{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Special histograms in physt\n", "\n", "Sometimes, it is necessary to bin values in transformed coordinates (e.g. *polar*). In principle,\n", "it is possible to create histograms from already transformed values (i.e. *r* and *φ*). However,\n", "this is not always the best way to go as each set of coordinates has its own peculiarities (e.g.\n", "*the typical range of values for azimuthal angle*)\n", "\n", "Physt provides a general framework for constructing the **transformed histograms** (see a dedicated \n", "section of this document) and a couple of most frequently used variants:\n", "\n", "* **PolarHistogram**\n", "* **SphericalHistogram**\n", "* **CylindricalHistogram**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Necessary import evil\n", "%matplotlib inline\n", "\n", "from physt import cylindrical, polar, spherical\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Generate some points in the Cartesian coordinates\n", "np.random.seed(42)\n", "\n", "x = np.random.rand(1000) \n", "y = np.random.rand(1000)\n", "z = np.random.rand(1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polar histogram\n", "\n", "This histograms maps values to **radius** (r) and **azimuthal angle** (φ, ranging from 0 to 2π).\n", "\n", "By default (unless you specify the `phi_bins` parameter), the whole azimuthal range is spanned (even if there are no values that fall in parts of the circle)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PolarHistogram(bins=(10, 16), total=1000, dtype=int64)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with default parameters\n", "hist = polar(x, y)\n", "ax = hist.plot.polar_map()\n", "hist" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[array([[0.02704268, 0.16306851],\n", " [0.16306851, 0.29909433],\n", " [0.29909433, 0.43512015],\n", " [0.43512015, 0.57114597],\n", " [0.57114597, 0.7071718 ],\n", " [0.7071718 , 0.84319762],\n", " [0.84319762, 0.97922344],\n", " [0.97922344, 1.11524926],\n", " [1.11524926, 1.25127509],\n", " [1.25127509, 1.38730091]]),\n", " array([[0. , 0.39269908],\n", " [0.39269908, 0.78539816],\n", " [0.78539816, 1.17809725],\n", " [1.17809725, 1.57079633],\n", " [1.57079633, 1.96349541],\n", " [1.96349541, 2.35619449],\n", " [2.35619449, 2.74889357],\n", " [2.74889357, 3.14159265],\n", " [3.14159265, 3.53429174],\n", " [3.53429174, 3.92699082],\n", " [3.92699082, 4.3196899 ],\n", " [4.3196899 , 4.71238898],\n", " [4.71238898, 5.10508806],\n", " [5.10508806, 5.49778714],\n", " [5.49778714, 5.89048623],\n", " [5.89048623, 6.28318531]])]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hist.bins" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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ys7PZh/hWxczMDBISEsDn84PW7QF+NzbYAyYSiVBfXw8AWFxcRGtrKwwGA/r7+1FYWAiJRIKioiLk5+djenoa58+fR3x8PIqKimC326FWq9HY2IjTp09DIpGgvr5+VdmuO+64A3w+P+a55557Lisr66Hx8fEPrJf1RwjhA2gDMEUpvZMQ8k0AnwHA7P+fKaV/Xlr3KQB7AfxfSumJ9Th+NLgViO+mc3UJIbsALAL4dQDxxTMtSYSQhwGUUko/G6w4MmA/LwH4BIB/BfBTSmlfpOciEokOJCYm/oKrlefxeDA8PIzp6Wnk5+cjPT39prmponF1T548CalUivn5eVBKIRKJIJfLkZmZCaVSCR6Ph76+PgiFQuTl5YXcV3d3NxQKBbxeL/r6+hAXF4eqqirWmqOUQqfTob+/HzabDTt37mTfMxgMOHPmDJKTk1FVVbUsC0wpxZtvvon9+/dDJBLhf//3f/FP//RP1tnZ2U9ZrdaXOH3wABBCHgNQByA+gPgWKaXfu2q9YgCfAvANAL+klP5dtMeOBiKRiCYlJa253vT09Karu56glJ5cIrTAZYF9mFKE0bIC/4Q5Cr+VGBHbLFl5z+7YseP2559/Xhmplefz+TA6OoqxsTFkZWVh9+7dt0SmLBxQSiGRSFBbW7ts+ezsLAYGBmAymSASiWA0GkPG4RhMT0+jsrISAJCTkwOLxYLW1lYAQEVFBTQaDVJSUiAUCtHe3o62tjakp6cjNzcXCQkJOHz4MEZGRvDmm2+ioqICmZmZAIDLly8jKyuLLZm55557sG/fPuknP/nJ5zMzMx+cmJj4W0rpHJdrQAhJB/A+AN8C8Ngaq/Phv0cpIrxPrxVulh/nULjpiG81EEK+BX/Vtgl+t4BBsMZmAPgZgBb42116IzjOVo1G8/tvf/vbSZ/4xCdEkdwElFJMTU1haGgIycnJ2LFjB65Fm9pGhtVqRbCWp6SkJDCWBKUUf/zjH3HhwgU4nU7IZDIUFBRArVYve+jm5uZW7CsuLg633XYbXC4Xzp07h87OTlRWVuLSpUvYu3cv+Hw+RkZGcPLkSeTk5CAzMxM5OTnIyspCa2srBgcHWeGEw4cPL9t3YmIiXnvtNf7zzz+/6/HHHx+RSCQfcjgcRzlchu8D+CKAq4OMnyeE/D38LvD/pZQaKKWXCCGxAJoB/BOHY607bgXiu+lcXSB4f1/Ae48DkFBKv0EIEQOQBTY2AyjjqtQhl8vvT0lJ+e7Ro0cTs7KyItp2ZmYGfX19SEhIQGFh4aqxrY0GSik8Hg+8Xu8yhZbW1lY0NjayggV8Ph8CgWDNh2J8fBxCoRChrOS5uTn09/dj+/btAPxZ2c7OTphMJsTFxaG4uBgqlQonT55EfX19yASQz+fDsWPHYDQasXPnTrYNzu12Y2hoCHq9HoWFhWyW2GKx4E9/+hMKCgpQU1Oz6ueZnp7GnXfe6Z6amvrGzMzM/1urU4ABIeROAIcppQ8uxZn/ccnV1QCYg9+yexJACqX0/nD2eT0hFotpcnLymuuNj49vaFf3ViS+LAB/WuW94/DfaG1Xv7fG8fhJSUk/qKmpuffll19WyGSysLdleku9Xi/Kyso2RA1eIJxOJ8xmM+x2+zIpKofDAa/XP95CIBCwpMb0as7MzEClUrEyVV6vF263GwDYpEWgIotEIkF8fDz6+vpQUlISkvjPnTuHwsJCBKsXs9lsaG9vh9Vqhc1mw/ve9741f0Tefvtt7Ny5E21tbbDb7airq0NCQgIAf01hb28vXC4XqqqqMDU1hYWFBYjFYmi1Wmzfvh2rfd8ulwv/5//8H+/Zs2ffXHJ9nWtdb0LItwF8DP7WKwmAeACvUEr/T8A62Vjl/r7REIvFNJzQztjY2CbxrTeuvjEIIQWMbhch5AsAdlNKPxSksfkUgApK6UIEx5InJSX96TOf+UzVk08+KYskFqfT6dDb24vCwsI19eSuB5xOJ6vSYjKZYLVa2cRCoEoLQ1ShMsuhkhsej2cFiTocDpjNZszNzYHH4yE2NhbJycnIzMxc4a6+/fbbuP3220N+lr6+PhgMBphMJojFYlRUVCCYnBdjaTNiEC6XCydPnoRYLEZDQwNLmjMzM7h48SKsVivuvPNOEEJgt9vx7rvvIj8/H4WFhUHPQ6/X45vf/Cb905/+NDIxMbGNUqoPeeIBuMriS6GUapeWPwpgK6X0I+Hu63pBLBbTcO7lkZGRDU18N12ML7CxmRAyCX+26zAhpAj+IPAYgM8urb4LwBOEEKax+bMRkl6hWq0++swzz6Tfc889YV+rQCtv27ZtN8yttdlsbKO/zWaDSCRiJaDS09MRGxt7TeI1jIUYLJbX2tqKiooKTExMYHJyEoODg+w2KpUKOTk5rKUZCuPj4zhw4AAAv9XW2toKu92O4uJiZGVlsZ+rs7MT+/btY7cTiUS47bbbMD8/j3feeQeZmZkoKyuDWq0Gj8dDUlISzp8/D2YE5+HDh9HW1oZ33313RUzWbrfj3Llz+OEPf0juvPPO3M997nMDhJC9HCWvvksIqYbf1R0FEFJW6UZiM8Z3C0MikRxSq9W/ev3115NWa60Khhtp5VFKYTAYWLITiURITk6GWq1ed5LjUs7i8/nQ1tbG9ugGnrfZbMalS5cwMzMDwC9FlZeXh6ysrBUZb7PZjLa2tmWExuy/o6MDMzMzyM/PR1xcHIaGhrBjx45Vz6m3txejo6PIzMzEwsICdu7cCb1ej8uXL6OgoABpaWkghGBubg5nz57F1q1bkZSUxGr/7dy5k3WF+/v78Td/8zfO6enpT5nN5ucjujg3CSQSCU1PT19zveHh4Q1t8W0S31UghBClUvnl7Ozsfzxy5IhSrVaHtZ3b7UZPTw88Hg+qqqqum5Xn9XpZpRaDwQCFQsEqtVzLjDEX4jOZTNBqtYGDxlfgxIkTaGxsxMTEBAYHB+F2uyESiZCTk4O8vDwIBAK0tLSgrKyM7b0NhosXL+LSpUvYsmULCgoKQpK+0+nEH/7wB+Tk5KCurg58Ph9utxsXL16E2+1mhQ58Ph/+8pe/ICMjAwsLC0hPT8fVSS6TyYS77rrLMzQ09BOtVvsIpdQX0UXa4JBIJHStVkMAGBoa2tDEd9O5utcShBCeWq3+5W233fb+X/ziF/JA2aNQWFhYQFdXFwoLC5GamnpdXAGz2YyxsTHMzc1BrVYjMzMT1dXVG9oNmZ+fX3OcpMPhgFgsRn5+PvLz80EphVarRU9PD/r7+xEbGwun0xmS9ABAqVQiPT0ddrsdR44cQWVlJVazVC5cuIDt27fD4/HgyJEjaGxshEqlwpYtW6DX63HmzBnWHT5w4ACOHDkCp9PJttEFQi6X49133xU8+OCDD/7pT38qI4TcQSl1h3+VNj6ul/TZtcQm8S2BEMJXq9W/vffeew8+/fTTceESyPj4OEZHR4Oqfaw3AsULBAIBsrOzUVZWdtMUP8/NzYUUJjCbzSusVEIIUlNTkZqaCkopzpw5A7PZjNdffx0ZGRkoLy8PmoTp7u7GgQMHwOPxUFFRgbNnz6K3txcNDQ3LSHNubg5Wq5Utr0lJScGpU6eQmJiILVu2QKPRQKFQoK2tDRaLBfHx8XC5XFAqlXjzzTexb9++FeU0fD4f//3f/8376le/uueXv/zliaW435oZ35sBTGb/Zscm8cGv8Z+UlPSH+++/f8+//du/ycL5Yn0+Hy5fvgy73Y5t27Zd097aQPECjUZz04oXmM1mvP322+yQIY1Gg9TUVMTHx4MQgpGREZSUlKy6PSEEVqsV9fX1cLvd6O/vx9jYGBISElBTU8PG2iYnJ6FQKNgfBB6Ph23btsHhcODkyZOIi4tDfX09eDweWltbsX//fvYYAoEAe/fuxeDgII4ePYpdu3YhNjYWTU1N6OjoQE9PD7Kzs8Hn8xEbG8uuE0yx5F//9V9JTExM449//OMWQsj2W0Xjb5P4bgEQQoRqtfrIQw891Pj1r3997Skq8Mfz2traoFQqUVZWds1uBKfTicHBQczNzSEnJwe7du26qd0MqVTKFiX7fD5MTU2hvb0dTqcTYrEYJpNp2bS1q2Gz2eByudgpcJWVlax23zvvvAOpVIrGxkb09PTgjjvuWLG9RCLBgQMHoNPp8Oabb0IsFqOgoCDojxaT2Dh27Biqq6uRlpbGStzr9Xqo1WqIxWLk5OTg5MmTqKurC+pK/8M//APR6XQ1f/jDH9oJIQ2UUmsUl3BD4GbxMELhPU18hBCBRqP58wc/+MG9jz32WFjfpsViQXt7OxvPuxZgxAu0Wi3y8vKuKbleL3i93mWfgcfjISMjg3V9vV4vfv/73+OFF15AUlISNBoNSkpKlrmlly5dWpFM4PF4KCgoAKUUY2Nj+Mtf/gJCCJxO56pWMdMu+Mc//hGUUqSlpQVNRsXGxuLAgQM4ffo02traoFAokJiYCLvdDp1Oh6SkJJb8Ojo6YLfblxG3zWbDsWPH8LWvfQ1SqbT0+eefP08IqaWU2qO6mDcYN/u9CLyHiW+pG+MPDz30UNPDDz/MO3/+POrr61et0gf8xaq9vb2oqalBNKrKq+Fq8YJdu3bdEr+ugF8JJdQ1m52dhVarxdTUFAD/LN78/HykpKQgPT0dZWVlmJmZQXV1ddDtCSHIysrC9PQ05ufn8eabbyIpKQmNjY0rLDpKKU6ePIl3330XIpEIs7OzaGpqYgUKAsHI209PT8Pn80GhUCAmJgYajYa1AGUyGbKzszE4OAiHw4GKigrY7Xa88847qK+vx6VLl/DII49ApVIVf//73z9NCGm6WWN+THvizY73JPEtZW9/e//99+/92te+JgWAmpoahCK/K1euQKvVoqmpad1LVd4L4gULCwtsm1gwjI6OQqvVsv93u93o7e1Fb28vxGIxSktLERMTA51Ot6oaNVPWYzKZWKn+ubk5ZGdno7Kykv0RuXTpEtra2uDz+eBwOHD06FHo9XrU1NSgqalp2YNtMBjQ3d2NhIQEOJ1O9PX1oaCgACKRCCkpKcvmA2dkZGBqagp2ux0zMzOor69Hb28viouLoVQq8YUvfIHY7fbqn/zkJ8cJIbtu1mzvrWDx3RrmRAQghBC1Wv3Le++99+C//du/sTE9uVzOkt/i4uKybfr7+zE/P39NSM9iseD06dMwGAxoampCcXHxLUd6gL+pf3Z2FiaTCcFqRw0GA3y+4CVvga12Fy5cwOnTp9kaPwaUUgwPD8NkMrH/n56exuXLl3H58mW88cYb0Ol0sNls6OjowOjo6LJjdHZ24ve//z1ef/11GAwGAP4OnObmZlaoVCwWIzY2Fv39/bBareDxeNBoNPD5fKy2oEajwcDAAGQy2TLSY/DFL36RfPzjH9+ampr61pIY6U0Fpld7rVeY+/o5IWSGEHIxYNk3CSFThJDOpdfhgPceJ4QMEUL6CSF3BCyvJYT0LL33XyQMZn7PWXyJiYn/fODAgb8JVrISSH719fWQSqXo6+uDzWZDbW3turqdzIM6NTWFqqqqoA35txJEIhEkEgn6+vpgtVrZsZJpaWmQy+VYWFi9k5DH40EikYDP54NSCpPJBIPBgOnpaSQmJqKgoICdw3s1fD4frly5ArFYDI/HA0opTpwILmJsMpnwxhtvwGKxYNu2bRgZGVkxQFsgECA+Ph4jIyNIT09n434LCwuYnZ3F/Pw88vLyMDs7C7lcHjTb+41vfIMsLCzsev3113+EDdyathrW0eL7JYBnAPz6quVPBxFkLQXwEQBlAFIB/IUQUkgp9QL4MYAHAJwF8GcAB+Gfr7sq3lOdGxKJ5HB5eflvWlpaEkIVJ5tMJrS3tyMhIQGEEFRVVa2reW+xWNDV1YXExEQUFhZuiJgJpTSosACzzOl0LrPIAmdWEEKWiRsEU2ZpbW1dIT5qs9nYkpTJyUnYbDbMzc3B4/EsW0+j0SAxMTHodfL5fIiLi4PX68XExERQa5JBTEwMG5Nra2tj2+OCoampCTKZDEqlMuh37/P5YLFYkJycDJVKBY/HgytXrkAqlcLn80GlUsFgMCAhISHoNDmfz4f3ve99no6Ojv/PYDD8fNUT2WCQSqW0rKxszfXOnz8fVudGEMGRbyK4EvXjAEAp/fbS/48C+Cb8fc3vUkqLl5bfC2APpTTkD8p7xuIjhBRlZmb+8siRIyFJDwDi4+Mhl8uh1Wqxc+fOdSO9QCuvsrIyZMzrWoJSCofDsUypxW63s64cQ1xyuZwlLpFIxGrvActb1nw+3zKCdDgcMJlM0Ov1sNvtsNvtcLlc6O/vZ69tTEwMYmNjsWXLFhgMBiwuLoLP5yM7OxuUUthsNszOzsLj8SA+Pn7VHwcejwebzQaHwwGlUgm32w2zObjcolgsRnd3N2QyGerq6jA/P49z586tIEu1Wg2ZTIaEhAS2DfBqa5/H47GlLW63GyaTCSkpKTAajax1m5qaisnJSVy6dAlXkwWPx8Pvfvc7wY4dO35MCOmhlJ7n8l3eCIT5PKgIIYHyb89SSp8N8xArBFkBpMFv0TGYXFrmXvr76uUh8Z4gPkKIQq1WH3399deTwpkX0NfXBz6fj23btqGtrW3NbG84WFxcRGdnJxITE7Fjx47rbuXZ7Xbo9Xro9XrYbDbW+lEoFMjOzoZEIuFM8DweDzExMauWjzB9xPHx8TCZTGwCQCKRQKVSsXE5r9fLkhafz2eVWgQCASilQc+PWe7xeFhXVqlUwul0wmr9a8mcXC5n43qLi4toaWlBSUkJDh06hDNnzrBxPYlEgvz8fGRnZwMAq8unUCiC1vvFxcVhYmICKpUKFosFarUadrsdc3NzUKlUSE9Px/j4OCQSyYr5IRKJBF/+8pdFX//6148RQooopdORXfnrjwiyunMce3V/DL8QKyPI+u8A7kdw2f3V5PjXdGNveeJbKls58sMf/jCNmc0QCsxQGkZ9d61sbzhgymCqqqqum5XHKJ7odDro9Xrw+XwkJyejvLz8mslRrYaFhQUkJycjLi4OgaIPdrsdIyMjoJQiPz8fFouFFUX1er0wmUxISEiAx+OBUCgEIWRFPSCfz4fd/teyOKaGj8/nQ6lUwmw2g8/nw+FwwOVyLTuv3t5exMXFYdu2bRgYGMDw8DDKyspQVFTEriORSJCRkYHJyUnEx8cvSzxRSjE/Pw+dTof4+HiIRCJW13BhYYHtTc7MzMTQ0BDEYjFb5Ly4uIjTp0/jrrvuQlpamuz+++9vIYQU3wzdHdfy3gnUMySE/BTAG0v/nQQQ2O+YDmB6aXl6kOUhccsTX1JS0o8eeOCBig996ENrftbh4WGYzWbU1tayX+7VCY9IyI9xbfV6/TXJCAeDxWLB2NgYZmdnERcXh+TkZDQ2NiJcwYVrgbm5OUxPT7MyWcnJyayFaLPZMDQ0BMAvRZWYmIiYmBhYrVYsLCyAx+PB7XazmfbY2FjweDxWs8/n862ICQJ+69Hr9SI+Pp4tCA8Gi8WCs2fPoq6uDhkZGUhOTl5h2QkEAmRmZmJiYgJSqRRisZglvcnJSeTk5GB4eBgymQxCoRAajQZKpRLz8/MwGAxQKpXIyclBd3c3YmNj4Xa70dXVhQMHDkAikeD222/HY489lvX000+/tiRqsGED71cne67B/llBVgAfAMBkfF8D8AIh5D/gT24UADi3JDJsIYQ0AmiFf+7OD9Y6zi1NfAqF4jNNTU1/98QTT6zZiqbX66HT6dDU1LTii+VCfl6vF11dXeDz+UH3uZ7wer2Ynp7G2NgYBAIBsrKyUFpaumGKnyUSCXbt2gWXy4Xh4WG0trbC6/VCJBKxZSCMhcq4ujKZDKmpqRAIBLBYLFhcXGRjfwBYtzqwpCUYeDweMjMzIRAIMDExscz9ZeD1ejE2NobMzEzYbDY2g3z1frKysjA5OQlKKaxWK6anp5GdnY3x8XFYLBZYLBbw+Xzw+XyoVCokJiZiZmaGTQTl5ubi1KlTiIuLw/ve975l38+jjz6K9vb2/X/5y1++Cb+47obFell8q4gK7wkmyLo0dOl3AC7DL9v/0FJGFwA+B3+GOAb+bG7IjC5wCxMfIaSxqKjo/7388suKtQjAYrGgt7c3JEFFQn4OhwNtbW1IS0tDTk5OVJ8jFBwOB1v4m5ycvOHFC0QiEUpKSlghAofDgRdeeAEymQwCgQAej4cluMXFRbYEJS4uDqmpqbDb7TCZTPB6vWwyhhlyFOjuMuDxeJDJZEhJSYFGo0FcXBymp6fZ7hAG8fHxiI+Px+zsLPu9KhSKoPWUaWlpbB1fZmYmS3oMJicn2XNSKBRISkqCVquFQCBg434OhyNo9vkXv/gFb/v27Y/HxMScs9vtf4rqYl9DrNcPKqX03iCL/yfE+t+CfyTn1cvbAEQ0n+SWJD5CiFyj0fz+6NGjymDy54FwuVxob29HTU3Nmq5oOORnMBjQ2dmJ8vJyhJNI4QJGvGB+fn7DixcwBBUMWq0Wo6OjbFlJbGwsMjIyIBQK2Xic1+tls89SqRQajQYulwtWq3VZiU1MTAybrWYQGxvLJhR4PB4KCwuRlJSE2NhYjIyMwOPxQCAQIDk5mbUcFxcX2WNLpdJlUmOMNmBbWxv27NmD2dnZZaTHgLG8S0pKIJPJkJSUhImJCeTm5qKyshLT09M4deoUdu/evcx6EgqFeP3114Vbt259ifjnyGhX7HwDYLNzY4NCo9H87Lvf/W7SWiMgfT4f2tvbUVRUFHbvbagOD71ej66uLjQ0NFwT0vN4POjv78eZM2cgl8uxa9cuZGZmbljSA/yJjdXER0dGRpbV0jF1fcy8EgBs1wQA1r202WxQqVTLykzsdjscDgdiYmIgFAohkUiQlpa2wjphJKyKi4uhUCiQlZW1wl12uVyYnJxkXWzAT3o6nQ4nTpxATU0NXn31VSwsLKxq+Q8PD2NgYACLi4u4cuUKSktLWWs1NTUVCoUCly5dWrGdRqPB008/Lc3IyHg9nA6E6w0mq7vWa6PjliM+iURyuKysbP/HPvaxNfu+Ll++DKVSGXLGazAEIz+tVov+/n40NTUFHbITDXw+H0ZGRnDq1CkIhULs2rULGRkZN8Uv78zMzKrXgykhCQYm/jc3NwehUIiYmBj2gfJ6vZiamoLL5UJKSgrkcjl7Lex2O3g8Hvh8/qoqzQKBAJWVlUhLS1u1PdDr9WJychJWqxVmsxl6vR6nT59GVVUVjh07hsnJSbz99tvwer2rCtCOjY1hYGAABw4cQGFhITIyMtDZ2QlKKaqrq6HVaoMWUX/gAx9AU1PTlvj4+A03Vxf4qxhpqNdGxy1FfIQQeUJCws+ef/75hLUu/tjYGBwOx6pjA9dCIPkNDw9jaGgIjY2N6565nZmZwcmTJ+FyubBjxw7k5uZumKRFOLBYLGhra8Obb76JY8eOsR0TTIFzMCQkJCwrPTEYDJidnQWllLUAfT4fFhcXMT3tr1xITU1lCZbH48FqtWJoaAhGozHoMebn5yGVSiGVSleNi1JKWfLT6XQoLS1lSY/BkSNHIBAIVnzvcXFxyMjIQFpaGlpbW0EpRXZ2NoRCIZvF3r9/P1pbW1eU2QDAs88+y1MqlT8khFwb7TOOWM9e3RuJjX+GEUCj0fzPU089pVpr0vvCwgLGxsainlEhl8uRnp6O3t5eVFRUrGvJiNvtRmdnJ0ZGRtDY2IiioqKbUryAKdc4ePAg9u3bx5Z+HD16FA6HAxqNZoVrxCQArobZbIbT6WTn8vJ4PLZ3V6vVsrN6GTd5YWEBo6OjGB8fX9Zut7i4iIWFBZawro7lBUIsFmN0dBRpaWkwGAzLSI/Ba6+9BqlUyn4OpVKJzMxMFBcXQyqVwuv14vx5f2NGeXk5ZmdnodPpwOPxsGPHDpw8eXJZssNisaClpQWPP/64ODMz842N5vJuWnwbCBKJ5H0VFRX7PvrRj4ZkB5fLha6uLtTX10ctF6/VatkSmI6OjhUxP66YmZlBc3MzEhMT0dDQsCzOdTMhWOYyMTERTU1NbNdIeno6ysvLUVRUBI1GA6FQGPJ7YdrnGOl3xlrz+XyYnZ2Fw+FAUlISa/3ZbDZMTk5iaGiIbZ2bnp5eRrZCoRBxcXEryE8ikWBxcREpKSno6upCRkbGqqMqX3vtNSiVSqjVauTl5S3L5isUCmi1WoyNjYHH46Gurg59fX2w2+1ISEhAUlISent7QSnF5cuX0dzcjL179+KBBx7A9u3bq+Ry+afCv+rXHpvEt0FACFEkJCT89LnnnlvTxe3p6UFRUVHUZR96vR6Dg4NobGxEYmLiqgmPSBBo5TU1Nd00cbzVYLVag8b3vF4vLBYLeDweG79LSEhAeno68vPzAWDV9jCGsJg4HjO4XCwWIyYmBkajkbX+mCHhgL+IemRkBFeuXAGfzw/aexsXFwepVMqKLlitViQnJ2NwcBAGgwHnz59HVVXVirnAzPZmsxkKhQLBRpKq1Wq0t7fDarVCJBKhvLycjfdVVVVhZGQER48ehdfrxaFDh9gfu5/85Cc8pVL5X4SQ6zukeRXcKsmNW6KcRaPR/Px73/vemi6uTqeDz+eLWjLeYDCgr68PjY2NrPsZTYcHABiNRnR2diI3N3dDEJ7X612h1OJ2u+Hz+UAphd1ux+XLl1nyulqVRSAQYGFhIagsk16vh8ViWfEZBQIBhEIhfvWrX2H37t1IS0uD2+1ma/RWKyxmXF6XywVCCGv9xcbGIiUlBfPz88vUZhISEiASiVYcn6n7Yz67RqPB4OAgGyf0+Xw4f/48Ghoa2NpPwF8HuGvXLszPz2NwcBBSqTToMPmkpCS8++67OHz4MFQqFaanpzE+Pg6Xy8W64uXly8vR4uPj8V//9V8xDz744BuEkJqN0NVxM8Tw1sJNT3wSieTO3bt377nvvvvWdHF7e3uxbdu2qI7ncDjQ2dmJhoaGFQFtruQ3OTmJ4eFhVgPweoLphghUamF6XQNlpRjlFkahRavVIjExkSUcpsWMIRiPxwO73Q6BQIDZ2VlkZGRAoVCAEIIrV66sKjrQ398Pj8eDd955BwBQVVXFqiev9sAx9XtPP/00PvWpTyExMRFOpxM2mw1OpxNqtRpOpxN6vR7z8/OwWCxIS0tDTEzMinPw+Xzwer1IS0tbRnoMvF4v2tracPvtt2N+fh5isRhbtmxh1aMXFxcxOjoKqVS6QmORIfa2tjY0NDQgLy8Px44dQ1JSEu666y709vaiu7t7hYzVnXfeieeee67CZDJ9BkC4CifXDDf6R3k9cFPr8RFCRGq1erirqyt9LWuvvb0dKSkpUVl7Xq+XVfVQqVSrrmcymXDhwoU1yY9Sit7eXlgsFtTU1Fy35AVDAjqdDlarFbGxsVAoFFAoFKwU1VoIlKVaDWfPnoVarcbY2BjbkSEQCOBwOIJKR7ndbjz77LMrlJgFAgHuueceyOVyVow08OHzer340Y9+hNnZWQBAfX09brvtNjZbyufzkZiYiMXFRVYUQSgUIicnBzExMSyhejwemEwmKBQKjI6OQiaTYWpqKmiiRS6Xo6ysDGNjY8sk8xmUlpaioKAg6LXU6/XsfJCysjJotVo0NjaCEIIjR45g586dK+4bk8mEysrKxfHx8TRKaXDdreuAhIQEutb3DgCvvvpqWHp8Nwo3tc0ql8sf+sxnPpOwFulptVpQSqMiPUopOjs7kZ6eHpL0ls5rzZif2+3GuXPnQAhBQ0PDNSe9xcVFDA4Oorm5GefPn4fT6URJSQn27NmDrVu3ssmF9Uyk8Hg85ObmYu/evbjrrrvw/ve/H7W1tWwbWlxcHMRiMeuqWiyWoPLzDQ0N4PP5sFqtbLsX84NNKcXg4CBLegBw/vx5/OAHP2CJViAQoLu7G3a7HSUlJRAIBHC73RgaGoLVamUFDQJJz2KxQKvVIi0tLWi2Pj4+Hg6HY9UB6ZcvX16RTQb8JO3xeDAwMIA77rgD2dnZkEqlGB8fBwDs3r0bZ86cWbE/uVyOhx56SJaamvpk+N/AtcFmcuMGghAii4mJ+dKXvvSlkL6hy+VCX18fKioqojre8PAwBAJB2L23ocjParWipaUFaWlpKCkpuWY3CqNKfPr0afT09EAsFqO+vh47duxAQUEB4uLirtmxV5ufYTAYkJaWhurqapSVlbEZWJlMBovFsuIHQCgULot5ulwuLC4ustp7drsdL7zwworjLC4u4vvf/z7rhgP+H8Dp6WmUlpYiNjYWPp8PQ0NDWFxcXEF6DLRaLTIyMtjYIiEEOTk5UKlUrFTWavfWpUuXlvUFM50nu3btws6dO9Ha2grAbx2OjIzAZrMhNjYWCQkJuHLlyor9Pfroo4iJifkMIWRl9uQ6YpP4biBUKtU/f/GLX5Qz8uergcniRlNYzAh4RkqewcjPYrHg3LlzqKysDDqAej1gt9vR29uLkydPYnFxEVu2bGHHJ14PaSzAX3MXrHNiamqKzXoy7mZ1dTV4PB4qKirw6KOP4qMf/SibFFnNGrbb7XA6nSGHkL///e9n53UwXoHRaMTg4CAKCgoglUoRFxcHj8cDlUqFiYmJoL23jGvKjLxkkiOAn+BlMlnQ0ZQulwsTExMwGo3sPJAPfehDUKvVSE1NhcvlwszMDAQCAcrLy9HV1QVKKerq6tDb27tCbksoFOIrX/lKTFZW1g9XvfDXGLdKAfNNmdwghKgyMjI+/dBDD4X0y/R6fdQu7uLi4prKLaEQSH4lJSXo7e1FbW3tNZnLGyhekJube0PFC4JldBkL7erraLFYIBAIWNl5uVyOtLQ0zM3NsZnaq8E8gFKpFHfddReGhobwxhtvsJYmkzwIFC9NTU2FVquF3W5HX18fSktLYbFYIJPJMDk5CalUCovFwhZAM/D5fLBarcjOzg4qQ+9yuZCRkQGTycSqSTOYm5uDTqfDrl27Vigw7969G0eOHMGhQ4fYLO/ExAQyMzOxZcsWtLe3Y+vWrez64+PjjMjC+wkhuZTSlWbhdcDNYNGthY1PzUGgVqu//a1vfUsRqlOCUoq+vr4Vsw4iARPXq66ujspSksvlKCwsxPnz51FaWrrupBdMvCDQPbsR0Ov16OjowLvvvouenh4YDAbMz88HPaepqSn2x4kQgpSUFDbmmJaWBpVKtYJsxGIxm3Tg8XgoKCjA/fffD6VSidTUVDQ1NQXN2DLCBQKBAEajkR0KZLVaYTQakZycHFSPMT4+Hi6XawUpMsd3Op0oKytbtm1qaipqampw4MABjIyMBN2uqKgI3d3dAIDi4mIMDw+zQgZGoxFWqxVzc3M4evQodDodDh8+jKeeekqUnZ19wwYUbbq6NwCEkCy5XH73Wh0ak5OTrJovVwwNDSExMTHq0Y8WiwUDAwOoq6vD5cuX163Dg1K6YcUL+Hw+Dhw4gN27dyMxMRE9PT04duwYO/sjUEHZbrevSCAwclRvvvkmtFotUlNTWdl+sVi8or+VEAKFQoH77rsP73//+4O6x4z1l5KSgsTERMjlcoyPj0OpVLL3idFoREpKCnsNk5KS2MJom82GxcXFoPFLsjT3o6ysDCKRCIWFhTh06BAOHjyI+Ph4xMbGsj26gcjPz4dWq4XNZoNIJEJ6ejpLktXV1Thy5Ah6enqwf/9+NDQ0gMfj4X3vex80Gs02QsjK8W3XAZvEdwOQnJz8n9///veVodxOr9eLoaEhzgIEgJ+spqenl81f4AKr1Yq2tjbU1tYiJSVlXTo8mP22tLTAZrNtaPECHo+H1NRU7Nq1CwqFAnv27IFIJMLly5dx6dIlDAwMBLWAJycnceHCBQD+2RhvvvkmHA4HUlNTIRQKV02eJCQkhMxO8/l8iEQiqNVqaLVamM1mjI6OIj09nd3GZDKxEvnMGEkGBoMBNpst6PGZeF9VVRXuvfdedmARAFRUVKCvry+oIMGOHTvYREdubi7Gx8dx6tQpdHV1IT4+HpWVlSs6WZ5++mlhVlbWc0E/5DXGJvFdZxBCylNTU7cfOnQo5HkzTeVcRQMYF7eqqioqMnG73Whra0N1dTX7cIdT6rLWuV25coWNGZaVlW048QKv17viurndbrjdbvB4POTn52PPnj3Ytm0bOxh8YmKCDea73W7MzMwsq5/z+XxobW2FXq9fdVA309nB9PteTX48Hg8ikQhyuRwTExMQi8UghMDtdmNsbAwZGRkswTAPcLAavpmZGTidzmW9yMzsD5lMBplMFrRPubKyEufOnVuxnEnQMXqOTHb3wIED2LNnD9rb21ds09TUhMLCwhJCyO4Vb15D3CrJjY1/hgFISUn5wTPPPKMK9YvidrsxPj6O3NxczscZGhpCUlJSVC4upRQXLlxgs4CB4Ep+NpsNLS0tsNvt2LlzZ9CHfyOAGaQdiKmpqRXirMxs33feeQdvvPEG2tvbceXKFYyNjbHWXiBSUlIQExMDh8MBoVC4TE9PJBKxNXsA2L8ZF5bpv42Pj4dWq4XVal12ni6XC1qtFllZWZDL5WyZy2oF6MzMX0opmzwpLS1FSkoKRCIR2traVmyTkJDADk0PBKUUarUax48fR2JiIg4fPgyLxQKHwwGRSASxWMzq9t1///1Qq9UoLy/Hf/zHfwgyMzOXxfoIIf9ECOlcel0khHgJIcql90YJIT1L7608wTCxSXzXEYSQbLVaXdbU1BRyveHhYWRnZ3NWXjGbzdBqtVG5yYDfPYuPjw/aswlETn6zs7NobW1lrbyN3Aiu0+nA5/OXuYPBfowGBgbQ0dEBwO+6nzp1CkePHsXExATS09OXfUaBQICUlBQ2ycS0xDGzNIKpujDkx7TcBZIe4CecQPJjenSZKW6M1l8wi9rj8bDy90qlEqWlpezx1Wo1bDYbW8ISiPr6epw/f561CCcmJnDkiH82TnZ2NmtRFRYWor+/HwCwfft2dHV1AQA+8YlP4M033wTg7+vNz8/PIITUMvunlD5FKa2mlFYDeBzACUrpQsAp7F16n3NXxaarex2h0Wj++atf/WpwDfMlOBwO6HQ6rCU5vxoopejq6oraxWVky4uLi0OuFy75jYyMsOrOG9XKC4TFYsHk5CSOHj2Kv/zlL2hpaYHRaFx2TX0+H3Q63YqYV3p6Oi5evIixsTEUFRWxtY75+fm4umaTEAKbzca6l8HAWHqJiYnLSI8B0zGiUChAKWXdSqYub2hoKOi+Y2NjIRQKIRaLodFoVhwzKSkJly9fXpEFFggEkMvl6OjowNGjRzE1NYWDBw+irKwM9fX1uHjxIiilSElJgdlsxuLiIgQCAUQiEebm5rBr165l98CXv/xlYXZ29neDfnjgXgC/XeU9TgiH9DaJb51ACJEJhcK777777pDnOzAwgIKCAs6kNTk5iYSEhFUly8OBwWDA8PAwO5B8LYQiP5/Ph66uLhgMBjQ1Nd0wXT5KKdxuN8xmMwwGAxYWFuDxeGAwGGA2m+FyuZbFtPh8Pnbs2IFDhw7htttuQ35+PlwuF1paWtDa2spOOmPUTRgIhUIIhUI4nU7Y7XZ0dXVhcXGRLQG6+ntlzotR3YmNjV0RdxMIBEhLS0Nubu6qYqNxcXEQCAQsCff29kKtVrMEMzw8zIY9CCFQKpXQaDRITU1FTExMUHFSRgDh6rkaTGZ4cHAQe/fuRWNjI/u5eDwekpOTMTo6CkIIiouL2WvU1NTEWn2BuO222xATE7ONELKsb5MQEgvgIIDfB14yAG8RQtoJIQ8EvRhhYL2IjxDyc0LIDCHkYsCypwghfYSQbkLIHwghiqXl2YQQe4Ab/5OAbWqXXPghQsh/kTBO4KYoYI6Pj//0gw8+KAvlvjocDhgMBs6taUwmePv27VxPk9XTi7T3Npiqi9vtxvnz51lhy+vxK8qMdWRUWkwmEzuIh5GeEggEbEJgfHwcHo8HTqeTJQ1m1OP4+DgUCgVkMhl0Oh22bduG1NRUeDwe9PT0sC10IpGI3TYvLw8DAwPLzokpxo6Pj4fb7V72YDGlMIC/UDguLg7x8fFsyYlAIIBGo0F6ejpkMhm2b9+O5uZmNsbGkJhQKGSFDKxWK0wmE7q7u1FbW4sLFy7A6XTCaDQiPj4eMTExUKlUbOJMLBazQ4mutgxTU1MxOTnJfr6LFy/Cbrdjx44dmJqawuDg4Io60+rqahw9ehTZ2dlISkrC4OAgO5eXmT18Ne677z7Jj3/848cBPBKw+C4Ap69yc7dTSqeJv+XtbUJIH6X0ZFg3RwDW8V78JYBnAPw6YNnbAB6nlHoIId+B313/0tJ7w0su/NX4MYAHAJwF8Gf4CT/kbN0NT3yEEKLRaP7hs5/9bMiCvNHRUTZGwgXRZoIB/42dn5/PSVoqkPyqq6tx6dIl5OTkrBojXC+43W5WqYXpYmDENAsLC1e9HgsLCyvkkwC/RdPZ2QmXy4XBwUGYzWZYrVYoFAo4nU6IxWIUFRVhcHAQubm5UKlUMJvNmJiYAJ/PX+H6FhUVobS0FDKZDAsLC9Bqtaw0ltPpXOZKWiwWeDweKJVK2Gw2aDQaZGRksIQkl8uxdetWnD17FkajEQkJCRAKhazFJRAIkJqaCqvVCpfLhYGBAZSUlKCrq4sl6WBS+VKpFFNTUygsLFx2//F4PIjFYjQ3N4PP56OhoYFt1/vOd76DV155hXXtA7dRqVT43e9+hwceeIAdVCQWi/HYY4+hs7MTw8PDGBwcRGZmJvbv349Pf/rT+O///u9PEkL+iVLKXMCP4Co3l1I6vfTvDCHkDwAaAERMfOs4V/ckIST7qmVvBfz3LIAPhdoHISQFQDyl9MzS/38N4G6sQXw3g6u7Y8eOHXFXZwkD4fV6odVqOfe+rkcmWK/Xw+VyRdV/K5fLUVFRgdOnTyMtLe2akR4zQaylpQVnzpyB1WpFQUEB9uzZg/r6ehQUFECtVnP6EbBYLEhNTUV+fj5qa2uxa9cutrPh/PnzrDqM2+2GQCBg51MwpBHYISOXy5cRl1KpRGFhIWvpBSs1sdvtMJvNiI+Ph1qtXmGFqVQqZGRkQC6XLyM9AGxfLyNEMT8/zyoka7Va9Pb2wmg0rihVYdSgAyemUUpZ7T9KKXbt2rVMmfkTn/gEfvWrXwX9DLW1tRgbG8POnTvxu9/9Drfffjsef/xxyGQyzM3N4Ytf/CJUKhXeeecdXLhwAQkJCTh48KCUz+e/H/AP3QKwG8AfmX0SQqSEkDjmbwAHAFxccfA1EEGMT0UIaQt4cXGt78dyAsshhHQQQk4QQnYuLUsDEBhrmFxaFhIb3uJLTU390qOPPhoyoj89PY3k5GTOmc5oM8FutxuXL18O2iYV6X56e3tRUlKC0dFRJCUlRazkHAp2ux0jIyPQ6/VITk5GVVXVugufTk9PY2FhAW63G6mpqTCZTFCpVCgoKEBBQQHsdjveeustVh3F6/WyRDI5OYni4mLY7XYMDw+jsLBwhQABo/jM6PI5nc5l78fGxkIul8Nms2FsbAwymWwZmY6Pj2N6ehpOpzNoVw8zyCg9PZ2Vk9doNGzXx9TU1LJZH4HHNRgMSExMhM1mw8zMDFJSUrB9+3ZMTEzg7NmzOHDgALv+rl27MDo6Co/HA5/Pt4KAme4UQggyMjLQ0dEBo9GIb37zmzAYDKCUYu/evdi6dSv++Z//GZWVlbyMjIwnAbwM4AMA3qKUBmZyNAD+sHR/CgC8QCl9M/xv9q8I8x6fizJz/BUAHgDPLy3SAsiklM4vZbFfJYSUAQh2MmuKjG5oi48QkiAWixvWUk1m3FwucDqdUWWCAb+Lu5roZLjw+Xw4d+4ccnNzkZeXt24dHoD/M168eBHnzp1DfHw8du/ejZKSkmui9ux2u7Fr1y4AfiHS06dPw2w2Y3JyEj6fD0ajEYuLi3C73awgKJ/PZ7XrRkZGYDAYWPWaQEKglGJiYgJyuRzJyclQKBTLrnlsbCyUSiXrAlutVly+fJmtt7t06RLOnTuHgYEBVmA0WKGxQCBgZbJGRkYwMDCA0tJSAP56RKPRGLRzQyAQsN0ZTU1NrAeRnp4Ou92OhYWFFdsIhcIVcU3AL1V19uxZFBYW4mMf+ximp6exf/9+fPWrX8XevXvZoed333030tPT8cQTT0CpVOYQQrIppb+klH4kcH+U0iuU0qqlVxml9FthfaFBcK2zuoSQjwO4E8BHGal9SqmTUjq/9Hc7gGEAhfBbeIFuVjqA6bWOsaGJLz4+/pMPPvhgfKgLaTQaIZFIOPfk9vf3R5UJ1uv1cLvdUbmllFJ0d3cjOTmZ3U+0HR7AX8ULWlpaWPGCq8nkWkAoFKKgoAD79+9nj6vX63H06FGcPPnXkJLP52PVmCsqKlBQUMAmT2JjY2Gz2TAxMcHG8WZmZlhrCPC7vomJiZBIJCtIj9m/1WrFxYsX0d7ejnPnzi3Tx2MEAQJFTQF/lvf2229npawYSX1GSIFRzWbg8XhgNBpZqf2r2wfJkjIMM2IyEGKxmFWFZsCo0vzgBz/AW2+9ha9+9atoaWnB3NwcKKUQi8XLagSZ5+PTn/60ODk5+dGIv7AIcS2JjxByEP5kxvsppbaA5UmEEP7S37kACgBcoZRqAVgIIY1L2dy/R4CLvxo2NPHFxsZ+7pOf/GRIWZSxsTHO1hqTCeYqW+X1etHb24vKysqovuyRkRH4fL4VMcZoyG9ubg7Nzc0QCAQ3TLyAiV+JRCLU1tZi//79kEqlSExMhMvlgsfjgcPhQFdXF86dOwer1Yr6+noUFRVBoVBAJBLB4XDgypUrmJ2dhdVqXdHXK5PJIBKJkJCQAIfDsaJuzu12w2KxYGFhIWhGlCEdSilbOLxlyxYIBAJUVVWxP0QDAwPIysqCQCCA0+mEwWCAy+WCxWKByWRaRshM4XEgUlNT4XA4glp9iYmJmJycxODgII4ePYpLly5h//79OHjwIObm5nD48GGcPn0aAwMDrPXIHGNycpK9fz/xiU9AIBB8PJxyjmiwjuUsvwVwBkARIWSSEPIp+LO8cfBnnQPLVnYB6CaEdMHvzn82IGP9OQA/AzAEvyUYMrEBbOAYHyEkva6uLj4xcfWaZY/Hg4WFBVRWVnI6xsjICHJycqLKBKempkbl4s7OzmJ6enrV+GCkA4w8Hg8uX74Mq9WKrVu3Rj1GMxLY7fZl8bSxsbFlZN7X14fKykpkZmbC5/PhnXfeQV9fH2JjY7G4uIjp6Wm2l5fP58Pj8UAoFMLj8UCn0+Hqe8Hn82F+fh5KpRI+nw8ulwt8Pn9ZuYvVasWJEydw1113IS0tbZnFB/hb1Ww2GxQKBRoaGpbFeZkZLXq9Hh6PB+Pj48jOzsbw8DBMJhNEIhFiY2Pxi1/8Ah0dHYiPj8dTTz0Fk8nE9tsCwCuvvIIf/ehHyM/Px/nz53HPPfewGfGBgQHce++98Hq9kMlk6O7uBo/Hg06ng0ajwYULF9Da2oqJiQlQSlFRUYHh4WGMjIygoaEBL774IqtAHRMTg/Ly8tjJyclqAB3r9sUGgCx1lqwHKKX3Bln8P6us+3ssr0kMfK8NQHmw91bDhrX4pFLp3ffdd58i1DqMjhsX4vJ6vdDpdJxd1PXIBDNuWF1dXcjETLiWn8lkQnNzM+RyORobG68r6QF+lzCQnKanp5ddn+npabYjgsfjwefz4dKlS5DL5ezgH6aDwufzsbWQLpcLWVlZcDqdrIvJZE0Zi08qlSI+Pp6NvTGk+Je//AVutxuvv/460tLSlnV/CAQCpKens61pwVBfX89meZkkWllZGSorKxEfHw9CCHbv3o0vf/nLy7YbHBxk/87MzMTLL7+MH//4xygrK8PDDz+MD3zgA6itrYXb7YbVasUHP/hBfOYzn8Gzz/qHqL388ssoLy/Hww8/jM997nN48cUXkZmZienpaTzzzDP4l3/5FxQXF+Pv/u7vltUC3nPPPcLk5OSPRfC1RYxrHeO7HtiwFp9Cofj7u+++O2Q9xeTkJGpqajjtf2pqCikpKTcsExyoABOOxbiW5Tc9PY2BgQHU1tauaO26XtDpdJiZmUF/fz/i4uJgtVrZh2Bubm5Z58TCwgKuXLkCn8+H0dFRCAQCFBcXs8omTMZXIBBApVKxxcgLCwswGAyshSQSidjvkJGRN5lM0Ol06OzsZI/ndrtx7Ngx7Nu3D+fPn4dSqYREIkFfXx+bWFIoFGwSg4FYLGbVlZVKJcRiMXJycliiHR0dRUlJybJhRzweD0ajEQ6HAxKJBHV1/uQmo1qTnp6Ohx56CC+99BIKCwvR1tYGPp+P/v5+NDY2AgA+//nP4/Of/zzb8bJt2za43W6cPn0ahw8fxpUrV3Ds2DHcdttty873gx/8IJ544on7ADy2bl/sVbgZiG0tbEiLjxAiE4vF2aEG+zBDmLlaNWNjYzc0E3zlyhUoFIqIem+DWX6UUvT392NsbAzbt2+/YaQH+B/sQ4cOYf/+/VCr1XA4HHjzzTdx6tQptLe3o76+nl333Llzy1qwlEolK+tut9vh8/lYGStmGaWUjeVJJJJlpAf8dSYu08Z2NWZnZ6HValFRUcHOJWEsRKfTidHR0RXS8Uxvb3p6OiorK6FSqdipbEzdXzBVZp/Pxw4MYoavd3V1obOzE/v27UNTUxM71PzAgQO47bbb8MILL6zIMotEItjtdtbtl0gkWFxcZIUUri74lsvlUKlUSkLINat8vxUsvg1JfDwe7/YPfOADa87TCCwIjQQmkwlisZhzbC7aTPDi4iJbsxYpAsnPYrGgq6sLLpcLjY2NG0qXb25uDvv378ehQ4dQU1MDg8GAEydOoL+/H7OzsxgeHmZJh8/nIzU1FXFxcYiNjYVUKoXVamWJjul7tdls0Ov1iI2NXZGs8Hg8mJmZgcfjQUJCAoqLi1eMC8jIyAClFBKJhG3FC0RPTw8GBgbY+kBGLNXr9UIsFmNxcRGEEMTExLCtcsnJySuGAjGfaXZ2Fh0dHRgeHkZDQwNkMhleffVVJCYmYnR0FABw+vRpXLhwAUeOHMGRI0fwyiuvrNhXdnY2q8qcnJwMvV4PwC9aOjIywk7TO3HiBN588000NjYKYmNjP8Dha1sTERQwb2hsSOJLSUn55D333BPSdGGKcLlgdHSUs7Vmt9thNBo5Z4IZF7eyspKzmy2Xy7FlyxacOnUKhBCUl5ff8JvtakuFaQkD/CGJLVu24ODBg/D5fHjrrbfYhxfw9+gGavURQlgBAovFwnZ0MMkTg8EAu92+TCRhdnaWnaUB+C1IRihCIBCgtrYW+fn54PF4mJubw5YtW4L+cH33u99FXV0dDh48yMrBMwKmTP3ej370I3R2duLLX/4yBgcHIRKJWEmrxx57DI888ghefvllzM7OIjc3F3fccQfGxsbw6U9/Gn/84x9RX1+Pvr4+AGDvI7VajY985CN4++23V5xTUVERO3c3OTmZVbXx+Xzo6enBW2+9hdnZWTQ1NeHQoUN49NFHSXJy8kPRfJ+hsEl81wCEEL7P59sa6BZdDUYOnMvQHiYTzNVajDYTPDIyAqVSuUKoMxJQStmM8sLCwgqppRsBq9XKFkS73e5lVtDY2BjbgcG0jN19992orKxESkoKlEolS1iMTBSj0DIzMwODwYCZmRlWRIFx591uN+bn5zEzMwM+n7+i+yEpKQk1NTVoamqCVCplLUxGy+/qaoC0tDTs3LkTX/jCF1jCDNyfz+fD8ePHMTk5iYaGBnz+85/Hf/zHf0Cj0bAlLg8++CA+85nP4NSpU+jp6cHQ0BDGx8fxwQ9+EM899xwKCwuRlpYGt9uNhYUFNlljtVrxzjvvIC0tbYXrzOPx4HK5YDab0dfXh4WFBRw7dgyEEEilUhw4cAA1NTVsi2FeXh74fH4W8bemrTtuBSHSjZjc2Lpr1y5+qIs3NzeHxMRETuQzMzOD5ORkzplgvV7PyUUFwEqc79y5c+2VQ6C/vx98Ph/l5eUwm81hl7pEAkopq5DMqLUE9pVaLBYcP34cgD8OxbRdGQyGZRax2WxeRkodHR3Yt28fBAIBSktL8fzzz0MkEoFSCkIIFhcXYbOxdatwOByYnZ1FQkICDAYDnE4n4uPjkZCQgMXFRTYREuz8CSFsrPHqdUwmE1JSUiCRSBAXF8dq6ikUCiwsLATt6BCLxThx4gTuuOMOCIVCxMXFwev14otf/CL6+vrg9Xrxne98Bzt27IBcLseJEydQX1+Pl19+GfPz83jwwQcB+LPJTz31FDo6OvDYY/4chMfjwX333Ye77roL4+PjyMnJYYVSBwcHYbVacfz4cdTV1SEmJgZSqRTp6enskPKMjIxl53rbbbdJBgcHbwfwagRfe1i4GSy6tbDhiE+j0Xz0vvvuCyk4Go2bq9VqOZegMMWiXH/Ros0EA/7srdFoxNatW0EIibjOLxR8Ph/0ej0mJiZgtVohkUigUCigUCiQnZ0NiUTC3vTHjx/Hnj17APjJqa2tDU6nE83NzfB4PBCLxewIRyarqdfrERMTw37+8+fPIyEhAT6fD2azmZW0CgRTqjIxMcFmhc1mM5KSkiCRSGCxWNh4HRML9Hq9rEqLWCzGxMTEMjJlYDab0dDQAKPRGHSWLkOeDHg8HhYWFhAXF4f5+Xk4nU7s2bMHUqkU5eXluHz5Mvbt2wfAH+PTarUYGxvDZz7zGfz6179etn+j0YjTp0+v0Nhzu904evQoJicnWSu6srIStbW1OH36NNv/PDg4iPT0dJSVleHs2bMriO/DH/4wOXr06INYZ+K7WVzZtbDhiI8QcvjqFH0gKKWYm5vjNC+XecC4ztIYHx9HKBc8FJhMMNPHygUmkwkDAwPYvn37spsvWvJjuiOYhFFxcTHi4uLCvsElEgmEQiF27NgBADh69Chqampw4cIFVkWltrYWnZ2d2L9/PwCwUliMe0wIwczMzLJjikQiyGQydHV1YWFhAbm5uZDL5eDxeJidnYVarYbL5WLdYsayFAqFSEpKYn+gEhMT4fV6WUEDQggbs8vMzAz6OZmC6MAECdPzy7jWhBBUVVVhaGgIlNKgP2iM0vTVJKpQKNisLCEEY2NjmJiYgMPhgN1ux/79+1dULNhsNlBKER8fD4vFAp/Px2Z9r8bOnTvhcrkaCSGEBjNfo8Am8a0zCCFxJSUlsasp5QJgNeO4WF3MfAUuX5zZbIZIJLphmWC3242Ojg7U1dUFzd5yIT+n04ne3l6YzWbk5OSguLg46viMxWJhiaeoqAgGgwF8Ph/vvvsuCCGw2+2IjY3F2bNn2QebmaE7OTmJlJQUVi4qkPQAf+2lVCplz3F+fh5JSUmsHJTT6VxWInT+/Hn85Cc/gdfrxbZt27Bz5052EPnAwADbO7t371789Kc/hV6vx5NPPgnAHxL50pe+BIFAAB6Ph6997WtwuVyQSqVYWFhASkoKKKUYGhpi43IGgwECgQAej4e9TwG/p8DMBmbAWKBHjx6FUChEVlYWdu/eDR6Ph7Nnz8JkMq0gPplMxiaNEhMT2c/PlPsErs/j8ZCTkyOanJzMBrBymnkUuBlieGthQxEfgOqtW7eGPCedTsfZzY1m22gUYJhMMFd1aAC4fPkycnNzQxJaJOQ3PT2N/v5+FBUVoaqqKqpfcZ/Px24/MjLCxkCHhoawb98+8Hg8TE9PIz09HceOHVvWjsZ0YDDlHQxBqFQqdHR0sKSnUCiQlJTEFiEDfyVMlUoFo9EIl8u1rF/3hz/8Ib797W9DqVTi85//PAoLC9keYcCvewcAZWVluPfee/H6669DKpWyluEjjzwChUIBh8PB1veVlZWhubkZNTU16O/vR1tbGx588EHWEmTOq7e3F3fddRcAv3Xb39+P2NhYDA4Owmg0AgBycnIwOTmJgwcPLruelZWV6OzsXHGvFhcXY2RkBAkJCWx2NykpCZmZmZicnFwh4VVXVyc6depULdaR+NazZe1GYkN9AplM1rhz505FqHUMBgPngTuzs7MrRhyGA+bh5JoJvnLlCnJzczmTy+zsLOx2+4o4TjCs1d7mcrnQ1tYGrVaL7du3c275C4TZbGbnlMzOziI1NZUdus3j8TA5OQm5XI7y8nJs27YNTqeTjcWZTCZWkgrwu6WxsbFob29nLduUlBTEx8ejubkZPp8PJ0+eZFVcAjs8AL/FaTQa0d/fj5SUFMhkMszOzqKwsBDd3d1BP+vQ0BB73Z577jn853/+J3w+H/71X/8Vp06dwsmTJ3H69GkAfrmoxMREfOMb38Dvfvc7bN26lZ3w9sEPfhDPPvssfvazn6G4uBhJSUkQi8VISUmBTqdDV1cX8vPzcfvtt+P2229HeXk5K88VCKZ3+WokJSWxpJmQkMD+nZeXB61Wu2L9HTt2kMzMzDs4fKUhcSuUs2woi0+hUOyrq6sLScaBzd+RwGKxICYmhlPtnNFohFwu5/SFMoW1JSUlEW8L+F3cixcvorGxMezjr2b56fV6XL58GcXFxUhJSeF0Pqudo06ng9vtZjO/ly9fRnV1NQC/XuGBAwdAKUVbWxvuuusuTExMoLOzkx3RCPxVZuq73/0uLl++jEceeQR5eXkwGAzL2s9cLhfm5uagUqngcrmwsLAAjUbDZm+tVismJiYglUoxODgIu90OmUyGqakp7N27FxMTE8vOn0l4NTU1Yffu3XC5XHjyyScRExOD48ePo7GxEYwmJCEEH/rQhyAWi9mh4oybWVpaiqqqKtbNZQRNS0pKMDAwgIqKimVlTEzJzOTk5IofNaZz5eqwBnNMoVAIr9fLzha5WpAVALZt2waBQLCH05caAjcDsa2FDUV8Ho+nLBRBOBwOiMViThc+mkxwNC4yI6QQTSY4Kysr4ta8q8nPYDBgbGwM27ZtW9HREC2SkpKwe/duWCwWeL1enDlzBjMzMygrK8PExAQSEhLA4/HQ09OD7OxsiEQithZPoVAgIyMDVqsVSUlJ+M53voPLly9DLBazltDY2Bh7LIlEgurqanb4D4/HA6UUJpMJcrkcJpNpmeDp1YF/xjrzeDxs/+/FixfR1dWFffv2wWAwAAAefvhhyOVyWCwW/Pd//zc0Gg3y8vLY/TidTkgkEtjtdnamCJ/Ph1AohEajwc6dO5d95zk5ORgaGkJDQ8Oy88nIyMCVK1dWEF9KSgqmp6dXFNrLZDLW64mLi8Pi4iLi4+PZTDafz4fJZMLMzAzj/qvXO8FxKxDfhnF1CSEyuVwuCdV2xdzcXMBkAblgZmaGk4sM+DPBjCJJpGAywVxjiwz5nT59GqOjo2hsbFx30gtEXFwcqqqq0NTUhNtuuw2XL19Ge3s7ysvLYbVaMTk5iZKSEtjtdjQ3NyMhIQEqlQoJCQnIyMhgSU+hUODRRx+Fw+FAf38/qqurwePxkJeXx86jMBgM6O3tZS0ipqtDo9Ggrq4Oubm5y8RCzWYz4uLiYDAYkJKSgqysLKSkpECv1+P06dNYWFhYpkjN3GdxcXGorq5mOyeuBlNTKJfLsXfvXuzevRsSiWTFD11cXBzrmgaiqKgoqE5gUVHRCssU8BMo49bK5XJMT09jcHAQHo+HnWei1+uhUqlQV1eHrKwsBwBuN+Aq2HR11xfVDQ0NIYnYaDRyKkVhinG5ZGSZtiUufbBMJjgadWimzYorzGYzYmJiWDd0PYucQ0EqlaK2thZlZWXo6enB5OQkDhw4AJ/Ph2PHjrGZeYvFws60ZdzMe++9l5WqB/yuqFKpxK9+9St4PB4UFRWhurqalZ5ihDyfe+45vO9978NXvvIV7N69GwaDge36OHHiBGQyGeLi4rB3716Mjo6yPbmTk5O444472HvEZDKxPb1Mz+7tt9/O9umKRCIkJiaCUoqCggLExMRgfHwcTqeTne3LTJQLhNvthtfrXRZuYYq3r14ukUiWFYwzXStMRnpxcZFtWysvL8fhw4eD3ie7du2Snj59uhbA2Io3OeBmIba1sGGITyqVNu7atStkH5fRaOQ0xczhcLDFrZEiGjdXq9Vy1vuz2WxRZ4L1ej3r3lqt1mvS4bEWJBIJ6uvrkZWVhQsXLrBkJhKJ2IfXbDbD7XajqakJRUVF6Oj4q4ZmcnIy8vLy8LWvfQ0f+MAHQCnFq6++ipycHFRXVyMlJYWN3UokEjQ2NuLQoUMQiURQKBT4+c9/DoPBgL179+LQoUN48skn4XA4sG3bNiwsLLChBKFQiPHxcWRlZWFychK/+MUvAPhjbQ0NDaivr0dubi62bNnCWoZ6vZ4tSo+Pj4fJZEJsbCxUKhX0ev0KS18mk7FDiALBTGhjllNKYbVa2e+MUYiOi4uDWq3G+9//fvD5fLjdbpw9e3aFQGsgmpqapGq1ejeAleoHHHErZHU3DPElJCRcs8QGk5zgAr1eH3R+bLjbMvpqkWJkZCSqQeKMpbJ9+3YIBIJ17fDgArVajYSEBLz99tsQCARYXFyE0+lkRQYEAgFLYkNDQ7DZbCgpKcGWLVsA+MtItmzZgu7ubmzZsgVutxsf/vCHkZycjIsXL6K5uRmA3/1j2uTq6+vh8/nwpz/9Ce9///sBgG0XlMvlWFhYQGlpKavBx2R/U1NT8cQTTyAmJgaFhYWorKzE8ePH2QJtBhqNhu28iIuLYzX5kpOTMTAwsIL4MjMzMT4+voL45HI5ent7MTU1xZbiyGQybN26FUlJSasm5AITHKuRUW1tLYRC4Y6gb3LEpsW3jvB4POWhujGcTierXxYponWRuZAt00nAZTZttJlgAOju7kZxcfGy499o8hMKhTh06BDeffddLC4uLiO9hoYGVFRUYGxsDG63G2azGXfeeSfkcjleffVVpKenszN1MzMzMTExwVripaWlOHLkCLq6unDffffh//7f/4vk5GT87d/+LVpaWpZ99wqFAmNjYxAIBODz+WwpTGJiIuRyOWvh1dTULCOT1bKszLAihpwYEgomeyWVStnyndnZWXZb5r6urq6OuJ1RJpOxCY5gSE1Nhc/nS1uvBMetUse3IYiPEMLLysoKmdjgSl7MtlwSBFwtTCC6LPL09HRUmWBmdkWwkpUbTX5OpxM8Hg9yuRzz8/MQiUQ4ePAgUlJS4Ha7MTo6itjYWHboN+BPajFxvpycHExPT2Ny8q8zpA0GA9LT0/HMM8/g9ttvx/nz5/Haa6/hb//2b5GdnY1z586tOA+v14uMjAzExMRArVZj69atSE1NRWdnJywWy4prn5aWFjTLymR+4+PjWZ0+qVQKr9cLm80Gi8UCs9nMEqJCoYBQKERlZSVLoh6PBy0tLZx6uBUKBZvhXg0ajYZotdoEACsnHXHApsW3fkhMSkpaKbERALPZzEmGKprERjRkq9PpOMfnJiYmOEvqO51O9Pf3Y/v27auuEyn5MVJRJpMJJpMJbrcbNpsNPT09iI+Ph0KhQFxc3JpE7XA4cPbsWej1enz961+H2WzGpz71KaSkpGBqagodHR3YunUr3nrrLUxMTOBLX/oSDAYD7r77bgB+t42ZMiYUCnHy5Ek89dRTkMlkuPfee3H27FkkJyfj4MGDGB0dxdzcHOrq6vDTn/4UgD82ZbVaodFoUFpaCp/Pt2zIN+DvjlhNE+/s2bMriC8vLw9XrlxBTEwMO3BcKBRCKpViZmYGaWlpKCoqCmn5CwQC+Hy+kC7raoiPj2c7RlZDRkYGOjs7U7BJfCw2CvGlpKenh/zGHQ4HJw07hvS4usgqlSri7ZiiVi4Du5kCVa6Z4EuXLq1wcYMhHPKz2+2seAFDcGq1GiKRCAsLC0hOTobZbMbQ0BBMJhNUKtWqbXUM6ZWUlOBTn/oU3n77bSQnJ6OyshLFxcXIzMxkM5OpqakQi8X4x3/8R/B4PHzrW9/C3NwcRkZGwOPxEBsbiy9/+cvYt28fGw7Q6XRwOBxsT7PBYACPx4NSqWSVmevr6/Hss8/it7/9LcrKynDkyJGg2VRKKVwu17JryIy6BPwF1PPz85ibm4PT6cTi4iIrc2U2m1k1mkgQHx/PSUAjJiZmWfY3GLKyskQAUgBcivjEgmC9XF1CyM/hHxw+QyktX1qmBPASgGwAowD+jlJqWHrvcQCfAuAF8DCl9OjS8loAvwQQA+DPAB5Zy63fMMSXnZ0d8knlarUFtlNFCqPRiPz8/Ii3W1xc5OxC6vV6VhsuUjDFtOG62KuRn8/nQ39/P2ZmZpCfn4+SkpIVNzufz0dSUhJb3+jz+TAzM4POzk7Ex8ejtLSUdd0Y0isvL8fg4CDy8/NZabB77rkHzc3N+MlPfgK324329nY4nU7cfvvtOHnyJEpLSzE1NYXvfOc72LlzJ3Q6He69917cdddd+POf/4wTJ07gs5/9LF5++WX853/+Jzvf9pFHHkFLSwvy8vLwxBNP4Dvf+Q54PB7uv/9+VtlHrVYHnbQnEAig1WqRlZUFt9uNubk5zMzMwOl04sKFCxAKhVCr1SgrK1t2T3q9XjbJEimYpEykxMeU3IRCVlZWLPzEFzXWuZzll/DP0Q3U7PoygHcopf+PEPLlpf9/iRBSCuAjAMoApAL4CyGkkFLqBfBjAA8AOAs/8R3EGrN1NwrxpWZlZYU0j5iujUhxtWpFuGB+9bkcM1oXmavQKZee4KvJz+fzoaOjA2lpadi1a1fY++LxeEhOToZGo8HY2Biam5tRWVnJKrGUl5dDpVLh+PHjy7oUSktL8cYbb+DChQvQ6XSorq5mpb+Kiopw5MgRVFRUID8/H6OjoygoKMDFixdx22234R//8R/xwAMPwGAwoKGhAc888wzMZjOampqQlJSE8+fPo6SkBEVFRSguLmb1AxmUlJSgq6uLJT6Px4O5uTnw+Xz09PRAp9NBIBAgKSkJhYWFa2b3GcvxaisyHMTExCwruA4XAoEgaCIlEOnp6SKFQsF9DupVWC/io5SeJIRkX7X4bwDsWfr7VwCOA/jS0vIXKaVOACOEkCEADYSQUQDxlNIzS+f2awB342YgPqVSmZuenh7yXLxeL6ciYofDwcniY+STuMBoNHJKbDB9plwmpXm9Xs6ZYIb8zpw5w5aBcJ3WRghBdnY21Go1zp07B7fbjS1btrAhg2AeCCOxdPjwYQB+K727uxvNzc2IiYnBz3/+c1bS6fTp00hJScGvf/1rPPnkkzCZTGhoaEBlZSUSEhJw5MgRNjEU6LJebRV5vV4sLi5iZmYGra2tAPzEpVKpUF1djcnJSVa9JRIwllukYRmJRLJsRGW4CIeEUlNTIZVKrzfxqQghbQH/f5ZS+mwY22kopVoAoJRqCSFMu1Ua/BYdg8mlZe6lv69eHhIbgvhiY2NzQzXNR5OFZ3oqIwVXSxHwZyGLiooi3o7JDnIttNZoNJzjL0yZwtWCmVzBzKjg8XjL9peenr6sFYtp0NdoNOjr68P4+Dgbx/vpT3+Kf//3f8f09DTUajUmJiYwNjaGrq4uKJVKHD58GIT4B3ozUCgUrE4do2DCCJF2d3ezvbt8Ph+JiYnYu3fvCtFVn8+H3t5eTp+byexyIb61XNbVwMh8rZYVTklJAY/HW7e2tTDvjzlKaeTBzhCHDbKMhlgeEhuC+AghGaGIL9SXuha4xga5bsdMB+NSvxeNizw5ObliGHa48Hq96OjoQENDA3w+X9SlLkxMr7KyElKpFGfPnsWOHTsgFApRX1+PwcFBjIyMIC0tDS+++CJeeOEF5OXl4Z133sGhQ4cwOTmJffv24Wc/+xkSEhIwMjKC2dlZJCYmoqqqip2/8fjjj+N73/vesmMXFBSgt7cXc3NzmJubYxMzeXl5SE5ODuuHhcfjrUkmq+HqVrNwwQikcgFzzNW+r5SUFHi93nWT47nGWV09ISRlydpLAcCkrCcBBCo5pAOYXlqeHmR5SGwI4nO73SmhiI8rCTHbconTcd2OK+kB3FvyKKWw2Wyc3dP+/n6kp6ez20crYx8Y0wOA/Px8XLx4EVu2bIFAIMAzzzyDO+64A16vl002/OQnP8GVK1ewY8cOPPzww9Dr9fj0pz8NsViMz372s/jc5z6HiYkJNk7HZGkbGhrQ39/P9tcSQqBQKJCamor09HT09fVxGhfAWG6RXlNm/GWk4PP5QYcmhYO1iE8mk4FSui4Fm4QQzmNRw8RrAD4O4P8t/fvHgOUvEEL+A/7kRgGAc5RSLyHEQghpBNAK4O8B/GCtg2wI4iOExIZyK6MhPkopJ/fP6XRysniiOVeutYrRFFpbrVbMzc0tm/zGtcg5GOkBfvd2cnKStWgPHz7MxvMYfPazn0VfXx9aWlrws5/9bNn2R44cwfT0NJRKJf73f/8XRqORFQKYn5+HRqNBYWHhCkuE6XnlAsb1jJT4uFp8DLiEGsJxkwUCgXA9uzfWA4SQ38KfyFARQiYBfAN+wvsdIeRTAMYB3AMAlNJLhJDfAbgMwAPgoaWMLgB8Dn8tZzmCNRIbwAYhPqFQGPI8gildhINovmOuBMY1pghwT+BE4yKPjIwgPz9/xc0cKfmtRnqA/0EpLCzE8PBwyIRBXl4erFYrEhMTWU05ZmZHX18fsrOzkZSUFLZiDfOZuJAJV9czGuITCoWcPIZwzlUul2NiYiIOwEoNrAixjlnde1d5a/8q638LwLeCLG8DUB7JsW940x0hhMfn80Oex9XFpOGC63ZAdLFBriTN9YbiSnw+nw+zs7OrZqDXkrFnEIr0GCiVymWjIINBKBTC4/Hg/PnzbItaXV0dGhoa2OFFSqUyIgteJBLB5XKFvT6DaGJ1XJMUXI8ZzmeUSqUUfosoKoSjxXczdHaseQcRQn5OCJkhhFwMWFZNCDlLCOkkhLQRQhoC3nucEDJECOknhNwRsHzP0rrfveoQfIFAENI040oK0SRFuJJmNJZiNLFBLsTHFHeHIpK1yC8c0gP8D0xSUtKa8a+tW7eioaEBxcXFSExMBI/HQ1xcHKcaN4A7mXDdLpqHnlGGjhRMNj4UljyJsB4GQsjBped3aKmIGISQVELIsaW/b33ig993PnjVsu8C+BdKaTWAry/9H1dVVx8E8CNCCBMJ/RyAnQD4hJDACl1BOMTHJU7HdTsGXL7A602YgD+hwsXKNJlMYRHmauQXLukxYBrqIwWfz+cctriWVtR6gxDC6XOGs92SAbAm8S09rz8EcAhAKYB7l57rhwF8gTneLU98lNKTWNncTAEwUXg5/po+ZqurKaUjAIYAMNYgb2k7H5bX3gjWssoCxxdGAq7bRQOuZMuMW7yeiETK/2ryo5RGRHrMPpgxjVzAhRQY9zlScCWhaBCO5RYM4ZyrUCgkCM/iawAwRCm9Qil1AXgR/ueaD/+zCx6Pt+Zro4PrGf4DgKcIIRMAvgfg8aXlaQACBwUEVlH/DEALAB6lNLA6dE3i4+rqrlcx7vU45o0410gD6Qz5tbS0wGw2R0R6gJ+EdDodl1OFyWTiRGA2m40d3h0JfD4fO9M3UnAld0ZaPlJ4PJ41Lene3t44AKtLNf8Vqz3DzwD471slxsc1q/s5AI9SSn9PCPk7AP8D4DaEqKJeUlI4GuR94vP5pMePH1/1YA6HA3w+HwMDAxGdpNfrhdPpRKh9rwaLxcJpO7vdDr1eH3Fs0ePxwO12c2pb4nqujLx9JHVZPp+PfTi7uroi3tbn83E6VwA4depUxNaEzWYDj8fD1NRURNt5PB7YbDbO58plO0acdWhoKKLtmHkqoY45NzcnARBOPCToM0wpHQOwKysri94MFt1a4Ep8HwfwyNLf/wu/NQesXl0dCh5KqXXPnj2rihQMDAxAKpVGPL/CbDZjcHCQU8/l8ePHVzS1h4OLFy8iOTk5Yjmrubk56HQ6lJdHlJUHwP1cOzs7kZWVFXZ7FRPT2759Ozo7O8Hj8VBXVxd2nR+j4bd169aIz/XEiRMRiSYwGBwcRGxsbMT3jsViwcDAwE1z72i12pD6j7t27Zp96623Vk4dX4k1n+GbwaJbC1ypexoA0yC5D8Dg0t+vAfgIIURMCMnBUnX1GvvyuN3ukFeSa+yD63bRgBDCqQKfaZG6nmAG5IQDhvQqKiqQmJgIPp8fVqlLIEwmE6cCbSC6zD6XToObLUyylhXmdrsp/IW/a+E8gAJCSA4hRAR/svK1wBXeE67uKtXVnwHwn4QQAQAH/FpYa1VXrwbPWg/8tcx2hQKXG5EpQo0U0TapB5sHsRYUCkXQ2a1X42rSYxBpkXM0s0+4gmu23OVyXfdkE9dkXDj36ZJxsSbxUUo9hJDPwx+W4gP4OaWUFTAl175l7bpgTeILUV0d1AdYrbo6BDwejyfkt3YjrKhrWUW/ntsBfy0TiXTouVwuR1dXV8gHZzXSC9xHuOQ3NzeHnJyciM4R8LudXAUTuHbSRCNSwRVcdPyA8AgzAosPlNI/wy/oGRQ3g0W3Fm54lJJS6vP5fKFlojkWdkZTi8W1/ismJoaT5RaNW861TITP57NDf4JhLdILPP5abq/ZbIZQKLzus0+4tjtyJcxouoW4nms4pVAOh4PA751FjVvB1b3hxAcAbrc7JKtxJaFoyISr6xmN5UYIYeeqRgKuhcGAvz92cHBwxfJwSY/BWuQ3NDTEys1HikjqDQNBKeXsPnJtPYymV5sr8YVzrkv3B/ciyiXcKuUsG4L4fD6fI5Rlth6KF5HiRjSpMwNnIkVcXFzYCYarIZfLIRaLl5V7REp6gfsKRn6zs7NwOp0Ru+IMuFp80YjJXu9ebQZcSXqtc3W73Z71UGYBNi2+dYNQKNSFKmyNhky4No3fiFYnrpYbIQRCoZBVF44U5eXlGBgYgNPp5Ex6DK4mP4/Hg0uXLqG6uppzVtbn81131RqupMmVMKPpMlrrmHa7HZTSyKu4V8Gt0LmxIWSpKKWTWq0WmZnB1bG5ZkqBvxJYpDejRCLhJChJiF/CnYtAglwux/j4eMTHBPwDrycnJ1FQUBDxtiKRCGVlZWhtbYXX60VlZSUn0mPAkN+5c+cgEomQn5/P2fKanp7mPJjdaDRCqVRGvB2jos11xgvXsaLRuMihtl0amsStZeYqMPf3zY4N8QkcDseIVrt6bWU0pvP1VucAuCcboullTUtLw9TUFOeYZnx8PPt5uSo5B0IqlUIoFMJqtXK2ugD/cPXVfhDXAleLz2q1ciIvwG9dXW8X2e12h/yR1Wq1oJSuXbcUJjZd3XXC/Pz80NTUVMh6FR6Pxynwz5XApFIpZ/VehULBOcsqEok49ZYKhULI5XLMzc1FvC3j3tbW1qK0tBSnT5/m3FML+MtWmpubkZOTg8bGxoiKnANhMpnA5/M5WYtutxsej4cTCYWrWhMMXFW0o1HnAUIbB9PT07DZbFc47/wq3Aqu7oY4Q0rp9NjYWEiWuRG6akxhcKSQy+Wcs6wajYYz6eTl5UXc53l1TE+j0WDbtm2YmJhAW1tbRAS+uLiIjo4ODA4OoqGhAenp6WGLmQbD8PAwp4HuADAzMwO1Wr32ikFgNBo5Z5GjGYPKhfjC6UyZmpryLCwsDEe88yC4VbK6GyLGB0A7OjrqALCqj8UQWKQuSFxcXFjdCcHAtTCYa3YWAJKTk9HV1cWp9IOZILawsBBWbGu1RIZYLEZ9fT3m5ubQ19cHl8uFpKQkKBQKyOVyiEQiUErhcDhgMplgNBoxNzcHQgjy8vKgVquX3fxcZngsLi6yMvRcoNPpOJfPGI1GToQbTaG12WxeNmg9XIRDmEtGRTh9umHhZiC2tbBhiG9iYiKkq3sjXFYm5hYp8fF4PAiFQk6/4rGxsXC73ZwLYcvLy9He3o4dO3aEtATCyd6qVCqoVCo4HA4sLCxgYWEBo6OjcLvdsFqt6OjoQHx8PBQKBTIzM0O6pJGQH6UUnZ2dKC8v5/SQeb1emM1mTu4qo5JzLYVdV9u2rKws4u3CJD4XNolvGTaEqwtgRq/XhzwXmUzGSX6cEAKRSMSppCWawmCNRgO9Xs9p27S0NM5WqkwmQ3p6Ovr7+1ddJ9KSFYlEgtTUVJSWlqKxsRE7d+6ETCZDU1MTysrKkJaWFlYcLly398qVK1AqlREP5Wag1Wqh0Wg4PaCzs7NR1RtycZEZuS4uYxIsFsuayajx8XGKdSI+JgS01mujY0MQH6XUa7fb3aH6caMhIa7JhmgKg5OTkznH6jIyMjAxMcE5Q5ubmwuDwRC0HCfaOr1osRb5LS4uYnJyEkVFRZyPMTY2hqysLE7b6nQ6zuUzXC0+rgkRIDyyXboPI896rYL1iPERQoqIf2YP8zITQv6BEPJNQshUwPLDAdsEnefDBRuC+ABAIBAMhBIaZQY8cwHXZAMhBAKBgJO1KJPJYLfbOfcYy+VyTqKkgP+8q6qq0N3dvSwTfqNJj8Fq5Me4uFVVVZytBpPJBIFAwKkchVLKufbP6/VyHh/AtSUPWJs05+fn4fP5Ziml3KaVB8F6EB+ltJ9SWr00t6cWgA3AH5befpp5b0kwAST0PJ+IsWGIz2KxvNvW1raqiUMIgUQi4UR+0ViLarWas8ualJTEqbwE4JahDYRMJkNWVhY6OjrYRMRGID0GwWZ49PT0sEkUroimJ9hgMEAul3Nykefn5zlfV671hsyPWqgfiQsXLoBSepbTia2Ca5DV3Q9geEnleTWEmucTMTYM8ZlMppbm5uaQ/ijXAt9oEhzJycmciS8lJSViyXMG8fHxEIlEnK0+AMjOzoZMJsOFCxdw5syZDUN6DALJr7u7G5RSFBYWct6fyWSCw+GIWMGYwfT0NFJSUjhtq9Vqo3KRuVh8zHjQUGhtbbVrtdpjnE4sCJjOjTDq+FTEP06WeT0QYrcfAfDbgP9/nhDSTfyjbZlAb6h5PhFjwxAfgAstLS0hm1yj6WXlmuBg4nxciqcTEhJgsVg49+4WFxejr68vKo23rKwszMzMIDY2lpMLd63BZIWnpqaQm5sbVcawt7cXpaWlnDPBMzMz0Gg0EW9LKcXCwgKnH5VoEhvhxPdOnDhhAdAe8c5DIEzim6OU1gW8ng22L+JXeX4//CMsAODHAPIAVMOfkPl3ZtUgm3N+MDYM8VFKF2ZnZz3XKsGRmJjIye0khEClUq2qWbfWtunp6ZicnIx4W8DvrsbHxyNUO18oOBwOtLa2or6+HnK5HO3t7ZwEXa8VGPeWx+Nh27ZtaGtr45xMmpubA4/H45wJ1ul00Gg0nLoOzGYz4uLiOG07Pz/P+ZzDcZGXsvsrdceiwDq7uocAXKCU6gGAUqqnlHqXYpI/xV/dWS7zfFbFhiE+ABAIBIOh4lrRJDiiybJGs21mZibGx8c5W21FRUXo7++PuIMkMKanUqlQXFwMpVKJ5ubmqGbbrhcWFxfR0tICsViMyspKKBQKzh0eXq8Xly5dQmlpKefzGR0dRXZ2Nqdto8kER7PtWokNg8EAj8czv56JDWDdie9eBLi5hJDAWMMHAFxc+pvLPJ9VsaGIb3Fx8Xh7++pWOSGEs06eXC6H2WzmZPEkJiZifn6eE3mJRCIoFArOsTqJRIL8/HxcunRp7ZWXsFoiIzc3F9XV1eju7kZ/f/8Nsf4opRgeHkZ7eztKS0tRVFTEPihc29sGBgaQlpbGuWvCaDRyzgQDgF6v5+wiz83NcYpJhpvYIIS0RrzzEIggxhfOvmIB3A7glYDF3yWE9BBCugHsBfAo4J/nA4CZ5/Mmwpvnsyo2FPEZjcbTzc3NxlDrJCQkcBr0TAiBUqnktC2Px4NcLuckUwX4CSeaDG16ejqcTidmZmbWXHet7G18fDy2b98OQsh1t/6sVitaWlrgcDiwY8eOoC5epORnMBgwPz+PvLw8zuc1PDzMefvFxUUIhUJOZSwWiwVSqZRT6U448b3W1laHVqt9J+Kdr4H1svgopTZKaSKl1BSw7GOU0gpKaSWl9P2UUm3Ae9+ilOZRSosopUei+QwbivgAXDh9+nTITEA0HRHRuqyjo6Octo02Q8vU5V26dClkgibckhUej4fCwkJUV1ejp6cHbW1tnGOn4cBsNqOjowPt7e0oKSlBWVlZyIc9XPLzeDzo7u5GVVUV56SIyWSC0+nknO2Oplhar9dH5SKvZWWeOHHCTCld18QGsClLte6glM7r9XpPqHhWQkICDAYDJ7dTpVJhdnaW07aJiYkwm82cBVGjzdBKJBKUlZWhra0tqIvKpU4vPj4eO3bsQG5uLvr7+9Hc3IyxsTHOnzEQHo8HExMTaGlpwaVLl5CWloadO3eGnVlei/wopbhw4QJyc3Oj0g/s7e1FSUkJp4fV5/NhZmbmmpLXalirtY5SiosXLxIAq3cFcMCt0rK2UUQKWPB4vOOnTp26b9++fUHfJ4Sw5BdpeQafz4dUKsXi4mLEDwuToZ2YmOBUIBuYoU1NTY14e8BfTG02m9HT04Oqqip2ebTFyUqlElu3boXdbmfJis/ns2osCoUCMplsVXKglMJqtbJKLUajEW63G8nJyaiqquIcOwslbNDf3w+pVMpJ0YTB/Px8VJlgrVYLtVrNKZvrdDrZmHWksFqtkEgkIUtgLl26BB6PdymaONhquBksurWw4Yhvenr6Vy+++OLhffv2KVZbh3FZudSlMXp3XKyEzMxMtLS0ICcnh9OXX1RUhLNnzyI5OZmzWGNeXh46Ojpw5coV5ObmrmtHRkxMDAoLC1FYWAiXy8USWV9fHxYXF5f92lutVpw6dQperxeUUkilUsjlcqhUKuTn50c1cCcQwchvamoKRqMRW7du5bxfSil6e3uX/YBEipGREdTU1HDalmtCBAgvE/z73//ertfrf8HpAO8BbDjiA3DiyJEj7lBDrpOSkhCqrzcUUlJScObMGeTn50dMXiKRCAkJCZwLXSUSCTQaDUZHRzm3VTHxvnPnzoFSiomJiWvSkSESiZCUlLTMnWKENn0+H5qbm9HU1AQ+n3/NLYBA8svJycHExAQaGxujOu709DRkMhlnN9loNEIkEiE2NpbT9pOTk5xJV6fTrUm4L7300qLb7f4TpwOsgVvB4ttQMT4AoJQ6AVy+fPnyqusIBAKIxWJObWgikQgymSyqDO3wMHcx28LCQoyPj3NuoQP8LntlZSX6+vqg0WiuWxsaI9ogEonA4/EgEAiu20Mgl8uRlZWFixcvory8nFMWlYHT6cTAwEBUdX/Dw8Ocf7yY755LCMDlcsHr9YaUAdPr9TCZTDOU0sir7sPAZnLjGmFmZuYXr7zySsjBE9FkaLOysjA2FqofenXExcVFlaFlSKuzs5NzosPhcLCun8FgwMjICKf93EyYmprC1NQUGhsb0dnZybnDg1KK7u5ulJSUcBJ6BW5sJjgcb+P111/3Wq3W34ZciSPCIb1N4uMIl8v1xosvvhjSJIpmNkViYiJMJtMNy9AqlUooFApOhBUY01Or1di6dSsWFhbQ3d29odrR1guUUvT19bHurUql4tzhAfhdXD6fzzkTC0SfCdbr9ZzFEMKJ7/3mN79ZMJlM/xtypSiwOWzoGoFSOm8wGGZDFezGxMTA6/VyEgAghCAjI4PzDNtoe2gBP3mOj49H9PAGS2Tw+XzU1NQgJiYGZ8+e5SyIsBHh8Xhw/vx5eL1ebN26lXVvuXZ4OBwODAwMoLy8nPM5RZsJnp6e5twT7PP5YLFYQrap2e129PX1OSml61rGEohNi+8awmazvfD666+HTMUzQ7S5IDMzMyqV46KiIgwMDHC2svh8PqqqqnDhwoWwxEpDZW8JISgoKEBubi5aWlo4CSpsNBiNRpw+fRopKSkoKytb8TBFSn4+nw/t7e0oKyvj7OIymeCSkhJO2wP+THBOTg6nbZnymVDEcuzYMRBC/sz1/MLBJvFdQ5hMppd/85vfhOwvY+rquJCXUCiEUqnk3AXCZGi5Wo2Avxg7OzubFQtdDeGWrCQnJ6OhoQH9/f3o6enhpP58o+Hz+dDX14eenh7U1NSErNOLhPx6enqgVqs5j5wE/G5mNJnghYUFSCQSTnOCgfBigy+88MKCTqf7DacDvIewYYmPUtrf29vrDJX9FIvFkEqlnNutos3Q5ufnY2RkJCqCYaaTrVaeE2mdXmxsLJqamhAXF4fm5uaw+ns3ChYWFtDc3Aw+n48dO3aERTDhkB/zHXGd0Qv4CXlgYCCqWSBM7SUXWK1WUEpDCjF4vV68++67HgBnOJ7imthMblwHeDye37z00kshWSWaDK1MJoNYLOacoRUKhcjNzUWo0ptwUFpaioWFBUxPL5cX41qcTAhBdnY2Ghoa2E4MruU71wNmsxmtra0YHBzEli1bUFBQENHDE4r85ubmMDk5ierq6qgeyMHBQaSkpHC21kwmE1wuF2cx2PHx8TWtvaNHj4JSepRSek1N/c3kxjXG/Pz8M08//XTIJ1alUrEtUlwQbYY2MzMTVquV82wNwH8j1dXVYWBggFWPWY+OjNjYWNTW1qKsrAz9/f04f/78NRUjiBRmsxkXLlxAT08PCgoKsHXrVs5uZDDyY9r76urqouofNZlMmJmZicpijDYTrNPp1swEf+9735vT6XRPcT3HcLFp8V1jUEqnFhYWhkJp0d3oDC0hBNXV1bh48WJULq9QKMTWrVvR3d0NvV6/roOB5HI5GhsbkZubi4GBATQ3N2NiYoKTnH608Pl8mJ6expkzZ3Dp0iWkp6dj27Zt6yKLH0h+MzMzaG9vR11dHWcrjTnfrq4uVFVVcbZkos0ET01NQaPRhCRvrVaLvr6+eUppD6eDRIBN4rsO0Ol03/6v//qvkKJx66FyHE2GNiYmBjk5OVG7vDExMaisrMS5c+eQk5Oz7h0ZiYmJaGhoQE1NDaxWK06ePIn29nZMTU2tiyLLavB4PNBqtejo6MCJEydgMBhQUVGBpqamNbOUkUIul6O4uBitra0oLi6OSrkF8Lu4ycnJnOfeRpsJppRidHR0zUzws88+azOZTE9zOkgEuFVifBuxV3cZfD7fkddee83+/e9/X77aL7dQKIRKpQrLHQgGiUQCtVqN8fFxzvLjmZmZOHv27JpyQaHgcDjQ3d2NmpoaDA4OIi4u7poMCIqNjUVxcTGKiopgMpmg0+kwPDwMgUCAhIQEKBQKKBQKSCQSTjexw+GA0WiEyWSCwWCAw+GAWq1GVlZW1LG2tWA2m9HX14eamhr09fUhLi6OszIz4+Ju376d8/lEmwk2GAyIiYkJabV6vV787Gc/s9pstue5nmckuBmIbS1seOKjlHpUKtUvnnvuuX984IEHVm3QzMnJQVdXF+eK+IKCAjQ3NyMjI4NTPIhxec+ePYvt27dHXCt2dUxPqVSyVks0XQZrnTNDcsXFxbDb7ays1OjoKBwOB/h8PsRiMSQSCSuFxOPx4HQ6MTw8DK/XC4fDwb68Xi/EYjG734yMDM6N/JFifn4e3d3dqKurYwkvmKRVOPB4POjs7MSWLVs4u7iUUgwMDKChgfP417DUod944w2f2+0+Qinl1sf3HgSJZnTh9QIhJCkvL+/S4OBgUqhfm7a2NmRlZXG2uIaGhkApRUFBAddThVarxcjICBobG8N+YFZLZLhcLrS1tSEpKYmTmsx6wOv1wul0ssTm8XhAKUV/fz+Ki4tZwQiGGG+UCOXo6CgmJiZWxPRMJhMuXLgQEflRStHe3o6kpCTOPbWAPxNrsVhQVlbGaXuTyYSLFy+uaXHW19fPtrW1baeUrus0tWAoLS2lzz+/tmFZU1PTTimtu9bnwxUbPsYHAJTSWZvNdvrdd98NuV60GdqcnBxMTU3BZgupjxASKSkpUKlUYQ8HCpW9FYlEaGxshN1ux4ULF25IMoLP57MzeVNTU5GZmYmsrCyIRCJkZmYiNTUViYmJnGdHRAufz4fu7m7Mz89j27ZtK1xCLu1tg4ODEIvFUZGey+XC8PBwVD+i4cQGe3p6MDU1NXw9SI/BrRDjuymIDwC0Wu03n3jiiZA1I9FmaPl8PsrLy9HV1RXVEO+CggI4nc416wvDKVnh8XiorKxEYmIiWlpaoiLlWw1OpxNnz55FTEwMampqViXeSMhPq9Vifn6es5XGoKenB0VFRZzb45hM8Fox3m9/+9sGrVb7dU4H4YBbJblx0xAfpbSrv79/emlA8qqINkOrUqkgk8k4F0UDf433jY2Nrdo3G2mdXnZ2NkpLS3Hu3DmMjY1FRcy3Aqanp9HS0oK8vLywCp7DIT+z2Yz+/n7U1tZGVYSr1WpBKeU8YiDcTLBOp8OxY8dMAP7C6UAcsV7ERwgZJf5Rkp2EkLalZUpCyNuEkMGlfxMC1n+cEDJECOknhNwRzWe4aYgPAHQ63cOPPPJIyP7dwAwtV5SUlGB0dDQq60ogEKC+vh7d3d0r9sO1ODkxMRE7duyA0WhEa2sr5+HqNzOcTifOnz8PrVaL7du3R6SEHYr8nE4nLly4gNraWs5WGuB3cfv6+lBRUcF5H+Fmgh9//HGT0Wj8Mr3Ov4LrbPHtpZRWB8QDvwzgHUppAYB3lv4PQkgpgI8AKANwEMCPCCGcYys3FfFRSk90dnYOnD9/PuR6BQUFGBkZ4RwTEwgEqKioiEosFPDX5TEy8cwQ9Gg7MgQCAaqqqpCXl4fW1tb3jPVHKWWtvPT0dM4EFYz83G43zp07h5KSkqjr/hgXl+vMESYTvFZP8NDQEI4cOaJzOp2/43SgKHCNW9b+BsCvlv7+FYC7A5a/SCl1UkpHAAwB4Jwuv6mIDwD0ev1nH3rooflQD7tQKERGRgauXLnC+TiJiYmIi4uLyuUF/KKj5eXlaG1thdlsXreOjKSkJGzfvh1msxmnTp26qcQIIsXCwgJaWlqg1+uxfft2ziVLDALJj7Ge8/LyOA//YTA9PR2ViwsAExMTUKlUa3abPProowuzs7MPXW9rLwKoCCFtAa8HgqxDAbxFCGkPeF/DDBFf+peR00kDMBGw7eTSMk646YiPUto1MTHR+vbbb4f8wnNycjA5ORmVMOd6uLyAP26Yl5eHkydPori4eN06MoRCISoqKlBbW3tTiBFEikDxgoqKCmzZsiUqNzQQcrkclZWVaG5uRnJyclRkBfhd3P7+/qhcXK/XG1YmuKOjA21tbVe8Xu87nA/GEREkN+YopXUBr2eD7G47pbQGwCEADxFCdoU6dJBlnEn/piM+ANDpdJ9/5JFH5kMlMPh8PvLy8rBWMiQUBAIBKisr0d7eHlUpicPhwNDQEIqLi9Hf38+6vesFqVS6QozgZibAYOIFXFvGVoPb7UZvby8KCwsxMTHBeYYH8Ne6v5KSkqjGag4PDyM9PX1Ncn/ooYfmdTrd/8f5QFFivWJ8lNLppX9nAPwBftdVTwhJWTpOCgDGlZkEECjOmA5guZxRBLgpiY9SOmIwGP780ksvhWSjjIwMmM1mVvGEC5RKJTIyMjjH+wJjevn5+SgtLcXZs2evSWIiUIxgaGgIp06dwuTk5A2p/4sUjHhBS0sLLl++vK7iBVfD5XLh7NmzyM3NRWFhYVQzPAD/8G6lUhlVh43FYoFOp1uzS+PYsWN0ZGSknVJ6gfPBosR6EB8hREoIiWP+BnAAwEUArwH4+NJqHwfwx6W/XwPwEUKImBCSA6AAwDnOn2HjhghCgxCizsrKujg4OJgUatSg1WrF+fPnsXPnzqgKbLu6uiCVSiOSJlotkbGwsMAqflyLB5uBzWbD2NgYdDodVCoV0tLSkJCQsC51VsePH8eePXui2gelFCaTCdPT09Dr9UhKSkJ2djbn3tpwwFiTJSUly2J6XDo8AH93hl6vR11dHefr6vP5cPr0aVRWVkIul6+6HqUUFRUV85cuXWqklA5xOliUKC8vp7///e/XXK+4uDhk5wYhJBd+Kw/wt86+QCn9FiEkEcDvAGQCGAdwD6V0YWmbrwC4H4AHwD9QSo9w/Rwbvld3NVBKZ9Rq9a+effbZLzz00EOr+hdSqRRZWVno7e2NashMRUUFzpw5g7i4uLCC4KGyt0qlElu3bkVbWxtycnJCyqtHg9jYWJSUlKCoqAgzMzMYHR1FZ2cnEhISkJycjKSkJAgE1/cW8Hq9mJubg06nw8LCAuLi4pCSkoKioqJr3vmh0+lYAYOrXefAhEe45LewsIDR0VFs27Ytqh+T4eFhJCUlhSQ9AHjllVe88/PzR28U6QF+a289hEYppVcArJiovjQLeP8q23wLwLeiPjhuYosPAAgh8ampqQP9/f2aUDcqpRRnzpxBUVFRVIkFp9OJM2fOoLa2NmTZQ7glKx6PBxcuXIBUKkVpael1qXinlMJgMECr1WJ2dhYikQhyuZwVFYiNjQ3rPMKx+CilrFIL83I6nVCpVOwg9Ouh1kspxeDgIObm5lBXVxcyhhau5We323H27Fls3bo1KhEGs9mMzs5O7NixI+S1cLvdKCoqmhsZGalksp43AhUVFfSVV15Zc73CwsIN3at701p8AEApNSckJDzx6KOP/ttPf/rTVX8uCSGoqqrC+fPnsWPHDs5WjlgsRk1NDdrb27Ft27agD1AkdXpMkXN/fz9aW1tRW1uLUG77eoAQAqVSybrYDocDJpMJRqMRk5OTsNlsEIlEiI2NXSY+IJFIIBKJwOPxQAiBz+eDzWaDz+eDy+VaJmTgdDphs9ngdDoRExPDkmp2djZnqSuu8Hq96OjogFgsDks4IhzLjxl7WVlZGRXpRSJy+uSTT1otFsuzN5L0GNwMLWlr4aa2+ACAEELUavWZl156qWHPnj0hv5GRkRFYrdaoXF7grwosW7duXeaeRVOcPD09jYGBAVRWVl7TuF84cDqdsNvty8jM4XDA5XKBUgpKKebm5pCUlARCCEQi0QqSZF43Eow1lZWVFbHgwGqWH6UUbW1trL5gNGBaK4uLi0Ou193djdtvv71/Zmam/FrP01gLFRUV9NVXX11zvfz8/A1t8d30xAcAhJDMzMzMtkuXLiVdD5cX8JPozMwM6uvrwePx1mVGhtVqRWdnJ6uPd6MknsLBeiQ3rhV8Ph8GBweh1+tRXV3NuRTmavKjlKKjowNSqTSqaWtAZC5uZWXlfF9f3x5K6cWoDroOuFWI76YsZ7kalNJxo9H4zUceeSSkRD0jHtDT0xO11HpOTg5UKhXa29ths9nWpSNDKpWy0kqnTp2KqgznvQqz2Yzm5mYAwI4dO6Kq/wt0ey0WC7q7uyGRSFBYWBjVOXq9XnR2dobl4j7xxBPWubm5n2wE0mOwqc6ygWA2m3/8xhtv9B07diykCRsbG4uCggJcuHAh6h7XvLw8SKVSHD9+HOXl5evSkUEIQW5uLurr69Hb24tLly7dFHV4Nxo+nw/9/f0soRQVFa1L4kQul2PLli1obm6G1+vlPCmNAaUUXV1dyMjIWDOL293djWeffXZybm7um5wPuM5gsrqb4yU3CCildGZm5p5PfvKTc2sVoqalpUEul6O3tzeqYzocDszMzCA1NRUjIyOcpbCCgbH+JBIJTp06hampqfeEGEGkoJRCp9Ph1KlTAPxW3lqEEun+x8bGoFarYTQaEWrAfTi4cuUK+Hz+msOD3G43/u7v/m5+Zmbmb290XO9WxC1DfABAKZ0wmUxff/jhh0O6vIBft29xcRETExNrrRoUgTG96upqKJVKnD9/fl2tM0II8vLy0NjYiPn5+VtejCBSMOIFWq0W9fX162blMWBiekKhEDU1NaitrY2qw2NmZgY6nS6sft5vfvObi3Nzcz+ilIYn5X0dsenqbkD8/+2deXRT55nGn1eWvGC8YkuybLBds9iG4ngBhyWBTCfTpu2QZJoJlNIm0Dkz6WRtwkxOQjKTk0zahFBymjQtk0DOSdLQJB1CyxQGkhDA1Kw2GIyxWbxhY0u63iTZ2Fp83/lDS4RjW14kW7a/3zn3IF9d3ftJfPe53/J+z2symf577969Fw8ePDho84iIkJeXh5qammGva+1vIiMjIwNqtRqnTp3ye6rG8PBwLFy4cNKaEQyX/swL/J3QqLe3FyUlJYiMjPR0b0diY+/GYrHg4sWLKCgo8CnOZWVl2L59e0Nra+uLo/kOgUIIXxDi6vLev379+paOjo5Bj3XH0ZWVlQ157exgs7fp6elITU1FcXHxqBa9D0RfM4JTp05NqQkQ9yxrIM0LAGdw8rFjx5CYmIh58+bddCOPRPzsdjtKS0uRm5vr08Sgp6cHa9asaTUajfeJLm7gmHTCBwDM3Nje3v7IqlWr2n11PadNm4ZvfvObKCkp8dlNHUrIik6nQ25uLkpKSgLWLXWbEcyePRs1NTUTyoxguMiyjObmZhQXF6OqqgozZ84MmHkB4Ow+nzhxAtnZ2QPmWB6O+Lnj/ubOnetz7JGZsW7dOpPRaHyRmUeXnT6AiMmNIMZisXxSVVW1/ec//7nF17EJCQk+HViGE6cXExODJUuW4MqVK6iurg7YpER8fDwKCgpQUFAAs9mMoqIiXLhwARaLz68c9HR1daGyshJHjhxBa2srbrnlFhQWFnqCpgPBtWvXcOHCBRQWFg7p/3go4ud2bhmK398rr7xy4+jRo//b1tb2xrALP0YMw48vqJkUAcwDQUQKtVr92ebNm2974IEHfDpYnj9/HkqlEtnZ2TftH2lwsjv1ITNj4cKFAQ9IlmUZBoMB9fX1sNls0Gg00Gg0iImJ8Xtl9HcAMzN7rJmMRiMUCgVmzZqFpKSkgP9uzIyLFy+iq6sLeXl5w1rSONja3urqarS3tyM/P9/n7793797e9evXn5Mk6VZm9u8gsR/Jycnhffv2+TwuJSUlqAOYJ7XwAU6vL7VaXbZnz57ZhYWFgx7bX2T+aFdkMDNqa2vR1NSE/Px8n5bi/sJut8NgMMBgMMBsNnv84hISEvwiJP4QPlmW0draCr1ej5aWFkRGRkKr1UKj0YzK0HM42Gw2nDlzBrGxsV8bzxsq/YlfXV0dDAaDZ2XPYFRVVWHlypWNBoMhl5kHTaE63uTk5PD//Z9vN6jk5GQhfOMNEaUmJyefPHnypCY5eXCbfrebbmxsLFJSUvyWI0OSJFRUVCAjIwMpKSlj2h1wC4zBYEBLSwuUSiViY2M9rizTp08fdnmGK3zMjK6uLo8hQkdHB2w2G+Lj45GUlIQZM2aM+RK95uZmVFVVITMzc9R5PLzFr62tDdevX8fixYt9fidXi7Cltrb2jmBanTEQOTk5vH//fp/H6XQ6IXzBgFKpvC0rK+tPp06divfV6pJl2ZMcqKCgwG85Mux2OyoqKmC1WpGTkzNui/htNhs6Ojo8ItTV1QWlUomYmBhEREQgPDz8JtMBpVL5NWHsT/gcDsdNpgZuswOTyQSbzYbIyMibLLDGqlXXF5vNhvLycsiyjIULF/qtHCaTCSdPnkR4eDiWLl3qs8vscDiwYsWK9rKysn/q6ury7fUUBOTk5PCBAwd8HpeUlBTUwjehbamGg8PhOBoXF/fC2rVrX/z0009jB2vh2Gw29PT0YNq0aWhvb/drcqBbbrkFRqMRx48fx+zZs8e89QcAoaGhUKvVUKvVnn02mw1msxnd3d0eDz23gDkcX4+qsFgsOHz48E37lErl11xaoqOjMWfOnHETub7o9XpUVlZi3rx5o04w1BeTyYSwsDDPA8CXmeljjz1mvnz58raJInpuJsLkhS+mjPABQHt7+5tqtbrg5Zdfvu+5557rN+LVPaa3cOFCxMXFobS0FJcuXRq1G4c3arUacXFxuHDhApqamsa19ecmNDQUCQkJQzqWmYPanaU/vFt5S5cu9bsQ19XVeZKcu9MdDGZmun37duuuXbuOt7S0bPJrQQLMRJm19cWkDWcZCEmS/umNN944+/bbb1v7vtd3IkOhUCA/Px+dnZ2orKz0a1iKSqVCbm4u0tLScPz4cb+v9Q0kE6nyMzMaGhpQXFwMrVaLRYsW+V30qqurYTAYsHjxYs+QwWChLrt27XI8++yzV1zrcKfGWFOQMeWEj5ntkiTd+dxzz5W///77nqS7A83eKhQK5OXlwWazoayszO9BwhqNBsuXL4fVakVRUZEwI/ATbvOCoqIimEwmLFu2DL4mtkZyjYqKCrS1tWHRokU3TWQMJH579+7t/dnPfnZVkqTbmHl0jgfjxGSI45tywgcAzNwtSdLKjRs3Vn788cd2XyErROTJgHX8+HG/58VVqVTIzMwUZgR+oq95wYIFC/yWiNyN3W7HyZMnERISMuD6277i98UXX8jr16+vlSRpOTN3+LVAY4gQvgkMM3dJknT7Y489dnXLli3sK2TF7ZM3d+5cHD9+HL7WAY8EYUYwOsbCvAAAOjs7UVxcjFmzZiEzM3PQG90tfjt27MCPfvSjBkmSlrkyiU1Y/JRXdyYRHSKiSiKqIKLHXftfIKLrRFTm2r7r9ZlniOgqEV0iom+P5jtMqcmNvjCzmYiWvvnmm8fnzJmTsXr1ap+ZftRqNaZNm4bS0lLMnj3b790n4CszApPJhIsXLyIkJAQZGRmIj4+fEE/TsaajowPV1dXo6elBVlZWQHOWGI1GXLx4Ebm5uUP2/Tt9+rT8y1/+ssFoNC5h5gnflPdTHXQAeIqZz5AzsXgpEX3ueu91Zt7S55rZANYAmA9AB+ALIprLzCMae5rSwgcAzNxBRIWPPvpokdVqzfrJT37is080ffp0LF26FGfOnIHZbPb51B8p7jW/7e3tqKmpQUVFBdLT06HT6YI6H8dYIMsy9Ho9ampqoFKpkJGRgRkzZgTswcDMqKmpgV6vx5IlS4Y8QbJ3797eDRs21BqNxmWTRfT88Ru7ssU1u15biKgSwGCtiLsBfMTMVgC1RHQVwGIAx0dy/Snb1fWGmc2SJC3buHFj+TvvvDOkATyVSoXFixeDmXH69Ol+Y938RVxcHPLz87Fo0SJ0dnaiqKgIFRUVAbG+CnZu3LjhMS9oa2tDbm4uCgsLkZCQEDDRc+fIsFgswxK9Tz/91LF+/fqrRqPx1skgesMkgYhKvLZ/HuhAIkoDkAvgpGvXI0R0nojeJaI4175kAN6uwY0YXCgHZcq3+NwwcxcR3bZp06YvWltbc59++ukIXzcSESE7OxuNjY0oLi5GTk4OYmNjA1bGiIgIZGVlYd68edDr9Z64tJSUFGi12qAJEvY3NpsNRqMRDQ0NkGUZs2bNwu233z4mrV6LxYKysjIkJycjPT19yOK6Y8cO2zPPPHPZNXvbEdhSji1D/A1ahrJyg4imA9gF4AnX0NPvALwEgF3//grABgD9XXTE4Q9C+Lxg5m4iumPr1q3vnz179jvvv/9+zFDEJCUlBTExMTh37hxmzJiBuXPnBvSmVCgU0Ol00Ol0uHHjBq5fv47Tp0+DmaHRaKDVahEVFTWhxwM7OzthMBig1+vR29sLjUaDBQsWICoqakyuz8y4evWqJ8B8qA80h8OBxx9/3PLHP/7xhCRJ907UkJXB8Fe9IiIVnKL3ITN/CgDMbPB6/x0Af3H92QhgptfHUwA0jfjaImbs6xARxcfHP5mSkvLsgQMH4rVa7ZA+x8yorq7G9evXA9766w+r1eoRi66uLiQkJECr1XqCsf1JIGyp2traoNfrIUkSwsPDPU4tY+Vo48ZisXgeYsPJ49HR0YHvf//77ZcvX35bkqRnJmNwcm5uLh85csTncTExMYOu1SWner4HoI2Zn/Dan+Qa/wMR/RxAITOvIaL5AHbCOa6nA3AQwJwpM7lBRDMBvA9AC0AG8DYz/5qIXgPw9wBsAKoBrHdNXKQBqARwyXWKE8z8kOtcKwFsAfAlM/+7+xquCvur0NDQskWLFu3805/+pM7Pzx9K2TB79mxoNJoR3TijJSwsDLNmzcKsWbPQ29uLlpYWNDU1oaKiAiEhIYiJifGYBERFRY2bUy4zo7Oz0+PSYjKZYLfbERsbC61Wi3nz5g3LE8+f5Rrpg+vSpUu46667WiRJ+leLxfJH7/eIKBxAEYAwOO+5/2Hm/ySifwTwAoAsAIuZucR1fBqGWWcnIMsA/BhAORGVufY9C+CHRHQLnN3YOgD/AgDMXEFEnwC4COeM8MMjFT1gArb4iCgJQJL3NDiAe+Bs+n7JzA4iehUAmPlpVyX6CzMv6OdcHwN4EMB/AXiHmav6OeYbarX689dff33m2rVrfYa7uBnv1l9f7HY7TCaTx5HFYrEgJCQE0dHRN7myhIeHIzQ01Gd3xleLj5lhs9lgtVrR09OD7u5umM1mmEwmOBwOTJ8+3SPCMTExfg8wHi4jbeUBwL59+3o3bNjQbDAYvsvM5X3fd7VuIpm509W9+yuAxwGY4Hx4/zeAjX2Eb8R1NpDk5eUNqcUXHR0t3Fn8yUDT4Mz8mddhJwDcN4TTKeB8ssjof/AUzFxDRLc88cQT/3vmzJn8zZs3Tx/KTdFf62/OnDnj0pIBnLPQCQkJNxkROBwOjxi2trZ6rKSsVqvnO7gtqtzWVAqFAkSEnp4eVFZWQpZlMDN6e3s9n3evOQ4NDb3J4kqr1SIzMxMq1ZCfHwGnt7cXNTU1wx7LA5zi/uqrr97YunXrJUmS/m4gE1FXD8I9Ba9ybczMlcCwx8x81lmBbyac8HnTzzS4mw0APvb6O52IzgIwA3iOmY+69m8HcAzAIXcl7A+XwP7NBx98sPXs2bMP7N69O3ao2b2ioqKwbNky1NbW4ujRo0hLS0NqampQJGRRKpWYMWPGgCtWZFn2tNgcDgeY2bOFhIR4AqqJCCEhIR6RmwgxhsyMxsZGVFdXQ6fTYfny5cMqd09PD9atW2c6evToXkmSHvRlF09EIXD2TmYDeIuZ+9bZvoyqzgaSiTxp5sG7Mk+kDcB0OCvSP/TZvwnAbnzVjQ8DMMP1Oh/OWKDokV43Ojr6x2lpadKxY8d4uNhsNq6srORDhw5xY2Mjy7I87HMEC4cOHRrvIowIWZa5ubmZDx8+zOXl5Wy1Wod9jnPnznFmZmZLfHz8kzz8ehsL4BCABV77DgMo8Prbr3XWn1tubi5bLBafG4CS8S7rYNv4NztGQH/T4K79DwD4PoAfsavWMLOVXWsjmbkUzomPuSO9tslk+qCurq7wnnvuKXv00UctQ83HCwgzgvHGbV7Q1NQ0IvMCu92O559/vuvOO++8XFVVtbK1tXXrcMvAzpi+wwC+M8gxfq2z/kaYFIwDroHiHQAqmXmr1/7vAHgawCpmvuG1P9HVzQARfQPAHAA1oykDM9cYjcb8Dz/88MUFCxa0nDhxYlifF2YEY0tf84K8vLxhmxeUl5cjJyenddu2bb82Go0LeBj5MVx1MNb1OgLA3wIYcFIiEHXWn0wG4ZuIY3wDTYO/AWcX4XPXD+8OAbgdwItE5ADQC+AhZm4bbSGYWQawhYh233333btWr179jc2bN0cNx0m5rxmBQqEI+JrTqYR7jXN3dzeysrJGlELA4XDgpZde6tq2bdt1o9F4H/czazsEkgC85xIzBYBPmPkvRHQvgDcBJALYS0RlzPxtBKjOCr5iwoWzBCNEpIiLi3sqLi7u33fu3JngK43lQLhv1K6uLqSlpSE5OTloJwqC1XpelmU0NzejtrYWoaGho3K1uXDhAu6///5WSZLebmlp+U8O4ny3Y0VeXh4XFxf7PG7atGkinGWy42r9vUZEu1etWrVrzZo16a+++uqwWn/AV2YEPT09qKurQ1FREdRqNVJTU30mrpnqdHd3o76+Hs3NzVCr1SPqzrpxOBx4+eWXb/z2t791t/LO+7m4gnFGtPj8DBEp4uPj/y0yMvKpX/ziF3Fr165VjjR0xd16qa+vBzMjNTUVSUlJQdEKDIYWnyzLMBgMqK+vh8PhwKxZs6DT6UYcK8nM2LNnj/zUU0+1mUymd1taWp4Trbybyc/PH1KLLyIiIqhbfEL4AgQRJarV6ldiY2NXvf766/F33XWXYjTjdl1dXbh27Rr0ej2ioqKg1WqhVqvHbcXDeAmf3W6HJEnQ6/UwmUxITExEamrqqM0Ljh49ikceeaTFaDQe0uv1TzJzo5+KPKmYLMInuroBgpklAD8lotSf/vSnv9bpdMvfeuutGbfeeuuIzhcZGYmsrCxkZmbCbDZDr9fjxIkTCAkJgVarhVarRWRkpH+/RJDQ3d0NvV4PvV4Pm80GtVqN9PR0xMbGjnoSqLy8HA8//HDrlStXzuv1+n/lMV4CNhGZDBNvQvgCDDPXA7iHiBbce++9v8vOzs7+zW9+E5+VlTWi8xGRx2xg3rx56O7uhsFgQHl5OXp6epCYmAitVou4uLigWB0yEmRZhslkgsFggMFggEqlglarRU5Ojt9yaNTV1eHJJ59sP3bsWL3BYPgXZj7llxMLJgRC+MYIV9zXbUS0/I477vjdypUrk1977bW4mTNn+vzsYERERCAtLQ1paWlwOByQJAkNDQ24cMEZZuZtBBAdHR0U44PeyLIMi8Vyk1OLLMuIjo6GRqNBRkaGX9f2SpKETZs2mf785z9LLS0tj8iy/BmL8Z5hIVp8gmHDzH8looW7du36+8OHD29dvnx5/KZNm+Jyc3NHfW6lUomkpCQkJSUBcM5Oms1mdHR0oK6uDmazGQA8LcaYmJgxW1/rXvfb3d3tETq3yEVFRSE2NhYpKSmYP39+QIwcqqqq8Morr3Ts37/fbDabN3V3d+90zcYLpiBicmMcca1CWaHT6V5MTEzMev755+PvueceRSBFqLe31yOGZrPZp6OKt02VtztLaWkp8vLywMwehxa73Y6enh7PNpDTi1voYmJiAupWI8sy9u/fzy+99FJrfX19vcFg+A9ZlvcLwRs5+fn5PJSVSqGhoUE9uSGEL0ggonSNRvOsSqVa9eCDD0Y+9NBDkYFIXTkYzE4PPbdodXd3w2q1wm63e8TNvTU1NSE5OfkmQVQqlR6xdItcWFjYmHeNJEnCjh07erZt22axWq0H9Xr9izxOTiaTjfz8fD550pexDKBSqYTwCYYOEU2LiIhYExsbuzEjIyNx48aNM773ve/RePn4DUQwxPF5I8syDh48iC1btrScP3++o7Oz843Ozs73mNk83mWbTEwW4Quuu0kAl8HCuwDeJaL5V69efYqIvrdy5Url2rVr47/1rW+NeQ6KYMVms+HIkSP46KOP2g8cOOCQZfnL5ubm11yOJoIAMFFMCHwhhC+IYeYKABuIKOQPf/jDki+//HIdEX137ty54evWrYtbtWqVUqPRjHcxx5TW1lbs27dP/v3vf9967tw5u0Kh+Ly5ufkDAEeZ2Tbe5RNMDITwTQDYmVTlr64NRDT3/Pnz973wwgs/jImJ0axevXr6D37wg4j58+dPiqdxXy5fvozdu3f37Ny50yxJUofVav24ra3tEwAVIhRl7JkMdUyM8U1wiGiGSqX6rkajWc/MC3JycrBixYroRYsWheXl5SEmJiYg1w3UGF9nZyfKyspw6tQp+5EjRzrOnj0LWZavtLS0vGe1Wvcws97vFxUMmYKCAj59+rTP4xQKhRjjEwQOl1PvBwA+IKKQ69evZx44cKBAo9H8DTMvViqV8dnZ2bRixYrowsLCsLy8vHHP+ObGYrHg7NmzOHXqlK2oqMh0/vx52Gy2jpCQkFK9Xv+Fw+EoAXBRGAVMTlzmwb8GEAJgOzO/MlbXFsI3iXB1iStc23uAM8lNQ0PDvM8++yw/KSnpW8xcqFQq4135dxWpqanhqamp03Q6nSIpKQk6nQ4ajWbU8XW9vb0wGo1obm5GU1MTmpqa+Nq1a111dXU9DQ0NvXV1dQq73d6hUChO6/X6g729vSVwumoLkQty/NHVdZmyvgXgTgCNAE4T0R5mvjjqkw/l+qKrO/VwVbok96ZUKnXx8fGzw8LC0pk5xeFwqENCQsJCQ0OViYmJcmRkJFQqFSmVSqhUKlKpVHTjxo3pKpXK4nA42G63w263c3d3N4xGo8Jqtfb29vZalUqlRETXbTZbXVtb2xW73X4dztSgzQCamNkxnr+DYPgUFBRwSUmJz+OIaNCuLhEtAfCCy3EaRPQMADDzL/1V1sEQLb4piKtl2OjaBoSIQmpraxMARMBZV7w3BQC7a3O4NisASQja5KW0tPQAESX4PhLhROStkG8z89tefyfDmT3OTSOAkVmXjwAhfIIBcQmkYbzLIQgemHnA7HDDpL/+8ph1Pyemb5FAIJjoNALwtiZKAdA0VhcXwicQCMaD0wDmEFE6EYUCWANgz1hdXHR1BQLBmMPMDiJ6BMABOMNZ3nWtVBoTxKyuQCCYcoiurkAgmHII4RMIBFMOIXwCgWDKIYRPIBBMOYTwCTwQ0UwiOkRElURUQUSPu/Z/TERlrq2OiMq8PvMMEV0loktE9G2v/SuJqISINo/DVxEIBkWEswi8cQB4ipnPEFEUgFIi+pyZV7sPIKJfATC5XmfDGX81H4AOwBdENNe14uNnAG4D8F9ElCkSdQuCCdHiE3hg5mZmPuN6bQFQCeeaSgCerHD3A/iDa9fdAD5iZisz1wK4CmCx6z0FnEuQZPS/PEkgGDeE8An6hYjSAOQC8M4scxsAAzNfcf3d30Jzt1BuB3AMgEJkOBMEG6KrK/gaRDQdwC4AT/TJUvZDfNXaAwZZaM7MB+CMyhcIgg4hfIKbICIVnKL3ITN/6rVfCeAfAOR7HT6uC80FgpEiuroCD64xvB1wOiFv7fP23wKoYmZvD789ANYQURgRpQOYA+DU2JRWIBg5osUn8GYZgB8DKPcKWXmWmffBOXvr3c0FM1cQ0ScALsI5I/ywa0ZXIAhqhEmBQCCYcoiurkAgmHII4RMIBFMOIXwCgWDKIYRPIBBMOYTwCQSCKYcQPoFAMOUQwicQCKYc/w+mj4gMSdVAHAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with different binning\n", "hist2 = polar(x+.3, y+.3, radial_bins=\"human\", phi_bins=\"human\")\n", "ax = hist2.plot.polar_map(density=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('r', 'phi')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Default axes names\n", "hist.axis_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working with *any* transformed histograms, you can fill values in the **original**, or **transformed**\n", "coordinates. All methods working with coordinates understand the parameter `transformed` which (if True)\n", "says that the method parameter are already in the transformed coordinated; otherwise, all values are considered to be in the original coordinates and transformed on inserting (creating, searching)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Non-transformed (7, 3)\n", "Transformed (0, 2)\n", "Non-transformed None\n", "Transformed (0, 6)\n" ] } ], "source": [ "# Using transformed / untransformed values\n", "print(\"Non-transformed\", hist.find_bin((0.1, 1)))\n", "print(\"Transformed\", hist.find_bin((0.1, 1), transformed=True))\n", "\n", "print(\"Non-transformed\", hist.find_bin((0.1, 2.7))) # Value\n", "print(\"Transformed\", hist.find_bin((0.1, 2.7), transformed=True))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simple plotting, similar to Histogram2D\n", "hist.plot.polar_map(density=True, show_zero=False, cmap=\"Wistia\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding new values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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S3p1E8+wx4A7gv4DfSikPTWY+zrS0G4tysn7/v//+r45rb75pUvcUC7K3C/3dvyD7uiEYQLn9a3FTXQLBIB1dPbR39eAPBsnLzqIwL4fszIwTCmwkw8nUMxyCpml09/XT3tVDb/8ALqeDwrwcCnKy40bkpbsP7Xf/C7Y0RGEJYtkaRAouhFSg6zq/vvf3/Oj+R3vq2zquklK+936cVwjxdWA5hvzUEBl6pZQ/HDduNvAp4F+B+6WUJ+YHmARORzL8SC6TY2meDRFhFA5SUKnAKEeUGNbkhBlDCJFbVVL05OVnrFz3i9/9Xn2/VKP1xqPoG14zAhSX3oiamYPeVIN87Wm4cmTp7fMHONbWQWd3D4qiUJCXw7yZ1Tgdp1eVmaqqFOTmUJCbg5SSAY+Xjq4eNjbtRVUVCvNyKS3MxzqqbFHf8BosXorIyET29SBfegIc6YiVZ6Hk5J3QfBRF4Qt3f5pLLrko51Nf/tZblcVFDze2tX9eSumf7DmFEKXA5cD3gGSZ9irGMyv5EFerJ/E79kPBR5IM40EI8T2MouwBjCXEEGJpnoFRu/ge8KaU8uBEruVIS/tYdUnR/f/73e84r7v11vdh9qC3N6O//izClY5y42fHpNMo5dOJvPUCuq7T3t1DY3Mbuq5TVlzIqiULsCTJWXy/IKU0Kk90DTQNGQyCNAI6qCoo6kmtKhFCkJnuIjPdxazqSvyBIG2dXWzauReH3U5FaRE56S5kcx1imSFwIrJyYOUaZCiIfPtltDQXyhnnnXBy97TKcl5/9hHzL395720/eejJK4QQVw4Jik4CPwX+HnCN2/4lIcRtGMvnb0gp+6SU+6N11euBb036Bk4Q4jTzGn4kl8lgSNwTf/n7T4BNSvmvQggr4ByteQbMG2dJTuS6amlhwW+WVlfeft9DD5ny8k/MygCQ/T3orz0NukRcfVvMpbA/EKR+0wbapYn8kmIqSopwpZivmPI8PAPQ1x0tx+syKlXC4ZFSPM34XQgFFOMlB3pZX7aEde37DJKU0jAZzBbjZbKA2Yyw2iEr10iJycyB7DyE/f2bv5SSfreHxpY2+jraKfG0UV6cgzkGL0vfIOzbi8jJR6w5B5FCDmIy1NbW8ckvfCNU29nzna7evh9NJC9RCHEFcJmU8gtRP/Y3o8vkAqAbwwL8T6BISnnXCU/2fcAMk1n+OCN3wsdd1dt+yi6TT1cyrABejLPvLYyHbdv4fSlcM6OiqODN26+8dNG//ujHSiJHfiqQgx70vz4D3gHElbeixEiK7h1wU9fUjM8foLIon4LXn8R6x1dP7Lq6Dt3t6A1HoKXRKIsLBRAWm0FYudFyvPwSlCSKOfrOjbzTMcCZeYn/FjIUgoF+cPdDIADBMKgmsDsQaS5EeTWiciZk5pywj9P/4M9prppDc8hElkmnyq7jjBEzkv19cPgQoqQCseJMxAla14FAkM996eva2/uOPNvU1v5xKWUoleOEEP8NfBKj37QNSAeellLeOmpMJXGe9w8DM0xm+ZNJkOGVpzAZnjbLZCHEjFFy4FcBh6LbY2qeTeL8MyuLCtb/4Dv/kHf9nSf25SyDAfS3X4TWJsSlN6IUHK9I3t3bx6G6BqwWC9XlpWRlpCOEQMvMRh/oRZlIFcZQUvbBnUiv2yjJS89GzF4EV65DnUB1y2QhLBbIyzde4+cXiSDr98KOdw0byOFCZOYiFqxImlQ9HnpHC+awn2lpUGWP0BkW7B9UUYBZaRrpo25VZGbBqjXIjjbkMw8hqmcjFq9EKJOLtttsVu7/7f+pP/nhz6+958nn9wghzkxFDUdK+U/AP8FwhsM3pZS3CiGKpJRt0WHXAvsmNbGThKm+yacAoppn52BIiDdjRNUuE0LMwnAsNwJ3R4efBfyHECICaIzVPEsJNqv1klnlJU89ev/v0havWj3peUsp0be9i9y7BeXcK1Eu+thxYwY8Hg4crcdkUlk8Z9ZxwRDljAvRX3kKbvxM4msF/MiDO8cmZZ93Fer7FFF9PyFMJqioglG56XLQi3z9KQhrRjrRvGWIGfMRpiT13BtehdlzjPMKKLBICiwafWHBAZ+KVRikmDaK70RBERQUIY81IJ96ALFiHUrljMndixB8/VtfEXPnzJj1xf/68WEhxDlSyj2TOhn8rxBiMcZXRAPwuUme5yRATPkM/5YghBBFeXnfqS7I/e6Tzz5tLigsmvS5ZH+PoUJTOQP1zEuP2z/o83Owtp5QOMzc6dPITB/vRx9B5KF7UG754nH5drKvG333JmRrEyISRsxfBovXJszLO1Gkukw+EchIBOprwe0BZwZi2myU+SsQ40QmZDCA9scfI5aviH0eCd1hwWG/QqZJMsOuYx03banrsH8vqGaUcy5F2OInjCfD4YOHuOHurwcau3pvd3u9j0/6RKcgZpos8ueZE18mX9rTdsouk6fIMA6EENaK4qKnzl+68JJfPfigOlm1aanr6BtehfpDiOs/fVy5XCAY4kh9AwNuL7Orq8jLSa4Rp+/ZAt4BlLUXIgM+9C1vIxuOIqxWxOrzUSomXoc7WXwQZDgesrUZ2jvAYkfMXYqyZA3CZEbb8CqytxlRkrgmW0poDQlq/SqFFp1pdh3TOCNHDgzAwX2IhStRZi+Y9Fz7+vv5+F1fjOw71vaz1s6uvz9dVHBmmi3ynkmQ4SXdU2T4kYIQoqCyqPC9b9x5a9UXv/0dMVmHvuztQnvuQZQFK1GWjVWsjmgaR+ub6OjuYUZVOcX5eSn7xqSmod33fSMi6x9ErDkfZcbkP7Angg+DDEdDNtRBTx/kFkJ3O2J56p8zXUJTUKExoFBu1amw6cf5weTB/RDWUC64YtJRZ03T+Id/+K7+1Pot7zW2tV8ipRyc1IlOIcw0W+T/TYIMLz6FyfAj6TM8mRBClFUWFuz47Y/+J/eCq6+Z1DmklOhb3oJDu418wXHWYHdfP/sO11BeUsRZK5emvIyVkQj6jg3IQ7sgHEasPBf1A7QCT0WIymlQGbUWWxqQAS9UTYfikqRfLoqASptOqVWn1q+wya2ywKHhGh1kmTMP6XGjP/swYsVZKNNmTniOqqrywx9+T5l33x/W/cdvH9ohhFgx2dSuUwkfcEOok44pMhwFIURVVVHB9j/d+6usNeedN6lzyEE32jMPIsqrUW//6ph9EU3j4NE6PD4fKxfNJ82eWEV6+JzR6LNsaUBZtAr1tq8g3f3ozz8EFV+a1DxPOxxrQroHwD0Arc2I3HxkWQVUz0iaBG4SMCtNZyACuwdVCi2Saps+XGEhXOmwZh1yzw602kOGL3ESaTh3fvpOHI60mf/w03t3CSGWSin7J3GnpwROR6GGKTKMQggxc1px4ZbH/nBfxvJ1k2vCpLc0or/0CMr1nzbESkehp6+fvYdrqCwtZv6s6SktiWUkgr7hFWTdQZTzrkEdFX0W6ZlIRZ2w8GvSe9B1fP6AIbkVGqVnGJXfCocjYw/whfAoFt4diM4Z40NiFmBTJFZl6KfEFt1mV97fUi4ZDEBfz8iGYBDZcgzaWxCN9cjpM6GiKunfPMMEa9M1jvoVNrpVFjq1MfmJYuFiZHcn+jMPoVxy3aQqWG78+E1Yrdaqr37///YIIZZIKXuSH3Vq4nQrx5vyGQJCiDnVJUVbnnroj85FK1dO6hz67s3I3ZsQt3xxDDlFNI2DNfV4BgdZPGdWStag1HX07e8i925FWX0eytylsa9ZewBZsx/14hsmNWdN1/F4B+l3e+h3e3B7vei6xJFmH9EytFiwjhJmNQkQoSBoGug6+t6tvOuJsM4VAqGAIpCqmbBQCOqCgA5BGf2pCwK6wKcb1li6Ksk0STJUiVOVk/5wyf17kTu3xh9gsSLyC2D2PCgsSumLaCACewdViiySaaOsRAAZCMCObYgzL0ZJEqyJh5eff4kvfe8nnfVt7QuklJ2TOsmHiFlmi/x11sSrr87rap3yGZ6qEELMqC4p2vKdb3zNWVF4fEJwMkgpjVK6YBD1tq+M2dfTP8DeQ0epKCli/szqpB9CKaUh2LrlLZR5y1Dv+mbiuU+bg77+lZTnGolE6Ozpo7OnlwGPFzCk7jNdTsqLC3E50jD1dSHbjiHb6qG/FxkJR0vxjA55UteRFmu0HE9F9nYi82ahrX8FhIJQBJhMmC1WzBYzLosFTCbj5XAar4wMwnYnbl1hICI4GlbwagJVQKYqybfoZJskagrkKKWEjrbEg0JBZHMT9PYYy+d5CxG5iZ3/iaxEYbMhV69Fbn4DfcZ8lAXLUvnzj8GSpUv48l235f/sd3/cJYRY8FG0EE+3PMO/aTIUQlRNKy7c+tRDf3ROm17Nto2bWQJkllemdLwMBtCe/j3KzAUoy84c2S4ltY3NdHT3sHLRvITipkPQm2rQ33weUTrNkOpKIagihEBUzUY/shdlZuxosj8QoD0q7RUKh8nPyaKsuJD5jjTU7nb0uoPIg8cgFIBQCD0z2+hSN3sR5BYlrU7Rd26Ew41E6puTzheTgmI2oeTnYnI6yXY4yLHZIDcPcvMIO1wMaAqdIYWDPoFDgQKLTr5ZxxLvz9HWguxJseWxbxDZVA99vUYlzMLFhj8wDpRRvsSdHpVqu06x1VhJCUWB5auQB/ejd3cgzr4kZYGK9pY2jjS1c/edn2BWaUHRF/79+zuFEAs/Sj5EwVQFymkDIURZVVHB9sf+cF/G0NJ4+ZpVKROi7OtGe+r3KJfeiFIyMlbTNHYfPIKqqqxZujApqclgAP0vT0A4hPKJL0/Y/6esPAf9sV/DKDJ0e7y0dnbR0d2L2WSiMC+HRXNmYA8MGknZW5ogHETPzjcqO9ZccFITs4cR0dEjIfTG1jGbhdWEmp+HKTOdXKeL3IJCZHEZXrOdzrBgq9eEAArMOkUWfUz1CPW1EJxgV0/PANIzgBjoQ1ZWw+y5CYkswwSr0zV2elU8mmSmfVRwZc48ZOsx5HOPGH7EJEnaQ0S4cvkibGl2Lr36Sn4SCpZ97b9/tl0Isfij1Lf5NOPCv00yNPIIC3b86d5fZY0Olriyc1IiRL3uEPqbz6Pc8oUxaTOBYJCtew5QWphPVdnx9cbHnefQLvT1r6JcfD1K2bTJ3YvNDs4MQgN9tHn8NLW2Y7FYKC3MZ1pZCab2JuSed4zqFIsNseY81HPiN5f6MCCDESLH2uCYsdwVFhOm8hKcWVm4snOoLisn6MygM6KyZ9AgxjKbRkHQjejrm/x1e7qhvw/R3opcshyRFb/e26zACpfGIZ/Cdq/KYqc2nKgtisuQrgwj/ebCq1GyYy/BxxPhEK654XqCgeC0f/zJr7dGgyqT1kWcwuTxN0eGQghrRVHBhnt/+D+5sdJnkhGivnszcv82lDu/Mcaa6htws+vAYRbMmkFudmbCOchgAP2Fh8FqR7nrmydklXkGfdRVLqZ34xZKZs1m+cK5WNuakBueR3rcyPxixFmXve9tQk8mZChCuKYRaARFwVSchyU3l7KsbMqqpzPozORYUOXooI38/Goq/AFswUmq72uaEXn2DRr10fMWxrUShYA5Dp3moGCTW2Wpc6TGWbjSkStWIV99Bv2sS1CKS8ccG48Ih3DTJz9B/8DAzO/f/9izQoiLPwqtSU+GZRinpce/Eb/9wT9hqH5rwN9JKV+Jbl8G3A/YgZeAryT7m/5NkaEQQlQUFz31jTtumXbhNdfGHRePEPUd7yHrDqLe8sUx45vbOqhtambl4vk4kvgH9bpD6G88h3LZTSjFk+uaJ6Wkq6eP2qZmJJJp5RXM3f8OijWEfKcWmVeMuPITqJbU8hhPaeg6keYOaO4ABUy1NTjy85ldUsqMhjraFAc7ll6E3e+hqn4PmQMp+g/Ho68X6e5HdHchl61EpMdPmym1SpyqzjaPiXkOjRxz1I9oMhmBlfWvoK89H6W0EkhOhEP43Je+IPYeOHz+M+9F/h347uRu5IPDSQqg3A/8H/DAuO0/idH+YC5wMzAPKAb+KoSYKaXUgF8BnwU2YZDhJcDLiS78N0WGhXm5/3T+0oWXfOnb/5z0vzieEF3tDdDagHr9p4bHSCmjaTM+1i5bhDmBv09qGvorT4Lfe0LWYE//AAdr6kiz2w2Jf08v8u1nkJ4BpH8Q07hE79MKOkSa2og0taE2NKA67JSIfopbj9KfWUDN9KUICbMOb8Y52D/x82s6srkJ4fchZ8yG6TPjZgBkmiQr0yPs8KiUWHUqbCOBFblyDXLjm+grz6LTlJYSEQ7hJz/7oXLgqhv+Mc1u2+LzB16Y+E18cDgZeYaxWnokwNXAo1LKIFAvhKgBVgohGjD6yGw05ikeAK5higwN2KzWS1bMrP63Xz34oJpqDfAwIW7YyKJgN9nX3zG8T9d1duw7RFqajZWL5iVMm5H+QbQn7kNZfmbcnMFkcHu9HKypRwjBotkzcXQ0of/5d8g0J+Kym1AsNrQHfzapc38UodhsKAW5hqKNx0xW0MPyHa/Rm5nPvvlnkuZzM+PoNuyBiZcBy55u8O1A9Pcil65ExOkmaFNgVbrGbq9KQB8JrAhFQa5YRefuXRzJrWLlisUpESGA2Wzm8YfuM599+Q2PCyGWTbQdxQcFgdFA6APEce0PgBIMy28IzdFt4ejv47cnxIdTXf8BQwgxo7Iw76knn3naPFH1mbSavSyJ9LHbnk9/UwNgEOG2vQfISHcyd/q0hESod7SgPfR/KJffPCki9PkD7Nh3kL2Ha5hRWc7yPBf2P/8eeWAnyse/gPqxu1DSnAiTCZFfjN6VJOfuNICwmBBphgtAmEwoWemI3CzISCc74GbV5ucp6Khnx9KLOTh7NSHzJFqF+n3II4fg3TeRgfjxDFXAEqdGUBcc9CkMeaW63AGOZFewomEbls6WCV06NyeXR3/9U3tVUcG7QojkMkYfEsQkXhgapNtGvT6bwqV+BVQDi4E24EejpjAe8ZpkJfXBnvaWoRAio6qocP0jf7gvraBoYnqE+o4N0NJA5rV3sLy3h20bN7NI1znSN0h+ThbTyksTH39gJ/rmN428wQmScCQS4VBdA739A8yaVkme0NBfeRSpqCg3fQYlhj9QOeMi9JcehXE+zdMNak4mIn1s/xShKIgM17ClWODpJv+9P9NaPJ3Nq66kuLWGqvrdKBOJS+g68lgjIhRErlgTN9osBCxwaOz3KewbVMgPeznq0VnRcwCLXUW++Tz6BdeglFWlfOkFixfx43/8as7X/udn70QjzJHkR32wmKSaU/dEK1CklB2jrvlbYMh90AyMLgEqBVqj20tjbE+I09oyFEKolcVFb/zvd76Vv2T1mgkdq+/ejKw7hHrtHYCxZF6yagXvHa4nXSUhEUop0d58HnloF6Y7vz5hIuzu7Wf9tl0409JYN2c6uetfQP7lCZTLbka94dMxiRBAZOYYfU8jJ+9zIyNhZH8Psrsd2dFi9HQWAmFSQFVOfiauEAibNX7EN2opkulCuFyU9DWz9r2n0RWFzauuxuOcuKElO9ph43rkscZE02Jemk4wFGF30MbyngNY0Yx5OqzI155Bb22a0HWvvuFjfOqqi+ZVFBf9YcKT/gAwSctw4tcRYrQVM7r9wXPAzUIIqxCiCqOlx5ZoqwSPEGJ1VH/vNuDZZNc5rS3D8uKiX33y8ouWXH/np5IPHgW97hBy/3bUW74wsk3XOXSsnemV5bTVHKU40xUzD1GGQ+h/vh9RVo1y3Z0Tum5E0zhwtI5Bn5+VC+di3f4Oes0BlCs+jpKXmlWrLDsT+c6LcN7VE7r2EGQwAB3N6E010N1hWFqjSvKEBNKcYDYb5XidLZA5DVN+FiAMVhhtMeggpQ6aRA+FkF4fMqJNam4AanYGwpXc/6ZYLJBtQQ8EUL0qM5r2UdDRwN4FZ5Pf2ci0ul0TshJlTxfs2Ar9fTB/UUyrqGvAh9+rU6T5qMmqZF5frUECioJ0WpGvPIV+zW0oWan31/72d78j9hw6+vG8nOyNXT29v0z5wJOMk6VaE6elxzmx2h9EW6Y+DhzAaKb1xWgkGeDzjKTWvEyS4AmcxkINdpvtmguXLXrimVf+YppI5Ha4smRUxHfIR5iblcm08lI80SXzkgVzxxCiDPjQHvmV0d+kcmK6d0Mah1WlxZSaJfLlx1DmLUdZcdaEziN1He2Bn2K6I1kf8qjEfVsT+tH9yK42o1GUlFBQjJi1GMqmJY166zs38nbNMc54KwVVewWk2Wr0PJEgNR09GEK6vUgtNQFoc3khauHERUV17yD4AuiBALXVS+jOLWX+vndweSeYtG22ICqrYOXaMdZpZ7+PI+7o0hiN/VnVKFJnTn/9MGlIXYegRLnp0whL6n7MQZ+Psy65JrSzpmHFCfRTeV8x12KVD+YWTvi45W1NU0INHySEENnVxUUP3PfQgxMjwlDQIMJbvjBMAlJKduw/RHZG+vDSOFYeovR5DSK86taUrTgY0Tj0+nysWDgX2+bXoaXRmMMk8gSFoiAqpqPXH0apmnX8PYZDyMN70A/ugkE3IrcQsWg16jmXT/haE4YOIhgcLp8TGCtrCrJBKIaC94AX6Y9dXifSbAjH5HInFacDabOiDIy2Es+hoKN+Yr7EcAhZdxSh68hVZyBUdQwRWjEMk3l9tezJnsGRjApmDRjLa6EoSBFAf/5RlOs+afSfTgGOtDT+8PMfWK751JdeEkJUSSnDk/ojvM843WqTT0vLsLqs5PXvf+cfzrv+tttTPkZKifbor1DOumxMrfGBo0ZX0bkzji+XG7YQZ1TifOd5lOvuQslOXdbI5/ezbe8ByouLKLOryOf/hLJoDcqSifk3j7sXnxf9yftQb/vqyPud7yGbahChIGLmAlhxTsI6aE3X8Q76CAQMHcNA0NA2DARDBENBdD363PgG8QRDOKMWlqJpWAOD2AKDWAM+rIFBrIFB7H4vaYP9SUlHmi0Is9mQMRsMoHu8w3FAU3E+anFuyoII8aB7feDzowcC1ExfxkBGHot3/RVzJKU2xwYUBVFRRde8FRzxyDFEOHwvwI7cOeT7eykb7BjZPuhDlM1COW9iX0D/9e/fk/c+8/KPj7V3JJYz+gAw12KVDxdMvEHakubGU9YyPO3I0G6zXXvFGaueeOL55ybU/FZ79WlEVu6YZWlzWwctHV0J8wg9LU1s276LxTOmkTUn9f7e3X397D10lMVzZ5FRuw+5ZzPixs8c1yJgsog8cR9i3lLk3q0GAa4+N26fFE3TcEd1DQc83mF5L6cjjTSbFavVis1iMfQNrVasVgvqkAth3DJZU00ErGkEbY7oy/jdn+Zi0JmJqkVIH+gmvb+TjP4uHJ7euAQpFYGwpRkWY78HU0k+ak7m+/L3kZEIst8NwRAd2SUcnbGMxbten1Cydld+OUdnrWRF7yGsIvYyPyIUNuUvZF5fLVmhEQ0G6fUjlp+FMj91+a9IJMLaC68MbTtc+6Evl+dZrPLhSXSLXHzs1CXD02qZLITImV5S/MAvf//7CRGhvnszBP1jiLBvwE1tUzNrl8V2loNhcdlffpRlF9/I9j0HWOJwpiT/1dDcyrG2DlYvno/lreeRUke942sTmXJcyGAAffOb0NeNfPMFlM99O6YFOOj3097VQ0dU2ivD5SQz3UV5SREZTgdqnETjZFC1CA6fG4cvdouPsMmMOyMPd2Y+tTOW4k3Pxu7zkN9WT35HA9bgSE6f0CX4BhGAKduJoghkMAwW02TTOkbObTJBdibS7aXA3Y59z5vsWnwBM49sJr/rWNLju/LKODpzBSsOv4tF6sj83JhzMkmdZd0H2Zo3jxVd+7BrhvUpnHbklnfRc/JRilITiDWZTPzunh9arr3j838RQlR8qMvlcXGy0wGnFRlWl5Y89T//9h1nXl7qDna9tRG5e9MYYdZAMMiuA4dZuXh+3BI7GfChPfprlOvuJD07j+UOV3K1G11n35EawhGNNfNnwdO/Q8xddsLL4qH56G88j+xsRVlzPupZlxJ54GfDRCilpG/ATXtXD129fVgtZgpyc1gybxZ22wdXw2yOhMnpaSWnZyTty+vMpLOwil3LL0YqCnkdjeS31ePy9A6PESYLkbZOsFpQszLBbgeb+YRIUSgKIjMd3esj3edj5ZYX2LnkArzObKrqd8eNlnbllRkWYd0mrCrIsAad3XEJ0a4Fmd9bw47cOazu3Is61C3UaUG+8jTy+rsQzvh9skdjwfx53Hnt5YX3PvXC94HkUbKTiBP9QjrVcNosk12OtOsvXbPy0cefezZlk0YOetAe/qWhQBMlDU3T2LhjD7OrK8nNjp2TJiNhtIfuQbl8bMpLvCgzQCgUZtveA+TnZFHltCCf+SPKFbegFE5ONn54LuEQ+vpXkA1HUS68FqV0JLFX2/wmIYud5sxiWjo6SXc6KMrPJS87C9P71DdlQtHkFBAy2+gqKKejuJqgzUFJ00GKuppQfV4IjTKETCbU3GyEww6WEyNFAN0fAM8geiDAgblriZgsLNj7Nqo+1g84hghH5UHLUBhMZsjNjjuXJkcB3bYslvQcGokwRyKgm1Fu+hRCTe1/EolEOOPCq0JbD9esklLumsz9nijmWa3yseLiCR+3oKHhlF0mnxZkKITInV5SVP/e+necefmpBTCklEb095IbhoMeUkp27j9EVkZ6XD1CKSX6k/chVpwdM30mFiH6A0G27N7H7GmV5PW3o7/zkiHkegIWmdR19C1vGWV5Z1yIMmvhmP29/QPUNR5j8FgDFYuXUlKYn1BIYrJ4v8lwNIIWOy3ls2mrmE1GRzPlNbtwesalwtisqFmZCEcamNUTIkUZiSD73BDw01g6m/bCaSzb/hdMmkF68Yhw+PhQGNIciIz4Vt7+zGlY9TDT3SNLcenzIUpmopyfus7kvn37uer2u9sa2joqpZQTiPy8P5hntcrHS5Jrdo7H/Pr6U5YMT4sKlKqS4ie//y//lDIRAuhb30GUVI6J/tY2NaOqakJhVv3tF43j4uQRDqXd7Nx7gP6mBnz+AJt37WX+zGpy6/cid24wLNETIEL9yF60+3+MMJkx3fWNYSKUUtLZ3cu7W3dS19TMtIoyztD6KHdaTwoRnmxYQ36m1e1i7XvPkNdWz6HFZ7N93dUMZI7qVRMIorV1oHV0wIDXsLQmCWEyIXIyweGgou0opc2H2bb8UsImc1IiBBAWs9FawBeIe405/XX0WDPosI+U9om0NGTTUfRj9SnPdf78eXz6mssKSwvy/zflg6aQEB95y9BsMl12zZmrn3vixRdTXx7396A/80fUUYnJvf0DHKipY+3SRXETjfUDO5GHdqGmUFni6e1hy8Yt4MpgyaL5ZOzfDN2dqFd9ItVpHj9vnxf9xUfBnoa47ObjxGUP1tRjtVqYU1053HdFdnegv/4M6k2fm/R1x8whFAR3PwQGQdPQD+3mHbfOGW8/MTQihZL41CGcTrS+/uH37ow8ji5YiykSZvq+93B4+8eMV3KyUVwOsFsnbSVKXUcOeMHvpy2nlKMzlqNInVV1G+MS4ZjjA2FjuWyNXYYZUkxsyl/Iiq792LXg8DUJ6Cg3fyblhOxIJMKaC64Ibj9St0hKeTj1OzxxzLda5eOlE7cM59WdupbhR89cGAUhhFJVXPi7H95zT+pEqOtozz6IcuOIWIamaew5dJQVC+fFJ8LOVvTNb2C68xspXceU5oCMLKS7Dza8CkI7ISLU920zRB/GJXV7Bgc5WFOPrkvmzawmwzU2NUfkFiDDYXRdT1lDUXoGkC0NyMajSHf/mO54QhHgTAe7E1QV2X4MHKVgsxhZuIopGmUcFW7UpfFh9/tBT63SZHgu4/gsfaCLZeufpTevlH3LL8Tl7qH6wCasAUPpWu/pRe8fQM3LAZcDYZ74Iy4UBZGVjg6YkEhVRdGj3fpSIXqLCt09yIJ8hOn4R9OiR4aTsld27Rsp2RMh9L8+i3rZjSnN02Qy8cN/+Xvrp/7pP+4HTjwKNxEIUE6zAMpHmgxdDsftV5+1Nr9iWur9Q/T3XkOZu3RMPt/BmnrKS4pwxNGck/5B9GcfRLk9tfSXQDDI5l37WDJ/Dur2d9gxaGHJ4oVkpjzLUdcO+I0WAQ4npk99a3h7OBLhYE0dbs8gc6ZXkZMV/+zK4tUGIZ95SexruPvR925BtjRAwG8sF8unI1aeg5qVODKv79wItc0IqRvC61rsumMBSKsJYbYaJKlLZDgEgQTNnNLS0Adip+hkdzWz8q0n6CyuZscZV5PfWkvVoW0oUgdNQ2vvRAlloaQ7J20ldhdXcjSnmrWH3qYnq4Ct01azom4jJj1xbbVQFKRJga5uZGF+zGvnBAdoi+TS5CikYrDdOM5uQ3Y0o9cdQZmWWjnn2eefx/TCXy0TQqyUUm6Z8E2eAE4zLvzokqEQwjqtuPDH3/nv76fs95T9PVB7EGWUGnRP/wADXi/zZlbHPkbXDWHWa+9ISX0mFA6zedc+FsyaTsbBrRDys3zd+RNuQwqgtx9Df/5hQwtxVIuArt4+9h+pZVp5CQtmzUj6QRdzl6L98acoUTKUUkL7MfRdm5A9nQhFIFacg3rGRSnPbTIQUhotSUdvS3cBAqlpRh+SUZaXUFVIULMsgILWWvLa6miYtZwt597AvG1/xeU2WhDrvX3obg+mvGxkujOuSGssdNqzOZI7ncWvPYEpy0GRHkYXKturVrGibmPSShphMhkBlZ5+yI2dlTC7v573ChaRH+gbXi7jsCHXv4osq0SYU1M7+v6/f8dc89mvPCiEmP3B9U4Rp11qzUeWDHOzsr56x9WXZ+ROJHr8wsMoH7treFtE09h76CgrElSY6K88ibJ0HUpuQdJr6LrOtj0HmDWtgsya3dDdgXrlJ3AxsTakAPq+rcjtG8ak/UQiEfYfrcMfCLBq8fyU8wOFoiBKKtGP7EU2HEW2NiKychHrLkLNSX5fJwsChslRANLpRAhhqNqEQugptgBVpGTaoa3ktdZxYNn55LY3jFiJkQiRtk5UXUK6M6Vl82gitAT9aO1+QFBCIyGThX2li1hwbFdS1RZhMSODhlKPcKYdt98kdeb11cVYLgeRb72EuPCalO5/0ZLFrJpVXd3Q2n4R8EpKB50gjLl+EFf64PCRvB0hhCvDbv3nr/3bv6f81aTv2IAom4biHGkafqimnoqSorhNnPT6wzDoSblkat+RWvKys8gf6IT6I6hXjvgIx0eZ40FKifbXZ5C1h1Bv/+owEXb39rF+2y4y012sWrxgQonSesMRY/n1/MOIeUsx3fE11Ks/ifIhEmEsiHDQIEctZKTJmExRJYfU4HL3sOKtJwHYes71eNJHpLK0ji70vgFkKHEAZDwRDh/f3oX0+KhsP4IUCo25qQm1CqsJ3G5kOHaxSE5wAEfET5NjRAFG2O3IY/XoLfH1E8fjP//9n9WKwoI/iFTVH04Uwki6nujrVMZHkgxLCwv+82t3ftLhdKZWxytDQeTuzahnjxTG9/T14/YOUlkaO3FUBgPorz+LSFGTsKG5lXA4zDSX1Ui/uf54DcVkhCjDIfTHfo1Iz0S9+pPGNimpaTjG4fpGVi2eT0VJUcoPlX50H5H7f4Lctw3lpruhpAImoKjzYUEIgbCnoWQ4UHOzUbIzIcXUIEXqVB/cwtwdb7BvxYW0l84Y3qd396J19SAH/cRaTcYjwiFE2jrBF2Be4w5aM0vodqaYymVWoacv5jXBWC43uorwqaOiyE4r8p2/xD1mPKZVT+Oy1UsLbFbrLalN6sQxJF05kdepjI8cGQoh8p0W82c/+62/T90qfPsllLMvG34f0TT2Hq5h0dz43c/0Fx9BufTGlCKw3X39HGtrZ1F1pVFZ8okvxz0uHiHKQTfaAz9DnHExyspzACPKvXP/IQb9ftYsWZiyNag31xN54GfIo/tRbvsK6hW3oFgsKKvORf71mZTO8aHCageTMJRh7FYUpx01JxMlKzPlT5RroJvlbz9Na8UcauauHnZFygE3kfZOcHvHEE0yIhxCpLUT1ednaf0WDpTMZ9DiiDt2CEJRQOrg9sbcbyyXa9mbPWN4nkJRIOBFHtyd0v0C/PO/flspzM78uRBiYtLqk8SUZfgho7Kk+Kff/dqX7WazOaXx0udFttSjVM8Z3lbTcIyy4sL4y+PDe8BsGSPlFQ8+f4C9h46ybN4c+PMfDFXqJKQ1nhClZ8Cohrn+UyhlRmQ8EAzy3o49ZGWks2jOzJRIWe/uIPLIr5Gb30C5+fOol9005jhRORPZmbQVxIcPRUGM/v8OkaLLjpqXjZKZkZLMsjkSYsmG59FVlV1rriCiRs8ZDBFpiyZp63rKRAiALgl39GD1DbKoaQc7KlcQVpJbrcJihsFBI6gSAzlBN2mRAG1pI9amcDmQO95DJoleD6EgP5/bLjk3Mzsz40spHXCCON0sw49U0rUQomrpjOqDW3dstaaaM6c9/yfEirOGa4CDoRAbd+zhrJVLYxKMDAXRHvhZSr2NI5rGe9t3MX/WDDI2voIoKJ2Q6IJRureJRR1HyLzhLhSX0bi8b8DNrgOHWTBretz66DFz1jT0N5+DtmOIaLe8eNDWv4LIyUeZsySlOQ7Je/n8gWFdw2AwRDAUQtclumeAgUCQzIEuFC2CNeTHGvRhDfqwBX2kDQ7gHOxLXTzVZAabNW7CMgCRCDIQRg8Ekd7UWoG2ls+iafoSFm16CfuQoo4CvTMXcrRiQWpEOApKdgZqbhZtOWW0ZJWxvH5TUn6WutH+gIK8mFZSUDGzOX8+69p3oURtROkdRCxYg7JsbUrzcns8LDv3ck9ta3uxlDK2Kfo+YKHdJp+fXpF84DhU7jsylXT9fmBaacmP/vUfv5EyEcr+HujvGSOGcKSukekVZfGTq//yJMpF16VkiR2sqaesqJDM+v1IXZuw+ozTpLKk4wg7C2aypL+fTFcG3b197DtSy8rF8+NarmPm29aE/vLjKCvPRbng2qTjlRVnoz3yy7hk6Bn00d3bR7/bgztKNOlOB440OzarBVdaFlarBavF0DSUe7ewvqeTpTtfRVNNBK1pwy+PM4v2giq8jkxUXSPd3U26u5vc7mbswTgkZjInj/iaTAinCcViQppN6P1uSEK2xU2HSfP0s/OMK1m46SWcnj66CyqpKZvP8u2voE6ACAH03gGE2UwRx+hzZNOUU0lFT0PCY4SiGIEUrw9cxy+vrXqYAn8vTc5CKr1Gy1fhdCD370AuXJ5Sqk26y8Xnrrvc+f2Hnvoi8P0J3dRE8BGw9CaKjwwZCiGyZleUXnLFjTenfIz+1z8jRkV0B/1++txu5s+aHnv8sTpD17A89v7R6Onrx+MdZF5eBvL1jWNK+1KBHHSjPf4b0m+6m+XhCNs2bqbC6+OY28fqJQuwWROXZEldR3/rBWhvRrntqwlVq0dDWG2I9Cx0zwCKKwNd18dIe9ltVvJzsqksLSY9hq6hDPjB0w+d/UYLgeY6BFbMWhhzJIQt6It53Yhqxp2eQ39GPnsWnINmMpPXdYz8zgbSPT0jVpWqQIpfdsJiRphUhKqi+wPIwdjXHkJmXwcLN7/MntWXUVa3l9bqBays3YDZpiJzs9C6J9YPRevoRphVZjXvZ+Pss8jzdJIWSjwHYTUjPR6kPdoLZhyq3c1sKFhE6WAHpiGpLxlCbnmHTz35Oi/+9U3yc3PY++aLxx37p6ef439/8Vs0LSI8g97/EkK8cjJVbU51H+BE8ZEhw9ysrC/fffMNtlStQr2jBSIRlMyR9IpDtQ3MnlYV858opUR/83mUFHoODwVgViyYi/7kb8aU9qUCGQ6hPXYvyg2fQXFl4AKq5s1l3+FaVs2sSk6EAZ+RCD5/Bcp5V03o2gBi7YV4Xn2G5gXr6OzpJSsjncK8XGZXVw6TnxzoRe7bitZwFBnwQSRklOOpJqMcLz0LYU9DBgbRNROeui6ExYw504Fqs6KYFCPJWTFq2ExamOy+drL72pnWsIewyUJXbhn1VYvwOLMoaq+jtLsRuzqxcj0UBeG0o5hNSJMpbsXKEJzuXsprdnFwybmsOvw2Fj1idPpzggoTJsRIaxfmChPzmvewp2wJq2o3JHdnqgL63ZB7fB9mk9Qo97ZT7yphRlTZRjjSkDUHuP3ay/nSnbdy+1f+PuZpq8pKeeuph8jKzOCKa29WXtq84zHg+EY47xNOMy78aJChEMJUWVTw9Tu/+rXUI8ivP4ty3R3D7wc8XgLBIHk5cTQKD+9GFJWlZGEdrKmjsrQY29Y3EAtXT0iqX0qJ/tTvUS64BiXD+DB09/bR2NHDmiXz2bN1O0tMKpllsf0xelcb+jMPoFxz24QaTw1du7Onl7rWXnRrNhXpTuZMr0JRFEO+qmY/2v7tSO8AwpqGmDkfcekNqIkaU9nSkPsb8HdESehYz/FjVAV7rhNbaR4mu1HDbA4HKW6vpbi9lohqoq2wmp3zzsYeCVDZcZSswd7jz5MAwmo26mUVgd4/ELeGuLuokpYZi1l96C32Vi1nad1mnAGPEeBwSBQtA71vIPUL6zragJcsczeuTDeNuVVUdidWnxEmEzIQQoZCiBhVTeXeNjYULqHC22aQNYCqc2aol6asyrjnXbti6fDv//LtbyqvXHtr6nWqE4Rgigw/FJgU5eor1612paenJx8M6E01iDQHim0k6/9gTR1zp0+LbRXqOvrG11OqPe7p68cz6GNupgOa61HOSV2DDkB//TlE1azhpXjfgJt9R2qHl8ZjKlXGEaJ+eA/6htdQbv/KhDvndfX2caimHpfTwfyZ1TjEILJxP/RlE9m9yahJrpqJuOLjiclvMtB0/B3uEcI0KTgq8rAXZKGYFEzhEGVdDZQONDOQXURd4Sw0RWV2817S/akT0/CyWRFoA14YJ+fVXVRJ7YIzWFG7AYseYUndFnZOW8Xyoxuwh/0IqwXFKZHhSMqBGTD8h4rdxqzmfWycfTb57o6ky2UsqmEd5h9f+60imeZupia9nLn9RkMyYbMhj9UhS1OrWX53224KsjIUIcQ8KeX+lG8mVQhhiHacRvhIpNZMKyn6ny8sqFK0J3+H7k28DALQN7yGuGLEV9jT14+iKGRlxCZTfccGlDmLU4oe7z1cw6JZM5AvP4q4/jMTug993zYYHEBZdS4w0l5gxaJ5w0vj4bSbPfvpPzZSgaCtfxW5b6uhXzgBsup3e9i4Yw+NzW0smT+bxXNn4VQksrMFueGvyI4WlOs/bVSlnH35pNqTThgRncHaDrrfO0Tn+gP4e33ISATFZCbL28Oy2o3MbN3PwbKF7Jy2Ep/l+FK2uFAUhMOOmpWBSBs5bjwRArgCbuY17WRH9Wo0xXAPCLsVJd1hLJ0nckttnaiBwPByOVnsXCiKERWPU3JY4uuk15qOf3QitkVB7tycdC5vvPEWv//9/fzgirOU6WUl/zmB25gQTrfUmlOeDIUQ1UU5WWWzv/FviHUXIV99Gu2PPzVyAWNA9vcgpD5muXuotoE502OXT8lIBLlnM8rq85PO5XBtg7E83rXeUL6ZSElcezNy2zuoV98GGCkr2/YcYMGs6cdFjccTovbGczDoQf3Y8VUt8RCORNh14DAHauqYM72K5Qvn4hBGfbb+xH2IOYsRsxch5i5JOfhyUqCDv63PSLRGQlgDTZLp7WXVkXcp7W5gZ/VqjhTPRU/106QoCIcNxeVAONJiEuEQsr09lHfVs6di2TCBKWlWTNnpE/v06hLNM0iWuxtXwM2x7BTSTswqxFmSC2DGQBNHMspHtlktyI6WuJFz2dLIzt/8nM9+9R/4829/wU33/B4h5cVCiAl8m6QORYgJv05lnPJkWFZY8M2777zNCqAUlqFedwfKzXcju1qJ/PEnaC8/gR4aUT3X3/0L4uLrh9/3uz2YzSZcjtiVAvp7rw1XfCSCzx+gu6+f8kwn8si+lI4ZggwG0J//E+LWvzPeS8nug0coKcyPm0c4TIi79jDg86Ne/LGUr9fZ08v6rTvJzsxgzZKFZNitaK8/i/bYbxBLzzBqnsuno5xxEfK1P6d83pMFR2UhitOGsFoRaTZAh1AENEneQAdrDr6JomtsnH0ubntGyucVdgs9JdOonb82JhEOoaynAUskSG1hNNagKAhnGmoctZl40Hv6kb4AM1oPUJ9fjRajTPjTz26g6AePseiXzxrWoa4h/SNKPlJKvvrkG8z6j99xyb/9lHZpJaiMslL1IARG0oBkOIS+YyPaUw/QuHkjNz7wAg8+9iizz74AVVW55bIL7Q67/eMTupEPEUKI3wshOoUQ+0Zt+4EQ4pAQYo8Q4s9CiMzo9kohhF8IsSv6+vWoY5YJIfYKIWqEED8XKYS+T2kyFEKYTUJ84tpPjm0GL6w21HWXoN72VcTsheh//gPaQ/egNx5FdneMESCobWpmWnlpzPPLYABZewBlfvIc0MN1DcyaVoF8/VmUy1NP7wHQX3wY5bKbhi2wVNoLAKTt2sBSS5jdwpVQ3GEIkag1WNfUwuolCykvLkTu2YL24M8R5dMx3fH1MVJgIiMLqSjoJyCVf6IQqoIp3T6mMbywWo1GT9IgRUWXTG8/zML6beyrWMrR4jnoKZSgdLnyOVq1iOX73sASSdxVc86xPfS48ujIiAalVAWRZkXJTM1PPYRIVw/mUIjS3ibq846XhbttcTUv3nrByAazCfoHhksDXz5Qz9Gufg79y1386qYLePbFl2hyGiIOn7j/Rc689zkON7dRtuQM7vvOt/nV33+T37y7A9Nd3+R7W4/S09fHF776DRavXsfydefwqa9+QxTmZH13QjeRAoYCKCdhmXw/MF548zVgvpRyIXAE+KdR+2qllIujr7tHbf8V8FlgRvQVW8xzFE7pAIpJVa+85uy1DmucVBMhhBGMqJoVLWn7pSH9tP4VWHshoXCYQZ+PnMzY1oT+zsso516ZdB5DFRj5qkR6+lHyU+8Kpu/fDra04dK+7r5+Orp6WLN0YcLjtA2vQiRCxsXXsXyoyRTx5b98fj9b9xygsrSY8uJCGPQQeeR3iLwSTHd9M+51lGVnIt98Hi5MnrB9MuCYVojqjO1uEDarUbURDIMGLjnA6kNvUVM8h20zzmBJ3WbMWmyS63Llc6R4Lsu3voQlHEDa0xB2e9yvfwXJkrrNbJ55Fi6/m7TQoBFQSdPRvb7jgjFxEQwj/QEqOmvZMPtcynsasIya41kVhTT0jxSGCEVB6mHw+cGRxvN7a/nkyrkIIVhdVcznnvgTH7v6Kqpp5qHbLwN/ANweKChHueHTwxkJAPf98h7u++U9x01penFh4ckIpJyMPEMp5TtCiMpx214d9XYTcD0JIIQoAtKllBuj7x8ArgFeTnTcKW0ZVpcWf+euL/9dSnMUrgywpaF+4V8gMwf9kV9S98rzVGRnxI4gaxGjZjlOY6fROFhTz5zpVci/PoO46pMpz1/6B9E3vYF6mWFJRjSNfYdrWDp/dsJgjX54D7QdQ73oOiC52k13bz+bd+1j4ewZVJQUIQ/sQHvsNyiX3Ih6wdUJ5yhmzEO2pN6I6P2GJduJkqD0TkTrklFF1ErUmdl6gPKuOjbNOhuv7fhOdOOJEAC/DwKBhGKxFi3M/Kad7Kkc8R+KNAtq9gStw44u1FCYqs5aavNnJD/AYgavQZAtA15KM0fuKT/NguhqphUnuP2IxWchvvkjSM8cQ4SJ8Jk7brOUFRZ8eUI3kQyTsArfJ+68i7GkViWE2CmEeFsIcWZ0WwnQPGpMc3RbQpyyZCiEsCHl7HmLFqU0Xm9pQKRnIhQFZf5ylI9/gfasEor2byRy/4/R924dO37XJpR5yXUKe/sHAEmm3yj5UtIzU74H/aVHUUZVwBw4WkdVaXFC9Rm9qx19w6uo4yTA4hFiQ3MrB2vrWL1kIZnpLrRXnkTWHcL0qW+hJJHsh6h1XTkTvfZgyvf1fsGal4HqTF5yCBj5eHYrRHTQobC/lUX1RmpMZ/qIWyQmEUYhfYMQDCXsw5I12EuGr4/GoSWuoiDSbIY4RKqI6Eh/gJLuBrrT8wmYEgfahKKAphlCsFEWllIavsRwBEdrI8fmrMH09f9BPfNSVKsVEfQjfamVHl/8sesxK0rqTucUMUnVmlwhxLZRr5QrFoQQ3wEiwJ+im9qAcinlEuDrwMNCiHRiy3gkLY4/ZckQOPfSNStsqZricvObiItG/t+dPb3k5edhufqTqJ/4EnLQQ+SBn6E99xB6IIDcvx1lxdmJzyklB2vrmTN9GvobzyKikeBUoB/dB2br8JK6u7ePQZ+f8pL4idIy4EN/5o8ot8YWHRlPiEfqG+nq6WPt0kXYhER75JeI3IIxorKpQFl1HnJ9agLJ0utG1h9GP7Qbfc8WZO1BhEnBmp+BJcuByWlFpCjIai/NRUlLrRMcRK3ENKtBZhGddN8Aq468Q23xHFqzShMS4fD8fYNGcCZBLfPMlv0051YwaDWCbsJiRjisExKajbR3o4QizGg/zJGi2ckPMJvA7aEkw8Gxti7oH4SKebSoaVR9+muotjQ8o8oNxdqL0Le8ndJcnE4n00sKXUKI9zUJe5KWYbeUcvmo172pXUvcDlwBfGKotYGUMiil7In+vh2oBWZiWIKjAwWlQFK5plPWZzijvOzuq268MaWnT4ZDSE8/6qhKkMbmNubMMP73wmxBXX0erD4PvakW/eFfQH83euNRlIr4y5ju3n7sVivOrmZkelbKqTRS19HffQXlDiOJOxKJsO9ILasWz4/rZ5G6jvbk71Cu/mTCXL8hQtyweTsZ2VmsWrEM4ek3yvMuvTEl2bHxEPY0cLjQfd4x1TTSM4CsO4SsO2iU5IVCRhvL/CJEmtOoPrFYUDSBI9tuPO0mFWG1IQFdk2jBEMHOAcJ9XuSoJapiMWFyjQ2cpDxfmwUZDEEoggVYcWQ9780+B02orN3457hEOHxfg16EmmGktsSAKnXmNe1ib8UyVh15BwEoditkZ6J1GZUxr7b18q1ddWhSckdVId+cUzbmHAOBEJ967A2O+QJ86lvfZtfRTm6bkR/jalHoOgSDXDm9nF/WdvOJ33+fzVu3kZGRQVFRIVJRaWppG+7Vo1TPIbL+FaSUKfnurr3kQuuWwzXXA+9Ln2UjgPLBpMoIIS4B/gE4W0rpG7U9D+iVUmpRop8B1Ekpe4UQHiHEamAzcBtwvDN1HE5JMhRCiKriwnPWnX9B8sGAPLgLZfbi4ff+QIBwJEK68/h0GqW8GpmeibjmNuSu94i8+QKiYjrizEuPy7erbWpm7vQq9Gf/gHLz51Oev77tHZT5y4b9ggdr6qkqK0m8PH7nJSN3MYXgTNuAl8z8fHztrQwc2INr419QPvGlCZUFjodYcz7y1aeQ512NvuVNZGsTwmxGzFqIuPwW1LjNsAQcbkQPjApkeEZSP1TAke9EVOaj65JQrxf/sU4c1cWorskneAurBamEIRihLzcfRYtgigToyS6mqKMu8cFSIgN+hOqI1k4fj5Hl8jQqu+qM5bLNgrCaifhDfG1HLS+cPZ8Su5Uz/7qLy4uzmZMx8rz9pqaV2VYTz950KYcjnfxfWjE3a0HufGY9bzd00O0LUPHjJ/juWQsJaxLSM/ncZ+7gssEAr7y0gekLlpBmT+MPv/kFAIV5ORyqa2C2XoUafa5EeiZ0tUJ+8v7FV3zik/z4/oc/y/tEhghOSg8UIcQjwDkYy+lm4F8xosdW4LUoAW+KRo7PAv5DCBHB6M14t5RyqI7z8xiRaTuGjzFh8AROUTIElqycPSNlAVf9yB6Ua+4Yft/c3klZcWHMsTIYMPqaZOfBeVcbDcOP7EV//F6kAHHRx1ByCvAO+tB1HadvAGm1pZyYLCNh5L7tqHcZ/ZW9gz76PZ64SjkAetsxaGlMqbSvobmVAbeXlUsW4m10sn3vARafdy1ZJ0CEUkrwDSIbjqI//xDi7MtRx8mBSSnx+QP0uz0MeLyEwmE0XUdzh/E5M9i/7jIULYLFP0h6TweunnasPq/R6MkXRPqMSgurWcW2pBohTlxHU5jNdKYXcKRoDiu2voSia2xdfinmcIDc3iSromAQVFO033PsT/XM1gNsmH0uJT1NmPUIwmpGyUhnW0s91U4bVVF/5/XlebzQ2juGDIUQeCIaWiCIubWWhQvPhd6d/OljZxudAHXAZIFFK1EXjNQUa688x//9+AfHWV2KolCQk01ndy9F0RI+ccZF6Ls2DQfaEqG0rAynzVIshMiUUvYnPSApTo5ytZQyVk7k7+KMfQp4Ks6+bcD8iVz7lCTDkoL8T15z1ZUpMaHUdfB6xpBVR1cPKxbNizle3/oOYlTCtFAUxOxFKLMXIft70Ne/SqSrjbrqZVTNnod89znEpTelPHd9/asoa84bfn+wtp451bGVciAqzPryYyjRhOxEGGovsHbpIoSnn7S/PsmyK29j+/ZdLDFbJ9SGFKKiETs3IPduRRSWw5rzERYrSmkVmqbR0d1L34Cbfo+HUChMmt1OZrqT7MwMrBYzqqoiAn14OrxU7Nti6Bk6XAzkFtI8azHBNCfWQQ/pPR1kdjaT1daIEtYQ4TDqjHIIhZGBEJhNKfsZR6PTkcuRwtksffcZLHYLaGGW7nyNrcsvY8nO13D4E5duSt+goaxjjX1tVdeo6KylrnAms1oPDFuHrbqkZJSvs8RuYWuvZ8yxd08v4ob1B6j4zQt4NZ0/faealqxyKjvqICMHcc4lKFk5jIfIzELWHUKMUmYfQlF+Lo0tbcNkqOQXE+lKXbn8qnPOtO2pbbgUeCTlgxLhNKtNPiXJ0GYyffySG25MaaxsqkEUjvhKg9FqFGucZZ2sP4S6LnZ/YJGZg3rFxwkHg3Rv2Miclx5E9nen7NeSAb9x/nOMxlN9A24iES2hWrX+9gsoK89J2pN5qL3A6iULUbQI2pP3oXziS6SnOVm+xjrhvsx6+zH0vzyBMnMBalSgQkbC9Dz2O1qsOfQOuCnIyyEvO4vplWVx/566KlB0DWd/t7Ghp538pqPG+YBgmhN3TiHdpdUcXX4OOS31lHtaycgxiEDqOnT1IP1+oyNeir2NxxBhKIAeCqBkpGMN+Vmw7212LTqflVtfiJuHOAQZCEa78MX+YJf1NLBh9nlUdtZijQQRFhPCdnzQZ/zRf23vY2Gmg5fPXUBjWhrX3/sgP//ZT6i86GJUNcHHbtlq9M3vjmlTMYSsjHR2HTwyxk8oEMhBN8KRPP3nqo/fIh597c0v8n6R4SleXjdRnHJkKIQoPWvRvMzMzMyUxsu9WxGjEqc7unspyDv+GxcMjT5hSm5wtvX0UlJZiaIOgnUR8uUn0LwDiLUXosyIbXEC6G+9gHL+SF7fwZp65s2MH8CTvV3G8vi8xLmAEU1j2979LJo7C5vVgvbor1AuuXHYRzgUVEmFEGUkgv7a09DfjXLLF1AsNqSUtHV1U9fYjCWngoo0CwvnLD/hZZAAbD4vNl8N+cdq0BWV7srpHFy0FsVqpnqwjeyQG1GQZ/QGae9ASs2o/khw7fFEOATd50dxpJHh7mZaw252LzyPZTtfSVyrEg5C0GSk7cS4piIl09sPcbRoDvOP7QJFoTTbRcuolqMt/hBF9rEE+UBjJ3+/cg6mwjymC8jPzyGiqgwEdbITVAorJjOaZwCpacd9MQghyEp30TfgJjua6iOWrkXfux119bmJ7hKAJStXooUji4UQZill4m+JZBAfXADlg8Ipl1rjcqRde93FF6acbyH7e8b0Qm7v6qYwNzYZ6rs3I1Ylf2iaWtopKypENhxBXX0e6sfuRLnpc8i2JiL3/wTtlSePK2GToSCy/diwNFdnTy9Wi5kM1/FJwUPQXn0ace0dSeez/0gtFcVFZGeko7/2NMrMBcdFjVPpy6x3tqH98SeI6XNQP24QYd+Am3e27KCnt58l82ezYuVycjf+5aQ86IquUezvYZX7CLM8x2iy57M5ew6DqtVIXykvBYcDAiHDYoyBeEQIQDiMHo6AxUpRex0O3wANFcndRtI3aOQvxkFhXwtuRya+aCe8FZWF1Hj8NHgDhDSdJ5u6uLzYSIAWLidqfg4V2em81dKJIiN0uj0cqW+iOjedxv7k0mAiJxdZfzjmvoK8HNq7RmlGzlqEbIg99rjzCsF5yxbagHUpHZAMipj46xTGKUeGRbk5d1/5idSqPGRPJ8I2krSraRo+fwCnI/ZXr2xpQJmWOOfL4x3EbDJh62pGjKpxFjY76lmXot7+VcT0uehP3mfUQ7cbasT6lrfHiDccqWtkdnVspRwAvaURoapjiDwWunr78AcClJcUoe/fAQE/yrIzY45NRIja1neQf3kc5ZNfRpmxAE3XOVBTx/4jtSybP4cFs2fgsNsR2XlGalCCxORJQ4Cw2xAmExkRH0sGapjpOcaOrJk0pBUgAZGVCSVFEIog9bFBloREOITBQSOFUAhmHt1Ka/EMBtNi/41faepi3iPvMOfht/nfDXtjJmO/3dDO8t++yI/u/QM/HzS+2EyKws8uWMpV7+5jyV+2c115HvOnlfL7Tje/q2lGERrfWTGDje19LH74LS5+djP/75ylVLmsuAMRwgmqYABYuAw5rkhgCPnZWXT2jAjfKoqCCAaQSWqvh3DN9Teo00pLUpc/iosPrwTlZOGUWiYLIcT00uLyadOPL3CPBX33JsTaC4ffd/f1k5uVGbv8LhhAhGNrx41Ga2cXJYX5yPdeQlx+fGBLCIGonotSPRfp7kd/7zUibY+DfxBx9z8Dhq/QYjHjSItfXaG/+RzKjYn1EMORCPuP1LJq8QLwedA3vY7pU99KeEysJbP21gvg96He9hXAUPIZUs05Y/ni4yOXS9ci3/0LjOo1/X5AzcpAFIy12rPDXtZ27+ewq4zN2XNYOFBHmgWoLEc2txn+MVWkRoRRSLcHkZGOGgow78B69s47i1VbXxizXNZ0yVfW7+elK1ZS6rCx5un3uGJWOXOLRkrc+gMhvvyXrbzw8fMoy3Dw9szZBOt6sUZCXDa7nEsKMkFREaqC0EJ8bsGI3Fax08bL14xqEKbrcHA3BeUL6BoMUpwe/9lQrDa0/u6YOYQmkwmrxcKgzz/8fInqOcij+xFzFif8uwCsu+gilG//S/LlURIIwZS460lG5czS4pRVNWX7sTHLxfauHgrj+QsP70aMykWMh87uXvJyspDe/qRJ1iI9E/WSG1DOvBTsDvSHf4H2+G+pra2Pq5QDoNceQGTmJhVSPXC0jmnlJdhtVrTn/oRy3Z1J5w9jLcTeZ/8EUqJeeiNSSg7V1kfro+cwvaIs5heHmLUIWX8opWtNBIrTjhJDrVxFZ66nkZmeZrZnzaTJbiQni9IiUBQ6bdkpE+EQdK8XrHYyB7rIHOikoWLBmP1bO/upTncwLT0Ni6pwY3URzx9qBG2kR/Ej++q5ZlYZ5RkOBDCtt5GmnCpjSR3RUSxmFCIIGUnexEpRkG0tFLhstHtSuAer1cghjIHCvBzau0ctlVeeizywI/k5AZfLhUlVM4UQJ24InWaW4alGhstWLF6YvB8iUUtvlN9OSklv/8CwY3k89MN7YWliV0kgGERRFMydLYjsBNUC48+9fT3KJ76M6dYvEz7zEgY728l49g/GsjbW+A2vIi5LnK4z4PHg9fkoKypE37MFkVuQUq3xEFzZOSxlkN0iHU/1AnRdZ8e+g+i65Izli3HFcSVANN2otAr9WO1x+2QkgmxvRt+zGW3Tm8gD20FVUTJdKGm2uCVrwm5FJKnvzQ57WNu9n25rBoedpUigq3gaR4rnsmzbX1ImQgA03Wi+LhRmHN1GS8lMQuaRL5+WwQClo9RySpw2Wvo9Rl/jKI72eugLhDj/gVdZed+LvP3Gm7RllyGdDkRBHhTkRUVpU8RALxlCYyAQRk/S2lQsWIK+c1PMfYV5OXSM8hsqFgty0BNzbCwsrK4yA8eHqycIoYgJv05lnFJkWF1WeunyM89M6S8mj9VB2Uik1jPow+VIi90YXteNROskidNDlqXcvRmx7uKU5iz9g4iQfzg1pjkI5fPmY7rlC8iBHkOA9oVH0KMfZL2pFpGRk7TFwMGaeuZOnwaRMPq2d1AvTJ5YOxraWy/iTLOyfN1aduw9wHubt5LhcjF3Ruw+MOOhrLkA+dYLhv/w0G60p+8n8qf/Q3/oHvQtb0EkjMjJR+aXABJFRhAWgTkvC3NxLubiPEz52QiL8TdXs9IRBcnJXEVnSf9RQoqZbekzOOwoYcWBN41UQNsEiAeQbi9YLKhSp6p+NzXVS0b2xRgvhDCkuqK+w4ims6Oth+euO5uXbrmA//feXlR3F105RsWHsFqNMowkxDaMvi5oqCHbbqHPF0o4VMnOQ3a1xNxnt9kIRyJERlmxwmxBegZSmsbKZUvMqqKcko3cP0ycUj5Ds6qcs3z12pTGytoDiFFCC/1ud9weJ7KpBlFUFnPfaHR09TBvVjWytxM1RStM370Zsfws4zpS0tzewRnLFiPMJtS1FyLXXIBsqkV/5gFk0I8Mh+MKMQyhu7cfVVHJykhHe+M5lDNi50XGg7b1HfB5UC+7GYeuY80rxNvTTW5JQfKDh29MR/b3od3/E0TVLMQVcUryvG7oOwa6NKpNBsdGS9VMl5FQrYqUSUMA+Z5O9mTPoKD7GGY9jDArKFiNwE4oue93+DaCQRSTmeK2Ghoq5uO3ObEHvJQ6bDR7RyzNFm+AojSrkYitCFBNlDrs5M4sw1lWiBM4c1oJHft3YF1zHgW+qGVms0KqDeh1HVlfQ8G6GbR7A+Q4kiRNRMJIrxsRI8iW4XLi9nhHUmymz0U2HEEsWJF0GsvOPpcZTzxzJfCH1CYeB6f4sneiOGUsQyGEiEQiBYWFqX1gZX+PUVIXRb/bS0Z67DQWeWAnYk3iOueIpuEPBnGEAynlIg6fu+EIzFoUnYMHlyMNs3nkO0YIgVIxHdONn0W5+Hpw96E//Eu0t1+KGbEdUcqpQvp9yMajKLMSC8GOht7VBgd2oF52M1JKdu4/REF+LmtXLUuYdjN8/UEP2p/vR3/mAcTaCxD5xajnXpE0KTwu/H5QFBSXA1rbkd29cdNmhtApHBx1lHDm9ueRikJNmZEeI9SoYMIovNrSw4I/b2Tu0+/xg70x7s0fBFVle2c/37znN7xWYOSJLs/PoGZgkHq3j5Cm83htG1dMLwarHRkOQ3YmV62ez/rmbiKaji8UZktTO7NsgqBqIaRE/8fpTrCkmAmmKDDQQ67dRNdgckIXZZXII/ti7stMd9HvHrU0XrAKWZean3fpsqVEtMiqlAbHndwk0mpO8WXyqWQZVkwvST14QnCs/2jA44nf9MnTh5pEh7Crp4+8nKyUcxHBUMsh4B9e8nZ091AYo/XjEPS921CuuxNROg15eDf6I79CKgri4uuHib2rtw9nmh2nIw3txUdRJrA8lloE/fk/odxiWJ6H6xqw2axMrzSinIkSs6WU6FvfQe7fhnLlrSi5BUgp0R78WcrXjwdhNiGiohkyEITmNmRuNiJGtL1TODjiKGHFvtex6GEW1G5hx6wzaMmtoKS7EUwSxeVC93iMiPCmw7x40RJK06yc8eJWrijLZU7m2DrtsNfHt7ccJU8IREYWPruLNL+Hn66by+UvbkVHcPvcCmZbzPxqwx4Ui4W7L8tjTkE2F8+uYMmPHkYRgrtWzWN+UQ5HB7vpSsuhxNth9ECeiPJObzdKWzNp5nS8wQhOa4KP4PTZyB1bYenxq6XMdBd1x0aW0YrNRsSXmt8wPT0dk6JkCiFUKaWW/IjYON2Srk8lMly2csnC1OqR3X0I64jzW9d1NE3HHMMnKKU0FI6ToKu3l+L8fOS2BtSzLk1pwrJm/5iyqY7uXqorYi/HpZTI5jrUaIWKmLMEZc4SZG8X+obXiPS0oyxaTR0u5k6vQvoHoasNpTR+ruJ46K8+jXLGRSg2G/1uD129/axbvnh4f7xKFenzoj37IKK0EtOd3xgeL4RATJ+Hvn8HyrylTAo2m1HdMXROmxVp0aG3F+m1Qm72cLnjeCIEEEgW1mxm0/wLyBnowEYAaQaRZmdrQzvV6XamuQxSvaGqgOePdR9Hhr/cU8e100vY1tpNZPcmGmfPY07NVi6dWcEl00rR+vpAN4j6M9OjqkGDfrDb+Oa5S/nmuWPvvcDXTU1mBSXeDmODyQQBmdqyMRyEowfIX3I2nYMBnNb4AhuKyYwWR8DV5XTgGd/bORhMWdJrQXWl+VDjsdnA5FsBnOKW3kRxyiyTq0qLL16+ek1qwZOWBkT5SC6i1+eLm2hNbyfCEb8KZAgDbi8ZTgdMIGIpD+yEVYYog88fwGw2xSRkALpaEenH1yiL7DzUK29BvfXLeIMhIi0NOF5/Cu2tFxETyPPTO1qgrxtl1kJ0XWf3wSMsnjvzuA/G+MRsvbcT7U//h3LhdahnHv8loCw/C33r2ynP47jj7TbEuP+NUBRjmxaBljakpsUkwiGYtTCzG3exr3qlkZhtUhEWC62+AKWOURHhNCut45afLYMBnm3q4tPTi0AR6Mfq6M4tIxwWRDq60XoMIhwPPRiMu5x3hbx4LI6RplQuB5hTXypLzwBZNgsD/hQSpQM+pHZ8/5UhGS9tdBDFmQ69XSlNY8XiRScWRBFMpdacLFhNpnOWrUutSkg21sDckW/rfreXzDhlb3rDUcTMBTH3DY/RdTRdx9TfhUixr4SUEukdGPaldXT3xC0DBKPNgEgQCBEmM8055VQtX2UEZA7uQr77ckpy/FJK9JcfR1x/FwCH6xopLsiL2x51TF/mPz+E8smvouTG9tUKixWRmY3u7k86j+MPFmA1xxW6EDYrWC10uTWOOIpjEuEQ8vrbsESCtOZVGhtUwH78Mnv85+1bW4/yvRUzMFmtIEH3eMhvOERrdmINQL2nFwKxI74CyA7002vPjN6HDVIUmADA68ZpAncweZMp4UqH9uaY+zJcTgY8o5pLVc5EtjSkNIVlZ6yjuqw0uWZcorkpE3+dyjhlpheORAqLi+JL4o+G9PSPaYbT7/aQmR5nuXGsDmYnDkAMpeXodQcRc5YkHDuM9mZE5oh/0EjLie8vlJ1tCYVbpZQjPsdBD2LxKpQbPos8Vmek57z257gtPeWuTSjVc1AsxvK4p6+f6XGW60NwSI0lnUfYXTgLd1dHwrHKGRch//IEYHxxDHi8NLa0sf9oLXu9Yfx2J0fmraG1dCZeZ+ZIM/Z0F8IVm5CH0OXK40jJXJbv/isWLXG6yZz6HdQVzyFgtiFUldJ0B82+EUuwxRekaJS0lrDb2NHn5ba39zHzj6/wdF0bX91ylP0b3qG1Kr7gBoAMhhO6VwoHu2lPGwngoUwgxcbdj+huRxEQSVb2WFYRM98TokGUUWTI3CXIOGPHY+nq1Uipr0xtwnFwmlmGp4TPUAhhXlBdlfpcxqVWDHi8zIlTBywDPtQklR4GmbrgyCZYmVrwRK89gFhoPEu6rhMMhUizx76O9LqT+nH6BtxkprtQFYXI7k0o192FMJlQz7kcKS9DHt2P/sRvkbqOuPDaYWKVUqLv3oTpjq8hpWTPoaMsmTcr4fWkfxD96T+Q/smvsNw3OOJDLKuIfUBuIZ2YOLZ7Hz5/AJfTQabLSV52FkpfO52hIFk9rXjSc+ksqcbryiKjt4OKviayTfEJotOWxZHc6XTeew9Ldh5BN6nctbCKv189Nh/44QON/GCzIUawYFEz4Wuv4rzGzawoyaLW46fe46ckzcoT9R388ax5CJcLoQhkMMCRm88aPs+n3trDpZVFXJVpYYsiCFntWBKkxchgGOL44LL9fRzKGVU2ajGDL8UPeygAxxpJL52POxAhOy1BpL60ErbGTr7OcDlpaB6pUlHSnES8iTUch5CZmYmu6RNr+zca4tRPop4oTgkyBAqKc7JS63ciJYTDY95rmjYmnWUMUshJG/B4KS7IQ4YCw76YpPNoOzZcF+0ZHMQVo8XAEPR92xBLz0h4vuGEb00D/+CYBHEhBGLmfJSZ85EDvejv/ZVI+zGUuUuROfmIAqP0r6O7hwyXM+7yGKJ/r2ceRLnmNhSbDZfNNjaoMo4Qu3v72H+0jvTi6czwtJO1bmyKkt6kYNLC5LU3ktfeaFwD6CudRt2MxRy22pjXfoD04NhAwBARznv2T9y54zDPrZ5DabaLs97ewxXTS5ibO/I5rcxw8MbHzyHLZuEvdW3sdwdYaXfh9Hv46bmLufKvO9Gk4I55FcwrL+K3O48A8Nm55YzH0JI9r7WerqIqShoOxP1b6W6P0SY0Rt9uFYmQkohQMEkdHGkw6INIYusWMPyG/b1kzDAzEAgnJENFUdECsQk73eXEPT6Ikmp/Z8BkUs1CCDHUYGnCOMUtvYniVCHD4tK83NScLj6vkfkfRSgcxhKnPYD0eRGJhDSjGPB4mDOtYkLJvARHUmr63V7DsowDeazOaEiVAJ09vcycVoGsP4woja+BKDKyjTpjLYLcsxX54qNQVIbuGaC2sZnFc2clvI6+/V1EcRlK3ohL4rgoc1kFkUiEAzX1DPr8rFw0D5vZjPbAz2DdBchgANlch2xtQh7dB+kVCEeaIdAaTb7O9fWS374Ht9XFnqIFFHo6mdZTh4IcJsKFzz3MzvYupjlsVDlsEAxzQ1URz9e0jCHDtSUj7odVxTn89PnnOOf2G1hQs5nLppdwaXE2EonQNAgGYpIgwO/OWYi02tC6+8hrqaVmwRnJyTAQikmGABlBD26ri+zAAMJiQSoT8Bv6B8m0manvHQQSuxLiJXWrisJxPBYj2BIPWU6HCriA1MzJ8TjNLMNTxWdYVFxYkNqT5O4HV+bw20AwhC1eE/K+boghrT4aQ2k5Jk8fwplab1wZDhkfvCj63R4yXQl6kMT5Zh/CoM+PzWrBpKrIfVsRZ1yYcDyAUE2IGfMQOfkoZ11G/xsvYmqtx94YX9tO+rzIPVtQz778uH2jgyoddbVs2L6bDKeD1UsWGI2shEAoCpH7f4r+2G+QjUcRFdNh1kJkWCPU3IUeAeF0IJxpYDI+qOlBD2sbNqELwZbyFbTZc4aJ0BL00xoIUWof+f8VhcK0uH1x/W9/2FNHubeTAUc2IUsapNnBbhvz/0iIgB/hdOJw9+J3ZqAlI7AEllZG0MOAddSX4ETIYdCL06zgSSGIgtSNnNYYUBRlbERZSmSK1mFJbrYCJO9AFgOGC3BSfZNPWZwSZGhS1eLi4qLU0mrcfYhRpXKBYBBbnG9uOdCHyMqLuW/08XabFdnejCitTG3CHS2QO9JwasDjJSMOGUqfN2nbgO7ePvJyjICQdPej2BJIIY+CvuUto6tfYSnNs5ZTuWINsqfTEKB96TH00NgPkP7qU2Oa2o+HKzuH+cuWsuVoI5WZTipKixFCoNcfRvvDj5AllaAqqLd9BfW8q1HKp0fVtiV6IEy4o4/A0Rb0iI4IhWHAg4xEUJDM7K4hc7CHXWVLmPfSE8O+uliUJwcDRrnJmI2St5q6+MPeBv77vGWUeNpoLZtpRKQtZiPXLwUIIVCsZgSQ0d2KOyd247Dhy4Yix1tfUWQE3QxYR7ndROolh/h9qN4BJMQ9/zBsdsMIiLXLahludQFAmhM8sceOR0l+vgqkFrWMhdOsAuWUIMPi/Ly5xRWVKY2VfT1jWiMGgiGscSxD2dcNBYlTKAzL0mpI8BfFXl6Nh36sDjHTiEbqUSFUU5wPo2xpgCS9jPs9XrLSXUjPACLFjoBD51YqpqPpOj19A+QXFqCuu8gQoJ2zGP3pP6A9+HP0lgak1w3u/jHL4/GIaBoHGltYMmc6dTW19Dc1oL32NHLbepQ7v4HpgmvAbIkb1QZAESgWM0TC4HEbhBiM0GnLotuezYyNr3PojIuGSbDEZqHZP/JhbgmEKDSpyKFG77oOUrCny8PnXtnG07dfQm5+NqXuVlozooIJjrTUS+IYcXVl9HbgzkqsTiRDwTGyXqPhCg3iMY9a4prNkLjJwAh8HvB6MCuCsJ6YDIU9LS7BWS0WAsFRZJieFZc4x6OkuFBh0mQ4iUjylGWYHA6bbWZRZYqVFr2dMEp0IRhKsEzu74bixAQ3vMzu74FRjaUSoqsVqoyI56DPjzMtviUnG48i5iZO1xnweEl3OY1C+2mpKSsZFqdhPXX19JKfkz3SJEgIlKpZmG7+HMo1tyP3b0e7/8fIrNyECtYHj9ZRUVJEaXm5sWTetZcBoaLe8Klh/6iy4izk68/EPYe5MBcxOkXGN0iXYudIjrE0Lj2yG0d/L83RFKZlmU5qBwM0+AKEdJ0nW3u4rDALze2BsAYmC02a5MbnN3L/jecxMzcTAIsWxhIJ4rU4DMt7At31pNRBEaT3deDOSlwLrw+4IRyb/JUopQ8nX1vNkGpdu64hvR6sZpVAOMkSPzPL+GKPAZt1LBmK/CLkQE/MseNRXFIiMlzOytQmfDymlsknAVLKsuKKOGkd4xHwj5HKDwRD2OKJCAQDSZecQ8tsGQolFVsdnm84NBzt9UeX2XHH9vcmzC8ctixVFdl4FFJQHQGMdpLTDeLsG3CTkxXb3ylcGSgXXAsOF0rVLEMk4rHfoPeP/cB09/Xj9fmoKDEMhbTt77A0w8ruoHmMuIOYNgcZbXUQC4rDOuah78op5WD5Ikx/fgSr3fibVW9/h9aZi/A7MzApgh/Nr+SaTYdY9uZurp9RysJZFfxmZy2/OXAMke7ke+/soccX4MvPrWfZPU+x6hd/BiDb10d/NPF5QknPwSDCbscx0MtgkiR7GQzHJUMAmxYkqEafP2vsplJxMdCHzaQQTNB/BYCc/ARkaCUQHBX4KyiJO3Y8iioqyc/OnpvqdMdAcNotk0+JaHIwFMotyE9NTHV8aVJCn2EKjuRAKERORoaxrEsVo5ZNCQM4kDTVwTPoG07LkT4vaorN4GXNAcQlRjvVfreXytL47gBZcwBRXo0yfznK/OXI7g70t18i0tuFsvQMxMKV7D9Sy4qF8wwfYeNRGOgh4/prWd7bM6aWWQiBqJqNfnT/cZ0ClQwHitCHHYFdOaUcrF7O81//d/x9bqo+uZYMVaBqEWZufp2jK85h4ZvPckllEZcvmYHUdIKN7QQONXJHhgNbdTEyonHvdWdx73VnHXdfGf4BOtILKB1oQVjNSKvVaA6fBEIIhNWCMuhD6DoR1YQpURQ2QXDGGgkSMFmxa0Ej8XoCZCgHvdhMKoFIEsswKxtqa2Luslkt9PQPjGzIL4Gt76R0/aJp1ZhVJbUeGzFwqlt6E8UpYRmqimKL53M7DseRYQIySoHgAsEQNptlQikJowkumMBnCYCe+Lw+fwDHUFlZnIhhLMiAD8VmtPkMJLNOD+xAnHnJ8HuRW4B69SdRb/0S0u+j47Hf4+ptwyZ0Q8z19WcR1xmlfbGaTCkrz0G+99px1zHnZCCkYeWMJ0KAHz+xBXINSyyr4xjh9AxC06tAFQQONRE82gyjWnCGGlohAVFkBAYYsEVXCRYLpJBGNfw3iC777YNugmlJatcTuPRsWmjYMhTKBGrOFAUi4ZTIUFHUuA2fxi+TFZMJmUquI1BSUkI4HJl8AOU0wylBhmZVSf0pHvdQ6LqOGm+JlALBBYNBrBbrBMlwZA6BUBBbIud9EsvQsGwtKY0dg2hOZDIiBJCD7pguAGG2oK4+l+a5q6msrkZ//mG0e/8bsvPHKHGPJ0Rhs4MzA32UooowqQhz1IcZgwgBvIEILX1eTAXZmApzKdq9hUZrPuHW2D4u3R+CUPwvNLMeIaKYDPEGRUneh2TMzRtWjdXvJWhPbI0n0l8csgzHnzclhMNYU1kmQ9wvdqvFSnC8NZzic5Senk5EiyRXMYmHk7BMFkL8XgjRKYTYN2pbthDiNSHE0ejPrFH7/kkIUSOEOCyEuHjU9mVCiL3RfT8XKZixSZ+eOJNbLITYJITYJYTYJoRYOWpfvMmdEx37v+POrygTcH7HaucYFynkngVDYSwmFZEiGUpdR4yaQyLLVGoRRJK0iaHjZTiUahxyTDL5cClhgvmOrtg5br+UeAZ9ZM2YjemGT4MrA1wZRO7/Mdobzw5Hjo8jxLXnI195Yvg8pqJcFD0ckwhVRbB2YTlfvG45wUCYSChC4HATOQf20ls5I/G9JrGanKFBvJbUXAujMfS3tvoHCdqTJD0neI4My3A0GU5gEqFgastkAC32/9BiNhEa79NMVVFcCBQlNUeeEOKS6Ge6Rgjxj5OKJKf2RXE/cMm4bf8IvC6lnAG8Hn2PEGIucDMwL3rML4UYzsn6FfBZYEb0Nf6cxyEVFoo1uf8F/l1KuRj4bvR9ssl9HjgTUIUQo5sXq6aJZO4nWrMcNzTFhyISTn2JNegB+0hQJuEy2TNg5H0lgBENtxpjk/RQHkZ3B+QaPtZEOY6AIWGWkRV395BIhRAimkwewXT+1ai3fRVRUoX++G/Q/vQL9O6OMYToDutI74iYqGo3H0eEmQ4LN10wn7/72ApKhMZ7r+7hvbcPE4n+v9WotaMl+Nvr4XDCPLx0/wBue/TvNhEHffSc1sAgQVtyMow3B6sWJGCapAp4JIxJFUSSpNYAcZ9lIcTxc5tAdZ1IgaGin+FfAJcCc4GPAyelIZSU8h2gd9zmq4E/Rn//I3DNqO2PSimDUsp6oAZYKYQoAtKllBujpYYPjDomLpIygJTyHSFE5fjNwNAnNwMYqhYfnhxQL4SoAVYCGzGIV2Kox43+q5jNJnUCXucUh+l66isWXYNUCTkcGpPgq0UjwTHhH4QkVkcwGMJqMUNfOyRR4x6CDAUg+gEOhSNYE0jyy44WRHH8SP2AxzPcLkG2NECBkYokFAUxayHKrIXI/h70Da8S6WzFMX/5cOneoqx80t94AVGxhO7sQg5VL+eFr/8707PtnHH2DCxSsnPzEY54x/qwBgMhHIoAXeLo7mAwN5/0jthtMXWvHzVHi5tUbdVChNRoOssElskSQIAlMIg7M0muoa7HNfhUXUMf7SecSJWvlCiIpJ3yEp035upvImQoUrJlVwI1Usq66DUfBRZ+gHmDBVLKNgApZZsQYugfVgKMVrFojm4LR38fvz0hJhtN/irwihDihxgkN6RLHm9yAPcB7wFvSilHi/SZ4gqixkKq/2ipp+7M1rXUUzN0fQxxJlQW1vWk59WkjqIoRt+NFFN7CIUMDT0Mcc9EnfZkwIdwxS8z9A76yMow9su2JkT18bXNIjMH9fKPIyMR9D2bsL/4J5aoFnZmlLPkM98msnsfh4VC+E9/5LMXzKa3rZfNf90b95qtzb3McprR/SEcPV34svPikqEMhhK6RhRdQ1cnY5lJQKBoWnLZfimNV4z/s0AiJ+t6lzL1opVJaikkg5Ka9EwJMDqfqnk4tWbiyBVCbBv1/l4p5b2TORGxnRIywfaEmCwZfh74mpTyKSHEjcDvgAsSTUJK+QrwSqw5mCMhRXv2wdSu3NfN0FgJYCsg1rFS16CnM+a+MbAVoL38BLQ3Jx+LIX9FR+vIHOJcH0B6B6C3K+F5dWse+st7jby/QTdaf/KEWdnTYfQFbm9Bs2RD7U40GUfrsKMZabcjj8ZWd4+YMxGaH00PIlsbkJm5yDj9nocg0rNw1h9m6eWfYMOO3YTDYS6cO4vB8iz63EFySwo4N0EnPpdNweywgBQEp1UREIIKEVveXggJGshw7GfZr9rpcuQxrb0WdGlY1yl8CYpwALUgn3BeCZ0Vs5jbnqCZkgD8IWQMMozYrLS6CljSsN3YoOvgSCcl52EoiLbxLXqyZ6O9+9fEY/u74z5HA2llY/d1d6T0LAMcbjqWim8m5s1MMrWmW0o5UYXtDiFEUdQqLAI6o9ubgdHCnaUYq9Tm6O/jtyfEZMnwduAr0d+fwLD6Ek0uEWTAbFPfzZme2pXVLMg0xBeklHiDYWIeKyWYc4fHxoMnEGJ9/mywF0EC39owtAikVwwvab2BUOzrA6SHIcef0BfoDYbY5JiGcJUagQ5HCsEAR4lxf/Y0fKEwA47M+NJjaUWGPzROxNsfjtChZGNSFbAVGE3Rk1nqug4ig/DufUSiAZaNbT2oF92c2lLf5zWuYbERiDr/N82Io0budYPVBubY1l8woqHpOuvXfMwoWbM7U6tTdveBI50wEI5obLzkzvhj+3uNZyPGh1/TjTrs9SuvjY7tSfrMjZy3B5mRDYEQ60sTVynhrIDMOAni/uDYZ9CUDSkqtqeIGJ/rDzSJ+jkMzvmf6M9nR21/WAjxYwzBiRnAFimlJoTwCCFWA5uB24B7kl1ksmTYCpwNvAWcBxxNNLkk54oouhY+Z92alNapkT/+BNMVI2rlb23axjmrj/+ikZqG/tDPUUeNjYW3Nm3j7AWz0J97CPXy5D1HZE8H+jsvo667dOT4VctifkvKlgb0PZtREzSk37hjN0vnz8FyrBa9uQ513Zqkc9AP7YK+HpQ1a9h14DCVpcVxI8rajvUIix1l/rKY+w/VNpDhclCUn4e25W2Ey4kSR+1bP7rfyC90ptOZWciR/i7WTavgvc5+lEE3i2wS19GNiOJylLUXxl2eay8/jjJ3OaJ0GkfqG0mz2yiN0yJWe+lRlFlrEXHKKpvbOggEQ0yvLEN7+vcoq65EZCcW5wDQHv8Nyrqb6NWgtbOLBbPiR7W1B3+GcvHnETEI2Tvo41BtA8sXGoUckft/jOmKrye9PkDkgZ8hL76ELbv3ccaoxl0xxz50D6YrjlcbguM/A5GHf4np8thjx2NmeWkq8l1bgRlCiCqgBSNIelJqjYUQjwDnYCynm4F/xSDBx4UQnwKagBsApJT7hRCPAweACPDFUd3+Po8R/LUDL0dfCZGUDONM7jPAz4QQJiCAEcJONrl4iIQnkl+Xau6CoiTtzzsyVk09ZUdRx6RaJFwqqKakOV+KohoSTBYrBHwpTUGYrejRVqmKoqAlmLtwpENXW9z96U4HA55BivLzUEor0XdsgFFkqEciyNefRbY1Iqpmodz0WTqOHORIcwcrBtswv7cftXghS3Jd7OgdZOnlt+KK+NGffQBpMqOsPMdoQj/679TdDnlGiaLbM5iwXQKDg2Oi9+Oh6TrDqVmRcFwL8jiEQmCxog36UZMFzzQ9bnBGl3JclHQCBCEEutRTW25OhHgmxlFJfWlSyogQ4ksYbi4V+D3i5ARQpJQfj7Pr/Djjvwd8L8b2bcD8iVw7lWhyvMnFNDXiTS4BImFNm0guQGrDhEh9sKoaQZRUYLEa7R6jMKkq4UgktsCsw2UsCRNgqILAnp6ZstoI9jQYdA8f7/cHIDNObXJBCfqezXFPlZnuoqm13XhTWIbsNvqh6O3HkH99BqmaUVachXLRdQghaN+zncPNHaw85xzMf/49oqQK0rNw1O9k2XnXsn3rVpauWEHGrV9GD4WQbzyL/u7LiKrZBjHa7IaHO9rq1eszUnviQfrcCZd8/kCQ9CGV8WDQWFKnAKlFEDY7gd6BxBVEgBQirkhwJBIZm00wwaVjqq094z3LsVN+Up+DrqeS1wNSypeAl4beLyvI/K9TXYVmojgVapMjEW0CidQT+dpLLeMdXTUZcvupIM2JHNXAfojM4pKhP7G1N1xOlZsNg4mJcxi5hdBj+JAz01109fRRWhQnYJGRjUxAyHabFV8gYHT7Awj4ifzuh4iSCpSrPokY5QMcIsJV556HeesbiMVrkA2Gh0QIgctqYdmyJSOEmJ8Pl9wAgH54jyEKq5qGRXSDoRAmVU1MBqb43fUABtweyosNTUKJRKQq5RUlt0AwOFIOGXcO8T8mxyXdT6AkEFUlFI5gideyYjTi/I10KUkxbzom5MSSgUZPaGIVPx8BfOh3I6WUqX47ATFTVeIm5abwYFotFkLh8ITEQVFHiO841ZDRYxUFmSS1xmaxEAiFEKqaPMVj6LwW63BkM9Plot/tiT9WiIQpO0IIchx22p95GP3hXyCmz4W8QtRLbohLhDa7zVDNGbWcFhd9DH3Da6QXFrNs2RJ2bN3KQGfn8H5l1kLU278KWgQZDhJ58Oc0bd1EUV6C9qqRCCJJQrQvEBgpR0w1NQmGpbaSCm1AwucoEBqnmpSqhFf0vImERlKZQygUwjLeNZBimpiUEl2XE7FExmJKz/D9RzgSp9YoFtSxD5tJVYnEs+pSIMNhy2wi3+ijiNNqtRAMJiiMT3Jem3VUbelEZKiiH0CLxUwoSZWGSM+K2fdYP7CDyP0/prx+D43FMzHd+mXUC64Bd9+YuuPxRKg31yOKK8dYbEpOAbKrDRmJxCVEvaUBkZWD6cbPot76ZZqDOkVv/xntxUeQsVKK9m+Dqplx7ysQDGK1WgzrPhJBTIQMo/+XYFTcN5WxsRAMBrGOPn5ClqEpudDHEOJ8Wcci81T6/gD09PRiMZv6Uxo8HoIpMjwZkOAPJOhROwbjHorxqh2JxsbCpMhw1Nghyy6VsbHgSLPjGYwupSei1uzMRB/oHT7HoD9+nxWxeA3yzecA0EMBtBcfIfLHnyD7elBv+SJZV9+CNFvpHYjWEl92M/IJI1tqPBECyDefRznjguOuoyxcgb57I8BxhKjrOvrLj6NcdD0Aze0d5BaXkHb7VxArz0F/6TEiD/8C/fCeYWKXezajzFkc97763V4yXdEo+v5tiIrEdc5D0H1eRJphcY6xLGON1XVEistkXddTJiI9EkGYzYZlmYQM9VAorgL6eDLUA4GULeSWY02oqtqS0uBYmCLD9x82i6WrrT1xI/MhCFUdo9accJmakmVoHJ/ogY81h7HHxydDYTIlVJd2pNkZ9BlEJlyZ6CkKc4pZC5A7NgCG33DAHd8vqJRUILs7jBYAf/4jYv5y1Nu+inrGhcM+tgWzp7P30FE0TUNk5yEWraLt0d8fR4R6KIC0WI0o9fjrLDsTeWDn8PvRhNj/8K+NIIzNTiAYpKbhGLOrK43j8opQb/kCyo2fQzbXof3xJ0T++mekyYJIUM44MEqkQh7chahOTSWcAzsRZdVENG1IrCD+2K62hAGcMWTU05FySSXdxnkNceIkX4KdLXFzF49bZnc0w6geQYnQVl9HMBw5mnxkLER9hhN9ncI4JWanIxvaGhtSG+xwwcBIHXfCZWqaM+bycDSslmhDHZt9zNIw8UE29GgajN1mxedPYNXmFfH/23vr+LiuM///fe4dMTNLFhkkg8xMIYeZuWmTtA003bbbLeyv3d32u+22oQbaMJPjJHbAccABM8m2zJZBzMwjzdxzfn/c0ViSZ0YjJ04cZ96vl16JZi6cGY+eOec8z/P5UHnU7dNCCPz9/OjrsyGyxqI8ZH4HnZeeAxXmdaMjI2hobjnuGCklxpcrsT/3gFk6lDcFyzV3omXkHpe0CA0OJjUpgQNHSwGo1/wpDo5lem+DMxACqE+Wo3mwPRWhYcjqsmPXjU9kcksJRZHpdASFo5SiaP8h8nKz8Bsy29EsFvQzL8Vy679BcwO0t2K8+TSywvX719jSSlSEGZSVrc+jIMVA1JF9iIwc2js6ifDgdw0OLch09w0BvX19x3rDa70PRNRVIaJiB0u4uT22cpAJmtv7A9RWIIZxhOynpqyMmoZG916pw+GbGX79dHR1H6gpdR8wBhEVBwNk5z0uk6Nioabc4+Wc50fFQY17OftBJKWDo70tOCiQbk9L1PRs1P5dHi8XERZKa0cHIj0byr17H4R/gDM5ExMZQUtbu3PvVDY3Yrz2L+Tr/0TEJaHfch/6rT9H7fZc/56VlkJHZze7N28yZ4Rnn0Ngbj72Z//mnLGqxlqPwUEsuQq1cbU5joqjyGf+RviC85g6bQrbt2xl5+69BAcFkhA7zB9sdxf6Hf+BuOh61Pb12F98GGPz507LzK7uHjRNEBQYgLR2I4YTaB2A6rUiIqJpbT8mUuGW6nK3Bd92R194/xeLKj+C5qWPjqqvRkREe7VnqBrrEBHuZoaDl8mquR7hZfdJdXWV6rZavfzQn/6cCqU1VDc0HKwu9xy0+hFRMaa6iiOTGegfQFuHm77WyFhziTFmotvrBQYE0GPtRUTHQ3UZeLHU0tIykRtXw4Tpg2Z2/v7H7+uI5AzUGs/F75HhZkY4PiYaNZLa2tzxyKLNaJNmkhQfS/WWDSQf3IqISUBbcsXgTgzNH5GahTy4C83N+yGEIE3rZWdrF2PGjTdnhOOnITJyMVYtRbY0QdaY42aVA9GCQ7E31mF/4UFEdDz6zT9DBAQSphSRKQ3UVNcwZ4r7fw8A4/P30CbPQQiBCAyGS24CQBZtwnjlUUR0POWZBaQlOUpqVq9ATD/eFsAVUkrTehNoae8gO91z8FKGHeFGhu04+bSm2kHOjR5pbYbIGOy17QwrVNLe6nb5bR2aAPJw7FCqamoNwH1Fvif6EyinEafEzFApaqqrq71K8YvwKPOD5CDAw8xQRES5zlIOwJwZ9iKS0swg6w0xiaZlqYOIcHNm53IMA2Zw7oiLiaK+0XxNIjre631DbdIsZOFajOUvkrzpQ8p6DPQb70G/6AaXLWnaoguRa1e53cOs3VXI4ap6Fs2dTXN7O0X7DmKz2xFhEViuuh10C8Lag/3lRzBe+gfGh2+gyg9DVyfG+69ivPAQ9lceheh4RGqWOY6AQKy9vWwp2oNfUAhzJ+WxY+s22hrqXY5BdneiKksQE2cc95w2aRaWW/8NNe8caioriVu9DLmn0JytpmV59Z5RtAmRk49SangtSHAGTle0tncQOeB8pVu83ntW3R3YQ8Ld95QPpKvDFN11gblMHvAl3NMNoe5VigZSVdcg8ULAwC2n2TL5lJgZAtVVtfUG3gTn8EhTCNVBkKc9w6hYGCawCCHw9/ejNyAIS693GW2h6w6PXJP+Wr/4GNfLExEYjLTbnY56Q+nf8+nt68Nv4gzUuo/Ag9k7gDx6ALVulSlkMP88wnPzCdy1l5bObqLddaNYLGhnXIx653m44rZBzw3NGk+fmE9FTR3rt+0kLyeLGH8NER2HfuH1gLnUpKEao7kB/P3RJs6DuERn/679hQeRUlJZW8+RsgryR2c735+pUwWFW7YyZcZ0IuIGawmqN582g6iHP5xqqyQpdwx+S85BrngBOtqQn7yDNucsxDACuWrPNrQrf0RLWztR4WEe7yNrKxAx7tV32to7yBo4sxxJaY9fAO2dXYQPF4wBpWtuk4FKqUEJIKXrHovUB1LV1Cw50Zmhr+j6pFFT1djkXfFnQBBqQFmixWIxi6ZdIAICXcouDSUyPMxcanvZygUgAkOckvj9y1y3x+aOh+3rPF4vITaGusYmRMoo09DeBdJux/j0HezPP4AqP4x21R1o19wJOzYAkJORxuEyz1tAWtZYM7G0f6fzMVflM0II0pMTmVkwgcraOtav30j5mOnYHO+1CAhEpGaZWxF+/ojkdGcgtPb2UpKYy5drN9De0cm8aZMHfVE4s8xbtg6aIRqfvQd5UzwKLSilKKmoIjMtxQwC7a3oP/o1In8ycvnz2F9/AllS7LbuUuk6IiiY2oYmEj0UfAOojavRJrhXm2rv7HK2AsrKEkS8d95KUkpEQOCwlg1O3ARZm92OPtQyYwQlYp3WXrtSyv2G93D4ZoYnhYa6ljbvlslCDGrGF0IQ4O/vvpPAiwBnzuw6iQ0MQvb1oXlQjnaSkQ0HimD8VGd5jLs+UzFmIvKNf8GMRW4vlxgXw/4jJaQnJyHCI5HdnWiOvSpZX4365B2UJtCmLkA781LnfURQMHZbL9JuJyoiHCUVDc0txEW7z6xq51yB8fIjEBVDfX39cYFwIEGBARTkjaF71xfUjM1n047dGFISFhJMWGgImhZMr93g4NFS2jo66eruwd/Pj6Sxk5i18UOCFs5zOQYzIOKcIYbVlUNrI/oZF3l61ymtrCYmMoLAAH9kUx0iKg4RGGT2SN94L7KvF/XpcuSaDxDZ+WjTFzj7oOXRA4iUUQDUNzUzOsuzV7fqaHUKSgzFZrOjaZpzVqZ2bUFzsbR3SclBSEiltaOTnIw0j4fKPqu5b+oCl8t8N/WIQ1FK0Wfz0kbPFafhnuEpEQyVUjI7JblPKRXkVdP6kG/KiPBQ2to7CHTxTS9CwgYFFldEhIdSVVdvFu3u3QaT57g9th8taxzy0+Uw3pTvCgsJpr2zy+UelAgIRPl5riULDQmmu8eKzWZDn7EI+fHbkJSG3LcdkZCKduF1brOE2pyzUCtfg4tvYuK40WzeuZu50wrcbswLXUe/9sfUvvY0xXGZzDzjTJeB0MmWLwjOn0xuZjq5melIKens6qajqxsbplpzWEgIKQnxhAQHOQO1sbYX1d46qK1vIM6AuGkzk7rqiLr6NpfH9dPd00NZVQ3zppvJM7XyDbSLbxz8XvgHwPnXACD378B47Z+IiCjEnLNR6z9Cu+KHtHd0EhQY6N6uAcwMdViU22V0fVMz8THHvnBUfTUkeQ5szmP3FqJNX0BHWb1HkQoADuwCN/uhbe0dRIQdm1nKlkZzT90Lauvq8POzDK8k7InTLBieKstkAgL8Sw8fPuLVsSI6Dll3rHA+MjzMfQIjIwd2b/V4vZAgc2YnMse4VYR2NQbVe2yFkRAXS22D+/1JkZqJPLLf/fNCkJqUQHlZuVmaUloM/gHoN/8M/fxrPJZLaJljwWpFNjcQFBhAVnoK+w55LtGp27+H4vgspjccwr/V9bK8H7l/J2L89GP30zTCw0JJSYwnTfbgr+skJ8QR6jCWcr6msy5FuvBXHkhoYw2TOyopCkuivcn9+6eUYue+YiaMzcWi6+YyPzHN8/sybjKWW3+OOOsy5Ofvo5obUQd3U1pZRUaK5yWtWv8JYsJ0t8/XNjY5pceklBAQ6HX3iWppwB6TNGhm6fbYI/vR3ATD45bZewu97sIpXLcWm9340quDXSAQpk/OCH9OZU6Z0bV0dH64fd0ar44VGTmofcek6T2JFYiM0aijHiTdGVD4HBxmyvp7iYiMQXaaLWwJsdHOjLArtIkzUVu+cPu8PFBE8pfvUHH4MMw9BzHHbHfz9g9Mu+Aa5IoXAUhLSqTH2ktD0/GF2AC1O7dxsLqemYsXE3Tdj5GrlyN3bHQ9rroqRGLqoK4bb9ES01A1FW4VgYzP3kMd2k3EtXe63EMcSGllNeGhIcRERpitfRs+RlvseUntHEdYBCI4BHHpLdh7rTQePULs1k9Rba7fHwBVcQSRebwfDJjBr33gEvVgESJzrMtjXeIfSHuX61XEceNobzZVilzQ72x4bMxHndsAw7Ft4wZVUlXtyobDe06zPcNTJhjWNjat2bZ5i3f7hskZUHWsy8EsfHadCRZhEabZ0jBERoTR0tZudqJ4KfQqJkw3M7+Av58fmqa5bw2MiEINMQKXfX0YK5eaCZHGGoKuuYOItAyaA0LRpsxzG6BcXj8kHJE3BWPtKoQQTBo3mr2HjjBUOHdgIAwMCkIEBKJffxeqpQHj9X85k0L9qE+Xo8092+txDEUbOxG1d9ugx2R3J8bzD0JEJPpltyI0zW1SBaDLsTwem5Npjumd59AWX+x1GYuUEtXSiJ6RQ1XKaNLyxqNNnYd8/1Xsrz2OLN4zKOEirVYICXf7BdDc2k50RPixYuvtG9AmuFYSP24sLY2IiGha2tq9S54EBLlcqtvsdvQhM0vVZ/Vo/jWQLTt324BCrw52hU+o4aRSuHnXbq/Ua0RQyKAPr7M8xp1gQuDwSZSE2BjqGpoQOfkwTKeG877pOagB3TAJcTHUNrjfhhG5E5C7tiCrSjFeegT59rOIcZPQb/k5+rxzEQGBZKWncqSsAmGxIHLzkbu8GwuANmMRqrIE2VhHUGAAORlpbN+z3xnchwZC57g0Df2MixHzz0O+9DCy0Mx8S7sdpWle70O5ZOYZg16D8dm7yLefQ7vkJvSp8wcd6iog2mx2CnfvZ6JzebwDgsPMrLiXqFXL0GafhZSSsqoaMlKT0BJS0G+4C+2qO1ClxRgvPIjxxfuonm7U6nfQPCS7ahsbB6lzK5TLXm2XY1n3EWLiDOoam0mI9dwpIrs73ZYKtXd0Hl+WEzCMLuMADlVW24BSr09whS8YnhyUUvVVjc19nqSoBjEkwHkqbxHRCYP2GF0RHRFOc1s7YtxklJcBSGgahIQ5Z1OJcTHU1Lve95JSQk8ncvVycwP90puxXPtjtCGS+BFhoWiaRlNLK9qcs5DbvNs6APNLQb/kJuTy55FSkpqUQHRkBDv2HaRmx1aXgXAgWkoG+i0/R/VasT93P/KFBxBTXWeDvUXTNPDzx77sGbMrJS4Jy433uO21HRgQm+tq2VK0h5yMNKIjI5DWbuTG1WjnXOH1/WVfH6qpFm30eMqra4mPjR4kxKtZLOjnXI7l1n8zO3SWPokq3u1W8UgpRUNTC7HRkeb166oQbjLOLs9vbsAWn4KUcnjpsB0bEFmuO6KG7hfK9lavv7Tq6urRdUud8vqPzRU+oYaTSoC/f+nRklKvjhVxScgBHSP95TGu0CZMQ23wbMXYnxRot8thO0YGnTdmEmw196FDg4MxDIOeAXJksrUJ440nTOHUuCTEqDGIGYs8LmfG5WSx/3AJaDqiYNawSYiBiOBQtDMvQ73yGAC5o9KRrc3srGtlxqJFbgOh83xNQ59zFvotP4e+PtS2NRgvP4LcU3jcEtoTsq/P7I558SHTQ6SnC/3m+9A8JCX6CU9MpmDyJDbs3ENMaDDJCXFIux350iNol9w8ov1L9d7LaIsvwm4YlFRUkZvhus8YQMvJQ8xYCJNmobZ8afZDb10zaHujqaWVyPAwdMcY1PqP0QpmejUW2deHCA2nvqmF+GFmheAQlHDTHtra0TkoGKodGxE53qn2bNu8CbuUJ5w8cXKazQxPidKafto6uz4qXL92QnZW5rDHatl5preHY8M4KiL8mJfHUOKTUR3uN8v7SYyLobahkdzENGRlCVrq8OMQeZMxXn4EbbbpV5OekkR5VS25XfXI7esQUfFmXWCs2cmgktKRHy6F637i9pphIcGEhjgKgwvmmPtrMxa77WAZipY5GmntxnjjCRrGTKWrvY3UrFz2HSllcv7YYTOYAOrofkTeZPSFF6A62pAHimDFi9it3WCzIULCIDAIVXYYsiMx3n0ZerrMBJR/ICIoBJE1Fu3qOxCBwdiffxBsfV5pNtpsdvZVN5KbnkL1kUMkRkUQ+sGLaBdehxYTP+z5/ci2ZpTdhp6ayZHSctKSEvEbRmJfbv4c/fq7nNJmcvs6jJcfMfu9555DWVUDmQO6TlRnO8LbfuTNnyHyplDb0MjoTM81jgDKL8BZIznocaVo7+gcXJZTcRgxc6FXw9i2do06UlE5rFucR3x1hieX6obGz7dt2PBvV9908/B/rUnpqNUrnL8GBwXS29eH3TCOqx8TQphagdZuNDcFrADxMdEcKatgzKRZyNUr4Orbhx2GsPghImNNqTD/QBK3rWadJZqsKH8sN9x9nL2kiIlHIYYdy5isUWzeuZuE2Gi0cy5HvfUsXHPHsOPpRxtXQE3JUYrLKpl1zhICg4I4XFbBlqI9TM4fO1j2yQVq/SdojvuJsAj06QvAIYagpDR9h609GF0dEBiENmUxBIVAWITLDX9t+gLktjXoczwnY7q6eyjcs5+cjDSSE+JIjAhn++bNTJ62mMgk97M6V8h3nke/4of09vVRWVPHghlTPB9fWYKITxnko6JNmWcms5ob6Pn4HTrCU4nQelBhk1GH9rhdxrq8/pH9iJmL6SzcdczEytOxbr6MO7q6CQkOGpw8Ubgtzh7Klh07v1rypJ/TLBieUstkoHBz0R6vquKFxXJcE318TLTbchIxYfqwS2U/iwWLxYI1JBzlpW0nAGlZyKf/gnz3JSwFs4jPzqUha4JLn10A7cyLUctf9HjJoMAAUhLjOXi0zJyhhoYhD3tXAwlQW1RIMYHMSI3Db/kLgNmul5GSzIbCIqrr3dcWyu5OCA13+8clNA0RGWOW3IRFmqZNCSmI8Ei3Rcpa/lTUob3u2+SU4mh5JVt37WX86Gzn0jhk1WtMSUtkR0XdIAuB4ZDrPkaMm4wIi2DXgUOMzc50Lm3dnvPJO2huOmC06DgqZiwhY8IkaKjFePEh5IdvoOVN9m48jlrEpo4uYqLcv0/9qC1foE10vfyua2galMCRne0IdwbzLiiuqLYBJV6f4BLfnuFJRSlVV9nQ5HUSRYwaPajHtn+Z6/LYzDGoiuGLuhNjY6hpaDLVY9z0CIOjT/izFdifvx/amiA6Hu3KH6KlZ5OZnsLRCvcJGy0+Gfz8kcMo6uRkpNHU0kprewfakiuRX3zg1b5dbVEhB6vqzDrCqXMRk2djvPgw0m4nKT6WuVMLqKlrYNvuffT1HZ/AVx8tQ8xyaVP7lRCxCabKzRC6unvYsL2IHmsv86dPPpYsef4BtPOuJmLyDJeeKu6QrU3I0mK0GYuoqqtH0zSS4j2LrsqDuxCjct1+AUgpqa6rJy05EX3RBWhX/ggiY83ynDeeRJYd9uhDw55tiOxxXvVEg0M6zI1YbW1j06BMtFr3kccC8YHUme/HV0yeODjN9gxPqWAI4Ofnt2fnNs8dI/1o46ehdqx3/h4VEU5re4fLD6XQLRAYPGwNYVJ8HFW19WizzkB98s5xz8vGOoxXH0MufQKRPAr95p+jn3EJ2tT54Eh0hAQF4e/nR3Nrm/uxn3UZ6r1XPI5FCMGkvNEU7S9GaTraBdeiXnvM4zkDA2F/skQbOwmx+CLk8w8gq8vw9/dj6oQ8UhLiWF+487hZoupsR0sZfk9rpIizL0Nu+vzYfZTiaEUVW3ftZVx2Jvmjs9Ed5TPy1cfRLr8VzbE0dmcyNRQpJXLZ0+iX3ESfzUbx0TImjHEvRus8b/0naPOWuH2+sraOhLgY5xaM+nAp2nlXo9/8M7TLbkbt3oLx4sMYGz5B9R1fayq3r4eJM2lsaSU2KtLzWFoaTX1NF/T29SFg0DaHqq30KLg7kM9WvE2ntfddrw7+nnHKBcPDFZWPvfvqq159a4lQU5jA+bsQRIY7iqddHe9FDWFQYAD+fhY6AkNQfb3O4Cm3rcX+3AOoTZ+hnX8tluvvMoOMY+ov8qciD+1xXmds9ij2Hy5xO1sQEVEQFYscRl27v+d3/+EStKR0xIQZGCtfd3msq0DYj5aWhX7TvagNn2B8/DZgBv65UwuorW9k3dYdVNc3YBSuRYwt8DimE0XzD0T0WbF3tFJWVcOXmwvp6bEemw1KifHWs6iyw+i3/BxtSEDwJiCq1/5pmk6FhrNzXzHjcjJde1oPQBauQ+QVuN3WMAyDI2WVTlEFKSWqtwctIcX5uvQLr8dyy32I8CiMVx/HWP4CqsFUx5LdnYiwSOraOsw94OFa8NZ9jJjkZonc2ETCgJmltNshJMzrVrfl775vq65veMmrgz1xkoquhRBjhBA7B/y0CyHuE0L8UQhRNeDx8wec8xshxGEhxEEhhPtvtGE45YKhIeWH736x1kurPBDxSciGY5JsiR4Kn7W8KV7VEGakJFFWWQO5+cin/hf7S/9ACYF+073oF16HcGHOIzQNMXoi0iGnFR4aSlBggOcWvTMvQX74xrDjyc5IpbO7h8qaOrSC2aDpx3WneAqEzjEGBKJf+SNEQgr2Z/6GrCrF39+PKePHMXn8WJpaWllT28GR6DR6rK47ab4KHV3dHMiby5pN27Bae5k9ZeLg2eBz9yOmzDU9m93s73kKiMZHy2DsRLT0bA4eLSM0JGjQ3porpN2OLNqENmOx22NKK6tJSYx3BlW18g1n9cBQtPHTzH7oxRchP38f+0v/QL78KGLGQrPgO3l4mS/VXGd2WbmgtqGJxIGWCYVr3SqXD8Vms7H14OEeYMewBw/LydkzVEodVEoVKKUKgKlAN9C/RHuw/zml1EoAIUQecC2QD5wLPC6EGHnvKKdgMFRKtXT09NZUVVZ6dbxWMAu17mPn73Ex0S7NkQBEUDBK04ZdKse2VNNw9DBGVSmgYbnpXvSp84Zt/9JmneEMhgBjszM5cLTU/ewwKARtylyMzzyvWoQQTBk/liPllbS0taOdcwVy/3ZkpbkH7k0gHDTOSTPRb7gbtW2t2YLX2U5IUBD5sRHMVm0EBAZSuHsfG7YXcfBoKXWNTe67e9yglKK7x0p1fQP7Dx9l7dYd7C0+TGRqGnMrdzM6M50Af39kQw3Giw+jqsvRb/05mpt+4IG4CoiyaBPYbehT51Nd10Brezt5OcOrX6u3n0E75wq3MyubzU55da1TxFX2WVGtjWjZeR6vq0VEo199O9oNd4PNRufnH2A01hFieH4fZUcbIiLGZYLFMAy6e6yEDuxHPliE8DIYrvv0Uyx+fp9/LfuF8E3sGZ4JHFFKlXk45hLgdaVUr1KqBDgMeKmlNphTqrSmn8b29qfef+Xl/73z1/8x/MFxg2sILbpOgL8fXd09hAQfHxi0CdNh82cwe7Dvr7TbUavfQdVUILLGkZKTS03wJNJ2rUXWVqAlDi/PJHTdDG5rVqEvOJfgoEBiIiOorK0nLcm1YrJWMNv0C25tQnNjBwlmpnvaxDy27NzD7CkTCbjqdoxXHqMuZyLF7b1eB0LnWAODzG6V+mrUR8swujtRtj4CLruVjKhYMlKS6O6x0tLWTmNLK4fLKujrsxEcFEhkWBj+/n7ouobQAukzDMqqapBS0tPbS1t7B9bePoICA4gMDyMyPJzMtFSn3qSRNRrj03dMs6XYBLRLbx5xy59T/mvrVgpiwgmvOIB2xQ9p6+iguKSMuVMLhs3YysN7ISTCYz3p4bIKMtNSju0VrngZ7YyLvR9o4VrEzEWUhyUxStmQ776E0i1oMxYissYdN0b18VuIuee4vFT/fuPAc9zVIrpixdLX5aGyiie8H/wwnPyEyLXAawN+v1sIcTOwDfiFUqoFSAE2DTim0vHYiDnlZoYALW3tb7794UderdPMGsIop3UnQGJcrNvSEZE/FXnwmFudrK0wOyyWPY3IyTf7hBecx6hR6ZRV1SDmnoP6ZLnXYxeTZqGO7HXOPnMz0zlcWo7hYTaqX3Qj8u3nhr12SFAQE8bksKVoDzYEDRPmUNzUwYz8MSMKhAPR4pPRr7gNccnN0NmGseJFjE/eRvb1ERwUSEpiPPm52cydWsCiWdMYPzqHsNAQhBDY7Abd6ChlzlqEEERHhFOQN5bFs6cza/JExmZnkhQfa4qxdndirHgJVXoIDu1Bv+4n6Bdef8K9z+GJyUyJDmZnfQudCy6m29rL9j0HmDYhb/jiarsd+eVKtCXuW/usvb3UNTaRnmyqxsjOdpQ00NwsYV3eZ8825IQZNDS3kDx6DPqN96BddTvq8F6zH/rLlYPKuFR3p1uHveq6BhIHZMU91SIORSnFqk2FVuDzYQ/2hhPfM4wVQmwb8OOyeFYI4Q9cDLzpeOifQDZQgGlVcP+AkRz3ck/kJZ2SM0Ol1JHs1OTOrq6ugJAQz8Wp4KghXP8JnHkJACmJ8azftpOcjLTjvnmFbkHEJGD/dDlUHEEkpaNdfNNxAqQB/v6Eh4bQZIeogIBhBWKd1xcCbe4S1Ko34fxrCPD3Jz05kYNHS90u20RYBNq0BRgfLkU/72qP14+NjmJ0ZgZr129C7+5g1uLFWN5+Brn4YrQM7zKKrlCF69DOvhwxZhLq6H7kiheRPV2IwGBE3mQYW4BmsRASHDRoxm3sXkeNJWawF4gD2WeFXVtRxbtQUiJCwhDTF6KnZmK89k/T6GgEVgvHXX/HRkKrjjB1zrls3VYI4dFMnZQ/aBnp9vUufRLtvKsRFtfJFaWUsz7RqWa94qVh/30Gja/8MCJlFOX1jaQmJTivo1kssOQq85hDu5GvPwFh4RCTiMid4PJaNrudto5OCgb426gtn6Odf51XY9m/Zw9C0w4opbzej/eMONG6wUallHsvhWOcB2xXStWBWXbnvLMQTwHvO36tBAYu21I5QZOrUzIYAtilevuTd96+/dIbbxr2WJE1Frl2lfN3P4uFiLBQmlrbBpUxyLZm1EdvoXo6zV7Z23/jsc81OyOVPQePMGvxxajlL8D1d3k1dm30eOybVyP7rGj+phLN+sKdpglRhGsVEm3iDIyyw8g9hWjjh5GDqilD9nRjiY5HCwpGv+Fu5FvPIOsqPaqteEKVFaMtPN9MBOXko+Xkm4+3NiGP7IP3Xsbe1wt9VoTClJe3+KFqKiAnHGPpU2C3QV8vyqKDfwAiIAiROdb8shmiviKWXIlc/zH6MMZX7jBWvQnSQLv8NnRrL4RHoTpaENYeGEYay/jsXcgc43GGV13XgEXXnTWBsr4aQkI9+rMMRa5egbjmx5QV7WPutAKXx2i5EyB3ArK7E/nkXyAyBsPPgjZp9qA96qraelIS4gcvkQ3DbS3iUN595SV1tKrGc13WSDm5y+TrGLBEFkIkKaX6M6WXAf2lG+8CrwohHgCSgVzAe6mnAZyywbC8pvb5d95Z/oNLb7xp2DEKTUMkpCAbatDizGxdRkoSJRVVxEZFmkuVrWsQUTFoiy9ExCVhf/Ux07PEw3XDQ0MJ8PejUfMnJjAY2dyA5uUfg3bOlailT8ONdyOEoGDcGAr37Gfe9Mlu7SG1C67FeOVRSExFi3W9x9hv3jR/8Rm0dnaycfsuZkzKJ/CaHyNXr8BY8RL6JcN/gQxElh82zZ1cjEtExphSWwPktpStz+wztvVhfPKOKak190ozQPoHeqUzqEXHYW+qQ9ltbmdnLscqJeq1x2HsJPSp82nr6GD7ngNMnTQerbuDwq1bmTJ9OhHxruv05MFd0NGK7mHfz9rbR3FJGfMGBDD5/qvo1/7Y+3Hu247IGktZYwvJ8XHDlvdg7UFkjUW/+Ebk1i8xXv4HIjYJbd45iMgYyqtrmTFp/LHrF65FjPOu+wVg+eove/tstve8PsEbTlIwFEIEA2cDdw54+P+EEAWYS+DS/ueUUnuFEEuBfYAduEsp5VpNeBhOyT1DB5vX7d5n9VZoVZtzFurT5c7fI4L86aiupPvFf6DaW9BvuAv90lsQjmCpTVuIGiaLC46M8JFSxJmXot73XCQ9aDwJKZCQYurvYXqcpCbGc/BIqdtzhKahX/kj5PIXkC6yt0Nd7BLjYpkwJodNO3bT0taOftaliOyxGM8/YAqUeon6cqXbUhGX4/TzRwSHIiKiEUEhoOumz0hwqNeCq+Dwfd6+YfgDHciWRuQzf0MsOB996nyq6urZsfcg0yfmExkeNmwdomxuQG5ajXah+9mouTwuJi8nCz9HADNWr0CbMs+tmbzLsW76DDnzLMqqasjO8GxUD6BWLUWbfy4A2vSFpqTYrDOQK1+naekzBPT1EDBgH1Tu3obmphZxKPV19TR3dDYopTz7O4wEAQht5D9eoJTqVkrFKKXaBjx2k1JqglJqolLq4gGzRJRSf1ZKZSulxiilTliA4pQNhkopw2Lx27DuU8/9xP2IyBiUlBhlh8xSjeUvkZ4YT+X8S9DnnD2o+R5A5Oajajxl7E1CgoOIDA+lpscGsUnOchZv0M64CLnhU2cLXVZ6Ks1tbW6LwsEs/9EuvhH5yiODHndl5wkQHRnBrMkT2FN8hLKqGrTx0xEXXId89VHknm1DL38csteKCgg0VWi+YbTJc1AHdnp1rLF2FXLlG+jX/QSRmsmBIyVUVNcxd2rBoD1CdwFR2u3It55Fv+p2j1sjVbX1WCwWZ2GzbG1C1VWiFczy+nXJLV8gxk/jaHUNGSlJWIb5gpB2O0qI4zQetdgE9OvvomzcbEb1tmK8+JApjltfbfaGezmjXvHS87R19wyfoRsRArQT+DmFOWWDIUBxWfmfnnz88WGbcaWUGJ+/D21NqE/eQbviNizX3EF6/niqautd1hUKIRBjC5yqzp4YnTmKQ6XlsPAC5Cdvez1+oVvQzrsatfRJ5z0L8sZQtL/YZU9wP1p8MtrcJRiv/hNwHwj7CQoMZM7USTQ0NVO0vxgZHW+KtNZWmplyD7NE9cnbaLPO8Po1fd2I8EiPXzCytQn7c/eb5ljX/5Rev0C2FO3BkJKZBeNdZo2HBkRptyNfeBDt4hs9zu46uro5XFbBhNHZx+7/1rPoF3u/7SClRO4txDZxFjX1jYxKHV74Va18HW1IqVc/vX19dHT3EH/G+eZsMWss8qVHzL3cCs+mX/08+dqb1vqm5q+vpKafkzQz/LY4tUcH6zbsPdDW4qaIWjY3YLz2T+RrjyMSU9Dv/K25ZHPMciwWC3ExUW7FG7TpC81i3WEIDPAnITaGipZ2REbuoNKc4dCSMyAxxXmf0OBgxmVnsm33Po/F39ro8YiCWdS88oTHQNiPRdeZOiGPiLBQ1m3dQVNbh7lsPudK5JtPYqxc6vJ+qrkBzcu+1pOBOOcK1KbPjntc9lkx3nwa+fFb6Ff+CG3GIqrrGti4vYiMlGTyc7M91hEOVMxufflxtHOvdrbPuaLPZqNw9z6m5I89tjxetQxtxiK30vuuUJ+/hzZjEYcc7XvDtd5JqxXV0YY2arTL50srq8lISTr2WtNzICEZ7dofo7ZvwP7CQxibPjP3cV2wq7CQtm7rfqXUCWVYPeITavjmUEqp9m7rg688/uigx+X29Waf8PqP0ZZcieWGu9HGTTbLZjJykCUHncdmpblXkBGahjZtPsaXHww7lpxRaZRUVCHnnI1cu8pr0ygAbdFFyJ2bnCo1CXExxMVEsafYs4pOvU1SHJ7M9PZKz77GDoQQjEpNZsak8RSXlrHrwCFkTDyWm+5F5OQhX3wIufaYIZrcvRWRO97DFU8+WnAodHWgesxaOyklxgevI994EjHnbCxX30FfQBBbd+2lrrGJudMKvFJ9AQiNjWdyfTFFsVl0+Lmvw1RKUbh7P2OyMpy+IvLIfuju8EqZux9ptaIqjtKTmUdzaxspicML0aoVL6Kd6TqZYyrlNJA6oGBfrV2FNnkOWmAQ+iU3mv3QwSEYLz+KseJFVGPdoGs88dCDxpGKyv/0+kV4i/BJeH3jNLW2PvH00retRlcHxjsvYH/xYZRhR7/pHvSLbjiu1EGbfRZqzbE91OCgIAL8/WlsbnV5fTFhBqqkeNjg5mexkJGaTHFFNdq8c1AfLvX6NZiJkR8ilz3t3D/MyUjDZrdTWun6C9vZYnfW2QROnI7x8qNeB+DgoEBmT55IeGgIa7dsN++Rk2dK+YeFY3/+AYyP30ZuW4M2bf7wFzzJiHlLMNZ9iLH8BeTLjyDGTMRy073IxFSKS8rYUFhEenIiU8aPGz4r66B/aRy+5HKmTpviUdxh76EjREeGkxRvfpZkeytyzUq0ESyPAdSypxHnXc3eQ0cYl5M5fAdMeytowm13U3l1LYlxsYPEilXJgeOyyNrEmVh+8G+IhRcgVy/H/tIjyN1b6e7q4sNN27qkUquGXvtrwTcz/GZRSjX22u07Nj/4/xAzFmK5+Wfo0xe63TwWDrVl2XFMPmtcdib7j7hWkBFCoM1fglo5vGBCZmoyrW0dtCZlQVcHcsi3sCdESBjaBdejXn3Med+CcaOpqKmjsaV10LHHeo3NpbGWN9nMLD53v9dZ4v5Z4rxpk+mxWlmzZTs19Y2ISbPMoBibAO2tyKVPIquHTySdLOShvaj1H8GeQsTU+Vhu/hlkjaWkooq1W7ajaxoLZk4dVnBh0DWbG5DP3Y924fVoKRkes8zl1bX0WHudMvzSbke+8YQpaDGCzLjctx0SUqiRFvwsFuJjvPA4efcltLMvd/lcv2dLv1IOmO2DYtQYt33UWmQM+jV3ot1wF7Q28cbPf4zNkM+faKnJsPj2DL95DpRV/OrhzXvsmpcG2dqiC1Hvvuz8PTQkmLCQYPd7h9l5qNZGs2PCA/36grv2F6POP2ba7i1aUhqiYA6GQ8dQ13WmTchjz8HDTme/oYHQeW5OHtqlNyNffhhZ61n2ayB+fhbG5WQxa/IEGppbWLt1B5W1dcjDe9Gv/ynaRTei9m7H/sqj5uxz3/YRbQGMFGm3m3V0Lz6E/dXHUbUVaFfdgRg/HXtXJ0fLK1mzZTu9fX3Mmz6Z7Iw0t3WZLq+/fyfyvVdMG9ABe4SuAmJNfSNlVTVMzh/rnMWp1/5pdqZ46T/sfE0bP6Vv7hIOlZYzfrQX+ol1VRAW6VIBCaCkvIq05MGeLXLtKq9KoDRNQ8xbwqNb91kr6+r/6vULGSmn2czwlC26HsKGbQcPN1RVViSlpHohmBAdByGhyMY6Z/HyMU+RGJeb2toZF6NWvAJX/dDjtUODg0lLTuRgTQPjZizCWPUm+rlXef1CtInTMeoqkVvXoE1fQFBgANMn5bNl5x4y/BUVdY1ukyVaTALipp9hLHsG8qagTZ7t9X0DAwKYNG40PdZeSioqORSaTmJrDxkpkYScfRkAqqsduacQtfRJZK/VrBvMHmu24o2gxm4gsq0Z9u1AlRabm/yBQWhjJqBdfSfCYdvQ2t5BafI4mktKSR8Xxdypk5xJjJFgrF4BXe3oN97jsnxmoLhDxphxVDa3MnvyBOcy1PjgdcT4qV4ZgQ1ELX0Sce7V7Co+Sn5u9rB90eAQh73qRy6f67PZqKwd7Nki92xDZOd5LcqwfvVqOqy9W05K4gSO7RmeRnwngqFSSoUGB//+8f/9y9N/fuwxr75etDMvRb7zHNx8H2CKtsbHRFNRU0dGyvGaclpyBnZlIDvb0YbJHmalpbChsIjWnNFEHNyFrKlASxo+SDvvddal5vI0KgYtJ5+QoCAy/WF3UyezZsz0mCwRAYHo1/0E+fFbGCteRFx0o1dud/0EBQYwtv4ouSmR1IeFsutAMTa7QXxMNIlxMUTMWISYudjcUmhtQlUcQX32LvaebjDsYNjAbkdoOlgsqPoayAnDePVxsPWZHfIWC1j8QLcgQsMR6TloF17vnG1JKWlqa6euvJqG5hZCgoLISEli/M5P0aNmIkYYCKXdjnr9X+a+qKM/3R3hicmMGt3FniMlzJ4wzhl05abPwGJBmzxnZPcu2gSJKVRrQfj7Wb2yAJUlByE53W1t56HScrIzUgd5tsgtX6Lf8jOvx/XA3++3HSqv/JXXJ/j4bgRDgK6enlde/3j1Q/9ptYYFBnqRWQ2LgLhkZPlhZ+lIzqg01m/bSWpivEtzIP2cK5BvP+sMoG6v7agX3LprL/POv9bcB7ztl14HJSEE2pU/xHjtX2Dxo76tg7K6BubMms3u4iMU+PsP8sQ97nxNQz/3KmTxbuSzf4OLbzJ9VbxEHtqN5eb7SNE0UhLjsdns1Dc1c6SsgvbOLofsVhgR4WFE5E9Dd2FMpPp6wW7D+HgZhEagLb4Z/PxdqkX3iwy0lVXQ0tZBR1cX0RHhJMTFMjZ7lPPfQp59udmvfP41I3gte5FrPkA7/1qnRYAnauobqWjpYE7+aHbt2MEUi4Ww8oOo+mq0EfZJy+5O5I4N2K75CYd37mHetOHb46SUyNUr0G+61+XzPVYrjc2tg0Q95MZPERNnmNYVXlBeWkrR0bJapdQJ9eh6zSm+7B0p35lgqJTqTUmIf/rFR//x8zt++e9enaMtvgjjtcfRfvALAPz9/EhNSjA3pkcd/4cjImNg1Bjk9vVoU+Z6vHZIcBDpyYkcqKghb8mVqFcfhxvv9vr1CN2Cfu2d1L76FMXR6cw88ywCgwKZMSmfLUV7ycvNGnYTXhs9AZGWhXz/NYzAYMQF1w5f11ZdjkhKH7QJ7+dnISUxnpTEeKSUtHV00treQXlVDW0dnYA5owwM8CfAv/+//uiahvIPww409tgwuqxYe/uw9vbR29uLta+PHmsvuq4RERZGZHgoozPTnRJgx72e+GTsdVWmGdIwf/jSbkctexrCo9Bv+Tevkh3l1TWUV9Uye/IE/Pz8mGrRKdy8mUm2FqIuu2nY7O+g+0uJfPUxtCt/xK4Dh71fHq98A23+ErfL3YNHyxidmeEci5QSeaDITHp5ycN/+h9Z1dDohRjoV+QUT4iMlO/Uq6mub/ifvz/1fHdPT49Xx4tAUzVF7tvufCwrLYWKmjpsNtcdINq8JciiTcMmUwAy01Lo6rFSbQlB5BWYSiojoG7vLopjRzG9pRT/WjOjGxwUxOwpEzlUUs6R8krPjmuY2XP9qh8hRo9HPvv3YQvC1Wcr0Dx4F2uaRlREOJlpKRTkjWHhzKnMmz6Z/NxsUhITCAsJwjAMWtraqG9qplYLxGZI6puaaWkzzbgiwkJIS0liwphcFsyYwvzpU5g4Npf05CTCw0I9Bh3TmsGzIZjc+iXyxYcQ889FP/+aYQOhlJI9Bw9T19jMrCkTnUvj0IrDTLY2UBQQQ3vjyNp21ev/QjvrMoqbOggNCfZuedxQA92daGMmuXy+o6uLzq7uQXWU6tPlaLPP9NrjpKKsjLe/WN/U29c3fHnEV0H42vG+VZRSLe3W3r8/+uc/eS3eqM07x9wPcqDrOlnpqRw86rqcRGga2vnXot58ZthrD5Tjb8ueCFIiizZ7Na5Bdp7X3Ylc/wny0G7A1FKcPWUi7R2d7Nx30KMwrPN1jpmIfst9qOoy7M/dj6wqPe4YabOhLH4jypQC6JpGSHAQMZERJCfEk5WeyricLPJHZ5NvdBDkZyF/dDbjcjLJTEshKT6O6IhwgoMCR7SfCcD0Bci9rnuq5f4d2J/9O0oq9Fv/DW+qC/psNjbv3IOfnx/TJuQ5kyVy02pUTRkRV/7A2anS1uCdL7Px8duQk0dtUJRpL5A7vL0AgHzvFbQLXesPKqXYW3x0UH2itNtRNeUIN8HTFX/41S+N6samO09aOc1AfKU13y51jU1/+dcbb3W0DqnNc4ew+CHGT0NuPibwm56cSFtnp1srTy0hBZLSvGrV65fj37nvIH2LL0bu2WqWTXhgqGeJsPihX/dj1M5NSIfdqKZpFOSNISIslE3bd3nlQSL8/NEXX4R+7U9QRZtNr+QB3s9q9XK0GQuHvc63iaZpiMBgZO0xDxxZcRT7c/ej6qrRb/4Z+sxFXs2UOrq62VBYxKjUZMZkHVt6GitfR7W1oF10I0KIQa17wwVEuacQenvoHDeN4pIypo7P82p5bXy0DG36Qre90ZU1dQQG+BMzQH9TvfcK2qILvV6+799VxBc79lT02WzLvTrhq3KaldZ854KhUqqnqaPrN3/93W+8LobTppmzjf76uX59wV0HDmEYrr9AtUUXIrdvGGQn4I5+Of7CPQfgsh8g33vZbXG0O/MmoVvQrvwRqteK4bAAEEKQlZ7K6MwMNhQWuTW6GooICkY//xq0S29BfbkS44WHkKXFqLpKROZYr67xbSLOvQq14VPk7q1m2+XeQvTrfoq+6AKvlFqUUlTU1Dl7jfsN5KXdjvHSw4ikdPQlVw4KMt4ERNlYh9y+DtvZV7Bjr3f2AoBpB9vR5ra1r8fay+GyCvIHCkR0tqOsXSNSL//Nr35tL6muuflrM3zyiPDNDE8F2jo6nnzj489bqr100BOahtavVu2gPwGy/4hrxRShaWgX34h640mv7hEbHUVKYjy7jpYjLrkF+cojxxUvD+diJ4RAX3wRYmyBudR1zAbjYqKYNXkCR8oqKNpfjN0+rJCPeb3wSPTLbkG7+nbkxtXQ1oxcvcLZEngqIq3dqM/eRZUdRDXVo994t2kdGuidx4u1t5ctRXtpbG5h7tSCY73G7a2mFenii92Wz3gKiNJqRb7zPOKK2yjcc4C83Cyv7AWklMgPXkO78HqXzyul2LW/mPzR2fgN2PtUy55BP8/7rPrmL79kd0n5XqXUWq9P+ioIfHuGpwJKKXtNc/NP/virX3m9L6JljgFNG7SXlpmWQluHh+VyTDyMKzCLeb0gMy0FXdc52tWHduYlqJf+4QyII7Hz1PImo51/LfKFB50tf0GBgcwsmEBkeBjrtu30epYIZpJF9PWi3/EbRHo2ctkz2J9/EGPNhy5FZL9pZHcnxsfLsD//IOqD1xGT56Cdew1Y/Nwauw9FKUVlTR0bt+9iVGoSk/PHOmdt8sh+5LJn0K/98bAF1a4Couyzmgmby25ld1k1ifGxXrXbgdmvrJ1xsdtgXlFTR0CA/6DrycK1kD3ObXfKcfdQin//zW/7jlZV3+zVCV8XvmXyqYG1t2/Z6sKd1cX79nl9jnbeNchVxwQWvFku6zMWQWe7U7F6OCaMyaG5pY1ySyhi3jmoVx4bsa8xmPuW+o13I1ctRW5a7RxvRkoSMwvGc7jUnCXavJjlya4OCI1ABAajjZ6A5do70W+8GxGfjHrvZewvPIjx3isj6rX+qsjKEoxlz5jCG5+8g8idYO4HXnEbWloW2rgC1JF9w2bTwVxmbt21l4bmFuZNKyBhgMm68eFS1K7N6Df/zOvE0SD5r9oa5AsPIy65mf3NHWiaRlaad06UxpcrIXkUWpbrrYkeay9Hhi6P+6zIXVvQ3NiFuuKjd96isqllrVLKe225r4PTbJksvpHthZOErmmLL1845+M3P/jA63pJuW8Hqqx40BLkaEUV3d09jB/jen9GGQbGy4+gXXgdWoxrb5KBGIbBlqI9pCQm4Ld3G8VddmYuWXJCdp5KKTOpcmQ/4uo70RwF50opyqtrOVpeSXpyIqNSk10WkgMYbz+LmH222y4ZpRSqugy1bweqpcH049AtkDIKMXYixKe4zQobH7zO2vB0Fs13vfSUdjvUlKMOFEFtpdmhEhiEiEtCGz8VEZvo9rUbK5cixhWgZbrW+rPZbBwqraC+qZlxOZmDgqBsaUS+/RzazEVo472X4RpIW2U527fvYHJuFjV+ofT29TFp3GivEhry0G7U7kL0y291+bxSis0795CVnjJoVmi88hjirEs9ai8Ouo+UTJsyrXfHoaPjHCbq3wjTctLV5v/7xYjPs1xxX6GX7njfON+ZomtXGFJ+np2WcnDb+nX50+bO8+ocLW8yxv7tg1roMlOT2bC9iKbWNmIij589CF1Hv+pHGK88Brf8HM3f89JN13WmTxrP2rUbsNv9mJeTjN+yJ5E33DPiUhMhBPrcc5CjJyBfexwmTkebOt85S0xJjHeKG2RnpJKWlHjcH6vq6kT30C4ohECkjIIBpSqqq8MRILfDxtXYDTvY7WZLnt0O0kAIDdXaCDmhGM8/iFISdB10i/lj8TNrAKPjEDl5iPnner33ByDOMlsqhwZDw6HoUlFTR1Z6Kguypwx6X41P30E11KBfc+eIhFkHIvushKx6jSlzlrCxtIbIuDhmemFMD6Y6t1z/idsuEzCXx0FDl8c7NkJSqteBEOD1p56kuavnrW8yEDo5xWd6I+U7PTMEEEJMmpU3Zsu6TRv83c2MhqKsPeZMb0ALXVdPD1uL9jJnyiT8/V1nLGVdFerDpei3Dt8NULtzGweq69FjE8lITSa1pwW1dhXi5p+NvPauf9xSItd/bM4Sr7gNbcCyr89m41BJOY0trYzOTCcxLhYhBHLrlyhdR5/i3ZeF12NRCqTEWPk66yIzWTh3Fggxoi4ObzBefgTt0lsQoeEYUlJZU8fR8kpSkxLIcuzR9iPrqpDvv4o2bYHXZkmukFYr8qWHEZfcRHG7lbaWFrrra5nqwXXPea7djnzufvTrf4IIcR2IO7q6Kdxt2of2J01kd6cpHXbLz70usG5ra2P6jNndhyqrM5VS3hVJfk1My0lXm//uXSfYQCyX3XPKzgy/86FdKVVU1dL2zIP//V9eR3URGIS2+CLU8uedj4UEBTF2GDl+LSEFMX0BxoCstCtqd27jYHU9sxYvZvbUSVTV1lEeEIFYfKHZJdLd6e1QB49b09Dnn2tKea18HePNp5ydMv5+fuSPzmbGpHwamlv4cnMhR8sr6du3A22i92ZGXo9FCISum4INjrF93YEQQCy+iJ4Nqzl4pJQ1mwvp7rEyb1oBuaPSj/U0d7RhvPwIatNnpizZVwmEDTXIl/+BuOxWDrT20NtnY+a0KUyb4t51byDq1cfQLrzObSC0DbQXGJg9XvqU6S89gi/Kn995p1HX2n7vNx0ITXylNackFTW1P3/8laX1B0aSTMkeB/6ByEN7nY8leiHHr+VPhfAoZ1JjKP2BsD9ZYtF1ZkwaT11jE4cMf7TLf4B89XGXHSLeIiJjsFxzJ2LOOcilT2G8/5ozgAcFBjJx7GjmTp2E0dHOxsR8ioqP0NLW7lUy4lRBKUV9UzOFTV1s7fMnMMCfBTOmMC4n85jSTJ8VY+lTyFVL0S64Dv2Sm0xx3xNE7tmGXPUm4rqfsquuBUNK5x5heFIyU4cJiMZ7ryAKZrsVjFBKsW2IvQCAXPcRjJ1oVi94yaoVy/ly+66d7Z2dz47sVX5N+EprTk2UUr0lNbUX/ODW2/rcZYVdoZ17teln0tbsfCwnIw2bzeZWjh9MAQhVVYrcPbiHdmgg7EfXdaZPzMdms7G9sgF1w93INSvNEoqvgJaSgeXGexDjJiFffAjji/edz/n5+ZFV9AULZ0wmJSGeI2UVfLm5kH2Hj9J8igZGKSUNTS3sPnCILzZto7qugZyMNOaF66S11hybCdrtGCteQr75NGL+uViuuv04m82RYnz8Nqq0GPtVd7Bp/2HCw0KZMCZncGG2h4BofP4+hIajTZzh9h5D7QUAsxi+qhRt5hlej7W1tZWf/fp33Uerqi/6Zgqs3eCbGZ6aKKUKq5tbn37gz3/2frlssaBffTty6VPOQuR+ea6Kmtrj5Pid5wmBdtkPUHu3I/fvBNwHwn40TWP8mBziYqLYuPsAfZf+ANXUgPH+qyN/sUOvnW36m4iYeOwvPoyx4mWMni4UoEXFEhcTxbSJ+cydVkBkWBilldV8vmkbO/YeoKa+EfsIvkC+bvpsNipr6ti2ay9fbi6kpqGRhLgYFsycSkHeGKIiwhHzzkEWbUS2t2IsfRL5xr8QE6ebRmAj0JF0hZTS1GKMjKFz4UVs2rmH3Mx0stNTXS77XQVEY+0qsPWiL77I7X2G2guAubyXn72LdvkPRrTF8POf/tSob22/Z6CR+rfCaVZn+J1PoAxECOGflZxU/v7yZQnj8vO9Pk9WlaI+W4F+0zHxzB5rL5t27GJmwQSC3YitKsPAeOMJGhIyKO4VXtcRNre2UbS/mEnjRhNZdgBVtAlx/V1oI/Dc8Ph6yg8j33sVNA3tgmtdWoEqpWhpa6emodFplhUeGkJEeBiRYaFEhIW6LdUZyHClNQOx2ey0dXTQ2t5Ja0cHnV3d6LpOfEwUiXGxhLuR9pL7tiNXvQnxKehLrkDEHS/OeyLI7k7kq4+jnX0ZtYERFJeUM21CnledJe011RRu30FBsCC8px3tvGvcBrTm1jb2FB9hztRJx4QipEQ+8zf0a+5AhEd5PeYPly/nnl//tvBIZfX0b3NWOC03Q21+6HcjPs9y4Z2nbALltAqGAEKIKbPyx25ct3G919llALlzI6q6DP38a52PNbe1s+fgIeZMmYTFTaCq2bGV4vIqZuSOIiivwOv79VitbN21j4yUJNJEH3LlG2hnXerWP3ek2J9/0HTk2/I5quIoIioOMf9cNDfLSUNK2js6nVqG7Z2dSKkI8PcjICCAQH9z3y4wwNQz1HXNLK35ciXbQpOZPnUSSilsdoPe3j6svb2mtmGf+f99fTYsFgsRYaEO8dhQQoOD3WbWZU0Fat1HqJ4uRG4+IicPtfEz9Itv/FreH7ljI7JoI9qlt1Lc1EZreydTx4/zqte4n9bV77OjSzFl1ky3WeYeq5VNO3Yf96VqvPwoYsF5aOnZLs9zeb/WVmbMnNN9qLI659ueFU7LHaU2/+P3Iz7Pcv7twwZDIUQp0AEYgF0pNU0IEQ28AYwCSoGrlVItjuN/A/zQcfy9SqmPXFx2+LGdyEmnMkqp7WlJiU/c/19/vPvf//t/vJ6XawWzMWorBwm7RkeEk5maQuGeA0yfmHfcH25tUSHFNQ3MPOts/N59ASkU2hAbR3cEBQYyZ+okdu49SItFJ++GuxGfvIVRtGnEUv5DkSUHEenZiNBw9DMuOVZUvXE19uZ60196xiIzieRAd+gYRkUcy4Iqpeiz2RyCrWZw6+jqprGlBcOQKKUw9FB67QaHSysQQmCx6AT6BxAQ4E9YaIgzePpZLB6XglJK2LMNVbQZpWmIhFS0xRcOKsq2N9ejbH1et+i5vI/djnrjCUhOx3bNTyg6cIiw0BBmFowf0VLVWLuKsN5Ops5YQOHWrUxxUXZjs9vZumsfE8eNHhwIV70J4yaNKBAC3HfHHUZ9W/td33YgBMwEysld9i5WSg10cPsPYLVS6i9CiP9w/P5rIUQecC2QDyQDnwohRp+IhNlpNzMEc7mcmZRY9v5bbyTmTfJeC05JifHaP9EWX4iWfGxvp7ikjI7OLqaMH+f8gxnqYqekRC57GjG2wOMm+nH3dCis9LdlxTZXI79ciXbuVSM2JurHePEhtCt/5FYuSrW1IHdvMWeMvVZISEFMmjnoNXt9rxEskwcipYTSYtTeQlRTHQSFILLGoeVPcTtuWbQZZe1Gn7l4xOMEU35Lbvkcce5VVBHgfM+97TPux/jsPbD3oZ9zBQDttdUUFu4YFBDthsHmHbvJTEsmOeFYkJRFm1FVJYNWIN6wctlS7v7tH7aUVNXM+laTJg6mjR6lNj/yhxGfZzn3Nm9nhtMGBkMhxEFgkVKqRgiRBHyhlBrjmBWilPpfx3EfAX9USm0c6dhOy2AIIISYPDk3a9OadWv8Q0O9d3ZTvVaMlx5Gu/EetMBje0cHjpTQY+2lIG8Mdbu2u7TzVFKa9qGxiejzzx3ReHusvRTtLyYwwJ/8jFS0T98Gex/ish+MaJYord3I917F4sZ5bSjKbkNVlZl9wE110GtFGAbEJiJSMyExFWIS3O5netWOV1cJdZWoihKz3c/PH/wDEUlp5uw0IdXr+jr7iw+b3sojQFqtqGVPQVI6fbPPZtfBIwQE+B+nFOMNxrsvQ1jEccmSgQExNCaGzTv3kJacSFrSsfZNWVeF/OQt9OvvHlE9YWV5OYvPWtJ5uKomVylVO6IBnySmjc5Umx89gWC45AfeBMMSoAVQwBNKqSeFEK1KqcgBx7QopaKEEI8Cm5RSLzsefwb4UCm1bKRjO22DIUBMVOQdiyblP77sgw/0EflbNNcj33oO7Qe/cAYBpRT7Dh+lva6W3vY2Zrmx81RKIdeugvpq9Cs92466OnfQLLGzCbl6Bdr4aWgzFnl1DWPFS4gpc9HSvFNfdjkOuw3qqlD11aiWRmhrMR8zDIdDnh2UMn9aGlmXO5t5jYeOZQwtFmdLnvDzh8hoRFQsIj4F4pJc2nh6y0hen5QStXo5qqYCce5VVNs1p27gSGeD0m5HvfIoYvJctImue53ba6vZVrgDv5gE0tNSBrkwys525Ov/NG1MA4dP0PTT3d3N4vkL+wqLD59lN+Q3I8/lBdNGZ6rNj//XiM+znH1LGTBw+fukUmqQTp4QIlkpVS2EiAc+Ae4B3nUTDB8DNg4JhiuVUm+NeGwjfjXfIZpaWp9MT06a/T+/+uUt/9/f7/d+/zA6Hi68DvnCg2YvsmO/K7qrhYrObuLTRhEQGODyXCEE+oLzkMW7sD97P9qNd6H5e+d1K4QgPTmRuOgoivYfpDoggLHX343frk3mtWafMeyepGprRv8KgRAwBVRTRpn9ysNgfPA6hEdjudB7w6KvglhyhSmfP8xrlJtWI/fvRJt1Bj1zz2Vv8REC/P2ZN23yiJIk4Og1fvNptAuv91jKExKXgF9MPN0tTURmHSu8lt2dyNf+afZKjyAQKqX44XXXGUfrm351KgVC4KvsGTYONzPs93pWStULId4BZgB1QoikAcvk/kLPSmDgP0oqcEJe0adNnaE7Kmpqb392+Qe73n7h+RGdpyWlo51zBfLFh5FSmsmS6noWLphHYGAgO/Yd9Fi4rI2eiHbRDcgXHkbWj+zfJigwgJkFE4iNimTTzj0cjh2Fuv4uVF21KfpaftjlebJoE2LMxBHd67uGFhiM6OlCuWlplHu2mT4puh/26+5ijwhl+54DZKWlUpA3ZuSB8NBu5IoXzTY/D4HQbhhs3rmH9LRUZk+e4KxDlFYr8pVHTdOu8MgR3fuvv/ut2riv+M2GpqZ/jOjEb4ST044nhAgRQoT1/z9wDrAHeBe4xXHYLUC/yOi7wLVCiAAhRCaQC5yQReppvUzuRwgROSop4dCK116KnTjd++QGmB0CdWs+oTg281iyRCmKj5bR0d3NlPyxHvf0lLUbY9kzaJNmuZV993h/KSmtrKasqoaMlCQyYqNgzUqoq0JccB1a7LE9KftzD5g6hV8h2zpSTjSB8lWQJQdRJQfRz7j42GOlxcjP3kXk5CFnnMGRqhpqG5rIGZVGSkL8CfVNG1+uhOYGtItv8GhdarPb2bJzD+kpSc49wvbaagq37WBS/SEiL7l+RK12AO+//hp3//6/9pXV1BYopVxbOX6LTBuTpTb/608jPs9yxg0e9wyFEFnAO/2HA68qpf4shIgBlgLpQDlwlVKq2XHO74DbADtwn1LqwxEPjNN8mdyPUqpVCDHvmptv27Hmy9VBcfHDaxL2U9/eQXF0BtMbD+MfYCZFhBCMyR7FodJythTtYeqEPLcb8SIwGP36u5AfLsWoKkU/96oRjV3TNLLSU0lLTuRoWSVrd+0nZ9ICkkMCUGtWYm+sRZu5GBLTEdFx32gg/LbQMsdg/+J9pGHAtjXIfTsQaZlw3U8pbWimfMduRqUms2DGlBMqUZJSopY9Aymj0C+7xeOx/fWiORmpg7LGoZFRTK47wI6EsUwxYCR+hPuKdnLv7/+ruaymdsGpGAidnIT2OqXUUeC4EhClVBNwpptz/gz8+ave+7RfJvejlDpYVt941ZWXXG5z55k8lNpdhRysrDMN3heeb8rwD1CWzh2VTlpyIhsKi+jsdm8cJTQN/YJrEYmp5jK3vXXE4/ezWBiTPYrZUybS0t7O2v1HqJ5yBlz7E1RTA/Klh1G2vlNCxv9kIzvbobsL+dT/gn8A8vq7KB09nbU792K3G8yfMYXMNPeCtB6vXV2GfPbviGnz0ee695cGs7Nk047djB+dPbh8prsT+dLDhF96E1Onead247xmUzNXX3+TtcQMhE0jfgHfFD7f5O823T09Hxyqqf/zPbfeOqyznjMQOpbGWkYO2tmXHxcQUxLimTRuNFuL9lLf1OzhimZht37FD5ErXnSrejMcAf7+TBiTy4xJ4+ns7mHtjj0UJ+ZijU1CmzIXueIF0yJ0gBrP6YCUErljg+mT8snbiEtuoisqgb3BcazfvgulFPOmFTAmK8PZ8jZSjA+XojauRr/pXrdS/f2UVdWwp/gIsyZPIHqAILDsbEe+8hj61XegxcQfsxDwIiDa7XauvvRSW2ld43VKqVP/H/A0E2r4XuwZDkQIITKSElf+4gc3LLnnd//p8qtqaCAciKypMAVEb7gLbUBxsLW3j22795IUH0dWWorHPSpTyv9TOLwXcdWPBl1npBiGQcWazygXAQRGRZORkkRccABq+3qzqNrWayZVpi742nqfB93/JO4ZSqsVtelTVNkhCAw2W/LGT6eupZ2yqhpUbQWZeXkkjco8oT1B530aapDvvow2czHaeM9ts1JK9h06Sk9vL5Pzxw4KvLKuCvney+hX33lcssRVYfZAlFLcc+ut8u01G/5aXVf/2xN+Md8Q08Zmq81P/3XE51nmX3XK9iZ/L/YMB6KUUkKISx947pUtYWHhE2+9d3ABr6dACKAlpSGuvh3jtX/COVc4SzwCA/yZPWUSu/YXs3PfQSaOG43uZplmSvmfjcqbjPHWs6hRo0dcpN2Pruuklu4m45b7aO/qorSyhn2tbcTH55CYP5Oo4EAo3o1853lkVzsiIRUxb8kglexTCdlUh1r7MaqtCREWiRg/FTXnHJraO6htaKJ5+24SYmOYNG40QRmJqM2fITJPrJRISon64DXotaJf9xO3nS/99NlsFO7eT3RkBPmjswcFYFm0Gbl7K/qN97q0NjBniLht3fv9vfeo99ZvXl5T3zBy9YNvBXHKz/RGyvcuGIKpfyiEmP3Hf/xze2Bg4Jhr77gTGD4Q9iMiotFv/hny7eeQmWOcBdG6plGQN4aSiio2bd/FtIl5BHjwSxFRseg33oPctgb7c/ejXXAdWnzyiF6LrCxFpIxCaBoRYWFMGheGYRg0NLdQUVNHUVs7kWGhJC64hLioCLSaMtQXH2DvbIXeXkRsImLCdEjL+kr90CeCtNvhyD7U/h2otmYICERExqLNWkxvVBz1Tc3UNjTRVVhEXHQUyQlxTBiTc2ycwUHYG2pQdrvptTKSex/Zj/z8PbQF56GNnjDs8R1dXRTu3s+YrFFOU/p+jFVvgpTo1//UY2eJu4D437/6hXr5w09XldfUXnUqtNp5y8lQNv82+d4tkwcihAjNSErY+cB//iZ7zuQJXgXCgSilkJ+9C53t6JfcNOi5+qZm9hYfIS83a5Brm9trdXUgV6+AjlZTqMHLmjTjpUfQLrvFrfGRUopWx6yqvqkZfz8L8bExRIWHERYchKWhGnn0ANRXo/qsZoAMCYPIKERsEiSkmO54J9qO12eF2kqzo6WpHtqaUdYe8A9ABAQ6rDTHYIuMpb2zi+a2duobzb3XhNgYEuJiCAsJdvuHJ7etRWnCa48XWVthqlmnZKItPB/h77p4fuD7V15dS0lFFVPyxw5WqJYS9drjMLYAfar3HjMDl8xP/ONh9fgbb31RVl179omIC3xbTBuXo7Y8e/+Iz9PnXHrKLpO/18EQQAgRMSo5ce+dN92Qct+vfuV1IByI3LMVtW0d4sZ7BgUNa6/Zb+zv58f40TleFfyqlkbkp++AVIhLbnZag7q8b18v8p3nsVxzp9dj7e6xUt/UPEimKzw0xCGrFUZYSDCWrnazBa+tCdXcaAYwW9+xVjxpgBKAguYG1mXPZF7LUcylE6A5HPIsFjPYRMaY7XiR0RAejS0whLZOUyqsrb2Dzu4eLLpuyntFhBEfE+1xRj0U+0uPYLnpHo/HyLZm1LsvQ2QM2pmXDLskBrNspmh/MUGBgeTnZg2ScZMdbcg3/oW25KoTan1sr63m9//9/3jvk9WbSqtrTu0SGhdMG5ertjz3wIjP02dffMoGw+/lMnkgSqk2IcSEJ158ZWduemr6Fbf+YMTX0MZPR8YmIp+7H664DS3alHUPDAhgxqTxVNbWsW7bDvJzs4mP9dwTK6Ji0a+63UzUvPU0KiwScf61Lmdm6tPlaDNGpuASHBTIqNRjS3EpJe2dXbS2d1BRXUtbZxdSSnRdJzAglMDEaAIyjukYDpTjEkKgPnkHFRaFcc6PkVI5NA37Zb+OSX/19vVhrW5FVjabgS88lMiwMBKyRnmc+XmDCAkdZP06EGntRq14CXQd7aIbEJFezNIHeFKPH5NDXPRg8dX+Am9XiRJv+dejj6l3P1m9uay6ZuF3LRCernzvZ4b9CCEiRiUlFv7pl/dm3/Djn57QNVR3J8abT6FNnX9cVrJ/lhjg709+brbXbWGy5ADyyw8RqZmIMy4etK9nf+Eh9Jt/dlL2buyGcSyQ9Qe1PjPA2e12UyNRKYyGWtosgURHRTkCpOm/MlQMNjDAnwB/f6/Us0eK7O5Effgm+hXHvshkXx9q5Wuo7i60My/x2ovYVA86SFBgIHm5WccV0xtrV0FtBdplt5o93CfAf//yF+rZFR98UVZdu+S7GginjctVW154cMTn6TMv8s0MT3UcM8SC3/39H1t7rb1jbrvv5yOOMCI4FP2mnyFXr8DYsw1x5Y+cMzrnLLHGMUv0UjlFyxyLGDUGdbAI+epjqIBAxHnXQMURRHbeSdvEtug6ocHBhAZ7FhYwPtjP2uB0Zk/59nqiteBQjM42lLUH1dmO+uhNlG5Bm3MWugvLA1eYikG1HCmrZPxo06tmILK7E7X0KRhXYGpFnsD7rpTit/fcLV9dtfqj8prai75Le4Qu8WWTT1+UUp1CiCn//egTG5uamyb+8r/+R4z0Qy80Df3sy5CVJcjnH4AzL0HLHGM+JwRpyYnExURRtK+Yytp6xmWPIsjDvmD/eWJsAdrYAmRtJeqjZajyw2gjbO07nVFxSRhP/RWROQbtwusREd5LdLV3drHv0BGCAgKYN33ycbNBuWMjctcm9ItvRETHubmKZ+x2O/fe9gP5wYatyx1Z42EL/09pTr7S9TeOLxgOQSnVI4SY8dhrb72+e+++S554+RUtyAuTp6FoqZmIW+5DfvgGxo4NiEtvcS5xAwMCmFEwntqGJrYU7SU2KpLczHT8/YZfdmmJqchzrkCtfB3VUIt9y0OI6HjE2ZcOEqP9PiDbmlEfv4WyWhFjJqLqq9AuuNbrWVuP1cqBI6V09fSQl5M1qJMEBojCpoxCv+lnIxJkHUhTQyNXXXaZ/WB13V+r6+r/87tUPuMeX53hKYEQIg14EUgEJKZA5MNCiL8BFwF9wBHgBw6RhlHAfuCg4xKblFI/dlxrEfB34DOl1L8DKKX6hBBXrLL2/tsZCxb971vvLPNLTh25JaXw80e/+CZkyUEzubLwfLSc/P7XQFJ8LIlxMVTU1LJ+205SEuPJSk8dtp1MffQm2qIL0RJSUPPPRVUcRX3wGvaOtlO+qPqrIhvrUOs/QrU2I6Ji0RZd6HTLM1rqUSUHEFnjPF6jr89GcWkZTS1tjMkaRUJs9HEBVG5dg9yzDe38a7zeb3TF3h3bufqGW6xlDY3XdnZ198tOIYQIBNYAAZh/h8uUUn8QQlwF/BEYB8xQSm1zHD+KEXyGvxF8M8NTAjvwC6XUdof2WaEQ4hNMVdzfKKXsQoi/Ar8Bfu0454hSqsDFtX4CzAf+JIQYq5Q6AGanCnC/v5/fzsVnLlnxyjNPhkyb530t2UC0zDHmLPGTdzC2rkFc8UM0R+mIKeiaREpCPCWV1azdsp3MtBTSkxNdFkFLKVE93eiOP1AhBCI9G9KzUVKiKo6gvngfe2sTIiAIMeesE/ZSOVWQB3ehCtehpETEJpiG6wnHtzyKMy9DLnsGzU0wtBsGR8oqqa6rJycjjfzc7OODYGe7qViTPQ79lvtOeDYI8N5rr/Kz//yv5pKauvlKqX1Dnu4FznBszfgB64QQH2Jq910OPOHikiP6DJ90fDPDbx+HO1iN4/87hBD7gRSl1McDDtsEXOnF5TRMrwWJuRMyiD6bbbUQYuJVt/5w/f/7958nXnfHj09ozMLih37e1ciacuTr/0QlpSHOvNQZ8HRdJycjjYzkJA6XVbBmy3ZGZ6aTFB83+A9265do413rIgpNQ2TkQkYuAKq5AVm0CfualQjDQIyeAJNmnvLLadneitqxEUoPovwDEBk5ZlnMMLNdzWJBGTZUR9ugYw0pKa+qobSymvSUJBbMnHpcq6S021HvvYTq7UW/9GavSnDcoZTiL7/9jXrizeX7ymrqFvTr7g05RgH9CrV+jh+llNoPI+7u8PgZPin0q9acRnwng+FAHMuHycDmIU/dhumz2k+mEGIH0A78XinVL6P+NLAB+Lz/gzgUpdRRIcTo3/zfQ5/uKto17c+PPKqdaOualpSOuOleMzv8woNmdnLWMZk2Pz8L43IyyUxL5lBJOcUl5aQlJ5KenIifxYLcvwP9pnu9upeIjnMaF6mebtSRvaiP38be1W4aP0XGILLzYMwEr60Jvm5kdyfs34EqKUZ1tkNgECI8CpE9FjHnzBHrM4ozLkFu+AR9yZVYe/soraympr6B5Pg418kRKc19x4ZqtEUXfWXLhO7ubm679lpj0/5DS8tqam/xVDojhNCBQiAHeEwpNfQzPJQT/gyfFE6zmeF3us5QCBEKfAn8WSn19oDHfwdMAy53CDMEAKFKqSYhxFRgOZCvlGof4f20tKTERyZlpt3xyrJllvCIr7Yvp6REbl+P2rUFbcZCl4opNpuN8upaKmrqiA6wkFF7mIjzvJnwDn9vGmuQFSVQWYKydkOfFSEVBIVAeCQiJh4S0yAh1bmsH8qw7XjWbqipgHpHO157K1i7UbrF7EUODjU9nlMyITruK5cKKaVoeuUJyiYtoKunh4yUZFIT413WN8r1HyMP7UGbc7ZX/cnDUVlWxhWXX9l3pK7hl43NLY94e54QIhJT3fkepdQex2NfAL8csGf4tXyGvy6m5Y9RW153tZL3jD5x8SlbZ/idDYaOfZb3gY+UUg8MePwW4MfAmUopl4qrQz9oIyUqIvzG1Jiop5594rHA6XPnn8glBqEMO3L9J6jD+0zPZkcpzqBjlKL6rZcoT89HajrpKUkkx8d+7UXMyjCgsx3aW1BtzaY7XmsTqq8X7I52PHNAmO149azLnMm8thLMDKOjJU/3M8UT/AMhKtZsx4uIgvAoCAn7SntxrrDZ7FTW1lFRU0tQZxsZEUHETZnlMrjKos3I7evQCmYjCmZ/LbWaHyx9g/t+/8fOkpra80/EvEkI8QegSyn1d8fvX+DhM/pVP8NflWn5Y9WWN54c/sAh6BMWnrLB8Du5THYU/z0D7B8SCM/FTJgsHBgIhRBxQLNSynB4LOQCR0/0/i1t7S8LIbZcc+vtq6457+xRf/zb30VAgOeGf4+vR7egLzgPNXMx8ov3Mb5ciTj7MrQB7nTKMEiwdZEyYyrdPT2UVdWyZst2YqIiSYqPJSYy4mtRnRG6DhFREBGF8GLJaLrjRWG58IKvfO+RYjcMGptbqK5roL2zi9TEBGYWTDC3E159DDF19qDj5cFdyA0fI3Inmp07HnxNvKWlpZWf3f4jY92uvVtLqmouVUrVeXOe4zNpc1Q7BAFnAW4FAr/uz/DXgi+bfEowF7gJ2C2E2Ol47LfAPzBLFT5xfNv3lx8sAP5bCGEHDODHrja1R4JSqlgIkfvCux/+7sMv1/326Sf/FTBt5syvcklEQCD6kitNBZt1H2H/+C20CTPQps1Hff4e2lRzFhocFMS4nEzGZGXQ2NJKTX0Dew4eJiw0hMTYGBJio/Hzombxu4i1t5fahibqGpro6e0lLiaKUanJREWED5rhKf9AVGMtKjoe9cX7qLJDiOw89BvuGVapxltWvvMOP//N77tqW1p/0t7Z9fII6weTgBcc+4YasFQp9b4Q4jLgESAO+EAIsVMptYST8Bn+Sgh8e4Y+jkcIMSYrJWnVdReel/H//eUvwn8EiiueUIYduWMjat92aKpD+8nv3WaClVK0d3aagaKxGV3XSIyNITEulpDgkReNe8vJdsczX1cXtQ2N1Dc2ozleV0JcjMdWQaOyxCyRiU1EmzoXMWbS17Y0b21t5b4f/8RYt6No+5HK6ou8nQ2eTkwbP05tWfbsiM/Tx83xLZNPZ5RSB4UQOc++/e7/98FnX/z66SceD5g6c9ZXvq7QLejT5iOjYlA7NqI+eA2jswMxY+FxZvJCCCLCwogIC2NM1ih6rL3UNTax++AhrL19hIeGEOGQ6YoICz1hn5CTTZ/NRlvHMXmvjq5uwkKCSYyLZebkCR67dKSUsPVL5P4diOh4CA5Fv/r2r20mCPDh8ne47z9+3+2YDb50enSTnBinm7irLxh+TTia7v8ghHjtqhtvXXXdeeek/+Hvf/9aZolq3cdoV9+BCApG9VqR29Zif/FhRGCw26LqoMAARqUmMyo12SnT1dbeQWVNHXuLjyClJKxfxzAs1AyQJ8EjxRN9Npsj6HXS2tFBZ1c3fhaLGbTDQr2W9xpYlK3lTzGl9y0W5J5tyMK16LPP+spjbW1p5b47bjfWFu3ZfrSq5mKlVO1Xvuh3ndNsmewLhl8zSqkDQojs595d+Yf3v1jzq7/+8T8Dl1x2+Ql/i8ruTjP7GmQuCUVAoGlhOfdsVFO9o6j6Q4RhR4yfBpNmHZdI0TTNKd6a0X9dKeno6qK1vZPK2nr2HjpqzqwwHfgGym8FBPg7JLkC8PezIDQNbcjr6Zf0UkohlaKvzzZI9qt3gLZhn8Oq1WLRiQwLIyI8jLHx5rLXm/dJ2u2w+XPU4b0ei7K18dOwv/AQfIVgKKXk1Sf+yX8/9FhXfVvHXW0dHS9+n2eDTk5DoQbfnuFJRAgxKis15am0mKgFf/3fP/vPXLhwxNcwlr+AmLZg2JY61dON3LcddXgv9HQh0rIRc88ecbeJlJI+m22wMGtvnyOo9WKz2ZEDAh9tLXTo/oSFhjgFXzUh8Pf3cwbUocHV389vxF8Osq0Zte5jVEMNIiwcMbYAMXrCsEXZxnuvIibNQPNSyqsfpRQr31zK7/70F2trj/WNsuqaXyqlGkd0kdOYaRPGqa1vvzji87TRM3x7ht9HlFKlwNlCiIk33PGTF8aPShv/l7//zTJ2gvfaf6q9Fd2L3mIRFGz6cEydhzLsqJKDqA/fxN7RitB0xKhcKJiN5sYrpR9N0xxBKwAIG/a+xgevszY4nUWzvt7Pt2xuQBVtgoqjKE0zu2UmzjTVgEaQCBFnX45898URBcONn3/Gv//m933VLW2fH62sukMpVX4ir+H05uSo1ngQYfkjcDvQ4Dj0t0qplY5zfgP8EDPLfq9S6qMTubcvGH4DKKV2AZOFEPN3X3HNi4smT0j7r7/9XU9NT/d4nty+HjG2YMT3E7oFkZMPDoUc1d2JKjuM+vID7B1tZiteYJBZR5g3Be0r9OF+Hcj6atT+HVBZijLsDpe8GEROHmLO2aZx1AmiBQaieq2org7T6MoD+4qK+PUvf2nbX16960hl1S3qu2Dk/m1ycpbJ7kRYAB7sL0o/NgSRB1wL5APJwKdCiNEnIpzrC4bfIEqptUKIrMr6xks+337OE1eesSD2P/7fX7RoN4rXsmgz+jBGR94ggkMR4wpgXEH/OKCjFVVVitr0GfaOVrDZwLCB3UAEh0BYJCImDuJTICnthMUdZGf7sXa8lkbzvr1W0zBKt4C/PyIyDpGRjZi2YNiAdSKIhecjN36GftYlLp8vLynhP3/5S2Pd7v1lR6uqb1ZKrf/aB3E6chKsZd2JsHg45RLgdaVUL1AihDgMzAA2jvTevmD4DePYfF8uhHjvieUf3PbWZ2v+dsvF54X/5Ne/FXHxx1SUZXMDIjbhhH02PCGEgPAoRHgUDCnRUVJCV4ejHa8FVV0GewsxenvNWZuSZite/15zUx1khmF/7Z843fEANN1sxwsMhuhYREyCKa0VHgnBod9oWYaWnoP9s3dNCbABf8Alhw/z0J/+JN9bv6mhoq7hR3bD+MCXHPESIU56AmWICMtc4G4hxM3ANszZYwtmoNw04LRKPAdPt/iC4beEYxr/lBDipQdeefOHz7/74R8WThof/fPf/Ic+ceo01EfL0JZ8dUGGkSI0DcIiICwCMaAd0B3OdrwLvvl2vJHQ7yPD2AK+/GgVD9z/oG1feWV1eW39r212+7LvvB/Jt8GJ7RnGCiEG9lM/qZQ6rsnZIcLyFnCfUqpdCPFP4H8wpcr+B7gfU5nKVUQ+oS80XzD8llFKWYHHhBCPl1TXnrF+74H7EyMjxt47e0LAJVf+iNOzqe6bp2faQl7/tx/z2OZ91s6+vg2Hyyv/XSlV+G2P6zvNic0MG4fLJjtEWN4CXulXoxrY5SOEeApTpAXMmeBAGfpUoPpEBuYLhqcIjuXZaqBACJFT0dj8+/94f+IVVyyeH3z7L36h5Yw+XsnGx/Bs37SJJ/7xsPHJlh2dvXb7U9UNjff7Cqa/Lr7+ZbIHEZYkx34iwGWYiuAA7wKvCiEewEyg5AJbTuTevmB4CqKUOgzcKoS488HX37707S/X/09ydFT67TdeG3DBdTcSFRX5bQ/xlKampoblzz/L00vftnZY+3YfKq/4T+BT31L46+Sk7Rm6E2G5TghRgLkELgXuBFBK7RVCLAX2YWai7zrRf2df0fV3BCFEVlJ83E+D/f1uSI6OjLrsnLP8L77xJpGdm/utjutkCzV4g1KKXdu38+6rr6gVn6/pbe/uqWtq73yyua3tme+jiMI3wbSJ49XWlW+O+DwtLc9XdO3jq6GUOgr8EvilECJl+6GSS//15js/9dNE5oXzZgdcfO212sz5C752sddTlb6+Pr5Y9SEr3nzT+GTL9l7NYtl9tLL6UZvdvvJblbb6XnF6teP5guF3EKVUFfAYZuIlZG9J+dnL1278qc1mmz13/LjAyy6/1DL/3AuIjf12i6m/bqqqqvhs+du88/7Kvp2HS3p0i+Wjw+WVTwFrlFJ93/b4vlechr3JvmD4HUcp1YXph7FcCKEdraqZ8eWufbcE/Pn/zlVSxo3LSPObOaXAb+qChWLajJnfiQCplKKqupptGzeybd1atWXHrr6jNXU2i8VS3drZ9XZdU9OrwB5fTeC3zOkVC33B8HRCKSUxC1A3gWlgdbiyOvu99Zun5qz44HwNsUBKGTs2PcVvRsFEv6mzZ4vJc+aSmJDwrWnTSSmpqKhk+7q1bNu0UW3etaevtKbe5ufnV9XT17u6rLr2E0wHuUpf8DvVOL2ioS8YnsY4guMhx8/rYJYuHK6syn5/w5YpWe99eK6fps3vs9mi/XTdPyQwUE+JjdZS4mP1lKREPTk5WSRlZJCclUNyahqxsTFe+6zY7XbqGxqoLiujpvQo1WVlVFdVy+q6OllR32jUNLfInt4+u90w+gL8A+q6rNbPKmrrPsUMfFW+wHeqc/I7UL5pfMHwe4YjyBx2/Cwd+JwQImjHoSOJmP4cSYEBAelJcTHjgvz9c6SUqb19tihTpcsBQmjKsEiLnwVDWhXKCWD4+/k1C00r7+qxFtc2Nh3os9mqMAtia4A63z7fdxxfMPRxuqKU6gFKHD8+fAzD6RUMTy/dbh8+fPg4QXwzQx8+fJwYvmWyDx8+fMDptkz2BUMfPnyMnG9Az/CbxhcMffjwcWL4gqEPHz58gG+Z7MOHDx/wrXUtnSx8wdCHDx8nxmkWDH11hj5cIoRIE0J8LoTYL4TYK4T4mePxN4QQOx0/pQMEOBFC/EYIcVgIcVAIsWTA44uEENuEEP/3LbwUHycFcYI/py6+maEPd7j0r1VKXdN/gBDifqDN8f+e/Gt/AswH/iSEGKuUOvBNvxgfJwHfzNDH9wGlVI1Sarvj/zuAQf61Dq+Kq4HXHA85/WuVUiWYvc8zHM9pmHLtklN9euDDO/r1DEf6cwrjC4Y+hmWIf20/8zHFFg45fk8BKgY8P9C/9mlgA6Appfaf3NH6+ObwLZN9fI8Y6l874KnrODYrBA/+tUqpj4CPTtogfXw7nOIzvZHiC4Y+3OLKv9bxuAW4HJg64PCvzb/Wx3eE0ysW+pbJPlzjzr/WwVnAAaVU5YDH3gWuFUIECCEy+Qr+tT6+C/iyyT6+P7j0r1VKrcTMGg9cIn+t/rU+viP4lsk+vg8opdbh5qtcKXWrm8f/DPz5JA7Lx6mCzx3Phw8fPvo5vYKhb8/Qhw8fPvAFQx8+fJwoJ6noWghxrqOl87AQ4j9O8qtw4guGPnz4OAFOIBB6EQyFEDrwGHAekAdc52j1POn4gqEPHz5OkJNSWjMDOKyUOuqwkn0ds9XzpOMLhj58+DgxTs4y2VNb50nFl0324cPHiCncsfMjERIZewKnBgohtg34/Uml1JMDfnfb1nmy8QVDHz58jBil1Lkn6dLfWlunb5nsw4ePU4mtQK4QIlMI4Y/Z7fTuN3Fj38zQhw8fpwxKKbsQ4m5MlSMdeFYptfebuLdQ6htZjvvw4cPHKY1vmezDhw8f+IKhDx8+fAC+YOjDhw8fgC8Y+vDhwwfgC4Y+fPjwAfiCoQ8fPnwAvmDow4cPH4AvGPrw4cMHAP8/EJvok62dFRsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add a single, untransformed value\n", "hist.fill((-.5, -.5), weight=12)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Oonn2GHAH8F/Ab6WUhyYzHmda2o1FOVm//99//1fHtTffNKlrigXZ24X+7l+Qfd0QDKDc/rW4qS6BYJCOrh7au3oYDAbJy86iMC+H7MyMEwpsJMPJ1DMcgqZpdPf1097VQ2+/G5fTQWFeDgU52XEj8tLTh/a7/wVbGqKwBLFsDSIFF0Iq0HWdX9/7e350/6M99W0dV0kp33s/jiuE+DqwHEN+aogMfVLKH47bbjbwKeBfgfullCfmB5gETkcy/EhOk2Npng0RYRQOUlCpwChHlBjW5IQZQwiRW1VS9OTlZ6xc94vf/V59v1Sj9caj6BteMwIUl96ImpmD3lSDfO1puHJk6u0fDHCsrYPO7h4URaEgL4d5M6txOk6vKjNVVSnIzaEgNwcpJW6vj46uHjY27UVVFQrzciktzMc6qmxR3/AaLF6KyMhE9vUgX3oCHOmIlWeh5OSd0HgUReELd3+aSy65KOdTX/7WW5XFRQ83trV/Xko5ONljCiFKgcuB7wHJMu1VjHtW8iHOVk/ib+yHgo8kGcaDEOJ7GEXZbowpxBBiaZ6BUbv4HvCmlPLgRM7lSEv7WHVJ0f3/+93vOK/75Cffh9GD3t6M/vqzCFc6yo2fHZNOo5RPJ/LWC+i6Tnt3D43Nbei6TllxIauWLMCSJGfx/YKU0qg80TXQNGQwCNII6KCqoKgntapECEFmuovMdBezqisZDARp6+xi0869OOx2KkqLyEl3IZvrEMsMgRORlQMr1yBDQeTbL6OluVDOOO+Ek7unVZbz+rOPmH/5y3tv+8lDT14hhLhySFB0Evgp8PeAa9zyLwkhbsOYPn9DStknpdwfrateD3xr0hdwghCnmdfwIzlNBkPinvjT338CbFLKfxVCWAHnaM0zYN44S3Ii51VLCwt+s7S68vb7HnrIlJd/YlYGgOzvQX/tadAl4urbYk6FBwNB6jdtoF2ayC8ppqKkCFeK+Yopj8Prhr7uaDlel1GpEg6PlOJpxv9CKKAYL+nuZX3ZEta17zNIUkrDZDBbjJfJAmYzwmqHrFwjJSYzB7LzEPb3b/xSSvo9Xhpb2ujraKfE20Z5cQ7mGLws/QOwby8iJx+x5hxECjmIyVBbW8etX/hGqLaz5ztdvX0/mkheohDiCuAyKeUXon7sb0anyQVAN4YF+J9AkZTyrhMe7PuAGSaz/HFG7oT3u6q3/ZSdJp+uZFgBvBhn3VsYN9u28etSOGdGRVHBm7dfeemif/3Rj5VEjvxUIAe86H99BnxuxJWfRImRFN3r9lDX1Ix/MEBlUT4Frz+J9Y6vnth5dR2629EbjkBLo1EWFwogLDaDsHKj5Xj5JShJFHP0nRt5p8PNmXmJPwsZCoG7Hzz9EAhAMAyqCewORJoLUV6NqJwJmTkn7OMcfPDnNFfNoTlkIsukU2XXccaIGcn+Pjh8CFFSgVhxJuIEretAIMjnvvR17e19R55tamv/uJQylMp+Qoj/Bm7F6DdtA9KBp6WUnxy1TSVx7vcPAzNMZvmTSZDhlacwGZ4202QhxIxRcuBXAYeiy2Nqnk3i+DMriwrW/+A7/5B3/Z0n9uMsgwH0t1+E1ibEpTeiFByvSN7d28ehugasFgvV5aVkZaQjhEDLzEZ396JMpApjKCn74E6kz2OU5KVnI2YvgivXoU6gumWyEBYL5OUbr/Hji0SQ9Xthx7uGDeRwITJzEQtWJE2qHg+9owVzeJBpaVBlj9AZFuwfUFGAWWka6aMuVWRmwao1yI425DMPIapnIxavRCiTi7bbbFbu/+3/qT/54c+vvefJ5/cIIc5MRQ1HSvlPwD/BcIbDN6WUnxRCFEkp26KbXQvsm9TAThKm+iafAohqnp2DISHejBFVu0wIMQvDsdwI3B3d/CzgP4QQEUBjrOZZSrBZrZfMKi956tH7f5e2eNXqSY9bSom+7V3k3i0o516JctHHjtvG7fVy4Gg9JpPK4jmzjguGKGdciP7KU3DjZxKfKzCIPLhzbFL2eVehvk8R1fcTwmSCiioYlZsuB3zI15+CsGakE81bhpgxH2FKUs+94VWYPcc4roACi6TAotEXFhzwq1iFQYppo/hOFBRBQRHyWAPyqQcQK9ahVM6Y3LUIwde/9RUxd86MWV/8rx8fFkKcI6XcM6mDwf8KIRZj/EQ0AJ+b5HFOAsSUz/BvCUIIUZSX953qgtzvPvns0+aCwqJJH0v29xgqNJUzUM+89Lj1A/5BDtbWEwqHmTt9Gpnp4/3oI4g8dA/KLV88Lt9O9nWj796EbG1CRMKI+ctg8dqEeXknilSnyScCGYlAfS14vODMQEybjTJ/BWKcyIQMBtD++GPE8hWxjyOhOyw4PKiQaZLMsOtYxw1b6jrs3wuqGeWcSxG2+AnjyXD44CFuuPvrgcau3ts9Pt/jkz7QKYiZJov8eebEp8mX9rSdstPkKTKMAyGEtaK46Knzly685FcPPqhOVm1a6jr6hleh/hDi+k8fVy4XCIY4Ut+A2+NjdnUVeTnJNeL0PVvA50ZZeyEy4Eff8jay4SjCakWsPh+lYuJ1uJPFB0GG4yFbm6G9Ayx2xNylKEvWIExmtA2vInubESWJa7KlhNaQoHZQpdCiM82uYxpn5Ei3Gw7uQyxciTJ7waTH2tffz8fv+mJk37G2n7V2dv396aKCM9NskfdMggwv6Z4iw48UhBAFlUWF733jzk9WffHb3xGTdejL3i605x5EWbASZdlYxeqIpnG0vomO7h5mVJVTnJ+Xsm9Mahrafd83IrKDA4g156PMmPwDeyL4MMhwNGRDHfT0QW4hdLcjlqf+nOkSmoIKjQGFcqtOhU0/zg8mD+6HsIZywRWTjjprmsY//MN39afWb3mvsa39EinlwKQOdAphptki/28SZHjxKUyGH0mf4cmEEKKssrBgx29/9D+5F1x9zaSOIaVE3/IWHNpt5AuOswa7+/rZd7iG8pIizlq5NOVprIxE0HdsQB7aBeEwYuW5qB+gFXgqQlROg8qotdjSgAz4oGo6FJck/XFRBFTadEqtOrWDCps8KgscGq7RQZY585BeD/qzDyNWnIUybeaEx6iqKj/84feUeff9Yd1//PahHUKIFZNN7TqV8AE3hDrpmCLDURBCVFUVFWz/072/ylpz3nmTOoYc8KA98yCivBr19q+OWRfRNA4ercPr97Ny0XzS7IlVpIePGY0+y5YGlEWrUG/7CtLTj/78Q1DxpUmN87TDsSakxw0eN7Q2I3LzkWUVUD0jaRK4ScCsNB13BHYPqBRaJNU2fbjCQrjSYc065J4daLWHDF/iJNJw7vz0nTgcaTP/4af37hJCLJVS9k/iSk8JnI5CDVNkGIUQYua04sItj/3hvozl6ybXhElvaUR/6RGU6z9tiJWOQk9fP3sP11BZWsz8WdNTmhLLSAR9wyvIuoMo512DOir6LNIzkYo6YeHXpNeg6/gHA4bkVmiUnmFUfiscjozdwR/Cq1h41x0dM8ZDYhZgUyRWZeivxBZdZlfe31IuGQxAX8/IgmAQ2XIM2lsQjfXI6TOhoirpZ55hgrXpGkcHFTZ6VBY6tTH5iWLhYmR3J/ozD6Fcct2kKlhu/PhNWK3Wqq9+///2CCGWSCl7ku91auJ0K8eb8hkCQog51SVFW5566I/ORStXTuoY+u7NyN2bELd8cQw5RTSNgzX1eAcGWDxnVkrWoNR19O3vIvduRVl9HsrcpbHPWXsAWbMf9eIbJjVmTdfx+gbo93jp93jx+HzousSRZh/RMrRYsI4SZjUJEKEgaBroOvrerbzrjbDOFQKhgCKQqpmwUAjqgoAOQRn9qwsCusCvG9ZYuirJNEkyVIlTlZN+uOT+vcidW+NvYLEi8gtg9jwoLErph8gdgb0DKkUWybRRViKADARgxzbEmRejJAnWxMPLz7/El773k876tvYFUsrOSR3kQ8Qss0X+Omvi1VfndbVO+QxPVQghZlSXFG35zje+5qwoPD4hOBmklEYpXTCIettXxqzr6Xez99BRKkqKmD+zOulDKKU0BFu3vIUybxnqXd9MPPZpc9DXv5LyWCORCJ09fXT29OL2+gBD6j7T5aS8uBCXIw1TXxey7RiyrR76e5GRcLQUz+iQJ3UdabFGy/FUZG8nMm8W2vpXQCgIRYDJhNlixWwx47JYwGQyXg6n8crIIGx34tEV3BHB0bCCTxOoAjJVSb5FJ9skUVMgRykldLQl3igURDY3QW+PMX2etxCRm9j5n8hKFDYbcvVa5OY30GfMR1mwLJWPfwyWLF3Cl++6Lf9nv/vjLiHEgo+ihXi65Rn+TZOhEKJqWnHh1qce+qNz2vRqtm3czBIgs7wypf1lMID29O9RZi5AWXbmyHIpqW1spqO7h5WL5iUUNx2C3lSD/ubziNJphlRXCkEVIQSiajb6kb0oM2NHkwcDAdqj0l6hcJj8nCzKiguZ70hD7W5HrzuIPHgMQgEIhdAzs40udbMXQW5R0uoUfedGONxIpL456XgxKShmE0p+Liank2yHgxybDXLzIDePsMOFW1PoDCkc9AscChRYdPLNOpZ4H0dbC7InxZbH/gFkUz309RqVMAsXG/7AOFBG+RJ3elWq7TrFVmMmJRQFlq9CHtyP3t2BOPuSlAUq2lvaONLUzt13foJZpQVFX/j37+8UQiz8KPkQBVMVKKcNhBBlVUUF2x/7w30ZQ1Pj5WtWpUyIsq8b7anfo1x6I0rJyLaaprH74BFUVWXN0oVJSU0GA+h/eQLCIZRPfHnC/j9l5Tnoj/0aRpGhx+ujtbOLju5ezCYThXk5LJozA3tgwEjK3tIE4SB6dr5R2bHmgpOamD2MiI4eCaE3to5ZLKwm1Pw8TJnp5Dpd5BYUIovL8JntdIYFW30mBFBg1imy6GOqR6ivheAEu3p63UivG+HuQ1ZWw+y5CYkswwSr0zV2+lS8mmSmfVRwZc48ZOsx5HOPGH7EJEnaQ0S4cvkibGl2Lr36Sn4SCpZ97b9/tl0Isfij1Lf5NOPCv00yNPIIC3b86d5fZY0Olriyc1IiRL3uEPqbz6Pc8oUxaTOBYJCtew5QWphPVdnx9cbHHefQLvT1r6JcfD1K2bTJXYvNDs4MQu4+2ryDNLW2Y7FYKC3MZ1pZCab2JuSed4zqFIsNseY81HPiN5f6MCCDESLH2uCYMd0VFhOm8hKcWVm4snOoLisn6MygM6KyZ8AgxjKbRkHQg+jrm/x5e7qhvw/R3opcshyRFb/e26zACpfGIb/Cdp/KYqc2nKgtisuQrgwj/ebCq1GyY0/BxxPhEK654XqCgeC0f/zJr7dGgyqT1kWcwuTxN0eGQghrRVHBhnt/+D+5sdJnkhGivnszcv82lDu/Mcaa6nN72HXgMAtmzSA3OzPhGGQwgP7Cw2C1o9z1zROyyrwDfuoqF9O7cQsls2azfOFcrG1NyA3PI70eZH4x4qzL3vc2oScTMhQhXNMINIKiYCrOw5KbS1lWNmXV0xlwZnIsqHJ0wEZ+fjUVgwFswUmq72uaEXn2Dxj10fMWxrUShYA5Dp3moGCTR2Wpc6TGWbjSkStWIV99Bv2sS1CKS8fsG48Ih3DTrZ+g3+2e+f37H3tWCHHxR6E16cmwDOO09Pg34rc/+CcM1W8N+Dsp5SvR5cuA+wE78BLwlWSf6d8UGQohREVx0VPfuOOWaRdec23c7eIRor7jPWTdQdRbvjhm++a2Dmqbmlm5eD6OJP5Bve4Q+hvPoVx2E0rx5LrmSSnp6umjtqkZiWRaeQVz97+DYg0h36lF5hUjrvwEqiW1PMZTGrpOpLkDmjtAAVNtDY78fGaXlDKjoY42xcGOpRdhH/RSVb+HTHeK/sPx6OtFevoR3V3IZSsR6fHTZkqtEqeqs81rYp5DI8cc9SOaTEZgZf0r6GvPRymtBJIT4RA+96UviL0HDp//zHuRfwe+O7kL+eBwkgIo9wP/BzwwbvlPYrQ/mAvcDMwDioG/CiFmSik14FfAZ4FNGGR4CfByohP/TZFhYV7uP52/dOElX/r2Pyf9FscToqu9AVobUK//1PA2Uspo2oyftcsWYU7g75Oahv7KkzDoOyFrsKffzcGaOtLsdkPi39uLfPsZpNeNHBzANC7R+7SCDpGmNiJNbagNDagOOyWin+LWo/RnFlAzfSlCwqzDm3EO9E/8+JqObG5CDPqRM2bD9JlxMwAyTZKV6RF2eFVKrDoVtpHAily5BrnxTfSVZ9FpSkuJCIfwk5/9UDlw1Q3/mGa3bfEPBl6Y+EV8cDgZeYaxWnokwNXAo1LKIFAvhKgBVgohGjD6yGw0xikeAK5higwN2KzWS1bMrP63Xz34oJpqDfAwIW7YyKJgN9nX3zG8Ttd1duw7RFqajZWL5iVMm5GDA2hP3Iey/My4OYPJ4PH5OFhTjxCCRbNn4uhoQv/z75BpTsRlN6FYbGgP/mxSx/4oQrHZUApyDUUbr5msoJflO16jNzOfffPPJM3vYcbRbdgDEy8Dlj3d4N+B6O9FLl2JiNNN0KbAqnSN3T6VgD4SWBGKglyxis7duziSW8XKFYtTIkIAs9nM4w/dZz778hseF0Ism2g7ig8KAqOB0AeI49ofACUYlt8QmqPLwtH/xy9PiA+nuv4DhhBiRmVh3lNPPvO0eaLqM2k1e1kS6WO3PZ/+pgbAIMJtew+Qke5k7vRpCYlQ72hBe+j/UC6/eVJE6B8MsGPfQfYermFGZTnL81zY//x75IGdKB//AurH7kJJcyJMJkR+MXpXkpy70wDCYkKkGS4AYTKhZKUjcrMgI53sgIdVm5+noKOeHUsv5uDs1YTMk2gVOuhHHjkE776JDMSPZ6gCljg1grrgoF9hyCvV5QlwJLuCFQ3bsHS2TOjUuTm5PPrrn9qrigreFUIklzH6kCAm8cLQIN026vXZFE71K6AaWAy0AT8aNYTxiNckK6kP9rS3DIUQGVVFhesf+cN9aQVFE9Mj1HdsgJYGMq+9g+W9PWzbuJlFus6RvgHyc7KYVl6aeP8DO9E3v2nkDU6QhCORCIfqGujtdzNrWiV5QkN/5VGkoqLc9BmUGP5A5YyL0F96FMb5NE83qDmZiPSx/VOEoiAyXMOWYoG3m/z3/kxr8XQ2r7qS4tYaqup3o0wkLqHryGONiFAQuWJN3GizELDAobHfr7BvQCE/7OOoV2dFzwEsdhX55vPoF1yDUlaV8qkXLF7Ej//xqzlf+5+fvRONMEeS7/XBYpJqTt0TrUCRUnaMOudvgSH3QTMwugSoFGiNLi+NsTwhTmvLUAihVhYXvfG/3/lW/pLVaya0r757M7LuEOq1dwDGlHnJqhW8d7iedJWERCilRHvzeeShXZju/PqEibC7t5/123bhTEtj3Zzp5K5/AfmXJ1Auuxn1hk/HJEIAkZlj9D2NnLznRkbCyP4eZHc7sqPF6OksBMKkgKqc/ExcIRA2a/yIb9RSJNOFcLko6Wtm7XtPoysKm1ddjdc5cUNLdrTDxvXIY42JhsW8NJ1gKMLuoI3lPQewohnjdFiRrz2D3to0ofNefcPH+NRVF82rKC76w4QH/QFgkpbhxM8jxGgrZnT7g+eAm4UQViFEFUZLjy3RVgleIcTqqP7ebcCzyc5zWluG5cVFv7r18ouWXH/np5JvPAp63SHk/u2ot3xhZJmuc+hYO9Mry2mrOUpxpitmHqIMh9D/fD+irBrlujsndN6IpnHgaB0D/kFWLpyLdfs76DUHUK74OEpealatsuxM5DsvwnlXT+jcQ5DBAHQ0ozfVQHeHYWmNKskTEkhzgtlslON1tkDmNEz5WYAwWGG0xaCDlDpoEj0UQvr8yIg2qbEBqNkZCFdy/5tisUC2BT0QQPWpzGjaR0FHA3sXnE1+ZyPT6nZNyEqUPV2wYyv098H8RTGtoi63n0GfTpHmpyarknl9tQYJKArSaUW+8hT6NbehZKXeX/vb3/2O2HPo6MfzcrI3dvX0/jLlHU8yTpZqTZyWHufEan8QbZn6OHAAo5nWF6ORZIDPM5Ja8zJJgidwGgs12G22ay5ctuiJZ175i2kikdvhypJREd8hH2FuVibTykvxRqfMSxbMHUOIMuBHe+RXRn+Tyonp3g1pHFaVFlNqlsiXH0OZtxxlxVkTOo7UdbQHforpjmR9yKMS921N6Ef3I7vajEZRUkJBMWLWYiibljTqre/cyNs1xzjjrRRU7RWQZqvR80SC1HT0YAjp8SG11ASgzeWFqIUTFxXVfQPgD6AHAtRWL6E7t5T5+97B5Ztg0rbZgqisgpVrx1innf1+jniiU2M09mdVo0idOf31w6QhdR2CEuWmTyMsqfsxB/x+zrrkmtDOmoYVJ9BP5X3FXItVPphbOOH9lrc1TQk1fJAQQmRXFxc9cN9DD06MCENBgwhv+cIwCUgp2bH/ENkZ6cNT41h5iNLvM4jwqk+mbMXBiMahz+9nxcK52Da/Di2NxhgmkScoFAVRMR29/jBK1azjrzEcQh7eg35wFwx4ELmFiEWrUc+5fMLnmjB0EMHgcPmcwJhZU5ANQjEUvN0+5GDs8jqRZkM4Jpc7qTgdSJsVxT3aSjyHgo76ifkSwyFk3VGEriNXnYFQ1TFEaMUwTOb11bInewZHMiqY5Tam10JRkCKA/vyjKNfdavSfTgGOtDT+8PMfWK751JdeEkJUSSnDk/oQ3mecbrXJp6VlWF1W8vr3v/MP511/2+0p7yOlRHv0VyhnXTam1vjAUaOr6NwZx5fLDVuIMypxvvM8ynV3oWSnLmvkHxxk294DlBcXUWZXkc//CWXRGpQlE/NvHnctfh/6k/eh3vbVkfc730M21SBCQcTMBbDinIR10Jqu4xvwEwgYOoaBoKFtGAiGCIaC6Hr0vvEP4A2GcEYtLEXTsAYGsAUGsAb8WAMDWAMD2Ad9pA30JyUdabYgzGZDxmwggO71DccBTcX5qMW5KQsixIPu84N/ED0QoGb6MtwZeSze9VfMkZTaHBtQFERFFV3zVnDEK8cQ4fC1ADty55A/2EvZQMfI8gE/omwWynkT+wH6r3//nrz3mZd/fKy9I7Gc0QeAuRarfLhg4g3SljQ3nrKW4WlHhnab7dorzlj1xBPPPzeh5rfaq08jsnLHTEub2zpo6ehKmEfobWli2/ZdLJ4xjaw5qff37u7rZ++hoyyeO4uM2n3IPZsRN37muBYBk0XkifsQ85Yi9241CHD1uXH7pGiahieqa+j2+oblvZyONNJsVqxWKzaLxdA3tFqxWi2oQy6EcdNkTTURsKYRtDmiL+P/wTQXA85MVC1Curub9P5OMvq7cHh74xKkVATClmZYjP1eTCX5qDmZ78vnIyMRZL8HgiE6sks4OmMZi3e9PqFk7a78co7OWsmK3kNYRexpfkQobMpfyLy+WrJCIxoM0jeIWH4WyvzU5b8ikQhrL7wytO1w7Yc+XZ5nscqHJ9EtcvGxU5cMT6tpshAiZ3pJ8QO//P3vJ0SE+u7NEBwcQ4R9bg+1Tc2sXRbbWQ6GxWV/+VGWXXwj2/ccYInDmZL8V0NzK8faOli9eD6Wt55HSh31jq9NZMhxIYMB9M1vQl838s0XUD737ZgW4MDgIO1dPXREpb0yXE4y012UlxSR4XSgxkk0TgZVi+Dwe3D4Y7f4CJvMeDLy8GTmUztjKb70bOx+L/lt9eR3NGANjuT0CV2CfwABmLKdKIpABsNgMU02rWPk2CYTZGciPT4KPO3Y97zJrsUXMPPIZvK7jiXdvyuvjKMzV7Di8LtYpI7Mz405JpPUWdZ9kK1581jRtQ+7ZlifwmlHbnkXPScfpSg1gViTycTv7vmh5do7Pv8XIUTFhzpdHhcnOx1wWpFhdWnJU//zb99x5uWl7mDXWxuRuzeNEWYNBIPsOnCYlYvnxy2xkwE/2qO/RrnuTtKz81jucCVXu9F19h2pIRzRWDN/Fjz9O8TcZSc8LR4aj/7G88jOVpQ156OedSmRB342TIRSSvrcHtq7eujq7cNqMVOQm8OSebOw2z64GmZzJExOTys5PSNpXz5nJp2FVexafjFSUcjraCS/rR6Xt3d4G2GyEGnrBKsFNSsT7HawmU+IFIWiIDLT0X1+0v1+Vm55gZ1LLsDnzKaqfnfcaGlXXplhEdZtwqqCDGvQ2R2XEO1akPm9NezIncPqzr2oQ91CnRbkK08jr78L4YzfJ3s0Fsyfx53XXl5471MvfB9IHiU7iTjRH6RTDafNNNnlSLv+0jUrH338uWdTNmnkgBft4V8aCjRR0tA0jY079jC7upLc7Ng5aTISRnvoHpTLx6a8xIsyA4RCYbbtPUB+ThZVTgvymT+iXHELSuHkZOOHxxIOoa9/BdlwFOXCa1FKRxJ7tc1vErLYac4spqWjk3Sng6L8XPKyszC9T31TJhRNTgEhs42ugnI6iqsJ2hyUNB2kqKsJ1e+D0ChDyGRCzc1GOOxgOTFSBNAHA+AdQA8EODB3LRGThQV730bVx/oBxxDhqDxoGQqDyQy52XHH0uQooNuWxZKeQyMR5kgEdDPKTZ9CqKl9J5FIhDMuvCq09XDNKinlrslc74lintUqHysunvB+CxoaTtlp8mlBhkKI3OklRfXvrX/HmZefWgBDSmlEfy+5YTjoIaVk5/5DZGWkx9UjlFKiP3kfYsXZMdNnYhHiYCDIlt37mD2tkrz+dvR3XjKEXE/AIpO6jr7lLaMs74wLUWYtHLO+t99NXeMxBo41ULF4KSWF+QmFJCaL95sMRyNosdNSPpu2itlkdDRTXrMLp3dcKozNipqViXCkgVk9IVKUkQiyzwOBQRpLZ9NeOI1l2/+CSTNILx4RDu8fCkOaA5ER38rbnzkNqx5mumdkKi79fkTJTJTzU9eZ3LdvP1fdfndbQ1tHpZRyApGf9wfzrFb5eElyzc7xmF9ff8qS4WlRgVJVUvzk9//ln1ImQgB96zuIksox0d/apmZUVU0ozKq//aKxX5w8wqG0m517D9Df1IB/MMDmXXuZP7Oa3Pq9yJ0bDEv0BIhQP7IX7f4fI0xmTHd9Y5gIpZR0dvfy7tad1DU1M62ijDO0Psqd1pNChCcb1tAg0+p2sfa9Z8hrq+fQ4rPZvu5q3JmjetUEgmhtHWgdHeD2GZbWJCFMJkROJjgcVLQdpbT5MNuWX0rYZE5KhADCYjZaC/gDcc8xp7+OHmsGHfaR0j6RloZsOop+rD7lsc6fP49PX3NZYWlB/v+mvNMUEuIjbxmaTabLrjlz9XNPvPhi6tPj/h70Z/6IOioxubffzYGaOtYuXRQ30Vg/sBN5aBdqCpUl3t4etmzcAq4MliyaT8b+zdDdiXrVJ1Id5vHj9vvQX3wU7GmIy24+Tlz2YE09VquFOdWVw31XZHcH+uvPoN70uUmfd8wYQkHw9ENgADQN/dBu3vHonPH2E0NbpFASnzqE04nW1z/83pORx9EFazFFwkzf9x4OX/+Y7ZWcbBSXA+zWSVuJUteRbh8MDtKWU8rRGctRpM6quo1xiXDM/oGwMV22xi7DDCkmNuUvZEXXfuxacPicBHSUmz+TckJ2JBJhzQVXBLcfqVskpTyc+hWeOOZbrfLx0olbhvPqTl3L8KNnLoyCEEKpKi783Q/vuSd1ItR1tGcfRLlxRCxD0zT2HDrKioXz4hNhZyv65jcw3fmNlM5jSnNARhbS0wcbXgWhnRAR6vu2GaIP45K6vQMDHKypR9cl82ZWk+Eam5ojcguQ4TC6rqesoSi9bmRLA7LxKNLTP6Y7nlAEONPB7gRVRbYfA0cp2CxGFq5iikYZR4UbdWk87IODoKdWaTI8lnF8lu7uYtn6Z+nNK2Xf8gtxeXqoPrAJa8BQutZ7etH73ah5OeByIMwTv8WFoiCy0tEBExKpqih6tFtfKkRvUaG7B1mQjzAdf2ta9MhwUvbKrn0jJXsihP7XZ1EvuzGlcZpMJn74L39v/dQ//cf9wIlH4SYCAcppFkD5SJOhy+G4/eqz1uZXTEu9f4j+3msoc5eOyec7WFNPeUkRjjiac3JwAP3ZB1FuTy39JRAMsnnXPpbMn4O6/R12DFhYsnghmSmPctS5A4NGiwCHE9OnvjW8PByJcLCmDo93gDnTq8jJin90ZfFqg5DPvCT2OTz96Hu3IFsaIDBoTBfLpyNWnoOalTgyr+/cCLXNCKkbwuta7LpjAUirCWG2GiSpS2Q4BIEEzZzS0tDdsVN0sruaWfnWE3QWV7PjjKvJb62l6tA2FKmDpqG1d6KEslDSnZO2EruLKzmaU83aQ2/Tk1XA1mmrWVG3EZOeuLZaKArSpEBXN7IwP+a5c4Ju2iK5NDkKqRhoN/az25Adzeh1R1CmpVbOefb55zG98FfLhBArpZRbJnyRJ4DTjAs/umQohLBOKy788Xf++/sp+z1lfw/UHkQZpQbd0+/G7fMxb2Z17H103RBmvfaOlNRnQuEwm3ftY8Gs6WQc3AqhQZavO3/CbUgB9PZj6M8/bGghjmoR0NXbx/4jtUwrL2HBrBlJH3QxdynaH3+KEiVDKSW0H0PftQnZ04lQBGLFOahnXJTy2CYDIaXRknT0snQXIJCaZvQhGWV5CVWFBDXLAihorSWvrY6GWcvZcu4NzNv2V1weowWx3tuH7vFiystGpjvjirTGQqc9myO501n82hOYshwU6WF0obK9ahUr6jYmraQRJpMRUOnph9zYWQmz++t5r2AR+YG+4ekyDhty/avIskqEOTW1o+//+3fMNZ/9yoNCiNkfXO8Ucdql1nxkyTA3K+urd1x9eUbuRKLHLzyM8rG7hpdFNI29h46yIkGFif7KkyhL16HkFiQ9h67rbNtzgFnTKsis2Q3dHahXfgIXE2tDCqDv24rcvmFM2k8kEmH/0ToGAwFWLZ6fcn6gUBRESSX6kb3IhqPI1kZEVi5i3UWoOcmv62RBwDA5CkA6nQghDFWbUAg9xRagipRMO7SVvNY6Diw7n9z2hhErMRIh0taJqktId6Y0bR5NhJbgIFr7ICAooZGQycK+0kUsOLYrqWqLsJiRQUOpRzjTjltvkjrz+upiTJeDyLdeQlx4TUrXv2jJYlbNqq5uaG2/CHglpZ1OEMZYP4gzfXD4SF6OEMKVYbf+89f+7d9T/mnSd2xAlE1DcY40DT9UU09FSVHcJk56/WEY8KZcMrXvSC152Vnkuzuh/gjqlSM+wvFR5niQUqL99Rlk7SHU2786TITdvX2s37aLzHQXqxYvmFCitN5wxJh+Pf8wYt5STHd8DfXqW1E+RCKMBREOGuSohYw0GZMpquSQGlyeHla89SQAW8+5Hm/6iFSW1tGF3udGhhIHQMYT4fD+7V1Ir5/K9iNIodCYm5pQq7CawONBhmMXi+QE3TgigzQ5RhRghN2OPFaP3hJfP3E8/vPf/1mtKCz4g0hV/eFEIYyk64m+TmV8JMmwtLDgP792560OpzO1Ol4ZCiJ3b0Y9e6QwvqevH49vgMrS2ImjMhhAf/1ZRIqahA3NrYTDYaa5rEb6zfXHaygmI0QZDqE/9mtEeibq1bcay6SkpuEYh+sbWbV4PhUlRSnfVPrRfUTu/wly3zaUm+6GkgqYgKLOhwUhBMKehpLhQM3NRsnOhBRTgxSpU31wC3N3vMG+FRfSXjpjeJ3e3YvW1YMcGCTWbDIeEQ4h0tYJ/gDzGnfQmllCtzPFVC6zCj19Mc8JxnS50VWEXx0VRXZake/8Je4+4zGtehqXrV5aYLNab0ltUCeOIenKibxOZXzkyFAIke+0mD/72W/9fepW4dsvoZx92fD7iKax93ANi+bG736mv/gIyqU3phSB7e7r51hbO4uqK43Kkk98Oe5+8QhRDnjQHvgZ4oyLUVaeAxhR7p37DzEwOMiaJQtTtgb15noiD/wMeXQ/ym1fQb3iFhSLBWXVuci/PpPSMT5UWO1gEoYyjN2K4rSj5mSiZGWm/ES53N0sf/tpWivmUDN39bArUro9RNo7weMbQzTJiHAIkdZOVP8gS+u3cKBkPgMWR9xthyAUBaQOHl/M9cZ0uZa92TOGxykUBQI+5MHdKV0vwD//67eVwuzMnwshJiatPklMWYYfMipLin/63a992W42m1PaXvp9yJZ6lOo5w8tqGo5RVlwYf3p8eA+YLWOkvOLBPxhg76GjLJs3B/78B0OVOglpjSdE6XUb1TDXfwqlzIiMB4JB3tuxh6yMdBbNmZkSKevdHUQe+TVy8xsoN38e9bKbxuwnKmciO5O2gvjwoSiI0d/vECm67Kh52SiZGSnJLJsjIZZseB5dVdm15goiavSYwRCRtmiStq6nTIQA6JJwRw9W/wCLmnawo3IFYSW51SosZhgYMIIqMZAT9JAWCdCWNmJtCpcDueM9ZJLo9RAK8vO57ZJzM7MzM76U0g4niNPNMvxIJV0LIaqWzqg+uHXHVmuqOXPa839CrDhruAY4GAqxcccezlq5NCbByFAQ7YGfpdTbOKJpvLd9F/NnzSBj4yuIgtIJiS4YpXubWNRxhMwb7kJxGY3L+9wedh04zIJZ0+PWR48Zs6ahv/kctB1DRLvlxYO2/hVETj7KnCUpjXFI3ss/GBjWNQwGQwRDIXRdonvduANBMt1dKFoEa2gQa9CPNejHFvSTNuDGOdCXuniqyQw2a9yEZQAiEWQgjB4IIn2ptQJtLZ9F0/QlLNr0EvYhRR0Femcu5GjFgtSIcBSU7AzU3CzacspoySpjef2mpPwsdaP9AQV5Ma2koGJmc/581rXvQonaiNI3gFiwBmXZ2pTG5fF6WXbu5d7a1vZiKWVsU/R9wEK7TT4/vSL5huNQue/IVNL1+4FppSU/+td//EbKRCj7e6C/Z4wYwpG6RqZXlMVPrv7LkygXXZeSJXawpp6yokIy6/cjdW3C6jNOk8qSjiPsLJjJkv5+Ml0ZdPf2se9ILSsXz49ruY4Zb1sT+suPo6w8F+WCa5Nur6w4G+2RX8YlQ++An+7ePvo9XjxRokl3OnCk2bFZLbjSsrBaLVgthqah3LuF9T2dLN35KppqImhNG355nVm0F1Thc2Si6hrpnm7SPd3kdjdjD8YhMZM5ecTXZEI4TSgWE9JsQu/3QBKyLW46TJq3n51nXMnCTS/h9PbRXVBJTdl8lm9/BXUCRAig97oRZjNFHKPPkU1TTiUVPQ0J9xGKYgRSfH5wHT+9tuphCgZ7aXIWUukzWr4KpwO5fwdy4fKUUm3SXS4+d93lzu8/9NQXge9P6KImgo+ApTdRfGTIUAiRNbui9JIrbrw55X30v/4ZMSqiOzA4SJ/Hw/xZ02Nvf6zO0DUsj71+NHr6+vH6BpiXl4F8feOY0r5UIAc8aI//hvSb7mZ5OMK2jZup8Pk55vGzeskCbNbEJVlS19HfegHam1Fu+2pC1erREFYbIj0L3etGcWWg6/oYaS+7zUp+TjaVpcWkx9A1lIFB8PZDZ7/RQqC5DoEVsxbGHAlhC/pjnjeimvGk59Cfkc+eBeegmczkdR0jv7OBdG/PiFWlKpDij52wmBEmFaGq6IMB5EDscw8hs6+DhZtfZs/qyyir20tr9QJW1m7AbFORuVlo3RPrh6J1dCPMKrOa97Nx9lnkeTtJCyUeg7CakV4v0h7tBTMO1Z5mNhQsonSgA9OQ1JcMIbe8w6eefJ0X//om+bk57H3zxeP2/dPTz/G/v/gtmhYR3gHffwkhXjmZqjanug9wovjIkGFuVtaX7775BluqVqHe0QKRCErmSHrFodoGZk+rivklSinR33weJYWew0MBmBUL5qI/+ZsxpX2pQIZDaI/di3LDZ1BcGbiAqnlz2Xe4llUzq5ITYcBvJILPX4Fy3lUTOjeAWHsh3lefoXnBOjp7esnKSKcwL5fZ1ZXD5Cfdvch9W9EajiIDfoiEjHI81WSU46VnIexpyMAAumbCW9eFsJgxZzpQbVYUk2IkOStGDZtJC5Pd1052XzvTGvYQNlnoyi2jvmoRXmcWRe11lHY3YlcnVq6HoiCcdhSzCWkyxa1YGYLT00t5zS4OLjmXVYffxqJHjE5/TlBhwoQYae3CXGFiXvMe9pQtYVXthuTuTFVAvwdyj+/DbJIa5b526l0lzIgq2whHGrLmALdfezlfuvOT3P6Vv4952KqyUt566iGyMjO44tqblZc273gMOL4RzvuE04wLPxpkKIQwVRYVfP3Or34t9Qjy68+iXHfH8Hu310cgGCQvJ45G4eHdiKKylCysgzV1VJYWY9v6BmLh6glJ9Usp0Z/6PcoF16BkGA9Dd28fjR09rFkynz1bt7PEpJJZFtsfo3e1oT/zAMo1t02o8dTQuTt7eqlr7UW3ZlOR7mTO9CoURTHkq2r2o+3fjvS5EdY0xMz5iEtvQE3UmMqWhtzfwGBHlISO9Ry/japgz3ViK83DZDdqmM3hIMXttRS31xJRTbQVVrNz3tnYIwEqO46SNdB7/HESQFjNRr2sItD73XFriLuLKmmZsZjVh95ib9VyltZtxhnwGgEOh0TRMtD73KmfWNfR3D6yzN24Mj005lZR2Z1YfUaYTMhACBkKIWJUNZX72thQuIQKX5tB1gCqzpmhXpqyKuMed+2KpcP//8u3v6m8cu0nU69TnSAEU2T4ocCkKFdfuW61Kz09PfnGgN5Ug0hzoNhGsv4P1tQxd/q02FahrqNvfD2l2uOevn68A37mZjqguR7lnNQ16AD0159DVM0anor3uT3sO1I7PDUeU6kyjhD1w3vQN7yGcvtXJtw5r6u3j0M19bicDubPrMYhBpCN+6Evm8juTUZNctVMxBUfT0x+k4GmM9jhGSFMk4KjIg97QRaKScEUDlHW1UCpuxl3dhF1hbPQFJXZzXtJH0ydmIanzYpAc/tgnJxXd1EltQvOYEXtBix6hCV1W9g5bRXLj27AHh5EWC0oTokMR1IOzIDhP1TsNmY172Pj7LPJ93QknS5jUQ3rMP/42m8VyTRPMzXp5cztNxqSCZsNeawOWZpazfK723ZTkJWhCCHmSSn3p3wxqUIIQ7TjNMJHIrVmWknR/3xhQZWiPfk7dF/iaRCAvuE1xBUjvsKevn4URSErIzaZ6js2oMxZnFL0eO/hGhbNmoF8+VHE9Z+Z0HXo+7bBgBtl1bnASHuBFYvmDU+Nh9Nu9uyn/9hIBYK2/lXkvq2GfuEEyKrf42Xjjj00NrexZP5sFs+dhVORyM4W5Ia/IjtaUK7/tFGVcvblk2pPOmFEdAZqO+h+7xCd6w8w2OtHRiIoJjNZvh6W1W5kZut+DpYtZOe0lfgtx5eyxYWiIBx21KwMRNrIfuOJEMAV8DCvaSc7qlejKYZ7QNitKOkOY+o8kUtq60QNBIany8li50JRjKh4nJLDEn8nvdZ0BkcnYlsU5M7NScfyxhtv8fvf388PrjhLmV5W8p8TuIwJ4XRLrTnlyVAIUV2Uk1U2+xv/hlh3EfLVp9H++FMjFzAGZH8PQupjpruHahuYMz12+ZSMRJB7NqOsPj/pWA7XNhjT413rDeWbiZTEtTcjt72DevVtgJGysm3PARbMmn5c1Hg8IWpvPAcDXtSPHV/VEg/hSIRdBw5zoKaOOdOrWL5wLg5h1GfrT9yHmLMYMXsRYu6SlIMvJwU6DLb1GYnWSAhroEkyfb2sOvIupd0N7KxezZHiueipPk2KgnDYUFwOhCMtJhEOIdvXQ3lXPXsqlg0TmJJmxZSdPrGnV5do3gGyPN24Ah6OZaeQdmJWIc6UXAAz3E0cySgfWWa1IDta4kbOZUsjO3/zcz771X/gz7/9BTfd83uElBcLISbwa5I6FCEm/DqVccqTYVlhwTfvvvM2K4BSWIZ63R0oN9+N7Gol8sefoL38BHpoRPVcf/cviIuvH37f7/FiNptwOWJXCujvvTZc8ZEI/sEA3X39lGc6kUf2pbTPEGQwgP78nxCf/DvjvZTsPniEksL8uHmEw4S4aw9u/yDqxR9L+XydPb2s37qT7MwM1ixZSIbdivb6s2iP/Qax9Ayj5rl8OsoZFyFf+3PKxz1ZcFQWojhtCKsVkWYDdAhFQJPkuTtYc/BNFF1j4+xz8dgzUj6usFvoKZlG7fy1MYlwCGU9DVgiQWoLo7EGRUE401DjqM3Eg97Tj/QHmNF6gPr8arQYZcKffnYDRT94jEW/fNawDnUNOTii5COl5KtPvsGs//gdl/zbT2mXVoLKKCtVD0JgJA1IhkPoOzaiPfUAjZs3cuMDL/DgY48y++wLUFWVWy670O6w2z8+oQv5ECGE+L0QolMIsW/Ush8IIQ4JIfYIIf4shMiMLq8UQgwKIXZFX78etc8yIcReIUSNEOLnIoXQ9ylNhkIIs0mIT1x769hm8MJqQ113CeptX0XMXoj+5z+gPXQPeuNRZHfHGAGC2qZmppWXxjy+DAaQtQdQ5ifPAT1c18CsaRXI159FuTz19B4A/cWHUS67adgCS6W9AEDarg0stYTZLVwJxR2GEIlag3VNLaxespDy4kLkni1oD/4cUT4d0x1fHyMFJjKykIqCfgJS+ScKoSqY0u1jGsMLq9Vo9CQNUlR0yfT2wyys38a+iqUcLZ6DnkIJSpcrn6NVi1i+7w0skcRdNecc20OPK4+OjGhQSlUQaVaUzNT81EOIdPVgDoUo7W2iPu94WbjbFlfz4icvGFlgNkG/e7g08OUD9Rzt6ufQv9zFr266gGdffIkmpyHi8In7X+TMe5/jcHMbZUvO4L7vfJtf/f03+c27OzDd9U2+t/UoPX19fOGr32Dx6nUsX3cOn/rqN0RhTtZ3J3QRKWAogHISpsn3A+OFN18D5kspFwJHgH8ata5WSrk4+rp71PJfAZ8FZkRfscU8R+GUDqCYVPXKa85e67DGSTURQhjBiKpZ0ZK2XxrST+tfgbUXEgqHGfD7ycmMbU3o77yMcu6VSccxVIGRr0qktx8lP/WuYPr+7WBLGy7t6+7rp6OrhzVLFybcT9vwKkQiZFx8HcuHmkwRX/7LPzjI1j0HqCwtpry4EAa8RB75HSKvBNNd34x7HmXZmcg3n4cLkydsnww4phWiOmO7G4TNalRtBMOggUu6WX3oLWqK57BtxhksqduMWYtNcl2ufI4Uz2X51pewhANIexrCbo/7868gWVK3mc0zz8I16CEtNGAEVNJ0dJ//uGBMXATDyMEAFZ21bJh9LuU9DVhGjfGsikIa+kcKQ4SiIPUw+AfBkcbze2u5deVchBCsrirmc0/8iY9dfRXVNPPQ7ZfBYAA8XigoR7nh08MZCQD3/fIe7vvlPccNaXpxYeHJCKScjDxDKeU7QojKccteHfV2E3A9CSCEKALSpZQbo+8fAK4BXk603yltGVaXFn/nri//XUpjFK4MsKWhfuFfIDMH/ZFfUvfK81RkZ8SOIGsRo2Y5TmOn0ThYU8+c6VXIvz6DuOrWlMcvBwfQN72BeplhSUY0jX2Ha1g6f3bCYI1+eA+0HUO96DogudpNd28/m3ftY+HsGVSUFCEP7EB77Dcol9yIesHVCccoZsxDtqTeiOj9hiXbiZKg9E5E65JRRdRK1JnZeoDyrjo2zTobn+34TnTjiRCAQT8EAgnFYi1amPlNO9lTOeI/FGkW1OwJWocdXaihMFWdtdTmz0i+g8UMPoMgW9w+SjNHrik/zYLoaqYVJ3gGEYvPQnzzR5CeOYYIE+Ezd9xmKSss+PKELiIZJmEVvk/ceRdjSa1KCLFTCPG2EOLM6LISoHnUNs3RZQlxypKhEMKGlLPnLVqU0vZ6SwMiPROhKCjzl6N8/Au0Z5VQtH8jkft/jL5369jtd21CmZdcp7C33w1IMgeNki8lPTPla9BfehRlVAXMgaN1VJUWJ1Sf0bva0Te8ijpOAiweITY0t3Kwto7VSxaSme5Ce+VJZN0hTJ/6FkoSyX6IWteVM9FrD6Z8Xe8XrHkZqM7kJYeAkY9nt0JEBx0K+1tZVG+kxnSmj7hFYhJhFNI/AMFQwj4sWQO9ZPj7aBya4ioKIs1miEOkioiOHAxQ0t1Ad3o+AVPiQJtQFNA0Qwg2ysJSSsOXGI7gaG3k2Jw1mL7+P6hnXopqtSKCg0h/aqXHF3/sesyKkrrTOUVMUrUmVwixbdQr5YoFIcR3gAjwp+iiNqBcSrkE+DrwsBAindgyHkmL409ZMgTOvXTNCluqprjc/CbiopHvu7Onl7z8PCxX34r6iS8hB7xEHvgZ2nMPoQcCyP3bUVacnfiYUnKwtp4506ehv/EsIhoJTgX60X1gtg5Pqbt7+xjwD1JeEj9RWgb86M/8EeWTsUVHxhPikfpGunr6WLt0ETYh0R75JSK3YIyobCpQVp2HXJ+aQLL0eZD1h9EP7UbfswVZexBhUrDmZ2DJcmByWhEpCrLaS3NR0lLrBAdRKzHNapBZRCfd72bVkXeoLZ5Da1ZpQiIcHr9/wAjOJKhlntmyn+bcCgasRtBNWMwIh3VCQrOR9m6UUIQZ7Yc5UjQ7+Q5mE3i8lGQ4ONbWBf0DUDGPFjWNqk9/DdWWhndUuaFYexH6lrdTGovT6WR6SaFLCPG+JmFP0jLsllIuH/W6N7VziduBK4BPDLU2kFIGpZQ90f+3A7XATAxLcHSgoBRIKtd0yvoMZ5SX3X3VjTemdPfJcAjp7UcdVQnS2NzGnBnGdy/MFtTV58Hq89CbatEf/gX0d6M3HkWpiD+N6e7tx2614uxqRqZnpZxKI3Ud/d1XUO4wkrgjkQj7jtSyavH8uH4WqetoT/4O5epbE+b6DRHihs3bycjOYtWKZQhvv1Ged+mNKcmOjYewp4HDhe73jammkV43su4Qsu6gUZIXChltLPOLEGlOo/rEYkHRBI5su3G3m1SE1YYEdE2iBUMEO92E+3zIUVNUxWLC5BobOEl5vDYLMhiCUAQLsOLIet6bfQ6aUFm78c9xiXD4ugZ8CDXDSG2JAVXqzGvaxd6KZaw68g4CUOxWyM5E6zIqY15t6+Vbu+rQpOSOqkK+OadszDHcgRCfeuwNjvkDfOpb32bX0U5um5Ef42xR6DoEg1w5vZxf1nbzid9/n81bt5GRkUFRUSFSUWlqaRvu1aNUzyGy/hWklCn57q695ELrlsM11wPvS59lI4DywaTKCCEuAf4BOFtK6R+1PA/olVJqUaKfAdRJKXuFEF4hxGpgM3AbcLwzdRxOSTIUQoiq4sJz1p1/QfKNAXlwF8rsxcPvBwMBwpEI6c7j02mU8mpkeibimtuQu94j8uYLiIrpiDMvPS7frrapmbnTq9Cf/QPKzZ9Pefz6tndQ5i8b9gserKmnqqwk8fT4nZeM3MUUgjNtbh+Z+fn421txH9iDa+NfUD7xpQmVBY6HWHM+8tWnkOddjb7lTWRrE8JsRsxaiLj8FtS4zbAEHG5ED4wKZHhHUj9UwJHvRFTmo+uSUK+PwWOdOKqLUV2TT/AWVgtSCUMwQl9uPooWwRQJ0JNdTFFHXeKdpUQGBhGqI1o7fTxGpsvTqOyqM6bLNgvCaiYyGOJrO2p54ez5lNitnPnXXVxenM2cjJH77Tc1rcy2mnj2pks5HOnk/9KKuVkLcucz63m7oYNuf4CKHz/Bd89aSFiTkJ7J5z5zB5cNBHjlpQ1MX7CENHsaf/jNLwAozMvhUF0Ds/Uq1Oh9JdIzoasV8pP3L77iE7fy4/sf/izvExkiOCk9UIQQjwDnYEynm4F/xYgeW4HXogS8KRo5Pgv4DyFEBKM3491SyqE6zs9jRKbtGD7GhMETOEXJEFiycvaMlAVc9SN7UK65Y/h9c3snZcWFMbeVwYDR1yQ7D8672mgYfmQv+uP3IgWIiz6GklOAb8CPrus4/W6k1ZZyYrKMhJH7tqPeZfRX9g346fd64yrlAOhtx6ClMaXSvobmVtweHyuXLMTX6GT73gMsPu9ask6ACKWU4B9ANhxFf/4hxNmXo46TA5NS4h8M0O/x4vb6CIXDaLqO5gnjd2awf91lKFoEy+AA6T0duHrasfp9RqMnfxDpNyotrGYV25JqhDhxHU1hNtOZXsCRojms2PoSiq6xdfmlmMMBcnuTzIqCQVBN0X7PsZ/qma0H2DD7XEp6mjDrEYTVjJKRzraWeqqdNqqi/s7ry/N4obV3DBkKIfBGNLRAEHNrLQsXngu9O/nTx842OgHqgMkCi1aiLhipKdZeeY7/+/EPjrO6FEWhICebzu5eiqIlfOKMi9B3bRoOtCVCaVkZTpulWAiRKaXsT7pDUpwc5WopZaycyN/F2fYp4Kk467YB8ydy7lOSDEsK8m+95qorU2JCqevg844hq46uHlYsmhdze33rO4hRCdNCURCzF6HMXoTs70Ff/yqRrjbqqpdRNXse8t3nEJfelPLY9fWvoqw5b/j9wdp65lTHVsqBqDDry4+hRBOyE2GovcDapYsQ3n7S/voky668je3bd7HEbJ1QG1KIikbs3IDcuxVRWA5rzkdYrCilVWiaRkd3L31uD/1eL6FQmDS7ncx0J9mZGVgtZlRVRQT68Hb4qNi3xdAzdLhw5xbSPGsxwTQn1gEv6T0dZHY2k9XWiBLWEOEw6oxyCIWRgRCYTSn7GUej05HLkcLZLH33GSx2C2hhlu58ja3LL2PJztdwDCYu3ZT+AUNZxxr73KquUdFZS13hTGa1Hhi2Dlt1SckoX2eJ3cLWXu+Yfe+eXsQN6w9Q8ZsX8Gk6f/pONS1Z5VR21EFGDuKcS1CychgPkZmFrDuEGKXMPoSi/FwaW9qGyVDJLybSlbpy+VXnnGnbU9twKfBIyjslwmlWm3xKkqHNZPr4JTfcmNK2sqkGUTjiKw1Gq1GscaZ1sv4Q6rrY/YFFZg7qFR8nHAzSvWEjc156ENnfnbJfSwYGjeOfYzSe6nN7iES0hGrV+tsvoKw8J2lP5qH2AquXLETRImhP3ofyiS+RnuZk+RrrhPsy6+3H0P/yBMrMBahRgQoZCdPz2O9osebQ6/ZQkJdDXnYW0yvL4n6euipQdA1nf7exoKed/KajxvGAYJoTT04h3aXVHF1+Djkt9ZR7W8nIMYhA6jp09SAHB42OeCn2Nh5DhKEAeiiAkpGONTTIgn1vs2vR+azc+kLcPMQhyEAw2oUv9oNd1tPAhtnnUdlZizUSRFhMCNvxQZ/xe/+1vY+FmQ5ePncBjWlpXH/vg/z8Zz+h8qKLUdUEj92y1eib3x3TpmIIWRnp7Dp4ZIyfUCCQAx6EI3n6z1Ufv0U8+tqbX+T9IsNTvLxuojjlyFAIUXrWonmZmZmZKW0v925FjEqc7ujupSDv+F9cMDT6hCm5wdnW00tJZSWKOgDWRciXn0DzuRFrL0SZEdviBNDfegHl/JG8voM19cybGT+AJ3u7jOnxeYlzASOaxra9+1k0dxY2qwXt0V+hXHLjsI9wKKiSCiHKSAT9taehvxvlli+gWGxIKWnr6qausRlLTgUVaRYWzll+wtMgAdj8Pmz+GvKP1aArKt2V0zm4aC2K1Uz1QBvZIQ+iIM/oDdLegZSaUf2R4NzjiXAIun8QxZFGhqebaQ272b3wPJbtfCVxrUo4CEGTkbYT45yKlExvP8TRojnMP7YLFIXSbBcto1qOtgyGKLKPJcgHGjv5+5VzMBXmMV1Afn4OEVXFHdTJTlAprJjMaF43UtOO+2EQQpCV7qLP7SE7muojlq5F37sddfW5ia4SgCUrV6KFI4uFEGYpZeJfiWQQH1wA5YPCKZda43KkXXvdxRemnG8h+3vG9EJu7+qmMDc2Geq7NyNWJb9pmlraKSsqRDYcQV19HurH7kS56XPItiYi9/8E7ZUnjythk6Egsv3YsDRXZ08vVouZDNfxScFD0F59GnHtHUnHs/9ILRXFRWRnpKO/9jTKzAXHRY1T6cusd7ah/fEniOlzUD9uEGGf28M7W3bQ09vPkvmzWbFyObkb/3JSbnRF1yge7GGV5wizvMdosuezOXsOA6rVSF8pLwWHAwIhw2KMgXhECEA4jB6OgMVKUXsdDr+bhorkbiPpHzDyF+OgsK8FjyMTf7QT3orKQmq8gzT4AoQ0nSeburi82EiAFi4nan4OFdnpvNXSiSIjdHq8HKlvojo3ncb+5NJgIicXWX845rqCvBzau0ZpRs5ahGyIve1xxxWC85YttAHrUtohGRQx8dcpjFOODItyc+6+8hOpVXnInk6EbSRpV9M0/IMBnI7YP72ypQFlWuKcL69vALPJhK2rGTGqxlnY7KhnXYp6+1cR0+eiP3mfUQ/dbqgR61veHiPecKSukdnVsZVyAPSWRoSqjiHyWOjq7WMwEKC8pAh9/w4IDKIsOzPmtokIUdv6DvIvj6Pc+mWUGQvQdJ0DNXXsP1LLsvlzWDB7Bg67HZGdZ6QGJUhMnjQECLsNYTKREfGzxF3DTO8xdmTNpCGtAAmIrEwoKYJQBKmPDbIkJMIhDAwYKYRCMPPoVlqLZzCQFvszfqWpi3mPvMOch9/mfzfsjZmM/XZDO8t/+yI/uvcP/HzA+GEzKQo/u2ApV727jyV/2c515XnMn1bK7zs9/K6mGUVofGfFDDa297H44be4+NnN/L9zllLlsuIJRAgnqIIBYOEy5LgigSHkZ2fR2TMifKsoCiIYQCapvR7CNdffoE4rLUld/iguPrwSlJOFU2qaLIQQ00uLy6dNP77APRb03ZsQay8cft/d109uVmbs8rtgABGOrR03Gq2dXZQU5iPfewlx+fGBLSEEonouSvVcpKcf/b3XiLQ9DoMDiLv/GTB8hRaLGUda/OoK/c3nUG5MrIcYjkTYf6SWVYsXgN+Lvul1TJ/6VsJ9Yk2ZtbdegEE/6m1fAQwlnyHVnDOWLz4+crl0LfLdv8CoXtPvB9SsDETBWKs9O+xjbfd+DrvK2Jw9h4XuOtIsQGU5srnN8I+pIjUijEJ6vIiMdNRQgHkH1rN33lms2vrCmOmypku+sn4/L12xklKHjTVPv8cVs8qZWzRS4tYfCPHlv2zlhY+fR1mGg7dnziZY14s1EuKy2eVcUpAJiopQFYQW4nMLRuS2ip02Xr5mVIMwXYeDuykoX0DXQJDi9Pj3hmK1ofV3x8whNJlMWC0WBvyDw/eXqJ6DPLofMWdxws8FYN1FF6F8+1+ST4+SQAimxF1PMipnlhanrKop24+NmS62d/VQGM9feHg3YlQuYjx0dveSl5OF9PUnTbIW6Zmol9yAcualYHegP/wLtMd/S21tfVylHAC99gAiMzepkOqBo3VMKy/BbrOiPfcnlOvuTDp+GGsh9j77J5AS9dIbkVJyqLY+Wh89h+kVZTF/OMSsRcj6QymdayJQnHaUGGrlKjpzvY3M9DazPWsmTXYjOVmUFoGi0GnLTpkIh6D7fGC1k+nuItPdSUPFgjHrt3b2U53uYFp6GhZV4cbqIp4/1AjaSI/iR/bVc82sMsozHAhgWm8jTTlVxpQ6oqNYzChEEDKSvImVoiDbWihw2Wj3pnANVquRQxgDhXk5tHePmiqvPBd5YEfyYwIulwuTqmYKIU7cEDrNLMNTjQyXrVi8MHk/RKKW3ii/nZSS3n73sGN5PPTDe2FpYldJIBhEURTMnS2I7ATVAuOPvX09yie+jOmTXyZ85iUMdLaT8ewfjGltrO03vIq4LHG6jtvrxef3U1ZUiL5nCyK3IKVa4yG4snNYygC7RTre6gXous6OfQfRdckZyxfjiuNKgGi6UWkV+rHa49bJSATZ3oy+ZzPapjeRB7aDqqJkulDSbHFL1oTdikhS35sd9rK2ez/d1gwOO0uRQFfxNI4Uz2XZtr+kTIQAaLrRfF0ozDi6jZaSmYTMIz8+LQMBSkep5ZQ4bbT0e42+xlEc7fXSFwhx/gOvsvK+F3n7jTdpyy5DOh2IgjwoyIuK0qYIdy8ZQsMdCKMnaW0qFixB37kp5rrCvBw6RvkNFYsFOeCNuW0sLKyuMgPHh6snCKGICb9OZZxSZFhdVnrp8jPPTOkTk8fqoGwkUusd8ONypMVuDK/rRqJ1ksTpIctS7t6MWHdxSmOWgwOI0OBwakxzEMrnzcd0yxeQ7h5DgPaFR9CjD7LeVIvIyEnaYuBgTT1zp0+DSBh92zuoFyZPrB0N7a0XcaZZWb5uLTv2HuC9zVvJcLmYOyN2H5jxUNZcgHzrBcN/eGg32tP3E/nT/6E/dA/6lrcgEkbk5CPzSwCJIiMIi8Ccl4W5OBdzcR6m/GyExfjM1ax0REFyMlfRWdJ/lJBiZlv6DA47Slhx4E0jFdA2AeIBpMcHFguq1Kmq301N9ZKRdTG2F0IYUl1R32FE09nR1sNz153NS7dcwP97by+qp4uuHKPiQ1itRhlGEmIbRl8XNNSQbbfQ5w8l3FTJzkN2tcRcZ7fZCEciREZZscJsQXrdKQ1j5bIlZlVRTslG7h8mTimfoVlVzlm+em1K28raA4hRQgv9Hk/cHieyqQZRVBZz3Wh0dPUwb1Y1srcTNUUrTN+9GbH8LOM8UtLc3sEZyxYjzCbUtRci11yAbKpFf+YBZHAQGQ7HFWIYQndvP6qikpWRjvbGcyhnxM6LjAdt6zvg96JedjMOXceaV4ivp5vckoLkOw9fmI7s70O7/yeIqlmIK+KU5Pk80HcMdGlUmwyMjZaqmS4joVoVKZOGAPK9nezJnkFB9zHMehhhVlCwGoGdUHLf7/BlBIMoJjPFbTU0VMxn0ObEHvBR6rDR7BuxNFt8AYrSrEYitiJANVHqsJM7swxnWSFO4MxpJXTs34F1zXkU+KOWmc0KqTag13VkfQ0F62bQ7guQ40iSNBEJI30eRIwgW4bLicfrG0mxmT4X2XAEsWBF0mEsO/tcZjzxzJXAH1IbeByc4tPeieKUsQyFECISiRQUFqb2wMr+HqOkLop+j4+M9NhpLPLATsSaxHXOEU1jMBjEEQ6klIs4fOyGIzBrUXQMXlyONMzmkd8YIQRKxXRMN34W5eLrwdOH/vAv0d5+KWbEdkQppwo56Ec2HkWZlVgIdjT0rjY4sAP1spuRUrJz/yEK8nNZu2pZwrSb4fMPeNH+fD/6Mw8g1l6AyC9GPfeKpEnhcTE4CIqC4nJAazuyuzdu2swQOoWDo44Sztz+PFJRqCkz0mOEGhVMGIVXW3pY8OeNzH36PX6wN8a1DQZBVdne2c837/kNrxUYeaLL8zOocQ9Q7/ET0nQer23jiunFYLUjw2HIzuSq1fNZ39xNRNPxh8JsaWpnlk0QVC2ElOh3nO4ES4qZYIoC7h5y7Sa6BpITuiirRB7ZF3NdZrqLfs+oqfGCVci61Py8S5ctJaJFVqW0cdzBTSKt5hSfJp9KlmHF9JLUgycEx/qP3F5v/KZP3j7UJDqEXT195OVkpZyLCIZaDoHB4SlvR3cPhTFaPw5B37sN5bo7EaXTkId3oz/yK6SiIC6+fpjYu3r7cKbZcTrS0F58FGUC02OpRdCf/xPKLYblebiuAZvNyvRKI8qZKDFbSom+9R3k/m0oV34SJbcAKSXagz9L+fzxIMwmRFQ0QwaC0NyGzM1GxIi2dwoHRxwlrNj3OhY9zILaLeyYdQYtuRWUdDeCSaK4XOherxER3nSYFy9aQmmalTNe3MoVZbnMyRxbpx32+fn2lqPkCYHIyMJvd5E26OWn6+Zy+Ytb0RHcPreC2RYzv9qwB8Vi4e7L8phTkM3FsytY8qOHUYTgrlXzmF+Uw9GBbrrScijxdRg9kCeivNPbjdLWTJo5HV8wgtOa4BGcPhu5YyssPX62lJnuou7YyDRasdmI+FPzG6anp2NSlEwhhCql1JLvERunW9L1qUSGy1YuWZhaPbKnD2EdcX7ruo6m6Zhj+ASllIbCcRJ09fZSnJ+P3NaAetalKQ1Y1uwfUzbV0d1LdUXs6biUEtlchxqtUBFzlqDMWYLs7ULf8BqRnnaURaupw8Xc6VXIwQHoakMpjZ+rOB76q0+jnHERis1Gv8dLV28/65YvHl4fr1JF+n1ozz6IKK3EdOc3hrcXQiCmz0PfvwNl3lImBZvNqO4YOqbNirTo0NuL9FkhN3u43HE8EQIIJAtrNrNp/gXkuDuwEUCaQaTZ2drQTnW6nWkug1RvqCrg+WPdx5HhL/fUce30Era1dhPZvYnG2fOYU7OVS2dWcMm0UrS+PtANov7M9Khq0MAg2G1889ylfPPcsdde4O+mJrOCEl+HscBkgoBMbdoYDsLRA+QvOZvOgQBOa3yBDcVkRosj4OpyOvCO7+0cDKYs6bWgutJ8qPHYbGDyrQBOcUtvojhlpslVpcUXL1+9JrXgSUsDonwkF9Hn98dNtKa3E+GIXwUyBLfHR4bTAROIWMoDO2GVIcrgHwxgNptiEjIAXa2I9ONrlEV2HuqVt6B+8sv4giEiLQ04Xn8K7a0XERPI89M7WqCvG2XWQnRdZ/fBIyyeO/O4B2N8Yrbe24n2p/9DufA61DOP/xFQlp+FvvXtlMdx3P52G2LcdyMUxVimRaClDalpMYlwCGYtzOzGXeyrXmkkZptUhMVCqz9AqWNURDjNSuu46WfLQIBnm7r49PQiUAT6sTq6c8sIhwWRjm60HoMIx0MPBuNO510hH16LY6QplcsB5tSnytLrJstmwT2YQqJ0wI/Uju+/MiTjpY0OojjTobcrpWGsWLzoxIIogqnUmpMFq8l0zrJ1qVUJycYamDvya93v8ZEZp+xNbziKmLkg5rrhbXQdTdcx9XchUuwrIaVE+tzDvrSO7p64ZYBgtBkQCQIhwmSmOaecquWrjIDMwV3Id15OSY5fSon+8uOI6+8C4HBdI8UFeXHbo47py/znh1Bu/SpKbmxfrbBYEZnZ6J7+pOM4fmcBVnNcoQths4LVQpdH44ijOCYRDiGvvw1LJEhrXqWxQAXsx0+zxz9v39p6lO+tmIHJagUJutdLfsMhWrMTawDqPb0QiB3xFUB2oJ9ee2b0OmyQosAEAD4PThN4gsmbTAlXOrQ3x1yX4XLi9o5qLlU5E9nSkNIQlp2xjuqy0uSacYnGpkz8dSrjlBleOBIpLC6KL4k/GtLbP6YZTr/HS2Z6nOnGsTqYnTgAMZSWo9cdRMxZknDbYbQ3IzJH/INGWk58f6HsbEso3CqlHPE5DngRC1egfOwuZNNRIvf/GO21p+O29JS7NqFUz0GxGNPjnr5+pseZrg/BITWWdB5hd+EsPF0dCbdVzrgI+ZcnAOOHw+310djSxv6jtez1hRm0Ozkybw2tpTPxOTNHmrGnuxCu2IQ8hC5XHkdK5rJ891+xaInTTebU76CueA4Bsw2hqpSmO2j2j1iCLf4gRaOktYTdxo4+H7e9vY+Zf3yFp+va+OqWo+zf8A6tVfEFNwBkMJzQvVI40E172kgAD2UCKTaefkR3O4qASLKyx7KKmPmeEA2ijCJD5i5Bxtl2PJauXo2U+srUBhwHp5lleEr4DIUQ5gXVVamPZVxqhdvrY06cOmAZ8KMmqfQwyNQFRzbBytSCJ3rtAcRC417SdZ1gKESaPfZ5pM+T1I/T5/aQme5CVRQiuzehXH0bwmRCPesywwqtOWAI0EodceF1w8QqpUTfvQnTHV9DSsmeQ0dZMm9WwvPJwQH0p/9A+q1fYbl/YMSHWFYRe4fcQjoxcWz3PvyDAVxOB5kuJ3nZWSh97XSGgmT1tOJNz6WzpBqfK4uM3g4q+prINsUniE5bFkdyp9N57z0s2XkE3aRy18Iq/n712Hzghw808oPNhhjBgkXNhK+9ivMaN7OiJIta7yD13kFK0qw8Ud/BH8+ah3C5EIpABgMcufms4eN86q09XFpZxFWZFrYogpDVjiVBWowMhiGODy57sI9DOaPKRi1m8Kf4sIcCcKyR9NL5eAIRstMSROpLK2Fr7OTrDJeThuaRKhUlzUnEl1jDcQiZmZnomj6xtn+jIU79JOqJ4pQgQ6CgOCcrtX4nUkI4POa9pmlj0lnGIIWcNLfXR3FBHjIUGPbFJB1H27HhumjvwACuGC0GhqDv24ZYekbC4w0nfGsa+AfGJIgLIRAz5qHMmId096JveoNIRwvK3KXInHxEgVH619HdQ4bLGXd6DNHP65kHUa65DcVmw2WzjQ2qjCPE7t4+9h+tI714OjO87WStG5uipDcpmLQwee2N5LU3GucA+kqnUTdjMYetNua1HyA9ODYQMESE8579E3fuOMxzq+dQmu3irLf3cMX0EubmjjynlRkO3vj4OWTZLPylro39ngAr7S6cg15+eu5irvzrTjQpuGNeBfPKi/jtziMAfHZuOeMxNGXPa62nq6iKkoYDcT8r3eM12oTG6NutIhFSEhEKJqmDIw0G/BBJbN0Cht+wv5eMGWbcgXBCMlQUFS0Qm7DTXU4844MoqfZ3Bkwm1SyEEEMNliaMU9zSmyhOFTIsLs3LTc3p4vcZmf9RhMJhLHHaA0i/D5FISDMKt9fLnGkVE0rmJTiSUtPv8RmWZRzIY3VGQ6oE6OzpZea0CmT9YUSCpk4iIxv14uuNvs/7tiFfeASKy9G9bmobm1k8d1bC8+jb30UUl6Hkjbgkjosyl1UQiUQ4UFPPgH+QlYvmYTOb0R74Gay7ABkMIJvrkK1NyKP7IL0C4UgzBFqjyde5/l7y2/fgsbrYU7SAQm8n03rqUJDDRLjwuYfZ2d7FNIeNKocNgmFuqCri+ZqWMWS4tmTE/bCqOIefPv8c59x+AwtqNnPZ9BIuLc5GIhGaBsFATBIE+N05C5FWG1p3H3kttdQsOCM5GQZCMckQICPoxWN1kR1wIywWpDIBv+HgAJk2M/W9A0BiV0K8pG5VUTiOx2IEW+Ihy+lQAReQmjk5HqeZZXiq+AyLigsLUruTPP3gyhx+GwiGsMVrQt7XDTGk1UdjKC3H5O1DOFPrjSvDIePBi6Lf4yXTlaAHSZxf9iEM+AexWS2YVBW5byti7flJxyBUE6J6LiKnAOWsy+h/40VMrfXYG+Nr20m/D7lnC+rZlx+3bnRQpaOulg3bd5PhdLB6yQKjkZUQCEUhcv9P0R/7DbLxKKJiOsxaiAxrhJq70CMgnA6EMw1MxoOaHvSytmETuhBsKV9Bmz1nmAgtwUFaAyFK7SPfX1EoTIvHH9f/9oc9dZT7OnE7sglZ0iDNDnbbmO8jIQKDCKcTh6eXQWcGWjICS2BpZQS9uK2jfgQnQg4DPpxmBW8KQRSkbuS0xoCiKGMjylIiU7QOS3KzFSB5B7IYMFyAk+qbfMrilCBDk6oWFxcXpZZW4+lDjCqVCwSD2OL8ckt3HyIrL+a60fvbbVZkezOitDK1AXe0QO5Iwym310dGHDKUfl/StgHdvX3k5RgBIenpR7ElkEIeBX3bO4izLkUpLKV51nIqV6xB9nQaArQvPYYeGvsA6a8+Naap/Xi4snOYv2wpW442UpnppKK0GCEEev1htD/8CFlSCaqCettXUM+7GqV8elRtW6IHwoQ7+ggcbUGP6IhQGNxeZCSCgmRmdw2ZAz3sKlvCvJeeGPbVxaI8ORAwyk3GLJS81dTFH/Y28N/nLaPE20Zr2UwjIm0xG7l+KUAIgWI1I4CM7lY8ObEbhw2fNhQ53vqKIiPowW0d5XYTqZccMuhH9bmREPf4w7DZDSMg1iqrZbjVBQBpTvDG3nY8SvLzVSC1qGUsnGYVKKcEGRbn580trqhMaVvZ1zOmNWIgGMIaxzKUfd1QkDiFwrAsrYYEf1Hs6dV46MfqEDONaKQeFUI1xXkYZUsDJOll3O/1kZXuQnrdRj+OFCFbGlEqpqPpOj19bvILC1DXXWQI0M5ZjP70H9Ae/Dl6SwPS5wFP/5jp8XhENI0DjS0smTOduppa+psa0F57GrltPcqd38B0wTVgtsSNagOgCBSLGSJh8HoMQgxG6LRl0W3PZsbG1zl0xkXDJFhis9A8OPIwtwRCFJpU5FCjd10HKdjT5eVzr2zj6dsvITc/m1JPK60ZUcEER1rqJXGMuLoyejvwZCVWJ5Kh4BhZr9FwhQbwmkdNcc1mSNxkYAR+L/i8mBVBWE9MhsKeFpfgrBYLgeAoMkzPikuc41FSXKgwaTKcRCR5yjJMDofNNrOoMsVKi95OGCW6EAwlmCb3d0NxYoIbnmb398CoxlIJ0dUKVUbEc8A/iDMtviUnG48i5iZO13F7faS7nEahfVViJe7h4/p9wz0yunp6yc/JHmkSJARK1SxMN38O5Zrbkfu3o93/Y2RWbkIF64NH66goKaK0vNyYMu/ai1uoqDd8atg/qqw4C/n6M3GPYS7MRYxOkfEP0KXYOZJjTI1Lj+zG0d9LczSFaVmmk9qBAA3+ACFd58nWHi4rzELzeCGsgclCkya58fmN3H/jeczMzQTAooWxRIL4LA7D8p5Adz0pdVAE6X0deLIS18Lrbg+EY5O/EqX04eRrqxlSrWvXNaTPi9WsEggnmeJnZhk/7DFgs44lQ5FfhHT3xNx2PIpLSkSGy1mZ2oCPx9Q0+SRASllWXBEnrWM8AoNjpPIDwRC2eCICwUDSKefQNFuGQknFVofHGw4NR3sHo9PsuNv29ybMLxy2LFUV2XgU5qdWFCDrjyCmzwWMtJycrNj+TuHKQLngWnC4UKpmGSIRj/0GvX/sA9Pd14/P76eixDAU0ra/w9IMK7uD5jHiDmLaHGS01UEsKA7rmJu+K6eUg+WLMP35Eax24zOr3v4OrTMXMejMwKQIfjS/kms2HWLZm7u5fkYpC2dV8JudtfzmwDFEupPvvbOHHn+ALz+3nmX3PMWqX/wZgGx/H/3RxOcJJT0Hgwi7HYe7l4EkSfYyGI5LhgA2LUhQjd5/1thNpeLC3YfNpBBM0H8FgJz8BGRoJRAcFfgrKIm77XgUVVSSn509N9XhjoHgtJsmnxLR5GAolFuQn5qY6vjSpIQ+wxQcyYFQiJyMDGNalypGTZsSBnAgaaqDd8A/nJYj/T7UtCSRxShk7QHEpTcDRjS7sjS+O0DWHECUV6PMX44yfzmyuwP97ZeI9HahLD0DsXAl+4/UsmLhPMNH2HgU3D1kXH8ty3t7xtQyCyEQVbPRj+4/rlOgkuFAEfqwI7Arp5SD1ct5/uv/zmCfh6pb15KhClQtwszNr3N0xTksfPNZLqks4vIlM5CaTrCxncChRu7IcGCrLkZGNO697izuve6s464rY9BNR3oBpe4WhNWMtFqN5vBJIIRAWC0oA36ErhNRTZgSRWETBGeskSABkxW7FjQSrydAhnLAh82kEogksQyzsqG2JuYqm9VCT797ZEF+CWx9J6XzF02rxqwqqfXYiIFT3dKbKE4Jy1BVFFs8n9txOI4ME5BRCgQXCIaw2SwTSkkYTXDBBD5LAPTEx/UPBnAMlZXFiRjGggz4UWxGm89AMuv0wA7EmZcMvxe5BahX34r6yS8hB/10PPZ7XL1t2IRuiLm+/iziOqO0L1aTKWXlOcj3XjvuPOacDIQ0rJzxRAjw4ye2QK5hiWV1HCOcnkFoehWogsChJoJHm2FUC85QQyskIIqMgBu3LTpLsFgghTSq4c8gOu23D3gIpiWpXU/g0rNpoWHLUCgTqDlTFIiEUyJDRVHjNnwaP01WTCZkKrmOQElJCeFwZPIBlNMMpwQZmlUl9bt43E2h6zpqvClSCgQXDAaxWqwTJMORMQRCQWyJnPdJLEPDsrUcd9ykiEYQkxEhgBzwxHQBCLMFdfW5NM9dTWV1NfrzD6Pd+9+QnT9GiXs8IQqbHZwZ6KMUVYRJRZijPswYRAjgC0Ro6fNhKsjGVJhL0e4tNFrzCbfG9nHpgyEIxf9MzHqEiGIyxBsUJXkfkjEXb1g11kEfQXuCtChIqL84ZBmOP25KCIexpjJNhrj3htViJTjeGk4xtSY9PZ2IFkmuYhIPJ2GaLIT4vRCiUwixb9SybCHEa0KIo9G/WaPW/ZMQokYIcVgIcfGo5cuEEHuj634uUjBjk949cQa3WAixSQixSwixTQixctS6eIM7J7rt/447vqJMwPkdq51jXKSQexYMhbGYVESKZCh1HTFqDIksU6lFEEnSJob2l+EQIsVIpPQPDEedh0sJE4x3dMXOceulxDvgJ2vGbEw3fBpcGeDKMOqh33h2OHJ8HCGuPR/5yhPDxzEV5aLo4ZhEqCqCtQvL+eJ1ywkGwkRCEQKHm8g5sJfeyhmJrzWJ1eQMDeCzJCazWBj6pK2DAwTtSVwTCe4jwzIcTYYTGEQomNo0GUCL/R1azCZC432aqSqKC4GipObIE0JcEn2ma4QQ/zipSHJqPxT3A5eMW/aPwOtSyhnA69H3CCHmAjcD86L7/FKI4ZysXwGfBWZEX+OPeRxSYaFYg/tf4N+llIuB70bfJxvc54EzAVUIMTpkqpomkrmfaM5y3KYp3hSRcOpTrAEv2EeCMgmnyV63kfeVAEY03Gps60zxR7qnA6IqM4lyHAFDwiwjK+7qIZEKIUQ0mTyC6fyrUW/7KqKkCv3x36D96Rfo3R1jCNET1pG+ETFR1W4+jggzHRZuumA+f/exFZQIjfde3cN7bx8mEv2+1ai1oyX47PVwOGEeXvqgG489OlWeiIM+ekxrYICgLTkZxhuDVQsSME1SBTwSxqQKIklSa4C497IQ4vixTaC6TqTAUNFn+BfApcBc4OPASWkIJaV8B+gdt/hq4I/R//8IXDNq+aNSyqCUsh6oAVYKIYqAdCnlxmip4QOj9omLpAwgpXxHCFE5fjEwFNLNAIaqxYcHB9QLIWqAlcBGDOKVGOpxoz8Vs9mkTsDrnOJmup76jEXXIFVCDofGJPhq0UhwTAwOQBKrIxgMYbWYoa8dUq2ACQUg+gCHwhGsCST5ZUcLojh+pN7t9Q63S5AtDVBgpCIJRUHMWogyayGyvwd9w6tEOltxzF8+XLq3KCuf9DdeQFQsoTu7kEPVy3nh6//O9Gw7Z5w9A4uU7Nx8hCO+sT6sgUAIhyJAlzi6OxjIzSe9I3ZbTN03iJqjxU2qtmohQmo0nWUC02QJIMASGMCTmSTXUNfjGnyqrqGP9hNOpMpXShRE0k55iY4bc/Y3ETJMbTqyEqiRUtZFz/kosPADzBsskFK2AUgp24QQQ19YCTBaxaI5uiwc/X/88oSYbDT5q8ArQogfYpDckC55vMEB3Ae8B7wppRwt0meKK4gaC6l+0VJP3Zmta6mnZuj6GOJMqCys60mPq0kdRVGMvhvW1FJ7CIcMDT0Mcc9EnfZkwI9wxSdZ34CfrAxjvWxrQlQfX9ssMnNQL/84MhJB37MJ+4t/YolqYWdGOUs+820iu/dxWCiE//RHPnvBbHrbetn8171xz9na3Msspxl9MISjpwt/dl5cMpTBUELXiKJr6OpkLDMJCBRNSy7bL6XxivE9CyRysq53KVMvWpmklkIyKKlJz5QAo/OpmodTayaOXCHEtlHv75VS3juZAxHbKSETLE+IyZLh54GvSSmfEkLcCPwOuCDRIKSUrwCvxBqDORJStGcfTO3Mfd0MbSsBbAXE2lfqGvR0xlw3BrYCtJefgPbm5NtiyF/R0ToyhjjnB5A+N3S1E0nQ01Z3FKHX7UB3d0FgEK0vuVKx7OkCCbK9Bc2SDbU70WQcrcOOZqTdjjwaW909Ys5EaINoehDZ2oDMzEXG6fc8BJGehbP+MEsv/wQbduwmHA5z4dxZDJRn0ecJkltSwLkJOvG5bApmhwWkIDitioAQVIjY8vZCSNBAhmPfy4OqnS5HHtPaa0GXkJ6Z0o+gCAdQC/IJ55XQWTGLue0JmikJYDCEjEGGEZuVVlcBSxq2Gwt0HRzppOQ8DAXRNr5FT/ZstHf/mnjb/u6495k7rWzsuu6OlO5lgMNNx1KR8Yp5MZNMremWUk5UYbtDCFEUtQqLgM7o8mZgtHBnKcYstTn6//jlCTFZMrwd+Er0/ycwrL5Eg0sEGTDb1Hdzpqd2ZjULMg3xBSklvmCYmPtKCebc4W3jwRsIsT5/NtiLIIFvbRhaBNIrjIcO8AVCsc8PkB4GVxmY41suPsXCJkchwpZnVC/YEyeJA+AsBRSwp+EPhXE7MuNLj6UVGf7QOBHvwXCEDiUbk6qArcBoip7MUtd1EBmEd+8jEg2wbGzrQb3o5uHPJSH8PuMcFhuBqPN/04w4auQ+j2Exx/kMgxENTddZv+ZjRsma3ZlanbKnDxzphIFwRGPjJXfG37a/17g3Yjz8mm7UYa9feW10256k99zIcXuQGdkQCLG+NHGVEs4KyIyTID4YHHsPmrIhRcX2FBHjuf5Ak6ifw+Cc/4n+fXbU8oeFED/GEJyYAWyRUmpCCK8QYjWwGbgNuCfZSSZLhq3A2cBbwHnA0USDS3KsiKJr4XPWrUlpnhr5408wXTGiVv7Wpm2cs/r4HxqpaegP/Rx11Lax8NambZy9YBb6cw+hXp6854js6UB/52XUdZeO7L9qWcxfSdnSgPb8m4jy+CWBmylgsezC4u6G7BLURYuTjkGvOYgIayhr1rDrwGEqS4vjRpS1HesRFjvK/GUx1x+qbSDD5aAoPw9ty9sIlxMljtq3fnS/kV/oTKczs5Aj/V2sm1bBe539KAMeFtkkrqMbEcXlKGsvjDs9115+HGXuckTpNI7UN5Jmt1Eap0Ws9tKjKLPWIuKUVTa3dRAIhpheWYb29O9RVl2JyE4szgGgPf4blHU30atBa2cXC2bFj2prD/4M5eLPI2IQsm/Az6HaBpYvNAo5Ivf/GNMVX096foDIAz9DXnwJW3bv44xRjbtibvvQPZiuOF5tCI5/BiIP/xLT5bG3HY+Z5aWpyHdtBWYIIaqAFowg6UmpNRZCPAKcgzGdbgb+FYMEHxdCfApoAm4AkFLuF0I8DhwAIsAXR3X7+zxG8NcOvBx9JURSMowzuM8APxNCmIAARgg72eDiIRKegCBlyrkLipK0P+/ItmrqKTuKOibVIuFUIYUItYJEQzF8iwF/SkMQZjMyKuqpKApagrELRzp0tcVdn+504PYOUJSfh1Jaib5jA4wiQz0SQb7+LLKtEVE1C+Wmz9Jx5CBHmjtYMdCG+b39qMULWZLrYkfvAEsv/ySuyCD6sw8gTWaUlecYTehHf07d7ZBnlCh6vAMJ2yUwMJDQWtZ0neHUrEg4oRU+BqEQWKxoA4OoyYJnmh43OKNLOS5KOgGCEAJd6qlNNydCPBPjqKS+NCllRAjxJQw3lwr8HnFyAihSyo/HWRVT105K+T3gezGWbwPmT+TcqUST4w0upqkRb3AJEAlr2kRyAVLbTIjUN1ZVI4iSCixWo91jFCZVJRyJxBaYdbiS3mo2qREUKnarFdx9qY3BZgdfo/Gv1cLgYAAy49QmF5Sg79kc91CZ6S6aWtuNN4VlyG6jH4refgz512eQqhllxVkoF12HEIL2Pds53NzBynPOwfzn3yNKqiA9C0f9Tpaddy3bt25l6YoVZHzyy+ihEPKNZ9HffRlRNdsgRpvd8HBHg0U+v5HaEw/S70k45RsMBEkfUhkPBlMOQkktgrDZCfS6E1cQAVKIuCLBkUhkbDbBBKeOqbb2jHcvx075SX0Mup5KXg9IKV8CXhp6v6wg879OdRWaieJUqE2ORLQJJFJP5GcvtYx3dNVkyO2ngjQnclQD+6FyqPhkmHgMVjQCqIZFM5C4MdMwsvOg+y3AILOunj5Ki+IELDKykXF67wLYbVb8gYDRZwUgMEjkdz9ElFSgXHUrYpQPcIgIV517HuatbyAWr0E2GB4SIQQuq4Vly5aMEGJ+PlxyAwD64T2GKKxqGhbRDYZCmFQ1MRmY4nfXA3B7vJQXG5qEEolIVcorSm6BYHCkHDLuGOI/Jscl3U+gJBBVJRSOYInXsmI04nxGupSkmDcdE3JiyUCjBzSxip+PAD70q5FSylR/nYCYqSpxk3JTuDGtFguhcHhC4qCoI8R3nGrI6G0VJem0zSYjBIVqbCtT+1EQZsvwHZzpctHviR+tFkJAAjUeIQQ5DjvtzzyM/vAvDCWcvELUS26IS4Q2uw1Zd2hMJ0Fx0cfQN7xGemExy5YtYcfWrbg7O4fXK7MWot7+VdAiyHCQyIM/p2nrJoryErRXjUQQSRKi/YHASDliiqpDwLDUVlKhDUh4HwVC41STUpXwih43kdBIKmMIhUJYxt9jKaaJSSnR9RRvulg4zfQMTwXLkHAkTq1RLKhjbzaTqhLRtNjN21MgwyHLzjyRX/RR57JaLQSDCQrjEyREg2EZ9jH0EE/gRzr60FksZkLRKo14FpZIz0L39KOMi/TqB3agb3mL8qxCDhfPpGjVCsBw1ut+X1TF+ngi1JvrEcWVYyw2JaeASFcbMhKJEiJjLURAb2lAZOWgXnUrUkqa33ybVW//GW1/PsoZFyHGR2H3b4OqmXE/gkAwiNVqMaz7SAQxETKMft/BqLhvKtvGQjAYHM7TTLZtrOMmFfoYQpwf61hknkrfH4Cenl4sZlN/ShuPh+CUJ7eJ4kO3DAEkDAYS9Kgdg3E3xXjVjkTbxsLw/hO8iYf3t1gIhBKQoTnxg+aQYXxiAtZEFMLhQHcbVUuONDsDg/H7rIjFa5BvPgeAHgqgvfgIkT/+BNnXg3rLF8m6+hak2UqvO1pLfNnNyCeMbKnxRAgg33we5YwLjjuPsnAF+u6NAMdZiLquo7/8OMpF1wPQ3N5BbnEJabd/BbHyHPSXHiPy8C/QD+8ZtvTlns0ocxbHva5+j49MVzSKvn8boiJxnfMQdL8PEZVKG2NZxtpW1xOqj48mI13XUyYiPRJBmM2GZZmEDPVQCBGn6dl4MtQDgZQt5JZjTaiq2pLSxrFwmlmGpwQZ2iyWrrb21PxlQlXHqDUnnKamZBka+09Ebl+MmoYY+8cnQ2G2JIxqO4jgF9Fzm0zoqQZRqmYit68HDL+h2xPfL6iUVCC7O4wWAH/+I2L+ctTbvop6xoXDPrYFs6ez99BRNE1DZOchFq2i7dHfH0eEeiiAtFiNKPX48yw7E3lg5/D70YTY//CvjSCMzU4gGKSm4RizqyuN/fKKUG/5AsqNn0M216H98SdE/vpnpMmCSFDO6B4lUiEP7kJUz4m77Rgc2IkoqyaiaUNiBfG37fr/7b11fFzXmf//PveOmJkliwySQbZlpjjkMDM3bZKmgSbbdruF/bW723633TZJ00AbZnLIDjgOOGAm2ZbZMoiZeaSZe87vjzsaS/LMaOTEiePO+/XSK9HMhTPj0TPnnOd5Pp9ajwmcIcGoud67OkuAJvO6pjjxCDPThmq3tYvHLLPrq2CQR5AnakuP0GezHxz5SFc49gxH+3MSc1KMTqLKasvLvDs4JAzaj/Zxe1ymBociR/CDCPB3GOoEBg2RpPJ8UiDSUQYTFBhAT6+HWW1CKnR62NMD/JSkHw3CQlF7trs9dsh5KRlQYQp+RkdG0NhybBCVUmJ8tQL7cw+apUN507BcfQdaRu4xS+rQ4GBSkxLYf6QMgAbNn5LgWGb0NToDIYD6dBmaB9tTERqGrCk/et34RKa2llIcmU5nUDhKKYr3HSQvNwu/YbMdzWJBP+MSLLf8G7Q0QkcbxptPIyuPuLxXU2sbURFmUFa2fo+CFINRh/ciMnLo6OwiwoPfNTi0INPdNwT09fcf7Q2v8z4QUV+NiIodKuHm9tiqISZobu8PUFeJGMERcoDa8nJqG5vce6WOhG9m+M3T2d2zv7bM9Qf+GKLiYJDsvMdlclQs1FZ4vJzz/Kg4qHUvZz+EpHRwtLcFBwXS42mJmp4N7e0eLxeh+mkX/hAW7gxwIzE4iRITGUFrewd2R0ZctjRhvPZP5Ov/QMQlod98H/ot96N2ea5/z0pLobOrh12bNpozwrPOJjA3H/uzf0E6pORVU53H4CCWXInasMocR+UR5DN/IXzhuUwvnMa2zVvYsWsPwUGBJMSO8Afb041++38gLrwOtW0d9hcfxtj0hdMys7unF00TBAUGIK09iJEEWgeh+qyIiGjaOo6KVLilpsJtwbfd0Rc+8MWiKg6jeemjoxpqEBHRXu0ZqqZ6RIS7meHQZbJqaUB42X1SU1OteqxWLz/0pz4nRQKlprHxQE2F56A1gIiKMdVVHJnMQP8A2jvd9LVGxppLjHGT3V4vMCCAXmsfIjoeasrBi6WWlpaJ3LAKJs1ACIG/nx/9/Tb8/Y/d1xHJGSA9fyNGqD7aRABxFqvpxuYlYkwusngT2pRZJMXHUrN5PckHtpheyksuH9qJofkjUrOQB3aiuXk/hBCkaX3saOtm3ISJ5oxwYiEiIxdj5VJkazNkjTtmVjkYLTgUe1M99hceQkTHo9/0U0RAIGFKEZnSSG1NLXOnuf/3ADC+eB9t6lxTnj8wGC6+EQBZvBHjlUcR0fFUZBaQluQoqVm1HDHjWFsAV0gpzTpNoLWjk+x0z8FLGXaEGxm2Y+TTmuuGODd6pK0FImOw13W4Tv4NpqPN7fLbOjwB5OHY4VTX1hmA+4p8T5yCCZSTIhgqRW1NTY3EG7HZ8KghQgIBHmaGIiIKWbLT4/XMmWEfIicXuX2ddwOOSTQtSx1EhIfS1tlJfMyx38jCP2BEGa9Y1UuRlkAu7eBv7htqXiz5RN4U5HuvoUoPkNzdRXFSHmk33INwU96hnXYBxvMPQu5El/tkdTuLOFTdwGkLT2PP4SMU7z1A3ths/MIisFx5m1l/aO3F/vIjpmhtbAKq4hBkRmN88Co0N6AsFoiOR0THop9xMWDuaxXvKyEkKIR5U/LYtmUr02bOICLuWOks2dOFqipFO+3YNkptymy0KbOxtzRQu2kbWcVfIQtmo5rq0NKyRny/ACjeiMjJRyk1shYkOAOnK9o6OokcdL7SLV7vPaueTuwh4e57ygfT3WmK7rrAXCYP+vfu7fFaCq66vlHihYCBW3zB8IRQU13XYODNsj080hRCdRDkac8wKhZGcAoTQuDv70dfQBCWPu8y2kLXHR65JgO1fq6CIYAIDTc18dx88AMwEyx9aPhHRaM2fgFLLvM4BllxBFW0Hrq7YNF0wnPzCdy5h9auHqLddaNYLGinX4R693m4/NYhzw3PGs+YnE9lbT3rtu4gLyeLGH8NER2HfsF1gLnUpLEGo6UR/P3RJs+HuERn/679hYeQUlJV18Dh8kryx2Y735/p0wVFm7e4DIjqzafRL7ze4+yzxipJyh2H35KzkctfgM525Kfvos09ExF6bGJnyPV3b0W74ke0tncQFR7m8T6yrhIR4159p72jk6zBM8vRlPb4BdDR1U34SMEYULrmNhmolBryxaZ03WOR+mCqm1skxzsz9BVdnzBqq5uavSv+DAhCDSpLtFgsZtG0C0RAoEvZpeFEhoeZS21v9QQBERjilMSPDB+h8HncZKj3nC2PVz00iGAIDYV619UOUtqRaz/DePdlaG5Gv+ZOtGt+DNvXA5CTkcahcs9bQFrWeDOxtG+H8zFX5TNCCNKTE5lVMImqunrWrdtAxbgZ2BzvtQgIRKRmmVsRfv6I5HRnILT29VGamMtXa9bT0dnF/MKpQ74onFnmzVtobzxamG18/j7kTfMotKCUorSymsy0FDMIdLSh/+iXiPypyGXPY3/9CWRpidtCfKXriKBg6hqbSfRQ8A2gNqxCm+Rebaqjq9vZCiirShHx3nkrSSkRAYEjWjY4cRNkbXY7+nDLjFGUiHVZ++xKKfcb3iNxiiVQTpaZYWN9a7tXwVAIMaSrQwhBgL+/+04CLwKcObPrIjYwCNnfjzZCoTQAGdmwvxgmTjfr/Hp63RY+i3FTYK0rKcejJMgeDuhRpKkulK4he7rRHLVwsrkete5zsPihFS5CO/86531EUDB2Wx/SbicqIhwlFY0trcRFu19ma2dfjvHyIxAVQ0NDwzGBcDBBgQEU5I2jZ+eX1I7PZ+P2XRhSEhYSTFhoCJoWTJ/d4MCRMto7u+ju6cXfz4+k8VOYveEjghbNdzkGZ2G2Y4YYVl8BbU3op1/o8X0qq6ohJjKCwAB/ZHM9IioOERhk9kjfcC+yvw/12TLk6g8R2floMxY6+6Dlkf2IlDEANDS3MDbLs1e36mxzCkoMx2azo2mac1amdm5GmzzT5bHHUHoAElJp6+wiJyPN46Gy32rum7rA5TLfTT3icJRS9Nu8tNFzhW/P8MSglJLZKcn9Sqkgr5rWh31TRoSH0t7RSaCLb3oREjakm8IVEeGhVNc3mEW7e7bC1Llujx1Ay5qA/GwZTDTlu8JCguno6na5ByUCAiHc8x5gKDZ6sWBDwxIbi/ryQ2RyBurwAURSGvrFN7nNEmpzz0SteA0uupHJE8ayaccu5hUWuN2YF7qOfs2PqXvtaUriMpl1+hkuA6GTzV8SnD+V3Mx0cjPTkVLS1d1DZ3cPNky15rCQEFIS4gkJDnIGamNNH6qjbUhb32CcAXHjJqZ01xN11a0ujxugp7eX8upa5s8wk2dqxRtoF90w9L3wD4DzrgZA7tuO8do/EBFRiLlnodZ9jHb5D+no7CIoMNC9XQOYGeqwKLfL6IbmFuJjjv6bqoYaSPIc2JzH7ilCm7GQzvIGjyIVAOzfCW72Q9s7OokIOzqzlK1NiBE+ZwPU1dfj52dxbUvoLadYMDxZlskEBPiXHTp02KtjRXQcctBSMjI8jDY3tXwiIwd2bfF4vZAgc2YnMse5VYR2NQbVd3SFkRAXS12j+/1JkZGDanVfUC2AFNVFlQyE5laorUZExKLfcj/6edd4LJfQMseD1YpsaSQoMICs9BT2HvRcqlS/bzcl8VnMaDyIf5tndW25bwdi4oyj99M0wsNCSUmMJ0324q/rJCfEEeowlnK+pjMvQbrwVx5MaFMtUzurKA5LoqPZ/funlGLH3hImjc/FouvmMj8xzfP7MmEqllvuR5x5KfKLD1AtTagDuyirqiYjxfOSVq37FDFphtvn65qandJjUkoICPS6+0S1NmKPSRoys3R77OF9bpNDxyyz9xR53YVTtHYNNrvxlVcHu0AgTJ+cUf6czJw0o2vt7Ppo29rVXh0rMnJQe49mlD2JFYiMsagjHiTd4Wh5THCYKevvJSIyBtlltrAlxEbT0DTc1Oso2uTZ0O5eR1M1NZFSfoAqSwTi0ludpu/e/oFp51+NXP4iAGlJifRa+2hsdh1863Zs5UBNA7MWLybo2h8jVy1Dbt/g8lhZX41ITB3SdeMtWmIaqrbSrSKQ8fn7qIO7iLjmDpd7iIMpq6ohPDSEmMgIs7Vv/Sdoiz0vqZ3jCItABIcgLrkZe5+VpiOHid3yGcpDt4+qPIzIPNYPBszg1zF4iXqgGJE53uWxLvEPpKPb9SrimHF0tEBsosvnBpwNj475iHMbYCS2blivSqtrPO/djMQptmd40gTDuqbm1Vs3bfZu3zA5A6qPdjmYhc+uM8EiLMI0WxqByIgwWts7zE4UL4VexaQZKMdeoL+fH5qmuW8NjIiCoKGb5cpuR1VVomoaEJmTCLrl34hIG0NLQCjatPluA5TL64eEI/KmYaxZiRCCKRPGsufgYYYL5w4OhIFBQYiAQPTr7kK1NmK8/k9nUsg5xs+Woc07y+txDEcbPxm1Z+uQx2RPF8bzD0FEJPqltyA0zW1SBaDbsTwen5Npjund59AWX+R1GYuUEtXahJ6RQ3XKWNLyJqJNn4/84FXsrz2OLNk9JOEirVYICXf7BdDS1kF0RPjRYutt69EmuVYSP2YsrU2IiGha2zu8S54EBLlcqtvsdvRhM0vVb/Vo/jWYzTt22YAirw52xcCeoS8YnhCKNu3c5ZV6jQgKGfLhdZbHuBNMCBw5iZIQG0N9YzMiJx9G6NRw3jc9BzWoGyYhLoa6RvfbMGLCVFRjA6qzA1VWAV39aGddjf7Df0dfcA4iIJCs9FQOl1ciLBZEbj5yp3djAdBmnoaqKkU21RMUGEBORhrbdu9zBvfhgdA5Lk1DP/0ixIJzkS89jHT0PEu7HaVpXu9DuWTW6UNeg/H5e8h3nkO7+Eb06QuGHOoqINpsdop27WOyc3m8HYLDzKy4l6iVb6HNORMpJeXVtWSkJqElpKBffxfalbejykowXngI48sPUL09qFXvos08ze316pqahqhzK5TLXm2XY1n7MWLyTOqbWkiI9dwpInu63JYKdXR2HVuWEzCCLuMgDlbV2IAyr09whS8YnhiUUg3VTS39ngzDhzAswHkqbxHRCUP2GF0RHRFOS3uHGbC8DEBC0yAkzDmbSoyLobbB9b6XlNL0UW5uRUSmoN94H5br7kIbJokfERaKpmk0t7ahzT0TudW7rQMwvxT0i29ELnseKSWpSQlER0awfe8BardvcRkIB6OlZKDffD+qz4r9uQeQLzyImO46G+wtmkPT0f7WM2ZXSlwSlhvucdtrOzggttTXsbl4NzkZaURHRiCtPcgNq9DOvtzr+8v+flRzHdrYiVTU1BEfGz1EiFezWNDPvgzLLf9mdugsfRJVssut4pFSisbmVmKjI83r11cj3GScXZ7f0ogtPgUp5cjSYdvXI7Jcd0QN3y+UHW1ef2nV1zeg65Z65fUfmyt8Qg0nlAB//7IjpWVeHSvikpDVR48dKI9xhTapELXesxXjQFKgwy5Ro9gf08ZNgS3mPnRocDCGYdA7SI5MtjVjvPGEKZwal4TInICYtdjjcmZCThb7DpWCpiMKZo+YhBiMCA5FO+NS1CuPAZA7Jh3Z1sKO+jZmnnaa20DoPF/T0OeeiX7z/dDfj9q6GuPlR5C7i45ZQntC9vcji9ZgvPg300Oktxv9pvvQPCQlBghPTKZg6hTW79hNTGgwyQlxSLsd+dIjaBffNKr9S/X+y2iLL8RuGJRWVpOb4d6cS8vJQ8xcBFNmozZ/ZfZDb1mNsh9dsDS3thEZHobuGINa9wlawSyvxiL7+xGh4TQ0txI/wqwQHIISbtpD2zq7hgRDtX0DIsc71Z6tmzZil/K4kydOTrGZ4UlRWjNAe1f3x0Xr1kzKzsoc8VgtO8/09nBsGEdFhB/18hhOfDKqc2RprMS4GOoam8hNTENWlaKljjwOkTcV4+VH0OaYfjXpKUlUVNeR292A3LYWERWPdsYliFizk0ElpSM/WgrX3un2mmEhwYSGOAqDC+aa+2szF6N5uUemZY5FWnsw3niCxnHT6e5oJzUrl72Hy5iaP37EDCaAOrIPkTcVfdH5qM525P5iWP4idmsP2GyIkDAIDEKVH4LsSIz3XobebjMB5R+ICApBZI1Hu+p2RGAw9ucfAlu/W8vSwdhsdvbWNJGbnkLN4YMkRkUQ+uGLaBdcixZzbAufO2R7C8puQ0/N5HBZBWlJifiNILEvN32Bft1dTmkzuW0txsuPmP3e886mvLqRzEFdJ6qrA+FtP/KmzxF506hrbGJspucaRwDlF+CskRzyuFJ0dHYNLcupPISYtcirYWxds1odrqwa0S3OI746wxNLTWPTF1vXr/+3q268aeS/1qR01Krlzl+DgwLp6+/HbhjH1I8JIRBhkUhrD5qbAlaA+JhoDpdXMm7KbOSq5XDVbSMOQ1j8EJGxplSYfyCJW1ex1hJNVpQ/luvvPsZeUsTEoxAjjmVc1hg27dhFQmw02tmXod5+Fq6+fcTxDKBNKKC29Agl5VXMPnsJgUFBHCqvZHPxbqbmjx8q++QCte5TNMf9RFgE+oyF4BBDUFKavsPWXozuTggMQpu22OzBDotwueGvzViI3Loafa7nZEx3Ty9Fu/eRk5FGckIciRHhbNu0iamFi4lMcj+rc4V893n0y39IX38/VbX1LJw5zfPxVaWI+JQhPiratPlmMqulkd5P3qUzPJUIrRcVNhV1cLfbZazL6x/eh5i1mK6inUdNrDwd6+bLuLO7h5DgoKHJE4Xb4uzhbN6+4+slTwY4xYLhSbVMBoo2Fe/2qipeWCzHNNHHx0S7LScRk2aMuFT2s1iwWCxYQ8JRXtp2ApCWhXz6T8j3XsJSMJv47Fwasya59NkF0M64CLXsRY+XDAoMICUxngNHys0ZamgY8pB3NZAAdcVFlBDIzNQ4/Ja9AJjtehkpyawvKqamwX1toezpgtBwt39cQtMQkTFmyU1YpGnalJCCCI90W6Ss5U9HHdzjvk1OKY5UVLFl5x4mjs12Lo1DVr7GtLREtlfWD/FUGQm59hPEhKmIsAh27j/I+OxM59LW7TmfvovmpgNGi46jcuYSMiZNgcY6jBf/hvzoDbS8qd6Nx1GL2NzZTUyU+/dpALX5S7TJrpff9Y3NQxI4sqsD4c5g3gUllTU2oNTrE1zi2zM8oSil6qsam71OoogxY4f02A4sc10emzkOVTlyUXdibAy1jc2I6Hhki4eAYbdjfL4c+/MPQHszRMejXfFDtPRsMtNTOFLpPmGjxSeDnz+yzXMDQE5GGs2tbbR1dKItuQL55Yde7dvVFRdxoLrerCOcPg8xdQ7Giw8j7XaS4mOZN72A2vpGtu7aS3//sQl89fFbiNkubWq/FmJA5WYY3T29rN9WTK+1jwUzph5Nljz/INq5VxExdaZLkyl3yLZmZFkJ2szTqK5vQNM0kuI9i67KAzsRY3LdfgFIKampbyAtORH9tPPRrvgRRMaa5TlvPIksP+TemAxg91ZE9gSveqLBIR3mRrmorql5SCZarf3YY4H4YOrN9+NrJk8cnGJ7hidVMATw8/PbvWOr546RAbSJhahBsltREeG0dXS6/FAK3QKBwSPWECbFx1Fd14A2+3TUp+8e87xsqsd49THk0icQyWPQb7of/fSL0aYvAEeiIyQoCH8/P1ra2t2P/cxLUe+/4nEsQgim5I2leF8JStPRzr8G9dpjHs8ZHAgHkiXa+CmIxRcin38QWVOOv78f0yflkZIQx7qiHcfMElVXB1rKyHtao0WcdSly4xdH76MURyqr2bJzDxOyM8kfm43uKJ+Rrz6OdtktaI6lsTvXveFIKZFvPY1+8Y3022yUHCln0jj3YrTO89Z9ijZ/idvnq+rqSYiLcW7BqI+Wop17FfpNP0W79CbUrs0YLz6Msf5Tl5qUcts6mDyLptY2YqMiPY+ltcnU13RBX38/AoZsc6i6Ko+Cu4P5fPk7dFn73vPq4H8xTrpgeKiy6rH3Xn3Vq28tUxpraL1hZLijeNrV8V7UEAYFBuDvZ6EzMATV3+cMnnLrGuzPPYja+DnaedeYZTHjpzhbjET+dOTB3c7rjM8ew75DpW5nCyIiCqJikSOoaw/0/O47VIqWlI6YNBNjxesuj3UVCAfQ0rLQb7wXtf5TjE/eAczAP296AXUNTazdsp2ahkaMojWI8QUex3S8aP6BiH4r9s42yqtr+WpTEb291qOzQSkx3n4WVX4I/eb70YYFBG8ConrtH6bpVGg4O/aWMCEn07Wn9SBk0VpEXoHbbQ3DMDhcXuUUVZBSovp60RJSnK9Lv+A6LDffhwiPwnj1cYxlL6AaTXUs2dOFCIukvr3T3AMeqQVv7SeIKW6WyE3NJAyaWUq7HULCvG51W/beB7aahsaXvDrYEyeo6FoIMU4IsWPQT4cQ4j4hxO+FENWDHj9v0Dm/EkIcEkIcEEK4/0YbgZMuGBpSfvTel2u8tMoDEZ+EbDwqyZboofBZy5vmVQ1hRkoS5VW1kJuPfOp/sb/0d5QQ6Dfei37BtcdaWuLYRxs7GemQ0woPDSUoMMBzi94ZFyM/emPE8WRnpNLV00tVbT1awRzQ9GO6UzwFQucYAwLRr/gRIiEF+zN/QVaX4e/vx7SJE5g6cTzNrW2sruvkcHQavVbvFbe9pbO7h/1581i9cStWax9zpk0eOht87gHEtHmmZ7Ob/T1PAdH4+C0YPxktPZsDR8oJDQkasrfmCmm3I4s3os1c7PaYsqoaUhLjnUFVrXjDWT0wHG1iodkPvfhC5BcfYH/p78iXH0XMXGQWfCePLPOlWurNLisX1DU2kzjYMqFojVvl8uHYbDa2HDjUC3hntOORE7NnqJQ6oJQqUEoVANOBHmBgifbQwHNKqRUAQog84BogHzgHeFwIMfreUU7CYKiUau3s7autrqry6nitYDZq7SfO3+Niol2aIwGIoGCUpo24VI5traHxyCGM6jJAw3LjvejT54/Y/qXNPt0ZDAHGZ2ey/0iZ+9lhUAjatHkYn3tetQghmDZxPIcrqmht70A7+3Lkvm3IKnMP3JtAOGScU2ahX383ausaswWvq4OQoCDyYyOYo9oJCAykaNde1m8r5sCRMuqbmt1397hBKUVPr5Wahkb2HTrCmi3b2VNyiMjUNOZV7WJsZjoB/v7IxlqMFx9G1VSg33I/mpt+4MG4CoiyeCPYbejTF1BT30hbRwd5OSOrX6t3nkE7+3K3MyubzU5FTZ1TxFX2W1FtTWjZeR6vq0VEo191G9r1d4PNRtcXH2I01RNieH4fZWc7IiLGZYLFMAx6eq2EDu5HPlBs6mV6wdrPPsPi5/fFN7JfCN/GnuEZwGGlVLmHYy4GXldK9SmlSoFDgJdaakM5qUprBmjq6Hjqg1de/t87fvkfIx8cN7SG0KLrBPj70d3TS0jwsYFBmzQDNn0Oc4b6/kq7HbXqXVRtJSJrAik5udQGTyFt5xpkXSVa4sjyTELXzeC2eiX6wnMIDgokJjKCqroG0pJcKyZrBXNMv+C2ZjQ3dpBgZroLJ+execdu5kybTMCVt2G88hj1OZMp6ejzOhA6xxoYZHarNNSgPn4Lo6cLZesn4NJbyIiKJSMliZ5eK63tHTS1tnGovJL+fhvBQYFEhoXh7++HrmsILZB+w6C8uhYpJb19fbR3dGLt6ycoMIDI8DAiw8PJTEt16k0aWWMxPnvXNFuKTUC75KZRt/wNNqoviAknvHI/2uU/pL2zk5LScuZNLxgxYysP7YGQCI/1pIfKK8lMSzm6V7j8ZbTTL/J+oEVrELNOoyIsiTHKhnzvJZRuQZu5CJE14Zgxqk/eRsw72+WlBvYbB5/jrhbRFcuXvi4Pllc+4f3gR+DEJ0SuAV4b9PvdQoibgK3Az5RSrUAKsHHQMVWOx0bNSTczBGht73jznY8+9mqdZtYQRjmtOwES42Ldlo6I/OnIA0d9UWRdpdlh8dbTiJx89JvvR194LmPGpFNeXYuYdzbq02Vej11MmY06vMc5+8zNTOdQWQWGh9mofuENyHeeG/HaIUFBTBqXw+bi3dgQNE6aS0lzJzPzx40qEA5Gi09Gv/xWxMU3QVc7xvIXMT59B9nfT3BQICmJ8eTnZjNvegGnzS5k4tgcwkJDEEJgsxv0oKOUOWsRQhAdEU5B3ngWz5nB7KmTGZ+dSVJ8rCnG2tOFsfwlVNlBOLgb/do70S+47rh7n8MTk5kWHcyOhla6Fl5Ej7WPbbv3Uzgpb+Tiarsd+dUKtCXuW/usfX3UNzWTnmyqxsiuDpQ00NwsYV3eZ/dW5KSZNLa0kjx2HPoN96BdeRvq0B6zH/qrFUPKuFRPl1uHvZr6RhIHZcU91SIORynFyo1FVuCLEQ/2huPfM4wVQmwd9OOyeFYI4Q9cBLzpeOgfQDZQgGlV8MCgkRzzco/nJZ2UM0Ol1OHs1OSu7u7ugJAQz8Wp4KghXPcpOAyIUhLjWbd1BzkZacd88wrdgohJwP7ZMqg8jEhKR7voxmMESAP8/QkPDaHZDlEBASMKxDqvLwTavCWolW/CeVcT4O9PenIiB46UuV22ibAItMKFGB8tRT/3Ko/Xj42OYmxmBmvWbUTv6WT24sVY3nkGufgitAzvMoquUEVr0c66DDFuCurIPuTyF5G93YjAYETeVBhfgGaxEBIcNGTGbexaS60lZqgXiAPZb4WdW1AlO00PmJAwxIxF6KmZGK/9wzQ6GoXVwjHX376B0OrDTJ97Dlu2FkF4NNOn5A9ZRrp9vUufRDv3KrfmWUopZ32iU816+Usj/vsMGV/FIUTKGCoamkhNSnBeR7NYYMmV5jEHdyFff8K0iY1JROROcnktm91Oe2cXBYP8bdTmL9DOu9arsezbvRuhafuVUl7vx3tGHG/dYJNSyr2XwlHOBbYpperBLLtz3lmIp4APHL9WAYOXbakcp8nVSRkMAexSvfPpu+/cdskNN454rMgaj1yz0vm7n8VCRFgozW3tQ8oYZHsL6uO3Ub1dZq/sbb/y2OeanZHK7gOHmb34ItSyF+C6u7wauzZ2IvZNq5D9VjR/U4lmXdEO04QowrUKiTZ5Jkb5IeTuIrSJI8hB1ZYje3uwRMejBQWjX3838u1nkPVVHtVWPKHKS9AWnWcmgnLy0XLyzcfbmpGH98L7L2Pv74N+K0Jhystb/FC1lZATjrH0KbDboL8PZdHBPwAREITIHG9+2QxTXxFLrkCu+wT9wuuPa7zGyjdBGmiX3Ypu7YPwKFRnK8LaCyNIYxmfvweZ4zzO8GrqG7HourMmUDbUQEioR3+W4chVyxFX/5jy4r3MKyxweYyWOwlyJyF7upBP/gkiYzD8LGhT5gzZo66uayAlIX7oEtkw3NYiDue9V15SR6prPddljZYTu0y+lkFLZCFEklJqIFN6KTBQuvEe8KoQ4kEgGcgFvJd6GsRJGwwrauuef/fdZT+45IYbRxyj0DREQgqysRYtzszWZaQkUVpZTWxUpLlU2bIaERWDtvgCRFwS9lcfMz1LPFw3PDSUAH8/mjR/YgKDkS2NaF7+MWhnX4Fa+jTccDdCCAomjKNo9z7mz5jq1h5SO/8ajFcehcRUtFjXe4wD5k0LFp9OW1cXG7btZOaUfAKv/jFy1XKM5S+hXzzyF8hgZMUh09zJxbhEZIwptTVIbkvZ+s0+Y1s/xqfvmpJa864wA6R/oFc6g1p0HPbmepTd5nZ25nKsUqJeexzGT0GfvoD2zk627d7P9CkT0Xo6KdqyhWkzZhAR77pOTx7YCZ1t6B72/ax9/ZSUljN/UACTH7yKfs2PvR/n3m2IrPGUN7WSHB83YnkP1l5E1nj0i25AbvkK4+W/I2KT0OafjYiMoaKmjplTJh69ftEaxATvul8Alq36qq/fZnvf6xO84QQFQyFEMHAWcMegh/9PCFGAuQQuG3hOKbVHCLEU2AvYgbuUUq7VhEfgpNwzdLBp7a69Vm+FVrW5Z6I+W+b8PSLIn86aKnpe/DuqoxX9+rvQL7kZ4QiWWuEi1AhZXHBkhA+XIc64BPWB5yLpIeNJSIGEFFN/DwgNCSY1MZ4Dh8vcniM0Df2KHyGXvYB0kb0d7mKXGBfLpHE5bNy+i9b2DvQzL0Fkj8d4/kFToNRL1Fcr3JaKuBynnz8iOBQREY0ICgFdN31GgkO9FlwF0wdZbls/8oEOZGsT8pm/IBaehz59AdX1DWzfc4AZk/OJDA8bsQ5RtjQiN65Cu8D9bNRcHpeQl5OFnyOAGauWo02b79ZM3uVYN36OnHUm5dW1ZGd4NqoHUCuXojnUzbUZi0xJsdmnI1e8TvPSZwjo7yVg0D6o3LUVzU0t4nAa6hto6exqVEp59ncYDQIQ2uh/vEAp1aOUilFKtQ967Eal1CSl1GSl1EWDZokopf6olMpWSo1TSh23AMVJGwyVUobF4rd+7Wee+4kHEJExKCkxyg+apRrLXiI9MZ6qBRejzz1rSPM9gMjNR9V6ytibhAQHERkeSm2vDWKTnOUs3qCdfiFy/WfOFrqs9FRa2tvdFoWDWf6jXXQD8pVHhjzuys4TIDoygtlTJ7G75DDl1bVoE2cgzr8W+eqjyN1bh1/+GGSfFRUQaKrQfMtoU+ei9u/w6lhjzUrkijfQr70TkZrJ/sOlVNbUM296wZA9QncBUdrtyLefRb/yNo9bI9V1DVgsFmdhs2xrRtVXoRXM9vp1yc1fIiYWcqSmloyUJCwjfEFIux0lxDEaj1psAvp1d1E+YQ5j+towXvybKY7bUGP2hns5o17+0vO09/SOnKEbFQK04/g5iTlpgyFASXnFH558/PERm3GllBhffADtzahP30W7/FYsV99Oev5EqusaXNYVCiEQ4wucqs6eGJs5hoNlFbDofOSn73g9fqFb0M69CrX0Sec9C/LGUbyvxGVP8ABafDLavCUYr/4DcB8IBwgKDGTu9Ck0NrdQvK8EGR1virTWVZmZcg+zRPXpO2izT/f6NX3TiPBIj18wsq0Z+3MPgH8A+nU/oc8vkM3FuzGkZFbBRJdZ4+EBUdrtyBceQrvoBo+zu87uHg6VVzJpbPbR+7/9LPpF3m87SCmRe4qwTZ5NbUMTY1JHFn5VK15HG1bqNUBffz+dPb3En36eOVvMGo986RFzL7fSs+nXAE++9qa1obnlmyupGeAEzQy/K07u0cHa9Xv2t7e6KaKWLY0Yr/0D+drjiMQU9Dt+bS7ZHLMci8VCXEyUW/EGbcYis1h3BAID/EmIjaGytQORkTukNGcktOQMSExx3ic0OJgJ2Zls3bXXY/G3NnYiomA2ta884TEQDmDRdaZPyiMiLJS1W7bT3N5pLpvPvgL55pMYK5a6vJ9qaUTzsq/1RCDOvhy18fNjHpf9Vow3n0Z+8jb6FT9Cm3kaNfWNbNhWTEZKMvm52R7rCAcrZre9/DjaOVc52+dc0W+zUbRrL9Pyxx9dHq98C23maW6l912hvngfbeZpHHS0743UeietVlRnO9qYsS6fL6uqISMl6ehrTc+BhGS0a36M2rYe+wt/w9j4ubmP64KdRUW091j3KaWOK8PqEZ9Qw7eHUkp19FgfeuXxR4c8LretM/uE132CtuQKLNffjTZhqlk2k5GDLD3gPDYrzb2CjNA0tMIFGF99OOJYcsakUVpZjZx7FnLNSq9NowC00y5E7tjoVKlJiIshLiaK3SWeVXQabJKS8GRmdFR59jV2IIRgTGoyM6dMpKSsnJ37DyJj4rHceC8iJw/54t+Qa44aosldWxC5Ez1c8cSjBYdCdyeq16y1k1JifPg68o0nEXPPwnLV7fQHBLFl5x7qm5qZV1jgleoLQGhsPFMbSiiOzaLTz30dplKKol37GJeV4fQVkYf3QU+nV8rcA0irFVV5hN7MPFra2klJHFmIVi1/Ee0M18kcUymnkdRBBftqzUq0qXPRAoPQL77B7IcODsF4+VGM5S+imuqHXOOJvz1kHK6s+k+vX4S3CJ+E17dOc1vbE08vfcdqdHdivPsC9hcfRhl29BvvQb/w+mNKHbQ5Z6JWH91DDQ4KIsDfn6aWNpfXF5NmokpLRgxufhYLGanJlFTWoM0/G/XRUq9fg5kY+SHyraed+4c5GWnY7HbKqlx/YTtb7M48i8DJMzBeftTrABwcFMicqZMJDw1hzeZt5j1y8kwp/7Bw7M8/iPHJO8itq9EKF4x8wROMmL8EY+1HGMteQL78CGLcZCw33otMTKWktJz1RcWkJycybeKEkbOyDgaWxuFLLmN64TSP4g57Dh4mOjKcpHjzsyQ72pCrV6CNYnkMoN56GnHuVew5eJgJOZkjd8B0tIEm3HY3VdTUkRgXO0SsWJXuPyaLrE2eheUH/4ZYdD5y1TLsLz2C3LWFnu5uPtq4tVsqtXL4tb8RfDPDbxelVFOf3b5900P/DzFzEZabfoo+Y5HbzWPhUFuWnUflsyZkZ7LvsGsFGSEE2oIlqBUjCyZkpibT1t5JW1IWdHcih30Le0KEhKGdfx3q1cec9y2YMJbK2nqaWtuGHHu019hcGmt5U83M4nMPeJ0lHpglzi+cSq/VyurN26htaEJMmW0GxdgE6GhDLn0SWTNyIulEIQ/uQa37GHYXIaYvwHLTTyFrPKWV1azZvA1d01g4a/qIggtDrtnSiHzuAbQLrkNLyfCYZa6oqaPX2ueU4Zd2O/KNJ0xBi1FkxuXebZCQQq204GexEB/jhcfJey+hnXWZy+cGPFsGlHLAbB8UY8a57aPWImPQr74D7fq7oK2ZN+7/MTZDPn+8pSYj4tsz/PbZX175i4c37bZrXhpka6ddgHrvZefvoSHBhIUEu987zM5DtTWZHRMeGNAX3LmvBHXeUdN2b9GS0hAFczEcOoa6rlM4KY/dBw45nf2GB0LnuTl5aJfchHz5YWSdZ9mvwfj5WZiQk8XsqZNobGllzZbtVNXVIw/tQb/uJ2gX3oDasw37K4+as8+920a1BTBapN1u1tG9+Dfsrz6OqqtEu/J2xMQZ2Lu7OFJRxerN2+jr72f+jKlkZ6S5rct0ef19O5Dvv2LagA7aI3QVEGsbmiivrmVq/njnLE699g+zM8VL/2Hna9rwGf3zlnCwrIKJY73QT6yvhrBIlwpIAKUV1aQlD/VskWtWelUCpWkaYv4SHt2y11pV3/Bnr1/IaDnFZoYnbdH1MNZvPXCosbqqMikl1QvBhOg4CAlFNtU7i5ePeorEuNzU1k6/CLX8Fbjyhx6vHRocTFpyIgdqG5kw8zSMlW+in3Ol1y9EmzwDo74KuWU12oyFBAUGMGNKPpt37CbDX1FZ3+Q2WaLFJCBu/CnGW89A3jS0qXO8vm9gQABTJoyl19pHaWUVB0PTSWzrJSMlkpCzLgVAdXcgdxehlj6J7LOadYPZ481WvFHU2A1GtrfA3u2oshJzkz8wCG3cJLSr7kA4bBvaOjopS55AS2kZ6ROimDd9ijOJMRqMVcuhuwP9hntcls8MFnfIGDeBqpY25kyd5FyGGh++jpg43SsjsMGopU8izrmKnSVHyM/NHrEvGhzisFf+yOVz/TYbVXVDPVvk7q2I7DyvRRnWrVpFp7Vv8wlJnMDRPcNTiO9FMFRKqdDg4N8+/r9/evqPjz3m1deLdsYlyHefg5vuA0zR1viYaCpr68lIOVZTTkvOwK4MZFcH2gjZw6y0FNYXFdOWM5aIAzuRtZVoSSMHaee9zrzEXJ5GxaDl5BMSFESmP+xq7mL2zFkekyUiIBD92juRn7yNsfxFxIU3eOV2N0BQYADjG46QmxJJQ1goO/eXYLMbxMdEkxgXQ8TM0xCzFptbCm3NqMrDqM/fw97bA4YdDBvY7QhNB4sF1VALOWEYrz4Otn6zQ95iAYsf6BZEaDgiPQftguucsy0pJc3tHdRX1NDY0kpIUBAZKUlM3PEZetQsxCgDobTbUa//09wXdfSnuyM8MZkxY7vZfbiUOZMmOIOu3Pg5WCxoU+eO7t7FGyExhRotCH8/q1cWoLL0ACSnu63tPFhWQXZG6hDPFrn5K/Sbf+r1uB786wO2gxVVv/D6BB/fj2AI0N3b+8rrn6z6239arWGBgV5kVsMiIC4ZWXHIWTqSMyaNdVt3kJoY79IcSD/7cuQ7zzoDqNtrO+oFt+zcw/zzrjH3AW/9uddBSQiBdsUPMV77J1j8aGjvpLy+kbmz57Cr5DAF/v5DPHGPOV/T0M+5ElmyC/nsX+CiG01fFS+RB3dhuek+UjSNlMR4bDY7Dc0tHC6vpKOr2yG7FUZEeBgR+YXoLoyJVH8f2G0Yn7wFoRFoi28CP3+XatEDIgPt5ZW0tnfS2d1NdEQ4CXGxjM8e4/y3kGddZvYrn3f1KF7LHuTqD9HOu8ZpEeCJ2oYmKls7mZs/lp3btzPNYiGs4gCqoQZtlH3SsqcLuX09tqvv5NCO3cwvHLk9TkqJXLUc/cZ7XT7fa7XS1NI2RNRDbvgMMXmmaV3hBRVlZRQfKa9TSh1Xj67XnOTL3tHyvQmGSqm+lIT4p1989O/33/7zf/fqHG3xhRivPY72g58B4O/nR2pSgrkxPebYPxwRGQNjxiG3rUObNs/jtUOCg0hPTmR/ZS15S65Avfo43HC3169H6Bb0a+6g7tWnKIlOZ9YZZxIYFMjMKflsLt5DXm7WiJvw2thJiLQs5AevYQQGI86/ZuS6tpoKRFL6kE14Pz8LKYnxpCTGI6WkvbOLto5OKqprae/sAswZZWCAPwH+A//1R9c0lH8YdqCp14bRbcXa14+1r5++vj6s/f30WvvQdY2IsDAiw0MZm5nulAA75vXEJ2OvrzbNkEb4w5d2O+qtpyE8Cv3mf/Mq2VFRU0tFdR1zpk7Cz8+P6Radok2bmGJrJerSG0fM/g65v5TIVx9Du+JH7Nx/yPvl8Yo30BYscbvcPXCknLGZGc6xSCmR+4vNpJeXPPyH/5HVjU1eiIF+TU7yhMho+V69mpqGxv/561PP9/T29np1vAg0VVPk3m3Ox7LSUqisrcdmc90Bos1fgizeOGIyBSAzLYXuXis1lhBEXoGppDIK6vfspCR2DDNay/CvMzO6wUFBzJk2mYOlFRyuqPLsuIaZPdev/BFi7ETks38dsSBcfb4czYN3saZpREWEk5mWQkHeOBbNms78GVPJz80mJTGBsJAgDMOgtb2dhuYW6rRAbIakobmF1nbTjCsiLIS0lCQmjctl4cxpLJgxjcnjc0lPTiI8LNRj0DGtGTwbgsktXyFf/BtiwTno5109YiCUUrL7wCHqm1qYPW2yc2kcWnmIqdZGigNi6GgaXduuev2faGdeSklzJ6Ehwd4tjxtroacLbdwUl893dnfT1d0zpI5SfbYMbc4ZXnucVJaX886X65r7+vtHLo/4OghfO953ilKqtcPa99dH//gHr8Ubtflnm/tBDnRdJys9lQNHXJeTCE1DO+8a1JvPjHjtwXL87dmTQUpk8SavxjXEzvPaO5DrPkUe3AWYWopzpk2mo7OLHXsPeBSGdb7OcZPRb74PVVOO/bkHkNVlxxwjbTaUxW9UmVIAXdMICQ4iJjKC5IR4stJTmZCTRf7YbPKNToL8LOSPzWZCTiaZaSkkxccRHRFOcFDgqPYzAZixELnHdU+13Lcd+7N/RUmFfsu/4U11Qb/NxqYdu/Hz86NwUp4zWSI3rkLVlhNxxQ+cnSrtjd75MhufvAM5edQFRZn2Arkj2wsAyPdfQbvAtf6gUoo9JUeG1CdKux1VW4FwEzxd8btf/NyoaWq+44SV0wzGV1rz3VLf1Pynf77xdmfbsNo8dwiLH2JiIXLTUYHf9ORE2ru63Fp5agkpkJTmVavegBz/jr0H6F98EXL3FrNswgPDPUuExQ/92h+jdmxEOuxGNU2jIG8cEWGhbNy20ysPEuHnj774QvRr7kQVbzK9kgd5P6tVy9BmLhrxOt8lmqYhAoORdUc9cGTlEezPPYCqr0G/6afos07zaqbU2d3D+qJixqQmMy7r6NLTWPE6qr0V7cIbEEIMad0bKSDK3UXQ10vXhEJKSsuZPjHPq+W18fFbaDMWue2NrqqtJzDAn5hB+pvq/VfQTrvA6+X7vp3FfLl9d2W/zbbMqxO+LqdYac33LhgqpXqbO7t/9eff/MrrYjit0JxtDNTPDegL7tx/EMNw/QWqnXYBctv6IXYC7hiQ4y/avR8u/QHy/ZfdFke7M28SugXtih+h+qwYDgsAIQRZ6amMzcxgfVGxW6Or4YigYPTzrka75GbUVyswXvgbsqwEVV+FyBzv1TW+S8Q5V6LWf4bctcVsu9xThH7tT9BPO98rpRalFJW19c5e4wEDeWm3Y7z0MCIpHX3JFUOCjDcBUTbVI7etxXbW5Wzf4529AGDawXa2u23t67X2cai8kvzBAhFdHShr96jUy3/1i1/aS2tqb/rGDJ88Inwzw5OB9s7OJ9/45IvWGi8d9ISmoQ2oVTsYSIDsO+xaMUVoGtpFN6DeeNKre8RGR5GSGM/OIxWIi29GvvLIMcXLI7nYCSHQF1+IGF9gLnUds8G4mChmT53E4fJKiveVYLePKORjXi88Ev3Sm9Guug25YRW0tyBXLXe2BJ6MSGsP6vP3UOUHUM0N6DfcbVqHBnrn8WLt62Nz8R6aWlqZN73gaK9xR5tpRbr4IrflM54CorRake8+j7j8Vop27ycvN8srewEpJfLD19AuuM7l80opdu4rIX9sNn6D9j7VW8+gn+t9Vn3TV1+xq7Rij1JqjdcnfR0Evj3DkwGllL22peXO3//iF17vi2iZ40DThuylZaal0N7pYbkcEw8TCsxiXi/ITEtB13WOdPejnXEx6qW/OwPiaOw8tbypaOddg3zhIWfLX1BgILMKJhEZHsbarTu8niWCmWQR/X3ot/8KkZ6NfOsZ7M8/hLH6I5cist82sqcL45O3sD//EOrD1xFT56KdczVY/Nwauw9HKUVVbT0btu1kTGoSU/PHO2dt8vA+5FvPoF/z4xELql0FRNlvNRM2l97CrvIaEuNjvWq3A7NfWTv9IrfBvLK2noAA/yHXk0VrIHuC2+6UY+6hFP/+q1/3H6muucmrE74pfMvkkwNrX/9bq4p21JTs3ev1Odq5VyNXHhVY8Ga5rM88Dbo6nIrVIzFpXA4tre1UWEIR889GvfLYqH2Nwdy31G+4G7lyKXLjKud4M1KSmFUwkUNl5izR5sUsT3Z3QmgEIjAYbewkLNfcgX7D3Yj4ZNT7L2N/4SGM918ZVa/110VWlWK89YwpvPHpu4jcSeZ+4OW3oqVloU0oQB3eO2I2Hcxl5pade2hsaWV+YQEJg0zWjY+WonZuQr/pp14njobIf9XVIl94GHHxTexr6UTTNLLSvHOiNL5aAclj0LJcb030Wvs4PHx53G9F7tyM5sYu1BUfv/s2Vc2ta5RS3mvLfROcYstk8a1sL5wgdE1bfNmiuZ+8+eGHXtdLyr3bUeUlQ5YgRyqr6enpZeI41/szyjAwXn4E7YJr0WJce5MMxjAMNhfvJiUxAb89WynptjNryZLjsvNUSplJlcP7EFfdgeYoOFdKUVFTx5GKKtKTExmTmuyykBzAeOdZxJyz3HbJKKVQNeWovdtRrY2mH4dugZQxiPGTIT7FbVbY+PB11oSnc9oC10tPabdDbQVqfzHUVZkdKoFBiLgktInTEbGJbl+7sWIpYkIBWqZrrT+bzcbBskoamluYkJM5JAjK1ibkO8+hzToNbaL3MlyDaa+qYNu27UzNzaLWL5S+/n6mTBjrVUJDHtyF2lWEftktLp9XSrFpx26y0lOGzAqNVx5DnHmJR+3FIfeRksJphX3bDx6Z4DBR/1YozElXm/7vZ6M+z3L5fUVeuuN963xviq5dYUj5RXZayoGt69bmF86b79U5Wt5UjH3bhrTQZaYms35bMc1t7cREHjt7ELqOfuWPMF55DG6+H83f89JN13VmTJnImjXrsdv9mJ+TjN9bTyKvv2fUpSZCCPR5ZyPHTkK+9jhMnoE2fYFzlpiSGO8UN8jOSCUtKfGYP1bV3YXuoV1QCIFIGQODSlVUd6cjQG6DDauwG3aw282WPLsdpIEQGqqtCXJCMZ5/CKUk6DroFvPH4mfWAEbHIXLyEAvO8XrvD0CcabZUDg+GhkPRpbK2nqz0VBZmTxvyvhqfvYtqrEW/+o5RCbMORvZbCVn5GtPmLmFDWS2RcXHM8sKYHkx1brnuU7ddJmAuj4OGL4+3b4CkVK8DIcDrTz1JS3fv299mIHRyks/0Rsv3emYIIISYMjtv3Oa1G9f7u5sZDUdZe82Z3qAWuu7eXrYU72HutCn4+7vOWMr6atRHS9FvGbkboG7HVvbXNKDHJpKRmkxqbytqzUrETT8dfe3dwLilRK77xJwlXn4r2qBlX7/NxsHSCppa2xibmU5iXCxCCOSWr1C6jj7Nuy8Lr8eiFEiJseJ11kZmsmjebBBiVF0c3mC8/AjaJTcjQsMxpKSqtp4jFVWkJiWQ5dijHUDWVyM/eBWtcKHXZkmukFYr8qWHERffSEmHlfbWVnoa6pjuwXXPea7djnzuAfTr7kSEuA7End09FO0y7UMHkiayp8uUDrv5fq8LrNvb25kxc07PwaqaTKWUd0WS3xCFOelq01+96wQbjOXSe07ameH3PrQrpYqrW9ufeei//8vrqC4Cg9AWX4ha9rzzsZCgIMaPIMevJaQgZizEGJSVdkXdjq0cqGlg9uLFzJk+heq6eioCIhCLLzC7RHq6vB3q0HFrGvqCc0wprxWvY7z5lLNTxt/Pj/yx2cyckk9jSytfbSriSEUV/Xu3o0323szI67EIgdB1U7DBMbZvOhACiMUX0rt+FQcOl7F6UxE9vVbmFxaQOyb9aE9zZzvGy4+gNn5uypJ9nUDYWIt8+e+IS29hf1svff02ZhVOo3Cae9e9wahXH0O74Fq3gdA22F5gcPZ46VOmv/Qovijvv+MOo76t495vOxCa+EprTkoqa+vuf/yVpQ37R5NMyZ4A/oHIg3ucjyV6Icev5U+H8ChnUmM4A4FwIFli0XVmTplIfVMzBw1/tMt+gHz1cZcdIt4iImOwXH0HYu7ZyKVPYXzwmjOABwUGMnn8WOZNn4LR2cGGxHyKSw7T2t7hVTLiZEEpRUNzC0XN3Wzp9ycwwJ+FM6cxISfzqNJMvxVj6VPIlUvRzr8W/eIbTXHf40Tu3opc+Sbi2p+ws74VQ0rnHmF4UjLTRwiIxvuvIArmuBWMUEqxdZi9AIBc+zGMn2xWL3jJyuXL+Grbzh0dXV3Pju5VfkP4SmtOTpRSfaW1def/4JZb+91lhV2hnXOV6WfS3uJ8LCcjDZvN5laOH0wBCFVdhtw1tId2eCAcQNd1ZkzOx2azsa2qEXX93cjVK8wSiq+BlpKB5YZ7EBOmIF/8G8aXHzif8/PzI6v4SxbNnEpKQjyHyyv5alMRew8doeUkDYxSShqbW9m1/yBfbtxKTX0jORlpzA/XSWurPToTtNsxlr+EfPNpxIJzsFx52zE2m6PF+OQdVFkJ9itvZ+O+Q4SHhTJpXM7QwmwPAdH44gMIDUebPNPtPYbbCwBmMXx1Gdqs070ea1tbGz/95W96jlTXXPjtFFi7wTczPDlRShXVtLQ9/eAf/+j9ctliQb/qNuTSp5yFyAPyXJW1dcfI8TvPEwLt0h+g9mxD7tsBuA+EA2iaxsRxOcTFRLFh1376L/kBqrkR44NXR/9ih1872/Q3ETHx2F98GGP5yxi93ShAi4olLiaKwsn5zCssIDIsjLKqGr7YuJXte/ZT29CEfRRfIN80/TYbVbX1bN25h682FVHb2ERCXAwLZ02nIG8cURHhiPlnI4s3IDvaMJY+iXzjn4jJM0wjsFHoSLpCSmlqMUbG0LXoQjbu2E1uZjrZ6akul/2uAqKxZiXY+tAXX+j2PsPtBcBc3svP30O77Aej2mK4/yc/MRraOu4ZbKT+nXCK1Rl+7xMogxFC+GclJ1V8sOythAn5+V6fJ6vLUJ8vR7/xqHhmr7WPjdt3MqtgEsFuxFaVYWC88QSNCRmU9Amv6whb2top3lfClAljiSzfjyreiLjuLrRReG54fD0Vh5Dvvwqahnb+NS6tQJVStLZ3UNvY5DTLCg8NISI8jMiwUCLCQt2W6gxmpNKawdhsdto7O2nr6KKts5Ou7h50XSc+JorEuFjC3Uh7yb3bkCvfhPgU9CWXI+KOFec9HmRPF/LVx9HOupS6wAhKSisonJTnVWdJR20NRdu2UxAsCO/tQDv3arcBraWtnd0lh5k7fcpRoQgpkc/8Bf3q2xHhUV6P+aNly7jnl78uOlxVM+O7nBUW5maoTX/7zajPs1xwx0mbQDmlgiGAEGLa7PzxG9ZuWOd1dhlA7tiAqilHP+8a52Mt7R3sPnCQudOmYHETqGq3b6GkopqZuWMIyivw+n69Vitbdu4lIyWJNNGPXPEG2pmXuPXPHS325x8yHfk2f4GqPIKIikMsOAfNzXLSkJKOzi6nlmFHVxdSKgL8/QgICCDQ39y3Cwww9Qx1XTNLa75awdbQZGZMn4JSCpvdoK+vH2tfn6lt2G/+f3+/DYvFQkRYqEM8NpTQ4GC3mXVZW4la+zGqtxuRm4/IyUNt+Bz9ohu+kfdHbt+ALN6AdsktlDS309bRxfSJE7zqNR6gbdUHbO9WTJs9y22WuddqZeP2Xcd8qRovP4pYeC5aerbL81zer62NmbPm9hysqsn5rmeFhblj1Ka//3bU51nOu23EYCiEKAM6AQOwK6UKhRDRwBvAGKAMuEop1eo4/lfADx3H36uU+tjFZUce2/GcdDKjlNqWlpT4xAP/9fu7//2//8freblWMAejrmqIsGt0RDiZqSkU7d7PjMl5x/zh1hUXUVLbyKwzz8LvvReQQqENs3F0R1BgIHOnT2HHngO0WnTyrr8b8enbGMUbRy3lPxxZegCRno0IDUc//eKjRdUbVmFvaTD9pWeeZiaRHOgOHcOoiKNZUKUU/TabQ7DVDG6d3T00tbZiGBKlFIYeSp/d4FBZJUIILBadQP8AAgL8CQsNcQZPP4vF41JQSgm7t6KKN6E0DZGQirb4giFF2faWBpSt3+sWPZf3sdtRbzwByenYrr6T4v0HCQsNYVbBxFEtVY01Kwnr62L6zIUUbdnCNBdlNza7nS079zJ5wtihgXDlmzBhyqgCIcB9t99uNLR33PVdB0LATKCc2GXvYqXUYAe3/wBWKaX+JIT4D8fvvxRC5AHXAPlAMvCZEGLs8UiYnXIzQzCXy5lJieUfvP1GYt4U77XglJQYr/0DbfEFaMlH93ZKSsvp7Opm2sQJzj+Y4S52SkrkW08jxhd43EQ/5p4OhZWBtqzYlhrkVyvQzrly1MZEAxgv/g3tih+5lYtS7a3IXZvNGWOfFRJSEFNmDXnNXt9rFMvkwUgpoawEtacI1VwPQSGIrAlo+dPcjlsWb0JZe9BnLR71OMGU35Kbv0CccyXVBDjfc2/7jAcwPn8f7P3oZ18OQEddDUVF24cERLthsGn7LjLTkklOOBokZfEmVHXpkBWIN6x4ayl3//p3m0ura2d/p0kTB4Vjx6hNj/xu1OdZzrnV25lh4eBgKIQ4AJymlKoVQiQBXyqlxjlmhSil/tdx3MfA75VSG0Y7tlMyGAIIIaZOzc3auHrtav/QUO+d3VSfFeOlh9FuuAct8Oje0f7DpfRa+yjIG0f9zm0u7TyVlKZ9aGwi+oJzRjXeXmsfxftKCAzwJz8jFe2zd8Dej7j0B6OaJUprD/L9V7G4cV4bjrLbUNXlZh9wcz30WRGGAbGJiNRMSEyFmAS3+5letePVV0F9Faqy1Gz38/MH/0BEUpo5O01I9bq+zv7iw6a38iiQVivqracgKZ3+OWex88BhAgL8j1GK8QbjvZchLOKYZMnggBgaE8OmHbtJS04kLelo+6asr0Z++jb6dXePqp6wqqKCxWcu6TpUXZurlKob1YBPEIVjM9WmR48jGC75gTfBsBRoBRTwhFLqSSFEm1IqctAxrUqpKCHEo8BGpdTLjsefAT5SSr012rGdssEQICYq8vbTpuQ//taHH+qj8rdoaUC+/RzaD37mDAJKKfYeOkJHfR19He3MdmPnqZRCrlkJDTXoV3i2HXV17pBZYlczctVytImFaDNP8+oaxvKXENPmoaV5p77schx2G9RXoxpqUK1N0N5qPmYYDoc8Oyhl/rQ2sTZ3DvObDh7NGFoszpY84ecPkdGIqFhEfArEJbm08fSW0bw+KSVq1TJUbSXinCupsWtO3cDRzgal3Y565VHE1Hlok133OnfU1bC1aDt+MQmkp6UMcWGUXR3I1/9h2pgGjpygGaCnp4fFCxb1F5UcOtNuyG9HnssLCsdmqk2P/9eoz7OcdXM5MHj5+6RSaohOnhAiWSlVI4SIBz4F7gHecxMMHwM2DAuGK5RSb496bKN+Nd8jmlvbnkxPTprzP7/4+c3/318f8H7/MDoeLrgW+cJDZi+yY78ruruVyq4e4tPGEBAY4PJcIQT6wnORJTuxP/sA2g13ofl753UrhCA9OZG46CiK9x2gJiCA8dfdjd/Ojea15pw+4p6kam9B/xqBEDAFVFPGmP3KI2B8+DqER2O5wHvDoq+DWHK5KZ8/wmuUG1ch9+1Am306vfPOYU/JYQL8/ZlfOHVUSRJw9Bq/+TTaBdd5LOUJiUvALyaentZmIrOOFl7Lni7ka/8we6VHEQiVUvzw2muNIw3NvziZAiHwdfYMm0aaGQ54PSulGoQQ7wIzgXohRNKgZfJAoWcVMPgfJRU4Lq/oU6bO0B2VtXW3Pbvsw53vvPD8qM7TktLRzr4c+eLDSCnNZElNA4sWzicwMJDtew94LFzWxk5Gu/B65AsPIxtG928TFBjArIJJxEZFsnHHbg7FjkFddxeqvsYUfa045PI8WbwRMW7yqO71fUMLDEb0dqPctDTK3VtNnxTdD/u1d7FbhLJt936y0lIpyBs3+kB4cBdy+Ytmm5+HQGg3DDbt2E16Wipzpk5y1iFKqxX5yqOmaVd45Kju/eff/Fpt2FvyZmNz899HdeK3wolpxxNChAghwgb+Hzgb2A28B9zsOOxmYEBk9D3gGiFEgBAiE8gFjssi9ZReJg8ghIgck5RwcPlrL8VOnuF9cgPMDoH61Z9SEpt5NFmiFCVHyuns6WFa/niPe3rK2oPx1jNoU2a7lX33eH8pKauqoby6loyUJDJio2D1CqivRpx/LVrs0T0p+3MPmjqFXyPbOlqON4HydZClB1ClB9BPv+joY2UlyM/fQ+TkIWeezuHqWuoam8kZk0ZKQvxx9U0bX62Alka0i673aF1qs9vZvGM36SlJzj3CjroairZuZ0rDQSIvvm5UrXYAH7z+Gnf/9r/2ltfWFSilXFs5focUjstSm/75h1GfZzn9eo97hkKILODdgcOBV5VSfxRCxABLgXSgArhSKdXiOOc3wK2AHbhPKfXRqAfGKb5MHkAp1SaEmH/1TbduX/3VqqC4+JE1CQdo6OikJDqDGU2H8A8wkyJCCMZlj+FgWQWbi3czfVKe2414ERiMft1dyI+WYlSXoZ9z5ajGrmkaWemppCUncqS8ijU795EzZSHJIQGo1SuwN9WhzVoMiemI6LhvNRB+V2iZ47B/+QHSMGDrauTe7Yi0TLj2J5Q1tlCxfRdjUpNZOHPacZUoSSlRbz0DKWPQL73Z47ED9aI5GalDssahkVFMrd/P9oTxTDNgNH6Ee4t3cO9v/6ulvLZu4ckYCJ2cgPY6pdQR4JgSEKVUM3CGm3P+CPzx6977lF8mD6CUOlDe0HTlFRdfZnPnmTycup1FHKiqNw3eF51nyvAPUpbOHZNOWnIi64uK6epxbxwlNA39/GsQianmMrejbdTj97NYGJc9hjnTJtPa0cGafYepmXY6XHMnqrkR+dLDKFv/SSHjf6KRXR3Q04186n/BPwB53V2UjZ3Bmh17sNsNFsycRmaae0Faj9euKUc++1dE4QL0ee79pcHsLNm4fRcTx2YPLZ/p6UK+9DDhl9zI9ELv1G6c12xu4arrbrSWmoGwedQv4NvC55v8/aant/fDg7UNf7znlltGdNZzBkLH0ljLyEE767JjAmJKQjxTJoxlS/EeGppbPFzRLOzWL/8hcvmLblVvRiLA359J43KZOWUiXT29rNm+m5LEXKyxSWjT5iGXv2BahA5S4zkVkFIit683fVI+fQdx8Y10RyWwJziOddt2opRifmEB47IynC1vo8X4aClqwyr0G+91K9U/QHl1LbtLDjN76iSiBwkCy64O5CuPoV91O1pM/FELAS8Cot1u56pLLrGV1Tddq5Q6+f8BTzGhhn+JPcPBCCFERlLiip/94Pol9/zmP11+VQ0PhIORtZWmgOj1d6ENKg629vWzddcekuLjyEpL8bhHZUr5fwaH9iCu/NGQ64wWwzCoXP05FSKAwKhoMlKSiAsOQG1bZxZV2/rMpMr0hd9Y7/OQ+5/APUNptaI2foYqPwiBwWZL3sQZ1Ld2UF5di6qrJDMvj6Qxmce1J+i8T2Mt8r2X0WYtRpvouW1WSsneg0fo7etjav74IYFX1lcj338Z/ao7jkmWuCrMHoxSintuuUW+s3r9n2vqG3593C/mW6JwfLba9PSfR32eZcGVJ21v8r/EnuFglFJKCHHJg8+9sjksLHzyLfcOLeD1FAgBtKQ0xFW3Ybz2Dzj7cmeJR2CAP3OmTWHnvhJ27D3A5Alj0d0s00wp/7NQeVMx3n4WNWbsqIu0B9B1ndSyXWTcfB8d3d2UVdWyt62d+PgcEvNnERUcCCW7kO8+j+zuQCSkIuYvGaKSfTIhm+tRaz5BtTcjwiIRE6ej5p5Nc0cndY3NtGzbRUJsDFMmjCUoIxG16XNE5vGVEkkpUR++Bn1W9GvvdNv5MkC/zUbRrn1ER0aQPzZ7SACWxZuQu7ag33CvS2sDc4aI29a93957j3p/3aZltQ2No1c/+E4QJ/1Mb7T8ywVDMPUPhRBzfv/3f2wLDAwcd83tdwAjB8IBREQ0+k0/Rb7zHDJznLMgWtc0CvLGUVpZzcZtOymcnEeAB78UERWLfsM9yK2rsT/3ANr516LFJ4/qtciqMkTKGISmEREWxpQJYRiGQWNLK5W19RS3dxAZFkriwouJi4pAqy1Hffkh9q426OtDxCYiJs2AtKyv1Q99PEi7HQ7vRe3bjmpvgYBARGQs2uzF9EXF0dDcQl1jM91FxcRFR5GcEMekcTlHxxkchL2xFmW3m14ro7n34X3IL95HW3gu2thJIx7f2d1N0a59jMsa4zSlH8BY+SZIiX7dTzx2lrgLiP/9i5+plz/6bGVFbd2VJ0OrnbecCGXz75J/uWXyYIQQoRlJCTse/M9fZc+dOsmrQDgYpRTy8/egqwP94huHPNfQ3MKeksPk5WYNcW1ze63uTuSq5dDZZgo1eFmTZrz0CNqlN7s1PlJK0eaYVTU0t+DvZyE+Noao8DDCgoOwNNYgj+yHhhpUv9UMkCFhEBmFiE2ChBTTHe942/H6rVBXZXa0NDdAewvK2gv+AYiAQIeV5jhskbF0dHXT0t5BQ5O595oQG0NCXAxhIcFu//Dk1jUoTXjt8SLrKk0165RMtEXnIfxdF88Pfv8qauooraxmWv74oQrVUqJeexzGF6BP995jZvCS+Ym/P6wef+PtL8tr6s46HnGB74rCCTlq87MPjPo8fe4lJ+0y+V86GAIIISLGJCfuuePG61Pu+8UvvA6Eg5G7t6C2rkXccM+QoGHtM/uN/f38mDg2x6uCX9XahPzsXZAKcfFNTmtQl/ft70O++zyWq+/weqw9vVYamluGyHSFh4Y4ZLXCCAsJxtLdYbbgtTejWprMAGbrP9qKJw1QAlDQ0sja7FnMbz2CuXQCNIdDnsViBpvIGLMdLzIawqOxBYbQ3mVKhbV3dNLV04tF1015r4gw4mOiPc6oh2N/6REsN97j8RjZ3oJ672WIjEE74+IRl8Rgls0U7yshKDCQ/NysITJusrMd+cY/0ZZceVytjx11Nfz2v/8f73+6amNZTe3JXULjgsIJuWrzcw+O+jx9zkUnbTD8l1wmD0Yp1S6EmPTEi6/syE1PTb/8lh+M+hraxBnI2ETkcw/A5beiRZuy7oEBAcycMpGqunrWbt1Ofm428bGee2JFVCz6lbeZiZq3n0aFRSLOu8blzEx9tgxt5ugUXIKDAhmTenQpLqWko6ubto5OKmvqaO/qRkqJrusEBoQSmBhNQMZRHcPBclxCCNSn76LCojDO/jFSKoem4YDs11Hpr77+fqw1bciqFjPwhYcSGRZGQtYYjzM/bxAhoUOsXwcjrT2o5S+BrqNdeD0i0otZ+iBP6onjcoiLHiq+OlDg7SpR4i3/fPQx9d6nqzaV19Qu+r4FwlOVf/mZ4QBCiIgxSYlFf/j5vdnX//gnx3UN1dOF8eZTaNMXHJOVHJglBvj7k5+b7XVbmCzdj/zqI0RqJuL0i4bs69lf+Bv6TT89IXs3dsM4GsgGglq/GeDsdrupkagURmMd7ZZAoqOiHAHS9F8ZLgYbGOBPgL+/V+rZo0X2dKE+ehP98qNfZLK/H7XiNVRPN9oZF3vtRWyqBx0gKDCQvNysY4rpjTUroa4S7dJbzB7u4+C/f/4z9ezyD78sr6lb8n0NhIUTctXmFx4a9Xn6rAt9M8OTHccMseA3f/37lj5r37hb77t/1BFGBIei3/hT5KrlGLu3Iq74kXNG55wl1jpmiV4qp2iZ4xFjxqEOFCNffQwVEIg492qoPIzIzjthm9gWXSc0OJjQYM/CAsaH+1gTnM6cad9dT7QWHIrR1Y6y9qK6OlAfv4nSLWhzz0R3YXngClMxqI7D5VVMHGt61QxG9nShlj4FEwpMrcjjeN+VUvz6nrvlqytXfVxRW3fh92mP0CW+bPKpi1KqSwgx7b8ffWJDc0vz5J//1/+I0X7ohaahn3UpsqoU+fyDcMbFaJnjzOeEIC05kbiYKIr3llBV18CE7DEEedgXHDhPjC9AG1+ArKtCffwWquIQ2ihb+05lVFwSxlN/RmSOQ7vgOkSE9xJdHV3d7D14mKCAAObPmHrMbFBu34DcuRH9ohsQ0XFuruIZu93Ovbf+QH64fssyR9Z4xML/k5oTr3T9reMLhsNQSvUKIWY+9trbr+/as/fiJ15+RQvywuRpOFpqJuLm+5AfvYGxfT3ikpudS9zAgABmFkykrrGZzcV7iI2KJDczHX+/kZddWmIq8uzLUSteRzXWYd/8N0R0POKsS4aI0f4rINtbUJ+8jbJaEeMmoxqq0c6/xutZW6/Vyv7DZXT39pKXkzWkkwQGicKmjEG/8aejEmQdTHNjE1deeqn9QE39n2vqG/7z+1Q+4x5fneFJgRAiDXgRSAQkpkDkw0KIvwAXAv3AYeAHDpGGMcA+4IDjEhuVUj92XOs04K/A50qpfwdQSvULIS5fae37t9MXnva/b7/7ll9y6ugtKYWfP/pFNyJLD5jJlUXnoeXkD7wGkuJjSYyLobK2jnVbd5CSGE9WeuqI7WTq4zfRTrsALSEFteAcVOUR1IevYe9sP+mLqr8usqkete5jVFsLIioW7bQLnG55RmsDqnQ/ImuCx2v099soKSunubWdcVljSIiNPiaAyi2rkbu3op13tdf7ja7Ys30bV11/s7W8semaru6eAdkphBCBwGogAPPv8C2l1O+EEFcCvwcmADOVUlsdx49hFJ/hbwXfzPCkwA78TCm1zaF9ViSE+BRTFfdXSim7EOLPwK+AXzrOOayUKnBxrTuBBcAfhBDjlVL7wexUAR7w9/PbsfiMJctfeebJkML53teSDUbLHGfOEj99F2PLasTlP0RzlI6Ygq5JpCTEU1pVw5rN28hMSyE9OdFlEbSUEtXbg+74AxVCINKzIT0bJSWq8jDqyw+wtzUjAoIQc888bi+VkwV5YCeqaC1KSkRsgmm4nnBsy6M441LkW8+guQmGdsPgcHkVNfUN5GSkkZ+bfWwQ7OowFWuyJ6DffN9xzwYB3n/tVX76n//VUlpbv0AptXfY033A6Y6tGT9grRDiI0ztvsuAJ1xcclSf4ROOb2b43eNwB6t1/H+nEGIfkKKU+mTQYRuBK7y4nIbptSAxd0KG0G+zrRJCTL7ylh+u+3//fn/itbf/+LjGLCx+6OdehaytQL7+D1RSGuKMS5wBT9d1cjLSyEhO4lB5Jas3b2NsZjpJ8XFD/2C3fIU20bUuotA0REYuZOQCoFoakcUbsa9egTAMxNhJMGXWSb+clh1tqO0boOwAyj8AkZFjlsWMMNvVLBaUYUN1tg851pCSiupayqpqSE9JYuGs6ce0Skq7HfX+S6i+PvRLbvKqBMcdSin+9OtfqSfeXLa3vLZ+4YDu3rBjFDCgUOvn+FFKqX0w6u4Oj5/hE8KAas0pxPcyGA7GsXyYCmwa9tStmD6rA2QKIbYDHcBvlVIDMupPA+uBLwY+iMNRSh0RQoz91f/97bOdxTsL//jIo9rxtq5pSemIG+81s8MvPGRmJ2cflWnz87MwISeTzLRkDpZWUFJaQVpyIunJifhZLMh929FvvNere4noOKdxkertQR3eg/rkHezdHabxU2QMIjsPxk3y2prgm0b2dMG+7ajSElRXBwQGIcKjENnjEXPPGLU+ozj9YuT6T9GXXIG1r5+yqhpqGxpJjo9znRyR0tx3bKxBO+3Cr22Z0NPTw63XXGNs3HdwaXlt3c2eSmeEEDpQBOQAjymlhn+Gh3Pcn+ETwik2M/xe1xkKIUKBr4A/KqXeGfT4b4BC4DKHMEMAEKqUahZCTAeWAflKqY5R3k9LS0p8ZEpm2u2vvPWWJTzi6+3LKSmR29ahdm5Gm7nIpWKKzWajoqaOytp6ogMsZNQdIuJcbya8I9+bplpkZSlUlaKsPdBvRUgFQSEQHomIiYfENEhIdS7rhzNiO561B2orocHRjtfRBtYelG4xe5GDQ02P55RMiI772qVCSimaX3mC8ikL6e7tJSMlmdTEeJf1jXLdJ8iDu9HmnuVVf/JIVJWXc/llV/Qfrm/8eVNL6yPenieEiMRUd75HKbXb8diXwM8H7Rl+I5/hb4rC/HFq8+uuVvKe0ScvPmnrDL+3wdCxz/IB8LFS6sFBj98M/Bg4QynlUnF1+AdttERFhN+QGhP11LNPPBY4Y96C47nEEJRhR677FHVor+nZ7CjFGXKMUtS8/RIV6flITSc9JYnk+NhvvIhZGQZ0dUBHK6q9xXTHa2tG9feB3dGOZw4Isx2vgbWZs5jfXoqZYXS05Ol+pniCfyBExZrteBFREB4FIWFfay/OFTabnaq6eipr6wjqaicjIoi4abNdBldZvAm5bS1awRxEwZxvpFbzw6VvcN9vf99VWlt33vGYNwkhfgd0K6X+6vj9Szx8Rr/uZ/jrUpg/Xm1+48mRDxyGPmnRSRsMv5fLZEfx3zPAvmGB8BzMhMmiwYFQCBEHtCilDIfHQi5w5Hjv39re8bIQYvPVt9y28upzzxrz+7/8VQQEeG749/h6dAv6wnNRsxYjv/wA46sViLMuRRvkTqcMgwRbNykzp9PT20t5dR2rN28jJiqSpPhYYiIjvhHVGaHrEBEFEVEIL5aMpjteFJYLzv/a9x4tdsOgqaWVmvpGOrq6SU1MYFbBJHM74dXHENPnDDleHtiJXP8JIney2bnjwdfEW1pb2/jpbT8y1u7cs6W0uvYSpVS9N+c5PpM2R7VDEHAm4FYg8Jv+DH8j+LLJJwXzgBuBXUKIHY7Hfg38HbNU4VPHt/1A+cFC4L+FEHbAAH7salN7NCilSoQQuS+899FvPvpq7a+ffvKfAYWzZn2dSyICAtGXXGEq2Kz9GPsnb6NNmolWuAD1xfto081ZaHBQEBNyMhmXlUFTaxu1DY3sPnCIsNAQEmNjSIiNxs+LmsXvI9a+Puoam6lvbKa3r4+4mCjGpCYTFRE+ZIan/ANRTXWo6HjUlx+gyg8isvPQr79nRKUab1nx7rvc/6vfdte1tt3Z0dX98ijrB5OAFxz7hhqwVCn1gRDiUuARIA74UAixQym1hBPwGf5aCHx7hj6ORQgxLislaeW1F5yb8f/96U/CfxSKK55Qhh25fQNq7zZorke787duM8FKKTq6usxA0dSCrmskxsaQGBdLSPDoi8a95US745mvq5u6xiYamlrQHK8rIS7GY6ugUVVqlsjEJqJNn4cYN+UbW5q3tbVx34/vNNZuL952uKrmQm9ng6cShRMnqM1vPTvq8/QJc33L5FMZpdQBIUTOs++89/99+PmXv3z6iccDps+a/bWvK3QLeuECZFQMavsG1IevYXR1ImYuOsZMXghBRFgYEWFhjMsaQ6+1j/qmZnYdOIi1r5/w0BAiHDJdEWGhx+0TcqLpt9lo7zwq79XZ3UNYSDCJcbHMmjrJY5eOlBK2fIXctx0RHQ/BoehX3faNzQQBPlr2Lvf9x297HLPBl06NbpLj41QTd/UFw28IR9P974QQr115wy0rrz337PTf/fWv38gsUa39BO2q2xFBwag+K3LrGuwvPowIDHZbVB0UGMCY1GTGpCY7ZbraOzqpqq1nT8lhpJSEDegYhoWaAfIEeKR4ot9mcwS9Lto6O+nq7sHPYjGDdlio1/Jeg4uytfxppvS+xYLcvRVZtAZ9zplfe6xtrW3cd/ttxpri3duOVNdepJSq+9oX/b5zii2TfcHwG0YptV8Ikf3ceyt+98GXq3/x59//Z+CSSy877m9R2dNlZl+DzCWhCAg0LSznnYVqbnAUVX+EMOyIiYUwZfYxiRRN05zirRkD15WSzu5u2jq6qKprYM/BI+bMCtOBb7D8VkCAv0OSKwB/PwtC09CGvZ4BSS+lFFIp+vttQ2S/+gZpG/Y7rFotFp3IsDAiwsMYH28ue715n6TdDpu+QB3a47EoW5tYiP2Fv8HXCIZSSl594h/8998e625o77yrvbPzxX/l2aCTU1CowbdneAIRQozJSk15Ki0mauGf//eP/rMWLRr1NYxlLyAKF47YUqd6e5B7t6EO7YHebkRaNmLeWaPuNpFS0m+zDRVm7et3BLU+bDY7clDgo72VTt2fsNAQp+CrJgT+/n7OgDo8uPr7+Y36y0G2t6DWfoJqrEWEhSPGFyDGThqxKNt4/1XElJloXkp5DaCUYsWbS/nNH/5kbeu1vlFeU/tzpVTTqC5yClM4aYLa8s6Loz5PGzvTt2f4r4hSqgw4Swgx+frb73xh4pi0iX/6618s4yd5r/2nOtrQvegtFkHBpg/H9Pkow44qPYD66E3snW0ITUeMyYWCOWhuvFIG0DTNEbQCgLAR72t8+DprgtM5bfY3+/mWLY2o4o1QeQSlaWa3zORZphrQKBIh4qzLkO+9OKpguOGLz/n3X/22v6a1/YsjVdW3K6Uqjuc1nNqcGNUaDyIsvwduAxodh/5aKbXCcc6vgB9iZtnvVUp9fDz39gXDbwGl1E5gqhBiwa7Lr37xtKmT0v7rL3/VU9PTPZ4nt61DjC8Y9f2EbkHk5INDIUf1dKHKD6G++hB7Z7vZihcYZNYR5k1D+xp9uN8EsqEGtW87VJWhDLvDJS8GkZOHmHuWaRx1nGiBgag+K6q70zS68sDe4mJ++fOf2/ZV1Ow8XFV9s/o+GLl/l5yYZbI7ERaAhwaK0o8OQeQB1wD5QDLwmRBi7PEI5/qC4beIUmqNECKrqqHp4i+2nf3EFacvjP2P//cnLdqN4rUs3oQ+gtGRN4jgUMSEAphQMDAO6GxDVZehNn6OvbMNbDYwbGA3EMEhEBaJiImD+BRISjtucQfZ1XG0Ha+1ybxvn9U0jNIt4O+PiIxDZGQjCheOGLCOB7HoPOSGz9HPvNjl8xWlpfznz39urN21r/xIdc1NSql13/ggTkVOgLWsOxEWD6dcDLyulOoDSoUQh4CZwIbR3tsXDL9lHJvvy4QQ7z+x7MNb3/589V9uvujc8Dt/+WsRF39URVm2NCJiE47bZ8MTQggIj0KER8GwEh0lJXR3OtrxWlE15bCnCKOvz5y1KWm24g3sNTfXQ2YY9tf+gdMdD0DTzXa8wGCIjkXEJJjSWuGREBz6rZZlaOk52D9/z5QAG/QHXHroEH/7wx/k++s2NlbWN/7Ibhgf+pIjXiLECU+gDBNhmQfcLYS4CdiKOXtsxQyUGwedVoXn4OkWXzD8jnBM458SQrz04Ctv/vD59z763aIpE6Pv/9V/6JOnF6I+fgttydcXZBgtQtMgLALCIhCD2gHd4WzHO//bb8cbDQM+Mowv4KuPV/LgAw/Z9lZU1VTUNfzSZre/9b33I/kuOL49w1ghxOB+6ieVUsc0OTtEWN4G7lNKdQgh/gH8D6ZU2f8AD2AqU7mKyMf1heYLht8xSikr8JgQ4vHSmrrT1+3Z/0BiZMT4e+dMCrj4ih9xajbVffv0Fi7i9X/7MY9t2mvt6u9ff6ii6t+VUkXf9bi+1xzfzLBppGyyQ4TlbeCVATWqwV0+QoinMEVawJwJDpahTwVqjmdgvmB4kuBYnq0CCoQQOZVNLb/9jw8mX3754gXBt/3sZ1rO2GOVbHyMzLaNG3ni7w8bn27e3tVntz9V09j0gK9g+pvim18mexBhSXLsJwJciqkIDvAe8KoQ4kHMBEousPl47u0LhichSqlDwC1CiDseev2dS975at3/JEdHpd92wzUB5197A1FRkd/1EE9qamtrWfb8szy99B1rp7V/18GKyv8EPvMthb9JTtieoTsRlmuFEAWYS+Ay4A4ApdQeIcRSYC9mJvqu4/139hVdf08QQmQlxcf9JNjf7/rk6MioS88+0/+iG24U2bm53+m4TrRQgzcopdi5bRvvvfqKWv7F6r6Ont765o6uJ1va25/5VxRR+DYonDxRbVnx5qjP09LyfEXXPr4eSqkjwM+BnwshUrYdLL3kn2+++xM/TWReMH9OwEXXXKPNWrDwGxd7PVnp7+/ny5UfsfzNN41PN2/r0yyWXUeqah612e0rvlNpq38pTq12PF8w/B6ilKoGHsNMvITsKa04a9maDT+x2Wxz5k2cEHjpZZdYFpxzPrGx320x9TdNdXU1ny97h3c/WNG/41Bpr26xfHyoouopYLVSqv+7Ht+/FKdgb7IvGH7PUUp1Y/phLBNCaEeqa2d+tXPvzQF//L9zlJRxEzLS/GZNK/CbvnCRKJw563sRIJVSVNfUsHXDBrauXaM2b9/Zf6S23maxWGraurrfqW9ufhXY7asJ/I45tWKhLxieSiilJGYB6kYwDawOVdVkv79u0/Sc5R+epyEWSiljx6en+M0smOw3fc4cMXXuPBITEr4zbTopJZWVVWxbu4atGzeoTTt395fVNtj8/Pyqe/v7VpXX1H2K6SBX5Qt+JxunVjT0BcNTGEdwPOj4eR3M0oVDVdXZH6zfPC3r/Y/O8dO0Bf02W7SfrvuHBAbqKbHRWkp8rJ6SlKgnJyeLpIwMkrNySE5NIzY2xmufFbvdTkNjIzXl5dSWHaGmvJya6hpZU18vKxuajNqWVtnb12+3G0Z/gH9AfbfV+nllXf1nmIGv2hf4TnZOfAfKt40vGP6L4Qgyhxw/Swc/J4QI2n7wcCKmP0dSYEBAelJczIQgf/8cKWVqX78tylTpcoAQmjIs0uJnwZBWhXICGP5+fi1C0yq6e60ldU3N+/tttmrMgthaoN63z/c9xxcMfZyqKKV6gVLHjw8fI3BqBcNTS7fbhw8fPo4T38zQhw8fx4dvmezDhw8fcKotk33B0IcPH6PnW9Az/LbxBUMfPnwcH75g6MOHDx/gWyb78OHDB3xnXUsnCl8w9OHDx/FxigVDX52hD5cIIdKEEF8IIfYJIfYIIX7qePwNIcQOx0/ZIAFOhBC/EkIcEkIcEEIsGfT4aUKIrUKI//sOXoqPE4I4zp+TF9/M0Ic7XPrXKqWuHjhACPEA0O74f0/+tXcCC4A/CCHGK6X2f9svxscJwDcz9PGvgFKqVim1zfH/ncAQ/1qHV8VVwGuOh5z+tUqpUsze55mO5zRMuXbJyT498OEdA3qGo/05ifEFQx8jMsy/doAFmGILBx2/pwCVg54f7F/7NLAe0JRS+07saH18e/iWyT7+hRjuXzvoqWs5OisED/61SqmPgY9P2CB9fDec5DO90eILhj7c4sq/1vG4BbgMmD7o8G/Mv9bH94RTKxb6lsk+XOPOv9bBmcB+pVTVoMfeA64RQgQIITL5Gv61Pr4P+LLJPv51cOlfq5RagZk1HrxE/kb9a318T/Atk338K6CUWoubr3Kl1C1uHv8j8McTOCwfJws+dzwfPnz4GODUCoa+PUMfPnz4wBcMffjwcbycoKJrIcQ5jpbOQ0KI/zjBr8KJLxj68OHjODiOQOhFMBRC6MBjwLlAHnCto9XzhOMLhj58+DhOTkhpzUzgkFLqiMNK9nXMVs8Tji8Y+vDh4/g4MctkT22dJxRfNtmHDx+jpmj7jo9FSGTscZwaKITYOuj3J5VSTw763W1b54nGFwx9+PAxapRS55ygS39nbZ2+ZbIPHz5OJrYAuUKITCGEP2a303vfxo19M0MfPnycNCil7EKIuzFVjnTgWaXUnm/j3kKpb2U57sOHDx8nNb5lsg8fPnzgC4Y+fPjwAfiCoQ8fPnwAvmDow4cPH4AvGPrw4cMH4AuGPnz48AH4gqEPHz58AL5g6MOHDx8A/P/cw7sRQKNbiwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add a couple of values, transformed\n", "data = [[.5, 3.05], [.5, 3.2], [.7, 3.3]]\n", "weights = [1, 5, 20]\n", "\n", "hist.fill_n(data, weights=weights, transformed=True)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Projections\n", "\n", "The projections are stored using specialized Histogram1D subclasses that keep (in the case of radial) information about the proper bin sizes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RadialHistogram(bins=(10,), total=1026, dtype=int64)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "radial = hist.projection(\"r\")\n", "radial.plot(density=True, color=\"red\", alpha=0.5).set_title(\"Density\")\n", "radial.plot(label=\"absolute\", color=\"blue\", alpha=0.5).set_title(\"Absolute\")\n", "radial.plot(label=\"cumulative\", cumulative=True, density=True, color=\"green\", alpha=0.5).set_title(\"Cumulative\")\n", "radial" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hist.projection(\"phi\").plot(cmap=\"rainbow\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cylindrical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CylindricalHistogram(bins=(10, 16, 10), total=100, dtype=int64)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = np.random.rand(100, 3)\n", "h = cylindrical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PolarHistogram(bins=(10, 16), total=100, dtype=int64)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# %matplotlib qt\n", "proj = h.projection(\"rho\", \"phi\")\n", "proj.plot.polar_map()\n", "proj" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CylindricalSurfaceHistogram(bins=(16, 10), total=100, dtype=int64)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proj = h.projection(\"phi\", \"z\")\n", "ax = proj.plot.cylinder_map(show_zero=False)\n", "ax.view_init(50, 70)\n", "proj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spherical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SphericalHistogram(bins=(10, 16, 16), total=1000000, dtype=int64)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 1000000\n", "data = np.empty((n, 3))\n", "data[:,0] = np.random.normal(0, 1, n)\n", "data[:,1] = np.random.normal(0, 1.3, n)\n", "data[:,2] = np.random.normal(1, 1.2, n)\n", "h = spherical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SphericalSurfaceHistogram(bins=(16, 16), total=1000000, dtype=int64)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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X3NswutLSUtra2jqNWjjQ14A8Ecjvy1/bIDl9Cb2bkhRFsdONmieXhpAgHTiEBOgARC408NXb4ymSsVqtbN68Ga1WS15enkd7mmAFSKFQ0N7ezsqVK/eKqnzR01/mA20cg6eqMnnUQlFREa2trRgMBhQKxX5ZMwmG7twweLMNqquro6SkxPk5klNlPb0+4y5A7oQE6cAiJEAHEIH09rgLkLxI3L9/f2cDoieC+TJJksTu3bupr69n/Pjxe0VVvpDXjv4rC8GC0Hn2z86dO3E4HJhMpr3WTGJiYva5s7U/9GTEKtsG9enTB4C2tjY2b97ca7ZBgX7WvAlSaFrsvuHA+/T/R3Gf2+Ovo4EvB+ueQE652e124uPjAxIf8C14FouFsrIy5yK3P4aiB9s4BjlCSkpK2mvNZOfOnQCdKuwOBFPV3kyZqlQqdDodgwYNArzbBgVrodRdGyHXIh/YW5CqqqpIS0sLCVIPERKg/Yz73B5/bUfkUc+rV6/26mDdXeQqt4yMDCIjIyktLQ14H9485Orq6ti6dSupqanO9IxKpXIu5u/r6rLeOpa7qLmvmbinqGRTVfk98PY77c00ZG8KkLtAeLINcrdQkteQ/JmaK0lSj4q4uyBVVVWRkpLSKUJydfoOCVJghARoPyJJEk1NTUiSFHD1VENDA62trYwdO9arg3V3zquiooJdu3Y5CxmMRmPQ1XPu+y4pKaGxsdHpQSe/Rr4brqiooLW1FZ1O5yx3lt+fA20NyB98/V7dU1RWq5WGhoYeiwiCoafNSF3pStzcLZS82QbJU3Pd9yX3yfUmCoWiU4QUmhYbPCEB2k/IvT01NTVoNBrCwsL83k52sDYYDD0uPna7nc2bN6NQKDoVMnTlhOAN1wjIarWSn59PZGQkOTk5zsdkXO+G5YtPQ0OD0yImIiICSZIOeKeF7qDRaHxGBPIFWK4o6w1604w0kDUab7ZB7p5+coSk1+t79dw9ff49rSGFpsX6T0iA9jGuKbdAHQ3cHaz//vvvHj0315Sbe5Vbd8q3YU+RxMCBA513+77253rxcfVv27FjB5WVldTU1Bzwi/nQ/VSZe0QgX4BLSkpoa2ujoKDAmbLrKZuc3kzBdWffrrZB8hh314rD9vZ22tvbqa2t7dH3Q8Yf8fQkSKFpsd45ML+1/1I89fbIazldUVNTQ3FxcUAO1oGcV3l5OeXl5R57h6B7i/9lZWU0NjZ2q0hC9m+LjY0lPj6exMTETov53bXL6U16sglXvgCnpKSwbt060tLSaGho6GSTI78PwboS9PYaUE/9btwrDkVRZOXKlVgslr3ej+jo6G6XwAdz7iFB8k1IgPYR3kZldzVnx+FwUFhYSHt7O7m5uT3eRyKn3JRKpdfeIfk8AxUgm81Gc3MzarXaa5FEoF82WQi9LebL5b0ajca5frQ/B9L1FnKqSTZVlW1yZFHetWuX05VAvgD7uzh/oEZAXaFQKFAqlWRlZQF0ej/Ky8u7bRvUE+LpSZBkc2FJkqitrSU1NbWTseq/7bPrSkiAepmuent8WePIDtYpKSkMGTKkRz+Icvpi48aNZGZmkpKS4vP13qrZvNHc3MymTZvQ6/VkZWX16F2vp/NwX8yX7XLc107kgXSe9nuwFTe4Ize7yhGy3W6nqamJhoYGSktLnTY6XUWJB0sE1BXu74c32yD5/egqjetwOHq8TF5Ow0PHTVRVVRUJCQmdIqR/87TYkAD1Iv6MyvYmQK4O1pGRkT1+brt27aKiosJrys0dfy/QkiQ59z169GhKSkp64nQDxt0uR1472bZtGxaLhYiICGeE1JvuBL3Zs9TVhcjT2HL3KNG1CVTe38EaAcn794Yn2yBXgXa3DXIXm94WT1EUUSqV/6lpsSEB6iXc87zePiTuAtTb4w3sdjtms5nm5mafKTd3/BEgb+m8nrwIBxOpuC9eyyMGGhoanO4EkiSh1+sJDw/vlbvcniaYC7lGo/FpqiqPLfdnTTJYDiRXDHeB9taTFRMTQ2RkZK+fu6cIyzVCgj2C5D4LafXq1UyZMqXXzq23CAlQD+OecvPX0QC8O1j3FPL+NRoNgwcPDuhC29UakNFoJD8/36P7tq/t9odRqeuIAdmdYNOmTbS2trJ27Vq/m0EPdtyjRHls+e7du2lvb8doNHbquekJevv33Z19e+rJamxspLq6mqKiImcKvaWlhfDw8B7/XPiT4nMVJPl71d7eznXXXce6det69Hz2BSEB6kECtdOBPY4GO3fu9Opg7Q05GvCnO9y1ym3Lli1BRSXetqmsrGTHjh1eRzPs7wioK5RKJTqdjqSkJKKiopwXnqqqKgoLC9HpdM4LsT/d+PuCnr6QC8KeseXyZzI6OrpTiXNkZKTzfQg2bXkgRUBdodFoSExMJDExEehwQdi9e7ezUbqnm4QDXWNybeDe16PTe4qQAPUA7nY6gXzBJEmirq5ur8ZPf5AX5H1t4yktFsxMIE9fLofDwZYtW7Db7V7ThcE2sO5P3C88ckOs3I0fHh7uXD/S6XQ+97U/14C6s2+FQrFXibP7IDrXCjt/U8W9XeDQm6hUKiIjI51Vdp5sg2RBCmYulMPhCEqcZYeIg5GQAHUTuYxy/fr1jBw5MqAPXWNjI5s2bUKn0zF06NCAjy0LiTcBklNu7lVuPSEKJpOJDRs2kJqaSnp6us+f+0CPgLpCr9eTmpq617iFrVu3YrVau+y9ORAipkDw5CbgaRBdU1OT17k/3j6TvRkB9aYLAuwdobg3CcspTHkuVFe2Qe50dTPpDbnK82AkJEDdwLW3p62tze8LjauD9bBhw5yuyIHiLZJxrUTzNpSuO3eL1dXVlJSUMHz48C4tYXwJhqu32/6+SPt7fE/Nj+69N64Nsb3F/q5UUyqVPuf+yMay7mMWDhSbn57ev2sKU3bu8GQbJL8nniLnYMu8QxHQf4xA5va4097ezsaNG4mIiCA3N9e5ZhQMniIZu93Opk2bUKlUXlN6wUZAkiSxZcsWzGYzeXl5fjXy9XTE0psRULCD+tx7bxobG50XYpvNhsViQaPR9KjD9/4WIHfcF/DdxyzI62gWiyXgkR7+sj8FyB1PtkGtra2dImdXQdJqtd0SoN56T3ubkAAFiD+9Pd6oq6ujsLCQQYMGOUs/g1mPkXGPZLyl3Lrazh/MZjMmk4mUlBQGDx4cUMRwsK0BdQeVStXpQlxYWIhCodir1FluiN3fkZ8neuJC7m4sa7FYaGhocFbZ1dfXB5Se2lfn7QuHwxG0vZFsJRUZGUlGRoazFUD2SLTb7SgUCsLDw7FarQEVeYQE6D+CHPW42+nIeLtzFEWR4uJimpubycnJ6WSS2B0Bch1KF0hjaaCiUFtbS1FREVqt1rkA6y++jmUymdiyZQt6vZ7Y2Fiio6P9Mns8mARNpVIRHR1NXFxcp3WC4uJiZzQgFzQEYp55oEVAvhAEwbmOZrVaCQsLw2AwdHof3KOBYDiQIqCucG0FyMzMxOFwUFRUhNVqZdOmTQEVeYRScP9y/Em5eSsIcHewdv9i+2tG6gmFQoHVaqW4uBi1Wu13FZ2/oidJEsXFxTQ1NZGTk8OaNWsCPkdvgiF342dnZ2O3250pK7Va/a/1cHNfJxBFEaPR6DQTtdvtREVFOcXY10XnYBIg933Ld/rujcGu0YBsPBuIZ9vBJEDuKJVKZ6NwXFycs8ijqamJHTt2AHj19TMajaEI6N+Kv7098lgF1w+GPw7W3fmiy+s92dnZXXq5uR+zKwFqb28nPz+f6Ohoj8IZyLFcBUiSJOc8o9zcXOdjrh5uDQ0NztLW8PBwZ8pKp9MddBGQL9zNRGWvMrnke385fO9rLzhP0UBLS4vzc+Cvqer+cCrorf27F3l4sg1SKpVUVFTQ3NzslwBdeOGFfPfddyQkJLBp06a9nv/n5uAF4CjABJwvSdJaAEEQZgPPA0rgTUmSHuuJnzkkQF4ItLdHjmTUarXTwdpisfSKg7WccmtsbGTw4MEBiY98rr4u4g0NDWzZsqXTWlWwuAqGLGoxMTGMGzcOQRA6DaSDju78lJQUZ2mra8mzzWZDo9GgVCqx2+09blPUG8IWyD49OXzLaybbtm3r1Ph4MEdA/lTYeTNV3b59+14WOfJ382COgMC3wHmyDSooKODrr79m1apV6PV66uvrmTFjhtdrzvnnn8/VV1/Nueee6/EYP/zwA8CAf/6MB14BxguCoAReAmYC5cAqQRAWSJJU0N2fOSRAHpB7e+Txvv46Gsgpld5ysIY9UY9arSYpKSmofLk3AZIkidLSUmpraxk3blyXTZb+IAuQp4F0/mzrWvLscDjYtWsXdXV1rF+/3hkhxMbGdroQBXuevUWw+1ar1Z2821wbH1taWpAkicrKyh61yoF9k4ILBE+mqq4WOfLojd425jyQBE6tVjNq1CjefPNNHnnkEfr37094eDjvv/8+jz76KN99991e20yZMsWZzvPEt99+C/C+1HFxWC4IQrQgCMlAJlAsSdJ2AEEQPgHmACEB6mm8ze3pCqVSSVVVFTU1Nb3mYC1XuWVlZZGcnExRUVFQBQyeUnBWq5WNGzcSFhbmdXYPBHdxqq2txWQydWsgHXS8x5GRkTgcDvr37++MEOQLkVzqGxsbG1Qn+oGOa+Njc3MzZWVlzsVr2SpHXjfpTtTd2ym47u7b3alCNlWtqqqira0Ns9ncLUcCb+zLFFwgGI1G+vbty6xZszj99NODPn5FRQXALpeHyoHUf/64Pz4+6AO5EBKgf5CjHrkcMpA7HTlFYLVae8XB2rXKbdSoUc6Kl2Ar6NwjIHl2T3Z2tvNL7YlAv8h2u52qqipngURP3T3K5+4aIUiS5IwQtm/fjslkco5ciI2N7dWRC/sLjUZDenq6cyFftsopLy9HFMWghtHBwTcPSDZVVSqVtLW1kZCQsNfnwFcDqL8cqGtMJpOpR4oQvKSLJcDTh6FH8tUhAWJPb8+aNWsYMmQIBoPB723lqESn09G/f/8eFx+bzcbmzZs9VrkF21AqR0CSJFFWVkZlZSVjxozp8uf2x3tORnbHlkWgJwfSefqZBUHAYDBgMBicljnyyAXXslY5QujNO1lX9pUXnLtVjrd1E38cvvf3GlCwyJ9Nd0cC9wbQYCPFA1WAeqoMOy0tDSDd9SGgEtB4ebzb/OcFSC40kCTJWcnmD64X75EjR1JRUdEtextPX8zm5mY2b97sTLm5E2wEJAgCNpuNDRs2BFS+7W8FWlVVFaWlpYwYMYLGxkaf2/RWVZtr459cWeV6QZatYuQLcm+yP1KB3tZN3J0JPKUrD7Q1IH/xJBCeGkDlCjt5TLe//Ta9nYILNj3Z1tbWI5/h4447jtdff/3cf9Z4xgPNkiRVCYJQCwwQBCELqABOB87s9gH5DwuQp94efwXIZrOxadMmtFptJ4fpYPt53P3QvKXcPG0XjABZrVYqKysZOHBgwOXbvsRCFMVO1X9qtZqmpqYDwoqntbWVu+66C4VCgV6vp7W1lZaWFlpaWjCZTFitVgRJRBAkHHYbDrsNu82G3W7DYbfjcDiwOxyIDhG7Q0QUO/52iBJ2hwOtUgEIREeEEZ+cQr+BQxg7diyZmZlMnjy5x35+mUBFwnXdxFu6cl9U2PXEGpCvfftTrSpHioBHU1XXCjv3YXC9XawSrAD5k4I744wzWLJkCXV1daSlpXH//fc7q3wvv/xyjjrqKIDtQDEdZdgXAEiSZBcE4WrgJzrKsN+WJGlzwCfqgf+kAHnr7VEqlV2KiFzN1b9/f5KSkpyP94SjgUKh8Jly87ZdIJSXl1NVVeUsdQ70PL1d/C0WCxs2bCAhIaGTVU93jU+DZdOmTXz66acsWvQju3aWYmm3k5oQTk29CaVSwG5zcPSoZDIidRj6KAnTKNGplWhVSnRqDTq18p8/CrQqRaf/69RKkCSsDpE3l+3gnaU7eGZmNrOyYthab2JrvYl1xX/xxV+L2N5opt0hEh2mJyY2ltTMbEaOHs3EiROZPHly0Ln77lwMPaUr5YbYrVu3OivsEhISAmoE9fe8ezMCCjQF7slUVS59Ly4u7hQpHwimuZ7wNwKaP3++z+f/ubm7ytNzkiQtBBYGdYI++E8JkHtvj/sdhy8Bci1R9rReEkj6zh15265Sbu7IguUPDoeDgoICJEmiX79+QUVr3sSkvr6erVu3MmTIEGcPi+s2vR0BWa1WFi5cyIIFC1i3dgXVVdWIosSogX04YWI6h1x+FGOHJBKmV2Nut/Pd0hLue/VvvllbSZhaQWKEBlEEh0PCLko4RBGHCKIk4ZAkHKKEQ8L5b7vL4ZUCqAWBexdv54UVGgbE6RmXHMElo5OZkBaJSqGgwWyjsN7EljoTG2uLWffVOj5542XqTDbCdWpioiNJSO3LoKHDycnJYfr06WRkZPTYe+bPeyqXu2dkZLBx40ZiY2NpaWmhrKwMwLl+5h4VBMr+joC6wr30XTZVLS8vx2QyOfvYemM4YbDfk/b29oO2yOY/I0DuKTdPHxxvEYW7g7U3K57upODKysqora31mXLzdEx/PrRtbW3k5+eTlpZGWloa1dXV2O32oM7T3dWgtLSUuro6r31DvbHGU1tby8KFC/n110UUbtlIY1MrMZE6Jo5K4dqTs5kw4lAGZsSgUHT8jluMVj79qZAf/iylsLiO3Y1m9CoFszNjQBT5vaKF+4f2ISNMg06hQKcU0CkFtPK/FQI6pQKtQvjnOQUqAQb+VMx5yRFcmBrJVqOVLUYr+W1W/re+mmf/KqPVLhKlVRGjV5MWoWVUYhiT06O499AMonVq2u0ixY1mttab2Ly7np9/+4ZPP/qAdoeEVimg1WiQBAXZgwbz4Ycfkp6+Zx24t+/Go6OjnTdB8qiF2tpaZ1Qg2yUF6vB9sI1jcDVVNRqNZGdnO9N18uK//F50p8Wgu9+Rg2XKrDv/CQEKxE7HXUQ8OVh7IlgBstlstLS0+Byf4A1/0lvV1dVs3769U29SsGkxVzGx2Wxs3LgRg8FATk6Ozzkp3flyiaLI8uXL+fLLL/n772WUlW7H3G5nYN8YpuWmccVRk8kblkR8zJ4v/9bSeh54/W+Wri6nvLKFBmM7mdE6pqdGccHYZCYlR5Ae0dHAK0oSl/2+g0cK61k1ox9Z4f7dSf5Q2UqNycZ1GdFEqBSk6FTMiO8cFbfaRQqNVra0WdlstLK+rJkvN+2m0mxDqxRQCQKSQgBJwmyXUCkF4vRqEsM6BCsjSkeMTsV7GwsYP3oEbTaRiZMmcuONNzF69Oh9VijgadSCvIgvO3y7XoR9ndeBHgH5wlPqsq2tjYaGBmcvVrCmqsEK88FuS/WvFiDXlJs3E1FXXEXEl4O1J5RKpd/pMBm5/8ZgMNC/f/+AUxu+1oBEUWTr1q20t7c7CwL82c6f48ml5/369eu0DuaJYARo5cqV3HTTTWzfXoTFYsFq7TjXcIOa/mnRZKVGEaZTYbE6WLa2gp//3kHxrkaqatrYXd+GzS4ypk8Yx2VEMXlwFnmJ4YRrPL+3CkHg9amZaBUC437bzvLpWQyM6PrCMTe/mhv7xRKh8v6ZilApyInWkRPdERluM1q5cWstLTYH8RolFyeF832jmdXN7YzoY+CRaVnM7h+7137uPzSDP8tbeGZlOQuX/81Zp56M2S6SmpTA1BmHM2/evB4t/+8qutJqtSQnJ5OcnOx0+G5oaNjL2dpT/9XB1mMk4630XzZVlYcTupuqytNyu1pL626F3YG4NuUP/1oBCmZuj7wW05WDtScCiYBcS7hHjx5NaWlpUNGTNyGRzz8xMdGjHVCwUYkgCFRXVweUKvTnWFarlfnz5zPvlZfYvqMUjQDxCeFcdMUkRIeIzeagvd1Ou3XP3/XtdnZXtrBx1U5UCoEYg5oGk41onYrj+sdy7agkhsX5188lCAIvHpqBViGQ9+t2/pyexbAo7w2LP1e3UtFmZW5G1xNPRVHk7fIWnixtpMxs55g+BhaOTOSQSC2CIHBbRjTbzTZeqTJy2lcFhGmUnDYsgQenZBCuUTnPb3J6FJPTo6g32XhnYzXPrqygub6O+R9/zBeffcLUadN56OFHGDJkiF8/c1fn7O8FTXBx+HZ3tvY0VkDepjfobQHq6rw9marK03JdTVVjY2P3GlserAD1ZkS5L/hXClB37HTq6urYtWuXTwdrb9t2p4S7OxGJK7Jxpa/zD+Z4crmq1WolNzfX7ztubwJUUlLClVdeyZ+rloMoYbdYMRg0xEXruPnO2cycPcTrxaS+zsidN33NlrW7OGVMCo8cMYCMWD07Gkz8VFjH5/nV5Hy2iTCNksHROs4cEMeFQxPQ+YhWBEHg7IHxfF/ayLifi+lrUCMgYBM7ChHs0p6iBItdRCXA1BXlDDKoyYvWMSPOwKgIjfOcayx2btpay8JaExoB5qZFclFyBPEeIrF+ejVP9ovh4cxovq5t4+miehLXVjI6KYJHp2UypW+087VxBjU3jU/nxrw0lpQ189zqCn4uaeCPJYsZP348WX1TuOTyq7nyyiuDvhh3J0rxdBF2LXM2mUxs3769R/z73DnQ0nvu5rJyc7A8esTVVFW+DgSKyWQ6aGcBwb9MgOSox+FwBGyn43A4qKysxGw2M378+ICrSvyJgOQqN/fUVU9Y6sgpQ3nMga/zDzQCkqt/NBoN2dnZAaV73I/1+OOP8/BTj+Gw2knOGUC/WeOoXpaP0qDm+ltncuwJI1GpPN8Jmozt3HPbNyz7pZDp2XGsvX4igxP2lDFnxhq47JC+XHZIX2wOkb93NPHd1lqe3VTDDX+WkRKpY3IfA1eNTGRMfBgLShv4sqSBNbtN1BitOCSJ3AgtqeFa8k1WnonVoxUEdALo/vlbIQjMqGzl2Vg9VgnWm+182NzM/UX1WCWJSJUShyTRbBeZGqvn4yHxzIzVo/DjwqhRCJyWGM5pieFsbbMyr7KVoz7ZSIxOzdkjErj30EyniAqCwPSMaKZnRLO7zcqbG6p5YXUFtdU13HHHHTx4/z1Mm34YDz38CAMGDPD79wU9myZzL3NesWIF4eHhTv8+2eE7Nja221VlvVng0BNNqL5MVRsbGxFFkbKysoBmYR3Mw+jgXyRAsvisWLGCMWPGBPRhkavEIiMjiYiICKqk0ZeIyCm3qqoqj6mr7jgaiKKIxWIhPz+fuLg455iDYM/VHXka6rBhw6isDNx9QxagTz75hLm33YzVYWXmc5ehiw7n95vfoHnjdq66fjqnnJ6DRuv542i12nn0vu/58esNjEmJZNmV4xmb5jv9pVYqmNI/lin9Y3ni6EFUt7Tzc1Edr60sZ8oXm9EpBIwOiZNi9dwSpWVSSjiDdCoUgkCbQyS7oI4im4MHYzun8X422YhWKbnKQ4ru6zYrZ+xuI12tJF6tYFWThWcFSNOqGOZncYMoihSa7WwwWolVKjgqVs+vjWZeWFXBK2sqUaoUpERqidEoSQrTkB6pJTNSy5jEcJafM5rCBhPPr63it9JGFv+yiHE//kR2v3Quv/I6Lr74Yr8u0L25TqNQKDw6fMtVZfL8p2CqynozBdcb+3ZtDm5qaqKyshKVSuWcheXP+PaQAB0A2O12ZwGASqUK6GJeUVHBzp07GT58OHa7nZqamqDOwVsKzj3l5muaaqAoFArMZjNr1qxh8ODBzrvMrvAnApIkyVmEIUdUVVVVAZ/nr7/+ys1330FzSxNT7j+bPiOy+PWqebSW7eaiKw7l7PMnYDB4vjiLosjzT/zCFx+sJCtWz/cX5jDFwyK9f0i8t6aCdTsbOSs9mlmxOu7e1sCvRiuD1AoujNU5o5QwpYJPMqM4uqSRC8I19NPs+Zp8ZLaTq+n8OzSLEjc3tfNOs4WbY/U8mNBxQVhttvF8czu5qytI0au5IimMvAgtG012Ck1WdljsVNolmkQJo0PEZBNpszvQKRUk6NWkhqnJjNJxdVIE6QY1WqXA1asqEAWB6aNSKGswkd9oZlFFK7Wt7TSabNhFCb1aQZhOhd0hoVAI7Nq5i5tuuok777iVWbOO5OFHHiEzM9P7O7UPGy5dHb49VZXJi/gxMTFdNsQebALkisPhQKvVdpqF5Tq+3Ww2ezRVPZinocJBLkCeenv8cTOADtEqKOgYZyE7WDc3N3drPLb7tnKVm7trgqdtA72wS5LkLIOdOHFiQC6/XR3ParWSn59PVFRUp4gqkNTdsmXLuOSaK6ksL+eQ208l87DRLLriRRq27uKs8ydw4WVnExm55w7XbndQsKmK9WvK2FpQTdHWGiq31+FwiITrVOiVCu77eRthmg7XgnCtigitkgitikitiii9imi9mmidmhiDmjiDmrgwNZIkcdFnm/ihoJZZCeHkT84gO6xD8E5NjuCbGiM3F9bzSkEd18TquTspDIVCwdQILWfGGziyzkxhSkeXuUOS+Ka1nW8T99xxrm63c/JuE4JCYG1WFINcorgcvZp7lQqGqBQ8UGfipu1NaIGMSC39o3Rk9Qljsl5NqkFNmqHj7xS9Gr2PtapxsQamLiphc1ULX1w+Ya/nTe12dre2U9PSTk2L5Z+/23lpcQn1bTZ+Xfwz/xv5Hakpidxy6x2cd955Hi+s+2Nh21NVmezbtmvXLp+L+NC7IrEvRjG4nrtrcYcnU1Wz2czbb79N//79/XKq+PHHH7nuuutwOBxcfPHF3HbbbZ2ef/LJJ/noo4/YsGHDejp0YQjQR5KkBkEQdgCtgAOwS5KU01M/t9DFBeWALTL31tuzceNGMjIyfM7jkcuIMzIySE1NdT7e2tpKaWkpI0eODPh8LBYLBQUFjB07FkmS2LlzJ9XV1YwcObJLl+kdO3agVqs7nYsv5Nk9Op2O9vZ2xo4dG9C5Go1GSkpKGDVq1F7PNTU1sXnzZo+D4woLC4mLi/PZD7VhwwbOu/RiSrYVkXPd8Qw59VAWXTmP3etKOOaEUUye0p8d2+sp2lJN2c56GhpMtBmttBnbMYRpSEmPJa1vLCt+3cJpQ/owPiUCk03EZHPQZhNptom0WkWMNgdGmwOT1UGbzYHZ6sBss2N2SLTbRecfg0JAAMLVSsZGapgeZ+CkpHAyXaIuUZL4qtrIzYV1GO0Sc+N03J4YhlmC7II6LglT8UCsgSVmGyfXmqjrG4VNkri3uZ3nGs1cFKXj+UQDCoWCVofIYpONBW12vm+x0CJBX42Sw7VKLo7SckODhW2ixIajBxLjJeXYFTuNViYvKqZ/ahS/3TjZr4tuVZOZqU8to85iZ/CYdNb8VYpKo8RkbGfGjOm8+OI8Z6PrqlWrnOPSe5ru7FtexG9sbKSpqclpkyM3xK5bt47Ro0f3ilA0NTWxe/duBg4c2OP7hg4DX5vNRt++ff16vc1m49dff+WLL77g77//Jjk5mUMPPZQZM2Ywc+bMTqLkcDgYOHAgixYtIi0tjdzcXObPn8/QoUM97VoQBOFY4HpJkmb888AOIEeSpLpu/6BuHHQRkLudjvuXrys7HVcHa/fQ1d/oyRNyBORPys3Ttv5GQLJADBgwgKioKI+z3YM5nmyA6ms0gy/nhW3btnHexReSn5/P6EuP5KSnTmfhhc+y9pkvUWuUqFQKvvlsDb/8sJnU9Fj6DUhg1lHD6ZsRS/o/f+RU3Lknv8mopAhemz0ApSL4O/Gxb68lySbyRFoEa9us/G2y80F5K3cW1qFVKojXqsnWK5kaq+eExHBKpmbyeZWRWwrreK7ews3xej7OiOTY7U1cEK7lY5OdMWoFm60OTt7dRosEyzKiUAoCjzVY+MpoY6PFRpxSwWiNkucTwjg5TN3pM/BjsorTa9oYsqCQtUcPIMVL+tEXGeEa1hw5gCmLtjP2wcWsvnM6Kh9RE0BytJ6Vd0xj5rN/UlFSy3fLb2bN39v59rM1/PHHMnLzxmJqa+e+++5j0qRJAZ/TvsB9EV+2yZEdvi0WC5WVlb0ykHBfTEMNRDjVajWzZ8/GYrEwdOhQbrzxRpYtW8bixYs57LDDOr125cqVZGdn069fPwBOP/10vv32W28CBHAG4Ns4roc4qATIn1HZ3kTEU/mzO901FLVaraxcubLLlJunbbsSPteoShYIuc8pUNxTaXa7nc2bN6NUKsnNzfX6RfCUgquoqOC8iy5g+YoV9D86jwGZ49n6+TLWzVtAalo0p954GH0zY+mbEUtqegw6ne90wasvLKZsSzUFl4zrlvjcvng7FQ0mfhuVRLRKwXCDmnP/ec4hSRRb7Kxts7G8tZ2vKlp4aFs9SkEgVq0gy6BBAu6rbiVcqSBBKXBEjZE6h8QMnYq8ihbS1UrGaxXMKGsBIEut4LgwDd8lhxOvgGqHRIVd5Ns2G9UOkVq7RK1DpEGUMDkkWtvtZH+zhbFxBpJ0KlIMatINGrLCNQyI0DAwUuczFZegU7PiiGxmLS5l8N2LWH/vYYTrfH+dow0alt48heNf/puzZj7Phz9fy6zjRmJqa2fZL4V8++kaHnnkQVRqJQZ9JCtWrPB7fLo/9HTXvqtNjiRJrFy5EkEQ9nL4jo2NDWp0vSv7IgUXTPGTXIQQHh7OkUceyZFHHrnXayoqKjrZOKWlpbFixQqP+xMEwQDMBq52eVgCfhYEQQJekyTp9YBP1AsHjQD529vjSYC8OVj7s60/yNGDyWRi0qRJAQ20g65NRb1FVT3RP2Q0Gtm4cSPp6enyQCqvuFr41NXVcdElF/PL4l9R63Xo4iIp/m45SbmDSMwZSPVva3njw/NISY32+7zy15XzzkvL+PG04SSEBf5lFEWRgnoTH2ys4ZkVFcyJ0fF4ZSuiJCEBkgQiHd8mCQlR6vj3IeEaxodrqLGJlFrsbGix0OTouFjaJZEWCdr/OcbXJhsCUGF1UGFzYFAqEAQFuxwizzVZeKLRjFUCtQAGQSBcqSBSqSBapSBaKRCrVDBIDZPC1DzV3M6A+DAEYJvJyp8NFuosdhrb7bTZHKgVAnqVAp1KiV6lIEylIFIpkKBVkqJTkxam5srsWJ7eWsvAO39i/b2HkRDpey1Qr1Hy/TUTOf+9tZw27Vne+t8VZPbvwxFzRnLEnJG0GdtZ9stWPnjtD0aMHMozTz/PmWf2yOiXXi1ukJ1OZL9D1zUTd1eCmJiYgJ0jDtRhdP4UIXhzcfDCscCfkiQ1uDw2SZKkSkEQEoBFgiBslSRpacAn64EDXoA8ze3xhauIdOVg7Wtbf3EVB9knKlB8NbHK61WeHLK7U74tSZJHn7iutmttbeXGm27i2+8XINodKNQqdPGRjL7saIacOQPT7iY+PeQann35tIDEx9TWzjUXfMAdk/pyaLr3EmtRFNmwu40/djWztqaNwkYL1W02WixWWtodaJSKjiIFjZI6SUG9yYFC6JgpLACC67/pWB9SCKDo+AGxCwIWSUIBhAFWqWMAipYO52vHP6JlBgxChzDpJZF+KoHhWjWH6FUcblDTz4/1nbfNDo7MiObUAXtXL4qSRKPFzm6znVqz7Z8/Hf+uMNnZZbaxuqaNWpONRouNVquD/rf/RFKfMHJSIjkjN42jRyahVO79fVEpFXxwwThu+Woz5x/1Es9/dAGjcjrct8PCtcw+fhSHHzOce6//krk3XMP7H77PN199061x1tD7F3FX3AfRuboS7Ny5s9Pcn6ioqC7Pa18IULCNqF1lW9LS0ti1a5fz/+Xl5b5GsZyOW/pNkqTKf/7eLQjC10Ae8O8XoGDtdBwOh18O1u4E2qApr8fIkdVff/3l97aueFuTKS8vp7y83ON6VTDn64rRaKSysnIvnzhvWK1WbrnlFn5Y9DNKjRKVXsuw82Yx/IJZ9BmeBYDdYuXDkZdw9oUTmTw1sObHi858j1FxBm6fkIZdFFlT1cqfFa2srzFSVG+mxmynpd1Oa7sdnUpBRrSBQfFhHNkvhgGxerJj9PSP0ROjV/P9tnouW1jEksHeS7btosivLe1832hhRZuNcouDBrsDLTBMENiGhPiP4CgE0AsCImCVJLQKUErgQEArwLgoLWk6DYUWO0uarVy72wRAuEIgQqUgTiGQpRQYqlEyVq/iEL2aBJWCZElkc4PZ4/kphA5j0ji9miF03Q+zZreRmd9u5boLxrN41S4u+TSflrdWkxijZ3RSOKeMS+WUnDQ0Lo2sT540nKRIHdec/jYPvnw6U2ftsfFRqZQ89MIpvPDoT3z27nL6DezPe2+9y8yZM/3/pbqxP+fpuLsSyA7fsnOIRqNxpus8NYHui2mowY7j7ioCys3NZdu2bZSWlpKamsonn3zCxx9/vNfrmpubAaYCZ8uPCYIQBigkSWr959+zgAcCPlEvHLACJEc9wdjpNDU1UVZW1qWDtTv+HsPTekx3cBcguURcEASfDtnBfJnlwXGCIDBmzBi/9jFnzhyWLP8De7uN/nMOYdTFR5I+fRQKt/P6fNoNDOgXx9Vzp/l9PqXba7lt7pcUbq6iMUxD/HN/02p1EKZWkhljYHB8GHMGxZPtIjKRXUQXGVFa2ux7IlmTXWRhk4Ufmy2sabNT1e6g0eEgChitUHK06CCHjsH3DwgCq5GYEKZloFLig1YbL8TpuKLOzPzkcC7cbeLGxDAerzZyZJSWfjo179eZ+KOpnVERWl4aFMuRcQbqbSI7LHZKzTZKzXa2Whz8YrLxVp2ZmvZWNIKAUoAtG6qpabNy6fAExiYE388xJEZPa7ud4w/P5sxjOhaXK3a3snx9JUtWlXHrd1u58P11JMToGZZg4IRRKZw1oS83zswmIULD5VfMZ+4Dx3DSWXnOfQqCwHV3zCauTwSvPLGIk089haOPPor3330/KPPTfRkBdYW7w7fFYnF6thmNRsLCwjo1gQYz7C4QghU4fwRIpVIxb948jjjiCBwOBxdeeCHDhg3j1VdfBTqmoQJ8/fXXAD9LktTmsnki8PU/1wkV8LEkST8GfKLezq2ndtRTBJpyc0UURWpqajAajYwfP77bC4+ekMcQ6PV6v6vcusK1CCGQNZlAaWhoYMuWLQwaNIiioqIuxae0tJSps2bRUL+bmS9fy4CTJqMJ83w3vuzOd2grLue5n6/2mPaREUWR3xZt5fP5qyncVIXR2E5khJbsGD2PTO/nFJkwL+7V/tBksdNisTN0fTW1VpEmUSRJEBgrKDhLdDAWGA3EAogOvgBuUCopEx2cHqXjjWgtC4xW7qs380ViGEVWB/21Kk4M1/BAYzt1VgdLBsRyfGkTm9tF1g+Np8wq8l6DhbM21qJQCIyP1HJ3VjSnJO59cRAliXyjlclrq7hwZCKbGixM+aoAjVJJRqSWo/pGctnwBPpG+J/yMqiV9AnTsGTlLo6a0h+A1IQITpo1iJNmDQKgrtHE8g2VLF1TzpPLdnLNp/nER+sZGGfg2JFJPHXnAupqWrnshs5VVGdfMon4PuE8cPNXfPe/7+g/ZADz3/uIiRMnBvR7OVAnigLodDqPDt/btm3DYrEgCAJRUVEeHb57gt4UIICjjjpKHrntRBYemfPPP5/zzz//dNfHJEnaDuzdr9FDHFACJIqis0fFk4uzL2QHaL1eT2JiYq+Ij3vKraeQI6CqqipKS0v9XpPxF0mS2LFjB7t373YOjisqKvK5zWOPP84Djz2GQhCZ/daNDD5tmtfXlv22ng3PfsGbH51HTOzetiAtLWY+fm8FixZupmJXIzqtmtnTB3D1A0dyyLg03vt8A998up4TBwdfcbW+upWH/9zJsl2ttFispIWpqbbY+UKUyAPCJQmkPVGRHbgPeE2ppF0SuSFGxxVRGuKUCu6uM/Fco4WFSWFM1at5srmd2WEaBEHgiTgdp1W38VRaBIVD4rmk3MjATbW83DeSl/pG8kJ6BMtarbzTaGHm2irClAqmxui4Jyua4f+MeVAIAmdtrefYgX14anpHaaxDlFi/28jPO5v4triRp9ZtIFqnZmC0jpP7xXDB0D5Eanx/XUf0CWfpqj0C5E58jIFjpmVzzLTsjt+LsZ0V+ZUsW1PObyvKkASBT17/g58W5PPie+eRmrEnhTn7+FFExRi46dKPUEZpOfbE45hzzBzefP0Nv2/C9vW4hGDx5PC9detW7HZ7J4dvuSG2JyKj7ghQyIqnm7j39hiNxoDEp6amhuLiYoYOHYooiuzevbvHz68nU26eaGhowG63O10Zegq5SEKn0/m1FlZdXc3hxxzN9ooKlCqBYWfP8ik+5oYWvj/xXq69+XBGjdlT6lmwqZIP31nO6uU7qKszMqBfPCfPGsTMQ/sxsF9cp99vYp8wmuyBF1Ns+Ed0lu5sosXq4Mj0GF7PSWZWSgSSBLMW7+CiBjObbXumv9YB1wLfKwSSVEqejNVxaoQGzT/nc02NkfdbrfyWHE7uP2XNW+0SN+o6Lg6zDGr6qpXcXNHK8+lRzM+I5JMINZfsbOaTRgvf9I9hWqSWaZFa3kiPZFFLO283WMhdVUmsRsURMVr0CoF6u8hrh/dznpdSITAuKYJxSRHcPj4di13kr4oWftzRxKtb6rjlrzL6hGkZHavjnEHxnJQdi8rtdzm+j56ftvr/2Y8M1zJzYhYzJ2bxwDVgstiY9+EaXvp0PScd/gKZA/pw/W1HMH5Kh2AdMnUAb3x2MVec+Q4Zhwxiyfo/SclI5cVnXmD27NldGmj2ZgTU2/51arWa+Ph4YmJiOjl8l5aWolAonOm6iIiIoEQ2WHFua2sjIiIi4O0OFPa7ALn39qjVar8r0RwOB4WFhVgsFqdfWXfsdFzPSf4wB5Jyk8uUA/kgmUwmZw/OqFGjevRL1NraysaNGz1W0HnipZde4tZ77yF8+jQMOg0GsZXpz13hc5vPJl1H3vgMzjgnl2+/WMfXX6yjpKiWdouVQw/px51XTWLaIZnERntfSE/qE06b1b/fWX5NKw/9WcbSshZaLFZmp0Xzel4as1Ii0Lml/hbNyOToJTsZXNfGRzYHtwkC65CYFKZlQbSWKXpVp/f77GojC41W/kyJYPg/KUCjKFJvtzNZv2c2zxNxOk6vbuOp1AjUCgWnx+qZEKbmhB3NpG+s5YfsGEaHadAoBI6O1nF0tA6TI5L59Wau3tWMUimQFKGlqMFMTrLni4dOpWBGRjQzMqJ5YmomjRYbS8qa+X5HEzf8tYsLft1OcoSOSQl6Lh6awJS0KEbGGXhvdZVf76MnDDo1R0zux6tf5HNvwXMsefFHrr9sPlGxBs6+YAJnXHgIQ0el8f7/ruCSU94kZngGA2eP4Yprr+K5J59hwIABPkdUH8xeba77d3f4ll2tq6qqKCwsRKvVOt8Dfx2+ezsFd6CyXwXIU2+Pv5VdsoN1SkpKp3Rdd5pJXbeXixk2b95MdnY2iYmJfm/r7xdBrsDJzs6moqKiR8VHNln1VkHnSkNDAzOPPYat24rJeP5pzAVbafhjKSdueh2l2vtH5PtzHqOuqIKS9jgOGfkIsdEGjjpsIHdeMoGckSlddufLJMaHY7Z674PyJDqv5SRzhAfRcUWnVPBmXgqjFxZxjEqBTpL4MzWSMR6aYY+tbGWl2c7K1Aiy1XsuBB+2WumrVhHlcpwjDGrSVQpurmjluX9KxjO1KlYNjOXeKiOTttZxY2IYD/zj2G0XRW4oa+ajlnYm94/j3qmZfFZQy5RP8hkUH8ZbM/szNsn3XWyMTs0JA+M5YWBHUc2ulnZ+3dnEgtJGjl1YBAjE6ZRUG620GNuJDA8uBT24XyxtrRZUOg1zHj2TI+8+iZUfLOWdR7/m9ReXMuvIIVx/12w+Wngll5zyJmUNRg6/7zSuu+l63nzldWbOnEljY2MnM9HY2Fiio6MP2mmo4FsgXF2toWM5oKGhYS+H79jYWK+l7MGOkjCZTCEBCpTuFBpAZwdr97WS7tjpyNvb7XbKysqoqakJKOXm71A6URTZtm0bRqOR3NxcZyNrTyCKIlu2bPE7nffuu+9y9U03YRify9ClizBvK6H2lVc5aeFDhCd7dteuWrWVRZc+R8PWMkYNTeLEI4dw+OR+ZKZHB3XOCfFhmMy2TheR/JpWHvmzjCVlLTRbrBzpp+jIiKLIjWureKO4gTlpkcxJjeCZrfVMrmhltEbJM/EGxuvViKLI9PJWttscrE6NJN1NNL9qszFL3/nCIwgCT8brOb3KyFOpEc5UmEoQeDglgiMjtZy4vZEFTRaOi9bzYoOJ9GgdP5w7hsmZHe/R5Mxo7ji0Lw/9voPJ8/MZEh/GW7OyGe2haMET6ZFazh+RyPkjEpEkic11Js7/oYjKdgdDjn2LUYMSePDqSYwb3nXk64pWoyIlKZKN/1vNhPOmoTFomXzZTCZechhbftzAz49+zWE5TzB6XDqPvHgqj939Hate/oHjXryYi6+4lIfufYArrrjCuXbiOhHUbrejUChobGz0q/cmEPZlBNQVer2e1NRUUlNTkSQJo9HoNBG1Wq0eHb6DXcOyWq29st69r9jnAhRMb4+MJwdrd7orQIIgkJ+fT3h4eMBVbv5Y6size+Lj4xk7diyCIDhNVYNFvrM0m81s2LCB5ORk+vbt6/O9NRqNDB87hu07y+j7+EPEHHs09uYWyi67gon3nUP6lL0NWcv/3MyvVzxPU0klEy85nD+2lPHG48eSmty9ggmDXo1Go+T74gY+2lTD72UtNFmszE4NTHRkfq1q5ey/yjAoFfw0LZNJfToWaU/tG83WFgvPFjYwo7SBWKUCSZRAklidEkGSh4itwAFXenBlOMKgJu2ftaBn0/dEOgtb2vms0UKYRkWxzc4ztW08MLM/10/c+/eRFKFl3jGDuGtqJg8sLmXiRxsYGm/g7dkDGBlASbYgCFgdIpub23nzi0swhGv5+O3lHHfN18TFhnHpCcO58swxfn+WxwxNoujXTUw4b5rzMYVCwbCjxjDsqDFUbizjlycXcOHJb5KaEYvKbuWX2z/gxDeu5O5L76WispKHHnzQuTYiT+atra2lsrLSGfkHk6ryxoEkQK4IgkBERAQRERFOh29ZlGWH75iYGOx2e6/3Gh2I7FMBkiSJ9vb2gHt7oLODdUpKSkBWPP7S1NREU1MTAwYMICMjI+Dtu0r/1dXVUVhYyJAhQ5wNcf5s19UxJUmirq6OoqIiv0aJV1ZWMue00wgbNYKhi39CndgxHKz41DNImzSU3BtP7vT6ssXr+fXqebTurGHyFbOYefMdRPSJZO2nf1K8s6FbAiSKIm/OX4dagpO+2MTR6TG8kpPMEckRPr3QPNFktXPC0jJW1rZxz4hEbhgUh9rNT25wpI7XclN4enQiY34sptZswy5BZnkrUSolsUoF2YJIjk7FZK2SGpudUVolZVYHLaJEsyjRIkm0ihKTtUpeqzOxxWyjQFRQ224lSqvm0LQo7kyLYFJyBG9sruGB30qZ0S+W0V7We5IitLx83GDunp7F/YtLmfBhhxC9e+RAhvfpusJJFEWO+X4bZ148iaGjOkr373j4WObeMYuFX63ntVf/4Kn3VzMtJ42H504hNcF3um/88ERe+WWH1+dTRvTl3Pev5vgnz2bpyz/x+4s/IDokvr30ZU54/Qpev+oNyisrePettzttp1AoCA8Pp3//jio992F03fFuO1CtctxxF2XZ4buyspK1a9c6Hb7lgoauijoOdvapALmu83T1Olmk5PRURUWFX+sZwQiQXKZcU1NDXFxclxdwX8f2JCSSJFFSUkJjYyM5OTl7fbm6I0CCIOw1OM4XoijSf/BgwvJyyP7gbYR/vrQ7b7oNlbmFYz580vn7Kf1pNYuvewljRR1TrzmKw288mrDYPe9/eFwEO3Y1MXXvsTRdIooir3ywmtfeX4MaiRuOGMCTPxZxWKKe431Y8XjjsU01PLK5lol9wtl69ADSu/CSe2TzbhosdjaPSSZVq6LW5mCLyUaBycZ6s4Mf2mw8tduECAzY0YRaIaBWCGgUCjRKAa1CgValQKlUUK3X8ExOCpOSI0h2O+4zh2YSrdMw5Y3VfHfOaKZkef9sJUdoefW4wdw9LZP7l+wk74P1DEsI590jshnmQ4gu+LEYTbSeS+dO7/S4IUzLyeeM56Sz81i7fAfvv/EnOae8T/++0dx56QSOPNRzufaIgQm0fbDW5/sHEJkYzTH3n8YRt5/A6o/+4MdHvuLrS19h+p2n8Mu8hRx57NF8/+3/nMLgvgbkPozOaDTS0NDQybtNXj/qKpUsZ1R6i94SOJVKRVxcnLNKVXb4Li8vx2g0otfru5yKeqD2VvnDPk/B+XOxlUVEkqQuHazdCfSXYbVa2bRpk7PKbevWrT06lE4e7hYZGcm4ceN6dPiX1WrFaDQSGRlJTk6OX/tJTk1FFRNN1ssvOMWn4esFtCxcyDkr56GJMFD8v7/5/YZXMdU0MuOGY5h+3ZEYove+AEYkRVNe2RLQOYuiyAtvr+Ctj9ehVwo8e/IwTs9LQ6VUMHlAHHNe/BtJgmv87AlaW2/ipGU7Mdsl5h+SxtGpXUdjX+5q5vnCehYPTyD1H1eFPmolfaKUTHEZtX1WYR32SD2fHprubVe8UVTPQ5vrODnb+zTae3JTiNYqOer99Xxy2nCO6eJnS43U8fpxg7hnagb3L9lJzgfrGZkYwbuz+zMkrvPv4Y/yZj4rbuDdBZej9tInJAgC4w7JYtwhWeyuaubz91dw+YO/oNP9zmmHZ3PHpRPRuThpDx8QT2uTCbvVjqqL3iMAtU7DIRfNYMKF07kj5TJ+uns+WVOGsrWihLzJh/DXkmVoNBqfF3HXVJWrd5u8mN9VqbMkSb1ulbMvKvjcHb7lqaglJSWYzWbCw8OdzbCRkZF+n1NXA+mWLFnCnDlzaGlpWf/PQ19JkvQAgCAIs4Hn6bBFfFOSpMd65ic/AMqwPaFUKqmvr6e4uLjHmz5d8VTl1t10mOu2shOvp+Fu3UWetqrX68nKyvJLfE466SRaLGYGffI+qqiOC7Vl504q77qHI9++ibrNO/j66DuxNLRw+M1zmHr1LPSR3gswolLjqNzt3whzURR5+rW/ee/TdURolMw7bQSn5KZ1Grlw+NBEvr3mEOa8+DfgW4QsdpEz/yzjx8oWrhoYz/3DEzD4kbIrbLFw/t/lvNo/lrwI32me9e0iV8T7diM4PSua61aWs762jdE+opRrRyYSqVZw2qcbef34IZw1quvigLQoHW/M6RCie5fsYOx76xmdGM67swcwKM6AXRQ54YdiLrxuOgOG+PcdSUiO4qpbZ3Hp9TP47YcC3nt1GW8f9Qa5w5N46NrJDMvuQ2S4lugoPVsX5TP8aP+HHQqCQN+cfjSpY6gvLsPWbIYIkRHjRrNi2V8BVcG5e7fJpc7y7B/3yEBu4+hN9nUFn7epqA0NDVx77bWUlJQgCAL/+9//mDp1qtfmdYfDwVVXXdVpIN1xxx231zygQw89lO+++2602zkogZeAmUA5sEoQhAWSJBX0xM9+wAmQJEmYzWZKSkp6renT1RnA/RjdWUNyjdzk/Y8dO3avfoju4JqSHDNmDIWFhX4J5ttvv83C336l7+OPoB/cYc0i2u1sP+0sorOT+f2m17C1tDHrthOYcuVMtOFd28DEpMZQW7jd52vsdpHHX/mDjz7fQKxBzWtnj+bEsakovMz6OXxoIguumciceX8hAdd6EKG3i+u5aW012RFa1hyRzZAo/yxrjFY7h/5SyiVJEZyT0PXaym6bg7Fxvj9/EWolJ2fFcetfu/hpzmCfrz1/SB+iNErO/noLzWY7V07wHlm5kh6t4+3jB3PftEzuXbKDMe+vY3RiBGFqBTHJUZx/xaF+7ccVtUblHMFQVFDFh2/+xcyLPyM5MZKrTxvF8IF9KPhxfUACBDBg6lCWfryK6X98SMH9L7H99c9RIDEyZzRfffKFX+0MnnAtdZavEQ0NDRQXF2OxWNBoNM6ZXL1hldOb+Lu+5Orw/dlnn1FcXMwVV1zBX3/9xSOPPIJKpeLNN99k0KBBnbYLYiCdK3lA8T+WPAiC8AkwBzg4BcjXXYTsYC0IAkOHDu0V8ZHHWYeFhXl0BujuVFSr1cq6devQ6/V+u3D7i8PhYPPmzSgUCmdK0p+IrbCwkKtuvIHYk04gds4xzseLjj0JqaWZNksbs+86icmXHobG4P/ib2RSFGWtdo/P2e0iD7+wlE+/2UhChJZ3zh/LcaNTvAqPK4cNTWDBNRM57sW/ECWYO6RDhEpb2znu9zJ2tbUzb1wyZ2VGB2Qge8gvOxhh0PBkRtdpOpNdpKndxqiYrsXtmkGxHPZzCXZR3MudwJ0T+sfyzdEDOeH7Ihotdu6cluXX+QP0jdbxzvGDuTInmcPeW4cdgdzJiXT3xnzg0GQeeOYkbrrnKBZ8tobHXv+zoxeopIGTnz8/oM9w33H9sD77Awq1iuEPXUfizEmsPOdWWppaOfqEY/ngrfc6DUcLBkEQnKNP0tLSEEWRsrIyGhoa2LRpE6IodrLKOdAry4ItcJAkibS0NB599FGgo5/P0zXT34F0f//9N4IgbAAqgZskSdoMpAKuPSLlwPiAT9YLB4Y1LR0VYqtXryYjI4PY2NhulSWD5wqRxsZGVq1aRXp6OoMHD/b4xepOCs5ms1FcXOxsju1J8Wlra2PlypXExsYyfPhw5wfW15hs6GhUGzVuHLp+/Ui/7y4ARIuFrcefgqWwkOMeOZOHy19hxtyjAhIfgPD4SFra2js9ZrXaueuJ3xgx42WWLi7mg4ty2PrQTI73EfV4YsaQDhG6a9Nunt28m8uX72L4d0XkxukpPW4QZ2fFBJQSOf2vctra7Xw9MBalH9v9r9FMkkFDmLrrC0NOnJ4EvZpn1lb7dS4z+0bz05whPPb7Dm7+0bcnnysWq52zv9jM1PfWkzd9ME+/fiY7t9dz1ISn2bqxwu/9eCMyWs/Zl07mm6VzkdQqHIKCO9KvZNN3a/zeR/rYfljqm7FbLAD0mZrD4eu+JH5KDlabyBnnnsWiRYu6fa6uKBQK9Ho9cXFxjB07ltGjRxMdHU1dXR1r165l3bp17Ny5k9bW1gOycqynhtF5a3T1ZyDd2LFj2blzJ5IkjQJeBL6RX+rh0D32Ju53ARJFkaKiIkpLSxk3bhx9+vTpkWZS1+3lwXRFRUWMHTuWhIQEv7f1B0mSnI2raWlpPb5mVVNTw/r16xk2bNheDtmuU0o9kZKWhjIsjP7vvI6gVmMq2ErBpGkY9AoEhcAh509FrQsuZRGREInZ2nFsi8XObY8sYuRhr7Dqz1I+uSSHzQ8cxjGjkoPOnc8YksDzp4/knk01vL29gXk5ybydl0JMgE7ZT2+p5ceKFn4Z1odIP0u7f2yykBPvXy+OIAhcPySOVwtq/T6nSSkRLD1pKG+squCir31nM0RR5L5fS0h4djnrUfHm5xfz1Cunc8iUAXz+41Uce9JoLjrpDR6/63/dvnEDuPGy+cQOzeTyXfPJu/V03j7rBZ6Zci/Guq4LTvRRBsITotj989/Ox7Rx0Uz8+gWGPXANoiRwyhmn8f7773f7PF1xXUdRqVTEx8czcOBAcnNzGTp0KBqNhrKyMlauXMmmTZuorKzEbPY8i2lfE+wwOnlsRFf4M5AuMjLSKWaSJC0E1IIgxNMR8biGrGl0REg9wn4VILPZzKpVq1AqleTk5DjVuycFyGq1snbtWtrb28nNze1yPSbQY9vtdvLz82lpaSErK8uv4W7ecL9TEUWRwsJCKioqyMvL87jI6Ctim37Y4bSLIv3eegV1YgK733qX4pNOo99FJ3LoD6+i0qppazAGfb7hCVG0W2zc9ODPjD78ZTauLufLK/LYcN8MZo9I6vai7cfLy5g7fwPnj0rhrBEpXLWmiv7fF/Patnq/L7S/VbdyT34N3wyOp5/O/4zzWrODQ/v4Pw7hrH4xVBktbGkw+b3NmD5hLD95OAsKajlpfr7H18zfUEXScyt4raiRB587mQ++uZShI1Kdz6s1Kq65+XDe/Oxi/vitkOMOfZbSbcGb8S77ZStrV+7i6I9uQ6FSMu66E7io8B2UCXHcm30t393zaZf7yMjLpvrHPzo9JggC/S8/lWlL3kWXksh1t9zE/Q/02Fwzn1VqWq2W5ORkhg0bRl5eHpmZmdjtdoqKili5ciWFhYXU1tY6zZDd6e2oKdhhdCaTyS8Bch1IZ7Va+eSTTzjuuOM6vaa6utr5cwqCkEeHNtQDq4ABgiBkCYKgoWNi6oKAT9YL+20NyNXB2r3vRqVSYbd7XlvwB1lE5Cq0AQMG+Ix6XAkkBWc0GsnPzycjI4PU1FQqKyuxWq1BnbOcSpPfn/b2djZs2EBcXJzPwXHezvf6669nxdo1pNx8PYYxoyk+9yLM69cx4ZMnSZjR0bij1GowNRiJ7ev/0D5XNny1EqndyrqVZXxz9QSmDerTY5VCV324jvf+2Mk7Rw/klH/WgJ6dkcnb+dXcv6KCOzbVMicljKdGJxPrZUBducnKCcvKeDwzhunRgY2TrrY5GNdFAYIr0RoVx/WN4eY/y/juWN/FCK4MjtWz+tThTPxyM4e/s46fzxuFQqFgRVkzZy0opMZk5ZpbZnHiGeNQqbxfpIaNTOWrX67lhSd+4exjXuH08ydwze1H+H0e0JE+vfOmbzn0sYuJytwTxYcnx3H8l/ey85e1/HDhU6z4cBkXfHQt/Q4Z6HE//ScPZsn7f3t8LnJYNoev+pT8m5/iuZfnsWXLFj6ZP9/jawPB34FxgiAQHh5OeHh4J2eChoYGysrKAPYa1d3bDgXdMSL1xwnbn4F0X3zxBa+88goFBQUb6Jg4f7rUoUh2QRCuBn6iowz77X/WhnoEoQt173Hpt1qtbN68GYvFwvDhwz1WrJSXl+NwOIJyIwDYsGEDGo2GlpYWRo4cGVAVWm1tLY2NjQwc6PnLJVNZWcmOHTsYMWKE80NQXV1NW1ubs9M7EFauXMmYMWNQq9VO4Rw8eLDTcdcbRUVFxMTEdCrz/vPPPzn8qKOInDaFlDtupuSMc9HHR3PI50+jT91ThbRo4GwueO9yBs0YHtC5GhuMvDzrEZpKqzl0xiCWLtrCqlunMMhLp38gWKx2pjy+jF11Rn46bbhHSxpRkvhpeyOPLq9gdWUzo2L0PDUq0Wm5A2C1i2R9V8QRkTrezg6ssdgqioSvqKD2tOFEBZDu+3O3kaN/2U7DpTkBp1Sq26xM+rKASIManU7N+qpWTr9wIhdfNYWwAI1F16/ayc1XfYohXMtLH5xHSrp/P//1F39EUaPIWX895+wRc8febmXFI/NZ9fQXDJg6lIs/m4vG0Fnci5dt4c3TnmNWyS8+j1f5vyWsueQe+qVnsNrDongg7Ny5E51OF3SVnYzNZqOxsZHGxkaam5vRarVERkZSX1/PuHHjeqUUu6qqCrvdHnBxxgcffIDFYuGGG27oydPZp12t+zwFV19fT1hYGGPGjPFaLtmdFJzcL2C1Wv1KuQV6bIfDwaZNm9i9ezd5eXmd7kC620PkcDjYsWMHRUVFjBs3rkvxgT2uETJNTU0cNnMm6oQ+REyZTNHRx5N23DSm/f5uJ/EBUGi1mAJMwa344Hce6Hc1WX30LPh9Lg8+cyInnJlH3uNLKakJPp0HUFJjJOvWn1HbRTZdNM6rH5pCEDiyfyxLzxpB/kXjGJMeyazfd9B3wVae3lKLKIpM/XU7aUqB1/pFB3wePzZaiNOqAhIfgIl9wojSqnlpo3+9UQAlTRbuXr6LOT8U0SxBfo2RwmYL3yyZy3W3zgxYfABG52awYMlcxo3P4tTDX+CtF5Z0uc3KZcX8tayEoz+81av4AKi0Gibdfx7nb3iNVqOdO9Ku4PcXf+j0mvQxWVgaWrGbLD6PmXLsNEa/cAfby8t4/Ikn/PrZvNFTjaJqtZqEhAQGDRpEXl4eAwcORKFQYLFYWLVqFQUFBVRVVdHe3t71zvykt9eADmT2uQAlJiaSkZHh805CpVIFJUBylVtkZCRpaWlB/VJ9iYjJZGLlypVERkYyatSovUL+7q5dbdq0CbPZTG5urlfb9q7Ot//AQQhaLZq0VKoefZxxr93HqKduQuFhrIJCr/N7DchqsvDiYQ/x5VVvcfcjx/HcG2cQFW1AEATm3j6To08Zx7jHlrKzrq3rnXngyzUVjL7vV04ZGMfvZ40gzuDfWlp2rJ6XjxhAzbWHcMfkDOaVNhP55RZWNpoZpFfzVb2JBltgv5OFjRbG+lmA4IogCFw3OJ4X8r0XI6ysbuWa30sZ8VkBMe+uZ+gnG/nOJDL56OG89tgxLP/6QlQCvOmHaPhCb9Bwz6PH8ewbZzH/7b84ddY8ams8FxHY7XZumfsVkx84n5jsVI+vcSe6fwqnLXmKI968ke8e/JL7B8+lqqAcAG24jsjkGKoW/t7lfmJzhyM5HDzy1NMsXLjQ/x/Qjd5yKtDr9c5BdLm5uaSlpdHe3k5BQQGrVq1i27Zt1NXVdet73501oIN5GB0cgI2osGckgr/IVW61tbWMHTvWmcIL9tietpXXrIYPH05UlGevsmAjoNbWVpqamujfvz9ZWf73hbgf87jjT6Ct3YJSo4K6amb8+RHh/b2H9YpwA6bGrgVj84/r+fDseWQP6MPXv80lIalzMYQgCNx8z2zsNgejH/mdDXdOo28A6yc3frqBVxdv5/XZAzhreHAplHCNksvHppCXHMHkDzdww4S+bK4zc0uNkcriBgxqJVFqFSkKGKFXMilCy6xoHSke1o9Wm2yckhrcF/u8/jHcua6SkiYLWZEaFu5s5pNtdaxotFJtbEdCYuyINE4+YzDjR6cyfFAf1G5rO5+/dDJHXzifgcOSOeXsvKDOQ2b85P58u+R6Hr3nO06c+hxX3nw4Z1w0sdNr7rj2C3Qp8Yy97viA9i0IAgNPOpTMWeNYdvd7PJF3B6OOz+Hsd68kIy+bmp//Iv1k3+tQhsxUEAT0p1/AWRddzMqlvzNgwIBAf8x9MmvItRE0MzOz02RUd7ugyMhIv8/nvzqMDg5gAfJXQOTG0vDwcGfjZ0+4GcjIlWhms5m8vDyfVW7+zgNyRV5LiomJIT4+8GIAWYDeffddFi3+DaVSIOXoqYx58Q6Uet9RlDoqgtaaZq/P2+123j3jRbb+sJbrbpvNaeflef1SCYLA7Q8ejc3qYMwjv7PxrmmkxPhOf1rtItOfWMa2qmaWnT2qy6FsXSGKInO+3sp1E/ry6Iw9Qm5ziGxvtFBQ18bm3W2srjbx0O5WLt3eiFalIEqjJkkBQ7UKDonQsrPdTh+ditV1bbRYRVptDlrsHX8bbSJGu0ibXcQk/3GImO0SZoeIRZRQKxWM/XIz7XaR8DANE8b15fKT0skbncqAzNguL0yD+8fz+iPHcPHt35E9MIExeZndel8iInU88tzJLP11K3df/yXffb2Blz84j6gYA2uWl/L7r0Wcs/olFEEutGsiDBz23BWMvPAIFp7/FHekXEH2pIG0FHTdLC8IAlEjB2FBQHfCmUw5Yjbb8jcEfGHdH9NWPU1GbWhooLKyksLCQr+MRCEkQPsUf+4K/BUQb1Vu3XUzkEXEbDaTn59PQkICgwcP7vLc/ZkHJCOKonNAlWyCGkz0pFAoKCkp4fKrrkKpUTPq6VvIOOe4rjcENPHRtNS0enxux4ptvHnC08TH6Plk4VVk9OtaHAVB4O7HjuUeu4ORDy2h4N7pJER6FsGddW1MfGQxqQY1my4eR0IX7tX+cO2iEtQC3Delc/GKWqlgULyBQfEGTnCx9nGIEjubLRTUtrGlzsSq6jaeq2qhxSFx7ZpKNColGpUCrUqJVt3xR6dWotco0WvU6PUqDFolURolyRoF4VolBo2Ssc0WPl6xiyWfnU9KYnCietikLG69fBLXXfghny+6hsTkwB3C3Zly2GC+/f167r/1G46d+BTX33MkLz6zhAl3nU3c4L7d3n+fkf04d/U8Nr7zM4uvfwXJ4cBusqAy+L4R6jMtl+3f/03sW9/QWFLIIdOms2HlioAEpTcFyF+B0Gg0Ho1EZbugiIgIp7+d641ssALkbxn2gcwBGQF1tQbknnJzLzToiQiotraWoqKivWb3+MLfFJwsbImJic5x4sGm72w2G0cccQQoFEz59S2iRw7qeqN/0CbGYXTroBdFkc+veYdV7y3h/MuncNHVU3yW/7qjUCh44KnjuXPuVwx7YDFb7p1OfETnC9B36ys58/VVnDE0kXkzs1AHMGzOG5tqjbyzsYYl545B62ezqVIh0C9GT78YPcf8U/S4urKFwz7Kp/m1E4I+F6vdwVtLS6lvMgctQACXnTGGLSX1nHf86yxYdj0aP5ypuyI6xsCzr5/JZx+s4NE7v0OhU5N740nd3q+MoFAw8qLZrJm3gMaSan4adRKH/fEeukTvNzCxucMpfXcBgkJB9BOvU37mEZx65pl88cknfh93f0RAvnA3EhVF0WkkWlFR0ckuSJ4UGyjuTggHI/vdCcETvtaA5MZSm83mtcqtuxFQW1sbO3bsICcnx2/xkY/blYjI9iADBw4kMzPTGVUFK0BTZxyGoNOjUCkxpAc2flmXFI+xfk8EVFNUyYPZ11Hy3Wre/vwSLps7PSDxkVEoFDz07ImMmpDFsPsX02Ta0xt151ebOO3VFTx7WH9em92/R8QH4JgvtnJZTjq5foxj8MVvpY30T+zePjQqJbNHpTLvvZXd2o8gCDx1+wzSEsO54KQ3u7UvGavVzj03fslTj/xM/+MmEJ4cywfjrsQeZP+aJ/Lf/IGm0hpG/PEz4ZMOYdG402je5N1yKGbsMOz1DYh2OwpDGLGvfMqiZX/y4EMP+X3MA02A3FEoFERFRZGVlbWXXVB9fT1FRUUB2wX52wd0ILPPBag7KThXL7dBgwZ5/VAEK0Dt7e2sXbsWSZI8Do7rCl8pOHkoXWlpKTk5OXs13wazfnTxxRdT19RI7MPPImjU2FoCK4M2pCZibuzYZuH9X/DkuNuYMW0AX/16LUNGpHSxtW+USgWPzTuVoblZDLlvMY3GdmY8uYzXftvOb2eM5KJR3evXcOXGX0sQJZFHpgfXN+bKyspWRvWN7vZ+zp6Qxoo13fdnU6uUfPTMHBprmrnz+i+6ta/3XlvGtLynWFHSyumLn+CEL+7mvFUvookM462BF2Jp9JyODQSr0cRvN79JxmMPoI6PI+vZx+hzwdksOewSqn/60+M22vho1DFRWP/8DQBlcioxL77PUy+8yGeffebXBflASMEFgqtdUFRUFAMGDPBoF2SxeC9l/zesAR2QEZC7waYkSWzfvt0vLzcIToAaGhpYvXo1WVlZ6HS6oCpqvImIHLXZ7XbGjRvnUdgCjYAWLFjAR19+SfjZl2A4/CgElRp7oALUNxljfQuPjriZv1/6kRffPpvbHjgKrS54OyFXVColT7x8Kv2GpZBy40J2VLey6eJxjO9mlOJKYb2JV9dV8cmJQ9EFEa25U9TYzuj07t9Vzh6ZRFOrme1ljd3eV3Skji9fPpmlPxXwwRueL+K++HNxEYdPfJY33l7JrNfncv6aeaTkdbg1aCPDOHPx4yTlDOKtwRfRVFrVrXP9+oQH0Y8cQcyxRwIdN5ypN15L+v13sOLs29j+xucet4vJG4Hl95+d/9eMGEfEnY9zyTXX8tlnn7FlyxZ2797t1S7nQI+AfOFwODAYDB7tgrZu3drJLsg1M2QymUICFAyBXNz9Sbm5E4gAyeK2bds2xo0bF1QlmownY9Dm5ma/orZABKi6uppTzz4H7djxRF11Y8ex1SpszYEJkKm8BsnuIC1Oy4Lf55JzSL+AtvcHW7uNkq3VDMqIobbdTu6HG3ns77IeMc0EOPrzzZw/KpmJQYzx9kSd2c6QlO4LpEGrYurgRF7sZhpOpl/fGN596jheeeoX/vp9m1/b7Cyt45RjXuX6qz5j+LXHc/mO9xl88qF7ff+UGjUnfH4Hg0+bygfjrqJq5dagzrFk4Qoq/i4g6+lH9jpGn9NPpv8bL7LxzhfIv+O5vbbtM3kMjsLOfniGo07EcOr5XHHjjYSFhdHW1kZ+fj6rV692jriXP0cHuwC57l+2C+rbty+jR48mJyeHhIQEWlpa2LBhA3fddRc33XRTQNNQBw0aRHZ2No89tvcw048++oiRI0cycuRIBEH4SxCEUS7nskMQhI2CIKwXBGF1D/y4nTggixBkGhoa2LJlS8ATRf0VoK5mAwWK65dOkiTKy8spLy/3a7CevxV0oiiS2a8/qtQ04p56xdm1LqgCS8FV/bCMdZfeQ/bMMWz4fRO7a1oJjwjML60rLBYrp856ieFpUfzvwVnY7CIf/1bM459u4LGVlRyVGcVzh/cPugLuzt9LMdlEnpwZuPWRN5rN7T0iQADnTOrLrV9u6pF9AUzO6cv910/l1is+4ZOfriI13fP6pMlo4Y7rv+LPZSUMPeswLv/1PAx9on3uW1AomPXilUSm9+Gzw2/lqA9uZcCciT63cUW02/n+gmdJve1GNCme1yKjph3KoC8/ouj0CzDtrGLCR487n4vJGQ5PvLPXNuFX34ateCvjD51K1c5SsrKysNlsNDU1sXv3brZt24ZWq8VisWCxWAgLC+vxfiCHwxFwOj5QfF175P4iOW3ft29ffvjhBxYtWsSECRNITU1l5syZnHDCCXvZ+fgzDTUrK4vff/+dmJgYBEF4EHidzjN/pkuSVNeDP+6en603dtpdJEmivb2dbdu2MXbs2IDHWfsjQHJkkpaW5nU2ULDIdj1NTU3k5eX5NVjP3wio/4CBCAYDfV77GIXBpQRTo/VbgCq+/oU1593O8fMu4bwFtzP+iiM556Q3qdjV4Nf2/mC32zn9iJfJjNHxzf2Ho1YpMOhUXHzUYIrePZUv7p3Jbp2OjFdXkff+Bv4o896P5InSRjPPr6pk/olDMPgxs8cfdjSZcYgSabE9M8H2mNHJ1DWaqa7tnkWRK+eeOJKTjx7Gece/gdnUuXBAFEWee/QnZhzyDNttGs5b/SJHvnFdl+LjyoRbTmHWy9fw/VmPsu5l/02Pvz//KZR9Ekg470yfrwsbMYyhP35F/Zot/Db1fMR/UkrRIwdib25FbO6cshQUCiKuuBmTteN6AB12OX369HHa5QwYMMBZGbtq1Sq2bNlCTU2N13RdoPR2BBQoffr04ZxzziEyMpK1a9fywgsvoNPpOo1ckHGdhqrRaJzTUF2ZOHGi65r0cjpGLuwTDrgUnNVqZc2ajgFYOTk5QY2z9rWgL0kSO3fupKCggDFjxng1LwzWgl0URVauXEl0dHSnwXFd0ZUASZLEueeeS3VdHfHPv4Uq1c3hQKvH7kcKruyThay77F5Ofvsqxp0/A4DZj57FqLOmcfpxb3i1awkEURQ588hXiNMoWPjwbHRu5cOCIDBtdAo/Pjqb/DdOZnxuX474YjMZr63huZXlfgnxkZ9v4YwRyUzNDMxo1Bc/lzSQ0Se8x+6gowwacvvFMe+9VT2yP5mHb5jCoKxYzj3+ded79f3X65k2/mm++bmYOZ/fxZm/PU780OCKMoafcxgnfn0vS297i6W3v9Xl66tXF7Ht67/o9+JTCH583rXpaQz94WtsNvh59ClYm1tR6nUYMpIx//L9Xq9XZQ9GsrZz9XVzPe7PYDCg0WgYMWIEOTk5pKSkYDKZvKbrAuVAEyB3srKyuPTSS5k4ce+I1dM01IoKn8UxFwGu5n4S8LMgCGsEQbi0h07ZyQH1rjY0NLBq1SoyMjIICwsLWgS8lXHb7XY2bNiA0Wj0GZkEWxK9e/duTCYTQ4cOJT09PaALma9j2u12XnnlFT5f8D+ibrwbXc6EvV+kM3QZAZW+/RX51z7M6R9dz6jTJjsfFwSB4168iIHH5HDyUa/Q2BCcnxt0fFnPPfY1NFY7ix47EkMXM3iykiJ59ooJVHx6NjedOZpn8ncTP28V53+3lQaT59LgB//YSaPFyrOzArMt6oq/y1sY3oMFEgDnTc5g0e/FPbpPpVLBe08cg63NwqVnvM0xh83jwXt/4JD7z+PSwrfImjWu28fImjWOM5c8yYbXv+e7sx71+dqvTnyQhAvPRT/IfwsdVUw0g7/6GM2AAfw8+mTaSiuImzwO61+L93qtoFaj6jeQv1esxGj0/Rl3LXceN24co0ePJjIykt27d7N69Wo2bNjArl27aGtr8/v60tvjGIK5ztlsNr/GT/gzDVVm8eLF0CFAt7o8PEmSpLHAkcBVgiBMCfhkfXBACJBcoiwXAshTUYOdCeTpYt7a2srKlStJSEhg2LBhPj9QgVbRyXY9u3btIiwszKtXXKDnDB2llr/++is33HEn+tnHEXHaOR63F8IjsPoooy1+eT6bb3uas7+4mWHH7z3SXRAETn7najKmjeKkI1/B2Orbydgbl5z6NtbGNhY/dTSRAazthOvVXHHsUEo+OJ2P75zBDoWGtFdWMfHDfFZU7EnP7Wqx8Pjycj46YQjhPdCY6crmWhM5WT0XUQHMGZtCdV0bjc09M31ze1kjj7y0jBOv/op6k531a3YhpCZyRdkHjLn8aBQ9UAkokzRuAOetepHypRuZP/1mj5/PJbe8gV1SknLDNQHvX6HTkv3WS0QffSS/TjobTYQBcYfnAgtNziSwW7njzjsDOoZKpeqUrpPdrbdv387KlSud6Tpfc7x6MwIK1sOura2tx6ahAuTn53PxxRcDzJEkqd7l/Cr/+Xs38DXQPXNCN/Z7Ck5Oudnt9k4u0N1tJnVV/vLycjZu3MjIkSM9vvnuBHLs9vZ21qxZg0qlYuzYsXuNRwjknN2/4Lt372bDhg3MOflkNNkDib3rEe/nHBmFtd7zOkrR0+9QeP9LnPe/Oxh0pPe7Y4VCwenz55IwNpsTj3hlrzWGrrjqnPeoL6tnyTPHEBMR3KKtIAgcPi6NX544kjWvnsTIUalM/3QzWa+t4eW1FRzxyUZOHBLP4f38bxD2l2qzo8cKEGT6ROoYnh7Lqx+tCWr7DQXV3PnUb0w56yP6z3qNKWd+yP8KW8g49VAu/fJGzn3nCmrXbcNhD96N2Rcx/VM4f+1LWOqaeHfk5dgtez4TzTtrWPvyd2S9+CQKbXCFJIJCQcZDd5N07ZWUvPUVjlrPZeCaUeMQwiL46Mtvu1VBqdfrSU1NZcSIEeTm5jrTdRs3bvSarjsQK+z8FSB/pqGWlZVx4okn8sEHHyBJkrNjWBCEMEEQIuR/A7OAnquqYT9Xwfmqcgt2JIMrDoeDgoICJEkiLy/Pr5AV/E/ByV50gwYNcpZvy9sGGrK7HlOSJLZt20Zrays33nQTisgo4ue9h+DDCFWIisbaWLbX4wUPvUrpvA+58Me7yZw81MOWnVGqlJzz9S28fcRDnHzkK3y96Cq/LGBuvPRjSjdXsvzFOSRE98wi/oDUKOZdM5FHLszhvZ+LuOvDtThEEVNFG9PeW8fY5HCmZUQzIyumR6KhZouVwT0wVM+d8yal8/wvxdx+5WSfrxNFkT/XlPPlD1tYvnk31bVGJFEkc/wARlwykxMOHUza6EyUblHO6s9W8PmRd3Heihd6/NwBwhKiOXf583x+zD28OehCzl3zEob4KD4/5j5ijjuaiLycbh8j+fILUcdGs+OWu2n74SvCjjyx0/PqEWORbFbshjBef/11Lr/88m4fU07XySk7u91OY2Njp+q62NhY2tvbD7gmV3+bUP2ZhvrAAw9QX1/PlVdeyYYNG9YDdkmScoBE4Ot/AgYV8LEkST8GfLI+2OcTUaEjf7lt2zbq6+sZOXKkx9k3W7ZsITExMSArHFeWLVuGSqUiLS2NtLS0gMLcjRs3kpGRQWSk57thuZChpqZmr4mrq1atYvTo0T5dsz3R2NhIVVUV2dnZ5OfnExUVRb9+/YiIjUc/5xRi7/RtS9L88jOo85cyZdHre36Ou55n11tfcPEv95Ge53vCqzs2cztvTL8PobGZr366wucX8O65X7D8t0KWvziHjG54n/lCFEVST5/PdaeOIC0hnM3bG1lTWMfWnfXsbjQRYdAQo9OSHqZgTGI4UzOjODwrlggv47rdaTRbSXj6L0xvnoTaTy85fylvMDHg5h8o+O0KDLo9kYLdLvLT0mK+/aWINUWN1Na2oNKqyT50KENnDSf70MEkDUnt8uJnrGvh3kHXc+jjFzHmsmN69Nxdcdjs/O/sJ9n52zpGXHQEa1/7mRF//YIqsmd+5zvveZi6bxYitVvp881SlLGde/JqZoxANfoYIop/Z8eWzjfiq1atIjc3t0fOQ8ZsNtPQ0MD27dtRq9VERUURGxtLTEyM12GawRyjuLiYESNGBLTd2rVreffdd3nnnb1L17vJPp2Iul8ioJ07d+JwOMjJ8T66uDspuOrqasxmMxMmTPAqIr7wdWy73c6mTZvQaDQee4fkfp5ABch16qLs7v3ss88itpuRjF1bpChi47A173nd+hsep/KT77n094dIHRN4g6lar+WiX+7h1cl3ccaxrzP/f5d6/F09fOcC/vplC38+33viA3D/B2sJ06uYe+oolEoFHLbnOYvVzrZdzWzZ0cDmHY2sKazn8992UtNQQLheQ4xeQ1qYkjEJYUzJiGZWv1gi3YojfiltIjna0OPiA5AWa6BfYgSvfLCGlKQIFi4uJr+0mYa6FvQx4QycNpzDzphB9uTBxGUlBLwmEB4fydlvXMr7F7/OoFOmYIjt2TSijFKtYs4ntzF/xq2sef5bUu+6pcfEx7R5C3XzP0d4YRF89Az1l5xCwpedCxLUw8cgIdFQX8/vv//O1KlTgeArVrtCTtfV1NQwYsQITCZTJzNRedRCVFRU0BFSsCm4f8M0VNhPAiQPc/JFMCk4uRhAbkgL1qjPWwrOaDSSn59PZmam17WkYCvoamtraWxsZMKECc4P1uMvvIyQPgSxtevSaEV8Au2tHRVCa698gN3/+40r/nyEpOHB+6Npw/VcuuQBXp5wGxec8g7vfXlRp+efffhHFn29nqXPHkd2as84EXjCbhd5eUEBr906rUN83NBpVIzoH8eI/p1HmLdbHWwrb2LrzkY2bW9kbVE9X/2+k+qvCwjXaYjWa0gzKBmVEEZxQxuJUVp+21xDq8VOq8XW8bfZjrHdTlu7HVO7A5PVjsna8bfF6sBsh3YRrA4JqyhhEyXsDgm7KGF32BGljrEPNrudFz5YTXhiDIMOH8kxVw4le/JgopJ7puhhzInjWfHhn3wx+27OXfl8j+zTneq1xXx95hO0VTUQPnkiVc+9QtzJJ6AK796FUHI42H7dLTD5OBR9ByJd/zSOS6fQ9MDNRN/zpPN12txJtH3zDZrDLuCmO+9m1R9LgX3jVKBSqfxK18XGxmIwGELD6PxkvwiQv4akgVTBuY44GDx4MCtWrAh61K2nCKiqqorS0lJGjBjhU9gCNRUVRZEtW7ZgsViIiYlxis+iRYtoampEeeTJiNu79v9S9UnAbjSx6oI7afjtL678+zH6DPJvvLIv9NFhXP7Hw8zLvYXLz/mAVz/oqMJ79dnf+PqDFfz61DEMzejZyjF35r7yF6kJERwzMTOg7bQaJcP7xTG8XxwnT9/zuNXmoLi8mS07G9hc2sjawnqWVRgRBTjlrbWotSrUGhUarQqtTo1Wp+n4W69DF6NGq1cTblDTx6BGq1Oj0anQave8XqPteEyjlR9XU1vdzP1Xf8aDxb0jDgBnv34x9w66nnWvfdejqThLk5GvT3uUXUs30efcM8maezWKMAPF517CluNOY9gvC7olALs/mI91dwPC088CIOjCUD7wEZbrZmOecjj6aR1TVdUjxiK98xKaIy6n8MY32bVrF+np6fukT8f9miVX18lr167pOpPJRGRkpDNC8pWu+zcKkCAIlwPyIl0UsEOSpOmeXntAC5C/EZA8u2fo0KHOjl55+2AFyNVjSo6q/ClkCGQoncViYcOGDSQmJtKvXz+2bNnifO6G2+5COfsShOgkxLauIyBlQhK25haafl/OVSufIK5fkl/n4A9h8ZFc8dcjzMu9hbmXzmfMuDQ+fHUZPz52JGOyg/fO8wejycpHv5bwxcNH9FiDqEatZGhWLEOzYjlpWsdjIy78glOvmcqxZ/ZolamTAcOTEUWR7cu30W9C4COn/SE8PpKz37yM9y96rUdScaIosvjmN1n72o+E5+UwdNF3aDP3DK7r9+rzbDnyBEouuZYBb80L6hjWmt1UPPI03PwKCpfvlpA5GMWVj9B8z/Vo/lkPUg8ejtTWClo9qpEzmHvDTXz5+acHRKOonK5LTU1FkiRaWlpoaGhg06ZNPtN1/0YBkiTpVeBVQRDUwG/AM95ee0D0AXnCnxScKIrOORq5ubmdRhx0t4zb4XA412T0ej2jR4/2q4rO3xRcfX09a9ascc4FchW9jp6oQlRHXQIRsUgmU5f7a/3qExAl+k4a0qPiIxOZHMuVfz3K8r+38+LjP/PqdZOZMKTnRip447Ln/mBkdjxTRnc/mvNFc5uV5L49X9oto1AoGDMxm7/e/q3XjgEw5oQ8Bk0bxhdH3NWt/RTMX8zzSWez8avV9H/rZbLff6OT+AAow8MZ8PE7GP9eTuVzLwV1nLLb70fKGoZi4pF7PSfMOgMh9zDqLzml4/86Pcq0DGwrvkU750YWLfkds9l8QAiQK4Ig7DX7JzIyktra2k7NsEajcS8jUn85kAXIheeB3yRJ+p+3Fxw4vzU3uhIQi8XC6tWrUSqVjBs3bq8wt7tTUZubm1mzZg0DBgzoNDjOn227stQpLS2luLiYcePGOUXTNXK6du4NKHOPQohJQoiKR7L4bmK0bt+G+cPXGD3vbrYtLuB/13dtnxIMkiQhOByMmNCPi55bxrirv+XXteW9ciyA3U0mvluxkyeuOqTXjiHTZmonNaP3BAhg8uED2b7M+2C2nuLs1y+madsu1r36XcDb1m4q5bWhl/H9ZfNIvP4ahi75kYhJ3t9/bXoa/d95jaqX3qDpl71dDHzRvGQZLX8uR7j3fY/PC4KAYu7TiCYzTQ/eAoBm7CHY1y9C2X8sgiGK999/H1EUe9yAtCeR03UDBw7s1Ay7Y8cOiouLqa2tpbq62mczrDsHugAJgnA+kAHc7+t1B7QAeVsDkqOH/v37079/f48fvmAFSJIk6uvrqaurC3giKvhOwclWQGazuVPTrbydKIqYTCZ+W/YHyuOvA0CI6oNk9i5AoijScOU5ZJx/EhnnHc+kH15nxZuL+eWhzwI6764QRZE3p93FYSeO49lvr+LDVXcwZNZwTnjoNzLO+5znvszvsRELMhc8sZSpY9IZOzAwM9pAaTFaabdY6ZPce4UUADmHZtNUUdfj75M7ciru91vfwtTgn7efpaWNT4+6h3dz56KeMJXhfy+hzzln+uXtFp6XQ/qD97D96huxlO7w63ii2cKOG25HOulqFFFxXl8n6MNRPvgRlh+/wfL7z2jG5CJVdYyLUA6cwMKFC5Ek6YCKgLpCTtcNHz6cvn37Ehsbi9lsZtOmTaxevZri4mIaGhp8fk4OZAESBGEccBNwtiRJPj/s+90JwRueBES27CkpKWHcuHHExXn/4AYjQDabjXXr1iGKIikpKUFZsPuqoJOtgIYOHbrXF0Z2ULjt9tsRUgeiyPqnLyAmEanduy1O4703oTGoGPrA1QBEDR/AId/MY/Fj3/D3ywsDPn9vfHnhPLRIXPPIHAD6pERz+f3H8NWW+zn95pk8tbCIPqfP55JnltJkDM7Gx5XSqhaWbari0cv2tg3qaVZtrSEqJiyo8eOBkJoZh1anpuDHDb16HPgnFTd9eJepOFEUWXz728xLPZd6o4rBP31L+gN3oooKbP0o/rSTiDv1ZLaeeDYOP1LGFc/Mw6EyoDzrhi5fK2QOQXHFQzTdPRdlegZS824AVMOnsH5rca9b5fQmoigSHh7ucVT36tWrWb9+PWVlZRiNxk7n4q8Twn7iaiAWWPzPHCGv8+QP2NsGdwFxnSqak5PjsXnV1/Zd0dLSwqpVq0hNTXVW1vTEeQPU1NSQn5/P8OHDvZZvy8Ps3v3kC5Qn37TnifAYEB1IHqJBy6q/aF/0HXkfP4nSxQoldvxI8j5+iu9u/pANn/4R1M/hytaFq9n82Z88/NGFaPWdU506g4ZjzzuEj9feyZ1vnM3aZgdpZ3/CjFsWsrG03sseu+a8J5Yy59BsBvbAeOyuWL21lqQ07zczPYUgCOROGcjyD5b2+rEAzn7tIp+puMIv/+DFlHNY/9GfZL36AgM+fgddv+ANXtPuuQ3doAFsOe4Mn98fc1Exu9/5AO582+99C0echTBuOk33dXw37NvXoczOobm5+YC0yvEX9zUg11HdeXl5DBo0CJVKxY4dO1i5ciXffvstb775Jkaj0a8IqKthdJIkce2115KdnS0PpBsrPycIwmxBEAoFQSgWBOE2f38mSZIukCQpRZKk0f/8udjbaw9YAVKpVM4UXFNTk19TRV0JRIDKy8vZvHkzo0aNIjExMaBKNnfcLXWKioooLy8nNze3y6bYBQsWYBVUKMYd0Wl/qNRIps4O1aLFQuMtVzLozsuJHJq9174SZkxg7Ov389mFL1P409qgfhYAU5ORz898jisemEPmIO/FDQqFgrwZg3n+uyt59ZfrCRuaxoS5/2PIpV/x6ZKSgI65vrie9SW1PHBx9y1e/KFgRwN9+/duNZ/MxMMGsmvl9n1yLDkVt/TWtzC5+ATWbynjjZFXseC8Z4i/6kqGLf2ZyKm+bYL8QVAq6f/6PMQ2I9uv9BzZSKJI6dzbIG8Wimz/u/8FQUBxw7OIJnOHJc+Kr1GkDUG0trN06VLa2tow+0hVB0tvC1BXrSJ6vZ6UlBSGDx9OXl4e2dnZlJaW8tdff3HRRRdx22238euvv2Kx7J11kIfR/fDDDxQUFDB//nwKCgo6veaHH35g27ZtbNu2jddffx3gFQBBEJTAS3S4YA8FzhAEoWsvrwA5oFNwdrudHTt2sHXrVsaMGUNCQoLfx/BHgOTBcQ0NDeTl5TlD2kB7edyPK4qi02RVoVAwduxYv5wR3vhgPqoTb3BOOZURVGpENwGqv+4iIgf0Jfuas7zuL2XOYYx4/CY+OOlpdv4d3Jjlt2fcx/DcTI4938MICC9kDkri1hdP47P8e5hy1niueHU5yWd9wt3vrMJq7bq368Knl3LeUUNJS9g3Oe7SaiOZA/aNAI2bnE1zdQN2P96HnmDMCXkMnD6cL2bfjdVo4os59/H22GtQjM5j+N+LSbjgbAQ/PRL9QRkRzoD579Ly+zIqX3p9r+frPv0SS1k5ws0vB7xvQR+O8oEPQaHCtvE3BIUSRfoQli9fjiAIFBUVsXLlSoqKiqirqwvaTd+V3h7FEMj+BUFg2LBhPPzwwwwYMIDPPvuMyZMns2DBAp599tm9Xu/PMLpvv/2Wc889F0EQmDBhAkC0IAjJdLheF0uStF2SJCvwCTCnmz/uXhywI7lFUaS1tZWIiAjy8vICvgvpSoBMJhMbNmxwptxcRbG7JdxtbW2sWrUqoFHiq1atwtzajHb6GXs/qVIjte2Zg2Jc8AW2TWvIWf3FXmLlTsb5x2NrNvLmEQ9x9d+PkDisr8/Xu/LzPR/TWlbDHZ/dGlSVUVRsGOfccDhnXDOd3xds4IOnf+GF7+Yzc1QSL1w1kZS4vXPYv2+opKSyie+fPjrg4wVLTbOZlF6ugJPpkxRJdFwYaz/7m7yzD+3144miSN6ZE3nrjOd5Lv40wsaMYdDCr9AP2Dtq7im0GX3p/9arFJ93MWHDBhM1rWOEjK2+gV33PwpXPYUiSC81IWsowpyLkRZ0pO9Uw6by14q/ufTSS8nMzEQURZqammhoaKC0tBSVSuV0KAgPD3zY4L5IwQXbB5SUlMTgwYM55hjPTceehtGtWLHC52uAciD1nz+73B7v8QXZ/SZAvsYWtLS0sGnTJtRqdafZ5YGgVCppb2/3+JxsnzF8+HCPs3u6EwE1NjZSU1PD+PHj/RrFLbN69WoQBAT93nf9gkqF+M/Crr2hnpYn7mHMvLvRp/rXh5N93dlYG5p5afLd3LDhKaL7di2KFWtL+POpb3nis0uJjOneYqdKreSwk8Yy48QxbF61g4+eW8yACz5jWGYcT12Sw5QRe9bFLnv+L649ZTTxUT3jqO0PRrODlF7sAXJnwvTBrPr0z14RIFEU2fTDelbN/5Ptq8toqapHoVETkzuSlsJSsj99b59UjEUckkfavXdQcvlchv70LbqMdMruehApJRvljJOC3q9kNiL9+BE4HFh//wjloAlsXf6582dSKBROwYGOcSkNDQ3Ohfzw8HDi4uK6dCiQ2ddrQP5iMpm6LELwZxidl2uwhGdT0h6vyDigIiBJkqioqGDXrl2MHDmS/Pz8oPflrYpu27ZttLS0kJub6/UDGMwakCiKFBQUYDKZSEpKCkh8gI5593ar5wFVSjWSqSMCqr/sLBJnHELqSbMC2v+Q+67E1tTCc+Nu4aYtzxMe7309ym6z8f6RD3HqldMYeUjgRqbeEASB4XlZPPpxFtW7Gvji1WUcfc8i4qMM3HT8EJLiDNQ2tXH9aSN77Jj+0NZm6dUmVHcOmTGQP+/umQpFu91O/jerWf3Z35SuK8dYXY8yPIz4Kblk3HAR8ZPGYMhKA1Fk0ajjqX52Hik3Xtsjx+6KPmedjrmgkK3Hn07Ws4/R/MtihLdXdL2hD8R3H0OhjyVi2lxa//cChnu+x9jkvbRdq9WSnJxMcnIykiRhNBqpr693OhRER0cTFxfn1VC0t1NwwdqFiaLYZWO8P8Po3F8DpAGVgAZI9/B4j3LACJDdbqegoABBEMjLy+v2L91TFd2GDRuIiYlh3LhxPkPxQFNwsg9dUlISycnJ7N69O+Dz3b59OwgKsFpA63b3r1QitrXR/Oqz0FDF6HlB5M8FgZHP3oq1oYlnR97IzUUvoAv3HGV8cNxjJCZHct7NMwM+jr8kpcdy9cNzuOj22fwwfxUPPf8rphYTkQYNt778FxNHJDErry8JMYEJeaBU1HaUt8Z4SAf2FmMm9qOlrgmL0YIu3Hc1pztWi5W1ny9n7Zcr2LlhF227m9HERhE/NY/+dxxL3KQxGNKT995QqWT4w9ez7pqHSLruyk62N71J+v13Ytq4mW0XXIFwwuUoY4N36ZB2bEX64QMSr/sNZXQyzT88gtRajxAWzdKlS8nMzPS5vSAIREREEBERQWZmJna7naampr0MRePi4tDr9c7K1AMtBedvabjrMLrU1FQ++eQTPv74406vOe6445g3bx6nn366nJ5rliSpShCEWmCAIAhZQAVwOnBmQCfqBwdECs5oNLJx40bS09NJS0vrkf27ikhTUxObN2/2e00mEAGqr69n69atTh86uSw0UErLqkCpAkvbXgIkKTXYtm2l7b1XmfDFc6ijg3P5FhQKxr39ECtOvoHnRt7ETVufReUWBa58axG7/ijg7T9u3mvwWW+gD9dy4iWTyRqcyB1nvcWxF09my7pyfv5kI1c8vRSdTkNUhJ7UWC0js2KYNDKZWXl9iY0M7MLtjeWbq4lLiNqnnfSR0QaS+8bz9ztLmH7NbJ+vtZosrPzoT9Z9vYrygmraahvRJcQTP308gx48hbhJY9Al+bfOmHzcdLY8+AqVjzxJ2j2398SP4hPRZGL73FsxFRSCoISE9K438oIkSTiemYt+yCw0qcMBMIyag+X921EOyOOXX37h3HPPDWifcsmzPExSNhQtLi7GYrEQGRkZ8FiVQOlOhNXVZ9afYXRHHXUUCxcuJDs7W87aXAkgSZJdEISrgZ8AJfC2JEmbgzpRX+fY0zsMFNllevjw4XuVKXfnDkSuotu5cydVVVWMHTu20+A4X/gzVluSJHbs2EFtbS05OTnOptVgS7h31zeDQonUbto7+arS0fb+q2ScdwLxh3avNFmhVpP36VP8edTlPD/mVq7f+LTz/W0qq+WHuW9z27zTSUzrXYdrd9546AeOOXM8583dM+jHbndQubOB0q3VbN9SzZYNVXz//noueWIJOr2G6Ag96TE6RmbHMnlkMofnphEdYESxrqiOlL693wPkzsTDBrPmq5V7CZCpyciKD/5gw4I1VGytwVTXhCE9iYQZhzD43LOJmzgGbZ/gfjeCIDD80etZfcEdpNx2Y9CFAP5Q/cobVL3wOlL6IITnf4aSTUiv3oE4+ywUQVzUpcVfQkUpcff+5Hwscvo11Dx/BOpT7mDVcs92PoHgaigqiiItLS3s2rWLlpYWWlpanGtLkZGRPXrD0ps3P0cddRRHHXVUp8dcp8kKgsBLL3Xy8Vst/0OSpIVAz3Wze2C/CZDD4WDLli1YrVavLtNyJBJsCNzQ0IBSqQy4iq6rD4Tdbmfjxo3odLq9huoFOw+ozdgKCiW0t+31nNTagCY6gqEPXhPwfj2h1Gk55Nt5LDvsQl6eeCdXL38UURR5a9o9TDtuNFOO2bdrMMYmE9s3V3DvvFM7Pa5SKenbvw99+/dh6tF7ekbsNgflpXWUFtawfWs1+esr+fbtNdQ9+ht6g5bocB3pcTpGZ8dx6KgUDs9JI9zg+WJbWNZIRnbvGp16Yvy0bH78ej0tu5tZ8d7v5H+/gari3ZjrmwjP6kufww9h+BU5xE4YjSam5wbMJRx+CIaMFHbd8yAZjz3YY/uVaV2xitJrb8NubkeY+zzCxKM6buj6DoIvX0Z67ga4+cWA9im1tSC+dDsxRz+IQrPnBkOTNgpVfBZi0QqqawJPe/tCoVAQHR2NxWIhKiqKpKQkGhsbqaioYOvWrYSFhTkFqaum+J7GarX22ETW/c1+E6CioiLCwsIYMmSI1wu+LECBhsFySk+tVjNs2LCeON1O+/Y1lC7YCjqbpRVBHwFmt4ZTUYT2NqwWG/V/rCHhsJ4x5lRHhDH5h9f4feq5vDX7QaJTY1GJNq57/Pge2X8gvPbg9wwamU5aln+9OCq1ksyBiWQOTGT6sXvE0ma1s2v7P8K0pZq1Gyr54rWVNDz0CwaDlugIPRnxOsYMiGfKqGSmj0tj524zh832HAGJoojJaKWt1YyxxdLxp9WCydhOm7Edc5sVs9GC2WTDbGqn3WzDbLbRbrbRbrHR3m7HZpOw2kRsNhG7XcTuEBHtDux2B2azldv6XkXkoP4kzJzIqBvHETN+FOqI3luPEgSBEY/fyPJT5pJ+z+0oAiyW8Ya1rp7Sy+fStj4f4ZRrEE6+GsEllSwIAsx9FunmYxHPvQVFov/pOPHth1FGphIx8YK9nouceSONX9+KaGlj586dZGQEP4DR47H/ycBoNBoSExNJTEz8P3vnHR5HeXXx32xvWvVerGZbsiRLLjLN9E4ogdBDCb0HEgKhhFASEkJCIEAIIRBqgA8I3aaYDgbcrWLZlmz1uquu7WXm+0OeRV27q5Vskpzn0bPS7JR3VrNz57333HOQJAm73U5vby87duzA6/USExNDXFwcMTExs0pagOF7UKgkp30Vey0AFRYWTnujDscVtbOzk/r6ehYtWjTMLIsg5H1PZUoXTgpumO0nIKi0SO7ROlriR8+hNBowX3YN6398Ewe9+zixy4vDPYVR0MTHsPLDJ/l0/7PwDw7xp9evGie1Mxf46t1qbvnzaTPej1qjIrcghdyCFI48pTSw3OP20bzbSsPOTnbXdPFNRRsvPfoNfT021AYN9Q9+yj8e/BTRL+758SP6hgOFoFSgVKtQqpUoNWpUOjUqrRqVVoNar0Gl0w6/6rVojCbU8RrURi0Go4YYoxaVToNKp0at1w5vq5O3U/PG5X9jweXnknfN5M3Es4GElcuILl5I0y9/Rc4jk1q1BAVRFGm9+3d0v/hvhCWHIfzjG4TEiWeUwvxSWHky4m8uRfHoBxOuMxbS7iqkNS+TeOPEklKGxSfT+8oNoNLw2muvceONN4Z5JhNDdkMdCUEQMJlMmEwmsrKy8Pv9gd6j+vp6VCpVgOptNBojnmLbl4VIQ8VeJSFMh1BcUUcax5WXl8+omXSifdfV1WGz2SgvL59yRhZKCk6SJFpaWli1ahWqqGREpQBjA9CqxzGfdzHmcy7E39PN16dcwyGfPEPUwvA1u0ZCn5aExmRElxjFzWc/yfySDK7//SksLA2/YBwKPnp1E5IkcsBRhbN2DI1WRf6iVPIXpXL0qd8td7u8nLT0Pk569DJSFmePCRAaVFoVill8ms0/spTmLzbOeQACKP79Daw98Sp8A4MhC4/K6H1nNc2/uhdRb0a450WEkgOn3+jSO+GicsR1H6LYb+pWAkkU8f/pegyLT0GTvGDCdQSVhqiVlzP46cN89MmnEQ9AwdSglUol8fHxAXFkl8tFb28vjY2N2O12zGZzIF038t4RrtDp/wJQBBBJV1TZWTQpKYmCgoLAvmeqZCtJEl6vl4qKCuLi4li6dOm04w42APn9/oAuk9PpRB07D4+tY5gFtwdiVxOitQnTqcO1kdhrb0TstvLVcZdx2JcvoM+YufFcy6vv4x8a4srtz2Dr7GPt/W9y3YmPkZgWxyW/PJIjTls6/U5mgH899AmnX7ISpXLuVaG0OjVep5vcw0uISplb0gVA1oEL2PnbN+f8uACxy4uJW1FK0423kvdkaGZyroZGdl9+Pe7mVoSL7kA4/oKgbBsAhJhEOO9mxIdugn8dNeXNXfrwJQRrB3HXfDnlPqMOvpzBTx+hYkdomoPBIJwatE6nIy0tjbS0tFHuqG1tbYiiGAhGBoMhbDO6fVgJOyTss2KkEFwAkr2B5s+fT05OTsSmuwqFgr6+PjZs2EB2dvakvkMTbTdd4HM6nWzYsIHo6GiKi4vZtWsX6rg8EJRIIwKQ79k7MKw8HGXsd02S8Xfdh7J4GV8eexmenv6wz0/Gzjse5vC7zkVj1BGXl8pJf7+KG9uepfDiY/jTLW/xw6Lf8PR970VEV2ssOlt6aW+0cvL5s2ODPR1sgy58Hh/GpNn1AZoMGeXzcVt798qxAYru/Sm2L77EY7EGtb7ocrH7yuupOfoU3Dn7ITyzCeHEi4IOPgGcchkolUjPjldnliEN9iL+/dfE/fAP0/YsKaNT0Bccia3XEvHrNNxGURlj3VFLS0sxmUx0dnayefNmHA4HbW1tIQmp2my2/wWgucBUNSBJkqivrw94A4VqHDcdvF5vQAQ1WD23YNDb28vmzZtZuHAhWVlZCILA7oYWNPF5KFS6QApOFEWkmi+JOm984TXpkacQY1P46oQr8NnDVwBufPoNJLeT5VeOtkPWx5o45LYz+EXHcxz1wMWsequGkxbcxW8vf4H+Htskewsdj/3qLfY7vJD4pPD6mmaK+u0d6KKNe83MLLEgHZ/bg72hba8cP7pkAYlHHEDzz6dX2u968hm2LlnJwC4LwoPvo/jpHxGiwqSDq9QI1/8Z6a2nEO0TG+aJT9yJKj4H4/Kzgtqn+cjrEZQaPvroo7DGNBki3YiqVqsDmZrFixdjMpkQRTEgpLpz585phVT/k1Jwey0AzaQGJBvHeTyeoLyBQoGskO3z+SgtLY0Y20SSJJqamqirqxtlxQ1QW9+EOiYLhUofSMGJ7z+FwmREu3xi/b+k5/6N2yXx7Y+uR/R4wxpT3e8e56jfX4hKO3FNS6VRs/jHh3Pdzsc55+07aBiQOLPsXn560mPsrp7ZTVMURTZ/sYuzr5y5DUC4qN/ZSVTy3KfeZCiUSpIWzaPtjQ/32hgW3XMttvXrcbdM/P8c2rCJygOOpu2hJxCufwjhwfcQcmauyi8sOxwKliPde8W496Qdm5G+eJuki16cYMuJocnZH6U5mUceCY3iPR1m0gYyHURRRKvVkpmZSWlpKcuXLycpKYn+/n62bt3K5s2baWxsZGhoaJwZ3f8C0BxgohScbByXlpZGQUHBtBdHKHUgOTVmNpuJiYkJZ8gTwu/3U1VVxdDQ0Dgr7uH3RQS1DoXaENB8E99/AvP5l0waqBUKBcn/t5rB+g42/uR2pBCp37seeR6FIFJ24ZHTrisIAtmHlnDhR7/hyq0Poy7M48rjH+G8A/7EF++E5+75ymOfY441sHi/7LC2jwRa6rsxZ8yNDcNkyDm4kO7PNuy140ctyCb1B0fQ9LNfjlru6+un9owLqTvnYvwHnzGcblt5UmQbMK/9A1LVWsTarYFlkt+P/08/xbD0bFTxIVCqJQmUanbWRbYONNMU3FQYq4KgUCiIjY0lPz+f5cuXU1RUhFarpbm5mfXr17N+/Xr+9re/0dXVFVIKrre3l6OPPpr58+dz9NFH09fXN26dlpYWDj/8cARB2C4IwjZBEK6X3xME4S5BENr2uJtuFQThhHE7CBP7dAAam4Jra2tj27ZtLF68mJSU6QvwwSgayOju7h6VGguHAj4R5KAWGxtLcXHxhAFTp9MhehwoNCZwDCG21SF2t2I85fQp963Q6Uh65T26v95K5c/+EPS5iqJI/Z+f5dg/XoRSHRoPJWFBOqc8dR03tjzDwvOP4Pc/+zenFv+W5x/4MKT+p7f++Q3nXn3InErgjEVHcx+x2ZFLr4aDrAMX4qpvmX7FWcSiu67GUVGBs243oijScs/vqdzvcOxSNMLf1yJc8EsEXeT7ToS0HISTLkW87+rAMmnVMwgD/cSd+VBI+7J9+yz+/jb8aCM6xr3ptioLqRYVFbFixQpSU1Npb2/nhRde4C9/+Qu//OUv+eSTTyZV/Zdx3333ceSRR1JXV8eRRx45oTOqSqXigQceQJKkQmB/4JoxBnQPjnA4jZg6wj7PgvP5fAHVBL/fT3l5+bQqsDLkIDIl00aSaGhooLu7e5SkzkwsGWSM1YmbDHqtBsljR6GNAucQvufvxHDY0SijY6Y9hiomhqR/vUXrWT9AmxRPwe2XT7tN7R/+gdaoofjsQ0I5nVEwxJs59I6zOejmH1H98he8+ZuXeemxLznkuEKuvfeHmGImv2Ht3NpMn3WAY09fEvbxIwFr5yCZK8v26hgyyvNxde89IgKAYV4aGWeewO6Lr8Q35ETUGBHu+hfC4oNm/+Dn3ggfvIC46lmEg05A/Oe9xJ/zREg3fb+9l/63fkVy6dX0bfsnlZWVo0RFZ4LZDEChmtFlZmbym9/8BpPJxIIFC4iLi+ONN97gqaee4l//+tek27711lt89tlnAFx44YUcdthh/OEPfxi1jqwYDiBJ0pAgCNsZ9gQabaEaYex1LbipIHv6yCm3scZx00FuCp2sb0eW1NHr9RNK6sxkBtTQ0IDFYhkV1CZDlMnIoNeJUmdGstcj1X1D1N+eDvpYqvRMEv/5MrsuPB1tUhw5l00+cxL9fpr+9jKnPHltRHpcVFo1ZRceSekFR9DwSQWf3fMypy3+DYuWZnH9fT8kp2C8MvPf7nyXo09dhiFE3bZIY2DQS1H63OvAjURsTjIgMVC5g+jFBXN67IGaXTQ/+yaWzzbjaOlEdNjgzBsQfvwLBOXc3BoEgwmu+h3i47+CLV+hTi7AWHpSSPsYeOdutOZskpZchWXzI+Tn59Pb20ttbS1utzugUhAbGxtyOm027RhmYkaXkJDACSecMKkZ3Uh0dXUFgkswav2CIGQDS4CR3hnXCoJwAcNacTdKkjQ+jxcG9ukANDg4iMViYdmyZWHVZKaiccuSOjk5OYF/TrDbTgW/34/L5cJut1NeXh7U01OM2Ui/x46gMyNu/QpVfDza0mUhHVezYBHxf3mSbdddjDYxhrQfHjXhejW/fhhTUjSFp0ZG0keGIAjkHllG7pFlWLe38NUfXufyo/5CWnYil//qWA46bli9weXwsHNLMzf+9uSIHj8cOOwezGlz5wM0EQRBIHVxHu1vfTLrAWigcgdNz7+N9YutwwHH60FTshztsWcRu+wAbI/9EXdn45wFnwAOPx3+9Uf4ejWJd4YmuOxprcS+8WWKzt+A2piM6PficrnIyMggIyNjQodUuWnUYDBM+0C7r8yARmKiPqCjjjqKzs7Ocevee++9Ie1bEAQT8G/gBkmSZIri34DfMGxI9xvgAeDikAc+AfbJACRJErt27aK3t5fY2NiwCQGT1XGCldQJNQUn23xrNBoWLFgQ9IVrMukR3TaUxngERKKmIB9MBf2KA4m96342X34T6lgziYeO7q8RPR5an32DM166aVZrL4mFmZz6zPUc88efsO6RVfzm6pcxmPSccekB9FoGmZefTG7hzJtoZwq30405fe8GIICcQxdR/cWWiO+3b+sOWp5/C8sXW3G2dSF5PagXl6M97mxilx2Aan7hqB4e/ZkX4rkrskoC00HqakZ65GbotSCo9KiiJ/AymmxbSaL3pWuIzf8hutg8AFT6eDZt2sTRRw97WY11SJVVChoaGnA4HERFRREfH09sbOyEmRJJkvZaDWgyOByOcSy4qejnycnJdHR0kJqaSkdHB0lJSROu5/V6YTj4/EuSpNfl5ZIkdcm/C4LwD+DdkAc9Cfa5GpDH46GyspLo6GgWL14cUAsIB2PTaLKkjjw7mUpSJ9QZUHd3Nzt37qSoqIj6+vqQtjUZjYiWfhT6OCSfF9NJp06/0SQwHn8y/p5u1p31c1a+9w9ilnwncVN505+IyU4i/7jQZldhjyUxmiPuOZeDbzudqhc/45Xf/B/OngGiYwz89rqXWbwih/2PXEhSWsycjGcsPHbXXp8BAWTuP59NL0zd7R8M+rbU0PL823R9vglXuxXJ7x8OOD84dzjg5BdM2TSqPeBQ8HmCksmZKSS3E155BOnfj6KddwBJt9XQ+rsSnDs/Qb/wiKD24dj4f/h6W8j+0ReBZZqodCorKwMBaCxGqhSIosjQ0BA9PT20tLQgCEIgWEVFRc06QSYcoWUInYZ98skn8+yzz3LLLbfw7LPPcsopp4xbR5IkLrnkEoDtkiSNEggUBCFVkqSOPX+eClSHPOhJsFdnQGNZamON47xe74zqMCODiNvtDhQnlyxZMu3FFWwAmsgXKNTZk8lkQmweRPI7EdRqBp9+gpjrbwp6+7Ewn3cxfquFtSdeyaGfPYdp/jx8Dicdr67m3LfvmHPmmVqnYenFx5B54CIeX3IdS647mdYNu9jwxDc8cNtbKLUqTNEGkpJMzC9KYckBuex/RAHmWXRD7e4cAAG05r2vKpxRPh9Xd1/IT8R9m7bR/MLbWL+owNneheT3oSktR3PyhcQuPwBVXgFCKDYkKhWGk8/G/vKDMEsBSJIkWPcB0sM3olAaSb7iXXTZw71upiVnMPjRQ0EFINE1SN+/byLz4PtQqL4T0NXG5LJz586gxqJQKIiOjiY6elgJw+Px0NvbS2trK0NDQ5hMJrxe76zZH4SbgrPZbCEFoFtuuYUzzzyTp556iqysLF599VUA2tvbufTSS1m9ejVr167l+eefBzhCEISteza9bQ/j7X5BEMoYTsE1AuObt8LEPpGCk0U529vbWbJkSaD5c6aCovL2oTqiwvDFuWdKOil8Ph/V1dVotdpRJIZQx202mxE9bXj7miCrlMEXn0GZnELU2ecHvY+xiP3ZLfi7LXx57KUctvZFau74C8lFOeQcNrdePyPxzZ/fYN7BRRx803fK16LfT19DF5ZtzXRWNVG3fjdf/fEzfnv9q2gMOqJijKSkmigoSWXJgXksPyQ/IuSFXTUdGOIjaywWLsxpcaj0Gnq/3kLCyslnp30bqmh6/m2611bhaO8EUURTth+aU84fnuHkLQwp4EwE/aln43j9BUSPa5T3TiQgte1G+svPYXc1MUfcRMwRPxv1vnH5OdifPD2oQNz/7j2oDckklvxk1HJd3EJ2138c1vg0Gg0pKSmkpKQgSRI2m42Kigqqq6sRRZHY2Fji4+Mxm80RScvNpAY0WelgIsTHx/Pxx+M/k7S0NFavHmZUr1y5Up4MjLtBSJIU/o1oGuz1AOTz+di2bRtKpTKgYi0jGF21qaBQKLBYLNhstlGBLRgolUpcLtek78v1nqysLNLTR8vPhzoDMpvNSJ46vO5BlGUHoTjzVvr+dA7KxEQMR05t2TwVEu79M5YrL+DLoy7B19PDhR/9Nux9RQK712zliDvPHrVMoVQSn59GfH4ahafsH1ju9/roqWunq7qZrsomtm7YxQerV2Gz9KOLMhAVbSA9I4qC0gyWH5JP2QG5aDTBX84NO7uIStn76TcZ6Uvn0/HuZ6MCUM+3FTT/6x2611bibLeAJKFZsh+aUy8kbun+qHIXzDjgjIUqdwHKtEx8rzwM590ckX1KLju88Cekd59Cl3cYSb+qRaEb/wSvzd4PlGqcFW9iXDK5PYenYzv2b5+j8Ny14/dhnkdj1czN6QRBICoqCq1Wy9KlS/H5fPT19dHZ2UltbS16vT5A9Q5XiSXcGpDT6fyfH1AkYLfbqaioIDMzk4yMjIju2+/3B+iGK1asCPlJY6pZjNVqpba2luLi4sD0fey2oQSg6OhoRI8dr6cfITEDZfHBSJc8SPctN5D0+HPoloUv1pnw2DO0Hb4MQRJY+8c3+MFfr9grN17XoIOhjl4W/iA4S3GlWkXSoiySFmVRcuZ3cj1el4fuHa10VTfRWdHENxt289Yrr+Lss6GPNhITayRznpnCskxWHLqAouVZE37JWxt6iMnau02oI5F14AI2/N/XbLE56P66Cmf7cN1XW3YAmtMuJn75AShz5s/JjM1w1k8YeubvMw5AkiTBl28h/fUWlLo4kq5ZgzajbNL1BUHAtPxchj57bNIAJBMPorOPw5AwXhJIY86iYzAyeoUjH35VKhWJiYkkJiYiSRIOh2PGhnThzoAkSZp107u5wl4NQE1NTRQVFWE2R85yGIZnJ5WVlRgMBqKiosL6Z000i5EFUHt7eykvL580LxxqD5HJZEL02BA9Q6jihwOx6uAzkHrbsFxzESnPv45m/sKQz0Eei1KrIeviU+neWsufcy4jbel8TnrsclJKc8PaZzhY/8g7JC7IwJg4M+VptU5DalkuqWW5cN53y91DDqzbhwNTx+ZGPvqqlpee+gavw40h2kRsnJF5OTEULZ/HfocvoKO5h9iy0R5EoijiHnLi7rfj7LfjGnTgHnDgGnTiHnLiGXLgsblw2114bW48Djdehwuvw4PX5cHr9OLz+PC5fYg+8Pv8iF7/sMmdz4/o9yPtMbyT9vyIvuFXRAlVlAFLvQPNjy4ZDjjZ+XslRag79mQGH7gLqb0eRVp414jUtBMe+hlSSx1xx/wK88FXBrWdadnZDH3zz0lnB86tb+LrqiP3ijUTbq81Z+H1OCZ8L1RIkjTh5y8IAkajEaPRSGZm5jhDOrVaHTCkm4rqHU4AmqnFzL6GvRqAioqKZqw2MBYj2WhyP044GDsDGtm0umzZsimnzqGk4AYGBujp6UH0OhA9DoSE72aC6lNuQOppp+vis0l95V1UqRM7TU4Fn6ULf08PuddfiDo6CvvuZuoffJa/738TsdmpHPOH8yk4eWLB00ii+pWvWXzOwbO2f22UgYwVC8hYsWBUh4KjdwjLtuZAYHp7VS3/fPATfH4RxcY2vv3HGqQ9QUDa44AqqNUo1CoUGg1KrRqFVotSp0Gp06HUaVHqtSgNOpR6HUpTLKokLWqTHp1ei1KnRaHToNQOr6fQaYa32bOdQqsZ3l43+ndXh5U1y88i5qF/ztpnFCwUUdFoDzwC99O/hdtDG49kH4Jnf4/0wQvoC48j8Y73QqolqdOKURhisH/zNFEHXTLqPdFtp/fVn5F+wB3DyvETbR+Vgeh14nK5ZixSHGyAGGtI53Q6A8HI6XQSHR0daIQdqeIykybXfaF2GQns9RrQdBAEIahc6cjZicxGs1qtYZMYRgYgOVWYnZ1NWlpaSNtOhba2Npqbm1myZAmi5+/gsiEkjA4ymovvx93TTtdPziLllXeDkucZicFnniB6aQnq6OGipTEvi5JH72Dh3dfS9PdXePX8B9FFGTnoxpPY//qTZ6XnQRRF+na3UfjD2Q90Y2GIiyL74CKyDy4KLJMkiQfmX0PmZWeQ8aOj9gQCHUqtOnRvmwhBn5GM6PHis3aiStz7PVKG08/Dc/tPg15fkiT45FWkv92GypxO0vWfo0kNXTVbEARM5RdgWzs+AA28/3tUmliSl14z6fYKpQal2siaNWs46aTQFBXGItwajV6vJz09nfT0dERRZHBwkJ6eHpqamgJ9SfHx8fh8vpD3/582A9qrYqSRckWV7Rm8Xi/Lli0bpecWbgCSZzEWi4WKigqKi4uDCj4jt50Moiiyfft2LBYL5eXlpKWl4Xf0glqLMFFx9qYXEI1JWC79MeIUxIiJ4PniY9LOGk9k0MTHMv+2Kziybg3Zv7yczx94l/sSL2DVdY/jdXlCOsZ02PZ/X6I1G0gsiGydL1wIgoDX5SVqYTb6tCS08TGoDLq9FnwABIUCfXoK3g3jC+t7A5oVKwER8at3pl1X2l2FdN1R8PgdxJ/4OzJuWh9W8JFhWnYmPksdoue7a91r2YXtyyfI+8HzU2472PQxkugjJ2fmlvWRsGJQKBTExMSQl5fH8uXLKS4uRqfT0dzcjM1mo7a2ls7OTjye4L5zbrc7ovYzexv7tBo2TB9EhoaGJrVnmGkAGhwcpLm5meXLl4dUp5qKhODxeNi0aRMajYaysjJUKhUJCQkg+RFikifdp/qu9/ANOLH+9HKkIF0fRYcNb2cbySccOvlY9TqyfnIah29bRfHf7mLnVw3cl3geL/7wXgbbe4I6znTY+MQHFP3owH0qbeBze9AmxOztYYyCeWEOnopNe3sYAAhKJYZTzoFX/jLpOtJQH+KDNyDd+AMMMUVk/noXUftdOONjqxPzUMVmMfT5Y8PHkSR6/+86ojIPw5g8uYCt6PfS+OE1IIkUFxfPeByzYcUgU72LiorQ6/VkZGTgdDqprq5m06ZN1NfXMzAwMOn9w2az/ccw4OB7EIBUKtWk7oAdHR1UVVVNas8QbgDy+XzU1NQgiiJLly4NuQltMhKCHCznzZs3yuJb7k0SErIm36dKhfq+T/Hs3EnPnbcENRUfevE5jLnz0KVOLL0xEoJCQfLxh3LQFy+w4u2/0+/W8mDe5TxxwM20baybdvupYKlqZNGPIqs9N1P4XW40cXvHinsyRJfOx1cfXBPlXEB/6tnQXIvoGl3Ul/x+pPeeQ7pwKaptFaT9fB1JP/7HqIbQmcK0/wU4NrwEgHPbe3haKsidZvZj2fo4Pmc30THTX+/BYDZ14GB4Jm42mwN23bJDant7Oxs3bqS6upr29vZRdgv/SWZ08D1NwYmiyI4dO+js7GTFihWT/kPCCUA2m43169eTkpKCTqcL6wKcKAXX2dlJVVUVpaWl47SYhqfUAkLK1GkDhc6E+t6PcXz6EQOPPDDtOJzvv0PqmcdPu95YxCwvZtkrD3LI+n+jXFTEk4fcwkMLrqTm36Gnh1o31OJ1eZh3UOH0K88h/C4PmviYvT2MUYhamI2iu2v6FecIqqxcVNn58PJ3yizSzs1IVx2C9PTvSPjRI2Tc+C2axMizKY1lp+PracQ/ZKH35etILf8FKs3kN16vw0L72ruJSTiA+fmhk3Umwmy6ocL4+59s111YWEh5eTk5OTmBh+ENGzbwq1/9ijVr1kTcjA4gOzubkpIS9hjObRwxxjhBENYIglC35zWiFsL7/AxobBBxu91s3LhxVAor2G2nQ1dXF5WVlZSUlAS0osIds7ytJEnU1dXR1tZGeXn55E8vai1CSva0+1bEpaL59bsM/utphl6e/IlQ9PnwtTaScvLh4ZwCAIbsdIofuo0jtn9A4lmn8O9LHuX+9Iv58v7Xgv5svn3wTRYcsyxk47vZhKNvCCQRlWnfSmVELZiHaBvY28MYBcOZFyB89gZSfzfSH69B+uWpmDJWknVnA6alZ8zacVUxaahTCul6+HiUgpa0/X455fqtn9+G0VwASCxfFhmfqdl0Q50OMtU7KyuLJUuWsGTJEsrKyvj888/5+OOPOfHEE3n00UfZtWvXlPsJxoxOxqeffsoew7mRzXq3AB9LkjQf+HjP3xHDPh+ARipa9/f3s3HjRnJzc8nNzY2onltdXR2tra2Ul5fPWIhQTsH5fD62bNmCJEksXbp0auFBtWYUBXvK/WcVor7xBfoeuBfHx+9PuI79nddRx5gxzc8O4wxGQxMXTf7Nl3Lkro/I/dXVrH30Q34ffz5vX/VXPI6pSRFNX+6g+Ow5MDYLAX27OlGZjPtUTQrAlJ+Fb3AIMcga32xD9PlAqUKytCD9ZBnqXbvJuHkTCWc8PKszAxn6Rcfi728j94Rnp1zP3rmJvtrXKT34FWx9w+okVVVVtLW1TalmMh1mMwUXKptNpVJx+umnc/HFF3Puuefy8MMPo1Qq+eUvfznlOb711ltceOFwXe7CCy/kzTffDHWopwDyP+BZ4Ieh7mAq7HUx0umgVCrxer00NzfT3t7O0qVLg3Y5DKYfx+v1UllZSVRUFEuXLo3ITUmhUOB2u1m/fv2kfkPjISCYglcoUBYfgnTpg3Tf8jOS/h6Pbmn5qPcdr/8fqacdG+LIpzmmVkPmeaeQce5JWNesZdd9T3Jf0vnkHlbCiY9dNU5ZYKizF7u1j/nH7l3n07HobehCHRPZ5udIQG02oTLp8W3biqY0OMWISEIURdyffYDr/TfwbavB39OJYIpFiE5Cm7KYlMvfmJNx+Ie66H3zFhzVqxAkiEo/cNJ1JUmk8YMrSc46A5XGjNfTzyWXXILP5ws4Enu9XmJjYwNKBcEGldlMwc1EB85kMpGbm8tVV13FVVddNeX6wZrRCYLAMcccw5YtWzYBf5ck6Yk9byXLStiSJHUIghCZAtse7Dt5kUkgCALNzc2YTKZxWnHBbDsVZFO63NzcCUkM4WJwcJDu7m7Ky8uDZs+pBQHvP36O4r5PEYzBFcdVB5+J1NOO5eqfjFNL8DXUkvpA8H0coUBQKEg69mCSjj2YgS017P7jP/nLwitJLsnhxEcuJWO/YWO1bx58i7Ql+eiig89ZzwX6myxo42L29jAmhDEnE8+mb+YkAImiiGftJ7hW/RtvdfVwwNFHoSo+HPWpt6AvXIkiPh33e4/h/+TlWR+PJPoZWvsP+lbfhSG2iJIz11L18v5TbtO7/SW8Q20UHrOege5v0Rvi0Gq1aLXaQArL7/fT19eH1Wpl165d6HS6QOPoVJTm2UzBzTQAjUQkzOjWrl1LWloagiAcD6wRBGGHJElfTLvhDLFPByCHw0FzczPR0dERoVWOhGxKJzNPIgFJkgJW3HFxcSFRtwsX5FO5fSfue09De/dqBPXUNt4y1D+8AamnbVgt4dVVqFLScH75KYIA0cuKpt/BDBG9ZBFLX/wTzuZ26v/yAv88/FdEpSdy1G/PYedbG9jvmvDFVGcLg209aBMjWkuNGKKL59O5o2pW9i2KIp5vvxgOOJUV+Ls7ELRGVMWHoT7lZvSFB6FIyBy3nWrB/jjemJ70MhO4GtfT8/KVSPYB5h/5DHF5Jw2nqSQ/HocFjWH8g7ffM0TzJ79gQdnvUShU2PoqSE0Zr++nVCpJSEggISEBSZJwOp2jZkcxMTHEx8ePmx3NthtqOPu22WzjSAiRMKOTexwlSbIIgvAGsAL4AuiS/YAEQUgFZq70OgL7bApOFvyMtEipXO8ZGhqa1pROXj+YtNxIa4bi4mLq6kKjLu+3fAl1rng8XdvxPngJ6l88F7TSseaSP+LpbafrwjNJeeVdBl96luSTjoq4UvJU0GelUfTAzSy44yqan3qNN698HMnjYdPTH9NT107ukaXkH12KxrD3m+hsnX1ok+L39jAmRHRxLh3rP4zIvkRRxLtxLc53XsNbuRW/tRNBrUW16FDUJ/4c/aKDUSROTv2XoZhXguS24e1tQh03LyJjk+G3ddP31m3Yq94iceH5ZB/yYODGLAgCKm08TkslmuzxFvPtX9+LVpdM+vxhxYTBno0cULZgyuMJgoDBYMBgMIzScevu7g7MjmSlAlEUpyQ5zQThzq4cDsc49f2pEIwZnd1uRxRFufZtBI4B7tnz9tvAhcB9e17fCnnQU2CfmwGNFfwcGBiYlDoYKuR6j9lsDqreI9eQprtQZGsGWdXb7XaHzKA7/PDDefrVm0n7xbe0/mEJvmduQ33x5IyVsdDc9C/ctx+N5dLzkKztpP78NyEdP1JQx0SRd+NFmJcUsOX8mzEefSS7N9aw9bV/4Lb2oI4yYYgzE58bT+Z+C8g7uozMAwtm7Ys+EWyWAXTL58/Z8UKBaUE2DITfAOze9C3Od17Bu2Xz8AxHqUa16BDUx/0U/aKDEZKyQ65zCio1isxF2Da+ROwxkSFBSaIf2zdP0/vuHehjFlD24yq0pvE3Vo0xFWfPNqLHBCBX3y6sFX+n/OjvskQD3Rs4OEjRUxljddxkleva2lqGhoaIiopCrVaHpHIdDMJNwTkcjpBo2MGY0XV1dXHqqQEX5vXAi5Ikyeym+4BXBEG4BGgGIkp93KcCkNfrpaqqCqPRGBD8nKkpnawlZ7fbqaqqIj8/f9Jp6FjIx57qQpGn8kVFRcTExAChq2EDHHPMMfgGL0BQaUn76Se0/3klQmImqpMm170aC/Xd7+G+YRn09qKO3btFdutHXxO9pJgFt18dWOZ3urDtbMC2fRcDFTvYuqaatX/9AJ/NjjYmGmOCmaSCZLIOKGDB8UtJLs6elbE5+5xE7aMpuKgF8/APDQa9vqdiI863/w/v5k34LO2gUKBaeCDqY69Bt+hgFMnTs0WDgWrxETgrP45IAHI3b6L7pSsRbT3kHf4ECfMn9/7RRGXh7htPNW5acx2xyUcQFV8GDAc0p62eE044YUZjk2dHGRkZ1NXVoVKp6OnpYffu3Wi12lEq1zPBXLmhBmNGl5ubS0VFhfzWqLy9JEk9wJEhDzRI7DMpuKGhIaqqqsYRAkbSsMOBUqmko6ODpqamkOs9U7HoJEmiubmZzs5Oli1bNqqYGaofEAxbMmgM0Xi7tqPNXEryZa/T+feTIT4V1YGTf0FHjVelQnHsZUiv38e6Ey4junQR+bddTvwh5XNOOR7YWE3cwaOZeUq9juiyQqLLCkk/5zuhSG/fIEM7djO0rY6hrTv55oV1fHTXy0gS6KLNmFPMJJdkkL2yiIU/WIY5PWFGY3PbPPucCoIMQ2YKotuNv7cbZdz48/Rs24rzrZfxbNyAaGlHAtQFK1EdeTnaRQejSJ0dzyBVwUG4PntpRvvw23vpe/tX2Le+RsL8s8g5/bFp6yBa8zwcA7WjlvXXv4ejaxPLftgUWOYYqkOp1AXJOA0eMTExxMYOP6zItaO6ujrcbveo2lGowSTcGtB/mhLCPjED6ujooKGhYcIAoVQqJ5XimQ5ywbGjo4MVK1aEnOaZbPbl9/upqalBEATKy8vHXUjyrCvUscbGxOBpq0KbuRRd9n4knvU41sevQIhOQlm0cvqdAIreDlSl+xH/p0fou+8uNp/7C7Qpicy/7XJSTjkSxRylulwtFqLLglM/UMeaiTtgCXEHfEfXliQJd6eVoZpd2Gp2Ydm8nV1/XMXb1z6BUqtBF2MmJiOGtCXZ5B5eQv6xS9GZg3sq9Tjd+5wKggxBqUSfloxn/Vfoj/shnh3VON96Ce+Gdfi72pH8flQLD0B92CUoF61EkV4wJw8XyvzliLZuRNcQCl3wdtAAkihiW/8cvW/fhi4ql9Jzt6IzB1dL0kZlMtj+ZeBv0eemac21zCv4+ShlhM7GV5CkyFq7jJ2lyNptGRkZ+P3+gJXKSA+g+Pj4oGZHM6kB/S8ARQiSJLFjxw6cTuekASLcFJzH46GyshKlUklBQXg1holmMi6Xi4qKClJTU8nMzJzUsCoUyLWphbnpbG7ZRNT+w41jxrJT8fY10X//uWh/8z6KrOkVhsXuFlQZaShMZuJ/+2dEn4/Bv/2Zbb/4EzU3/5H8my8l8/xTUBqC66UKF56+PsyLC8LeXhAEdKlJ6FKTSDzyuz4Qye/H0djGUM0uhrbV0bhxG5VvP4e76wFUJiOGuGji5sWSUZ5P/jFlzDt4EaoxWn5zLUTqc7nw9g3h7R/CO2jDOzCEd8iBb8iOz7bn1e7Eb3fiszvxOVw4fn87g/fejuTzolqwP8qVP0G7aCWKjMI5JZfIEAxmFAmZ2La8hvmAi4Lezt1aQfdLlyP2d5J38MMkFJwT0nE1pnT8nu9Skl2bHkYhKcldfHtgmcveSlPNA/zy5utD2vd0mIoFp1QqiYuLIy5uuHdP9gDatWsXLpeL6Oho4uPjiY2NnTDQzISGHRUV2gPAvoy9PgOKi4sjMTFx0pt2OCm4wcFBqqqqmD9/Pl1dXWF7aIyt5fT397Nt2zYKCwsDF95MIXsN5ebmcvTRR/PN314d9X7M4Tfg62nCds8p6P7wGUL81AwYqd+KcsV3Mw+FSkXMdTfDdTcz9Mrz1D34GDvvfpScq84l++pz0MRHvhYyWLMLkNBlRjYdAsMzBGNeFsa8LFJOOiKw3O/2YK9tYGj7Loaq6ti2dhvrnvoU78AQmhgzxjgTiQuSyTywAK/dhaOlC3fvAL5BB74hG16bA9+QA5/dsScQuPA7XfgdLvwuN36nG7/bh+jxI3p8w06mPh+iT0Ty+xD9PtjjeCr5/cO/i36QZ+8qFYJaM/yj0SBotMM/Oh0KrQ5Bp0fQ6hD0BqTYJIQBF4brn0ORVbRXAs5EUBUdimPbqqACkN/ZT/87d2Lb9BLxeT8i97THUShCv92ojamI3mFTSY+tnY5vf0/poa+PWmfnxhuQRC+33npryPufCqHQsMd6AMkOqQ0NDRM6pPr9/rAeiu12e0gkhH0de70GlJycPGWACHUG1N7eTlNTE2VlZRiNRrq7u8NO4Y08dmtrKy0tLSEpMUwH2b21pKQEs9nMD37wA359z+/GUb8TTn8QX28T7rtORnvfJ1M2qiocAyjix/dCAESdeT5RZ56P88tPaHnwd9Q/8hzpZ51I3s9/giEncnR3y6rPMC6ITPE7WCi1GswlCzGXLIQzv1vuHbRh27EbW80uBrZuZ8OrWxC9PjZc+TsErXZPMNAhaLUo5CCg0yPo9Qi6eIRYA4JeN/y3VotaqwOtdjhoaLV71tcFgsmEr9NQ/cdi8PmnGHzlLZTZJRH+lGYG5aKVeCqmZldKkoR944v0vnEzWlMmpWdvRBeTF/YxNcY0/N5hNe6WT28iKraM+NTvauL9lrX0tK/hyScfD/sYkyHcWYpsOic/pLpcrkCqTnZI9fl8AeZdKLDZbP+bAUUSgiBMGYCme1+GKIrU1tbidDopLy8PPF2EQwiQIdefampq8Hq9rFixIiJUTEmSaGpqwmKxBNxbARYtGk6x+fvbUMWODghJl75Gx4MH4/ndGWjuemfyRlW3DWXi1Cw//cFHoD/4CDw7tmH5/R207Xc6iYcfSP4tlxK9JHwjMRm9X28hdkXZjPcTCajNJmJXlBK7opRMhvXNPkgoJ+OLzXvVgG4qKBOTwD20t4cxDsoF++Ef7Jx0ZuBpr6b75avw9zSTvfIBkgrPn/ExNaY0RJ+dwdavGKh/nwNP3hF4T5JEar65HEl0csYZkRdGjVQjqk6nGzU7GhgYYPfu3TQ0NNDR0TGqdjTdQ5vL5YrYA/C+gH1jbj9DyCZvarV6nEL2TGjcoihSV1eHXq9n8eLFEQk+oihSXV2NzWYbFXxkaPRReNrHd8IrFApSr/8UodeK9y+XIU3GzvM4UCZMPAMaC01BEUnPvk7yO18x6FTx7fGX8fURF2L96OsZWf866tuIXjbzQDYb8PT0D6fD9tHgA6CMTwS3fW8PYxwU8ekIOhOuHWtGLRddg/T++0Y6/nI4UYaFLPtJY0SCD4BCqUWhMtDw7gWk5pyHzvAdQ7Z91zO4nG289tprETnWWMyGFpxCoSA2Npbo6GgKCgpYtGgRKpWK+vp6NmzYwI4dO7BarZNmbSRJmhMh2LnC9/5MBgYG2LBhA9nZ2aNM3mSEG4AGBwdpb28nISGBnJycsNJJY2/ibrebDRs2YDabKSoqmvBCMhvUeNorJ9yfQqUh9WdfIm1fh+/ZX018TLdz+AYWAlRJyST85SlSPt6Id14xWy66lc/Lfkjby6sQvd6Q9gXg6e2dEQFhNuG29CBo974aw1RQJiYhepx7exgTQlVwIPatwzUYSZKwbXqF1t8U4dnxJSVnfsv8Y5+NqDEdgFqfiOhxsLD84cAyn2eA2s03YdCpWLkyOIZoqJjNm72c3tNqtaSlpVFSUsLy5ctJTk5mcHCQrVu3smXLFpqamrDZbEiSFNZDYTB+QDt37qSsrIyysjLZD2hQEIQbAARBuEsQhLY9y7cKgjCzRqsx2OsBaCZ1gra2NmpqaliyZEnAVXQswglAHR0dVFdXk5GREXbD2dgeooGBATZu3Eh+fj7z5s2b9LyLCuYz+NkjeHubJnxfZYwj5bqP8X/+Ir53Hxv1nujzIHncKCboHwlqzAYTcb++j+TPKlEdfzo1tz/MJwuOpf7RF/DZHNPvAHB1deN3ODHOj6xkS6Tg7e5F0Aans7e3oExMQnI5wk4dzyaUxYfibtmEp7OGzocOp+/1G5m3/28pO3cLhrjIPnT4XH3Uf3wVHnsHqTk/HhUMdlfchSR6uPvuX9Pc3ExfX9+sfF6zVcecqL4kz47y8vJYvnw5ixYtQq1W09jYyGWXXcYFF1yAUqlkaCj49GwwfkALFy5k69atbN26FWAZ4ABGSp8/uMcnqEySpNVhnO6k2OsBKBiM7asRRZHt27djtVopLy+fMkiEokogSRI7d+4M9A0ZDIaImNJ1dHSwbds2lixZMm3h8dFHH0Uh+un66/H47b0TrqNJzCXpkn/jfeV3+L9587s3Wnci6A0IM+z1USgURF9xAykfbcT4019R/9irfDz/aHbc8RBuy9QyMZZVn2KYl4kixML7XMFt7UOh37dZRAqjCQQB+scrHO9NSH4fgj4K30ArHQ8eilE7j2U/aSa5+NLIHkeSsG5/gS3PLsTRvgnJ72Heop8H3rcP7KRt15NkpKezbNkyoqOjsVgsbNy4kaqqqnE21vsigqkvybOj4uJiHnvsMc4//3z6+vo49thjOfzww/nDH/4wqb2CjDD8gI4EdkuSNPETcISx10kIwUCexcg+OxUVFSQmJlJQMH0TnkqlwuPxTHsMr9dLRUUF0dHRLFmyBEEQUCqVYRtaKRQKfD4fDQ0N2Gy2oBthVSoVN1x3BX968GEsT5xK8rUfoFCPTxnpcw8g4czH6P7b1Wiik1AuOhCxtRZlbGRFNk0/PAPTD8/A+e1XtP7pbhr//jJppx1H7o0XYZpgltP9+UZilkZWuTyS8Pb2I8xQRmUuoDTH4m+pQRGXttfGIIkiYss2fDVf4d/8Pr669QhqPfg8FJ32KabkyFtGOHpqqP/oMlwDDRQs+TOxSQfzzXtL0Zu+E03dse5qRNHDyy8/j9vtJjExkZSUFCRJwuFw0NPTQ01NDX6/n9jYWOLj4zGbzftU7SRUhp1Go+Gggw4iJSWFb775hs7OTj744INp723B+gGNwNnAWMmLawVBuADYCNwoSVJkxDn5ngQguRfI4XBQXV3NwoULSUgILs0UzAxI9gXKy8sjOTk5sHwmDDqA6urqUQEt2PFefvnlPP7E89g7t9P9/E9I/MmLE/aCmJacjq+3if77z0H7m/eROnejjI+oX1QA+v1Xon9tDZ5dtVjvvY32g84ifuUK8m+5lNgViwPr2bY3kHXp6bMyhkjA2z+IwrBvz4AAFHFxiB27oHS8CvRsQZIkxPZa/DVf4tu8Bt/OtQgKFWpzJlG5hxJ95QPokovYeXciCnVku/H9Xjut635DV9XjJKaeyP4nf45CpcHatgq15rueu+7W1Qz0bqK4qJTi4mI2bNgwSj3baDQGfIB8Ph99fX10dHSwc+dOjEZjgHGm0US2ThUqwqF4j7RiSElJCcxsIuEHBMjB7GRgZEPV34DfANKe1weAi0Pa8RTY6wEoWFfUtrY2LBYLS5YsCakuM10NqKuri927d1NSUjKOXx+OqCgMy2X09/eTk5NDbm5uSNvKx/zdb2/nhl/cgbv+W/revpW4H/5hwvVjjrwx0KiqWLACdZBCq+FCk7+ApKdfw9fTTf/vbmf9KVdhzM9m/m1XkHTsSjzWHsyl+yYBAYZ154TvQSOfKjkVX1fDrB5DkiQkaxO+bV/g3/ox3prPQfSjNmdgnHcQMRe/hz59/CxHqTPjHmyMSM1HkiT66t+m/tNr0Khj2e+otUTFftf/ZBuoQa0bvqZFv4ft665C9Nl57rmnAutM1cSemJhIYmLiMGHCZqOnp4fq6mpEUSQuLo6EhATZhmDG5xIKwqF4T6YDFwk/IID33nsPYLMkSV3yspG/C4LwD+DdkAY9DfZ6AJoOoigyODgYdh/OZAFIkiR2795Nf38/y5cvn/CJKBwCg6yOLU/9Q4VCocDr9XL55Zdz5z33o80+C8u6f6CMzSL60ImVsRPOfBjfEy24Nq5G9ZMrQj5mOFDFJ5DwwN8RXS76H/odFVfcidKgw9s/AKKI3+1Bqd27T5kTwTs4hMK079lxj4UyNQ1PfWvE9yv2tOGr+RLflg/x13yB5HaiNqejz1hBytmvYMhZOb1NiS4Gz1DLjMfiGmig/uMrsFu3kld0B9kF46V0Bns3Y4oZpvQ373gYr6efhQuLyc/PD+lYgiAQFRVFVFQU2dnZeL1eent7aW1tDdguyGoFarUaURRnPSiFuv9wVBCC8QOS8dJLL8GY9JtsRrfnz1OB6pAGMA326QDkdrvZunUrGo2GnJycsPpwJgoiPp+Pqqoq9Ho9S5cunVLvKRQCg6yOvXz5cnbv3h1W+m4ke+7+39/JldfexPzjX6R29ZmoYjMxLj55wu2SLv03LXdkYXvlBQS1FtN5l6CMmX3LAYVOR9wt9yDefBd9v/sVwqp/s/HMG/DbbWiTkzAXLSS6fBFRRfOJWjQf/by0vSot4xu0oTAHb+i1t6BKS4ctO2e8H3HAgr/mK/wVn+Ct+gTJ3ocyKhl9ejnRP3wS4/yjQ34SV+pj8djDD46i3037xgdo3/xHYhIO4tCTGkcJi47EUH8F84puwu3spL7yN4h+B//859/DPrYMtVpNcnJyQIllaGiInp4eWluHzys2NhZRFIM2pJwLhBOAgvEDguGszZo1awBeH7OL+wVBKGM4BdcIRPQJd68HoMn+ubLuWkFBAb29vTNio40MIrJ53Lx58wI2tJNhKjuGkRBFkZqaGiRJCqhjh9t/JB9zaGiI3Nxc4mJjsFu3kHP4ozT861KU5nfQZe834XaG4pNwdG7C/t6HDD33BIaTT8d8yTWoUmf/hqtQKNDtdxDurz4n4d1vEG2DuL/5nKENa+l/61v451v4B/uQvD4MOVlElxZiXlZI1KL5RBXlz4om3UTwDTlQJH8PZkAJSQjO4H2BZEi2Pnzb1+Kv/ARf5ceI/Z2oolLRppSScNwfMRWcPGNFdJUpGY+9a/oVJ8BAyyfs/uhyBElg2aGriE2avIdHEv047Y3Epx1H7aabkCQvp556OiUlkZUoEgQBs9mM2WwmJycHj8eDxWLB4/Gwfv16zGZzYHY0l8aJYxGqFxAE5wcEwz5IPT09AAMj15MkKTIdxZNgrwegidDS0kJbW1tAd21gYCAiem6y9lpxcTHR0dP7wQQTRDweD1u3biUpKWlUf0+wwWssFAoFNpuNqqoqSktL+ftjf+aMsy6k9NJdpA7U0/HEqaTd8DnqpPGOntrschyt36L/83p89VtwPv0L7Ccfhv7QozFfcT2a+QtDHk8oELstgfSWwmRGf/RJ6I8+adQ6vrYm3F9+TPfWDViffAeprxvfYD9KnRbjghxilpVgLisgatF8TAtzUOoj2zTqt7tQmPZ9LS1lYhJSEGoIkmMQ385v8FV+ir9iDWJPK0pTMtqkIuIO/RXm4jNQTCbbFCZUUcn4LKGl4Dz2Dho/+xn9LWuYN/9a5pdO79jrtDegUOhwO1qxtryFSqnlb397FL/fjyAIs8Zq02g0xMfH09fXR3FxMYODg/T09NDc3IxCoQgQGYxG45zOjv7TrBhgHwtA8kxCFEXKy8sDKbeZyOnIem4NDQ1YrdYJ5W8mw3RBRFbdnoiVFw6DTpIkurq6GBgY4MADD0Sj0XDCCSeQnp5Ox8Y/k3nQ3bgHGuh87ATSblyLMmp0QVE//zB637wJSZJQ5S5B9ZuPEbuacD11A5bzTkZbsgzz1TegXboipHEFC39PN8I0N3dV+jxUZ1+M8ezviDSiKOKr2oT768/pqNhCx3vfIg724rcNoU1MIKpoIdHLFxFVvICoRfkYcjLCTuP5HW7U3wcadkISkmd886/kduCvW4+v6jP8W9bg76xDaUpEE7+QuP1uILr0HBTa2SVZKE1JuJomVusYN17RT2fl32j59teYo0s5+MSdaHXBEWVsAzWoNDHUfHs5ot/Jnx94CK1WG/he+Xy+YeZehDTbRkLepyAIREdHEx0dTW5uLm63m97eXhobG3E4HIHZUWxsbNCzo3CzOSNZcP8p2OsBSH6CkH12UlJSyMrKGvVkoVKpwp4BwXDu1OFwsHz58pAu1KkCX2dnJ/X19QHV7bEIlUEna8T5/X4SEhJGkSKe+scjHHv8KaQsvY68Y5+i5tWj6PzbSaRe/8mom406IRcEBVJfB8Ke/hFF8jwMt72BaOvF8/RNWK/5CerMbMxX/wzdIUdGtB4j9vchRIWe3lIoFGhKy9GUjnZQFR023N98gW3DWgZWb0B69i3EwQFErxfDvMwxabz5aBOnt8jwu71ojfv+U6QyIRHJ7UTyuvHv2oiv+vPhgNO6DYUxDm1cPtGLLyD6Jxeg0sfM7dgMsfh903fj2zo3sGvNJYjuARbv/zxJGSdNu82o7fu34fcO4fP0kp6Wx2WXXRZ4z+/3s2vXLsxmM36/P/Bdk4PGTAPSZEFNq9WSmppKampqgCDV09NDY2MjKpUqKGHRcM3o/tPcUGEfCEAAfX191NTUTOqzE25DqNPppKKiAqVSSVFR0fQbjMFEMyCZPTcwMEB5eTnqSTr+Q0nByWSL1NRUYmJiaGoa3YR88MEHM29eNu3f3su8wx+k4EcfUvV8GdanzyXpsn8jKL/7Nwo6M2J73bgGRoUpDt11TyF6XHheuoveO36BYDQRffUNGI7/YciWARNB7O9DGTszu+yRUBhM6I88Af2Ro+WnfB1tuL/6mN4t6+n+52roH07jKTRqTPPziF5WRFTpQqIW5RNVmDfKfE/0eGelEVXy+ZDcLiS3e/jV5ULyuIdfRywXJ1rudCI67EgOJ7jcSE4HotOB5HYxdEkmCn0MmthczAtPIebs11FFpUw/oFmE0hCP6Jtcq87n6qPpq1voqXuFtHnnUbD8kbACwkDvBnzefgBeevnpwHJJkti1axeiKLJo0aKATprf7w985+TG9XCDUTB9OgqFgpiYGGJiYsjLy8PlctHb2zvKdmEiU7pwbR4cDkfQ/Y/fF+z1AOTxeKirq2PZsmXodBPn+8NJwfX29rJ9+3YWLVrE9u3bwxrb2CcYmT1nMBhYunTplPlfpVKJNwghz6GhoWE31D1pPJvNNmHgeuofj3LkMScQO/9UzBmHUHTO11Q+V0zvazcQd+YjgbEojfGI7bVQfOiEx1NodOguvA/x/N/hfecv9D/4R/ofuBfzJddiPP2cGTVpikMDqNKyw94+WKhS01GdcQGcccF3xxZFfNsr8Hz9GR1Vm+lYsx5poBff0CCa+DiiFi0gevki/A4H3tod2P3+iYOFw4HkdCI5nIhOJ5Jr+Gc4cIwIGl4PkseD5PMMm86J4h6VbRUolQgKJSjG/K5QgXLPq0oNSjWSSjNsraHRI2j0oI0CQzJCrBEU68i86D2M2QdO8WnMPZT6OET/+AAkSRLdO16g8YufozfmcODxlRhM4WsC2vqrERRaDlm5kmXLlgWOsWPHDhQKRUAJJXDtj0h7y8FIFMXAvUOpVAYdjMJJ6+l0OtLS0khLSwuY0vX09NDQ0BCoK8kP2OHOgP6XgoswtFot5eXlU97MQ3VFbW5upr29fcqgFipk9lxWVhbp6dOzyoKZAclNsCPTeJNtd8ABB3D0kYfy0VunUXT2l+jjCyk+ay2V/1qGKi6b6KN/AYAqPhd/4/RUfYVCgfaUn8EpP8P7+YsMvnA/A397gKhzLhqmcMeF3sMk2ewIQZA7ZgMKhQJN0RI0RUtGLRedDjzrv8K+4SsG11Tgd7sYevVlBI0RFAokhQpBpUNSqRFUWtBoQWtA0BhAa0aIM4LWCDojgj4KhT4KQW8CQzSCIRrBEAWmWNAYIl6H8H70T5SzXM8JB0pD7LgZkKOnht1rLsE92ETBkodIzw2fPOXzDlK75Vbczg4k0c2/XnwWGA4+NTU1aDQa8vPzJ7xnyP8D+XVkEAolVTfTutJYUzqn00lPTw91dXU4ncOfXW9vLzExMUEfJxwW3L6OvR6AYPqGrGBnQJORGGYKeTZVVFRETExMUNtMRUKQJIn6+nr6+vrGpfEmS/v5/X7+/dprlJfvx/bXjqH4vPVootIpOHUV2/99LMq4TEzLzkKbsYSh2lUhnZ/60HNRH3ouvoqPsf/r1wy98CTGE08n6pKrUKVnBr0fyeHc55o8FXoDukOPQXfoMQB0HbEU7fXPo5xfPs2Wex+CSoPftQ8a0+njEf3DGmR+j43Wb++ha9sTJKaeyAGHfRm2HYMkSXS1/JvtG65G9HsQRT833HBDoCdn27ZtGI3GkOxRFAoFCoUClUoV6OsZOSsayagbGQjCTZNNBr1eT0ZGBhkZGfT19dHc3Ex3dze7du1Cp9MFakdTPTD/rwY0S5jO9VRmsk0FuY6SnJw8od1BuA1lHo+H2trakGdTk5EQ/H4/27ZtQ6VSTdgEOzZwycFHHv+mTRtIz8phx2vHUnTO15iSl5F3zFPsfuUilOYUdPkHM/DlIyGfJ4Cq9EhUpUfib6zE+c+bsJ96JPqVRxJ15U/RLCicdnvJ45mWBbfXIUnDKbDvA1RaRHfovUCzDaUhDsnnpnf3W9R/cjUaTRz7HfU1UbHhi9A6hnazbd2lDPVXkZtzPbt23Y9ep+eee+5BFEWqqqqIjo4mOzs77GPI3zWlUhlQO5C/W/LsSJKkUeLHswFJkjAajQE1B1lAdceOHXi93oCKSnR09Kgx/CfSsPcdedgpMN0MaKTXTnZ2dkRM6eTZlN/vZ/ny5SGn8iaaybjdbjZu3EhMTAyLFi2a8AIfuZ0oigGqqZwyAGhp3I3X1kLtW6ciiT7i8k8hY/87sfzzLBRaE7hsSM7wn5yV2YvR3/MB+j+tx93txnL+qVgvPgvXxm+nfFCQPG4UYbDg5hKS5Buuw3wPIKi0iPuQNbckSXh6GxisfAVEL3UfXkpu4S2s/MG2sIOP6Hezu/pevn5vCWohimOOasHpaEKS/Nx19+2sW7eOr776CqVSGVTqOxQoFArUajUajQaNRoNarQ48ANrtwz1YPp8v4j5DY2dXBoOBzMxMysrKWLp0KTExMaPsJWRjulBnQK+++mrA+HLjxo2Trvf++++zcOFCOa15i7xcEIQ4QRDWCIJQt+c14t3i34tv4lQ1oLa2Npqbm6cUKZUDULA8fY/HQ0VFRdA+7ZMdc+SFK/cMFRQUTKkRJ8+c5CLqyCLryHU625tJSs2i/sPLyT32KVKXXY+rfzddj58EWhNi+y6UeUsmOUpwUCRkor/lVURbP55nb6H7p5egSs3AfM3P0R929DgKt+T1IOxjKbixECRgH7bjHgW1Fsmzd625vYPtOOq/wL7zfey7P0H0OtEYUwGBw06uR60Nv+bX2/UZ1d9eDKLEAft9QHz8gTgcjbS1/x+ZGfO46qqrAk3eCoVCNkwjISGBhIQETCZTxBpBR86O2trasNvtgYfZSNO8p0rvKZXKwPnJ9hIffPABP//5z+no6ODhhx/mjDPOYP/995/2flZcXMzrr7/OFVdMrp7j9/u55pprWLNmDRkZGWi12nMEQXhbkqQa4BbgY0mS7tsTmG4Bfhn2iU+AfSIABZOCGxuARFFk586duFwuysvLp/xnhDIDGhoaoqqqivz8fJKSkujp6QmLtz8yBTddz9BY+P1+PB4ParV60i+YwWCgbkcVCwoW0x6TS/r+vyLnyIdxDzYy2LUWsX3njANQ4FxMMeiueRzR58H78j303flL+g13Yb7yBownnoqgHs75Sz7vvq8yIEkI35MUnKDW4ffY5vSYfkcvjoYvsNd9hK32Q/yObjTGVEyJS5l/+D+IzjoO90AtVa8dGnbwcbss7Nh0A91tq8nJuY5Fhb8NvLdjx6+RJB9vvf0qW7ZsIT09PeBnk5ubi8fjobu7m4aGBux2O9HR0SQkJBAfHx+Rmk1raysWi4WysrLA/uTa0Uiat8/nQ6lUhhWMgk3vyfYSp512GqeddhqHH344Bx54IM899xxXX301t956K+ecc86k2xcWTp82X79+Pfn5+SNV+18GTgFq9rwetmf5s8Bn/CcGoOkwNkDJM5S4uLigTOmCDUAWi4Vdu3axePHiwFRXDiST9ftMBnm73bt3T0g2mAhygTQ1NZUtW7agVqsDcvITpQBTU1P58vM1HHzoUWiic0gs/DELTnmTzU+k4372NqSBHtRHXYigi0zeWKHSoD3vt4jn3oN39WMMPPxnBv58L1GXXIPpjB+D1xNWI+qcQhK/Nyk4NDrEWQ5AotuGo+lr7Ls+wb7zPbz9TagMiRhjF5O932+Jz/3ROFKBe6gZlTr0Bw1JEmnd9SS1W39JlKmQI4/YiU73XU+T3b6b9o7XOezQQxkYGCArK2uUPxcMy+SMpDoPDAwEApJarQ7MHkKxbJHR0tJCd3c3paWlo4LZyNkREKgdjaV5Bzs7EkUxLE05n8/H6aefzllnnYUkSRFxfW1rayMzcxTRqBWQxSaTZSVsSZI6BEGIuNfL9+Sb+B3kvpn58+dP6W0xEtMFIJmV1tvbO86aYSYyQP39/eh0uikVt0eOQS6CZmdnk5OTg9PpxGq1sm3btoBCQmJi4qjUQ1lZGf96/p/8+PyL0ZrSMGceTtGZn1P1/FJ87/wVz7/vQ3P81aiPvwIhanqlgGCgUCjQnngtnHgt3q9exfbSfQw+/iCS14O3YiMULUGRkrbPqAiPhCRJ35sAJKh1E8rxzASiz42rZT32XZ9i3/keLmsNKl0chpgC0hZdS2LBeZMqU8twDzahUoU2+xnqq6D624txOdopK32S9LTxpoXbd9yBJPm45dabyc7OJjExccp9KhQKYmNjiY0dLk04nc6A3qPb7Q74/QRDdR4ZfKZbdyRjTg5C8o9MFpoqGPn9/qDlwEZCrgXD8EO5Tqeb0oxuKuuFkfucaHHIgwsT+8Q3MdgblZzKKi0tDakYN1UQ8fv9VFVVodVqWbZs2bgLJhxRUZfLRWVlJSqVKqhpsCRJAZbfyOPr9XqysrLIysrC6/WOSj3ExsaSlJRETEwMJ598MnffeRt33nM6i876AkNCEYakMrTzlmEsPIGu927BvuoR1Iedh/rk61HER66Yq155BuqVZ+Db9gWuP5zJwB/uBMcgkiShzspDvagU1aISVPMLUeUt3PspOkkExfejBiRp1EjeyRUHgtqH6MfVvgXH7s+w7ViNq30zSm0MOnMuidlnkHTCRWj0oXXXuwYbgtZz83lt7Kq8g9bdT5Ga8iMOPWg9iglSoDZbHZ2db3P22WdQUFAQVse/Xq8nMzOTzMxM/H4/vb29dHV1sXPnTgwGA4mJicTHx4+7+Tc3N9Pb2xtU8BmLscFIzmKMnB2NpXmHQ/GerEQxlRldMMjIyKClZZSwbAbQvuf3LtkPSBCEVGBaP+9QsU8EoOkgSRIul4u2tragUlljMVkAkqV6ZH5+KNtOhoGBAaqrq1mwYAH19fVTrjvyYp2IbDASarV6lAZVX19f4Mul1WpZvnw5Z51+Cq/++1iKf7yenCMeoebVI4g/4lbyfroJZ9smOt/5OY5Pl6MqPwnNab9Akb4g6POaDqqiQ0CtQ3/rmygyChBbd+Ld8iHu2nW4Nz2LNNSNaO9HERWDOq8QVXEpqoVFqOcXoMzMQZgrmfvv0wxIY8LvDW0GJEkSHst27PWfYd/+Ho6Wr1EodWijcojNPIrkw55DZw5fnQDA1VeHwTS1IZwkSVha36Jmw1Vo1HEcevB6oqImfxjbvv12JMnL/fffP6EcV6hQKpWj3FDtdjvd3d1UVVUhiiLx8fEkJCTQ19dHf38/ixcvnjHteqJU3URNsD6fL6zswHT3iHBQXl5OXV0dDQ0NMsvwbODcPW+/DVwI3Lfn9a2IHpzvQQDy+XxUVlYiCMKowmAomKgpVNafW7RoUWAKP9m2wQYgeYa2ZMkS9Ho9u3btmnTdUILPWIyUhLdYLNTV1ZGYmMhll11KzfZatr92NMXnfosuJo/eL/9C0vH3ok9fRs6Vn+Pp2U3H2z/FcdthqAoPRn3GL1HmLQ362FNB0OgR+zpRZBSgyFiINmMhcF3gfdHnQdz2Bf6qz3F+uxnhvXcRbT1IbifK1CzUC0tQl5Siyi9ANb8QZfzUKZiwIIrfHxKC1oDknD4AeXobcNR/hn3H+9gbPgdAa8wkOv1Q8k77A8aEyPrnuAbrSco9atL3nbZGtq2/ksHejSycfwd5eTdMub+hoR10WVbz+OOPRST4jIUgCJhMJkwmU8ANtaenh+3bt+NwOEhKSsJqtRIfHx9Rv5+JmmBdLhf9/f2kpaXh9XonbIKdCOE4tL7xxhtcd911WK1WfvCDH1BWVsYHH3wwyoxOpVLx6KOPcuyxx8r3uVckSdq2Zxf3Aa8IgnAJ0AycEfqnMDX2iW/iZB+s3W6noqKCnJycQNEv3AA0spG1tbWVlpaWgN/QVAgmBTdSoHTFihWBi3iyafNMgs/Ifcjd1CtWrAjMCtd8uJqyJfuz881TmHfoA+x8+1TiD/sFSv1wkNXE5zHvolX4bBY63r4B+29ORpG5CM2Zt6EsPnRGT1iC3ozU2zHp+wqVBkXpUahKR9+8xL5O/Fs/xFfzNd433kQatCDa+hBUKlTZ81EVl6EuLEE9vxBVznwE3dT/synxfSIhaLVI3oFxi31DHdh3f46jdg223R8heuxoTRlEJe9P5glvEJ02uclbJOC2tRIdt3zcclH00rj9T9Rvu4/42JUcc1QTKtXUqXKPp4eKysuRJC/nnXfebA15FNRqNU6nE4PBQHl5OTabDavVSlNTE0qlkvj4eBITE8NuwZgICoUCj8dDdXU1CxcuDKh4y7Vf+f40GbPO4XCETKw49dRTOfXUU8ctH2tGd8IJJ3DCCQHB33vlXyRJ6gGODOmgIWKf/SZarVZqa2spKSnBbDbT0dERFhsNvpsBydRtt9vNihUrggpm082A5BqSTDaY7oIdq2wQzgUun4coiixZsmTUxWo0Gqmq3EBW9kIs1f9EY0qnd+2jJB51x6h9qExJZJ77IqLbTtfqmxh88EKE2NThQFT+g2EBzVBhNCP1TR6AJoMiNgXF4RegPny0uKjYsBX/1o/w7NyA+6uvkGy9SPZBFHGJaOYXoSopRbVgEar8ApRpmcFZS0jS96cPSGtA8jqHqdGNX2Kv/Qhb3Qf47VY0xjRMCUvJP/TvxMw7fta69sdC9Lnwe4eIii4dtbzP8hXV316M6Hez/4q3SUg4bMr9SJJEa+sLVFVfj0IBlZVbZ2/QY9DQ0MDQ0BDFxcUoFIqA3w8M1297enrYtWsXTqeTmJgYEhISxilahwrZuDIvLy/QBzi2djRWzXvk7Og/0QsI9sEAJEkSDQ0N9PT0UF5eHmCkBSPHMxlkO4fNmzcTGxsbFHV75LaTBSCXy8XWrVunrCGNxGRkg1Dg9XqpqqoiNjZ2QtUHGFblrapYT/7CEqLSD6bv60eIP/hnwyoJY6DQGkk99TGST3qY7o/vpv/JG5Geuw3N6begOvhMhBB0vYS4VERL0/QrBgGFQoEibymqMelB0WXDX/kpvurP8XzyJcLrryDaepF8XlRZeagLFqMqLkGdX4AqvwCFOWb0jiVxVqV4JEkCvxc8TiSPG7yuPb/vefW6weMEz7C6Nl7Xd+95XMMqFi47uJ3467fgszSx6w+5qAzJGGOLyS7/DfF5p4ettzZTuG0tKFWmwPE97m52bv4FltY3yc66gsLC+6a9toeGdrB16yUMDlWjUavZVrN5HN16tlBfX4/dbg8En7HQ6XSkp6eTnp4eqLWO1GyTad6hKKN4vV62bt1Kbm7uhOSKqWjecu1oYGAgotp0+wr2iQAk30R9Ph/V1dUTMtJmQof2er00NzdTVFQU8oU+WQpOJhtM5mE0FlMpGwQLp9NJZWUl2dnZ055HcnIyX3/5MQeuPBxJoaRv3RPEH/LzSddXqFQkHfsbEo6+m75v/krv/92H58U7UZ/y86B7iRSJWYjNNSGfVyhQ6EwoVpyEesVoczOxqxHflg/w7PgGz4svItm6EYf6EAwm1HkFqIoWoy4oBklEbK4Gn3dMUJB/dw0HB68LnHZwO8DlQHI7ht93O4bVCbxu8LiH1/MN2zPg9w7/wCjrhWE7BiWC/Lug2vO7GpQqBKUaFGoUKg1KtR5BbUBQ63H7FChM81h85rfTUqPnCu6hJlTqKCRJpK3+OXZu/jlGw3wOP2wbBv3UD2F+v4udtffQUP8IEqDT6tla8e2cBZ/du3fjdDopLi4O6js4stYKwyWBnp4eampq8Hq9xMXFkZiYSHR09KT783q9bNmyhZycnKCZfWOZdX6/n4ceemifbGuYKYSpFAiYIz643FBWUVFBZmbmhLOJ7du3k5ycHHKR0mq1sn37dmJjYykpCb0Y29bWhtfrHSWC2NHRQWNjI6WlpVPmZb/++msOOOCAGdd7YLinSPY3ig7B8uC9997j9DPPRqE2kn9LPQp18PWTga0vYf30Xnx2C5rjrhruJTJPLiPk+ehpfO8/geFP3wR9jNmE6PMh7vwWf+UniLs3IXU3Iw5YEVR6hD0BYThAqPb8rkZQqhGUwxYNCrUeYU9AUGgMKLQmBI1x+FUbhVIXhUIXjUJrRqE3o9THotDFotBExgLE+tp1KHv7WXjcSxHZXyTQte0p2jfch0aTiNPeQEnRX8jImLwbX4bV+hFbtlyMQlATbSyhz/YV/379X5SWlo4T3Yw05Bqt2+1m0aJFEbmR+3w+ent76e7uZmBgAJPJFJgdyWUCeeYzb968oHsWx0IURW677TZ8Ph+PPvroXKRa5zTK7RMzoMHBQbZs2TKl3UGottySJNHY2Eh3dzeFhYVYrdawxjbSjVV2YhwcHJxW/kfGTOs9MBzwWlpaWLJkSciiqMcffzx/uv8+brrtTvo3PkPcAVcFvW102TlEl52Dve4jut6/BfvqR1Ef8mPUP7weRfz4hwRFZiHSQFdI45tNKFQqFEUrURV9V5S3/TiBnNsbUWgi74oaafid/Wi1Edd/DAseewcDrZ/RVfNPXI424sz7cciBX6JQTJ0KdLm7qKq6DovlQxZm3IAoeWns+jvfrvuM6OhoOjo62LFjByaTKdCnE06ddzLMRvCB4ftRUlISSUlJSJLE0NAQ3d3dAb26uLg4rFYrOTk5Mwo+d911F3a7nX/84x9zVuebS+wTAchoNLJ8+fIpu4NDScGNtDxYtmwZdrs97PSdnIKTyQZ6vT5osoFSqWTXrl0kJSVhNocuUSMrNAwODrJ06dKwKaJXXXUVn3/+Be++9yv8jl7iDrw6wIoLBsb5R5E7f+N3vUQ/K0e1/CQ0PxrdS6TIXITkGEASxeAIAXsDghLJ54bvQQASnf2oonOnX3EW4HMPMNj2Of3Na+hveh+PswuNLhm3vYWCgntZMP/mKbeXJJHGpn+wveYWoo3F/GD/Ona1/pWGzsf5+ptPmD9/PsC4G3hzczMKhSIwmzAajWEHDfmB0ev1RjT4jIUgCJjNZsxmM7m5uTgcjoCUVn19PT09PSQmJhIXFxd0HUeSJH73u9/R1dXFM8888x8ZfGAfCUAqlWpaaYpgA5BMDEhLSyMrKyukbSc7rtvtZsOGDSGTDRYvXkxvby/Nzc3YbLZR6gXTXVB+vz/g/lhWVjbjL8/LL7/ED048mc+//DO9Xz1IbPmlxB18A6qolOk33oMJe4kKVqI+8xaUeUtRGMyg0iANdiPERFw2KiIQFEok/8w1tOYComsAVXLozrRhHcvnYqjja/qb19DX9B6ugd1odEmYoovIL7qL1Kyz6LN+QeXX55Gf94sp9zUwWMmWLRfhdrZTXvBPMpNOo6bxXna3P8znX35IQUHBqPXH3sDdbjc9PT2Bmk1MTAyJiYnExsYGfSOWJIm6ujr8fj+FhYVzVj/x+XzU1NSQn59PcnLyKL26+vr6oPTqJEnij3/8Iw0NDTz//PP/keQDGftEAAoGKpUKr9c75Tr9/f1s27ZtHDFgMnO4YOB0Ounq6mLp0qVTNqzKGEk20Gg0pKSkkJKSMk69ICoqKpByGDuzkcVWU1NTgwp4wWLVu29z/PEn8cVXX+GoeZ++9f/AvPgs4g+7CU1cTtD7GdlL1Pn2Ddh+czKKjAI0Z96OoDEOU7H30QCEoEDyefb2KIKC6B5ErZuFZlyGJXps1s0MtHxCX8O72Lu3otLGYjTmk5l9CRm5F6HSjJ61N9f+lcSEIyYNAj6fnR0776Sp8e+kJ5zGiiXDsjs7mv/EzpY/8tnn7wdVh9VqtaMER2UmWl1dHXq9PnADn+yhVZIkamtrEUUxJMbrTOHz+QKsWJlYEapenSRJPPzww1RVVfHyyy9HtDF2X8T35uxG1mImQnt7O01NTRP6Ak3lJzQV2tvbaWxsJC4ubtrgM11z6UhGjSRJDA4OYrVaaWhoQKvVkpSURGJiYqBZbf78+VP6BoWL9957hxX7rWRXUx+FJ62i+ds7aHh4OaaFx5FwxG1ok4uC3pfKlETGuS8iehx0rbqJwYcuRsKPd80/kZYfjyKrCCE+Y59i7wgK1XAK7nsAv9uG2hCZACRJEs6+HQy0fkJfw2qGOteiUOrRG3JISjuWjAP+D51h8ocdt8tCT+cajjh8x4Tvd3a9y9atl6NRxnDksm+JMRUjSRI7m/9MTeM9fPTxKsrKykIe99jvjcPhwGq1jpLUSUxMJCoqKqCav3PnToA5DT5+v5+KigrS09NJSZk8qzCZXt39999PdXU1GRkZdHV18c4770S0FravYp9gwQHTSotbrVb6+vpYsGC0fpn8tONwOCgpKZnwiUEURdatW8cBBxwQ1Fjk3PHQ0BB5eXk0NDRM+eUZ6TM/0rk0WDgcDiwWCx0dHTidzkCqLxxJ+WAgiiIFhYvpsakpOf1LfJ4h6j+7hsGOLzFk7U/CUb9Gn7ki9P36fNQ/tBjRMzCsY+boAUSUqQtQ5C1FkVuKIqsIRWZhxCwiQoXj4lzSr3gfbWr49tFzhfo7Uyk++SOMiaXTrzwB3EPNDLR+Sl/j+wy0fgKSH50hi7ikQ8nIuywkF9OGmj/Ssft5jji8atRyp7OVisqr6e39ikVZt1Iwb7g2ZHPuZl3NhfTbKnn6mb/xox/9KKxzmAqypE53dzdDQ0OYzWY8Hg86nW7Og4+c9pe9i8LZx/333897772H0WjE6/Vy7LHHcsEFF5CTE3x2IgL472PBBYOJZjFer5fKykrMZvOUdRJ5ahsMfD4fVVVVGAwGlixZgtvtntbKQWa6hRN8YNhcTvapLykpYWBgIDBFly0YzGZzRGVBdmyvJC0jh21vHEXxaZ+x6KS38bp6afj8p7Q8fSKaxIUkHnUnhvwjgz6uQqUi+Qf30/n6leT/fDuCQoGrqwZ77Qc4mr7BW/13XI5uJGc/gikeZVYxQv4ylDklw7OlxHmzT15QCEj+70kKzutEbQz+huZ1dg8TB5o+pK/5A/zufrSGDGLiV7Bk5WvEJR8a1jgkSaK59q8szP/Vd2MTfdQ3PMzOnXcRZ1rBifs3oFHH4Bc97Gi6jx3N92MwamlprQupbSAUqNXqUSnuyspKPB4PHo+HLVu2kJiYSEJCwrRyWzOBPPORhYLDxQsvvMC6dev48ssv0ev19PX18eGHHzI4OBjB0e572GcCUDCuqCNp2LJOXG5u7pRT3lDgdDrZunUrWVlZAf/5qbTgIiGrI8/gPB4PS5YsQalUYjKZSE9Px+fz0dPTQ0tLC0NDQ8TExJCUlBRSMXaq47636k0OPfwYtr11LEWnfoRaF8eCY1/A53HQ9PVNtL18PqqoFBKOvpOowpODCg5RhSfSKUk4W9djyNofXfIidMmLiD/4Z4F1RI8Le/0nOHZ/gnPTl3g/+z/8zh7weVAk56HMXYqQX4oyqwhFZhGCMXI3MEFQfy9qQJLfB6IPlW7y5kW/x8Zgx1cMNH9Eb+MqPLZWNPpUzDGLKVzyIEkZp0xofRAq+ixf4Pc5yMq6BID+/o1s3vITvJ5eDih6hbT44wGw9n/JupoLcHu7ef6Fp4Lyo4kEJElix44dGI1GSktLEQQhUGvZvn17oGk0ISEhoj1HcvBJTk4mLS0t7P28+OKLvPrqq7zzzjuBYBkbG8tZZ50VkXHuy9hnAtB0GMlkk4t4sk5cJCATGMaqY0/GoBtJNgj3gpZnW9HR0SxYsGBcAFOpVCQnJwfYNP39/VgsFmprawN9EwkJCSEXKt1uN5WVlaSnp9NtaSMuIZXtb5/IolNWo1BqUWkM5B32V3IO+Qst6+7G8uZPsay6mYQjf0V06dnTyvNoUxcztPX/MGTtP+H7Co2OqIITiCo4YdRyT18jth3v4Wz6CvfqZ3E7uhEdvQgGM8qMIoT5S1Fkl6DMKkJIyUMIR1T0e8KCE91DCArNqGtL9HuwdW2gv+Uj+htW4+irQa2NxxhVQO6Cn5Oacz4qVeTTti21fyUx/jD8fhvV1bfS0vo885LOZemCv6FQKHB7e9hSez1t3W9y0MoVvPNO1ZwVzyVJoqamBq1WS15eXuA7NLbW0tPTE9GeI7/fT2VlJcnJyYGH1XDw2muv8fzzz7Nq1ar/SK236fC9CkA+n4/Gxka6urqm7RsKBTKBYSJ17LEzoEgoWcN3sjrz5s0LaganUCiIi4sjLi4u0DchK/iq1eoAiWG6z8Rms40jOVi7WklMzmTHqtMo+MHrKJTaPcdUMe+A35C53910VvyF9g/vwfrB7cQf9ktill88aTNn7EHX0fHapSSd+EBIKTVNbPZwo+yIZlnR58PZ9BX2ujU4qzbh/eotPM4eJI8TReI8lDlLEPKXoMgqGg5MUyg1DJ8U3wsSgugeQlCqsVsr9hAHVjFkWY9KHYXemEtq+mmkH7IqaGO4cOFx92Btf4+Cgt/y0cf56DWpHLN8M1GG+cPN3p3Psbn2evR6NW++9QqHH374nNVeJgs+Y6FUKidsGg2350hO9yUmJs4o+Lz11ls88cQTrFq1KiSDzf8k7DMkBK/XO6Xtgcfj4auvviIpKYlFixaFPOuQZXFGXmByr4Ddbp+UwCBve+CBB0Ys+AwMDFBTU0NhYeGkyg+hwOl0YrFYsFqtSJJEQkICSUlJ456oent7qa2tpbi4eNwF393dTU5eIYJSS8ayW0guvgylevwTmWX787Rs/C0+dw9xB91A7AFXodSPP4e636aTft6rGLIPnPH5TQTvUCf2ne/haPgSt2U7XrsF0dGDoNGjSC9Ekb8URc7iYdJD+oLArM15TSmJJ/4RU9GJMzq+JIpIPheSd1g/TvQNv8rLxD3Lv3v/u98ljwO/x4bktgX+Ht7GEdhW9NgQXYMoBDU6QyYJKceQkXcpRvP8SHx8QaNh+wPsrroHpaChOOce5mdcA8CQo5Z1NRcyYN/GTTdfx2mnnTarzZ5jIUkS27ZtQ6/Xk5eXF/Z+5J4jq9UaVM+RHHzi4+PJzMwM+7irV6/mgQceYNWqVbPigTQDzCkJ4XsRgNxuN1u3bsXpdHLooeF51nz77beUl5cHmrrk9JfRaGT+/PlT7lMOXpGQ1enq6qKxsZHFixfPSnHU4/HQ3d2NxWLB5XIFaKp2u522tjZKS0unnCWdddZZrH7/ExAUpJXdQOria1HpxlPQexvepemb23DbWiZsam3+5w/QJMwn5eSHIn6Ok0EURVytG4ZJD60b8PbV43f2I7mHUMSlo5xXin/ntxgXHocmuSBw8xc9diS3HdFjHw4C8qvXieRz7wksbiS/Z8+PF0QfCMrhNKAg68opEQTld4KjgjIgOqpQqBEU2mFPJKUOhcqAQq3f82pCqTGhVBtRqKNQas3Yu7bQX/cGh50SGXXxYOH19NHb9Rnd7R/Q3fE+Xnc3Zv0iDl/6GWqVCb/fxbbG31LX+hArVx7Ar++8PfBdkJssExMTZ7XwL4oi27Ztw2g0kpsbOaWIkT1Hvb29GAyGUT1HkQo+a9as4d5772X16tVhWY/PMv4XgEZCVp0uKChg586dHHhgeE/UGzZsoLS0FI1GEyAbzJs3L6ji4ddff82KFStmTDZobGykv79/ytlWJCHnvuWO8uTkZJKSkqaVBPH5fJx44ol89fVGBAGSF11K2tIb0UzAyBps/5rGr36Go28H0aXnEHfoTWjishna+T4dr17M/Nta97osj8/Ri732A+z1nzNY/ToqjRmNIRlBqUWh0qFQ6VGqDCjUBhQqI0qNaTgQaIwoNVEoNdEotWaU2mhU2hhUulgUGnNECvyToeXL23G1bKL8yDWzdgwAv89Jf/fX9HR8hLX9XRy2enTaFEyGBfT0rSUp9igOWfwmAJa+T1lXcyFKtZt3V72GXq9Hp9MF0l9y4d9qteL1egO211OpRYcKURSprq4mKipqVunJI3uOuru7EUURn89HQkLCtA+sU+Gzzz7j17/+NatWrZozFfAQ8d8ZgHw+37hif0dHR6AHx2AwBFJh4WDz5s0UFhbicrmoqamZUvh0JPx+P1u2bEEQhECdJdTCpSiK1NTUoFKpWLBgwdyZh+05rlqtZv78+QwMDGCxWOjt7cVoNAZIDJOdT29vLyeccBLVNdsBgYQFZ5Ox/BZ05vFffEfPNnZ/di327i2YFh5PwhG30fTk0WT8+BUM2QfN8pkGj8a/H0F8xrGk73fr3h7KlNjxyjHERe/PgrJ7p185BEiin8G+TfR0foKl9S2G+ivRqOMwGRaQlnoq8zIuQqnUs3b9cbidnRxbXonH18Pm2mvp6FnNDT+7mrvuupPq6mpMJtOkMxBZLdpqtTI4OIjZbCYhIWFGttdzFXwmOm5FRUXgezI0NER0dHTgfIKVyvnyyy+59dZbWbVq1Ywo27OM/wUguTYzNDREaWlp4IKdSQCqqKjAZDJhsVgoKyubNkUwtt5jt9uxWq1YrdZAUTMxMXFadWqPx0NlZSVJSUkBbbq5gNwjlZiYOO64kiQFbIi7u7unPZ/a2lp++MPTaWppRhCUxM47nswVv8YQv2jcuq6hlkBTK5JI1KJTSD75Lyh1kWErzhStL56DXpFIzlGP7u2hTInNj6dRdtArxCWF17sjQ5IkHEO19HR+THfbanqtX6JU6DDos0lOPI7srMvH+fhUbruBto5XOWG/OlosL7F11y/Izc3m/Q/eIjExkcrKSmJjY5k3b17QY5D10Hp6esJK1YmiGGCMjrRGmW3IQc9sNgeOK5+P1Wqlt7c3qPP59ttv+fnPf867774bUXmtWcB/dwDy+XxUVlZiMpnGTXXDDUCSJLF27Vo0Gk1QqtLTkQ1cLleg6O/3+0lMTJyw6G+326mqqiIvL4/ExNnR9JoIMsMuWCl4p9MZCK5+v38UiWHkuX/66aecf/7l9PV3oVBoMKcdTMZ+vyYquXzcPr2uXuo+OJ9B6zokrwulPgZdcgm6zHK0qYvRpZSgjssJz/p7Buha9QvE9noWnvrmnB43FPhcvWx5IpsjzxgIK83ncrTT2/UJ3e3v09O5BlH0oNdlkRB3CNmZlxITXTbpto3NT1K9/WYOWPQiVQ13YHPU8o+nHuXMM88MUI8TEhJmVAMJNVUnB5+YmJigg14kINeaTCbTlDOukefj8XgC52MymVCr1WzcuJHrrruOt99+e07HHyb+OwOQ3+9ncHCQioqKSWsz33zzDfvtt19IKSw5oLndbhYsWDCtvlqozaUTFf2TkpLw+XzU1dVRVFREVFRU0OOdKWSGXajGdTK8Xm/gfJxO5ygFb/mz+Mc//sGNN96G3+9EodJjiC8ha/+7MacfNu7zqv3gAmyWDWQf/ACDbZ9js2zEbWvF5+5F8rnQxOWhS1+GLmMJ2pTFaJOLJmTVRQo9ax/FtuE5Ss7bOGvHmCkGW79g96rzOPyHbUGt7/UM0Gf5gu6O9+hufx+Py4JWm0JczP7My/gJCfFHBvWdsfZ8yrcbTiE++kB6BtZywgnH8Nzzz6DRaAJyMykpKTOiHo/FdKk6ufAfFxc3pxkESZICacZQ0n1y3bWxsZFLLrmErKwsGhsbefXVV1m+fPksjjhi+O8MQLLAYHFx8aQ3zg0bNlBWVhZ0DcbhcFBRUUF2djZDQ0PExsZOOROZqbLByItvaGgoIBMSCeWCYGCxWGhoaIgYw04WS7RarQwMDGA2mwMNfIIg8MADD3D//Y/icHSjUBnRRmWRtf89xOaciCB8Zym85YUCYjKPIu/wx0bt3zXUQl/jaobav8DRtxOvy4LP1YtSG71ntrQMbVoZ2uRiNPF5EZktDe18H8vr17DksoYZ72u20Lnlr/RUPMNBx2+e8H3R76a/+1u6Oz7A2rYKh20XGk0C0aYSMtLOJiPtrGmN4sbCZq/js69W4PMPEROdwqrV/w7oH8oqz+np6bNauxgp0tvT04NKpcLtdpOSkhJRtlsw49i2bRsGg2FGx62srOT6669nv/32Y9OmTajVak477TR++tOfRnC0Ecd/ZwAaGBgAmLKmIhMJgrm59vX1jSIb7N69G6PROGnTp+zhA4QdLOTalcvlorCwMPBl6uvrIyoqiqSkpJCKlqEct7m5me7ubhYvXjwrKroj8949PT3o9XoSExMRRZGnn36aJ598ke7uZhRqE2pdPJn73U3C/DMQFCpcAw1UvLyM+cc8S1zOSVMeRxR9DLV/QV/Tmj2zpRZ87m5EnwtNbB769KVoM5ahSylGm1IckrEegKeviYaHyii/bmAmH8esYvd7F6N2+lh80L+AYXO3ob6t9HR+jKX1bQb7NqNWx2Ay5JOafArzMi5Bo4kJ61iS5KdvYCPrN5+Jx93NLbf+gttvvy3wvmwrnZWVNaesLZn8o9Fo8Pl8ATmdxMTEiLLqxkJubpXZfeFi+/btXHTRRbz00ksUFQ0rzHd1dVFRUcExxxwz7fYXX3wx7777LklJSVRXV084zuuvv57Vq1djMBh45plnWLp0KQDvv/8+119/PX6/n0svvZRbbrkllKH/dwYgURSn9fupqKggLy9v2q7h1tZWWltbKSsrCwS0xsZG1Gr1uPRBpJpL/X4/1dXVGI3GcV3Z8pOdxWKhp6cHnU4XNqNuLGT5edl4ay5mWpIkYbfbqa2tZWBgAJPJRHJyMps3b+aWW+6mpaV2uLdFZSCj/FckFV6IdcfzNH19K6XnbkVrCr0I67G109e4ioH2L3D0bsPjtOJ396PUmNAmF6HL3A9d2uI9s6X8SWV6RFGk9s5oll1tRaneN11Rq54tIzXtNLSGdLpbV9Fr/RxBUKHXzSMl8Tiys67AaAivliBJEjZ7Ldbuj+noepvevrUIggpTlI6Kio2j+lI8Hg9bt24lJydnTmuYssZaUlJSoGA/G6y6sQhWWWE61NXVcf755/PCCy+wePHisPbxxRdfYDKZuOCCCyYMQKtXr+aRRx5h9erVrFu3juuvv55169bh9/tZsGABa9asISMjg/Lycl566SUWLRpPGJoE/wtAk6G6uprMzMxJU3TyzdjlclFSUjJqptHS0oIkSaPyyJEKPi6Xi8rKSjIyMoLqK7Lb7QESg1KpDJAYpmPUjYVsE242m8nJyZnTLvSRQc/j8QRIDF6vl+bmZu699wHq6qpQqI0Igor0pTfT3/wBfq+dktO/GG7cnCGGZ0tr6W/+EJtlA25bC15XD6LPgSYmJzBb0qYUo0spRmkYrv/V3p1MyXnr0UaHTuWVJAlJ9CL6nMPqBz4nos8V+Fsc97cLyT/8t9/n2NPsOtzoKnodiD7H8PLA/ly4ba0oBC0GQybxMSvJzryU2NjxRI9g4XJ3Yu3+hC7Laizda/CLw75afr8doyGOt95+ZZxVidz8nZ+fPyu+VJNhpMDnZLWmsam6SDTASpLE9u3bUavV5Ofnh/1damho4Jxzzhk1IwkXjY2NnHjiiRMGoCuuuILDDjuMc845B4CFCxfy2Wef0djYyF133cUHH3wAwO9//3sAbr016LaD/9kxTAaVSjVKEXskfD4fFRUVREdHBxRxR0K21pYRqeAzODjItm3bKCgoCMoxFcBoNJKTk0NOTk6AUbdt27YAoy4xMXHaWZ7b7aaiooLMzMw57SmQZ3omk4mFCxciCAI6nS4g/Oj1epk3bx7PPbeQqqoq/vLQY2yr2UrrxnsDtbWW9b8la/+7ZjwWhUJFdMahRGeMpip77J306Z57ZQAAS3VJREFUNa5isO0LbOtfoNdpwe/qQdAY0SUVISiUtG/4I0qNeU8gGA4Ifp99TFAYltYR/W4kcY8KgugDQUAQVN8pHiiUKATV8DL5R6FCENTDyxUaFAo1SoUOpXJY/UCtNKBUxaIymFCqolCpo1Cpoujv/gar+z2OPaIp7Nms1zdET8/ndFk/pMu6Gpe7A70mndioZeSmXEJT14t4fH3cfPPNnHjiiSQmJuJwOAL+U7Kt/cKFC4O+piMBmeiQmpo65YOcIAhER0cTHR1Nfn7+hMrXoaTqZDXtmQaf5uZmzj33XJ588skZB5/p0NbWNoqJmJGRQVtb24TL161bN6tjmQn2mQAUzD99MmVqmWyQk5MzaY1n5LaRsFGA4aJ/fX09paWlYZvH6XQ6srKyyMrKwuv1YrVa2bVr1yhG3VgvIFlQdMGCBXOqIxWMVfhIj5bi4mKOO+44tm7dyq9/fQ9bt25EUmhp3/og/c0fEpWyH8bEMgwJizHEFqJQhTYDnAwaYwrJRZeQXHRJYJkoigx1rKW/5UM6WzczVP8JpqgFKJR61CoDSlU8Ku08lEYTKlUUSrUJlSoaldqMWh2NShODWh2DShOHKkLjnAgNOx8gO+uykIKPKHrp619Hl/VDOi3vMGTbgVaTRLShiEXzfsW8pHMZsFexqfZqOnpWc+6PT+Oxxx5DoVDgcrlGWURHR0fT29s7ThV+thFs8JkII5Wv5VRdW1sb27dvnzZVJ8/mlUrljIJPW1sbZ599Nn/9619ZsSJ0M8dQMVHmajJLm33JkXgs9pkAFAwmCkC9vb1s3759SvbcyG0jRTZoamqip6eHZcuWRazor1arSUtLIy0tLcCoG+sFJLu1lpSUzKl8u9PpDNTggq0HyHbKRx55JEcccQT19fVcf/3P+PTTj3H0VGO3bkKpiUUQBPyeQdTGVIwJpUSl7I8hoQRjwmLUhtSIfIEUCgXR6QcTnX4wrt6dGIijuPyJGe83khjo3YDL2cbC/KmLxpIkMThUjbXnYzq73qG3fx0qpRGTLp95iWeTs/hSdJoEnO52uvo+Zm31aVj7PydrXiq7GptHpXp1Ol3AgVdug4iKimLHjh2jWI+RJs6MRCRZdiqVapTytZyqk2vAI1N1cvARBGFG8jqdnZ2cddZZPPTQQ6xcuXJG4w8WGRkZtLS0BP5ubW0lLS0Nj8cz4fJ9Fd+rADTWFVUmGyxbtmza+olCocDn8+Hz+WY06xFFkR07dgCwZMmSWSv6j5SQl0USGxoaGBgYICEhAZvNhk6nm9Ubgww5zRhubxEMP4Xl5eXx7rtvMzg4yPXX38Arr/wf+D2YY5dRWPon7EO1dFs+pX/nG3RW/BWfpw8EJYa4IkzJ5RgTyzAmLEYfVxiwjAgHMfOOoXPjX8LefrbQsPMvxMceNCGF2uFsxtr9CZ2Wd7D2fAqAQZtFSuxRLM//G2bjQry+Qaz9n1PdcAcdPe/h9lowGmJIS4/h7fc/D7CxJoLNZmPbtm2UlZURFRU1ivVYX1+PVqsNSDeFWqucCnLwycjIiJixpIzpUnUwHIBLSkpmlAU544wz+MMf/sBhhx0WwdFPjZNPPplHH32Us88+m3Xr1hEdHU1qaiqJiYnU1dXR0NBAeno6L7/8Mi+++OKcjStU7DMkBEmS8Himdqpsa2sL1Bh27NiB2+0eRzaYbN92u51NmzaRmJhIcnJyWFROWd4mPj6eefPmzWnRf/fu3djtdoqKigIkhpGMuoSEBDSa0Ho/gkF3dze7du1i8eLFYacZJ4PH4+HGG3/B008/gyBomJd3FfMX/RqVanhmJ4oiQwOVWDtX09vzDQ5HAx6PFb9nEI0pHWPCEkwp5Rji5dlSSlD/E5+rn43/zOCoU3tQqmZPtTkUeNy9fPbOPA5buRGzqQCPt4/uns/psr5Pl+U9PN5e9No0EswHkJN6MUmxhyKKXnoG19HZ+yFt3W9hc+zEZExg6fJCzjnnLM4888ygromhoSGqq6tZvHjxpLPqkcKcslqGXKsM93vg8/nYsmXLnFO85ZmPw+FAo9EwNDQUFquup6eH0047jbvvvpsTTjhh+g1CwDnnnMNnn31Gd3c3ycnJ3H333YGgeeWVVyJJEtdeey3vv/8+BoOBp59+OtDounr1am644Qb8fj8XX3wxt99+eyiH/u9kwQGjSAITobOzk8HBwYAYYDBUyZFkA3kmYbFYGBwcDMni2uFwUFlZSW5ublDyNpGCLAei1WonTBNEilE3Edra2mhvbw+oiM8WRFHkqquu4sWX/o1SqSct8xyiY5dijl6MMaoQ5ZjZjtcziKVrNT1dnzA4UIHL3YHX04egUGGILcSUvAJj0hKM8YvRxxVMOFva+GQaSw96ndiE2fErChUNOx6gcedfyEo/j86ud7E5dqPTJBNjXMy8lB+TkfgjBEHJoH0bXX0f02Z9k56h9eg0URQU5nLKD0/gJz/5Scjy/gMDA2zfvj2kBwxZLcNqtWK32wMN3qE0XO+t/iI5he3z+SgoKAjUTUJl1fX19XHaaadx++23c/LJJ8/Z+OcA/70ByOPxTFhEk9Ha2kpdXR2FhYVBTdenIhuMtLierlG0r6+PHTt2UFRUFDEL8GDg9XoDlNRgtLdcLhdWqxWLxTKlptt0kCSJ+vp6bDYbxcXFc5Lmg+H/ydlnn82aNWvwixoEBPx+Jzp9GlHRZcTFH0hUzGLM0SVodSnjth0aqMDSuYq+nm/3zJa698yWMjAmLsGUvBxjwmIM8SVsf/sksjIvIHvhDROev+h34fc7Ef3OMa9TL/f7bPh8Nvw+G36fY9Q6fp8DUXTt+duNKA6z60TRiyAoUCmjiDYWkZF4GtmpF6FRmXG4Wujq+5j27nex9H+CIAy3Ehx3/GFccsklLFiwIOzPu6+vj507d1JaWho2fXmsh46ssh4fHz/pQ4scfObNmzenD3NyJsHj8VBYWDjpd2KsVt1YVt3AwAA/+tGPuPHGG/nRj340Z+OfI/wvAE2Enp4etm3bhtlsDkiETIVQyAZjG0X1en2gUdRisdDa2srixYsjmvueDvKMK1whU5lRJzs9ysZ006UeRVFk+/btKJXKAM16riBLCZWWlgY+6/7+ft5//30+++wzvvxyHe3tVnw+B4JCgymqgNj4/YmOWUpUzGJMUQXj6iceTz/WztX0WD5lcLAKl7sTr7sHye9GqYpCo4lDFF34/S5E0TNMt5Z8e+jUyhGvyjHLVMMmc4IahaBGodCgUGhQKvQolQaUSgMqpRGVyohSaUKlMqFSmVGr9rDqlNGo1TE4nPVs3HI+2SkXsmzhI3i8/Vj7P6O9ZzWdve/j8faQlJTBoYeVc+GFF3DIIYdE5LPu6elh165doz7rmUJOdcupOkEQAjMJObXn9XrZsmUL2dnZcxp8AHbt2oXb7Q7JuXVkA+y1115LfHw8FouFq6++mosvvniWR7xX8L8ANBYtLS20t7eTl5dHR0cHJSUlU+7H7/eH3d8jf4m6urpoa2tDkiRyc3NJTk6e1TTUSPT397N9+/aIzbhkRp3FYhnFqBubMpFdYmWp/bkMPq2trXR2dlJaWjotq1AURb755hvefPNN1q1bT319J4NDA4h+Fzp9OuaYMmLjD8QcvZio6BK0uqRx23d3fcSmb05jQd7NxMcdhFo1TLNWq2NRq6Jn1WxOhrX7E77ddCrJsUdjNiygvftdbM5dmEwJFBVlc+ZZZ3D++edH3F20u7ub+vp6ysrKZvWadrvdgZmEy+UiOjqavr4+8vPz5zz47N69G5fLNSPb8MHBQS644AL0ej2dnZ3ExsZy4oknctFFF80pI3WW8d8bgMa6ooqiyM6dO/F4PBQXF+Nyuairq5t0BhRJWZ1t27ah0+lIT08PzCRkU7pI1VgmgmzZHckn05EYm3o0mUwkJSURFRUVUJqYy8bWSKT7ZEXy2tpaPv/8c7Zv387OnY00Nbfj9dhQKLSYzIXExB9AdMySPbWlhVRvuZbBnvUcvnJzQDw1FIiidzi1Ju5Jw+15Hb3MNW6Z3+/A4+2lpfV5/KIDoz6JwqI8fvSjk7nggguIjo7GZrMFZuRybS8SVtcWi4XGxkaWLFkyK5qBk8HpdLJ582b0ej1ut5uoqKhAqm623YHr6+txOBwUFRWFfU9wOp2cddZZnH322Vx66aXAcOPpu+++y8UXXxz0d3U6nbY//vGP/OtfwxqAPp+P7du3Y7VaiYuLIzs7m6ioKJRKJSqVio0bZ0XR/X8BSP69oqKC2NhYcnNzEQQBt9tNdXU1y5YtGz/QPcHH7/ejUCjCvtDcbjeVlZUTNluOrbFM5gMUDuTeot7eXkpKSubk5iCnHtva2ujo6CAqKor09HQSExPnZLYnd6BLkjRlTj4UyLM9WTMsKiqKtrY2vv32W9at20B19W76B3oR/S60ugy8HiupyaegUkUN1278dnx+O36/Y0RQcQ3XbkQ3ouhBlLyIoheQRqfoUIAgMOo7LIlISEiSH0nyA34UiuG08AknnMC99947rdy/fN3JNQk5rRUVFRXSZ9bZ2UlLS0tIivKRgMfjYcuWLeTl5ZGQkDBh0V8OsJF+6GpoaAg83MxEauvcc8/l5JNP5qqrrprRg20oOm3vvPMODz74IJ988gkA2dnZbNy4MWSiSYj4nxSP3W4PND2OZMgolcoJpXhGkg1mEnyGhobYtm3bpAoDYyVnrFYrdXV1uN3ugGpBqDcF+G6mJ0kSZWVlc2bZLTOABgYGWLFiBQqFAovFQkVFBQqFImJP3RNhpKSP/IARCYztn+rv70etVmM2mzn11FMD9bSKigpaW1t54403+Prr11Cr1RiNRpKTkzGbzURHRxMXlxN4yEhLSyMlJYWYmBhiY2OJjY0NmZYu97zIzcbBYux119PTQ1NTEzabLWgmZ3t7Ox0dHSxZsmTWZxwjIQefkZpyE/XnWK3WgByVXK8M57s0Eo2NjdhsthnNfDweDxdeeCHHHXfcjIIPwPr168nPzw9YPJx99tm89dZbkwagl156KaD19p+KfW4GZLVa2bFjByUlJePqH5Ik8c0334xyRR0bfMKF3O8SjsKAz+cL1FhsNhtxcXFB9xrJdZeYmBiys7PntO4yVbovUoy6iSD3UyUnJ8+ZPbFsQ15fX09PTw9ms5nk5ORZeeqeCLKy9Lx58yJGOx6bTpUZaAkJCaNmOK2trVgsFkpLS+eM0QjfCZrOnz8/aMkoOcBardZAgE1ISCAuLi6ksTc2NjI4OEhxcXH4mnpeLxdddBH7778/N91004yv+9dee43333+fJ598EoDnn3+edevW8eij4+3hHQ4HGRkZ7Nq1K/DZ5eTkEBs7rBxyxRVXcPnll89oPJPgv3cG1NraSktLC8uXL0erHd+7MfYCGEk2mEnwaW5uxmKxsHTp0rBSTyqViuTkZJKTkxFFkZ6enoAW1VRPqLKKdlZWVsS7wKdDc3MzVquVpUuXTpiOGfvU3d3dze7du0Ni1E0El8sV0O2by0K0IAj09fXh9/s59NBDAwre8lN3JAPsWMjnLKegIgWFQkFcXBxxcXGBAGu1WtmyZUugbuT1ehkaGprTmTUMB58tW7aErFc4UktQDrBWq5Xdu3cHPKima7puampiYGCAkpKSsM/Z5/Nx+eWXs3Tp0ogEH5hcv20ivPPOOxx00EGjPru1a9eSlpaGxWLh6KOPpqCgIGKsyL2FfSoARUdHk5ycHJSyQSTIBqIoUltbi8/nY+nSpRH5go5MXY18Qq2trR3Va+RwOKiurg5JRTsSkE3z3G530FJCarWa1NRUUlNTAzWWYALsWNjtdqqqquZcZVnu/3A4HIEbsV6vHyUCOzLAyn0fI23Iw4WsoTfb5ywIAlFRUURFRZGbm4vL5WLHjh0MDAyg0+loaGiISForGERKTXtsgJXVGCoqKgBGUbzlc2pubqa/v39Gwcfv93P11VezYMECbr/99oh9XpPpt02El19+eVz6TV43KSmJU089lfXr13/vA9A+lYLz+XwTql2PxNdff81+++034+Dj8/morKwkNjZ2TlJfI3uNurq68Hq95OTkkJ6ePmcFYVEUqa6uRq/Xz0j5d+T+JmLUTcRsGhgYoKamhpKSkmmtJiIJmegABDrfp8JENuRJSUkhp4BgWF+tqqpqRhp64UBmFjqdThYtWjRMO99Dhw6lbhQO5srKQWY+Wq1WHA5HIEg5nU5KS0vDPi9RFPnpT39KYmIiv//97yP6+fh8PhYsWMDHH39Meno65eXlvPjii+M0+gYGBsjJyaGlpSVQDrDb7YiiSFRUFHa7naOPPppf//rXHHfccREb3x7897Lg/H7/pH4/8F0NKDU1dUZUaKfTSWVlJdnZ2XMqAwLDTz3t7e3Mnz8/0EE+UsF3tthnct0lKSkpKFWFUCFJEkNDQ1gsFrq7u9FqtYFm3sHBwUDT42wQGiaDHHCNRmNYRAeZoGGxWOjt7Q2kgIJxspUFXPdGwK2rq8Pn803ILAy2bhQO5OBTUFBATEzMjPYVCvx+P7W1tYHvkslkClC8QzknURS58cYb0ev1/PnPf56VlOVEOm2PP/44MKzxBvDMM8/w/vvv8/LLLwe2q6+v59RTTwWGA9m5554bqsZbsPhfAJpwIHvIBrKBm9VqBQiwlIK9sclNnnvjqXTXrl04nU6KiopGPU07nU4sFgsWiyXQaxRJ9tneqLvIHfFtbW14PB7mzZtHamrqnAUgv98fEI4d6YIbLkZ2+Y/U3Zvo/9Tf38+OHTtmRcB1ujHu3LkTICgVi5F1o+7u7hn1G8mpxrkOPjD8UGe1WgNGlENDQwGKd7DnJIoit956K36/n0cffXRO62X7GP4XgCZaPlHKze12B27cwfTldHZ20tTUxOLFi+f0SVxubA0m9eV2uwPsM5/PN+NeI1npuLCwcE5vDHJfU19fHwsXLgwwm3w+36wW/OE7rbGMjIxZa6qdqDcnKSkJt9vN7t27Z62ReDLIltIqlSpsb5ux5xRsa4EcfAoLC+f0oQ6GBXO7uromZfhNdE6JiYmjTB5FUeSuu+6iv7+fJ5544r85+MB/cwASRTEgOQ6hkQ1kVpPFYsHj8ZCQkEBycnLgxi176ZSUlMx5H0RlZSUpKSkhU45lWrrFYsHlcgVucsEWknt6eqirq5tz8zpJkgLkjsLCwlFfaLngb7FYAgX/pKSksBh1E0Ge7eXm5oaloRcOZOpwS0sLg4ODpKamBnqG5uJmJooiNTU16PX6iPVUjW0tiImJITExkbi4uFHnJGsW7o3g097eHpBvCqY+J5+T1WplaGiIl19+mf3224/a2lo6Ozt5+umn55Smvo/ifwEIZsZ08/l8gRu30+lEFEVMJtO41NdsQ2Z95efnz5h+6/f7AzduudcoKSlpUqZWR0cH/9/emYc1daV//HsFAYEEZAubArIoO6K0VltccZegWEdrfzpap9XRUdvRVse2aqdWa22nM9pxqrXVunYIClXQah1trVrQUVARFQvInoRVEpZAcn9/+Jw77GRnO5/n8XlKcm/uuZSc9573vO/3m5+fj9DQ0DZL2g0FsY+wsLDodLXXUrXAxsaG2/DXZuImk6Gxq+yAZ5NhUVERgoODuRRQZWVlhyrr+oDsc/F4vE4VFXS5Rlv7RlZWVsjIyDC6SjygefBpCcuyOH/+PP71r3/h1q1beOGFFxAdHY2ZM2cavSWim0EDUEc2CpqgUCiQnp4OKysrKJVKjZtEdYHsNQUFBYHH4+n1s1UqFcrLyyGRSFBVVdVs4mYYBrm5uaisrERISIhRAy6pLHRwcNB430WTirq2IKlGQ/y+OyM/P5/bg2j6+26psm5hYcHtR+ij2ESlUnGVnB4eHjp/njqQfaPCwkIUFhbC2tqac+I0Vlq7uLgYRUVFCAsL0/rvm2VZ/P3vf8etW7dw/Phx5OTk4PTp0zhz5gy+++47o4uldiP6bgBiWRb19fV6CT4ymQz37t1rtvogTaLEkG7gwIHcKkKfqZKSkhLk5eUZxcKBZVlu4i4vL4dKpYKFhQVCQkKMqvdVX1+P9PR0vTTVNq2oKysrg5mZGVeY0dbETXxtjL3pDzxL7T59+lStvpOmRQwMw3DBSJsxK5VKpKenw9HR0SBVjR0hl8tx584dBAUFoX///lrtG2mLvoLP3r17ceXKFcTFxen0MNCZuOjly5chFAq51emcOXPw/vvvq3VuF9F3A1BKSgrEYjFeeuklndJGZO8jKCio3RLYpu6olZWVOqd/gGd/2GT1Yey9JlL1ZWFhAVNT02a+Rvoose0IkvrStOtdXdqauEnlo1QqRXZ2dpds+jf1l9H0b4YUm0ilUigUCo0m7sbGRqSnp8PFxUUjTTl9QHqb2iovV3ffSFtKSkpQUFCAsLAwrb9bLMviwIEDOHfuHE6dOqXTPKOOuOjly5exa9cunDlzRuNzu4i+K8Vjbm6OpKQk/OUvf8HIkSMhFAoxbtw4jf5ICgoKUFxc3KmsTr9+/WBvbw97e/tmq4isrCyt8vYqlQoPHjwAwzA6NcJpA0k1urm5cROSr68vJ+l/+/ZtrtfI0dFRr3tCpN/FkPsAVlZWsLKygqenJ1f5mJmZiZqaGrAsi6CgIKPuc5HmVoZhtBa6NDc3h7u7O9zd3bmJmwiMdmRxTVTi3d3djb5X0VHwAVpLUhEZnaysLJ37jcRisc7BBwC+/fZbnDlzBomJiTr/zWgqLqqvc3sT3SoAhYWF4csvv4RSqcSVK1cQHx+P999/H8HBwYiJicHEiRPbzTOTyiuFQoHw8HCNlucMw3AKx03z9tnZ2bC0tORWEe394ZO9Dzs7O6MbuZHVh6+vL6c2TLC2tubUpkmv0d27d8GyLNf4qkvenqw0Q0NDjZb6Mjc3x6BBg8CyLKRSKZydnZGXl4eHDx/qvaKuLUjFmbm5uV7UJIDWE3dFRQWkUikePXrUbC+MZdkucxPtLPi0RB2dOnX3jSQSCfLy8nRW8j569Cji4uJw5swZvexXFRYWNkt/uru7IyUlpdVx169fR2hoKFxdXbFr1y4EBgaqfW5vp1sFIIKJiQnGjRuHcePGQalU4tdff0V8fDw+/PBDDB06FDExMZg8eTJXWkwa/xwdHeHn56fTpNBSKl4mk3Gq0RYWFtwqgjzFkbLfrlBVIPI26my8DxgwAB4eHvDw8ODSP5mZmc36cjTp2Cf7XNoKuGoL0XWrra3ltOzc3Nw4CR2iUaePlGpLVCoV7t69Cz6fb7CKs5Yrc7IXlpOTg9raWri4uBi93JkUeISEhGhVzt+WTh35+2uvN4cgkUjw5MkTnVc+cXFxOHLkCJKSkvT2sKSOuGh4eDiePHkCa2trJCcnIyYmBllZWRoJk/ZmumUAaoqJiQnGjBmDMWPGQKVS4b///S9EIhE++eQTeHl5ITIyEvv378emTZswatQovV676RfHx8cHcrm8WUqLz+dDIpEgICDA6N3fRCE4LCxM46e5pumftpSunZyc2pwMCHl5eSgtLUV4eLhR97mapr5aGow1fapumf4h0iwdrWI7oys2/RmGAZ/Ph5mZGcrKyjB06FA0NDRwq1hyv4bs8dI1+LRFU6V1kn7My8trtW9E0pK6GuglJiZi//79SEpK0qsskjriok3T0tOnT8cf//hHlJaWaiRM2pvpVkUImqBSqfDdd9/hzTffhLe3NwYOHAihUIgZM2YYJRgUFBQgOzsb5ubmMDU15TbGjbERXlBQwPVA6LO4gPTlSCQSVFdXt+o1IhvvdXV1CAwMNOo+l7a6bppW1LUF2Xdxc3Mzql050L6aNmm8lkqlqKurU+vBQVPI/p6xUqxNHxyIuomPjw8EAoHWf+fJycn49NNPkZSUpPcCGXXERUtKSiAQCMAwDFJTUzF37lw8efKEK0LoTJi0C+i7RQiakJiYiM8++wzXrl2Dl5cX7t+/D5FIhJiYGC4YzZw50yD2tfn5+RCLxRg1ahTMzMw4fbqMjAyoVCo4OjpCIBDovS+iqa3A8OHD9d7j09JNtLy8HMXFxXjw4AH4fD5qa2thbW2tk72xNpDVhzb9RWQVwefz4ePjg5qaGs71tWVFXVsQI7mu2HfpSGXAzMwMbm5uXPqRKDFUV1frJf1YVVWFzMxMo+7vkX0jEoj8/PxQUVGh1b4RAFy4cAE7d+5EcnKyQaozTU1NsWfPHkyZMoUTFw0MDGwmLioSibB3716YmppiwIABOHHiBBiGaffcvkaPXQGJRCJMmjSp1WqHqAGLRCKcPn0aAwYMgFAoxKxZs7gnEW1p6qUTEBDQZgBQKBScPp0+tNwIZPO7f//+Ou9zaUpjYyNu3boFhmHQ2NjIbYw7ODgYvNHVkLpuTXX3muq5WVtbg2EYTt25rQIPQ0N6bTStLmy6iigvL4eVlRVXxKDuKqJp8DGmZiLwzJk4OzsbYWFhzVao6mi6NeXSpUvYvHkzkpOT+3JTqTb03T4gfUP6cuLj45GQkAATExPMmjULMTExcHFx0WgSVyqVXArI29tbrXObarnV19e3muDUhVTZ2dvbG63jndCyxLul7UJbhRn6wpi6bmQvjPjL8Hg8VFRUIDAw0OiyPppWnLUHqT4j6UeSKu7IhpwU9HRF8CkrK8Pjx48xfPjwDtOjLTXdbG1tYW9vDx6PhwEDBuDKlSvYuHEjkpKSjJ4y7QXQAGQIWJZFYWEh4uPjcfLkSTQ2NmLWrFkQCoUYPHhwp0Kn6enpcHV1hZubm1bXb2xs5LTcampq1M7ZE9tuDw8Po1fZkf2HjrTsSGEGsSggKTxdeyy6yj0VeLb3kZ6eDh6Ph9raWoNU1HV07YyMDL1u+hNqa2u5VQRRj2/qKNqVwae8vBxZWVmdBp+WkBVfRkYGVq5cCWdnZxQUFOD06dMIDg424Ih7LTQAGRqWZSEWi3Hy5EmcPHkSMpkMM2bMgFAobLW6IROhPtMwnW32E4icUFdMwqT6SRPfJDLBSSQSnXqNyCTcFbpupLSdBICWUkckpaVLRV17GNNHiKzOpVIpamtrYWlpiadPn2LEiBFdFnzCwsJ0enBJTU3F22+/jbFjx+LatWuwsLDA7NmzsWrVKj2OttdDA5CxkUqlSEhIQHx8PMrKyjB9+nRER0cjJycHhw4dwldffWWwibClsCixSwaAR48eGd1RE/iftpouNg4t91ea7oV1tOLrSl03cu32VgAk/UgM3MzMzLj70rUXilw7LCzMqJJCwLPUV2ZmJvh8PuRyOWxsbLhSaEPv8ZH7Hj58uE7BJy0tDcuXL8epU6fg7e0N4FmjaGpqKuckqg6d6bMdPXoUH3/8MYBnjd579+5FaGgoAMDT0xM8Hg8mJiYwNTXFzZs3tb6fLoQGoK6kvLwc33//Pf7xj39ALBbj5ZdfxoIFC4xSdkzSCTk5OaisrISjoyNcXFxgb29vtJJn0nSrT221lh5A7aUfpVIpcnJyjG4hAYDrhdLkKZxU1LWlUacJZO9D1xWANrRcfZAVHyli0MSGXFP0FXzu3buHZcuWIS4uDkOHDtX6c9TRZ7t27Rr8/f0xcOBAnD17Flu2bOEUDDw9PXHz5k2DVN4aEVqG3ZUMHDgQBQUFcHd3x+nTp3H58mXs3LkTv/32GyZNmoSYmBiEhYUZJCAQO2GGYRAZGQm5XA6xWIzHjx8bpfIsPz8fEokE4eHhep1s+vfvDxcXF7i4uLQqGSaK5LW1tSguLsbw4cONquINPAu6T5480Xj/wdLSEp6enpxGXdPufnULTkjQ1fTa+qCt1FdLWaqmzde6WHa3pLKyklvx6RJ8MjMzsWzZMpw4cUKn4AOop882evRo7r9HjRqFgoICna7Z16EBqAU3btyAWCzGqVOnYGJigoULF2LhwoWQyWQ4e/Ysdu/ejczMTIwfPx4xMTGIiIjQSzAiWnYNDQ1cgLO1tYWtrS2X+hGLxcjJyeFUrh0dHfWyD8GyLLKzsyGTyXSSuVeHlr1GFRUVePz4MWQyGZycnFBZWWnUFV9hYSFKSkp0VnVoKS5aWlqKnJwcyOXydvf4xGIxp3Fm7KCrTsUZwzDN9ARJKfT9+/ehVCq5laymVZ1kr0vXdOOjR4+wZMkSHDlyRC8inprqsx04cADTpk3jfmYYBpMnTwbDMHjjjTfw+uuv6zym3g5NwWlBbW0tzp8/D5FIhLS0NLz00kuIiYnBCy+8oNXkrUmJN3kqFYvF3D6EQCDQOkXCsiwyMzPBMAyGDRtm1P6iprpuAQEBXJAlm/0CgUBtQzptyMvLQ1lZmUGN+4hGHfGgIvsrCoUCxcXFelezUAeSbtRl1dW0bJ0EWUdHx069tUiPka7BJycnBwsWLMDBgwcRHh6u9ec0JS4uDj/88AO++uorAMDhw4eRmpqK3bt3tzr20qVL+OMf/4hffvmFK04qKiqCq6srJBIJoqKisHv3bkRGRuplbEaE7gH1JOrr63Hx4kXExcXhxo0bGD16NIRCIV588UW1JhaFQoE7d+7A2dkZ7u7uGl+/aRm0ppYLJPARO2djBx+i6zZ06NBm1yb9KyTI6rvXiGVZ5OTkQCaTISgoyGirLbK/kp2djaqqKtjb20MgEBikoq492mv01IWWhTR8Ph+Ojo6t7Ez01eCal5eH3/3ud9i/fz+ee+45fdwCgGeq1Vu2bMEPP/wAANi+fTsAYOPGjc2Ou3PnDmbPno2zZ8/Cz8+vzc/asmULrK2tsW7dOr2Nz0jQANRTaWhowOXLlyESiXD16lVERERwnkZtfdlJn423t7deGi2J5YJUKgUALtXV1pMm0TfTNvDpgqa6bvrsNSJqFg0NDQgICDC6AnF+fj5KS0sRHBzM/f8qLS1F//79DeLX1BSy36TP4NMSlmVRVVUFqVTK2ZCT/1fEukOX4FNYWIiXX34ZX3zxBcaMGaPHkaun7ZaXl4cJEybg22+/bbYfJJfLoVKpwOPxIJfLERUVhffffx9Tp07V6xiNAA1AvYHGxkb88ssvEIlE+OmnnxASEsJ5GllYWODq1avIy8vD9OnTDSKvT4zbiKgjmbQtLS05hQEvLy+jy5ToousGtO41IpVn6pRsk3SjiYmJ0eWMAODJkyeoqKhASEhIq1VX04o6ABrdlzpIJBLk5uYafb9JLpcjPz8fhYWFsLa2hrOzs9Y25CUlJZg7dy4+++wzjBs3Tv+DxTPx0rVr13L6bJs2bWqm7bZs2TLEx8dziiSk3Do7O5sr925sbMQrr7yCTZs2GWSMBoYGoN6GUqnE9evXER8fj4sXL8LZ2Rm//fYbDh48iBEjRhj8+kQ5WSKRoK6uDgqFAn5+fkaXKdG3rlvT+1IoFB1WnqlUKmRkZMDS0lIjNW19QYo81En5daZRpylNPXWMvd9EGppDQ0NhYmLS7L40sSGXSCSIjY3Fxx9/jEmTJhlp9H0SGoB6M19//TV2796Nl156CT///DOGDBkCoVCIqVOnGrzrv7KyEvfv34eLiwuePn2K2tpabnJTZxLQBbLq8vb2NkifREe9RsRIztbWFp6ennq/dkeQQgtiYaHp77iphFNHFXXtQSrtuiL4EE27tmSFiJ6bRCLp1Ia8tLQUsbGx+OCDD5pVnVEMAg1AvZXPP/8cP/30E44ePQpLS0uoVCrcuXMHcXFxOHfuHFxdXSEUCjF9+nS9expJpVJkZ2c3azBVKpUoLS2FWCyGXC7nJm19W1oTOaNhw4YZxaupqdTR06dP0djYCIFAAF9fX6N6GJH9psbGRvj7++v8O1WpVJwIZ1VVFVdR117ZetMyb2MaBwIdB5+WkHJ8iUSCyspK8Hg8yGQyDBs2DCzLYs6cOdi0aROio6ONNPo+Td8MQHFxcdiyZQsyMzORmpqKkSNHtnlce1IZ5eXl+N3vfofc3Fx4enri3//+t9H10zojJycHgwcPbrPkl2VZZGRkQCQScf4lxNNIVw26wsJCFBUVdfgUTMqFxWJxswbRgQMH6jRxdqWuW0NDA27fvo2BAweisbERlZWV4PP5nLCoIfudOqry09fnd6RRV1JSgoKCAp2trLVBk+DTEpZl8fTpU+zbtw/Hjh1DfX09pk6diq1btxpdjLeP0jcDUGZmJvr164c33ngDu3btajMAdSSV8fbbb8POzg4bNmzAjh07UFFRwWk29TRIU6pIJMKZM2dgaWnJeRo5OTlp5Aaam5uLqqoqBAcHqz3hkidSsVjMPWkLBII20yMd0ZW6bvX19UhLS2tm5UAqtIg9gaGERVmWxf3792FmZgYfHx+D7zc1tV0oLS2FSqWCSqXC8OHDjf57Jz5GumoYVldXY+7cuYiNjYVSqcTp06ehVCrxwQcfYPz48XocMaUFfTMAEcaNG9duAOqoTn/o0KG4fPkyXFxcUFxcjHHjxuHhw4dGHbshID0rxNOof//+nI1ER55GLMvi4cOHUCqV8Pf31zr1xLIslx6pqKgAj8eDQCDodAXRlbpupLzdz8+vXSfMlpO2NlbdbdHVxQ5FRUUoKCiAg4MDysvLNa4U1AV9BR+5XI558+ZhyZIlWLRoEfc6qejUpIClM3FRlmWxZs0aJCcnw9LSsllja2fn9lKoFlx7dCSVIRaLuT9MFxcXSCSSLhmjvmEYBkOGDMH69euxbt06FBQUID4+Hq+99hqUSiVmzpyJmJgYDBo0iJvsFAoFMjMzYWVlpXP6h2EY2NnZwc7OjkuPEH06olbQUp+uqKgIRUVFXSIxQyZBf3//DvebGIYBj8cDj8eDt7c35HI5pFIp0tPT0a9fPy4YadKtT4odbGxsjF7sADz7vRcXF2PEiBEwMTHBkCFDOIfehw8fdlopqAvEPjwoKEin4FNbW4sFCxbg1VdfbRZ8AGjcMqBUKrFy5cpmGZPo6Ohmsj1nz55FVlYWsrKykJKSghUrViAlJUWtcym6Y9QANGnSJJSUlLR6fdu2bRAKhZ2e39ZqzdhPmF0JwzAYNGgQ1q5dizVr1qCkpAQnT57EqlWrIJPJMHPmTIwfPx5r167Fxo0b9d4ExzAMbGxsYGNj00ytICcnBxYWFhAIBKitrUVVVRWGDx9ucCn/lpCSX232m6ysrGBlZQVPT0/U1dVBIpEgIyMDKpVKrRWEUqnkXGu16W/SlcLCQojF4lZafmZmZhpr1GlKTU0N0tPTdd7nq6urw8KFCxEbG4ulS5dq/TkEdcRFExMTsWjRIjAMg1GjRqGyshLFxcXIzc3t9FyK7hg1AP344486ne/u7o78/Hzu54KCAri6ugIABAIBiouLuRRcb/eBZxgGLi4uWLlyJVauXAmpVIqDBw9CKBQiICAA6enp8PT0NMgGOLk+WUH4+PhAJpMhMzMTcrkcfD4fJSUlOqezNKGlkZwuWFhYYPDgwRg8eDDXa9TRCoI01zo5ORldVQJ49j2QSCRcr017mJqawtnZGc7Ozpx8TnFxMR48eKB1cUZtbS3u3LmDwMBAnYKPQqHA4sWLMW3aNCxfvlwvf7PqiIu2dUxhYaHGwqQU7ehRKbiIiAhkZWUhJycHbm5uOHHiBI4dOwYAiI6OxqFDh7BhwwYcOnRIrRVVb6KyshLHjx+HSCRCSEgIEhMTsXnzZhQWFmLKlCmYPXs2AgICDFKGzLIs8vLywOPxMHLkSE5ipmk6Sx823e1RXl6OR48eISwsTO9unmZmZnBzc4Obm1uzFURNTQ3s7Oxgb2+PnJwcuLq6cg9DxoRI+3QWfFrSr18/ODg4wMHBoVlxBkmtOjo6wsHBocMUKtlrCwgIAJ/P1/oeGhoasHTpUkRGRmL16tV6e2BSJ2PS3jF9PdtiLIzXFNEJp06dgru7O65fv44ZM2ZgypQpAJ7ltadPnw7g2RPcnj17MGXKFPj7+2PevHmcTtOGDRtw4cIF+Pr64sKFC83Ks6OiouDr64uoqChUVFS0ujbxJSH/+Hw+Pv/8cwDPRAXd3Ny495KTk43w29CcI0eO4JtvvsG4ceNgZ2eHJUuW4PTp07h06RICAwOxY8cOvPjii9i8eTNu374NlUqll+uSfQ9zc3NutUV8ciIiIhAYGAiWZXH37l3cuHEDT548QW1trV6uDTwrdsjKysLw4cMNbiVNVhAhISGIiIgAj8fDvXv3uLRjWVmZ3n6v6qBt8GkJwzCwtbWFn58fRo0aBS8vL9TU1OD27du4desWCgoKUF9f3+wcEnz8/f11Cj6NjY34wx/+gPDwcKxbt06vk3xHGZPOjlHnXIrudLsqOH2jaXm2UqmEm5sbUlJS4OHh0ZNVbVshk8mQnJwMkUiEBw8eYMKECRAKhVp7GjU2NuLOnTtwdHRslq5oj6YSM42Njc1surWhpKQE+fn5XdLlr1AokJaWBk9PTzg4OHA9ORUVFUbpNcrLy0N5eXmbunL6pKnALamos7GxwcOHD+Hv76+TjqFSqcSKFSswZMgQbN26Ve8rDHXERZOSkrBnzx4kJycjJSUFq1evRmpqqlrn9lL6dhm2vtG0PPv8+fPYunUrrl69CqBHy6p3SG1tLX744QeIRCKkp6cjMjISQqFQbU8jhUKB9PR0rXXdGhoaIJVKIRaLub0VgUAAKysrtSaigoICiMVihIaGGr3RkvQYtSUr1DSdVV5eDktLS733GnUkampIFAoFioqKkJ2dDXNzcwgEAq1lnJRKJVavXg0nJyds377dYPfRmbgoy7JYtWoVzp07B0tLS3zzzTdcC0hb5/YBaADSJ7a2tqisrOR+HjhwYJtpOMLSpUsRHh6OVatWAXgWgA4ePAg+n4+RI0fi008/7XYKC7pSX1+PH3/8ESKRiPM0iomJwZgxY9pcWehb143srYjFYk7HTSAQtDux5ebmchOwsSvt6urqkJaW1mGPEcEQvUZNG4uNGXyA/937sGHDYG1tzRnSyWQyzpBOHeUMlUqFt956C1ZWVvj000+Nfh+UDqEBSFM6Ku9evHix2gFIoVDA1dUVGRkZnOyHWCyGg4MDGIbBe++9h+LiYnz99dcGuY/uQENDAy5duoT4+HjO0ygmJgZjx46FmZkZ7ty5g7t372LGjBkG0XUjOm5isZib2AQCAZfqyc7ORk1NDQIDA40+cZF9D2017ZpaLvTr149LQarba5STk4Pq6mqjmugR6uvrcfv2bQwdOrTVA1hbhnTtpSBVKhU2btwIlUqF3bt30+DT/aABSJ9okoJLTEzEF198gfPnz7f5fm5uLmbOnIl79+4ZcsjdBuJpFBcXh59//hleXl64e/cu9u3bp3czsLYg4ptEVBR4ViLdFSsf0mip674Hoa6ujtsPUyqVne6HdXXwSUtLg6+vr1qrvqYpyAEDBsDMzAyOjo6ws7PD5s2b8fTpU3z55Zc0+HRPaADSJ+vXr4e9vT1XhFBeXo6dO3e2eez8+fMxZcoULFmyhHuN9BYBwN/+9jekpKTgxIkTRhl7d+LixYtYsWIFIiMjkZKSgoCAAMTExCAqKsrgEi9EqFWpVMLMzIwTFSWSQIaeyIi4pqEEVRUKBZeCbKvXKDs7G3K5vEtWfQqFArdv31Yr+LSEpCCTk5PxySefoF+/fuDxeIiLi+uSfimKWtAApE/Kysowb9485OXlYfDgwYiLi4OdnR2KioqwbNkyrqy6pqYGgwYNQnZ2drMn3P/7v/9DWloaGIaBp6cnvvzyS6MbuXU1SUlJ+Otf/4qEhASuifHmzZuIi4vDhQsX4O3tjejoaIN4GhH7bmtra3h5eXE9Gk2VoHk8HpycnGBvb6/3lRFRV9BV30xdWvr/mJiYwNTUFGFhYV0WfHx8fHRSZGdZFjt37sTdu3cxZswYJCUloaGhAUuWLNGL4oGxee+99+Dg4IA1a9YAADZt2gSBQIDVq1d38cj0Ag1APQV1LSA8PT3B4/G4yeTmzZsand/VPHz4EAKBoM19D5VKhfT0dM7TyN3dHdHR0XrxNFJH3obo0xGFa31WnT19+hT3799HcHCwzuoKmkK8hKqrq2FhYYGnT5/C1taWs8gwdDDSZ/D5+9//jlu3buH48eNcUQvxp3r++ee1+lx1vjv5+flYtGgRSkpK0K9fP7z++utc0NiyZQv279/PKaV/9NFHXL9hZ+Tm5mLOnDm4desWVCoVfH19kZqaqrNtSjeBBqCegro9Rp6enrh582arirHeZCEBNPc0SkpKgoODA4RCIWbMmKHxl7OxsRHp6elwdnaGm5ub2tdvWnVmbm7OVZ1p2idUWVmJBw8eIDQ01OANri0hLqr19fUICAgAwzBQqVTNeo0MueojPkpDhgzRqcqRZVns3bsXV65cQVxcnF5lmdT57hQXF6O4uBjh4eGorq7GiBEjkJCQgICAAJ3bK6KiorBz506IxWJ89dVXEIlE+rit7gANQD0FdQsc2gtAvdVCAmjuaXT69GnweDxER0dj1qxZcHR07LBUlzR5enh46GRCJpfLuaozU1NTThKos4mwqbSPJmrY+oBlWTx+/BgNDQ3tuqi2XPUNGDCAW/Xp2pBLgo+Xlxe3OtAGlmVx4MABnDt3DqdOndK7DJM23x2hUIhVq1YhKipK5wD03Xff4dq1aygpKcHixYvVXj31AGgA6imo22Pk5eXF9Ue88cYbeP311zU6v6fDsiyys7MRHx+PxMREmJmZcZ5Gzs7OzSbZjpo8dYF09Eskkg5LoMvKyvD48WOEhYUZ3ceIpN2USiWGDRumVnMny7KQy+UQi8UoLS1F//791Q60LdFX8AGAgwcPIiEhAYmJiQZZQWr63cnNzUVkZCTu3bsHPp+vc3+fQqFAcHAwGhoakJWVZfSqTANCA1B3Qh89RkVFRXB1dYVEIkFUVBR2796NyMjIPhOAmsKyLPLz8xEfH49Tp05BpVJh1qxZiImJgVwux1/+8hfs37/foPn0piXQxG5BIBBAJpMhJycHYWFhRlPxJpAVo0qlUjv4tEXTXiOGYbhg1NlKrqGhgVt16qokf/ToURw/fpxz89UWffX3yWQyjB07Fps2bcKcOXMA6Ke/b/ny5bC1tcWOHTs0Oq+bQwNQT0GbNEDTpX9vTsGpA8uyKC4uxsmTJ3HkyBFkZ2djwYIFWLZsmdHcRIlhW0FBAWpqajB48GC4uLgYteiAuNcC0Kt9hrq9Ro2Njbh9+7Zegk9cXBy+/vprJCUlGbRqUN3vTkNDA2bOnIkpU6bgrbfeavOztOnvU6lUCA8PR1xcHHx9fbW+j26IUQMQ7QTTAWIBAaBdCwi5XI7q6mruv8+fP4+goCC1z+/NMAwDV1dXvPjii6irq0NcXBwCAgKwbt06jB8/Hh9//DEePnzYpjS+vjAzM+OqE1944QVYWloiKysLv/76Kx4/fozq6mqDXp8EH4Zh9O7dZGFhgUGDBmHEiBEYPnw4zM3Nm93b06dPubTb4MGDdQ4+CQkJ2L9/P77//nuDl6yr891hWRavvfYa/P39WwWf4uJi7r9PnTrFfSfV4f79+/Dx8cHEiRN7W/AxOnQFpAPq9BhlZ2dj9uzZAJ49ab7yyiucqGF75wNdW2ZqTGQyGSZOnIijR4/Cx8eHe728vByJiYmIj49HcXEx52nk7++v1xLkwsJClJSUtHISbdqPU1NTA3t7ezg5OYHP5+vVr+bBgwcwMTGBr6+v0fxmGhsbUVZWhpKSEpSVlcHW1hZeXl46OaMmJSXhs88+Q3JyslFaCdT57v3yyy946aWXmunmke8B7e9rF5qCo3R9makxUSgUHe65VFVV4fTp04iPj0dubi4mTZqE2bNn66wGTfx0OpP2Ifp0EokE1dXVerGyZlkWmZmZ6N+/P3x8fIxudqZUKnH79m24urqif//+nNyRjY0NBAKBRr1G58+fx/bt27nSe0qPhgYgSteXmXZXqqurOU+jR48ecZ5GI0eO1CgYaasq3VJ4U5vmUJZlcf/+fZibm8Pb27tLgk9aWhpcXV2bPfVr02t06dIlbN68GcnJyTqn8CjdAhqAKF1fZtoTqK2txblz5xAfH4/09HSMHTsWQqEQo0aN6nBFk52dDZlMprOwZ8sJm6hA29vbt/u53SX4uLi4dOjwqU6v0ZUrV7Bx40YkJSXR9FXvgQagvkJ3LzPtSdTX1+PChQsQiUS4efMmRo8ejdmzZ2PMmDGcJI9KpUJGRgb69evHKQzoi6Yq0GVlZbC2tuYmbBIMiVLEgAED4O3trbdrq4tSqeTUJTSxlya9RhKJBAkJCThz5gyef/55XLx4kZNfovQaaACidH2ZaU9GoVBwnkbXrl3Dc889h+joaMTFxcHR0RHbtm0z6MqDZVlUV1dzkkADBgyAo6MjpFIpeDwehgwZYrBrtwcJPgKBQG1po/ZISEjAzp07YW5uDktLS8TExGD27Nnt6vVRehS0DJvStWWmPR0zMzNMmTIF+/btQ1paGhYuXIh3330Xt2/fRmlpKc6dO4e6ujqDXZ9hGPD5fPj4+OD555+Hl5cXt+dUVVWFwsJCNDQ0GOz6LVGpVLhz5w6cnJx0Dj5paWnYsWMH4uPjkZKSgmPHjsHc3BxfffWV1p9ZXl6OqKgo+Pr6Iioqqt2VvqenJ4KDgxEWFsbZZmtyPqX7QVdA3RRaZqoflEol/vCHP8DZ2RkffPABrl+/DpFIhEuXLnGeRpMmTTKYpxGxk+DxePDy8kJNTQ3EYjGkUilMTEw4pQJDyf4QtXJHR0edU2X37t3DsmXLIBKJ4Ofnp6cRUlHfbgZNwVEMw7lz57BmzRoolUosW7YMGzZsaPY+y7JYs2YNkpOTYWlpiYMHDyI8PFytc7sr165dw3/+8x9s2rSpWdpNpVLhxo0bnKeRj48PYmJiMGXKFL01UapUKty9exc2Njbw9PRs9T7Rp5NKpQCgtmyOJtcndhaDBg3S6bMyMzOxZMkSnDhxAgEBAXoZH4GK+nYraACi6B+lUgk/Pz9cuHAB7u7uiIiIwPHjx5tNJsnJydi9ezeSk5ORkpKCNWvWICUlRa1zezIqlQppaWkQiUQ4d+4cBg0axHkaaWu/TYKPra0tPDw8Oj2+vr6eE0tVKpVcMNJ2ZUauP3DgQJ33Zh49eoRFixbhyJEjCAkJ0emz2oKK+nYrjBqAdHPsovQYUlNT4ePjw22Az58/H4mJic2CSGJiIhYtWgSGYTBq1ChUVlaiuLgYubm5nZ7bk+nXrx/Cw8MRHh6Obdu24d69exCJRJx1hFAoxMyZM9W2pCYrDzs7O7Unf3NzcwwaNAiDBg2CQqGAVCrFw4cPoVAoOA03dVdm+gw+OTk5WLRoEQ4ePKhT8Omo4lNdrl692kzUd9iwYYiMjNR6TJSuhwagPkJhYWGzNIy7uztSUlI6PaawsFCtc3sLDMMgODgYwcHB2LJlCx4+fAiRSIS5c+eCz+dznkakxL0lxMXVwcFB67SXmZkZ3Nzc4ObmhoaGBpSWluK3335DbW0tHBwc4OTkBB6P1+b1yZ6Tra2tzsEnLy8Pr7zyCg4cOMClYrXlxx9/bPc9gUCA4uJiLoXWXkMrKR13cnLC7NmzkZqaisjISLXPp3Q/aBVcH6GtVGvLCay9Y9Q5tzfCMAyGDRuGd999F9evX8c///lPyOVyLFiwADNnzsSXX36JkpIS7vcjl8tx4cIFnYJPS/r37w8XFxeEhoYiIiICPB4PT548QUpKCh49eoTKykru+iT48Pl8tdJ+HVFYWIj58+fjn//8JyIiIvRxK+1CRX37LnQF1Edwd3dHfn4+93NBQUGrZsT2jlEoFJ2e29thGAY+Pj5455138PbbbyMvLw/x8fH4/e9/D5ZlMW3aNCQkJODll1/G1KlTDTIGExMTCAQCCAQCKJVKlJeXo7CwEJmZmRg4cCBkMhns7OzaLHjQhJKSEsybNw+ff/45xowZo5/Bd8CGDRswb948HDhwgKv4BNCs4lMsFrcS9SW/5/bOp3R/aBFCH6GxsRF+fn64ePEi3NzcEBERgWPHjiEwMJA7JikpCXv27OGKEFavXo3U1FS1zu2rELfXmTNnwsbGBv369cOMGTMgFArh5eVllJUikddpbGyESqWCjY0NnJycYGdnp7HUkEQiwZw5c7Bz505MmjTJQCOmdGNoEQJF/5iammLPnj2YMmUKlEolli5disDAQPzrX/8C8Mzdcfr06UhOToaPjw8sLS3xzTffdHgu5Vkp9YoVK/DOO+9g8eLFkEqlOHXqFP785z+joqIC06dPh1AohJ+fn0GCEVHVtrW1hbe3N1iWRWVlJcRiMbKystQSFCWUlpbi5ZdfxrZt22jwoRgFugKi6IXO+oSOHj3KNQdaW1tj7969CA0NBfCsv4PH43HGcDdv3jT6+LUlLS0N9+7dw6uvvtrqvbKyMs7TSCwWN/M00kcwIsKmFhYWbWrLEUFRsViM8vJyWFpaQiAQwN7entPHI1RUVGDOnDnYtGkToqOjdR4bpcdC+4AoPQt1+oSuXbsGf39/DBw4EGfPnsWWLVu4Srr2Ggx7E5WVlZyn0ZMnTxAVFYXZs2drbAdBICsfMzMztVS1WZaFTCaDWCxGaWkpLCwsUFVVhYCAAJiZmSE2NhZ//vOfERsbq+0tUnoHNABRehbXr1/Hli1b8MMPPwAAtm/fDgDYuHFjm8dXVFQgKCgIhYWFAPpGAGpKdXU1kpKSEB8fj0ePHmHixIkQCoUYMWKEWsFIH2Z2MpkM+/btw9GjR1FbW4vJkydj27ZtnIMupc9CxUgpPYv2+ofa48CBA5g2bRr3M8MwmDx5MkaMGIF9+/YZdKzdAR6Ph/nz5yMuLg7Xr1/HmDFjsG/fPowePRrvvPMOrl27BqVS2ea5xMbb1NRUJydVa2trvPHGG3B2dsaqVavg6+uL2bNnY+LEiTh37pzW96aOMOjDhw8RFhbG/ePz+fj8888BPLOSd3Nz495LTk7WeiyU7g8tQqDojCZ9QpcuXcKBAwfwyy+/cK/15Q53S0tLxMbGIjY2FnV1dbhw4QIOHz6MN998k/M0Gj16NExNTaFSqXDy5EkEBwfD19dXp32k2tpaLFiwAK+++ipee+01AMD69etRUFAAuVyu9efu2LEDEydO5IRBd+zY0UoYdOjQoUhLSwPwLH3r5ubGlVgDwJtvvtnrnHwpbUMDEEVn1OkxAoA7d+5g2bJlOHv2LOzt7bnX2+tw72tYWFhg1qxZmDVrFudpJBKJsH79ekREREAqlYLP5yM2Nlan4FNXV4eFCxciNjYWS5cubfaerorZiYmJuHz5MgBg8eLFGDduXIfK1BcvXoS3t7fOjbOUnglNwVF0JiIiAllZWcjJyYFCocCJEydaVVLl5eVhzpw5OHz4cDMp/4463PsyxNNo//79uHXrFqqrq1FQUID09HSsWLECZ8+eRX19vcafq1AosGjRIkybNg3Lly/Xe2m4WCzmbD9cXFwgkUg6PP7EiRNYsGBBs9f27NmDkJAQLF26lIqK9nJoEQJFLyQnJ2Pt2rVcn9CmTZua9RgtW7YM8fHx3JMuKbfOzs5u1eG+adOmLruP7gbLsnjnnXcgk8nwxRdfQKVS4erVq5ynUVBQEOdpNGDAgA4/q6GhAb///e8xevRorFu3Tuvgoy8reYVCAVdXV2RkZEAgEADoe1by3RDjamyxLNvRP0ovIDU1lQ0ODmZra2tZmUzGBgQEsHfv3u3qYWnE2bNnWT8/P9bb25vdvn17q/cvXbrE8vl8NjQ0lA0NDWW3bt2q9rndmZqaGvaTTz5hlUplq/eUSiV7/fp19q233mJDQkLY2NhY9vDhw6xYLGblcnmzf1VVVezcuXPZDz/8kFWpVAYbr5+fH1tUVMSyLMsWFRWxfn5+7R6bkJDARkVFtft+Tk4OGxgYqPcxUjqks5ig1390BdRHePfdd1FXV4fa2lq4u7u3WyLdHVGnz+jy5cvYtWsXzpw5o/G5vQGVSoXbt29znkYeHh6Ijo7GtGnTYG1tjeXLl8Pb2xtbt241qDzQ+vXrYW9vzxUhlJeXY+fOnW0eO3/+fEyZMgVLlizhXiOq1gDwt7/9DSkpKThx4oTBxktpBV0BUfRPfX09GxISwj733HNsY2NjVw9HI65du8ZOnjyZ+/mjjz5iP/roo2bHXLp0iZ0xY4ZW5/Y2VCoVe+fOHfa9995jR4wYwXp4eLBr165tcxWlb0pLS9kJEyawPj4+7IQJE9iysjKWZVm2sLCQnTZtGnecXC5n7ezs2MrKymbnv/rqq2xQUBAbHBzMzpo1i1tNUYyGUVdAtAquj1BeXg6ZTIaGhgbU1dXBysqqq4ekNur6EV2/fh2hoaFwdXXFrl27EBgY2Ke8jAhNPY22bt2KS5cuYezYsVopLmiKvb09Ll682Op1V1fXZj09lpaWKCsra3Xc4cOHDTo+SveCVsH1EV5//XX89a9/xcKFC/HOO+909XA0glWjzyg8PBxPnjxBeno6/vSnPyEmJkbtc3szDMNgwoQJnQqRUihdAQ1AfYBvv/0WpqameOWVV7BhwwbcuHED//nPf7p6WGqjTp8Rn8/nLKunT5/OOYmq26NEoVCMDy1CoHR71PEjKikpgUAgAMMwSE1Nxdy5c/HkyROuCIF6GVEoakH9gCiUpqjjZSQSibB3716YmppiwIABOHHiBBiGoV5GFEo3hq6AKBR07mf0ySef4OjRowCercgyMzMhlUo5C+ye6mdEobSAlmFTKMaksbGRHTJkCPvbb79x5eoZGRntHv/999+z48eP53728PBgpVKpMYZqVP7973+zAQEBLMMw7I0bN9o9rr1G37KyMnbSpEmsj48PO2nSJLa8vNwYw6bohlHLsGkRAqXPk5qaCh8fHwwZMgRmZmaYP38+EhMT2z3++PHjrfTLeiNBQUE4efJkh8KwSqUSK1euxNmzZ3H//n0cP34c9+/fB/A/ZeysrCxMnDgRO3bsMNbQKT0EGoAofR5N/Ixqampw7ty5Zs6hvdXPyN/fH0OHDu3wmI6Cd2JiIhYvXgzgmTJ2QkKCoYdM6WHQIgRKn4fVoFfo9OnTGDNmDOzs7LjX+rKfUUeNvpoqY1P6HjQAUfo8mvQKtWUf0JP9jDpSthYKhZ2er0nwplBaQgMQpc/T1M/Izc0NJ06cwLFjx1odV1VVhZ9++glHjhzhXpPL5VCpVODxeJyf0fvvv2/M4evEjz/+qNP5HQVvgUDAiYsWFxfDyclJp2tReh90D4jS52naK+Tv74958+ZxfUak1wgATp06hcmTJzfT0ROLxXjxxRcRGhqK5557DjNmzMDUqVO74ja6hI7MCKOjo3Ho0CEAwKFDh9RaUVH6GJ2UyVEoFD2wZMkS1tHRsV1/G5VKxf7pT39ivb292eDgYPa///0v915X+RmdPHmSdXNzY83MzFgnJydOVbylsnVSUhLr6+vLDhkyhP3www+519tTxqZ0a6gfEIXS2/j5559hbW2NRYsW4d69e63eT05Oxu7du5GcnIyUlBSsWbMGKSkpfcbPiNJtMOoGHk3BUShGIDIyslnlXEsSExOxaNEiMAyDUaNGobKyEsXFxRr3KFEoPQkagCiUbkB7vUia9ChRKD0NGoAolG5AW6lwhmFomTOlV0PLsCmUbkB75cwKhYL6GVF6LXQFRKF0A6Kjo/Htt9+CZVn8+uuvsLGxgYuLS4dlzhRKT4eugCgUI7BgwQJcvnyZc2ndunUrGhoaADzzM5o+fTqSk5Ph4+MDS0tLfPPNNwDa90KiUHoDtAybQqFQKARahk2hUCiU3g8NQBQKhULpEjrbA6L1nhQKhUIxCHQFRKFQKJQugQYgCoVCoXQJNABRKBQKpUugAYhCoVAoXQINQBQKhULpEmgAolAoFEqX8P961MI05H7ANAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "globe = h.projection(\"theta\", \"phi\")\n", "# globe.plot()\n", "globe.plot.globe_map(density=True, figsize=(7, 7), cmap=\"rainbow\") \n", "globe.plot.globe_map(density=False, figsize=(7, 7))\n", "globe" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Implementing custom transformed histogram\n", "\n", "**TO BE WRITTEN**" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }