSr3LJmaGiIhIQEhIaG4uXLl8jKysLZs2el6iFJqBcyCUQOAgMDAQBVVVUUR0L0hq6uLhgMRreJg7gz/5AhQ5CUlISVK1eioqIC2dnZePHihYKiVQ+yKFLo7OzEuXPncP78eYSFhSE+Ph6BgYEoKipCfn6+WpzFjYiIgJmZGfbv3y/1/Y2MjCibo/yl6RU5OTkauwXJ5XLR0tLSq1Y8svDy5UucPHkSxcXFYDKZGDt2LKKjo8Hn81FfX09JTIRyIwlgDwQHB6O+vp6M51FRJiYmACDVylFHRwcqKytx7tw5SVuMIUOGSNpiqEPSoQjiIoXt27f3+bnevXuHoqIiVFZWIjY2FlFRUQgNDUVOTg7KyspUtkJVvHJTUVGB+/fvd3t/PT09xMXFoaKigtKVafH0inPnziEyMhJxcXEYOnQo8vPzUVRUpFFbkAMHDoSLiwt27dpFeeX648eP8csvv6CwsBAcDgfTpk1Dc3MzTp8+jebmZkpjI5QLSQCl5OjoCFtbW6kbsxLKx9jYGIB0CaBY17YYsbGxiImJQVhYGHJzc1FWVqbR/eq6Q6fTwWKx0NDQgOvXr8vsedvb2yWtY5KSkjBs2DBERUVBIBCgpqaG8g/gnkpKSgIAqVfzYmJioK2tjZycHHmGJTXx9IqKigokJCQgMTER4eHhyMrKwpkzZ9R+C5JGo4HD4eDKlStKNVO5paUFu3fvhru7OzgcDhYuXIj6+nrw+XypvmgQ6o+0gZFSREQEHj16pFQvcKJnxAng8+fPe/zYtrY28Pl8pKeno66uDlwuF6tWrUJQUBBpi/EFQ4YMgZWVFQQCgVyev7W1FUePHsX69etx+/ZtfPvtt1iyZAk8PT3lcj15sLGxQWhoKLKzs6XaOjUyMkJUVBSKi4uV7gzkq1ev8Mcff2jc9IqgoCDY2NjIvBWPrFy5cgVbtmzBjz/+CBsbGyxfvhxjx44lIxgJsgIoDSMjI/j5+YHP56vc6gLxT8bGxnjz5k2ftm+fP3+Oo0ePSjrzT5gwATExMRAIBLh48aIMo1Vt2traSEpKQnV1tdwrVB88eICDBw/CyckJXC4Xs2bNwtWrV8Hj8ZR+VOOwYcPw+PFjlJaWSnX/hIQEvH//HgUFBXKOrPe6Tq/gcDhqPb1CW1sbTCYTNTU1Sv231tnZidraWly4cAEhISFITEzE4MGDUVxcjPz8fKl6ThLqhySAUggJCUFHRwfOnj1LdShEHxgbG8ts1eThw4c4dOiQpF/d9OnTcf36dfB4PHLOBkB4eLjCixRu3LiBHTt2wNvbGxwOBykpKaitrYVAIFDKKm4vLy94enpi3759Up1fNDc3R2hoKIRCoUp8YN+5cwd79uyBm5ubZHrFxYsXwefzce/eParDk4mIiAgYGxtDKBRSHYpU3r9/j9LSUpw9exYxMTGIjo5GaGgocnNzUVJSQo60aBjSBqYbdDodf/3rX9HQ0ICjR49SHQ7RBxMmTIC5ublMChI+5uHhAS6XCzs7O9TX10MgEKjNh1xPMRgMrF69GufPn8exY8coiYFGoyEoKAhMJhPGxsZKV8VNp9OxfPlyPH/+HD/88INUj5kwYQLc3d2Rnp6ucgUWNBoNvr6+YLPZMDc3R1VVFUQiEZ49e0Z1aL2mr6+P1atX49y5czhx4gTV4fSKkZGRpHVMa2urRo9gVCekDYyM+Pj4wNTUVOotGkJ5yXIF8GOXL1/GlStX4O/vDxaLhWXLluHcuXMQiUR4+vSpXK6prGJiYqCjo4Ps7GzKYujs7MTZs2dRU1OD8PBwxMfHIygoSFLF/ebNG8piA4CwsDBYWlrixx9/lOr+tra2GDx4MI4fP65yyR/w5+/j/PnzqK+vR3BwMBITExEQEICSkhLk5eWpxIrmx+Li4kCn05WmGKc3Xrx4gRMnTqC4uBgsFgvjx49HdHQ0OdKiIUgC2I2YmBhcu3aNDNxWA8bGxnKtfuvs7ERNTQ3q6uo++JDTpBFN4iKFkpISpShSePfuHQoLC3HmzBnExsYiNjYWYWFhyMnJQXl5OSWtYwwMDJCUlITKykqp31fYbDYeP36MyspKOUcnX+/fv0dZWRmqqqoQHR2NmJgYhISESKZXqMoWpKmpKSIiIpCfn680q8p98ejRI/z0008oLCyUHGlpamoCj8cjI0/VGEkAv8LDwwOOjo5Sb9EQys3U1LRXFcA91fVDLioqCjExMQgODkZBQQEKCwtVcgVHWvHx8ejo6EB+fj7VoXxAXMUtbh0zfPhwREZGQigUora2VqFbXomJiaDT6VKfG3N2dsbAgQPx448/qk1LlTdv3iA7Oxvl5eVISEgAi8VCRESEZAtS2f8/mUwm2tvblboYpzdu3bqF77//XnKkZdGiRbhw4QL4fD4ePHhAdXiEjJEE8CsSExNx48YNXLlyhepQiD7S0dGBvr6+QhJAsTdv3khWmuLj45GQkIDw8HBkZ2ejoqJC6T/kesrMzAyhoaHIyspS2i29Z8+e4ciRI5IK1YkTJ0qmJSjidW5lZYWwsDAIBAKpG8pzOBy0tLTg/Pnzco5O8T7eghw3bpzk96GsW5A2NjYICgrCyZMnKT9KIC/iIy0BAQFgsVhYsWKFZASjIt9DCfkiCeAXuLq6YsCAAdi7dy/VoRAyIJ4CQsWb18uXL/HHH39IRjSNHDkSUVFREAqFOH/+vNocuE5KSsKrV69QXFxMdSjdun//Pvbv348BAwaAy+Vizpw5aGxsBJ/PR0tLi9yuO2zYMDx9+lTqfyMvLy+4uLhg9+7davN38jniLciCggKl34IUb8dXVFRQHYpcdXZ2orq6WjKCMSEh4YPWMa9fv6Y6RKKPSCPoL0hISEBLS0uv55cSyqVfv34AQGlBhrg/2qZNm/DgwQNMmjQJixcvhru7O2UxyYqNjQ0CAwORnZ2tUlvc169fx7Zt27B//37069cPS5cuxbfffgtzc3OZX8vDwwPe3t44ffq0VGcPxRMmrl27hsbGRpnHo4xu376NH374Abt27QKDwcCiRYswdepUWFlZUR0aAGDAgAEYNGgQhEKhyo4e7Kn379+juLgYa9asQWFhISIjI5GWloaoqChoa5M1JFVG2sB8hpOTExYtWoSDBw+irq6O6nAIGQgNDcXIkSPxn//5n0qz9SpefXJ2dsbly5fB5/Nx+/ZtqsPqlenTp8PKygrr169X2Q9GOp2OIUOGICkpCYaGhigvL0dOTo5MZn/T6XQsW7YML1++xM6dO6V6TEBAACZOnIitW7cq3SqYItBoNMkWZL9+/ZRiC3LhwoXQ0tLCli1b1HpF9muMjY2RmJiI4OBgPH/+HCKRCOfOndPYfw9lJG0bGJIAfsasWbNgamqKDRs2kD9qNTFs2DB4e3tj7dq1VIfyiUGDBoHNZsPGxga1tbUQCoV4+PAh1WFJzdXVFfPmzcOhQ4fU4pyajo4OIiIiJG0+xMU7fTnvFRYWhpEjRyIzM1OqLWYtLS2sXLkS9+7dw/79+3t9XXWgpaUl2YLU1dVFUVERJVuQPj4+mDp1Kr7//ntcvXpVoddWRpaWlmCz2fDz88OdO3fA5/Nx6dIlqsMiQBLAXnNxccH8+fPJ6p+amT59OgBg3759FEfyeR83Lq6srER2drZStFL5GhqNhkWLFqGzsxNbt26lOhyZMjAwQHx8PMLDw9HW1oasrCxUVlb2eAVZX18fqampqK+vx5EjR6R6TGhoKEaNGoWNGzdqbEPxjzEYDMTGxiIqKgpv375Fbm4uysrKFNI6Rty4++nTp9i9e7fcr6dKHB0dweVy4erqqjIjGNUdSQB7af78+dDR0UFmZibVoRAytGrVKjQ0NODUqVNUh/JV2traCA8PR1xcHHR0dJT+wLW/vz8mTZqEHTt2qN2cV7F+/fqByWQiMDAQjx8/hkAg6NFK57BhwxASEoKMjAypEnodHR2kpaXhypUrOHz4cF9CV0tUbEEGBwdj7Nix2LRpk1yLhFSZl5cXOBwO+vfvr5I7GeqETALpBU9PT0nFHaE+dHR0YGFhIdcm0LIiblxcWVmJmJgYREVFSWZ1lpaWKlWjXC0tLbDZbNTX16tt8gf8WTj066+/SlrHTJ48GTdv3gSPx8O1a9e++lhLS0tJfztpV3MjIyNhYGCg0DnKqqS1tRXHjh1DUVER2Gw2JkyYgOjoaPB4PLkUy+jo6IDJZOLcuXMk+fuKS5cuobGxEYGBgWAymVixYoXK7GRoKpIAdsFisXD9+nWNqbjTFLa2tqDT6Sr15v369WsIhUKUlpYiMTERHA4HkZGRyMrKUppGuWFhYTAzM9OYVkl3797F3r174erqCg6Hg3nz5uHSpUvg8/m4c+fOZx+TnJyM58+fo6ioSKpr6OvrIzY2FuXl5Xjy5Iksw1c7Dx8+xKFDh+Do6Ijk5GTMmjVLLluQ4oRc2sbdmqyzsxNVVVWora1FWFjYJyMY29vbqQ6R6IK0gfkHHx8fODg4kBe5GrKzs8P79+9VcpyfeLVj/fr1aG5uxrhx47Bs2TIMGjSI0rj09PSQkJCAyspKjZsQcO3aNWzduhUHDx6Eubk5lixZggkTJsDU1FRyH2tra/j6+mLQoEHg8XhSr9zGxsaCTqcjNzdXXuGrnZs3b2LHjh3Ys2cPDA0NkZKSgkmTJsHCwqLPz21gYIC4uDiUlZWRhLwH3r17h6KiIqSnp6O4uBgxMTFIS0tDZGQktLS0qA6P+AeyAog/l/iTk5PR2NjY7ZYOoXrs7Oxw//59lW1PAvy52iFulMvhcDBt2jQ0NzeDz+dTsv0qPqOYlZWl8Gsri7q6OtTX1yM4OBhJSUnw8/PD+fPnMXPmTISGhkrGndXW1kr1fCYmJoiMjERBQYFazJdVNPEWpLiYauXKlaioqEB2dnav/z3j4+MBgCTkvfT69WsIBALJCMZhw4ZJjkTU1NSQLhsUI0Ug+LOze1RUFDZs2IBHjx5RHQ4hY4sXL8b9+/fx66+/Uh2KzLi7u4PD4cDBwQENDQ3g8/kKW+E0NTVFamoq8vPzNToB7IrBYCAuLg7//d//DQ8Pjw9+lpiYiHPnznX7HKNHj4afnx/WrFlDtsr6SFxMFR8fD21t7V5tQZqZmWHVqlXIyclBTk6OHKPVHFZWVuBwOPDx8UFLSwt4PB4uX75MdVhqR9oiEI3fAra2tkZMTAzy8vJI8qeGtLW10b9/f7VrS3DlyhVs2bIFP/74IywtLbF06VJMmDABZmZmcr82k8nE69evUVBQIPdrqYr29nYIBAIYGxt/8rPw8PBuH29hYYHg4GDk5eWR5E8GxMVU6enpKCkpkWxBRkRESL0FyWQy0dbWhsLCQjlHqzkePHiAAwcOYOvWrXjz5g1mz56N2bNnw97enurQNJJGJ4A0Gg3ffPMNHj16hLy8PKrDIeTA0dER2trauH79OtWhyFxnZydqa2uxbt06HD9+HB4eHli1ahVGjBgBQ0NDuVzT1tYWQUFByM7O7lNjZHX1ue1eZ2dnODk5ffVxbDYbra2tKC0tlVdoGqmtrQ18Ph8ZGRm4ePEihg8fjpUrVyIgIAA02pcXSWxtbTF48GBkZWWp1GhDVXHjxg1s374d+/btg4mJCZYsWYKJEyfK5NwmIT2N3gIeOnQoxo0bh507d5Kzf2oqLi4OcXFx+Pvf/6725010dHQQFRWF2NhY0Gg0mUyw+NjMmTNhbm6O9evXK0UlsrLx9fXFyZMnYWpqio6ODhw9ehR1dXXo378/6urqIBAIPimaETefP3z4MKqqqiiKXDNYW1uDw+Fg0KBBuH37Nng8Hq5cufLJ/WbMmAELCwvyd64AHzfBF49gJOdge480gu6GoaEhVq5ciYaGBrU6G0Z8aMaMGaDT6RrV27HrBIvXr18jJycH5eXlfS6CcXd3x5w5c3DgwAFcuHBBRtGqFzabjcjISAgEAjQ3N+PWrVug0WgYPHgwWCwWTExMcObMGZSUlGDRokWIjo4GAGRlZeF//ud/1P5LirJwdnYGl8vFgAEDcPnyZfB4PNBoNMyePRtOTk7Q0dFBeno6mQalQNra2oiIiEB8fDzodLrk3CbZaeg5kgB2Y+rUqXB2dsb69etlMuydUD50Oh1/+9vfkJ+fr5FVfKampmAymQgKCsKTJ08gFApRW1vbqySDRqMhJSUF7969w7Zt2+QQreozMTFBamoqioqKPttOSltbW9IbbcSIEXB3d5f87MaNGxgyZIhKV6qrokGDBoHD4cDJyQmjR4+GiYkJAKCjowOzZ8/G8ePHKY5Q84h7YUZGRqK9vR3Z2dmoqKggr40eIEUgXxEUFAQfHx8cPXqUJH9qzN7eHnp6ep/d4tEEz549w2+//YYNGzbg3r17mDhxIpYsWQJPT88eP1dAQADs7e1x+vRpOUSqHphMJt68eYP8/PzP/lzcGy0zMxOurq4f/MzJyQmhoaGKCJPoor6+Hhs2bMCrV68kyR/w55fHBQsWUBiZ5up6brOhoQEjRozAihUr4O/v/9Vzm0TPaVwCaGpqipEjR6KqqopsY6k5d3d3vH79Grdv36Y6FErdv38f+/fvx7Zt29De3o5Zs2Zh7ty5cHR0lOrx2traYLPZqKurQ3Nzs5yjVU02NjYYMmQIcnJyuq3iffHixWe/eNrb25MPOAp0dHR8dpKLhYUFdHV1KYiIAP75BXbjxo24f/8+Jk2ahMWLF8PNzY3q0NSGRiWANBoN48aNw+vXr3HixAmqwyHkzM3NDU1NTeQQ9z80Nzdjx44d2LdvHwwNDbF48WJMmTIFVlZWX31ceHg4TExMwOfzFRSp6uFyuXj8+DHKy8u7ve/bt2/xww8/fHBbXV0dhgwZgmXLlsHb21teYRJf8Pvvv3+SlN+4cQOrV6/uUesYQvbu3buH/fv3Y/v27Xj//j3mzp2LWbNmwc7OjurQVJ5GnQGMiIjAyJEj8cMPP2jstqCm0NfXx7//+7/j9OnTKCkpoTocpUOj0SRD201NTVFZWYmsrKxPhrbr6elh9erVqK2txbFjx6gJVsm5ublh7ty5OHjwoNRFA2PHjgWXy8WdO3dQV1eHI0eOwNbWFlwuV/LFhcfj4caNG3KOngAAXV1d/O///i88PDwkK0+5ublISkrCkCFD8PTpU4hEIlRXV5NCHYqJz21aW1vj3LlzEIlEePz4MdVhKRVSBPIRGxsbpKSkoLKykqz+aYDQ0FCMHDkS//M//0PaCXxF18IEHR0dFBQUoKCgAK6urhgzZgxsbW3x+vVr/N//+38/SQ6JPxPpxYsXo6OjA1u3bpXqMTY2Nli2bBn++OOPz3458fT0BIfDgZ2d3RdbxxCylZCQgISEBGRkZODp06cf/MzKygpsNhu+vr64c+cO+Hw+Ll26RE2gBIA/z2gOGTIETCYTBgYGktYx5Ez/n0gC2IW2tjZSUlIAAJmZmVIPZidU18KFC9HW1oa9e/dSHYpK0NPTQ1xcHCIjI2FlZYVvvvkGOjo6AIBHjx4hNDSUfMv+jICAAEycOBHbt2+Xutn4rFmzYGZm9tUeczQaDQEBAWCz2ZLWMZ9boSX6ztDQEKtXr0Z5eflXi5wcHR3B5XLh6upKVmiVhI6ODiIjIxEXFwcAkt6nmt68m1QBd8HhcGBhYYGffvqJJH8awMLCAs7OzqSpbg+8fv1aUnnn4+MjSf6AP/89J06cSGF0yklLSwtsNhsXLlyQOvnz9PSEp6cneDzeV8+mdnZ2orq6GhkZGeDxePD19UVaWhpYLBYYDIaM/g8I4M/Vv46Ojm6nQd28eRM7d+7E7t27wWAwsGjRIkydOhXW1taKCZT4xNu3b5GXl4c1a9agsrISCQkJWL16NUJDQ0Gna0R60yfaVAcgb56enoiKisKJEydw7949qsMhFCAoKAivX79GfX091aGonGfPnuHVq1ef3O7s7ExBNMotPDwcpqam2LNnj1T3p9PpGDZsGK5evSr13+b79+9RVFSEyspKxMbGIioqCqGhocjJyUFZWRnpjdZH5ubmCA0NhUgk+uzf/ec0Njbi8uXLCAgIAJPJxPLly1FVVQWRSIRnz57JOWLic169eoVTp06huLgYTCYTo0aNQlRUFAQCAWnm/RVqnSKbmppi/PjxaGhoIIUAGoJGo2HIkCGoqakhq7299NNPP33w3+/evYOJiQlmzZpFhrb/g76+PhISElBZWSn1+bzg4GBYWVnh1KlTPb5ee3s7hEIhMjIyUFdXh2HDhmHVqlUYPHgwaR3TBywWCy9fvuzx54N4hXbdunU4efIkvLy8kJqaiuTkZBgYGMgpWqI7T58+xa+//opNmzbh0aNHmDJlChYtWvRJ303iT2p7BpDBYGDhwoXQ1dXFli1byOFQDeHl5YWZM2di8+bNGt//r7dsbW2xbds2WFlZ4fbt29i0aROePn0KFosFGxsb1NbWQigU4uHDh1SHShkul4uwsDCkp6dLVWTEYDCQlpaGhoYG/Pbbb32+vpWVFTgcDnx8fNDS0gIej4fLly/3+Xk1iZ2dHZYuXYojR46gsrKyT8+lq6uL6OhoxMTEoLOzE/n5+SgqKtL4s2hUc3V1lUx6aWhoAJ/Px927d6kOS+40ugiETqdj+vTpcHJywrZt23D//n2qQyIUZNq0aTAxMUFmZibVoais6dOnw8rKCuvWrfvgnBqdTpe0jjE2NsbZs2eRlZWF58+fUxit4vXr1w+rVq1CXl4esrOzpXoMh8NBREQEMjIyZPrv5eTkhOTkZMlMWz6fT774SGnWrFno168fNmzYILNeoYaGhoiPj0dYWBhevXqF7OxsVFZWkl6kFPP19QWbzYaFhQWqq6shEonw5MkTqsOSG41OAEePHo3g4GDs3r0bV69epTocQkHMzMyQlpaG48ePS9WQl/jUgAEDsGDBAvz444+ora397H26to7R1dVFcXEx8vPz0dbWpuBoqTFhwgS4u7sjIyNDqkH1ZmZmWLVqFXJzc6VOGHtq4MCB4HA4sLGxQXV1NYRCIana/gp3d3fMmTMH+/fvl8tZYTMzMzCZTAwePBiPHz+GUCjE+fPnSQ9BCtHpdAQHByMpKQn6+vooLS1Fbm6u1Gc/VYnGJoBRUVEYPnw4fvvtN5w5c4bqcAgFoNPpCAoKQkBAAPr374/vvvuObL300qJFi0Cn07Fly5ZuP6wYDAZiYmIQHR2N9+/fIzc3FyUlJWp99lK8bfj777+joqJCqsdMnDgRAwYMQEZGhlz/LsWvAyaTCUNDQ9Ib7QvEvRvfv3+Pbdu2yfVatra2YLPZGDhwIG7dugU+n0+GEFBMR0dHsl0PAHl5eSguLlarzwyNTACDgoIwYcIE5ObmQiAQUB0OoQAuLi749ddfJYd8c3JyMH78ePJNuxd8fX0xZcoU7Ny5E9euXZP6cUZGRkhMTERISAhevHiBrKwsnD17Vi23vWbPng0TExNs3LhRqv8/JycnLFq0CIcPH1ZYWyIdHR1EREQgLi4OdDpd0htNmtVKTeDv749Jkyb1qHdjXw0YMABcLhfOzs5kq15JfLxdLxKJ1OZ9S+MSQB8fH0yePBlnzpzB77//TnU4hILs3bsXI0eO/OC2b7/9FkKhkKKIVBOdTsfKlSvx8OHDXjfPtrCwkGx73b9/H0KhUK1aMHh6emLWrFnYt28fLl68KNVjFi1aBC0tLWRmZir8S4mBgQHi4uIQERGBtrY2ZGVlafx5NC0tLaxcuVIyX1bRum7Vk2Iq5WBmZgYWi4XAwEDcv38fAoEAFy5coDqsPtGoBNDd3R0zZszAhQsX8PPPP5PVHw1y5syZT0r8/7//7/9DRkYGRRGpprCwMIwcORIbN27sc79MOzs7cDgceHp64saNG+Dz+T1aUVRGNBoNS5cuRVtbG3bu3CnVY8QrTT1dUZW1fv36gclkIjAwEI8ePdLo3mjh4eEYMWIENmzYQFlxII1Gk2zVGxsbkykvSsLOzg5sNhteXl5obm4Gj8dT2AqxrGlMAujk5IQ5c+bg2rVrOHDgAGmMqmE2b96MyZMnf3DboUOHsGvXLtTU1JAvA1KQdYsSMTc3N3A4HDg6OuLSpUsQCARoaWmR2fMr0pAhQzB+/HhkZmbi1q1b3d5fW1sbq1atQktLCw4cOKCACLtna2sLDocDb29v3LhxAzweD01NTVSHpTDiv/OLFy/iyJEjVIfzyRxucTHV69evqQ5No7m5uYHL5cLBwQEXL14En89XuSESGpEADh48GGPGjMHt27exe/dutTrESUjH0tISQqEQAwYMwMuXL/H999+jqakJPj4+uH37Nng8Hjl03Q0mk4mYmBikp6fLpaWLuAWDlZWVSlao6ujoIDU1FdevX/+kSfaXxMbGgsViYf369Uq3xefq6goulwtHR0eN6o2WlJSE2NhYZGRkKNXEDgaDIZny8u7dO+Tl5al9MZWyo9Fo8PPzA4vFgrm5ucpNelHrBFBLSwvDhg1DREQEqqqqcPToUZL8aSjxNtv+/fvR1NQkaUXi7OyM5ORkODs7o7GxETweD3fu3KE4WuVjbGyMtLQ0FBcXy7Vwik6nY+jQoUhKSvqgQlWaJspUi4uLQ1JSEtatWydV4mpkZITU1FScOXMGf/zxhwIi7B0/Pz+w2WyYm5vj3LlzEAqFKvMB11NGRkZIS0tDaWkp+Hw+1eF8lrGxMRISEhASEoLW1lZkZWWhqqpKo89sUk1LSwvBwcFITEyEnp4eSkpKkJeXp/Qtr9Q2ATQxMcHkyZNhb2+PkydPkn5vGoxGo2HJkiV4+fIldu3a9dn7+Pj4gM1mw9LSUrL69PTpU8UGqsS++eYb+Pr6Ys2aNWhvb5f79T6uUC0qKkJBQYFCrt0bhoaGSEtL61EyN3r0aPj7+yM9PV3pPyi69kZTpQ+4nho1ahQGDx6MNWvWKP3/m4WFBVgsFgICAnDv3j0IhUKVL0pQdV0nvXR0dCh9yyu1TAD9/f0xevRovHnzBocOHcLNmzepDomgkHj1b9u2bWhubv7i/bquPhkYGKC0tBQ5OTlK/0Egb1ZWVlixYoVkiLoi6evrSypU29vbkZubi7KyMqU7wztixAgMGTIEa9askaphrI2NDZYtW0bJv2lffPwBJ+6NpqwfcD1hYWGBlStXQiAQoKCggOpwpGZvbw82mw1PT080NzeDz+dr1JlNZWRkZISEhASEhobixYsXktYxynbWXK0SQAMDA4waNQoBAQGoqanB8ePH1bJ7NyE9cduSBw8eYN++fVI9RldXF1FRUYiNjVWJb3HyNm3aNNjY2GDdunWUJV4mJiZISkrC0KFD8ezZM4hEIpw7d04p3lDFiYNQKER+fr5Uj5k5cyYsLCywfv16pUtmpaEqH3A9MXHiRDg7OyMjI0MlX+sfF1Px+XxynIViH6/S8vl8qVtDKYLaJIBeXl4YO3YstLW1cezYsS+OpyI0S0hICMaMGYONGzf2+M3Q0NAQiYmJCA0NRWtrK0QiEaqqqlT6Q66nxCPffvrpJ9TU1FAdDqysrMBms+Hr64u7d++Cz+ejoaGB0pgmTZoEJycnqRMHcZ/AAwcOqPyWnbJ/wEnLwcEBKSkp+PXXX3H27Fmqw+mTrvNsa2pqIBKJVKqYSh3Z29uDy+XC3d0d169fB4/H++pulKKofAJoZGSEYcOGITAwEA0NDThy5Ajpk0QA+PNvY+XKlbh48SJ+/fXXXj+PhYUF2Gw2/P39cefOHfD5fFy6dEmGkSqvnox8UyRHR0dwOBy4ubmhqakJfD6fkjdUR0dHLF68WOoJHnQ6HcuWLcPLly+l7hOoCrp+wDU1NYHH4+HGjRtUhyW1uXPnwtDQEBs3blSqv/Pe+vg4S0VFBbKzs8m4P4p5eHiAy+XCzs4OFy5cAJ/Px4MHDyiLR2UTQDqdjrCwMLBYLLx79w48Hk/lv7kRsjVx4kS4ublh3bp1MjkK4ODggOTkZLi6uuLq1avg8XhS9XpTVeKRb99//z2uXr1KdTif5enpCQ6HAzs7O9TX10MgECi0F9f8+fPBYDCwefNmqRIH8Yr05s2b1XLEV9cPuLq6OggEAko/4KTh4eGB2bNn92hyi6r4uJiqsLAQhYWFSltMpQloNBr8/f3BZrPRr18/SYNvebTW6o5KJoCOjo745ptvYGtri4qKCggEAo0/qE98aODAgZg+fTp+/vlnVFdXy/S5vby8wOVyYWtri5qaGggEArXbYpHFyDdFEb+hslgsmJmZ4dy5cxCJRHKv4h40aBCmTZuGXbt24fLly93eX1dXF2lpabh8+TIOHz4s19ioRKPREBAQADabDRMTE6WeYCHuENDe3o4dO3ZQHY7cqEoxlSbR0tJCaGgoEhISwGAwUFRUpPAG3yqVABoZGYHD4WDo0KG4desWjh07ptYrMETvMBgMrFixAnfv3pVb8iIe08RisWBkZITy8nK12mKR5cg3RdHS0kJISAgSEhKgr6+P0tJS5ObmyqUQjE6nY/ny5Xj69Cl2794t1WOUtcGwvGhpaSE8PFwywUL8AadMq0+DBw/Gt99+i61bt6rUlnVvdS2mevr0KUQiEaqrq9Vi21tVMRgMxMTEIDo6Gu/evUNubi5KS0sVUoikEgmglpYWIiIikJiYiPfv30MoFKKiooL80RKfNW7cOPj5+WH9+vVyXwXS1tZGZGQk4uLiQKPRUFBQgMLCQpVuOC6vkW+K0rVVSWdnp1x+JyEhIRg9ejQ2b94sVXGRuJF2SUmJ0jYYlpeuEyzevn2LnJwcpVh90tLSQmpqKm7fvo2DBw9SGouidS2m0rRzzcrq4wbfQqFQ7p0OlD4B9PDwwIgRI2BpaYmysjKIRCKy3Ut8kZ+fHyZPnqzwaj4DAwPEx8cjPDwcr169QlZWFs6cOaOS3fnFI99UfaXK0NAQ8fHxCAsLQ1tbG7Kzs1FRUdHn34l4K7exsVHq4iJxI+309HSNneFqbGyMpKQkBAcH4+nTpxAKhZTO4Y6MjMSwYcOwfv16pT+nKC8fF1OpWvGOOrK0tASLxVJI0aHSJoC2trZgs9kYOHAgrl27hhMnTmjEHEqi90xNTbF8+XI0NjZKPYtV1szMzMBisRAYGIj79++Dz+ejvr6eklh6Qx1XqszMzMBkMjF48GA8fvwYQqEQ58+f73Xi0dOtXGtrayxfvlzlmj7Li5WVFTgcDnx8fNDS0gIejyfVGUpZYjAYWL16Nerq6nD06FGFXlsZfVxMxefzcf/+farD0mhdiw6vXbsGHo8n86EWSpcAWlhYICkpCQEBAXj8+DEEAgHOnz/fl6ckNACNRsPcuXNhbm6OjRs3Ur5KbGdnBw6HA09PT1y/fh2nT59WiW/W6rxS1fVL5e3bt8Hn83uceBgbGyM1NbVHs2KVoZG2MnJyckJycjIGDBiAy5cvg8/nK6wymsViISoqChkZGZRUXyqjj4upqqqqIBKJVHoXQB14enqCy+Wif//+OH/+PAQCAR4+fCiT51aaBNDExAQJCQkIDg7GixcvkJ2drbJbaITiJSUlISEhAd9//71SjUFyd3dHcnKy0vR9+hoqR74p0oABA8DlcuHs7IwrV66Az+dLXUzW0wTZxcUF8+fPx48//kia03/BwIEDweFwYGNjI5nDLc+qevEqd3FxMQQCgdyuo6q6FlPp6emhrKxMbsVUhHRoNBoGDx4MFosFExMTVFZWIjs7u8+V9ZQngAYGBmCxWAgLCwMA3Lp1C3l5eXj69Cnu37+PN2/e9OTpCA3k4eGBmTNnQiQSITc3l+pwPqEqbTGmTZsGW1tbrF27ViNWqgYNGgQ2mw0bGxvU1tZCKBR+9Zt1TxNkGo2GRYsWAQC2bt1Kita+gk6nIygoCEwmE4aGhigvL0dOTo5cqupHjx4NPz8/tVzlliVxMVV0dDQAID8/H0VFRSpd4KbqtLW1ERYW9kllva6uLsaMGQM9PT0cO3ZM6s4NlCaAUVFRGD58+Bd/3tHRgZaWFly+fBkVFRV48uSJtE9NaAhTU1MsXboUN2/exL59+5T6Q/bjthiFhYXIz89Xii85yjbyTVHE7XyYTCaMjY2/mpxPnToVtra2Um/l+vv7Y9KkSdi5cyeuXbsmj/DVzseNi8UV3LJ6jVhaWmLFihXg8XgoKiqSyXOqu67FVK9evUJ2djYqKyvJ7hyFGAwG4uLiEBkZCW1tbXzzzTewsbEBADx//hxcLleqpuaUJoDh4eEYNWoUhEIhGhsb0draira2Nujp6cHIyAj29vZwcXHBwIEDwWAw0NDQQA6nEhJ0Oh3z58+HqakpNm3apDJbFHp6epIXb3t7u6Q6lcpVN2Ud+aYoH3+zLiwsREFBAQCAy+XC0dERrq6u2Ldvn1SNxbW0tLBy5Urcv38f+/btk3P06sfAwEDSuLitrQ1ZWVkySTqmTJkCe3t7rF27ViF91tSJmZkZkpKSEBgYKJNiKqLvTExMsH79enzzzTcf3P7LL79g4cKF3T6e8i1gaejo6GDw4MGIiYlBv379wOfz1fqMEiGdYcOGITw8HDt27JB5dZQimJqagslkIigoiNKCJ1UY+aYoenp6kp51nZ2dGDFiBJydnQEAbW1tSExMRENDQ7fPI24xsmHDBvKFtQ/69esHJpOJwMBAPHr0CAKBAHV1db16rp7ObSY+z8bGBhwOBwMHDsStW7cgEAgUXsVN/NN3332HuXPnfnBbbm4uxo4d2+1jVSIBFNPW1gaHw0FUVBTKy8tx7Ngx8u1DQ4mTlhMnTqCkpITqcPqk6xvqzZs3wePxFLZlKB759ujRI+zZs0ch11QFpqam+O677zBhwoQPbv/tt98wb968rz5WT08PaWlppMWIDNna2oLD4cDb2xs3btwAn8/v8Wtk/vz50NPTw6ZNm8jnhgw4OzuDy+ViwIABPS6mImQnPDwcJ0+eBJ1Ol9y2bNkyHDhwoNvHSpsA0ru/i/y9e/cOf/zxB3799VcEBwdLleES6sfCwgLjxo1DbW2tyid/AHDv3j3s27dPMot03rx5mDFjhuRMhzyFhITA3NwcPB5P7tdSJc+ePftsQYibm1u3j42Li4OOjg6ysrLkEZpGEo913LlzJ2g0muQ1YmtrK9Xjvby84OLiAh6PR5I/GWlubsb27duxb98+GBkZISUlBZMmTYKlpSXVoWmUiooKnDx5Ejdu3EBDQwP+/d//XarkryeUYgWwq6CgIEyYMAEHDx7s9ZYAoXq0tbWxaNEi6OjoIDMzU6nmisqKn58f2Gw2zM3N5dqLS1dXF6tXr1bZkW/yFh4ejlOnTn1wW2lpKQ4fPgw+n//ZSjtTU1OkpqaioKAAIpFIUaFqnK6vkXPnzkEoFH7xNUKj0bBs2TK8fPkS33//vYIj1Qw0Gg2BgYFgMplK3elAHYnHUvbmuIm0K4DavYpMjqqqquDn54dhw4bh0qVLpDRdQ4wcORJWVlbYsmWLWiZ/AHD+/HnU19cjJCQEiYmJCAgIQHFxMfLy8mTatiI2NhYMBoMkKl9QU1MDoVAIf39/dHR04Mcff8SpU6fAZDKxbNmyD5JzKysrDBkyBC4uLnj9+jXy8/OpDl+tnT9/HhcuXEBwcDCSkpLg7++P0tJS5OXlfVIMFhgYCFtbW2zZsoWiaNVfZ2cnqqqqUFtbKymmCgwMRElJCfLz8ylvzK+utLW1kZiYiNraWrmeNVa6FUDgz63AVatW4ffff8eZM2cUdVmCIuJVX0XP+aUSg8FATEwMoqOj8fbtW+Tm5qK0tLTPFcPqOPJN1kaOHImgoCBkZGTgxYsXktu1tLQkiQeDwUBnZyfmzp0LBoOBjo4O7N27F6mpqRRGrlnE/epiYmLQ0dGB/Px8nDlzBrNnz0ZYWBiMjIxw9OhR7N69m+pQNUbX9613794hLy8PJSUlpPJaxiIjI5GcnIz169f3ajqIShWBfM7s2bOhpaWFnTt3KvKyhILZ2Nhg8eLFqK2t1cjtSmNjYyQmJiI4OBjPnz+HQCBATU1Nr88zqfPIN1mwtrbGsmXLIBAIJO1gPqarq4v4+Hjs3r0b+vr6ktvfvn0LPz8/Uv2rYIaGhkhISEBoaCgSExPh5eUl+VlFRQU4HA6F0WkmIyMjye/kxYsXyMrKwtmzZ0kPQRnQ0dGRHOE5cuRIr55DpYpAPqeqqgqurq4wNTWlOhRCTnR1dTF58mQ8evQIx48fpzocSrS2tuLYsWPYsGEDbt++jW+//RZLliyBh4dHj5/LysoKwcHByM3NJcnfFwwbNgxPnjz5arupN2/eoLq6+oPkD/jzjdnV1VXeIRIfefnyJU6ePIm9e/d+8roICQmBt7c3RZFprhcvXuDEiRNYt24dmpqaMHbsWCxfvhw+Pj5Uh6byIiIioK+vj5ycHLlfS2kTwIaGBnR0dPTqg5BQDWPHjoWJiQkOHTqk8Wc9Hzx4gIMHD2Lr1q148+YNZs+ejdmzZ8POzk7q5+ByuXj69ClKS0vlGKnq8vT0hJeXF3g8Xrdb7ffu3fuk4/7r168RFRVFEg6KPH78+LMr49bW1hREQwDAo0eP8PPPP2PTpk148uQJpk6dikWLFpEvSr3EYDAQGxuLyspKhUxIU9oEsK2tDbdv34a7uzvVoRByEB4ejoCAAPz222+9OuOgrm7cuIHt27dj//79knF4f/nLX2BmZvbVxw0YMACDBg2CQCDQiHm/PUWn0zFs2DBcu3YNFy5ckOoxXavvLl++jEWLFuHZs2eYMWMG5s2bB0dHR3mGTHzk8ePHOHbs2Ae3Xb58GcnJyZg6dSpJBCnU0tKCPXv2SI5szZs3DzNnzuzRF1jizzG6Ojo6yM3NVcj1lK4KuKvbt2/DycmJ6jAIGXNwcMCwYcNQXFxMWv18QX19PRoaGjB06FAkJSVh1apVKC8vR25u7geFC2JcLhe3bt1CbW0tBdEqv5CQEFhZWeGXX36R6v4MBgNeXl74j//4D/zxxx8fbKl7enqCy+Vi8eLFOH/+PAQCAfkSoyBZWVkwNTXF06dPUV1djT179sDT0xNsNhvLly/H2bNnIRKJ8Pz5c6pD1UjXrl3D1q1b4evrCzabjaVLl6K6uhpCoRCPHz+mOjylpq+vj+joaJSVlSns71epE8AnT57A39+f6jAIGdLX18fkyZPR0tKC06dPUx2OUuvo6EBFRQXOnTuHyMhIxMbGIjg4GCUlJSgoKICRkREmTZqEAQMGQF9fHxkZGaQZ7mfo6+uDyWSiqqoKLS0tUj0mISEBurq6EAgEn5ynbGxsxOXLlyX90VasWIHKykpkZ2eT/mhy1L9/fwQEBGDt2rUoLy+X3F5TU4O6ujpJm5LBgwejuLiYtCmhUF1dHerr6zFkyJAPvsDm5OR89gssAcTExIBOpyMvL09h11TqBPDp06cwMDAAg8FQ295wmoRGo2HChAnQ1dXFoUOHyFallN6+fYu8vDyUlZUhOjoaUVFRSEhIwJgxY2Bubg7gz2k6+/btI7M7PyMhIQHa2toQCARS3d/CwgKRkZHIycn5YkLXtT9aeHg44uPjERQUhMLCQhQUFJD3Kzngcrl49OgRKisrP/nZ+/fvUVxcjDNnziAmJgZRUVEIDQ1Fbm4uaVNCkY6ODlRWVqK6uhoRERGIi4vDkCFDUFRURF4jHzE0NERkZCSKi4vx8uVLhV1Xac8AApCcv5F2LBCh3GJiYjBw4ED88ssvcpmAoe5ev34NkUiENWvWwNjYWJL8AX82Dl2yZAmF0SknCwsLhIeHIy8vT+rVuWHDhqG1tfWLbWK6evfuHQoLC7FmzRqUlJQgJiYGaWlpiIiIgJaWVl/DJ/7B3d0dnp6e4PP5X2010t7eDpFIhPT0dFRXV4PNZiM1NRVDhw4FjSZVZwxCxt6+fYv8/HysWbMGpaWliImJwerVqxEVFUVeI/8QFxeHjo4Oqd5zZEmpE8B79+7h3bt3sLe3pzoUoo9cXV3BZrORk5ODxsZGqsNRaS9fvsTt27c/ud3Ozo68oX4kOTkZra2tKCwslOr+7u7uGDRoEE6fPt2jVaPXr1+Dz+cjPT0dFy9exPDhw7Fy5UoEBASQxKOPaDQauFwumpubpS7gefHiBY4fP45169ahubkZ48aNw/LlyzFw4EA5R0t8SVtbm+Q1UldXBy6Xi9TUVAQFBWn0a8TExARhYWEoLCxU+JEFpU4AOzo60NLSAmdnZ6pDIfrAyMgIEydORFNTExlPJiNHjhz5pHXOw4cPsWrVKo1/QxVzdXWFj48P+Hy+VMkcnU7H8OHD0dTUhPPnz/fqms+fP8eRI0ewYcMG3Lt3DxMnTkRKSgrpZtAHAQEBsLe379WZ4UePHuGnn37C5s2b0draiunTp2PBggXkM4VCz58/x9GjR7FhwwbcunULEyZMwLJlyzQ2OY+Pj8ebN29QVFSk8Gsr7SQQsaSkJEREROD//b//R7qMqyA6nY7Zs2fDysoKmzZtIgeAZYROp2PDhg0IDAzE06dP8dNPPyErKwtMJhN+fn64d+8eRCKRxlZZ02g0LFmyBG/fvsW2bdukekxYWBhGjhyJzMxMqYtFujNgwABwuVw4OzujsbERfD5fZs+tCbS1tbFq1Sq0tLTgwIEDfX4+Dw8PcLlc2NnZob6+Hnw+n0x2oZiDgwO4XC7c3Nxw/fp18Hg8NDc3Ux2WQpiZmWHVqlUQiUQynTOu8qPgxBwcHJCSkoIDBw5IvfxPUM/Gxgba2trw8fFBbGwsfvjhBzQ1NVEdltoYMmQIxo8fj40bN+LOnTsf/Mze3h5sNhuenp64ceMGeDyexv3bDx06FOPGjcOWLVtw8+bNbu+vr6+P1NRU1NfX93r80tcMGjQIHA4H1tbWOHfuHEQiEWmLIYWoqChwuVxs2LABDx48kMlz0mg0+Pv7g8ViwczMDFVVVRCJRORcMsU8PDzA4XBgb2+P+vp6CAQC3Lt3j+qw5Grs2LHw9vbGmjVrZDoMQW0SQACYOXMmXF1d0dnZCXNzcxw7dgxZWVlUhUN8hba2NjIzMzFu3DjQ6XTcuHEDf/3rX6WuwCS6J14VuXXrFg4dOvTF+7m6uoLL5cLR0REXL14En89X+zdU4M8Rg2lpabhy5YrUff+GDx+OoUOHIiMjQ26r1HQ6HUOGDAGTyYSBgYGkLYYiq/5Uib6+PtLS0lBbW/tJA2hZ0NLSQmhoKBISEsBgMFBSUoK8vDzSOoZCNBoNfn5+YLFYMDc3l3xZevr0KdWhyZylpSVWrFiB06dPf3U0ZW+oVQLo7u6OvLw8GBgYSG5buHCh1G/uhOJMmzYNGzZs+OC29PR0/M///A81Aakh8arI+vXru21ALH5DZbPZMDMz04hGuSwWC9HR0cjIyJBqVcfKygrLly+HUCiU6TbMl+jo6CAyMhJxcXEAgIKCAhQWFmr8OMSPcTgcREREID09Xa79FXV1dRETE4Po6Gh0dHSQ1jFKQEtLC8HBwUhMTIS+vj7KysqQk5ODV69eUR2azPzlL3+Bq6sr0tPTZf63Jm0CqNR9AMViY2M/SP4AYP78+SQBVELBwcGf3BYSEkJBJOqJwWAgPj4eZ86ckWr6RGdnJ2pra3HhwgXJasfgwYNRVFSEvLw8tevF1a9fP0RHR6OgoEDqLb3hw4fj6dOnCjuELe7rWFFRgYSEBCQkJCAsLAxZWVk4c+YMOeuMPysjIyMjUVBQIPfm2m/evEFWVhbKysqQkJAANpuNyMhIiEQiVFVVkd8HBd6/f4+ysjJUVVUhKioKMTExGDp0KAoKClBUVIQ3b95QHWKf2NjYICAgAMeOHaP0i4ZSVwGLfa61hZmZGRgMBgXREF9z9uzZT27T09NDZGQkaVEiAzExMdDV1UV2dnaPHvf+/XuUlJQgPT0dBQUFiIyMxOrVq9Xu98LhcNDW1ib1Sp6Xlxe8vLxw+vRphTcmf/XqFf744w+sXbsWV65cwejRo7FixQr4+voqNA5llJSUhDdv3ii0L9qLFy9w4sQJrFu3Dk1NTRg3bhyWLVuGQYMGKSwG4kNv3rxBTk4O1qxZg8rKSiQkJCAtLQ3h4eEq/b7FZDLx5MmTz35eKpJKbAFbWVmhtLT0g8a3ubm5qK6uRk5ODsrKyshUCSURGhqKzMxMuLm5AQBKSkrw008/wcfHB0+fPoVIJEJ1dTUZWdYLxsbGSEtLQ0lJCfh8fp+fKykpCcHBwXj69CkEAgFqa2tV+vfi5OSERYsW4ddff5XqjZVOp2P58uVobW3F999/r4AIv65///7gcDjw8vLS2OId4M/3e/HZKCpaY4jZ29uDw+HAw8MDzc3N4PF4uH79OmXxEH+u8DOZTAQGBuLJkycQCoUq975lb2+PJUuW4PDhw6iqqpLLNdTqDCAAuLm5YeHChbCyssLvv/+OnJwcyQfYs2fPIBAIUFNTo1J/COrGzs4OCxcuRHV1NcrLy6GjoyP5ALOysgKbzYavry/u3LkDPp+PS5cuURyxahk1ahQCAgKQnp4us4PqVlZW4HA48PHxwa1bt8Dn83HlyhWZPLci0Wg0LFy4EFpaWsjMzJTqfSAyMhLDhg3Dpk2bcPfuXQVEKR03NzdwuVw4ODhoVPGO2JQpU2Bvb4+MjAyl+GLv7u4ODocDBwcHjalOVXY2NjZgs9kYNGgQWlpawOfzVWbAwIwZM2BhYYH169fL7XiB2iWAX9L1A6ylpQU8Ho/MQ6WAvr4+UlJS0NbWhu3bt3/xXIOjoyO4XC5cXV3R1NQEHo+HGzduKDha1WNhYYGVK1dCIBDIZVvM2dkZycnJcHZ2xqVLl8Dn8z9pL6PMBg8ejG+//RY7duyQatXMwMAAaWlpqKmpkUuFaV99XLyjKa1KHB0dsXjxYrmujvSGpv4+lJ2zszM4HA5cXFxw9epV8Pl8qdo+UUW8S/Hjjz+itrZWbtfRmARQzMnJCcnJyRgwYACuXLkCHo/32XFZhOzRaDRMnz4dTk5O2Lx5M548edLtYzw9PcHlctG/f39cuHABAoGANGT9iokTJ8LZ2RkZGRlyPTTs4+MDDocDCwsLVFdXQygUKn0LBh0dHUlbnIMHD0r1mFGjRmHw4MHIyMhQ6jYsWlpaCAkJQWJioka0Kpk3bx4MDAywceNGpdzNEVenJiUlacTvQ1V4e3uDw+HA1tYWdXV1EAgEMusbKUuzZ8+GsbGx3P++NS4BFBs4cCA4HA5sbGxQU1MDoVCIR48eUR2WWktMTERiYiL27t3bo2V4Go2GgIAAsFgs9OvXj3yr/gLxmZHffvsNZ86ckfv16HS65ENOT08PpaWlyM3NVdoPOXEl7bp166RqrmxjY4Nly5ZRfsasJzShVYmnpydmzZqFvXv3oqGhgepwvkpXVxfR0dGIiYlBR0cH8vLyUFJSQlr5UIhGoyEwMBBMJhOmpqZK1/LK1dUV8+bNw/79+1FfXy/Xa2lsAgj8+QEWFBQEJpMJIyMjlJeXIzs7W6m/6asqT09PzJgxA9nZ2T2uTBX7uCFraWkp8vLy1KrnU1/Mnj0bJiYm2Lhxo0JbUnz8IaeMSYe4MKa0tBQ8Hk+qx8yePRv9+vXDhg0blOKMWU8YGRkhMTERISEhaG1tlbQqUcbVsp4Qj+5rb2/Hjh07qA5HaoaGhkhISEBoaChevnyJrKwsnD17lrSOoZCWlhbCwsIQHx+vVKu0CxYskAxKkDeNTgDFtLW1ERERgfj4eNDpdEnDVVXvIaQszMzMkJKSgps3b2Lfvn19/hD6OOHIz89HcXGxRn+rdnd3x5w5cxTyrfFLPk46hEIhzp07pxRJx7hx4+Dt7Y309HSpehoOGjQI06ZNU4lVpq+xsLAAm82Gv78/7t69Cx6Pp9JFVeIznFu3blXJM8Hm5uZgsVgYPHgw7t+/D4FAQEaXUozBYCA6Olqyak7lKq14dXv37t0KKVYhCWAX+vr6iIuLQ0REBF6/fo3s7GxUVFSQb2l9oK2tjQULFsDAwACbN2+W6berrt+qX716hezsbFRWVmrc74tGo2Hx4sV4//49tm3bRnU4sLS0BJvNhp+fH+7cuQMej0dp5Z29vT0WL16M48ePo7y8vNv7a2lpYcWKFXj8+DF2796tgAjlz8HBAcnJyXB1dcW1a9fA4/GU+hD852hpaWHVqlW4c+cODhw4QHU4fWJnZwcOhwNPT080NzeDz+drZCsfZWJkZISEhASEhITg5cuXyM7OVnjD9ZSUFLx79w7bt29XyPVIAvgZpqamYLFYCAwMxOPHjyEQCHD+/Hmqw1JJY8aMQWBgILZt24aWlha5XMPc3BxMJhMBAQF49OgRhEKhRv2+/Pz8MHnyZKkrWxXF0dERycnJcHFxobTgav78+dDX18emTZukejOPiYkBm83Gxo0b1a7gqGtR1fnz5yEQCKSaFKMMIiIiMHz4cGzYsEFtfi9dW8doYisfZST+PAkMDMSDBw8U9nki3nXYuXMnrl27JvfrASQB/CobGxtwuVx4e3vj5s2b4PF4CvvFqIOhQ4di3LhxUjfc7av+/fuDzWZLfl98Ph9Xr16V+3WpRKfTsXLlSjx8+BB79+6lOpzP6lpwJa4YlqYIQxZ8fX0xZcoU7Nq1S6q2T0ZGRkhNTUVVVRVOnDihgAgVr+sheBMTE1RWViI7O1vuo9T6QldXF6tXr0ZDQwN+++03qsORKXHrGBaLBXNzc5w7dw4ikUjpq+rVXdeG6/L+PKHRaFi2bBlevnyp0GbzJAGUgqurKzgcDpycnFSy9xkV7O3tsWDBAlRVVeHo0aMKvbaLiwu4XC6cnJzQ2NgIPp8vt9VHqoWGhmLUqFFK16T4Y10LrgwNDRUytF1LSwsrV67EgwcPpE6Ox4wZA19fX2RkZKh9cZG2tjbCw8MRHx8PbW1tFBYWoqCgQCnnPiclJSE2NhYZGRlqW/0vbh2TmJgIfX19SVW9uv8dKruun//y+jwRL5ZkZmbi1q1bMn3uryEJYA/4+vqCzWZLep+JRCKpetlpGgMDA6SkpODVq1dfbfYsbz4+PmCz2bC2tlbLVj86OjpIS0vDlStXcPjwYarDkYqOjg4iIyMRFxcHAMjLy5NbAY94K3fDhg1S9fqys7NDSkoK/vjjD5SUlMg8HmWlp6eHuLg4REZGor29HTk5OSgvL1eaymcjIyOkpaWhrKxM6gpuVda1yK2zs1OurxFCevL6PBG/j1+7dg0///yzDCKVHkkAe6hr7zPyLe1TNBoNM2bMgIODAzZv3kz5NsbHrX4qKiqQnZ2NFy9eUBqXLMTHxyMxMRFr165VuS8iH7fFELcpkdWBa0NDQ6SlpfVoK3fevHkwNDRUeBsdZWFiYgImk4khQ4Yo1fzUkSNHIjAwEGvWrKG8RYcifVzklpWVpfCiBOJDH3+eyOL4RGJiIuLj4yl5HycJYC/p6uoiKioKMTExAOS7kqFKkpKSkJCQgD179ijVqD1xq5+4uDhoa2ujqKgI+fn5SrndJQ1xgnPmzBn88ccfVIfTa13bYty7dw98Ph8XL17s8/OOHj1aMg9Zmi9nPT0rqM6sra3B4XAwaNAg3L59Gzwej7K5z+bm5li5ciWysrKQl5dHSQxU61qUQFrHKAdZfZ5QvbpNEsA+It/S/snLywszZ86EUChETk4O1eF8lr6+PmJiYhAVFYU3b94gNzcXZWVlStW0WBriVRFpExxlZ29vj+TkZLi5uaGpqQmnT5/udZuSnk7w0NbWxsqVK3Hv3j3s27evV9dUR13nPlN1lvYvf/kL3NzckJ6ervFfru3s7MBms+Hl5YUbN26Ax+MpVdW/JtLT00NsbCwiIyPx9u1b5OXlobS0VOrPk2+++QZ+fn5IT0+nZHWbJIAyoumtSMzMzLBkyRI0Nzdj//79lG8bdcfExASJiYkYOnQonj9/jqysLJWZlGBhYYGVK1dCIBCgoKCA6nBkqmubktraWggEgh6fs5k1axbMzMyknuARFxcHJpOJ9evXq0xLFEUaNGgQOBwOrK2tJRWqiqjitrOzw9KlS/H777+joqJC7tdTFW5ubuBwOHB0dERDQwP4fL5SF4BpAmNjYyQlJWHo0KFST96xtrbG8uXLKR01SRJAGVNk6biy0NbWxsKFC6Gnp4fMzEyVOqdjaWkJFoslmZQgEAhksgUpT5MmTYKTkxMyMjJUbuVSGuI2JSwWC8bGxj06tylehZZ2IoqxsTFSU1NRUVGBU6dOySJ8tUSn0zFkyBAwmUwYGBigvLwcOTk5ch2bOXPmTJibm2P9+vUauaPSHT8/P7DZbNI6Rol0/Ty5d+8eBALBF9+Hpk+fDmtra6xbt46ygiuSAMqJIkrHlcW4ceMQEBCArVu3qmx7HAcHB3C5XLi5ueH69evg8Xhobm6mOqxPODk5YdGiRTh8+DCqqqqoDkeuejqikU6nY/ny5WhtbZW6l9b48ePh5eWFjIwMvH79Wpbhq6WPq7jFvxNZb8+6urpi3rx5OHjwIOrq6mT63OqEFCUqJwcHB7DZbHh4eHww6YVGoyEkJATW1taIjIzEoUOHKN0pJAmgnH1cOi4QCBTWBFcRgoODMXbsWLVJSDw8PMDlcmFnZ6eUnfkXLFgAXV1dbN68WSW2q2VBX18f8fHxiIiIQFtbG7Kysj478k88KWLz5s1SfRFxcHBASkoKjh49KtWIOOKfDAwMEB8fj/DwcLmcfV60aBFoNBq2bNkik+dTdx8XJebn56OoqEjjz01Sreukl1u3bmHy5Mnw8vICADQ3NyMqKkquq+jdIQmgAnxcOl5eXo7s7GxKf/Gy4ODggAULFuDMmTM4duwY1eHIDI1Gg7+/P1gsFszMzJRme0U8KkhTK1X79esnqRh+9OgR+Hw+bt++jXnz5sHLywsGBgY4fPiw1I3HFyxYAAaDgc2bN5Mtxl4yMzMDk8mU/E4EAkGfV+zEFdmKHImlLgwNDREfH4+wsDCNL0pUFjQaDb6+vvjuu+8QFhb2wc/+9re/ITMzk6LISAKoUNra2pLtEzqdLvmW9qUtLWVmYGCAJUuWoLW1FTt27FCaprGy9HFnfkVMr/gSOp2OFStW4MmTJ9i9e7fCr69MxOdsvb29MXz4cPTv31/ys8zMTPztb3/r9jkCAgIwceJEfP/992p/RlcRup597kuFqvjv/PHjx9izZ48cItUM8kjMib45fPgwkpKSPrjtxx9/REpKCkURkQSQEl23T762paWsaDQaZs6cCXt7e2zatEltRzOJfby9UlBQoPDEXTzyLTMzU23PkvbUxIkTP9kibG1txYABA766Pa6jo4NVq1bh9u3bOHDggLzD1Chubm7gcrlwcHDo1RGKkJAQjBkzBps2bSJ/5zLwcWLO5/PJqipFlixZgr///e8f3LZw4UL88ssvFEVEEkBKffwtjc/nq0SDTyaTifj4eOzevZuyBrFU6Lq90tbWhuzsbFRUVMg9cdfV1UVaWhouX76sMiPfFCEhIQG//fbbB7e1t7fDw8PjqxXD4s7769atU6vzuMqCRqNJKlTNzMxQVVUFkUjU7RdFKkdiqTtXV1dwuVxJ6xiBQKCyBXuqysjICKdPn4a3tzfevn2L3bt34z//8z8pjYkkgEqg67e05uZm8Hg8XL9+neqwPsvb2xszZswAn8/X2M78ZmZmSEpKQmBgIB4/fizp+SivooykpCTExsYiIyND7Vdbe0JLSwsVFRVwcXGR3FZVVYXi4mLk5+d/tjrVxMQEqampKC0t1Yi5slTS0tJCSEgIEhMTwWAwUFJSgry8vC+2iYqNjQWLxcLatWtJYi4nZJ49dZhMJmJiYrB582Y8e/ZMKaZQkQRQiXTdPqmvrwefz8f9+/epDkvC3NwcS5YsQVNTEw4cOKAxVahfYmNjAw6Hg4EDB+L27dvg8/kyL84Q96krLS0Fn8+X6XOrg9TUVERHR6O1tRXZ2dk4fPgw4uLiEB4ejpcvX0IoFKKqqgpBQUFISkqCpaUlWltb8d133ynFG7Am0NXVRUxMDKKjo9HR0YHc3FyUlJR80MNSX18fq1evxrlz56Se3Uz0Dp1Ox9ChQ5GUlAQDAwOUlZUhNzdX5YsSlZl45JuyvY+TBFDJfFyBevbsWYhEIjx//pzSuHR0dLBw4ULo6uoiMzOT9EzrYsCAAeByuXB2dsaVK1fA5/Nx69YtmTz36NGjJaOCyL/5h8RV0T/88MMnRxHMzc3BZrMREBCA/v37Y8SIEZKf1dTUID4+XtHhajwjIyMkJiYiJCREMi3Bx8cH8+fPh4mJCa5cuYKpU6dK1fCb6DsdHR1ERUUhNjYWgPx6OhLAqFGjJLPJlWlQAkkAlZSWlhbCwsKQkJAAHR0dFBcXIy8vj7JVi/Hjx8PPzw9bt24lY4e+YODAgeBwOLCxsUFtbS2EQmGfRotZWVlh+fLl4PF4lI0KUlZ0Oh3Lli3D8+fPsWvXri/ez8HBAYWFhTA1Nf3g9hEjRqC4uFjeYRKfIZ6WMHz4cHA4nA9+NmfOHPz+++8URaaZPu7pmJ2drVJFicpOmUd3SpsA0uUdCPGh9+/fo7i4GGvWrEFRUREiIyOxevVqREVFQVtbW6GxhIaGYsiQIfj9999J8vcVFy9exIYNG/Drr7/CyckJK1aswDfffANjY+NePR+Xy8WzZ89QWloq40hVX1BQEGxsbLo9x3fr1i3o6up+cvuAAQPkFBnRnYcPH+LHH3/87ErTqFGjKIhIs7169QqnTp3C2rVrceXKFYwaNQorVqyAn58f1aGpBRaLhdbWVpSUlFAdSq+RBJAi7e3tEAqFSE9PR11dHbhcLlatWoWgoCDQaFIl733i4OCAESNGoLS0FNXV1XK/nqrr7OzE2bNnkZGRAT6fD19fX6SlpYHNZkNPT0/q53FxccGgQYMgEAjUssdiX+jo6IDJZKK6ulqqViEfN4Z+9eoVAgIC8M0338DExEReYRLd+Fw7ElNTU1haWlIQDfHkyRMcPnwYmzZtwqNHjzB58mQsXrwYbm5uVIemsuzt7REQEACRSKTSc9vJFrCSsLS0BJvNhp+fH+7evQuBQICLFy/K5VqGhoZYsmQJnj9/rrbNnuWNwWAgNjYWUVFRePfuHfLy8j45AP85ixYtAp1Ox5YtWzS+2OZjPa0WjYuLw9/+9jcYGRmhsbERa9asgYmJCeLj46Grq9ttdSohH3Z2digqKkK/fv0A/DMB6ejoQGVlJbKzs9Ha2kptkBqs6zz7S5cugc/nk9YxPTRnzhwYGxtjw4YNSvk+Ts4AqigHBwdwuVy4ubnh+vXr4PF4aG5ultnz02g0zJo1C/3798emTZsoL0JRdcbGxkhMTERwcDBaW1uRlZWFqqqqz56z8fPzw+TJk8korM/oabWovr4+UlNTUVdX98lKIIPBQHR0tKQ6NT8/H8XFxeQQvII4OTlh+fLlePjwIW7fvo0TJ06gtbUVYWFhiI+Ph46ODoqKipCfn08qtink4+MDDocDKysrnDt3DkKhkLSOkYKHhwdmz56Nffv2yW2Rpq9IAqjiPDw8wOVyYWdnJ2kd8/btW0ybNg02NjY4fvx4rwbds1gsxMXFYdeuXWRUlgxZWFiAxWIhICAA9+/fh1AolIxo6tevnySxf/DgAfbu3UttsEqIy+UiLCwM6enpUlWLJicnIzQ09Kv3NzQ0REJCAkJDQ8n8VAWaP38+9PT0sGnTpk9WR/T09BAbG4vIyEi8ffsWOTk5KCsrI7sQFPm4dUx5eTlycnJI65gvoNFoSElJwdu3b7F9+3aqw/kikgCqga6tY6ysrDBy5EhYW1sDADo6OjBv3rweVdYNHDgQ06dPB4/HQ35+vrzC1mh2dnZgs9nw8vLCzZs3YWNjg7lz54LBYKC1tRVTp05VuooxqpmamiI1NRX5+fnIysrq9v5mZmZYtWoVcnNzkZ2d3e39zc3NwWQyERgYiAcPHpD5qXLk5eWFmTNnYvfu3WhsbPzi/UxMTCQr58+ePYNQKER1dbVSbqdpAh0dHck8e4CasZiqQDxrfNu2bTLdmZM1kgCqES0tLfzbv/0bVqxY8cHttbW1khdsdywsLJCSkoJr166ROakK4OrqiqlTp2LZsmUf3F5eXg4ul0tRVMpp7NixGDhwINasWSPVB85f/vIXuLm5IT09vUfbumR+qnzRaDQsXboUbW1t2Llzp1SPsbKyApvNhq+vL+7cuQMej/fVxJGQr4/n2StqLKYq0NLSwsqVK3Hv3j3s37+f6nC+irSBUSPv37//bFWkhYUF6PTuf4W6urqYNm0aXrx4QWbOKsi1a9fQ0NDwye2BgYEURKO8rK2tMWTIEGRnZ0uV/Nnb2yMwMBAikajHZ/ru3LmDPXv2SJKTefPmYebMmejfv3+vYic+FBgYiP79+/doFN+DBw9w8OBBbN26Fa9fv8asWbMwd+5cODg4yDFS4kvErWMyMjLQ2NiIkSNHYuXKlfD391dIdwplFhISAjMzM6Wa+NFXJAFUESdPnvxkXuzNmzexbNkyeHt7f/Wx48ePh6mpKfbv308OXSvQ586bPXz4EGPHjv2kgbGm4nA4ePLkCSoqKqS6f3JyMu7du4ezZ8/2+prXrl3D1q1bcfDgQZibm2PZsmX4y1/+AnNz814/p6bT0tICk8lEXV0dbt682ePH37hxAzt27MDevXthaGiIlJQUTJo0ibSOocjTp0/x66+/YuPGjXjw4AEmTZqk0a1jdHV1kZiYiKqqKqUa49pXZAtYhQwaNAjLly+XFIHweDwMHz4cbm5uuHr1Kk6fPo3bt28D+HOeLY1Gg7e3NzgcDvbv34/6+nqK/w80T2ZmJsaPHw8dHR1cuXIF69atg7u7OxgMhmRW56tXr6gOkxLOzs5YuHAhfvrpJ9TU1HR7f/H5sj179uDSpUsyieHjQ/AVFRXIzs4mh+B7KDIyEsOGDcP69evx4MGDPj0XjUZDYGAgWCwWjI2NSesYJeDi4gIOhwNnZ2c0NjaCz+dL1atTXSQmJiIuLg4ZGRmfLMQoI3IGUIN4eXkhOTkZNjY2qKurA4fDkYxiampqwn/913/h9OnTFEepecSjggoLC3H58mVJ1bWurq6kTQmgubM6FyxYAB0dHWRmZnZ7+F88Iu7Fixf4/vvvZR6Ljo4OIiIiEBcXBzqdjsLCQhQUFJBD8FJgMBhIS0tDfX29TMe9aWtrIzw8HPHx8dDW1pb8TsguBnV8fHzAZrNhbW2N6upqCIVCqXp2qjIjIyOkpaWhrKysR8cbqEQSQA1Dp9MxZMgQ/Mu//Avi4+M/+Nl//ud/YsuWLRRFprkmTpyIAQMGICMj47PJ3cezOkUiEc6cOaMRlZDiivRdu3bh8uXL3d4/ODgYY8eOxebNmyWr3PKgr6+PuLg4REREoL29HTk5OSgvLydtSr6CyWQiJiYG6enpcukrKm4dExUVhfb2duTm5pLWMRQSf9YkJSXB0NBQ7VvHjBw5EoGBgVizZo3KNJUnCaCG2rdvH0aMGPHBbSdPnsT06dMpikgz2dvbY8mSJfjtt99w5syZr97XzMwMbDYbgwcPxt27d8Hj8WS2xamMxKt5z58/x65du7q9v46ODtLS0nD16lX88ssvCojwz9Y0TCYTQUFBePLkCUQiEWpqajQiOe8JIyMjrF69GiUlJXI/HG9iYoKkpCQMHToUT58+hVAoJL8TCn28ai7eyVCnVXNzc3OsXLkSIpFIpVqnkSpgDfW5w/HGxsYICAjQ+CouReJyubh37x6qqqq6ve+TJ0/w888/IzMzE69evcLMmTMxZ84c2NnZKSBSxQsKCoKNjY3UCUNMTAwMDAwgFArlHNk/PXv2DL/99hs2bNiAu3fv4ttvv8WSJUvg6empsBhUQWJiIt6/f6+QD8fnz5/j999/x/r163Hnzh3J78TDw0Pu1yY+9fbtW+Tn5yM9PR1lZWWIi4tDWloawsLCoKWlRXV4MsFisfDy5UuUlJRQHYpckBVANRMVFYXMzEw4OTkB+PN82cmTJ+Hh4YGbN2/i9OnTaGpqojhK9dbXUUEDBw4El8uFtbU1qqqqIBAIVOLgsTS0tbWRmpqK5uZm/PTTT93eX3z+pry8nNJzrE5OTuByuXBxccHVq1fB4/Fw69YtyuJRBuIzrgKBgJLm5l1/J1euXAGfz9f43wmVuq6aP378GEKhEOfPn1fZFVo7OzssXboUR44cQWVlJdXh9AjZAtZAdnZ2WLhwIc6ePYvq6moAwPXr1wH8WcWVnJwMR0dHXLx4EXw+H/fu3aMuWDVFo9GwZMkStLe3Y8eOHb1+HnF1KpPJhJ6eHoqLi5GXl4fXr1/LMFrFi4mJAZvNxrp16/Do0aNu7z969Gj4+/sjPT1dKc7fiKvqbW1tcf78eQgEAjx8+JDqsCjx7bffwsXFBenp6Xj37h1lcQwcOBAcDgc2NjaoqamBUCiU6m+LkA8bGxuw2WwMGjQIt27dAp/Px5UrV6gOq8dmzZqFfv36YcOGDSrXCJskgBpGX18fKSkpaGtrw/bt2z/7hkyj0eDn5wcWiwVzc3PJAHB1WV1SBoMHD8a3336LrVu34saNG31+Pl1dXcTExCAmJkblZ6fq6+tj9erVqK6uxvHjx7u9v5WVFZYvXw4+n4/CwkIFRCgdcZsSJpMJExMTnDlzBtnZ2XIpgFBWyrY6QqPREBQUBCaTCWNjY0k7H2nmShPyMWDAAHC5XDg7O+Py5cvg8/lyLeCSJXd3d8yZMwcHDhzAhQsXqA6nx0gCqEFoNBqmTp2KAQMGYPPmzXjy5MlX76+lpYXg4GAkJiZCT08PpaWlyMvL09h+dLKipaWF1NRU3L59GwcPHpTpcxsbG4PJZGLo0KF4/PgxBAIBzp8/L9NryBuHw0F4eDjS09Ol+mCeOnUq+vfvj7Vr1yplwqutrY2wsDDEx8dDR0cHxcXFyM/PV/lVWmko6+oIaR2jfAYNGgQOh6MyrWNoNBoWL16M9+/fY9u2bVSH0yskAdQgsbGx4HK5PW6QK+5HFxMTg46ODuTl5aGkpETj+tHJSlRUFLhcLjZs2NDnZrhfYmNjAy6XC29vbzQ3N+P06dNKPZRczMTEBGlpacjPz0dWVla39x8wYAAWLFggdZNoKjEYDEmbknfv3kleR1Rui8qTm5sb5s6dq9SrI/r6+oiNjUVkZCRp56ME6HS6ZIXWyMhI0jpGGVdo/fz8MHnyZOzYsUNlz8uTBFBDuLq6Ys6cOcjLy+t1laShoSESEhIQGhqKly9fIisrC2fPnlWqb/bKjsFgYPXq1airq8PRo0flfj03NzckJyfD3t4edXV14PP5Sn0WbezYsRg4cCDS09OlWo1ZtGgR6HQ6tmzZojKHyI2NjZGQkICQkBC0trYiKysLVVVVavc6Wrx4MTo6OlRidcTExARMJhNDhgzBkydPIBQKUVtbqzJ/U+pG2Ruu0+l0rFy5Eg8ePMC+ffuoDqfXSAKoAUxMTLBkyRLcvXsXu3fv7vObmrm5OVgsFgYPHoz79++Dz+eT8XFSYrPZiIyMRHp6usJGVtFoNAQEBIDNZsPExATl5eVKOcbM2toay5cvxx9//CFVOwXxN/CdO3fi2rVrCohQtiwsLMBisRAQEIB79+5BIBCozetIVVdHrK2twWaz4ePjg5aWFvB4PKkakBPyoawN10NDQzFq1Chs3LhRpYskSQKo5rS0tDBv3jyYmppi8+bNMv3Qt7OzA4fDgaenJ5qbm8Hj8STVxMSnTExMkJqaiqKiIoX2qhPT1tZGREQE4uPjQaPRkJeXh+LiYqXZyp86dSpsbW2xbt26bt/gtbS0sHLlSty/f1+lv4EDfzYD53A48PDwwPXr18Hn81X6dUSn07FixQo8evQIe/fupTqcXnF2dgaXy8WAAQNUrjBBHZmamiIpKUkpVmh1dXWRlpaGxsZG/Prrrwq/viyRBFDNjRgxAqGhodixYwdu3rwpl2u4u7uDw+HAwcEB9fX1EAgEKv2tSF6++eYb+Pr6Ys2aNZQeNjcwMEBCQgLCwsLw8uVLCIVCVFVVUbrd5eTkhEWLFuHnn3+WtCb6msjISAwbNgwbNmzA/fv35R+gAnR9HalyC6aQkBCMHj0amzdvxp07d6gOp09I6xjlYm1tDQ6Hg0GDBuH27dvg8XgKbx2TkJCAhIQEZGRk4OnTpwq9tqyRBFCNBQQEYOLEiTh27BjKysrkei1x6xg2mw0zMzNUVVVBJBKR1jH/YGVlhRUrVuDUqVMoLi6mOhwAf27lczgc+Pv7486dOzh9+jRl213z588Hg8HA5s2bu01E9fT0kJaWprBzlIr0uRZMIpFIZT5oxOP4rly5gsOHD1MdjkyoUmGCpqBqhdbQ0BBpaWmorKzEqVOn5H49eSMJoJqytrZGSkoKLly4oLC5qMA/W8ckJSWBwWCgpKQEeXl5StGcl0rK3KrE0dERycnJcHFxQWNjI3g8nkJXbgYOHIjp06dj165dUiWgHA4HERERCj1HqWhdWzDp6+ujtLQUubm5St+CKS4uDklJSVi7dm23baZUTdcjFMpYmKCJFL1CO3z4cAwdOhRr1qxR+teiNEgCqIYYDAZSUlLw/v17bNmyhZIzXuLGxNHR0ZLWMcXFxWrb8uJrnJ2dsXDhQqm3N6kyaNAgcLlcWFhYoKqqCkKhUO5Ni2k0GpYtW4YXL17ghx9+6Pb+pqamSE1NlbpNjKrT1dVFVFQUYmJiAPw5srGwsFBpzm12ZWBggNWrV+Ps2bM4efIk1eHIzcetY7Kzs1FRUaF0X+w0hXiFNikpSa7Nvc3MzLBq1SpkZWUhLy9Pps9NFZIAqqHJkyfDw8MDmzdvpvy8ipGRkaR1zIsXLyASidSy5cXXLFiwALq6ulJtb1KNTqcjJCQESUlJ0NXVRVFREfLz8+V2ZnHIkCEYP348MjMzpZrPOmHCBHh4eCA9PV2jVl4MDQ0RHx+PsLAwvHr1CtnZ2aisrFSq11FycjJCQ0OxZs0apaswl4ePCxPETdeV/TWurj5eoS0qKpJpc+8JEybA3d0d6enpSvkFrDdIAqhmoqOjMWzYMKVrvmphYQEmk4nBgwerXcuLr+np9qayEDctjo6ORnt7O7KyslBRUSHThENbWxupqam4ceMGfvzxx27vb2dnh5SUFBw7dgwVFRUyi0OVmJmZSV5Hjx8/hlAoVIqkQ7wym5eXh+zsbEpjUTRlKEwg/kkezb379++PJUuWqN17D0kA1YiLiwvmzJmDwsJC8Pl8qsP5rI9bXvB4PJWYUNEbdDody5Ytw/Pnz7Fr1y6qw+kVExMTsFgsBAUF4dGjR+Dz+TL7YhEdHQ0Oh4N169ZJtVI9e/ZsmJqaKt1YMSrY2tqCw+HA29sbt27dAp/PpzTpGDduHLy8vDRuZbYr0jpGuciyuffMmTNhbm6O9evXq9V7D0kA1YSxsTGWLFmCBw8eYNeuXUr/R+ru7g4ulwt7e3tcuHABAoFAbdp5iA0dOhTjxo3D5s2bVf6DwNbWFlwuF15eXrh+/TpOnTrVp7ZCenp6WL16NWpqanD8+PFu7+/p6YlZs2Zh3759uHjxYq+vq25cXFzA4XDg7OyMxsZG8Pl8tLS0KDQGcQPvkydPorS0VKHXVkaqNtNW3fW1uberqyvmzZuHgwcPoq6uTo6RKh5JANUAnU7H3LlzYW5ujs2bN6tMewIajQZ/f3+wWCyYmZnh7NmzEIlEci88UAQdHR2kpqaiqakJP//8M9XhyIy7uzuSk5NhZ2eH2tpaCASCXp0zFU9EWbNmTbd/r+JCkba2NuzYsaO3oau1rkmHovvVTZs2DTY2NlI18NYUn2sdo4zTdzSJk5MTuFwuXFxccOXKFfD5fKnOHS9atAgAsHXrVnmHqHAkAVQDw4YNQ0REBHbu3KmS26laWloIDQ1FQkICGAwGiouLkZ+fr9KtY2JjY8FkMrFu3Tq1+/ZPo9EQGBgIFov1wYebtG0RTExMkJaWhoKCAohEom7v39NCEU31cdIhr2rIrsQV7j/99BNqamrkdh1V9fFMW3EVt6ZukyuDgQMHgs1mw9bWttsvsb6+vpgyZYrKjpvsDkkAVZx45ubJkyeVpsFwbzEYDERHRyM6Ohrv379Hbm4uSktLVa51jL6+PlavXo2qqiq1boehra2NqKgoxMXFobOzU+pWPz2ZiCJeSb1+/Tp++uknWYavtrpWQ2ppaUn61cmjkrsnDbw1WdeZtq9fv5ZUcZMVU2rQaDTJlyVjY2NUVlYiOzv7g76i4pGGjx8/xp49eyiMVn5IAqjCrKyskJKSgoaGBrX6cDQyMkJiYiJCQkLQ2toqaR2jKh8wXC4XYWFhGtMOw9DQEImJiQgNDUVrayv4fD5qamo++/vq6USU+Ph4JCYmquVKqrx9XA2Zm5uLsrIymSUd3t7emDFjhspVuFPJ1NQUTCYTQUFBSlXFram0tbURHh6O+Ph4aGtro7CwUFLRbmtri5s3b2LKlCkqubMmDZIAqihdXV0sXrwYALBlyxa13FKwsLAAm82Gv78/7t69Cz6fj4aGBqrD+irx9qamNCruytLSEhwOB76+vp9th8FgMDB+/HjY2dlJNRFFPHbpzJkz+OOPP+QdvtoyMTFBUlIShg4dimfPnkEkEuHcuXN9SjrE5zJfvnyJ77//XobRagYbGxuw2WwMGjQIt27dAo/Hw9WrV6kOS2Pp6ekhNjYWI0aMwLfffgs6nS75WWZmJv72t79RGJ38kARQRU2cOBHe3t7IzMzEgwcPqA5HrhwcHMDlcuHm5oampibweDzcuHGD6rA+65tvvoGPjw/S09Pl1jxZ2XVth9HY2IjHjx/jX//1X+Hh4YH79+9j9erVOHHiRLfPM3LkSAQGBiI9PV0txi5RzcrKCmw2G76+vrhz5w74fD4uXbrUq+cKCgrChAkTyLnMPhowYAC4XC6lVdzEP/31r3/FX//61w9uu3r1KoKDgymKSL5IAqiCIiMjMWLECLUsS/8aT09PcLlc9O/fH3V1dRAIBEqV/FpaWmLFihU4ffq0yp/HlIVBgwZhxIgRWL58ORgMhuT28+fPIzY29quPFf9bCgQCFBQUyDtUjeLo6AgulwtXV9defaHS1tbGqlWrcOvWLRw6dEiOkWqOrlXc586dg0gkIkceKDBmzJhPRlLm5eVhzJgxFEUkXyQBVDHOzs6YN28eSkpKcOrUKarDUTgajYaAgACw2WyYmJjgzJkzyMrK+uDwLlUmTZoER0dHrF27VuUKV+QlKirqs6t9np6eePjw4RcfN2XKFNjb25N/Sznq+oXqwoUL4PP5Un2hioqKApfLxfr167/6OyR6hk6nY8iQIUhKSoKhoSHKy8uRk5OjEeeIlYWOjg7y8/Ph7e0NAGhtbcW4ceNQWVlJcWTyIW0CqC3vQIjuGRkZYdKkSbhx4wZ4PB7V4VCis7MT1dXVOH/+PMLCwpCQkIDAwEBJ65jXr19TEpe9vT38/f3x66+/koSli6tXr+Ldu3fQ1v7nW8irV68QFBSEvLy8z55ddXZ2hq+vL3755RfybylHjY2NuHz5MgICAsBisbBixYpue3EyGAzEx8fjzJkzJPmTsY6ODlRWVqK6ulrSOmbo0KGkdYwCGRgYICcnB0ePHsWtW7cU2k9TmZEVQIrR6XTMnj0bVlZW2Lx5s1KseCkD8czaqKgovH37VlLpqOjEYfbs2TAxMcGGDRtIRd9H1q1bh+nTp4NGo6G9vR3ff/896HQ62trakJWVhcrKSnR0dMDU1BTOzs6IiYkBjUZDZmYm+bdUkI97cRYVFX32CxWLxUJUVBQyMjLUomG7MjMwMJC0jmlra0N2drbM53ETHxo7diwGDhyINWvWaETCTbaAVQSHw0F0dDR++OEHNDU1UR2O0jE2NkZiYiKCg4Px/PlzmVQ6Ssvd3R1z5szB/v37UV9fL/frqRJdXV2kpqbi2bNnuHbtGiorK/Hw4UP069cPTCYTgYGBePz4MfT09LBgwQIYGBjg1atXWLp0KX7//Xeqw9c4DAYDMTExiI6OlnyhamxsxLJly+Dv7w9tbW1s2bKFVGUr0MevFYFAgLq6OvLlSMbEIw2lbVGlDkgCqAJ8fHwwdepUnDp1CoWFhVSHo9QsLS3BZrPh5+eHO3fugMfjobGxUa7XXLx4MTo7O9VyVFBfJSYmIj4+HmvXrsWTJ08++bmtrS0mTJiAv/3tbx+0Xrh8+TJCQ0MVGSrRhbGxsaR1zJgxY2BjYyP52dGjRzF79mwKo9NMNjY24HA4GDhwIG7evAk+n09ax8jQ1KlT0b9/f6laVKkLaRNAevd3IeTB0tIS48ePx/nz50nyJ4WHDx/i0KFD2LJlC9ra2jBr1izMnTsXDg4Ocrmer68vHB0dwefz5fL8qszIyAgxMTEoLi7+bPIHAHfv3kV9ff0HyR8AeHh4wNjYWBFhEp/R2tqKo0ePIjs7+4PkD/izPQ/53SjevXv3sG/fPuzYsQMdHR2YO3cuZs6cif79+1MdmspzcnKCj48PRCKRxiR/PUESQAro6OhgypQpeP78OX777Teqw1EpN2/exM6dO7Fnzx4YGhoiJSUFkyZNgqWlpcyuQafTwWKxcOnSJbWcE9lXSUlJeP/+PfLy8r56v+rq6k96Jj5+/BhcLhdmZmZyjJDozt27dz+5rbOzE9bW1hREQwBAU1MTtm3bhgMHDsDMzAzLli3DX/7yF/Ja6QMOh4M7d+6gurqa6lCUEkkAKTBmzBiYm5vj4MGDGttUuK8uXbqEjRs34vDhw3B0dMSKFSswevRomaxgBAUFwdraGgKBQAaRqhcrKysEBwcjNzcXbW1tX73vw4cPsWvXLsnfeHNzM/7P//k/8PDwwKpVqzBs2DAYGBgoImziI/X19SgrK/vgtqqqKsyePRvjx4+HqakpRZERFy5cwIYNG3DkyBG4ublh1apVGD58OAwNDakOTaV4eXnB1dUVfD6fnKv8AtIGRsHCwsIQGBiIn376Cffv36c6HJXW2dmJqqoq1NbWIiwsDPHx8QgKCkJhYSEKCgp6lVxra2sjKSkJ1dXVpHP/Z3A4HDx79gwlJSXd3tfExASdnZ2YM2cOLl68iKamJnR2dkJXVxdRUVGIjY1FcHAw8vLyUFxcjLdv3yrg/4AA/uy7KRAI8PDhQzx69AglJSU4cuQIgoODkZSUBH9/f0kLpu4SfUL2uraOiYyM/KR1DHmtfB2NRgOHw0FTU1Ovp+JoAlIEokCOjo6YP38+ysvLcfLkSarDUTviuY+RkZF48+aNpHVMT85+xMTEgM1mY926daRP1EcGDBiABQsW4KeffkJNTU239x83bhy8vb2/OD7P0NAQCQkJCA0NxcuXL5GVlYWzZ8+SdhgK4O/vj0mTJmHHjh2fdB/Q1dVFbGwsoqOj8e7dO+Tm5qK0tJT0bqSQgYEB4uPjER4e/kmbJeJTgwcPxrfffoutW7cq7XhReSJVwErG0NAQS5YswbNnz7Bz505yIFWOTExMJJWOT58+hVAoRE1NTbfbAPr6+li9ejWqq6tx/PhxBUWrOhYtWgQ6nY4tW7Z0+29pY2ODZcuW4eTJkygtLf3qfc3NzcFisTB48GDcu3cPAoGAtN2RI/HIt5aWFhw4cOCL9zM2NkZCQgJCQkLQ2toKkUiEqqoqsp1Goa6tYx49egShUIjz589THZZS0dLSwqpVq3Dnzp2v/n2rM5IAKhEajYZZs2ahf//+2LRpE2m0qiBWVlbgcDjw8fFBS0sLeDweLl++/MX7JycnIzQ0FOnp6Xjx4oUCI1V+fn5+mDx5Mnbu3ClVYcyMGTNgaWmJ9evXS/1lx87ODlwuFx4eHrh+/Tp4PB6am5v7Gjrxkbi4ODCZTKlXuS0tLcFiseDv74+7d+9CIBDg4sWLCoiU+BJbW1twOBx4e3vj5s2b4PF4pGDtHyIiIjB8+HBs2LBBY49ZkQRQibBYLMTFxWHXrl2kvxMFnJycwOVy4eLigmvXrkEkEn2y7WVmZoZVq1YhNzcX2dnZFEWqnLS0tLBixQo8fPgQe/fu7fb+rq6umDdvHg4dOtSr1Ql3d3dwuVzY29ujvr4efD5fY9/IZc3IyAhpaWmorKzscdNnBwcHcLlcuLm5oampCTweTyO315SJq6srOBwOnJyccOnSJfD5fNy5c4fqsCijq6uL1atXo6GhQaM7bJAEUEl4eXlh5syZ4PF4yM/Ppzocjebt7Q0WiwU7Ozs0NjZCJBJh9OjRmDRpEhgMBmprazFv3jyNGBXUE+Jv1Bs3bsS9e/e+el8ajYZFixb1uYE2jUaDv78/2Gw2+vXr1+0sW0I633zzDfz8/JCent7r4g5PT09wuVz0798fdXV1EAgEePDggYwjJXrC19cXbDYbFhYWqK6uhkgk+mKPTnWWlJSE2NhYZGRk4NmzZ1SHQxmSAFIoKSkJ06ZNA41Gw8uXL1FSUoIDBw6QszNKgEajwcfHB0lJSUhISEBUVJTkZx0dHeBwODhz5gyFESoXBoOB1atXo76+HkeOHOn2/l8rLugNaWfZEt0Tn8v8448/pKri/hoajYaAgACw2WyYmpqisrIS2dnZJEGnEJ1Ox9ChQ5GUlAQDAwOUlZUhJycHr169ojo0hTA0NMTq1atRXl6O06dPUx0OpaRNAEkbGBlLSkrCzz//LJmA8P79e+zevZskf0qis7MTdXV1uHDhAkaNGvXBz+h0OkaNGkUSwC7i4uKgo6MDkUjU7X21tLTAZrMlLV9k4f379ygpKcHZs2cls2xDQkIkFd6kMlV6w4cPx6NHjz7p/9cbnZ2dqK6uxvnz5xEWFoaEhAQEBgZKWseQBF3xOjo6UFFRgXPnzn3QOiY/Px9FRUVq3zomISEBnZ2d3TaoJ/6JNIKWsalTp34w/kpLSwtjx46lMCLiczo7Oz+bpFhaWpKGq/9gYmKCqKgoFBUVSbWyExoaCjMzM/B4PJnH0t7eDpFIhPT0dJw/fx5cLherVq1CUFAQaDSpvuxqNE9PT3h4eIDH48m0dcj79+9RXFyMNWvWoKioCJGRkUhLS0NUVBS0tcn6AhXevn2LvLw8rFmzBpWVlUhMTERaWhpCQkI+Gc2oLszNzREaGoq8vDyNWfGUBfX8a6DQ586Pka76ymnDhg0f9Ke7e/cunj17hrS0NMnKlyZjsVhob2+X6uwqg8FAYmIizp49K9eCjdbWVhw7dgzr16/HrVu3MGHCBCxduhSenp5yu6aqo9Fo4HK5aGpqklt7nfb2dgiFQqSnp6Ouro4k6Erg1atXOHXqFNauXYsrV65g9OjRWLFiBXx9fakOTeaYTCZevXqF4uJiqkNRKeQMoIwlJydj37590NLSAgC8fv0ax48fR3V1NU6cOKHRFVrKJiAgALNnz0ZLSwtu376NY8eO4f3790hISEBYWBhevnwJkUiEs2fPatwWvq2tLZYuXYoTJ05ItWXIYrEQFRWFjIwMhZ4Dc3R0RHJyMlxcXHD16lXweDzcunVLYddXBVQ0xbWysgKbzYavry/u3LkDPp9PJjJQrH///mCz2fD29saNGzfA5/PVonVM//79sWTJEhw/fhzl5eVUh6MUSBEIBQwMDLBkyRIYGhpCV1cXb968wb59+wAAI0eOhJWVFSorK5GVlYXW1laKo9Vs3TUL7dqc+O7du+Dz+WhoaKAgUmrMnDkT5ubmWL9+fbdbhiYmJkhNTUVRURGEQqGCIvyQt7c3OBwObG1tUVtbC4FAQCa5gPqmuI6OjuByuXB1dcW1a9fA4/Fw8+ZNhcdB/JOrqyu4XC4cHR3R0NAAPp+Pu3fvUh1Wr82YMQMWFhZSvVdpCpIAKljXZs+bN2/+pASdTqcjPDwcCQkJ0NHRkVQz9mZeLdF3kZGRGDZsWLfNQrv2PtOUDzB3d3fMmTMHBw4cwIULF7q9/9ixYzFo0CCsWbOG0r9nGo2GoKAgMJlMGBsbo6KiAtnZ2Rrd1Fv8d75+/XpKW7V4eXmBy+XC1tYW58+fl8whJqijDq1jXFxcMH/+/F73HFVXJAFUMGmbPTMYDMTFxSEyMhJv375FTk5Oj+fVEn0jbm1y4cIF/P7771I9pmvvM3VeYaLRaFiyZAnevn2Lbdu2dXt/a2trLF++XCatRWRFW1sbERERiI+PB51OR2FhIQoKCjSuvyODwUBa2v/P3n0GRHVuewP/zwy9Kr1XAaX33mGaJjGJxqgxakzU2AWE855zcs89J/eeJthiNDHGWKOJJYmJOo3eexNpYsWGBXtBBN4POcy1M8DM7CnP71uGPbNXZJhZ+9nPWisdzc3NEr/PZYlGoyEgIABMJhNGRkbi1jHkbgh16HQ6QkJCkJycDF1dXZSVlSEvL09pCimGM55SnZAEUI48PT0xe/ZsHDt2DIWFhRI9x8jICElJSQgJCRnWvFpi9JhMJmJjY5GZmTms/WqDX2AsFktlV5iGu19szpw5sLCwwNq1axXuIkZXVxdxcXGIiopCT08PcnJyUFlZqXBxyspI3+eypqGhgfDwcCQkJJC7IQpCS0sL0dHRiI2NBQClaB3j5eWFDz/8EN9++y06OjqoDkehkARQTkxNTbFs2TJ0dHRgz549w37+cOfVEqNjYGCAjIwMlJaWgs/nj+g1nl9hKiwsRFFRkdKvMGloaCAtLQ0XL16U6L08ePtl7969aGxslEOEI2NsbAwmk4nAwEB0d3dDKBTi+PHjKn2xJY33uazp6OggLi4O0dHRePz4MbkbogD09fWRkJCA8PBwPHjwADk5OaiqqlK4vXV0Oh0rV67E7du3sW3bNqrDUTgkAZQDTU1NLF68GBoaGvjyyy9HdQXr4OCAiRMnwsnJCR0dHeDxeLh48aIUoyUAYPLkyfD398fq1atHPAprkK6uLuLj4xEZGYlHjx6JV5gU7cNSUrGxsWCz2Vi3bp1E+7MWL14MGo2GzZs3K0UyZWlpCQ6HgwkTJuDChQvg8XgqO5t78uTJ8PPzG9XIN3kxMjJCcnIygoODyd0QBTF27FgwmUz4+/vjxo0b4osmRREcHIypU6di48aN5HvyJUgCKAfvv/8+vLy88OWXX0qt99mECRPA4XBgaWmJhoYGCIVCldxrRgVTU1OkpqZCIBBIfKteEsbGxmCxWAgICMCNGzcgEAjQ1NQktdeXBz09PaSnp6O+vh6HDx8e8ngfHx988MEH+Oabb5SulYSzszM4HA4cHR3R1tYGPp+vUu2ZZPU+l7Xn74bw+Xy0t7dTHZZas7KyAofDwfjx49HZ2Qk+n0/5RZOGhgbS09Nx9uxZ7Nu3j9JYFBVJAGUsIiICkydPlsntLzqdLq5mNDAwQEVFBXJycnD//n2pnkfdzJgxA46OjsjKypLJCLGnPyzPnz8PHo8ntZFosjZp0iSEhoYiMzNzyD2NDAYDKSkpuH79Onbs2CGfAGXAy8sLHA5HqasgX0bW73NZc3BwAJfLJb0dFcjTF03t7e3g8/m4dOkSJbEM3qlYu3YtWRx5BZIAypCDgwMWLlyIsrIyHDlyRGbnUdW9ZlSwtbXFsmXLcPDgQZnP+n26z1ZLSwt4PJ5Mp2OM1tixY5GWlobc3Fzk5uYOeXxERATefPNNbNiwAV1dXXKIUHbodDqCg4ORnJwMPT09lJeXIzc3V2mqIJ9nZ2eHpUuX4sCBA6ipqaE6nFF5+m6IKlfeKxMvLy+w2WxYWFigvr4eQqEQ3d3dcju/jo4OMjIy0NjYiF9++UVu51U2JAGUEQMDAyxbtgzd3d3YunWrXPZ7qdpeMyp8/PHHMDIywoYNG+Ty70aj0eDj4wM2m42xY8eipqYGIpFIoaoxB02fPh0uLi7IzMwcsupvsLVIa2srDh48KKcIZU9TUxPR0dGIi4sDAOTn56OkpEShqyBfZv78+dDX18eGDRtUYg8d6e2oeOh0OoKCgpCcnCy+Q5WbmyuX3wmbzUZUVBQyMzNJ+6DXIAmgDNDpdHzyyScwMzPDxo0b5f4GfL6aUSAQKNTGXEU12Nh4165dMpuF+ioMBgNhYWFITEyEtra2uOXFo0eP5BrHqwyujB46dAhVVVVDHj/YWiQrK+uFZueq4PkqyMFRgMpwseXm5oaPP/4YO3fuREtLC9XhSJWGhgYiIiKQkJAABoOBoqIiFBUVkdYxFHr+DlVxcTEKCwtl9jsxNDREeno6pROHlAVJAGWAy+UiOjoaW7duxdmzZymL4+lqRkXZmKuoaDQalixZgr6+PokaG8uKtrY2YmNjERMTg97eXuTl5aGsrIzylheDK0ZffPHFkEnO4AewIrcWkZaxY8eKC3uuXr0KgUAg0VQUqgw28O7p6cGWLVuoDkdmnu/tmJubi4qKCsr/jtTZ87+TvLw8mbTzUZSJQ8qAJIBS5u3tjVmzZuG3335DSUkJ1eEA+H1jLpfLhYODg0pWM0rDYLXqli1bFKIgw9DQUNzy4vbt25S2vPDw8MBHH32E7du3o62tbcjj33nnHXh7eyMzM1NhVjBlzcbGBhwOB+7u7jh37hyOHTuGc+fOUR3WC4bbwFvZGRsbIzk5GUFBQbh58yaEQiEaGxtV4ra3snq+nY9IJEJ9fb1Ufic2NjZYunQpfv31V5SXl0shWtVGEkApMjc3x9KlS9Ha2qqQZeeqWs04WnQ6Hampqbh27Rp27txJdTjPeLrlxcWLF8Hj8eTazZ5Op2PFihW4d+8etm7dOuTx5ubmSElJwbFjx1BcXCyHCBXLuHHjwOFwYGdnh+bmZvD5fIUp7GEwGEhLS8OlS5dG1IxemVlYWIDD4cDT05OSvyPiRebm5mCz2fD29sbly5fB5/MlusB8nQULFoj3tirDdgyqkQRQSrS0tLB06VIMDAxg06ZNCluBq2rVjNIQFhaGyZMnK3S1qqOjI7hcLpycnOTaXiEkJARTpkyRuJHqhx9+CGtra6xZs0Ztb7fRaDT4+vqCxWIpVGFPVFQUJk2ahHXr1uHatWuUxkKVp/+OTp48CT6fTxoEU8ze3h5cLhcuLi44ffo0eDweOjs7h/06g3fftm3bRqZkSYgkgFIyc+ZMuLu748svv5RoOgLVVKWacbQ0NTWRnp6Ojo4O7N+/n+pwhuTp6QkOhwMLCwvU1dVBKBTKbBV38N/m9OnT+OGHH4Y83tHREYsWLcK+ffvQ0NAgk5iUyfOFPSUlJSgoKKBk4oa2tjYyMjLQ1NSEn3/+We7nVzSenp5gs9niRvoCgUCubUqIF3l4eIDD4cDa2hpNTU0QCAQSX6hoaGggJSUF165dU+qeo/JGEkApiI6OxhtvvIHdu3cr9Abwl3m+mjE7OxvV1dVqs3yekJCApKQkrFmzRmluhw+2V2AymdDT00NZWRny8vKkvoqbmJiIxMREif9tFi1aBAaDgU2bNpE9Vk95urDnyZMn4sIeeTZfZrFYiI6ORlZWFuUrkYqCNNJXPDQaDX5+fmCz2TA2NpZ49Xyw6fP69evVdnV7JEgCOErOzs745JNPUFRUpNQVj8pWzSgNenp6yMjIQHV1tUwbdcuKLFdxDQwMkJ6ejsrKShw9enTI4728vPDhhx9i69atpNL8FQwMDJCUlITQ0FDcvXsXQqEQdXV1Mk+WB6uyS0pKIBAIZHouZaSpqYnIyEjEx8eTRvoKgsFgIDw8HAkJCUOunuvr6yM9PR01NTX47bffKIhWeZEEcBSMjIywbNkyXL16Fdu2bVOJVbPnqxl5PB6lrWxkadKkSQgJCcHq1auVeg+kvr4+EhMTERYWhvv374t70o0msZg8eTL8/f2xevXqIW9Z0ul0pKSkoLu7G9u3bx/xOdWFmZkZWCwWfH19pbb5/XXefvtt+Pj4qFVV9ki8rJF+VVWV2u5lVQSDq+fR0dHo7+9HXl4eSktL8eTJEzAYDLi4uMDX11fcdUCZP8epQBLAEWIwGJg/fz7Gjh2LL774QuVuGyhyNaM0jBkzBqtWrZJ4rJkyMDExAYvFgr+/P7q6usDn80fU6NfMzAwpKSkQCAQoLCwc8vjBIpqNGzeS9kLD8Pzm92PHjkl9lu3g75LH46llVfZIPN9IXygU4vjx42RbA4UMDAzEF7n37t3DlStXsGrVKlhbW6OnpwcbN27EP/7xD6rDVDokARyhN998E2FhYdiyZcuIKpaUwfNjymprayESiVRissN7770Hd3d3rF69WuUKX2xtbcHlcjFu3DicOXMGx44dG9Z7dNasWbC1tcWaNWuG3KempaWF9PR0tLe348CBA6MNXS15eHiAy+XCyspK6rNsP/jgA9jZ2Un0uySe9XQj/QsXLoDH45HtDRQzNTUFi8XCP//5TxgZGYkfv3//Pry8vMj+1mEiCeAIDDZT/fnnn1FRUUF1ODLHYDAQGhqKpKQkyqsZpcHKygrLly/H4cOHVfr35+7uDi6XC2traxw/fhwCgWDICvXBSt4ffvgB9fX1Q54jOTkZcXFxKjvyTV5oNBoCAgLAYrGkNsvW3t4eS5Yswf79+1FbWyvFaNWLs7MzOBwOHB0d5dqCiXg5Kyurl47qnDRpEsrKyiiISHmRBHCYLC0tsWTJEjQ1NSlF2xBp0tLSElczPr8fQ5nMnTsXZmZmWLt2rUrs23ydwcSCyWTCyMhoyMRi0aJF0NDQwJdffjnkLa/BQpHy8nLweDxZhK92np5lq6GhgaKiIhQUFIyoIGHBggXQ1dXFF198QW5fSoGXlxfYbLa4BZNIJCKtYyhAo9FQX18Pe3t78WMPHjyAt7c3bt26RV1gSogkgMOgra2NZcuWobe3F5s3b1a5W4eSer6aUSQSoba2Vim+ZJydnbFw4UJ8//33OH78ONXhyM3TiQWDwUBRUREKCwvFiYWxsTFcXFzw/vvvS1zJ+/bbb8PX1xeZmZlKuxqsqEY7y3a44/sIyTzfgqmiogK5ubkqtwdc0U2ZMgVffPEFdHV1cffuXWRkZODHH3+kOiylQxJACdFoNMyaNQsuLi7YuHEjufLD7/sx2Gw2fH19ceXKFfD5fLS2tlId1mstXrwYNBoNmzZtojoUSjyfWNTU1GDBggWIi4vDo0ePwOfzMW/evCFfZ7C4gM/no6ioSA6Rq6fnZ9kKBIIhCxJoNBqWL1+Ohw8f4ptvvpFjtOpDU1MTUVFRiI+PBwAUFhaiuLiYtI6Rk08++QSGhoYQiUQ4e/bsqLZKqDOSAEooPj4eHA4HO3bsUPgkR97s7OzA5XLh6uqKM2fOgMfjKeSgedKr7v8MJhbp6elwd3d/5mcJCQlDTvKYOXMmHBwckJWVpXRbAJTR07NsL1y4AKFQiPb29pceGxgYiGnTpmHTpk0qW6CmKPT09JCQkICIiAg8fPgQ2dnZqKqqUvmtJVRycXHBggULlHLwgqIhCaAExo0bh3nz5iEvLw8ikYjqcBTW00UHTU1N4PP5CjMWj06nY+XKlbh58ybpVfeU5uZmWFlZPfPYf/3Xf712hdTW1hbLli3DgQMHUFNTI+sQiac4OTmBw+HAyckJZ8+eBZ/PF/fp1NXVxZgxYzBnzhx0dnbi+++/pzZYNTJmzBgwmUwEBATgxo0b4tYxhPQtXLgQmpqa+PLLL6kORelJmgBqyDoQRWVsbIwZM2ago6MD2dnZVIej0Nrb23Hy5En4+/uDxWIhJSUF1dXVyM7Oxt27dymNLSgoCBYWFhLNtFUnTU1NLySADg4OsLW1xcWLF1/6HDabja6uLtTV1ckjROIpZ8+exddffw03Nzew2Wx8+umnaG5uho2NDRYvXgwDAwNcvnwZU6dOpTpUtXLr1i0cOHAARUVF4HA4+OCDD9DZ2Qkej4fTp09THZ7KGDduHJydnclFvJyp5Qogg8HAp59+CgMDA2zcuJF0GR8GDQ0N8SgfTU1NFBcXo6CgAD09PXKPRVNTE+np6Th16hTZKPycwMBA/PLLLzAwMAAAHDlyBHV1dbC0tERDQwOEQqG4J52trS1sbW3x7rvvktsvCmCwT+fcuXMxd+7cZ3526NAhzJ8/n5rACLi4uIDD4cDBwQFtbW3g8/mkSboULF68GACwefNmiiNRDeQW8Gu8/fbbCAoKwtdff/3K1RDi9XR0dMRFB729vcjNzUV5eblcxyvFxcWByWRi7dq1pHjnOZMnT0ZAQAAKCgpw/vx5nDp1CnQ6HYGBgUhOToahoSEaGxsxffp0xMXFob+/H42NjWAymWREloJYsmQJ/ud//ueZxy5fvgwvLy+KIiIGeXt7g81mw9TUFPX19RCJRLh58ybVYSmlwcr2bdu24eTJk1SHoxLILeBXCAoKQnh4OA4ePEiSv1F49OgRBAIBysrKkJycjEmTJiEqKgpCoRANDQ0ybx2jp6eH+Ph4VFRUkOTvOaampggNDX2hkre/vx/V1dWor69HZGQk/vjHPyIsLAzA73sp/f39MWPGDOzZs4eq0ImnvGyv2aNHjxATE4OysjJSpEOhpqYmNDc3Izg4GMnJyfD19UV5eTlyc3PJHaVhYjKZOHPmDEn+KECnOgB5srGxwdtvv43KykpUV1dTHY5KuHPnDn766SesW7cOly9fxvTp07Fs2TK4ubnJ9Lzx8fGg0+kqM+9XmthsNu7evfvK7vlPnjxBYWHhS/tdhoSEyDo8QkKFhYUoKCgQX0x1dnZi69at4HA4WLVqFQIDA0GjSXShT8hAf38/KisrkZmZiZycHAQHByMjI0O8PYYYmqenJ+zs7EgRJkVUfgWQwWDA1dUV169fx6xZs9DV1YVff/2V6rBUzrVr17B79244ODhg4sSJ+Pjjj9HR0QEejyf1lVZjY2NEREQgPz+fNGp9jp2dHXx9fXHgwIEhV4iqqqoQHR39zGNmZmbw9/eXyyou8Xo2NjZoa2vDd999h8uXL6Ourg59fX0wMzMDi8XCtGnTEBMTAz6fT5pCU6i3txd5eXmoqKhAYmIikpKSEBERgezsbFRXV5PWMa9Ao9HAZDJx6tQpUlBDEZXeAxgaGorvvvsONjY2ePjwIQoKCrB48WIyVkYOJkyYAA6H89Kig9GaOnUqPDw8kJmZSRq0Pmf+/PnQ19fHhg0bhkzgTExMkJubCwcHBwDAsWPHIBKJMGHCBFy6dAk8Ho/clqHQ/PnzYWBggA0bNrw0ibC3tweXy4WLiwtOnToFHo+HCxcuUBAp8bSxY8eCyWTC398fN27cAJ/PJ4VVL+Hj44MPPvgAX331Fc6dO0d1OCqFFIEAqKysxLhx48T/3dPTA29vb6klIsTrDRYdMJlMGBgYiMcrjaa7u6WlJVasWIFff/0V5eXlUoxW+bm7u2PevHkSjwlLTExEYmIiDh06hKtXr4pXah0dHcHlcuHk5ISTJ0+Cz+eT/bJyNrgxXpIG9R4eHuBwOLC2tkZjYyMEAgH5jFMA1tbW4HA48PDwwPnz58Hj8XDmzBmqw1IINBoNK1euxK1bt0jrFxlQ+wRw7NixL50K8e677yI/P1/+AakxTU1NREZGivftPT+vdjjmzJkDc3NzrFu3jlSrPmW4Y8L09fWRnp6O6upqHDly5KXHeHp6gs1my2QVl3g1Op2OFStW4N69e9i6datEz6HRaAgICACTyYSRkREqKyuRk5NDRmkpAFdXV3A4HNjb26O1tRV8Ph9XrlyhOixK+fv7Y/r06fjyyy/JqrUMqH0CCADV1dVwcXER/3dfXx8+//xzHDx4kPRuooCuri4SEhIQGRmJhw8fIicnB1VVVRInck5OTvj000+xd+9eNDY2yjha5TLcMWFvvfUWAgMDsXr16tdWLcpiFZd4vZCQEEyZMgUbN24c9sqrhoYGIiIikJCQAA0NDfHFFhV9Ooln+fj4gM1mw8TEBHV1dRAKhbh9+zbVYckdnU5HSkoKrl+/jp07d1IdjkoiCSCA8PBwfPfdd7CyssLdu3exadMm9PX1kd5NFHt6vFJ3dzcEAoFE45UWLVoEBoOBTZs2kQKFp2hoaCAtLQ0XLlyQaEyYiYkJ0tLSIBQKUVBQIPE5IiMjkZCQMOpVXOLVtLS0sGrVqlE3Nx/s0xkdHY2enh7k5uaioqKCrJpTjE6nIyQkBMnJydDR0UFZWRny8/PVqnVMUFAQ3nvvPXzxxRe4dOkS1eGoJJIA/oeGhgbc3d1x/vx53Lt3D3Q6Xdy7SU9PD2VlZcjLy1OrP0BFYWlpCS6Xi/Hjx+P8+fPg8/mvrAbz8vLChx9+iG+//RYdHR1yjlSxRUdHg8vlYt26dRLNaJ4+fTqcnZ2RlZX10lYwr6Orq4v4+HhERkaip6cHOTk5qKysJImFlCQlJSEhIQFr1qyRysWpkZERmEwmgoKCcPPmTQiFQjQ2NpILKIppaWkhOjpa3IQ9Pz8fpaWlw/57VDZ0Oh1paWm4fPky6TcqQyQBHIKmpiZiYmIQGxsLAMjPz0dJSYnK/wEqIhcXF3C5XNjb2+PkyZMQiUQ4f/48gN9XC62trTFx4kTcvHkT3333HcXRKhYdHR2kp6fj+PHj+OWXX4Y83traGitWrMBPP/2EysrKEZ/X2NgYTCYTgYGBuHnzpngVlyQWI2dgYID09HSUl5eDx+NJ9bUtLCzA4XDg6emJCxcugM/nkwspBaCvr4/ExESEhYXh/v37yM7ORk1Njcq2jgkLC8PkyZOxYcMGdHV1UR2OyiIJoISe/gN88OABRCKRSv8BKjJPT08wmUxYW1ujtbUVzs7OWLBgAbS1tXHr1i3MmjULpaWlVIepUNhsNqKiopCZmYm7d+8OefxgEc3atWul8h63tLQEm80miYUUvPPOO/Dx8UFmZiYePnwok3M8XeHd3t4OPp9PbsMpABMTE/G2mKtXr4LP56O5uZnqsKRKW1sb6enpaG9vx/79+6kOR6WRBHCYnv8DFAgEpHcTBWg0Gry9vfHBBx9gwYIFz/ysoKAA77zzDkWRKR4jIyOkp6ejsLBQok76jo6OWLRokUyKaJycnMDlcuHo6EgSixGwsLDAypUrcezYMRQXF8v8fJ6enuBwOLCwsEBdXR1EIhEZqagAbGxswOFw4O7ujnPnzuHYsWMq0yOPzWYjOjoaWVlZaln8Ik8kARwhVf4DVCazZ8/G+vXrn3ns3r174qbFBDBlyhRMmDABmZmZElV5Lly4ENra2ti4caPMbtU+nVjU19dDKBSSxEICc+bMgYWFBdauXSu3/ZR0Oh1BQUFITk6Gvr6+uMKbTNeh3rhx48DhcGBnZ4fm5mbw+XxcvXqV6rBGbMyYMUhLS5P4YpUYHZIAjpKq/QEqmwkTJqCkpOSZxy5cuIC//OUvyMnJkeh2pyobXDE6cuSIRLfFh9skejRIYjE8Li4uWLBgAb7//nuJquGlTVNTE1FRUYiPjwfw+wzioqIish+aYjQaTdw6ZsyYMSgvL4dIJMKjR4+oDm3Y3n//fYwbN45Mb5ITkgBKwdN/gGPHjkVNTQ2ys7PJ8rWcbNu2DW+88QY0NTVx8uRJrFu3Dm5ubtDU1ERpaSkKCgpktldK0X344YewsrKSaMWIRqNh2bJl6OnpwZYtW+QU4YsNwAcTC/IF8H9oNBqWLFmC/v5+bN68mdJY9PT0kJCQgIiICDx48EDcp5Psh6YWg8FAZGQkkpOT8fjxY/B4PNTV1SlNwZWdnR2WLl2KQ4cOoaqqiupw1AJJAKWIwWAgLCwMiYmJ0NbWRklJiVonH/JgY2OD5cuXQygUorOzUzyTVltbG7GxsYiOjha3TygpKcGTJ08ojlh+Bvfy7du3Dw0NDUMe7+vri5kzZ1I2c1NPT0/cOmawAXhlZSVJLPB/ExEUaR7qmDFjwGKxxLNsBQIBmpqaqA5L7RkZGWHixInw9/fH2bNncfjwYaUYaLBw4ULo6upKNJ+ckA6SAMqAtrY2YmJiEBMTg/7+fuTl5aG0tFStkg95mTdvHsaMGYP169e/NFEwMDAQV2/fu3cPIpEItbW1apFUfPrpp9DU1MSXX3455AfqYNf9GzduYMeOHfIJ8BVG2gBcVQ028L506RJ2795NdTgvsLa2BpvNFvfpJLNsFYOLiwsmT54Mc3NzlJeXQygUKuxt4cH+rdu2bRNfxBOyRxJAGTIwMEBSUhJCQ0Nx9+5dcfJBrm6kY9y4cfjkk0+we/fuISuxTU1NwWKx4Ofnh66uLvD5fLS0tMgpUvnz9PTE7NmzJW6IHRoainfffRcbNmxQmNUCS0tLcDgcTJgwAZ2dneDz+S+d263qYmNjwWazJW7gTZWn+3SSWbaKgU6nIyoqCsnJyejt7QWPx1O47yAGgyG++Ny+fTvV4agVkgDKgZmZGVgsFnx9fXHlyhXw+Xy0trZSHZZSG+meKFtbW3C5XIwbNw5nzpwBj8cTN5NWFXQ6HStXrsTt27exbdu2IY/X0NBAeno6zpw5gx9++EEOEQ6Ps7MzuFwuHBwc0NbWBj6frzBJqqzp6ekhPT0d9fX1OHz4MNXhSITMslU8hoaGmDhxIgICAhRulTY6OhoTJ07E+vXrSQGlnJEEUI7s7OzA5XLh6uqK06dPg8fjobOzk+qwlJKPjw8++OADbNmyZUQfZG5ubuByubCxscGJEyfA5/Nx7do1GUQqfyEhIZgyZYrEMzRjYmLA4XCwdu1a3LhxQw4Rjoy3tzfYbDbMzc3FiYWqz+h+4403EBwcjMzMTKWqjiazbBWTi4sLJk6cCDs7O7S2tkIgEFB6MaWrqyueUPTzzz9TFoe6IgkgBdzd3cHlcmFtbY2mpibw+XyFvrWjaOh0OlJTU3H9+vVR7Vej0Wjw8/MDm82GsbExqqqqkJ2drdStYzQ1NbFq1SqJV/O0tbWRkZEh8Yg4qj0/o7u8vBy5ubkqmViYmJggNTUVOTk5yMvLozqcEdHS0hKP0lTXYixFM9hEf3CVtqGhgbIG32+88QZCQkKQmZmJe/fuyf386o4kgBSh0Wjw9/cHi8WCkZERqqqqSN86CQ3Oidy4caNUrl4ZDAYiIiKQkJAATU1NFBcXo6CgQKKmyYomPj4eycnJWLt2rUQf6EwmE7GxscjMzMSdO3fkEKF0PN+TrqCgAMXFxSrVk27GjBlwcnJCVlaW0v9/6evrIykpSS2LsRTV8xdTlZWVyM3NlVsiZmpqitTUVIhEIuTn58vlnMSzSAJIMQ0NDYSHh6tE8iEPWlpaSE9Px8mTJ6U+J1JbWxvx8fGIiopCb28vcnNzUV5eLreJC6Olp6eHjIwM1NTU4LfffhvyeH19fWRkZKC8vBw8Hk8OEUrf8z3psrOzUV1drfSJhb29PZYsWYIDBw6gpqaG6nCkxsTERNw6Rh2KsZTB8304i4uLUVhYKPPvoFmzZsHOzg5ZWVlkRZgiJAFUEDo6OoiLi1Pa5ENeEhMTkZiYiDVr1shs/5eRkRGSk5MRHByMW7duQSgUoqGhQaEq515m0qRJ4tspkuwXG9xftnr1aqW/hTp27FgwmUyV6Um3cOFC6Ojo4IsvvlD4991I2NragsPhwM3NDWfPngWPx1OY/obqSldXV/wd9PjxY+Tl5aG8vFwmyZmzszMWLlyIH374AfX19VJ/fUIyJAFUMMqafMjD4ApXdXU1jhw5IvPzmZubg8PhwMvLC5cuXQKPx1PYHlVjx45FWloacnNzkZubO+TxY8aMwapVqyQ+XllYW1uDw+HAw8ND4aodJTXYwkcdeqKpcjGWsnr6O+j27dvIzs6WausYGo2GxYsXAwA2b95MvtsoRBJABaVMyYe8DHeFS1ocHR3B5XLh5OSEkydPgs/n4+LFi3I7vySmTZsGNzc3rF69WqL9YlOnToWHh4fKztx0dXUFh8NRup50gw25b968ie+++47qcOSCRqPB19dXPMu2uroa2dnZSrUnVRWZm5uDxWLBx8cHV65cgUAgkMrt+sGpNl9//TXOnj07+kCJESMJoIJzcHDAxIkT4eTkhI6ODvB4PIVLPuRhcMUqLy8POTk5lMTg6ekJDocDCwsL1NfXQygUUlI59zxra2ssW7YMhw8fRkVFxZDHm5ubIyUlBUeOHEFpaakcIqTO8z3pRCIRbt26RXVYrxQeHo633noLX3zxhVIkrNLEYDAQHh6OxMREaGlpifdDK+r0CnXxdPuys2fPgs/njzhx09DQwKpVq3DhwgXs2bNHuoESw0YSQCUxYcIEcDgcWFpaoqGhAUKhUKF7tknbe++9B3d3d8pXrOh0OoKCgpCcnAx9fX1UVFQgNzeX0h5tH330EUxMTLBu3TqJih9mzZoFW1tbZGVlqcUe06d70unq6qKsrAx5eXkKt+9RW1sb6enpaG1txcGDB6kOhzKDc7xjYmLQ29sr071ohOTc3NzA4XBga2uLlpYWCASCYV+kDHYpWLdunVp9fykqkgAqETqdjsDAQDCZTBgYGIiTD1Xvn2RpaYkVK1bg119/RXl5OdXhAHi2DQmNRhO3IZF3curq6or58+djz549EhU92NnZYenSpdi/fz9qa2vlEKHi0NLSQnR0NOLi4jAwMCDuSacoLVZYLBaio6ORlZVFbn/i9+kVSUlJCAkJwZ07dyASiVBXV0f2jFGIRqPBx8cHLBYLJiYmqK+vh0gkkqggz8DAAOnp6aiqqpLLHm5iaCQBVEIaGhqIjIxEQkIC6HQ6ioqKUFhYqJJ7uQBgzpw5sLCwwNq1axVuxerpNiQPHz5EdnY2qqqq5NKGZHAz9cDAgMTj8D7++GMYGRlh/fr1avtFqq+vj4SEBISHh+PBgwcQiUSoqamhtHWMkZER0tPTUVRUBKFQSFkcisjMzAxsNhs+Pj64fPkyeDwe2tvbqQ5LrQ2uqiclJUFPTw8VFRXIy8t77WLE22+/DV9fX2RmZuLhw4dyjJZ4FZIAKjFdXV3Ex8cjMjISjx49Qk5ODqqqqhQuSRoNJycnfPrpp9i7dy8aGxupDueVqGhDMtxxeIOrhbt378aJEydkGpsyMDExAZPJREBAAK5evQqBQEDZv8vUqVMxfvx4ZGZmkh6gr2Bvb4+JEyfC2dkZp06dAo/Hw4ULF6gOS60N3gmJi4sDnU5HQUEBCgoKXvgOMjMzQ0pKCvh8PoqKiiiKlngeSQBVgLGxMZhMJgIDA9Hd3Q2hUIjjx4+rxArPokWLoKGhgS+//FIp/n/k1YZkJOPwnm69QPwfGxsbcDgcuLu749y5c+DxeHKtThws4lGkLQ6KzMPDA1wuF1ZWVmhsbIRAICD7ySimp6cnbqLf1dWFAwcOPDOlaebMmXBwcCBNnxUMSQBViKWlJTgcDiZMmIDOzk7w+XycOnWK6rBGTJn7obm6uoLL5cLOzg4tLS3g8/no6uqS2usPVotu2LBBotcd/LfcunWrUr8nZGncuHHgcDgy+529yrx58zB27FiJi3iI37c/DO6HNjQ0RGVlJXJyclR+P7Sis7GxwXvvvQczMzP8+OOPsLGxgZ2dHTw9PbFv3z6VmmqjCkgCqIKcnZ3B5XLh4OCAtrY28Pl8qczMlSc6nY4VK1bgzp072LZtG9XhjMjzG6Zra2shEolw+/btUb3u4Di89vZ2HDhwQKI4Vq5cqdT/lvIiq9/Zq7i5ueHjjz8mt+VHSENDQzzHm8FgqPx+aGXAYDAwd+5c/OEPf4CZmRkA4O7du4iPj1e6puyqjiSAKszLywscDgempqbDqtZSBMHBwZg6dSo2btyo9H0PGQyGuA2JtrY2SktLkZ+fP+KN0ElJSYiPj0dWVpZEiUlgYCCmTZuGL7/8kuyZktDg7ywpKQk6Ojqj/p29DI1Gw/Lly9HT04Ovv/5aaq+rjp4eY9bT04Pc3FxUVFSo1H5oZbJ06VJ8/vnnzzy2e/durFixgqKIiJeRNAHUkHUghPSdOHECLS0tCA4ORnJyMnx9fVFeXo7c3FyF64H2NA0NDSQnJ6OxsVHpkz8A6OvrQ3l5OWpra8X9zUJDQ5GXl4fS0tJh7YkxMDBAbGwsSktLJUr+GAwGkpOT0dTURJK/YXj6dxYTE4PY2FiEhoaKW8dIYx9TYGAgrK2tsWnTJilErN4ePnwIPp+PsrIyJCcn44033kBUVBQEAoHK7IdWJg4ODi885ujoSEEkhDSQFUAlp6mpKe6BBkDct05ReqA9LTY2Fmw2G2vXrlXJzd0GBgZISkpCaGgo7t69C5FIJPGszbfeegsBAQFYvXq1RKtRERERePPNN7Fu3ToyY3UUDAwMkJiYiLCwMNy7d0/8Oxvpnj1NTU2sWrUK586dw969e6UcLWFpaQk2mw1PT09cuHABfD4fHR0dVIelNpKTk7F///5nHvvss89IAZqCIbeA1czzPdCys7NRXV2tMJvPdXR0kJGRgcbGRvzyyy9UhyNTpqamYLPZ8PX1xZUrV8Dj8dDW1vba41NTUyEUClFQUDDk6w/uFWxra1PryRLSZGpqKm7309XVBYFAgObm5mG/TkJCApKSkrB27VqFGCeoqpycnMDlcuHo6Ij29nbw+XxcunSJ6rBUnr6+Pvbs2QNfX18AwJ49e/C3v/1NYb5niN+RBFBNjR07FiwWSyF6oD2NzWYjKioKmZmZuHv3LtXhyMXTszZPnz4NHo+Hzs7OF44bbiuFwSQjKytLoeffKiNbW1twOBy4ubnh7Nmz4PF4OHfunETP1dfXR3p6Oqqrq8lEBDnx8vICm82GhYUF6urqIBQKlWY/tDKaMmUKvLy8kJWVpdDbjdQdSQDVnI2NDdhsNjw8PCjpgfY0dZ+G4O7uDi6XC2traxw/fhwCgQDd3d3gcDjw9/eHs7Mzvv76a4laKejq6iIjIwO1tbX47bff5BC9eho3bhy4XC5sbW3R3NwMPp+Pq1evvvY5b775JoKCgrB69Wry5ShHg3O8mUwm9PT0UF5ejry8PErneKsiW1tbLFu2DL/88gvpa6ngSAJIAJB93zpJvPPOO/D29sbq1avVdhoCjUZDQEAAWCwWDA0NER4ejoCAAADAwMAAUlJSsGvXriFfh8PhICIiAqtXryZfcDJGo9Hg6+sLFouFsWPHoqamBiKR6KXzfE1MTJCamors7Gzk5+fLP1jimTneAFBYWIiioiKF3A+tjObPnw99fX1s2LCBFN8oOJIAEmKDPdDYbDbGjh0r8x5oTzM3N8fKlSvB4/FQXFws8/MpOg0NDcyZMweZmZnPPH7lyhV4enq+9rmGhobIyMhAYWEhRCKRLMMknsJgMBAWFobExERoaWmhuLgYBQUF6OnpgZ6eHjw8PODn5wdra2tkZWWRhINiT8/xVsT90MposK/lzp070dLSQnU4xBBIGxhCbGBgAI2NjThx4gRCQ0ORlJQEPz8/mfRAex6bzcadO3fILYP/ePLkyUs3q5ubm0NTU/O1yUNSUhIeP36MwsJCWYZIPKevrw+lpaWoqalBXFwcoqOjERoaivv372P58uUwNjbG48ePSfKnIB48eICjR4+itLQUTCYTb7/9NmJiYuQyx1sV0Wg0cLlcnDlzhiR/KoasAKohLS0tcd+6/v7+EfWtk4S9vT2WLFmC/fv3o7a2Vqqvrcz09fVRX18PU1NT8WMdHR04ePAgRCIR6uvrX7jFYmFhgRUrVpCh6wrAyMgIXC4Xa9euha6urvjxu3fvwtPTk9yaVzDymuOtqvz9/TF9+nRs3rwZ58+fpzocQgLkFjAxpNH0rZPEggULoKenR/aMvASXy8W//vUv0Ol0CIVCbNy4EdHR0fD29sbly5fB5/PR1tYGHR0dJCUlITg4GD09PcjMzCRTEBSAq6srqqqqXng8Pj4ejY2NFEREDEUR9kMrGwaDgbS0NFy+fBm7d++mOhxCQiQBJCRmamoKFosFPz8/XLlyBQKBYNRL/e7u7pg3bx527NiB1tZWKUWqOqZOnQonJydkZWU987i9vT04HA5cXV1x69YtzJkzB5aWlgB+XyVMTEzEvXv3qAiZeIqGhgYaGxthZWUlfuzRo0f4+9//jiNHjkjcOoaQLxqNBm9vb7DZbLnMhFZ2kZGReOONN7B+/fohq+AJxUESQGLYnu5bd+bMGfB4vBEt+dNoNCxbtgw9PT3YsmWLDCJVbpqamvjss89QWFiInJyclx7j7u6OzZs3IzAw8JnH//SnP5H5sgrio48+wueffw59fX1cvXoV//73v2FoaAgbGxu0trZCIBDg8uXLVIdJvIQ8ZkIrO21tbaSnp6OlpQWHDh2iOhxiGEgRCDFsFy5cwNatW+Hm5gYul4vFixejqakJAoFgWOPG/Pz8YGNjQ8YDvYKnpye0tbVRV1f3ymPa29tf+mXk4eEhy9AICTEYDJiZmeGzzz5DQUEBLl68iN7eXnHFPZPJxIoVK1BfXw+hUEimgiiYV82EltV+aGUUExMDbW1t0nFAhdGpDoBQPCdPnsTGjRvxww8/wNbWFikpKXjnnXdgaGg45HMZDAZYLBZOnDhBNgy/QmBgIM6ePTtkUvCyD15TU1NwOBzo6OjIKjxCAmFhYRg7dqy4wfpg9e9gxf26detw6NAhODs7IzU1FW+++Sb09fUpjpp43uPHj5GTk4PMzEzU1dWBzWYjPT0dwcHBoNEkWkRRSQYGBoiJiUFJSclL+14SqoHcAiZei8FgICIiAgkJCdDU1ERJSQny8/Nf2dCZ7Bl5PQMDA/zpT3/C4cOHUVFR8dpjNTQ08OOPPyIqKgq3bt3C5s2b0dLSgpiYGPT29iIvLw/l5eVktULOtLS0kJGRgdbW1iFnMWtqaiIyMhIJCQkASHNiRff0fuiuri7w+Xy1bH0yefJk+Pv7Y/Xq1eS2uBIiewAJqdLW1hb3QHtV8jG4Z0SSL0Z1FR0dDQ6Hg7///e9DfrDq6Ojgz3/+M0Qi0TO9/wwNDZGUlISQkBDcuXMHQqHwpa1jCNlISkpCfHw8srKyJC4eeL45cU5ODqqqqkhzYgVla2sLLpeLcePGjWo/tDIyNTVFamoqBAIB6TmqpEgCSMiEoaEhkpOTERwcjDt37kAkEiEkJATz5s2Dvr4+Ojo6MGfOHFJV9wrLli3DzZs3sWfPniGPDQ0Nxdtvv41//vOfuHv37gs/Nzc3B5vNFreO4fF4aG9vl0XYxH/o6ekhIyMDVVVVOHr06LCfP3bsWDCZTPj7++PGjRukObGCG9wPbWNjgxMnToDP5w9rP7QymjFjBpycnJCZmUnuLigpkgASMmVmZgY2m43JkycjOTn5mZ/NnTsXv/76K0WRKS4LCwukpqZi9+7dOHHixJDHL1q0CA8fPsSOHTtee5yDgwO4XC6cnZ1x6tQp8Hg8XLhwQUpRE0+bNGkSQkJCsHr1ajx48GDEr0OaEysPGo0GPz8/sFgsjBkzBlVVVcjOzn7pRZmys7W1xbJly3Dw4EFUV1dTHQ4xQpImgKQIhBiR69ev4/vvv39pU+K33nqLgogUX2BgIO7fvy9RX0QzMzM4OjqipqZmyGPPnz+PLVu2YMeOHdDX18fSpUsxY8aMZyaNEKNnbGyM8PBwFBUVjSr5A4DLly9j+/bt2Lp1K+h0OhYuXPhMz0dCcQwMDKC+vh5r1qzB0aNH4e3tjfT0dLBYLGhra1MdnlRxOBx0dXWRyU1qgrSBIUbl1KlTLzxmaGgIIyMjUj32FBqNBn9/fzQ2Nko0ySMoKAgPHz4c1gb01tZWtLW1ITAwEEwmE6mpqaioqEBubi5pHi0FycnJ6OnpkeoovlOnTmHTpk3w8fEBm83GihUrSHNiBdXX14eSkhJUV1eL90OHhYUhLy8PZWVlSj+hZ9y4cXBzc8OuXbvI3lQ1QW4BE6Nia2uLkpISGBkZAfh9ZfCnn37C48ePUVBQgMLCQlLxiN/HUM2fP1+ieZo0Gg1/+MMf0Nrail9++WVE59PQ0BBXn9LpdHH16ePHj0f0eurOzMwMqampOHr0KEpKSmRyDgaDgdDQUCQlJUFbWxslJSUoKCggVZgK6vn90AKBAA0NDUpZjEWj0bB06VL09vaSRvMqgOwBJOTCx8cHc+fORWdnJ65du4Zff/0Vjx8/RkJCAqKjo3H//n0IhULU1dWp9VXlq0a/vcy4cePwySefYNOmTejs7BzVeXV1dREfH4/IyEg8evQIOTk5qKysVOvfxUjMnDkT9vb2WLNmjcw3xmtrayMmJgYxMTHo6+sTrzCRDfmK6elirEuXLoHP5ytdMZavry9mzpyJr776iowxVAEkASRkjsFgIDU1FVevXsXOnTtf+LmJiQk4HA58fX1x9epViEQiHD9+nIJIqSXJ6Lenvf/++7C1tcXatWulFoOxsTFYLBYCAgLQ3d0NgUCglr+LkRjcGH/gwAGJ9mRKi4GBAZKSkhAaGoq7d++KL6SUcYVJHShrMdbg53hXVxd27dpFdTiEFJAEkJC56OhocLlcrF+//rWtEWxtbcFkMjF+/Hh0dnaCz+e/dO+gqvLz88OMGTOwevXqIad/aGtr47PPPkN2djYKCgqkHoulpSW4XK74d8Hj8XD69Gmpn0eVzJs3D2PGjMH69espWTk1MzMDi8WCr68vLl++DD6fj7a2NrnHQUhm/Pjx4HA4sLKyQkNDA4RCIW7cuEF1WK8UERGBN998Exs2bEBXVxfV4RBSQBJAQqa0tbWRkZGBpqYm/PzzzxI9x9nZGVwuFw4ODmhra4NAIMClS5dkHCn15s6dCx0dHYn21oSEhOCdd97Bv/71L5kW0bi4uIDD4cDBwQGtra3g8/m4cuWKzM6nrFxcXLBgwQLs2bOH8n599vb24HK5cHFxwenTp3Hs2DGlWGFSRzQaTVyMZWhoiMrKSuTk5ChcMZaWlhbS09PR1tZGmverEJIAEjKVnJyMuLg4ZGZmDjtR8fLyApvNhoWFBerq6iASiYZcGVNWBgYG+OMf/4hff/11yNFvAPDpp5+ip6cH27dvl0N0gLe3N9hsNkxNTVFfXw+hUIhbt27J5dzKYNGiRaDT6di0aRPVoYh5eHiAy+XCysoKjY2NEAgECr3CpM6eL8YqKipCYWGhwhRjjWSqDaH4JE0ASRsYYtj09fURExOD0tLSEa1SnThxAi0tLQgKCkJycvIz7Uru378vg4ip4+fnh4GBATQ2Ng55rKmpKZycnLB37145RPa7pqYmNDc3IyQkBMnJyfD19UVpaSny8/NH3etO2Xl6esLR0RHffvst1aE8o62tDe3t7c+0+1HUFSZ19+TJExQWFqKqqgrx8fGIi4tDeHi4uBiLytYxBgYGiI2NRWlpKUn+1BRJAIlhS0hIwMDAwKj2qPX396Oqqgr19fWIjIxEfHw8goODVa5dSUBAAFpbWyVq5THY+6+5uVkOkf2f/v5+VFRUoK6uDtHR0YiLi0NISAjy8/NRUlKiltWnNBoNLBYLHR0d6OjooDqcFwwMDKCmpgYNDQ3iFabAwECFW2Eifvfw4UPweDyUlpaCyWTizTffRFRUFIRCIY4fP05JYU9iYiL6+/uRn58v93MTioHcAiaGxdjYGOnp6cjNzUVubq7UXldPTw9xcXHPtCupqqpS6uaqwxn9Jo3ef9Kir6+PxMREhIeH4969exCJRKitrVWr1jEBAQF4//33pdKKRx5e1u5H2f9+VJmlpSU4HA4mTJiACxcugMfjybUwzsTEBKmpqRCJRDIpNiOoRfYAEjIxZcoUjB8/HpmZmTJZZTA2NgaTyURgYCC6u7spvUIeLTabjbCwMPz9738f8otYmr3/pMXExAQsFgv+/v7o6uoCn88f1mQSZcVgMJCWloZLly5hz549VIczLKr096MOnJ2dweFw4OjoiLa2NvD5fFy+fFnm550+fTqcnZ2RlZVFGvWrIJIAElJnbm6OlJQUHDlyBKWlpTI9l6WlJdhsNjw9PXHhwgXw+XyFvBX3KsNd0ZNF7z9psbW1BZfLxbhx43DmzBnweLwhp5kos8G2GOvXr8fVq1epDmdEnl5hUsfWS8rGy8sLHA4H5ubmqKurg1AoxM2bN2VyLhsbGyxfvhyHDh1CVVWVTM5BUIskgITUffDBB7Czs0NWVpbcbi05OjqCy+XCyckJJ0+eBJ/Px8WLF+Vy7tEYbB8iyeg3bW1t/PnPf0ZOTo5C345xc3MDl8uFjY0NTpw4AT6f/9r+j8pIU1MTGRkZaG9vx4EDB6gOZ9Seb70krxUmYvjodDqCg4ORnJwMPT09lJeXIzc3V+rFWFT3tSRkjySAhFRRNQ1hkKenJ9hsNiwtLZWiuepwRr8FBwfj3XfflXnvP2mg0Wjw8/MDi8WCsbExqqurkZ2djbt371IdmlTEx8cjOTkZa9askdkKDBVIux/loampKS7GAoCCggIUFxdL5Vbt4FYTSfYlE8qLJICEVM2bNw/GxsZYv349ZfuJ6HS6uPWFgYGBwra+0NTUxJ///GcUFxcjOzt7yOMXLlyI3t5efPfdd3KITjoYDAbCw8ORmJgITU1NFBcXo6CgAD09PVSHNmK6urrIyMhAbW0tfvvtN6rDkTo6nS5u96Orq4uysjLk5eWpfbsfRaWnpycuxnrw4AGys7NRXV094lU7Go2GJUuWoK+vD1999ZWUoyUUCekDSEiNi4sL3N3dsXv3bko3k/f396O6ulrcOubp1hdFRUUKk3xMmDABOjo6qKurG/JYU1NTODs7Y9++fXKITHr6+vpQUlKC6upqxMXFITo6GmFhYcjNzUV5eblSVp/GxcWBTqdLtbpdkbys3U9wcLBat/tRZA8ePMCRI0dQUlICFouFd999F9HR0RAIBCNavfP29oadnR22bNkig2gJZURWAIkhLV68GACwefNmiiN5lq6uLuLi4hAVFYWenh7k5uaioqKC8uRj7ty50NXVlegqm8lkIioqCv/7v/+r1F/AhoaGSE5ORkhICG7dugWhUIiGhgalqT41NDRERkYGCgsLIRKJqA5HLki7H+ViY2MDNpsNDw8PnDt3DjweD2fPnpXouXQ6Hampqbh27Rp27twp20AJypFbwIRUeHp6Yvbs2di6davCVhEaGRmByWQiKCgIN2/ehEgkoiz5GM7ot8FK4ba2NonnKSs6c3NzcDgceHl54dKlS+DxeDh58iTVYQ3p7bffho+PD1avXq0wK8nyYmJiAjabDT8/P7Vq96OsXF1dweVyYWdnh5aWFvD5fHR1db32OeHh4XjrrbewYcOGIY8llB9JAIlRo9FoWLlyJe7cuYNt27ZRHc6Qnk8++Hw+2tvb5RpDVFQUuFwu/vGPfwy5t8rV1RXz58+XqFJY2Tg4OGDixIlKUb1tamqK1NRU8Pl8FBUVUR0OZdSt3Y8yo9Fo8PHxAZvNxtixY1FbWwuRSPTSkW5aWlpIT09Xmcp2YmgkASRGLTAwENOmTcOXX36JCxcuUB2OxBwcHMDlcuHs7IxTp06Bx+PJLf6lS5fi9u3b2L1795DHTps2Dfb29lizZo0cIqPGhAkTwOFwYGlpKa4+7e7upjqsZww2xc3MzFTq2/DSog7tflQFg8FAaGgokpKSoK2tLZ7j/fDhQ9BoNLi7u8Pd3R2hoaHIysoiM3/VBEkAiVFhMBhYtWoVLl68qHTTEAaNHz8eHA4HVlZWaGxshFAoxPXr12V2vuGMfhvs/Zebm6vyszifrt7W19dHRUUFcnNzcf/+fapDg7W1NVasWIGffvoJlZWVVIejMAbb/bDZbBgZGalcux9Vo6WlhdjYWMTExKC/vx9nzpxBSkoKHB0d0dvbix9++AErVqygOkxCTkgCSIxKdHQ0uFwu1q9fr9RX/zQaDQEBAWCxWDA0NERVVRVycnJk8kU2nNFvg73//v3vf6vNVbmmpiYiIyMRHx8PGo2GwsJCFBcXy2SkoKTmzJkDMzMzrFu3jhQ/vISGhgbCw8ORkJCgMu1+VJmBgQESExPx73//G5aWluLH+/v7ERwcLHHRCKHcSAJIjJiuri7S09PR2Ngo0RgzZaChoYGIiAjEx8fL5ItsuKPflLH3n7To6ekhISEBERERePjwIbKzs1FVVSX3BMzR0RGLFi3C3r170djYKNdzKxsdHR1xxX1vb69St/tRBy/bZvHJJ5/gp59+oiAaQt4kTQDpsg6EUD7x8fFgMBgSNTFWFk+ePEFRUREyMzNRUlKC6OhoZGRkIDo6GgwGY9Sv7+zsjDFjxqC2tnbIYwd7/1ExUUURPHjwAEePHkVWVhZOnjyJyZMnIyUlBd7e3nKNg8Ph4NKlSzh+/Lhcz6uMHj16BIFAgKysLJw4cQKTJk1Camoq/Pz8QKNJ9F1DyNHzny39/f0SfTYR6oUkgMQzjI2NERkZiaKiIoWbsCENg19kmZmZaGpqApfLxapVqxAYGDiqL7LAwEBcv35doqrJgIAAPHr0CM3NzSM+nyq4desW9u/fj40bN+LGjRuYNWsWFi9eDGdnZ5mf28PDA87OzuDz+UrTq1AR3LlzBz/99BPWr1+PK1euYMaMGVi2bBnc3NyoDo14yj/+8Q/xWMkHDx7gs88+I7d/iReQW8DEM9577z24u7sjMzOT0r1Z8mJmZgY2mw0fHx9cvnwZfD4fbW1tw3qN4Y5+W7VqFc6ePYuDBw+ONGyV5OLiAi6XC3t7e4n7m40EjUbDsmXL8OjRI3zzzTdSf3114ujoCC6XK273w+PxcOnSJarDUnvz5s3DmDFjxB0QSPGOeiG3gIlhs7a2RkBAALKzs9Ui+QOA69ev4/vvv8emTZvw8OFDfPTRR1iwYAHs7e0lfo3hjH6zt7eHmZmZRMeqm9OnT2PTpk34/vvvYW5ujhUrVmDq1KkwNjaW6nl8fX1hY2MDPp8v1ddVR+fOncPXX3+NXbt2wdjYGMuXL8f06dNhYmJCdWhqy9XVFe7u7hAIBGhpaSHJH/FKZBYwIcblcnH9+nVUVVVRHYrcdXZ24ptvvoG7uzu4XC6WLFmCpqYmCASCIaugAwICcO7cOdy4cWPI8wQEBOD27ds4ffq0tEJXOcePH8eJEyfE/c38/Pye6W82GnQ6HUwmE83NzaTJsRQ1NzejtbUVQUFBYDKZSE1NVah2P+qEw+Hg/PnzI5oXTKgXkgASAIBx48bB3d0du3btUut2GO3t7Th58qS4B9rKlStRXV2NnJwc8Z6ap+np6cHd3R2//fbbkK9Np9Ph5+eH6upqsu9sCP39/SgvL0dtba24v1loaCjy8vJQWlo64obNwcHBMDExkahRNzE8/f39qKqqQn19PaKiohAfH4+goCAUFhaiqKgIvb29VIeo8ry9vWFvb0+2NhASIQkgARqNhokTJ+Ls2bNqX5gAAAMDA6ivr8fx48cRHh6OxMREBAQEoLi4GHl5ec98kfn6+gKARJWk7u7u0NfXJ7d/h+Hx48fIzs5GeXk5EhMTwWazERkZCZFIhNra2mEl0pqamkhOTkZDQwOZhypDvb29yM/PR2VlJRITE5GYmIjw8HBkZ2ejurparS8wZYlOp4PNZqOtrY3cYSAkQhJAAn5+frCxscHmzZupDkWh9PX1oaSkBNXV1YiLi0NMTAwCAwNx5MgRAMDHH38MHx8fFBcXS3SbKyAgAJcvX8aVK1dkHbrKuXfvHn799VeUlJSAxWLhvffeQ0xMDHg8nsRFOxEREdDX14dIJJJxtATwe/XpkSNHxL+zd999F9HR0RAIBOT2pAwEBQXB3Nwc+/btozoUQkmQKmA1p6GhgbS0NKUe+SYvJiYmeOONNxAVFYW3334bmpqaAH7vMfjuu++iuLj4lc/V1tbGZ599BpFIhMLCQnmFrLLs7OzA5XLh6uqK06dPg8fjobOz85XH6+joICMjAw0NDTh8+LAcIyUG2djYgMPhwN3dHefOnQOPxyOtSaREQ0MD6enpOHPmDH744QeqwyEoRqqACYlERETAyMiIVERKoLu7W7xHcjD5A37/8P34449f+1xvb28wGAw0NDTIOky1cOHCBWzduhXfffcddHV1sWTJEnzwwQcwMzN76fGxsbHQ0NBAbm6unCMlBl26dAnfffcdvv32WzAYDHz66aeYPXs2LCwsqA5N6UVGRsLAwABCoZDqUAglQm4BqzFdXV0kJiaisrIS169fpzocpXHz5s0XHjM3N4empuYrN7r7+/vjzJkzajP3V14Gi3b8/f3BYrGQkpIinvd87949JCcnw83NDe7u7uDxeKQlhgLo6OjApk2b4OvrCxaLhZUrV6KmpgYikeilhVbE6+nq6iIhIQGVlZUvHQFHEK9CEkA1Fh8fDzqdjpycHKpDUSq7d+/G3LlzoaOjA+D36sdr164hPT0dOTk5L8y11dLSgouLC3799VeqQlZpAwMDqKurExftJCQkIDAwEFFRUQgICADw+37O/Px8agMlxAYGBtDQ0ICmpiaEhYUhMTER/v7+KCkpQX5+Ph49ekR1iEojNjYWDAaDfI4Tw0b2AKqpsWPHIi0tDXl5eeSDYwRmzpyJxYsXo6mpCTt27EBbWxuYTCb8/f3R3d0NoVCI48ePw8nJCR9++CF8fHywYsUKMiVBDnR0dLBkyRL8+c9/fubxtrY2REREUBQV8Tra2tridj9PnjxBXl4eysrKRtzuR10YGhoiPT0dxcXF5PYvISbpHkCyAqimmEwmHjx4gKKiIqpDUUqamprYtWvXM/229u/fj8LCQrDZbMycORM6OjqYMWOGeL/gzp07MWnSJLWZskKVR48e4eLFiy88bmdnBxqNRnowKqCenh6IRCKUl5cjKSkJHA5H3O6nrq6O/M5eISkpCb29vSgoKKA6FEIJkSIQNWRjY4PAwEC1GvkmTQwGA66urmhtbX3hZ1euXMHOnTuxZcsWxMfHP1MsEhQUhEmTJskzVLWVk5PzwtSQCxcuYNmyZXB3d6coKmIod+/exS+//IJ169bhwoULmDZtGpYvX05+Zy9hZmaGkJAQ5Ofno6enh+pwCCVEEkA1xOVycfXqVVRXV1MdilJycHCAlpYWOjo6XnnMmTNnXvq4s7OzrMIinnLt2jXs2LEDFy5cQFdXF3bu3ImPPvoIPT09mDdvHubPnw87OzuqwyRe4ekZ3Y8ePSK/s5dgMpm4e/cuysrKqA6FUFIkAVQjOjo6mDBhAtzc3MDj8UhH/hFydXXFgwcPcPny5dce98svvzzz30+ePIGTkxPeeecdGBoayjBCYty4cWAwGJgxYwYmTJiAlJQUtLa2YsuWLdi+fTv09fWxdOnS17aOIajX2dmJLVu2YMeOHeLf2cyZM2Fqakp1aJSytbWFn58fsrOzyT5JYsRIEYgaMDExwebNm5GcnIyHDx+Cx+NhwYIFVIeltBYuXIj79+8P2ThbU1MT27dvR0REBNra2pCZmYne3l4kJCRAU1MTpaWlKCgoeOFWJTE6NBoNS5YsQV9fH7766qtXHhMQEAAmkwkjIyNUV1cjOzubtIlRYDQaDYGBgWAymTA0NERlZaW43Y+6mTdvHoyNjbFhwwZyIU+8QNIiEJIAqoGvvvoK77//vvi/+/v7ER0d/dI9bMTraWpq4r//+79x7NgxlJaWDnl8RkYGWlpa8Ntvv4kfe77iMT8/H6WlpeRKXkp8fX0xc+ZMfP3110NOmtDQ0BC3jtHU1ERJSQkKCgpIGxIFpqGhgcjISCQkJIBOp6OwsBBFRUVqs5/Z1dUV8+fPx65du8jsduKlSBUwIRYfH//Mf9PpdMTGxpIEcAQcHR2hoaHx2v1/g8zMzGBiYoL29vZnHh+seCwrK0NSUhLYbLa44rG2tpZUPI4Cg8EAm81Gc3OzRGPGnjx5guLiYlRVVSEuLg7R0dEICwsjbUgU2JMnT1BYWIiqqirEx8cjPj4e4eHhyMnJQWVlpcqviHE4HJw7d44kf8SokT2AaqCtre2Fx1xdXWFvb09BNMrN1dUVd+/exdWrVyU6tq+v75UFIffu3cPhw4exdu1anDt3Du+99x5WrlyJCRMmSDtstREWFoaxY8dCIBAM63k9PT0QCoXIzMxEY2MjOBwOVq1ahaCgINBoEl1ME3I2uJ1lzZo1aG9vx1tvvYXU1FT4+PhQHZrMeHt7w97enozuJKSC3AJWA1FRUdi/fz90dXUBAAKBABUVFbCyskJLSwuEQuGQBQ3E7xYvXoybN29i3759Qx47Y8YMjBkz5pX70J5na2sLLpeLcePG4ezZs+DxeDh37txoQ1Yb2traSE9PR2trKw4ePDiq1zI1NQWLxYKfnx+6urogEAjIiouCs7KyAofDwfjx49HZ2Qkej4fTp09THZbU0Ol0pKSkoLu7G9u3b6c6HEKBkT2AhNh7770HT09PVFRU4Pz582hubgaNRoOvry+Sk5Nhbm6OxsZGCIVCMhP4NbS1tfGXv/wFhw8fRmVl5ZDH//nPf0ZVVdWwO/S7ubmBw+HA1tYWzc3N4PP5Eq04qrvk5GTExcUhKytLajOXbW1tweFw4ObmRpJyJeHi4gIulwt7e3u0traCz+fjypUrVIc1aiEhIZgyZQo2bNhALtiJ1yIJIAHg96vi5cuX4/Dhw6ioqHjh53Q6HQEBAUhOToaRkRGqqqqQk5NDqiFfwsPDAx999BEyMzNx48aN1x5rYWGB1NRUfPvttxLtF3zeYILOYrEwduxY1NbWQiQSSS2xUTUGBgZIT09HWVmZTG6PjRs3DhwOB3Z2dmhuboZAIEBXV5fUz0NIj4+PD9hsNkxMTFBXVwehUKi0fz8aGhpIT0/HmTNn8MMPP1AdDqHgSBEIAQBgs9m4ceMGqqqqXvrz/v5+1NTUoKGhAREREUhISEBgYCCKiopQWFhIOsw/Zdy4cbh169aQyR/w+yrEkydPRrxaNDAwgIaGBjQ1NSE0NBRJSUnw8/NDaWkp8vPzSeuY5yQlJaG/v19mI7E6OjqwadMm+Pj4gMViYcWKFUqfVKi648eP48SJE+K/H19fX5SVlSEvL0/p/n4iIyNhYGBA5v0SUkUSQBXm5OSECRMm4Pvvvx+yMu7JkycoKioSV0PGxsYiLCwMubm5qKioQF9fn5yiVlwuLi4S7ylycXFBZ2cnent7R3XOvr4+lJWVoaamRtw6JjQ0VNw6ZrSvrwpMTU0RGhoKgUAg0y/2gYEBNDY24sSJEwgJCREnFeXl5cjLy8ODBw9kdm5iZPr7+1FeXo7a2lrExMQgNjZWPD6tpKREKaq8dXV1kZCQgMrKSnR3d1MdDqFCyC1gFbZo0SIwGAxs2rRp2K1FjIyMwGQyERQUhJs3b0IoFKKxsVFtW5To6uriv/7rv3Do0CHU1NS89lgajYY///nPqKiogEgkkmocBgYGSExMRFhYGO7du4fs7GzU1NSofOuL15k5cyYcHByQlZUl1y90LS0tREdHIy4uDgMDAygoKEBxcTFJyhWYMv79sNlsREVFYfXq1WrZ9JoYPrIHUM1NmDABc+bMGfEetEEWFhZgs9nw8vLCxYsXwePxRvV6ysrLywsffvgh/vWvf+HWrVuvPdbS0hIpKSnYunUrTp06JZN4TExMwGKx4O/vj6tXr0IgEODEiRMyOZcis7Ozw9KlS3HgwIEhE3NZ0dfXR0JCAsLDw/HgwQPk5OSgqqpKoZMKdWdqagomkyn++xEKhWhqaqI6rBcYGhoiPT0dxcXF5PYvITGSAKoxGo2GFStW4O7du9i2bZtUXtPR0RFcLhdOTk44efIk+Hw+Ll68KJXXVgZvvfUWPDw8kJmZOeSxkZGRmDhxIv7617/KfEXKxsYGHA4H7u7uOHfuHPh8/iv7Dqqi+fPnQ19fHxs2bKB8dXrs2LHipOLGjRsQCoU4fvw4pTERr2djYwM2mw0PDw90dnaCz+fL7KJtJN5++234+Phg9erVZD82ITGSAKqxoKAgvPfee/jyyy9x4cIFqb62p6cnOBwOLCwsUF9fD6FQqBb7UlauXInOzk4cOnRoyGNnzZoFPT09fPPNN3KI7HdPV6m2tLSAz+erfJWqu7s75s2bh507d6KlpYXqcMSe70enaEkF8SIXFxdwOBw4ODigvb0dfD4fly5dojQmMzMzpKSkgMfjobi4mNJYCOVCEkA1paGhgbS0NHR2dmLv3r0yOQedTkdQUBCSk5Ohr6+PiooK5Obm4v79+zI5H9UMDAzw2WefYd++fWhoaHjtsTQaDZ999hnKysqQnZ0tpwj/79ze3t7PtL4QiURD3rJWRjQaDcuXL8ejR4+wZcsWqsN5KWdnZ3C5XIVKKojX8/LyApvNhoWFBRoaGiAUCiWq+peFGTNmwNHRUe57WwnlR9rAqKnw8HAYGRnJdL9If38/qqqqUF9fj8jISMTHxyM4OFi8CV7VhrK7uLgAgEQVwFZWVtDX16dkAsHAwMALrS/8/PzErS9UqUrVz88P1tbW2Lx5M9WhvNKZM2ewefNmcVKxfPlytVo1V0YnTpxAS0uL+AI3NTWVkt6otra28PPzw4EDB0jyR8gMSQBViLa2NhISElBdXS2XiR69vb0oKChAVVUVEhISkJiYiIiICGRnZ6vUJnhXV1dcvXpVoi8AFxcX9Pb24vz583KI7OWebn0xWKX6dOsLZa9SZTAYYLPZaGpqovTfWVLPJxVpaWniVXNS1al4Bi9w6+rqxBe4gYGBKC4uRkFBgVz24rHZbHR1daGurk7m5yLUF7kFrEKYTCZiY2ORmZmJO3fuyP38Y8aMAZPJREBAAG7cuAGBQKCQlXXDlZaWho6ODhw+fHjIYz/88EPo6Ohg69atcohMMs9XqWZnZ6O6ulppE/SoqChMmjQJ69atw7Vr16gOZ1g0NTXFSQWdTkdRURGKiorIBn8FpqOjg7i4OERFRaG3txf5+fkoKyuT2cqcq6sr5s+fj127dpH508SIkD2AakbWo7CG4+lN8OfPnwefz1faoexGRkb405/+hD179gyZzNJoNPzlL39BcXExcnJy5BSh5J6vUlXGBF1bWxsZGRloamrCzz//THU4I6arq4v4+HhERkaip6eHNFxXAoaGhkhKSkJISAju3r2L7Oxs1NbWSv1CasmSJejv78dXX30l1dcl1IekCSBd1oEQ8pGYmCjTUVjDceXKFezYsQPffPMNaDQaFixYgLlz58LKyorq0IbN1dUVgGT7/6ytraGrq6uwye7Nmzexf/9+bNy4Ed3d3Zg1axYWL14s3uOoDOLi4qCpqamQCfZwPHz4EDweD5mZmWhpacEbb7yBtLQ0+Pv7g0aT6LObkLO7d+/il19+wdq1a3Hu3DlMnToVK1asgJeXl9TO4e3tDXt7e8ov4gn1QFYAVYCJiQnS0tIgFAoVIgF83vND2ZWpMnXq1KmwtbXFhg0bhjw2OjoabDYbf/3rX5ViJcfFxQVcLhf29vZoa2sDn8/H5cuXqQ7rlQab4paUlEAgEFAdjlSZm5uDw+HAy8sLly5dAp/PR3t7O9VhEa9ha2sLNpsNd3d3qdzpoNPpSElJQXd3N7Zv3y7FSAl1Q24Bq5H3338fLi4uyMrKUtgN/nQ6HSEhIUhOToaurq7SVKb+4Q9/wIkTJ3DkyJEhj509eza0tLTw7bffyiEy6RlsHWNqaipufXHz5k2qw3rBO++8A29vb2RmZuLRo0dUhyMTDg4O4HK5cHZ2xqlTp8Dn89HZ2Ul1WMRruLq6gsPhjPpCKiQkBFOmTMGGDRsU+kKMUHwkAVQT1tbWWLFiBX766SdUVlZSHc6QtLS0xEPZ+/v7kZ+fj9LSUoVMXE1MTJCRkSFRo+HB/X9FRUXIzc2VU4TSQ6fTERwcjOTkZOjp6aG8vBx5eXkK09vR3NwcK1euVJumuB4eHuBwOLC2tkZTUxP4fL5cKvuJkRu8kDI3Nx92ux8tLS2sWrUKp0+fxg8//CDjSAlVR/oAqgk2m41r166hurqa6lAk8vjxY+Tk5KC8vBxJSUlgsViIjIyESCSSyYbq0XB1dUV/f79Eo9VsbGygq6urtBMf+vv7UVlZibq6OkRFRYl7OxYWFipEb0c2m407d+6grKyM0jjkpa2tDe3t7QgICACTyURKSgqqq6uRk5NDSYU/MbSmpiY0NzePqN1PbGwsdHV1yd4/Qq5IAqjEnJ2dMX78eHz//fcKlThJ4v79+/j1119RXFwMFouFqVOnIiYmBgKBQGFaH7i4uODixYsS3W50cXHB48ePpT56T94G21xUVlY+09sxJycHlZWVlLzP7O3t4e3tjR9//FEp9lZKy8DAAGpra9HY2Ijw8HAkJCQgMDAQJSUlKCgowMOHD6kOkXjOy5rkBwUFobi4GIWFhS9t92NkZITY2FiUlJQozd5oQjWQW8BKbNGiRWAwGPjyyy+pDmXUbG1tweFw4ObmhrNnz4LH4+HcuXOUxvSnP/0JtbW1El2Vz5kzBxoaGti2bZscIpOfp3s7dnd3i1vHSPq5IQ0LFy6Ejo4OvvjiC7meV9Foa2sjNjYWMTExePLkiXj7BJkUobh0dXXFPQR7enqQnZ0tvpBiMBiwsrJCZGQkPDw8kJmZSfpBElJB9gCqOE9PT8yePRvffvstOjo6qA5Hatzc3MDlcmFjY4MTJ05AIBDg6tWrco/D3NwcaWlp+O6774asxqTT6fjLX/6C/Px85OfnyydAObO0tASHw8GECRNw4cIF8Hg8udzuHj9+PObOnSvR70FdGBoaIjExEaGhoTLtR0dIj5GREVgsFgIDA3Hjxg10d3cjLS0NNjY2uHv3Lj7//HOVu3gkqEMSQBVGp9OxYsUK3LlzRyU/NGg0Gnx9fcFmszFmzBjU1NRAJBLJde9TeHg43nzzTfztb38bcv+bnZ0dli5dis2bNyvFaLLRcHZ2BofDgaOjI9rb28Hn83Hp0iWZnItGo2HFihW4f/++Qk1WURSmpqZgsVjw8/NDV1eXQm2fIF7OyspK/Lmio6MjfvzixYvw8/MjSTwhFaQRtAoLCAiApaWlym4YHhgYQENDA9asWYOjR4/C09MT6enpYLPZz3xoypKLiws6OzslKn5wcXFBT0+P0u//k8SZM2fw1VdfYffu3RgzZgyWL1+O6dOnw8TEROrnCgwMhJWVFXg8ntRfWxXcuHED+/btw8aNG3Hnzh3Mnj0bn376KZycnKgOjXiFK1euoLKy8oXPMVtbWzg6OlIUFaGuyAqgktHQ0MCqVatw/vx57N27l+pw5OL5vU95eXkyncVJo9Hw2Wefoby8HCKRaMjjP/roIwBQu+atdDpdXPFoYGCAiooK5OTkSKV1jDq+z0dr3Lhx4HA4sLOzQ0tLC/h8Prq6uqgOi3iOoaEhTpw4AQMDA/FjN27cgJeXF+XV9oRqICuAKioiIgKGhoYQCoVUhyI3PT09EIlEyMzMRGNjIzgcDtLS0hAYGCiTsVmWlpbQ19eXaI8bnU6Hk5OTwo5/k6XBisesrCwIhUIEBAQgIyMDycnJ0NLSGtVrD77PVW3ihyx1dHRg06ZN2Lt3L8zNzbFixQq89957GDNmDNWhEU+5e/cuNm3aJL6AvXv3LlJSUkjyR8gdaQOjRLS1tREfH4+qqiq1bAo7OIuzuLgYbDYb06ZNQ0xMDPh8Ptra2qR2HldXV/T29kq0n8/W1hba2tpqmQAO6u3tRUFBASorKxEfH4+4uDiEh4eLW8cMt3WLrq4uEhISUFlZiRs3bsgoatU0MDCAxsZGnDhxAiEhIUhKSoKfn5/STN5RBxoaGqDRaPjjH/8o7h149+5dqsMi1BBJAJVIXFwcNDU1kZOTQ3UolLp+/Tq+//572NvbY+LEifjoo49w6tQp8Hg8qezDc3V1xfnz5yW6xTy4/+/ixYujPq+ye/jwIXg8HkpLS8FkMvHmm28iOjoaQqEQjY2NErdwiYuLg4aGhtq/z0ejr68P5eXlqK2tRXR0NGJjYxESEoKCggIUFxcr5OQddTG4ur1161ZygUNQitwCVhKGhoaIjo5GSUkJuVr8j87OTmzZsgU7duyAvr4+li5dipkzZ8LU1HTEr0mn0+Hi4iJxixNXV1ecOXOGVO895fbt2zh48CDWr1+Prq4uzJgxA0uXLoWbm9uQzzU2NkZUVBSKioqGnJ5ADO3x48fIzc1FZmYmqqurkZSUhPT0dISFhYFOJx//8kZWtwlFQj4BlERiYiKePHmCgoICqkNROK2trdiwYQMOHDgABwcHpKamYvLkyc9sspaUjY0NdHR0JEoAGQyG2u7/k8TVq1exa9cufPXVV+jt7cXHH3+Mjz/+GLa2tq98TnJyMnp6elBYWCjHSFXf/fv3ceTIEaxZswYdHR2YPHkyUlJS4OPjQ3VoaiU+Ph4MBoOsbhMKgdwCVgKmpqYIDQ2FQCCQaCyZOhoYGEBNTQ0aGhoQGRmJhIQEBAUFoaio6JUjmF5mOCPdbG1toaWlRRLAIZw7dw5ff/01JkyYAA6Hg2XLlqGhoQFCoVC8CmJkZAQLCwsEBQXh6NGjZCKCjNy8eRP79+9HYWEhOBwOPvjgA3R2doLP5yvtHGtlYWxsjMjISBQUFJDVbUIhkDYwSmD69OlwdnZGZmYmGfskoedHMOXm5qKiomLIgoThtHRJSEhAXFwcPv/8c3ILWEJ0Oh2BgYFgMpkwMDBATU0NmEwmpkyZAjqdjubmZrBYLHKhIyfybOyt7qZOnSoe+UYqfglZIm1gVISNjQ38/f2RnZ1Nkr9hePjwIfh8PrKystDa2oo33ngDqamp8PPze2XrmOG2dHFxcSH7/4apv78f1dXVyMzMhEAgwAcffID3338fGhoaoNPp8Pb2xrx586gOU23Is7G3OrO0tERgYCBycnJI8kcoDJIAKjg2m42rV6+ipqaG6lCU0mBBwoYNG8QFCUuWLMG4ceNeONbOzg7a2toS7/9zdHQkt39H6MmTJygsLHzpeL+IiAgKIlJvJ06cwPr163Ho0CE4OzsjLS0Nb7311oj20RIv4nK56O7uRmVlJdWhEIQYSQAVmIuLCzw8PCAUCskq0yh1dXVh165d2LJlC/r6+vDJJ5/go48+goWFBQDA2toa06dPh4aGhkS3wOzs7Mj+Pymor69/4TEjIyP4+/vLpMk38WqDjb0HV2cDAgKQnp4OJpMJbW1tqsNTWi4uLhg/fjwEAgH5HCcUCtkDqMAWL14MGo2GTZs2UR2KyvHy8gKXy8XYsWOhra2NDz/8EJqamujr68Of//xnfPPNN699fmJiImJiYvD5559L3N+OeJGBgQEKCwvF82tramqwf/9+uLq64tKlS+Dz+Whvb6c2SDX1/D7avLw8lJeXD7uxt7pbsmQJBgYGsHnzZqpDIdSEpHsASQKooLy8vPDhhx9i69atpDpPRhgMBhISErBnz55nRpc9ePAAXl5euH379iufO3/+fPT09GDXrl3yCFVlBQcHY+rUqeDz+bh27RpOnDgBAHBwcACXy4WzszPOnDmDvLw8kghSxMjICMnJyQgODsatW7cgFArR0NBALnwk4OPjgw8++ABbtmzBmTNnqA6HUBOkCESJ0Wg0sFgstLe3k+RPhvr6+nD69OkX5tbq6enBwcHhlc/T0NCAg4MDuf07SpqammAymaivr0d+fr44+QOA8+fPY8uWLdi+fTsYDAbmzZuHTz/9FI6OjhRGrJ7u3LmDn376CevWrcOlS5cwffp0LF++HO7u7lSHptAYDAbYbDZaWlpI8kcoJNIHUIGEhYUhNTUV9vb26O7uxsKFC6kOSeWdOXMGZ8+eFd+CBH5vmpuYmIiHDx+io6Pjhec4OjpCU1OTJOejFBkZCX19fQiFwlce09bWhra2Nri7u4PD4WDRokVobm4Gn8/H1atX5Rgtce3aNezZswcODg7gcDiYN28eTp8+DR6Ph87OTqrDUzihoaEwMTHB7t27qQ6FIF6KrAAqCEdHR/z0009gMpkYP348IiMj8c4771AdlsobGBjAnDlzxIUfLS0tWLRoER4/fiwuFLG2tn7mOW5ubrh79y6uXLlCRcgqQVdXF/Hx8aioqEB3d/eQx7e3t2Pjxo3Yt28fLC0tsXLlSkyZMgXGxsZyiJZ42vnz5/HNN99g+/bt0NXVxZIlSzBr1iyYm5tTHZrC0NbWRlJSEmpra9HV1UV1OATxUmQPoIJYvnw5/vrXvz7z2IkTJxATE0NNQGpEU1MT//3f/w2RSPTMqD0vLy9wOByYmpqivr4eDx48wP/7f/8Pbm5uOHHiBKZNm4br169TGLny4nK5CA8Px+rVq3H//v1hPZfBYCAsLAyJiYnQ1tZGaWkp8vPz8fDhQxlFS7wKjUaDv78/WCwWjI2NUV1djezs7Je291EnTCYTsbGxyMzMVPt/C0L+JN0DSG4BK4iXfUhoa2vDxMREohUSYuQcHR2hoaGBlpaWZx4/ceIEWlpaEBISgjfffBPz58+HpqYmAMDf3x/r16/HrFmzqAhZqQ2OxMrPzx928gf8vneztLQUNTU1iImJQUxMDEJDQ5GXl4fS0lLSMF2OBgYGUFdXh8bGRoSHhyMxMREBAQEoKSlBQUGBWiblhoaGiImJQUlJCUn+CIVGbgEriEOHDj1zS/HJkyeor69Hamoq3njjDejp6VEYnWpzdnbGvXv3XrqnrL+/HxUVFaivrxcnf4NYLJa8QlQpTCYTPT09KCoqGtXr9PT0IDs7G5mZmairqwObzUZ6ejqCg4NBp5OPNnnq6+tDSUkJVq9ejcLCQkRGRiI9PR2xsbHQ0FCvdYakpCT09vYiPz+f6lAI4rXU6y9Twf3666/Q0tLC9evX8fPPP6OjowPR0dGIj49HUFAQWeGQEWdnZ5w9e/a1x7ys4OPOnTvw8fHB8ePHZRSZ6rGwsEBgYCB+++03qY3EunfvHn799VeUlJSAxWJh6tSpiImJgUAgQHNzs1TOQUimp6cHIpEIZWVlSEpKApvNRmRkJLKzs1FbW6vyjZDNzMwQEhICHo9H5lkTCo/sAVQQ7777Lry8vLB69Wr09PQ88zN9fX0kJSUhLCwMd+7cgUAgIH24pITBYOCvf/0r+Hw+SkpKXnvspk2bMGPGDADA48ePsXv3bvT19eHcuXM4evQozp8/L4+Qldrs2bNhaWmJtWvXyqyhsK2tLTgcDtzc3HDu3DkcO3YM586dk8m5iNczNTUFi8WCn58furq6VD4pnzVrFmxtbZGVlUUaZhOUIY2glYiFhQVWrlyJo0ePvjYJMTMzA5fLhZeXFy5cuIBjx46RXnSj5OjoiEWLFuGLL74YcgScoaEhNmzYgObmZnz//fe4fPkyXF1dMWnSJNjY2KCxsRF8Pp/s2XwFJycnfPrpp9i7dy8aGxtlfr5x48aBy+XC1tYWzc3NEAgEpCKTIs8n5Xw+X+V64zk4OGDx4sX44YcfXjrikCDkhSSASmS4qyJOTk6YNGkS7O3t0dLSgmPHjuHatWtyiFT1JCQkIC4uDn/729+GXFH18/PDjBkz8D//8z/PFC/QaDQEBgaCxWJBX18fpaWlyMvLU8sN8K+zaNEiMBgMbNq0SW6r1zQaDT4+PmCz2Rg7dixqa2shEoleO+WFkJ1x48aBw+HAzs4OLS0t4PP5KpOUL1y4ENra2ti4cSO5O0NQiiSASmJwBWrfvn1oaGiQ+HmDX2wcDgfGxsaoqqpCdnY27t27J8NoVc+8efPQ39+PHTt2DHns22+/DRcXF6xdu/alP9fU1ERMTAzi4uLw5MkT5Obmktmp/+Hp6YnZs2fj22+/fWlzbVljMBgIDQ1FUlISaR1DscHPLhaLBRMTE9TV1UEkEuHWrVtUhzZiEyZMwJw5c7Bt2zacPHmS6nAINUcSQCUx2lURBoOByMhIJCYmgk6no6CgAEVFRejt7ZVBtKqFTqfjv//7v5Gbm/tM/79XWblyJc6dO4eff/75tccZGhqCyWQiODgY3d3d4PF4z4w5Uzd0Oh0rV67ErVu38N1331Eai5aWFmJiYhAbG4v+/n7k5+ejtLSU/L1QgE6nIyQkBMnJydDV1UVZWRny8vLw4MEDqkMbFjqdjhUrVuDOnTvYtm0b1eEQBOkDqAy8vLzg6OiIb7/9dsS3DPr6+lBUVITq6mokJiYiMTERYWFhEAqFqK2tJbciXsPGxgba2toS7UXS09ODlZUVCgsLhzz27t27+Omnn1BSUoJJkybhww8/xOnTp3H06FFcvHhRGqErlaCgIFhYWOCHH36gOhQ8fvwYOTk5KC8vR2JiIphMprhKtaamRuWrVBXJYIuluro6REdHIzY2FiEhISgsLFSqi9igoCBYWlpi//79VIdCEMNCVgApQqfTkZKSgps3b0p1VcTExARsNht+fn64fPkyjh07Rm5JvEJMTAyYTCb+9re/DXmbdvAWz7///W/cvHlzWOdxc3PDpEmTYGVlhbq6OvD5fLXZg6apqYn09HScOnUKP/74I9XhvMDExAQsFgv+/v64evUqBAKBWq/WUklPTw+JiYkIDw/HgwcPkJOTg6qqKoVOyjU1NbFq1SqcOXNGIS5wCAIgt4AVXlhYGCZPnoyNGzfi8uXLUn99e3t7TJw4Ec7Ozmhvb8exY8fI7NrnzJ49G1paWvj222+HPJbL5cLf3x///Oc/R3QuOp2OoKAgsFgs6OjooLi4GPn5+S+0/FE18fHxSE5Oxtq1axW6OtrGxgYcDgfu7u4qW6WqLMaOHYvk5GQEBASgu7sbQqEQx48fV8i7GYPv7zVr1gz7wpAgZIUkgApMS0sL6enpOHnypMxvGzw9z7a2thZCoZCMJ8LvG9H/67/+CyUlJcjJyRny+EWLFuHWrVvYt2/fqM6rpaWFuLg4xMTE4PHjxxCJRAq/yjFSenp6yMjIQE1NDX777Teqw5GIKlepKhsrKyuw2WxMmDABFy5cAJ/Pp6SA6FUG39/V1dU4cuQI1eEQhBjZA6jAYmJioKurC5FIJPNzDc6zDQsLQ3JyMnx9fVFUVISCggKpTWJQRhYWFtDT05NolUdDQwO2traoq6sb9XkHk76Kigqw2WxMnjwZUVFROHbsGFpbW0f9+ookISEBAJCbm0txJJLr6OjApk2bxFWqK1asUIkqVWV05coV7Ny5E87OzuBwOPjkk0/Q3t4OPp8/ZM9OeUhMTASgXO9vgngaSQDlTF9fH7GxsSgrK5PbLYP+/n6UlZWhtrYW8fHxiI2NRWhoKLKzs1V29Wkozs7OePLkCTo7O4c81t7eHhoaGlKdJnHnzh0cOHBAXCgyd+5cdHR04OjRozLZEiBvY8eORUREBHJzc5/pmagMBgYG0NjYiBMnTiAkJARJSUnw8/NT2ipVZXfmzBl89dVX8PT0BJvNxvLly9HQ0AChUIgbN25QEpOJiQnCw8ORnZ1N3g+E0iK3gOXsrbfeQkBAADIzMyn74DA2NgabzUZgYCC6urrA4/FUbvVpKDNmzICxsTG+/vrrIY9NTExETEwMPv/8c5ntQxo/fjwmTpwIMzMzlbhVP23aNLi5uWH16tVKU835Kk+3jhkYGEB+fj5KSkqU/v9LGdHpdAQGBoLJZMLAwACVlZXIycmRe//T6dOnw9nZGVlZWeR9QCgccgtYAZmamopbtFB51Xj79m3s378fxcXF4tWnU6dO4dixY2rTpsTZ2Rk1NTUSHevk5IRz587JdBN6a2sr2tvbERoaqvS36q2treHv74/Dhw+rxJfj861jkpOTxa1jqqur1XIFnSr9/f2orq5GfX09IiMjkZCQgMDAQBQXF6OwsFAuRVW2trbw9/fHoUOHVOL9TagvsgIoRzNmzICjoyOysrLw5MkTqsMR8/DwwMSJE2FpaYm6ujoIBAKV3u9kZmaGVatW4bvvvkN7e/trjx1sFp2Xl4f8/Hy5xKetrY34+HhER0fj4cOHEIlEqK6uVsgqyJf56KOPYGJignXr1qlkcmRiYgImk4mAgABcu3YNfD6ftI6hiK6uLuLi4hAVFYWenh7k5eXJfPrOxx9/DCMjI2zYsEEl39+E8iMrgArGzs4Ofn5+OHDggEIlfwDQ1taGkydPituUeHt7o6SkBPn5+Xj06BHV4Umds7Mz+vv7JdrTZ2VlBW1tbZw9e1b2gf1HT08PBAKBuFBkypQpiIqKwtGjRxW+p6Orqys8PDywZ88elf1y7O7uxo8//oiioiKw2Wx8+OGHOH/+PHg8HmkdI2cPHz4En89HaWkpkpOTMWnSJERFRUEkEqG+vl7qF01ubm5wc3PDzp07Vfb9TagPsgIoJ/Pnz4e+vj42bNig0Cs5WlpaiI2NRWxsLHp7e5GTk4OKigqVmmc7bdo0WFhY4Msvvxzy2MjISEycOBF//etfKUvc7ezsMGnSJDg7O6OtrQ3Hjh1T2NYkS5YswcDAADZv3kx1KHLj6uoKDocDe3t7tLa2gs/nk56bFDE3NwebzYa3tzcuX74MPp+PtrY2qbw2jUbDsmXL0NPTgy1btkjlNQlCFkgfQAXi4eGBjz76CNu3b5fah5GsGRoagsViISgoCN3d3eDz+WhqaqI6LKn4wx/+gKamJhw9enTIY2fOnAlDQ0OF+MD38vICl8uFiYkJqqqqIBKJ5L75/XV8fHzwwQcfYMuWLWq5Eubj4wM2mw0TExPU19dDJBKR5sAUsbe3B5fLhYuLC06fPg0ejydRxf/r+Pv7Y/r06di8eTPOnz8vpUgJQvrILWAFQaPRwOVycfr0aaVJ/oDf59keOnQIxcXFmDhxImbNmoWzZ8/i6NGjo/4gpdKYMWMwduxYiRMUJycniYtFZO3EiRNobW1FeHg4EhMT4e/vj4KCAoWYm0qn08Fms9Ha2qqWyR8AHD9+XNw6ZrCQp7y8HLm5uaRViJx1dnbim2++gYeHBzgcDpYsWYKmpiYIBAJcu3Zt2K+noaEBNpuNpqYmkvwRKoMkgDIWEBAAKysriW43KqKuri5s374d48aNw8SJE7FkyRI0NjaCz+cr9GivV3FycgIAifb0mZqawsjISK77/4bS19eHkpIS1NbWIiEhAYmJiQgLC4NAIEBdXR1l2wtCQ0NhYmKCPXv2UHJ+RdHf34+KigrU1dUhOjoasbGxCA4ORkFBAYqLiylP1NVNW1sb2tvb4efnBzabjZSUFFRXVyM7O3tYbZbCw8NhZGSEbdu2yTBagpAvcgtYhjQ0NLBq1SqcP38ee/fupTqcUaPRaAgICACbzYa+vr5Srm688847cHR0xPr164c8NigoCFOmTMHnn3+usMUwJiYm4HA48PX1xcWLF3H06FGcPn1arjEMjjZsb2/HgQMH5HpuRaevr4+EhASEh4fjwYMHpHUMhRgMBsLDw5GQkABtbW2UlJSgoKAADx8+fO3zdHR0kJ6ejuPHj+OXX36RT7AEMQrkFrACiIiIgKGhIYRCIdWhSMXAwABqa2tx/PhxREVFISEhAUFBQcjNzUVZWZnCVTe/jLOzyjymsgAAXdhJREFUM06dOiXRsU5OTujq6lLY5A/4vSJ179694p6OCxYsQHNzM3g83ohudY1ETEwMdHR0VOZ9Lk3379/HkSNHUFJSAiaTibfffhsxMTEQCAQqs6dWWQyunldXVyM2NhbR0dEICwtDXl4eSktLX/n5FR8fD01NTYlmhhOEMiErgDKiq6uL9PR0NDQ04PDhw1SHIxMGBgZISkpCaGgobt++DYFAgMbGRoWtcjYwMMBnn32GvXv3orGxccjj09LS0NHRoVS/Px8fH3A4HIwZMwaVlZXIzs6W6Sg2fX19ZGRkoKKiAseOHZPZeVSFtbU1OBwOPDw8cP78efD5fLmv2BK/MzAwEG+huHfvHkQiEWpqap75/DIyMkJ6ejoKCwvlMrudIKSBVAFTjMPhICIiApmZmQpVqSkL5ubm4HK58PT0RGdnJ44dO6aQhQDe3t6YNWsW/v73v+Pu3buvPXa4yaIiYTAYiIyMRGJiImg0GvLy8lBSUiKTFVpFGG2ojFxcXMDlcmFvb4+2tjbw+XyVmAGtjExNTcFiseDn54crV66Ax+MhOjoaH374IfT19dHc3IwFCxbIZcoIQUgDSQApZGxsjFWrVqGgoADZ2dlUhyM3zs7OmDhxIuzt7eV+G1ISb775Jjw8PJCVlTXksYPJ4j/+8Q+lncmrp6eHpKQkhIeH486dO+Dz+VJdoTUxMUFaWhqEQiEKCgqk8prqxtvbG2w2G6ampmhoaIBQKCStYyhiZ2cHLpcLLpeL+Ph48eP9/f2YOHEiKisrqQuOIIZB0gSQLutA1BGTyURPTw+KioqoDkWuzpw5g82bN2Pfvn2wtrbGypUrMXnyZOjr61MdGoDfV12G0/6lu7tbaZM/AHjw4AF+++03rFu3DpcuXcKMGTOwePFiODo6SuX1WSwW7t27h5KSEqm8njpqamrCunXr8Msvv8DV1RVpaWl44403FOZvRp1cuHABW7duha6u7jOP0+l0vPvuuxRFRRCyQ4pApMzS0hKBgYE4cuSIWt4yGBgYQENDA06cOIGIiAgkJiYiICAA+fn5KCkpoawNhq6uLiwtLSVOyp2cnBSq/ctoXL9+Hbt374azszMmTZqERYsWoampCTweDzdu3BjRa9ra2sLf3x8HDx5UiuIfRdbf34/KykrU1dUhKioK8fHxCA4ORmFhoUL0eFQ3nZ2dCAsLe+axkf6dEIQiIyuAUsZms3Hz5k1UVFRQHQqlnjx5gqKiImRmZqK6uhrJyclYtWoVAgMDQaNJtDotVU5OTqDT6RKtAGppacHGxkZlEsBBZ86cwaZNm/DDDz/Azs4OKSkpeOONN15Y8ZAEh8NBV1cXamtrZRCpeurt7UV+fj5Wr16NqqoqJCYmIiMjA2FhYaDTyUe1vHzxxRfPXLxfunQJO3fupDAigpANsgIoRU5OTvD09MTevXtVanbuaDx48ABHjhxBaWkpOBwOpk2bhujoaBw7dgwdHR1yi8PJyQm3bt2SaH+Vg4ODxMmishkYGEB9fT2ampoQHR2N+Ph4BAUFIScnB2VlZRK9b93c3ODm5oZdu3aRfnYy8ODBAxw9ehSlpaVgMpmYPHmyuHXM8ePHqQ5P5fX19eHgwYO4ceMGOjs7cejQIdy6dYvqsAhC6kgRiBQtWrQIDAYDmzZtUthWKFRzcHDAxIkT4eTkhLa2Nhw7dgxdXV0yP+/ixYtx48YN/Pjjj0Mem5ycjIiICPzP//yPzOOimr6+PpKTkxEaGopbt26Bz+e/Nsmg0WhYtmwZHj9+jK+//lqOkaovKysrcDgcjB8/Hp2dneDz+RL3siSGh0ajYcWKFbh//z62bt1KdTgEMSKkCETOvLy84OjoCB6PR5K/1zh//jy+/vpr7NmzB6amplixYgWmTJkCQ0NDmZ1TS0sLtra2Eq/oOTs7q9zt31e5f/8+Dh8+jA0bNuDq1av44IMP8Omnn8Le3v6lx/v5+cHGxgY8Hk/OkaqvK1euYMeOHdiyZQsGBgYwf/58zJs3DzY2NlSHpnICAwNhZWVF3t+EWiC3gKWATqeDw+Ggvb2dXJlLqKmpCS0tLQgLC0NSUhL8/PxQWFiIwsJCPH78WKrncnBwAIPBkCgBZDAYsLe3V7umr1evXsXOnTvh6uqKSZMmYcmSJWhoaACfz8fNmzfh6+uLCRMmwNvbGydOnMC5c+eoDlntDFbZe3l5gcPhYPny5airq4NIJFLKudyKRkNDA0wmE42Njbhw4QLV4RCEzJEEUAqCg4Nhbm6uEvN+5amvrw+lpaWora1FfHw84uLiEBoaKu7IL639Zc7Ozrh3755EPQltbGygpaWlNiuAzzt16hQ2btyIoKAgsFgspKamYty4cWCz2QB+/52lpaVRHKV6O3HiBFpaWhAUFAQmkwkfHx9UVFQgNzdXplNfVN3g6E6BQEB1KAQhF+QW8ChpamoiOTkZdXV1pJP/CD169Ah8Ph9r1qzBqVOnMGXKFKxYsQIeHh5SeX1nZ+dh9f97/PgxLl68KJVzK6OBgQFUV1cjKysLJ0+eFCd/wO8rpBkZGZRUchP/p7+/H1VVVcjMzER2djaCgoKQkZGBpKQkaGlpUR2e0tHR0UFCQgKqqqpIyxdCbZAEcJSio6Ohp6cHoVBIdShK79atW/jxxx+xceNG3Lt3Dx999BE++eSTUe110tDQgL29/bASwM7OTlLdCuDx48cvvaixsbEZUesYQvqebh1TWVmJhIQEpKenIzw8HAwGg+rwlEZcXBw0NDSQk5NDdSgEITckARwFPT09xMXFoby8nIxvkqKLFy9i69at2LFjB4yMjLB06VJMmzYNxsbGw34tOzs7aGpqSpQA0mg0ODk5qWT7l5EqLy9/YRrKpUuXMG/ePIwbN46iqIjnDbaOycrKQnt7O9566y2kpKTA19eXrNYOwcjICFFRUSguLh5yRjhBqBKSAI5CUlISACA3N5fiSFRTa2sr1q9fj19++QVubm5YtWoV2Gw2tLW1JX4NFxcXPHz4EFeuXBnyWDMzM+jr66vt/r+XuXv3Lr766itcu3YNjx8/hkgkwrx58/DkyRN88skn+Pjjj2FnZ0d1mMR/3Lp1CwcOHMCGDRtw7do1zJw5E0uWLCHJ+mskJSWht7eXzLMm1A4pAhkmHR0dvPXWW3BycoK9vT0OHjyIBw8eUB2Wyhock1VfX4+4uDjExMQgJCQE2dnZqKysHPJW7eBIN0la8zg7O6Ovrw/nz5+XVvhKz9zcHEZGRpg3b94zM38rKysxYcIEcDgcLF26FI2NjRAKhbh+/TqF0RKDurq6sHPnTjg7O4PD4eCTTz5Be3s7+Hw+Ll26RHV4CsPc3BwhISE4evSoWo7uJNQbSQCHQUdHB3w+H76+vgB+H3f2yy+/UBuUmhhcfaqoqACTycRbb72FqKgo8Hg8NDc3v/Q5dDodjo6OEq/QOjk54dKlS1JvQ6PM2Gw2bt++jfLy8hd+1tLSgtbWVgQGBoLJZCIlJQXV1dXIzs4mt9IUxJkzZ/DVV1/B09NT3Dqmvr4eQqGQtI7B69/fBKHqyC3gYXjrrbfEyR/we4FBamoqhRGpnzt37uDQoUP44osv0N3djdmzZ2PhwoUvbVxsZWUFbW1tiXvWOTk5kf52T7G3t4e3tzeEQuErR8QNDAygpqYGWVlZ4PP58Pb2Rnp6OthsNnR0dOQcMfEqzc3NWL9+PQ4dOgRnZ2ekpaXhrbfegr6+PtWhUcbBwQHe3t4QCARkdCehlsgK4DBYWFi88BjZ/0SNK1euYPv27XBzc8PEiROxZMkS1NbW4tixY7h37x6A32fWPnnyRKKmrkZGRjAxMSEFIE+ZOHEiLl26hIaGhiGPffLkCYqKilBZWYm4uDhER0cjLCwMeXl5KCsrw5MnT+QQMfE6g61j6uvrERkZKZ4DXVRUJJMG7IqOy+Xi8uXLEr2/CUIVkVnAw+Ds7IyysrJn+mzV1tbi4MGDOHr0KDo7OymMTn3RaDQEBweDw+GAwWCgpaUFCxYsQEBAAK5fv4558+ahuLj4ta/h6+uLmTNn4n//93/FCaQ6Gz9+PObOnYtt27bh5MmTw36+oaEhEhMTERoairt37yI7Oxu1tbWkvY4C0dXVRXx8PCIjI9HT04OcnBxUVlaqxWqYh4cHPvroI3z33Xdob2+nOhyCkCpJZwGTBHCYsrKykJiYKN7/d+jQIbDZbNjY2KChoQECgYDsraGIrq4u2Gw2MjMzYWpqKn785s2b8Pb2xsOHD1/53MmTJ2PcuHFYs2aNPEJVaDQaDStWrMC9e/fw7bffjuq1TE1NwWKx4Ofnh66uLggEglfu2SSoYWxsDCaTicDAQNy8eRNCoRCNjY0qO9N88P19//59bN26lepwCELqSAIoA4NXjc+vitBoNAQEBIDNZkNfXx/l5eXIzc0l1cEUMDc3R1tb2wuPT5o0CWVlZa983tKlS9HV1YUDBw7IMjylEBQUhPfeew9ffvml1Gai2tragsPhwM3NDefOnQOfzye32xWMpaUl2Gw2PD09cfHiRfB4PHR0dFAdltQFBgZi2rRp2LRpE7lrQ6gkSRNAUgQiIRqNBg6Hg9OnT79wS2xgYAC1tbXIyspCTk4OgoODkZGRgcTERGhqalIUsXq6efPmCzN/+/r64OnpibFjx770OQwGA1ZWVuTLAL8XNjGZTDQ0NEgt+QN+b+69bds2fPvtt2AwGFi4cCHmzp0LKysrqZ2DGJ2uri7s2rULX331FXp7e8V9Hm1tbakOTWoG39/Hjx8nf++E2iMJoIQCAgJgbW0NHo/3ymN6e3uRl5eH1atXo6qqComJicjIyEBYWBjodPJPLQ9PnjzBH//4R/T29gL4Pfnbs2cPrKysxJWPBgYGzzzH2toaGhoaUk14lFVERAQMDQ1lNtqwo6MDmzZtwvfffw8zMzMsX74c06ZNe2VyTsjfuXPn8PXXX2PXrl0wMjLCsmXLMGPGjGe2VSir8PBwGBkZQSAQUB0KQVCO3AKWgIaGBtLS0nDhwgV8//33Ej9vzJgxYDKZCAgIQHd3N4RCIY4fP66ye2sUSUZGBoyNjbFlyxacP38empqa4spHBoOB0tJSFBQUgMvl4qOPPoKxsTHmzZunkre8JKWrq4v09HTU19fj119/lfn56HQ6QkJCkJSUBD09PVRUVCA3Nxf379+X+bkJydDpdHGfRwMDA1RWViInJ0cpC6W0tbWRkZGBpqYm/Pzzz1SHQxAyQ/YASlFMTAw4HA7WrVs3okkHlpaW4HA4mDBhAi5cuAA+n6/WiYasMRgM/O1vf8PRo0df2Peno6OD2NhYREVFwcfHB/Hx8eKfXb9+HeHh4WpbxMPhcBAREYHMzEy5fsFramoiKioK8fHxoNFoKCwsRFFRkdq1JVFkGhoaiIyMREJCAuh0OoqKilBUVKRU0zNYLBaio6ORmZlJGpUTKo0kgFIyuCrS2Ng46qkfTk5O4HK5cHR0JGOZZMjOzg5Lly597SZvAwMDlJWVvbC/KS0tDdu3b5dHmArF2NgYq1atQkFBAbKzsymJQU9PD/Hx8YiIiEBPTw9yc3NRUVGhFm1JlIWuri7i4uIQFRWlVL8jQ0NDpKeno6SkhNz+JVQeKQKRkri4OGhoaEjlS/Hs2bP46quvsGvXLhgbG2P58uUqs7dGkdjZ2aGvrw+XL19+5TH37t3D7du3X3jcwcEBDAZDluEppOTkZPT09KCwsJCyGB48eIBjx44hKysLra2teOONN5Camgp/f3/QaBJ9nhEy9vDhQ/D5fGRlZaGlpUX8O/Lz81Po31FSUhJ6e3tRUFBAdSgEoTBIAvgaxsbGiIqKQlFRkVRviTU3N2PDhg04ePAgnJyckJqaismTJ79QnECMjJ2dHS5fvjzk9Imvv/76mf++desWDA0NsWrVKgQHB6tN4Y6FhQWCgoKQk5OjELddb9++jYMHD2L9+vW4cuUKpk+fjmXLlsHd3Z3q0Ij/uH37Ng4dOiT+Hc2YMQPLli2Dm5sb1aG9wMzMDCEhIcjLy8OjR4+oDocgFAa5BfwaU6ZMwYQJE5CZmSmzvS7P760pLi5GYWGhUu2tUTQrV67E2bNnJbpl/+mnn2Lu3LkQCoX4+uuv8eTJEyQnJ8PX1xfXrl2DSCRS+cKd2bNnw9LSEmvXrlXIW3kODg7gcrlwdnbG6dOnwePxSAsPBePo6AgulwsnJyd0dHSAz+crTFX9zJkz4eDggKysLDKSkFALZA/gKFlYWGDlypU4cuQISktLZX6+5/fW5OXloby8XCG/kBWZlpYW/vrXv+Knn35CdXX1kMdzOBz4+/vjX//61zOPW1tbg8ViYcKECbh8+TIEAgFaW1tlFTZlHB0dsWjRIuzduxeNjY1Uh/NaHh4e4HA4sLa2RlNTEwQCwQs9HwlqTZgwARwOB5aWlmhsbIRAIMCNGzcoi2dwP/D+/ftRW1tLWRwEIU8kARwlqlZFjIyMkJycjODgYNy6dQsikQj19fUqvQIlTc7Ozli4cKH41tRQ5s2bhydPnmDXrl0v/bmDgwM4HA5cXFxw7tw5CAQCnD59WtphU+bTTz+FhoYGNm3apBTvMRqNBn9/f7BYLBgbG6O6uhrZ2dm4c+cO1aER/0Gj0cStYwwNDSltHTN//nzo6+tjw4YNSvH+JghpkDQB1JB1IMrIyckJnp6e2Lt3r9xX4O7cuYOffvoJRUVFYLPZeP/99xEbGws+n//SEWfEs+zs7PD48WNcvXpVouNtbGxQXl7+yp+fP38e33zzDdzc3MBms7FgwQK0t7dDIBDg4sWL0gqbEp6ennBycsK3336rNF+OAwMDqKurQ2NjI8LDw5GQkICAgACUlpYiPz//tfOeCfkYGBhATU0NGhoaEBERgYSEBAQFBaGoqEiu21vc3d3h6uqKHTt2KM37myDkiawAvsSiRYvAYDAUYlXE3t4eXC4XLi4uZP+TBGbMmAFjY+MXCjxextjYGH/84x+xc+dOtLS0SPT6Xl5eYLFYsLS0RFNTE4RCocTJpiKh0+lYsWIFbt++je+++47qcEZMW1sbsbGxiI6ORn9/P/Lz81FaWiqeBENQj4rtLTQaDcuWLUNPTw+2bNkis/MQhCIit4BHyMvLCx9++CG2bt2KU6dOUR2OGNn/JJn09HS0tLTgyJEjQx47YcIEzJkzB//85z9f2hLmVWg0GgICApCcnIwxY8agrq4O2dnZuHnz5mhCl6uQkBBMmTIFX3zxhUr0ojQwMEBiYiJCQ0Nx//59ZGdno6amBv39/VSHRvzH89tbhEIhGhoaZHKR7e/vj+nTp2Pz5s04f/681F+fIBQZSQBHgE6nIyUlBd3d3QrZDJjsf3o9PT09/OUvf8G+ffvQ0NAw5PFJSUmIiIjA//7v/47ofAwGQzzKTFdXF1VVVcjNzVX4KQOamppYtWoVTp8+jR9//JHqcKTKxMREPH7x6tWrEAqFaGpqojos4inm5uZgs9nw9vbGpUuXwOfz0d7eLrXXZzAYSEtLw+XLl7F7926pvS5BKAuyB3AEgoODYWpqir1791Idyks9v/8pMTERAQEBKCkpQUFBgdrvfxqc6iFp+wlbW9tRrX719fWhvLwcNTU1iIyMRFxcHIKCgsRzhhX19xEZGQl9fX2IRCKqQ5G67u5u/Pjjj+I9tLNmzcL58+fB5/NVqnhHmV27dg179uwRt/eZN28eTp06BR6PJ5XWMWFhYRgzZoxCXsQThCIhK4D/oampifT0dHR0dGD//v1UhyORwf1PMTEx6OvrQ15eHkpLS9W211ViYiJiYmLwt7/9TaLj/9//+3+or68Hn8+Xyvl1dHQQExOD6OhoDAwMoLCwEMXFxQrRXHmQnp4e0tPTUVtbi99++43qcGTOxcUFHA4HDg4OaGtrg0AgUIlb3qpk/Pjx4HA4sLKyQmNjI4RC4YhmrgO/fyYObgM5dOiQlCMlCOVAVgCHKSYmBnp6ekq1KtLT0wORSISysjIkJSWBzWYjKioKIpEItbW1arf/yc7OTuIVBD09PYwZM0aqycCjR4/Ev4/4+HgkJiYiMjISeXl5qKioUIjEPD4+HjQaDbm5uVSHIhenT5/G5s2b4e3tDRaLheXLl6O+vh5CoRDd3d1Uh0cAaG1tRVtbGwICAsBisZCSkoKqqirk5OQMeztFTEwMtLW1lepznCCoQhJAAPr6+oiNjUVZWZlSbeQfdO/ePRw+fBjFxcVgsViYOnUqYmJiIBAI0NzcTHV4cmNnZ4eamhqJjrWxsQEAmawG3bt3D0eOHEFRURGSk5MxadIkxMTEIDs7m9LEfMyYMYiMjERubi7u379PSQxUaWpqQnNzM4KCgpCcnIy0tDRUVFQgNzeXkv50xLMGBgZQW1uLxsZGREREID4+HoGBgSguLkZBQYFErWMMDAwQExODkpISsi+aICRAEkD8fusQAPLy8iiOZHRu3LiBffv2obCwEBwOB7Nnz8a5c+fA5/Nx5swZqsOTKSMjIxgZGUm8AmhjY4Oenh6ZTikYnJdaUFAAJpOJqVOnIi4ujrLxckwmEw8fPkRxcbFcz6so+vv7UVVVhfr6ekRGRiI+Ph5BQUFk/KICefLkCYqKilBVVYW4uDhER0cjLCwMeXl5KCsre23rGCaTif7+fhQUFMgxYoJQXmq/B9DExASpqanIzs5Gfn4+1eFI1bhx48DhcGBnZ4eWlhbw+Xx0dXVRHZZMeHp6Yvbs2fjHP/4h0dX/9OnTYWxsLNceYTY2NmCxWBg/fjwuXboEgUAgt+belpaWWLFiBQ4fPoyKigq5nFPRkfGLis/Q0FDcOubOnTvIzc3F8ePH8ejRIwC/r/q98cYbMDU1hbOzM3766Se5jO4kCEVG2sBIaPr06XB2dkZWVpZKNo+l0Wjw8fEBi8WCiYkJ6urqIBKJcOvWLapDkyoWi4Xg4GD84x//kOj4tLQ0tLe3U1II4ejoCA6HA2dnZ5w9exYCgUDmK7Rz5syBmZkZ1q1bp3Z7Q4fydH+627dvQyQSoa6ujvIm8MT/GWwd4+npif7+frS3t+PChQtYv3497OzsAPy+9SI2NhZnz579/+3deWCMZ9c/8O/MJJNFRBIiMhOC2GJJIrvIOpkVLV1QS2ktrVC0iL593tbSp328TxJrKaUtD0qL8lZbs2TfJLIRImKXSAklVBBLJO8f/WV+QcgkmZl7lvP5z+TO3IeRyZnrOtc5zAZLCMMoAdQAj8fDvHnz8PPPPyM/P5/pcHSKzWYjMDBQ3bMuJycHqampuH//PtOhaUVLM32b4nK5WLZsGX7++WeNawZ1oXG8nJubG06fPg2VSqWT8XKN85F37txJPfFeoml/uqtXr0KpVKKsrIzpsEgT9vb2GDJkCLy8vPDmm29i6NChT319y5Yt+PjjjxmKjhDDQKeANSCTyXD9+nVGkwB9qa+vR25uLoqKihAaGorw8HAEBAQgIyMDmZmZRr/66ebmpnFtm6urK9hsNuPtQM6ePYuzZ8+qT6jOnTsXJ06cgEql0uqUF5lMhoqKCkr+WtDYn6579+6QSqV45513cPHiRcjlcpomYSDu3LmD7OxsZGdnw9fX97kEMCAgAJ6enjhz5gxt5RPSArNNAPv06YO+ffti+/btZrUl9ujRI6SkpODIkSOIioqCQCBAcHAwkpOTkZ+fb5T/Fp07d4atrW2rGkDX1dUZTD1k4wnVxvFyH330EYqKipCcnNzuU+mDBw9Gjx49sHnzZi1Fa/ouX76MLVu2oF+/fpBKpZg9ezZKS0uhUCiMcu6zqfr555/xxhtvPPXYxYsXMXXqVNTW1uLkyZMoLi7G+fPnjfJ9jRBdM8stYBaLhQ8++ACPHz/Gpk2bmA6HUY6OjhCJRPDx8UF1dTWUSiVKSkqMqv7J29sbEyZMwOeff67Rlvabb76Jbt26Yf369XqIrnU4HA4CAwMhEAhgY2ODvLy8NrcqaRxtePPmTWzbtk37wZoBFosFLy8viMViODo6oqioCImJia2aHU10w8LCAj/88AO8vLxw//59bN26FevXr0fXrl3h7e0Nb29vdOnSBXfv3lWvGhpSU3ZCdIVqAF+iMWHYuHEjysvLmQ7HIHTr1g1SqRQDBgxAZWUl5HI5zp8/z3RYGhk1ahQ8PT0RHx+v0fXz5s1DZWUl9u/fr+PI2s7S0lLdqoTD4SA7OxsZGRmtGi8XGBiIMWPG4KuvvsLVq1d1GK3pa5qYW1tbIycnB2lpaSZTQ2uMQkNDIZPJsGrVqhe2c+LxeAgICEBAQAAePHhAJ72JWaAE8AVoUPjL9erVC1KpFO7u7jhz5gwUCgXjtXItmTVrFv766y/s3r27xWs5HA4+//xz/Prrr8jNzdVDdO1jY2OjHi/35MkTpKen4/Dhwy2uZBjjaENjwOVyERYWhvDwcDQ0NCA9PR1ZWVlGX0NrbLhcLhYvXoyTJ0/iwIEDLV7fqVMnCIVC+Pn54fbt21CpVCguLjaqnQ5CNKVpAsjWdSCGJjg4GA4ODlqb/2pqLl68iI0bN2LHjh1wcHDAvHnz8NZbb8HJyYnp0JrFZrPB4/E0rv9zcXEBh8PRyWlbXaitrYVKpUJcXByKioogFAoRGxuLkJAQcDicF35faGgobG1toVKp9Bit6Xv06BGSk5MRFxeHwsJCREdHIzY2FkFBQWCzze7tlDEhISGwtrbWeKRhY1P21atX4+rVq3jrrbcwd+5c9O3bV8eREmK4zOoQiJWVFQQCAQoKCrR6ytIUnTx5EqdOnTL40Vldu3YFl8tt1QGQ+vp6VFVV6Tgy7bp79y5+/fVX9Xi5UaNGqcfLHT169Kki9w4dOiAiIgI5OTkm1+/RUNy7dw+//vorsrKyIBKJMHr0aISGhkKlUhldDa2xaVyFzcvLa3Ut5p9//okdO3bA3d0dMpkM06dPx7lz5yCXy43mQyEh2mJWW8BisRihoaFISEigWZGtYGFhgZCQEERFRYHNZhvU6Cx/f3+8/vrrWLZsmUYF3qNHj0bv3r2xevVqPUSnO87OzhCJRPDy8sL169ehUqkwbNgwTJ8+HXZ2djhz5gwmT55MNWp60q1bN0gkEnh6eqKyshIKhQLnzp1jOiyTFBkZCaFQiLi4uHa/j3t6ekIqlcLFxQXFxcVQqVQ6HQ9JiD5QDeAzOnbsiNjYWGRnZ0OpVDIdjlEyxNFZY8aMQc+ePbFmzRqNro+JiUF1dTV++ukn3QamJzweDxKJBFKpFCKR6KmvvfPOOzh48CBDkZmnpjW0Z8+ehUKhoJUlLeJyufj4449x/Phx/PLLL1p5TjabDV9fX4hEItjZ2RnkTgchrUE1gM8QCoV4/Pixyc371afa2looFArEx8fj1KlTGDlyJBYuXAgfHx+wWBr9f9M6Nzc3jbd/WSwWXF1dDf5QS2tcuXIFW7dubbbP2auvvspAROatsYZ2+/btsLe3x9y5czFhwgR07tyZ6dBMwrBhw2BlZaXV9/H6+noUFBQgPj4eSqUSQ4cORWxsLIRCIbhcrtbuQ4ihMYsaQGdnZ/j7+0MulxvEtqWxu3PnDn7++WdkZGRAKpXirbfeQkREBORyOc6cOaO3OCwsLODq6oqCggKNru/SpQu4XK5JJYCNmmvZ4+joCGdnZ6p3ZUBpaSnKysrg6+sLoVCIBQsWID8/H8nJyaipqWE6PKPUWPtXUFCgkz6MdXV1yMjIQH5+PiIjIxEREaFukp+Xl0etY4jJMYsVQIlEgr/++gs5OTlMh2JSGguqv/76azx48ADTpk3De++9h+7du+vl/q6uruBwOBqvAPJ4PAAwyQRw48aNT/1SvHHjBk6dOoWPPvoIb7zxBjp16sRgdOapcWUpISEBCoUCXl5eiI2NhVgshpWVFdPhGZ3g4GBYW1sjNTVVp/epra2FXC5HQkICysrK8Morr2DBggXw8vJibKeDEF0w+RXA7t27Y/Dgwfjxxx/pE5yOVFRU4JtvvkH//v0hlUoxZ84clJSUQKlU6nT1yc3NDXV1dRo3Oebz+aiurm5VM2VjwWKxcODAAdy4cQMVFRU4ePAg7t27h6CgIAgEAvj4+ODw4cNIS0szyb+/Iaurq0NmZiby8/MRERGB0NBQBAUFIS0tDTk5Oairq2M6RINnaWmJ8PBwFBYW6m0Ky19//YV9+/YhMzMTUqkUEydONLom+YS8jMkeAuHz+fDz88PAgQNRW1uLdevWUWsGPWCxWBg6dChEIhHs7e1RUFCA5ORknZy6Hjt2LLp27YoNGzZodP2MGTPw4MED7Ny5U+uxMG369Omwt7fHmjVrnvt/zuVyER4ejrCwMNTX1yMtLQ3Z2dmUeDCkY8eOiI6ORkBAAGpqapCYmIiioiJ6f3qJsLAwSKVSJCQktHs+dlsZY5N8Yp7M+hTw22+/jZUrV8LCwgINDQ3YsGEDlixZwnRYZsXCwgLBwcGIiooCl8tFdnY20tPTtbr69NFHH+HChQsanwZcunQpMjMzNW4eayx69+6N9957Dzt27MDJkydfeJ2dnR0EAgGCgoJw9+5dJCUlobCwsNkDJET3unTpArFYDC8vL1y7dg1KpRKlpaVMh2VwLC0tsXjxYpw6dcogxjcOGjQIEokEXbt2xdGjR5GYmIjq6mqmwyJEzWwTQBsbG5w6dQr29vbqxx4+fIhBgwbRDykDrKys1KtPdXV1SEtLw+HDh9u9+sTlcrFs2TL8/PPPKCwsbPF6R0dHfPzxx9i6dStOnz7drnsbmpiYGHA4HKxfv16j652cnCAWi+Hj44Pr169DoVBQ4sEgPp8PqVSKvn374tKlS1AoFLh06RLTYRmMxpm/TK7+PYvNZsPf3x9CoRC2trbq1jH37t1jOjRCNE4ATa4G0NnZ+ankD/g7CenZsyclgAx4+PAhEhMTkZubC4FAAIlEgpCQECQlJaGoqKjNq09ubm5gs9lmfwCkf//+cHd3x3fffafx91RXV+PHH39Un+KeMmUKysvLIZfLKfFgwB9//IHvvvsOffr0gVQqxaxZs3Dq1CkoFApcu3aN6fAYZWlpiYiICBQVFRlM8gf8fcAnLy8PR48exfDhwxEZGQk/Pz9kZGQgMzOTZkMTo2ByK4AAkJubi379+qn/fO/ePaxZswaHDh3CqVOnGIyMdO7cGWKxGN7e3u3a9goPD0d0dDSWLVumUe2USCRCYGAgvvzyy7aEbZBYLBbmzp2LBw8eYPPmzW1+nsbEw83NjRIPhrFYLAwZMgRisRhOTk44duwYEhMTDSr50afhw4djxIgRWLlypUF/gLe1tUVUVBSGDRuG2tpaJCUlIT8/n8orCCPMdgsY+Hu8z7p16+Dn54cTJ05gxYoVcHNzQ58+fXDp0iUcOnQIFRUVTIdp1ppue7Vl9WnixIno2LEjvvnmG42unzp1KthsNrZu3drGiA3PkCFDMGnSJGzcuBHl5eXteq5nE4+ioiIkJibq7cQleRqbzUZAQACEQiFsbGyQm5uLlJQUsxrtZ2FhgcWLF+PMmTPYt28f0+FoxNHRESKRCD4+Prh58yaUSiVKSkqYDouYGbNOABux2eynPoH17dsXMpkMPB4PJ0+ehEKhoCa5DGvr6tPixYtx8uRJ/P777xrd55NPPkFhYSFUKlV7QzYIbDYbH374Iaqrq7Ft2zatPS+Hw0FAQACio6NhbW1NrWMYZmlpidDQUERERAAAMjIykJWVpdHca2NnLKt/zXF1dYVUKkX//v1RUVEBhUKBCxcuMB0WMROUAL4Ai8WCt7c3xGIxHBwckJ+fj6SkJOrOz6BnV58aT9bdvn272ettbW2xZMkS7Nq1C8ePH2/x+e3s7PDpp59i586dJvNp3M/PD2PHjsW6det0UtfYOHUhPDxc3Trm8OHDVNvEkGe3GFNSUkx6OkXj6t/Zs2exd+9epsNpMw8PD0ilUnTv3h1lZWVQKBSoqqpiOixi4igBbAGHw0FwcDAEAgEsLS2RlZWF9PR0GhXHoKarTzY2NsjJyUFqaupz214eHh6YOXMmEhIScOPGjRaft1+/fpg2bRri4uKMbiWhORwOB4sWLcLly5exa9cund6rQ4cO6tYx9+7do9YxDHNwcIBIJMLQoUNx69YtqFQqHD9+3OR6CIaEhGDUqFFYuXIlbt68yXQ47TZkyBBIJBJ1XadKpXrhB1xC2osSQA1ZWVmpu/M/fvwYKSkpyM3NNdlP1saAy+Wqt70aGhqQnp6OrKws9eqTRCJBeHg4Pv30U41+8TXO9Vy+fLmuQ9eLxl+Oq1ev1lsJw7OtY5RK5Ut7DhLdcnFxgUQiwcCBA/HHH39AoVDg7NmzTIelFRYWFoiNjcX58+exZ88epsPRmmfrOl/0AZeQ9qIEsJXs7e0hFArh7++P27dvQ6VSobi42OQ+WRuTpqtP9+/fx9GjRzFnzhyEhISgtrYWn332Gb7//vsWn2fixImws7Nr10lZQ9HYFPf06dOMFMbzeDxIpVL069ePWscYAHd3d0ilUvTq1Qvnz5+HXC7XuDWSoQoODsarr76KVatWabTCb2ye/YDbOJmHyiuItlAC2EbOzs6QSqUYNGgQrly5ArlcbjKfrI1V48m62NhYeHh4PPW1kJAQlJWVvfT7Fy1ahLKyMvz222+6DFMvIiIiIBKJsHLlSkZbg1DrGMPi6ekJiUSCbt264cSJE1AqlUaZPHE4HMTGxuLChQsmtfrXHCqvILpCCWA7ubu7QyaToWfPnjh79izkcrnJNRE2NufPn4ejo+NTj8XGxr60CbKVlRWWL1+On376CUePHtV1iDplbW2Njz/+GEePHsXBgweZDqfZwzsqlYpaxzBEn3O4dSUoKAijR4822dW/5lB5BdE2SgC1ZODAgZBKpejatau6eNcUDhIYo19++QVhYWFPPbZ582Z88803uHjxYrPf06tXL7z//vtYvXq10a9QicVihIaGIi4uDnfv3mU6HLVnW8fk5OQgLS2NapsYoo853LrQuPp38eJF/PTTT0yHo3dUXkG0hRJALWKz2fDz84NIJKK5jwwaPHgw9u/fjy5duqC+vh4HDhxAcXEx3NzccObMGahUqufqnyIiIiAQCLB8+XKj3lrp0KEDFi9ejJycHCgUCqbDadazrWPS09OptolBuprDrSuNq3/6PNxkiPr06QOZTAY+n4/S0lIoFApcv36d6bCIEaEEUAcsLS3Vcx8BPHc6leieQCDAhAkT8OWXX6o/HQ8aNAhisRguLi4oLS2FSqXCn3/+iddeew3jx49HeXk5Fi1axGzg7TRq1Cj4+/vj3//+t8Gv5FBtk2Gxs7NDdHQ0AgMDcffuXYN8PRpbG5WXl+PHH39kOhzGNZZXSCQSODo60mQe0iqUAOqQra0tBAIBgoODcf/+fSQlJaGgoMCg3lBN1bhx49C5c2ds3LjxqccbG3wLhUI4OTkhMDAQvr6+6q+vWrUKX3zxhb7D1YpOnTohNjYWKSkpSElJYTocjTk5Oal71lFtE/M6d+6sHlNmaK9HYGAgxowZgzVr1tBqVxMcDgdBQUEQCASwsrKiyTxEI5QA6oGjoyPEYjH9gtOjefPmobKyEvv372/262w2G2PGjMG333771OO1tbXo27evUdalvf766xg4cCDi4uKMcgTYs7VNCoXihTWbRPeavh6GMKascfWvoqICu3fvZiwOQ2ZlZYWwsDCEhYWhvr4eqampBr2dT5hFCaAePfsL7tChQygvL2c6LJPD4XCwfPly/Pbbb8jNzX3hdX5+fkhMTHzqsfr6evTr18/oDvB07twZCxYsgFwuR1ZWFtPhtIuHhwdkMhm1jjEQTceUnT59GgqFAlevXtV7HAEBAXjttddo9U8DxrCdT5hHCSADqHhXt7p164YPP/wQGzdufGmCzWKxcPjwYfTv31/9WHl5Ob799lv87//+L/744w99hKsVb731Fnr27ImEhAST+LTPYrEwePBg9VisluY+E91rfD2cnZ3Vr4e+Piix2WwsWrQIlZWVOh9raEo6d+4MsVgMb29v2n0iz6EEkCEsFgteXl4Qi8VwdHREYWEhEhMTjaoXl6Hy9fXFuHHjsHTp0hZnNvP5fGzbtg3Ozs74/fff8cMPP0AoFKJbt244cuQIkpKSDP4Ut6urK+bPn4+ff/4Z+fn5TIejVWw2G4GBgS3OfSb6wWaz4e/vD6FQCFtbW+Tl5SE5OVnnPyP+/v548803TaJNExP4fD4kEonBbOcTw0AJIMOeLd7NyspCeno6Hjx4wHRoRmvkyJHw9PREQkJCi9ey2WwsX74cSqVSvXXKZrMxbNgwCIVCsNlsZGRkIDMz02Dr6qZMmYKuXbti1apVJrvFQ2OxDIulpSVCQkIQGRkJNpuNzMxMZGRk6ORnxMLCQl37R6t/7fPsdr5SqaTBBWaMEkAD0bQX1+PHj5GamoqcnBw8efKE6dCMzowZM/DgwQPs3LmzxWsbV882bdr0XDNVGxsbREVFqWcKJycnIy8vz6CSrO7du2POnDnYvXs3iouLmQ5H556d+5yYmEi1TQyysbFBZGQkQkJC8PDhQ6SkpODIkSNafd8KDw+HRCLB6tWrzWbqh6413c6nwQXmixJAA9OxY0dER0cjICAAd+7cgUqlwrFjx6Dpvz8BPvvsM2RnZ2vUCsXf3x+vv/46li1b9sLVCwcHB3WbkurqaiiVSpw4cULbYbfJjBkz0KFDB6xbt86s/o9Q6xjDYm9vD5FIBD8/P9y+fRuJiYlaed+ytbVFbGyswYw1NCWNgwuEQiHs7OzUgwsMaXoQ0S1KAA2Us7MzJBIJBg8ejCtXrkChUODMmTNMh2XwOnXqhE8++QT/+c9/cOrUqRavf/XVV9GnTx+sWrWqxWtdXFwglUrh6emJy5cvQy6XM1pH4+HhgZkzZ2r8dzVFPB4PEokE/fv3R0VFBeRyObWOYZCzszOkUikGDRqEq1evQqFQ4PTp021+vsbG5vHx8QZfi2usnt3Oz8rKQkZGRov108T4UQJo4Hr06AGZTIZevXrh3LlzkMvlRnU6Vd88PT0xdepUrFixQqNu+DExMaiurm7VTNFevXpBJpOhR48ejLbFmD17NgDg66+/1vu9DU3T2qaysjIoFApUVVUxHZbZ6t69O2QyGXr37o0LFy5ALpfj8uXLrXoOJycnLFiwAElJSUhLS9NNoETNxsYGERERGD58OB49eoTU1FTk5uaaRFcB0jxKAI2Ep6cnpFIpXFxcUFxcDKVSSTUbzRAIBAgNDcXnn3/e4rVsNhvLli2DSqVqU++8xjqazp0749ixY0hMTMStW7faEnarDRw4EFOmTMGWLVtw/vx5vdzTGDSOxaLWMYahX79+kMlkcHV1xcmTJ6FQKDSe3ztx4kS4u7sjISGBDvvokb29PaKjo+Hv7487d+4gKSkJRUVFZlViYi4oATQibDYbvr6+EIlE6poNfbRgMCaTJk2Cra0ttmzZ0uK1Xbt2xYIFC7B58+Y2b+U+2xYjNzcXKSkpOm1TwmKxMH/+fNy9e/e5SSbk79ckICAAQqGQWscYgMbxi2KxGA4ODigsLERSUtJLV+gbDzft3bsXhYWFeoyWNOrSpQvEYjG8vLxQVVUFpVJptqUmpooSQCP0bM2Gobcp0adFixbh1KlT+P3331u8dujQoRg/fjyWLVvW7rY7lpaW6jYlAHTapsTb2xsTJkzAhg0bWr2tZk4aW8eEh4cD0O1rQlrWmnm106dPR8eOHbF27VpaeWKYm5sbpFIp+vTpg0uXLkGhUDzXMYEYJ0oAjZitrS2ioqIwbNgw1NbWIikpCfn5+WbbEsPKygrLly/Hnj17UFRU1OL1o0aNwoABAzTqF6ipDh06ICoqCsHBwbh//z6SkpJQUFCgtdeEzWZjwYIFuH79OrZv366V5zR1un5NSOtwuVx1y6v6+nqkp6cjOzsbbDYbI0eOhLu7O3r06IFvv/2WTnYbkD59+kAqldKIRhNCCaAJcHR0hEgkgo+PD27evAmlUomSkhKmw9I7d3d3xMTEYO3atRodynjvvfdQU1Ojk8Hyjo6OEIvFWm9TEhgYiNdffx1r1qyhQw6t1PiaeHt74+bNm1AoFJRgMKhpT8e6ujqMHj0a7u7uAIDa2loIhULacjQwLBYLQ4YMgVgshpOTk95rn4l2UQJoQlxdXSGVSs22JUZwcDBGjRqFpUuXttiIlsViYenSpUhNTUV6errOYmrapqS8vBxyubzN2ycWFhaIjY3FxYsX8eOPP2o3UDNi7j8nhsbJyQkrVqzA2LFjn3p8//79mDFjBkNRkZdprLONjo6Gra2tuocg1aMbF00TQAtdB0La7+rVq9i6dSs8PDwgk8nw/vvvm9VSPY/Hw/Xr1zWaQtC5c2dYW1vrvKXOlStXnnpNZs2a1ebXJDg4GHZ2dkhMTNRRtOah6c+JVCrF+++/T61jGFRdXd3sz4KHhwcD0RBN1NfX48iRIygqKsLw4cMRGRkJPz8/dT061dmaFloBNDKNS/USiQSOjo4oKipCYmKiRr3xjNWcOXNw7do17Nu3r8Vrvby8MHHiRHz++ed6Ox3anteEy+Vi8eLFKC0txf79+/UQrflo3NJiop0P+VtQUBDkcvlTj+Xk5ODAgQNQKBSorKxkKDKiCapHN060BWziOBwOAgMDER0dDSsrK2RnZyM9Pb3Zk3fGjM1mY/ny5VAoFMjOzm7xeplMBi8vL/z73//WQ3RP43A46jYlLZ2GbCQQCCAQCBAfH2/SSTxTqHUMs7hcLr7//nsMHToU9fX12LVrFw4ePAiRSIRu3bqhpKQESqVS4x6ChBlNx2bevHkTKpXKYMZmkudRAmgmrKysEBYWhrCwMDx58gSpqanIyckxmS7vre3pN336dDx8+BA7d+7UQ3TN43K5CAsLQ3h4OOrr65GamorDhw8/95pYWVnhv/7rv1BYWIjffvuNoWjNA7WOYYZYLEZYWBgSEhKe+oDDYrHg4+MDsViMTp06adRDkDCvW7dukEqlGDBggEGMzSTNowTQzNjZ2SE6OhqBgYGoqamBSqXC0aNHjb7XVmNvvOXLl2u0urlkyRJkZWUhJSVFD9G9nJ2dnfo0ZE1NDZRKJY4dOwZLS0tERkbC09MTXbt2xf/8z/+gpqaG6XDNArWO0R8HBwcsXLgQmZmZUKlUzV7D4XAQHByMqKgojVfNCfN69+4NqVTK+NhM0jxKAM1U0y7v2hjazjSpVApvb2+NtnQdHR3x8ccfY+vWrQb1d+7cuTOkUimGDBmCO3fuYMKECeDz+QCAS5cuISIighJAPaMWS7r31ltvoXfv3khISGixmf2LegjSCq1hY3JsJnkxSgDNXNOh7efPn4dcLjfKgutp06ahrq5Oo+bIgwcPxuTJk/HFF1/g7t27eoiuddzd3bFp0yYEBQU99fiSJUuwfv16hqIyb8+2jlEoFLSlpQWNI9/27duHgoICjb+vaQ/B+/fvIzk5mQ4dGDgmxmaSl6MEkAAA+vfvD5lMhm7duuH48eNQKpW4efMm02Fp7NNPP0Vubi6SkpJavFYsFsPf3x//+te/9BBZ2+zfvx+RkZFPPbZ7927MmTOHmYAIgL+3tGQyGbp3746ysjIolUra0mqHmJgYWFpa4quvvmpTGUrTFdrq6mr1oQNjL2kxZZaWlurWMQCQnp6OrKwsWsVlgKYJIFvXgRBmnT59GmvXrsXevXvRo0cPLFiwAKNHj4adnR3TobWoY8eOsLOz0/gXMZ/P13n/v/ZKTk5+7rFOnTphxIgRsLW1ZSAiAgAXLlzAhg0bsHPnTnTu3Blz587FuHHj4OjoyHRoRsfLywvu7u74/fff25yw3bp1C3v27MG6devw559/YuLEiZgzZw769Omj5WiJtjx+/BhpaWmIi4tDfn4+oqOjERsbi8DAQLDZlGoYIloBNCMWFhYICQlBVFQU2Gw2MjMzkZGR0WJ9DlP69euHadOmIS4uDtXV1S1e35rVQqZ07NgRv/zyCzw9PVFbW4tNmzahsLAQ4eHhaGhooNOpBuDZ1jG0paU5CwsLLFy4EFevXtXqTOuePXtCJpPB3d0dZ8+ehVKpNMqSFnNCdbbMoS1g8kI2NjaIjIxESEgIHjx4gOTkZOTl5RlcnU1ERASioqKwfPnyFlcS7O3t8Y9//APbt29HaWmpniJsvZEjRyIgIABxcXFPJRRU+2R4LC0tERoaioiICAC0paWJiIgIiMVirF69Gjdu3ND683t6ekIikahLWlQqlU7uQ7TH1dUVEokEAwYMoDpbPaEEkLSoU6dOEIlE8PX1RXV1NZRKpUE195wwYQLs7e3xzTfftHitp6cnpk6dihUrVhhsLzF7e3vExsYiLS2t2a1g4O/5qSKRCN7e3tRw1UDY2tpCIBBQ65gW2NnZYdGiRSgsLMSvv/6qs/uwWCz4+vpCJBKhY8eOKCgoQHJyMu7cuaOze5L2e7bOlkY06g4lgERjLi4ukMlkBtfcc8GCBTh79qxGv0yEQiGCg4PxxRdf6CGythkzZgyGDBmCuLg4PHz48KXXNj2devnyZSgUCpw/f15PkZLm0JbWy40ZMwZeXl5ISEjQy3a5hYWFuocgl8s12WlIpoZax+geJYCk1Zo292T6E5qlpSWWL1+O/fv3a9RGYsqUKeBwONi6daseoms9JycnLFy4EAqFApmZmRp/X9PX5MyZM1AoFLhy5YoOIyUtoS2t57m4uGD+/Pn4/fffNRrZqE1WVlYIDw9HaGgo6uvrkZaWhsOHD9NWvQGjEY26RQkgabOmn9COHj0KlUql923Vxj5iX331lUYnez/55BMUFRVBqVTqIbrWGzduHPr06YO4uLg2jekbNGgQJBIJunbtiuLiYqhUKqNq52OKaBrC/zdt2jQ4OTlh9erVePLkCSMxNJ28c/fuXSQnJ9NWvYFrHNEYERFBh+C0iBJA0i5sNhuBgYGIjo6GtbW1+hOavrZXAgMDMXr0aCxdurTFhMnOzg6ffvopdu7caZBbcl27dsWHH36IgwcPIjc3t83Pw2az4efnB6FQCDs7O+Tl5SE5Odkgm16bE3Pf0mo8rW8oB7Aa62iHDh2KP//8k7bqjQCNaNQuSgCJVnC5XISFhSE8PFy9vZKdnd2mVazWGD16NHr16oU1a9a0eG1r28Xo2+TJk8Hj8bBy5UqtrI40befD4XDU7XxaqiskumOu0xDYbDbmz5+Pu3fvYsuWLUyH8xSqozU+TZP369evQ6lU4uTJk0yHZXQoASRa9ez2SmJiIgoLC3XWmT8mJgbV1dX46aefWrw2KioK4eHhWL58uU5iaQ8+n4+5c+di7969KCws1Opz29jYICIiAsOHD8ejR4+QmpqKnJwcxrbgyPPTEDIyMpCZmWmyW1rBwcF49dVXsX79eoOtTX22jlapVBp8w3hzx+PxIJFI1CMa5XI5Ll68yHRYRoMSQKITnTt3hlgshre3N6qqqqBUKnHq1Cmt3oPFYmHZsmVISkrS6MDE5MmTYW1tjW+//VarcWjDu+++C0dHR6xZs0Zn2xn29vYQCoXw9/fHX3/9hcTERBw9epTGZjHI1tYWUVFRGDZsmMn2dbS2tsaiRYtQVlaGffv2MR1Oi6iO1vh4eHhAJpPBzc0Np06dgkKhwLVr15gOy+BRAkh0ys3NDTKZDB4eHrh48SIOHTqEy5cva+W5u3TpgkWLFuHbb7/FuXPnWrx+8eLFOHHiBORyuVbury3u7u6IiYnBDz/8oJdefs7OzpBIJBg8eDCqqqqgUChQVlam8/uSF3u2dYwp9XWUyWQYNmwY4uPjUVNTw3Q4GmGz2fD19YVQKETHjh2Rn5+P5ORko4nfHLFYLHWdrZOTE2MHE40JJYBEL/r16weZTAZXV1eUlJRAoVC0uzP/kCFDMGnSJPzzn//EvXv3XnqtjY0Nli5dit27d6O4uLhd99W29957D9bW1vjqq6/0uhrXvXt3SKVSdXIul8tRUVGht/uT53Xr1g1SqdTgem22lZOTExYsWIDU1NQXNjU3ZBYWFhg2bBiioqJgYWGh7iH44MEDpkMjL8DhcBAQEPDUwcS0tDSTr7NtC0oAid6wWCwMHToUIpEI9vb27f5ULRaL4efnhxUrVrR4rYeHB2bOnImEhASDGgnVt29fTJ8+HVu3bsXp06cZiaFfv36QSqXg8XgoLS2FQqHA9evXGYmF/M1UWsdMmjQJPXr0QEJCglHXN1pbW6t7CNbV1anraHV9yI20XXMHE6nv49MoASR69+yn6raeTn3nnXcAANu2bWvx2vDwcERHR2PZsmUGVfM2Z84c1NfXY+PGjYzGwWKx4OXlBbFYDEdHRxQVFSExMZG2TxjWtHVMYz2asbSO6dmzJ2bNmoWffvoJR48eZTocrejYsSOio6MREBCAmpoaJCUloaioyKRqNk1N0/np9+7dQ1JSEgoLC+k1AyWAhEFNT6c+fPgQKSkpOHLkiManUz/55BMUFhZCpVK1eG1r5gXry8CBAzFlyhRs3rzZYLb5OBwOgoKCIBAIYGVlhdzcXOq8z7DmWsekpqa2WPbAJBaLhdmzZwMAvv76a4P60KUNTQ+5URsS4+Dk5ASxWAwfHx9cv34dCoXCIPpRMokSQMK4Tp06QSgUws/PD7du3YJSqcSJEyde+kujQ4cO+OyzzzQ+OLFw4UKcPn0av/32mzZDbzMWi4X58+ejpqYG3333HdPhPKfp9klDQwPS09ORlZVF2ycMMqbWMUOHDsX48eOxadMmXLp0ielwdIbP50MikaBfv3407s9I8Hg8SKVS9OvXD+Xl5ZDL5Sb9f/RlKAEkBsPFxQUSiQQDBw5EZWUl5HL5CxuyNjZ1jo+Pb7FFg5WVFZYvX449e/agqKhIF6G3mre3NyZMmIANGzZo7VS0LjTdPjHVNiXGpmnrmNraWiQlJRnUa2JpaYlFixahoqICP/zwA9Ph6IWHhwekUim6d++O06dPQ6lUGmy/Q/K3Pn36QCqVws3NDaWlpVAqlWbXOoYSQGJwevXqBalUCnd39xcWwIvFYgQEBODLL7/U6Pnef/99rF692iB+wNlsNhYsWIDr169j+/btTIejkcbO+97e3uo2JSUlJSa3tWdMHBwc1NMQqqur1SvnTBMIBBAIBFi1apVBTtzRpcaaTWdnZxw7dgwqlcrs/g2MCYvFwpAhQyCRSMyy9pkSQGKwBg0aBKlUqp6d2tjTKTo6GpMnT0ZxcTFWr17d4vMMHz4cUqkUS5cuNYhVkoCAALzxxhtYu3at0Z3sdHV1hUQiwYABA1pcpSX68WzrGCZHmXXs2BGxsbHIyckxuH6b+vLsLO4jR44gJSWFZnEbMA6H89RM+9zcXCQmJpr82ExKAIlBY7PZCAgIgFAohLW1NYKCguDv7w8AePLkCd577z0cOHDgpc8xbtw4dOnSBV9//bU+Qn4pDoeD2NhYlJeXY/fu3UyH02a9evWCTCZTj81SKBS05cWwpq8JU61j3nzzTQwYMAAJCQlm3yvP0tJS3e2AZnEbBy6Xi9DQUERERKC2thb79+/HmTNnmA5LZygBJEaBy+Vi5syZ+Oc///nU45cuXYKvr+9Lv/ejjz7ChQsX8Msvv+gyRI2EhIRg1KhRWLVqlUH1I2wrGptleBpXzp2dndXTEPTROobH4+GDDz7AwYMHkZubq/P7GYvmZnHn5uZSD0ED5ujoiNdeew39+vVDUVER7t69i+nTp8PKygo7duzQaPa8MaAEkBiN11577bkTs48ePYKrq+sLa9EsLS2xfPlyHDhwAPn5+foI84UsLS2xePFinD592ihmomrq2S2vvLw8JCcn05YXgxpfE5FIBFtbW/U2pC5bx8ycORN2dnZYu3atQZRaGBp7e3tER0fD398fNTU1SExMRFFREdXRGjA/Pz9Mnz4d48aNA5vNVj8+Y8YM7N+/n8HItEPTBJDd8iWE6FZqaupzU0MqKirw4YcfYuDAgc1+D4/HA5vNRmVlpT5CfKnhw4fDxsbGKEdivUx9fT3y8/MRHx8PpVIJHx8fLF68GGKxGFZWVkyHZ5aaviZJSUnw8/NDbGwsBAIBuFyu1u83cOBAeHh44NChQ5T8vcCdO3dw4MABrF69GhUVFRg7duxL37sI8woLC1FbW/tU8gcA48ePZygiZlACSBh3+/ZtjBs3DpWVlbh9+zZ++OEHvP3227hz5w6mTJmCWbNmwd3d/anv6d69Ox49esT46V9ra2tEREQgLy/PaCY5tFZdXR0yMjIQFxeHw4cPIywsDIsXL0ZoaCgsLCyYDs8sPX78GGlpaYiLi0N+fj4EAgFiY2MRHBz83C+1tuJwOBgxYgTOnDnD2DhDY3Ljxg3s2rUL69evV793xcTEoFevXkyHRprRXElLW8eXGivaAiYGoVOnTvjkk0+wffv2p7q4P9vTqaioCAsXLoRAIMD169fx7rvvoqSkhLG4RSIRwsLCEB8fbzZvHk23vO7cuYPExEQcPXqUtrwY1FzrmPa28xk+fDhGjhyJtWvXMv5Byxg1fe8qKyuDQqFAVVUV02GR/4fP5yM7Oxv29vYAgNraWrzyyisG01O2PagGkBiVIUOGYNKkSfjiiy+eqzFr7OkkFovxzjvvgMfjqb9WVVUFHx8fPHr0SN8ho0OHDli8eDFyc3PNsjWGs7MzxGIxhgwZgqqqKiiVSpw6dYrpsMyai4sLpFIpPD0929U6xsbGBrGxsThx4kSLp/HJi7FYLHUPQScnJxw7dgyJiYkmu1tgTLp06YL//u//BovFQlVVFfbu3Wsyra8oASRGRSaTwcvLC//+979feI2TkxPOnTv33OOvvPIKsrOzdRles0aOHImAgADExcWZ9Uzd7t27QyqVwsPDA5cuXYJcLkd5eTnTYZm1pk3X29LO55VXXoGfnx8SEhLo0I8WPDv3WR+Hd8jLTZw4ET169EBCQoLJndymQyDEqPB4PPzxxx8vvaampqbZT85ubm56r0Wzt7dHcHAwsrKyzDr5A4DLly9jy5Yt+P7778HlchETE4MpU6bAxcWF6dDM1sWLF7Fx40bs2LEDDg4OmDdvHsaPHw8nJ6cWv7dLly4IDg5GamoqJX9aUl9fj7y8PPXhHV9fXyxevBhCoZAOVDGAz+fDy8sLiYmJJpf8tQatABKDsGTJEmRlZSElJeWl102bNg0JCQnqP6empqKsrAx3795Vt1/Qx2nFMWPGYMiQIYiLi6MGsE2wWCx4eXlBLBab5QgmQ9S0nU+HDh1aXH2aMmUKXF1dsXLlSrP+5ahLNjY2iIyMREhICB4+fKjuIfjkyROmQzMLja2N1qxZY5K1y7QFTIyGo6MjPv74Y2zdulWj04aenp4YPnw4SktLcfjwYTg5OUEikcDb2xtVVVWQy+U6PbXo5OSEhQsXQqlUIiMjQ2f3MWZNRzBZWVkhNzcXqampZr9ayiRLS0uEhIQgMjISbDYb6enpyMzMxOPHj9XX9O7dG++99x527dqF48ePMxitebC3t4dIJIKfnx/++usvOlClB/3798e7776Lbdu2oaysjOlwdIISQGI0Bg8ejMmTJzd7AKQ1+Hw+RowYAQ8PD5w/fx6HDh1qcVu5LcaOHYu+ffsiPj7+qV+e5HlcLhdhYWEIDw9HQ0MD0tPTkZWVRf9uDLK1tUVUVBSGDRuGe/fuISMjAxMnTsTo0aPx4MEDJCUlYdasWUyHaVacnZ0hkUgwePBgVFVVQaFQmGxywiQWi4V58+ahtrYWmzdvZjocnaEEkBgNsVgMf39//Otf/9LK8/Xv3x8jRoyAi4sLjh07BqVSqbVTd87Ozvjoo49oLFYrdejQAQKBAEFBQbh//z6Sk5ORn59PzYUZ1LhyPnv2bAwaNEj9+JMnTxAWFkYJCAPoQJVu+fj44K233sKGDRtw+fJlpsPRGUoAidF49913UV9fj//85z9ae85nR2bl5OQgJSUFtbW17XreiRMnonv37khISKB6nTZwdHSESCSCj4+P1vrVkfY5ceIE+Hz+U48tWbIE69evZygi0rdvX8hkMvB4PJSWlkKpVFIvxnbicDhYuHAhrl69ih07djAdjk5pmgBSG3/COD6fr/XVtMaRWceOHUNYWBgiIiLg7++PlJQU5OTktKm4ncfjwcvLC3v37qXkr41u3bqFPXv2IDMzExKJBJMmTUJlZSUUCkWzLX6I7p07d+65BPDSpUvMBEMAAGfPnsW5c+fUB6rmz5+Po0ePIjExEbdv32Y6PKMUFBQEBwcHbNu2jelQDAatABJG2dvb4x//+MdzE0C0zc7ODtHR0QgMDMSdO3egVCpRXFzcqpWnd955B05OTlizZg1tXWpJr169IJPJ0KNHD5w9exYKhUIndZvkxaKjo7Fz5051O5KUlBSMHz+ePuQYCA6Hg4CAAERHR8PGxkZ9oIp6CGqOy+Vi8eLFKCsrw759+5gOR+doC5gYBU9PT0ydOhUrVqzQS6uQLl26QCaTYdCgQaisrIRcLteo+3uPHj0we/ZsOh2pI4MGDYJEIkHXrl1RXFwMlUrV7KxOon3vvvuuelzZlStXGGmqTlrG5XIxfPhwREREgMViISMjA5mZmYxMQTI20dHRiIyMREJCglm0pKIEkBgFoVCI4OBgfPHFF3q9r7u7O0aMGKGelKBSqVBZWdnstSwWC++//z64XC6++uorqlfTETabDV9fX4hEItjZ2SEvLw/JycnUjFiH+vTpgxkzZmDHjh04efIk0+EQDTSe4g4ODsbDhw+RkpKCI0eO0IrtCzSO7MzLy8Pvv//OdDh6QQkgMQpTpkwBh8PB1q1bGbn/4MGDIRKJ4OLigpMnTyIxMfGpge0cDgdDhw7Fm2++ic2bN+PChQuMxGlOLCws1P3qLCwskJWVhfT0dGq4rWUsFgtz587Fo0ePsGnTJqbDIa3UqVMniEQi+Pr64tatW0hMTGx1WYs5GDVqFPz9/c1qZCclgMQofPLJJygqKoJSqWQsBhaLBW9vbwiFQnTp0gXFxcW4fv06li5dqu7L9c0332Dt2rWMxWiObGxsEB4ejtDQUDx69Eg9LYGmU2jH0KFDMX78eHz99deoqKhgOhzSRl27doVEIsGgQYNw9epVKBQKnTbCNyaOjo5YuHAhUlJSWpwyZUooASQGz87ODp9++il27tyJkpISpsN5qnVMTEwMOnTooP7a+fPnERAQwGB05sve3h7R0dHw9/fHnTt3kJSUhKKiIlrpaAcLCwssWrQIlZWV2LlzJ9PhEC3o0aMHpFIpevfujQsXLkChUJh9Yj927Fj069cP8fHxZlUrqWkCyNZ1IIS8CI/HAwBcuXKF4Uj+1tg6Ri6XP5X8AYCHhwfc3d0Zisy83blzBwcOHMDq1atRWVmJsWPHYv78+fD09GQ6NKMVEhKCjh07QqFQMB0K0ZKKigps3rwZW7duhY2NDWbPno23334bXbt2ZTo0Rri4uGDo0KFITk42q+SvNagPIGEMn89HbW0tqqurmQ7lKeXl5Xj48KG6LQbwdxJy/fp1BqMiN27cwA8//AA3NzfIZDJMnTqVpiW0QeMhgiNHjuDGjRtMh0O07PTp0zhz5gy8vb0hEonw4YcfoqioCImJiWZxAraRRCLBrVu3kJ+fz3QoBotWAAlj+Hy+QfZ8q66uxpdffqk+VVdXV4fPPvus3VNEiHZUVlZiy5Yt+O6778DlchETE4MpU6bAxcWF6dCMQlRUFFgsFpKTk5kOhehIQ0MDjh07hlWrVuHXX39F//79sWjRIowcORK2trZMh6dz7u7uGDhwIFQqFZ2OfgmqASSMWbx4MU6cOAG5XM50KM1yd3eHl5cXioqKDDJRJX8f4GmcluDo6EjTElrg5OSEBQsWIDk5GampqUyHQ/SEy+UiLCwM4eHhaGhoUPcQfPz4MdOh6cT7778PKysrs23bRaPgiEGztbWFk5OTwdT/Nae8vJy2Fg1cQ0MDiouLUVJSgsDAQAgEAnh7eyMnJwepqalm0/ZBU2KxGPfu3UNWVhbToRA9evToEZKTk5Gbm4uoqCgIBAIMGzYMycnJyM/PN6lVsv79+6NXr174/vvvzTL5aw1KAAkjGg+A0Moa0YYnT54gJycHhYWF6pWOgIAAk1/paA03Nzf4+Phg37599O9hpu7du4fffvsN2dnZEAqFePXVVxEWFgaVSoXjx48bfcLEYrEglUpx4cIFnDlzhulwDB7VABJG8Hg8PHz4kMZ9Ea1qXOmIi4tDYWEhBAIBYmNjERQUBDbbvN/uRowYgaqqKhQWFjIdCmHYrVu3sHfvXqxduxbXrl3DhAkT8MEHH6Bv375Mh9YuPj4+cHV1NdiyIkNj3u+IhDF8Ph9Xrlwx+k+cxDDdu3cPv/76K1auXIlz585h9OjRWLBgAby8vMBiaVQeY1IGDBiA3r17Qy6X088cUbt27Rq2b9+OjRs34vHjx5g+fTpmzpyJ7t27Mx1aq3E4HIhEIpw8eRKXL19mOhyjQAkgYQSPx6PtX6Jzt27dwp49e7Bu3TrcuHEDEydOxJw5c9CnTx+mQ9MbNpsNmUyGc+fO0YQI0qzy8nJs2rQJ27ZtQ4cOHTBnzhxMnjwZzs7OTIemsaCgIDg4ODA6VcrYUAJI9M7KygrOzs4GfQCEmJaqqips27YN33zzDZ48eYIZM2Zg+vTp4PP5TIemc35+fnBxcaFtMdKisrIyrF27Fnv27AGfz8dHH32EN954A/b29kyH9lJcLhcCgQBFRUXUr7UV6BAI0Ts6AEKYcvHiRWzcuBEDBw6ERCLB3LlzUVxcDJVKZZL1qFwuFyKRCEePHqWfN6KRhoYGFBUVobi4GMHBwYiKioKPjw8OHz6MtLQ0g+yHGhYWBisrKyQmJjIdilGhBJDoHZ/Px6NHj/Dnn38yHQoxU6WlpSgrK4Ovry9EIhEWLFiA/Px8JCcno6amhunwtCYsLAy2trZQqVRMh0KMzJMnT5CdnY2CggKEhYUhLCwMgYGBSE9PR3Z2tsGcJO/QoQPCw8ORm5trVpNOtIESQKJ3PB4PV69eRX19PdOhEDNWX1+PgoICHDt2DCEhIYiMjISvry+ysrKQnp6Ohw8fMh1iu9jZ2SE8PBzZ2dm4desW0+EQI/Xw4UMkJSUhJycHAoEAQqEQISEh6h6CTL+PR0VFoaGhgRqbtwElgETv+Hw+Lly4wHQYhAD4e9RfRkYG8vLyEBERgdDQUAQFBSE1NRW5ubmoq6tjOsQ2EQqFePLkCdLS0pgOhZiAxpP1jT0ER48ejdDQUKhUKpSUlDByutzR0RHBwcFISUmhpu9tQIdAiF5ZWlrC2dmZ6pGIwXnw4AGUSiXi4+NRUlICmUyGRYsWwc/Pz+haxzg7OyMgIACpqakGWbNFjFd1dTX27NmDr776Cjdv3sSkSZMYO1kvFApRW1tLk23aiBJAoleurq5gs9l0ApgYrJqaGhw4cACrV69GRUUFxo4di/nz58PT05Pp0DQmlUrx119/4fDhw0yHQkzU1atXmz1Z7+bmppf7u7i4YOjQoUhOTsajR4/0ck9TQwkg0Ss+n4+6ujpcu3aN6VAIeakbN25g165dWL9+Pe7du4epU6di1qxZcHd3Zzq0l+rZsycGDRoEpVJpUjNeiWFqPFm/fft22Nvb44MPPsDEiRPRpUsXnd5XIpHg1q1byM/P1+l9TBlL0317Jycnah9P2u3NN99Et27dsH79eqZDIaRV+vbtC5lMBh6Ph1OnTkGhUBjkB5nZs2eDzWZjw4YNNPWD6BWLxVKfrO/YsSMKCgqQnJyMO3fuaPU+7u7uiImJwe7du1FcXKzV5zYF1dXVGtWs0CEQolc8Ho/G9BCjdPbsWZw7dw5eXl4Qi8WYP38+jh49isTERNy+fZvp8AAAQ4YMQY8ePbB582ZK/ojeNTQ0oLCw8Kkegr6+vsjOzkZ6errW6lFlMhmuXLmC48ePa+X5zBUlgERvLCws4OLigiNHjjAdCiFt0tDQgOLiYpSUlCAgIADR0dHw9vZGTk4OUlNTGT2JyOFwIJFIcOrUKTplTxhVV1eHrKws5OfnIzw8HGFhYQgKCkJaWhoOHz7crh6CAwYMQM+ePfH999/Th5x2ogSQ6E23bt3A4XDoBDAxek+ePEFubi6KiooQFhaG8PBwBAQEICMjA5mZmYw0yQ0KCoKTkxO2b9+u93sT0pyHDx8iMTFR3UNQLBYjJCQESUlJKCwsbHUPQRaLBalUigsXLuDMmTM6itp8UAJI9IbH4+HJkyeoqqpiOhRCtOLRo0dITk5Gbm4uoqKiIBAIMGzYMCQnJyMvL09vTXKtrKwQHR2NgoICmoVKDM7du3dx8OBBZGVlQSwW44033kB4eDiUSiVKSko0fh4fHx9069YNGzZs0GG05oMSQKI3fD4f169fN9rGuoS8yL179/Dbb78hOzsbIpEIr776qrpJ7okTJ3S+VRUZGQlLS0uahUoMWnV1NX788Uekp6dDKpVi8uTJuHz5MhQKBc6fP//S7+VwOBCJRDh58iTVkWsJtYEhesPj8Wj7l5i0W7duYc+ePVi3bh3+/PNPTJw4UedNcjt16oTQ0FBkZmaa1BxjYrquXr2KrVu3qg8rzZw5E9OmTQOPx3vh9wQFBcHBwQFKpVKPkZo2SgCJXrDZbLi6ulIDaGIWqqqq8J///Oe5Jrl8Pl/r95JIJHjw4AHS09O1/tyE6NKFCxfw9ddfY8eOHXBwcMC8efMwYcIEdO7cWX0Nh8NBp06dIBAIUFRURCUOWkR9AIleuLq6Yv78+di4cSPKy8uZDocQvRo4cCAkEglcXFxw/PhxKJVK3Lx5s93Py+fzMXfuXOzfvx95eXlaiJQQZrDZbHUPQTs7O+Tl5aFfv36YPXs27OzscOHCBYwZMwZXr15lOlSDR30AiUHh8/mor6+nH15ilkpLS1FWVgZfX18IhUIsWLAA+fn5SE5Obte27ahRo1BVVYWCggItRkuI/tXX16OgoADHjh1DSEgI3n77bbzxxhvqr/ft2xcxMTFYsmQJg1GaFkoAiV7weDzcuHGDZjYSs9X0F9ywYcPUTXKzsrKQnp6Ohw8ftur5Bg8ejF69euG7777T22ljQnStrq4OGRkZiI6Ofu5r4eHhDERkuigBJHrB5/PpAAgh+PsXXGZmJvLz8xEREYHQ0FB1k9ycnByNTslzOBzIZDKUlZXh7NmzeoiaEP06efLkc49R7z/tokMgROdYLBYdACHkGQ8ePIBSqUR8fDxKSkoglUqxaNEi+Pn5gcV6eQlPSEgIHBwccOjQIT1FS4h+HThw4Km2RpcvX8aKFSsYjMj00Aog0bkuXbqAy+XSCiAhzaipqcGBAweQmZkJsViMsWPHqpvklpaWPne9ra0tBAIB8vLy6EQkMVmPHz/G+PHj4e3tDQcHh3aPkCPPo1PARKeCg4Mxa9Ys9OjRAzNnzmyx2Sch5s7NzQ1SqRR9+vTBpUuXIJfLUV5ejl69eiEyMhIuLi6wtrZGfHw87t27x3S4hBADo+kpYEoAic5IpVLs3LkTbPbflQY3btxAaGgorVoQooG+fftCKpWCz+fDysoKkyZNgoXF35s22dnZeOWVVxiOkBBiiDRNAKkGkOhMTEyMOvkD/t4KHj9+PIMREWI8zp49i/Xr12PXrl0YM2aMOvkDgOHDh8PPz4/B6Aghxo4SQKIzXC5Xo8cIIc1raGjA8ePH0aFDh+e+poupIoQQ80EJINGZbdu2PfXnu3fvYu/evcwEQ4gRk8vlT/25pqYGaWlpzARDCDEJdAqY6MxPP/2EBw8eYNy4cbh9+zY2btyIiooKpsMixOjMnz8f9+/fh1AoxIULF7BkyRLcuXOH6bAIIUaMDoEQQgghhJgIOgRCCCGEEEKaRQkgIYQQQoiZoQSQEEIIIcTMUAJICCGEEGJmKAEkhBBCCDEzlAASQgghhJgZSgAJIYQQQswMJYCEEEIIIWZG40bQhBBCCCHENNAKICGEEEKImaEEkBBCCCHEzFACSAghhBBiZigBJIQQQggxM5QAEkIIIYSYGUoACSGEEELMDCWAhBBCCCFmhhJAQgghhBAzQwkgIYQQQoiZ+T+9nl3rkUO0XAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import osmnx as ox\n", "\n", "center = (40.783169, -73.978315)\n", "radius = 500\n", "\n", "graph = ox.graph_from_point((40.783169, -73.978315), dist=500, network_type='drive')\n", "graph_projected = ox.project_graph(graph)\n", "graph_undirected = ox.get_undirected(graph_projected)\n", "\n", "fig, ax = ox.plot_graph(graph_undirected)" ] }, { "cell_type": "markdown", "id": "2685b409-c75d-486b-84c7-57297f53b872", "metadata": {}, "source": [ "One of the streets has two parallel lanes creating the problem described above." ] }, { "cell_type": "markdown", "id": "8032deea-1b1f-4b41-b89b-5d151b863351", "metadata": {}, "source": [ "## Default behavior" ] }, { "cell_type": "markdown", "id": "32156d83-ca5e-43cb-a578-d780e6ff4004", "metadata": {}, "source": [ "In addition to the graph, the function also receives as argument a `tolerance` value. This is the critical length of street segments in the processed network: any segment below such value will be collapsed. Values between 20 and 30 (default) meters work well." ] }, { "cell_type": "code", "execution_count": 3, "id": "010fb5bb-8dfb-49a7-8d9f-fd78443f5c21", "metadata": {}, "outputs": [], "source": [ "consolidated_graph = mm.consolidate_intersections(graph_undirected, tolerance=30)" ] }, { "cell_type": "markdown", "id": "19b96ac2-caee-4488-af3f-9a171eca8e79", "metadata": {}, "source": [ "The graph maintains all its attributes, and can be drawn using the same functions:" ] }, { "cell_type": "code", "execution_count": 4, "id": "5e423039-f9e9-4e74-bd42-8422e60ee0bf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = ox.plot_graph(consolidated_graph)" ] }, { "cell_type": "markdown", "id": "b61caa08-601c-457c-bee9-f3d760a91913", "metadata": {}, "source": [ "## Simplification methods" ] }, { "cell_type": "markdown", "id": "c1604082-6f00-4884-aeb0-0ee6da03bbd6", "metadata": {}, "source": [ "By default, the function rebuilds the graph. Setting the parameter `rebuild_graph` to `False` returns a graph where edges to and from consolidated clusters do not exist. This method is faster and useful for aggregation and summary statistics---e.g. the number and location of intersections." ] }, { "cell_type": "code", "execution_count": 5, "id": "d7b7eab1-307d-48d3-95a1-0bc1136876a7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rebuildfalse_graph = mm.consolidate_intersections(graph_undirected, tolerance=30, rebuild_graph=False)\n", "fig, ax = ox.plot_graph(rebuildfalse_graph)" ] }, { "cell_type": "markdown", "id": "2b0f2f1c-7124-4133-80e1-98ebdf8f0525", "metadata": {}, "source": [ "When `rebuild_graph` is set to `True`, the user can choose a method to determine the geometry of new edges with the parameter `rebuild_edges_method`. There are three currently implemented methods:" ] }, { "cell_type": "markdown", "id": "9dcf4c24-201c-4383-aa83-3f78b7ca3a4f", "metadata": {}, "source": [ "1. `extend` reconstruction: Edges are linearly extended from original endpoints until the new nodes. This method preserves most faithfully the network geometry, but often yields non-planar graphs with overlapping edges." ] }, { "cell_type": "code", "execution_count": 6, "id": "7e7a9c3b-e26c-4741-8c9e-babcc76163c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extend_graph = mm.consolidate_intersections(graph_undirected, tolerance=30, rebuild_edges_method='extend')\n", "fig, ax = ox.plot_graph(extend_graph)" ] }, { "cell_type": "markdown", "id": "ab41b9f5-997e-44f6-9adc-b9691ac77b5e", "metadata": {}, "source": [ "2. `spider` reconstruction [default]: Edges are cropped within a buffer of the new endpoints and linearly extended from there. This method improves upon linear reconstruction by mantaining, when possible, network planarity. This is the same network that we obtained beforehand." ] }, { "cell_type": "code", "execution_count": 7, "id": "ee6964dd-5522-4f55-b191-726befb0494a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spider_graph = mm.consolidate_intersections(graph_undirected, tolerance=30, rebuild_edges_method='spider')\n", "fig, ax = ox.plot_graph(spider_graph)" ] }, { "cell_type": "markdown", "id": "fe401fe4-8cf3-4fc3-b467-0a4fe5a3bf92", "metadata": {}, "source": [ "3. `euclidean` reconstruction: Edges are ignored and new edges are built as straightlines between new origin and new destination. This method ignores geometry, but efficiently preserves adjacency." ] }, { "cell_type": "code", "execution_count": 8, "id": "6c8be0e1-55b5-4122-a4fd-0b1d190518be", "metadata": {}, "outputs": [ { "data": { "image/png": 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dOhU//PADjh8/TnU4ao/NZiM+Ph5//vOf0bdv35e+Nnz4cJ0/P0kVHx8fCAQC2NnZ4ejRo5BIJGhsbATwx/lBBoOBR48eURwloe06mgDSlR2IrggKCoK5uTmys7OpDoUgNAqNRoNQKMTFixdJ8tdBzc3NkEgkYLFYr30tIiKCgogIAKitrcWqVauwZ88e9OzZEwsXLsSgQYPw3//+F2fPnsX58+exfv16sNlsqkMlCJIAKgKdTkd8fDyOHz9Ozt0QRCf5+/vDyckJIpGI6lA0ztGjR197zNHREe7u7hREQwBAa2srysvLkZaWBolEgpEjR+LTTz+FgYEBmEwmRo4ciZkzZ1IdJkGQBFAR/P39YW1tTVb/CKKTGAwG+Hw+Tp48iQsXLlAdjsb55ptvcOfOHfm/JRIJjh8/jmnTpuGTTz6Bvb09hdHptmfPniEvL++N58FjY2MpiIggXkYaQXcTjUZDQkICTp06RQ79EkQnhYWFwcLCAlu3bqU6FI2UkJCAn376CVKpFJcuXcLZs2cBAH5+fuDz+ZgzZw6qq6shlUpx9+5daoPVUW861qCvr4++fft2usE3QSgSSQC7ydPTE/b29ti3bx/VoRCERmGz2UhMTERFRQU5OtEFba89p06dem334fjx4zh58uRLM4aLi4uRnZ2NpqYmiiLWTdu3b8fUqVPRq1cvAMCZM2dw8OBBjB49GleuXIFIJJIn7gShSiQB7KawsDBcu3aNbF8RRCfFxMSAzWZDJpNRHYpGGj58OFpbW7F79+43fr21tRWlpaWoqqpCdHQ04uLiEBISgpycHBQWFqKlpUXFEesmZ2dnZGZm4p///Cdu3ryJI0eO4MWLF3Bzc4NAIMDUqVNx6tQpiMViXLt2jepwCR1CEsBuMDU1Re/evcnIN4LoIAMDA4wbNw7+/v6wsrLC9u3b5c2MiY6LjIyEqakpioqK8OTJk3d+79OnT+UjyxITE8HhcBAREYGMjAxUVFSQnotK1Fbhfu7cudfeJ9oqgn19fcHn8zF37lxUVVVBKpW+dK6TIJSFJIDdEBISgufPn6OqqorqUAhCI+zevRsxMTHyf1+4cIFU/3YSnU6HQCBAc3Mzfvvttw7/3KNHj3Dw4EEUFhaCx+Nh6NChiI6OhkQiwcmTJ5UYse4KDAxEjx49sG7durd+z4kTJ1BbW4v+/fuDw+Fg4cKFKCkpQXZ2NukZSCgVaQTdRTQaDZ9//jnOnDmDX375hepwCELtBQYGIisr66XHmpqa0KtXLzKzthMGDx6MiIgI7Nu3DyUlJV2+jqOjIwQCATw9PeWJ+MWLFxUYqW5jMplYuHAhrl69ih9++KFDP8NisRAVFYX4+HgAQF5eHvLz88l2PdEppBG0knl5ecHc3JzMLCWIDnpT81s9PT2YmppSEI1m0tfXR2hoKO7du9et5A8Arl69ik2bNmHTpk3Q09PDZ599hnHjxsHW1lZB0eq28PBwmJqaQiwWd/hnWlpakJOTg6VLl6KsrAyJiYlISUlBaGgo6HTydk0oFlkB7KLx48fD3Nwcq1evpjoUooOsra0xcuRIGBgYYM+ePaRwR8VoNBqKi4vh5eUlf+zkyZPIzMxEfn4+8vLy8PTpUwojVH8TJ06El5cXNm/ejDNnzijsujQaDX379gWfz4e5uTkqKiogk8nI+cwu0tfXR0pKCo4dO9atDhEWFhbgcrkIDAzE7du35X0eCeJdyCxgJTI1NcWf/vQn7N+/n6wAagh7e3tkZWXJG+M2NTVh4MCB5Pymik2dOhUjRozAo0ePkJeXh02bNiEiIgJRUVFobm5GZmYmjhw5gufPn1MdqtqxsbHBggULcO3aNaV98GQwGAgPD0diYiL09PRQUFCA3Nzc9xaaEC/j8/mIiopCWloaHjx40O3r9ejRA3w+H71798alS5cgEolw/vx5BURKaCOSACpRYmIi4uPj8Z///IecXdIQn3/+OT7//POXHhOLxZg0aRJ5c1MRW1tbzJs3740fnMzMzMDlchEcHIzGxkZIpVLSJPcVc+fOhb29PZYtW/bG6RKKxGazERsbi5iYGLS0tCA7OxslJSV49uyZUu+rDUxNTbFo0SIUFBRAKpUq9Nru7u4QCoVwdnZGXV0dxGIxrl+/rtB7EJqvowkgqQLuJBqNhv79+6OmpoYkfxrE3Nz8tcd8fX3xj3/8A1evXsWZM2dQWVmJ33//XfXB6Qg+n487d+6gvLz8ta/du3cPe/bsQX5+PgQCAWmS+wpvb2/Y29ujrq5O6ckfADQ3N0Mmk6GkpARJSUkQCoWIioqCTCZDVVUVSczfISkpCS0tLcjNzVX4tc+dO4d169bB399fPumlqqoKMpmMTHohOo2sAHaSh4cHpkyZgq+//hqXLl2iOhyig4KDgyGRSMBgMOSPff7556iqqoKHhwe8vLxgaGiIs2fPIisriyQdCubs7IyZM2di9+7dqK6ufu/3u7m5QSgUwsXFhTTJBfDXv/4VhoaG+Ne//kXJirWNjQ34fD78/Pxw7do1iEQinD59WuVxqDsbGxvMnz8fhw4dQmFhoVLvRafT5ZNeDAwMyKQXQo5sASvJqFGjYG9vj5UrV1IdCtFJXC4XX331FVpaWrB27Vps375d/jUmkwk/Pz9ERUXB2dkZp0+fhlgsRkNDA4URa4+pU6fC0NAQq1ev7tTqUdtMWysrK1RXV0Mmk+lck9yoqCgMHDgQhYWFlDedd3Z2RnJyMtzc3HD27FmIRCJcuXKF0pjUydixY+Hg4IDly5er7Byrnp6efNLLixcvyKQXgiSAymBoaIi//OUvkEgkyM/PpzocoguWLFkCmUyGgoKCt35PW2d+W1tbHD16FFKpVCXbbtrK09MTkydPxpYtW1BXV9fpn6fT6fImuYaGhjq10kGn07F48WK8ePECX3zxBdXhyPXu3RsCgQD29vaoqamBRCLR+b8RFxcXzJgxo8Or3IpmZGSExMREhIWF4dGjR2TSiw4jCaASREVFQSgU4ssvvyQd2jWQnp4e/vnPf2LXrl04evToO7+XTqejX79+4HA4MDY2xpEjR5CZmYmHDx+qKFrtQKPRMHPmTDx79gzffPNNt67FYrEQExOD2NhYANCJlY62ps979+5Vu44DNBoNwcHB4HK5MDEx0fm/kenTp4PNZmPNmjWUnpG0tLQEl8tFUFAQbt68CbFYTCa96BhSBKIEISEhOHnyJEn+NFRbw+GOtGVobW1FWVkZqqqqEBkZiYSEBPTr10/er44UAHWMn58fnJycup38AX80ydWlmbb6+voICwvDvXv31C75A4AXL16goqICR48elf+NBAcH62RPRx8fH7i5uWHTpk2UF8g0Njbixx9/lBdUjR8/HhcvXsThw4fJpBfiJWQFsIPaDrFv3ryZHH7WUG5ubpg+fTqWL1+OW7dudepnDQwMEBcXh6ioKDx9+pS0xegAOp2O+fPn4/bt29iyZYvCr29paQkej4fAwEDcuHFD62baTpo0CZ6envjuu+80oijJwMAA8fHxiIyM1KmejjQaDfPmzcODBw/w3XffUR3Oazw8PCAQCODk5ISTJ09CLBbj5s2bVIdFKBEZBadgkZGRuH37tkK77xOqZWJiAgBdmm7w+PFjiMVipKWl4fjx4xAKhVi4cCGCg4NBo3Xob03n9OvXDzY2NpBIJEq5fmNjI3bv3o3Vq1fj/v37GD9+PD799FO4uroq5X6qZGNjA09PTzQ0NGhE8gf88TciEomwbNky1NXVYeDAgZg/fz769u2r1X8jwcHBsLOz69TIN1Wqr6/HunXrsHPnTtjZ2WHevHkYOnQozMzMqA6NoBhZAewAY2Nj/OlPf4JYLH5n8QCh3qKiosDn8/GPf/yj29eytrYGn8+Hv78/rl+/DolEgtraWgVEqR2YTCZSUlJw/vx57N69WyX39PT0hFAohIODA06cOAGJRKKxKx3z5s2DnZ2dSpo+K4udnR0EAgF8fHy0tqcjk8nEokWLcPHiRezatYvqcN6LwWAgNDQUSUlJYLPZKCwsRG5uLh4/fkx1aIQCkTOAChQaGorW1lZUVFRQHQrRDSYmJgoZywQAv//+O3bs2AEnJycIhUJMmDABFy5cgEgkIudsAERERMDY2BgymUxl9zxz5gzq6+vlM23nzZunkTNtvb29YWdnh9raWo1N/gDgxo0b2Lp1q7yn49SpU7Wup2NkZCRMTEwUPvFDWZ4/f47i4mJUVFTIJ72EhYUhOzsbRUVF5EiLjiErgO9Bp9Px+eefo66uDnv37qU6HKIbRowYAUtLS4UUJLyq/erTyZMnIZFIcOPGDYXfRxOw2Wykpqbi2LFj2LdvHyUxtJ9py2Kx5CsdmjD2r63p85IlS7SqkMLX1xcCgQA2NjaoqqqCVCrV6J6OBgYGSE1NRVVVFQ4cOEB1OF1ibGwsbx3z4MEDyGQyVFZWUl7IQnQPWQFUEF9fX5iZmaG4uJjqUIhuUuQK4Kvarz7xeDzMnTtXZ0c0xcbGgsViITMzk7IYnj9/jsLCQpSXlyMuLg7R0dEIDQ1FdnY2iouL1bYwISoqCiYmJsjPz9eq5A8ATpw4gdraWnlPx4ULF6KkpARZWVka2dMxPj4edDodWVlZVIfSZQ8fPsSBAwdQWFgIHo+H4cOHIyYmhhxp0RFkBfA9Zs6ciZaWFnz77bdUh0J007x583D27FmlT1NgMBgICQlBUlKSzo1oMjY2RkpKCoqLi9XqULyJiQk4HA769++P+/fvQyqVorq6Wq1WOtS16bMysFgs+fQKQPN6OpqZmWHRokXIzc1FRkYG1eEoTNuRll69euH8+fMQiURk5KkGIo2gFaBtgsF3332H+vp6qsMhuumLL75ATk6OUoa0v0nbiKa2xsV5eXnIz8/XmDe5rhg4cCCCg4OxdOlStTxY3n6mbUNDA8Risdq0dRoyZAjCw8Px66+/4siRI1SHoxJGRkZISEhAeHg4mpqakJGRgfLycrXv6Ths2DD07t0bS5cu1bqVWuD1giqxWNzp1lkEdUgCqACffvop6HQ6vv76a6pDIbqJxWLhX//6F3788UdUVVWp9N7t3+QeP34s74+m7m9ynWVhYYGFCxciIyMDOTk5VIfzTi4uLhAKhXBzc0N9fT1EIhGuXr1KWTyGhob429/+hvv37+N///sfZXFQxcLCAjweTz69QiKR4MSJE1SH9UZ2dnaYO3cuDh48qNVHg2g0GgICAsDj8WBubo7y8nJkZGRoVEGVriIJYDe5u7tj2rRpXZ5fSqgXKysrpKSkYOPGjZS1orCwsACXy0VgYCAaGxshlUpx7NgxtdqG7I7hw4fD09MTaWlpGrPK6ePjA4FAADs7O0rnPrc1fd64cSPOnTun8vurCwcHBwgEAnh5eant9Irx48fD1tYWK1euVNuzpIqkyQVVuooUgXRTYmIiGhoaSPKnJczNzQGA0oKMO3fu4KeffkJeXh74fD5Gjx6NK1euQCwWa/wRAzs7OwQFBWH//v0ak/wBQG1tLU6dOiWfabtgwQKUlpYiMzNTZSMf7ezs4OnpiatXr+p08gcADQ0N2Lx5s3x6xWeffaZW0yt69uyJPn36YOfOnTqR/AEvF1S1tY5pK6gi05A0G1kBfAMXFxfMmDEDP/zwA44fP051OIQChIWFYdCgQfj73/+uNluvPXv2hFAohKurK86cOQOxWEzpNmR3TJgwATY2Nhq9KsJisRAZGSmv7mw7s6nsM17z58+Hra0tli5dqtFtURSNRqPB398ffD4fFhYWatHT8bPPPgODwcC6deu0ZuW+s0xMTJCUlISQkBDcv38fMpkMVVVVOvv/Qx2RLeBumDRpEszMzJCenk5+qbXEgAED0Lt3byxfvpzqUF7Tp08f8Pl82NnZoaamBlKpFL///jvVYXVY23GJHTt24NixY1SH020GBgZISEhAZGSk0s9s9u7dGxMmTMDJkyexfft2hV9fGzAYDISFhSExMZHS6RW+vr4YN24cpcdI1En7aUjXrl2DWCzGqVOnqA6LAEkAu8zNzQ3Tp08nq39aZsKECQCArVu3UhzJm9FoNPk2pImJCcrKypCZmam0voWKQqPRMGPGDLx48ULriqXMzc3B5XIRFBSExsZGSCQShSe42tr0WRnYbLZ8C/LZs2fyno6q2IKk0+mYN28e7t69i82bNyv9fprE2dkZQqEQ7u7uOHv2LEQiEa5cuUJ1WDqNJIBdNH36dLBYLKxdu5bqUAgFWrhwIerq6nDo0CGqQ3knJpOJiIgIxMfHa8SB6759+2L06NHYsGEDzp8/T3U4SmFvbw+BQIDevXvj8uXLEIlECjmrFxMTgwEDBiA/P1/tfy/VibGxMZKSkhAaGooHDx5AKpUqfQsyJCQEQ4cOxerVq9HQ0KC0+2gyb29vCAQC9OjRQyN3MrQJSQC7wMvLC5MmTcLmzZvVpjcY0X0sFgtLlizB3r17UVZWRnU4HaKvr4/Y2FhER0erfLWjoxgMBhYsWIAbN25g27ZtVIejdO7u7hAKhXB2dkZdXR3EYjGuX7/epWvR6XQsWbIEz58/x+LFixUbqI6wtrYGj8dD3759cf36dYhEIqVsQbJYLKSkpODs2bP48ccfFX59bUKj0RAUFAQulwtTU1ON2cnQNiQB7IJZs2bh2bNnSpkVS1DH2dkZM2fOxJo1azSuyKL9gesHDx4gIyMDlZWValHIEhUVhQEDBmDlypU61SS2rTDB0tJSPtP23r17nbrGhx9+iLCwMPzyyy8a86FEXbXfgjx37hxEIhEuX76ssOvHx8eDw+Fg+fLlpEing5hMJsLDw5GQkAAWi4X8/Hzk5eWhubmZ6tB0AkkAO6ntgO+3336r860YtE1bBfA//vEPja1Qtba2BpfLRUBAAG7cuAGJRIKTJ09SFo++vj5SUlJw/Phx7N27l7I4qEKn0xEaGoqkpCTo6+vLx/11pDBB15s+K4u3tzeEQiHs7e1x7NgxSCSSbm9BGhoaIjU1FeXl5fjtt98UFKnu0NfXl8/ibm5ulreO0dTXYU1BEsBOYLFYmDdvHm7fvk0O+GqhDz/8EC4uLli1ahXVoXSbo6MjBAIBPD09cfHiRYjFYkrO3gkEAkRGRiItLU2nt3f09PQQExOD2NhYtLa2ymfavmurfvLkyfDw8MC3336rtecmqdK2Bcnj8RRSTDVgwACEhIQgLS1NZX0htZGpqal8FvedO3cgk8lw9OhR0mVDSUgC2Al8Ph/R0dFIT0+nZAoAoVwzZ87EzZs38fPPP1MdisK0Ncp1cnLq9nm0zjIzM8OiRYuQm5uLjIwMldxT3RkbGyMxMRFhYWF4+PAhZDIZKioqXnuDs7Ozw7x583D16lVSaKZEbcVUCQkJYDKZXdqCbBttmJWVhaysLCVGqztsbGwgEAjg6+uLhoYGiEQinDlzhuqwtA5JADvI1tYWc+fORVZWFjIzM6kOh1AwJpOJxYsX49ChQ1o3t7OtUS6Px4OlpSWqq6shk8mUfk5p2LBh8Pb2RlpaGmld8gorKyvweDz5Vr1YLEZtbS28vb3B4XDg7++Pu3fv4quvviLnyVRAX18f8fHxiIqKQnNzM7KyslBaWtqhLcgRI0bA09MTS5cu1ajpNprAxcUFycnJ6Nmzp8Y3wVdHJAHsABqNhmnTpsHIyAirVq0i5xK0UFtfx1WrVuHatWtUh6MUdDodISEh4HA4MDAwQGlpKbKyspSyZWVvb485c+bgwIEDKCkpUfj1tYWTkxOEQiF69eoFU1NTDB8+HAwGA8Af4+eioqIojlC3mJqagsvlol+/frhz5w6kUilqamreugXZ9nu+f/9+lJaWqjha3aEus7i1DUkAO6B///4YNmwYKfzQYvHx8YiPj8eSJUu0/rwJi8VCdHQ04uLiQKPRlDLKbOLEibC0tMTKlSvVohJZ3Xl5eUEkEsHCwuKlxwcOHIjCwkKKotJdtra2EAgE6NOnD65evQqRSPTGOdyffPIJrKysyO+5CrzaBL/tA+zDhw+pDk1jkQTwPYyMjLBgwQLU1dVp1dkw4mWffPIJ6HS6ThX3GBoaIiEhAREREXjy5Emntr3excPDA1OmTMH27dtx4sQJBUWr/a5evQoDA4OXHps1axZ27txJUURE+zncp0+fhlgsBo1Gw+TJk+Hi4gIWi4W0tDQyDUqFmEwmIiMjkZCQADqdLj+3SY6ZdB5JAN9j3LhxcHV1xcqVK0l1l5ai0+n4xz/+gdzcXGRnZ1MdjsqZmZmBy+UiODi4Q9te70Kj0eR9MtevX6+EaLXX+vXrMXLkSPm/m5ubsW3bNmRmZiI3N5f0RqNQnz59IBAI4OLigiFDhsDU1BQA0NraismTJ2P//v0UR6h7DAwMEBcXJz+32TaLmxzR6riOJoB0ZQeijoKDg+Hr64u9e/eS5E+LOTo6Ql9f/41bPLrg3r172LNnD9LT03Hjxg2MGjUKs2fPhpeXV6evFRAQAEdHRxw+fFgJkWq37OxsnDhxAjdu3EB+fj6GDh2KrKwsREdHIzU1FVFRUfLzgYRqnTx5Eunp6WhqapInf8AfHx4//fRTCiPTXY8fP4ZYLMayZctQV1eHgQMHYv78+ejbty9otA7lNUQHMakOQNXMzMwwaNAgVFZWkm0sLefh4YEnT57ofHXZzZs3sW3bNri6ukIgEGDSpEk4e/YsxGJxhyYmMJlM8Pl8HD9+HBcvXlRBxNpDX18fAQEBOHz4ML788suXvlZcXAwOh4MBAwYgKioKUqmU9EajQGtr6xsLxKysrKCnp0e2ICnS9gE2Pz8ffD4fo0ePxpUrVyASiXD27Fmqw9MKOrUFTKPRMGnSJNjY2CA9PR1PnjyhOiRCiaZMmYKWlhZs3bqV6lDUio+PD/h8Puzt7XH8+HFIJJJ3jnKLiYmBQCDAypUryXD3TpowYQJ69+6NzZs3v7XfGemNRj1HR0eUlJTAyMhI/lhWVhaqq6sVdoaW6J43ndtsaGigOiy1RM4AvkFkZCQGDRqE7777Tme3BXWFgYEB/vrXv+Lw4cMoKiqiOhy1035ou5mZGcrKypCRkfHaxAR9fX2kpqaipqYG+/btoyZYDWVlZYVFixbhxo0bSE9Pf+/3k95o1NHT08P//vc/eHp6yleesrOzweFw0K9fP9y9excymQzV1dVkhZZibec2bW1tUVVVBZlMhsbGRqrDUiskAXyFnZ0dZs2ahbKyMhw4cIDqcAgla5v/++WXX5J2Au/w6tD2vLw85OXlwd3dHR999BHs7e3x5MkT/Otf/9LpkW9dMXv2bDg4OGDFihXvXGF91au90SQSCXmDU7LExEQkJiZi2bJluHv37ktfs7GxAZ/Ph5+fH65duwaxWIxTp05REygB4I8zmv369QOXy4WhoaFSe59qIpIAtsNkMjFr1iwAwNq1a985p5PQDp999hkeP36MLVu2UB2KRmg/McHGxgYffvghWCwWAOD27dsICwsjSUgnuLm5Ydq0aaivr8emTZs6/fN0Ol3eG83Y2BilpaXIzMwkb3BKYGRkhNTUVJSWlr6zyMnZ2RlCoRDu7u44f/48RCIRLl26pMJIiVexWCxERUUhPj4eAOS9T3V9cgtJANv54IMPEBYWhrVr1+LGjRtUh0MomZWVFVJSUrBz507U1NRQHY5GMTMzw2+//QZfX9+XHv/73/+OdevWURSV5vn8889hZmaGf//732hqaurydVgsFiIjIxEfHw86na6U5t66buDAgQgODkZaWlqHnisvLy8IBAI4ODjgxIkTkEgkuHnzpgoiJd6mfe/Tx48fIyMjA2VlZTrbxLujCaDWVwF7eXkhOjoaBw4cIMmfjggODsaTJ09w8uRJqkPROPfu3Xvjm6CLiwsF0Wim4OBgWFhYoLy8vFvJHwC0tLQgNzcXR44cQUJCAhISEhAeHi7vjaarb3CKYmlpibCwMMhksg4/V6dPn8aZM2cQEBAALpeLefPmobKyEjKZDPfu3VNyxMSbNDU14dChQygsLASXy8XgwYMRHR0NiURCmnm/g1b3ATQzM8Pw4cNRV1dHCgF0BI1GQ79+/XD06FGy1d9Fu3bteunfz549g5mZGSZOnIgePXpQFJXmGDhwIFpaWvDrr78q7JqPHz/G4cOHsWzZMpw+fRqDBg3CggUL4O/vr7B76CIej4dHjx51+v3hxYsXqK6uxooVK3Dw4EF4e3tj0aJFSE5OhqGhoZKiJd7n7t27+Pnnn7F69Wrcvn0bY8eOxYwZM+Du7k51aGpJa7eA2Ww2PvvsM+jp6WHdunXk7IyO8Pb2xsSJE7FmzRpSQdlF9vb2WL9+PWxsbHD16lWsXr0a9+/fB4/Hg42NDaqqqiCVSnHnzh2qQ1U7PB4PiYmJkEqlyMrKUtp97O3tIRAI0Lt3b1y+fBkikYjMM+8kBwcHzJkzB7/88gvKysq6dS09PT3ExMQgNjYWL168QG5uLgoKCnT+LBrV3N3d5ZNe6urqIBaLcf36darDUjqdPgNIp9MxYcIEuLi4YP369eR8hg4ZP348TE1NsXbtWqpD0VgTJkyAjY0NVqxY8dIWI51OR//+/cHhcEjl3RswmUwsXrwYT58+xT//+U+V3LP9G9ypU6cgFovf2NSYeN2kSZNgbm6O9PR0hW2lGxkZybfpm5qakJmZqdNn0dSFn58f+Hw+rKysUF1dDZlMptUfYHU6ARwyZAhCQkKwefNm0jFch1hYWCAlJQX79+9HaWkp1eFopJ49e+LTTz99ZwFN+8o7Go1Ghrb/fyNHjkRQUBB27dqFo0ePqvTeuvYG110eHh6YMmUKtm3bppSzwhYWFuByuQgMDERjYyOkUimOHTtGeghSiE6nIyQkBBwOBwYGBiguLkZ2dna3z+mqI51NAKOjo/HBBx9gz549KC8vpzocQgXaWmYEBASgR48e+Oqrr8jWSxfNmDEDdDod69ate++blaGhIeLj4xEREYHm5madnphgbGyMv/zlL7hz5w7S0tIoiUGX3uC6g0ajYebMmXj+/DnWr1+v1HvZ29uDz+fDx8cHV65cgVgsJkMIKMZiseTb9QCQk5ODwsJCrXrP0MkEMDg4GCNGjEB2djYkEgnV4RAq4Obmhp9//ll+yDcrKwvDhw8nn7S7wM/PD2PHjsW3337bqfNkZmZm4HK5CA4Oxp07dyCTyXRupu20adPg5uaG9evXU94bTk9PD9HR0YiLi8OLFy+08g2uO/r27YvRo0fjm2++wYULF1Ryz/ZjzMiUF/Xw6na9TCZDRUWFVmzX61wC6OvrizFjxqC8vFyh1XeEetuyZQsGDRr00mMff/wxpFIpRRFpJjqdjgULFuD333/vcvNsW1tbCAQC9OnTBw0NDRCLxTh9+rRiA1VDPXr0wJw5c3D58mV8/fXXVIcjZ2RkhMTERISFheHRo0fIyMjQmje4rmIwGFiwYAFu3LiBbdu2qfz+7ae81NTUQCqVkvnaFLOwsACPx0NQUBBu3rwJiUSCEydOUB1Wt+hUAujh4YFPPvkEJ06cwO7du3Vq5UHXlZeXv1bi/9///hfLli2jKCLNFB4ejkGDBmHVqlXd7pfp6uoKgUAANzc3nD17FmKxGJcvX1ZQpOpnwYIFsLGxwVdfffXaGDF1YGlpCR6Ph8DAQNy8eRNisVhne2RGRERg4MCBSE9Pp6w4kEajyae8mJiYoLy8/I1zuAnVcnBwAJ/Ph7e3Ny5evAiRSKSyFWJF05kE0MXFBVOmTMG5c+ewfft2nTx/pMvWrFmDMWPGvPTYjh07sGnTJp3bhuwqNpuNlJQU1NXVYc+ePQq7ro+PD/h8Puzt7XH8+HGIxWKtW+3w8fHB+PHjceLECfzwww9Uh/NODg4OEAqF8PT0xIULFyASiXDx4kWqw1KZtt/z2tpa/PLLL1SH89oc7sLCQuTm5uLJkydUh6bTevXqBaFQCCcnJ9TW1kIsFmvcEAmdSAADAwPx0Ucf4erVq9i8eTM546KDrK2tIZVK0bNnTzx69AgbN27E+fPn4evri6tXr0IkEpFD1+/B5XIRGxuLtLQ03L9/X6HXptFoCAoKApfLhampKcrLy5GZmanw+1Dlr3/9KwwNDbFkyRKNqYL28PCAUCiEo6MjTp48CbFYrBOtsjgcDuLi4rBs2TK1mtjBZrMRFxeH6OhoPHv2DDk5OSgqKiKN7ClEo9Hg7+8PHo8HS0tLjZv0otUJIIPBwIABAxAZGYnKykrs3buXJH86qu1A97Zt23D+/Hk8fvwYwB/bkMnJyXB1dcXp06chEolIf7Q3MDExQUpKCgoLC5VaONV+tUNPT0++2tH2fGmiqKgoDBw4EAUFBfjtt9+oDqdTaDQa+vbtCx6PBwsLC1RUVEAmk2lNYv4qY2NjpKSkoLi4GGKxmOpw3sjExASJiYkIDQ3FgwcPkJGRgcrKSp0+s0k1BoOBkJAQJCUlQV9fH0VFRcjJyVH71y2tTQBNTU0xZswYODo64uDBg6Tfmw6j0WiYPXs2Hj16hE2bNr3xe3x9fcHn82FtbY3q6mpIpVK1PKdFlQ8//BB+fn5YunQpmpublX4/bVntoNPpWLx4MV68eIEvvviC6nC6jMFgICwsDImJiWCz2SgsLEROTo7WbUMOHjwYgYGBWLp0qdq/eVtZWYHH4yEgIAA3btyAVCrV+KIETdd+0ktrayuys7PV+nVLKxPAvn37YsiQIXj69Cl27Nih1QfLifdrW/1bv379O88yvTrBori4GFlZWWr/RqBsNjY2mD9/vnyIuipp+mrHoEGDEBkZiQMHDmjFnHE2m43Y2FjExMTg2bNnyM7ORnFxsdq+wXWGlZUVFixYAIlEgry8PKrD6TBHR0fw+Xx4eXnh4sWLEIvFOH/+PNVh6TRjY2N5Zf3Dhw/lrWPU7ay5ViWAhoaGGDx4MAICAnD06FHs37+fNDfVcW1tS27duoWtW7d26Gfa90fThE9xyjZ+/HjY2dlhxYoVlBVPvbraIZFI1L5CVU9PD1988QWamprwn//8h+pwFMrExARJSUkICQnBgwcPIJVKUVVVpXZvcJ0xatQouLq6YtmyZRr5t96rVy8IBAI4OzuTcX9q4tXXLbFYjNraWqrDktOaBNDb2xtDhw4Fk8nEvn373jqeitAtoaGh+Oijj7Bq1apOvxgaGRkhKSkJYWFhePDgAWQyGSorKzX6Ta6z2ka+UTG27E0cHR0hEAjg6emp9qsd48ePh4+PD7Zs2YJTp05RHY5SWFtbg8fjoW/fvrh27RrEYrFG/rc6OTlh1qxZ+Pnnn1FRUUF1ON3Sftzf0aNHIZPJ0NjYSHVYOs3R0RFCoRAeHh5qVVmv8QmgsbExBgwYgKCgINTV1eGXX34hfZIIAH/8bixYsAC1tbX4+eefu3wdKysr8Pl8jX+T64rOjHxTJQ8PDwgEAjg5OaGurg5isRjXr1+nOiw5CwsLpKam4ubNm1i5ciXV4Sids7MzhEIh3N3dce7cOYhEIo06ejN16lQYGRlh1apVavV73lWvHmc5cuQIMjMz8ejRI6pD02menp4QCoVwcHDAiRMnIBaLcevWLcri0dgEkE6nIzw8HDweD8+ePYNIJNL4T26EYo0aNQq9evXCihUrFHIUwMnJCcnJyXB3d8fZs2chEolw5coVBUSqntpGvm3cuBFnz56lOpzXvNqCobq6GjKZDHfu3KE6NMycORNOTk5IT0/XuN5g3eHt7Q2hUAh7e3uNmWDh6emJyZMnY+vWrWq1PacILBYLkZGRiI+PB51OR35+PvLz81VSyEW8WVtlPZ/Ph7m5ubzBNxWV9RqZADo7O+PDDz+Evb09jhw5AolEovMH9YmX+fj4YMKECdi9ezeqq6sVeu32b3JHjx6FRCLRui0WRYx8UxU6nY6QkBBwOBwYGBigpKQE2dnZlK129OzZE9OnT8e5c+ewceNGSmKgUltPRx6PBxMTE5SVlSEzM1Mtd2baOgQ0Nzdjw4YNVIejNAYGBoiPj0dkZCSam5uRnZ2NkpISMhCBQq9W1hcUFKi8wbdGJYDGxsYQCATo378/rly5gn379mn1CgzRNWw2G/Pnz8f169eVlry0jWni8XgwNjZGaWmpVm2xKHLkm6qwWCx58Q4A5OXloaCgQOWNl1NTU2Fubo5///vfOl2ExmQyERERgYSEBDCZTOTn5yMvL0+tVp8CAwPx8ccf4+uvv8alS5eoDkfpTE1NweFw0L9/f9y9excymQzV1dVase2tqaisrNeIBJDBYCAyMhJJSUl4/vw5pFIpjhw5Qn5piTcaNmwY/P39sXLlSqX38mMymYiKikJ8fDxoNBry8vKQn5+v0Q3HlTXyTVUMDQ2RkJCAiIgIPH78GJmZmSgrK1PJakdQUBBGjhyJioqKbp071SYGBgaIi4tDVFQUmpubkZWVhdLSUspXnxgMBhYtWoSrV6+q/Xg+RbOxsQGfz4efn5/OnWtWV6+2vFJFZb3aJ4Cenp4YOHAgrK2tUVJSAplMRrZ7ibfy9/fHmDFjVF7N1z7paGpqQkZGBsrLyzWmX117bSPf1G0UVmeZm5uDy+UiKCgIjY2NkEqlOHbsmFJfUL/44guwWCwsXrxYI1uJKJOZmRk4HA769euHO3fuQCqVoqamhrIP8lFRURgwYABWrlxJ6UF8Kjk7O0MgEKBXr144f/48RCKRTqyEqjNVVtarbQJob28PPp8PHx8fnDt3DgcOHFCrKj9C/ZiZmWHevHk4ffo0du3aRUkMFhYW4PF4CAoKws2bNyEWi9W+X117bSPfioqK1HYUVmfZ2dlBIBDAx8dHqXOfk5KSwOVyIZPJkJmZqfDrawtbW1sIBAL06dOHsjncbDYbqampOH78OPbu3avSe6sjLy8vCAQCODg46NTcZ3XWvuhQWZX1apcAWllZgcPhICAgAI2NjZBIJDh27Fh3LknoABqNhqlTp8LS0hKrVq2ifJXYwcEBAoEAXl5euHDhAg4fPqwRn6zbRr6lpaVp3ZgvV1dXCIVC9OzZE2fOnIFYLMbVq1cVcm0mk4nFixejpaUFS5YsUcg1tV3Pnj0hFArlc7jFYjEaGhpUcm8ej4fo6GgsW7ZMa+cad9arc58rKyshk8k0ehdAG3h5eUEoFKJHjx44duwYJBKJwirr1SYBNDU1RWJiIkJCQvDw4UNkZmZq7BYaoXocDgeJiYnYuHGjWjUG9vDwQHJystr0fXoXKke+qZKPjw8EAgHs7OwU1qpk+PDh6Nevn1KqzrVdnz59IBAIYGtrK5/Drcyq+rZV7sLCQkgkEqXdR1MxGAyEhoYiMTER+vr68qp6XS5oohqNRkNgYCB4PB5MTU0VVllPeQJoaGgIHo+H8PBwAMCVK1eQk5ODu3fv4ubNmyqv4CM0j6enJyZOnAiZTIbs7Gyqw3kNjUZDQEAA+Hw+TE1N5X2f1K0txvjx42Fvb4/ly5dTfkBf2dqquLlcbrdblRgaGuJvf/sb7t69i6VLlyohWu1Hp9PRr18/cLlcGBoaorS0FFlZWUqpqh8yZAj8/f21cpVbkfT09BATE4OYmBgAQG5uLgoKCjS6wE3TMZlMhIeHIyEhASwWS946Rk9PDx999BH09fWxb9++DnduoDQBjI6OxgcffPDWr7e2tqKhoQFnzpzBkSNH1KLBK6FezMzMMGfOHFy+fBlbt25V68pwBoMhb4vBYrGQn5+P3NxctfiQo24j31Tl1VYlbS+onWlVMnXqVLi7u+Obb75Ri/FOmozFYsmr6gHFt/KxtrbG/PnzIRKJUFBQoJBrajsjIyMkJCQgPDwcTU1N8qp6sjtHHTabjfj4eERFRYHJZOLDDz+EnZ0dAOD+/fsQCoUdampOaQIYERGBwYMHQyqV4vTp03jw4AEeP34MfX19GBsbw9HREW5ubvDx8QGbzZaPfCKHUwngj1WD6dOnw8zMDKtXr9aYLQp9fX35H29zczMyMzNx5MgRSlfd1HXkm6ro6+vLW5W0tLQgJyenQ7247OzsMG/ePFy5cgXr1q1TUbTa79VWPhkZGQpJOsaOHQtHR0csX76cVGl3koWFBTgcjkqr6ol3MzU1xcqVK/Hhhx++9PiPP/6Izz777L0/T/kWcEewWCwEBgYiNjYW5ubmEIvFWn1GieiYAQMGICIiAhs2bNCouaNtzMzMwOVyERwcTGnBk7qPfFMlExMTJCUlISQkBA8ePIBMJkNlZeVb3+Tmz58PW1tbLF26lOxQKIGFhQW4XC4CAwNx+/ZtSCQSHD9+vEvXcnZ2xsyZM/HTTz+hsrJSwZHqjvZV9VeuXIFEIsGZM2eoDktnffXVV5g6depLj2VnZ2Po0KHv/VmNSADbMJlMCAQCREdHo7S0FPv27SOfPnRUW9Jy4MABFBUVUR1Ot7R/Qb18+TJEIhHOnTunknu3jXy7ffs2vv/+e5XcUxO078V1/fp1SCSS17ZUvL298cknn6C2thbbtm2jKFLd0KNHDwgEAnh7e+PSpUsQiUSdLvaaPn069PX1sXr1avK+oQDtq+rr6+shFovJZC4KRERE4ODBg6DT6fLH5s6di+3bt7/3ZzUqAWzTr18/DB06FJWVlRo5qYDoHisrK8yePRunT5/Gzp07qQ5HYdzc3JCcnAxnZ2fU1dVBJBIpfQxb28i31atXkz6bb+Dk5ASBQAAPDw9cuHABEokEH330EYYNGwZjY2NUVVVhypQpanGOUxf06tULAoEAzs7OqK2thVgs7tDfiLe3NyZOnIjNmzfj9OnTKohUd/j4+IDP58Pe3l5hVfVExzEYDHz33XcICgpCU1MTtm/fjvXr13foZzUyAQSA4OBgjBgxAj/88EOXtwQIzcNkMjFjxgywWCysXbtWreaKKoq/vz/4fD4sLS2V2otLT08PqampGjvyTZU8PT0hFAqRnJyM0NBQ+ePPnj1DdHQ0SSpUrP3fSFVVFaRS6Vv/Rmg0GubOnYtHjx5h48aNKo5UN9BoNAQFBYHL5ap1pwNtFBoaiiFDhiA9Pb3T9REdTQCZXYpMiSorK+Hv748BAwbg1KlTpDRdRwwaNAg2NjZYt26dViZ/AHDs2DGcPHkSoaGhSEpKQkBAAAoLC5GTk6PQthVxcXFgs9mQyWQKu6a2OnPmDOrr6zFu3LiXHmcymRg4cCCWL19OUWS66dixYzhx4oT8b6Rv374oKipCTk7Oa03gg4KCYG9vT4p0lOjFixeorKxETU2NvE1JUFAQioqKkJubS3ljfm3FZDKRlJSEmpoapRbHql0CCAC//fYbFi5ciICAAJSXl1MdDqFkwcHBCA0Nxc8//6z125XPnz9HcXExKisrERsbi5iYGISEhCA7OxvFxcXdrhg2MTFBTEwMCgsLSaf/Dnrx4gUuX76MXr16vfS4nZ0dDAwMyJucirW2tqKkpASVlZWIiYlBbGwsQkNDkZOTg/LyckyZMgXh4eEwNjbG3r17NbJQTNM8e/YMBQUFKCsrk79utT0nRUVFpPJawcLCwmBsbIyMjAyl3kfttoDbTJ48GQwGA99++60qb0uomJ2dHWbOnImamhqd3K5sX516//59SCQSHD16tMuH2bV55JsyJSYmYvfu3WAy//hMfOXKFfz2229obm5GdnY2eZOjkLGxMRITExEWFobExER4e3vLv3bkyBEIBAIKo9NN7Z+Thw8fIiMjAxUVFaSHoAKwWCz5EZ5ffvmlS9fQ2DOAbYKCgjBy5Eh8+eWXZCVDS+np6WHWrFl4/vw5vv76a53e7rexsQGfz4efnx8aGhogEok63YKhbeTb4cOHSTPcTpo2bRr69u2Lmzdv4uzZs9i7dy/odDqSkpIQGhraodYxhHJ5enqiuLj4papIAIiMjERdXR1FUek2KysreTufmzdvQiKR4MSJE1SHpdHi4uLA5XKxfPnyLreg0tgzgG3q6urQ2toKT09Psg2spYYOHQpTU1OsXbtWp5M/ALh16xZ++OEHuLi4IDk5GZMnT8aZM2cgEonQ0NDQoWsIhULcvXsXxcXFSo5Wuzg5OcHNzQ0nTpx4rcpu//79KCgoAJ/Px/DhwxETEwOxWEwSDgrcvn37jcm3ra0teT4ocvv2bezevRt5eXng8/kYN24cLl26BLFYrLKWV9qEzWYjLi4OZWVlKuk/Sn//t1Dj8ePHuHr1Kjw8PKgOhVCCiIgIBAQEYM+ePaS1QDuXLl3CN998g23btsnH4Y0cORIWFhbv/LmePXuiT58+kEgkWj/vV9FGjx6NFy9eYMeOHW/8+u3bt7Fz506sXbsWjx49wieffIJp06bB2dlZxZHqtsbGRuzbt++lx86cOYPk5GSMGzcOtra21ARGoKGhAd9//738yNa0adMwceJEODg4UByZZomOjgaLxUJ2drZK7qe2W8DAH8O9XVxcsHr1alXfmlAiJycnfPrppygtLcXBgwepDkdt0el09O/fHxwOB4aGhigtLUV2djYePnz42vd+9tlnYDAYOjvyrav69++PYcOGoby8vMNnUL28vCAUCtGjRw8cO3YMEomEfIhRkZEjR2Lo0KG4e/cuqqur8f3338PLywt8Ph/m5uaoqKiATCbD/fv3qQ5Vp/n5+YHP58PGxgbV1dWQSqVobGykOiy1ZmBggM8//xxlZWU4dOhQt66l8WcAgT/2wuPi4vDPf/5T1bcmlMTAwABz5szBgwcPsGHDBrJa1QEsFgtRUVGIi4sDg8FAUVER8vLyYGxsjNGjR6Nnz54wMDDAsmXLyOimTlqyZAnodDq++OKLTh1gf7U/WllZGTIzM0l/NCXq0aMHZs+ejf3796O0tPSlrzEYDHmbEjabjcLCQtKmhGJ0Oh39+vUDh8OBsbExSktLkZWV9cYPsATA5/MRFRWFr776Co8ePerWtTT+DCAA3L17F4aGhmCz2VrbG06X0Gg0jBgxAnp6etixYwdJ/jqopaUFOTk5KCkpQUxMDKKjo5GYmIiPPvoIlpaWAP5o07B161aSAHbCoEGDwGazcfDgwU5XL7bvjxYREYGEhAQEBwcjPz8feXl55PVKCYRCIW7fvo2ysrLXvvb8+XMUFhaivLwcsbGxiI6ORlhYGKngplBrayvKyspQXV2NyMhIxMfHo1+/figoKCB/I68wMjJCVFQUCgsLu538dYbangEEIG+AaG9vT3EkhCLExsbCx8cHP/74I6ns7oInT55AJpNh6dKlMDExkSd/wB+NQ2fPnk1hdJrF0NAQ4eHhuHfvHgoLC7t8nWfPniE/Px9Lly5FYWEhYmNjkZKSgsjISDAYDAVGrNs8PDzg5eUFsVj8zmS9ubkZMpkMaWlpqK6uBp/Px6JFi9C/f3/QaB1aFCEUrKWlBbm5uVi6dCmKi4sRGxuL1NRUREdHk7+R/y8+Ph6tra3Iy8tT6X3VegXwxo0bePbsGRwdHXHx4kWqwyG6wd3dHXw+H1lZWWS8Vjc9evQIV69efe3xHj16gEajkTOAHTBmzBjQaDT8+OOPCrnekydPIJFIUFxcDC6Xiw8++ABRUVGQSqWoqakhz0k30Gg0CIVCXLx4scMtRh4+fCiv4ObxeBg2bJi8gru2tlbJERNv8vjxY4jFYhQVFSEpKQlCoRBRUVGQyWSoqqrS2b8RU1NThIeHv3HajbKp9Qpga2srGhoa4OrqSnUoRDcYGxtj1KhROH/+PBlPpiC//PLLa61zGhsbMW/ePPj4+FAUlWZwdHSEu7s7Ll++rPBWFffv38cvv/yC9PR03LhxA6NGjcKsWbNIN4NuCAgIgKOjIw4fPtzpn719+zZ27dqFNWvW4MGDB5gwYQI+/fRT8p5Cofv372Pv3r1IT0/HlStXMGLECMydO1dnX7cSEhLw9OlTSnq3qnURCABwOBxERkbi3//+N+kyroHodDomT54MGxsbrF69mhwAVhA6nY709HQEBQXh7t272LVrF/Ly8iAUCtGrVy+cP38ehw8fJmOy3iAlJQUWFhb43//+p/RqUVdXVyQnJ8PV1RWnT5+GWCzucF9H4o+jDQsXLkRDQwO2b9/e7et5enpCKBTCwcEBJ0+ehFgsVuqsVeL9nJyc5K9bFy5cgEgk0pkdPwsLCyxcuBAymQy5ubkKu65WVAEDf/xyzJo1C9u3bycdxjWInZ0dmEwmfH19ERcXh++++w7nz5+nOiyt0a9fPwwfPhyrVq3CtWvXXvoaaVPydsHBwRgxYgQqKyvx008/qey+ffr0gUAggK2tLaqqqiCTyUhbjA6Ijo6GUChEeno6bt26pZBr0mg09O3bFzweDxYWFqisrIRMJiPnkinm6ekJgUAAR0dHnDx5EhKJBDdu3KA6LKUaOnQoevfujaVLlyp0GILWJIAAMHHiRLi7u+PFixewtLTEvn37lD4kmegaJpOJtWvXYtiwYaDT6bh06RI+//xzSCQSqkPTGm2rIleuXHlr8+K2NiU8Hg8mJiYoKytDRkaGzq/ALl68GAwGo9NtXxShrS0Gl8uV93XMyspSadWfJjEwMEBKSgpqampeawCtCAwGQz5fmM1mo6ioiJJzWMT/odFo8Pf3B4/Hg6WlpfzD0t27d6kOTeGsra3lozu7U4j2JlqVAHp4eCAnJweGhobyxz777DOFHeAmFGf8+PFIT09/6bG0tDR8+eWX1ASkhdpWRVauXPnelT0mkylvU8JgMORtSp4+faqiaNXHwIEDERUVhUOHDiE/P5+yONr6OsbHxwMA8vLykJ+fr/PjEF8lEAgQGRmJtLQ0pfZX1NPTQ2xsLGJiYtDa2kpax6gBBoOBkJAQJCUlwcDAACUlJcjKykJTUxPVoSnMyJEj4e7ujrS0NIX/rmlFH8A2cXFxLyV/ADB9+nSSAKqhkJCQ1x4LDQ2lIBLtxGazkZCQgPLy8g5t67a1KSkvL0d8fDzi4uIQFhaGzMxMHDlyRGfO1err6yMiIgL379+nNPkD/q+v45EjR5CYmIjExESEh4cjIyMD5eXlOvOcvIupqSmioqKQl5en9ObaT58+RUZGBkpKSpCYmChvyCuTyVBZWUmeDwo8f/4cJSUlqKysRHR0NGJjY9G/f3/k5eWhoKBA4z/A2tnZISAgAPv27aP0g4ZaVwG3eVOvIAsLC7DZbAqiId7l2LFjrz2mr6+PqKgo0vNJAWJjY6Gnp4fMzMxO/dzjx48hEomwbNkynDp1CoMGDcKCBQvg7++vpEjVi6LbvihCU1MTfvvtNyxfvhz19fUYMmQI5s+fDz8/P6pDoxyHw8HTp09V2hft4cOHOHDgAFasWIHz589j2LBhmDt3Lvr06aOyGIiXPX36FFlZWVi6dCnKysqQmJiIlJQUREREaPT7CZfLxZ07d1BRUUFpHBqxBWxjY4Pi4uKXGt9mZ2ejuroaWVlZKCkpIVMl1ICenh6mT5+OMWPGwMvLCwBQVFSEXbt2wdfXF3fv3oVMJkN1dbXO9nzqDhMTE6SkpKCoqAhisbhb17Kzs4NQKETv3r1x+fJliEQihbdEURc9evTAnDlzcOXKFaxbt47qcN6qR48eEAgE8Pb2xqVLlyASiXSycMrGxkZ+NoqK1hhtHB0dIRAI4OnpiYsXL0IkEuHChQuUxUMA5ubm4HK5CAoKwp07dzSyz6ajoyNmz56Nn376CZWVlUq5h1adAQSAXr164bPPPoONjQ1+/fVXZGdnIykpCSEhIbh37x4kEgmOHj2qUb8I2oTFYmHSpEno0aMHNm7cCBqNBhaLJX8Ds7GxAZ/Ph5+fH65duwaxWIxTp05RHLVmGTx4MAICApCWlqawg+ru7u4QCoVwdnZGXV0dRCKR1lXeLVq0CFZWVvjqq6804jB5r169IBQK4eTkhNraWojFYq17Tt5l7NixcHR0xLJly9Tig72HhwcEAgGcnJx0pjpV3dnZ2YHP56NPnz5oaGiAWCzWmAEDn3zyCaysrLBy5UqlHS/QugTwbWxsbCAQCODr64uGhgaIRCIyD1XFmEwmJkyYABcXF2zatAmXLl166/c6OztDKBTC3d0d58+fh0gkeuf3E3+wsrLCggULIJFIlLIt5u/vDz6fL6+8k0qlWtEWIzAwEB9//DGqqqrUavv3fdqqIfl8vk61KnF2dsbMmTOVujrSFbr6fKg7V1dXCAQCuLm54ezZsxCLxWrd+9TFxQUzZszAzp07UVNTo7T76EwC2MbFxQXJycno2bMn6uvrIRKJ3jgui1AsBoOBsWPHwsPDA99//32HtxHb96o7ceIEJBIJacj6DqNGjYKrqyuWLVumtEPDdDodoaGh4HA4WtMWo63ty5IlSzSyqpPBYCA0NBRJSUla85y8y7Rp02BoaIhVq1ap5W5OW3WqNv2NaIPevXtDIBDA3t4ex48fh0QiUVjfSEWaPHkyTExMlP77rXMJYBsfHx8IBALY2dnh6NGjkEqluH37NtVhaSU6nY7Ro0ejd+/e2Lp1a6dXXmk0GgICAsDj8WBubk4+Vb9F25mRPXv2oLy8XOn3a98W4/nz58jOzkZxcbHGJVADBgxATEwMRCKRQrvsU4HNZiMmJkarW5V4eXlh0qRJ2LJlC+rq6qgO55309PQQExOD2NhYtLa2IicnB0VFRaSVD4Xaep9yuVyYmZmhoqICMplM6dN+Osrd3R3Tpk3Dtm3bcPLkSaXeS2cTQOCPxCQ4OBhcLhfGxsYoLS1FZmYmabiqQDQaDSNHjoS/vz9++OGHbg1Yf7Uha3FxMXJycrSq51N3TJ48Gaampli1apVKW1IYGxsjKSkJoaGhePDgAaRSqcYMbdfX18ff//53NDU14T//+Q/V4SjMq89JW6sSTXhO3oVGo2H27Nlobm7Ghg0bqA6nw4yMjJCYmIiwsDA8evQIGRkZqKioIK1jKMRgMBAeHo6EhAS1WqX99NNP5YMSlE2nE8A2LBYLkZGRiI+PB51Olzdc1fQeQlSj0WgYOnQogoODsWvXrje2fumKVz9V5+bmorCwUKc/VXt4eGDKlCkq+dT4NtbW1uDz+fD398e1a9cgEonU/sD1pEmT4Onpic2bN2vlmWBra2vweDz07dsX169fh0gk0uiiqrazml9//bVGngm2tLQEj8dDYGAgbt68CYlEQkaXUuzVVXMqV2nbVrc3b96sktdOkgC2Y2BggISEBERGRuLx48c61wRX0QYPHoywsDD89NNPqK6uVvj123+qbmpqQmZmJsrKynTu+aLRaJg5cyaeP3+O9evXUx0OnJ2dkZycLD9wffjwYbU8Z9vW9uXq1asq+bRNJScnJyQnJ8Pd3R3nzp2DSCRS60Pwb8JgMLBw4UJcu3YN27dvpzqcbnFwcIBAIICXlxcuXrwIsVisk6181ImxsTESExMRGhqKR48eITMzU+UN12fNmoVnz57hm2++Ucn9SAL4Bu17CDU2NkIikShs9UpXtJ2r+uWXX1BWVqbUe1laWoLL5SIgIAC3b9+GVCrVqefL398fY8aMwYYNG9TqTaT9geujR49CIpGgsbGR6rDkFi5cCGtrayxduhR37tyhOhyV8Pb2hkAgQI8ePXDs2DFIJJIOTYpRB5GRkfjggw+Qnp6uNYVg7VvH6GIrH3XU9n4SFBSEW7duqez9pE+fPhg/fjy+/fZblfVaJQngO9jb20MgEOhEE1xF4vF4SExMxP79+1FcXKyy+/bo0QN8Pl/+fInFYpw9e1Zl96cCnU7HggUL8Pvvv2PLli1Uh/MaGo2Gfv36qd0524CAAHz88ceoqanBrl27KI1F1doOwfN4PJiYmKCsrAyZmZlKH6XWHXp6ekhNTUVdXR327NlDdTgK1dY6hsfjydsryWQyjehFqc3aN1xX9vsJjUbD3Llz8ejRI2zcuFEp93gTkgB2gLu7OwQCAVxcXFBXVwexWIzr169THZZaSkhIAJ/Px+HDh1U6nqk9Nzc3CIVCuLi44PTp0xCLxWhoaKAkFmULCwvD4MGDsXr1arX+nWQymYiKipKfs83NzaV0VucXX3wBFouFxYsXa1WFbGcwmUxEREQgISEBTCYT+fn5yMvLQ3NzM9WhvYbD4SAuLg7Lli3T2ur/ttYxSUlJMDAwQHFxMbKzs0mRG8Xav/8r6/2kf//+GDZsGNauXYsrV64o9NrvQhLATvDz8wOfz4eVlRWqq6shlUrJp7R2oqOj8cEHH0Amk3V6Bq0y+Pr6gs/nw9bWVitb/bBYLKSkpKC+vh4//fQT1eF0iKGhIRISEhAREYHHjx8jIyND5ec2hUIh4uLiIBaLkZOTo7L7qisDAwPExcUhKioKzc3NyMrKQmlpqVpM1wD+OJuVkpKCkpISiEQiqsNRuvZFbi9evEBOTo7OF7mpA2W9n7S9jp87dw67d+9WQKQdRxLATqLT6fIGn+RT2v8JDw/HkCFDkJ2dDYlEQnU4cq+2+jly5AgyMzPx8OFDqkPrtoSEBCQlJWH58uUad4bNwsICXC4XgYGBuH37NsRisUqqIdvavjx+/Bj//ve/lX4/TWJmZgYOh4N+/fqp1fzUQYMGISgoCEuXLqW8RYcqvVrklpGRofKiBOJlr76fKOL4RFJSEhISEih5HScJYBfp6ekhOjoacXFxlJeOU61t+bqgoAC//fYb1eG8EZPJlLf6YTKZKCgoQG5urlpud3WEkZERUlJSUF5errb/zzui/TmbixcvQiQS4cKFC0q738SJE+Hl5YUtW7ZodDsUZbK1tYVAIECfPn1w5coViMVi1NfXUxKLpaUlFixYgIyMDJ1drW1flEBax6gHRb2fUL26TRLAbnq1wWdbw1Vd+ZQWEBCAkSNH4siRI9i3bx/V4byXgYEBYmNjER0djadPnyI7OxslJSUadw6sbVUkLS1NK1afe/XqBaFQCCcnJ5w8eRJisVjhlZ52dnaYN28erl27htWrVyv02tqoZ8+eEAqFcHV1pews7ciRI9GrVy+kpaXp5Ifr9hwcHMDn8+Ht7Y1Lly5BJBKpVdW/LtLX15cfn2hpaUFOTk6npiF9+OGH8Pf3R1paGiWr2yQBVJD2DT5v3LgBiURCWUNeVfHz88OoUaNQXV2NPXv2UL5V1BmmpqZISkpC//79cf/+fWRkZGjMpAQrKyssWLAAEomEskIbZaDRaOjbty94PB4sLCwUPqJpwYIFsLGx0am2L4rQ/uxTVVUVpFKpSv7/OTg4YM6cOfj1119x5MgRpd9PU/Tq1QsCgQDOzs6kKFFNmJiYgMPhoH///h2evGNra4t58+bh8OHDKCgoUGG0/4ckgArm6OgIgUAAT09PXLhwASKRCBcvXqQ6LIXz9vbGuHHjcOLECezevVsjEqc3eXVSgkQi6da4OlUYPXo0XFxcsGzZMo1bueyI9iP/9PT0UFhYiJycnG5t1/v7+2P06NE4fvw4duzYocBodQOdTkf//v3B4XBgaGiIkpISZGdnK7Wdz8SJE2FpaYmVK1fqzI5KZ/j7+4PP55PWMWqk/fvJ+xaCJkyYAFtbW6xYsYKygiuSACqJp6cnhEIhHBwccOLECYjFYty6dYvqsBTCw8MDEyZMwOnTp7Fjxw6teHF2cnKCUChEr1691Dpxd3FxwYwZM/DTTz+hsrKS6nCUis1mIy4uDtHR0WhpaUF2djaKi4u79GJJ2r4oBovFkp99BiAfm6no7Vl3d3dMmzYNP/zwA44fP67Qa2sTUpSonpycnMDn8+Hp6fnSpBcajYbQ0FDY2toiKioKO3bsoHRoAUkAlahtS4vP58Pc3Bzl5eXIyMhQ2JYWFdzc3DBx4kScP38e27ZtU5tWEYrSPnFXx878n376KfT09LBmzRqNXXXtrPbbK/fu3YNUKsXRo0c7/N/P5/ORkJAAqVSKrKwsJUerGwwNDZGYmIjw8HClVKjOmDEDNBoN69atU8j1tF1bUWJsbCwAyPts6vq5Saq1n/Ry5coVjBkzBt7e3gCAixcvIjo6mtKm+CQBVAEGg4Hw8HD5llZbxdCTJ0+oDq1TnJ2dMWXKFFy+fBlbtmzR2pWUV8+iqcv2StuooE2bNuHMmTOUxkIFGxsbCAQC+Pr64urVqxCJRO+tTtXT08MXX3xB2r4oiYWFBXg8nnxsliLa+fj5+WHs2LEqHYmlLYyMjJCQkKC0xJzoPBqNBj8/P3z11VcIDw9/6Wv/+Mc/KJ1DThJAFXrTlpamVKA6ODhg6tSpuHHjBjZt2qQTnyxf7cxfUlKCrKwsSrZX6HQ65s+fjzt37mDz5s0qv786cXV1hVAoRM+ePd9bnTphwgT07t0bW7duRV1dnYoj1R0ODg4QCATw8vLqVjuftt/zxsZGfP/994oPVEe82mdTIpGQrXSK/fTTT+BwOC89tnPnTsyaNYuiiEgCSAkTExMkJSUhJCQE9+/fh1QqRXV1tdpu6dnZ2WHatGlobGzEd999p7G987rq1e2VvLw8lY8xaxv5tnbtWq0da9dZffr0gUAgeGN1qqGhIaytrfHZZ5/h+vXrWLVqFcXR6ob2W161tbUQiUSdaucTGhqKjz76CKtXrya/5wrQvs/mpUuXIBaLyaoqRWbPno0lS5a89Nhnn32GH3/8kaKISAJIKRsbG/D5fPj5+eHatWsQiUQ4ffo01WG9xNraGtOnT8eDBw+wceNGnerE/6r22yuPHz9GZmYmjhw5ovTtFT09PaSkpODMmTMaM/JNVeh0Ovr16wculwtDQ0OUlpaCw+Fg5MiRYDAYOH36ND788EOF9xQk3o5Go8krVC0sLFBZWQmZTPbeGb5UjsTSdu7u7hAKhfLWMRKJBNeuXaM6LJ1ibGyMw4cPo3fv3mhpacHmzZvx97//ndKYSAKoBpydnZGcnAw3NzecPXsWIpFIpQOh38bS0hLTp0/HkydP8O2331J6WFWdWFhYgMPhICgoCI2NjZBKpTh27JjSVnA5HA7i4uKwbNmy976J6qq26tSZM2ciMTHxpa/96U9/wrfffktRZLqrfTsfNpuNwsJC5ObmvvVDZFxcHHg8HpYvX47GxkYVR6sbXp1nL5PJSE9MFeFyuYiNjcWaNWtw7949tdhJIwmgGunduzcEAgHs7e1RU1MDiUSikGHTXWFmZoZPP/0Uz58/x4YNG7o161Bb2dnZQSAQwMfHB1evXoVYLFZ4cYaJiQkWLVqE4uJiiMVihV5bG23ZsgWDBg166bFDhw5h3LhxFEVEsNlsxMbGIiYmBs+ePZO382l/9tnAwACpqamoqqrCgQMHKIxW+1HR01HXtY18U7fXcZIAqhkajSYfNm1iYoIjR44gMzMTDx8+VFkMJiYmmD59Ouh0OjZs2EBWnd6j/cis+vp6iMViha3gDhkyRD4qSNOqxqmwYMEC/O1vf3vpsfz8fPz1r38lh+ApZmxsjKSkJISGhsqnJfj6+mL69OkwNTVFfX09xo0bp9LXOl2mqp6OBDB48GAEBARQNvLtbUgCqKbahk0nJCSATqcjPz8feXl5Si88MDIywrRp06Cvr49vvvmGbA90go+PDwQCAezs7FBTUwOpVIrff/+9y9ezsbHBvHnzIBKJKBsVpGlMTU1RUlICe3t7AMCxY8fw448/wsXFhRyCVxNt0xI++OADCASCl742ZcoU/PrrrxRFppsMDQ2RkJCAiIgINDU1ITMzE2VlZaR1jIKo8+hOkgCqOQMDA8THxyMyMhLNzc3ywgNlNGA2MDDA1KlTYWJigg0bNnQredFVr67gtjX/7soW+vjx42Fvb4/ly5drXcNtZRkyZAjCw8Nx7Ngx1NbWyqelvDo/lRyCp97WrVsxcODAlx47ePAgJkyYQFFEuu3V1jFtZ5uJ7hk1ahRcXV3VcnQnSQA1hJmZGbhcLoKDg5VSeMBmszFlyhRYWlri22+/VavpF5qIyWQiIiIC8fHxYLFY8gPwHd3GdXNzw/Tp07Fr1y4cPXpUydFqB319ffz973/Hw4cP8eWXX77xe/z9/cHj8cgheDXwxRdfYO7cuS89lpeXhylTppAPnxSyt7eHQCBA7969cfnyZYjFYpw9e5bqsDSSo6MjZs+ejZ9//hkVFRVUh/MakgBqmPaFB1euXIFIJOr2H6eenh4mTZoEOzs7bNy4kfTfUqD2zb+fPXuGnJwcFBUVvfeT4IwZM0Cn07Fu3Tq17Q+pbtqaPm/evPmdxTht81OTkpLIIXgKOTg4oKCgAObm5gCAO3fu4KeffkJrayvKysqQmZlJis8o5O7uDoFAABcXF5w6dQpisZismnfSlClTYGJigvT0dLV8HScJoIZyc3ODUCjs9h8nk8nExIkT4ejoiE2bNuHy5ctKiJZo3/z7wYMHyMjIQGVl5RvP2fj7+2PMmDFkFFYnWFhYIDU1FTdu3EB6enqHfuZNh+BV3eBbl7m4uGDevHn4/fffcfXqVRw4cAAPHjxAeHg4EhISwGKx5GMz1aFlhq7y9fWFQCCAjY3Naw3Xibfz9PTE5MmTsXXrVtTW1lIdzhuRBFDDtf1xdmVLi8FgYPz48XBzc8PmzZu7NLqJ6BwrKyvweDwEBATg5s2bkEql8upUc3NzODk5QSgU4tatW9iyZQu1wWqQmTNnwsnJCenp6Z0+vtD+EHxbg++ysjJy7lLJpk+fDn19faxevfq11RF9fX3ExcUhKioKLS0tyMrKQklJCXlOKPJq65jS0lJkZWWRVfO3oNFomDVrFlpaWvDNN99QHc5bkQRQC7ypr9P7ZtbS6XSMGTMGXl5e2LJlCznjoWIODg7g8/nw9vbG5cuXYWdnh6lTp4LNZuPBgwcYN26c2lWMqStnZ2fMmDED58+f71bDZ3Nzc3C5XJU1+NZl3t7emDhxIjZv3vzO6UempqbylfN79+6p/dhMbcdisRAVFYX4+HgAZNX8bQICAjBq1CisX78eFy9epDqctyIJoBZhsViIiYmRz6zNyclBYWHha32daDQaPv74Y/j6+mL79u04deoUFeES+OOczbhx4147DF9aWgqhUEhRVJolJSUFFhYW+O9//6uQHnKvnrMVi8Wor69XQKQE8Mfrz5w5c/D48eMOJ+yaMDZTl7xp1VwVYzE1AYPBwIIFC3Djxg1s27aN6nDeiSSAWqj9zNqmpibIZDLY2dlh7ty5MDIywvHjx3Hr1i3s3LkTJ06coDpcnTdy5EisX7/+pceePn0q72VHvJ2/vz9Gjx6No0ePKnx+rJubGwQCAVxdXXHmzBmIxWJcvXpVoffQRcHBwRgxYgTWrVvX6TPHLi4uEAqFajc2U1eRVfPXRUREYODAgUhPT1f7GeQkAdRilpaW4HK54PF4GDx4MOh0uvxrq1atwpIlSyiMjmjTq1cvlJaWvvT8NDQ04E9/+tN7t/J13d///new2WwsXrxYaT22+vTpA4FAAFtbWxw9ehRSqZSyEY2ajsFgYNGiRbh69Sp++OGHLl/n1bGZ3W26TnSPMrpTaCI9PT2kpqairq4Oe/bsoTqc9yIJoA5YtmwZJk2a9NJjxcXFGDBgAEUREa9au3Ythg8fDhaLhfr6eqxevRoeHh4AgOzsbBQWFqpdE1GqxcTEYMCAAcjJyVH6fE06nS5v8G1sbEzJiEZtEBUVhQEDBmDlypW4detWt65Fo9EQFBQEHo8HExMT0jpGDbRfNT99+jTEYrFOtRVLSkpCfHw8li1bphEjVDuaADKVHQihPG86hGpgYABbW1u1X6LWBVZWVrh37x4mTJiAM2fOyD85GxkZITExETweDxEREZDJZKisrNTp7ZU2dDodXC4XT548Uclw9dbWVpSXl6O6ulo+ojE4OBgFBQXIy8sjbUo6gM1mIyEhAeXl5d1O/gDgxYsXqKysRE1NDSIiIuTPSdvYTPKcqN758+exfv16+Pr6gs/nY86cOaiuroZUKkVjYyPV4SmVsbExYmNjUVRUpBHJX2eQFUANZmFhgSNHjsDKygoA8PjxY+zevRvNzc2orKyETCbTul9YTTJq1Cj07NkTy5Yte+Mg9vatY65fv47Dhw/r/AH4QYMGITIyEnv37kVpaanK729gYCBvU9Lc3Izs7GzSpuQ9uFwuYmNjkZaWhvv37yv8+m2tY6Kjo8lzogbodDr69esHDocDIyMjrW8dM2jQIAQFBWHp0qV4/Pgx1eF0CNkC1gFBQUEYO3YsGhoa8PjxY+zfvx/Xr19HaGgokpKSwGazUVRUhJycHI35xdUWbaOC9uzZg/Ly8nd+r7OzM4RCIdzd3VFfXw+RSKSTRQl6enr44osv8OjRI/z3v/+lNBZTU1NwuVz069cPd+/ehVQqxdGjR8kq7SuMjY2RmpqKoqIipa/YmpqagsPhoH///uQ5UQMsFguRkZGIj48HnU5HXl4e8vPztap1jKWlJRYsWACZTIbc3Fyqw+kwkgBqOQMDAyxcuBD19fVvrJLU09NDbGwsYmJi0Nraiuzs7A6NKiMUo21U0KpVqzrcQsHHxwcCgQB2dnY62Zl/7Nix8PX1xZYtW9SmhZGtrS34fD58fX3R0NAAsVis86u07Q0ePBiBgYEqXR2xsbGBQCCQPycikeidIwIJ5TI0NERcXBwiIyPx5MkTrWq4/vHHH8PNze2tuzjqiiSAWm7IkCEIDAzEsmXL3nlg3djYGImJiQgLC8PDhw/l581IXyfl6c6ooLbtFS6XC0NDQxQXFyMrK0vrV3DNzc3x+eef49atW1ixYgXV4bzm1TYlYrFY58crWllZYcGCBZBIJJQ0N2//nNTX10MsFpPWMRQyMzMDl8tFcHCwVrSOcXBwwJw5c/DLL7+grKyM6nA6hSSAWszZ2RkzZ87Evn37UFJS0qGfsbKyApfLRWBgIG7cuAGJRIKTJ08qOVLdQ6PRMHv2bDQ3N2PDhg1dvk5b8++4uDidWMH97LPP4OLigtWrV6v1YPr2bUqOHTsGiUSis21K2lZH0tLSKP29bL9yTtr5UM/Ozg58Ph99+vTR6IbrkyZNgrm5OdLT0zVuwYQkgFqKTqdj1qxZeP78Ob7++utOf7pydHSEQCCAp6cnLly4AJFIpNYjbTRNYGAgPv74Y3z99de4dOlSt69nZGSEpKQkhIWF4cGDB5BKpaiqqtLYT9Vv4ujoiFmzZuHChQvdSppVpa1NCZfLhampKcrLy5GRkaFTbUrUbXWERqPJ2/mYmJiQdj5qoGfPnhAKhRrZcN3DwwNTpkzB9u3bNXKoAkkAtVR0dDSSk5Oxbt26bv0xeXh4QCgUwtHRESdPnoRYLCatY7pJUc1w38Ta2hp8Ph/+/v5oaGjA4cOHNfJT9ZssWrQIVlZW+PLLL5VSRaosTCYT4eHhSEhIAIvFQmFhIXJzc/HkyROqQ1M6dV0dYTKZ8tYxTCaTtI5RA+0brmtC6xgajYaZM2fi+fPnr01y0hQkAdRCpqamWLhwISoqKnDgwIFuX49Go6Fv377g8XiwsLBARUUFZDKZRr0Jq5Po6GgIhUKkp6crpB/am7i4uCA5ORk9e/bE6dOnIRKJ1HrL9H369OmDcePG4dixY9i5cyfV4XQJm82WtylpaWlBTk4OiouLtXa7vlevXpg6dapar4682s4nKysLpaWlWlGYoIlebbje1jpGHVdo/f39MWbMGGzYsAHnz5+nOpwuIQmgFhozZgxcXV2xfPlyhX6iZTAYCAsLQ2JiIthstnwlQ9sLDxSJzWYjNTUVx48fx969e5V+v7ZP1dbW1vJP1Xfv3lX6fRXtr3/9KwwNDbFkyRKNbx9hYmKCpKQkhISE4MGDB1rb4HvmzJlobW3ViNWR9u187ty5A6lUipqaGq17TjTFq61j2lZo1eVvn06nY8GCBbh16xa2bt1KdThdRhJALePt7Y2JEydi586dqKmpUco92Gw2YmJiSOuYLuDz+YiKikJaWprKzoLR6XT0798fXC4X+vr6GtfzMSoqCgMHDkR+fj4OHTpEdTgKY21tDR6Ph759++L69euQSCSdrgZXV5q6OvJqOx/SOoZaBgYGiI+PR2RkpFqt0IaFhWHw4MFYtWoVbty4QWks3UESQC3CYrEwb9483L59G5s3b1b6/YyNjZGUlITQ0FCtXslQFFNTUyxatAgFBQWQSqUqv7+enh5iYmIQGxuL58+fIysrC8XFxZS/mL7PkiVLAABffPEFxZEoh5OTE4RCIXr16qUVBVd0Oh3z58/H7du3sWXLFqrD6RJXV1cIhUL07NlT4woTtJGZmRk4HI5arNDq6ekhJSUFp0+fxs8//6zy+ysSSQC1CI/HQ0xMDNLT01Xa3uDVUWXatJKhSB9++CH8/PywdOlSSg+bGxsbg8PhICQkBPfu3YNEIlHb7a4BAwYgJiYGBw4cQFFREdXhKJWnpyeEQiEcHBw0uuAqNDQUQ4YMwZo1azT63ClAWseoG1tbWwgEAvTp0wdXr16FSCRSeZFbYmIiEhMTsWzZMo08TtMeSQC1hI2NDebOnYvs7GxkZmZSEoO2rWQoko2NDebPn49Dhw6hsLCQ6nAAvDwp4cqVKxCJRDh79izVYcm1jXxramrCf/7zH6rDUQkajYaAgABwuVxYWFho3KxuFouFlJQU1NfX46effqI6HIXQpMIEXUHVCq2RkRFSUlJQVlamFcdRSAKoJaZOnQozMzOkp6dTfhav/UrGiRMnIJFINHIlQ5HGjRuHHj16YPny5Wq35erq6ork5GS4urri1KlTEIlEuH79OtVhYcyYMfDz88P27dt1rhn5qwVXmnJuMz4+HhwOB8uXL9e68YRMJhORkZFISEhQy8IEXaTqFdoPPvgA/fv3x9KlS9HU1KS0+6gKSQC1QFBQEEaOHInvvvtObXq+tbWO4fP5MDc31+nWMa6urvjss8+we/duVFdXUx3OW/n5+UEgEMDS0pLylSdTU1P8+c9/xu+//47ly5dTEoM6eHVWd05ODoqKitRy3qihoSFSU1NRUVGBgwcPUh2O0rzaOiYzMxNHjhxRuw92uqJthZbD4Si1ubeFhQUWLlyIjIwM5OTkKPTaVCEJoIYzMDDAwoULUV9fj927d1MdzmtI6xjg008/hZ6eHtasWaOW5+zao9PpCA0NBYfDAZvNRkFBAXJyclR+ZvHTTz+Fq6sr1q5dSw7f4/VZ3RkZGaioqFCr5srJyckICwvD0qVL8ejRI6rDUbpXCxMkEolGz7TVdK+u0BYUFCi0ufeIESPg4eGBtLQ0tfwA1hUkAdRwQ4YMQWBgIJYvX67WI6bYbLZ8JePZs2fIzs7W6ia4bXx8fDBhwgRs2rRJo9pJtH++WlpakJWVhZKSEpWscvTo0QNz5szBpUuXNKKHnCpZWlqCx+MhMDAQN2/ehEQiUYsmy2ZmZli0aBFycnIoO4NMFXUoTCD+jzKae/fo0QOzZ8/Gvn37cOTIEQVGSy2SAGowZ2dnzJw5E/v370dxcTHV4XSILrWOodPpmDt3Lu7fv49NmzZRHU6XmJiYyCuGVbXKsWDBAtjY2GjcyDdVcnBwgEAggJeXFy5evAixWExpv71hw4bB29sbaWlpOnsmjrSOUS+KbO49ceJEWFpaYuXKlWq16t5dJAHUUHQ6HbNmzUJrayvWrVuncQnUq01wxWIx6urqqA5Lofr3749hw4ZhzZo1Gv9G0H6V4/LlyxCJRDh37pzC79O7d29MmDABJ06cUPicZG3Uq1cvCIVCODk5oa6uDmKxWOUFPLa2tpg3bx4OHjyoMR9ElUnTZtpqu+4293Z3d8e0adPwww8/4Pjx40qMVPVIAqihoqOjkZycjHXr1ml0ctG+dcz58+chEolw6dIlqsPqNhaLhUWLFuH8+fNqeTazq9zc3JCcnAxnZ2fU1tZCJBIptMJbm0a+qQqNRoOfnx/4fD4sLS1RXV0NmUymsirc8ePHw87ODitWrCCFEP/fm1rHZGZm6sTZSHXl4uICoVAINzc31NfXQywW48qVK+/9uRkzZgAAvv76a2WHqHIkAdRApqamWLhwISoqKnDgwAGqw1EILy8vCIVC9OjRAydOnIBYLMatW7eoDqvL4uLiwOVysWLFCq389O/v7y9POBRV4R0eHo4hQ4agqKhIa36vVYlOpyMkJAQcDgcGBgYoKSlBVlaWUttVtFW479q1C0ePHlXafTTVqzNt8/LykJ+fTz7cUMjHxwd8Ph/29vaoqamBRCJ5a+sYPz8/jB07Ft9++61SdjyoRhJADTRmzBi4urpi+fLllE6UULS2Jrh8Ph9mZmYoLy9HRkaGxp0DMzAwQGpqKiorK7W6HUZbhXdSUhJYLBYKCgqQm5vb5d/JJUuWgEajYfHixVp1zkbV9PT0EB0djdjYWACQJx3KqFycPn062Gy2RlS4U6n9TNsnT54gMzMTZWVlZMWUIjQaTb5Ca2JigrKyMmRmZr5USNk20rCxsRHff/89hdEqD0kANYy3tzcmTpyInTt3oqamhupwlILBYCA8PByJiYnQ09OTJxZPnjyhOrQOEQqFCA8P15l2GGw2G3FxcYiJielyXzShUIi4uDgcOnQI+fn5SoxWdxgaGiIxMRHh4eFoamqSJx2KSq579+6NTz75ROMq3KlkZmYGLpeL4OBgNDY2QiqVktYxFGIymYiIiEBCQgKYTCby8/PlFe329va4fPkyxo4dq7UTrUgCqEFYLBbmzZuH27dvY/PmzVSHo3Sa2DrG1NQUKSkpyM3NRUZGBtXhqFT7qrvGxkaIxeIOHZpmMplYvHgxnjx5gn//+98qiFS3WFhYgMvlIjAwEI2NjZBIJDh+/Hi3kg4ajYa5c+fi0aNH2LhxowKj1Q12dnbg8/no06ePWo5h1DX6+vqIi4vDwIED8fHHH4NOp8u/tnbtWvzjH/+gMDrlIQmgBuHxeIiJiUF6erpODSQ3MTFBUlISQkJC8ODBA0ilUlRVVanlp+YPP/wQvr6+SEtL06rt+c6ws7ODUChE7969cenSJRw+fBgXLlx46/ePGjUKffv2xY4dO7Suyk6d2NvbQyAQoHfv3rh8+TLEYnGXk47g4GCMGDECa9eu7dBBeuLNevbsCaFQCFdXV5w+fRpisRgNDQ1Uh6WzPv/8c3z++ecvPXb27FmEhIRQFJFydTQBpL//WwhlsrGxQWxsLHJycnQq+QOABw8eYN++fVi5ciUuXbqEESNGYO7cufD29qY6tJdYW1ujf//+yM7O1tnkDwBu3LiBLVu2YOPGjaDT6fj0008xfvx42NjYvPa9xsbG8Pf3x+3bt0nyp2TXr1/Hli1bsGHDBrx48QJTp07FpEmT4ODg0KnrMJlMcLlcHDt2jCR/3XThwgWsX78e27Ztg7m5OebMmYORI0fC0tKS6tB00puOMly+fJmCSNQLWQGk2NSpU2FmZob09HS13gJVBWdnZwiFQri7u+PcuXMQiURq8Uc6evRoODs7Y/ny5Tr/HLVpmwnN4/FgYWGBsrIyZGRkwNPTEyNHjoSnpycaGhrw1VdfqcVzqEt8fX3B5/M73a8uOjoaQqEQK1euxO+//66CSHUDnU5Hv379wOFwYGRkhNLSUmRlZenEOWJ1wWKxkJubi969ewP4Y/Fh2LBhKCsrozgy5SBbwBogKCgII0eOxHfffUdGDLXTvnXM8ePHIZFIKGsd4+joiNmzZ+Pnn39GRUUFJTGos/aFPW5ubhg4cCAYDAYA4PHjxwgLCyOrSRRon3S09avLysrCw4cP3/j9bDYbqampOH78OPbu3aviaHUDaR1DHTMzM6SkpODevXu4cuUKpFKpVu+4kQRQzRkYGGDhwoWor6/XqobCikKj0RAYGAgejwdTU1N56xhVz0WePHkyTE1NkZ6erpZnE9WFvr4+fvvtNwQHB7/0+NKlS/G///2PoqiIV5OO/Px85OXlvZZ08Hg8REdHY9myZRrXnknTGBoaylvHPH78WF5dT1okKc/QoUPh4+ODpUuX6kTC3dEEkKnsQIg34/P5YDKZOHToENWhqKUXL16gqqoKx44dQ3h4OBISEhAUFITCwkKVtY7x8PCAp6cntm3bRpK/93jy5Anu3bv32uOdPYdGKFZLSwtyc3Nx5MgRxMfHIy4uDuHh4cjKykJ9fT3mzp2Lvn37gslkYt26dST5U4GmpiYcPnwYRUVF4HK5GDRoEKKjoxVSxU28ztbWFv369cOhQ4d0IvnrDLICSAFnZ2fMnDkT+/fvJzM2O6itJ110dDRaWlqQnZ2NkpISpZ7JmzlzJl68eKGVo4KUYdCgQdiyZYv83y0tLdi7dy+OHTumtBnDROe071c3ZMgQ2Nvby7+2d+9eTJ48mcLodJOdnR0EAgF8fHy6XcVNvG7cuHHo0aMHli9frjMNuskWsJqi0+mYNWsWWltbsW7dOvJpr5Pat465f/8+ZDKZUlrHaPuoIGUICwvDvHnzYGtri7Nnz+Kbb77B3bt3IRQK4ezsjLq6OkgkEly7do3qUHVeUlISfv7555cee/78Odzd3VV+zIL4g5ubGwQCAVxdXXHq1CmIxWLyt9JNLi4umDFjBn788UdUVVVRHY7KkARQTUVHRyM5ORnr1q3D1atXqQ5HY1lbW4PP58Pf3x/Xrl2DWCzGqVOnFHJtOp2OefPm4c6dO1o7KkgZFi9eDAaDgS+++OK180x+fn7g8/mwsrJCdXU1ZDIZ7ty5Q1GkRJ8+fVBQUPDSY8+ePUNERARZfaJY+yruqqoqSKVS8rfSRdOmTYOBgQFWr16tU4stJAFUQ6ampli4cCEqKipw4MABqsPRCspoHdO/f38MGzYMq1evJs1bO0ggECA+Ph4ikQi5ublv/B46nY6QkBBwOBwYGBiguLgY2dnZaGpqUnG0BAAcPnwY4eHh8n8fOXIElZWV8qTjTWc6CdVoq+LmcrkwNDRESUkJsrOzSeuYTmgbr/r9998rbHFAU5AEUA2NGTMGrq6uWL58uU43FFYGb29vCAQC9OjRA8eOHYNEIulSLzMmk4lFixbhwoULpDq7g9pGvjU3N+Nf//rXe79fT08P0dHRiIuLw4sXL5CTk4PCwkK0tLSoIFoC+KPKfs6cOejXrx9u376NoqIi/PLLL/IEXV9fX15w9fjxY6rD1VksFgtRUVGIj48HAHnrGPK38m5tv99PnjzBhg0bqA5H5UgCqGbaPo3s3LkTNTU1VIejlWg0GoKCgsDlcmFqaoqysjJkZmZ26kxTbGws+Hw+VqxYodV9ohRp5MiRCAwMxM6dO3Hs2LEO/5yRkRESExMRFhaGpqYmyGQyVFRUkHYYKtC3b1+MHj0aGzZswPnz51/6mp6eHuLi4jRqVre2MzQ0REJCAiIiIvD48WNkZGSgrKyM/K28RWBgID7++GN8/fXXuHTpEtXhqBxJANUIi8XCvHnz0NjYiE2bNlEdjtZjMpny1jEsFgsFBQXIzc1976qrgYEBUlNTUV1djf3796soWs1mbGyMv/zlL7hz5w7S0tK6dA1LS0twuVwEBQXh5s2bkEgkOHHihIIjJdowmUwsXLgQDQ0N2L59+1u/z8TEBImJiQgNDcWDBw8gk8lQWVmpU2ep1I25ubn8b+X27duQSqWd+tClCxgMBhYuXIhr16698/dbm5EEUI3weDzExMQgPT2drCqpkL6+PuLi4hAVFSVvHVNcXPzWVgDJyckICwtDWlraWycmEC+bOnUq3N3dsX79+m5/0nZwcIBAIICXlxcuXrwIkUiECxcuKCZQQi4+Ph5cLrfDq9zW1tbg8Xjo27cvrl+/DolEgtraWhVESryNvb09BAIBevfujcuXL5M2S+1ERkbigw8+QHp6Om7evEl1OJQgCaCasLGxwdy5c5GTk4OMjAyqw9FJpqam8tYx9+7dg1QqRXV19UsrGRYWFli4cCGys7ORmZlJYbSaw87ODvPmzcOVK1ewbt06hV3Xw8MDAoEATk5OOHnyJMRisc6+kCuasbExUlJSUFZWht9++61TP+vk5AShUIhevXrh/PnzEIlEOrm9pk7c3d0hEAjg4uJCWsfgj+MLqampqKurw549e6gOhzIkAVQTU6dOhZmZGdLT08kZGorZ2NiAz+fDz88P165dg0gkAp/Px+jRo8Fms1FTU4Np06aRbvEdNH/+fNja2mLp0qUKb1NBo9Hg7+8PPp8PCwsLVFZWQiaTkcrUbvrwww/h7++PtLS0Lhd3qNOsbuIPpM3SHzgcDuLi4rBs2TKdfq0gCSCFOBwOxo8fD2NjY9y/fx///ve/UV9fT3VYxP/n4uICoVCIAQMGIDo6Wv54a2srBAIBysvLKYxOM3h6emLSpEmora3Ftm3blHYfBoOB0NBQJCUlgc1mo6ioCDk5OaQytQvs7Owwd+5c/PbbbygqKurWtWg0GgICAsDn82FmZiYvuCKj5KhDp9PRv39/cDgceeuYrKwsnWmzZGRkhNTUVJSWluLw4cNUh0MpkgBShMPhYPfu3aDT6QD+6K7P4XBw9OhRiiMjXpWZmYmgoKCXHlu3bh3+/ve/UxSR5vjzn/8MY2Nj/Otf/1LJXGY9PT3ExsYiJiYGra2tyM7ORlFREVlV74TJkyfD3NwcK1euVFj1KIPBQHh4OBITE8FisVQ6q5t4s1dbx+Tm5qKgoEDrW8cMHDgQ/fr1w9KlS3Um6X2bjiaATGUHomvGjRsnT/6AP14gR48eTRJANXTx4sXXEkAbGxsYGxuTIpB3CAsLg5mZGYqLi1X2Rv/06VNkZGSgpKQESUlJ4PP5iIyMJJWpHeTl5QVPT09s27ZNoa1Dnj9/jsLCQpSXl8tndYeGhqpkVjfxZi0tLcjJycGRI0eQkJCApKQkREREICMjA+Xl5VrZOsbS0hJhYWHIyMjQ+eSvM+jv/xaiM950fszMzIyCSIj3SU9Pf6k1zPXr13Hnzh2kpKSAw+FAT0+PwujUl1AoREtLCw4ePKjyez98+BD79+/HihUrcPHiRQwfPhxz586Fj4+PymPRFDQaDUKhEOfPn8fJkyeVco/m5mZIpVKkpaXh+PHjEAqFWLhwIYKDg0GjdWgxglCwpqYmHDp0CMuXL0d9fT2GDBmC+fPnw8/Pj+rQFI7L5aKpqQmFhYVUh6JRyBawgiUnJ2Pr1q1gMBgAgCdPnmD//v2orq7GgQMHdLpCS90EBARg8uTJaGhowNWrV7Fv3z48e/YM8fHxiIyMxJMnT5CZmYkjR45o5afmrujIyDdVIpWp70dFU9xXC64UOaub6JoePXqAz+ejd+/euHTpEsRisVa0junRowdmz56N/fv3o7S0lOpw1AI5A0gBQ0NDzJ49G0ZGRtDT08PTp0+xdetWAMCgQYNgY2ODsrIyZGRkdGo6BaF472sWamZmBh6PJ2+4KpFIcPz4cQoiVR+dHfmmSqQy9c2oboqrjFndRPe4u7tDKBTC2dkZdXV1EIvFuH79OtVhddknn3wCKysrhZ5t1XQkAVQxGo2GSZMmoUePHlizZs1rJeh0Oh0RERHyw9IdnU5BKEdUVBQGDBjw3mah7RuuXrp0CSKR6LXRWbqiqyPfVOVNlam6/mGr7fd85cqVlCbE3t7eEAqFsLe379asbkJxtKF1jJubG6ZPn44dO3ao5WsSVUgCqGI8Hg/x8fHYtGkTzp49+9bvY7PZiI+Pl0+nyMrKQklJyVunUxCKx2azkZqaihMnTuDXX3/t0M+0/9RcW1sLsViMGzduKDlS9aGIkW+qwmAwEBER0elRgNqGzWYjJSUFJ0+e7PDvuTIpYlY3oVh0Oh0hISHgcDgwMDBAcXExsrOzNaaQYsaMGaDT6Vi3bh0pBGuHJIAq1KdPH4wfPx6HDx9GXl5eh36m/XSKu3fvQiqV4ujRo+SXWAW4XC5iY2ORlpbWqb5lb2pOLJVKdaL32bRp0+Dm5qaQkW+qwmaz5ZWpHRkFqG26+nuubF2d1U0oj56eHqKjoxEbGwtAM1rH+Pr6Yty4cfjuu+9In91XkARQRaysrDB79mzU19fjhx9+6PTP29jYQCAQwNfXFw0NDRCJRDhz5owSIiWAP1ayUlNTUVRUBLFY3KVrMBgMhIWFITExEWw2G4WFhcjJydHa3mfKGvmmKiYmJuBwOOjfvz/u37//xlGA2kYRv+fK1jarOzo6Gk+fPiW7IWrAyMgICQkJCA8PR1NTEzIzM1FWVqZ2Z+vodDrmzZuHe/fuYdOmTVSHo3ZIAqgCLBYLM2bMAJPJxNq1a7v1CdbFxQXJycno2bMn6uvrIRKJcPXqVQVGSwDA4MGDERgYiKVLl3Z7mgSbzZY3J9bmFSZljnxTpTeNAjx9+jTVYSnF4MGDERAQ0K2Rb6piamoqT9DJboh6sLCwAJfLRWBgIG7fvg2pVKpWZ+z69++PYcOGYc2aNeR98g1IAqgCI0eOhK+vL9auXauwYfU+Pj4QCASws7PD0aNHIZVKcfv2bYVcW9dZWVlhwYIFkEgkHd6q7wgTExP5dr62rTCpauSbKjk7OyM5ORlubm44e/YsRCIRrly5QnVYCqOs33Nle3U3RCwWa22CrinaF8FdvnwZYrH4nWfcVYHJZCIlJQUXLlzArl27KI1FXZEEUMkiIiIwePBg7Ny5EzU1NQq9Np1OR3BwMLhcLoyNjVFaWorMzEw8evRIoffRNaNGjYKrqyuWLVumlAkF7VeYtGU7X9Uj31Spd+/eEAgEsLe3R01NDSQSiVZ82FL277mytc3q1tYEXRO5ublBIBDA1dUVp0+fhlgsRkNDAyWxxMbGgs/nY8WKFVrx96oMJAFUIhcXF0yfPh3FxcX47bfflHYfJpOJyMhIJCQkgE6nIy8vD/n5+W+cNkK8m6OjI2bPno09e/agvLxcqfdqv51/5swZiMVijdymCAsLw4cffoji4mLs37+f6nCUgkajyT9smZiY4MiRI8jMzNTYUYBOTk6YNWsWfv75Z1RUVFAdTre03w3RpgRdk/n6+oLP58PW1hbV1dWQSqVobGxU2f319fWRmpqKmpoa7Nu3T2X31TQkAVQSY2NjzJ49G42Njdi4caNKDscaGBiQ6RTdNHnyZJiammLVqlUq+//Wp08fCAQCyl4su2vx4sVgMBj44osvtP53jclkylvHMJlM5OfnIy8vT+MqU6dOnQojIyOsWrVKK44gaFuCrg3odDr69esHDocj36HKyspSyXPC5/MRFRWFtLQ00j7oHUgCqAR0Oh1TpkyBtbU11qxZo/JfQDMzM3C5XAQHB6OxsRESiUStDuaqKw8PD0yZMgXbtm1T2izUt2n/YmlkZCR/sVT37fy2kW+daW2kDQwMDBAXF4eoqCg0NzcjKysLpaWlGlHY4+npicmTJ2Pr1q2ora2lOhyFap+gMxgM5OfnIz8/X+MSdG3y6g5VQUGBUj80mZiYICUlBQUFBZBKpUq5h7YgCaASCIVCREdHY+PGjbhw4QJlcdjZ2UEgEMDHx0dtDuaqKxqNhpkzZ+L58+dYv349ZXGwWCxERUUhPj4egHr32VLnkW+qYmZmBg6Hg379+uHOnTuQSqWoqalR21U1Go2G2bNno7m5GRs2bKA6HKXR5ARdW736nGRnZyulnc/QoUPRp08fLF26lCT+70ESQAXz8/PD2LFjcfDgQRQWFlIdDoA/DuYKhUK4uLjg1KlTEIvFuHbtGtVhqRV/f3+MGTMGGzZsUIsRboaGhkhMTJT32ZLJZKioqFCrLdaPP/4YAQEBajvyTZVsbW0hEAjQp08fXL16FSKRSC2bzgYGBuLjjz/G119/rTGNurtD0xJ0XfBqOx+ZTKawbggODg6YNWsWDhw4gJKSEgVEq91IAqhANjY2mDVrFurq6tSy7NzX1xcCgUCjZzoqA51Ox4IFC3Dr1i1s3bqV6nBeYmlpCR6Ph8DAQNy8eRNisVjl29Nvokkj31SpZ8+eEAqFalEF+SoGg4GFCxeioaGhS83oNZmmJOi65NV+m2KxGKdOnerWNadNmyY/26pOH5bVFUkAFURPTw+zZs3CixcvsG7dOrWtwKXT6ejfvz84HA4MDQ1RUlKCrKwsjZnpqAxhYWEYPHgwVq1apbZzex0dHSEQCODp6YkLFy7g8OHDlK7gtI18+/rrr3H58mXK4lBX6ljYExUVhQEDBmDlypW4desWpbFQxdXVFUKhUOMr77WJs7MzhEIh3N3dce7cOYhEoi69prTtvm3atEnj22qpCkkAFWT06NHw8vLC2rVr8fvvv1MdznuxWCxER0cjLi4OAJCTk4PCwkK1PGumTCwWCykpKaivr8dPP/1EdTjv5enpCaFQCAcHBxw/fhwSiUTlb+aaPvJNVdSpsIfNZiM1NRXHjx/H3r17VX5/ddOnTx/w+Xx5I32JREJ5gq7rvL29IRAI0KNHj06/tjGZTMyfPx+3bt3Cli1blBuoFiEJoAJER0fjgw8+wPbt23HixAmqw+mUV2c6ZmRkoLy8XGeWzxMSEpCUlITly5drzHY4jUZDQEAA+Hw+TE1NUV5ejoyMDJVVm2vLyDdVaV/YQ6PR5IU9qtwl4PF4iI6OxrJly3D//n2V3VedkUb66qf9a5uZmRkqKiogk8ne+zvb1vQ5PT1dZ1e3u4IkgN3k5uaGKVOmID8/X22HqXeEhYUFeDwegoKCcPPmTUgkEo1LZjvL0NAQqampKC8vV2qjbmVhMpkIDw9HQkICWCyWSnrSeXt745NPPtGqkW+qYmhoiISEBERERODx48fIyMhAWVmZ0j9stbXFKCwshEQiUeq9NBGLxUJkZCTi4+NJI301wWAw5K9tbDYbhYWFyM3NfeO8aiMjI6SkpKCiogIHDx6kIFrNRRLAbjA1NcXs2bNx8+ZNbNq0SStWzRwcHCAQCODl5YWLFy9CJBJR2spGmQYMGICQkBAsXbpUo89A6uvrIz4+XiUtL/7yl7/AyMhIK0e+qYq5uTm4XC6CgoJU0qdzyJAh8Pf3R1paGnnO3uFNjfTLyspI6xgKsdlsxMbGIjo6Gq2trcjOzkZRURGePXsGBoMBd3d39O3bF35+fkhLS9Po13EqkASwixgMBqZOnQoLCwusXr1a67YNPDw8IBAI4OTkhJMnT0IsFuPmzZtUh6Uw5ubmWLRoEbKyspCVlUV1OAphamoKLpcrb3nRllgoquWFLox8UyV7e3sIBAL07t0bly9fhkgkwrlz5xR6D2tra8yfPx8ikQgFBQUKvba2erWRvlQqVejfEdF5xsbGSExMRFhYGB4+fIjr169j0aJF6NGjB5qbm7FmzRr897//pTpMjUMSwC4aOHAgwsLCsGHDBq2tgqTRaPD39wefz4eFhQUqKyshk8lw7949qkPrtuHDh8PLywtLly7VusKX9g3Ar1y5ApFIpJAG4IsXLwadTsfixYu1YrVbXbi7u0MgECilT+eYMWPg5OSE5cuX49mzZwq5pq5Q1t8R0XVWVlbg8Xj48ssvYWpqKn/80aNH8PX1JedbO4kkgF3Q1kx17969KC0tpTocpWMwGAgNDUVSUtJ7z2NoAnt7e8yZMwf79+/X6ufv1QbgIpEI169f79K1dHXkmyr5+fmBz+crrE+ns7MzZs6ciZ9++gmVlZUKjFS3uLm5QSAQqGVvR11kb2//xl6oAwYMQHFxMQURaS6SAHaSnZ0dZs6ciePHj2tE2xBF0tPTQ2xsLGJiYl47j6FJPvnkE1hbW2PFihU6sZLVPrGoqqqCTCbD3bt3O/zzZOSb6tDpdISEhIDD4cDAwADFxcXIzs7u0tmmadOmwcDAAKtXrybblwrg6+sLPp8PW1tb+d8RaR2jejQaDdXV1XB2dpY/1tTUBD8/v069rhEkAewUNpuN2bNno6WlBV9//bXWbR12lLGxMZKSkhAaGooHDx5AJpOhsrJSI95k3NzcMH36dOzYsUOnxpe1Tyz09fXliUVHVnHJyDfV09PTQ3R0NGJjYwF0vk+nt7c3Jk6ciO+//77b0xWI/9PW25HL5cLQ0JDS3o66bOjQoVi9ejUMDAzw4MEDpKam4scff6Q6LI1DEsAOotFoGDt2LNzd3bFmzRryyQ9/nMfg/z/27jMgqjN9G/g1hd6k9yqCdOm9T0VjmmY1RRMTY9QoikB21yTGJO5/A9hLionpxiSaRBOdMzP03gXEhh2xiw0bFnw/ZJkXFZUyM2fK8/u2I5xzbWj3POd57pvPR2BgIE6fPg2KorBv3z66Yz3WrFmzwGAwtLaBsa6uLuLj45GQkDCgVVwy8o1eRkZGss3vA50JzWAwMHfuXNy4cQNffPGFEtNqj769HQGgtLRU6b0dtdkbb7wBExMTSKVSHD16FFevXqU7kloiBeAAJSUlQSAQ4JtvvlH5IkfZnJycIBQKMXLkSBw5cgQikUglB837+fnhlVdewfr167V+M/dAV3HJyDfVYGFhIWsd86Q+nSEhIXjhhRewdu1a8jVTMLp6O2ozDw8PvPnmm2o5eEHVkAJwADw9PTFt2jQUFRVBKpXSHUdleXl5QSgUykb5UBSlMmPxmEwm5s2bh4sXL+Lrr7+mO47K6LuK2zuQ/eTJk3j11VcRGBgIMzMzlJSUaO2Kqap5XJ9OAwMDjBgxAlOnTsXx48fx448/0htWi/Tt7djZ2SlrHUPI34wZM6Cjo4M1a9bQHUXtkQLwCczMzDB37lycOHECX3/9tVrsc6MTg8HAmDFjwOPxaBlT9ijh4eGyfSPkBN/D+g5kFwqF922wXrNmDd5//30a0xEPerBPp4ODA2bNmgVjY2OcOnUKEyZMwN69e+mOqXWU0dtRm3l6euKNN94ge1vlhBSAj8FisfDWW2/B2NgYq1evJl3GB+HBMWXl5eUoKSlR6JiyR9HR0UFWVhYOHTpENgo/waRJk7Bu3br7Xuvq6oK7uzt5rKVievt0vvrqq3j11Vfv+7ctW7Zg+vTp9AQjFNrbUZvNmjULAB76HUUMzUALQKaig6iip556CnZ2dvjhhx9I8TdId+7cQXl5OXJzc1FRUYG4uDhkZ2cjNjYWLBZLqVliYmJgaGhIHt8PQH99AvX09GBiYkJDGuJx7t27h5aWln73s8bExNCQiOh1+PBhrFu3Dj/88AMsLCwwZ84cvPDCCzA3N6c7mtry9vaGi4sL+T1OA60rAENDQxEVFYWtW7fixIkTdMdRWzdv3oRYLEZeXh52796NsWPHYsGCBRgzZgwYjAG9+RgWQ0NDJCUloaamhpzcHoCysjJ0dHTc99revXuRkZEBDocDXV1dmpIRj9LfXrObN28iPj4ebDabhkREr9bWVixfvhx//PEHPD09sWDBAowbNw6GhoZ0R1M7XC4XR44cwYEDB+iOonW06hGwg4MDZs6ciZ07d+K3336jO45Gsba2hkAggJ+fH06ePAmRSKTQH+i0tDRERkYiJyeH9OoaoE8++QQRERE4f/48ioqK8N133yEuLg6xsbHo7u5GQUEBamtrcffuXbqjEv/z+++/IyEhAQwGA8ePH8enn34KZ2dndHV1QSKRYOfOnWT/Ms10dHQQFxeHxMREAEBJSQnKy8u1tp/sYPj6+mLKlCn44osvyJ5KOSJ7AP+HxWJh5MiROH/+PN544w1cv34dn332mdpNuVAXLi4uSEtLg5ubGw4ePAiRSCT3lVYzMzNkZmaiuLgYBQUFcr22poqPj8fYsWNRVFQEsVh837+ZmZmBy+UiJCQEFy9ehFgsxq5du0hhQTMHBwfMnTsXFRUVOHXqFHbu3Im7d+/CysoKPB7vvhPeZOM8/QwNDZGSkoKoqChcv34d+fn5qK+vJ3tsH6G3r+X169exfv16uuNoFFIAAoiIiMCGDRvg4OCAGzduoKSkBLNmzSJjZZTAx8cHAoEAtra2aG5uhkQiQWdnp1yuPWHCBHh7eyM3N5c0aB2gxYsXAwAWLVr0yI+xtbUFn8+Hr68vOjo6QFEUDh48qKyIxAOmT58OY2NjrFy5st8iou8J70OHDkEkEj30mJ9QPnNzc3C5XIwZMwadnZ2gKIr0tetHQEAAXnrpJXz66ac4duwY3XE0CikAAdTW1sLT01P2v7u7u+Hv7y+3QoR4PCaTiZCQEHC5XBgbG8vGKw2nu7utrS3S09Oxbds2VFdXyzGt5hIIBEhKSsKff/6JioqKJ368m5sbhEIhXF1d0dbWJushSChP78i3gTSo9/b2hkAggL29PVpaWiAWi8nvOBVgb28PgUAAb29vtLe3QyQS4ciRI3THUgkMBgPz5s3DpUuXSP9WBdD6AtDc3LzfU3TPPfcciouLlR9Ii+no6CAmJgZJSUlgMpkoKytDaWnpkFbvpk6dCmtrayxfvpzsVRsANpuNDz74AN3d3fjoo48G9bm+vr4QCASwsbHBzp07IZVKyYEbJWAymUhPT8fVq1cH/GiMwWAgODgYXC4XpqamqK2tRUFBARmlpQJGjhwJgUAAZ2dn7Nu3DxRF9XsqX5uMGTMGkyZNwpo1a8iqtQJofQEIAPX19fDw8JD977t37+LDDz/E5s2bSe8mGhgYGCA5ORkxMTG4ceMGCgoKUFdXN+BCzs3NDW+99RY2btyIlpYWBafVDM8//zzCw8OxadMmNDU1DfrzmUwmQkNDweVyYWhoKFvFJQdvFKe3ufnq1asHvX+WzWYjOjoaycnJYLPZsjdbdPTpJO4XEBAAPp8PCwsL7Ny5ExKJBJcvX6Y7ltIxmUzMnz8f58+fx7fffkt3HI1ECkAAUVFR2LBhA+zs7NDV1YW1a9fi7t27sLS0RFNTE6RSKS5evEh3TK3Td7zShQsXZIcOnmTmzJlgsVhYu3YtOaAwAPr6+nj//fdx5coV/Pe//x3WtXR0dBAbG4ukpCQAQGlpKcrLy8keTDnT1dVFZmbmsJub6+vrIzExEXFxceju7kZhYSFqamrIqjnNmEwmwsPDweFwoK+vj6qqKhQXF2tVP9rQ0FBMnDiRTG9SIFIA/g+bzYaXlxfa29tx9epVMJlMhIWFgcPhwNDQEFVVVSgqKtKqH0BVYWtrC6FQiNGjR6O9vR0URT2yFYCfnx9eeeUVfPnll+RgwgC98sor8PX1xYYNG+TWksfQ0BDJycmIjo7GjRs3kJ+fj7q6OnLSUU5SU1ORnJyMpUuXyuXNqampKbhcLkJDQ3Hx4kVIJBK0tLSQN1A009XVlbWO6enpQXFxMSorKzW+dQyTycSCBQtw6tQp/PDDD3TH0VikAHwCHR0dxMfHIyEhAQBQXFyMiooKjf8BVEV959QeOHAAUqkU7e3tAP5eLbS3t0daWhouXryIDRs20JxWPZiamuJf//oXzp07h2XLlsn9+iNGjACPx5OddBSLxWhtbZX7fbSJsbExsrKyUF1dDZFIJNdr29jYQCAQkBPeKsbIyAgpKSmIjIzEtWvXkJ+fj4aGBo19QxUZGYmnn34aK1euxJkzZ+iOo7FIAThAfX8Ar1+/DqlUqtE/gKrM19cXXC4X9vb22LdvH9zd3fHmm29CT08Ply5dwssvv4zKykq6Y6qFN998E+7u7lizZo1CJ97Y29uDz+cPaBWXeLxnn30WAQEByM3NxY0bNxRyD1dXVwiFQri5uZET3irEwsJCti3m7NmzoCgKe/bsoTuWXOnp6SErKwttbW345Zdf6I6j0UgBOEgP/gCKxWLSu4kGDAYD/v7+eOmll/Dmm2/e928lJSV49tlnaUqmPqytrZGRkYGOjg6sXbtWKffsu4pLTjoOno2NDebNm4cdO3agvLxc4fcjJ7xVk4ODAwQCAby8vHDs2DHs2LFDY3rk8fl8xMXFIS8vTysPvygTKQCHSJN/ANXJlClTsGLFivteu3r1KlxcXOgJpEbmzJkDBwcH5OXlKb0fnL+/P/h8PjloNUhTp06FjY0Nli1bprSDGr0nvDkcDoyMjMgJbxXi6ekJgUAAJycn7NmzBxRF4ezZs3THGrIRI0ZgwYIFKC0thVQqpTuOxiMF4DBp2g+guvHx8XmoafHx48excOFCFBYWkkM7j+Di4oKZM2fi4MGD+Oqrr2jJ0Peko4GBATlo9QQeHh5488038eOPPw7oNLy89XfCu6ysjOyHphmDwZC1jhkxYgSqq6shlUpx8+ZNuqMN2j/+8Q94enqS6U1KQgpAOej7A2hubo6Ghgbk5+eT5Wsl+eqrrzBu3Djo6OjgwIEDWLVqFUaNGgWADFx/lMzMTFhYWOA///kP7U2A+550vHfvHjlo1Q8Gg4HZs2ejp6cH69atozVL3xPe169fl/XpJPuh6cVisRATEwMOh4Nbt25BJBJh586danOS28nJCW+//Ta2bNmCuro6uuNoBVIAyhGLxUJkZCRSUlKgp6eHiooKlJSUKGyjNvH3o/i5c+dCIpHg+PHjsjYmZOD6o40ePRpTp07Frl27sHHjRrrjyGjbScfB6J2IoErzUMkJb9VkamqKtLQ0jBkzBkePHsXWrVvVYqDBjBkzYGBggJUrV6pN0aruSAGoAHp6eoiPj0d8fDx6enpQVFSEyspK3Llzh+5oGmfatGkYMWIEVqxY0W+h8ODAdfJHCvjXv/4FY2NjLF68WCUfs5CDVvdjs9lYsGABTp48ie+//57uOA958IQ3mWWrGjw8PPD000/D2toa1dXVkEgkKvtYuLd/61dffSW3XqTEk5ECUIGMjY2RmpqKiIgIdHV1QSqVorGxkby7kRNPT0+88cYb+P77759YIJCB638LCwvDhAkTUF1djT/++IPuOI/14EErkUiEo0eP0h1L6RISEsDn87F8+XKcP3+e7jiPRE54qx4mk4nY2FhwOBzcvn0bIpFI5f4GsVgszJ8/H52dnfj666/pjqNVSAGoBFZWVuDxeAgMDMTp06dBURT27dtHdyy1NtQ9Udo+cH3RokVgs9lYtGiR2jxa1eaDVoaGhsjKykJTUxO2bt1Kd5wBIbNsVY+JiQnS0tIQHByscm+A4+LikJaWhhUrVmjNz7WqIAWgEjk5OUEoFGLkyJE4fPgwRCIRjh8/TncstRQQEICXXnoJn3/++ZB+kT34R0oqleLSpUvyD6pCEhMTIRQKUVBQoHYtFh48aNXY2AipVKrxhcW4ceMQFhaG3NxctWq7QmbZqiYPDw+kpaXByckJ+/btg1gspnV/oIGBAbKysrBr1y78/vvvtOXQVqQApIGXlxeEQiHs7e3R2toKiqJU+tGOqmEymcjIyMD58+fxzTffDOs62tKGhMlk4oMPPkBPTw8++OADuuMMGYvFQkREBFJTU6Gnp4fKykoUFxdr5EErCwsLZGRkoKCgAEVFRXTHGRJdXV3ZKM3eWbYVFRVkPzSNepvo974Bbm5upq3B97hx4xAeHo7c3FzauxFoI1IA0oTBYGDMmDHg8XgwNTVFXV0dCgoK0NXVRXc0ldc7J3L16tVyefeqDW1Ixo4di/j4eGzbtk0jxuTp6uoiISFBow9aTZ48GW5ubsjLy1P770UjIyOkpqYiMjISV69ele2HVpdtCJqIyWQiLCwMHA4HhoaGqK2tRWFhodIKMUtLS2RkZEAqlaK4uFgp9yTuRwpAmrHZbERFRSE5ORk6OjooLy9HSUkJuru76Y6mknR1dZGVlYUDBw7IfU6kprYhYbPZ+OCDD3Dz5k18/PHHdMeRK009aOXs7IzZs2fj119/RUNDA91x5MbCwkLWOubMmTOgKAp79+6lO5ZW09HRQUxMDJKSksBkMlFeXo7S0lKF/w16+eWX4eTkhLy8PI1646ZOSAGoIvT19ZGYmIjY2Fjcvn0bhYWFqK6uVtq4J3WRkpKClJQULF26VGGjwzStDcnEiRMRGhqKn376Cc3NzXTHUQhLS0vweDwEBQXh9OnTEIvFal1YzJgxA/r6+li1apXaF7P9cXR0hEAgwKhRo3D06FGIRCKV6W+orQwMDGR/g27duoWioiJUV1crpDhzd3fHjBkzsGnTJjQ1Ncn9+sTAkAJQxZiamoLD4SAsLAyXLl2CRCJBc3OzRv4RGCxDQ0NkZ2ejvr4ef/31l8LvpwltSPT19fH+++/j8uXL+OSTT+iOo3B9D1odOXIEIpEI7e3tdMcaFF9fX0yZMkUreqKNGjUKQqEQDg4O2L17NyiKwrlz5+iOpdX6/g26fPky8vPz5bqqzmAwMGvWLADAunXryN82GpECUEVZW1tDIBDAz88PJ0+ehEgk0vg/Bk8yduxY2YZhZZ6IfLANiVgsxpkzZ5R2/+GYMmUKfHx88OWXX+LQoUN0x1EadS0smEwm5s+fj4sXL2LDhg10x1EKBoOBwMBA2Szb+vp65Ofn48qVK3RH02rW1tbg8XgICAiQ66p671Sbzz77TO3eUGsaUgCqOBcXF6SlpcHNzQ0HDx6ESCTCiRMn6I6ldCNGjEBmZiaKiopQUFCg9PurYxsSU1NT/Otf/8LZs2exfPlyuuMoHYPBQFBQEHg8HkaMGCE7aKXKhUVUVBTGjx+PVatWaVV/SuDvE95RUVFISUmBrq6ubD+0qk6v0BZ9V9WPHj0KiqKGXLix2WxkZmaio6MDP/zwg3yDEoNGCkA14ePjA4FAAFtbWzQ3N0MikaCzs5PuWEozceJEeHl5ITc3l9bxZSwWS9Y6RtXbkMyYMQNubm5YtWqVWswCVZS+hYWOjo5sRreqFRZ6enrIysrCvn37sHnzZrrj0EZPT092wvv27dsK3YtGDNyoUaMgEAjg6OiIvXv3QiwWD/pNSlJSEjgcDpYvX65Vf79UFSkA1QiTyURISAi4XC6MjY1RU1Oj1GP7dLG1tUV6ejq2bduG6upquuMAeLi/maq1IbG1tcW8efNw/PjxQU1K0WR6enpITExEXFycShYWPB4PcXFxyMvLU+lVSmUxMTFBamoqwsPDceXKFUilUuzcuZPsGaNR75MQHo8HCwsLNDU1QSqVDuhAnrGxMbKyslBXV6eUPdzEk5ECUA2x2WzExMQgOTkZTCYTZWVlKC0tpXVlTJGmTp0KGxsbLFu2TOVORRsbG8tax6hSf7O5c+fC3t4eOTk5Cjstra5UsbAwNTVFVlYWysrKIJFIaMuhiqysrMDn8xEQEIBTp05BJBKhra2N7lharbeJfmpqKgwNDVFTU4OioqLHLkY888wzCAwMRG5urko+MdFGpABUYwYGBkhKSkJMTAxu3ryJgoIC1NXVqVyRNBxubm546623sHHjRrS0tNAd55EsLS3B5XJVor+Zm5sbZsyYgQMHDmjNQYKhUKXCYsKECRg9ejRyc3NJD9BHcHZ2RlpaGtzd3XHo0CGIRCJ0dHTQHUur6ejoIDY2FomJiWAymSgpKUFJSclDf4OsrKwwf/58UBSFsrIymtISDyIFoAYwMzMDl8tFSEgILly4AIlEgl27dmnEo5KZM2eCzWZjzZo1avH/RxX6m2VlZcHc3Bwff/yxRo61kze6Cwt7e3vMmTNHpbY4qDJvb28IhULY2dmhpaUFYrGY7CejmaGhIZKSkhAbG4szZ87g119/vW/f8YsvvggXFxfS9FnFkAJQg9ja2kIgEMDHxwfHjx8HRVFq3fpDnfuhPdiGRCwW4+zZswq/r6+vL1555RU0Nzdj06ZNCr+fJqGrsJg2bRrMzc2xfPly2rcOqAsGgyHbD21iYoLa2loUFBRo/H5oVefg4ICJEyfCysoKP//8MxwcHODk5ARfX1/89NNPGjXVRhOQAlADubu7QygUwsXFBfv37wdFUWp3CpTJZCI9PR1XrlzBV199RXecIentb8bj8WBubo6GhgZIpVKFbvBfuHAhDA0NsXjxYo3dE6pIDAYDwcHB4PF4SiksRo0ahddffx3ff/+9Wk+boQubzUZ0dDSSk5PBYrE0fj+0OmCxWHj11VfxzjvvwMrKCgDQ1dWFpKQkHDlyhOZ0RF+kANRgfn5+EAgEsLS0HNRpLVUQFhaGCRMmYPXq1Wrf95DFYiEyMhIpKSnQ09OTtSGR90bo8PBwPP/886isrMS2bdvkem1t07ewYLPZssJCnvvzGAwG5s6di+7ubnz22Wdyu6426jvGrLu7G4WFhaipqdGo/dDq5O2338aHH35432vff/890tPTaUpE9GegBSBb0UEI+du9ezf27t2LsLAwcDgcBAYGorq6GoWFhSq9N4zNZoPD4aClpUXtiz8AuHv3LiorK9HQ0ID4+HjEx8cjIiICRUVFqKqqktuemLS0NNy+fZu0WJCDO3fuoKysDHV1dUhKSkJCQgIiIyPlWliEhITA3t4ea9eulUNi7Xbjxg1QFIWqqipwOByMGzcOsbGxEIvFGrMfWp24uLg89JqrqysNSQh5ICuAak5HRwdxcXFITEwEAJSUlKC8vBy3b9+mOdnDEhISwOfzsWzZMo3c3G1sbIzU1FRERESgq6tL1jpmOH+kkpOTwefzIZVKaZmUoulMTU3B5XIRGhqKixcvQiKRoKWlZchfMx0dHWRmZuLYsWPYuHGjnNMStra24PP58PX1RUdHByiKwsGDB+mOpTU4HA5++eWX+1579913SU9SFUMeAWsZIyMjJCcnIyoqCtevX0d+fj7q6+tVZvO5vr4+srOz0dLSgj/++IPuOAplaWkJPp+PwMBAnD59GhRFYd++fYO+DpPJxAcffICenh588MEH8g9KyNjY2IDP58PPzw8nTpyASCQaUmGRnJyM1NRULFu2DBcuXFBAUgL4uyWSUCiEq6sr2traQFEUTp48SXcsjWdkZIQffvgBgYGBAIAffvgBixcvVpm/M8TfSAGopczNzcHj8RAcHIyzZ89CLBarxCZ0Pp+P2NhY5Obmoquri+44StF31ubhw4chEolw/PjxAX/+uHHjEBcXh99//x01NTUKTEr0cnV1hVAohJubGw4cOACKoga8XcHIyAhZWVmor68nj+uVxM/PD3w+HzY2Nti5cyckEona7IdWR88//zz8/PyQl5en0tuNtB0pALWcg4MD+Hw+vL29cezYMYhEoiEP+h4ubZ+G4OXlBaFQCHt7e7S2tkIsFuPcuXOP/Rw2m43Fixfj+vXrWLJkiZKSEr36zuhuamqCRCJ54oreU089hdDQUOTk5JA/jkrEZDIRGhoKLpcLQ0NDVFdXo6ioCNeuXaM7mkZxdHTEnDlz8Mcff5C+liqOFIAEAGDkyJEQCoVwcnLC3r17QVEUzpw5o9QMzz77LPz9/ZGTk6O10xAYDAaCgoLA5/NhamqK+vp65OfnP3I19IUXXkBwcDB+/PFHtLa2KjktAfQ/o7ugoKDfwsLCwgIZGRnIz89HcXGx8sMSsukVSUlJAIDS0lKUlZWp5H5odTR9+nQYGRlh5cqV5PCNiiMFICHTO+ibz+fD3NwcjY2NkEqluHz5ssLvbW1tjXnz5kEkEqG8vFzh91N1LBYLUVFRSElJgY6Ojqx1zM2bN2UfY2hoiHfffReXLl1CTk4OjWkJ4O/CIiYmBklJSWAymbLC4tatWzA0NIS3tzeCgoJgb2+PvLw8UnDQzNDQEMnJyYiOjlbJ/dDqqLev5bfffkvbKExi4EgBSDyExWIhIiICqamp0NPTQ2VlJYqLixU6wPvll1+Go6Mjli5dSkYF9aGnp4fExETExcXh9u3bKCoqgp2dHebNmwc7OzscOXIEM2fOJCccVciDM7qvXbuG9PR0mJmZ4datW8jLy0NeXh7dMYn/MTc3l83x7uzshFgsJqvpQ8BgMDBnzhx0d3fj888/pzsOMQCkACQeSVdXFwkJCYiPj0dPTw+KiopQWVkp9wLN2dkZs2fPxi+//ILGxka5XltTmJiYIDU1FWPHjsVzzz0HBuP//9wuWrQIq1evpjEd0R8zMzMIhUIsXboUBgYGste7urrg6+tL9p6pGHt7ewgEAnh7e6O9vR0ikYhMrhiEMWPGYNKkSVi3bh3a29vpjkMMwEALQKaigxCq59atW8jPz0dubi6amprA5/ORmZmJ0NDQ+wqQ4RIKhTh9+jR27twpt2tqmq6uLvzxxx/o7Ox86L/9+PHjaUpFPM7ly5dRV1d3X/EH/F3Mjxw5kqZUxKOcOnUKX3/9NdavXw8mk4kZM2Zg6tSpsLW1pTuaymOxWODxeNi9ezcp/jQQKQC12NWrV7F161YsW7YMx44dw8SJE5Geng4fH59hX9vLywseHh6gKIpsGB6AQ4cOPfSarq4unJycaEhDPMmxY8dw+vTp+167efMm4uPjyWQEFXXo0CGsXbsWP/74I6ytrZGeno4JEybAzMyM7mgqKzIyEiNGjIBYLKY7CqEA5BEwIdO3b92RI0cgEomG9K6P7BkZPBMTE5SUlMDNzQ3A38V57ySJlpYWiMVijZyeos5ee+01fPjhhzAyMsLZs2fxySefwMTEBA4ODti3bx/EYjFOnTpFd0yiHywWC+Hh4UhNTYW+vr5S9kOrGz09PWRlZWHv3r3YsmUL3XGIQSB7AIkhGzVqFIRCIRwcHAbct64vsmdkaLKyshAWFgaKovDXX3/h/PnzCA4OBo/Hg4mJCWpra1FQUICrV6/SHVXrsVgsZGRk4OzZsygpKcGJEydw+/Zt2Yl7LpcLa2vrAfcQJOihq6uL+Ph4JCQkKHQ/tDricDhITExEbm4urly5QnccYhBIAUgMS9++dWZmZqirq3ts37peLBYLCxYswKlTp/D9998rKa3609fXx6JFi3Ds2DF89tln9/0bm81GdHQ0kpOTwWKxUFZWhtLSUty6dYumtERMTAzGjRuHFStW4OzZsw/9e29zYg6HAyMjI9TU1KCwsJAcEFFRxsbGSElJQWRkJK5evQqpVIqGhgat3b5ibGyMrKwsVFVVgaIouuMQg0QKQEIuWCyWrPjo7VtXXFz8yIbOT/rDSPRPKBQiMTERX331FQ4cONDvxxgYGCAxMRGxsbHo7u5GQUEBamtrcffuXSWn1W66urrIzs7Gvn37sHnz5sd+bG8PweTkZACkObGqs7S0BI/HQ1BQEM6cOQOKorSy793TTz+NMWPGICcnhzwWV0OkACTkqr++ddXV1fc9KundMzKQP4zE/f79739DT08PixYteuLHmpmZgcPhIDQ0FBcuXIBEIsGuXbu0drVC2VJTU5GUlIS8vLwBN1N/sDlxQUEB6urqSHNiFeXo6AihUAhPT89h7YdWR5aWlsjIyIBYLEZpaSndcYghIAUgoRAmJibgcDgICwvDlStXIJVKER4ejmnTpsHIyAgHDx7E1KlTlTJlRFNYWloiMzMTra2t+PHHHwf8eba2tuDz+fD19UVHRwdEIlG/p4kJ+TE0NER2djbq6uqwffv2QX8+aU6sXvruh969ezcoihrUfmh1NHnyZLi5uSE3N5fshVRTpAAkFMrKygp8Ph9PP/00OBzOff/26quvYtu2bTQlUz+TJk1CUFAQli1bNqQ/Lu7u7hAIBHB1dcX+/ftBURQ5faogY8eORXh4OHJycnD9+vUhX4c0J1YfvfuheTweRowYMeD90OrI0dERc+bMwebNm1FfX093HGKISAFIKMVPP/0EPp9/32u//fYb3njjDZoSqZ8PPvgAd+7cwccffzys6/j5+YHP58PGxgY7d+6ERCLBxYsX5ZSSMDMzQ2ZmJoqLi1FQUCCXa44cORJCoRBOTk7Yu3cvKIrCmTNn5HJtQr4enONdXl6OkpKSR+6HVkevv/46TE1NsXLlSrI9QY2RSSCEUvT3yNHMzAyWlpY0pFE/Hh4e0NfXR3Nz87CvtXv3bqxYsQK//fYbRo4ciQULFmDcuHEwNDSUQ1KCw+Ggu7sbZWVlcrtmb3PijRs3wsbGhjQnVmF3795FRUUFcnJyUF5ejri4OGRnZyMuLg4sFovueMPm6emJUaNGQSwWk+JPS5AVQGJYHB0dUVFRAVNTUwDA+fPn8euvvwIAampqUFBQQFpfPMb06dPh4eGBjz76aFiPFB+ko6ODuLg4JCYmAgCKi4tRUVFBTp8OkZWVFTIyMrB9+3ZUVFQo5B4sFgsRERFITU2Fnp4eKioqUFJSQk5hqqgH90OLxWI0Nzer5WEsBoOBt99+G7dv336oDRWhfsgjYEIpAgIC8Oqrr+L48eM4d+4ctm3bhhs3bshaXzCZTFnrC9K37mFLlizBxYsXkZeXp5DrGxoaIiUlBVFRUbh+/Try8/NRX19P3uEP0osvvghnZ2csXbpU4Rvj9fT0EB8fj/j4eNy9exdFRUWoqqoiG/JVlLW1Nfh8Pvz9/XHy5ElQFIW2tja6Yw1KYGAgXnzxRXz66ac4duwY3XGIYSIFIKFwfachfPvttw/9u4GBAZKTkxETE0OKj36EhYVhwoQJ2L59u1wfK/bH3NwcPB4PwcHBOHv2LMRiMXbv3q3Qe2qK3o3xv/76KxoaGpR2X2NjY6SmpiIiIgJdXV2QSCTYuXOnWq4waQMXFxcIhUK4u7vj0KFDEIlE6OjooDvWE/X+Hj9z5gy+++47uuMQckAKQELh4uLiIBQKsWLFiseeXh0xYgR4PB7GjBmD8+fPk+Ljf9LT02Fra4t3331XaUWxg4MDBAIBvLy8cOzYMezYsYO843+CadOmYcSIEVixYgUtb16srKzA4/EQGBiIU6dOgaIo7N+/X+k5iIEZPXo0BAIB7Ozs0NzcDIlEotJzvKOjo/HUU09h5cqV5ACShiAFIKFQenp6yM7ORmtrK37//fcBfY69vT2EQiG8vLxw9OhRiEQirS0+dHV1sXjxYnR0dGDt2rVKv7+npycEAgGcnJywZ88eUBRFJrf0w8PDA2+++SZ++OEH2vv1OTs7QygUwsPDA4cPH8aOHTvUYoVJGzEYDISEhIDL5ar0HG9dXV1kZWVh//79pHm/BiEFIKFQwxkU7unpCaFQCEdHR61prvogLpeL1NRUfPfdd9izZw8tGRgMBgICAsDn82Fubo6GhgZIpVIy+L2PmTNngslk0lKkP4q3tzeEQiHs7OzQ0tICsVis0itM2ozNZt+3H1rV5ngPZaoNofpIAUgojJGREbKzs1FdXQ2RSDSkazAYDAQGBoLP58PMzAz19fUa21y1P//85z9hZGSE9957j+4oYLFYiIyMREpKCjl92oevry+mTJmCL7/8EgcPHqQ7zn3UZYWJ+JuBgQGSkpIQExOjMnO8jY2NkZWVNazf44RqIgUgoTDjxo1DWFjYsKchAA83V+19h6xJzVUfZGpqin/961/Yt29fv4dn6EJOn/5/DAYD6enpuHr1Kr788ku64zySqq8wEfczMzMDl8tFSEgI7XO8x48fj+DgYOTk5Gj9mz1NQwpAQiHMzMyQlZWFwsJCFBYWyu26+vr6SExMRFxcHLq7u1FYWIiamhpa3yEryoQJExAaGopVq1ap5Mg2cvoUCA4Oxj/+8Q+sXbsWx48fpzvOE/VdYbp58yYKCgpQV1enkT8/msDW1hYCgQA+Pj60zPG2sLBARkYGpFIpSkpKlHZfQjlIAUgoxPPPP4/Ro0cjNzdXIasMpqam4PF4snfIYrEYu3btkvt96LRo0SLcu3cPH374Id1RHktbT5+yWCwsWLAAJ0+exA8//EB3nEFRpRUm4snomuM9adIkuLu7Iy8vjzSH10CkACTkztraGvPnz8dff/2FyspKhd6r7zvk48ePQyQS4fDhwwq9pzI4Oztj9uzZqKmpGfDpabo9ePpUJBKpxarYUPW2xVixYoXanox+8OeHoiilrjARg+Pn5weBQABra2uFz/F2cHDA3LlzsWXLFtTV1SnkHgS9SAFIyN1LL70EJycn5OXlKe3Rkru7O9LS0uDs7Iy9e/eCoii17lX12muvwcvLC0uWLFG7Dfve3t4QCASwt7dHS0sLJBIJzp8/T3csudLR0UF2djba2tpkIw3Vmbu7O4RCIVxcXJS6wkQMHpPJRFhYGDgcDgwNDVFdXY3CwkK5jogE6O9rSSgeKQAJuaJrGkKv3nYlFhYWaGxshEQiUct2JR9//DGuXLmCnJwcuqMMCYPBQHBwMHg8HkxMTFBXV4eCggKNOb2dlJQEDoeDpUuXKmwFhg7+/v7g8/mwtLREU1MTJBIJLl26RHcsoh8PzvEuKSlBeXm5XB7Venp64o033sD3339PmvFrMFIAEnI1bdo0mJmZYcWKFbTtJ2KxWIiIiEBqaqqsXUlxcTFu3rxJS57BCgoKwuTJkyGRSOR6gIYObDYb0dHRSE5OBpvN1ojT2wYGBsjOzkZjYyP+/PNPuuPIHZPJRHh4ODgcDgwMDFBVVYWioiK5rzAR8iHvOd4MBgOzZ8/G3bt38emnn8o5LaFKSAFIyE3vNARVedeop6eHhIQExMfH4/bt27J2Jap+4vHtt9+Gg4MD3n//fY1praKvr4+kpCTExsaq/eltgUCA6Oho5OTk4Nq1a3THURhdXV3ZClNPTw+Ki4tRUVGhMd+TmkZec7wDAgLw0ksv4fPPP8eRI0cUkJRQFaQAJORm1qxZAIB169bRnOR+JiYm4HA4CAsLw+XLlyGRSNDc3KySJx7ZbDY+/PBDnDp1CqtXr6Y7jtyZmpqCy+UiNDQUFy9ehEQiQUtLi0p+LfpjYmKC7OxslJaWQiqV0h1HKYyMjGQrTFevXoVUKkVjYyPZF6aiHBwcwOfz4e3tjWPHjkEkEuHo0aMD+lwmk4mMjAycO3dOpXqPEopBCkBCLnqnIaxfv15lTxFaW1tDIBDAz88PJ06cgEgkUrnJDUlJSRAIBNi0aROamprojqMwNjY2EAgE8PX1RUdHByiKUrmvRX+eeeYZBAQEICcnR60fYw+FhYUF+Hw+goKCcObMGVAUhb1799Idi3iEkSNHQigUwsnJacAH46KiojB+/HisXLlSrQ/REQNDCkBi2BgMBubNm4crV67gq6++ojvOE7m6ukIoFMLNzQ1tbW0QiUQqc+IxOzsbpqamePfdd+mOohRubm4QCoVwdXVFW1sbKIrCyZMn6Y7VL0tLS2RkZICiKJSVldEdhzaOjo4QCoXw9PTEkSNHIBKJ0N7eTncsoh8PzvFubGyEVCrtd56vrq4usrKyNOZkO/FkpAAkhi0kJAQvvPAC1qxZg46ODrrjDJivry8EAgGsrKxU4sSjsbExFi5ciAMHDmDDhg205aBD79fCxsZG4f3Nhqq3KW5ubi7ZBwdg1KhREAqFcHBwwO7du0FRFM6dO0d3LKIfDx6Mq6ysRHFxMW7cuAEGgwEvLy94eXkhIiICeXl5/RaIhOYhBSAxLCwWC5mZmThx4oTaTUMAHu6pVVVVhcLCQlpmXj7zzDOIiorCunXrtHJFhclkIjQ0FFwuV9bfrKioSCUOWtjb2yM9PR2//fYbamtr6Y6jMhgMBoKCgsDn82Fqaor6+nrk5+drTLsfTaOrqys7GNfT04MjR45g/vz5cHV1xe3bt7Fp0yakp6fTHZNQElIAEsMSFxcHoVCIFStWqPW7fx0dHcTHx8tOPBYVFaGyslKpKz3vvfcemEwmFi9erLR7qiIdHR3ExsYiKSkJAFBaWoqysjJaR1FNnToVVlZWWL58OTn80A82m42oqCgkJydDR0cH5eXlKCkp0bp9kurC2NgYKSkp+OSTT2Brayt7vaenB2FhYQM+NEKoN1IAEkNmYGCArKwstLS04I8//qA7jlwYGRkhNTUVkZGR6Orqkp14VPQpVXt7e8ydOxeNjY1k/83/yLu/2VC5urpi5syZ2LhxI1paWpR6b3Wjr6+PxMRExMbG4vbt2ygsLER1dbVatvvRBhcuXHjotTfeeAO//fYbDWkIZSMFIDFkQqEQUVFRyM3NVbtxZU9iaWkJPp+PwMBAnDp1ChRFYf/+/Qq73yuvvAJfX1988sknZPLCA8zNzcHlcjFmzBh0dnaCoiil9pmcMWMG9PT0sHr1arVpV0M3U1NTWesldWz3oy2kUilCQ0Nl/5usAGqXgRaATEUHIdSLmZkZYmJiUFZWpnHFHwB0dnZi48aNWLNmDW7cuIHXXnsN06dPh5OTk0Lu5+XlhcuXL5Pirx8XL17EL7/8gtWrV+PChQt45ZVXMGvWLLi7uyv83t7e3nB3dwdFUaR4GYQrV67gt99+w4oVK3D69GlMnjwZc+bMwahRo+iORvTxn//8RzYq8/r163j33XdJ8Uc8hKwAEveZOHEivLy8kJubi1u3btEdR+G8vb0hFAphZ2eH5uZmiMXifh+fDEVvD8WioiKIxWK5XFOTDaW/2VAwGAzMmTMHN2/exBdffCH362uTvq2XDhw4AJFIpLLtfrTJtGnTMGLECIhEInR0dJDDO1qGPAImBs3e3h5z5szB1q1bUVNTQ3ccpWEwGLJTqkZGRqipqUFhYeGwT6nOmjULzs7OWLRokVYU0/IwmP5mQ9U7k1lbT2UrQt92P72tl+T1RooYnJEjR2L69OkqM7qTUL6BFoBsRQch1IdQKMT58+dRV1dHdxSlunfvHurr69Hc3IyYmBgkJycjNDQUJSUlKC8vH9IpVSaTCScnJ5w5c4YUf4Nw7949tLS0YPfu3bL+ZkFBQff1NxsOJpMJLpeLPXv2kOJPjvbs2YN9+/bJ3khlZGTI7Y0UMTgCgQDt7e2k+COeiBSABADA09MTXl5e+O6777S2Hcbt27dRUlKCuro6JCcnIzU1FdHR0ZBKpWhoaBjUf5fo6GgwmUxUVFQoMLHmunv3LqqqqtDQ0CDrbxYRETHsNj5hYWGwsLDA999/L+fERE9PD+rq6tDU1CRr9xMaGqoS7X60hb+/P5ydncnWBmJAyCNgQrYn6tatW/jss8/ojqMyzM3NwePxEBwcjDNnzkAsFmPPnj0D+tzMzEyYm5tj4cKFCk6pHYyNjZGamoqIiIght/HR0dFBVlYWDh06hJ9//lmBaQlAddr9aAsmk4n58+fjwoUL+Prrr+mOQ9CInAImBiwoKAgODg7YsWMH3VFUysWLF/Hzzz9j1apVuHLlCqZMmYIZM2bAxcXlsZ+nr68PS0tLHDt2TElJNd/Vq1exdetWLFu2DO3t7Zg4cSLS09MxevToAV8jOjoaRkZGkEqlCkxK9Lp+/Tr++usvLF26FIcOHcJzzz2HefPmwc/Pj+5oGik0NBTW1tbkwBkxYGQFUMux2WwsWLBAbUe+KVPfGamtra2gKArnz59/6OPGjRuHuLg4rF+/HocOHaIhqeZzcnKCUCjEyJEjcfjwYYhEIhw/fvyRH6+vr4/s7Gw0Nzdj69atSkxK9HJwcIBAIICXlxeOHTsGkUhEWpPICZvNRlZWFo4cOYJNmzbRHYegGVkBJAYkOjoapqamoCiK7igq78CBA1i9ejV+/vlnODo6Yv78+XjmmWdgbGws+xhDQ0OEhISgu7ubFH8K1NHRgfXr12PDhg0wMDDA7Nmz8fLLL8PKyqrfj09ISACbzUZhYaGSkxK9Tp48iQ0bNuDLL78Ei8XCW2+9hSlTpsDGxobuaGovJiYGxsbGkEgkdEch1AhZAdRiBgYGyM7ORlNTE1kVGSQ2m43o6GgkJyeDxWKhuroazz33HJ5++mncu3cPRUVFmDRpEt0xtQKDwUBwcDC4XC5MTU1RV1eHgoICXL16FRwOB6NGjYKXlxdEIhF5PKYiGAwGAgMDwePxYG5ujoaGBkilUlnzYmLgyO9x4kGkDyDxRJo88k1ZDAwMkJSUhPT0dERERNz3b6+++iq2bdtGUzLtw2azERUVheTkZOjo6CA2NhbBwcEA/j5VPH36dI2Zba0pWCwWIiMjkZKSAj09PVRUVKC4uBg3b96kO5ra4PP5iI2NRU5ODvk9TgAgj4CJJzA3N0dsbCxKS0vJL41huHHjBkQiUb+nURMSEmhIpL3u3LmD8vJy5Obm4vLly7LiD/i70HjnnXdoTEf05+7du6isrERubi5KS0sRExOD7OxsxMfHg80mXcqexMTEBLGxsSgvLye/x4lBIwWgluJyubh+/TrKysrojqIRdu3a9dBr1tbWGDlyJA1ptNvNmzdx4sSJh153cnICgzGgN8aEknV3d0MqlSI3NxctLS0QCARYsGABQkJCyNfsMVJTU2X9SwlisEgBqIUcHBwQEhKC/Px8MqVCTpYtW4aOjg7Z/66trUV9fT2mT5+OadOmwcHBgcZ02qegoOChqSEdHR2YM2cOvLy8aEpFPElXVxf++OMPLF++HB0dHXjhhRcwd+5c8jXrh5WVFcLDw1FcXIzu7m664xBqiOwB1EKvv/46zMzMsGLFCtKUVY7efvtthISEYOXKlWhubgYA+Pn5gc/nkxmpNFiyZAmeeuop6OjogKIofP7550hMTIS7uzsOHToEkUh0X9FOqB5nZ2ekpaWRr1k/Jk+eDFdXV+Tl5Q15Mg6hmcghEOIh+vr6cHd3x9SpU/Htt99i7969dEfSKB9++CG6urqQm5t73+tMJhOhoaHgcDgwNjaWzUgle3YUx9PTE2+88Qa+//77h2aient7QygUws7ODrt27YJYLO63nyOhOkaPHg2BQAA7Ozu0tLRALBajs7OT7li0cXR0xJw5c7B582bU19fTHYdQMaQAJGQsLCywbt06cDgc2aGFN998k+5YGsXS0hKZmZmora3F77//3u/H6OjoICYmBklJSWAymSgrK0NpaSl5DC9nDAYDs2fPxt27d/Hpp58+8mP6to6pr69Hfn4+urq6lJyWGCgGg4GQkBBwuVyYmJigtrZW1u5H20ybNg1mZmZYuXIleYpDPIQUgITMp59+in/84x+y/93T04O4uDjs27ePxlSaRSAQICkpCWvXrn3sRArg/7eOiYmJQXd3NwoLC1FTU4O7d+8qKa1mCwwMxIsvvojPPvvsiZMmHmwdU1FRgZKSEtKGRIWx2WzExMQgOTkZTCYTpaWlKCsr05o3UiNHjsT06dPx3XffDXg2OaFdSAFIyOzduxe2trb3vfbPf/4TX3zxBU2JNE96ejpsbGywcOHCAX+OmZkZOBwOQkNDcfHiRUgkErS0tPTbUoYYGBaLhYyMDJw5cwbffffdgD9PT08PiYmJiIuLw507d1BUVISqqiqyt0qF9X0jdfPmTRQUFKC2tlbjV8Rmz56Nnp6eR65uEwTpA0jI7N+//6HXXFxcYG1tTUMazWRtbT3ofWSXL1/Gli1bsGLFCpw+fRqTJ0/GnDlzMGrUKAWl1HyRkZEwNzcf9MSP7u5uSCSS+9qQZGZmIjQ0lLQhUVG921mWLl2KtrY2jB8/HhkZGQgICKA7msL4+/vD2dmZjO4k5IKsAGqB2NhY/PLLLzAwMAAASKVSNDQ0YMSIEbK9T2QE09DZ29sjPT0dZWVl2L59+5Cv4+rqCqFQCDc3Nxw8eBAURZETj4Ogp6eHrKws7Nu3D5s3bx7WtSwtLcHj8RAUFIQzZ85ALBaTx20qzs7ODgKBAKNHj8bx48chEolw+PBhumPJDZPJxPz583HhwgV8/fXXdMchVBh5BEzITJw4Eb6+vqipqUF7ezv27NkDFouFqKgopKSkQFdXF+Xl5WTv0xCNHz8eMTExWLp0Kc6dOzfs6/n4+IDP55MTj4PE4XCQmJiIvLw8XL58WS7XdHR0hEAgwKhRo3D06FGIRCIcO3ZMLtcmFMPDwwNCoRDOzs7Yt28fKIrC6dOn6Y41bOHh4Xj++eexcuVKnDp1iu44hAojBSAB4O93xXPnzsXWrVtRU1Pz0L/r6ekhISEB8fHxuH37NoqKilBdXU32Pg3CggULMGLECLz33ntyu+aDJx7r6upQUFBATqk+grGxMbKyslBVVaWQx2Oenp4QCARwcnLCnj17IBaLcebMGbnfh5CfgIAA8Pl8WFhYYOfOnZBIJHJ7Y6BsbDYbWVlZOHLkCDZt2kR3HELFkQKQAABMnToVVlZWWL58+WM3R5uYmCA1NRXh4eG4cuUKpFIpdu7cSQ4kDMCSJUtw+vRprF69Wu7XZrPZiI6ORnJyMthstmyllnT+v9/TTz+NMWPGICcn56EJIPLCYDAQEBAAHo+nEUWFNmAymYiIiEBqair09fVRVVWFoqIihX2PKEpCQgL4fD6WLl1KGskTT0QKQAJubm5466238OOPP/Y7q7Y/VlZW4PP5CAgIwKlTpyASidDW1qbgpOqr979xYWEhJBKJwu6jr6+PxMRExMbGylZqq6qqSOsY/L1fLyMjA2KxGKWlpQq/H4vFQnh4uKyoqK6uRlFREa5fv67wexNDo6uri/j4eCQkJKCnpwfFxcWoqKhQiycdBgYGyM7ORlNTE7Zu3Up3HEINkAKQwMyZM8FisbB27dpBr+SREUwDM2HCBISGhuKTTz7BpUuXFH4/ExMTcDgchIWFkZXa/3nxxRfh4uKi9JFYurq6iIuLQ2JiIu7du4eSkhKUl5fj9u3bSstADI6xsTFSUlIQGRmJq1evIj8/Hw0NDSrdOobP5yM2NhY5OTla2fSaGDxSAGo5Hx8fTJ06FV9++SUOHjw45Ov0HZtFDiQ8LDs7G0ZGRli0aJFS7/vgSi1FUf22+9F0Tk5OePvtt/Hrr7+ioaGBlgxGRkZITk5GVFQUrl+/joKCAtTV1al0UaHtLC0tweVyMWbMGJw9exYSiQStra10x3qIiYkJsrKyUF5ertAnDIRmIQWgFmMwGEhPT0dXVxe++uoruVyPjGDq33/+8x90dHRg3bp1tNzf2dkZQqEQHh4eOHz4MEQi0RMnkWiS6dOnw8jICCtXrqR9FdTc3FxWVHR2dkIikQx46wVBDwcHB/D5fHh7e+P48eOgKAqHDh2iO5bMM888g4CAAOTk5JB9v8SAkQJQi4WGhmLixIlYs2aNXB/b9j2QwGKxtH6Wrbe3N1577TVQFIXi4mJas3h5eUEoFMLe3h6tra0Qi8VyaUmjyry8vDBt2jR8++232Lt3L91xZB7sR6dqRQXxMA8PDwgEAri4uKCtrQ0UReHkyZO0ZrKyssL8+fMhEolQXl5OaxZCvZACUEux2WwsWLAAx48fx8aNGxVyDwMDA9mBBG2eZTt58mQEBgbio48+UokDAAwGA0FBQeDz+TAzM9PoJt8MBgNz587FzZs38fnnn9Mdp1/u7u4QCoUqVVQQj+fn5wc+nw8bGxs0NzdDIpHQtuVl8uTJcHV1VfreVkL9kQJQS8XFxUEoFGL58uWDHk02WA/OshWLxdi1axftj+KU5V//+hf09PTwwQcf0B3lPg82+a6oqEBJSYnatb54nDFjxmDSpElYt24d2tvb6Y7zWH2LiqamJkgkEtLKQ4UxmUyEhoaCw+HA2NiYlh6cjo6OmDNnDq17Wwn1RQpALaSnp4fs7Gy0trbi999/V9p9bW1twefz4evri46ODlAUNayDJ+qAyWRiyZIlOHLkCL744gu64/Srb5PvO3fuoLi4GJWVlWq/msBisZCZmYkTJ07ghx9+oDvOgDxYVNTU1KCwsJDso1VhbDYbMTExSEpKUnoPzmnTpsHMzAwrV64kh4mIQSMFoBbicrlISEhAbm4uLY/93NzcIBQK4erqqvGPvIKCgjB58mRs27YNlZWVdMd5LGNjY6SmpiIiIgJdXV2QSqVobGxU25Xa2NhYjB07FsuXL1e7fY46OjqyooLJZKKsrAxlZWVkg78Ke7AHZ3FxMaqqqhT2RmrkyJGYPn06vvvuOzJ/mhgSUgBqGUWPwhqMvo+8eqclXLx4kdZM8jZlyhT4+Phg0aJFanMIxtLSEjweD0FBQThz5gzEYrHa/YGha5Vb3gwMDJCUlISYmBit3kerTvpOS+rq6kJ+fj4aGxvlvkI3e/Zs9PT04NNPP5XrdQntQQpALTN+/HgEBwcrdBTWYPQ+8uJyuTA0NER1dTUKCwtV4rCEPLz77rtgMBj46KOP6I4yaI6OjhAIBBg1ahSOHj0KkUiEY8eO0R1rQHg8HuLi4pCXl6cRh1tMTU3B5XIRGhqKS5cuQSKRoLm5WW1XZ7XBg2+kJBIJdu/eLZdr+/v74+WXX8bnn3+OI0eOyOWahPYhBaAWsbCwwIIFCyCRSFBSUkJ3nPvo6OggNjYWSUlJAKAR0xLYbDY++ugjtLW14euvv6Y7zpB5enpCKBTC0dERe/bsgVgsxpkzZ+iO9Ui9TXErKiogFovpjiNX1tbWEAgE8PPzw8mTJ0FRFBnBqOIcHR3B5/Ph5eWF9vZ2UBSFw4cPD/l6TCYT8+fPx4ULF9T69wpBP1IAapF//OMf8PDwQF5ensoWVoaGhkhOTkZ0dDSuX7+O/Px81NfXq+UG5/DwcDz//PP45Zdf0NjYSHecYWEwGAgICACfz4e5uTkaGxshlUpx+fJluqM95Nlnn4W/vz9yc3Nx8+ZNuuMohIuLC4RCoWwEI0VRWtXYWx2NHDkSAoEAzs7O2L9/PyiKwqlTpwZ9nd7fKytXrhzS5xNEL1IAagl7e3ukp6fjt99+Q21tLd1xnujBaQkURcnt8YmyvP766/D09MR7772n9idqe7FYLISHhyM1NRX6+vqoqqpCcXGxyjyyt7a2xrx587SmKa63tzcEAoGssTdFUQpv60QMj7+/P/h8PqytrQfd7kdXVxeZmZk4fPgwNm3apOCkhKYjBaCWePXVV2FpaYnly5er1Wqavb09BAIBvL290d7eDpFIpDZ7Xt5//33cvXsXS5YsoTuK3Onq6iI+Ph4JCQno6elBSUkJKioqaF9Zfvnll+Ho6Ii8vDytOSjBYDAQHBwMLpcLU1NT1NfXo6CgQCP2Pmqqobb74XA4SExMxNKlS3Hp0iXlhCU0FikAtYC7uztmzJiBH3/8UW1njo4cORJCoRBOTk7Yu3cvKIpS6X1o+vr6WLRoEXbv3q02PeiGwsjICCkpKYiMjMS1a9dQUFBA2yN7Z2dnzJ49Gz///DN27typ9PvTjc1mIyoqCsnJyRrb2FvTPNjup7y8HKWlpf22+zE1NUVmZiYqKytp7+BAaAZSAGqBmTNngsViYc2aNXRHGRYGgyF7fGJhYaHS+9BiY2Px1FNP4YcffkBrayvdcRTOwsICXC4XwcHBOHv2LMRisdIf2c+YMQP6+vpYtWqVVp+O1dTG3prswbGZ+fn5qK2tRU9PD1gsFuzs7BATEwNvb2/k5uaSfpCEXJACUMP5+vpiypQp+PLLLzVm6saD+9AqKytRXFysUisdM2bMgJubGxYuXKhWj9yHy8HBAXw+X/bIfrgnHgdq9OjRePXVV7FhwwZyKvZ/TExMkJKSImvsrah+dIT8mJqagsfjISQkBJ2dnbhw4QIWLFgABwcHdHV14cMPP8RXX31Fd0xCQ5ACUIMxmUykp6fjypUrGvlL48F9aEVFRSqz0vHBBx/g5s2b+O9//0t3FFr0PfG4b98+iMVihZ1YZDAYSE9Px7Vr17B+/XqF3EOdaUJjb21jZ2eHp556CosXL4a+vr7s9RMnTiAoKIgU8YRckAJQg4WGhmLixIlYvXo1Tpw4QXcchTE2NpbtQ1OFEWbGxsZYuHAhmpqa8PPPP9OSQVX0PrK3tLREU1MTpFKp3Ke99H6fr1mzBh0dHXK9tiZ5sLE3RVE4evQo3bGIRwgKCkJRUdFDr4eGhqrNQThCtZECUEOx2WxkZmaivb0dGzdupDuOUvRd6Th9+jTEYjH27t2r9BwpKSng8Xj46quvcODAAaXfX9UwmUyEhYWBw+HIpr0UFRXh2rVrw762Nn6fD5enpycEAoHaHKjSViYmJti9ezeMjY1lr3V2dsLPz09txkoSqm2gBSBT0UEI+YqOjoaJiQkkEgndUZSms7MTP/30E1avXo2rV69i6tSpmDFjBlxcXJSaw8fHBz09PaT4+5+enh7U1tYiNzcX+fn5CAsLQ1ZWFlJSUqCrqzusa/d+n2vaxA9FOnjwINauXYuNGzfC2toa6enpmDhxIkaMGEF3NKKPrq4urF27VralpaurC/PnzyfFH6F0ZAVQjejp6SE7Oxu7du3CH3/8QXcc2owaNQpCoRAODg5obW2FWCzGuXPnFH7fDz/8EF1dXcjNzVX4vdRR32kvN27cQEFBgezE42AYGBggKysLzc3N2Lp1q4LSara+B6oMDAxQVVWFoqIilWnsrc16V7fPnTuH1tZW7NmzB11dXXTHIjTIQFcA2YoOQshPYmIidHR0UFBQQHcUWh04cAAHDx5EUFAQeDwe5s2bh/r6euTn5yvsF6m5uTl0dHQ05sS1Ily/fh3bt29HRUUFuFwuxo8fj7i4OIjFYrS2tg5472ZiYiLYbLbWf58Px927d1FdXY3GxkbExcUhISEB4eHhGjGLW931rm6vX78enZ2ddMchtBgpANWEiYkJ4uLiUFFRQd4tArh37x6ampqwa9cuREVFISUlBcHBwSgvL0dJSYnc+2lFRkaCwWCgvr5ertfVRJcuXcKvv/6K0tJSCAQCvPTSS+jo6IBIJMKhQ4ce+7lmZmaIjY1FaWnpE6cnEE9269YtFBYWoqamBsnJyUhNTUV0dDQKCgpQV1dHTp0qmYGBAZKTk1FbW0uKP4J2pABUEykpKbhz5w5KSkrojqJS7t69i4qKCtTX1yMxMRFxcXGIjIxEYWEhqqur5TY2zNvbG3fv3sXx48flcj1tcObMGXz77bdwd3eHQCDA9OnT0dbWBoqicPLkyX4/h8PhoLu7G6WlpUpOq9muXbuGv/76S7Y6+/TTTyMuLg4SiURtpwipo6SkJLBYLLK6TagEsgdQDVhaWiIjIwNisZj8YXwCExMTcDgchIWF4cqVKxCLxWhubh5265iPP/4YnZ2dWL58uZySah9fX18IBALY2NigqakJEokEFy5cAPB3o1wbGxtMmzZN9hiZUBw7OzsIBAKMHj0ax48fB0VRT1ydJYbHzMwMmZmZKCkpQX5+Pt1xCA1G2sBokEmTJsHd3R25ubkq0QxZHVhbW4PP58Pf3x8nT56ESCQa8ulde3t7pKeno7y8HH/99Zeck2oXJpOJ0NBQcDgcGBsbo76+HjweD88//zyYTCb27NkDHo+Hmzdv0h1VK/Suzrq6uj5xdZYYngkTJshGvpETv4QikQJQQzg4OGDu3LnYsmUL6urq6I6jdlxcXCAUCuHu7o6DBw9CJBINunn2+PHjERMTg+XLl5O+anKio6ODmJgYzJ07F8nJyff927vvvot169bRlEw7+fn5gc/n97s6Swyfra0t0tPTsW3bNlRXV9Mdh9BwpA+ghuDz+Th79iwaGhrojqKW2tvb8fnnn+Obb76BsbEx5syZg8mTJ8PS0nLA1xg1ahRu375Nij85un37NkpKSnDlypWH/i06OpqGRNpt9+7dWLFiBbZs2QJ3d3csWLAA48ePv69ZMTF0QqEQFy5cQG1tLd1RCEKGFIAqzMPDA97e3pBIJOS03jDt27cPK1euxK+//gpXV1dkZGQM+A+chYWFUvoMaqOmpqaHXjM1NcWYMWPAYAzoTSwhJz09Pairq0Nubi7EYjGCg4ORlZUFLpcLPT09uuOpLQ8PD4wePRpisZj8HidUCnkErMJmzZoFBoOBtWvX0h1Fo7DZbMTExCA5ORlMJhNlZWUoLS3td1+Om5sb3nrrLRQVFZGpFApgbGyM0tJSuLm5AQAaGhrwyy+/YOTIkTh58iQoikJbWxu9IbWUgYEBEhMTERsbi+7ubhQVFcn1ZL22mD17Nu7du0e2NRBKQxpBqzk/Pz+4uLhg/fr1dEfROHfu3EFpaSnq6uqQlJSExMREREZGynqj9f0DFxYWhnv37qGmpobGxJpr9OjRkEgkoCgK586dw+7duwH8/72b06ZNw5EjR1BUVEQKQSW7ceMGKIpCZWUlOBwOxo4di9jYWEgkErmcrNcGAQEBcHZ2xueff053FIJ4CFkBVEEMBgPz5s3D5cuXsWHDBrrjaDwzMzNwuVyEhITgwoULkEgkOHToEKZNm4aJEyfi7NmzeOGFF8jjGznT0dFBZmYmjhw5gk2bNvX7Md7e3khNTYWLiwuOHj0KkUiEY8eOKTkpAdx/sv7UqVMQiUSkKH8MFouF+fPn49y5c/j222/pjkNoEXIKWA1FRkYiIyMDzs7OuHDhAmbMmDHoE6vE0Nna2kIgEMDHxwccDgceHh6yf/v666+xYMECGtNpnsTERHC5XCxbtuyJJ069vLwgEAjg4OCAPXv2gKIonD17VklJib5cXFwgEAjg4eGBw4cPQyQSkQbp/YiOjsZTTz2FlStXkgNkhFKRAlDNuLq6orKyEgYGBrLX3n//faxZs4bGVNqJz+fjp59+uu+1W7duwdPTk4wnkxMDAwNkZ2ejsbERf/7554A+h8FgIDAwEDweD+bm5mhoaEB+fj4uX76s4LREf7y9vSEQCGBvb4/W1laIxWJyWOp/9PT0kJWVhX379mHz5s10xyG0DGkDo2aefvrp+4o/APjHP/5BUxrtdvr06YdeY7FYMDU1pSGNZkpKSgKTyURhYeGAP+fevXtobm7GsmXL8Ndff8HHxweZmZkQCoUP/ewQird//36sWrUKP//8MxwdHTF//nw899xz5OcEQEJCAvT09CCRSOiOQhCPRA6BqIj++qHp6urC3NwcFy9epCGR9mpubkZDQwNCQ0Nlr7W1tWHGjBkoLS1FaWkpbt++TWNC9WZmZoaYmBgUFxfj2rVrg/78u3fvorKyEg0NDYiPj0d8fDwiIiJQVFSEyspKMi1Hie7du4edO3eipaUFUVFRSElJQXBwMCoqKlBSUoIbN27QHVHpTExMEB8fj4qKin5/rxOEqiCPgFWEiYkJampqYGdnB+Dvk6pbt27FmTNnUFFRgaKiIjIeS4nMzMywefNmGBsbY+PGjfj2228RGxuL2NhYXL9+HRKJBA0NDeQk5BBMmDABo0ePRk5OjlxGYhkbGyMlJQWRkZG4evUqpFIpGhsbyaEdGujp6SEhIQHx8fG4c+cOiouLta4of+aZZxAQEIDc3FzyO5ugBdkDqGZMTEywcOFC6Orq4vz58/j9999x8OBBJCQkICEhAXfu3EFhYSHpw6Ukzs7OmD179kP9/8zNzcHn8zFmzBicOnUK27dvx8GDB2lMql5sbGwwb948/Pnnn6iqqpLrtS0tLcHj8RAUFIQzZ85ALBZjz549cr0HMTDGxsZITU1FREQEurq6kJ+frxVFuZWVFebPnw+RSITy8nK64xBaihSAaua5556Dn58fcnJy0N3dfd+/mZiYgMPhIDw8HBcuXABFUWhtbaUpqXZ4+umnER0djdzcXHR2dj70787Ozhg7dizc3Nywb98+7Nixg5xKHYApU6bA1tYWy5YtU9gbGUdHRwgEAowaNQrHjh3Djh07SOsYmmhbUf7yyy/D0dEReXl55I06QRtSAKqR3lWR7du3o6Ki4pEfZ2trC6FQiNGjR+Po0aPYsWMH2tvblZhUe8yfPx+WlpZ49913H/tx/v7+EAgEsLCwQF1dHaRSKTkp/Ai9U1U2btyIlpYWhd/P09MTQqEQjo6O2LNnD8RiMWnHQZMHi3KKonDkyBG6Y8mVi4sLZs2ahU2bNvU74pAglIUUgGpksKsinp6eSEtLg4ODA1paWkBR1BP7qBGD8/HHH6OzsxPLly9/4seyWCxERUUhNTUVLBYLJSUlKCsrIwdFHjBz5kywWCysXbtWaXsnGQwGAgICwOfzYW5ujsbGRkilUtI6hiaenp4QCARwcnLC3r17QVGUxhTlM2bMgJ6eHlavXk32BhO0IgWgmnB1dcXMmTPx008/obm5ecCfx2AwEBwcDD6fDyMjI1RXV6OwsBDXr19XYFrtYGlpiaysLFRVVWHr1q0D/jwDAwOkpKQgOjoa165dg1gsxs6dO8kfAwC+vr6YMmUKvvzyS1r2TLJYLERERCA1NRV6enqorKxEcXGxVp5SpVtvUc7j8WBhYYGdO3dCKpXi0qVLdEcbMh8fH0ydOhVfffUVDhw4QHccQsuRAlBNDHdVREdHB7GxsUhOTkZPTw8KCwtRWVlJ9p8MA5/PR3JyMtatWzekR+wWFhYQCAQIDAzEyZMnsX37dhw6dEgBSdUDk8nEvHnzcOnSJdpHG+rq6iI+Ph4JCQno6emRnVIlq7XKx2QyER4eDg6HAwMDA1RVVaGoqEjt3sQymUykp6fjypUr+Oqrr+iOQxCkAFQHfn5+eOWVV+SyKtL31N3ly5dBUZRS9llporfffhsODg7497//PazruLi4YOzYsXB1dcXevXuxY8cOrZyUEB4ejueffx6rVq3CyZMn6Y4DADAyMpK1jrl27Rry8/PR0NCg8adUVZGuri7i4uKQkJAAACgtLVWrLRS939+rV68mozsJlUAKQBXHZDIxf/58XLx4Ua6rItbW1hAKhfD19UV7ezt27NiBo0ePyu362mDx4sW4du0acnJy5HK9gIAACAQCjBgxArW1tcjPzx9SA2R1pKOjg6ysLBw6dAg///wz3XEeYmFhAR6PhzFjxuDs2bMQi8XYvXs33bG0kqGhIVJSUhAVFYXr16+joKAAdXV1Kl2U6+joIDMzE0eOHMGmTZvojkMQAEgBqPIiIyPx9NNPY/Xq1Th16pTcr+/h4YG0tDQ4OTlh9+7dEIlEOH/+vNzvo2mMjY2xcOFCNDU1ybVgYbFYiImJQUpKChgMBoqLi1FeXq7xDXKTkpLA4XCwbNkylT6o5ODgAIFAAC8vL409paouzM3NweFwEBwcjAsXLkAikWDXrl0quZe29/t76dKlZGIToTJIAajCdHV1kZWVhQMHDuCXX35R2H0YDAYCAwMhEAhgamqKmpoaFBQUaM3q01AkJCQgLS0N3377Lfbu3Sv36/euckRHR6OrqwsURaG5uVkl/7gNl6GhIbKzs9HQ0IA///yT7jgDosmnVNWNnZ0d+Hw+fHx80NHRAYqiVKrpeu/3d319Pf766y+64xCEDCkAVVhqaiqSk5OV9q6RzWYjJiYGycnJYDAYKCoqQkVFhcavPg3Fm2++CXd3dyxcuFChj54sLS0hFArh7++Pjo4ObN++XeNWnMaOHYvw8HDk5uaq1ZsOTTylqs7c3d0hEAjg6uqKtrY2UBSlEntJx40bh7CwMOTk5KjdwRVCs5ECUEUZGRkhOzsbtbW12L59u1LvbWhoiNTUVERFRaGrqwtisRhNTU0aufo0VIsWLcKdO3ewZMkSpdzP1dUVY8eOhYuLi0Y9qjc3N8eCBQtQWFiIwsJCuuMMCYvFQnh4OFJTU9X6lKqm8PX1BZ/Ph62tLZqbmyGRSPqd0qMMFhYWyMjIQH5+PoqLi2nJQBCPQgpAFTV+/HgEBwcjNzeXtj8kD64+7dixA4cPH6YliyrR1dXF4sWLsW/fPnz77bdKu68mPqp/4YUXMGrUKOTk5KjNac5H6ds65t69eyguLkZFRYXa//9SR0wmEyEhIeByuTA2NkZtbS0KCgqUPn1n0qRJcHd3R15eHvk+IFQOKQBVkKWlJTIyMiCRSFBSUkJ3nPtWn7S5TUmvsLAwTJgwAZs3b0Z9fb3S79/7qD4lJQUAZD0d1e1Rvb29PebMmYOtW7eipqaG7jhy07d1zPXr15Gfn4/6+nqVPqWqqfpua2EymSgvL0dpaelDc9QVwdHREXPmzMGWLVtQV1en8PsRxGCRAlAFTZ48Ga6ursjLy1OpP+p925TU1dUhPz9fK+fZTp06FaNHj8Z7771H69fH0NAQHA4HkZGRuHLliuygiLp47bXXYGFhgeXLl2tkcWRhYQEul4vg4GCcO3cOFEWR1jE0MTAwQGJiImJjY9Hd3Y2ioiJUV1crtBH+66+/DlNTU6xcuVIjv78J9UcKQBXj5OSEt99+G7/++isaGhrojvMQFouF6OhopKSkaO0824ULF4LFYuHDDz+kOwoAwMrKCkKhEH5+fmhvb8f27dtx7NgxumM91siRIzF9+nT88MMPaG1tpTuOQjk4OIDP58Pb2xvt7e0QiUQad5BHXZiamoLD4SAsLAyXLl2CVCpVyP7mUaNG4fXXX1dYlwCCkAdSAKqY6dOnw8jICCtXrlTpQxcPzrOVSCRobGxU6czywGQysWTJEhw5cgRffPEF3XHu07enY2trK0QiEW2b359k9uzZuHfvHtatW0d3FKUZOXIkBAIBnJ2dsW/fPlAUhdOnT9MdSytZW1uDz+fD398fp06dAkVR2L9/v1yuzWAwMGfOHHR3d+Pzzz+XyzUJQhFIAahCvL298dprr+Hrr7+W2y8jRbOwsACfz0dQUBBOnTqF7du3q1QPLnnz9fXFlClTsH37dpSVldEd5yEMBgNBQUEQCAQwMTFBVVUVCgsLVepEakBAAF566SV8/vnnWrkSFhAQAD6fDwsLCzQ1NUEqlZLmwDRxdnaGUCiEh4cHDh8+DJFIhOPHjw/rmmPGjMGkSZOGPCOcIJSFFIAqgsFgID09HdevX1e5laWBcHZ2xtixY+Hm5ob9+/djx44dGtkYd9KkSQgKCsJHH32kUkXVg9hsNuLi4pCUlIR79+7JDooocs/TQDCZTGRkZOD8+fP45ptvaM1CJyaTifDwcHA4HBgYGKC6ulrlCnVt4u3tDYFAAHt7e7S2tkIsFg/poBubzcaCBQtw4sQJ/PDDDwpIShDyQwpAFRESEoIXXngBa9asQUdHB91xhszPzw9CoRAWFhZoaGiARCJBV1cX3bHk5p133oGhoSEWLVpEd5QBMTIyAofDQUREBC5dugSKorBr1y7a8kRFRWH8+PFYtWoVefyJv1vHxMXFISEhAQBQUlKC8vJyrdpTqyp6V8/5fD7MzMxQX1+P/Px8XLlyZcDXiIuLg1AoxPLlyzWiTyeh2UgBqALYbDYyMzPR3t6OjRs30h1n2FgsFiIjI5GamgodHR2UlpaitLQUt27dojvasP3nP//BiRMnsHbtWrqjDIq1tTXS0tLg4+ODY8eOYfv27Up/PNU72rCtrQ2//vqrUu+t6oyMjJCcnIyoqCjSOoZmLBYLUVFRSE5Ohp6eHioqKlBSUoIbN2489vP09fWRlZWFXbt24Y8//lBOWIIYBlIAqoD4+HgIBAKNe9eor6+PpKQkxMbG4ubNm5BIJGhoaFDbP2qurq6YOXMmioqKIBaL6Y4zJCNHjkRaWhocHR3R0tICiqJw4cIFpdw7NTUVSUlJyMvLw+XLl5VyT3Vjbm4OLpeLMWPGoLOzE2KxWONPSasqPT09JCQkIC4uDj09PSgqKnpsv02BQICYmBjk5uZq1FMPQnORApBmBgYGyMrKQnNzM7Zu3Up3HIUYMWIE+Hw+goODcebMGezYsUNtDrn09cwzzyAqKgq5ubkqe7p2IBgMBoKDg8Hn82FkZCQ7KPKkFY7h6B1tWFNTgx07dijsPprC3t4eAoFA1jqGoigyhYcmxsbGssbeV69ehVQqRUNDw30dD0xNTZGVlYXS0lJIpVIa0xLEwJECkGYCgQDR0dHIzc3V+KbKjo6OGDt2LDw8PHDgwAGIRCKVGNY+UBkZGTA3N8d7771HdxS50NHRQXx8PBITE3H37l0UFBQorDmuKow2VEceHh4QCoVwdnbG/v37QVEUTp06RXcsrWRpaQkej4egoCCcPn0aIpEIcXFxeOWVV2BkZIQ9e/bgzTffVMqUEYKQB1IA0sjMzAyZmZkoKSlBfn4+3XGUxsfHB0KhEFZWVti5cyckEolaPBL8+OOP0dnZieXLl9MdRa6MjY3B5XIRHh6OCxcugKIouT52tLCwwIIFC1RmtKE68vf3B5/Ph6WlJZqbmyGRSEjrGJo4OTlBKBRCKBQiKSlJ9npPTw/S0tJQW1tLXziCGARSANJowoQJGD16NHJzc7XuXWNvGwwulws9PT2UlZWhpKREZf87WFtbY8GCBaisrMS2bdvojqMQNjY2SEtLw+jRo3H06FFs37592D3RgL9b57i7uyM3N1elRhuqGyaTibCwMHA4HBgaGqK6uhpFRUW4du0a3dG0kkgkQmRk5H2vffHFF/jnP/9JUyKCGJyBFoBsRQfRNra2tggJCcFff/2lskWPIvX09KCmpgZNTU1ITExEfHw8IiIikJ+fj9raWpU7KBIaGgoAaGxspDmJ4pw9exbffPMNPD09MXbsWMyePRvNzc2gKGrIq02Ojo4YM2YMNm/eTIq/Yerp6UFtbS127tyJ2NhYJCUlISwsDKWlpVo3jlEVHD9+/KECUJ33BhPEo5AVQDmbMmUKbG1tsWzZMtqb86oCU1NT2UGR8+fPg6Io7Nmzh+5YMm+//Tbs7e2xcOFCuqMoBYPBQGhoKHg8HgwNDVFRUYGioiLcvHlzUNd5/fXXYWpqipUrV6pcUa/uDA0NkZycjOjoaNy4cQP5+fmoq6sj/52VxN/fH1KpFHp6egCAkydPIiUlBWfPnqU5GUEMDHkETAM3Nze89dZb2LhxI1paWuiOo1Ls7e2RlpaGUaNG4fDhw9ixY4dKNMb+8MMP0dXVhdzcXLqjKJWOjg4SEhKQmJiI27dvyw6KDKTIGDVqFF5//XV89913KlXMa5q+rWMuXLgAsVhMa7NvbeHj44NZs2ahs7MTx48fx5YtW3Dp0iW6YxHEgJECkAYzZ84Ei8XC2rVrMdD/rtrGy8sLaWlpsLOzkx0UoWvTu7GxMRYuXIidO3fil19+oSUD3UxMTMDj8RAaGorOzk6IRKLHFnUMBgNz5szBrVu38Nlnnykxqfays7ODQCDA6NGjcfz4cVAUhUOHDtEdSyP1ju68du0a1q9fT3ccghiSgRaATEUH0RZ+fn5wdXWFSCQixd9jtLW1YdWqVdiyZQtGjhyJjIwMCIVC6OvrKz1LaGgoGAwGmpublX5vVdHV1YUtW7Zg1apVuHjxIqZMmYI333wTTk5O/X58UFAQHBwcIBKJlJxUe50+fRrffPMNPv/8c9y7dw/Tp0/HtGnT4ODgQHc0jRMSEgI7Ozvy/U1oBbICKAdMJhPz58/HxYsXsWHDBrrjqA1dXV0kJCQgISFB9hiypqZGaXsnZ8yYATc3N/zrX/9Syv3UwYMrtGKxGJcuXUJgYCB8fHzg7++PtrY2fP/993RH1Vp+fn4QCASwtrbGzp07IZVKlTb1RZNp2uhOQnuRU8BKFBYWBmtra/JLY5Bu3bqF/Px81NTUgMvlYty4cYiJiZF7v7pHsbOzI6OdHtDW1oaDBw8iNDQUXC4XCxYsgKenJ/h8PgDg7t27WLBgAc0ptdvu3buxd+9e2dcoICAANTU1KCwsJK1jhiE6OhomJiZqOw6SIAaLrAAOk46ODrKysnDo0CH8/PPPdMdRa7a2thAKhXLvV9cfXV1dLF68GHv27CGrWY+gq6uLyZMnP9Qg++TJkwgICCBbHVSAjo6OrHUMg8GQtY65desW3dHUir6+PrKzs9HS0oI//viD7jgEMSxkBVBJ4uLiYGhoCIlEQncUtXfmzJmH+tW1tLSAoii5P+IKCgoCg8HA7t275XpdTXLr1q1+R/o5ODjAwMCAjH5TAbdv30ZxcTFqa2uRnJyM5ORkREVFoaCgAHV1daQV1QAlJiaCzWajoKCA7igEoTTkEMgwGBoaIjExEdXV1WR8kxwdPHgQq1atwq+//gpXV1dkZGRg7NixMDAwkNs9/Pz8cO/ePdKu5wmqq6tx5cqV+147efIkpk2bBk9PT5pSEQ+6fv06tm/fjry8PLS1tWH8+PGYP38+AgMDwWAMaDFAa5mamiI2Nhbl5eVkSwihVUgBOAypqakAgMLCQpqTaJ579+6hoaEBeXl5KCgoQEREBLKzsxEfHw8WizXs6zs6OuLGjRtkisUTdHV14dNPP8W5c+dw69YtSKVSTJs2DXfu3MEbb7yB119//ZEnhgnlu3TpEn799VesXLkS586dw4svvojZs2eTYv0xUlNTcfv2bTLPmtA6ZA/gIOnr62P8+PFwc3ODs7MzNm/eTH5xKIGxsTE4HA7Cw8Nx6dIliMXiIa/eMZlMLFmyBIcPHya9vp7A2toa8+bNw44dO1BRUXHfv/n4+EAgEMDW1hYtLS2QSCQ4f/48TUmJ/ri7u0MgEMDV1RVtbW2gKKrfx/raytraGvPnz8f27dsf+v4mCHVFGkErgL6+PiiKQmBgIADgzp07mDx5Mtk3okTW1tYQCoXw9fVFe3s7duzYgaNHjw7qGr6+vpgyZQr+/PNP8kv/CV5++WU4ODhg6dKl/e4nYzAYCAkJAZfLhYmJCerr65Gfn08epakYX19fCAQC2NjYoKmpCRKJhLSOwd/f346OjsjLyyP7JQmNQQpABXjhhRcemn5QVVWFsWPH0pRIe3l4eCAtLQ1OTk5obW0FRVEDXn2aPHkyAgMD8dFHH5GDDI/h7OyM2bNnY9OmTWhqanrsx7LZbERHRyMpKQk6OjqoqKhASUnJoGcME4rDZDIRGhoKDocDY2Nj1NTUoKCgQGtbx7i4uGDWrFkD+v4mCHVCTgErgI2NzUOvOTk5gcFgkJYYSnb48GGsXbsWQUFB4PP5mD9//oD/oLm4uODWrVuk+HuCtLQ0nDx5ckCTUu7cuYOysjLU1tYiMTERcXFxiIyMRFFREaqqqsheSxXQ09ODuro6NDU1ISYmBklJSQgNDUVZWRlKS0u1rnWMUCjEqVOntHoSEKHdyArgILi7u6Oqqgq6urqy1xobG7Ft2zZQFIW2tjYa02kvNpuN2NhYJCcnAwCKiopQUVHxyKLjP//5D06cOIG1a9cqM6ZaGT16NF599VV89dVXOHDgwKA/38TEBCkpKYiIiEBXVxfy8/PR2NiInp4eBaQlhsLAwABJSUmIiYlBd3c3CgoKUFtbqxWPQr29vfHaa69hw4YN5Pc2oXHII2AFycvLQ0pKCu7cuYM//vgDP/30E3g8Htzd3XHo0CGIRCJ0dHTQHVMrGRkZISUlBVFRUejq6gJFUWhubr5vddbd3R0zZsxAQUEBpFIpjWlVF4PBQHp6Oq5evYovv/xyWNeytLQEj8dDUFAQzpw5A7FYjD179sgpKSEPZmZm4HK5CAkJwcWLFyGRSNDS0qKxTzV6v7+vXbtGDoERGokUgArQ+66xv1WR0aNHQyAQwM7OjpyIpJmVlRUEAgH8/f3R0dGBHTt24PDhw7C1tUVGRgasra2xYMEC0rvxEUJDQzFx4kSsWbNGbm9mHB0dIRAIMGrUKBw7dgwUReHIkSNyuTYhH7a2tuDz+fD19cWJEycgEolw8OBBumPJXUhICF544QWsXbtWYZOGCIJOpACUMwaDgblz5+LGjRv44osvHvkxwcHB4PF4MDExQV1dHQoKCsiJSJq4urpi7NixcHFxAYPBwNSpU2WP7zdt2oRZs2bRnFD1sNlsZGZm4tixY/jpp5/kfn1PT08IBAI4OTlh3759oCgKp0+flvt9iKFzdXWFUCiEm5sbDhw4AIqicOLECbpjyQWbzcaCBQvQ0dGBH3/8ke44BKEQpACUs8G8a2Sz2YiKikJycjJ0dHRQXl6OkpISdHd3Kykt0VdgYCC2bNkCS0vL+17ncDhobGykKZVqio+Ph0AgwLJly9DZ2amQezAYDPj7+4PP58PCwgJNTU2QSqVkRVbF+Pr6gs/nw9bWFs3NzZBIJAr7nlCWuLg4CIVCLF++nDyhITQWKQDlaKjvGvX09GQnIntndpITkfQ4c+YMdHR07ntt5syZ+Pnnn2lKpHoMDAyQlZWFpqYmbNu2TeH3YzKZCA8PR2pqKgwNDVFTU4PCwkKtbUuiiphMpqzPo7GxMWpra1FQUICrV6/SHW3Q9PT0kJ2djdbWVvz+++90xyEIhSFtYOQoOjoapqamEIvFg/q87u5uSCQSVFVVITU1FQKBALGxsZBKpWhsbNTYTdaqSCKR3Nev8fbt2wgJCcG5c+dQXl6udS0w+pOYmAgWi6W00YY9PT2oqalBY2MjYmNjkZSUhLCwMJSWlqKsrIx8TVRAT08P6uvrZa1jkpOTERISgrKyMpSVlanVU43ExETo6OggPz+f7igEoRLICuAT9K6KtLS04I8//hjWtaysrMDj8RAYGIjTp09DLBZj79698glKPJaVlRU2b94MX19fHDhwAEuWLAGLxUJkZCRu3ryJoqIi1NTUaO3qrJmZGTIzM1FSUkLbH0hDQ0MkJSUhOjoa3d3dKCwsRE1NjVa0JVEXBgYGSExMRGxsrFp9jUxMTJCVlYWKiopBv5EnCHVDHgHLiUAgQExMDHJycuT22MPJyQlCoRAjR47E0aNHIRKJcOzYMblcm3i0f/7zn9DT08PixYtlr5mZmYHD4SA0NBRXrlxBQUEBGhoatK5f3fPPPw8fHx/k5OTQvvL2YFsSqVT6UDsfgl59f27UoXXMM888g4CAAOTm5pLpNITGIwWgHPSuipSWliqkZ9yoUaMgFArh4OCAPXv2gKIonD17Vu73If62ZMkSnDp1CmvWrHno36ysrMDlchEUFIRz585BKpVi165dKvsHTZ5sbGwwb948/Pnnn6iqqqI7joyNjQ34fD78/Pxw8uRJ0mxdBT34NRKJRENqHK5IVlZWmD9/PkQiEcrLy+mOQxAKRwpAOehdFcnNzVXYXhcGg4HAwEDweDyYm5ujsbERUqkUly9fVsj9tJW5uTneeecdVFZWPvaAg729PXg8Hnx8fHDq1CmIxWLs27dPiUmVb8qUKbC1tcWyZctU8lGei4sLhEIh3N3dcfjwYYhEItK/TcX0bR1z8OBBUBSlMg3xX3zxRbi4uCAvL09rt3gQ2oUUgMPUuyry119/obKyUuH3692PlpKSAj09PVRWVqK4uBg3btxQ+L21QWJiIoRC4YBHm7m6uoLP58PDwwPHjh2DWCzG4cOHlZBUuVxdXTFz5kxs3LgRLS0tdMd5LG9vbwgEAtjb26O1tRVisRjnzp2jOxbRh4+PDwQCAWxtbdHS0gKxWExr6xgnJye8/fbb+OWXX0jLJ0JrkAJwmOhaFdHV1UVCQgLi4+PR09OD4uJiVFZW4vbt20rLoIlee+01eHl5YeHChYPa3zdq1Cjw+Xw4OTnhwIEDEIvFKrOyIQ9vvfUW2Gw21q5dqxaPuxkMBsaMGQMejwczMzPU19cjPz8fV65coTsa8T8MBkPWOsbExITW1jHTp0+HkZERVq5cqRbf3wQhD6QAHAY3Nze89dZbtK6K9M61jYyMxLVr15Cfn6+VhxPkpb8DIIPh5+cHHo8HW1tb7N69GxKJBGfOnJFzSuXy9fXFlClT8OWXX6rdyC8WiyVrtk5WzFUTm81GdHQ0kpOTwWazUVZWhtLSUqW1jvHy8sK0adPwzTffaPw2DoLoixSAwzBz5kywWCyVWBWxsLAAl8tFcHAwzp49C7FYjN27d9OaSR097gDIQPWO+ktNTYW5uTmampqQn5+PCxcuyDGpcjCZTKSnp+Py5cvYsGED3XGGTE9PDwkJCYiLiyMr5irqwdYxRUVFqK6uVuiTFQaDgTlz5qC7uxuff/65wu5DEKqIFIBD5Ofnh1deeQXr16/HoUOH6I4j4+DgAD6fD29vb7S3t4OiKI3ck6YIvQdAqqqqsHXr1mFfj8ViISwsDKmpqTAyMkJdXR0KCwvV6jFkeHg4nn/+eaxatQonT56kO86wGRsbIyUlBREREWTFXEWZmpqCw+EgLCwMly5dgkQiUVh7nzFjxmDSpElYt24d2tvb5X59glBlpAAcAiaTifnz5+PChQv4+uuv6Y7Tr5EjR0IgEMDZ2Rn79u2DWCzGqVOn6I6l0hISEpCWloavv/4a+/fvl9t1dXR0EB0djcTEROjq6qKyshIlJSW4fv263O6hCDo6OsjMzMThw4c1bhTegyvmEokEra2tdMci+rC2tgafz4e/v79C2vuwWCwsWLAAp06dwvfffy+36xKEuiAF4BBERETgmWeewerVq1W+qPL39wefz4elpSWampoglUpx8eJFumOppKEeABkoPT09xMfHIz4+Hvfu3UNZWRnKy8tVdkxWYmIiuFwuli1bppaPrweCrJirvr7tfQ4dOgSRSCSXA1YxMTEYN24cli9fTk6JE1qJFICDpKOjg6ysLBw8eBC//PIL3XEGhMlkIiwsDBwOB4aGhqiurkZRURGuXbtGdzSV8s9//hP6+vr44IMPFHofIyMjJCUlISoqCrdu3UJxcTGqqqpUqveYoaEhsrKy0NjYiD///JPuOArn4eEBgUAAFxcX7N+/H2KxWCMeeWuS0aNHQyAQwM7ODi0tLZBIJDh//vyQrqWnp4esrCzs3bsXW7ZskXNSglAPpAAcpJSUFKSkpGDp0qVqt5Kmo6OD2NhYJCUlAQBKS0tRXl5O+0gvVSGPAyCDYWpqitTUVISFheHq1asoKChAfX29SuxHS0tLQ0REBHJzc7XqjYK/vz94PB5sbGzQ1NQEiUSisauf6qj3gBWPx4OJiQnq6upQUFCArq6uQV2Hw+EgMTERubm5arUnlyDkiRSAg2BkZISsrCzU1dVh+/btdMcZMkNDQyQnJyM6Oho3btxAQUEB6urqVHK6g7LI+wDIYFhaWoLD4SAoKEglZtqOGDECmZmZKCwsRGFhIS0Z6MRkMhEaGgoOhwNjY2PU1NSgsLCQlv50RP96W8ckJSVBR0cH5eXlKCkpGdB2CmNjY2RlZaGqqgoURSkhLUGoJlIADsJTTz2F0NBQ5OTkqPwG/oEYMWKEbCP8hQsXIJFItGau7YMUdQBkMGxtbcHj8eDn54fTp09DIpFgz549Ss8xceJEeHl5ITc3V6tXh3V0dBATE4OkpCQwmUyUl5crtT8d8WT6+vqy1jG3b99GUVERqqqqHvtm9tlnn0VgYCBycnJIP0hCq5ECcIAsLCyQkZGB/Px8FBcX0x1HrmxtbSEQCODj44OOjg5QFKV2DX+HS9EHQAbD2dkZfD4fnp6eaG9vh0QiUdrXw9bWFunp6di6dStqamqUck9VR0d/OmJwTExMZK1jrly5gsLCQuzatQs3b94E8Peq37hx42BpKmlHYQAAPktJREFUaQl3d3f89ttvShndSRCqjBSAAzRp0iS4u7sjLy9PY5vH9h3UfuDAAVAUhRMnTtAdSymUdQBkMEaOHAk+nw8XFxccPHgQYrEYx48fV+g9p06dCisrKyxfvpz2QljV9O1Pd/nyZUilUuzcuVMrV8xVVW/rGF9fX/T09KCtrQ0dHR1YsWIFnJycAABXr15FQkICjh49Sm9YgqAZKQAHwMHBAXPnzsWWLVtQV1dHdxyF8/X1BZ/Ph62tLZqbmyGRSGgd1K4MS5YswenTp7F69Wq6ozzEx8cHfD4fdnZ22LNnDyQSCU6fPi33+7i7u2PGjBn44YcfSE+8x+jbn+7UqVMQi8VkhJiKMTU1RUBAAAIDAzFhwgQEBwff9+/r16/HO++8Q1M6glANpAAcgNdffx1mZmZYsWKF1qyKMJlMhISEgMPh0D6oXdHoPAAyUAwGA4GBgeByubCwsEBLSwukUqlcC/NZs2YBANatWye3a2oyZ2dnCAQCjBw5EkeOHIFIJCLTJFTQ+vXr8fzzz9/3WlNTE2bPno22tjbyKJ/QWqQAfAJPT0+88cYb+O6772jZkE83Npst2whPx6B2ZYiPj8fYsWNpPQAyUL09HVNTU2FsbIz6+noUFhbi8uXLw7quv78/Xn75ZXzxxRekEfIgeXl5QSAQwMHBAXv27AFFUTh79izdsYj/EQgE2Lhx432v/f777zh37hxu3LiB3bt3o7m5GYcOHdKaN/gEAZAC8LEYDAbefvtt3L59G5999hndcWilyRvhX331VXh7e6vEAZCBYrPZiIqKQnJyMnR1dVFdXY3i4uIh9ezrHW3Y2dmJb775Rv5htUDvCi2Px4O5uTkaGxshlUqHXZgTw8dms/Hjjz8iMDAQ169fx9dff401a9bAxsYGQUFBCAoKgpWVFa5evYqKigpUVFRo9el3QnuQAvAxgoKCMHnyZHz66ac4duwY3XFUQm/z4vDwcFy+fBkSiQRNTU1qvRFeFQ+ADJSenh7i4uIQHx8PBoMxpFYl6jTaUNWxWCxEREQgJSUF+vr6qKqqQnFxsUa0jVJXcXFxEAqFWLZs2SO3TDg4OCA8PBzh4eG4efOmRr3BJYhHIQXgI5BB4Y/34EZ4iqJU/vHpo6jyAZCBMjQ0RGJiImJiYnD79m3ZeLknnVhXx9GG6kBXVxfx8fFISEjAvXv3UFJSgvLyco3tIKCqdHV1kZ2djd27d+P3339/4sebmZmBw+EgNDQUly5dgkQiobUpO0EoEikAHyE2NhZjx44lg8KfwNnZGUKhEB4eHjh8+DBEIpHCW5XIkzocABkMExMTpKSkICIiAteuXUNhYeFjp7wkJycjNTUVeXl5uHTpknLDagEjIyOkpKQgMjIS169fl03dUZetBuouKSkJHA4Hubm5g3ocb21tDYFAAD8/P5w8eRIikQgHDhxQYFKCUD5SAPZDT09P9q7xt99+ozuOWvDy8oJQKIS9vT1aW1shFovVonBWpwMgg2FhYYHU1FQEBwfj0qVLyM/Pf6hnnaaMNlQH5ubm4HK5GDNmDDo7OyGRSNDa2kpWlhRIV1cX77zzDpqbm7Ft27YhXaNvb9SDBw9CJBJpTW9UQvORArAfPB4PcXFxyMvLI4PCB4HBYCAoKAh8Ph9mZmaor69Hfn6+Sv83VMcDIINhY2MDHo8Hf39/nDlzBlKpFFFRUXjjjTdgbGyMtrY2vPzyy2SPmpLY2dmBz+dr9dQdZeld/cvJyRn27yAfHx8IBAKt6o1KaD5SAD7AxMQEWVlZqKiogFgspjuOWmKxWIiKikJKSgp0dXVRUVGBkpISlZy7qc4HQAbDyckJPB4PfD4fXC73vn979dVXh7xCQgyNu7s7BAIBXF1dtW7qjjL0rv61tLTIbWtHb29ULpcLY2Nj1NTUoLCwUCN7oxLaYaAFIFPRQVQFh8ORbaInhubu3buoqKhATk4OSktLERMTg6ysLCQkJIDNZtMd7z4mJiZa8U6+o6MDGzZs6PeR4/jx42lIpN2OHDmCTz/9FN999x1MTU0xZ84cTJ48GZaWlnRH0wjR0dHQ09OT6+/xnp4e1NfXIzc3F2KxGMHBwcjKygKHw4Gurq7c7kMQqka1/moriLW1NcLCwiASiTSq0TFduru7IZVKUVVVhdTUVPD5fMTExCA/Px+NjY20P3IdMWIEWCyWWh1aGa6DBw+Cx+Pd95q5uTmsra3VYs+mptmzZw/27dsnm7qTkZGBuro6FBQUoKuri+54aqn3BHZ9fb1C+jDeuXMHpaWlqKurQ1JSEhITExEVFYWCggLU1taS1jGExtGKR8Avv/wyHBwcsHTpUvJDrACWlpbg8XgICgrCmTNnIBaLaZ2u0nsA5JtvvtGaWa6Ojo4oLy+HmZkZAOD8+fP45ZdfwGQy0dDQgPz8fNK8mCZsNhvR0dFITk4Gm81GeXk5SkpKyJvRQUpISACPxxv0yd+hMjMzA5fLRUhICC5evAixWIxdu3aRAz6EyiN7AP/H2dkZs2fPxqZNm9DU1ER3HI3m6OgIgUCAUaNG4dixYxCJRDh69KjSc0ydOhWjR4/W2AMg/XFyckJGRgbOnz+P9vZ2bNu2DdeuXUNkZCRSUlKgp6eHyspKFBcXq+SeTW2gr68vm7rTt6fjnTt36I6m8nR0dPDOO+8MuO+fPNna2kIgEMgO+IhEIhw6dEipGQhiMLS+AHR0dERoaCh8fX1x48YNrFq1irxzUxJPT08IBAI4OTlh7969oCgKZ86cUdr933nnHRgYGGj8AZC+Xn/9dZiammLFihUPfZ/r6uoiISEB8fHx6OnpQXFxMSoqKkjhQRMTExPZ1J2uri5IpVI0NjaS30+PER8fD4FAgLy8PFy8eJGWDH0P+LS1tYGiKJw8eZKWLATxOFpdAL7yyitYunQp2Gw27t27h7Vr1+L999+nO5ZWYTAYCAgIAI/Hg4WFBXbu3AmpVKqUpsSaMAFkMDw8PPDmm2/i+++/x+7dux/5ccbGxrLmxVevXkV+fj4aGhq0ZpVU1VhZWYHH4yEwMFAltk6oKh0dHWRnZ2Pv3r0q0b/Vz88PfD4fNjY2st9rFy5coDsWQchobQFoYGCAvXv3wtTUVPZad3c3/Pz8yA8pDVgsFsLDw5GamgoDAwNUVVWhqKhIYf3pRowYgX/+85+orq7GH3/8oZB7qJqZM2eCxWJhzZo1A/p4CwsL8Hg8jBkzBmfPngVFUaTwoFHfrRNHjx4FRVG0bJ1QVb0zf+lc/XsQk8lEWFgYOBwODA0NZa1jrl27Rnc0gtDeAtDFxaXfvX4cDgeNjY3KD0QA+PsxZFxcHBISEgBAYTNUte0AiLe3N1577TV89dVXgx5p5eDgAIFAAC8vL1r3bBJ/o3vrhCrqXf3bt28ftmzZQnech+jo6CA2NhZJSUkAgNLSUpSVlZHZ0ASttLYABIDq6mp4eXnJ/ve1a9ewYsUK7NixA3v37qUxGWFkZITk5GRERUUpZIaqNh0AYTAYmDNnDm7evIkvvvhiyNchhYfqeHDrRFNTE6RSqcqsfClbbGws0tLSsHTpUpV+gmNoaIjk5GRER0fjxo0byM/PJ7OhCdpodQHo4+ODVatWITQ0FLt27cL//d//wcnJCZ6enjhy5AhEIhHa29vpjqnV+puhumvXrmFfV5sOgAQEBOCll17Cp59+imPHjg3rWg8WHo2NjZBKpaR1DE2YTCbCw8PB4XBgYGCA6upqFBYWatVoPzabjezsbLS1tWHz5s10xxmQB3+vicVitLa20h2L0DJaXQD2YjKZ970DGzVqFIRCIRwcHLB7925QFEWa5NLMzs4OAoEAo0ePxvHjx0FR1LBaLCxZsgRnzpzBqlWr5JhS9TCZTMybNw8XLlzAN998I7fr9t2zqa+vT1rH0ExHRwdxcXFITEwE8PcjxvLycty6dYvmZIqnLqt//bG3t4dAIIC3tzfa29tBURQOHz5MdyxCS5AC8BEYDAaCgoLA5/NhamqK+vp65Ofnk+78NHN3d4dQKISLi8uQWyyYmpri3//+N2pqapTeK0zZQkNDMXHiRKxatUohrSh6py4kJCTIWsdUVlaSvU00efARY2FhoUZPp+hd/Ttw4AB+/fVXuuMM2ciRIyEQCODs7Ix9+/aBoiicPn2a7liEhiMF4BOwWCxZd34dHR3SnV9F9G2x0NTUBIlEMuB3/7GxsXjqqafw7bffavReTxaLhczMTBw/fhwbN25U6L2MjIxkrWOuXbtGWsfQbMSIEeByuQgODsbFixchkUjQ0tKicT0EY2JiMG7cOCxdulQjZnoHBASAz+fL9nVKJBKltMQitBMpAAdIT08PSUlJsu78hYWFqK6u1th31uqAyWQiNDQUHA4HxsbGqKmpQUFBwRNbLGjLAZDeP47Lly9X2haGB1vHiMXix/YcJBTL1tYWfD4fvr6+OHHiBCiKGvQpcFXFZrORlZWFQ4cO4ZdffqE7jtw8uK9T0S2xCO1FCsBBMjU1BYfDQVhYmEa/s1YnOjo6iImJQVJSEphMJsrKylBaWvrI/U/acACkty3G/v37adkYT1rHqBZXV1cIBAK4u7vj0KFDEIlE6OjooDvWsERFRWH8+PFYtmwZzp8/T3ccuettiZWYmIh79+7JJvOQ7RWEvJACcIhsbGzA5/Ph5+eHEydOQCQS4eDBg3TH0moGBgZISkpCTEwMuru7UVhYiJqamodWabXhAEhiYiK4XC6WLl1Ka2sQ0jpGtfj4+IDP58POzg67du2CWCxWy+KJxWIhKysLhw8f1qjVv/6Q7RWEopACcJhcXV0hFArh5uZG5j6qCDMzM3A4HISGhj60SpuSkoLXXnsNW7duVZuWEYOlr6+Pd955Bzt37sS2bdvojtPvuD+JREJax9CEwWAgODgYXC5XdsCtoKAAV65coTvagEVGRuLpp5/W2NW//pDtFYS8kQJQTnx9fSEQCGRzHyUSidY2ZVUVfVdpz507h3HjxiEoKAgAcOLECQgEApw4cYLmlPLH4/EQFxeHnJwcXL16le44Mg+2jqmqqkJxcTHZ20QTNpuNqKgoJCcnQ1dXFxUVFSgpKVH5Vj69q39HjhzBzz//THccpSPbKwh5IQWgHPUeSuByuTA0NER1dTWKiorI3Eeaubi44MMPP8T48ePve/2bb75BRkYGTakUw8jICNnZ2aiqqgJFUXTH6deDrWNKSkrI3iYa6enpISEhAfHx8bhz546slc+dO3fojtav3tU/ZR5uUkWenp4QCoVwdHTEnj17QFEUzp49S3csQo2QAlABHpz7qKh5tsTAffLJJ5g+ffp9r9XW1kIgENCUSDHGjRuHsLAwfPLJJyq/kkP2NqkWY2NjpKamIiIiAlevXlXJr0dva6Njx45h06ZNdMehXe/2Cj6fD3NzczKZhxgUUgAqkKGhIVJSUmTzbPPz81FfX69Sv1C1hVAoxI8//njfazU1NVi3bh0KCws1YpXWzMwMWVlZKCwsRGFhId1xBszCwkLWs47sbaKfpaWlbEyZqn09IiIi8Mwzz2DFihVktasPFouFyMhIpKSkQE9Pj0zmIQaEFIBKYG5uDh6PR/7A0WzhwoV4++23wWQy8csvv+CPP/5AfHw8AGhEi4XnnnsOvr6+yMnJUcsRYA/ubaIoCkeOHKE7ltbq+/VQhTFlvat/7e3t+Omnn2jLocr09PQQHx+P+Ph49PT0oKioSKUf5xP0IgWgEj34B27Hjh04duwY3bG0RmRkJJ577jn89NNPaGpqAnD/Ku21a9cgkUjQ2Niodn0dLS0tkZGRAZFIhPLycrrjDMvIkSMhFApJ6xgV0XdM2f79+0FRFE6dOqX0HOHh4Xj22WfJ6t8AqMPjfIJ+pACkAdm8S4+XXnoJ/v7+eO+99x56R2xhYQE+n4+goCCcPn0aO3bsQFtbG01JB2/SpElwc3NDXl6eRrzbZzAY8Pf3l43F2rlzJ6RSKRmLRaPer4e1tbXs6zHQ8YvDxWQykZmZiY6ODoWPNdQklpaW4PF4CAoKIk+fiIeQApAmDAYDgYGB4PF4MDc3R0NDA6RSqVr14lI3mZmZMDU1xfvvv//Ij3FyckJaWho8PDxw8OBBiEQilW8VY29vj/T0dGzZsgV1dXV0x5ErJpOJiIgIpKamkrFYKoDJZCIsLAwcDgeGhoaora0d0PjF4QoLC8OECROwfPlysho8BI6OjuDz+SrzOJ9QDaQApNmDm3fLy8tRUlKCmzdv0h1N43z00Ue4ePEili1b9sSPHT16NIRCIWxtbdHU1ASxWKyyfR2nTJkCGxsbLFu2TGMf8ZCxWKplsOMXh4PNZsv2/pHVv+F58HG+WCwmgwu0GCkAVUTfXly3b99GUVERqqqqHhpjRgyNvr4+Fi1ahObm5gG3j3iwr6Mqrj45Oztj9uzZ+Omnn9Dc3Ex3HIXr2zrm+vXrkEqlZG8TjQY6fnE4EhISwOfzsXz5cq2Z+qFofR/nNzU1QSKRKO1xPqE6SAGoYkxMTJCamorw8HBcuXIFEokETU1NancoQdUEBwfjH//4BzZv3oz6+vpBfa6Ojg7i4+ORmJiocifr3njjDRgZGWHVqlVa9T1CWseoFlNTU3C5XISGhuLSpUuQSqVy+b1laGiIrKwslRlrqEl63+ByOBwYGxujpqYGhYWFKjU9iFAsUgCqKGtra/D5fPj7++PkyZOgKEqtDiWomokTJyIkJASLFy8e8uN1IyMjpKamIjIyEl1dXZBIJNi5cydthdfIkSMxffp0fPvtt9i7dy8tGejm4OAAPp8Pb29vtLe3QyQSkdYxNLK2toZAIICfnx9OnToFiqKwf//+IV+vt7F5bm6uRvTqVEUPPs4vLy9HaWkpuru76Y5GKBgpAFWci4sLhEIh3N3d1eZQgiqaP38+LCws8N577w37WlZWVuDz+QgICMDJkyexY8cOHDx4UA4pB2fWrFkAgHXr1in93qqm796mffv2gaIonD59mu5YWsvZ2RlCoRAeHh44fPgwRCIRjh8/PqhrWFhYICMjA/n5+SguLlZMUELGwMAAiYmJiI2Nxa1bt1BUVITq6mqVeNJBKAYpANWEj48PBAIBbG1t0dzcDLFYTPZsDMLixYtx9epV5Obmyu2aLi4uSEtLg5ubG9ra2iASiZTWH83X1xdTpkzB+vXrcejQIaXcUx30jsUirWNUg5eXF4RCIezt7bF7925QFDXg+b0vvvgiXF1dkZeXRw77KJGpqSlSU1MRFhaGK1euID8/Xy17oxJPRgpANcJkMhESEgIulyvbs6GMFgzqjs1m46OPPsLu3bvxww8/yP36vr6+EAgEsLKykm2oVmTRwWAwkJ6ejqtXr+LLL79U2H3UFZPJRHh4ODgcDmkdowIYDAaCgoLA4/EwYsQINDQ0ID8//7HzansPN/36669oaGhQYlqil5WVFXg8HgIDA3H69GmIxWKt3WqiqUgBqIYe3LNRWlqKsrIytRz/pQy9q2Xbtm1DZWWlQu7R2x+Ny+VCX19fobM4g4KCMHnyZKxdu3bQj9W0SW/rmISEBACaMe5PnQ1mXu3rr78OExMTrFy5kqw80czJyQkCgQCenp44evQoKIrC0aNH6Y5FyAEpANWYoaGhrAXDjRs3kJ+fj7q6OtIS4wHPPvssIiMj8Z///EfhjbZ1dXVl7Xzu3r2LwsJCubbzYTKZyMjIwNmzZ/Hdd9/J5ZqazsjICMnJyYiKisL169eRn5+P+vp68nNCk74/Iz09PSgpKUFFRQWYTCbGjh0LV1dXuLi44MsvvyQnu1WIp6cnBAIBGdGoQUgBqAFGjBgBHo+HMWPGoLOzE2KxGK2trXTHUhlz5syBnZ0dFi5cqLR79m3nc/nyZYjFYrS0tAx7NSMiIgLPPfccVqxYQQ45DJK5ublsLFZnZycoiiIFBo369nS8c+cOnn76abi6ugIAbty4AQ6HQx45qhgGg4GAgADweDxYWFigqakJUqlUZZvkE49HCkANYm9vD4FAQFpiPGDRokXo7u7Gf//7X6Xfu29bjI6ODohEoiEf2mCz2cjKysKRI0cG3MyaeBj5OVEtFhYW+L//+z9MnDjxvtd/++03vPHGGzSlIh6nd59tamoqDA0NZT0EyX509UIKQA3UtyWGti/VM5lMLFmyBG1tbfj6669py+Hq6oq0tDS4urpi3759EIlEg/6axMXFQSgUYtmyZejs7FRQUu1BWseojg8//BBvv/32fa81NzcjOTmZpkTEQOjo6CA2NhZJSUkAINuPTvbZqgdSAGooBoMhG/djYWGBxsZGSKXSx56800S9zZIpilKJXmL+/v4QCASyr4lEIhnQvkRdXV1kZ2djz549+O2335SQVHv0PtKytLQkj7RoEhkZCZFIdN9rVVVV+P3330FRFDo6OmhKRgyEoaEhkpOTER0dTfajqxFSAGo4Fosla4nxpJN3mmjs2LGIj4/H0qVLB9x/TNGYTCYiIiJkX5Py8nIUFxc/tvN+SkoKUlJSkJubq3VFvDKQ1jH00tXVxYYNGxAcHIyenh5s3LgR27ZtA5fLhZ2dHVpbWyEWi1XmZ5jo34gRI2QjGjs7OyGRSLBr1y66YxGPQApALfHgyTtVmmerSLNmzYKTkxP+/e9/0x3lIXp6erKvye3bt1FQUICampqHTgzr6enhn//8JxoaGvDXX3/RlFY7kNYx9ODxeIiPj0deXt59b3AYDAbGjBkDHo8HMzOzAfUQJOhnZ2cHgUCA0aNH4/jx4xCJRDh8+DDdsYgHkAJQyxgbGyM1NRUREREqMc9W0d577z309PRgyZIldEd5JFNTU3A4HISFheHixYugKAq7du2Crq4ukpKS4OPjAxsbG/z3v/9FV1cX3XG1AmkdozwjRozAggULUFZWBolE0u/HsFgsREVFITk5WSufZKgrDw8PCAQCuLi4YP/+/aAoSmnTkognIwWglurb5V0eQ9tV1f/93//h8OHDWL9+Pd1RnsjGxgZCoRA+Pj64fPkyXnzxRTg6OgIAjh49isTERFIAKpm5uTm4XC5psaRAkyZNgoeHB/Ly8p7YzP5RPQTJCq1q692PTvbZqhZSAGq5B4e279ixQ2M2XDs5OeHtt99GYWHhI1cWVJGHhwfWrl2LyMjI+15///33sWbNGppSabcHW8dQFEUeaclB78i3zZs3o76+fsCf17eH4PXr11FQUEAOHai43mlJHA4HhoaGqK6uRmFhIdlnSyNSABIAAG9vbwiFwv/X3p2HRVmv/wN/D8MuIKCAAoLIIgzKKoHIJjBbpnkut0Sr45qKRip4zsmjXdVlXZfilpZmJzMtLfXCsoUZhgGGRZBVEBWFUAQTTcEFEgjk90df5odoyTIzzyz3678zyPO8k+Nwz/P5fO4bo0aNQkVFBcRisca3GuHz+Zg6dSr27NmDGzduMB1nQFJSUuStFXocO3YM8fHxzAQiAP4szoVCobx1jFgspiWtIVi5ciUMDAywZ8+eQW1D6f2EtqmpSX7oQFu3tGiDvq1jZDIZcnNz6SkuA6gAJHIsFgv+/v7g8XgwNzdHYWEhpFIpWlpamI42KMuXL8fYsWPV8gDI88THx+P9999/4rWff/4ZR48eRVZWFn1qZhgtaQ2dj48P4uLi8Nlnnw26OXqPUaNGgc/nw8vLCw0NDRCJRKipqVFQUqIMvVvH0D5bZlABSJ6ir6+PyZMnY+rUqWCz2cjJyUF2dvZz9+eom40bN0JPT++pQkoTmJub4/vvv4eXlxcePXqE/fv3o6SkBBEREeju7qbTqWqgb+sYWtLqP319faxfvx43b95U6EzrsWPHQigUwtnZGdXV1RCLxVqzpUVb0T5b5lABSP6SiYkJIiMjMWXKFLS1tcn32fRtU6KuPvjgA9TX12Pfvn1MRxmwadOmISgoCFu3bn2ioKC9T+rHwMAAYWFhiIyMBEBLWv0RGRkJHo+HnTt34s6dOwq/vpeXF/h8vnxLS1pamlLuQxRn9OjR4PP58PT0pH22KkIFIHmu4cOHg8vlIiAgAE1NTRCLxWrf3NPGxkbeWuKnn35iOs6AWFhYICkpCVlZWZBKpc/8M9bW1uByufD19aWGq2rC1NQU0dHR1DrmOczMzJCYmIiSkhL88MMPSrsPi8VCQEAAuFwuzM3NUVxcDKlU2q/JO4Q5fffZ0ohG5aECkPSbnZ0dBAIBvLy81L65Z1RUFAQCgUL2F6nazJkzMXHiRGzduvVvp4MAT55Ora+vh0gk0rj/Xm1DS1p/b+bMmfDx8UFycrJKlsv19fXlPQQNDQ2Rl5cHmUxGPQTVHO2zVT4qAMmAubi4QCgUypt7pqamqt0ntMWLF8Pd3R0bN27UqCcw1tbWWL9+PUQiEXJycvr9fb0brl65cgUikQi//vqrEpOS56ElrafZ2dkhISEBP/30E/Ly8lR6757JO2FhYXj8+DGysrJw5swZWqpXYzSiUbmoACSD1vcTWlpaGu7du8d0LADAv//9bxgZGeHdd99lOsqAzJ07F25ubti6deugxvR5e3uDz+fD1tYW5eXlSEtL0/h2PpqOpiH8f4sXL4a1tTV27tzJ2F5iMzMz+T7alpYWSKVSWqpXcz0jGiMjI+kQnAJRAUiGpO8ntJ4RTUx/QtuyZQtu3rypUY2TbW1t8dZbb+H06dMoKCgY9HX09PQQGBiI2NhYmJmZaXw7H22h60taHh4eWLx4MQ4fPoyLFy8yHUe+j9bf3x+//fYbLdVrABrRqFhUABKF6P0JrWd5JS8vb1BPsYbKwsICb7/9NgoKCvDdd9+p/P6DtXDhQtjb22P79u0KeTqir6+P0NDQp9r5PG9fIVEeXZ2GoKenh4SEBLS0tKjdWEbaR6t5ehfvt2/fhlgsxoULF5iOpXGoACQK1dOmJCQkBC0tLZBIJCgpKVFpZ/7Q0FDMmDEDX375JS5duqSy+w6Fg4MD1qxZgxMnTqCkpESh1+7dzqejowOZmZnIz8/XmHY+2qjvNITs7Gzk5ORo7ZJWSEgIZsyYgb1796rt3tS++2jFYrHGTRDSNfb29uDz+fIRjampqbh69SrTsTQGFYBEKaytrcHn8+Hr64tbt25BJBKprBh79dVXweFwsGnTJkaeQA7GokWLYGVlhV27diltOcPCwgKxsbGYNGkS7t+/D4lEgrKyMhqbxaC+0xC0sa+jsbExEhMTUVVVhZMnTzId57loH63mcXV1hVAohKOjIy5dugSRSIRbt24xHUvtUQFIlMrBwQFCoRBubm64evUqUlNTcf36daXeMykpCWZmZnjnnXeUeh9FcXZ2xsqVK/H111+rpJefjY0N+Hw+JkyYgMbGRohEIlRVVSn9vuSv9W0do019HYVCISZPnoxt27bh4cOHTMfpFz09PQQEBCA2Nhbm5uYoKiqCVCrVmPy6iMViyffZWltbo6ysDGlpabh//z7T0dQWFYBEJdzd3SEUCmFvb4/KykqIRCKldeZ///33cffuXezatUsp11e05cuXw9jYGHv27FHp07gxY8ZAIBDA1dVVZcU5+XujRo2CQCCAp6en2vfa7A9ra2usW7cOmZmZf9nUXJ31Houpr68v7yHY1tbGdDTyF9hsNoKCghATEwNjY2Pk5+erxcFEdUQFIFEZFosFX19f8Pl8WFhYKOVTtampKTZt2oTS0lKcOHFCYddVFnd3dyxZsgRffPEFLl++zEgGDw8PCAQC2Nvb4+LFixCJRLh9+zYjWciftKV1zIIFC+Dk5ITk5GSN3t9obGws7yHY2dkp30erKVtMdJGhoSHCw8MRERFBfR//AhWAROV6d+Y3MDBQ6OnUSZMmYfbs2fjmm29w7ty5oYdVsvj4eDx+/JjxecUsFgs+Pj7g8XiwsrJCaWkpJBIJLZ8wrHfrmJ79aJrSOmbs2LFYsWIFvv32W5SVlTEdRyHMzc0RExODoKAgPHz4EOnp6SgtLdWqPZvapvf89NbWVqSnp6OkpIR+ZqACkDDI2NgYkZGRCAsLQ3t7OzIyMnD27NkhnU595ZVX4Ovri3feeQcdHR0KTKt4HA4Hr732Gg4cOKA2y3xsNhvBwcGIjo6GkZERCgoKqPM+w57VOiYzMxOtra1MR/tLLBYLq1atAgB88sknWnfQaMSIEeDxePD19aU2JBrC2toaPB4Pfn5+uH37NkQikVr0o2QSFYCEcRYWFuByuQgMDERzczPS0tJQUVExqF8a69atg5WVFTZt2qSEpIrDYrGQkJCAhw8f4vPPP2c6zlN6L590d3dDJpMhNzeXlk8YpEmtY/z9/TFv3jzs378f165dYzqO0jg4OIDP58PDw4PG/WkIe3t7CAQCeHh4oK6uDqmpqVr9/9G/QwUgURu2trYQCATgcDhoaGiASCRCTU3NgK7x3nvv4cGDB0hOTlZSSsXw9fXF/Pnz8fHHH6O+vp7pOH+p9/KJtrYp0TS9W8c8evQI6enpavUzMTAwQGJiIq5fv46vv/6a6Tgq4erqCoFAgDFjxuDy5csQi8Vq2++Q/MnNzQ0CgQCOjo64ePEixGKxzrWOoQKQqB1nZ2e8+OKLcHZ2xpUrVyASifr1ZmpoaIh3330X58+fx9GjR1WQdHD09PSwbt063L59G4cPH2Y6Tr/0dN739fWVtymprKzUuqU9TWJpaSmfhtDU1ASxWKwWrWOio6MRHR2NHTt2oKmpiek4KtWzZ9PGxkY+H13X/g40CYvFwsSJE8Hn83Vy7zMVgERtcTgcCAQC2Nrayns6/d0G+IkTJ2LBggVISUlBYWGhCpMOTFBQEGbNmoXdu3dr3MnO0aNHg8/nw9PTEw0NDUhNTaWxWQzr2zqGyVFm5ubmSEpKQn5+PlJTUxnJwLS+s7jPnj2LjIwMmsWtxthsNl544QV565iCggJIJBKtH5tJBSBRawOZnTp79mwEBgZiy5Ytavtmy2azkZSUhLq6Ohw7dozpOIPm4uICoVAoH5vV36e0RHl6/0yYah0ze/ZseHp6Ijk5Wed75RkYGMh7CNIsbs3Qe6b9o0ePkJKSgitXrjAdS2moACQawcDAQP4PEwCysrKQl5f3xAb4hIQE2NjY4L///S9TMZ8rNDQUL730Enbs2KG0RtiqRGOz1I+3tzcEAgFsbGz69eRcUezt7bF69WqcPn0aBQUFSr+fpnjWLO6CggLqIajGrKys8I9//AMeHh4oLS1FS0sLlixZAiMjIxw5cgTffvst0xEVggpAolFMTU0RHR2NkJAQ/P7775BIJKiqqsKyZcvwyiuvoK6uDgsWLFDLFjAGBgbYsGEDLl++rBEzUfur75JXYWEhpFKp2j6F1QU9PxMulwtTU1P5MqQyW8csW7YMZmZm2L17t9ocSFEnFhYWiImJwaRJk/Dw4UNIJBKUlpbSPlo1FhgYiCVLlmDu3LnQ09OTv7506VKkpKQwmEwxqAAkGsnKygo8Hg/+/v7gcrlwcXGRf+3kyZNYvnw5g+meLSoqCrGxsdi+fbvGNPMdCH19fYSGhsqXvHJzcyGTyWjJi0HPah2Tm5ur8A9IPT0tmZxooylGjhwJHo8HHx8f3Lp1C2KxWOf70amz7du3Y9GiRU+8JpFIMG/ePIYSKQ4VgESjhYWF4fTp00+81tXVBU9PT7VaijQ2Nsa//vUvlJWVPZVX29CSl/rp2zpGKpWisLBQIU/q2Gw21q5di6amJhw8eFABaXWDo6Mj+Hw+3N3dUVdXB5FIhKtXrzIdi/Tx9ttvIzEx8YnXUlJSsHTpUoYSKQ4VgESjeXh4PLXf6PHjx5gyZYpaPYngcrkIDw/Htm3bFDr7WJ31XvJ68OABJBIJysrKaMmLQc9qHTPUdj5TpkzBtGnTsHv3bp3ro6YIvfvRVVVVQSQSobGxkelY5P84ODggLy8PFhYWAIBHjx5h+vTpKC0tZTjZ0FEBSDReSkqKfIkLAC5cuICcnBz5BnimezoNGzYMGzZsQEFBgU62xrCxsQGPx8PEiRPR2NgIsViMS5cuMR1Lp9nZ2UEgEMDLy2tIrWNMTEyQlJSE8+fP49SpU0pIqhtYLJa8h6C1tTXOnTsHiUSilVtFNM3IkSOxceNGsFgsNDY24sSJE1rT+ooKQKLxRo4cicOHD+OPP/7Azz//jC+//BL+/v6Ijo6GsbEx8vPzkZWVxdg822nTpiEoKAhbt27V6Zm6Y8aMgUAggKurK65du4bU1FTU1dUxHUunubi4QCAQDLjpeo/p06cjMDAQycnJdOhHAfq2vVLF4R3y9+Li4uDk5ITk5GSt28ZCBSDReAEBAZg7dy62bNnyxPJq33m2z2odo2wWFhZISkqCTCZDenq6yu6rzjw8PCAQCGBvb6+zI5jUTe92PmVlZZBIJM+dYDFy5EisXbsWaWlpkMlkKkqqG3oO70RGRkJPTw85OTnIycmhA1Uq5uDggDVr1uDEiRMoKSlhOo7CUQFINN7ChQthbm6Offv2PfPrfefZpqeno7i4WCWtKmbOnImJEydi69at9ObdC4vFgo+PD3g8nk6OYFJHvdv5DBs27LlPn1577TWMHj0a27dv17onI+rCxMQEUVFRCA0NRXt7u/xAVVdXF9PRdEJPa6Ndu3Zp5d5lKgCJRtPX18fmzZshlUqf+xSiZ56tv78/fvvtN/kGeGWxtrbG+vXrIRaLkZ2drbT7aLLeI5iMjIxQUFCAzMxMnV4qZ5qBgQFCQ0MRFRUFPT09yGQy5OTkPPHkfNy4cVi+fDmOHj2KiooKBtPqBgsLC3C5XAQGBuL+/ft0oEoFxo8fj0WLFuHQoUOoqqpiOo5SUAFINJqXlxdef/11JCcn93uyxujRoyEQCDB+/Hhcv34dIpEItbW1Cs82Z84cuLu7Y9u2bSpddtZEfZfrZTIZcnNz6e+NQb1bx7S2tiI7OxtxcXF4+eWX0dbWhvT0dKxYsYLpmDrFxsYGfD4fEyZMQGNjI0QikdYWJ0xisVh488038ejRIxw4cIDpOEpDBSDRaLNmzYKzszN27Ngx4O8dN24chEIhxowZo/DZqTY2Nli7di2NxRqgvsv1UqkURUVFNFmCQdbW1uDz+Vi1ahW8vb3lr3d1dSE8PJwKEAbQgSrl8vPzwyuvvIKPP/4Y9fX1TMdRGioAicZisVjYuHEjiouLIRKJBn2dnvYLI0aMkM+zHWr7hbi4OIwZMwbJycm0X2cQrKyswOVy4efnp7B+dWRozp8/DwcHhyde27x5M/bu3ctQIuLu7g6hUEgHqhSIzWZj/fr1uHnzJo4cOcJ0HKXqbwGo9/w/QohqOTk5wczMDBcuXBjSdSorK7Fz50589913cHV1xfr16zF9+nQMGzZsUNezt7eHj48P0tPTqfgbpObmZhw/fhx79uzBnTt3sGDBAsTHx8PNzY3paDqrpqbmqdeuXbum+iBErrq6Gnv27MGxY8dgZ2eHhIQEzJkzB5aWlkxH01jBwcGwtLSEWCxmOoraoCeARO28+OKL8PPzw4cffqiwJ0OKmJ36z3/+E9bW1ti1axctXSqIi4sLhEIhnJycUF1dDZFIhBs3bjAdS6fExMTgq6++gpGREQAgIyMD8+bNow85aoLNZiMoKAgxMTEwMTGRH6iiHoL9Z2hoiA0bNqCqqgonT55kOo7S0RIw0ViJiYmoqanBd999p/BrP2t2alFR0XN/2Tk5OWHVqlV0OlJJever61muV6eZz9ps0aJF8nFlv/76K/Ly8piORJ7B0NBQ3kOQxWIhOzsbOTk5A/oQq6tiYmIQFRWF5ORknWhJRQUg0Uh2dnZYu3YtDh48iCtXrijtPn1np6alpeH8+fPPfOLIYrHwxhtvwNDQEHv27KH9akqip6eHgIAAcLlcmJmZobCwEFKplCZRKJGbmxuWLl2KI0eODHnLBVGNng+xISEhaG9vR0ZGBs6ePUtPbP9Cz8jOwsJC/PTTT0zHUQkqAIlGmjp1KqKiovDee++p5A2t9+zUhoYGiESiJ/ZEsdls+Pv7Y/bs2Thw4IBS2sqQJ+nr68v71enr6yM3NxcymYwabisYi8XCmjVr0NHRgf379zMdhwzQ8OHDweVyERAQgObmZkgkEpSXl9MH1D5eeuklTJo0SadGdlIBSDRSfHw8mpqacOzYMZXed+zYsRAKhXB2dkZ1dTVu3LiBt99+W96X69NPP8Xu3btVmknXmZiYICIiAmFhYejo6JBPS6DpFIrh7++PefPm4ZNPPsH169eZjkMGydbWFnw+H97e3rh58yZEIhEuX77MdCy1YGVlhfXr1yMjIwMZGRlMx1EZKgCJxhk+fDj+85//4NixYygvL2ckA4fDgVAoxFtvvfXEaeFffvkFQUFBjGTSdRYWFoiJicGkSZPw4MEDpKeno7S0lJ50DIG+vj4SExPR0NCAr776iuk4RAGcnJwgEAgwbtw41NbWQiQS6XxhP2fOHHh4eGDbtm06tVeS2sAQjePl5YWuri5GP71evHgRGRkZT7WKcXV1hbOzM0OpdNuDBw9w6tQp7Ny5Ew0NDZgzZw4SEhLg5eXFdDSNFRoaCnNz8yH12STq5fr16zhw4AC++OILmJiYYNWqVXj11Vdha2vLdDRG2NnZwd/fH1KpVKeKv4HQZzoAIT04HA5++eUXtLW1MZqjrq4O7e3t8rYYwJ9FyO3btxlMRe7cuYOvv/4ajo6OEAqFeP3112lawiD0HCI4e/Zsv8csEs1x+fJlXLlyBb6+vuByuXjrrbdQWloKiUSiEydge/D5fDQ3N6OoqIjpKGqLngAStWBsbAxXV1dcvHiR6ShoamrCli1b5IdQOjs7sWnTJjx69IjhZAQAGhoa8Nlnn+Hzzz+HoaEhVq5ciddeew12dnZMR9MIU6dOBYvFglQqZToKUZLu7m6cO3cOO3bswA8//IDx48cjMTER06ZNg6mpKdPxlM7Z2RkcDgdpaWl0Ovpv0B5AohZ8fX0xf/58fPDBB3jw4AHTcQD8+Sbi4+OD0tJSak6splgsFnx8fMDj8WBlZYWysjJIJBLcu3eP6WhqydraGuvWrYNUKkVmZibTcYiKGBoaIjw8HBEREeju7pb3EPzjjz+YjqYUb7zxBoyMjHS2bVd/9wDSEjBRC97e3qivr1eb4g/4cymYlhbVW3d3N8rLy1FZWYkXXngB0dHR8PX1RX5+PjIzM3Wm7UN/8Xg8tLa2Ijc3l+koRIU6OjoglUpRUFCAqVOnIjo6GpMnT+53I3xNMn78eLi4uODgwYM6WfwNBBWAhHFsNhvjx49HVlYW01GIhurq6kJ+fj5KSkrkTzqCgoK0/knHQDg6OsLPzw8nT56kvw8d1draih9//BF5eXmIjY3FjBkzEB4ejrS0NFRUVGh8wcRisSAQCFBbW6vUQQLagvYAEsa5urrCyMiIJhGQIet50rF161aUlJQgOjoaSUlJCA4Ohp6ebr/dvfjii2hsbERJSQnTUQjDmpubceLECezevRu3bt3C/PnzsXr1ari7uzMdbUj8/PwwevRopKamMh1FI+j2OyJRC97e3rhz5w6dsiUK09raih9++AHbt29HTU0NXn75Zaxbtw4+Pj5gsfq1PUareHp6Yty4cUhNTdX4pzxEcW7duoXDhw9j3759+OOPP7BkyRIsW7YMY8aMYTragLHZbHC5XFy4cAH19fVMx9EIVAASRrFYLHA4HHr6R5SiubkZx48fx0cffYQ7d+4gLi4O8fHxcHNzYzqayujp6UEoFKKmpoYmRJBnqqurw/79+3Ho0CEMGzYM8fHxWLhwIWxsbJiO1m/BwcGwtLSEWCxmOorGoD2AhFFjxoyBubm5WrR/IdqrsbERhw4dgouLCwQCAZYuXYrq6mqIRCKtP+EdGBgIOzs7HD9+nOkoRM1VVVXh8uXL8Pf3B5fLxdq1a1FSUgKJRKJWB/T6MjQ0RHR0NEpLS2klaQCoACSM4nA4aGlp0fmRRUQ1rl69in379oHD4YDP52PNmjUoLy9HWloa7t69y3Q8hTM0NASXy0VZWZnWF7pEMbq7u1FaWory8nKEhIRg6tSp8PPzw5kzZ5CVlaWW/VDDw8NhZGQEiUTCdBSNQgUgYRSHw8GlS5doXxJRqYsXL6KqqgoBAQHgcrlYt24dioqKIJVK8fDhQ6bjKUx4eDhMTU2RlpbGdBSiYbq6upCXl4fi4mKEh4cjPDwcL7zwAmQyGfLy8tTmJPmwYcMQERGBgoICnZp0oghUABLG2NjYwNbWFj///DPTUYgOevz4MYqLi3Hu3DmEhoYiKioKAQEByM3NhUwmQ3t7O9MRh8TMzAwRERHIy8tDc3Mz03GIhmpvb0d6ejry8/MRHR2N2NhYhIaGynsIPn78mNF8U6dORXd3NzU2HwQqAAljOBwOOjo6UFNTw3QUosM6OzuRnZ2NwsJCREZGIiwsDMHBwcjMzERBQQE6OzuZjjgosbGx6Orqov6aRCF6Ttb39BB8+eWXERYWhrS0NFRWVjKyimNlZYWQkBBkZGRQ0/dBoAKQMMbb2xtXrlzR2F+wRLu0tbVBLBbjzJkziI2NhVAoRFhYGCQSCUpLSzVqm4KNjQ2CgoIgEonUcs8W0VxNTU04fvw4cnJywOfzsWDBAjQ0NEAkEqn8w3xsbCwePXpEk20GidrAEEaYm5vDycmJ2r8QtfPw4UOcOnUKO3fuxPXr1zFnzhwkJCTAy8uL6Wj9JhAIcP/+fZw5c4bpKERL3bx5E4cOHcKnn36Krq4uLF26FEuWLIGjo6NK7m9nZwd/f39IpVJ0dHSo5J7ahgpAwggvLy90dXWhqqqK6SiEPNOdO3dw9OhR7N27F62trXj99dexYsUKODs7Mx3tb40dOxbe3t4Qi8VaNeOVqKeek/WHDx+GhYUFVq9ejbi4OIwcOVKp9+Xz+WhubkZRUZFS76PNWP1d1rC2ttac9Q+i9hYtWgQ2m43//e9/TEchpF/c3d0hFAphb2+PS5cuQSQS4datW0zHesqqVaugp6eHjz/+WKOWrYnmY7FY8pP15ubmKC4uhlQqVXgPQWdnZ6xcuRLHjh1DeXm5Qq+tDZqamvo17oj2ABKVMzIygqurK53+JRqluroaNTU18PHxAY/HQ0JCAsrKyiCRSHDv3j2m4wEAJk6cCCcnJxw4cICKP6Jy3d3dKCkpeaKHYEBAAPLy8iCTyRS2H1UoFOLXX39FRUWFQq6nq6gAJCrn4eEBfX19mv5BNE53dzfKy8tRWVmJoKAgxMTEwNfXF/n5+cjMzGT0JCKbzQafz8elS5dQW1vLWA5COjs7kZubi6KiIkRERCA8PBzBwcHIysrCmTNnhtRD0NPTE2PHjsXBgwfpQ84QUQFIVM7b2xs3btxQm6cmhAxUV1cXCgoKUFpaivDwcERERCAoKAjZ2dnIyclhpElucHAwrK2tcfjwYZXfm5BnaW9vh0QikfcQ5PF4CA0NRXp6OkpKSgbcQ5DFYkEgEKC2thZXrlxRUmrdQYdAiEqx2Wx4enrS0z+iFTo6OiCVSrF161YUFxcjOjoaGzZsQEhICPT0VPf2amRkhJiYGBQXF9MsVKJ2WlpacPr0aWzfvh1Xr17FrFmzsHbtWkyYMGFA1/Hz88OoUaOQmpqqpKS6hZ4AEpUaN24cjI2NqQAkWqW1tRU//vgj8vLywOVyMWPGDHmT3PPnzyt9qSoqKgoGBgY0C5WotaamJnzzzTeQyWQQCARYuHAh6uvrIRKJ8Msvv/zt97LZbHC5XFy4cAH19fUqSqzd6AkgUSkOh4OmpibcvHmT6SiEKFxzczOOHz+Ojz76CL/99hvi4uIQHx8PNzc3pd1z+PDhCAsLQ05OjlbNMSba6+bNm/jiiy/kh5WWLVuGxYsXw97e/i+/Jzg4GJaWlhCLxSpMqt2oACQqw2KxwOFw6Okf0XqNjY348ssvn2qS6+DgoPB78fl8tLW1QSaTKfzahChTbW0tPvnkExw5cgSWlpZ48803MX/+fIwYMUL+Z9hsNoYPH47o6GiUlpbSFgcFoj6ARGUcHR2xevVqfPrpp7h69SrTcQhRGQ6HAz6fDzs7O1RUVEAsFuPu3btDvq6DgwPWrFmDlJQUFBYWKiApIczQ09OT9xA0MzNDYWEhPDw8sGrVKpiZmaG2thYzZ86k1aN+6G8fQCoAicrweDwEBwdjy5YtAz79RYim6/kFFxsbC3NzcxQVFUEqlQ5p2faNN96AiYkJPvroI/o3RbSCvr4+QkND8eqrr2LWrFlPfG3v3r3YvHkzQ8k0BzWCJmrH29sbVVVV9IuK6KTHjx+juLgY586dw+TJk+VNcnNzcyGTydDe3j6g602YMAEuLi74/PPP6d8U0RqdnZ3Izs5GTEzMU1+LiIhgIJH2ogKQqMSIESNgZ2dHG3iJzuvs7EROTg6KiooQGRmJsLAweZPc/Px8dHZ2PvcabDYbQqEQVVVVqK6uVkFqQlTrwoULT71Gvf8Uiw6BEJXgcDjo6OigX1aE/J+2tjaIxWJs27YNlZWVEAgESExMRGBgIFisv1/BCQ0NhaWlJY1TJFrr1KlTT7Q1qq+vx4cffshgIu1DewCJSqxYsQKtra04cuQI01EIUUsjR44Ej8eDj48Pbt26BbFY/MwT86ampkhKSsK5c+fw/fffM5CUENXx9fWFpaXlkEfI6RI6BELUQkhICOLi4uDt7Y3k5GTq4E7Iczg6OkIgEMDNzQ3Xrl1Damoq6urq4OLigqioKNjZ2cHY2Bjbtm1Da2sr03EJIWqGCkDCOIFAgK+++ko+Euvu3buYMmUK9XEipB/c3d0hEAjg4OAAIyMjLFiwAPr6f27bzsvLw/Tp0xlOSAhRR/0tAGkPIFGalStXPjEPdcSIEZg3bx6DiQjRHNXV1di7dy+OHj2KmTNnyos/AJgyZQoCAwMZTEcI0XRUABKlMTQ07NdrhJBn6+7uRkVFBYYNG/bU15QxVYQQojuoACRKc+jQoSf+d0tLC06cOMFMGEI0WN+9sw8fPkRWVhYzYQghWoH6ABKl+fbbb9HW1oa5c+fi3r172LdvH65fv850LEI0TkJCAn7//XfExsaitrYWmzdvxoMHD5iORQjRYHQIhBBCCCFES9AhEEIIIYQQ8kxUABJCCCGE6BgqAAkhhBBCdAwVgIQQQgghOoYKQEIIIYQQHUMFICGEEEKIjqECkBBCCCFEx1ABSAghhBCiY/rdCJoQQgghhGgHegJICCGEEKJjqAAkhBBCCNExVAASQgghhOgYKgAJIYQQQnQMFYCEEEIIITqGCkBCCCGEEB1DBSAhhBBCiI6hApAQQgghRMdQAUgIIYQQomP+Hx30FA/OQsEfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "euclidean_graph = mm.consolidate_intersections(graph_undirected, tolerance=30, rebuild_edges_method='euclidean')\n", "fig, ax = ox.plot_graph(euclidean_graph)" ] } ], "metadata": { "kernelspec": { "display_name": "geo_dev", "language": "python", "name": "geo_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }