From 5c1b39c3d920dfc1df3433a1a71fda65c3883436 Mon Sep 17 00:00:00 2001 From: Avi Bryant Date: Tue, 5 Mar 2019 14:51:48 -0800 Subject: [PATCH] jupyter support for evilplot (#334) * include almond jupyter support in rainier-plot * fix build * aesthetics * warnings * formatting * example ipynb --- .gitignore | 1 + Example.ipynb | 99 +++++++++++++++++++ build.sbt | 13 ++- .../stripe/rainier/plot/EvilTracePlot.scala | 19 ++++ .../com/stripe/rainier/plot/Jupyter.scala | 27 +++++ 5 files changed, 157 insertions(+), 2 deletions(-) create mode 100644 Example.ipynb create mode 100644 rainier-plot/src/main/scala/com/stripe/rainier/plot/Jupyter.scala diff --git a/.gitignore b/.gitignore index 10a446b04..832a09311 100644 --- a/.gitignore +++ b/.gitignore @@ -5,3 +5,4 @@ target/ .DS_Store .bloop/ .metals/ +.ipynb_checkpoints/ \ No newline at end of file diff --git a/Example.ipynb b/Example.ipynb new file mode 100644 index 000000000..d3bde7b36 --- /dev/null +++ b/Example.ipynb @@ -0,0 +1,99 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "interp.repositories() ::= coursier.MavenRepository(\"https://dl.bintray.com/cibotech/public/\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[32mimport \u001b[39m\u001b[36m$ivy.$ \n", + "\u001b[39m\n", + "\u001b[32mimport \u001b[39m\u001b[36mcom.stripe.rainier.core._\n", + "\u001b[39m\n", + "\u001b[32mimport \u001b[39m\u001b[36mcom.stripe.rainier.repl._\n", + "\u001b[39m\n", + "\u001b[32mimport \u001b[39m\u001b[36mcom.stripe.rainier.plot.Jupyter._\n", + "\u001b[39m" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import $ivy.`com.stripe::rainier-plot:0.2.2`\n", + "import com.stripe.rainier.core._\n", + "import com.stripe.rainier.repl._\n", + "import com.stripe.rainier.plot.Jupyter._\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAACWAAAAlgCAYAAAAMTQxuAACAAElEQVR4XuzdAbRk5UEn+BvTSRglkc1CZOnuutWEPZtZOZHsZJyM4gwrGZkTOrJj3GE80SEOxHGCZ4kmJgGc5Y1oNkJ33XpwMDHMLnFxJIAZdJOJMZwRHXYWDZMwLnHwBHc4E4zEkNhqJ0HTwLffpbvTVd+9r+979aruvVXv9zvnf5q899Wt+6rPGZk//1eVZQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACshm+MeV3Mv4j5WMyjMYdivhbzZMxnYv5tzM/G7I950dGHLdR5MT+dHX3eP4r5anb0fr4Y82DM+2JeH7Pr+AMWpC/3AQAAAAAAAAAA1Hh+zCtjroi5Neb3Yp6OCUl+5fgD5uSUmB+I+VDMV7Lq850sX4j5mZjTs/l7VcxvZdXn3CifjbmsfOCc9eU+AAAAAOi/N2TVvuh4PjJxDgAAAIA5GMR8f8yNMb8d8+WsWsrUZV4DrGHMe7Kj7+CUPsdW8ycxl2Tz8xNZ/fhsM/m1mBdn89GX+wAAAACg/16WHX0X+bQnOh4DLAAAAIA5Oi2rFjCbzbwGWL+TVa+93Vydbd+7s+p1t5ryZzs1256+3AcAAAAAy+GerNoPTcYACwAAAGCO+jzAeibm3pgfi3l1zDfH7Io5I+Zvx/xUzOM1jzuet2Sz++Gser0y5Ucj3hDzN2O+KeaFMS+P+dGYR2vOl/nVbHZ9uQ8AAAAAlsM/zqq9UBoDLAAAAIA5qhtglcOnT8f8H9nRQc+rYv5lzblFDbD+MuaW7OhHEzZ5QczPxjybVe+vvE45StqqYXZ04JRe75Hs5Nd7UcxtWfVxZd48cW6zhlk/7gMAAACA5bAn5s+y6T7oi8n/LmOABQAAADBH5btKfTY7OqZ6R8wFWf1H1b0vqxY1ixhgle/StG/625vyI1n1/o5fb6s+lFWv8/mYsyYPbeB5Wf3jy6KrHLttRd11urgPAAAAAJbDb2TTXdBvxfxC8rUyBlgAAAAAHVj0AKscBl2afmOL/lVWvcenY06fPNTgW7P6d9N6w+ShBi+N+VJWvcY1k4ca9OU+AAAAAFgO/yyb7oC+GnNOVt/rGWABAAAAdKCuqJnXAOtgdvTt0ber/Fi+9B7LvGniTJP3ZtXHf3LqxOaUI6f0Op+L+YbJQyfRl/sAAAAAoP/KXuzL2XQH9BPHvlfX6xlgAQAAAHSgrqiZ1wBrnn4/q95nMXViYy/I6t8x6orJQ5tUvuvWkax6rQsnD22gL/cBAAAAQP+Vv2h3fzbd/Txw7Oulul7PAAsAAACgA3VFTR8HWPdk1fu8Y+rExi7Iqo99Jjv6UX6zuDerXm88daLeBVn1cV3cBwAAAAD99/Zsuvf5y5i/PvH9ul7PAAsAAACgA3VFTR8HWL+YVe/z30yd2NhPZ9XHfmLqxNa8I6te79NTJ+r15T4AAAAA6Lf/Pjs6uJrsfa6ZOlHf6xlgAQAAAHSgrqjp4wDrY1n1Pj8weeAkfiOrPvbmqRNb811Z9XrPxrx48lCNvtwHAAAAAP21K+Y/ZNOdz6eOfX1SXa9ngAUAAADQgbqipm8DrG+IeTKr3ue7Jw+dxJ9k1cdeMXVia16SVa9X5jsnD9Xoy30AAAAA0F/XZdNdz5GY86ZOHFXX6xlgAQAAAHSgrqjp2wDr72XVeyxz0eShDWw0Urpg4swsvpBVr/mmyQOJvtxHxZ49e84ZDoeXzSnv2Ldv3627d+++MH0eAAAAABr9D9nRwdVk13P91IkT6nq9mQdYc+6IyuiJAAAAgB2jrqjp2wDr41n1Hr8c86LJQxt4ZVZ9bJmXTx6aQfm27+k1/8XUiWl9uY8pZbGW5/nhmDDnPKtcAwAAANiSsuv6dDbd85T/+4WThybU9XozDbAW2BGV0RMBAAAAK6+uqOnTAGt/Vr2/MuV9b8b3ZNXHljl18tAMPppVr3mye+rLfUwpfxuxphSbS8rfcEyfD4DldvE1Hzx3/9V3vm4eed3Vd/yt9PqTXvfOO/9O+piZ81O/8t+m1wcAgB66IZvueJ6O+fapE9Pqer2ZBliL7IjK6IkAAACAVVdX1PRlgPXSmM9l1fv7akw+ce5k/lFWfXxZXm3XHVn1undNnZjWl/uYssjfbhwMBu9Inw+A5bb/6jvfHxPmk7vuS68/af+77vyD6mNmy8VXf3DT7w4JAAAd+c6YZ7LpjufGqRNVdb3eTAOsRXZEZfREAAAAwKqrK2r6MMB6Xna0MErvrcw1E+eavDmrPv7Pp07M5v1Z9bofmzoxrS/3UVEWbOVvOW435W8yThZr5dfS5wJgue03wAIAgEX4xphHs+l+5zMxf23yUI26Xm+mAVZpXh1RGT0RAAAAsNPUFTV9GGBdn1Xvq8zvxjx/4lyTK7PqNb44dWI2t2TV6/7m1IlpfbmPhSmLNMUawGrbb4AFAACLkPY7z8Z819SJenW93swDrHnSEwEAAAA7TV1R0/UA64ey6j2V+dOY4Yljm3JVVr3O56dOzGY9q173302dmNaX+1gYxRrA6ttvgAUAAPP22uzo4Gqy27l56sTG6no9AywAAACADtQVNV0OsP5+zNey6j2VXysLqa2qe+epJ6dOzCb9zcQyJ3vnqb7cx8Io1gBW334DLAAAmKdvjvlsNt3rPBZz6uShk6jr9QywAAAAADpQV9R0NcD6jpivZNX7eSbmH06c24o3Z9Xr/dnUidm8P6te92NTJ6b15T4WRrEGsPr2G2ABAMA8fSCr9jpb+QXEul7PAAsAAACgA3VFTRcDrFfFHMqq91LmiolzW/UDWfV6T0+dmM0vZ9Xr3j11Ylpf7mNhFGsAq2+/ARYAAMzL92bVTufWqRPN6no9AywAAACADtQVNW0PsF4R84Wseh9lfnzi3Cy+J6tes8xm38p9Ix/NqtcsX8uN9OU+FkaxBrD69htgAQDAPJwe8/lsus/5o+zoRxJuRV2vZ4AFAAAA0IG6oqbNAdbZMZ/LqvdQ5p9PnJvVt2XV65Z5+eShGXwqq17zZP9xty/3sTCKNYDVt38FB1j/4O3/+mXxzNPzyuvfddd3p88BAACJN2bVPufiqRObU9frGWABAAAAdKCuqGlrgLU35rGs+vxl3jNxbjteklWvXebvTh6aQd07dv3w1IlpfbmPhVGsAay+/as7wKo8ZuZcc8eF6XMAAEDiB7Nqn7PofH/WIj0RAAAAsNN0NcA6M+YzWfW5y9w0cW4e6kZKV0yd2JqNxlTnTx6q0Zf7WAjFGsDq22+A1RwDLAAAmhlgAQAAAKyYLgZYp8d8Oqs+b5n3xzzvxNG5+HhWfZ7tjLy+K6te79mYF08eqtGX+1gIxRrA6ttvgNUcAywAAJoZYAEAAACsmLYHWKfFfCqrPmeZ22O+4cTRubk+qz7X706d2JqfzKrX+/2pE/X6ch8LoVgDWH37DbCaY4AFAEAzAywAAACAFdPmAOvUmP8nqz5fmbtinn/i6Fz9j1n1+Z6OeenkoS2oeyer9akT9fpyHwuhWANYffsNsJpjgAUAQHvqer2PTJ3oiJ4IAAAA2GnqippFDLD+WsxvZtXnKvNrMS84cXTuXhjzp1n1eS+fPLRJ5ccnHsmq13rt5KEN9OU+FkKxBtCN/e+669L9V9/5F/PI66++88/S60/ab4DVHAMsAADaU9frGWABAAAAdKCuqJn3AKscV300qz5PmY/FvOjE0YWp+zk/OXVic67Oqtf542zzH53Yl/uYO8UaQDcuvubOH6yMgGbPs+n1J+03wGqOARYAAO2p65kMsAAAAAA6UFfUzHOAVX6s4N1Z9TnKlO+IVb4zVhvOzarPX+b7Jg81KD8q8EtZ9RrXTh5q0Jf7mDvFGkA3DLCaY4AFAMCKquv1DLAAAAAAOlBX1MxrgPW8mA9k1euX+b9jvunrJ9txT1a9j8/HnDV5aAPlz/KhrPr4cgj1X02c24y+3MdcKdYAumGA1RwDLAAAVlRdr2eABQAAANCBuqJmXgOsm7Lqtcv8bsxLJs615eyYr2bV+/lPMS+fOJd6YcxtWfVxZX504txm9eU+5kqxBtANA6zmGGABALCi6no9AywAAACAOdufVUuYeeVN2cmdmlUfM+98Odu6K7LqdY5f6+diXh3zjTEvyI4Opcph02dqzpf5cHb0Halm0Zf7mBvFGkA3DLCaY4AFAMCKMsACAAAAaIEBVr1y4JRea6v5RLb9d/Hqy33MhWINoBsGWM0xwAIAYEUZYAEAAAC0wABrY++IeTqrXnMzKYusb87moy/3sW2KNYBuGGA1xwALAIAVZYAFAAAA0AIDrJP7GzG/nVWvu1E+G/NPsvl/3F9f7mNbFGsA3TDAao4BFgAAK8oACwAAAIDeeFXMz8SU/yH4j2OeijkS86WYT8b8Qsz3xuw6/oAF6ct9zESxBtANA6zmGGABAEC79EQAAAAAMAPFGkA3DLCaY4AFAADt0hMBAAAAwAwUawDdMMBqjgEWAAC0S08EAAAAADNQrAF0wwCrOQZYAADQLj0RAAAAAMxAsQbQDQOs5hhgAQBAu/REAAAAADADxRpANwywmmOABQAA7dITAQAAAMAMFGsA3TDAao4BFgAAtEtPBAAAAAAzUKwBdMMAqzkGWAAA0C49EQAAAADMQLEG0A0DrOYYYAEAQLv0RAAAAAAwA8UaQDcMsJpjgAUAAO3SEwEAAADADBRrAN0wwGqOARYAALRLTwQAAAAAM1CsAXTDAKs5BlgAANAuPREAAAAAzECxBtANA6zmGGABAEC79EQAAAAAMAPFGkA3DLCaY4AFAADt0hMBAAAAwAwUawDdMMBqjgEWAAC0S08EAACkzrglnLp3FF6dF+HifBwuH47CZcNxuGhYhPOGa+GU9DwA7EiKNYBuGGA1xwALAADapScCAABKwyKcVo6t8iLcG/98Kv4ZNsjhmHueG2UZYwGwkynWALphgNUcAywAAGiXnggAAHa2ckSVj8Lb8iIcqhlbnTzj8EQ52srWwq70ugCw8hRrAN0wwGqOARYAALRLTwQAADtX+ZGCeREerwyrtp6H94zCOen1AWClKdYAumGA1RwDLAAAaJeeCAAAdqbhOFyaH/04wXRMNWueHBbhgvR5AGBlKdYAumGA1RwDLAAAaJeeCAAAdp68CG+sGVDNI0eMsADYMRRrAN0wwGqOARYAALRLTwQAADvL3lF4dT7fd75KU74T1jB9XgBYOYo1gG4YYDXHAAsAANqlJwIAgJ1jWITT8iI8XjOamnceytbCrvT5AWClKNYAumGA1RwDLAAAaJeeCAAAdo5BEa6rGUstJMNR8P+3AGC1KdYAumGA1RwDLAAAaJeeCAAAdobhDeHMfLEfPTidcXhiuBZOSe8DAFaGYg2gGwZYzTHAAgCAdumJAABgZ8iLcG1lJLX4vDG9DwBYGYo1gG4YYDXHAAsAANqlJwIAgJ0hH4cHagZSi87d6X0AwMpQrAF0wwCrOQZYAADQLj0RAACsvt03hT0146g2ctjHEAKwshRrAN0wwGqOARYAALRLTwQAAKtvOA4X1YyjWsnwQHhFej8AsBIUawDdMMBqjgEWAAC0S08EAACrbzgKl6XDqLYyWA+6eABWk2INoBsGWM0xwAIAgHbpiQAAYPUNinBdOoxqK+X4K70fAFgJijWAbhhgNccACwAA2qUnAgCA1WeABQALoFgD6IYBVnMMsAAAoF16IgAAWH35OFyeDqPaio8gBGBlKdYAumGA1RwDLAAAaJeeCAAAVl9ehIvTYVRb2bsezk3vBwBWgmINoBsGWM0xwAIAgHbpiQAAYPUNizBMh1GtZByeOuOWcGp6PwCwEhRrAN0wwGqOARYAALRLTwQAADtDXoSHKgOpxeee9D4AYGUo1gC6YYDVHAMsAABol54IAACWw95ReHVehDfmo/C2QRGKmOuG4/BPh6Nwye6bwp70fKo8XzOQWmzG4fL0PgBgZSjWALphgNUcAywAAGiXnggAAPpreDC8Ji/CrTGPV8ZN1dw/GId3DotwWnqd0nMfQzgOT9U8blF5cqN7AYCVoFgD6IYBVnMMsAAAoF16IgAA6J89o3BOXoR7akZNm8mh8l2yhmvhlPS68Xs31pxfSAajcFX6/ACwUhRrAN0wwGqOARYAALRLTwQAAP1SfqxgXoQj6aBpyxmHR4YHwiumrl2E0+L3nqycnXfic2drYdfkcwPAylGsAXTDAKs5BlgAANAuPREAAPTEWtg1GIf3VsZM28uhwXqY6sKHRbggn8fAa+Mc3rsezp18TgBYSYo1gG4YYDXHAAsAANqlJwIAgH7Ii3BrzZhpHjkyPBheM/lcx95lKz03j5TDrosnnwsAVpZiDaAbBljNMcACAIB26YkAAKB7g1G4qmbMNL+MwxO7bwp7Jp9zbh91eCKHh6NwyeRzAMBKU6wBdMMAqzkGWAAA0C49EQAAdGtYhPPy+Q6hNsr9Nc9dfhzhkzVnt5rHfOwgADuOYg2gGwZYzTHAAgCAdumJAACgW3kR7q0ZNC0kde9QNSzCafF7N+bj8FR6fhM5FHPtcC2ckl4XAFaeYg2gGwZYzTHAAgCAdumJAACgO4P1cGHNqGmReTRbC7vS+yiVH1EYv39tzIM1j5tM+W5d9+ej8LazDoTT0+sAwI6hWAPohgFWcwywAACgXXoiAADoTj4Od9QMnBaacvSV3keqHGOV54ajcFl8zLWDcXhn+c/lRxYaXQHAMYo1gG4YYDXHAAsAANqlJwIAgG6UH9uXF+FwOpBadAZFKNJ7AQBmoFgD6IYBVnMMsAAAoF16IgAA6MZwHC5Kx1Et5bH0XgCAGSjWALphgNUcAywAAGiXnggAALqRj8LbasZRraR89630fgCALVKsAXTDAKs5BlgAANAuPREAAHQjL8KN6TCqrQyLMEzvBwDYIsUaQDcMsJpjgAUAAO3SEwEAQDcGRbgtHUa1lWERLkjvBwDYIsUaQDcMsJpjgAUAAO3SEwEAQDc6HWAdDK9J7wcA2CLFGkA3DLCaY4AFAADt0hMBAEA38lG4Ph1GtRUfQQgAc6BYA+iGAVZzDLAAAKBdeiIAAOhGXoQr02FUW0nvBQCYgWINoBsGWM0xwAIAgHbpiQAAoBuD9XB+OoxqKQ+l9wIAzECxBtANA6zmGGABAEC79EQAANCdfByeqBlILTSDIlyX3gcAMAPFGkA3DLCaY4AFAADt0hMBAEB38iLcmg6kFp1hEc5L7wMAmIFiDaAbBljNMcACAIB26YkAAKA7e9fDuXkRjqQjqQXmpH0/ALAFijWAbhhgNccACwAA2qUnAgCAbg2KcFvNUGoh2TsKr06fHwCYkWINoBsGWM0xwAIAgHbpiQAAoFvDG8KZeREOpWOpuWcUbk+fGwDYBsUaQDcMsJpjgAUAAO3SEwEAQPeG43BRvtiPInzojFvCqenzAgDboFgD6IYBVnMMsAAAoF16IgAA6Ie8CFfWDKe2n3F4YvdNYU/6fADANinWALphgNUcAywAAGiXnggAAPpjOAqX5fN9J6yHh0UYps8DAMyBYg2gGwZYzTHAAgCAdumJAACgXwbr4fy8CI/XjKm2mrt97CAALJBiDaAbBljNMcACAIB26YkAAKB/hmvhlLwI18YcqhlWNeXBYREuSK8JAMyZYg2gGwZYzTHAAgCAdumJAACgv4ZFOC0fh8vzUfhw/POpmrHV8Twez9w8WA96bwBoi2INoBsGWM0xwAIAgHbpiQAAYDmUHye4ZxTOKd/dKi/CG4ejcMnwYHjN7pvCnvQsANACxRpANwywmmOABQAA7dITAQAAAMAMFGsA3TDAao4BFgAAtEtPBAAAAAAzUKwBdMMAqzkGWAAA0C49EQAAAADMQLEG0A0DrOYYYAEAQLv0RAAAAAAwA8UaQDcMsJpjgAUAAO3SEwEAAADADBRrAN0wwGqOARYAALRLTwQAAAAAM1CsAXTDAKs5BlgAANAuPREAAAAAzECxBtANA6zmGGABAEC79EQAAAAAMAPFGkA3DLCaY4AFAADt0hMBAAAAwAwUawDdMMBqjgEWAAC0S08EAAAAADNQrAF0wwCrOQZYAADQLj0RAAAAAMxAsQbQDQOs5hhgAQBAu/REAAAAADADxRpANwywmmOABQAA7dITAQAAAMAMFGsA3TDAao4BFgAAtEtPBAAAAAAzUKwBdMMAqzkGWAAA0C49EQAAAADMQLEG0A0DrOYYYAEAQLv0RAAAAAAwA8UaQDcMsJpjgAUAAO3SEwEAAADADBRrAN0wwGqOARYAALRLTwQAAAAAM1CsAXTDAKs5BlgAANAuPREAAAAAzECxBtANA6zmGGABAEC79EQAAAAAMAPFGkA3DLCaY4AFAADt0hMBAAAAwAwUawDdMMBqjgEWAAC0S08EAAAAADNQrAF0wwCrOQZYAADQLj0RAAAAAMxAsQbQDQOs5hhgAQBAu/REAAAAADADxRpANwywmmOABQAA7dITAQAAAMAMFGsA3TDAao4BFgAAtEtPBAAAAAAzUKwBdMMAqzkGWAAA0C49EQAAAADMQLEG0A0DrOYYYAEAQLv0RAAAAAAwA8UaQDcMsJpjgAUAAO3SEwEAAADADBRrAN0wwGqOARYAALRLTwQAAAAAM1CsAXTDAKs5BlgAANAuPREAAAAAzECxBtANA6zmGGABAEC79EQAAAAAMAPFGkA3DLCaY4AFAADt0hMBAAAAwAwUawDdMMBqjgEWAAC0S08EAAAAADNQrAF0wwCrOQZYAADQLj0RAAAAAMxAsQbQDQOs5hhgAQBAu/REAAAAADADxRpANwywmmOABQAA7dITAQAAAMAMFGsA3TDAao4BFgAAtEtPBAAAAAAzUKwBdMMAqzkGWAAA0C49EQAAAADMQLEG0A0DrOYYYAEAQLv0RAAAAAAwA8UaQDcMsJpjgAUAAO3SEwEAAADADBRrAN0wwGqOARYAALRLTwQAAAAAM1CsAXTDAKs5BlgAANAuPREAAMvqjFvCqfk4vCEfhdvzIjwY83hMOJbH4vceiH/eOhyHi4Zr4ZT08QAA26JYA+iGAVZzDLAAAKBdeiIAAJbN8IZw5qAIt+Xj8NTE4Koph2NuHBbhtPR6AAAzUawBdMMAqzkGWAAA0C49EQAAS2Mt7MpH4fotDq/SHBqMwlXppQEAtkyxBtANA6zmGGABAEC79EQAACyDsw6E0/Mi3FczqJoto3B7+RGG6fMAAGyaYg2gGwZYzTHAAgCAdumJAADou903hT15ER6tjKi2nweNsACAmSnWALphgNUcAywAAGiXnggAgD4rB1J5ER6qGU/NJ+Pw6+VHG6bPCwDQSLEG0A0DrOYYYAEAQLv0RAAA9FlehLsro6l5ZxT+46AIazE/tO9AyNN7AACopVgD6IYBVnMMsAAAoF16IgAA+mo4CpdUxlLt5EvDIty578bwyvSeAAC+TrEG0A0DrOYYYAEAQLv0RAAA9NJa2JUX4eGacVSbeTbmvpeNw7ektwcAoFgD6IgBVnMMsAAAoF16IgAA+mg4DpfWDKK6ytN7x+Et6T0CADucYg2gGwZYzTHAAgCAdumJAADoo7wId9cMoTrNvoPh1vQ+AYAdTLEG0A0DrOYYYAEAQLv0RAAA9M1wLZySF+FwOoDqQ/YV4ZfS+wUAdijFGkA3DLCaY4AFAADt0hMBALBQa2HXYD1cmBfh2phb81H4cPzzvvjn7fHPG2Ou3H1T2DP5kHj+/HT41KcMi/DWyfsFAHYoxRpANwywmmOABQAA7dITAQCwCHvXw7nHRlaH0gHTBnloMApXle9+NRyFy2q+36c8s+/G8Mr0ZwYAdhjFGkA3DLCaY4AFAADt0hMBADBPwxvCmYMi3JYX4UjNcGkzeWxYhLtqvt6rDEbhU+nPDgDsMIo1gG4YYDXHAAsAANqlJwIAYF6e++jAcXgiHSutanYfDDpmANjJFGsA3TDAao4BFgAAtEtPBADAPOTjcHk++7teLWWGRfhE+joAADuIYg2gGwZYzTHAAgCAdumJAADYrrwIF+c7bHx1LEfS1wIA2EEUawDdMMBqjgEWAAC0S08EAMB2DA+EV+RFOFwzTtoZuSkcSF8TAGCHUKwBdMMAqzkGWAAA0C49EQAA25EX4aHKKGln5ZnBejg/fV0AgB1AsQbQDQOs5hhgAQBAu/REAADMKi/CG2sGSTsv4/DEsAjD9PUBAFacYg2gGwZYzTHAAgCAdumJAACYyVrYlRfh0coYaefmnj2j8JPDUfj3+4rwWPzfh57LOPxh/PO+3evBv2cDwKpRrAF0wwCrOQZYAADQLj0RAACzGBbhgpoRkjTnS4MD4fvT1xMAWEKKNYBuGGA1xwALAADapScCAGAWgyIUNeMi2UzGIQxH4c9ffjB8R/q6AgBLRLEG0A0DrOYYYAEAQLv0RAAAzCIvwsOVYZFsOcOD4RfT1xYAWBKKNYBuGGA1xwALAADapScCAGAW6ZBIZsw4hH2j8Ej6+gIAS0CxBtANA6zmGGABAEC79EQAAGzV8IZwZmVIJNvNw+nrDAD0nGINoBsGWM0xwAIAgHbpiQAA2Kq96+HcmgGRbDODIrwvfa0BgB5TrAF0wwCrOQZYAADQLj0RAABbNSzCMB0PtZZx+A8xT1S+viI5ey0M0tcbAOgpxRpANwywmmOABQAA7dITAQCwZWthVzocai2jcPNwLZwS//namMcr31/+fCl9uQGAnlKsAXTDAKs5BlgAANAuPREAALPIi/BkzXiojVw7eR/DIpyXj8L18et3x9wf82zNY5YqLz8YvmPyZwQAekqxBtANA6zmGGABAEC79EQAAMwiL8I96XCojQzWw/npvUw6O34/nnsmfdwyZV8RHkt/LgCghxRrAN0wwGqOARYAALRLTwQAwEbOuCWcunc9nDtYDxcOR+Gy4ThcOizCBTHD8n+nw6EW8mR6j3Xi/b215rHLk3E4af8PAPSEYg2gGwZYzTHAAgCAdumJAACYNLwhnDkch3+aF+HefByeqoyDTuRLecvvNDUYh/em97uReO+/kj5+mfIt6+Hc9GcCAHpGsQbQDQOs5hhgAQBAu/REAACUhmvhlEERrsuLcCgdA/UkR/aMwjnpfW9k901hT801libx7+J96c8EAPSMYg2gGwZYzTHAAgCAdumJAAAYrIfz8yI8no6AepVRuDm97ybxcfdVrrM8OWkvDwD0gGINoBsGWM0xwAIAgHbpiQAAdrZ8HC7Pi3CkZgDUn4zDE2cdCKen917aOwqvHo7CZYNxeOegCEX5Ll7lRyjGr10Sv3dJ5VrLknH4w/RnBQB6RrEG0A0DrOYYYAEAQLv0RAAAO1dehCsrw5++ZRyeKkdWk/d97B27bo15snK+msM1X+t99o3CI5M/MwDQQ4o1gG4YYDXHAAsAANqlJwIA2JkG6+HCvO/vfFXe3zi84fg9710P5+aj8OGacyuX4Th8fPLvCwDoIcUaQDcMsJpjgAUAAO3SEwEA7DzDG8KZeREOpaOfnuVQORI7fs/5KLwt7/9gbG4ZjsP65N8ZANBDijWAbhhgNccACwAA2qUnAgDYeQZF+EA6+OlVxuGB4YHwiududi3sivd7W+XMiufstTBI/toAgL5RrAF0wwCrOQZYAADQLj0RAMDOsvtguDAfh2fTwU9P8uhwFC6ZvN98FG6vObfSGRTh6cnXAADoKcUaQDcMsJpjgAUAAO3SEwEA7ByD9XB+PgpPpYOfFnJfPg5PVL4+fu5eHo73dH15b+n9xu9dW3nMzsjD6WsBAPSQYg2gGwZYzTHAAgCAdumJAAB2hvIj/fIiHKoZ+7SRG79+H0X8V86jOW3y/lLPjcWq19kR8fGDALAkFGsA3TDAao4BFgAAtEtPBACw+s64JZyaj8Mj6dCntYzDf07vqUl83P2V6+yA7BuFR9LXAgDoKcUaQDcMsJpjgAUAAO3SEwEArL58FG5Ohz5t56wD4fT0vjYyHIVL0sfvlGRrJ39nMACgRxRrAN0wwGqOARYAALRLTwQAsNr2jMI5eRGOpEOftjMowp3pvW0kH4dfTx+/EzK8Kfyz9LUAAHpMsQbQDQOs5hhgAQBAu/REAACrLR+F29OhT1cZFuG89P5Sxz4u8an0saue+Nrck74WAEDPKdYAumGA1RwDLAAAaJeeCABgdQ3Xwil5EQ6nY58Oc9KuubQTP35w7zh8MH0dAIAloFgD6IYBVnMMsAAAoF16IgCA1dXHMVPTu2ANinBd+phVjo8dBIAlplgD6IYBVnMMsAAAoF16IgCA1ZWPws3p4KfzjML16X1OGozDeyuPWcHsG4VHsrVwWvrzAwBLRLEG0A0DrOYYYAEAQLv0RAAAqysfh19Phz89yEPpfU6K37+n5jErk8F6eOTstTBIf24AYAkp1gC6YYDVHAMsAABol54IAGB1DYvw/6YDoD5kuBZOSe/1uHwc7kjPr1TG4b+kPzMAsKQUawDdMMBqjgEWAAC0S08EALBahjeEMwejcFVehPvycXi2MgDqQYZFGKb3fdygCEV6fgVzb/pzAwBLSLEG0A0DrOYYYAEAQLv0RAAAq+GMW8KpgyJclxfhcM3gp1cZFuGC9P6PG4zDO9Pzq5jdB4N+GgCWnWINoBsGWM0xwAIAgHbpiQAAlt9gPZyfF+HxdOTT15x0gLUeLkzPr2j+OP3ZAYAlo1gD6IYBVnMMsAAAoF16IgCA5TYchcvyIhypGfj0NnvXw7npz/F1a2FXPHMofcwqZlCEH0p/fABgiSjWALphgNUcAywAAGiXnggAYHnl43B5OupZhpx1IJye/iyT8lG4PX3MSmYcHkh/dgBgiSjWALphgNUcAywAAGiXnggAYDmVH+OXL9k7Xx3Lk+nPkoo/23k1j1u5xJ/za+nPDgAsEcUaQDcMsJpjgAUAAO3SEwEALJ9hEU7Li/BkOuhZhgyKcFv689TJx+GO9LGrmLPXw/npzw4ALAnFGkA3DLCaY4AFAADt0hMBACyfQRGKdMizLNk7DpemP0+dPaNwTjz/5fTxq5ZhEd6a/uwAwJJQrAF0wwCrOQZYAADQLj0RAMByeW6YNA5PpUOeZcmgCL+a/kwbieevSB+/gvn59OcGAJaEYg2gGwZYzTHAAgCAdumJAACWSz4K19eMeJYqg3H4X9Ofq86wCBekj121xJ/xzvTnBgCWhGINoBsGWM0xwAIAgHbpiQAAlks+Do+kI55lzKAIHx+OwiVn3BJOTX/G4/auh3PTx61a9h0Mt6Y/NwCwJBRrAN0wwGqOARYAALRLTwQAsDye+/jBmhHPUmccnhoUoRgW4bT05z3rQDi9cn7FEn/ut6Y/NwCwJBRrAN0wwGqOARYAALRLTwQAsDyG43BpOuBZoRwajMJV6c9cDrRqzq5Mdh8MemoAWFaKNYBuGGA1xwALAADapScCAFge5UApHfCsXEbh9uFaOOX4z5yPw69XzqxOnp78+wUAloxiDaAbBljNMcACAIB26YkAAJbHYBz+t5oRzyrm/jNuCaeWP3M+DpfXfH8lMhiFT6V/xwDAElGsAXTDAKs5BlgAANAuPREAwHIYrIfz83F4IB3xrHDuKX/u4Q3hzPjPR2q+v/TZOw5vSf+eAYAlolgD6IYBVnMMsAAAoF16IgCAfhseDK/Ji3BfOt7ZIbm2fA3yUbi55nvLnkPp3zUAsGQUawDdMMBqjgEWAAC0S08EANBP5UfwDYpwW81wZyflyJ5ROOfYu2Adqvn+0mY4Dpemf+cAwJJRrAF0wwCrOQZYAADQLj0RAED/7L4p7MmL8GA62tmRGYc7ytck/vOVle8taQaj8Kn07xwAWEKKNYBuGGA1xwALAADapScCAOiX597taRyeSEc7Oznlu2CVr03851vT7y1hvpSthVPSv3cAYAkp1gC6YYDVHAMsAABol54IAKA/hmvhlNw7X9Xl2udeoLWwa28RfqPm+3PN8GD4RPzzr9KvzyFf3Xcg5MlfOwCwrBRrAN0wwGqOARYAALRLTwQA0B/5arzD0yJy/9dfpKMjrP+95sx8Mg7/pXyal43DtwyK8GTl+7MmXre85td/DgBg+SnWALphgNUcAywAAGiXnggAoB+GRTivMtqRr6d8d7DJ12vfgfBT8evPpue2mT+Y+njA+M97x+Gj+fae59m9o/CvJ24dAFgVijWAbhhgNccACwAA2qUnAgDoh7wI99aMd+RYhkUYpq/Ziw+E0/Nx+EJ6dssZP3f9O9PrH7fvxvDK+P3fy7c2xHo2PuYTPnIQgEl/PeatMR+O+XTMn8QcifmLmD889vW3x5x9/AELdF7MT8f825g/ivlqzNdivhjzYMz7Yl4fs+v4AxakL/cxE8UaQDcMsJpjgAUAwBL5xpjXxZT/DvuxmEdjDmVHO6InYz6THe2OfjZmf8yLjj6sX/REAADd8+5Xm8r3pa/bccMD4UcHRThc85jGxMc9uvtg2FRXPFwLp8W/q3fHx/3BYBwOx8cembjOkfJr5ffy9fD28mz6eAB2rm+P+XhM2GSeibkn5pzywXP2qpjfyqrPuVE+G3NZ+cA568t9bItiDaAbBljNMcACAKDnyo8j+YGYD8V8Jat2QSfLF2J+Jub0rEf0RAAA3cuLcG06DJJK/lO2Fk765hfl8GkwDr8fzz5d8/gTGYWn4p/37y3C/5ReAwDm6fkxo6xaEm02T8Vcns3PT8Q8nVWfZzP5tZgXZ/PRl/vYNsUaQDcMsJpjgAUAQE8NY96THX3387T32WrKd5e/JOsJPREAQPfyIjxUGQlJJYMiXJe+dhsp39VqWIS3xsf9/L4i/FL853H5v8uPE0zPAsAilG+d/tGsWgzNkmuy7Xt3Vr3uVvM7Madm29OX+5gLxRpANwywmmOABQBAT5W9Ttr1bDdXZz2gJwIA6F46NJINc2h4Qzgzff0AoI9uz6plUJm/inlfzGtj/puYF8aU/8ftgpibYr5a85gyP5jN7oez6vXKlG/vfkPM34z5puzovbw85kdjHq05X+ZXs9n15T7mRrEG0A0DrOYYYAEA0FMbDbCeibk35sdiXh3zzTHlx6KcEfO3Y34q5vGaxx3PW7KO6YkAALo1LMKwZmgkG2RQhCJ9DQGgb8rhUFoClfl0zH83ca7OvpgHs+pjy5FS+b2tGmZHH5te75Hs6MhpIy+KuS2rPq7MmyfObdYw68d9zJViDaAbBljNMcACAKCn0gHWX8bckh3tjpq8IOZnY8p/h097ovI6J+uYFk5PBADQrWERrktHRnLSPJmthfKXHpZPvO/hwfCa4ShcEn+OK8uPVIz/fNlwHC7aux7OTY8DsJzKd3D6YlYtgcp3cip/Y28zyt/w+72seo3/a/LQJn0oq17n8zFnTR7awPOy+seXP99pE+c2o+46XdzHXCnWALphgNUcAywAAHpqcoBVvsP5LL9w+CNZtSc6fr3O6IkAADq0FnblRfijmpGRnCSD9XB++lL2Vvl3PA5vyEfh9njvh9OfJclj5Tt87R2F8t11AVhSb8+q5U/5FurfOXloE74t5mtZ9Vpb+T8S35rV/0bgGyYPNXhpzJey6jWumTzUoC/3MXeKNYBuGGA1xwALAICeKgdY5S/VXZp+Y4v+VVbtiZ6OOX3yUJv0RAAA3RkW4YKaEY4058b0teyjeJ8XxzxUc/+byT17RuGc9JoA9N/DWbX8+cjUic375ax6rV+aOnFy782qj//k1InNKUdO6XU+F/MNk4dOoi/3MXeKNYBuGGA1xwALAICeOhizJ/3iDMqPG0x7ojJvmjjTKj0RAEB3ync7qhneSHPuTl/LPjnjlnBqeY81973VHBmMwzvT6wPQXy/L6t/p6R9MHtqC786q1/pKzIsnD23gBVn9O0ZdMXlok8rfHDySVa+1mf/Y2pf7WAjFGkA3DLCaY4AFAMAO8PtZtScqpk60SE8EANCdfBweqRndSHPuT1/Lrg2LMCyHV+Wf8f4errnn2TMKtw/XwinpcwLQP9+fVUufMv/15KEtKP8f/7rB0fdNHtrABVn1ceVHIZYf5TeLe7Pq9cZTJ+pdkFUf18V9LIRiDaAbBljNMcACAGAHuCer9kR3TJ1okZ4IAKA7laGNbDaPpa9lm/auh3PjPVybj8MDMU8k9/Zszf1uP6Pw4fQ+AOifH8+qpc9np05s3aez6jV/YepEvZ/Oqo/7xNSJrXlHVr1eeW9N+nIfC6FYA+iGAVZzDLAAANgBfjGr9kT/ZupEi/REAADdGN4QzqyMbGSzeTh9PdswWA8Xxud+qOZ+2skoXJ/eEwD98jNZtfR5aOrE1v12Vr3mf5w6Ue83surjbp46sTXflVWvV/4H66aPQ+zLfSyEYg2gGwZYzenLAOt1134o33/NB//xvLK2tvYN6XMAALBjfSyr9kQfmDzQJj0RAEA3hkU4rzKwkc2m/PSh1hz7WMH7au6ji1yc3h8A/VEOi9LSZ7ufm/uRrHrN8mMJXzR5qMafZNXHXTF1YmteklWvV+Y7Jw/V6Mt9LIRiDeCEi9bueunFV3/wX84r3/uuu85Jn+M4A6zmXNyTAdbF7/rg/1w5v438jR/5hRekzwEAwI5UDvOfzKod0bsnD7VJTwQA0J4zbgmnlsOr4ThctG8U3lYzrpHN5db0tV2UwXo4v+ZjBrvMw9la2JXeJwD9UBY8aemziHfAKvOKyUOJjUZKF0ycmcUXsuo13zR5INGX+1gYxRrACa9/512DdCyzncTrnZ8+x3EGWM0xwAIAYMX9vazaD5W5aPJQm/REAACLNSzCafk4XJ6Pwofjn0/VDGpkq4mvZ/o6L0J8njfE5ztSef6OMxwF/84O0FNvz6qlz2enTmxd+bm76TXLvG7yUOKVWfV8mZdPHprBp7LqNTf8j7tZf+6jYs+ePeeUJdh2s2/fvlsVawBHGWBtJgZY240BFgAAx3w8q/ZDX86a3zV+yrw6ojJ6IgCABVkLuwajcFVehCfTAY1sK0fOOhBOT1/ueTv2EZGHa56/D3kwvV8A+uGNWbX4KfPSyUNbcErM17Lq9cr8k4lzqe/JqufLnDp5aAYfzarXfN/UiWl9uY8pZbGW5/nhyUJsXhkMBu9Inw9gpzDA2kwMsLYbAywAAKL9WbUb2lI/VFpkR1RGTwQAsH3DA+EV+Tg8UjOcke3n/vT1nrdy4BWf5/Ga5+5Ndt8U9qT3DUD3zs6qxU+ZSyYPbcEFWfVax/OTJ45V/KOsev7pqROzuSOrXveuqRPT+nIfU8rfPkwLsXml/E3H9PkAdgoDrM3EAGu7McACANjxyl90/FxW7Ya+GpNPnGu0yI6ojJ4IAGB7huNwUd7fd05a+gzWw4a97rzko3Bz+rw9zJXpfQPQD49n1QLo16ZObN7/mVWvdTzXT5xLvTmrnv/zqROzeX9Wve7Hpk5M68t9TFnkbzf6zUZgJzPA2kwMsLYbAywAgB3teTEfyaq9UJlrJs5tyiI7ojJ6IgCA2eVFuDjmSM1YRuaTk3bV87BnFM7Jl+Pv0C9OAPTUKKsWQM/EfPvkoU341pi/yqrXOp6fO3G0olzppue/OHViNrdk1ev+5tSJaX25j4qyYCt/y3G7KX+TcbJYK7+WPhfATmGAtZkYYG03BlgAADta+QuJaSdU5ndjnj9xbtPm1RGV0RMBAMzH3vVwbu6drxaZw+VrnL7u8zYYh/fWPHf/MgofTu8dgH4oPyP2a1m1CHokO/oW6Zvx4phPZtVrTKYcem3kqqx6/vNTJ2aznlWv+++mTkzry30sTFmkKdYAjjLA2kwMsLYbAywAgB3rh7JqH1TmT2OGJ451R08EALB9w7VwSl6ERysjGZlbhuNwafq6z91a2BWf68n0uXuaB9PbB6A/bs6qZVCZ34s5Z+JcnUHM72TVx6Z5z/EH1Kh756knp07MZqvvPNWX+1gYxRrACQZYm4kB1nZjgAUAsCP9/az+Fx7Lr7124lyn9EQAANuXj8LbagYyMr9cm77mizBYD+fXPHc/Mw4PpPcPQH+cEvOprFoKlfnLmJ+P+e6Yb4kp/yPiy2L+TkwR85Xk/JGYLyRfK3NdtrE3Z9XzfzZ1Yjbvz6rX/djUiWl9uY+FUawBnGCAtZkYYG03BlgAADvOd2TVvqzMMzH/cOJc5/REAADbMyzCaXkRDlUGMjKPHMnH4fLjr/WeUThnMA7vjF+/pxwgxT8fy8vXfhweiX/el4/CzcNxuKh8R7LJv6PNite4tuYe+pp70vsHoF/2xfx/WbUc2mreEvMHNV//sWxjP5BVzz89dWI2v5xVr3v31IlpfbmPhVGsAZxggLWZGGBtNwZYAAA7yqtiDmXVHqjMFRPnekFPBACwPXkRrqwZx8j282j5jlTlxwIOR+GyYyOr9MxGOTwYh/cObwhnpn9fJxMfd2vNtXqZ8udL7x+A/jk95v6sWhBtJn8V8yPZUX9e8/03HPtene/JqufLnDp5aAYfzarXfN/UiWl9uY+FUawBnGCAtZkYYG03BlgAADvGK7L6d4Uv8+MT53pDTwQAsD15Ee5NxzGyjYzDE/HPK8vh1WA9XBj/+aHKmc1mHJ7KR+H68lrp31udePbDlWv0NRPvDAZAvz0/5odjHsuqZdFG+a2Y87Kjvqnm+2WOf7/Ot2XV82VePnloBnUfq7jhf9zN+nMfC6NYAzjBAGszMcDabgywAAB2hLNjPpdV+58y/3ziXK/oiQAAZnfs4wePVMYxMmseP/7xgYNRuCqf12s7Dg9s5t2w8vJjDNPH9jS7bwp70vsHoN/K/1j42pifi/n3Mf855i9ijsR8MeaBmBtiXn38Acf8raxaNJUf43eyz9t9SVZ9TJm/O3loBnW/dViOyzbSl/tYGMUawAkGWJuJAdZ2Y4AFALDy9mYb/yLjeybO9Y6eCABgdsMiXJAOY2SbORhely/mowAfHx4I5TvWbiieubvmcf3LOJT/jR6AHeJ/yapl00NTJ+rVjZSumDqxNRuNqTb8j+PH9OU+FkKxBnCCAdZmYoC13RhgAQCstP+fvfuBl+ws6Pt/gH3htiw2YBZisnfmbEiVtkGDxV9jqZpWNK3BRottWqPGGtpUqY39IYYQam5FRcLuzGxi/BdtRFBAwLRGoTY/TTVaKlEor4CgQYJQDBAh4EKWZJM8v+fZuzdn7nPm7j33nrn3npl5v1+vz2vD3TNzJ5s76/rc786kv0n/p0X93Cd1/dh1neScCABg68pRuKQ2jlG7BuEvah+bXnefeSicnv93XBU/9w0TbtO5ykHwZ3aABfJLRf3Aabjmisn+R1G/XZuDqq8u6veXvmH95PGLJujK49gWDtYAKgZYTTLAapsBFgDA3ErfvHlPUT/3Sf1s7HHVpd3knAgAYPPSKyn1BuGV/WG4Px/HqPPdViyHPfl/06Q/CC+ecH3XavKiJwDMiS+IfaqoHzr9w/GL1vGKon67P1hzxea8pKjf33vXXDFZVx7HtnCwBlAxwGqSAVbbDLAAAObSabF3FvUzn9RrY4+vLu0u50QAAM2Vw3Bebxh+Z8IoRrPUKFye/7dNDgzCObVrO1Z628v8cQMwvy4p6odOHy2aHTqlkVZ+24djTx2/aBMmvZLVkTVXTNaVx7EtHKwBVAywmmSA1TYDLACAubMv9r+K+nlP6ldiT6gu7TbnRAAAG9t/Y9jXG4ab8zGMZrRRuLdcDnvz/85J/Pm7a9d3p2vyxwvAfPvdon7w1PT/GDyxmPzqWRNXyBtILwF/vKjf1/PGL1pHVx7HtnCwBlAxwGqSAVbbDLAAAObKX4v9dlE/60n9t9hM/dnPOREAwKmVw1D2h+GuCWMYzXC9Ubgq/2+dxJ+7Jr+2E43C6/PHCsB8u7SoHzx9utjcK0f9dFG/jz9ac0UzVxf1+/mLotkrcSVdeRxT52ANoGKA1SQDrLYZYAEAzI3057q3FvWzntR/j31BdelscE4EALC+8lB4Znq1pNoYRrPfKHysNwzXpspBuKwchQvPuj4cKIfhtA7+N7+pWA578q9PAOZXP/axon749APjFzVwblG/j9Q/G79oA2nw9cmifh9NX4kr6crjmDoHawAVA6wmGWC1zQALAGAupLcVfFNRP+dJpVfESq+MNXOcEwEATHZyiPO+CWMYzXOj8Pb43/7Xah/fjUbhWDkKV+RfmwB039+IvbZYecu8zVqKfbCoHz69o9jay67fUtTvK427zhy/aB2Pi72lqN8+DaGeMnZdE115HFPlYA2gYoDVJAOsthlgAQDMvHTO8wtF/Zwn9XuxJz125YxxTgQAMFl/EG6tDWK0SD0y4WM7Vm8Ybj4wCOfkX5cAzIbTipVDo7+MvST2hWt/eqJ0+HR57L6ifviUhkbPqC7dlLNjDxT1+/zj4tT3+cTYzUX9dql/N3ZdU115HFPlYA2gYoDVJAOsthlgAQDMvOuL+hlP6g+KZmdoneWcCACgrhyEi/NBjLQD3dUfhFcsHQnpnZoAmGGrA6zVPl2sjIguif3N2L7YX48djH1t7JWxP8lus9rnYs8t2nlhUb/f1Gdjr4o9p1h5POkbmmkolYZNfzrh+tStxcpYbCu68jimxsEaQMUAq0kGWG0zwAIAmGnpTCw/45l26ZxpVzgnAgDILIc93npQ21VvFB4uR2FYDsJlvUG4Mn7s0nIYLjjr+nAg/1IEYHblA6ytll756quK6UgDp/z+N1t6G8S2fxOxK49jKhysAVQMsJpkgNU2AywAgJlmgAUAsEC8+pW2sft7R8K659IAzI9pDLB+O7ZUTNcPxh4u6p+rSb8e+xvFdHTlcbTmYA2gYoDVJAOsthlgAQDMNAMsAIAFUS6Hvf1h+OMJwxkp9eiEjzVrFF5fDkOZf80BML/+fuw1xcpbCOYHQafqztg/K7bP3439TlH/vOv14dh3F9N/u7+uPI5WHKwBVAywmmSA1TYDLACAmWaABQCwAJYG4TnlMHyiNpyRxopfI5/pD8L/zT8+sVE4Fn+8JX1t5V9vACyOvbFvjB2O/VbsI8XKQVB6BajPxP4k9muxl8a+7ORtdsKzYz8Suz32F7FjsePFytse/lHsZ2L/NLZn9QbbpCuPY0scrAFUDLCaZIDVNgMsAAC6yjkRAED8M9EoXNIfhs/VBjTShHqjcFU5DOelH3vDcHN/FN4WP35X7Pb0SlfxY8P0VpbpFdXyrzUAYI44WAOoGGA1yQCrbQZYAAB0lXMiAGDRlYNwWT6wkTbo/nIYTsu/lgCABeNgDaBigNUkA6y2GWABANBVzokAgEVWHg7nn3ybuHxgI23Ui/KvJwBgwThYA6gYYDXJAKttBlgAAHSVcyIAYFGlVzDqj8K9E4Y1UpNuy7+mAIAF42ANoGKA1SQDrLYZYAEA0FXOiQCARdUbhVdOGNVITTu+/8awL/+6AgAWiIM1gIoBVpMMsNpmgAUAQFc5JwIAFtFZ14cDvWE4PmFUIzUuvYVl/rUFACwQB2sAFQOsJhlgtc0ACwCArnJOBAAsov4wvC4f00ibrRyEi/OvLQBggThYA6gYYDXJAKttBlgAAHSVcyIAYOEshz3lIDyYj2mkzVaOwhX5lxcAsEAcrAFUDLCaZIDVNgMsAAC6yjkRALBo+qPw8nxII22pUbg8//oCABaIgzWAigFWkwyw2maABQBAVzknAgAWTTkK99aGNNLWuij/+gIAFoiDNYCKAVaTDLDaZoAFAEBXOScCABbJ0pFw7oQRjbSllgbhOfnXGACwQBysAVQMsJpkgNU2AywAALrKOREAsEj6w3BNPqKRttQoHNt/Y9iXf40BNHVG/gFg9jhYA6gYYDXJAKttBlgAAHSVcyIAYJH0BuHXa0MaaWvdkn99AWzG8dibY8+LPS77OWBGOFgDqBhgNckAq20GWAAAdJVzIgBgkfRH4X0ThjTS5huFy/OvL4DNCGPdHXtJbP+aK4DOc7AGUDHAapIBVtsMsAAA6CrnRADAIimH4f7akEbabKNwr7cfBNoaH2Ct9mDsl2NfM3Yd0GEO1gAqBlhNMsBqmwEWAABd5ZwIAFgkvVF4uDamkTZZOQpX5F9bAJuVj6/y/jh2ZewpqzcAusfBGkDFAKtJBlhtM8ACAKCrnBMBAItiaRS+tz+qj2mkTXZXsRz25F9fAJuVD67W64HYL8TOP3EroFMcrAFUDLCaZIDVNgMsAAC6yjkRADDvDgzCOf1h+K0JQxpps92Xvp7yrzGArciHVk16d+x7Yl9YAJ3gYA2gYoDVJAOsthlgAQDQVc6JAIB5Vo7Chf1heGDCkEbabMd7R8K6Z8oAm5WPqzbT0djPxr6iAHaVgzWAigFWkwyw2maABQBAVzknAgDm1cFh+JH+KDw6YUgjbbb7ymG4IP8aA2gjfZPqV2IPFfWB1Wa6M3Z57EkFsOMcrAFUDLCaZIDVNgMsAAC6yjkRADCP+kfCz08Y0Uhb6fMHRuHL8q8xgGl5Wuyq2AeK+rhqM30m9hOxZxXAjnGwBlAxwGqSAVbbDLAAAOgq50QAwFxZDnuWhuEtE0Y00tYbhBvyLzWAaXtc7HmxNxXtXxXr92PfEdtbANvKwRpAxQCrSQZYbTPAAgCgq5wTAQDzpDcMN9fGM1L7jh8YhHPyrzeA7fL02EuL9q+K9cnYIPalBbAtHKwBVAywmmSA1TYDLAAAuso5EQAwL3qjcNWE4Yw0nQbhtfnXHMB2S6+K9fWxNxftXxXr9tglsScWwNQ4WAOoGGA1yQCrbQZYAAB0lXMiAGAelMNwXn8QjtdGM9K0GoVj5XLwbl7ArkmvinV17M+K+rhqM3089uOxswugNQdrABUDrCYZYLXNAAsAgK5yTgQAzLr01nD9YfhUbTAjTblyEC7Ov/4Adlp6VaxvKNq/Klb6RuNvxr4ltqcAtsTBGkDFAKtJBlhtM8ACAKCrnBMBALPqzEPh9P4g/GJ/FB7NhzLStjQIN+RfhwC7afVVsT5Y1AdWm+mjsR+O9QpgUxysAVQMsJpkgNU2AywAALrKOREAMIuWjoRzy2H4WG0gI21vt+VfiwBdsPqqWG+JHS/qA6umPRK7NXZR7PEFsCEHawAVA6wmGWC1zQALAICuck4EAMya/pHwjeUwPDRhHCNtd3flX48AXXNG7GWxe4r6wGoz/Xns5bEvLoB1OVgDqBhgNckAq20GWAAAdJVzIgBglpx85SvjK+1W9+RfkwBdlV4V68LYrxbtXhUr3Ta9slZ6ha10n8AYB2sAFQOsJhlgtc0ACwCArnJOBADMivK6cEZvGO6bMIqRdqq7869LgFmQXsXqmqL9q2J9IPaDsf0FcIKDNYCKAVaTDLDaZoAFAEBXOScCAGZFfxB+dcIgRtrJTnlWDtB1j4/946L9q2J9PvYLsWcVsOAcrAFUDLCaZIDVNgMsAAC6yjkRADALymE4rz8Kj04YxEg71yC8Nv/aBJhFXx27ragPqzZb+mblLbFzC1hQDtYAKgZYTTLAapsBFgAAXeWcCACYBf1huKM2hpF2ulG4PP/aBJgVT419f+x9RX1I1bZHYj8Z+xsFLBgHawAVA6wmGWC1zQALAICuck4EAHTd/hvDPq9+pS505qFwev71CdB16dWu0sv3HSvqw6lp96HY3ytggThYA6gYYDXJAKttBlgAAHSVcyIAoOv6w/DqfAgj7UJ35F+bAF21+mpXf1zUR1JN+6vYOyZ8fKPS0OvCAhaEgzWAigFWkwyw2maABQBAVzknAgC6rDcM104Ywkg73sFheGH+9QnQNemblG1f7erdsX8X21es+FuxYewvJ1y7Xp+OHUg3hnnnYA2gYoDVJAOsthlgAQDQVc6JAIBOWg57+qPw+nwEI+1y1+RfqgC77SmxK2PvLepDqKY9GPulYmXAtZ69sX8d+6OifvtJ3bJyM5hvDtYAKgZYTTLAapsBFgAAXeWcCADoot4g/OyE8Yu0+43C6/ffGFZfGAZg1zw39otFu1e7uid2dWx/sTnfGPvDon5/4z0SO3v1BjCvHKwBVAywmmSA1TYDLAAAuso5EQDQNeUo/Ofa6EXqUoNwa/51C7AT0qtd/Yei3atdpWHUb8SeH3t8sXXptt8fO17UP8dqXjaQuedgDaBigNUkA6y2GWABANBVzokAgC7pHQ7fXhu7SF1sEF6Rf/0CbJf0alevKdq92tUnYq+KHSym61uK+uda7dfHroO55GANoGKA1SQDrLYZYAEA0FXOiQCArihH4cL+MDxSG7pIHS19zeZfxwDTclrs+2LvKerDps30+7Fvj31BsX3eXNQ/b+qe8YtgHjlYA6gYYDXJAKttBlgAAHSVcyIAoAvKQ+GZ/WH4TD5wkTreu/KvZYC2/n7sF2IPFPVBU9OOxn4m9uXFzvimov4YUp8evwjmkYM1gIoBVpMMsNpmgAUAQFc5JwIAdt1y2NMfhrsmjFukzlcOgj8/A62tvtrVXUV9xLSZ0qtl/fvYFxY768yi/lhSp/xmJswDB2sAFQOsJhlgtc0ACwCArnJOBADstv4oXJ6PWqQZ6o78axqgqa8q2r/a1UOxN8a+ttg96Ztg+eNaDeaagzWAigFWkwyw2maABQBAVzknAgB2U7kc9vZH4WMTRi3SzHTmoXB6/rUNsJG2r3b14djLY08vuiF/fKvBXHOwBlAxwGqSAVbbDLAAAOgq50QAwG7qjcJ35mMWaeYahdt7w3BtejvCpSPh3PzrHGCSfKjUpPTNwd+MXRx7QtEt+WNdDeaagzWAigFWkwyw2maABQBAVzknAgB2U38Q/qQ2ZpFmv7t7wzA8MAjn5F/zAKvyodKp+mTsUOwZJ27ZTfljXg3mmoM1gIoBVpMMsNpmgAUAQFc5JwIAdsvBw+HbJwxXpPlpFI6lIVY5DKflX/8A+VBpUn8QS/9P+t6Tt+myj60TzDUHawAVA6wmGWC1zQALAICuck4EAOyGcjns7Q/Dp2uDFWkeG4V7y8Ph/Px5ACy2fGy12udiPxf7iupSoKscrAFUDLCaZIDVNgMsAAC6yjkRALDT9t8Y9vWH4S9qIxVpnhuFY/HHS/PnA7C48uHV+2JXxrxkHswQB2sAFQOsJhlgtc0ACwCArnJOBADspN7h8M/LYXioNk6RFqRyEC7OnxfAYkqjq+OxN8fW/YYV0G0O1gAqBlhNMsBqmwEWAABd5ZwIANgp5TAM8zGKtIAdXToSzs2fH8DiuTZ2Zv5BYLY4WAOoGGA1yQCrbQZYAAB0lXMiAGDbLYc9/VF464QhirSo3Z2eF/lTBQCYMQ7WACoGWE0ywGqbARYAAF3lnAgA2G79YXjThAGKtNCVo3BF/lwBAGaMgzWAigFWkwyw2maABQBAVzknAgC2U28QXpoPTyTFRuHecjnszZ8zAMAMcbAGUDHAapIBVtsMsAAA6CrnRADAdimH4bz+IDxSG55IWmkUXpA/bwCAGeJgDaBigNUkA6y2GWABANBVzokAgO1SjsLv1wYnkqoG4bX58wYAmCEO1gAqBlhNMsBqmwEWAABd5ZwIANgOvVH4ztrYRFLe/flzB1gsT42NJvSfxi/aZj9U1D9/Kj02YAMO1gAqBlhNMsBqmwEWAABd5ZwIAJimcjns7Q3DT08Ymkia0FnXhwP58whYHNfEwoR+bPyibfbKov75U1ePXwRM5mANoGKA1SQDrLYZYAEA0FXOiQCAaSmvC2f0huHD+cBE0votDcJz8ucSsBi+IHZvUR8+PRQ7c+y67ZY+V/qc+eP4aMw3t2ADDtYAKgZYTTLAapsBFgAAXeWcCACYhgODcE45CA/m4xJJG3ZR/nwCFsO3FfXRU+oN4xftkPQ588eR+hfjFwF1DtYAKgZYTTLAapsBFgAAXeWcCABo62mj8PS+8ZW0pcphuCB/TgGL4S1FffCU+tbxi3bIPy/qjyP1+vGLgDoHawAVA6wmGWC1zQALAICuck4EALSx/8awrz8In81HJZKaVR4Kz8yfV8D82xv7bFEfPB2LPWnsup2yr1j53Pnj+XThbQjhlBysAVQMsJpkgNU2AywAALrKOREA0EZ/EO7MByWSmlcOw2n58yq9pWf8uRfFborPsVvjj+l5dkfsTfF/31AOwmVnHgqn57cDZsfXF/WxU+o3xy/aYelz548n9bXjFwFrOVgDqBhgNckAq20GWAAAdJVzIgBgq/qD8JJ8TCJpU9392BNqOezpDcKV8WPvmnDdpI7Hbi8H4eKxpyUwI36wqA+dUj82ftEOe2VRfzypK8cvAtZysAZQMcBqkgFW2wywAADoKudEAMBWpFff6Y/CsQmjEElNG4RXpOdTfC69IP7vu2s/37zby8Ph/Px5CnTXLxX1oVPqn49ftMP+RVF/PKmfG78IWMvBGkDFAKtJBlhtM8ACAKCrnBMBAFvRG4bhhBGIpE104Prwtf30NoMTfm4LHe+PwuX5cxXopncW9aFT6lnjF+2wLyvqjyf19vGLgLUcrAFUDLCaZIDVNgMsAAC6yjkRALBZ+28M+/rD8OCEAYikhvWG4Xfjj7fnH2/dINyQP2eB7vlQUR86pQ6MXbPTlor640l9YPwiYC0HawAVA6wmGWC1zQALAICuck4EAGxWfxReXht9SNpco/D22semVG8Yrs2ft0C3fLqoD51S+8Yv2mFPLuqPJ/WJ8YuAtRysAVQMsJpkgNU2AywAALrKOREAsBlL14Vn9IfhkXzwIWkTDcJ7ax+bdqPwgvz5C3THw0V96JR6wvhFOyx97vzxpD4/fhGwloM1gIoBVpMMsNpmgAUAQFc5JwIANqM/DJ+uDT0kbaa7J3xsO7q/HIbT8ucw0A3HivrQKfWk8Yt2WHr1rfzxpB4avwhYy8EaQMUAq0kGWG0zwAIAoKucEwEATey/MezrD8KHJow8pHns//aG4fiEj7drFO7tjcI7ah/fvl6dP5eBbvhkUR86pc4ev2iHnVPUH08qvV0isA4HawAVA6wmGWC1zQALAICuck4EAGykXA57+8PwrgnjDmkeu+/AIJxTjsKF8Z+PTvj5rZaeQ9894ePb1ygcK68LZ+TPaWD3/UlRHzqlLhy/aIf9k6L+eFJ/Pn4RsJaDNYCKAVaTDLDaZoAFAEBXOScCADbSH4TX14Yd0jw2Ch/rHQmPnfGXh8Iz48fvql23yXrDcPPJV5F7bf5zO9CLxp/PQDf8j6I+dEr90PhFO2y5qD+e1O+MXQNkHKwBVAywmmSA1TYDLAAAuso5EQBwKuUo/McJgw5pXnu0PwgfjF/3lzz2JFgOe8pBuCz+3EcmXL9Rt5eHw/knnksrryQ3zVfUatptj/27AJ1xQ1EfOqX+YPyiHXZnUX88qf8yfhGwloM1gIoBVpMMsNpmgAUAQFc5JwIA1nP2KLygPwqPThh0SHNfbxjuPnv81bCWw95yEC6OP3dT7L78+scahff1B+EVS4PwnPHnUzkMF9Su3ZmOp1ffGn8swO77jqI+dFrt74xdt1PS58wfx2rfM3YdkHGwBlAxwGqSAVbbDLAAAOgq50QAwCS9UbjK+Eoz2XS/bh/pHwk/kD8/kjMPhdOXjoRz07AqdWAQzjnV0Onkq2jl978jpceWPx5gdx0s6kOn1X5p7Lqd8stF/XGs9qyx64CMgzWAigFWkwyw2maABQBAVzknAgByvVF4ZT7gkBa5g8Pwuvx5slm9Ybg2v9+dKg3E8scD7L53F/Wx02r/cOy67Za+WZZ//tX+bOw6YAIHawAVA6wmGWC1zQALAICuck4EAIzrD8Ol+XhDUuxIeHX+fNmM3ij8VO0+d65L88cD7L6ri/rgabV7YweqS7fNUuxjRf3zr/aj1aXAJA7WACoGWE0ywGqbARYAAF3lnAgAWJXeTq0/CscmjDckDcOj5Shckj9vmtrVV8AahQvzxwPsvtNjx4r66Gm1P431H7t6+tJ9313UP+9qD8XOeuxqYCIHawAVA6wmGWC1zQALAICuck4EAKzqj8Lb8uGGpDU9WCyHvflzp4lyFK6YcH87UjkM5+WPB+iGUVEfPo13f+xfPXb19Hxb7NNF/fON9zOPXQ2sy8EaQMUAq0kGWG0zwAIAoKucEwEASTkMF+SjDUn1Dh4ON+XPnybKQbg4v6+d6sxDIb3QDtBBT4ndV9THT3lviZ1/8jZtpPv41aJ+/3mfKlZeoQvYgIM1gIoBVpMMsNpmgAUAQFc5JwIAkv4ovCcfbUia2CPlcjgtfw5tJI2g4m2PT7i/7e6u/LEA3fKtRX0AtV53xr4v9ndje9KNN5CuSdem26Tb5ve3XtvxqlswlxysAVQMsJpkgNU2AywAALrKOREALLjlsKc3DK+bMNqQtF6j8LL8qdREvO1ttfva7gbhFfnjALrnhqI+gtqoz8X+d+zXY68rVu7jJ07+c/pY+rkHJtxuo9L9AA05WAOoGGA1yQCrbQZYAAB0lXMiAFhc+28M+/rDcEdtsCFpo96fP5+aiLd70YT72tbKYTgvfxxA9zwh9qaiPoba6d4Ye3wBNOZgDaBigNUkA6y2GWABANBVzokAYEEthz39Qbg1H2tIatTD+VOqiXI57O2Pwr0T7m97is/x/DEA3ZW+kfSaoj6K2qn+S7HyGIBNcLAGUDHAapIBVtsMsAAA6CrnRACwmHqj8MraWENS44rlsDd/XjVRDsJl+X1tU8eXjoRz888PdN9LYw8V9YHUdvX52H8sgC1xsAZQMcBqkgFW2wywAADoKudEALB40luSTRhrSNpEZx8J634v4JTSq8/tzFt/vjr/1MDseHbsHUV9LDXtfi9mqQktOFgDqBhgNckAq20GWAAAdJVzIgBYLPtvDPt29C3QpDltaRS+N39+NVVeF86I93FPfp9TaxTeloZe+ecFZs+3FtszxPpfsW8qgNYcrAFUDLCaZIDVNgMsAAC6yjkRACyONL7qjcJ7amMNSZtuaRi+OX+ObcbJV6K7L7/fKXRXvO/T8s8HzLb0ilg/HntPUR9TNe3dsR+NPasApsbBGkDFAKtJBlhtM8ACAKCrnBMBwOLoD8NbJ4w1JG2hsw6HL8mfY5t1YBDOifd1V37fLbolDS3zzwPMl6fGvj72/bHDsdfHbo39fydL/5w+dih2ZSx9M+wpJ24JTJ2DNYCKAVaTDLDaZoAFAEBXOScCgMXQH4afnDDWkLTF8ufYVp14ZbphuDne5/H8c2yio71RuCq/bwBgmzlYA6gYYDXJAKttBlgAAHSVcyIAmH/9I+FbJgw2JG29T+bPs7ZOvCXhINw64XOdquO9Ufip8rpwRn5/O+nMQ+H03pHwdeUgXBYf0zW9Ybi2HIUr4j9flF7lK78eAOaGgzWAigFWkwyw2maABQBAVzknAoD59rRReHpvGB6eMNyQtMUODsPr8ufatJx1fTgQP8eLYrfF7lnzuUfh2ImPDcJr44+X7ubbDZbDcFpvEK6Mj+OO/sav3nV3fMyvKA+FZ+b3AwAzzcEaQMUAq0kGWG0zwAIAoKucEwHAfOsPw8cnjCEktWhpFL4yf65tp/QKV2nwlH98N5TLYW9/EF4cfx3uz39dGpSGWjft9it2AcDUOFgDqBhgNckAq20GWAAAdJVzIgCYX+UwfP+EAYSkFvWG4e78ubYo0itY9UfhffmvyRY6Gu/nBfn9A8DMcbAGUDHAapIBVtsMsAAA6CrnRAAwn8rlcFp/GB6dMHyQtNVGISzdEP7pgUE458xD4fT8eTfPylG4sL+1V71at94wXJt/HgCYKQ7WACoGWE0ywGqbARYAAF3lnAgA5tBy2Nsbhs/mYwdJUy+9pd5d8fk27B0J/yA+9/bkT8d5UA7DBSf/XfN//9YZYQEw0xysAVQMsJpkgNU2AywAALrKOREAzJ/eILwzHzlI2pHujl2aPydnWTkMZfx3um/Cv+vUKkfhkvzzAsBMcLAGUDHAapIBVtsMsAAA6CrnRAAwX/rDcH0+bpC0471r6Ug4N39+zqL473LnhH+/aXc0va1j/rkBoPMcrAFUDLCaZIDVNgMsAAC6yjkRAMyPAz8SzpowbJC0Ox2NXZQ/T2dJOQiXTfj32pZ6w3Bz/vmBtR4fe3rsWbGvil0Qe94OBJyCgzWAigFWkwyw2maABQBAVzknAoD5UA7Daf1hOJ6PGiTtasf7o3B5/nydBeVy2NtfeUvF/N9p24q/j52XPw5YZAdiV8R+MXZX7POxsAsBp+BgDaBigNUkA6y2GWABANBVzokAYPbtvzHs643CA/mYQVInOl4OwwX587brykG4eMK/y3Z3U/44YNGkV7n6F7HfjaVvBOZjqN0IOAUHawAVA6wmGWC1zQALAICuck4EADMuvUrNINw3YcggqSuNwr1nXR/Si9nMjPi4b6r9e2x/H8kfByyS58beXdQHULsdcAoO1gAqBlhNMsBqmwEWAABd5ZwIAGbYctjTH4R7JowYJHWs3jDcnD+Fuyw+5l0ZdpaHw/n5Y4FF8NLYw0V9/NSFgFNwsAZQMcBqkgFW2wywAADoKudEADC7esPwuny8IKmzpbciPC9/HndRerWuCY9/RyoHwf8/wsJ5VVEfPXUp4BQcrAFUDLCaZIDVNgMsAAC6yjkRAMym/uHw3flwQVLHG4TX5s/lLloahOfUHvvOdU3+eGCefXdRHzx1LeAUHKwBVAywmmSA1TYDLAAAuso5EQDMnnIYTusPw2cnDBckdbuj5XLYmz+nuyY+zosmPPadaRBuyB8PzKuzYn9V1AdPpypd/85Y+sbdr8XesAMBp+BgDaBigNUkA6y2GWABANBVzokAYPb0RuGVtdGCpJmodySsey7dFeUoXJg/7p2qNwzD/PHAvPrJoj6wyjsee2vsO2IHY487cUugMxysAVQMsJpkgNU2AywAALrKOREAzJb06jn9YTiejxYkzUa9Ybg2f153TTkM5+WPe6fqjcJV+eOBefTk2ANFfXA13ttiX7J6A6CbHKwBVAywmmSA1TYDLAAAuso5EQDMlv4gfG8+WJA0O/WG4eb8ed015XXhjPxx71TlIPj/R1gI/6qoD67G+9HqUqDLHKwBVAywmmSA1TYDLAAAuso5EQDMlt4gPJwPFiTNUKPw3nIYyvy53TXxsX6k9th3oKUj4dz8scA8+umiPrpa7aax64COc7AGUDHAapIBVtsMsAAA6CrnRAAwG06+Is3n87GCpJntXb1BuLJYDnvy53sX9AfhhgmPebu7O38cMK/eXtSHV6lPxp46dh3QcQ7WACoGWE0ywGqbARYAAF3lnAgAum/p+vANvUF4ZMJYQdLsd3c5Cpfkz/vd1jsSvm7CY93WesMwzB8HzKt7i/r4KvUT4xcB3edgDaBigNUkA6y2GWABANBVzokAoNsOjsJLyglDBUlz102dejWs+FjiY7prwuPcro4fGIRz8ocB8+pYUR9fpS4cvwjoPgdrABUDrCYZYLXNAAsAgK5yTgQA3XVwGF44YaQgaX67ff+NYV/+e8FuiY/nogmPcXsahBvyzw/z7OGiPr5KlWPXADPAwRpAxQCrSQZYbTPAAgCgq5wTAUA3lYfD+f1ReLg2UpA0793WpVfCir8PvW3CY5x295XXhTPyzw3z7DNFfXyV+uvjFwHd52ANoGKA1SQDrLYZYAEA0FXOiQCge8rlsLc3DJ+aMFKQtADF5/8w/31ht6RhVHxM9+SPcYodL4fhgvzzwry7p6iPr1JPGr8I6D4HawAVA6wmGWC1zQALAICuck4EAN3TH4QfnTBSkLRAdWmUtHQknBsf09H8MU6jchSuyD8fLILfKOrjq9TB8YuA7nOwBlAxwGqSAVbbDLAAAOgq50QA0C2968Pf7o3Co/lIQdLCdWf++8NuKofhvPiYPjLhcW614+Ug+P89WFjpm2H5+Cr198cvArrPwRpAxQCrSQZYbTPAAgCgq5wTAUB37L8x7OuPwoMThgqSFrByEC7Of5/YTSffjvD2/HFuoY+Uh8P5+f3DInlOUR9fpV42fhHQfQ7WACoGWE0ywGqbARYAAF3lnAgAuqO3TW/xJWlmuyX/faIL+qPwgvjY7p7weDfq/vj73LXlctib3ycsovcX9QHW7625Aug8B2sAFQOsJhlgtc0ACwCArnJOBADdUA7DOyaMFSQtdkc7O1ZaDnvSK3T1B+G18XHeN+Gxr3Y8dls5CleceSicnt8NLLLvLOoDrPTNv68YvwjoNgdrABUDrCYZYLXNAAsAgK5yTgQAu683Cj80YbQgSamL8t8zOieNsQ6FZ5bDcEE5CJedaBQujP/7vPTWqvnlwIonxO4s6iOs3xq/COg2B2sAFQOsJhlgtc0ACwCArnJOBAC76+Ch+H+CR+HRCaMLSVvvgd6pX5VpZkqvHJX/vgHMjy+Nfa6oj7BePH4R0F0O1gAqBlhNMsBqmwEWAABd5ZwIAHZXfxg+kw8uJLXqkaVR+Mr0/FoahndP+PmZqjcM1+a/bwDz5fmx40X9rQj9P+cwAxysAVQMsJpkgNU2AywAALrKOREA7JLlsLc/CH+Rjy0ktSqNr753/Kl2cBh+In58Zl9lrjcMN4//+wDz6V/GHizqr4R1fWzv2HVAxzhYA6gYYDXJAKttBlgAAHSVcyIA2B39QfhQPrSQ1KoHzj4SJp/PL4d9Bwfhf/Znc4j16vxfB5hPXxO7r6iPsN4fu7wwxIJOcrAGUDHAapIBVtsMsAAA6CrnRACw8/qj8KsTRhaSttLoRG9/2ig8PX+uTVKOwlXxdh8oh+GheLvuD7IG4cX5vwMwv86I3VrUR1ipNM56Tezfxr48ln7Te+LKzYDd4mANoGKA1SQDrLYZYAEA0FXOiQBgZ/WOhH9bG1hI2kppPPX+pVH4yvx5tlnlofDM/iC8Nt7ffRM+z65WjsIl+eMF5sNnT1E+vjpVD0y4/TQDTsHBGkDFAKtJBlhtM8ACAKCrnBMBwM45+OrwZf0jM/CKO1L3erQ3Ckfjjx/pDcI74/PoB4rlMP1341oOe8phuCB+nmvi5/up+OMtsdt7w3BzfxTunfC4tr2zrg8H8ocJzId8SNXVgFNwsAZQMcBqkgFW2wywAADoKudEALBDlsPe/jA8kI8rJDXrwCCckz+ttiINmpYG4TlpaJXus2w45IqP4Zr8Me1Ad+SPA5gf+dCpqwGn4GANoGKA1SQDrLYZYAEA0FXOiQBgZ/RG4b0TxhWSGlYOwsX586qJE28vuDKeuiO/z7E+ErupdyR83XqDrKUj4dwJt9vW4u8bV+WPA5gf+dCpqwGn4GANoGKA1SQDrLYZYAEA0FXOiQBg+/VG4Yp8WCFpc5XxeZQ/t07l5PAqvYVg7b426J5yECb+mXiL97fV7iuH4bT8MQDzIx86dTXgFBysAVQMsJpkgNU2AywAALrKOREAbK80AukNwyMTxhWSNlF8Hl2bP78mWg57+oNwQ7zN8fw+Ntm70vN3/K7TWxb2299vo3qDcOX45wbmTz506mrAKThYA6gYYDXJAKttBlgAAHSVcyIA2D7ldeGM/ih8Jh9WSNp8TQZYZx4Kp8drb89v26Kj5ShcOP45eqPwygnXTbs705Bs/PMC8ycfOnU14BQcrAFUDLCaZIDVNgMsAAC6yjkRAGyP/TeGfWlEMWFYIWkLbfQWhCfGV6Pwvvx2U+h4/NyXPPaJ0itsjcLbJlw3nUbh3rOuDwfG/tUAgK5ysAZQMcBqkgFW2wywAADoKudEALA9esMwrA0rJG25chAuzp9nj0mjqOm+8lXe0aVBeM7qpzs5sHzXhOvadrQ8HM4f/1cDADrMwRpAxQCrSQZYbTPAAgCgq5wTAcD0HRiEcw4Mw8MTxhWStlh6XuXPtVX9Qbghv37qjcK95TCctvo5T46wbqldt/XuLg+FZ47/ewEAHedgDaBigNUkA6y2GWABANBVzokAYPr6w/A/J4wrJG29u/Ln2aqlI+Hc+PPHJ9xm6qVXtss/f28UruqPwrH82k32pvFxFwAwIxysAVQMsJpkgNU2AywAALrKOREATNcXD8K3TBhXSGrTILwif66t6k/3VahO3Sgcm/RKXOV14YzeKPxUf/NDsNu95SAAzDAHawAVA6wmGWC1zQALAICuck4EANOzNAzfPGFgIalNo3CsHIYyf74l6S37atdvc5NeBWtVehWreM2lsTfF7unng6xRuDf+eEd/EF48acgFAMwYB2sAFQOsJhlgtc0ACwCArnJOBADTceD68LX5UENS+041eIo/f01+/Q50T/44TiW9OtZ6AzIAYMY5WAOoGGA1yQCrbQZYAAB0lXMiAGivdyT8gwkjDUktKwfhwfjjV+XPuVX9UXh7fpudqByG8/LHAgAsIAdrABUDrCYZYLXNAAsAgK5yTgQA7aRXtukNwyP5QEPS1DpaDsLF+XMvmXDtjlSOwhX5YwEAFpCDNYCKAVaTDLDaZoAFAEBXOScCgK0rl8PechD+Kh9nSJp+vVG4as3zbxjK/JqdqjcM144/FoCd9vjY02PPjqVvTD4v9o/HAnaIgzWAigFWkwyw2maABQBAVzknAoCt6w3Cr+XDDEnb2Chcvvr8Kw+H82s/v0P1huHm8d8LALbbUiz9BviLsXfHHoqFUwTsEAdrABUDrCYZYLXNAAsAgK5yTgQAW3P2j4UvyUcZkra9470j4cQZfDkMF0z4+R3JAAvYCekbS98Vu6OoD6w2qqlB7A3r9NSx64B1OFgDqBhgNckAq20GWAAAdJVzIgDYmv4gHMtHGZJ2pLvT238eGIRzJvzcTvXq/PcEgGn6rtifF/VhVdOa+oGiftvV/s3YdcA6HKwBVAywmmSA1TYDLAAAuso5EQBsXn8Q3jphkCFph+oNwpX7bwz78o/vWIPw4vz3BYBpSG81mL4pl4+hNltT+2KfKuq3T/3W2HXAOhysAVQMsJpkgNU2AywAALrKOREAbE7vuvDc2hhD0k5334kB1ijcO+HndqKL8t8bANr6mtgnivoQaittxg8X9dunHo49few6YAIHawAVA6wmGWC1zQALAICuck4EAM2ddTh8yYQhhqRdqByEi+OPN+Uf3/ZG4Vgaf+W/PwC08fWxB4r6CGqrbcZZsfRNx/w+Ut89dh0wgYM1gIoBVpMMsNpmgAUAQFc5JwKAZp42Ck+vDTEk7Vq9Ybg5/nhR/vEd6Jb89weANr489rmiPn5ar/TKVH8SuyOWfkPKfz61Wb9X1O8j9Zrxi4A6B2sAFQOsJhlgtc0ACwCArnJOBAAbO/lWZ49OGGJI2r3uK5fD3vjjRyb83LaVXnkr/z0CYKvSy+ndU9SHT3mfiQ1jF568zbj82tRm/Yeifh+pe8YvAuocrAFUDLCaZIDVNgMsAAC6yjkRAGxgOezpD8OD+QhD0u6XxpHlIFyWf3zbGoW3579FALRxfVEfPY13LHZV7MmrN5ggv01qs84s1n8bwqWx64CMgzWAigFWkwyw2maABQBAVzknAoBT6x0Od9VGGJI60YFBOOfkSHJHnqflMFyQ/x4BsFUHY8eL+uBptbtif+exq9eX3y61FR8o6veT+qfjFwFrOVgDqBhgNckAq20GWAAAdJVzIgBY38FReEk+wJDUnVYHUUtHwrnxfx/Nf36qDcIrst8iAFq5saiPnVb749gXVZeeUn7b1Fa8sajfT+oHxi8C1nKwBlAxwGqSAVbbDLAAAOgq50QAMNlpw3Da0pHwaG2EIakzpeHV6nM2/u+LYsfza6bULeO/PwC09cTYJ4v62Cl1X+xAdemG8tuntiK91WF+P6mfGb8IWMvBGkDFAKtJBlhtM8ACAKCrnBMBwGRLo/DwhBGGpA515qFw+vjzNn7s0v4oHMuva9kt+28M+8Y/D0Bb31DUh06rfc/YdU2kbxjm97EVFxb1+0n99vhFwFoO1gAqBlhNMsBqmwEWAABd5ZwIAOr6w/D+CSMMSV1qFI7lz92kPBzOjz93b+36reRtB4Ft8iNFfeiU+mDsCWPXNTGtAdazi/r9pNLbIQLrcLAGUDHAapIBVtsMsAAA6CrnRACwVm8U/nNthCGpi92WP39XpVfG6g3DsL/VtyQchbeXw3BBfr8A0/IbRX3olBqMX9TQtAZYB4v6/aQ+PH4RsJaDNYCKAVaTDLDaZoAFAEBXOScCgMr+68IZtSGGpG42Cpfnz+HcgUE45+QQ6yO12+elty4chFvLQbg4vx+AaXt/UR86pZ43flFDjxT1+9mKpxT1+0l9avwiYC0HawAVA6wmGWC1zQALAICuck4EAJX+4fBgbZQhqYs9ctb14UD+HD6VchjOi7d7UXpbwd4w3Bx/fG0aZ/VG4ar48Yv23xj25bcB2C73F/WhU+rs8YsamtYAa09Rv5/UQ+MXAWs5WAOoGGA1yQCrbQZYAAB0lXMiAFhxYBg+OmHkIamjeYtAYJalUVM+dEo9afyihqY1wHpqUb+flAEWnIKDNYCKAVaTDLDaZoAFAEBXOScCgBPjq7fk4w5JHW8U3p4/lwFmxfGiPnRK7R2/qKGHi/r9bMU5Rf1+Up8evwhYy8EaQMUAq0kGWG0zwAIAoKucEwGw6M46HL6rNuyQNCtdlD+nAWbBXxX1oVNqU++tetK0Blh/r6jfT+rD4xcBazlYA6gYYDXJAKttBlgAAHSVcyIAFtpy2HPgSHh0wqhD0mx0U/60BpgFHynqQ6fUs8cvamhaA6wrivr9pH5//CJgLQdrABUDrCYZYLXtVAOs+Ot37fOvfsOfTaWXvfHN+f0DAMCpOCcCYJH1h+GhCYMOSbPTffnzGmAW/F5RHzql/s34RQ1Na4D12qJ+P6lfHr8IWMvBGkDFAKtJBlhtO+UA6+o33JBfv+Ve+sa35/cPAACn4pwIgEVVDsNHJ4w5JM1Y8bl8Xv78Bui61xT1oVPq9eMXNXS8qN/PZj0u9qGifj+pH6wuA3IO1gAqBlhNMsBqmwEWAABd5ZwIgEV01ii8Nh9xSJrNylG4MH+OA3Tdvy/qQ6fUp2L7xq5rYhoDrG8s6vex2gXVZUDOwRpAxQCrSQZYbTPAAgCgq5wTAbBoesPw3HzAIWl2KwfBn1+BmZNeui8fOq32krHrmpjGAOu3ivp9pI7GvmDsOiDjYA2gYoDVJAOsthlgAQDQVc6JAFgoy2FPb8KAQ9JMd03+VAeYBR8s6oOn1Mdj+8eu28hDRf0+NuObivrtV3vz2HXABA7WACoGWE0ywGqbARYAAF3lnAiARVEuh729YXhkwnhD0gznFbCAWfWjRX3wtFr6xtwTqktPqc0A60DsL4v67Vd7fnUpMImDNYCKAVaTDLDaZoAFAEBXOScCYFGUw/BX+XBD0uzXOxLWPecF6LKzYg8W9dHTaq+JrfvNpTFbHWCdEfujon7b1T4Qe/xjVwMTOVgDZsFFL3vjhd909Ru/eRp949Vv+JL8/lcZYDXJAKttBlgAAHSVcyIAFsHSMPxRPtqQNB+Vh8Iz8+c8wKz46aI+fBrvd2NPf+zqySaNuDZybuzPi/rtxvv2x64G1uVgDZgFz7/6DR+qjUu22EVXv/Fl+f2vMsBqkgFW2wywAADoKudEAMy7pUPhwnywIWluujt/zgPMki8qTv0WgKnPxH4otu/kbXKbGWCdHhvEPl/UbzPeO2KPO3kb4BQcrAGzwABrwwyw2maABQAAzokAmGtPXg6nTxhsSJqTesMwHH/Ol8NwXjkKF5aDcFn8+WvSj+ktCr1KFtBlLyjqA6hJfTr2upPXp+HWqo0GWHtjz4/dVKyMufJr8z4X85smNORgDZgFBlgbZoDVNgMsAABwTgTAXFsahUfzwYak+WlpEJ6TBlbxn2+KfST/+ax70mArXr/uGT7AbrmuqA+hNuq+2O/FHpnwc6+KvSn2ztgDE37+VF1WAI05WANmgQHWhhlgtc0ACwAAnBMBMLeWDofjEwYYkuakchh+J/54e/7xRg3CrenVsvLfNwB2S3q7v58v6mOone7lBbApDtaAWWCAtWEGWG0zwAIAAOdEAMylpUH4cG1wIUlrO94fhFfkv38A7JbHx0ZFfRS1U720ADbNwRowCwywNswAq20GWAAA4JwIgLmzdDi8esLQQpLW65b9N4Z9+e8lALvlX8eOFvWB1Hb1mdglBbAlDtaAWWCAtWEGWG0zwAIAAOdEAMyVv/aqcGDCuEKSNupd/VH4tt4gXJkqR+GSchguiJ2W/z4DsBP6sVuL+lhq2v332MEC2DIHa8AsMMDaMAOsthlgAQDdcUb+AdgpzokAmCcTRhWS1KbjsdtOjLKMsYBd8NzYb8QeKerjqTbdEfsnBdCagzVgFhhgbZgBVtsMsACA7jgee3PsebHHZT8H28o5EQDzoj8IRyeMJyRpWt0ff595cbkc9ua//wBst6XYS2K/U6wcIuWDqia9P/aq2HkFMDUO1oBZYIC1YQZYbTPAAgC6Y/w87O5i5Uxt/5orYJs4JwJgHiwdCjdOGEtI0nZ0z9KRcG7++xDATkkr0P8n9sLYj8Rujv3XYuXtBH8r9tbYm2I3xH4g9vzY007cEpg6B2vALDDA2jADrLYZYAEA3ZH/pcTUg7Ffjn3N2HUwdc6JAJh1X/wj8f+E1QcSkrSdHS0H4eL89yMA2Iwvin1nsTKie0fsE7HPFyuHgh+P/WHs52OXx844eZtpSq+G9sPFynDv/8YeiD0U+8vYnbGfjn1TbM/qDbZJVx7HljhYA2aBAdaGGWC1zQALAOiOfHyV98exK2NPWb0BnTOzZ0XOiQCYacthz4RhhCTtVBflvy0BwEbOib2uWBlb5YeA65W+MZzegvLS2BcU7Tw79j+L+udYrw/HLks3nLKuPI5WHKwBs8AAa8MMsNpmgAUAdEd+nrBeadTzC7HzT9yKLpj5syLnRLCYymE4rTwUnhl/vODkj6fl19DSctjTOxL+QW8UruoNw7A/Cq+PvS3+882xa8tBuOzMQ+H0/GaPOXn7dF26PvaLvUF4c/zxV/rpx1G47sTPHQ5f1z8cnn3icx2J/zwML1wahZfF65bPPhyuPjgKLzl7EJ6T3/0k8eugLA+H89OrusReGh/vodjPnXjMh8Pw4DD8p/jzl5y9HHoHXxW+NH78++Ln+/n4eN4bH9vH47Wfiv/8QPzxwfjjZ2PH4mN7MD7Wh+N1j55oFB6Nt3skXn88FT92PH6uB9N15cptPxUfx1/Gj38uXvf5gyvXPFyOwkP99M/xvpbS7Ucr9zVhDCFJO9lRb0cIQFPpb+Wlb4Smv7GXHxhtpvT2k1v1/8YeLur32aT/FntyMR1deRytOVgDZoEB1oYZYLXNAAsA6I78HKFJ7459T+wLC3bLXJwVOSeC3XdypPPKNM7pD8O7Yved7K7Ybenn0jX57dJAJw2o4jWvjr0pdkfsntid/UG4Nd7up+I/X7r/xrAvDX3SP5+87ujJbxrnpY+nn790FgdZZ10fDsRfw8vTWCj+O9we//l9J3890q/Lm9b9dWwg/Rr2rz/x6/fL8X7/8OT9fjT+8wdPfK5huOnEGGoUvv7gofDy+Ov3f8pRODbh1zgvjYvuSLdN/z3T5zr53/Sm/srXQH596+KvQRotPXLyf6eR1L399O8yCJ/Pr5UkNeqecjnszf9vBwCMSwd4v13UD4i20lYHWD9W1O9rs/3v2L6ina48jqlwsAbMAgOsDTPAapsBFgDQHfkZwmY6GvvZ2FcU7KS5OStyTgS7I32jNr2qUX90YvySfyN3ve5Lt1m6Ljzj5Liq0UCnl0Y+o8cGN0178MSrNG3jECuNmg4MwjltX4ErvVpTf2Vklf87rFf6dRyu9zmXRuEr489/R3oFqaVheEs5Cp/YiVdaio/nT+N/1/fkH5ckdb/eIKS3jAeAidLhzx8W9YOh1GeKlbcj/NbY3459UbHyFoO92D+KXRe7O7vNVgZY/7qof+7U54qVz/GVsSfFnhh7RuzfFfXPu9p/LbauK49jahysAbPAAGvDDLDaZoAFAHRH+nPJrxTtX4H8ztjlxco5Bdtnrs6KnBPBzitH4YpNDq/WtgNjoLE+1195q7uLT7xd4TCUj71S03I47ez0FnnD8P0nflyePGhalcZW/UF4cX9lLFV/Fa70ilGj8Pb4z9ekUVZ++9zSIDzn5H3lj7lp96e3B/yiQTgr/vNPxseWXs1qJ39tJUnz0/3rDXsBWGyPj/33on4glL7R+3PFyuBqI+k+vqWoRlybHWCVxcqhVf4Y3lesHFytJw3Bbi7qt0v9m7HrmiqLbjyOqXKwBswCA6wNM8BqmwEWANA9T4tdFftAUT9P2EzpL8/9ROxZBdNWFnN2VuScCKYvvRVeOQoXnnhLumG49sQrScV/7h8J39gbhV+Z8E3b+WoQjsXe2x+FG+P/ftFS/LVIb4lYu27jbk8jq/zXNznx67ny9n35bTbfzg7aJElzWhpY5//3CgCuLuoHQY/ELh2/qKE0xEovuXhJ/hMbeEtRfwwfi505ftE6HldMvv1fxja7PJ50P7vxOKbKwRowCwywNswAq20GWABAd6UzhefF3lS0f1Ws3499R2xvwTRMOuuZ6bMi50QwHeV14Yz+MFwTuzP/hqxa96b0doWrv9bxf796wjWSJO12t43/2QAA/mbswaJ+ELSTfxPv7xQrr7aVP4YXjF+0gafGPlnU72Pdb8BP0JXHMXUO1oBZYIC1YQZYbTPAAgBmw9NjLy3avypWOp8YxL60YKvm8qzIORG0k95uqD8Irzjx9nn1b8RqSvVG4WhvGN7Ya/eWg5IkbV/xzwLjg2EAuKWoHwC9bc0V2++nivpj+KM1VzSTDq7y+/losfKqXE105XFMnYM1YBYYYG2YAVbbDLAAgNmSXj3p62NvLtq/Klb68116tfInFmzGXJ4VOSeCunI57O0dCV/XH4abYrfH7jkxsFoZWd2TPtYbhmH83/8+dm/tG7CSJGkhKw+H8/M/VwCwmP5WUf9bfMdjzxi/aJulb05O+luALxy/qKHTi5XHn9/Xut9sHdOVx7EtHKwBs8AAa8MMsNpmgAUAzK70qlhXx/6sqJ83bKaPx348dnbBRub2rMg5EVTSq1mdGFYNw9H8G6qSJEkbVQ7CxfmfLwDW839mJLbmJ4r6wc9/W3PF9rugqD+GR4qVl2ffivReu/n9jdZcMdkFRf12u/E4toWDNWAWGGBtmAFW2wywAIDZl14V6xuK9q+Klf5s+Zuxb4ntKZjkgqL+6zYXZ0XOiSBaDnt6o3BVfxjuz7+RKkmS1LRyFK7I/5gBsJ78UKCrsXlPKFb+1mP+a/nN4xftgB8u6o/hHWuu2JwfLOr39541V0zWlcexLRysAbPAAGvDDLDaZoAFAMyX1VfF+mBRP4PYTOmt8NK5SK9g3NyeFTknYtHtvzHs6w/Crfk3UCVJkjabARawGfmhQFdj855b1H8dPx974vhFOyD9bcv8cdyw5orN+eqifn/pG9ZPHr9ogq48jm3hYA2YBQZYG2aA1TYDLABgPq2+KtZbislvc9e09OpOt8Yuij2+YG7PipwTsYjKYSh7g3Bl/PF/9Ifhgfybp5IkSVvJWxACm5EfCnQ1Nu/lRf3X8X+tuWJnTHoVrheuuWJzvrCo318qDc5OpSuPY1s4WANmgQHWhhlgtc0ACwCYf2fE0p+F7ynqZxKb6c+LlbOjLy4W19yeFTknYpGkb4r2h+HO/JulkiRJ06g8HM7P//wBsJ78QKCrsXm/VtR/HQdrriiK02PfV6z87ccPxY4VK6+S9ZHYO2M3x77t5HVbsd7B0wVj12zFJ4r6fX7X+AWZrjyOmgMHDpyTDsHadvDgwZscrAFdZ4C1YQZYbTPAAgAWR3pVrAtjv1q0e1WsdNv0ylrpFbbSfS6Kzp0VTeuMKOWciEVQDsN5/WG4Pf8mqSRJ0tQahWPprY3zP4cArCc/EOhqbN4Hi/qv43ef/Ln00uevLlYGV/k1k0rXHSo2P8T6sqJ+X6lnjF+0BWkclt/nut/cLbrzONZIB2v9fv/o+IHYtOr1ej+Yfz6A3WaAtWEGWG0zwAIAFlN6FatrivavivWBWDpP2F/Mv06dFW3nGVHKORHzpj8KL+gPw9HaN0klSZKm2235n0MATiU/EOhqbM4TYo8U9V/Hfxx7ZuxPJvxckz5VbO5vAqa/PZnfR6rtUvitRf0+f3rNFWt15XGskf72YX4gNq3S33TMPx/AbjPA2jADrLYZYAEAi+3xxcrZT9tXxUqvjv4LsWcV86tTZ0XbeUaUck7EPOkPwosnfHNUkiRp+o3C5fmfRQBO5cA21ot9ebEy2PmXsVHsztjDRf0gIvX6YuVvmeX3k2Jz0t98zH99Uy+IfXzCxzfTQ7FLi2bSf/f89um/f1vpayW/319Zc8VaXXkca2zn3270NxuBLjLA2jADrLYZYAEAJF8dS39TOz+z2Gzpz6e3xM4t5k+nzoq284wo5ZyIedEfhktr3xiVJEnanu4vh+G0/M8jAF1TxgaxzxT1A4m7Yuc8diVblQ7G8l/b1EcnfOw3Y99erPx32fv/s3c/8JLeBX3vH3BfECXWFRNIs7vzzGJeSttcDC3eolJNr3+oBEXKq6+0jYgWLFbaBi9R5Kaa8xIpNdmdZ05iABu9UdEGGjVVVEAuxhrwDwiUUg0aSoAoAUMIISERdrO/+/vt7knm/J455zkzz8yceea836/X57XhnOfMmV3mHMLvfHcm9uXFqadhf3mx9VPXfz72tKLZ9xf1j03/vbf1n4v67b5l0xWbLcv9qEkHbOlvObYt/U3G0YO19Lb8cwHsNgOsxgyw2maABQDsXY+PvTR2a1E/q2hbepb118S+rFgdS3dWNKszopRzIlbRoUF4WullByVJ0oLqDcKl+b+PACyzA7G3F/VDibtiXz9yHZP72qL+55p3f+y5Gx+whS+OXVvUPzZ1e+xxj1w61kuK+sd9atMV0xl3n3530xWbLcv9mJt0kOZgDVh2BliNGWC1zQALANh70rNdvT72YFE/o5h1H4n9w2I1rPRZkXMiVk1vPTyjV4WP5T8YlSRJmlO39ddCeuISgE55VOzKon4w8dnYPxi5jsmkAVv+Zzrasdg3Pnx1s/WifhuppuVven/+MZ/YdMV0xt2f3990xWbLcj/mxsEa0AUGWI0ZYLXNAAsA2Bs2nu3qz4r6ucROS2dv7xrz9qbS0OuZRfet9FmRcyJWQb8KF5RVuC52x5gfikqSpGVrEO6uvW363lYOw/8bu3PM++bdfYfWwyq+DDuwh/xcUT+c+GTsb49exI6lv42Y/3mO9hOPXLojj4n9r6J+Ox+N7Ru5LjfubxOmZzhra9K/Tbgs92NuHKwBXWCA1ZgBVtsMsACA1Zb+vbTts129P/YDsTOLU/5OrCpOPftTfu1WfSZ2MH1wh630WZFzIrqsX4V+rwrXl1U4NuYHopIkaVkbhB/uDcPL4z/fU3vfzrurPwwvzv7d4IL4tmf2B+EF8f2Xn/x1GF455mNnUfr3j4tGPz9AF6URz58W9QOK3x69iB27oKj/WW6U/objxiHbJP55Ub+t1JY/lI6+v6hfnw7p2vrPRf1237Lpis2W5X7MjYM1oAsMsBozwGqbARYAsHq+vDj1bE3jzs122udjv1xsf2S+ajwAAIAASURBVIaTXl7j+2LvKeofP66bTn1YZ630WZFzIroq/cAzdt+YH4ZKkqTl7lgaUaf/PT/3SDirV4WqnOx/0++JH3NFvI392b8ebKk/DBdP+DmaSrdlfAWsjGcX9QOKVHo7k/nKov7nuNF1I9dNIj0L1qeL+u1dPnpR5l8U9euPb7piOv+lqN/ujZuu2GxZ7sfcOFgDusAAqzEDrLYZYAEAq+MbYr9YtHu2q9tjr4idXUzmWbE/Keq3N9pDsSdtfEAHrfRZkXMiuqiswuVjfhAqSZI6UG8YXpv/b3t/LZyRnrmqPPWSwrfEbi/TM0wNw4On//nmNNTqrYdvLtbCdq+4tKVDg/C0cjYvV3y7lx0EVtG4l7n7401XsBNpHZz/OW70PSPXTerNRf32fmvTFZt9W1G/PjXNM3CNSs+Mlt/m6zZdsdmy3I+5cbAGdIEBVmMGWG0zwAIAui0929W/L9o921UaRqWzmvQXGh9dTC997Etjx4r659hou7+Ut+xW+qzIORFdUw7Cy8b8IFSSJLWoN5zJMGkn3de/MpyT/+/7oqShV3lqyD3NSx/ek/49JN1GfrsAq+DKon5IkXry6EU0elSx9d+QfMrIdZP6T0X99t676YrNvqaoX59Kz9DVRvqc+W1u+cPdYnnux9w4WAO6wACrMQOsthlgAQDdlJ7t6heKrc9ydtJfx34qdriYrecW9c+10W+OXNc1K31W5JyILjn9zBjHxvxAVJIkTdexXhWuP/vacGY5CK8f8/7ZNgwvzP/3fTecfOnDQbg03qe3ldv/u0V6X7rmJZO85CFAF31LUT+kSKWnS2cyHyzqf46pA6MXTeiHi/rtfXTTFZv9raJ+feqbRi+aQjpUzG/z+zZdsdmy3I+5cbAGdIEBVmMGWG0zwAIAuiMd9P+7YvyzwU/SO2PfHXtsMT+/UtQ/b+r20Ys6ZqXPipwT0RXph57ldM9WIUmSxnfT6EvpnXx2qGH4wzHXzaT0EoKj/9u+LNK/Y/TWwzP6w3Dx6VHWS+Kfw/PS29IwLb8eYFV9dVE/pEj92uhF7MivF/U/x9SXjV40oR8o6rd3z6Yr6sYdPL1o0xWT2eqAbMsfjp+2LPdjLhysAV1ggNWYAVbbDLAAgOX39bGfjz1Q1M8Udtp9sZ8pTj2L0yJ8R1G/D6nPjF7UQSt7VuSciK4oq3BV/oNcSZLmVHrWo1v6VbiwTC9XNwwnxlyz3A3Dp3tV+KuRt90X33Zr/PWm9CxU6Rmg8v+tTdLLA8ZrPlC7vbYNww3FWtiXfz4Alkf623/5IUXqz0cvYkeuKOp/jqlZPwPWR0YvGON3ivrHXL3pisn8o6J+e+kH1l86etEYy3I/5sLBGtAFBliNGWC1zQALAFhOG8929YGifpYwSenZsv5tcWros0jnFvX7ktr23187YGXPipwT0QUHrg4Hy2F4sPbDXEmS2vVQvwqfOD1Mujl23bhx0uFB+I543d+M+fh59LZDw/CqchDuHvO+nXRz/2h4+uj9n/RZnE6/HOGbxtz2VPWqcEX+OQBYPunp0vODitTdoxexI99W1P8cU08ZvWhC/6mo396fbLqi7pVF/WP+eNMVkxk3AvvTTVeMtyz3Yy4crAFdYIDV2LY/wHq2AVZzBlgAwHL5uqL9s119IfbGov1L47WR/r0nv18bddnKnhU5J6ILyvTsI2N+oCtJ0tQNww39KvTz/83ZysFBOC9e/5ba7cyqYfhw/PWihz/hWtiXXgIvvu3q2J/F998bf32o9nHVyaHWO8pBeFm6jyN3ubUyvRRfm5f/HYZb4+9hyzNYAJbLoaJ+UJE6NnoRO/LFsQeL+p/l94xeNKG3FPXbu2nTFXX/uKh/zPHY40cvmsC4v524vumK8ZblfsyFgzWgCwywGjPAapsBFgCwPNo+29XHYv8h9sRiOeT3b6MuW9mzIudEdEFZhVtqP9SVJM2sfhU+Vg7Ce2N35u9bQA/1BuH+XhU+0RuG+8e8f5bdF7vp0CA8Lf/fmp06+bKEw/Dm2PExtz9pD8Tf91v7g/CcSV6eLz1D1yTjsTbi59kfHxevjPf1rjH3f6tuS88kNsnvCYDdl37AmR9UpNLfFGRyv17U/yx/btMVO/eY2D1F/fZ+aPSiMdLHfbqof9wLRy/aofT0oGmMl9/Wt4xetIVluR9z4WAN6AIDrMYMsNpmgAUALI/8zGAnpX8ffGvsObEvKpZLfl836rKVPStyTsSySz9kHvODXUlaTMNwova2MR1KY5wj4Y7+MHwofsxfl4PwyfjrXfHXz8T3fyr++pFeFW7vV+HP46/vim+7uTcM/7VML3lXhdfEj/udeBv//eQ1g/DZ+LYH4sc8EK//6/jPfxCv/ZX49vV4m9fGt/1GfN8fxH9+f28Q7ojvv6eXbn8Y3hnffqR/JDy5vxb2l+vhsnjtG9Pni911ur+M/UXsN9MzJsWPvSR/1qSTz7o0DC9MLxt3+v5dF2//1fFtvxb7UHz7p8uj4fPx1+OxY+nzx7f/1eEqvC32k/HaX4lvf0+8P+nzfLp3avR0b/z1c+WpZ2t6fxowxf9cnXx2pNGRTvznNI6K11yU7kO8j686fPTk5//d2P+Mb0+/39QHYm+P/VL8PD9+cBiekirTMzYNwjXx1xvLUy8p+Lb4ea4/PSC6KP65nDHyW23l5AhqEF6Q/nzS50nP9hR/vT32vpMv3xfvR/zv9Dv7V4V/GO/Dv4vvH8T7+tr4Z/Rj8dd/dmg9nN+1gVJ6bMT7/uqTv78qvPv07zeVhtI3xve9PH88AdAd/7GoH1SkPjF6ETv2vKL+Z/nZ2ESvC3zaPy/qt5X6mtGLtvC6ov5x79l0xc68oqjfzsdjjx69aBvLcj9mzsEa0AUGWI0ZYLXNAAsAWB75ucF23R07EvvKkx+5nPL7vFHXreRZkXMidtvZ14Yzy2F4XpleZjD90HwYbkg/LE8/+O8Pw4sPV+FF5ZixgyS1LQ2CTn4jWgv7ZjnMAQDomsfGPlzUDytSfzxyHTuXVtbj/kxfOXrRDqS/EfinRf123jd60TbOL+ofm/qnoxc1SE//ng4k89u4fPSiBstyP2bOwRrQBQZYjRlgtc0ACwBYHvm5wbjSeVf6/+9d+OFg+suR4+q6lTwrck7EbimrcEmZnjHk1LOn1IYRkjTPDq6Hbc/WAAD2knQokR9UbDTty+ZRFN9X1P8801Oif+PoRQ3Wi/ptpNIzbO3UTUX949NB3bmjF23hUbFfLeofnw63vnzkup1YlvsxUw7WgC4wwGps20OiZxtgNWeABQAsj/zsYKP0rAw/G/v7j1zKLlu5syLnRCxafxieWaaXZxoziJCkRXTwmnCiay/9BgAwLxcXp0ZB+WHFRt/78JVMKh0EvaOo/5neH/uukevG+eLYNUX9Y1O/X5y67Z16UuyBon47f1Zs/xT76dm3ri/qH5f6gZHrdmpZ7sdMOVgDusAAqzEDrLYZYAEAyyM/O7g1dmls/+hFLIWVOytyTsTCrIV9J19icMwYQpIW2dlr4cz8WxQAwF7zJbFXxY4X9YOKjb5QnHoqb6ZXxj5V1P9sU2+N/cvT16SnvP+y2P8R+5HY7WOuT308dk4xuRcV9dtKpTHYT8WeVpx6TKQfaKbDr3RY9Rdjrk+9qZhsADZqWe7HzDhYA7rAAKsxA6y2GWABAMsjnRmkv2z4K7Et/x2FpbFSZ0XOiViEs68NZ5anXm6wNoSQpEV2+KfCT+bfowAA9pK/F3tl7C+L+iFF3i+d/hjaeXrs3qL+5ztp6SnY06HTtNKhVX6bk/au2N8q2lmW+zETDtaALjDAaswAq20GWADA8rii2NlL2LE8VuasyDkRc5ee+cr4StIS1BuEz+ffogAAdstlC+jHilMHGD8Tu7nY+pmYxpX+xemrC2blKbEPFfU/5532P2K9or307FrbPevZdv1mcepZumZhWe5Haw7WgC4wwGrMAKttBlgAALSzEmdFzomYt94wvDYfQUjSbpR/fwIA2E35QcGy9YqCWXtccerZxz5T1P+8t+qO2IuLU0+zPiv/IPbfi/rn2qqPxf5VMfuncF+W+9GKgzWgCwywGjPAapsBFgAA7XX+rMg5EfNUVuGifAAhSbvRE9bD1+ffowAAdlN+YLBM3VAs0cHFCjoz9t2xXyxOPbPVPbFjsc/G/nfsnbErY98ae8zpj5mHp8bS63PfHPt47MHi1P24O/ae4tQzp31nbN/GB8zJstyPqThYA7rAAKsxA6y2GWABADA7nT0rck7E3KSXHhyGW/MRhCQtur99NFyef4sCANht+ehpWfrZ2BcVwI44WAO6wACrMQOsthlgAQCAcyLmpj8IL8hHEJK06HpHw9X59ycAgGWQD592u7ti31MAE3GwBnSBAVZjBlhtM8ACAADnRMxNWYVb8iGEJC2yQ8Pw6/n3JgCAZZEPoHarT8bWYvsLYGIO1oAuMMBqzACrbQZYAADgnIi5OPdIOKuswrF8DCFJi+rQevho/r0JAGCZ5EOoRXU89v7YT8f+SWzLH2ABzRysAV1ggNWYAVbbDLAAAMA5EXPh5Qcl7WaHhuFEvwr9/HsTAMAyuWwB/VDsB2PPjz0z9ndjjymAmXGwBnSBAVZjBlhtM8ACAADnRMxFrwpX5IMISVpUhwfh2/LvSwAAADPnYA3oAgOsxgyw2maABQAAzomYi14Vrs8HEZK0iOL3n9fl35MAAADmwsEa0AUGWI0ZYLXNAAsAAJwTMRdlFd6WjyIkad71qnB3/v0IAABgbhysAV1ggNWYAVbbDLAAAMA5EXNRVuHGfBghSXNtGE4Ua2Ff/v0IAABgbhysAV1ggNWYAVbbDLAAAMA5EXNRDsI1tXGEJM2xc6vwDfn3IgAAgLlysAZ0gQFWYwZYbTPAAgAA50TMRVmFy/NxhCTNrUH45fz7EAAAwNw5WAO6wACrMQOsthlgAQCAcyLmol+FC2sDCUmaR4Pw5/n3IAAAgIVwsAZ0gQFWYwZYbTPAAgAA50TMx1rYV1bhrtpQQpJm2TA8kH/7AQAAWBgHa0AXGGA1ZoDVNgMsAABwTsTc9KpwfW0sIUkzqjcMJ9LYM//eAwAAsDAO1oAuMMBqzACrbQZYAADgnIi5ObQezi+rcCwfTUjSLDpwNDw9/74DAACwUA7WgC4wwGrMAKttBlgAAOCciLnyLFiS5tJ6+LH8+w0AAMDCOVgDusAAqzEDrLYZYAEAgHMi5qp/ZTinrMJdtfGEJE1ZrwrvyL/XAAAA7AoHa0AXGGA1ZoDVNgMsAABwTsTc9atwYemlCCXNoMODcE/+PQYAoKv+co8EK83BGtAFBliNGWC1zQALAACcE7EQ/WF4cT6kkKRJ6lXhofx7CwBAl4U9Eqw0B2tAFxhgNWaA1TYDLAAAcE7EwpTD8LyyCvflowpJ2kkHrw7flH9fAQDosnyotKrBSnOwBnSBAVZjBlhtM8ACAADnRCxUvwoXlMNwaz6smLBj5SB8fszbJa1uP5Z/PwEA6Lp8qLSqwUpzsAZ0gQFWYwZYbTPAAgAA50QsxMFBOK+swiW9KlwR+5nYO+J/vn/MyGL7huGG3jB8T+3tkla2+P3iDfn3FACAVZAPlVY1WGkO1oAuMMBqzACrbQZYAADgnIi56VdhfzkIryyr8IF8UDFBx2K39Abh0jTiSrcb//PlY66TtIL14vePYi3sy7+/AACsgnyotKrBSnOwBnSBAVZjBlhtM8ACAADnRMxcfy2cUZ4aSd2Tjyl21DB8uByElx24OhzMbzuJ77um9jGSVq5eFR7Kv/4BAFZJPlRa1WClOVgDusAAqzEDrLYZYAEAgHMiZqpfhX7Z7hmvRscX14975pv4vhvzayWtXudU4dvzr38AgFVyRtZZsV8u6gOm0dIPB98d+8+xH4x9Y+z8WC+2P/Zlp/85vS29L12Trv2T0x+b395o6XOn+5Dfr7bBSnOwBnSBAVZjBlhtM8ACAADnRMxMbz08o6zCXfmIomW39K8M54x+nvi2m8ZcJ2mF6g/DW0a/7gEAVt3h2J8X9VHURrfF0g87y40PmEL62MtjHyrqt79Rug/pvgA75GAN6AIDrMYMsNpmgAUAAM6JmIlD6+H8sgr35SOKmTQMf5he1nDjc3kJQmm16w3CA6PfXwAAVt1Xx+4s6mOo1L2xl8W2/CHTFNJt/XDss0X986U+Hvuqh68GtuVgDegCA6zGDLDaZoAFAADOiWgtPUNVWYXb8xHFTBuE1298vvifL6+9X9Kq9NDZ14YzR7/HAACssi+P/UVRH0Gl0g98zn3k0pk7GHtXUf+8qQ8Wp17SEGjgYA3oAgOsxgyw2maABQAAzolorazCjWNGFDOvPwgnH5vxny/K3ydpNeofCU/Ov8cAAKyy9DdN8vFT6vdiX/zIZXPzJbHfL+qfP3X9yHXAFhysAV1ggNWYAVbbDLAAAMA5Ea301sMz8gHFHLs9vRRhqhyGB8e8X1KH610VviX/HgMAsMrSDxTz0VPqo7HHj1w3b18Ru6Oo34/0g8inj1wHjOFgDegCA6zGDLDaZoAFAADOiWilrMLN+YhinvUG4dLTn/em/H2SulvvaHhp/v0FAGDV/UZRHz2lvnP0ogV5blG/H6lfHb0IqHOwBnSBAVZjBlhtM8ACAADnREzt4CCcl48oFtAH0ufurYdvHvM+SV1sED6SfXsBAFh558QeKuqDp5P/h2eX/K+ifn+Ox54wehGwmYM1oAsMsBozwGqbARYAADgnYmq9YXh5bUixgNLwK33+csHPviVp9vWqcCK9rGj+/QUAYNV9b1EfO6V+dOSaRUs/TM3vT+r5oxcBmzlYA7rAAKsxA6y2GWABAIBzIqZWVuGWfEyxiDZehrBfhQvifz6Wv19Sd+odDf8s/94CALAX/FxRHzqlvn70ogX7hqJ+f1LXjV4EbOZgDegCA6zGDLDaZoAFAADOiZhaOQx35mOKRdQbhtc+fB+q8JL8/ZK60cEq/Pbo9xQAgL3kD4r60Cl11uhFC3Z2Ub8/qXeMXgRs5mAN6AIDrMYMsNpmgAUAAM6JmFo+plhgN2X347ox10ha5gbh1tGvYwCAvebjRX3olNo3etGCpR9k5fcn9VejFwGbOVgDusAAqzEDrLYZYAEAgHMiptKvQr82qFhct2y6M2thX68K1ZjrJC1h8fvHx9LX7aavYwCAPeb+oj50Sj129KIF++Kifn9Snx29CNjMwRrQBQZYjRlgtc0ACwAAnBMxlXOPhLPyUcWi6lXhvvz+JP0qXFEO69dLWp56g/Bh4ysAgKJ4qKgPnVK90YsWrCzq9yd1fPQiYDMHa0AXGGA1ZoDVNgMsAABwTsTUyiocy8cVi+rQIPza6H3pr4X98e3359dJWqo+N/p1CwCwl231DFjPGr1owZ5d1O9PyjNgwTYcrAFdYIDVmAFW2wywAADAORFTK6tw+5iBxeJaD5eN3Jeba++XtFwNwnNHv4cAAOxlHy3qQ6fU+uhFC3ZNUb8/qY+MXANkHKwBXWCA1ZgBVtsMsAAAwDkRUysH4fW1gcVi+3yxFs44fFV4SvznE2PeL2l52vZsCQBgr3lbUR86pe6OfcnIdYuSPmf63Pn9Sb115Dog42AN6AIDrMYMsNpmgAUAAM6JmFpZhUvGjCwWWq8KP98bhPfmb5e0RA3DnQeuDgfz7yEAAHvZq4v60GmjK0auW5SfKOr3Y6P/OHIdkHGwBnSBAVZjBlhtM8ACAADnREzt7GvDmeUwPFgbWyy247GHxrxd0hJ0aBiO94+Gp+ffPwAA9rpvKupDp42+EPu6Ry6du/SDzWNF/X5s9I8euRTIOVgDusAAqzEDrLYZYAEAgHMiWulVocoHF5J0ujSQvCj/vgEAQFE8OnZ7UR87bZReDvDvP3z1/Hxt7J6i/vk3+nBx6r4CW3CwBnSBAVZjBlhtM8ACAADnRLRy7pFwVlmFe8YMLyTt5YbhRP9IeHL+PQMAgEf8UFEfPI32udgLY4/a+IAZSqOqfx17oKh/3tFeuvEBwHgO1oAuMMBqzACrbQZYAADgnIjWykF4WW18IWmvt4gnbAAA6LTHxv53UR895f1xMduXJPz62LuL+ufJS/ftMac/BtiCgzWgCwywGjPAapsBFgAAOCdiJspBeP2YAYakvdlv5t8jAAAY75tiDxX18dO4PhD70dhXFZM9K1a6Nn1M+tj/VdRvd1zHY9+YPhjYnoM1oAsMsBozwGqbARYAADgnYib6a+GM9JJjY4YYkvZWX+hXYX/+PQIAgK29vKgPoJr6bOwdsdfFXh17RewHYy85/c/pbel96Zp0bf7xTf1IAeyIgzWgCwywGjPAapsBFgAAOCdiZnpVODZmjCFpLzUIL8u/NwAA0Oyqoj6C2q2uLIAdc7AGdIEBVmMGWG0zwAIAAOdEzExZhftrYwxJe6dBeGexFvbl3xsAANiZ9ExY6Yd/+SBqUaXP7ZmvYEIO1oAuMMBqzACrbQZYAADgnIiZKavwidogQ9KeqD8Mnzr3SDgr/74AAMBkvi12Z1EfR827j8e+tQAm5mAN6AIDrMYMsNpmgAUAAM6JmJl+Fd6fjzIk7YlO9I+EJ+ffEwAAmM7jYz8dO17Uh1Kz7lhx6nOlzwlMwcEa0AUGWI0ZYLXNAAsAAJwTMTPlerhszDBD0orXG4Qr8+8HAAC0d17sNbH7i/pwqm3pNtNtp88BtOBgDegCA6zGDLDaZoAFAADOiZiZ/lrYX1bhRD7OkLTS3ZN/LwAAYLYeF/uXsTfEPlnUx1Q7LX1suo10W+k2gRlwsAZ0gQFWYwZYbTPAAgAA50TMVFmFD44ZaEhaxYbhxJPWw5bnYAAAzN6jilPPWvXc2I/Gro69MfZbsbfH/r/T/5zelt6XrknXpo9JHwvMmIM1oAsMsBozwGqbARYAADgnYqYODcPXlsMxQw1JK1e/Ci/NvwcAAADsKQ7WgC4wwGrMAKttBlgAAOCciJkrh+EP86HGqnRoEN4cf38P5m+X9lq99ZCeVAEAAGBvc7AGdIEBVmMGWG0zwAIAAOdEzNwThuGJZRUeyAcbXa9Xhb9Mv7/+leGc+M+/kL9f2iv1BuE38q97AACAPcnBGtAFBliNGWC1zQALAACcEzEXJ1+KsAoP5cONTjcMb85/j70qfKx2nbTCHarCtmdEAAAAe4qDNaALDLAaM8BqmwEWAAA4J2JuelV4fjn7EdaJMW9bVO/Lf49nXxvOjL/Pt465Vlq9BuGG/lo4I/86AAAA2LMcrAFdYIDVmAFW2wywAADAORFzdfiq8JSyCvfXhhxT1K/CFw5dHf5F/vYFdkv++9tQDsKbx1wvrVKX5497AACAPc/BGtAFBliNGWC1zQALAACcEzF3/bWwv6zCzeW0z141DKE3CO89cDR8Vbq9+Lb7atcsphvz39uGAz8VDpaDcGzMx0id70AVnp8/5gEA2F2Pjj0x9tRY+sHkt8T+yUjAgjhYA7rAAKsxA6y2GWABAIBzIhYmPRtWvwrvKqtwPB94jG0YTvSG4fZDg/DK/iA8p380PP3A1eFgfN9ttWsXUK8KVf572tAbhFfn10sr0sfzxzsAAIt3KPbC2C/G3h/7QixsE7AgDtaALjDAaswAq20GWAAA4JyIXXH4SHjRoWH47V4Vbovd1a/CveUwfLqswid6g/DJ+OvfjBmCbDSTlzSctP4wXJz/PpJyEK7Jr5VWpa0e9wAAzF/6wdL3xtJroecDq6Z2ahB7wxY9fuQ6YAsO1oAuMMBqzACrbQZYAADgnIjdtxb2lVV4STkMd+bjj6VpGB48+9pw5ujd7lcnX1rx7bVrpRWpV4WPjT7mAQBYnO+NfbSoD6t22k5dVtQ/dqPvH7kO2IKDNaALDLAaM8BqmwEWAAA4J2JXHVoP55e79JKCEzUMbx693/0j4cllF+63NG3pJUDXw5ZnXAAAzEd6qcH0Q7l8DDVpO5X+lsmni/rHp94+ch2wBQdrQBcYYDVmgNU2AywAAHBOxK7pD8JzyircVxt+LGH9Kly4cb8PXB0OLvWzdUmzaBjSq9EAALBA3xj766I+hJqmSfxEUf/41PHYE0euA8ZwsAZ0gQFWYwZYbTPAAgAA50TsirIKl9QGH8vaILxp436nlyGMb3t37Rpptbpl9OsVAID5+9bYA0V9BDVtkzgQSz90zG8j9a9GrgPGcLAGdIEBVmMGWG0zwAIAAOdELNyhQXhaOQwPjhl9LGP3pZdJ3LjvvSpUY66RVqk/KtbCvtGvWQAA5utrYp8r6uOnrUrPTPXnsbSav2nM+1OTekdRv43UL4xeBNQ5WAO6wACrMQOsthlgAQCAcyIWql+F/V16+b70Mokb9/3gIJwX33Ysv0ZamQbht0a/XgEAmL8zY7cX9eFT3r2xKvbM0x8zKr82Nal/X9RvI3X76EVAnYM1oAsMsBozwGqbARYAADgnYqF6w/Dq2uhjebt89L7H/3zjmGuklag3CP9z9PEOAMBiXF3UR0+jPRh7eexLNz5gjPxjUpM6t9j6ZQgPjVwHZBysAV1ggNWYAVbbDLAAAMA5EQtz4OpwsCMvPXgs3s8Xjt73c4+Es06+vX6ttBL1j4anjz7mAQCYv8OxY0V98LTRB2J/7+Grt5Z/XGoaHyrqt5P6ztGLgM0crAFdYIDVmAFW2wywAADAORELUw7CK/PRxxJ2W2891P5/fX8QXjDmWmlVujF/zAMAMH/XFvWx00Z/FvuKRy7dVv6xqWm8sajfTuqy0YuAzRysAV1ggNWYAVbbDLAAAMA5EQtTDsOtY4Yfy9JdvUG4tFgL+/L7nZReflCr2iB87uAgnJc/5gEAmK/HxO4u6mOn1F2xg49c2ij/+NQ00ksd5reT+pnRi4DNHKwBXWCA1ZgBVtsMsAAAwDkRC5EGHrXhxyIahAe3ednDu3pVuL4/CM/pr4Uz8vs8asnHY9LUpcd//ngHAGD+vq2oD502+jcj1+1E+oFhfhvTeGZRv53U745eBGzmYA3oAgOsxgyw2maABQAAzolYiLIKl+TDj0V14OpwsF+F/YfWw/nx1wtj/abBVS7ezj357Uqd72i4On+sAwCwGD9Z1IdOqQ/Hvmjkup2Y1QDrqUX9dlLp5RCBLThYA7rAAKsxA6y2GWABAIBzIhaiHISX1cYfi+uvYvfHjm+8rVeFY/0q3NsbhPeW6+GyYptB1tnXhjPH3KbU7QbhnfljHQCAxfmtoj50Sg1GL9qhWQ2wDhf120l9bPQiYDMHa0AXGGA1ZoDVNgMsAABwTsRClFW4qjYAWa4eit18+Ego8/terIV9Y66XOlu/Ch/KH+YAACzWB4v60Cn1LaMX7dBDRf12pvHlRf12Up8evQjYzMEa0AUGWI0ZYLXNAAsAAJwTsRDlIFyTj0CWtId6Vfj52v2vwl1jrpW62EfTqDB/jAMAsFj3FPWhU+pJoxft0KwGWOlfEvPbSX1h9CJgMwdrQBcYYDVmgNU2AywAAHBOxEKUVbh8zBBkmfvg6MsSxv/8gTHXSJ2qNwh3GV8BACyHNGrKh06px41etEOzGmA9vqjfTsoAC7bhYA3oAgOsxgyw2maABQAAzolYiP4gvCAfgyx7/Src+4RheGK6//E/X5e/X+pSvSocj4/p/fnXJgAAu+NYUR86pR7+WyATOF7Ub2ca5xX120l9ZvQiYDMHa0AXGGA1ZoDVNgMsAABwTsRC9I+Gp+eDkE40DB89ef8H4Tm190kdqjcIl+ZflwAA7J7PFvWhU+rg6EU7NKsB1j8s6reT+tjoRcBmDtaALjDAaswAq20GWAAA4JyIhSmrcEc+CulIN/fXwhnx1/vGvE9a+nrr4Y351yMAALvrjqI+dEo9dfSiHZrVAOvFRf12Uu8cvQjYzMEa0AUGWI0ZYLXNAAsAAJwTsTBlh1/G78DR8M3x16vyt0tL3yC8vVgL+/KvRwAAdtc7ivrQKfX9oxft0KwGWK8v6reT+i+jFwGbOVgDusAAqzEDrLYZYAEAgHMiFqZfhQtq45CuNAwfjfd/f/zne2rvk5a0Q8Pws8ZXAADL6ReK+tApdcPoRTt0rKjfzqQeFftIUb+d1I88chmQc7AGdIEBVmMGWG0zwAIAAOdELFQ5DDfkI5GudKgK31UOwsvyt0vLWL8KP5V//QEAsDz+bVEfOqU+HTtz5LqdmMUA61lF/TY2uvCRy4CcgzWgCwywGjPAapsBFgAAOCdioQ4OwnnlMDyYj0U60sn/b1wOwuvHvE9ano6G6/KvPQAAlssFRX3otNEPj1y3E7MYYL29qN9G6r7YY0euAzIO1oAuMMBqzACrbQZYAADgnIiFK6twSW0w0oH6w3D8iVV4Un8tnFEOwx/m75eWoV4VjudfcwAALKcPF/XBU+qTsbNHrmvyhaJ+G5P4jqL+8Rv9ysh1wBgO1oAuMMBqzACrbQZYAADgnIhd0RuGV+fDkU40PPnr58v18GPx17tq75d2uV4Vfj//egMAYDm9qqgPnjZKP5j7okcu3VabAdbB2KeK+sdv9OxHLgXGcbAGdIEBVmMGWG0zwAIAAOdE7I61sK+zIyxpiesPw8X5lxsAAMvpQOzzRX30tNEvxLb84dKIaQdY58TeU9Q/dqMPxR798NXAWA7WgC4wwGrMAKttBlgAAOCciF1VppcjHIYH8xGJpKn6eP41BgDAcntdUR8+jZae3vSJD1893rgRV5PzYx8t6h832nc/fDWwJQdrQBcYYDVmgNU2AywAAHBOxK47OAjnlYPw+jFjEkmTdDQ8K//6AgBguX1Fsf1LAKbujf147MzTH5ObZIB1VmwQ+5ui/jGjvSv2qNMfA2zDwRrQBQZYjRlgtW0PDrCec/kNh77zR//rebPoua/4tfT/CwAA6DjnRCyLfhUu6A3Da8sq3FEblkjatsNV+JP8awoAgG54XlEfQI3rM7FfOn396A9omgZYZ8SeHbuuODXmyq/N+1zsySc/EmjkYA3oAgOsxgyw2rYHB1jxv8v31z5m+n4qv30AALrHORHLKI2x+oPwgt4wvLxXhSr++ureIFzaH4aLDx8Nb8jHJ9Ie7/5iLaSfqwEA0FFXFvUhVFN3xd4Re2jM+9IPcG6MvTf2wJj3b9cLCmDHHKwBXWCA1ZgBVtsMsNpmgAUAsAKcE9E15Xq4bMwARdqrnTh0ZfjK/OsEAIBuSS/393NFfQy16P5DAUzEwRrQBQZYjRlgtc0Aq20GWAAAK8A5EV3TXwv70+hkzBBF2nP1joRvzb9GAADopkfHhkV9FLWofrQAJuZgDegCA6zGDLDaZoDVNgMsAIAV4JyILiqrcEc+RJH2Wv0q/Jv8awMAgO77vth9RX0gNa/ujV1cAFNxsAZ0gQFWYwZYbTPAapsBFgDACnBORBf1qzDMxyjSHupEfxA8QQEAwAorY28q6mOpWfeW2OECmJqDNaALDLAaM8BqmwFW2wywAABWgHMiuqqswgNjhinSqvdQuR6elX89AACwmr4h9luxh4r6eKpNt8S+vQBac7AGdIEBVmMGWG0zwGqbARYAwApwTkRXlevhsjHjFGmlO3B1uCj/WgAAYPUdiv1w7L/HjhX1QdVO+mAs/WDnggKYGQdrQBcYYDVmgNU2A6y2GWABAKwA50R0Wa8Kt+UDFWlV6w3Ce/OvAQAA9p4zYv9n7EWxn4xdH/tvxamXE3x77LdjN8auiV0We3bsCSc/Epg5B2tAFxhgNWaA1TYDrLYZYAEArADnRHTaWjijX4V786GKtIKdOHwklPmXAAAAALvIwRrQBQZYjRlgtc0Aq20GWAAAK8A5EV13+KrwlLIKD4wZrEir1Gvyxz4AAAC7zMEa0AUGWI0ZYLXNAKttBlgAACvAORGr4AnD8MSyCneMGa1I3W8Ytv3/+gAAAOwSB2tAFxhgNWaA1TYDrLYZYAEArADnRHTRuUfCWf0qXFhW4ZLeMLy8HISXpX+Ob7u5V4WHagMWqaP1B+Ej6aU2868BAAC67edjvxD7xdjrY78U++XY1SPXAB3gYA3oAgOsxgyw2maA1TYDLACAFeCciK7oXxnOOT20uiUfqWQdK42wtBrdnX8dAACwGsIWed1p6BgHa0AXGGA1ZoDVNgOsthlgAQCsAOdELLuzrw1n9qpwRVmFe8YMVKSVrDcMD+VfCwAArI58eLXR80YvApafgzWgCwywGjPAapsBVtsMsAAAVoBzIpbZoUF4WlmFO/JxirTq9a4M35B/PQAAsDry4dVGTx69CFh+DtaALjDAaswAq20GWG0zwAIAWAHOiVhWZRUuKYfhwXyYIq165w7Dy/OvBwAAVsvfFPXxVepvjV4ELD8Ha0AXGGA1ZoDVNgOsthlgAQCsAOdELKMyja/GDFOkVe9QFW7Kvx4AAFg9dxX18VXqi0YvApafgzWgCwywGjPAapsBVtsMsAAAVoBzIpbNyZcd9MxX2oP1qvDx/OsBAIDV9GdFfXyV+tLRi4Dl52AN6AIDrMYMsNpmgNU2AywAgBXgnIhl0l8LZ5RVuCMfpkh7oBP9KvTzrwkAAFbTrxb18VXqK0cvApafgzWgCwywGjPAapsBVtsMsAAAVoBzIpZJrwpXjBmmSCvfwUF4bv71AADA6vrxoj6+Sv2j0YuA5edgDegCA6zGDLDaZoDVNgMsAIAV4JyIZdG/MpxTVuGefJgirXr9Qfj9/OsBAIDV9rVFfXyVSsMsoEMcrAFdYIDVmAFW2wyw2maABQCwApwTsSzKQXhZPkyRVr1eFT5TrIV9+dcDAACr7VGxjxb1AdZ7Ri8Clp+DNaALDLAaM8BqmwFW2wywAABWgHMilkVZhVvycYq08g3D8/KvBQAA9oYfKuoDrNTXj14ELDcHa0AXGGA1ZoDVNgOsthlgAQCsAOdELINzj4Szyiocq41TpBWudzRU+dcCAAB7x+NidxT1AdafxB49ch2wxBysAV1ggNWYAVbbDLDaZoAFALACnBOxDPpVuDAfp0irXK8K78q/DgAA2Hv+SVEfYKX8AAY6wsEa0AUGWI0ZYLXNAKtt/v0fAGAFOCdiGZRVuCQfqEgr3CeKtbAv/zoAAGBv+vGiPsBKvWr0ImA5OVgDusAAqzEDrLYZYLXNAAsAYAU4J2IZlIPwsjEjFWn1GoYv9K8M5+RfAwAA7G3pBy75ACv11tiTRq4DloyDNaALDLAaM8BqmwFW2wywAABWgHMilkFvEC6tDVWkVWwQXpY//gEAIHlh7G+K+gjrc7Fh7IJHLgWWhYM1oAsMsBozwGqbAVbbDLAAAFaAcyKWQX8YLq4NVaRVaxBenz/2AQBg1FfH3l7UR1gbvT/207F/FXtq7NzY405+JLArHKwBXWCA1ZgBVtsMsNpmgAUAsAKcE7EM+lW4sDZWkVarW86+NpyZP/YBANi77t+mfHjV1PHs42cZsA0Ha0AXGGA1ZoDVNgOsthlgAQCsAOdELIN+FfaXVTg2ZrQirUI3Gl8BAJDLR1TLGrANB2tAFxhgNWaA1TYDrLYZYAEArADnRCyLsgo3jxmuSJ2uX4U35I91AABI8qHTsgZsw8Ea0AUGWI0ZYLXNAKttBlgAACvAORHLojcIl+bjFanTHQ235o9zAADYkA+dljVgGw7WgGl9+4/86sGL/p83nD+LvutHb+jntz/KAKsxA6y2GWC1zQALAGAFOCdiWZx+GcJ7aiMWqYMdGobjvfWw5RkRAADkQ6dlDdiGgzVgWs9+xRt+ccwIY9rekt/+KAOsxgyw2maA1TYDLACAFeCciGXSG4aX50MWqaNdlj++AQBgVD50WtaAbThYA6ZlgNWcAVa7DLBaZoAFAMCEnBOxTPpr4YyyCrePGbNInalfhd/LH9sAAJDLh07LGrANB2vAtAywmjPAapcBVssMsAAAmJBzIpZNvwoX5IMWqUN9vFgL+/LHNQAAACvIwRowLQOs5gyw2mWA1TIDLAAAJuSciGXUH4QHxwxbpGXvvn4V+vnjGQAAgBXlYA2YlgFWcwZY7TLAapkBFgAAE3JOxDLqDcNfjRm3SMvciX4VLswfywAAAKwwB2vAtAywmjPAapcBVssMsAAAmJBzIpbR4Sr89JiBi7S09YbhtfnjGAAAgBXnYA2YlgFWcwZY7TLAapkBFgAAE3JOxFJaC2fmAxdpibsvPmb35Q9jAAAAVpyDNWBaBljNGWC1ywCrZQZYAABMyDnR7ju0Hs4vq3BROQwv7FXhit4gXBr/+Xm99fCM/lo4I79+r4h/Jp8ZM3SRlq7+MLw4f/wCAACwBzhYA6ZlgNWcAVa7DLBaZoAFAMCEnBPtjn4VLuhVoSqrcHs+5si6L3Zjfxgu3mvPsHPg6pOjtPzPQ1q2/nf+2AUAAGCPcLAGTMsAqzkDrHYZYLXMAAsAgAk5J1qsg4NwXlmFm8aMOHbSbf1BeE5+m6usPwx3jvlzkJalY/ursD9/3AIAALBHOFgDpmWA1ZwBVrsMsFpmgAUAwIScEy3OyZcWrMKxMSOOyRqGN599bTgzv/1V9MQqPCn+fk/U/gykJejQHhtEAgAAkHGwBkzLAKs5A6x2GWC1zAALAIAJOSdagLWwr1eF6/PxRquG4db+kfDk/FOtogNHw/fUfv/SLndoPfxc/lgFAABgj3GwBkzLAKs5A6x2GWC1zAALAIAJOSeav3IYbsjHGzNpGO48cHU4mH++VXRoPRyt/f6lXao3DH+QhpX54xQAgL3pf2wRsAc4WAOmZYDVnAFWuwywWmaABQDAhJwTzVevClfk440Z97698nKEh4+Ef+3lCLUEfWSvfM0BALAzYYuAPcDBGjAtA6zmDLDaZYDVMgMsAAAm5Jxofnrr4ZvHjDdmXm8YXpt/7lX1xCo8Kf6eP5X/GUgL6s+MrwAAyOXDq1kOsH5gi4Al4WANmJYBVnMGWO0ywGqZARYAABNyTjQ/ZRXeN2bAMY+OHVoP5+eff5UdOBq+pzcMnyuHtT+L7Trer8KHxrxdauxQFbY9xwIAYO/Kh1ezHGDltznL2wZmwMEaMC0DrOYMsNplgNUyAywAACbknGg+yipckg845togvCm/D3vB4VeFJx6uwo29Yfh0vwpfiH8W6SUKT6SXKuxV4Vj85/viP7+zvCr8XxsfE992b+3PT9q647318PzRxx0AAIzKx1GzHEnltznL2wZmwMEaMC0DrOYMsNplgNUyAywAACbknGg+yircMmbIMdcOXB0O5vdjptbCvn4V+r318IxyGJ7XH4Znxv98Qf/KcE5+6VJbC2f2huF4/ucnbWoYQq8Kvx8f4/vzhxAAAIzKx1GzHEnltznL2wZmwMEaMC0DrOYMsNplgNUyAywAACbknGj2zj0SzqqNORbTS/L70lYan5Snns3rxjI9m1T9c250e68KVbz+wvw2llF6RiwjLG3T5+Nj5Ovyxw0AAIyTj6NmOZLKb3OWtw3MgIM1YFoGWM0ZYLXLAKtlBlgAAEzIOdHslcPwwjGDjkX0tvy+TKu/Fs7oDcKl8TbvGfN5mnp3F4ZY6eULy+1HZdqrDcI1+eMFAAC2ko+jZjmSym9zlrcNzICDNWBaBljNGWC1ywCrZQZYAABMyDnR7KVngqoNOhbRMNyZ35dpHBqEp8Xbu612+5N349nXhjPz2182hwfh9+J9PTHm/muPll5mM3+cAADAVvJx1CxHUvltzvK2gRlwsAZMywCrOQOsdhlgtcwACwCACTknmr1yGG7IBx2LKr8vk+oPw8XlbJ8V6gP9KvTzz7Ns0rNhHarC++P9fWjM70F7qUF4U/74AACA7eTjqFmOpPLbnOVtAzPgYA2YlgFWcwZY7TLAapkBFgAAE3JONHtlFW6ujToWVJux09xeOnEY7mxzvxYlvexifxCeE+/rW+P9/kw5CMfifT/RS8+OtfFr/nvTqvVQ/O//gvyxAQAA28nHUbMcSeW3OcvbBmbAwRowLQOs5gyw2mWA1TIDLAAAJuScaPbKXRxgHbg6HMzvz070q3Bh/Phj+e3NsA8s68sR9o+EJ8f7d2M5DA+Oud/aQx2qwtH88QEAAE3ycdQsR1L5bc7ytoEZcLAGTMsAqzkDrHYZYLXMAAsAgAk5J5q9rr0EYf/KcE56lqr8tmbeILw+/9y76dwj4axeFa4v5zs8U3e6LX+MAADATuTjqFmOpPLbnOVtAzPgYA2YlgFWcwZY7TLAapkBFgAAE3JONHtlFa4aM+5YRHfk92UnykG4ZsxtzaXeetjy/zMvUnqZuXh/bs/vn/ZmvSocOzgIB/LHCQAA7EQ+jprlSCq/zVneNjADDtaAaRlgNWeA1S4DrJYZYAEAMCHnRLNXVuGSfOCxkIbhzfl9aXJwEM4rF/sMULfk92HR4n24KHbfmPumvdgwnDh0dfi2/HECAAA7lY+jZjmSym9zlrcNzICDNWBaBljNGWC1ywCrZQZYAABMyDnR7KWXtisXO2o61TC8ML8vTXpVqGq3M+d281mwTj/zlfGVHq43CJfmjxMAAJhEPo6a5Ugqv81Z3jYwAw7WgGkZYDVngNUuA6yWGWABADAh50TzUVbh5nzoMe8OXB0O5vejSbkbL8M3CK/M78ci9K8M58TPf0ft/mgv9478cQIAAJPKx1GzHEnltznL2wZmwMEaMC0DrOYMsNplgNUyAywAACbknGg++oPwnDFjj3l2Y34fmpx+Nqj8dubfMNya35dF6FXh+tp90Z6uvxb2548TAACYVD6OmuVIKr/NWd42MAMO1oBpGWA1Z4DVLgOslhlgAQAwIedE81NW4ZZ88DGnjh0chPPyz98kvWThmNtaSGdfG87M78887drYTMvcLfnjBAAAppGPo2Y5kspvc5a3DcyAgzVgWgZYzRlgtcsAq2UGWAAATMg50fz01sMzyiocGzP8mGm9KlT5596J+HFX5Le1qKYZjLVRDsKb8vugPd2Jw0dCmT9OAABgGvk4apYjqfw2Z3nbwAw4WAOmZYDVnAFWuwywWmaABQDAhJwTzVdvEC4dM/6YZbcUa2Ff/nl3In7sdWNubyH1q3Bhfn/mJX6u/eUChnDqVK/JHycAADCtfBw1y5FUfpuzvG1gBhysAdMywGrOAKtdBlgtM8ACAGBCzonmr1eF68cMQGbR7f0rwzn559upOd6vxhY5wIqf75L882sPNwx/lD9GAACgjXwcNcuRVH6bs7xtYAYcrAHTMsBqzgCrXQZYLTPAAgBgQs6JFmAt7EsvE1gbgrTrfQeuDgfzTzWJchBeOeZ2F9Kh9XB+fn/mpX80/Hr++bVnuyN+PZ6RP0YAAKCNfBw1y5FUfpuzvG1gBhysAdMywGrOAKtdBlgtM8ACAGBCzokWpz8ILyiH4cExo5DJGoYbzr42nJnf/qTibb2kdtsL6twj4az8/sxD/FwXxY7nn197r34V3mV8BQDAPOTjqFmOpPLbnOVtAzPgYA2YlgFWcwZY7TLAapkBFgAAE3JOtFjpJQNPv/TfsXwgsoPeN8uX7uuth28e8znm3zDcmd+XeShPja+m+XPWavVQ7DX54wMAAGYlH0dt9OQZlN/mLG97pwHbcLAGTMsAqzkDrHYZYLXMAAsAgAk5J9od/SPhyb0qXFFW4X1jBiOj3RW7rj8Mz8xvo7W1sC/e9j1jPue8uy6/K7OW/nzj57lvzOfWXml48tebDx8JZf74AACAWcrHUasWsA0Ha8C0DLCaM8BqlwFWywywAACYkHOi3ZeeFSs9s1V/GC4uq/CS9FKFJ//zkTD3v2xcDsLra8OV+XdRfj9mqb8WziiH4dYxn1d7pWH4L08Yhifmjw0AAJiHfLC0agHbcLAGTMsAqzkDrHYZYLXMAAsAgAk5J9rb0tCrNl6Zb7elgVR+P2apNwiXjvm82jvdN+/HGAAAjMoHS6sWsA0Ha8C0DLCaM8BqlwFWywywAACYkHMiykF405gRy1xKz+6Vf/5Z6ldhf7k7L6uoZWkQrskfFwAAME/5YGnVArbhYA2YlgFWcwZY7TLAapkBFgAAE3JORL8KF5RVOFYbssy+d+efe9bKYXjhmM+rvdN96SU988cFAADMUz5YWrWAbThYA6ZlgNWcAVa7DLBaZoAFAMCEnBOR9IfhxWPGLLPsroODcF7+eWctfp63jfnc2iP1qnBF/pgAAIB5ywdLqxawDQdrwLQMsJozwGqXAVbLDLAAAJiQcyI2lFW4Lh+0zKhjvfWw5f//mpWzrw1nlsPw4JjPr73RzcVa2Jc/LgAAYN7ywdKqBWzDwRowLQOs5gyw2mWA1TIDLAAAJuSciIethX29YXjtmGFLm+6LXZR/qnnoHw1PH/P5tTe6/dwj4az8MQEAAIvw0hUP2IaDNWBaBljNGWC1ywCrZQZYAABMyDkRudMvR3hszMhl0m4/tB7Oz29/XvqD8Jwx90Gr3jDcuoiXtwQAAIAaB2vAtAywmjPAapcBVssMsAAAmJBzIsZJg5ayCjfVxi47655eFa5ILwmY3+40Dl8VntIfhosPVeG7DhwNX5W/f8Pp4Vh+X7TKDcN7Z/U4AwAAgIk5WAOmZYDVnAFWuwywWmaABQDAhJwTsZ3TL+t3XTkMd9bGL/Xel4ZX/SvDOfntTCLexvPjbd0Se2DM5zhZvwr3xl/fVh4Nz9r4uPifX5Jfp9Wutx62PIMBAACAuXOwBkzLAKs5A6x2GWC1zAALAIAJOSdip9IYqz8ILyircHk5CNf0huHVvUG4ND071YGrw8H8+kn1q/DScpvR1Tbdne5DOQzPG/M+rXCzeNwBAADA1BysAdMywGrOAKtdBlgtM8ACAGBCzonYbeklBssqfCIf10zcMNxde5tWuTvyxxIAAAAslIM1YFoGWM0ZYLXLAKtlBlgAAEzIORG76VAVvqtXhWNjxjXS9g3CNfnjCQAAABbKwRowLQOs5gyw2mWA1TIDLAAAJuSciN1y+Eh4UVmFE7VhjbSDeuthy/9PDwAAAAvhYA2YlgFWcwZY7TLAapkBFgAAE3JOxG44/bKDD+WjGmmH3ZI/pgAAAGDhHKwB0zLAas4Aq10GWC0zwAIAYELOiVi4tXBGWYX7x4xqpB3Vr8KF+cMKAAAAFs7BGjAtA6zmDLDaZYDVMgMsAAAm5JyIRTtchV/KBzXSTutV4fr8MQUAAAC7wsEaMC0DrOYMsNplgNUyAywAACbknIhF6q+F/aWXHtT0vTs+hs7IH1cAAACwKxysAdMywGrOAKtdBlgtM8ACAGBCzolYpH4V3jhmVCPtpNv7V4Zz8scUAAAA7BoHa8C0DLCaM8BqlwFWywywAACYkHMiFqmswt1jhjVSU7cYXwEAALB0HKwB0zLAas4Aq10GWC0zwAIAYELOiViUw0fiQ6w+rJG2bhiOl4NwTbEW9uWPJwAAgK54VOzvxF4UuyaWfkh+W+xTsc/HHox9IvbB2G/EfjyWfoj56PTBc3RB7Cdib4/9ZeyB2BeKU/fr3bHXxb4jNu//Q7Ys92MqDtaAaRlgNWeA1S4DrJYZYAEALMqXxJ4VS//+unFudk9x6nzorthfFKfOjV4Ve3bssac+bPk4J2JRyvVwWW1gI21Rvwp/dHAQzssfRwAAAF3w+NglsTfE7o6FKfpY7IrY44rZemrs94r659uqdD9ekD5wxpblfrTiYA2YlgFWcwZY7TLAapkBFgDAPJ0R+xexX419rqifA23XX8d+MnZWsWScE7Eoh4+G6/KRTUe6r1eFK3rr4XNj3qfZ98DB9ZAGrgAAAJ31m0X9cGjaPhJ7ZjEb/3fseFH/HDvp12NfWszGstyP1hysAdMywGrOAKtdBlgtM8ACAJiHfuw/Faee+Tw/85m0T8aeUywR50QsSlmFt40Z2yx1vWF4bf/KcE45DC/M36c5NAif7Vdhf/7YAQAA6JpZDrBSaaz0/KKd/1jUb3fS/ih2ZtHOstyPmXCwBkzLAKs5A6x2GWC1zAALAGAe0plOfs7TtlcUS8I5EYtSVuHm2uBmyesPwh/31sMz4j8fy9+n2Zf+rPPHDQAAQBeNG2DdGvvp2L+M/d3Y2bF9sS+Lpddf/6ex18U+M+ZjUw8V0z8T1vcV9dtLpad4vzL2tcWplzp8TOwrYz8Qu23M9an/VkxvWe7HzDhYA6ZlgNWcAVa7DLBaZoAFADAPWw2w0rnX22L/Nva04tR5WTo3S+dnXxf7D7E7xnzcRj9YLAHnRCxKvwpvzAc3neho+FDtbZp9w3Bt/pgBAADoqo0B1t2xI7Gnbn73tr489vNF/SApdXtxaqA0iX5xauCU31YahKWR01YeG7u+qH9c6vtHrtupfrEc92OmHKwB0zLAas4Aq10GWC0zwAIAmId8gPU3sTQU6I9cs5X074GviqV/f8/PiNLtbHe+tBDOiViUcj1cVRvdSKf6dP54AQAA6LLXxH6omHwsNeqaon6YNM3o6FeL+m18Inbu6EVbeFQx/uM/FZv09ePH3c5u3I+ZcrAGTMsAqzkDrHYZYLXMAAsAYB5GB1jp2c0Pb373jvzron5GtHF7u8o5EYvSH4aLxwxvpNSL8scLAADAXndG7MNF/TDpd0YvavD3ivF/K/B5oxc1eHxx6pm88tvY8gfwYyzL/Zg5B2vAtAywmjPAapcBVssMsAAA5iENsNJfqLs4f8eEfrmonxEdj501etGiOSdikcoqHB8zvtEe7+AgnJc/VgAAACiKnyjqh0mf2XTF9l5b1D/+PZuu2Jn0w/b8dv4q9ujRi7axLPdj5hysAdMywGrOAKtdBlgtM8ACAJiHo7GD+RunkF5uMD8jSn3vyDUL55yIRepX4f35+EZ7vGG4NX+cAAAAcMq3F/WDpNSXjF60hfTDyXHPGDXNUxCnvz14rKjf1pY/bB2xLPdjLhysAdMywGrOAKtdBlgtM8ACAFh2f1rUz4iqTVcsmHMiFqlXhefXBjja2w3CK/PHCfz/7N0PtKR3Xef5R81iRiNGD/8O6b5VHZCDigEVHOSfURCEXBKODAtzkPUPwWFEBxwwJmEdrsYRN39uVcMG+TMzYQaOIc0gCm4c5Wgc2V0HFNjZUfHAjq6gJooxsI1E6XR++zxpW6qep6qeuvWt57lPPfV6nfM+kU7durf7Ui397U/fBgAAzviWrHpIKnrg5IPmuDirvt3p7Mxf5beK92XV5xtPPWK2i7Pq2x3Gx9EIhzVgVQZY9RlgxTLACmaABQDQde/Oqjeim6ce0TJ3Ito2GKVPVkY42s7G6e7hKA3L/x0BAADgjO/MqoekYrz0JZMPmmPWX1/4walHHMwVWfX5fm/qEbN15eNohMMasCoDrPoMsGIZYAUzwAIA6Lp/n1VvRP/b1CNa5k5E2y64IT21MsTRtnZd+b8fAAAAfMGrsuoh6SNTj5jvV7Pq275+6hEH8+Ss+nzFb1h/xeSDZujKx9EIhzVgVQZY9RlgxTLACmaABQDQdcWvg8o3ordOPqBt7kQchmOj9PYZYxxtU+N0+3CUzi//dwMAAIAzvjjv/8qqh6S9iccs8hdZ9W0vn3rEwdw/qz5f0RMnHzRDVz6ORjisAasywKrPACuWAVYwAywAgC4r7mafyqr3oZ+ZfFDb3Ik4LINR+sPKKEfb0qmd42nu/QQAAIAs+/GsekT6TN6DJh80x7yR0sUTj1nFX2bV5/y+yQeUdOXjaIzDGrAqA6z6DLBiGWAFM8ACAOiy78yqt6GiZ0w+qG3uRByavXTuzih9fMY4Rz1vuJ/8PAMAADDHl+b9dFY9IBV9z8TjFrkoq75t0cMmH7SCD2fV55z7m7tZdz6OiiNHjjy8OIJFO3bs2Fsc1oBVGGDVZ4AVywArmAEWAECX/VpWvQ19NjtzVzuQdd2IityJOGzD/fSe8kBHve2zeS8s/3cAAABgm31Z3pHszJ/Qe23en2bVA9LpvH9x9g2W8PSs+hxF500+aAW3ZtXnfOPUI6Z15eOYUhzWBoPBycmD2Lra2dm5ovz+AGYxwKrPACuWAVYwAywAgK7azap3oQPdhs5q8kZU5E7EYdgZpRcN9tOnZwx21JOG++mOo/vpseXPPQAAwLZ4QFY9DC3Tf8t7SnYwL8iqz3PP1CNWc3NWfd4TU4+Y1pWPY0rxpw/LB7F1VfxJx/L7A5jFAKs+A6xYBljBDLAAALroq/P+LKvehT6XN5h43FKavBEVuRNxGIbXpocMRukj5dGOetJ++uhwL51b/rwDAABsk4MOsP5jduZP9H1R8cYH9JKs+nyfmXrEat6cVZ930W/6d+XjmNLkn270JxuBZRlg1WeAFcsAK5gBFgBA1xQ3sl/Oqjehorm/TlmkyRtRkTsRbSuGOYNx+u3KaEe9abifvrf8eQcAANg2Bx1gFX9y7z3Zmb/G76BellWf76+mHrGaG7Pq8/7G1COmdeXjqCgObMWfcoxW/EnGycNa8W3l9wUwiwFWfQZYsQywghlgAQB0zTVZ9R5U9IG8L5l43IGs60ZU5E7EYRvsp7eVBzvqVZ8ajtL55c87AADAtjnoAGuy38wO9mXUX55Vn+OOqUes5nhWfd7fmnrEtK58HI0pDmkOa8AqDLDqM8CKZYAVzAALAKBLXpRVb0FFf503/MLDDpc7EYdpuJ8umzHYUY/a2U/FvR0AAIAZvjjvq/K+Ju9/zM58ZadPZ9VjUtGdeY8582a1Zn3lqU9NPWI1B/3KU135OBrjsAasygCrPgOsWAZYwQywAAC64rvyPp9Vb0HFtz1t4nGHzp2IQ7OXzhmM00fLgx31qo8Xn+fypx4AAID5vjzv2rzTWfWwVIyXHvqFh871kqz6tsWwK+rNWfV5F/2mf1c+jsY4rAGrMsCqzwArlgFWMAMsAIAueELe32TVO1BxNyv+MGOnuBNxWAaj9MIZgx31p5NHj6dHlT/vAAAALOe5efdk1QPTeycfNMc/zapvVzxX1M9n1ed959QjpnXl42iMwxqwKgOs+gywYhlgBTPAAgD4nqx6f1mmPyzeeA2+Me+urPr8RZdPPK4z3Ik4LINRet+M0Y760am8S8qfcwAAAA7mf86qB6ai4gC1yNOz6tsUnTf5oBXcmlWf841Tj5jWlY+jMQ5rwKoMsOozwIplgBXMAAsA4DAHWI/M+8us+txFPzrxuE5xJ+IwPPDGdN5gnO6eMdzR5ndyuJ8uK3/OAQAAOLhz8/48qx6ajk8+aIZHZ9W3KXrY5INW8OGs+pxzf3M3687H0RiHNWBVBlj1GWDFMsAKZoAFAHBYA6wL8/4sqz5v0U9MPK5z3Ik4DINxeu6M4Y42v08OR+kx5c83AAAAq3tTVj02FQOkRe6fVd+m6NsmH7SCWX/y8PunHjGtKx9HYxzWgFUZYNVngBXLACuYARYAwGEMsI7m/XFWfc6in514XCe5E3EYdvbTy2eMd7S53bMzSq8Z7qXiD2cDAACwRj+QVQ9On556xGyzRkqXTz3iYOaNqeb+5vjf68rH0QiHNWBVBlj1GWDFMsAKZoAFANC2h+R9LKvefIpeN/G4znIn4jDsjNNrZ4x4utbpGd+mGe3ckIrxKwAAAA3YzapHp6IvnnzQDL+WVd8mcqx6clZ9vuI3rL9i8kEzdOXjaITDGrAqA6z6DLBiGWAFM8ACAGjTA/J+L6vefIrenPdFX3hod7kTcRh2Rumm8oino90749s03cKbAQAAADHPzaqHp89OPWK2a7Lq231g6hEH82NZ9fl+f+oRs3Xl42iEwxqwKgOs+gywYhlgBTPAAgBoy/l5H86q956it2X1fwixM9yJOAyDUbpuxpBHm9fJo8fTo8qfXwAAANbnh7Pq8em/Tz1itm/Pqm93T95XTz7oAGZ9JavjU4+YrSsfRyMc1oBVGWDVZ4AVywArmAEWAEAbzsv7P7PqrafoRN6XfOGh3edOxGEY7KdXzhjzaLM6lXdJ+XMLAADAer0zqx6gfn3qEbPdL++vs+rbvnjyQUsqvgz8qaz6XE+bfNAcXfk4GuGwBqzKAKs+A6xYBljBDLAAAJr2j/J+I6veeYp+KW/u/+7rKnciDsNwnJ4/Y9CjzenUzn56efnzCgAAwHoVg6OTWfUI9arJBy3wxqz6th+aesRyrsqqz/Pn2fJfAr4rH8faOawBqzLAqs8AK5YBVjADLACAJhX/m+7WrHrnKSp+ffOlX3jo5nAn4jAMr00PmTHq0WZ0cuArXwEAALTi32bVI1TR10w+aIHi74wvv23Rd08+qEbxVwXemVWf49WTD6rRlY9j7RzWgFUZYNVngBXLACuYARYAQFOKv1Zw1ld8Lyq+IlbxlbE2kjsRh2UwSu+fMe5Rt7vt6PFU3M0BAACY40Te48vfuIKfyKpHqKLi+Q/i3Vn1Oe7Ie+jkg+b4orx3ZdW3L4ZQXzXxuGV05eNYK4c1YFUGWPUZYMUywApmgAUA0ITixvPWrHrjKfrf8778Hx65gdyJOCyD/fTKGQMfdbCdUfrYwFe9AgAAWMqfZmeORsXgqPiFVPGn+g7i4dn8L8H+N3lHv/DQpVyY97ms+lx/kPewiceV3S/vpqz6dkUvnXjcsrrycayVwxqwKgOs+gywYhlgBTPAAgBowuuy6n2n6AN595943EZyJ+KwDPfSuYNxur089lHn+t3y5w4AAID5zg6wznZ73n/I+5G8J+Qdyzs/OzPMKg5LR/K+Pe+VecVvyha/CVw+QhV9Pu/SbDWXZ9XnK/psXvEbfo/N+7K84jc0i6FUMWz62IzHF703O/OnFVfRlY9jbRzWgFUZYNVngBXLACuYARYAwLqdl1XvO+uuuDEdGnciDtNgnK6eMfhRRxqO0l1H9lPxh68BAABYUnmAtY7uzntOFlP8xl75eQ/aB7P4n0bsysexFg5rwKoMsOozwIplgBXMAAsAYN0MsKAhR0fpOTujdKo8+lFHGqd7do6nub9uBgAAYLZ1D7B+Izvz1xKuwxV592TV97FMv5z3ldl6dOXjCHNYA1ZlgFWfAVYsA6xgBlgAAOtmgAUN2BmlvcEo3VsZ/agbjdPf5j23/HkDAACg3jDvR/N+K+9UVj0ELVPxdr+Y9+xs/b457z9n1fc5r0/k/UC2/r/urysfR4jDGrAqA6z6DLBiGWAFM8ACAFg3AyxYs2PXp8sH4xmjH3Wjcbp9eEN6fPnzBgAAwMF9eV7xG5Kvznt73gfy/izv/8vOfAWok3//n/8gr/jN89fm/ZO8BxZv3LBvzPvpvNvy/jw789ccFsOvO/M+lPemvEvzzjn7Bg3pysexEoc1YFUGWPUZYMUywApmgAUAwAG5E9GmY9eliwajdLoy+lEXOrUzSjcNr00PKX/eAAAAgBkc1oBVGWDVZ4AVywArmAEWAAAH5E5EmwajdMeM4Y8Ot5OD/fS2o8fTo8qfLwAAAGABhzVgVQZY9RlgxTLACmaABQDAAbkT0ZbhKL1ixvhHh9l++rvhXjq//LkCAAAAluCwBqzKAKs+A6xYBljBDLAAADggdyLasjNOJysDIB16w/10WflzBQAAACzBYQ1YlQFWfQZYsQywghlgAQBwQO5EtOGCG9JTy8MfdaT99Pry5wsAAABYgsMasCoDrPoMsGIZYAUzwAIA4IDciWjDcD+9pzL8USfaGaf3lj9fAAAAwBIc1oBVGWDVZ4AVywArmAEWAAAH5E5EGwajdFd5+KPO9JHy5wsAAABYgsMasCoDrPoMsGIZYAUzwAIA4IDciWjDziidmjH8URcapz8rf74AAACAJTisQb9cevXPP/jSq2554jraverEt5aff5IBVn0GWLEMsIIZYAEAcEDuRLShMvpRl/qD8ucLAAAAWILDGvTLs698x+UzhhGr9rny808ywKrPACuWAVYwAywAAA7InYimHbsuXTRj9KOutJ9+pfw5AwAAAJbgsAb9YoBVnwFWNAOsaAZYAAB0lTsRjdtL51ZGP+pO++nG8qcMAAAAWILDGvSLAVZ9BljRDLCiGWABANBV7kS0YTBKpyvDH3Wl7yh/vgAAAIAlOKxBvxhg1WeAFc0AK5oBFgAAXeVORBsG++nuGcMfHXbjdHf5cwUAAAAsyWEN+sUAqz4DrGgGWNEMsAAA6Cp3ItqwM06/Xxn/6PDbT79S/lwBAAAAS3JYg34xwKrPACuaAVY0AywAALrKnYg2DI6nV1XGPzrs7j12fRqUP1cAAADAkhzWoF8MsOozwIpmgBXNAAsAgK5yJ6IVe+ncYvAzYwSkw+vd5U8TAAAAcAAOa9AvBlj1GWBFM8CKZoAFAEBXuRPRlsEovW/GCEiH0Tj9zQP30nnlzxEAAABwAA5r0C8GWPUZYEUzwIpmgAUAQFe5E9GW4V46fzBKpytjILXd6cF16VvLnx8AAADggBzWoF8MsOozwIpmgBXNAAsAgK5yJ6JNg+PpuhmDILXYkXF6cfnzAgAAAKzAYQ36xQCrPgOsaAZY0QywAADoKnci2jYYpfeXR0FqpXt2xul55c8HAAAAsCKHNegXA6z6DLCiGWBF27YB1qVX/NJX5P/+jnV1yZW3PK38PgAAWA93Ig7DYJQ+OWMgpKbaT39x7GfTo8ufBwAAACDAYQ36xQCrPgOsaAZY0bZtgPW0Hz/xlTMev3KXXH3ikvL7AABgPdyJOBR76dzBOP12ZSiktbYzSp8d3JB+Iv/xPqf8KQAAAACCHNagXwyw6jPAimaAFc0AK5YBFgBAc9yJOEyDUXpD3unycEihTu2M0u8Mx+mfDUfp/PKPOQAAALAmDmvQLwZY9RlgRTPAimaAFcsACwCgOe5EHLZj1+f/1Rul2wbjypBIde2nu4ej9F93RumtR0fp+3aOpyc98MZ0XvnHGAAAAGiAwxr0iwFWfQZY0QywohlgxTLAAgBojjsRXfGgcXrw4Hi6brCf/mgwSvdUxkZn+rud/fTh/HGvOvqz6SmDcbp9xmN629FRetdwlC4+sp8ebmgFAAAAh8xhDfrFAKs+A6xoBljRDLBiGWABADTHnYguOzpOj7vweHrSBTekR5T/XWF4bXrIYJR+pzxU6mvD/XRZ+ccAAAAAOCQOa9AvBlj1GWBFM8CKZoAVywALAKA57kRsvL10znA/fe8WfDWsu3zVKwAAAOgQhzXoFwOs+gywohlgRTPAimWABQDQHHci+mK4l84djNOLB/vpvfk/754xYPqHdsbpZPnbOt84XV/+PgMAAACHyGEN+sUAqz4DrGgGWNEMsGIZYAEANMediD4qvlLUcJQuHo7T83f208sHo/Tq4qtk7RxPTz2ynx6+M04/Wxk4dbxj16enlL+fAAAAwCFyWIN+McCqzwArmgFWNAOsWAZYAADNcSdi21xwQ3rqYJTuLQ+cul4xKCt/XwAAAIBD5LAG/WKAVZ8BVjQDrGgGWLEMsAAAmuNOxLYZjNId5XHTJjQcpWH5+wIAAAAcIoc16BcDrPoMsKIZYEUzwIplgAUA0Bx3IrbJcJReUR42bUrZXjqn/P0BAAAADpHDGvSLAVZ9BljRDLCiGWDFMsACAGiOOxHbZDBKd5aHTZvQzjh9svx9AQAAAA6Zwxr0iwFWfQZY0QywohlgxTLAAgBojjsR2+LYdemi8rBpU9oZpVH5+wMAAAAcMoc16BcDrPoMsKIZYEUzwIplgAUA0Bx3Ipayl8698Hh60tFx+qHir/Er/u/hXjq//LAu2xmlt5aHTZtS/mN+cfn7AwAAABwyhzXoFwOs+gywohlgRTPAimWABQDQHHci5jl2fbp8MErvH+ynu8uDoLPtjNKpnf304cHx9KpipFV+ji7JP95Plj/+jWic/jj/sT2n/P0BAAAADpnDGvSLAVZ9BljRDLCiGWDFMsACAGiOOxFlf/9Vrj5TGQLV93f52/1M+fm6YsXv06E33E+Xlb8vAAAAQAc4rEG/GGDVZ4AVzQArmgFWLAMsAIDmuBNx1oPG6cGDcfqT8gDooBVDp2PXpYvKz3/Yiq/WVf5YN6D/Uv5+AAAAAB3hsAb9YoBVnwFWNAOsaAZYsQywAACa405E4YIb0lMX/VWDK3S6+CsMy+/nMA3GlY+x0w1H6dPDa9NDyt8PAAAAoCMc1qBfDLDqM8CKZoAVzQArlgEWAEBz3IkY3JCeNRil0+UBULjxfSOiV5TfX9vyj+Hi/GO5ufLxdbid/PMxvCE9vvx9AQAAADrEYQ36xQCrPgOsaAZY0QywYhlgAQA0x51ou9331w6O0t+VB0Br7HTx1bXK77cNR4+nRw3203tnfEydb+d4enn5+wMAAAB0jMMa9IsBVn0GWNEMsKIZYMUywAIAaI470XYbjNId5fHP2ttPdw/30vnl992k4X763vx9n6p8LJvQOP1l+fsDAAAAdJDDGvSLAVZ9BljRDLCiGWDFMsACAGiOO9H2GozT1ZXxT0Md3U+/UH7/TdkZpVH5/W9S+cf/mvL3CQAAAOgghzXoFwOs+gywohlgRTPAimWABQDQHHeiLbWXzh2M0ufK458GO33s+jQofxjrNthP18x435vTON0+zD835e8XAAAA0EEOa9AvBlj1GWBFM8CKZoAVywALAKA57kTbqc2vfnW2pr8K1nCcnl9+n5tW8Vcnlr9fAAAAQEc5rEG/GGDVZ4AVzQArmgFWLAMsAIDmuBNtp8Eo/WF5/NN0w1H6TPnjWJfhtekh+fs4WX6fG9Zbyt8vAAAAoMMc1qBfDLDqM8CKZoAVzQArlgEWAEBz3Im202CUTs8YADXeBTekR/zDB7GXztk5np66M0qvybtpME6/kj/mtrx374zTzw320yuH16dHTnzYc+Vv85by+9qwbit+PMrfLwAAAKDDHNagXwyw6jPAimaAFc0AK5YBFgBAc9yJts+Fx9OTZgyA2mmcri5GVYP99Lb8P99V+fez+3jeq4ejdH75+1I4sp8env/7UzPeblN69wNvTOeVv18AAABAxzmsQb8YYNVngBXNACuaAVYsAywAgOa4E22f4Si9YsYIqJWG++mjg1XHUuN0+85+enn5K0UN9tM1lcduRqeKr/41+X0BAAAANojDGvSLAVZ9BljRDLCiGWDFMsACAGiOO9H2GY7SeMYYaJN63+RXw8r/80dmPKbrvXvZv14RAAAA6CiHNegXA6z6DLCiGWBFM8CKZYAFANAcd6Ltc+yG9JYZg6DNapw+WgyYhqM0rPy77vb/7ozTa4c3pMeXPycAAADABnJYg34xwKrPACuaAVY0A6xYBlgAAM1xJ9o+g+PpVTPGQZvXOH30wnHarXx7R9s5nubeCwAAAIAN5LAG/WKAVZ8BVjQDrGgGWLEMsAAAmuNOtH2OjtJzyuOgDe73ZnxbJ9s5nub+GhQAAADYQA5r0C8GWPUZYEUzwIpmgBXLAAsAoDnuRNvnQeP04PI4SM13dD89tvy5AAAAADaYwxr0iwFWfQZY0QywohlgxTLAAgBojjvRdhqM0p3lgZCa7YLXpSPlzwMAAACwwRzWoF8MsOozwIpmgBXNACuWARYAQHPcibbTsVF6e3kgpEY7Wf4cAAAAABvOYQ36xQCrPgOsaAZY0QywYhlgAQA0x51oOx27Ll00GKV7ZwyF1EzvLH8OAAAAgA3nsAb9YoBVnwFWNAOsaAZYsQywAACa4060vQajdNuMoZCa6YXlH38AAABgwzmsQb8YYNVngBXNACuaAVYsAywAgOa4E22vB43TgwejdHrGWEjr7a7hKJ1f/vEHAAAANpzDGvSLAVZ9BljRDLCiGWDFMsACAGiOO9F2G47SK2YMhrTeXl3+cQcAAAB6wGEN+sUAqz4DrGgGWNEMsGIZYAEANMediJ1ReuuM0ZDW0TjdPtxL55Z/zAEAAIAecFiDfjHAqs8AK5oBVjQDrFgGWAAAzXEnonB0nG6tjIcU7dTO8TT3150AAADAhnNYg34xwKrPACuaAVY0A6xYBlgAAM1xJ+KswThdPRile2cMiTalu2Z822H2svKPMQAAANAjDmvQLwZY9RlgRTPAimaAFcsACwCgOe5ETDo6To/bGaWPzxgTLdsdw3H6/Ixvb7z8435H/s8/Ln/7obSfrin/2AIAAAA947AG/WKAVZ8BVjQDrGgGWLEMsAAAmuNOxCzDcXr+YJT+MO90ZVxU7d7Bfvqj4Si9onjbQWzAtXI74/Tao8fTo/L/+2T537XYyeLHrvzjCQAAAPSQwxr0iwFWfQZY0QywohlgxTLAAgBojjsRdY6O0w8NR+mWwSi9v/jqWPd9haxx+u2j++kXBsfTq7K9dO7k4/PHvWXGMKnxhuP0jOL9D69Pj8w/vo+W/33j7af3FgOwyR8LAAAAoMcc1qBfDLDqM8CKZoAVzQArlgEWAEBz3IlYt+F+uqwyTmq+k8OJIdhwlM7Pv+2dMx633sbp7mJ4lb+/iyd+CAAAAIBt4LAG/WKAVZ8BVjQDrGgGWLEMsAAAmuNOxLoVQ6jBKN1VGSs12TjdXP44CsUwqvhqXZXH1/f+4X56Qf7Plw320+sHZ8Zc78+7Lf/Pb8v/eV3+vM994I3pvPL7BAAAALaEwxr0iwFWfQZY0QywohlgxTLAAgBojjsRTdgZpdfMGDU11nCUHlP+GCYd3U+PHeyna/LHfqT8thN9pHhM3XMBAAAA3MdhDfrFAKs+A6xoBljRDLBiGWABADTHnYgmFF8ZajBOt88YOa29nVG6qfz+61zwunSkGGUVFf93+d8DAAAA1HJYg34xwKrPACuaAVY0A6xYBlgAAM1xJ6Ipg1F6YXkstfbG6fbhKA3L7xsAAACgcQ5r0C8GWPUZYEUzwIpmgBXLAAsAoDnuRDRpZ5xeWxlNra9Tw1G6uPw+AQAAAFrhsAb9YoBVnwFWNAOsaAZYsQywAACa405Eo/bSOYNReueM8VS0U4NxenH53QEAAAC0xmEN+sUAqz4DrGgGWNEMsGIZYAEANMediMbtpXPW/JWwTg7H6RnldwMAAADQKoc16BcDrPoMsKIZYEUzwIplgAUA0Bx3ItoyGKUXDsbp9hmDqgM1HKWPDffTZeXnBwAAAGiVwxr0iwFWfQZY0QywohlgxTLAAgBojjsRbRqO0vk7++knB6N0T3lYtUK3XfC6dKT8PgAAAABa4bAG/WKAVZ8BVjQDrGgGWLEMsAAAmuNORJseen16QDGcmjGmWq1xun14Q3p8+f0AAAAANM5hDfrFAKs+A6xoBljRDLBiGWABADTHnYi2DK9NDxmM00crI6po43T3cJyeUX5/AAAAAI1yWIN+McCqzwArmgFWNAOsWAZYAADNcSeiFXvpnMEovb8ynlpfdw2vT48sv1sAAACAxjisQb8YYNVngBXNACuaAVYsAywAgOa4E9GGwX56/YzR1Hobp48O99K55fcNAAAA0AiHNegXA6z6DLCiGWBFM8CKZYAFANAcdyKaNhylx1TGUg21M0qvKb9/AAAAgEY4rEG/GGDVZ4AVzQArmgFWLAMsAIDmuBPRtMEova88lGqwux56fXpA+WMAAAAAWDuHNegXA6z6DLCiGWBFM8CKZYAFANAcdyKa1OZXvzqbr4IFAAAAtMJhDfrFAKs+A6xoBljRDLBiGWABADTHnYgmDfbTNeWBVAt9pPxxAAAAAKydwxr0iwFWfQZY0QywohlgxTLAAgBojjsRTRqM0n+bMZBqvOEoDcsfCwAAAMBaOaxBvxhg1WeAFc0AK5oBViwDLACA5rgT0ZThKJ1fHka12AvLHw8AAADAWjmsQb8YYNVngBXNACuaAVYsAywAgOa4E9GU4fXpkTOGUa20M04/Xv54AAAAANbKYQ36xQCrPgOsaAZY0QywYhlgAQA0x52IpgxH6eLyMKqtdkZpVP54AAAAANbKYQ36xQCrPgOsaAZY0QywYhlgAQA0x52Ipgz302XlYVRb7YzSTeWPBwAAAGCtHNagXwyw6jPAimaAFc0AK5YBFgBAc9yJaMrwhvT48jCqrXZG6TXljwcAAABgrRzWoF8MsOozwIpmgBXNACuWARYAQHPciWjKBa9LR8rDqLYajtM/K388AAAAAGvlsAb9YoBVnwFWNAOsaAZYsQywAACa405EkwajdLI8jmqjneNp7q/3AAAAANbCYQ36xQCrPgOsaAZY0QywYi0aYF1y5bsufPbVt/zounre3on7ld8HAECfuRPRpME43VweR7XQyeFeOrf8sQAAAACslcMa9IsBVn0GWNEMsKIZYMVaNMDaffUtzy4/PtKlV/zSV5TfBwBAn7kT0aTBKL1wxkCq2fbT28ofBwAAAMDaOaxBvxhg1WeAFc0AK5oBViwDLACA5rgT0aQH3pjOG4zSXZWRVLPN/fUDAAAAwNo4rEG/GGDVZ4AVzQArmgFWLAMsAIDmuBPRtMF+euWMkVRTLfz1KwAAAMDaOKxBvxhg1WeAFc0AK5oBViwDLACA5rgT0bThXjp3MEp/PGMstfaO7qfHlt8/AAAAQCMc1qB5z9s7cb9LrnjH166ri/duOrf8Ps4ywKrPACuaAVY0A6xYBlgAAM1xJ6INwxvS4wejdKo8mFpnO6P0mvL7BQAAAGiMwxo071lXveMR5d/Uj/SsV988909wGmDVZ4AVzQArmgFWLAMsAIDmuBPRluF++t7yaGqNvbP8/gAAAAAa5bAGzTPAWioDrFgGWNEMsKIZYAEA9IA7EW0ajNLLBuv/SljvfuCN6bzy+wIAAABolMMaNM8Aa6kMsGIZYEUzwIpmgAUA0APuRLRtOE7PGIzSyRlDqoO3n64pPz8AAABAKxzWoHkGWEtlgBXLACuaAVY0AywAgB5wJ+IwDEdpuDNKN1UGVcv3O/lzXFx+XgAAAIDWOKxB8wywlsoAK5YBVjQDrGgGWAAAPeBOxGEajtJjBvvpbYNR+tSMkVW54q8ufN9gnJ5bfh4AAACA1jmsQfMMsJbKACuWAVY0A6xoBlgAAD3gTkQn7KVziq9otTNOP74zSqPBON082E/vHYzSW/L//JrhOD3/gTem88pvBgAAAHBoHNageQZYS2WAFcsAK5oBVjQDLACAHnAnAgAAAIAVOKxB8wywlsoAK5YBVjQDrGgGWAAAPeBOBAAAAAArcFiD5hlgLZUBViwDrGgGWNEMsAAAesCdCAAAAABW4LAGzTPAWioDrFgGWNEMsKIZYAEA9IA7EQAAAACswGENmmeAtVQGWLEMsKIZYEUzwAIA6AF3IgAAAABYgcMaNM8Aa6kMsGIZYEUzwIpmgAUA0APuRAAAAACwAoc1aJ4B1lIZYMUywIpmgBXNAAsAoAfciQAAAABgBQ5r0DwDrKUywIplgBXNACuaARYAQA+4EwEAAADAChzWoHkGWEtlgBXLACuaAVY0AywAgB5wJwIAAACAFTisQfMMsJbKACuWAVY0A6xoBlgAAD3gTgQAAAAAK3BYg+YZYC2VAVYsA6xoBljRDLAAAHrAnQgAAAAAVuCwBs0zwFoqA6xYBljRDLCiGWABAPSAOxEAAAAArMBhDZpngLVUBlixDLCiGWBFM8ACAOgBdyIAAAAAWIHDGjTPAGupDLBiGWBFM8CKZoAFANAD7kQAAAAAsAKHNWieAdZSGWDFMsCKZoAVzQALAKAH3IkAAAAAYAUOa9A8A6ylMsCKZYAVzQArmgEWAEAPuBMBAAAAwAoc1qB5BlhLZYAVywArmgFWNAMsAIAecCcCAAAAgBU4rEHzDLCWygArlgFWNAOsaAZYAAA94E4EAAAAACtwWIPmGWAtlQFWLAOsaAZY0QywAAB6wJ0IAAAAAFbgsAbNM8BaKgOsWAZY0QywohlgAQD0gDsRAAAAAKzAYQ2aZ4C1VAZYsQywohlgRTPAAgDoAXciAAAAAFiBwxo0zwBrqQywYhlgRTPAimaABQDQA+5EAAAAALAChzVongHWUhlgxTLAimaAFc0ACwCgB9yJAAAAAGAFDmvQPAOspTLAimWAFc0AK5oBFgBAD7gTAQAAAMAKHNageQZYS2WAFcsAK5oBVjQDLACAHnAnAgAAAIAVOKxB8wywlsoAK5YBVjQDrGgGWAAAPeBOBAAAAAArcFiD5hlgLZUBViwDrGgGWNEMsAAAesCdCAAAAABW4LAGzTPAWioDrFgGWNEMsKIZYAEA9IA7EQAAAACswGENmmeAtVQGWLEMsKIZYEUzwAIA6AF3IgAAAABYgcMaNM8Aa6kMsGIZYEUzwIpmgAUA0APuRAAAAACwAoc1aJ4B1lIZYMUywIpmgBXNAAsAoAfciQAAAABgBQ5r0DwDrKUywIplgBXNACuaARYAQA+4EwEAAADAChzWoHkGWEtlgBXLACuaAVY0AywAgB5wJwIAAACAFTisQfMMsJbKACuWAVY0A6xoBlgAAD3gTgQAAAAAK3BYg+YZYC2VAVYsA6xoBljRDLAAAHrAnQgAAAAAVuCwBs0zwFoqA6xYBljRDLCiGWABAPSAOxEAAAAArMBhjW22e9WJD+9edcsn19RLys9/lgHWUhlgxTLAimaAFc0ACwCgB9yJAAAAAGAFDmtss92rbrmj/Jvtq3fiX5af/ywDrKUywIplgBXNACuaARYAQA+4EwEAAADAChzW2Ga7Blh1GWAFM8CKZYAVzAArnAEWALBt3IkAAAAAYAUOa2yzXQOsugywghlgxTLACmaAFW7RAOs5e+8+/7JX33x0HT3rx048pPz8AACHwZ0IAAAAAFbgsMY22zXAqssAK5gBViwDrGAGWOEWDbDyn0uuKz8+0EfKzw8AcBjciQAAAABgBQ5rbLNdA6y6DLCCGWDFMsAKZoAVzgALANg27kQAAAAAsAKHNbbZrgFWXQZYwQywYhlgBTPACmeABQBsG3ciAAAAAFiBwxrbbNcAqy4DrGAGWLEMsIIZYIUzwAIAto07EQAAAACswGGNbbZrgFWXAVYwA6xYBljBDLDCGWABANvGnWi9HjRODz52Xbqo/O0AAAAA9IzDGtts1wCrLgOsYAZYsQywghlghTPAAgC2jTvR6oqx1XCUfmZnlD6e//Pzg1G6Ny+dLf/2U/k/7zq6n37hwuNp7q8VAQAAANhADmtss10DrLoMsIIZYMUywApmgBXOAAsA2DbuRAd37Po0GI7SBwfjL4ytluyunVF6Ufn5AAAAANhADmtss10DrLoMsIIZYMUywApmgBXOAAsA2DbuRAczHKVbBqWvdLVCn7zghvSI8nMDAAAAsEEc1thmuwZYdRlgBTPAimWAFcwAK5wBFgCwbdyJlrSXzi3+qsEZY6qVKv7KwqOj9JzyuwEAAABgQzissc12DbDqMsAKZoAVywArmAFWOAMsAGDbuBPVG+6l84ej9JnyiGoN3Xt0nH6o/P4AAAAA2AAOa2yzXQOsugywghlgxTLACmaAFc4ACwDYNu5E9Qb76Y9mjKfW1ekLj6e5v44EAAAAoKMc1thmuwZYdRlgBTPAimWAFcwAK5wBFgCwbdyJFjs6TrfOGE2tu88VX2Wr/L4BAAAA6DCHNbbZrgFWXQZYwQywYhlgBTPACmeABQBsG3ei+Y6O0+MG48pYqpGKoVf5/QMAAADQYQ5rbLNdA6y6DLCCGWDFMsAKZoAVzgALANg27kTz7YzSx8tDqQa799j1aVD+GAAAAADoKIc1ttmuAVZdBljBDLBiGWAFM8AKZ4AFAGwbd6LZ7vvqV9WRVNMt/LUXAAAAAB3isMY22zXAqssAK5gBViwDrGAGWOEMsACAbeNONNvR/fQLMwZSTbfw1+QAAAAAdIjDGtts1wCrroXHXgOs+gywYhlgBTPACmeABQBsG3ei2QajdOeMgVTjXXBDmvvrFAAAAAA6xGGNbbZrgFWXAVYwA6xYBljBDLDCGWABANvGnWi28jCqxd5Q/lgAAAAA6CCHNbbZrgFWXQZYwQywYhlgBTPACmeABQBsG3eiqqPj9LgZw6i2WvjrLwAAAAA6wmGNbbZrgFWXAVYwA6xYBljBDLDCGWABANvGnahqZ5ReNGMY1Uo74/T75Y8HAAAAgA5yWGOb7Rpg1WWAFcwAK5YBVjADrHAGWADAtnEnqhqO0ivKw6i22hmlj5c/HgAAAAA6yGGNbbZrgFWXAVYwA6xYBljBDLDCGWABANvGnajq6Cg9pzyMaqud/fTh8scDAAAAQAc5rLHNdg2w6jLACmaAFcsAK5gBVjgDLABg27gTVV1wQ3pEeRjVVkfH6dbyxwMAAABABzms0TW7V95y1bOvuuVX1tOJf1V+/km7Blh1GWAFM8CKZYAVzAArnAEWALBt3IlmG4zSveVxVCsdT9eVPxYAAAAAOshhja559tUnTsz4jemVuuTqE79Yfv5JuwZYdRlgBTPAimWAFcwAK5wBFgCwbdyJZhuM059UxlEtdOz6NCh/LAAAAAB0kMMaXWOAVZ8BViwDrGgGWNEMsGIZYAEANMedaLbBKL2hPI5qoTvLHwcAAAAAHeWwRtcYYNVngBXLACuaAVY0A6xYBlgAAM1xJ5rtQeP04EH7fw3hG8ofBwAAAAAd5bBG1xhg1WeAFcsAK5oBVjQDrFgGWAAAzXEnmu/oON06YyTVSMNR+ny2l84tfwwAAAAAdJTDGl1jgFWfAVYsA6xoBljRDLBiGWABADTHnWi+4V46fzBKp8tjqSYajtLPlN8/AAAAAB3msEbXGGDVZ4AVywArmgFWNAOsWAZYAADNcSdabHA8vao8llp7++mPyu8XAAAAgI5zWKNrDLDqM8CKZYAVzQArmgFWLAMsAIDmuBPVG47SLZXR1JraGaeTxVfaKr9PAAAAADrOYY2uMcCqzwArlgFWNAOsaAZYsQywAACa4060nMEovb88nlpDnz12Xbqo/L4AAAAA2AAOa3SNAVZ9BlixDLCiGWBFM8CKZYAFANAcd6LlDUbpDXn3zhhSHbxx+pMHjdODy+8DAAAAgA3hsEbXGGDVZ4AVywArmgFWNAOsWAZYAADNcSc6mKOj9JzBKN1ZGVQt3+mdUXpr+XkBAAAA2DAOa3SNAVZ9BlixDLCiGWBFM8CKZYAFANAcd6LVDI6nVx1kiDUcpc8fHadbh3vp/PJzAQAAALCBHNboGgOs+gywYhlgRTPAimaAFcsACwCgOe5EMceuz3/YRukNw1H6r/k/P5n/8zP5Pz+3M0qfyvv4cD+9Z3BDelb57QAAAADYcA5rdI0BVn0GWLEMsKIZYEUzwIq1jQOs/HP5nvwxn1hLV9+yV35+AICz3IkAAAAAYAUOa3SNAVZ9BlixDLCiGWBFM8CKtZUDrKtu+cCMt1m14+XnBwA4y50IAAAAAFbgsEbXGGDVZ4AVywArmgFWNAOsWAZY4QywAIC53IkAAAAAYAUOa3SNAVZ9BlixDLCiGWBFM8CKZYAVzgALAJjLnQgAAAAAVuCwRtcYYNVngBXLACuaAVY0A6xYBljhDLAAgLnciQAAAABgBQ5rdI0BVn0GWLEMsKIZYEUzwIplgBVu7gDr4r3bznn21e940xr7pvL7AAC6zZ0IAAAAAFbgsEbXGGDVZ4AVywArmgFWNAOsWAZY4eYOsJ75I7d+6YzHr9yzr7zlueX3AQB0mzsRAAAAAIfpMXk/lffreX+aV4wWPp/3V3m/k/fGvGfnnXP2DbrCYY2uMcCqzwArlgFWNAOsaAZYsQywwhlgAQBzuRMBAAAAcBi+Me8389KSfSKvU4crhzW6xgCrPgOsWAZY0QywohlgxTLACmeABQCHo/j/i+U70dl+eeJxh8qdCAAAAIC2FWOLe7Lq0WyZfilv7m/otclhja4xwKrPACuWAVY0A6xoBlixDLDCGWABQPselPeprHofOpsBFgAAAABb6Wey6rHsoP2XvPOyQ+awRtcYYNVngBXLACuaAVY0A6xYBljhDLAAoH3vzqp3ockMsAAAAADYOt+fVQ9lRX+Td23e4/K+PO9+eQ/Le2nex2c8vmjhOKQNDmt0jQFWfQZYsQywohlgRTPAimWAFc4ACwDa9T9l1XtQOQMsAAAAALbKMDsztCofyj6anRlbzfOleTdl1bcresnE41rnsMYyirFA8ZvQ6+h5eycWfuU3A6z6DLBiGWBFM8CKZoAVywArnAEWALTnSN6ns+k70F+V/nORARYAAAAAW+VdWfVIdkfeQycfNMcXZbPfvji8nT/xuFY5rLGM3StP/HD5N1UD/XX5+ScZYNVngBXLACuaAVY0A6xYBljhDLAAoD2/mk3fgH4z702lbysywAIAAABga3x9XvEb3OUj2UF+Y+mr8+7Mqs8xdwzQNIc1lmGAtUwGWMEMsGIZYEUzwIpmgBXLAAsA+uefZ9O3n+LXVw/Pe2Pp24sMsAAAAADYGj+XVQ9kH5p6xHKK3/gvP8+f5X3x5IPa4rDGMgywlskAK5gBViwDrGgGWNEMsGIZYAFAvzws77PZ9O3n7K8ZDbAAAAAA2FrFb5TO+spVl08+aEkPyDuVVZ9r7m/8NslhjWUYYC2TAVYwA6xYBljRDLCiGWDFMsACgP4o/oDd+7Ppm0/xv8vO/sE7AywAAAAAttbFWfU4djo781cKruJ9WfX5xlOPaInDGsswwFomA6xgBlixDLCiGWBFM8CKZYAFAP3xqmz63vO3eV878e8NsAAAAADYWj+VVY9jH5x6xMFckVWf7/emHtEShzWWYYC1TAZYwQywYhlgRTPAimaAFcsACwD64euyM4OryXtP+dcfBlgAAAAAbK1fzarHsddPPeJgnpxVn6/4zfO5v8nXFIc1lmGAtUwGWMEMsGIZYEXbwgFW/v26Kf98/tZauvKWl5af/ywDrKUywAKAzXdO3u9m07eeD//9t08ywAIAAABga/1FVj2OXT71iIO5f1Z9vqInTj6oDQ5rLGP3qlueVYyZ1lH+XG8vP/8kA6z6DLBiGWBF68YA6+K9284pXgvr6pl7by/+f/NMl1x14tL84/mrddWVAVZb2hxgPevKE9+VP+Yz6+p5eyfOK7+Ps/o4wMq/v/fL//0n1tWzr37HM8vvAwB67DXZ9I3nVN5jph5xhgEWAAAAAFtp3ljq4onHrOIvs+pzft/kAxY5cuTIw4sjWLRjx469ZfKwVvzn8mOkNvvOl/2vH9yt/mbxSj39R37uQ+Xnn+xZP/b24jfYK29X7jt/+Mb0pBdccd8/y//ubN/2otfcXH7+s33Dky758fLjI33T01+wV34fZ3vS86/4d+XHr9olV978d+Xnn+yp/3z8f5TfZtWe/iNv/L/Lzz/ZJT/2H4rhSuXtVukp3/uT/7H8/Gd75KO/9Yef/sM3/u66evRTLruy/D7O9oTnv/JN5Y8t0L3l55/saS/d/80Zb7NSz3j5mz9afv6dnZ0riv//Ufzzma986+3lt1m1i7//p3+x/L763lN/8Lr3lX8cVu27XvFv/p/y8x9GX/Oob35p+WOL9C2XvXS//D4Oo4tf/K/fc8mVP393XU972ev+9onPf+Xni3+W/93ZnvGKf/Ox8vNP9swf/bf/vfzjsGrf8ZJrf638/NJhdvb/h1xwwQVzvxIhwAb4puzM4GryxnPN1CO+YO0DrHXdiIrciaR2m/z1dPnfSVpvXm9Se3m9Se3ltgZsmouy6mGs6GGTD1pB8WXoy8859yt9TCoOa4PB4OTkQUzqSw97xNelh3/dY9bShflzlZ9/smMP+5rahhc+POX/A+a+xxf/LP5z+TFFg+GxyvN/4f08Ij36256zti58xNdW3sfZiu/3NzzxWWvqmZXnn+xxz/qB9O0v/tm19PjnvKzy/JM94Xk/mp7yon+1li560m7l+Q+jr/n6b0qPvvi711b5+Sd7wvP+ZWWEsWrf/uLXVp5/sm/7vmsqb7Nqj9u9vPL8fa/4Pj/jX7xxLRX/fS8//2E1PHbh2hoMzvycvE099Qevr7w+Vu3x3/0jleeXOtK9DkXAhvrSvN/Lpu87xX++3+SDJqx1gOVGJEmSJEkauK0BG+LpWfUwVjT3r6RZ0q1Z9TmLI1ytYs064ydVSZJm9g1PeGb6lkt/cC1943c8r/L8kz3qW59eeZtV+/p//NTK80vb2Nf/46eli5586Vp65GO+tfL8Ulcq/rRe+dc+ABvg2mz6tnNP3rdMPWLaWgdYbkSSJEmSpCK3NWATvCCrHsaKY1rUzVn1eU9MPWIOf7pRkiRJUt8aDodXlH/tA9BxT8w7nU3fdq6bekTVWgdYbkSSJEmSpCK3NWATvCSrHsY+M/WI1bw5qz7vf5p6xALFga38d7yuUrGEnfyJufjP5cdI25zXiLQ4rxFpfl4f0uLKr5Hi28q/7gHosC/L+3g2fdf5WN4/mnzQDGsdYBXWdSMqKv/c7H+/SM3l9Sa1l9eb1F5eb1J7lV9vxbeVf70I0DUvy6qHsb+aesRqbsyqz/sbU49oQfETsZ+YYT6vEVjMawTm8/qAxbxGgA1Xvuvcm/fkqUfMtvYB1jr5uRna4/UG7fF6g/Z4vUF7vN6ATfTyrHoYu2PqEas5nlWf97emHtECPzHDYl4jsJjXCMzn9QGLeY0AG+xp2ZnB1eRN5/VTj5jPAAu4j9cbtMfrDdrj9Qbt8XoDNtGsr4D1qalHrKb8JyWLfAUs6BivEVjMawTm8/qAxbxGgA31lXmfyKbvOX+cd97kgxYwwALu4/UG7fF6g/Z4vUF7vN6ATfSSrHoY+/TUI1bz5qz6vP9p6hEt8BMzLOY1Aot5jcB8Xh+wmNcIsKHemlXvOcVXxFqWARZwH683aI/XG7TH6w3a4/UGbKJ/mlUPY/dMPWI1P59Vn/edU49ogZ+YYTGvEVjMawTm8/qAxbxGgBZ8T1a9vSzTHxZvPMOlWfWxb5l6RD0DLOA+Xm/QHq83aI/XG7TH6w3YRE/PqoexomW/tPw8t2bV5yyOcK3yEzMs5jUCi3mNwHxeH7CY1wjQgnUOsB6Qd0c2/bg/zc78lYQHYYAF3MfrDdrj9Qbt8XqD9ni9AZvo0Vn1MFb0sMkHreDDWfU5f3LqES3wEzMs5jUCi3mNwHxeH7CY1wjQgnUOsF6YVR93ydQjlmOABdzH6w3a4/UG7fF6g/Z4vQGb6P5Z9TBW9G2TD1rBX2bV5/z+qUe0wE/MsJjXCCzmNQLzeX3AYl4jQAvWOcBa9bki/ZOsZX5uhvZ4vUF7vN6gPV5v0B6vN2BTzRpLXT71iIOZN+p60uSD2uAnZljMawQW8xqB+bw+YDGvEWDDGGABa+X1Bu3xeoP2eL1Be7zegE31a1n1CPa6qUcczJOz6vPdm/cVkw9qg5+YYTGvEVjMawTm8/qAxbxGgA1jgAWsldcbtMfrDdrj9Qbt8XoDNtU1WfUI9oGpRxzMj2XV5/v9qUe0xE/MsJjXCCzmNQLzeX3AYl4jwIYxwALWyusN2uP1Bu3xeoP2eL0Bm+rbs+oR7J68r5580AHM+opax6ce0RI/McNiXiOwmNcIzOf1AYt5jQBb6o1Z9Sb0y1OPOER+bob2eL1Be7zeoD1eb9AerzdgU90v76+z6oHsxZMPWtID8k5l1ed62uSD2uInZljMawQW8xqB+bw+YDGvEWBLGWAB9/F6g/Z4vUF7vN6gPV5vwCabdSD70NQjlnNVVn2eP8/74skHtcVPzLCY1wgs5jUC83l9wGJeI8CWmnVfMsCCLeT1Bu3xeoP2eL1Be7zegE32qKx6ICv67skH1Sj+ysI7s+pzvHryQW3yEzMs5jUCi3mNwHxeH7CY1wiwpQywgPt4vUF7vN6gPV5v0B6vN2DTvTurHsnuyHvo5IPm+KK8d2XVty8GWV818bhW+YkZFvMagcW8RmA+rw9YzGsE2FIGWMB9vN6gPV5v0B6vN2iP1xuw6S7M+1xWPZT9Qd7DJh5Xdr+8m7Lq2xW9dOJxooKGTAAAgABJREFUrfMTMyzmNQKLeY3AfF4fsJjXCLClDLCA+3i9QXu83qA9Xm/QHq83oA8uz6qHsqLP5v0veY/N+7K8/yE7M9gqBlYfm/H4ovdmZ74y1qE5cuTIw/OfkE/+/U/MJ4v/XH4MbDOvEVjMawTm8/qAxbxGgC3V6QGWn5uhPV5v0B6vN2iP1xu0x+sN6ItiaFU+lh20D+bdP+uA4ifjYhHrJ2WYzWsEFvMagfm8PmAxrxFgC3V6gFXwczO0x+sN2uP1Bu3xeoP2eL0BfXFF3j1Z9Wi2TMVh7SszAAAAALZJ5wdYAAAAANC2b877z1n1cDavT+T9QHbIf+0gAAAAAIfCAAsAAAAA5vjGvJ/Ouy3vz/PuzjuVd2feh/LelHdp3jln3wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHrvMXk/lffreX/6/7N378HWnXV9wH/vmxvkBuRibRKSN0amLTBoBqjIRV4uQm2BtuAFW5SLwUFQGC6mEyLaQAS1rRioNdBRtFSpQApIyISrwJRWwICdhmABkQCJIeSFyCVI8ib0ebqzz1l7P3ufc/bal7X2sz+fme8f5P3ttdeaedbvYf1mnXNSbkm5NeWmlI+mXJry+JQjhx+AKY5N+acpF6VcmfLplK/GYD19OeVTMVhnv5ryuJRjBh+DqtTUU2u6Frplf4DNYw8BWE/6N33keQIWr6Z+X9O1UA97FzAv+xtQnfumfGfBeU/0x7kp74/yHKfl8ylPzR+Ehruk/GTKZSnfjHLd7JQbUy5OOSW6V/v9zvLV1FNruha6Y3+YHvvDZqt9TdlDgFrp36PRv1k2zxPT06fewfqpqd/XdC3Uwd41PfYuFqn2NWp/A6pVcwN/QcrhKM9vL3lbygnBpjuQ8msxeNN6fI3Mmi+l/PPoVs33O8tXU0+t6VroxoGwP+wW+8Nmq3lN2UOAmunfk6N/s2gHwvPEbulL72D91NTva7oW1t+BsHftFnsXi1TzGrW/AVWrtYG/PMrzmjV/lnJ8sMnyGhhfF/PmguhOrfc7y1dTT63pWuiO/WH32B82W61ryh4C1E7/nh79m0XyPLF7+tA7WD819fuaroU62Lt2j72LRap1jdrfgOrV2MCfHuU55eRfh/obKQ9MOS7l6JRzUp4Vg79NPV6f89Zgk017qLg95d0pP5/ygJS7xeDvD5+a8oMpv5TyhQmfG+bZ0Y0a73eWr6aeWtO10C37w+6xP2y2GteUPQTYBPq3/s1qeJ7YPV33DtZPTf2+pmuhHvau3WPvYpFqXKP2N2AjTGrgl49UrJcDMfnvTn8yBs16mmNSXhfl53Ke2ahjs4w/VPxdym/HYJ3t5qiUX025I8o1lY+z03pcltrud5bvQNTTUw9EPddC9+wPsLPa1tSBsIcAm0H/HtC/WTbPE7BYB6Kefn8g6rkW6mLvgtWqbY0eCPsbsCFqa+CXRXk9N6Sc1iyaYl9M/vxNKXdv1LE5mg8V+W3qs0f/eU9+Nso1NTzeqtV2v7N8k3riuvbUSeeyrtdC9+wPsLPa1tSkPcAeAtRI/96mf7NMnidgsSb163Xt95POZV2vhbrYu2C1alujk/Yn+xtQpZoa+H1i8hv0T2oW7eKklENRHuPFzSI2Rn6oyBv4T4z/w4z+MMo1dTjllGbRCtR0v7N8NfXUmq6FfrA/wM5qWlP2EGCT6N+j9G+WxfMELE5N/b6ma6E+9i5YrZrWqP0N2Cg1NfDfifJarhqp2JvcrMePc13K/mYRG+E/pJwx/h9byL8+c3xN5TytUbMKNd3vLF9NPbWma6Ef7A+ws5rWlD0E2CT6d0n/Zhk8T8Di1NTva7oW6mPvgtWqaY3a34CNUksDz39DetKbr+c1i/Yov2l/W5THelSzCGb0iSjX1CtHKpavlvud5aupp9Z0LdTJ/kCNallT9hBg0+jfJf2bvvM8wSarqd/XdC2wG3sX7K6WNWp/AzZOLQ38YJTXcXsMfiVhG++O8ni/NVIBs3lLlGvqDSMVy1fL/c7yHYxyraxrTz0Y5Xev67VQJ/sDNaplTR2M8jrsIUDN9O/J9G/6zPMEm+xglGtvXfv9wSi/e12vBXZj74Ld1bJGD0Z5HfY3oGq1NPCXRnkdHxmpmM35UR7v6pEKmM0fRLmm3jFSsXy13O8sX009taZroU72B2pUy5qyhwCbRv+eTP+mzzxPsMlq6vc1XQvsxt4Fu6tljdrfgI1TSwN/Z5TX8eqRitk8LMrj3ZFyQrMIZnBllGvq95sFK1DL/c7y1dRTa7oW6mR/oEa1rCl7CLBp9O/J9G/6zPMEm6ymfl/TtcBu7F2wu1rWqP0N2Di1NPAvRXkdbf5+7NCJUR4v5yHNItij/SlfjnI9vbxZtAK13O8sX009taZroT72B2pVy5qyhwCbRv+eTP+mrzxPsOlq6vc1XQvsxN4Fe1PLGrW/ARtnUgO/KuXFMfiVn59J+WrKrTFoktekvDfl4pQfTrlrdG9asz3YqGnjxiiP+bRmAexRvlfG11LOY5tFK1DD/c7y1dRTa7oW6mR/oFY1rCl7CLCJ9O/p9G/6yPMEm6ymfl/TtcBu7F2wNzWsUfsbsJEmNfBZcijlopSTozv3i/K8cs5pFrXwsSiPma8VZvWuKNfSN1KOaRatQA33O8tXU0+t6Vqok/2BWtWwpuwhwCbSv6fTv+kjzxNsspr6fU3XAruxd8He1LBG7W/ARpq3gQ/ztyk/Ft14TJTnk3N8s6iFK6I85qUjFbC7x0W5jrpaSzXc7yxfTT21pmuhPvYHalbDmrKHAJtI/55O/6ZvPE+w6Wrq9zVdC+zE3gV7V8Matb8BG2lRDXyYV6bsi9V6cpTncXikop03RHncN45UwM5OSrkuynV0S8pZjbpVqeF+Z/lq6qk1XQt1sT9QuxrWlD0E2ET693T6N33ieQLq6vc1XQtMY++C2dSwRu1vwEZqNvCvpVyW8gspj0y5Zwz+PuuRKaek3CflvBg0sdsanxvPS2O1nhnlOeQ3euf12iiPe+VIBUyX/4/M5VGuoZz8N5q7UMP9zvLV1FNruhbqYX9gE9SwpuwhwCbSv6fTv+kLzxMwUFO/r+laYBJ7F8yuhjVqfwM20r1j8DeXn5hy1Ni/7eTslLdE2eCG+Ynt0qV7TpTff9NIRTu/HeVx3zdSAdO9LMr1k/PhlCMadatUw/3O8tXUU2u6Fuphf2AT1LCm7CHAJtK/p9O/6QvPEzBQU7+v6VpgEnsXzK6GNWp/A2jhwiibXM4XU+7SqFum50X5/TeMVLRzSZTH/eBIBUz2U1GunZyvpBzYLls7fbjfWb6aempN10Id7A+wN31YU/YQgNnp37BcnidgW039vqZrgXH2LuhGH9ao/Q2gpVdF2ehyXtgsWqJJb9B+eaSiHW/Q0sY/Sbk1yrWT/9ujG3Xrquv7neWrqafWdC2sP/sDzKbrNWUPAWhH/4bl8DwBo2rq9zVdCzTZu6BbXa9R+xtAS0enXBtls/tEs2iJJv0N2ZtHKtp5bZTH9Tdk2cmDU74Z5bq5PeXHG3XrrOv7neWrqafWdC2sN/sDzK7rNWUPAWhH/4bF8zwBpZr6fU3XAkP2Luhe12vU/gb02lOibCZ7yV/mD6/As6P87pzTm0VL8pNRfu/hkYp2/ijK475ppII+6foeOTflq1EeP+e8Rl0NurzfWb6aempN18L6sj/YH2ivyzVlDwH6rOvn393o39Sk6/vN88Rqegfrp6Z+X9O1QGbvsnfRH12uUfsb0GtdP+zvJjfq8e/Oyee9bI+J8ntzjm8WtXBFlMe8dKSCPunyHvmHKTdGeeyc5zfqatHl/c7y1dRTa7oW1pP9YRD7A211uabsIUCfdfn8uxf6NzXp8n7zPDHIKnoH66emfl/TtYC9axB7F33R5Rq1vwG91uXD/l59Nsrvv2CkYjm+L8rvzTmnWdTCx6I85kUjFfRJV/fI96RcF+Vxc17SqKtNV/c7y1dTT63pWlg/9oft2B+YR1dryh4C9FlXz7+z0L+pRVf3m+eJ7ayid7B+aur3NV0Lm83etR17F33S1Rq1vwG91tXD/iw+FOX3/+ZIxXKcGOX35jy8WdTCpLf0nz5SQZ90cY/cM+Wvozxmzq816mrU1f3O8tXUU2u6FtaL/WE09gfm0dWasocAfdbF8++s9G9q0cX95nliNKvoHayfmvp9TdfC5rJ3jcbeRZ90tUbtbwBzekeUDe/3RiqWZ1KznedvSU/bFB7aLGKjfXfKp6JcIzmvatTVqsv7neWrqafWdC2sB/tDed32B+bR5ZqyhwC0p39DO54nyuteVe9g/dTU72u6FjaPvau8bnsXfdLlGrW/Acyhqzdos3dF+d3z/B+7h0V5vDtSTmgWsbFOSbk6yjWS89qUfdul1eryfmf5auqpNV0L/Wd/sD+weF2uKXsIQHv6N8zO80S3vYP1U1O/r+la2Cz2LnsX/dflGrW/Aczhr6Jseqv4G7LZy6L87g+PVMzmF6M83idGKthUd4/Jf1845/Up+7dLq9bl/c7y1dRTa7oW+s3+MGB/YNG6XFP2EID29G+YjeeJgS57B+unpn5f07WwOexdA/Yu+q7LNWp/A2jp9CgbXs5PN4uW6BFRfvfhlJOaRTOY9EbuJSMVbKLjU/5nlGsj540pR2yXVq3r+53lq6mn1nQt9Jf9YcD+wKJ1vabsIQDt6N8wG88TA133DtZPTf2+pmthM9i7Buxd9F3Xa9T+BtDSz0XZ8HLObBYt0dEpX4ny+3+mWbRH+Vem3hblsR7dLGLj3DXlfVGui5y3pRy1XVq9ru93lq+mnlrTtdBP9odt9gcWres1ZQ8BaEf/hr3zPLGt697B+qmp39d0LdTP3rXN3kXfdb1G7W8ALeTmeW2UDe+TzaIVuDTKc7hqpGJv8q9dHD/O9bE5vy6VUn5guCLKdZFzZcox26XV68v9zvLV1FNruhb6xf6wzf7AovVlTdlDAGajf8PeeZ7Y1pfewfqpqd/XdC3Uy961zd5F3/VljdrfAGb0yigbXs6FzaJdPCjKz+c8uVm0i/tG+fmcJzaLdpF/5eGhKI8xy7VQl/yrct8U5ZrIyT/lkX/aYxUWcY8swiLud9ZDX3rqItZ+X66FutgfRtkfWLRFrKlF3B/2EIDZ6N+wN54nRi2id7CZ+tLvF3Ev9eVaYBp71yh7F323iDW6iPvN/gZsjNfH/L+W7/wom13ODSnHNep2s4gGnr0lymPkczmtWTTFvpTLovx8buj3aNSxOfKa+P0o10TO/4jZ1vi85r1H+nS/sz760FPnXftDfbgW6mF/GGV/oKlPa2re+2PIHgJsAv17lP7NMnmeGLWo3sHm6kO/n/deGurDtcAk9q5R9i6WqU9rdN77bcj+BmyEq2PQoN6T8qMx+FWEe3VWTH/TPeep26V7sqgG/j0pt0R5nGtSzmnUjcvX/rooP5fzrEYdm+VVUa6HnA+nnNioW4V575E+3e+sjz701HnX/lAfroV62B8Gzgr7A6U+ral5748hewiwCfTvbfo3y+Z5YuCsWGzvYHP1od/Pey8N9eFaYBJ718BZYe9i+fq0Rue934bsb8BGGDbwYW5K+cOU56Y8OOVAyt1Sjkw5OeXeKc9I+eOU28Y+28wrYnaLauDZeVEeJ+cbKb+e8oCUY2Pwt6pzw88N+lMT6nPeHoM3a9k8x0e5HhadvCb3at57pE/3O+ul654679pv6vpaqIP9wf7Azvq0pua9P5rsIUDt9G/9m9XwPLG83sFm67rfz3svNXV9LTDO3mXvYrX6tEbnvd+a7G9A9cYb+CJySbRreIts4Flu1OPHmjUfidW/uU9/1P5QsYi0vd9ZP1321HnX/rgur4U62B92j/1hs/VpTc17f4yzhwA10793jv7Nonie2D1tewd02e/nvZfGdXktMM7etXvsXSxSn9bovPfbOPsbULVFNvAbUx4f7S26gWfnpxyO8ph7yeUxeHuYzeWhYnrmvd9ZT1311HnX/iRdXQt1sD9Mj/2BrE9rat77YxJ7CFAr/Xt69G8WyfPE9MzbOyDrqt/Pey9N0tW1wDh71/TYu1iGPq3Ree+3SexvQLXOiMGvK/xA7PwrCXfKZ1KeH/M3u2U08Oz+Mbi+8eNOy+dj8Gsa27wFTF1qe6jo0/3O+uqip8679qfp4lqog/2hjP2Bpj6tqXnvj2nsIUCN9O8y+jfL4HmizKJ6Bwx10e/nvZem6eJaYJy9q4y9i2Xq0xqd936bxv4GVO+4lEen/HLKG1L+POX6lK/H4C3Um1M+l/LxO/89N/4Hxvo0unNTLk750xhc17disGkdSrkq5TUpT4jB38uF2tV+v7N8NfXUmq4F5mV/YNFqX1P2EKBW+rf+DW3U3jtYPzX1+5quBfrE3kXf1b5G7W8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwzk5LuTHlO1NyS8p9t6oX54dTbo/y+4b5y5Tjt6oBAAAA2FTmVwAAAAD03mNT7ohyiDTMNSnHbVXP7++nfCnK7xnmWyn326oGAAAAYNOZXwEAAADQey+PcpDUzB9sl85lf8r7ojx+Mz+7VQ0AAAAAA+ZXAAAAAPTaESkfjHKY1MzThsVzuCjK4zbzhu1SAAAAANhifgUAAABA752e8uUoh0rDfDPl3lvVs3tkyu1RHneYT6ecsFUNAAAAAKPMrwAAAADovR9JuSPK4dIwV6ccu1W9d38v5W+iPN4wf5dy7lY1AAAAAExmfgUAAABA7/16lAOmZn53u3RP9qe8O8rjNPOcrWoAAAAA2Jn5FQAAAAC9dmTKh6IcMjXzlK3q3b0kys838+btUgAAAADYlfkVAAAAAL13z5RDUQ6bhvl6yj/Yqp7u4SmHo/z8MJ9NudtWNQAAAADsjfkVAAAAAL33uJQ7ohw6DfO/U+6yVV06NeW6KD83zLdTHrhVDQAAAACzMb8CAAAAoPf+XZSDp2Zes106Yl/KlVHWN/O8rWoAAAAAaMf8CgAAAIBeOyrlf0U5fGrmyVvV2y6Isq6Zt26XAgAAAEBr5lcAAAAA9N5ZKV+Jcgg1zNdS7rVVHfHQlNsm1A1zbco9tqoBAAAAYD7mVwAAAAD03hOiHEQ18/GUY1JOTvnChH8fJg+2HhQAAAAAsFjmVwAAAAD03m9GOZBq5ndS3jHhvzfzogAAAACA5TC/AgAAAKDXjkr5cJRDqb3m8pR9AQAAAADLYX4FAAAAQO8dSPlqlMOp3ZJ/rXv+9e4AAAAAsEwHwvwKAAAAgJ77l1EOqHbK4ZSH/v9PAgAAAMDymV8BAAAA0HuXRDmompYL7vwMAAAAAKyK+RUAAAAAvXZ0ykejHFaN550p++78DAAAAACsivkVAAAAAL12RMoHohxYjecHhh8AAAAAgBUyvwIAAACg1y6Oclg1KfmnDPNPGwIAAADAKplfAQAAANBbj065Pcph1bT81uBjAAAAALAS5lcAAAAA9NZ3p9wQ5ZBqtzwhfxgAAAAAlsz8CgAAAIDe2p/y3iiHU3vJoZQzAwAAAACWx/wKAAAAgF77lSgHU838xYT/1syHUo4MAAAAAFgO8ysAAAAAeutgyuEoh1LD/N+U41N+b8K/NfNrAQAAAACLdzDMrwAAAADoqVNTro9yGDXMt1K+787aY1M+MaFmmDtSHntnLQAAAAAsgvkVAAAAAL21L+XKKAdRzTxrq3rgPim33Plvk3Jjymlb1QAAAADQnvkVAAAAAL12QZQDqGbeuF064rwoa5t5f8oRw2IAAAAAaMn8CgAAAIDeekjKbVEOn4b5q5QTt6pLfxTlZ5q5aLsUAAAAAGZmfgUAAABAb52c8oUoh07DfDvlAVvVk52Q8qkoPzvM7SmP2KoGAAAAgL0zvwIAAACgt/alvD3KgVMzz9uq3tm5KX8X5eeHuT7lu7aqAQAAAGB35lcAAAAA9NqLohw0NfPW7dI9+fkoj9HMO2MwNAMAAACAvTC/AgAAAKC3fiDl1iiHTMNcm3KPreq9uyzKYzVzwXYpAAAAAExlfgUAAABAb9095a+jHC4Nc1vKD25Vz2Yvx37IVjUAAAAAlPYyYzK/AgAAAKAz/z3KwVIz52+XtrLbTyd+PuWkrWoAAAAAGGV+BQAAAEBvPTfKgVIzV6Ts26pu70VRHruZt2+XAgAAAMAW8ysAAAAAeuv+Kd+Ocpg0zHUpp25VzycPwS6P8juaecFWNQAAAACYXwEAAADQYyemfCbKIdIwh1N+aKt6MU5O+WKU3zVM/jXvD9yqBgAAAGCTmV8BAAAA0Gt/HOUAqZmXbJcu1MNiMBwb/75hPptyt61qAAAAADaV+RUAAAAAvfVzUQ6OmnlPyv6t6sW7MMrvbObN26UAAAAAbCDzKwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgHXz/SkvTXlvyhdTbkm5NeWmlI+mXJry+JQjhx8AAAAA2KN9Kf8o5byUV6dcmfLpGMwdvp3yrZQbUv4y5U9SfjnlUSn784eXqC/zEOcBAAAAQNXum/KdBec90R/nprw/ynOcls+nPDV/EAAAAGAHJ6X865T/lnIoyhnDXpLnEL+SclwsVl/mIc4DAAAAgI1Q8wtYL0g5HOX57SVvSzkhAAAAACa7PMp5Qtt8LuWxsRh9mYc4DwAAAAA2Rq0vYL08yvOaNX+WcnwAAAAAlBb5AlZOfknop2I+fZmHOA8AAAAANkqNL2A9Pcpzyvlmym+kPDAGv9r/6JRzUp6V8ukJ9TlvDQAAAIDSpBewPpnyH1P+Vcq9U05NOTLlbinfm/LElEtTbp7w2Zzbo/1vwurLPMR5AAAAALBxJr2AlQeI6+pADAZp49eUB6B5mDbNMSmvi/JzOc9s1AEAAABkwxewDqX8+5RzR/95R/dI+f0oZxA5fx2DF4NmcSD6MQ85EM4DAAAAgA1U2wtYl0V5PTeknNYsmmJfTP78TSl3b9QBAAAA/KeU58fsL0s1vTrKOUTOrC/7TJpndDEPmXScTT4PAAAAADZETS9g3Sfljiiv50nNol2cFIOfXB0/xoubRQAAAAALcJeUz0Y5h3hXs2gXfZmHOA8AAAAANlZNL2D9TpTXctVIxd7kYdr4ca5L2d8sAgAAAFiAl0Y5h7h5pGJnfZmHOA8AAAAANlYtL2AdFZN/MvG8ZtEenZJyW5THelSzCAAAAGABfiTKGUTOsc2iKfoyD3EeAAAAAGy0Wl7AOhjlddweg18Z38a7ozzeb41UAAAAAMzvH0c5g8g5tVk0xcEoP9fFPORglJ/b5PMAAAAAYMPU8gLWpF/X/5GRitmcH+Xxrh6pAAAAAJjfD0c5g8gvDR3RLJqiL/MQ5wEAAADARqvlBax3Rnkdrx6pmM3DojzeHSknNIsAAAAA5vSiKGcQHx+pmK4v8xDnAQAAAMBGq+UFrC9FeR3njVTM5sQoj5fzkGYRAAAAwBz2p/xFlPOHf9uo2Ulf5iHOAwAAAICNNukFrKtSXpzyjpTPpHw15dYYDLGuSXlvysUx+BX5d43uTRuGHWzUtHFjlMd8WrMAAAAAYA7/JsrZw9+mfFezaIq+zEOcBwAAAAAbb9ILWLPkUMpFKSdHd+4X5XnlnNMsauFjUR4zX+uenHHGGd974MCBpy4o55999tn/+fTTT3/U+PcAAAAAa+eYGPxw2/jcIecpjbqd9GUe4jx2seAZUY45EQAAAEDPzPsC1jD5pzN/LLrxmCjPJ+f4ZlELV0R5zEtHKqbIg7Wzzjrr6ynfWXDuMFwDAACAtXNsyhkpj015RcoXo5w53J7y3OEH9qAv8xDnsYMlzohyzIkAAAAAemJRL2AN88qUfbFaT47yPA6PVLTzhiiP+8aRiinyTyNOGIotJPknHMe/DwAAAOiFU6KcJewl/yflh2I2fZmHOI8dLHNGlGNOBAAAANAPzRewvpZyWcovpDwy5Z4pJ6YcGYMB4n1SzovBkOm2xufG89JYrWdGeQ75N3LN67VRHvfKkYoplvnTjWeeeeb5498HAAAA9MKsL2C9OeVx0e6H2foyD3EeO1jmjCjHnAgAAACgH+6d8q6UJ6YcNfZvOzk75S1RDqCG+Ynt0qV7TpTff9NIRTu/HeVx3zdSsYM8YMs/5Thv8k8yNgdr+b+NfxcAAADQC7O+gHVLyp/E4M/nzaov8xDnsYtFzYhyzIkAAAAA6nRhlEOonC+m3KVRt0zPi/L7bxipaOeSKI/7wZGKFciDNIM1AAAAWAuzvoDVzPtTzoq968s8xHmskDkRAAAAQL1eFeUgKueFzaIlmvQTjl8eqWhn7p9wXASDNQAAAFhr+1PukXKvlB+Pwbzh5ihnDjmHUr5/8LFd9WUe4jxWyJwIAAAAoF5Hp1wb5TDqE82iJXpmlN+dB5nzem2Ux71ypGIFDNYAAACgOsel/EbK7VHOHvJLQ6dtl07Vl3mI81ghcyIAAACAuj07ymFUzunNoiX5ySi/9/BIRTt/FOVx3zRSsQIGawAAAFCtJ8VghjE+f3h7s2iKvsxDnMcKmRMBAAAA1C2/aDU+jMp5SrNoSR4T5ffmHN8sauGKKI956UjFChisAQAAQNV+Kcr5Q865zaIJ+jIPcR4rZE4EAAAAUL/PRjmQumCkYjm+L8rvzTmnWdTCx6I85kUjFStgsAYAAABVu0vK9VHOIC5pFk3Ql3mI81ghcyIAAACA+n0oyoHUb45ULMeJUX5vzsObRS3cGOUxnz5SsQIGawAAAFC910Q5g8gv/uykL/MQ57FC5kQAAAAA9XtHlAOp3xupWJ5Jw7DzRipmM21o99Bm0SoYrAEAAED1nhHlDOLmkYrJ+jIPcR4rYk4EAAAAUL+ufgNW9q4ov/tVIxWzeViUx7sj5YRm0SoYrAEAAED1HhflHCJnf7Nogr7MQ5zHipgTAQAAANTvr6IcSl0wUrE8L4vyuz88UjGbX4zyeJ8YqVgRgzUAAACo3pOinEN8Y6Risr7MQ5zHipgTAQAAANTt9CgHUjk/3SxaokdE+d2HU05qFs1g0k9MXjJSsSIGawAAAFC9n49yDpF/0G03fZmHOI8VMScCAAAAqNvPRTmQyjmzWbRER6d8Jcrv/5lm0R6dknJblMd6dLNoVQzWAAAAoHpvinIO8d6Risn6Mg9xHitiTgQAAABQrzzcujbKgdQnm0UrcGmU53DVSMXe5D+bOH6c61P2N4tWxWANAAAAqpZf9Pl6lLOIFzWLdtCXeYjzWAFzIgAAAIB6vTLKgVTOhc2iXTwoys/nPLlZtIv7Rvn5nCc2i3aRfyX9oSiPMcu1LJTBGgAAAFTtd6OcQ+Tcq1m0g77MQ5zHCpgTAQAAAPTP62P+X5t+fpTDqJwbUo5r1O1mES9gZW+J8hj5XE5rFk2xL+WyKD+fB273aNStlMEaAAAA9M4bYzDLmNdLopxD5OTjz6Iv8xDnsWTmRAAAAAD9c3UMBkjvSfnRGPwpwb06K+VNUQ6jhpl1+LOoF7C+J+WWKI9zTco5jbpx+dpfF+Xncp7VqFs5gzUAAADonS/GYGaQX/T5ZylHjP7zrr435YooZxA530y553bpnvRlHuI8lsycCAAAAKB/hi9gDXNTyh+mPDflwSkHUu6WcmTKySn3TnlGyh+n3Db22WZeEbNb1AtY2XlRHifnGym/nvKAlGNTjorBQC4P0D41oT7n7TH4ycfOGKwBAABA7wxfwBrmb1L+S8ovxGCmcnbK3WPwYtaJKWekPCLlhSl/mnLH2OeHuTXlCdFOX+YhzmOJzIkAAAAA+mf8BaxF5JJoN5Ba5AtYWR6kjR9r1nwkBkPSThmsAQAAQO+Mv4C1iHwr5V/EfPoyD3EeS2JOBAAAANA/i3wB68aUx0d7i34BKzs/5XCUx9xLLo/Bb//qnMEaAAAA9M6iX8B6Xwz+LOEi9GUe4jyWwJwIAAAAoH/yr7/Pf27wA7HznxTcKZ9JeX7MP4xaxgtY2f1jcH3jx52Wz8fgzyy2+S1eS2GwBgAAAL1zIAbzkA9G+5lK/txbY74faJumL/MQ57Fg5kQAAAAA/XZcyqNTfjnlDSl/nnJ9ytdj8FOCN6d8LuXjd/57fnHrgdHDQdQU56ZcnPKnMbiu/Gv986DzUMpVKa9JeULKkcMP9IXBGgAAAPRanqk8KuXClP+a8uGU61K+FoOZSp6t5P99TcqVKa9I+dGUU/OHl6wv8xDnsSDmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAYAAABAZk4EAAAAAC0YrAEAAACQmRMBAAAAQAsGawAAAABk5kQAAAAA0ILBGgAAAACZOREAAAAAtGCwBgAAAEBmTgQAAAAALRisAQAAAJCZEwEAAABACwZrAAAAAGTmRAAAAADQgsEaAAAAAJk5EQAAAAC0YLAGAAAAQGZOBAAAAAAtGKwBAAAAkJkTAQAAAEALBmsAAAAAZOZEAAAAANCCwRoAAAAAmTkRAAAAALRgsAb/j737gbLsqutEv4EG4iP8nTDmQdftCgQNdHcI3VWTdKd5lHZCpLtDRh9/RDoEDU4rCRMdlsSAGjBCcDJOFHVEnOXg5GFLIpPxBXnIqBnHPxF7oB8rQOYBTtQMNgSSTrrTVal7A/X27upKn7vPrapbVbd2V536fNb6rg5V+5x77jmu1fGX79oHAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAAAAAGARDNYAAAAASMyJAFgL9rzzo7+x57pb71iWvHP/zvzzAACANcBgDQAAAIDEnAiAtWDPT3/0f+y57qNTy5FL33nrm/PPAwAA1gCDNQAAAAAScyIA1gIFLAAAYOAM1gAAAABIzIkAWAsUsAAAgIEzWAMAAAAgMScCYC1QwAIAAAbOYA0AAACAxJwIgLVAAQsAABg4gzUAAAAAEnMiANYCBSwAAGDgDNYAAAAASMyJAFgLFLAAAICBM1gDAAAAIDEnAmAtUMACAAAGzmANAAAAgMScCIC1QAELAAAYOIM1AAAAABJzIgDWAgUsAABg4AzWAAAAAEjMiQBYCxSwAACAgTNYAwAAACAxJwJgLVDAAgAABs5gDQAAAIDEnAiAtUABCwAAGDiDNQAAAAAScyIA1gIFLAAAYOAM1gAAAABIzIkAWAsUsAAAgIEzWAMAAAAgMScCYC1QwAIAAAbOYA0AAACAxJwIgLVAAQsAABg4gzUAAAAAEnMiANYCBSwAAGDgDNYAAAAASMyJAFgLFLAAAICBM1gDAAAAIDEnAqCkV11363P3vPPWn1qujL37znX5ZyYKWAAAwMAZrAEAAACQmBMBUNKea3/vpXmBaZC59N13/G/5ZyYKWAAAwMAZrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAAEBjGKwBAAAAkJgTAVCSAhYAANAYBmsAAAAAJOZEAJSkgAUAADSGwRoAAAAAiTkRACUpYAEAAI1hsAYAAABAYk4EQEkKWAAAQGMYrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAAEBjGKwBAAAAkJgTAVCSAhYAANAYBmsAAAAAJOZEAJSkgAUAADSGwRoAAAAAiTkRACUpYAEAAI1hsAYAAABAYk4EQEkKWAAAQGMYrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAAEBjGKwBAAAAkJgTAVCSAhYAANAYBmsAAAAAJOZEAJSkgAUAADSGwRoAAAAAiTkRACUpYAEAAI1hsAYAAABAYk4EQEkKWAAAQGMYrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAAEBjGKwBAAAAkJgTAVCSAhYAANAYBmsAAAAAJOZEAJSkgAUAADSGwRoAAAAAiTkRACUpYAEAAI1hsAYAAABAYk4EQEkKWAAAQGMYrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAAEBjGKwBAAAAkJgTAVCSAhYAANAYBmsAAAAAJOZEAJSkgAUAADSGwRoAAAAAiTkRACUpYAEAAI1hsAYAAABAYk4EQEkKWAAAQGMYrAEAAACQmBMBUJICFgAA0BgGawAAAAAk5kQAlKSABQAANIbBGgAAAACJOREAJSlgAQAAjWGwBgAAAEBiTgRASQpYAABAYxisAQAAAJCYEwFQkgIWAADQGAZrAAAAACTmRACUpIAFAAA0hsEaAAAAAIk5EQAlKWABAACNYbAGAAAAQGJOBEBJClgAALB46V92d8W8J+aTMV+OORzTjvlGzJdi/iTmvTF7Yp46fRjLxWANAAAAgMScCICSFLAAAGBhTot5Q8zHYo7FTC0g98f8QswZ4dTbFOrXt9T8cTjFDNYAAAAASMyJAChJAQsAAPozHPP+mG+GevFoofl6zGXh1FLAAgAAAKCxzIkAKEkBCwAA+vPXoV44WmquC6eOAhYAAAAAjWVOBEBJClgAANCf2QpY34r5LzFXx4zEPDNmXcxzY7bF/EzMfT2Om8lbw6mhgAUAAABAY5kTAVCSAhYAAPQnL2A9GvPrYfrVhPN5csx7Y74d6qWldJ4XnlxaTK8C1se7VqxCBmsAAAAAJOZEAJSkgAUAAP2pFrD+c8xZ3b/uy78I9dLTzPlKU8ACAAAAoLHMiQAoSQELAAD6kwpY34x5ff6LBfpIqBefHos5o7qoAAUsAAAAABrLnAiAkhSwAACgP78Usz7/4SKk1w3mxaeUN1fWlKCABQAAAEBjmRMBUJICFgAAlPeFUC8/3dy1YvkpYAEAAADQWOZEAJSkgAUAAOXdHurlp/1dK5afAhYAAAAAjWVOBEBJClgAAFDe74R6+ekPu1YsPwUsAAAAABrLnAiAkhSwAACgvE+Gevnpw9UFBShgAQAAANBY5kQAlKSABQAAZT0x5huhXn56X3VRAQpYAAAAADSWOREAJSlgAQBAWReHevEp5ZLqogJ6FbA+E/POMP06xK/EHI5px3w95osxfxLzC2H6O3xHGKD169efnYZgS81ZZ531WwZrAAAAAKS5kDkRAKUoYAEAQFmfCvXi0yMxT60uKqBXAWsheSDmPTH/JCxRKl9t2LDhaHUgNqi0Wq135J8HAAAAQPMpYAFQkgIWAACUsyfUi0wpH6wuKmSpBayZPBzz2rAE+TBskEk7YuWfBwAAAEDz5TMnBSwAlpMCFgAAlPGcmK+GeoFpPGZDZV0pgypgzeTmmCeERbADFgAAAACDpoAFQEkKWAAAsPxSMenjoV5aSnlnZV1J1QLWkZiPxbwt5ntjhmKeEbMu5oyYjTFvibk1plM5Ls/Ph0VKJaw0BFtq0o5XBmsAAAAApLmQOREApShgAQDA8rsh1MtKKZ+OeVJlXUkviflUzA/EPDn73VzOirk91L/LTF5/cml5BmsAAAAAJOZEAJSkgAUAAMvr8lAvKaU8GDN8ctmq865Q/04p/yvmtMq6ogzWAAAAAEjMiQAoSQELAACWz/fFtEO9pJR+dlFl3Wr1gVD/bilvry4qyWANAAAAgMScCICSFLAAAGB5bI85FurlpG/FvK6ybjV7Sszfh/p3/EJ1UUkGawAAAAAk5kQAlKSABQAAg/eymMOhXkxKeUtlXRO8NdS/Y8rzq4tKMVgDAAAAIDEnAqAkBSwAABisc2LuD/VCUspPVtY1RSpa5d8zZW91USkGawAAAAAk5kQAlKSABQAAg/OCmK+Gehkp5Wcr65rmf4b6972ua0UhBmsAAAAAJOZEAJSkgAUAAIMxFHNvqBeRUt5fWddEfxnq3/nfdq0oxGANAAAAgMScCICSFLAAAGDpzoz5UqiXkFI+UFnXVH8Y6t/7t7tWFGKwBgAAAEBiTgRASQpYAACwNGfEfD7UC0gpH4p5wsmljWUHLAAAAABWFHMiAEpSwAIAgMV7VsxnQ718lHJLzBNPLm20vw31739d14pCDNYAAAAASMyJAChJAQsAABbn9Ji/CvXiUcqtMU86ubTRnh/q3z/lTdVFpRisAQAAAJCYEwFQkgIWAAAs3HfE/Gmol45S/iDmySeXNt6Ph/o9SGlVF5VisAYAAABAYk4EQEkKWAAAsDCpXPWJUC8cpXwy5qknlzbeU2L+PtTvwz3VRSUZrAEAAACQmBMBUJICFgAA9C+9VvC2UC8cpaQdsdLOWCVcEOqfn/KD1UUF3Bzq15DyruqikgzWAAAAAEjMiQAoSQELAAD684SYD4d62SjlL2Ke9vjK5bfUAtYtMRflP1ygd4T656d8LZS9F10M1gAAAABIzIkAKEkBCwAA+vOBUC8bpXw65hmVdSUstYD1+TC9/o9jXhOmXyXYrw1h9l3AUq44ubQ8gzUAAAAAEnMiAEpSwAIAgPmdHupFo0HnkdC/QRWwZvLNmI/E/MuY7THDMc+MWRfzT2JeEvMjMR+N6WTHVnNjOMUM1gAAAABIzIkAKEkBCwAA5tf0AtYg8ith+jWNp5TBGgAAAACJOREAJSlgAQDA/BSwZs/9MZeGFcJgDQAAAIDEnAiAkhSwAABgfk0rYK0P068b/LMw9ysF58pXYn4yTL+qcMUwWAMAAAAgMScCoCQFLAAAWNueFnNRzM/F7I/57zH/GHM05rGYh2L+Lubgid+n4tZoWAGvG+zFYA0AAACAxJwIgJIUsAAAgMYwWAMAAAAgMScCoCQFLAAAoDEM1gAAAABIzIkAKEkBCwAAaAyDNQAAAAAScyIASlLAAgAAGsNgDQAAAIDEnAiAkhSwAACAxjBYAwAAACAxJwKgJAUsAACgMQzWAAAAAEjMiQAoSQELAABoDIM1AAAAABJzIgBKUsACAAAaw2ANAAAAgMScCICSFLAAAIDGMFgDAAAAIDEnAqAkBSwAAKAxDNYAAAAASMyJAChJAQsAAGgMgzUAAAAAEnMiAEpSwAIAABrDYA0AAACAxJwIgJIUsAAAgMYwWAMAAAAgMScCoCQFLAAAoDEM1gAAAABIzIkAKEkBCwAAaAyDNQAAAAAScyIASlLAAgAAGsNgDQAAAIDEnAiAkhSwAACAxjBYAwAAACAxJwKgJAUsAACgMQzWAAAAAEjMiQAoSQELAABoDIM1AAAAABJzIgBKUsACAAAaw2ANAAAAgMScCICSFLAAAIDGMFgDAAAAIDEnAqAkBSwAAKAxDNYAAAAASMyJAChJAQsAAGgMgzUAAAAAEnMiAEpSwAIAABrDYA0AAACAxJwIgJIUsAAAgMYwWAMAAAAgMScCoCQFLAAAoDEM1gAAAABIzIkAKEkBCwAAaAyDNQAAAJbozPwHwOpkTgRASQpYAABAYxisAQAAsESdmN+PuSjmCdnvgFXEnAiAkhSwAACAxjBYAwAAYImmKvlyzE/FPLdrBbAqmBMBUJICFgAA0BgGawAAACxRtYA1k8mY3435PyrrgBXOnAiAkhSwAACAxjBYAwAAYIny8lWeL8ZcE/PsmQOAlcmcCICSFLAAAIDGMFgDAABgifLC1WwZj/lwzAXHjwJWHHMiAEpSwAIAABrDYA0AAIAlyotW/eRzMT8e84wArBjmRACUpIAFAAA0hsEaAAAAS5SXqxaSozEfitkSgFPOnAiAkhSwAACAxjBYAwAAYIl2xtwa0w71gtVCciDmypinBeCUMCcCoCQFLAAAoDEM1gAAABiQfxpzbcxXQr1ctZA8HPNrMZsDUJQ5EQAlKWABAACNYbAGAADAgD0h5qKY28LSd8X6y5jLY04LwLIzJwKgJAUsAACgMQzWAAAAWEbfGfPTYem7Yj0Q829jvjsAy8acCICSFLAAAIDGMFgDAACggLQr1sUxvx+WvivWnTGvj3lKAAbKnAiAkhSwAACAxjBYAwAAoLC0K9Z1MX8b6uWqheTrMe+PeUEABsKcCICSFLAAAIDGMFgDAADgFEm7Yr0yLH1XrG/H/FHM98esC82V/gPirpj3xHwy5ssxh8P0vftGzJdi/iTmvTF7Yp46fdiyOi/m58P05/6vmPEwfT3fjDkQ88GYS8PyPxfXMSDmRACUpIAFAAA0hsEaAAAAK8DMrlj/M9QLVgvJV8N0AaYVmuG0mDfEfCzmWKh/37lyf8wvxJwRBu9lMf811D9ztvxDzBXpwAFzHQNmTgRASQpYAABAYxisAQAAsILM7IqVCkedUC+u9JtvxdwRszvmiWH1GQ7Tr1dMOyfl322hSa9qvCwMzr+KeSzUP6ef/EHM08NguI5lYE4EQEkKWAAAQGMYrAEAALBCnRnzzph7Q724spD8fczPxPzvYfX461D/HktN2mFsqd4X6uddaNJ3Oz0sjetYJuZEAJSkgAUAADSGwRoAAAArXNoV65KY/xSWtitWOjbtrJV22ErnXMlmK2Clnb3+S8zVMSMxz4xZF/PcmG1humh2X4/jZvLWsHg/HOrnS0mvRvzXMaMxT4t5SswLY34s5ss91qf857B4rmMZmRMBUJICFgAA0BgGawAAAKwiaRerd4Wl74r1lZh3hOni0kqUF7Aejfn1MP1qwvk8Oea9Md8O9e+dzpPKQAs1HKaLRfn57glzn++pMf8h1I9L+dHKun4NB9exrMyJAChJAQsAAGgMgzUAAABWoSfGfF9Y+q5YqZD04ZjNYWWpFrDS7khndf+6L/8i1L/vzPkWKu0clp/nazHPqy6aRdptrNfx34x5VmVdP3qdZy1fx8CZEwFQkgIWAADQGAZrAAAArGIvD9Ov5MvLLAtN2i3q9phNYWVIBaxUyHl9/osF+kiof9fHYs6oLprHxtB7N63/s7poHs+JeSDUz/HO6qJ5uI4CzIkAKEkBCwAAaAyDNQAAAFaZVF75iTD9ure8wLLUfCvm38U8M5xavxSzPv/hIqTX4eXfMeXNlTXz+Y1QP/4zXSv6k8pF+Xm+GqZ3M+uH6yjAnAiAkhSwAACAxjBYAwAAYJVIu13dEjMR6sWVQefvYs4PzfCFUP9+N3etmN2TQ++dmt5SXdSntOtWr9dF7qwumoXrKMScCICSFLAAAIDGMFgDoLTR4fZ5o0OTr09/5r8DAMjM7Hb1xVAvqvSbIzF/0+Pn8yUVvS4Jq196tWL+3fZ3rZjdWKgfm3YJS89lMXq9LvKXu1b0Nhbqx63l61g25kQAlKSABQAANIbBGgCljA5PnTky1L5zpNWequSekQ3tqzY+d+r0fD0AsKbtCEvf7epzMT8WM/PvGS8O0zs/fbPH2tnyUBjMqwBPpd8J9e/1h10rZvfzoX5sKrMt1jtC/Xyf71rRm+soxJwIgJIUsAAAgMYwWAOghFSwGmm1D2blq2oOx9y8Zf2jZ+fHAgBrxrNjrgm9X5nXbyZjPhKmC1yzOS3mh2M+E+rH90raQWo1+2Sof6cPVxfM4Y9C/dhf7VqxMOk1kvn5vh3z9OqiHlxHIeZEAJSkgAUAADSGwRoAJYy02rf0KF31zGhr8o4tQ50ir/s5//nj60dbnZ1bW+0rtgy3L8h/DwAUcWHMfwxL2+3q3pjrYp4bFmZXzH8P9fNVk14x94KZA1aZJ8Z8I9S/0/uqi+bw9VA/9i1dKxbmGaF+vpT0fwNzcR2FmBMBUJICFgAA0BgGawAst60bOm/PS1Z95uDI0ORl+fkWKu2+tbXV2RHPt2/r0ORNIxs6t8d/vjtmIv/Mra32vXHttel1ifl5AICBSrtd/cuwtN2uUjEqvUpvT5guGi1WOvYnYjqh/hkzedfjq1eXi0P9u6T0U3afrRw0VlmzGPeH+jnfXF2QcR3zWL9+/dlpnjOInHXWWb9lTgRAKQpYAABAY6RBmsEaAMsl7S410mp38qLTArOgIlbayWq01b5mZHrXrVS0ys/XT+I1d24rtRNXVbr+tCNXSrp/aZeufA0ArGJpZ5/fCUvb7SoVVn4x5qwwWN8f6p81k49X1q0mnwr17/JIzFOri2Zxbqgfm/LC6qJF+Gyon/M9XSu6uY45pPLVhg0bjlZnO4NMq9V6R/6ZADAoClgAAEBjKGABsFwuGJ4YHmm1v9Gj3LTIdO6Lf948U07Kk353Yk2PY5eUBRXAFmtkuDN2/LPqn5+Sduu6O+3edXwXr1Z7XypqjYWpdfl5AGAFelbM22I+H+pFk4XkL2P2hv7KQ4v1+6H+uSn3VhetEmlnsPx7pHywumgOrwz1Y1NOry5ahE+E+jnnuibXMYd8rjPopB2x8s8EgEFRwAIAABojH9QpYAEwCGNhat1Iq32gR5FoFadz3+jQ5A1b1j96dv59lyKdL+22Vf+8vnJ4ZEN7//Hdsrw2EYCVZ3vMh2PGQ71g0m+OxvxmzEtDGZeG+jWkPFRdtAo8J+arof490rPYUFk3lx8M9eMf61qxOPtD/by3dq3o5jrmYAcsAFYzBSwAAKAxFLAAWA4jG9pX9igLNSl/nr7jxudOLXrHg/OGp5412pq8cWR6d6v8/IvNgVQSy3cHqybtnJVfCwAM0MxuV3eHeqlkIUm7ZV0d84xQ1vNC/VpSvl1dtMI9IUy/MjH/DinvrKybz4+G+vEPd61YnA+F+nk/2bWim+uYRyphpXnOIJJ2vDInAqAUBSwAAKAx0iDNYA2AQUrFopHW5KEe5aCunCgf3TySdnHq8ftVklSeumXrhsd2n//88fX5veglrYvH7OvnHi1jDmwdnjwnvzYAWIJtYem7XbVjPhrzinDqPDnUr2smq8UNoX7tKZ+OeVJl3XyuCvVzfLNrxeL8eqif90+7VnRzHQWZEwFQkgIWAADQGAZrAAzaiWJVXvjJc8vM+rSL1MiG9lXxZ/f0WLfakgpZd49s6Ny+dWjyptFW+5r0Z/rfx38+2N2ulpqjMfuqzw4AFmmpu139Q8zPxHxnWBny65vJanB5qF93yoMxwyeX9eWaUD/P17pWLM6vhPp5/1vXim6uoyBzIgBKUsACAAAaw2ANgEHasv7Rs0fmLxndPdur+0aGJi+Lvz/Y45hBp6soNdLq3Bb/d6fHuuYn3YPnTZ2RPwsAWIC8PNJP0iv9/ijmsrCwXZlKyK91Jivd94XpXcTy604/u6iyrl+9dnz6RteKxVnojk+uoyBzIgBKUsACAAAaw2ANgEE6UWSql3yqGe6M5cflBlzESjtP3ZJ2oxptdXbO9qrA0eGpM7e2OtdubbXv7XGOhqdzX7o3+T0BgD7l5ZG58kDMv4l54fEjV6b8mmeykm2PORbq1/ytmNdV1i3Ej4b6+R7qWrE4Hwr1836ya0U311GQOREAJSlgAQAAjWGwBsCgpGJVvdiTp3NbftxctrY6O+JxN6eCUP1cs+X42pvT9cy209Z8BlwAW0QmD40Mdd5V+vWF6fPGwtS6/H4AwDzy8kivfDom/f+bp504ZiVLr5XrlZXqZTGHQ/2ep7ylsm6h3hDq53usa8Xi/G6on3euf0d0HQWZEwFQkgIWAADQGAZrAAzKyPyFpYn0isL8uH5tGW5fsLXVvmKupDX5cUuRdoWK131LuvYe32c5MjHamrzxvOGpZ+XXkqTdu7YMdS4ZHZq8Ia490OP4QeRg2g0s/2wAmENeHplJ2pHp38dsObmUATsn5v5Qv/cpP1lZtxivDPVzpiyq4F7xiVA/5we7VnRzHQWZEwFQkgIWAADQGAZrAAxCKj71KPJ0JRWL8uNWi7ST1siG9pXxe/x5/r0Gl85tCy2oTb82sX1FvLb98RyH6+dcdO5RwgJgAfLyyD0x18T0LBQzMC+I+Wqo3/+Un62sW6yXhvp5U5b6+sjPhvo539O1opvrKMicCICSFLAAAIDGMFgDYBCOl4DqJZ5KJg/NtqvTapNKUtM7UC3ktYhz5mB6XWL+OQs1FqbWzbVL2MjxVznWPnuuHEznzD8HAHpIhZFOzO/H7Mx+x/IYirk31Is7Ke+vrFuKZ4T6uVNeUV20CL127PrhrhXdXEdB5kQAlKSABQAANIbBGgCDMNLqXN+jwPN4tm7ovD0/pglO7Py1b+vQ5E0jGzq3x3++e2T21xWmn9+d1h1fH48b9CsT5zP9SsX+i2PpOvNzAEAP18c8L/8hyybtUvmlUC/tpHygsm4QepWD3tK1YmFmKzHtqC7qwXUUYk4EQEkKWAAAQGMYrAEwCCND7Tvz8k5XkafVOWX/EelUOP/54+tT2SntPJX+TP87X3OqbH3e1BknymK159Qr6frzcwAAp8wZMZ8P9cJOyodinnBy6UB8KtQ/Zyklr5eH+vm+HfP06qIeXEch5kQAlKSABQAANIbBGgBLNTY8ddrI7Ls+pUykNflxnFrxueyLOdrjeWXp3JdKW/nxAEBx6XXOnw31wk7KLTFPPLl0YG4I9c/6dNeKhfmpUD/fF7pW9OY6CjEnAqAkBSwAAKAxDNYAWKqR4c5YvbRTyVD7zvwYVoatw5PnxGd0T+2Z5dnQuT0/FgAo6vSYvwr1sk7KrTFPOrl0oL4n1D/vsZjnVBctQK8dpH6la0VvrqMQcyIASlLAAgAAGsNgDYClGml1rq8VdrrSuT4/hpXjRAmrj52w2vvyYwGAIr4j5k9DvaiT8gcxTz65dOCeEvNgqH/uldVFfUo7anZC/VwXVRfNwnUUYk4EQEkKWAAAQGMYrAGwVGmHqx5lnZMZ7ozlx7CypHJV7bnVczSVtfJjAYBllcpVnwj1kk7KJ2OeenLpsvlgqH/2Z7pW9Oe6UD/PP4b+X53oOgowJwKgJAUsAACgMQzWAFiKseGp00Za7YkeZZ2ZTKQ1+XGsPOk1gz2eX54D+XEAcEJ6Bdsv98jPVhcts58L9c9PWezr4U619FrB20K9pJOSdsRKO2OVsCnUPz/lB6qL5pGewQOhfo53VRfNw3UUYE4EQEkKWAAAQGMYrAGwFFtbnR09SjonM9S+Mz+GlWnr86bOGGl17qs9wyxbhtsX5McCQJgujuRlkpT3VRctsxtD/fNT0k5Dq80TYj4c6t8l5S9invb4yjJuD/Xr+FrM86qLZpG+y8dC/fhUQHp2ZV0/XMcyMycCoCQFLAAAoDEM1gBYipF5X13XuT4/hpVrtNXZWX+GtezLjwNgzUuvwTsU6oWSduivkDIo6bPSZ+bX8dUw/Sq/1eQDof49Uj4d84zKulJeEDMe6tfzxZgXVtblnhLzH0L9uJQfq6zrl+tYZuZEAJSkgAUAADSGwRoASzHamryxR0Hn8WwZ6lySH8PKtnVo8qb8OVaTnnl+DABr3g+Fepkk5feqiwpJn5lfR8rrqotWuNND/foHnUfCwr0l1M8zc65fjBmJSf+RM5XdUkEpFYq+1GN9yh1heieoxXAdy8icCICSFLAAAIDGMFgDYClGNrT35wWdarYOT56TH8PKlp5Z/hy7Ep95fgwAa16v16mlvKa6qJDXhvp1pKymv79WagErScWi/FwLzd+Epe/i5TqWiTkRACUpYAEAAI1hsAbAUowOte+qFXQqGRueOi0/hpUtPbP8OVaTnnl+DABrWvq7PpV58lLJRMzTKutKSeWl9Nn59TwUVs9rCFdyASt5R8xjoX7OfvLxmGeGwXAdy8CcCICSFLAAAIDGMFgDYClGWpOH8oLOyUweytezOniuACzAxaFeKkn5o+qiwtJn59eT8orqohVspRewkq0xfxbq550t/xDzI2Hwr9lzHQNmTgRASQpYAABAYxisAbBYdkpqLjubAbAAafefvFyS8r7qosJuDPXrSbmmuoiBeFnML8TcGfOPYXr3sU7MAzGfifnNmFfHrJs5YJm4jgExJwKgJAUsAACgMQzWAFisrcOT5+TFnK5saO/Pj2F1SM+u9jwrSc8+PwaANesjoV50SnltdVFhrwv160n599VFQJ05EQAlKWABAACNYbAGwGJtGepckhdzqhltTabdJ1iF0rPLn2c16dnnxwCwZn021ItOKZuriwo7N9SvJ8XunDAPcyIASlLAAgAAGsNgDYDFGmm19+XFnCz78mNYHeYrYG1ttf37AgAz/i7Ui04p6ytrShsK9etJ+Up1EVBnTgRASQpYAABAYxisAbBY85V07JK0eo0Mte/Mn2d3AauzIz8GgDXroVAvOqWcXl1U2NND/XpS7q8uAurMiQAoSQELAABoDIM1ABZrZEN7f17M6SrpDE+ekx/Dyjc2PHVafH4T+fOsZCKtyY8DYM16LNSLTilPqi4qLH12fj0pj1YXAXXmRACUpIAFAAA0hsEaAIs1OtS+q0c55/EMuqSza+Mj5+3eOHFF+jP/HYMzMtwZy59lV4bad+bHALCmTYR60SnladVFhaXdt/LrSWlXFwF15kQAlKSABQAANIbBGgCLNdKaPFQr5zyeyUP5+sXatfGRM3dvGv/zmKlKDu7afOyy126cWrbXG42NTa171bnjF6TS13zZc+7Ezrh2fX6O1Wik1bm+/jyr6VyfHwPAmvZAqBedUl5QXVTY2aF+PSnpdYnAHMyJAChJAQsAAGgMgzUAFuPEa+p6lHOmk3bHyo9ZqEs3TuzYvXn85t2bxg9l5assE3fHP2/Zs2n8mnTMUnbeOl72SqWqTeP7Yw7XP2veTKTr2bVp/Pb4zzft2nxsXypx5Z+zkqUdrvLn2ZXhzlh+DABr2v8X6kWnlEuqiwp7VahfT8rfVxcBdeZEAJSkgAUAADSGwRoAi7F1ePKcWjGnmg3t/fkx/aiUru7rUW7qNxMxd+7aNHH9nk0TY3MVstKuVbs3PnLJns3HbojHHOhxrkHlwKWbJ8/JP3+lOVGsm6g9z5OZmOt+ArAmfSrUi04pP1ddVNi7Q/16Uv6ssgbowZwIgJIUsAAAgMYwWANgMbYMdS7pUc55PKOtyRvzY+aSilK7N40f7FFcGkSOF7L2bBy/cXfaler47lTHd81KP8/XLmeOph2x8u++koxsaF+ZP8uuDLXvzI8BYM371VAvOqV8urqosAOhfj0pv11dBNSZEwFQkgIWAADQGAZrACzG6NDkDbVyTnf6Khq9+iWPnr178/htPcpKjU0qgF36XUfOyO/FqXbe8NSzRlqTh3o8y0o61+fHAbDmXR7qRaeZbKysKyV9Zn4dM/nxyjqgB3MiAEpSwAIAABrDYA2AxRhptQ/Uyzkns2W4fUF+TNU/P+/ws07sSFV6F6qVkvv2nDuxM78vp1LatSx/jnm2tjo78uMAWPPOCvWi00w+UllXyu+G+nXMZHNlHdCDOREAJSlgAQAAjWGwBsBCjQ5PnZkXc7IcHgtT6/LjkrGxqXW7N01cuXvT+KEepaS1mJvSPcnvU2lb1j96dnxuEz2eZTUH8+MA4ITPhXrZaSbfU1m33FK5Of/8mfxtZR0wC3MiAEpSwAIAABrDYA2Ahdraal/Ro5xzMhva+/Njkl2bj122e9P4wR4lpLWe+3ZvHr/50o0Tp2x3qZFW57bac8wz3BnLjwOAE64L9cLTTA7FrD+5dNkMxXwt1D9/Ju89uRSYjTkRACUpYAEAAI1hsAbAQqWCVa2cU0kqaFXX79r4yJm7N40f6FE8WkgeLym96tzxC/ZsGr8m/uyW3Zsm7u6xdpA5sGfzsRt2b5y4Yrbs2nxsX1x3065N47efuJ5Fv1Yxfq+70v2q3r/llopV+TOsp3NbfhwAVJwRMxHqpaeZfClmw+OrBy+d+8uh/rkzacc8//HVwKzMiQAoSQELAABoDIM1ABZiLEytG2m1D9cLOieTXlE4s/5E+eqevGjUZ/raGeq1G6dO37NpYmzXponr4zF37l5CASrmcMz+48WqJRShXnXu+Pp4npt6nL+f3LOUz16o+MwO5s8wy0R6RWF+HABkfjnUi0/VHI55w+OrB+eHYh4K9c+r5jcfXw3MyZwIgJIUsAAAgMYwWANgIbYMty/oUdCp5sDM2iWUrw7t3jRx5djY1LrqZ/drbHjqtD4KWRNpt6rpXavGb0q7WKWdtRb7mbPZc+7Ezt2pSFb//PlSpITVx/OcGm1N3pgfBwA9PDvmG6FefsrzsZgLThyzFOkc/ynUz5/nwTC9QxfQB3MiAEpSwAIAABrDYA2AhRhptfflBZ2uss7Q5A1p3SLLVxN7No7f+M/PO/ys/HOXIhWy0i5aaVerVIhKu1Pla5bTpd915IwTRa/8+86XZS9hxWd2c/4MuzN56LzhqYE+DwAa7TWhXoCaLam0/baYrTH9FKDTmrQ2HZOOzc83W5Zj1y1oLHMiAEpSwAIAABrDYA2AhUi7IdVLOiezZahzyaLKV5vHb3v1S5r9mru0y1b8rkdr333uLFsJa7TV2Zk/vzxbN3Tenh8HAPP41VAvQc2XYzF/HfPxmP8rTJ/j1078c/pZ+t14j+PmSzoPsADmRACUpIAFAAA0hsEaAAsxsqG9Py/pVLPjuyZ2pNJQjyLRbDmYXheYf05TXbp58pz4nQ/0uA9z5fHXOg7K1udNnTHS6tyXP7886RWF+bEAMI8nxdwW6mWo0vlozBMDsCDmRACUpIAFAAA0hsEaAAsxOtS+Ky/pzOSfbZic2rVp/H/0KBD1ypd3bT52WX7+teL4KxE3j98c78OhHvemlkHfq5ENndvz59cjAy9+AbBmPDnmd0K9FFUqvx2mrwFYIHMiAEpSwAIAABrDYA2AhRhpTR7qUdQ5nkteMtHOi0OzZNleq7faLOB1jQfzYxcrPqt9+bPrkaNbhyfPyY8FgAX66Zh2qBekliuPxvxkABbNnAiAkhSwAACAxjBYA6BfY8NTp/Uo6hzPtrMm88LQbFG+yvRbwhrELlipVJXKVfnz65F9+bEAsEgvi/mbUC9LDTp/EbMpAEtiTgRASQpYAABAYxisAdCvE+WdvKhzPC9/YV8FLOWrWZwoYX25xz2rZkm7YJ0o0B3Mn10tGzq358cCwAC8JixPEeuvYi4NwECYEwFQkgIWAADQGAZrAPRry1DnklpZp/8ClvLVPNIOVz3uW1dede74Bflx/YrP6Tfy51ZP576tz5s6Iz8WAAYo7Yj1/pjPh3qZqt98Lua9MZsDMFDmRACUpIAFAAA0hsEaAP3a2mpfUS/sTOcVL3q0VhbqysYJf7/0Id6rg7V7V8muzccW9WrA0aHJ1+fPrFdGW52d+bEAsIyeE3NxzE/E/FLM/pg7Yv74RNI/p5/9m5hrYtLfU88+fiSwLMyJAChJAQsAAGgMgzUA+jVXAeviF0/UykLVXLpxYkd+vtXuzWNTp71px5Edb7zwyBVvvPDhRe9MVbVn0/jr83tXzZ6N4zfmx8xny/pHz47P6Gj+zPJsHZq8KT8WAIC1xZwIgJIUsAAAgMYwWAOgX3MVsPKiUJaJseGp0/LzrTapcLV3x9GxvduPXr9325E7924/MhEzdTIPH3zT9iOX5cctxKWbJ8/pcf+qSbuALEh8Pgfy59UjB8fC1Lr8WAAA1hZzIgBKUsACAAAaw2ANgH6NttrX9CjuTG0/azIvCeW5s3qeyy98aOT4rlHbHtn5xvPH11d/t9KkHa5mL1zNlsUXsVJRrcf9ezx7No3flR8zl5Ghycvy59UjR9MuWfmxAACsPeZEAJSkgAUAADSGwRoA/RpptW/pUd6ZesWLHq0VharZtWni+nT8m0cfOXPv9iN31QtLx4tNd8fcvvfCIzft3XZ03/Rr/Y5ckQpQrx27//T8WpZbKlClIlWPa11AFlfEivfsUH4PKzmUr59LfD4H8+eVZ3Ro8vX5cQAArE3mRACUpIAFAAA0hsEaAP0aabXvzss7KRe/eCIvCXVlz6aJsVS+unz7kXvqJaW+kwpat+zd9vA1y7Vz1omC2LVv3H7k3h6fv5QcSOfOP282aZer/B5W0+/rHPvc/eo38uMAAFi7zIkAKEkBCwAAaAyDNQD6sfG5U6f3KO8cT14QyjIxtnHq9L29d75aambdOWshufzCI1fGc9wW0+nxGQNJKp/1W8KK92x/j/v4eC7dPHlOfkzuxPO6J39WWe7ut8wFAMDaYE4EQEkKWAAAQGMYrAHQj62tzo4eBZ6p7WdN1gpCWe5Mu1blhaQ1mgP5fe1lz8bxG3vcx5PZ+Mgl+TFVY2Fq3Whr8o78WdUyNLng1yMCANBs5kQAlKSABQAANIbBGgD92NpqX1Er8MS8/OxH6wWhSl69efyX9m4/crRHGWlN5vJtD89Znkr2bBq/Jr+P3QWsiTn/rh5tTd6YP6ceOZgfBwAA5kQAlKSABQAANIbBGgD9mK2ANfaiuQtYb9h25C/zElKDMrF325E7925/+GCP3/XM5duP3JHf29xSdsCa7TnVYvcrAAB6MCcCoCQFLAAAoDEM1gDox2zFnp3fPVEvCJ3I9593rFZAWuU5Ubg6ev3eHUfH3jw2ddrM/XnT9iOX9V3E2vbw2dV7m4v3bn9+L6u5dPPkOfkxyYnXRHbyZ9Qjfb0KEQCW0RNjvjNmc8y2kN6gG8JFBQLMw5wIgJIUsAAAgMYwWAOgH7MVsF754lkKWJuPTf3Qth7lo+500o5Q8c+796ZyU/33KyQPH0wFq2rhajbTRawj99XPcTKXX3j05vy4qj2bxu+q3c9Kxobr13HB8MTwSGvyUP586pk8lNbmxwPAMlsfsy/mP8bcHfNozNQpCDAPcyIASlLAAgAAGsNgDYB+zFbAetXG3gWs1448Uise5cmLSG88f3z9G7c9svONFx65ImXvtoevietu2Ttd0Kodv8zpxNx2+baHZ33d32wu33b0qh7nq+bwa8fuPz0/bka8f4fy+1nJoXx9Ep/FgfzZ9Egn7ZKVHwsAyyTtcvW6mP8W8+1QL0OdigDzMCcCoCQFLAAAoDEM1gDox2wFrB4FoanLXtrXqwfvm6uElEtr37TjyI69247u23vhkZvi8bfvXYads964/ci98c9r3zz6yJn5NfQrXWs8x+H83NWkklZ+XJJ2t8rvZzVpd6z8mJGhycvy59Ir6RnmxwLAMrkw5nOhXoA61QHmYU4EQEkKWAAAQGMYrAHQj14FrAuGexew3nB+vXCUJ72qL/+Mxcp3zlp8Hr4gP/dipd298u/cVcDafuSe/Jjk0s2T5+T3M8v+6vqxMLUuPouD+bPJM9qavLF6HAAso5+OeSzUy08rIcA8zIkAKEkBCwAAaAyDNQD60auAdeELHs3LQVOv2Tr/qwdjbs/P3zR7tz18do/v3ZVeha9dm49dlt/TavZsHO8qUo222tfkzyXPaGvyjrEwta56HAAsk18M9dLTSgowD3MiAEpSwAIAABrDYA2Afoy02vvyYs8rXtRdwHr1S8drJaMeOZp2rMrP30SXbz9yR4/vXylgHan9nbt78/hteemqml2bj+2bWXv+88fXx+dwNH8uWe7Z+Nypvl/1CABL8COhXnhaaQHmYU4EQEkKWAAAQGMYrAHQj/QKu7zcc/GLJ7rKQT94/tFayaiWbQ9fc/XFD41ctfPwFVdd/NDOt4090Ngy1uUXHrmy9v3nKGDt2vjImfE+dvLSVTWvOnf88V2zRjZ0bs+fSS1DkwN71SMAzOH5MUdCvfA0V9L6z8bcGfN/x/xegQDzMCcCoCQFLAAAoDEM1gDox8iG9v683FMtBl320mO1glGeyy888v9efdGDfxEzlWUi5u6Y22NuetvOB/e97aIHLnj32PK/Ni8VwFIR7HghbI6k68mPnU8qWOX3YK4C1u7N49fmhauubBy/d2ZtKlblz6NHDlTPDwDL6N+FesEqTyfmEzGXx5wV84TjRwIrijkRACUpYAEAAI1hsAZAP0aH2ndVyz3bz5rsKgf9wJZHagWjLJ2rdz74hR7lq7ly+OqLH9yfClBvHbv/zPyaFiIVqFKxKxW8ThS9UuErFb/yz5wjDxx468WHz8vPPZsFF7A2jt9bK11Vs3n82rQuvVJwpNW5r0fhqprOPxtqj1TPDwDL5Okx46FeuKrm/4n5rpkDgJXLnAiAkhSwAACAxjBYA6AfI63JQ9WCzyte9GhXOeh1o3MXsPZ9z0N31gtNC80DB6666IEb4p+XzPfqwreO3X/61RcdHnvbRQ/cfPXFD95XP9ei04nnvb6f3bkWUsBKrxasFa6600mvKExr4/2/uUfhKs/NJ68EAJbVG0K9cFXNe08uBVY6cyIASlLAAgAAGsNgDYD5jA1PnZYXfC5+8URXQegNF9QLRjO5YsfDJ4pLtTLTUtP16sKrLn7w2qt3PnjLiZ/lawedg/PtyrWQAtbujRNX9Chdnczm8dvSurSrVbz/nfx5dKdzX9ol6+SVAMCy+mCol65m8luVdcAqYE4EQEkKWAAAQGMYrAEwn63Dk+fkJZ/uctCxWrmomrd+74PjPQpMTchd+b2qGmgBa9PElWldvPcH8mdRy9DkZSevAgCWXfr7MC9epTwQ85zKOmAVMCcCoCQFLAAAoDEM1gCYz5ahziXVgs/2sya7ykGXnTd7AevNLz+++1Vjc9XFD+3M79eMhRSwdm0+tq9euqpk48QVqVhVK1vl2dC5vXoNAFDAoVAvX6X8WnURsDqYEwFQkgIWAADQGAZrAMxnpNXeVy35vPzsR7vKQT/wstkLWD/+vYdrpaVGZeeDt+T3a0b8/rfk92O2Ala8jwdrpau8gNVqH6wVrrpz9Pznj6+vXgMAFDAR6uWrlEuqi4DVwZwIgJIUsAAAgMYwWANgPqOtyRurRZ+xF3UXsF4z8kitXJTS3+5XDxyIf94dM1H/3arIxFvH7j89v2evjT+L92AivyfdBayHL0hrd20+dlmtcJXlFS+afEePwlVXRlvta/LrAIACHgv18lXKcGUNsEqYEwFQkgIWAADQGAZrAMxnZEN7f7Xos/O7J7rKQa8bPVorF6X0sfvV3e8em1o38zlv33lo9F9dcv+1P/F9X/+Day7+5hd7rB9kUuErFb9uj7npbTsf3HfVzsNX5Im/uzGm0+P4k9n5wJXV+5VcfuGRK/P7keW+mbW759v9Kv5+ZP7drw6OhZP3EgAKejjUy1cpPf9jF7CymRMBUJICFgAA0BgGawDMZ3SofVe17PPKF3cXsH7w/HoBa67dr/5/9u47uqoy3//4nhnv3FnreuvM/O7cGQmxjzKMCAlFQSItRECQIr0HQg9CKCJI6CijKIoNRTqIICpdmtJCkQ7SRJTeqxCSzMz3t5/n5Jzs/eyTAobj4fB+rfVZzCT77Jyz+WMmjx+/325Vz0r3+DPSK+HknD5PnZjT+6kTO+w/0+2IKwkndvaodub1LlXPTbdfd968z3Wl6rnDXaucHd2lytn4rnFnr2tNX+cqZ4d47udI1yrnVpmvsZ/BKvOZONP0sYtD1HUFmX715APpw4MUrtwpklHbfA8AAITIQctbvlL5N+dFAG4NnBMBAEKJAhYAAACAiMHBGgAgPzFRGcedZZ+EYu4CVpNy3oJRsOlXXauek5Tqp9wlq4JlS58aJzumJJwc3LP6qQndq52Z0rXK+U+75L26cEeXyucmd6l6PrlrlbN61d+N6hR/8b4g93dFXeO/vlm5i/eZz8OTcr7r1XQrs3BlpEDTr3LeLQAAITff8pavVO52XgTg1sA5EQAglChgAQAAAIgYHKwBAPISFy2/MQs/zoJQzeJXPeWi3KZfpVQ/aRarfkrO90k4Mb13jeMte1Q59Wjnqhcqq5WBnaqcK98p7tSd/vefGnfwN8/XOvbnPjVOxqtre1c/Ubl3wpHrmoClqClX5udxRk3J8l+rpluZz8SInpjF9CsAQIQYZHnLVyqPOS8CcGvgnAgAEEoUsAAAAABEDA7WAAB5KRWd8Wdn2adstLuAVeuvV1zlouaPX5ROlbwFJbV2MEiJqjCzsU/C8VH2nyNUMcv+M83O8SDX+ZOevfpwju91J5N6J5zIdVJWl8pn25qfyZWq5w77r7Wfw+EgpSvHM7rUVhXbavwlfYdZuDKyVU238hSu3GH6FQDg5xZjectXKv2cFwG4NXBOBAAIJQpYAAAAACIGB2sAgLyULJIV7yz8PH7PNVdJqE6JnAKWKl8FWz2o0iP+hlYP/hxJ6/XUqT+Yz0FN1eqS+7pDHbXqsHm5i/Fm4cpIegP7Xk/9Jf3tIIUrV+IeuPZGkMKVO0y/AgCEhz2Wt4C12nUFgFsC50QAgFCigAUAAAAgYnCwBgDIS0xUZpKz8FPhPncBq16pHwPlog65lK+Sq54xS07hni2pjjWGfl0qn5tsfjZn1ArE5o9dmhukdOXM5Jp/udrQLFt5k749JirjuKdw5Q7TrwAA4aKF5S1g/dNOSedFAMIf50QAgFCigAUAAAAgYnCwBgDIS6kiGaOcpZ8nH3AXsBqVuayLRa3KX/QUklS6Vj0rvRNOmgWnXNOv5nHpX+u4/tP8Xogz2XwW9ucZZX4+Z5KevNgiSOHKlYYxP7awn9tlb+HKnSfuvzYrSOHKHaZfAQDCx6/sbLS8JaxlzosAhD/OiQAAoUQBCwAAAEDE4GANAJCXmKJZc5yln8oPpgdKQrWKXw0Ui9pWDF7ASqme9+rBvjWOywtPH89MrXPkwpB6RzLtiD+D6x2VgXWO6kKWus587c1O34STPZ3Pwv48c8zP50zLxy+NMwtXRvbYz22LWbYy85SefpWZ7ilcucP0KwBAuHnQzhXLW8Jy/e8pgPDGOREAIJQoYAEAAACIGBysAQDyEhOVucNZ/Il/KKeA9UzJnPWD7eO86we7x3tXD/onXA2ofUxSnzkaKFsVJOp69bp+tUJWxsrqXf1EZf+zsD/TDvMzOpJuP4fzQUpXgTSIuTLfLFsFyeVy0VkLgxSu3InOinP8NQEAEC5q2smyvKsI+T0TuEVwTgQACCUKWAAAAAAiBgdrAIC8xBiTmJxloWdjfesHVTpWchewuqnVg44yk5pgdb2Fq7yi7hWiNYWn+1Y/Hq2ehSpZBSle6XSufO6oWbgycqlG8atZQQpXrlT9c/ogT9nKk6yPjb8mAADCSSM7GZZ3EtYYO79xXAcgDHFOBAAIJQpYAAAAACIGB2sAgNyU+dPVu5zFn9LR7gJW03K+clFzO84yUlc7vRJOuopMhVm+cmbQM0cPPV/jxMUgxSmV43bS+iScmG7/OcJOcp+E46PsP+f0furEDvvP9CCvCZa0rnFn7zJLV84kPXn+UpDSVSDPxv54yixbmUkolj7Rfs77vYUrV9JL3nXtPvPvCgCAMPOEndOWt4S1x05biyIWELY4JwIAhBIFLAAAAAARg4M1AEBuYqOyKjvLP4/dkxEoC9V+5EqgXNSq/EVXGalH9VOuAlP/p495ilOFnPTUZ45N7FPjeMc+NU7GP1/r2J9T4w4W6B/s2q+pYb/HrCClK1e6VzvV1SxdOdOu4gVP6cqZWn+94ilcGdkaUzRzW5DClSuxURkjzM8AAECY+oOduZa3hKWiylkT7bS384id/7Xza9/LAPycOCcCAIQSBSwAAAAAEYODNQBAbmKiMpOc5Z8K9+YUsOo+mlPASqx4IVBE6l7tjKu41LfGCRlS11OYyiWHZVj9wzK8wSH9p/f7+eXo8SF1j7ZNbVWw8pVf34STPc3ClZke8afnmKUrZ9o+kXsBq2Hpy2bZykzW43fr6VeewpU7GcdLRMt/me8fAIAw8GMeMctXeeVqkNcXZgDkg3MiAEAoUcACAAAAEDE4WAMA5EZNW8qtgFU/5sdAwahDpfO6hNStylnpbRSXBtbJe/XgUDuqcPVSwx9kVMOD8rdGORnV8HsZYX9vaL3rLmOl21kxpO7RgUPqH44rSCGr91PHF5qlK2eS489uM0tXzrQsf9FTvPKnTom8p19Ve6gg5Ss7RTPVyiYAAMKRWaQK1wDIB+dEAIBQooAFAAAAIGJwsAYAyE1M0czp7gLWtUBp6NnYy9kFI7V+0FfA6pXgXj34Qq3jZjFKZ1j9QzKywSF5ueH3rsJVblHFrJca/CDDrr+I5U+gkDW0wbHy5udU+iScmG6WrpzpVvXMNbN0lZPz+jmYxSuVxmUueQpX7qTviIn6+2FP2cpIbJHMtDhL7jDfNwAAYcIsOoVrAOSDcyIAQChRwAIAAAAQMThYAwDkRpV+nCWgJx/IKWA1KuMrYLUqrwpY5yS56ll3aanGCRlsrB5U064KWrrKLWpS1vAGN1zE8icttcHBPzg/q/2e08zSlTNdPaWrnKgJYGbxyp9n8p5+dbncPVlLzbJVkOyOjRbX+wUAIMyYRadwDYB8cE4EAAglClgAAAAAIgYHawCA3MREZRx3FoGqPpQeKA81KecrGCVWvKBLSM/Fn3YVlgbUOeYqPanylVopaBaqbjTqXnoqVv1DZrmqoElzflb7PR83S1eBJJy4bJaunFHPwCxeFWT61ZMPpk8JUrYyc7lUdMafne8VAIAwZBadwjUA8sE5EQAglChgAQAAAIgYHKwBAIKJi5bfmGWghGK+AlbN4lcDJSM1/UmVkFKq56wf7FfTvXrwespXrzT+TkY3OaD/NL+XW9RULfUzgpSs8szQ+kdrq8+aGnfwN57SlSO9Ek5eNEtXzqgpYGb5Kr/pV/azVJOvLpvPOEiSzL8bAADCkFl0CtcAyAfnRACAUKKABQAAACBicLAGAAhGTV1yFoFKF80IlIdq/fVKdslIrR88r9fz9XYUllKfOeooOh3Oc+3gK40P6sLVa02/lTea73Pl9Wb75dUCFrFUwUv9LLNklU+2qM/6fK1jfzZLV870rH7q72bpKidq/aC3gJXP9KvDpaMydgQpW7lTNGuO+fcCAECYMotO4RoA+eCcCAAQShSwAAAAAEQMDtYAAMGULJIV7ywDPXZPTgGrTglfAUtNflIlpORqZwJlpQFPu1cPjmhwyFOWUqUqVbga02y/p3QVLK833a+LWuZ9zIx89gezYJVvhtY9UrZPjeM1zNKVMz3iTwcpXvmiJoCZ5av8pl89cV/mRE/ZypOsw6X+KL8z/14AAACAm4lzIgBAKFHAAgAAABAxOFgDAAQTE5WZ5CwEVbz/WqBAVL/Uj7pklFjxgi4hPRd/WheVPKsH6x+WUY1ypl+pElVBS1dmxth5rcm3ntKVK42//8ew+oc32j873Sxa5Zah9Y60tN/7ZLN05Uz3+DOe4pU/6hmY5au8pl8lFEtX5assb+HKndiorMrm3wkAAABws3FOBAAIJQpYAAAAACIGB2sAgGBiozJGOAtBVR9KD5SIGpW+rItGavqTKiGlVD+li0ru1YNH5KVnf3AVpG60fOUqYjXbp1cWespX/jQ8uCW1wa47h9Q/HDek7tGB9vvYYpauXKl7JMl+7+lm6cqZblXPeopX/rQs710/WPfR4NOvnvrL1W2xRTO3mmUrM6WKZIwy/z4AAACAUOCcCAAQShSwAAAAAEQMDtYAAMHEFM2c7iwF+UtENYtflablVNFIrR88L12rnJPeQaZfDavvXj34apMDnjJVsIxtsVfebrlH3rT/NL/nLmLlvpbwlUYHB/o/h5pw5SldOTKwztEPzMKVM70TTnpKV/50rHTOU75Sqf1I0ALW/jJFM2aZZasg2RJnyR3OvwsAAAAgVDgnAgCEEgUsAAAAABGDgzUAQDCxRTLT/KWgx+7OCBSJape4oktGrcqrAtY5Sa52RheV+j99LFBqGlrvsIxq6Fg9aMcsUJmlq3da75ZxbXbJ+213BvKe/d/fbJ57ESv3Etb3WS83OVhCfY78ClgDah/ba5aunOkRf9pTvPJHPQOzfJXb+sGKD2aMD1K2MpMVG52p3zcAAADwc+CcCAAQShSwAAAAAEQMDtYAAMHERGUc9xeDKt5/LVAkql/qR100Sqx4QZeQnos/rYtKA+vkFLBeauBePfhas289hau3Wu4JWroyo75/YyWsg7tfbnDwD/kVsPrXOu4pXTnTrUrw9YPt4y54yld6+lUJ7/Srp/6S/q0qVwUpXBnJCkzuAgAAAH4OnBMBAEKJAhYAAACAiMHBGgDAFBctv3EWg6o+lB4oEzUqfVkXjTpUOq+LSCnVT+mi0qC6R3WhaVj9w2oCVc70q8bfBcpSqkj1Xuu8C1fB8lNKWMPrHe5mlq4KWsBKyWX9YGc7zYOUrxrGXvaUr1Qevzfjords5QmrBwEAAPCz45wIABBKFLAAAAAARAwO1gAAplLRGX92loP8RaKaxa9K03KqbKTWD56XrlXOSW9VVqpxQpeZhtpxrR5sfFCXo/xFqfymXeUVtY7wjRbe8pWzhBWkgKXez3dm6aqgBazu8Wc85SuVtk94p1+p51Lrr97pV/EPp6cHKVuZOV02Oj3a/HsAAAAAQo1zIgBAKFHAAgAAABAxOFgDAJhKFsmK95eDHrs7I1AmUuv1VNmoVXlVwDonydXO6KJSv1rHdZnp5TzKV2rdoFmqut681/qbPEtYrzb+zlPAUlFTucziVX4FLFUsUwUzs3zVqfL5oNOv6sf86ClfZU+/MstWZrJio7Iqm38HAAAAwM+BcyIAQChRwAIAAAAQMThYAwCYSkVltvQXhCrcdy1QJnqm5I+6bJRY8YIuIz0Xf1qXlQbWOSbD6h/KtXz1Vss9njJVsHxgZ3zidvmw3Xb9p/l9lXda7fYUr/wZ3eSAp3ylMrzBIU/xKr8CVs/qpzzlK5V2Fc97yldNyl3S08HM8lX8w+lm2cqTUkWzeprPHwCA28wv7fyvnUftlLdTxU51RwCEEOdEAIBQooAFAAAAIGJwsAYAMDkLWHH35xSw6pXyFbA6VDqvy0gp1U/51g/WPSIjG/gKWGb56s0We+X9Nu4Slb9kNaH9NplkZ3LSVpnSQWWLK5Psr7+fuMNTwlKFLrN8pfJ6LmsI8ypg9asZvIClpnuZ5SuVluUvegpYdUve8PSryeazBwDgNlDETls7k+xss5NpR/IIgBDinAgAEEoUsAAAAABEDA7WAAAmZwGr8oPpgUJRozKXpdljav3geb2eT63pUxOkVJFJrR80y1cq49rsyilPJe6QSUnbPEWrvKJLWG2NElabnTK2xV5PAWuMnVeuo4CV+sxRT/FKpVdC8OlXHSud85Sv1DMxi1d6+tVD+U6/2lLs93Kn+ewBAIhQ/2KnlZ1VlrdglV8K6lU7M3LJ/ziuA5AHzokAAKFEAQsAAABAxOBgDQBgchawqj3kK2DVKn5VF45alVcFrHN6QpQqK6XWOSpD6x3RRSezfPVO693u8lWQKVcFycT22zxTsMa13SVjg0zBerXxdwUuYL2Qy/rBblW9068622lR3l2+alr2kjxd/IqnfFWj2FUpG53n9KvdsdHyB/O5AwAQoVrZ+cHyFqsKmoJKsbyv9aed4zoAeeCcCAAQShSwAAAAAEQMDtYAACZnASuhmK+A9UxJ3/rBxIoXdCHpufjT0remb/qVKjip4pOzCKXWBBZG+cqfD4OsInyvzS5PAWt0kwMFKmANrnvEU7xS6WF/LrN8pdKmwgXP9KvajwQpX9mpeP81s3BF+QoAcDtSqwZXWN4y1PWmoNRkyXOW9/UqyxzXAcgD50QAgFCigAUAAAAgYnCwBgAwOQtY/lLRs7Fq/eAl6VDpvC4kpVQ/JQNqH9Nlppca/iCjm34bKEGNVeWrNr6S1AdBylfTOm6W6Z026T/NolVumWxH3cssYamf5Sxgvd5sf4EKWAPqHPOUr3onnNSrFc3yVfs4b/mqbskfPcUrlfiH0yWmqKd0RfkKAHC7ecLOKctbhLqRXI/Blvf1Kn+387+O6wDkgnMiAEAoUcACAAAAEDE4WAMAmPwFrLLROQWspuVU8UitHzyvS0q9nzqhp0gNqXdYRjU8KGOa75M3m++V91rvCpSjxidul8mO8tXUjpvlo64b5ONu6wOZaeejLht1IWtqkOKVq4SVtNVTwBpnTMFS7+OVAhSw+gVZP9i9mnf1YMdK5/Xndpavno0NXr5S08JKR3tKV4GUjM4saz5rAAAiUFU7Vy1vCepGcz3+ZOeflvceKm0c1wHIBedEAIBQooAFAAAAIGJwsAYAMPkLWI/fc00Xi2qXuKKLRy3LqwLWOUmudkYXmPT6wfqHA+sHneWrCe226alVzvKVKls5y1fBogpaM7p8LVM7bfIUsFTGB52CtddVwlLvJ68CVrD1g2qil1m+6mynRXn35KvGZS5JjeJBVg8WuyqP3ZPhKV35ExuVOc58zgAARKBH7FyxvOWn3KImU+21s8rOnCDfV7leqy3vPVQmOi8CEBznRACAUKKABQAAACBicLAGADDFRGUmqdJQhft8Baz6pX7U5aM2FXwFrB7xp2XA0771gyOf/UFGNzkgY1vs1WWoD+xMbG+sHOy0ST7u5p58VZCoMpY5FWtC+22eAtZbxhpC9X7yKmCZ6wfVNK+uVc96ClhtKnhXDz79iHfylUpF+1mZpStHzpf6o/zOfM4AAESYO+0ctLzFJzMX7Yy2E5/9GifzWpXr1c3y3kPloPMiAMFxTgQACCUKWAAAAAAiBgdrAABTqSIZo1RxKO5+XwGrUenLunyUWPGCLib1Sjglqc8claH1DuuC0+vN9svbrXbL+4k7ZFKSUb7qrMpX7mLV7OR18kn3NP2n+T0zqoTlvJ+6f34FLHMC1rD6h/NcP/hctdOe8lX7OG/5ShXRzOKVSuUH083ClZkk8xkDABCBxlje0pMz6Xb62Pl3/wuCMF+jcr3+aOW+hrCI4zoAQXBOBAAIJQpYAAAAACIGB2sAAFNM0aw5qjikikU1i1+VpuV8BaSOlc5J16rnpE+NEzKk7hE9WeqVRgdljFo/2GaXTEra5ipLqVWCzjLVLDuf9Vgjc3uuDkT991n5FLHUBK2c+6oClnsNoVnAesVRwHq54fd5rh/slXDSU77qWOm8/XkvelcPBilfxT+cLqWLegpXgcQWyUyLs+QO8xkDABBh7raTZXkLT/7ssFMscHXuzNep3IhvLe99VJ52XgTAi3MiAEAoUcACAAAAEDE4WAMAmGKiMneo8lC1h9KldokruoDU/HHf+sHu8aelX83jusz0csMf9LSpN5vvlfGJO4zy1UZXieqT5DRX8crMp8+tlVndghexPrLv5by3+ll5FrAc069GmOsHa7vXD3avdsZVvupsp2V59+SrJuUuydPFr3jKVwnF0qV0tLd05cjpstHp0ebzBQAgAo21vGUnf76x89ucS/NkvlblRnxkee+jkuK8CIAX50QAgFCigAUAAAAgYnCwBgAwxURlpqsCkSoYqbV7qoTUpoKvgNUz/pQMePqYDMtePzi6yQFdgJrQ3j/9arMuTPnLU7OS1+tylbNsNa/nKpnfc6XMS1llFLHW6NWEZgFLZaqjgKV+Vm4FrDHN9jnWD34vQx3lK5W+NXPWDwabftWuopp+5S5gqRKaWb6qUeyqPHZPhlm4ciYrNiqrsvlsAQCIQL+2c9bylp1UTtu5K+fSfJmvV7kRatWheR+Vd50XAfDinAgAEEoUsAAAAABEDA7WAABOZf509S5/iUgVjRqVvqxLSElPXtAFpT4JJyT1maMyssEhXXJ6vdl+ebf1NzIpaasuSc3smlOamt19nXzuWDmoClcLe66QRSnLA1mYssIzDUu9xlxLOL3T14EClvpZuRew9gcKWC89+4OrfJVa52ie0686VT4vzY3y1TMlf/SWr+xUvO+aWbhypVTRrJ7mswUAIEJVs7xFJ386Oq4riH9a3nvciHjLex+V5c6LAHhxTgQACCUKWAAAAAAiBgdrAAAnNbVJFYjKRmdKzeJXpWm5S7qUpFbzdat6VvrUOCFD6h6RUQ2/16v+xrTYJ+Pa7pQpHbbKzOzJV6p49ZmzeGVnQcpXruJVQUpYrilYXTeKINE8AACAAElEQVQ41hCqAlbOGkJnAeu1pt8GCljDjfWD/WvlPf2qVYWLrvJV/Zjg5avKD6Z7CldGJpvPFQCACDbU8hadVL6z8yvHdQVRWAWsRy3vfVTUOkQAeeCcCAAQShSwAAAAAEQMDtYAAE6lojJbqhLR4/dc06v3VBGpZXnf+sHu8aelX83jMqy+b/rVq40PyNiWe2V84naZ1mmznlrlnHilolYNLkpxT70KFnWdWcIyp2BN67g5UMIan5hLAatJLgWsukd0eSy36VdJT7pXDzYsfdlTvFKJfzhdShf1FK6c2VLs93Kn+VwBAIhg8y1v0UnlVedFBVRYBay7Le99VA45LwLgxTkRACCUKGABAAAAiBgcrAEAnNT0JlUkqnj/Nan7qK+AlVjRt36wZ/VTMqDOsZz1g03V+sHdMrH9VpnRZaNRvlolCwpQvPIn2BSsT7qnGWsINwUKWB+22x60gPVqkwNBC1gD7fed2/QrNd2rxeM506+alL0sNYpf8ZSvahS7KmWjM8zClTNZsdGZJcxnCgBAhNtjeYtOKlWcFxXQPyzvfW7Ef1ve+6icc14EwItzIgBAKFHAAgAAABAxOFgDAPipyU0xUZnpqkxU9aF0vYJPFZI6VDovXauck95PnZDBdY/Iyw2/1wUntX7wA71+cIvMTl7nmnq1MEjJyp8vei/VWdxrmevr5hSsOc/lUcByTMBSU7gCBazG3wUKWMPqHw4UsPo51g+a06/aVnSvHnymRJDylR1VSgtSunIka6D5TAEAuA2ct7xFJ5V7nBcVUGEVsO6wvPdRyXReBMCLcyIAQChRwAIAAAAQMThYAwD4xRTNbOsvE6nC0bOxl6XZY2r94HnpHn9G+tU8JkPrHdHlptFNDsjbLXfrSVTTOm+SOd3X6tKUmmQVrHC1tO8SWd7vC/my/yJX1Nf8RSxzCtanz63JtYA1vq2vgDWuza5A+WqMnVeyy1ejGn4fKF+lPnM01+lXqlzW3FG+alQm99WDMfmsHoyzRP3DXgAAbjeq1GQWnVT+zXlRARVWAet/LO99KGABBcA5EQAglChgAQAAAIgYHKwBAPxiojJXqTLRY3dn6NKRKiO1Kq8KWOckJeGkDKxzVK/10+sHm+2X99rskklJW2WmXj+YU77Kq3AVLOq6YFOw1ErD3ApY72cXsN5pvTtQwFLvyT/9Sq1JDEy/qhl8+lVHVb5yrB5sVu6y1Pqrd/pV/MNXpXTRPFcP7o6Nlj+YzxMAgNtEluUtOqn8xnlRAf3d8t7nRtxnee+jcsF5EQAvzokAAKFEAQsAAABAxOBgDQCglLzr2n3+QpFataeKR03KXZLEihekW5Wz0rfGcV1meqnhD/JK44PyZou98kHiDpnacbNePziv5yo9yaqgpSszqrRlTsHKtYCVtNWxfnBPoIClpnIF1g/W860fHFj7WNDpV50qnXOXr+zUeZTyFQAAN+CS5S06qdzlvKiACquAVcby3kflkPMiAF6cEwEAQokCFgAAAICIwcEaAECJLZIxxF8qqvpQutQsflWXktSKvh7xp6X/08dkSL3DMqrhQXmt6bfydqvdMqHdNpnR5Wu9fnBBylc3XL5SWfZ88ClYs5K9BaxJSdsCBaw3WvjKVyqvNv5Ol69ebviDLl8NrndU+tbwla/M6VetKrjLVw1ivKsHKV8BAFAghy1v0UnlUedFBVRYBawky3sflTXOiwB4cU4EAAglClgAAAAAIgYHawAAJSYq67C/WKTKR2oVX7PH1PrB89I74aQMrntEhtU/rAtOY5rvk3FtdsnkDltkZtcNev3g4l7LA2WqrwYslJUvLrAzP48s0Nf5X7PihcWBApZzCtas5HWeAtbE9r4CllqB6C9fqff0Svb0K7UmURWwVGks2PQrtXrQWb5qXOaSLpxRvgIA4IastrxFJ5V2zosKqLAKWJMt731UpjkvAuDFOREAIJQoYAEAAACIGBysAQBKFsmK9xeLHrs7QxeQ6pS4Iq3KX5TkqmelXy3f+kFVbBrd5Du99u/DxB0yrdOm7PWDK2VJn6XyVf9FsmbgXFmb+nmBs9q+Xr1OlbD8awhV1EpDVcBS9zcLWBPab9cFrHdb7w4UsF5vtj+wfnBovcO6MOYvX+U5/arcZV02o3wFAMANm2h5i04q050XFVCW5b3P9fqFne8t731UeudcBiAYzokAAKFEAQsAAABAxOBgDQAQG5Ux118uqnCvr4BVr9SPkljxgl4/OKC2Wj94RF5q+IMuOqnpVxOTtspHXTbKZz3WyoKeK/T6QVWmMgtWBcnqgfN0AWtpnyWeNYSfdE/zFLA+bOcrYKk1iP4C1ugmB3T5auSzvvWDA+oUbPpVnUfd5asaxa5K2eg8y1f7KV8BAODSxfIWnVTO2bnTcV1BFEYB6ynLew9/4nIuAxAM50QAgFCigAUAAAAgYnCwBgC3t5J3XbvPWTCqeP81XURqVOaydKx0TnolnJLUZ47KsHqH5dXGvulXHyTukKkdN8usbuv1pKrFvZfJygELA4WqtNRP7cyRtEGfespWuUWtI1z2/BeeAtbs5JwC1jT7Z6oC1vhEXwFrbMu9gQKWem96/WD9w7qApaZ25Tf9qkHMZXf5yo76/EFKVzkpklHbfIYAANzmSljeopM/vRzXFURhFLCWWd57qFy286+O6wAEwTkRACCUKGABAAAAiBgcrAHA7S0mKnO0v1yk1u4lFEuXWsWvSvPHL0rXquekbw3f+sGXGvwgrzfNnn7VbpvM6PK1zOm+VhakfKWLU2qK1drUz2T9oFmyfvBHjsyUdYNmy9p8ylgrX5wvy4MUsGYl+8pXM7tu0OWrKUlb5IO2O/X78JevxmSvHxzV8Hv9Xgc51g+qAlnO9KtzgfJV47KXpGZxd/kq/uF0iSkapHSVk43m8wMAANp3lrfwpHLSzu8d1+Un0/Le43rUsryv92eW4zoAueCcCAAQShSwAAAAAEQMDtYA4PZV7PdyZ0xU5nl/wajSg77pV8+U/FHaVLgo3eNPS/9ax2VovcO64DS2xV5dfpqStFlm6ulXa2Rhr+Xy1QuLdIlq3aCPdelqw+AZsnHodJ0NQ2Z4yljBJmOpAteKFxa7Clif91gdmH6lCl+qgDWx/TY9/eqtVnsC5atXGh/U729Y9vSr/k/7pl+p1YOqRKbKV53ttCyfM/2qdgn36sEEvXrQU7hyZjerBwEAyNUwy1t48meFnV/lXJqnn1LAusvOGcv7en9q5lwKIDecEwEAQokCFgAAAICIwcEaANy+YopmdvYXjMrdnREoIz0be1mSnrwgPeNPycA6R2VEg0PyWpMD8k7r3TKh3XaZ3ulr+aR7msxPWSlL+yzR06vUykFVtto8bIpsHT7Zlc3DpxhFrI/0pCw1MctfwFozcK582X+RUcBaEyhgTe20SRewPrR//ri2u+SNFvtkTPN9gfLVS8/+oMtXg+sdlT41TkhvR/lKpe0TFwLlq4ax3tWDFe7Lc/Ug5SsAAPL2JzsZlrf05M9EO/8SuDp3N1rAUv87vcnyvtafb+38MnA1gFxxTgQACCUKWAAAAAAiBgdrAHD7UsUif8ko/qH0QBmpWblLemJUn4QTutCkVvu90cy3fnBSh60ys+t6XY5amLJCT61akzpX1g3+WDYPm+opXwVKWPb33KsJ/SWsnClYX/ZfKIt7LQsUsD7rsda9ftDO+4k7dBFMTb9SpTBVvtLTr+r5pl8NqHNMT7/qEX86UL5KevJ8oHzV1P5stf7qnn5V+cF0s3BF+QoAgOv3juUtPjmz0s7/Bq4OLliJKz9/sfOD5X2dM80CVwPIE+dEAIBQooAFAAAAIGJwsAYAt6eS0Zll/SWjx+7JmX5V+5Er0qr8RUmuelb61Touw+ofklcbH5CxLffK+MTtMq3TJpmdvE7m9VwpX/RZKisHLNTTrzYOnuEpXZnZaE7BspOWmrOOUN1L3dNfwPr0OV8By79+cHLSVr1+8M0We3UByz/9amT29CuVvjV96wf90686VT4vzbPLVyr1Y350rx58+KqULpphlq4oXwEAcP1+a+W9AlDlop0X7dyZ/RrT9RSwfmfnVTvXLO9rnNlg5xfZrwGQD86JAAChRAELAAAAQMTgYA0Abk8xUZlJ/qKRmgDlLyTVLfmjtK14UZ6LPy0Dnj6my02vN90v77beLRPbq+lXG+TT59bIgp4rZNnzS2T1wHmSNmiWbBo6LVC02jZiomwfOcH+c1K+U7DSUj/JKWC9OF+WOApYas2hKmBNz14/OKHdNnmv9Te6fKXekypfjbIztL6vfKXWJaryVUr1U4HpV60qXAyUr5qUuyQ1i7tXD6ryWZDiFeUrAABuTD3LW4AKlgt2pmRfr4pbfvkVsH5jp6adcZavzGVea+aKnT/rVwIoEM6JAAChRAELAAAAQMTgYA0Abk+limSMUkWj0kUzA2UkVU5SJaX2ced1iSn1GbV+8KCMabFPPmi7U6Z22iyz9PSrVbKo13K9MlAVp9YPnimbh03RJaudL38gu0a9H4j67/4C1hY7GzwFrDlBJ2Cpn6EmbakC1rSOm3UBa3ziDhnbco8uYL3a+DtdwBre4FBg+lW/mr71g8nVzuryVbuKFwLlKxVVLnOWr5584JpZuqJ8BQDAT/ey5S1C5ZfTdlbb+UeQ771k52M7m+1cDfL9vNLSAnBdOCcCAIQSBSwAAAAAEYODNQC4PcUUzZqjykYV7s1ZP6jW86miUqdK56V3jRMypO4RGd3kgLzdcrd82G67XgU457m1siDlK1naZ4msfHGBLlCpUpUqV5nlq5wS1vhACevrodNyLWB9NWChLO61TBewPu+xWmYlr9cTt1T5alLSVhnXZpcuX42xo6dfNfxehtQ7rMtXqiymyle9EnzTrzpWcq8ebFTmsqt8Ff9wusQU9RSvKF8BAPDTqXV/H1jeMlSo098CcN04JwIAhBIFLAAAAAARg4M1ALg9xURl7lCFo6oP+dYP1vrrFWla7pIuLSVXOyP9ah6XYfUPy+vN9st7bXbpApQqQ83tuVoWpiyX5f2+kNUD58r6QR/LxiEzZNvIiYHC1Z5RY2XvqDF23gp8bcdLvhKWuYbQWcD6sv8iXb5amLJCPuuxRk+/UqUvVcD6MHG7vN1qty5gvdb0W13AGlY/e/pV3SPS136/qoDVreoZz+rBpmUvydPFrwTKV9Xsz1y6aNDVg5dL3nXtPvNZAQCA6/ZLO69Z3lJUqNLXAnBDOCcCAIQSBSwAAAAAEYODNQC4PcVEZaaXjc5ZP9gw9rIuKyVWvCDPxZ+WAU8fk5cbfi9vttgrHyTukKmdNumVgPNTVsri3svkK71+8DNdoto0dJpsHzlB9o56T/aNesPOGEfe0F9XJaztIyboEtaGITM8Baw1dla8sFgXsNSErTnd03QBa2rHzbr89X7bnfq9qALWK4390698qwdfqOUrX/Ww37d/+pVz9WDtR3LKV3rylbd4pRNbJKOh+ZwAAMBP0trOZctbkLpZuWiH/z0HfgLOiQAAoUQBCwAAIDzcaX4hzPynnVnmF4Fww8EaANxe1Hq9mKjMjapwFPfANV1Kql3iii4qtSx/UTpXOScp1U/plX56/WCr3TKh3Tbf+sHua/V0qqV9l8iqF+dJ2qBPdIlq87Apes2gu3jlji5hvfyBbBsxSRe2PAWsgXP1VC1VwJrXc5Uue83ssjEw/UpN4VLlKzWRyzn9amDtY7p81TvhpHS137s5/apuyR9dqwcfvzfo5CuVt81nBQAACkVRO3Mtb1mqsLPIzt0WgJ+EcyIAQChRwAIAAAgPe+z81fximCht5zvLdwAIhDUO1gDg9hFnyR2xRTLT/KWjhId9paTGZXxlpY6VzukSU+8aJ/RavzHN98m4NrtkcoctvvWDPVbJ4l7L9KQqNbFq/eCZsmHwR3qqlVo7aJauzKgpWDtfGi9bhk3xFLBWD5wny55fogtYn/dYLbOS18u0zptkSgc1/WqHvN3St35QlcL8068G1T0qfez3qgpY3av5Vg86p189G+suX+Ux/WpLXLT8xnxeAACgUD1uZ76df1je8tRPySo7CRaAQsE5EQAglChgAQAAhAd1yJZup735jZ/RL+z0sJNp5RwEAmGNgzUAuH3ERmUm+0tH5e7O8E2/esQ3/UpNjVIFpuSqZ6VfzePy0rM/yNgWe2V84g6Z1mmzzE5Ok/k9V+opVStfXKCLU3r94JBpsm3kRL1q0Cxcmdk76i1dwlLXbxzsW0PoL2CtenG+LHv+Cz1h67Mea/T6wSkdctYPvtFiny6EOadf+VcPqold6r07p181KXdJahTPWT2Yx/SryyXvunaf+awAAMBNU8ROLztf2cmyvIWqgkT9S3kv2SlhAShUnBMBAEKJAhYAAEB4cB68Tbfz7+5vh9xvreAj9ZE7dVA62M4yO0fsXLV85bUzdjbaecdOLTt3+F8Qxm7Zz8LBGgDcHsr86epdqmzkLx49cZ9v/aCaEqUKS+3jzusC03PVzsiAOsfk1cbfyTtq/WB7tX5wo3zaY60s7rVcvuy/SK8LXDf4Y9kwZIZsGT5Zdrz0oewtUAHLNwVr+8gJsnHodFcBS5W6lvZZIgtSvpI53dP0z1TrB9XPf7e1b/rV6033B6ZfqRWJevWgna5Vz3qmXzWIKdj0q9giGQ3NZwUAAEJGTaBUU8QT7Qy186GdTy3fOkH1+/UCOx/becNOip2adv6ffiWAm4JzIgBAKFHAAgAACA9m0Wm/nUddV4ROeTuHLe97ooAVnPp7+tLyPqvccshOS/XCMHTLfxYO1gDg9hBTNGuOs3hU+cF0PSGqablL0vyxS9KlynnpUvWc9E44IYPrHpHXm+2X91p/I5OStuhpVHN7rJalfZe4pl9tHjZVto6YpEtVqlxlFq7M+AtYegLWEF8Ba+2gT7MLWPPli95LZV7PVTI7eZ2euqUKWGoC19iWe3UB69XGBzzTr56rdtoz/UqldokCTb9623xOAAAAwO2McyIAQChRwAIAAAgPZrFF5Zqdzs6LbjK1cvB5K++R+XBTKxr/bnmfU0HymfXzTzpziojPwsEaAES+mCIZtc3yUfxD6VK3pG/6VZsKF3SBqUf8aen/9DEZXv+QXvf3ftsdMq3zJvmku2/94IoXFgemX6kJVluHT5btIyfqUlXBVhD6ClhbR0zU07PWD54pa1M/0wWsrwYslEUpy+XzHqtlVrJaP7hFJtsZ12aXLl+NaeadftUr4WSgfNWx0rlA+apRmcvu6VcPBZ1+tSUuWtTUDQAAAADZOCcCAIQSBSwAAIDwYBZanJll5z9zLr0p1Mj7xZb3Z5tBjuGW9/lcb9bZudP6+UXMZ+FgDQAiW7Hfy50xUVmHneWj0kUzdTGpUenLurCkVvd1q3JW+tQ4IYPrHZW/Nfxexrbco6dPzeyyUT7rsUYW9VouKwcs1NOvNgz+SLYMm6ILWDtf/iC7gOUtXJkJFLDs16l7rB80S5evVKlreb8vZGHKCv2zPvKvH2y3Td5u5Vs/qFYimtOvulc7o8tXne20KO8rXzUrd1lq/TVn+lX8w1ftz+uZfpVVukhmjPmsAAAAgNsd50QAgFCigAUAABAezDKLmQN2btY/WKtk55jl/ZnBAp/WlvfZqFyx87KdWDv/ZufXdu6108HyrZU0r1f51Pp5RdJn4WANACJcTFTmaHP6U8X7r+mSkiosqeKSKjGlVD8lA2sf0wWn0U0OyDutdsvEDltkVrf1ei3gkj5LZdWL8/X0q01Dp+oS1bbs9YPXu4JQlbfU+sG0QbOz1w8u0OsNF6R8JXO6p8n0zl/rAtYHiTvkzRZ79fvJa/qVmuDln35V59F8y1cqo83nBAAAAIBzIgBAaFHAAgAACA//sLxlFjMZdpL9LygEv7IzyCrYz1ar6fr7Xnbbi7Z85STzGe22fAWl3PyrnQ8t7+tU2jmuC6VoK3I+i8bBGgBELjXlSU17cpaPykZnSI1iV6VeKd/6wcSKFyS52hnpV/O4LjipKVOvN9sv77X+RhehVCFKFaOWPb9E1qR+KhsGz9DlK9/6wQ8DBSyzbBUsqoC186Xxsnm4r4C1dtAcWZs6V77sv1C+6L1UF71mJ6+TaZ02yaSkrfKeWj9ov5e/NTqY6/Sr9nE55asGMTmrB3MvX2UdVlPBzGcFAAAAgHMiAEBoUcACAAAID9XsnLS8ZZZgUVOG/tv3shv2RztfWt57B8thO+X1q6DMtrzP6ITle6b5+YUV/PVn7PyX47pQCfZebtXPonGwBgCRKyYqc6OrfFQ0U+IfStcFpSblfKWlTpXP62lSarKUKjip9YNjmu+T99vukJldN8jnPVbLopQV8uULi/T0K1We8hewdo3yrR/8ZtQ7nrJVsKgC1o6XxsumYVNl/eCZsjb1Mz1Va8ULi+2fsVz/rFnJ6/X0qw/bbZe3W+6W1/KYfqVWJzZ77KL+HI3LXJKaxX3lK5VydwcrX9kpklHbfE4AAAAAfDgnAgCEEgUsAACA8PF/dlZY3kJLsHxvp6x+1fWrbueU5b1nsMyz81vfy2ArZueflvc51XNelI//sXPW8t6jn/OiEIikzxLAwRoARCZVNDLLR0/cd02Xk2o/4ls/2LL8RUmuekb61cqZfvVq4+9kbMs9Mqn9VpmdnKanUn2h1g8OnCcbHdOvVJEqZ/rVW56yVbD4ClgTZNPQabJ+0Cy9fvCr7OlXC1NWyGc91shHXTbKlA5b5YO2O+WNFvvklca5T79qVcFXvmpW7rJeqegvX1V68Jq3eKULaFlzzOcEAAAAIAfnRACAUKKABQAAEF5+aRV8LWCmnRTLN4moIO6wM9IKXroxc733vl28bXmf1SbXFQWjCkrmfY5avr//UImkzxLAwRoARJ44S+6Iicrc4SwflY7OlIRivoLSMyV96wfbVTwvPaufkoF1jumCk5o0NbrJt/JO690yrfMm+bTHWlnY80u9fnDtoE90cUqvHhwxIVC+ysnbnsKVGVXA2j5ygnw9ZLqkDZotqwfOC0y/UmsO1bpDtfZwYvut8q79Hl5vuj+f6Ve+KV51Hs0pXyUUS89l9WDm5TJ/unqX+awAAAAA5OCcCAAQShSwAAAAwlMlO8ctb7ElWAoypSrKzlrL+9pgOWintO9lcPgXK/i0p0TnRQX0OztZlvdelZ0X3USR9FlcOFgDgMgTE5U10CwgVX7Qt3pQpX6Mr4DVufJ56V3jhAyp65t+9bdGB/X6wXFtd8pHXdfLXLV+sNdy+bL/Qj2xavOwKbJtxCTZ9bJv9aAzZtkqWPaOeku/fuOQ6bJ20BxZOcA3/UoVsNSkrdnJ62Rqp00yPnG7jG25V0/jym/6VYOYy4HPpVLhvuDTr2KjMpPN5wQAAADAjXMiAEAoUcACAAAIX/9rZ6nlLbYEy2E7j/te5lHbzjnL+5pgmW3nv3wvgyHO8j4vNalMreG7EUss7/1ec11x88RZ3p99q34WFw7WACCyxEZnloiJysxylo8evzcjUFB6+pGrgfWD3ePPSP/s9YNq0tRrTb6Vt1vukYntt8kn3dNkfs+VsrTPEln54nzZMHimbBk+WXYGKV8VtIClrlMTtNS91qZ+Jl/2X6TLV4uy1w9+3HWDTOqwVca12aWLYN7pV6eyp1+d05+hcdlLUrN4Tvmq2kPpElM0SPmqSGZanCVqsikAAACAPHBOBAAIJQpYAAAA4U2tcRtg5++Wt+BiRk0het7KWRv4a8tXgjGvC5Zrdrr4XoZcDLa8z22D64rr09vy3m+n64qbJ5I+iwsHawAQOeJ8qwe3OMtHpYtmSsLDOSWlxmV8a/vU+sGUhJOSWueonjL1SuOD8kaLffJ+210yrdNmXYhamLJClvf7Qtakfiobh8zwTb8KUr5S2TvqDU/hyj396g3Z+fJ4PUVLTdNaPXCuvrd//eDs7utkeqevZUI7Nf1qj7zW9FsZ2eCQDK57RPrWOC69nzoh3aqclc5VzunymPoMz5QwVg9Ge8tXdnbHRssfzGcFAAAK1dZbJADywTkRACCUKGABAADcGiraOWp5Sy7BsshOGTsbg3wvWPbZKWEhP4st77N7w3XF9algee/3Tzv/7rzoJomkz+LCwRoARI5gqweffOBazurBUr7Vg80fvyhdq5yTvjVzpl+93nS/vNvqG5nQfpvM7LpBrwRc3HuZfNV/oaQNmi2bhk6T7SMneIpXe0a9I3sDJSuVd4zvj9Xf+2bU2/r16j7qfqtenC9L+y7RBay5PVbJx93Wy9SkLfJ+m13yRvN9uhA2rN5h6f+0e/Vg2ycu+KZflbmUs3qw2FV57J4Ms3hF+QoAgNAxf78N1wDIB+dEAIBQooAFAABw6/i95StXmQduPyVTrZ+hJHOLOml5n1+i64rr8x+W934qua2SLEyR9FlcOFgDgMgQbPVg2bszdDnJuXpQla86VjovPeJPy4Dax/T0q1cbfydjW+6V8Yk7ZHKHLTKne5qeSqUKUqtenKcnVqnJVWqClVnA2ueYfKXKWOb3ndk2YqKepLV20BxZOWChfNF7qZ6yNaf7Wvmoy0aZ2G6bnn71erP98nLDH2RwvaPSp8YJ6VHdt3ow6cnz+jOY068q3nfNLF5RvgIAILTM323DNQDywTkRACCUKGABAADcWtR6QbVmsCArCfPKVeunFW5uN7kVjOIc19yIU5b3nq2cF9wEYflZ7rrrrvvUIdhPzd133z2OgzUAuLXF+VYPbjRLSPEPpQdKSo3KXNbFpY6VzukyU++Ek3q9n55+1Wy/vNdml0xO2irTOm6Wz3uslkUpK2TFC4tlTepnsmHwTNk6fLKnUKUKVzlrBt/wfN+Muoe611r7nl/2X6SnX83vuVJmJ6+TaZ02yfttd+rpV6ObHJDhDQ7JgDrHpJf9PtW0rk6Vz0vz7PKVc/pV5QfTzeKVTsnozLLmcwIAADeN+bttuAZAPtS5EOdEAIBQoYAFAABwaypv57DlPXwrSHbZKWbhevzV8j5HlXudF92AzZb3noNcVxS+sPssqnxVtGjRy84DscJKVFRUb/PnAQDCW0xUZpJZQHr83oxASaluSd/qwVYVLuryVbeqZ6VfrePZ068OZE+/2i5TOmyRj7r41g+q6VRqSpWaVqWmVqnpVWah6nqmX6npWWqKlpqmtXrgXFne74vs9YOr5aOuG2Ri0lY9/WpM833yt0YHZWi9w3pFon/1oHrv5vSrhIevSumi3vJVbFTmOPMZAQCAm8r83TZcAyAfFLAAAKFEAQsAAODW9Vs78y3vAVxeGW8n6P9BQ56qWd5nqXKn86IbsMDy3vMd1xWFL+w+i3kYVphRE7HMnwcACF+l/ii/i4nKPO8qIRXNmX5Vs/hVaVLOV1xSqwdVmUmvH3z6mIxscEheb7pf3m29Wya236oLWJ8kr3OsH5wvaYNmy6ah02T7yAmBMtWeUWNd5Svff86J+r5ZwFKvV/dR91P3Vfdf2PNLvX5wasfNMj7RN/1KvZ+Rz/4gA+sc1dOv1PttVzFn9aBz+tWTDwRdPXhePRPzOQEAgJvK/N02XAMgH+aZEwUsAMDNRAELAADg1vWvdt62vAdwuWWr9dNLNrerRpb3eao1kD/VdMt735muKwpf2H0WJmABAPzUtCezhFTx/muBklL9GPf0q+SqZ6TPUyck9ZmjMqrhQRnTYp980HanTOmwVa8B/KR7mizMXj+oJlWpiVVqcpWaYOUvU+0NFK+CR33fLGBtGzFJNg6ZLmsHfaona6kJW2rS1syuG/Tqw7db7tEFLDWRa3j9w9Kv5rGc6VflvdOvVB67O8MsX6kkmc8IAADcdObvtuEaAPmggAUACCUKWAAAALem++1ssbyHb/llj51HLFyvdpb3WV50XXFj3rO8913kuqLwheVnUSUsdQj2U6MmXnGwBgC3ppLRmWXNAlLZ6AypUcxXUKr11yvS1DH9qmvVs9I74aT0qXFChtY9IqObHJC3W+6WD9v51g+qMtRnPdbI4l7L5Mv+i2Rt6meyYfBM2Tp8sqtMdb0FLFXe2qLWD9r3WpP6uS53LUpZIZ/3WK1/7vuJO/QaxNeb7ZdRDb/X5TD1PlX5qlPlnOlXjcpcDpSv1IQv87PHFslMi7PkDvM5AQCAm+6um5goy3cuE2f5/gWp1+xstHz/YpT5O7WK+ped7s1+rRkA+VDnQpwTAQBChQIWAADAraexnUuW91CuoEm308HC9ehseZ/jGdcVN2as5b3vctcVhS+SPosHB2sAcGuKs+SOmKjMLa4Sklo9+LBv9aBKw9jLrulXKdVP6elXA2sfk+Fq/WCz/fJem10yKck3/Wp293Uyv+dKWdJnqZ5StXbQHNk4ZIZsGzHxJxWwttuv3zR0qqwb9ImsenGeXj+o1hx+Yv889bPH2e9BTb8a3eQ7GVb/kLxQ67hek6jec2LFC/ozNCl7WWoV932uhGJXpWy0Z/LV7tho+YP5nAAAQMSKtvOq5fsXpMzfrXfYuS9wJYAC45wIABBKFLAAAABuHb+x867lPYi70aj1cP9hoSCSLe/zO+G64sa8bnnvu9J1ReGLpM/iwcEaANyaYqKyBpoToJyrB2uXuBKYHKWmX3WP960eVOWmIfWOyKhG38ubLfbKB4k7XNOv1PrBZc8vkVUvzpe0QbNl09Bpsn3khBsuYKnpV2qCll4/mPqZfNV/oSzuvUyvH5zRZaNMaL9N3mq1xzX9Sr3PblXO6gJWi/Lu8pVK+Xs9qwcpXwEAcPv6k51llvf369N2HnNcB6AAOCcCAIQSBSwAAIBbw4N2tlveA7hgUaPrVfHF/HqwHLATYyE/waZGqcPPn+rnmBoVSZ/Fg4M1ALj1xEZnloiJysxylpBcqweLX9WlJf/0q25q9eBTJ6RvzeMypO4RGVrviLzW5Ft5u9VumdBum2v6lV4/+MIiWT1wrqwfNEs2D5uiS1Q3WsBS06+2DJ8i6+x7qXsu7/eFLnmpspf6uR8k7pQ3WrinX6Vkrx9UxbEm5S65yldPPnCN8hUAADD9ws7Llvd3bDUNvZTjOgD54JwIABBKFLAAAADCXzM7P1reg7dgUVOIfm3nV3aG2vlHkGvMZFi+qUjIXTvL+9wuuK64Me9Z3vsucl1R+CLps3hwsAYAt5a4YKsHo9yrBxuV8ZWvmmdPv+qV4Fs9qKZLqelXLzf8XsY036dX/002pl+pgtSX/RfpaVUbBs/U06uc5avrKWAFpl8NniFpqXNk5YsLZGmfJbro9Un3ND15653W33imX6lpXaqA1abCBalX8sfA51Kf0fjc+ylfAQAAhw8s7+/ZJ+38n/MiALnjnAgAEEoUsAAAAMKX+j9SwQ7bguW8nTq+l7lUsXzr5czrg+VTO//texkMjS3v8/q764obM83y3vdj1xWFL5I+iwcHawBwaylVJGOUWb5SU6H8JaW6JX8MrB5MrHhBkqudda0eVFOmXmn8nYxtuVfGJ+6QqWr6VfI6vRLwi95LdflKFaXWDpqj1wZuGzHphgtYavrVpqFTZf3gmbI29XP73gtlUa/lMrfHavmoywaZlLRVr0F0Tr9Sk7q6VjknXaqc1wUy//SrhGJXpWy0+3PHFMmobT4fAABwW7vDzi7L+7v2AudFAHLHOREAIJQoYAEAAISnh+3stLyHbMGy3k60flVwapLCMsv7umD5wU4538vgUM3yPiuVO50X3QB1aGre8x3XFYUvkj6LBwdrAHDriI3KqmyWr8rfmxEoX6myUrNyvulXLctflM5VzklKdff0KzVpanSTA771g+23yfTOX8uc7mmyIOUrWdp3iS5grRk4V9YNmi1fD5ku20dOMMpXbxWogOWbfjVF1g/5SN9r9cB5suz5JbKw55fyaY+1+ud+2G67Z/pVT/v9qulX7ePOS8PYy4HPpj6n8dm3mM8HAADAVtPy/q6tor4OIB+cEwEAQokCFgAAQPhpZeeK5T1cC5ZX7fyLflXefmlnoFWwlYRZdnrb+YV+JZRHLO9zUrnXedEN2Gx57znIdUXhi6TP4sHBGgDcGkr9UX4XE5V12FlCUhOh1GQof0mpYWnn6sFz0q2Kd/rV3xodlFebHJB3W+/WE6g+6rLRtX5w5YCFelqVmlq1aeg02TZyoi5efTPqbU/RKreokpaafqUKXOsHfyRrB32q7/tFn6V60tbs5DQ9eevd1t+4pl+p95pc1bd+sFWFi1KnxBX9udSEL7N4xvQrAACQh2D/gp76l/EA5INzIgBAKFHAAgAACB//Zmei5T1UC5Zzdp72vey6xNk5ZnnvFyxqotHv9KvwH5b3+ahUdF50A05Z3nu2dl1R+CLps3hwsAYAt4aYollzzBJS/EPpgfLVMyWuBFYPtn3igi4x9Yg/7Zl+pQpYaurUe212ypQOW2RW8nr5vMdqWZSyXE+/WvXifF2YUsWpTcOmytYRvgLWrlHveIpWuUVdv3X4ZNlg30MVudakfi4rXlisS16q7DWz6waZbP/sMc33yd/s9zS47hH9Pnsl+KZfqfJY4zKXfKsHH77qLV9FZW40nw8AAIDDy5b3922VPzsvAuDFOREAIJQoYAEAAISH4nZ2W97DtGBJsxPle9kN+X92Flve+wbLETtP+F522wtWMEp0XXF9citClXdedJNE0mdx4WANAMJfTFRmkllCetyxerBG8SvSpJyvfKWmX6nVg13t9EnwTr9SE6feaLFPxifukGmdNsns5HV6KtUXvZf61g+mfq5XBqoC1ubhU3SRyr9+cN+oNzxlKzN77WvU+sHNw6boe6QN+kRWvThP339+z5Uyu/s6mdHla/kw0bd+cGSDQzKg9jFdwOpW9ax+72p9oiqUqc8W551+dblUdAb/8BQAAOSliuX9fVvleedFALw4JwIAhBIFLAAAgPBw1fIepJn5p51Rdu7Ifs1PodYLqoM6tW7Q/Dlm/m5ngOVbY3g7+8LyPpsxriuuTwXLez/1d/zvzotukkj6LC4crAFAeFNlI1U6MgtY8Q/nTL9qEPNjYPpV+zjf9KvnquU+/eqdVrtlQvttMr3z1zKne5osSPlKlvZd4lo/qMpTW4a5C1h7gxSuzOwe9aZsHzlBry/U6wdTP9PFLv/0q4+7rZepHTfLe3r94AEZVu+w9K15XJ6LP63fd2LFC4HpVypqzaLx2ZPMZwQAAGB40PL+zq3yifMiAF6cEwEAQokCFgAAQHgwD9HMnLFTI3B14VETig5b3p8XLEuzX3O7GmJ5n8l61xXXp5flvd8u1xU3TyR9FhcO1gAgfMVGyx9iojJ3m+Ur5/Sr2o/krB5sVf6iLjGp9Eo4GXT61Zst9sr7bXbKpKSt8lGXjboUpcpRy/t9odcPpqXO0cUptT5Qla9Udr40PnsClrdwZUZdt23ERNk4ZIasH/SxrB44V5Y9/0Vg+tVM+2eqnz225R77PX0vqXWOSu+nTmavHjyvJ3j5p19VfSjdXb4qmjXHfEYAAABB/Jfl/Z1bZa/zIgBenBMBAEKJAhYAAEB4MA/RnFltp0jOpYXut3bmWd6fGyy3syct7/NQ08H+x3nRdQg2hep11xU3TyR9FhcO1gAgPBX7vdwZrHwVUzRT4h/KmX7VqMzlwOrBjpV85Su1yi+36Vfvtdkl77fdIVM6bJFZyevl8x6rZVHK8pz1g4M/9hWwhswIFLB2ZBew9gQpXDmj1g+q69RrVIFLlblWvrhArx/0T7+a1nmTfNhuu4xpvk9GNDgk/Wsdlx7xpwOrB53Tryrcm+H47FmHS/1Rfmc+JwAAgCD+1fL+zq1y1nkRAC/OiQAAoUQBCwAAIDyYh2gqaoXbS1bhrBzMj1pJmGIn0/K+D2duZ7+2c87yPpO2zosKSP0D12DrH6s4L7qJIumzuHCwBgDhJ86SO2KiMpd4yld2nnzgWqCgpCZF+adftangWz2oogpN3ulXB/TUqffb7pQPE3fItE6bZHbyOpnXc5UuSH01YKGkDfpUl69UNg6Z7ihgTcguYI31lK7cBay3ZOfL42XzsCl6jaFaZ7jiBd/6wU+6p+kClip+jWv9jS6DDa17WPrUOCFdq/pWD6rP4Z9+pVK6aM7njo3Kqmw+JwAAgFyofynP/J1bRf0uDiAPnBMBAEKJAhYAAEB4MA/RTttJcF0RGmXsfG95348/t7t3LO8z2eS6omCet7z3OWbnl86LbrJI+iwBHKwBQPiJjcocZxavVB67J2f1YI3iV6RxWV/5Sk2/6lz5vC5fJVc9E3T61Zhm++S91t/oAtbEpK0yvfPXMqd7mixI+UqW9lmiJ1X51w/qAtbQnALW9pG+ApZvDeEbnuKVr3zlWz+ort00dJqkDZolqwfO0+sH1c9QBawZXTbKxPZb5Z1Wu+WVxt/JwDrHJKX6qcDqQef0q8oPutYPjjafEQAAQB7KW97fu1WuOi8C4MU5EQAglChgAQAAhAfnAdpKO39yfzuk/tvOHMt7sKdyu/uL5X0mKnWdF+VDrflTawLMe7zgvCgfZS3v61UaOS/KR7h8lkLFwRoAhJdSUVl9zOKVSumiGZLwcHb5ys6zsT8Gpl+p6VGqfNW16lnpnXBS+j99zDX96rUm38qbLfbq8tUHib71gx912ajXAi7suUKXpFa9ON9dwBqcs4Jw28iJgQLW3lHv6bKVu4D1hv66+v62EZP09Cy9fnDAQj1dS03ZmpW8TqZ12izjE7fLWPu9vPTsD9Kv1nFJrnZWWlW46Jl+pcpm/s9eMjpT/e84AABAQQ23vL93q5xwXgTAi3MiAEAoUcACAAAID+rgTK0cVIdqvzK+93PpZifDch/uIXg5TR16/tF5US7UqsfZlvf1qsSkim8FVRgFLCUcPkuh4mANAMJHTNGMembxyh81EcpfTqpbMqd81aL8JelSxTf9Sk2T6lvjhAyulzP96pXGB2VM833yTuvdvulX7bbpApYqRM3tuVoWpSyX5c9/oadVOQtYKpuHTwmUsHa+ND5QwvKvI9wz6k39p/9rav3glmFTZN3gmbJm4FxZ8cJivX7w8x5rZGaXjTI5aau812aXvN50v/0ej0ifhBPS2X7favpVk3I506/iH3ZNv9ptPicAAIA8/Kud7yzv794q6x3XAQiCcyIAQChRwAIAAAgPp+xUM78YBmLsHLByDvdgWfdYvjH/5sHnN3budVxn+rWdDy3v61Q6OK4riMIqYIXDZylUHKwBQHhQU55iojIvm8UrlSfuuxYoJ9V+5EqgfKXS/knf9Kvu8b7VgwNru6dfqbLTGy32ybi2u+SDtjtlStIWvX5QrQSc33OlLmCpopQqTJkFrA1DZuhClb+EtetldwnLzPYRE+VrvX7wE73SUK02nJ+yUj5JTtOlr/GJO2Rsy732+/peBtY5Kj3jT0mS/f7V52gQ82PO9Ku7c6ZfxRTN7Gw+KwAAgDyoCdPm793+fOC4DkAQnBMBAEKJAhYAAEB4+D/zC2HkP+zMtHyHe/BJtLwHnyo/2nnJ8hXX1P8R/hfLV3JSpaR9Qa5XmWv5pkldj8IqYCk/92cpVBysAcDPr2x0enRMVMZxs3il1g5Weyhn8tXTxa9I07I55atW5S/q8lU3tXrwqRPSr+ZxXb7yT796tfF38kbzffJWqz16+tWEdttlasfN8nG39fLpc2tkYcqXuoD1Zf9Fsjb1c08B63pKWGpClvr+evv6talz5csXFsrCXstlXs81Mr3T1zKh/TZ5t9U3uhA2vMEh6V/ruHSPPy1tstcP1s5eP1j5z67pV+eL/V7uNJ8XAABALhraybK8v3v70ypwJYCgOCcCAIQSBSwAAAAUVEfzC7c5VU4yDz+vNxssX8HtehVmAUv5OT9LoeJgDQB+XrHR8ge1Zs8sX6moVXz+8pVKozKXA+UrtbavYyXf6sFeCaf09KvUZ3yrB4fVP+ybftVsvy5gjWuzSxewJnXYKh913aALWHN7qgLWclnca5l8lUcBK1gJy1xH6C9fbRo2VdYNmi2rXpwvy57/QhakfCVzuq+VqR22yDj756tJXGol4lD7PfatcVy6Vj0nzR+/KI3L5KwfLBvtegajzecFAAAQhPoHa8Ps/N3y/u7tT6ad//G/AEBwnBMBAEKJAhYAAABw43pbeR+I5pV5dv7TujGFXcBSfq7PUqg4WAOAn4+a7pRb+erJB3LWDqo8U8K9erBtRd/0q+RqZ3X56oVaOdOvRjQ4FJh+pVb+qfLV+MTtMi17+tWs5HUyr+cqPf3qiz5LZeWAhXkWsIKVsLaNmCTbR06QbSMnBr62cch0+z6fyVf9F8ri3sv0z5hp/7xJSVvl7Va75bUm38rLDb/XRTFVGutY6Zz+LOqzqc8Yd/811zMoede1+8xnBgAA4FDMzhA7Ryzv791mpmS/BkAeOCcCAIQSBSwAAADgpyll5yvLexiaWw7ZaWP9tFV9N6OApfwcn6VQcbAGAD+POEvuiInKXGIWr1TK35vhKl+pqClR/vJVi8cvSucq53QBK6W6e/qVf/3g6CYHdAHr3da7dQFrYvutehWgKmB90j1N5vdcqQtYS1QB68X5+RawgpWwnNk8fIqsGzRLVg+cJ8v7fSELeq6Qz3qslRldfOsH32q5R0/lGtngkAyofUx6xJ+WxIoXAtOvEoql65WL/mcQG5Wh1vQCAIBbQ0oIMsDyTaN+184KO2cs7+/cuSXDzoMWgHxxTgQACCUKWAAAAEDheNTOUMt3cHrMTrqdLDtn7WyyfIeqT9u5w/+CMHbLfhYO1gDg5xEblTnOLF6pqBV8CcXc5Stz+lXSk77Vg2qFnzn9alj9QznrB1vs0+WrD+xM6bBVZnTeGLyAlT0Ba+2gTz2lKzOqhKXKVmb5Sn1dFbjUvdRUrXn2/Wcnr5OpnTbJ+MQdMsZ+P+p9qffXz36/yVXPSqvyF6XOo77pVxXuzSlf6elXRbLizWcGAADClll4Crc8bwEoEM6JAAChRAELAAAAQMTgYA0AQq9UVFYfs3jlT/zD6XlOv2pVwbd6UEVNkQo2/eqVRgdlTPN98nZL3/SrD9ttlykdtshHXYIXsL7sv8hXwEr9TNYPnukpXQXLhsEzZOPQ6fpP/9fWpn4qK15YbN93hXzeY7XM7LpBJts/d1ybXfJK4+/0extU94j0Tjhpv//z9ue5KLX+6itgGc9hi/nMAABAWDMLT+GU6VYYTaEGwh3nRACAUKKABQAAACBicLAGAKEVUzSjnlm68ufJB/4/e/cDZ1Vd53/81FLrPtbdbdv6rY9i7gyJpc5AyNwRGMeYBBzmD6L8UREUUhQVEBUFNQ0VFYtVyrJa3bYtt8h/S7tW1u4WW1pUlFRUWJr/EAZQQGaYudx7tfP7fu6958653++5M3dmzj3MnPN6Ph7vhwXf873nz+Ox2+Pr+/H9HjHKV+7dry5UuXJKdvcryaqWvZ67X2244IXM8YMPXPy7TAHrq0t+lS1gLf95poC16ZqfGAWsp9c8kSlh/ey2x4yyVSn56W2P2k994tv292/8b/s71/3Q3nT1luzxg5f+2v7Coh353a9uPqs9Uxy7/AwpYHXYbWO67WknJQrfRUVypv7eAADAkKaXnoZK/kXlLywAJWOdCAAQJApYAAAAAEKDhTUACM74qtTEeCzVqRevJA3HJ43y1Ywx3fYFEzvzBaxLJ/eUr64psvuVc/zg5y76Q/b4wcXbM+UrySNX/SxTwPrPa39sFLCkPCUFrC23PW6Uq/rMbY9mds/KHD+4So4ffMp+TP3O1654JvP7cvyg3Nvts3fZq1v32FdN3W8vnvyGfcGkjsxzTj7hCLtfAQAwvOnFp6Od11QusgD0G+tEAIAgUcACAAAAEBosrAFAMCZWJarisWS7XrySTKxK2c3VvZevFjZ02Etz5aurpu3PlK962/1Kdp2SApbsQOUUsKR8JfmvlWYBS8pTmWMIb/umWbAqkp/e9pi95dZNmet+vOZbmeMHn7xuc6bg9ciyrZmdt2QXrg0X/Clzf7ecvdu+LnP84AF7UcMh+/wJnZlnrR+VZPcrAACGN70AdbSyV+VWlXdZAAaEdSIAQJAoYAEAAAAIDRbWACAY8Vhqq168kpxambSbTi4sX8mxfPMmZItXTq44I1u+klzfvK/X3a+kgPVg7vjBh3Llq69dkS1gPXbVT+0nVj5tFLAkmQKWihwnqJet8qWrTPHq8cyOV874H695wv6hul6OH5R5/+PqLfbXl/7S/vKlv7G/sHCHfc+8FzP3eENbu3110+vqGeT4wUP2uXXZAha7XwEAMOzpRaig8qbKr1U+pzJd5R0WgEFhnQgAECQKWAAAAABCg4U1ACg/2dVJL15lUpmym05OGEcPzo337HwlWXT6oZ6jB8/MHj14U1vP7ld3zd2ZKV/dO+9PmfLV/Quzxw/+6+Lf5He/+vqVv8wUsB5fUbyA9fSaJ3Klqv80Slg/vf0Re8tt/5EvXTl5es231LVPZq6X4wefuPbpzO/Ib35J3cN9Fz5nf+q8l+w1Z++yV6n7Xq6e4fIzpIDVYc+JH7annZRg9ysAAIa/6wLINSpXqlyo0qRysso7LQC+Yp0IABAkClgAAAAAQoOFNQAor+r32sfGY6kdRvlK5aMfPGKUr84+paugfJXd/epgpny1fNr+TIlJClg3n7U7X8D65HkvZ3e/mp/d/erzC5/NFLBkByqngLUxV8CS3amKFbCe+sS3C8pVW277ZuaIQfmnXrySyHjn2h/c9N/2kyv/z/7mtT+xv7Fsq/2Vy35l//PHdtifnv+8ffe5L9s3z2i3V07fl3mOxZPfyDzXLPWsk084wu5XAAAAwBDBOhEAIEgUsAAAAACEBgtrAFA+jZY9oi6WfEIvXknqP5A0ylczxnbZCyYV3/3quunZowdvaGm3b5+VPX7wztnZ3a8k9134x0wB6wuLdmQKWP92mVnAcnbA+tbKpzIFLNm1yilR/eiWJ42SVbH8yFW+2vzx79nfu/77mTkfX7HF/vqVz2R235KduO6d94J955yd9k0z2u0V0+T4wQP2woZDmWebOa7LPu0D+QLWEv39AQAAAAgW60QAgCBRwAIAAAAQGiysAUD51MWS6/TileTUyqTdfHJh+aptTLc9b0LhzlcXnnbIvvKMbPnq6jNfz5SvJLfMdO1+NTe7+9WGC7LHD0oeuPh3mQLWVy77tVHAeuyqbAFL8uTKzZkSluxe5ZSpfpw/htA7P5by1S3ZIwcl/3vD/2TmePK6zfZ/Xfu0/cjyn9sPqd+T35dC2D3q3tbOetVe1bI38xxXTskePzh/UkfmmSdWZd9JXSw9RX9/AAAAAILFOhEAIEgUsAAAAACEBgtrAFAetbHUQr145WTKhxLG7ldz44U7X0n5Kn/0oMqq5r3Z3a/a2jOFJilf3TF7p73+vOzuV59ZkD1+8HMX/iFTfpJ8dYlZwJL818ofZ3fBui67C5bsXiW7WEmh6oe9lLDkz394c7Z85ex6JddLnlj5lL3pajl+8Bf2v136a/uBj/0+c0+fOu8l+9ZzdtnXNr1WcPzg+ad2Zp7beScT3t89Un+HAAAAAILFOhEAIEgUsAAAAACEBgtrAOC/2li6IR5LpfXileT00UeM8tXZp3QVLV9JpLzk7H615uzs0YOSdXNfyZSv7pn3Yn73q88vfDZfwPr3Jb/yLGD957XZApbkO9f9MHsU4eqeowilhPX0mm8VlK/kv8ufO2NkfHbnqx9kjh6UueR4w6+p3/nS4u32FxftyOzKdfe5L9u3nLXbXnFm9vjBixqyzzin9rDdXJ1w3ktCf4cAAAAAgsc6EQAgSBSwAAAAAIQGC2sA4K+JVYmqeCzZrhevJHLcXnN1Yflqxtgue8Gknt2v9PLVVdN6jh68SXa/ypWv7lCR3aWkgPXp+c/nC1j//LHf5wpY2/PlK72Ateman+QLWN9S+e512aMI5ThBp2CVKWLd8qT9o098J/NP9587xw5KvrXyR5l5pNQlxw9+dcmvMr9//8Jn7XvnvWDfOWdn5r5lFy95Luc5Z47rss88KV/A2q6/RwAAAADBY50IABAkClgAAAAAQoOFNQDwT12VfVw8ltqhF68yqUzZTSebRw+eP8FVvlK53FW+klzfvC9fwJKj/JwCllO+ktyXK1999qI/2g9e8rtMAepfeylg/cfVW/IFLMm3V/4oX6j6/o2FJSw98vfOWLlOrpcjDR9T88rxg1++9DeZ35d7ukfdmxyXeH3L3syzXHx69vjB+ZM67LYx3ZmjGLPvJr1Jf5cAAAAAgsc6EQAgSBSwAAAAAIQGC2sA4I9ey1cqk08wjx6cNf5wwdGDUlByl6+umra/Z/erGT27X905J3v0YPb4wRfyu1/dv/AP+eMHv7y4eAHrsRU/LShgZY8izO6C9d3rf2Bv/vj3jOKVRP5c/l7GydGFzrWPr9iSmfdrVz5jf0n99gMf+739mQXPZUpiUhpbOX2fep6DmYKZPOf5p3Zmnr9RvRN5N7UVyfX6+wQAAAAQPNaJAABBooAFAAAAIDRYWAOAwat+r32sHKOnl66cTKxK2q360YNjuguPHlRZOqVw96trzuw5fnDN2bvzBay7z305X8C694I/5QtYn1/4bE8B69LfFC1gSeTIwMIS1lP2k7mdrb53/fftH9z03wXlK/nv8ufy90+u/L/8dZuu/klmvoeX/9z+ymXZ4we/uGiHvUHdl9znLWftVs/xmn1ZY8/xg3NqD2fewemjswUslSX6OwUAAAAQPNaJAABBooAFAAAAIDRYWAOAwWm07BF1seQTeunKyalFjh4879Se8pVk8eTC3a+WTTtgr2rOlq9Wt+7JHOXndfzgpy943rOA9a+LCwtYX7/imYIC1uNXm7tguY8idIpY/7P6f/PFq0z56rrN+fHfvDZbvnpk+c/sr6nfcI4fvP+iP9j3znvBvnPOTvumtnZ7xbT99sdOP5R/1pnjujLvoH5UMvOOxlekm/T3CgAAACB4rBMBAIJEAQsAAABAaLCwBgCDUxdLrtNLV+5M+ZBZvjpnXFdB+eqiho7MEX3uAta1Ta/ld7+62XX8oMQpX2UKWPO9C1iSry75VUEJS3ap6n0XrKczBSt3Ccsd+btv5cbJte7ylcwvpa8HL/6dfZ+6F7k3KY2tat1jL1fPs7AhW8C6YFJH/j0476i2Knmi/l4BAAAABI91IgBAkChgAQAAAAgNFtYAYOBqY6mFeuHKncmjjxjlq9YxXZkSkruAddlHC3e/umrqfntVrnwlufXsXfnylewq5S5g3bfguaIFrC9ru2B9LbMLVk8J67EVPy25hOXe+UryWGaOn6s5s3M/tCR7/OD96h6kFCa7dN16zi77uun7Ms+0oD5bwJqdO35w2kmJ/HtqrLKP0d8tAAAAgOCxTgQACBIFLAAAAAChwcIaAAxMbSzdEI+l0nrpykn9B5J2a7VWvlKZGz9cUL5a1HCo8OhBFSktOeWrG9oKd7+6+9yXtQJWtnzlVcDy2gXr60t/WbALlmTT1VuMEta3Vj6VOZLw29f9KPOf3X/3Hyu2ZK7beOUvsuUr2f3qku2Z3a/kPu6Z92LmPm85a7d9TdNr9tIpB/PPO2Ns9vjBySccyb2rZLv+bgEAwLDzakQChB7rRACAIFHAAgAAABAaLKwBQP9NrEpUSXFIL105ObUqZTdXm0cPzvxw4dGDF552yL7yjMLy1YozX8+XryS3zNxdUMCSnaWc8tU9Kk75qlgBS98FS/KNpVuNEtbjRXbD0vPNa36SGf+NZVvz83350t/kd7/6zILnMvcmO3Xd1NaeeZ7Lz8gWsM4/tTP/LupHJTPvqq4itUV/vwAAYNixIxIg9FgnAgAEiQIWAAAAgNBgYQ0A+i8eS23VS1f5VKbsM08yy1eSeRMKjx68QitfSa5v3ltQwLp9Vk/5SuLe/eqeeS/0WcDy2gVL8sjynqMI+9oNy4kUtB5b8bPMtf+eO3rwq5f9OvMbzu5XGy74U+be1qr7XtW6x16unmnJR9/IPO+s8dnjByWu97VRf78AAGDY0YtKYQ0QeqwTAQCCRAELAAAAQGiwsAYA/ROvSM40SleunD76iFG8ksyp1Y4ePN08evDqpsLdr2QHKXf5SnaVchew7i2xgOW1C9bXVB4uUsLy2g3rP6/5if3YVT/N/P3Xr3wmf/Tgly7Znt/96j51D3JfskvXrefsyhylKM+1ePIb9vxJHXbrmOzxg9NOSuTfV10suU5/xwAAYNjRi0phDRB6rBMBAIJEAQsAAABAaLCwBgD9E4+ltumlKyenViY9jx4868PdBeWr7O5XBwsLWNMO2Kuae8pXkptnFBaw7j735YICluw2VUoBq9guWJKvX/lL++Fl5pGEksdW/DRTxpI4f/aNpb/IX/uvi7NHDzq7X31mfvb4QbnPW87abV/T9Frm2S75yBv2uXU9u19NPuGI+70t0d8xAAAYdvSiUlgDhB7rRACAIFHAAgAAABAaLKwBQOn62v3qjA957351/oTOPne/urbptYLylWTN2bsKCliys1RvBaz7F/7BKF71tgtWwY5YVzxjf2PZL+xHPIpYTjJHD+bG/1vu6EFn9yv5fdmRS+7rzjmvZHbvWnHm/syzLWw4ZJ89Lrv7laR+VDL/zsZXpJv09wwAAIYdvagU1gChxzoRACBIFLAAAAAAhAYLawBQmroq+7h4LPWcXrpyMmlU0iheSWad0tXn7ldXTd1vr9LKVzdoxw9K3OUrrwKWRHaj0stXTh4qsgtWYZ6xN175C/uR5Vr5atnWzLGFMkZ20/pSbs4Hcrtf3bcgu/uVlMTWznrVXt26x75qmhSwDqpnPmTPGNtTwHK/t9qq5In6uwYAAMOOXlQKa4DQY50IABAkClgAAAAAQoOFNQDoW658tUMvXeVTmbKbTjaPHmwb223Pn1RYvvLa/eq66fuM3a9uOXt3Qfnqzjk7SypgyW5UevEqn8Xbix5F6BXZFevrS3+Z+afzZw9dLkcPbs/M9+Alv7Pvz/3uPbndr9bNfcW+9ZxdmWdYrp7t8jOkgNVht43JvpNpJyUK3l1jlX2M/r4BAMCwI///3J33qHzNMgtM7vxZZavKAypXqnxEpUYlpvIulb/L/Wf5M/k7GSNjf5G7Vp/PHfltuQf9vgYbIPRYJwIABIkCFgAAAIDQYGENAHrXZ/lKZfIJ3kcPzo0XHj3otfvVijNfN8pXsnvU7bMLjx+8+9yXSypg9bULluxcJccHSpFKL1yVkvzRgxf/1r7/oj9kfm/D/Odz9/SSfYe611vO2m2vat6Teb7Fk9+wL5jUkX8n8q563l2yXX/fAABg2Bul8gfLLEU5eU7lJpVK54IBkGs/rvK8Zc7vRO5B7gVAP7BOBAAIEgUsAAAAAKHBwhoAFFdK+WpiVdJurTbLVzM/bB496LX71fXNe40C1s1nmccPytF+pRawet0FKxfZxaq0Iwl7IuOdowc/r35Dfus+Fed+Pnnuy5l7vamtPfNc8nyLGg7Z50/ozL+X+lHJ/Lurq0ht0d85AAAY1j6kIgVrvQwlOaSyUuUd+dGDJ3Ndr9Jhmb8n2a3ywfxoAH1inQgAECQKWAAAAABCg4U1APBW/V772HgstU0vXBWkyNGDknkTCstXXrtfXTVtv1G+ktw2q7B8JdHLV70VsCQPfKz4LliFRazf2F++9DeZna2+KjtjZUpZZjFLji6UIwzlmi8u2pH/nQ0XZI8elNw1d6e9Vt277OC1smmfekY5fvCQfW5dTwFLe38b9fcOAACGrb9X+aNllqAkUrp+X89Q341U+bll/q7kWSt7pCGAErBOBAAIEgUsAAAAAKHBwhoAeIvHUg8ZhSstH/2g99GDc2oPG+Urr92vrm56zShfye5RevnqzjmvGOWrvgpYn7vwDyWXsLwiO1055awv5YpXkgc+9nv7sxdlf+MzC5yjB1/M7NAl93rrObsyz3GterbLz5ACVoc9J344816mnZQoeH91seQ6/b0DAIBh6yHLLD9J/k/lr3qGlY38y7UfWebvS77sGgegF6wTAQCCRAELAAAAQGiwsAYAptrK9Eq9bKWn/gNJo3glOevD3Ub5ymv3K8nK6fuMAtbNZ+02Clh3ze1/AcvJ/Rf9wf7iomffeuDi3+3+l0u2v6kXrfoTNUe+fCW5J38vL9l3zNmZuddb1P3Lc1zd9Lq9ePIbmWefdUpX5t1MPuGI/h6X6O8eAAAMSw2WWXqSvKzybte4cvsHlZ2WeR9/VpnoGgegCNaJAABBooAFAAAAIDRYWAOAQnWx9JR4LJXWC1funFqZtJurE2m9fCXxOnrQa/er5SqrPI4fvGWmWcC6c85Oo3wluWfeC0bhqq/cv/DZzBGCspOVXrDqLbKbluyq5cwj5S/nPu4+9+X8vd40oz3zHHK84qKGQ5nnP3tctoBVPypZ8B7HV6Sb9PcPAACGpf+yzNKT5Cz3oICcY5n3IXncPQiAN9aJAABBooAFAAAAIDRYWAOAHhOrElXxWOo1vXClZ+qJRzr04pXE6+jBYrtfyQ5RevlKsubsXUYBS7L+vJeMApbkvgXPGSWr/kR2yPr8wmd7jYxxXyO/6fy+3Nfa2dndr5zjB1c171XPKMcPZgtYM8ZmC1inVha+x9qq5In6NwAAAMPOcSpvWWbhabt7UMB+a5n386bK/3MPAmBinQgAECQKWAAAAABCg4U1AMhqtOwR8Vhqm1620vOR0Uc69eKVpNjRg167X0mua95rlK8kUmLSy1eSu4scQ3jPvMGXsPqbe+e9kC1fuY4elHw8t/vVtU2v2ZefIQWs7DtoG9NtN52UMN5lY5V9jP4dAADAsLPIMstOkhtcY4J2k2Xej+RC9yAAJtaJAABBooAFAAAAIDRYWAOArHgsvUYvCOmZWJV6s7Wmu1svX0nOn9BplK+K7X511dT9RvHKye2zvAtYd872PobQiRwJ+LkLn3tTL0v5HffRg+vmvpK/P2f3K4k83+LJb2Se/4JJHZn3M+VDegEr2a5/AwAAMCx9yTKLTpJ696CAnWaZ9yN50D0IgIl1IgBAkChgAQAAAAgNFtYAwLLqqlLj4rFUWi9cuXNqZdJuru7eqxevJOeM6zKKV73tfiU7ROnFq0xa9xjFK3c+de5LHXrxyp1757/wwGcX/HGbXpryK+6jBz957ssF93ZTW3b3K9nZS55xUUP2+EEppsk7+sjoIwXvs64itUX/DgAAYFj6iWUWnSTvcQ8K2Hst834kT7sHATCxTgQACBIFLAAAAAChwcIagKirq7KPi8dSO/TCVUEqU/b06u4DevHKybwJZvmq2O5XklVFjh+8sY8C1l1zX/mZXrrS0n73vOeqP7vguTWfvfCPab1ANZhI+UqOO5TfWX/eS/Yds3uOHrzlrN35Z7i66XX1jHL8YLaAdW5dtoB1+vFJ/Z1u1L8FAAAYlnZbZtFJMsI9KGDvsMz7kexyDwJgYp0IABAkClgAAAAAQoOFNQBRVlL5SuWMDyY8d76SzBp/2CheSRY2eO9+ddW04scP3tS22yhdFRSwZr/6b/90/osJj+KVnsS9F7zw3H0LnjuoF6myZapsoerT85+3P33B8/a9F/wpc7Rgsdwz74WC+e+a01O+ch89uEpluXrGy8+QAlb2PcyJH/YsYNXFkuv07wEAAIalw5ZZdJL8pXtQwP7KMu9H0uEeBMDEOhEAIEgUsAAAAACEBgtrAKKq1PLVaR9IvqmXrpy0jem2L5hklq8kiye/YZSvJFcXO35Q5eYZ7UbpSkt6/fkvfcujcFU0Up6SEtW96p/yn+/xGNOf3H3uKwX35Bw9KFk5fV/mGeXZnfcw65QuzwKWyhL9mwAAgGHpLcssOkli7kEBq7TM+5G86R4EwMQ6EQAgSBSwAAAAAIQGC2sAoqjU8tWplUm7pTpxSC9eOZHdnfTilZMrzjDLV5IV0143ilc9O2D1WcCy75q783m9FBVU5OjBtUWOHpTIs8kzyu5fznuY+eFsAav+A/oOWOkp+ncBAADDUrEdsFrcgwLWZpn3I2EHLKAPrBMBAIJEAQsAAABAaLCwBiBqSi1fSaaeeOQNvXTlZMbYLnt+kd2vLjzN+/hByfJejiCU3HbOroN66UrPp857aZdejip31G/ad7juwX30oOT65r2Z51uqcmHuPcj7cd7XqVWF73bC+7tH6t8GAAAMSy9bZtFJ8hn3oIB91jLvR/KSawwAD6wTAQCCRAELAAAAQGiwsAYgSvpTvvrI6ES7Xrpy57y6TqN45eTi04sXsCSrWva+qRevnNw4Y89za2e/mtZLV+7cof7+n85/8UW9JFWOyK5Xd84pPHZQ4j56cJXKVdP2Z55tyUd7jh88V70j531p7zehfxsAADBs/Y9lFp0k+1U8/4VXmclvym/r9yP5nmscAA+sEwEAgkQBCwAAAEBosLAGICr6U76aVJX8U0tN92G9dOVk5rguo3TljpSQ9NJVQQGree9OvXjlSmLtrF1r9MKTnjtm73xh/fkv7dQLU4ONFK7uPvdle93cV+w75/QcN+jOmpmFRw9e3ZQ9elAi5TPnPZwz/nDmfTWdlNDf8Xb9+wAAgGFrnWUWnZyscY0Lyu2WeR9O7nKNA+CBdSIAQJAoYAEAAAAIDRbWAERBo2WPqKtIbdGLVp6pTD3bOibxW7105c68CWbpyokcv3fllAN/1ktXBQWslvYnPYpX+dwwvb1q7exXt+nFJz1yJOCnzn/psF6i6k/kaEEpXEnZ6o7Z3oUrd26fvcu+obXnXq+bvq/g2eT4ReddzBiTfV9TPqQVsCrTm/RvBAAAhq3Jlll0cpJSmdQztOwaVNKWeR9OTu8ZCsAL60QAgCBRwAIAAAAQGiysAYiCulhqhVG08s6O6TVH1uuFq/7sfrWooffjB5dN3b91dXP7er10pWXmnXNfHbe2j6MInUh5at25r7zyqfNefuKfznvxu/90/kvb/+n8FxN62UrlLXfhSp+nlNx8Vs/uV6ua99rLc0cPSq4440D+PZw/oef4wY9+8EjBe66tSK7XvxEAABi23q7yomWWnZzIcYDj86PLp07loGX+vpMXrOy9AugF60QAgCBRwAIAAAAQGiysAQi7Ce/vHhmPpTo9ylZ6dkz7YGJKa013Wi9duTM3ftgoXblz8eRDb5ilq54snbp/7eqWvUs8Slc9ad37qNx7KUcRFklCZfsdc1/57l1zXnl43dxXXr5zziv6mH7n1nN2Fdznimk9Rw9KFk9+I/8eZtdmjx+UnD66sIClskT/TgAAYFi7xjILT+50qVyi8jbnAh9JqeoylW7L/F13rnYuAFAc60QAgCBRwAIAAAAQGiysAQg7Oe7Oo2ylZ8cZo+3jW2u6t+mFKz3z6w916KUrdy6b/MaX9NJVQQFrysGFq5r3TDRKV4VJX9+y77hbG+0Ra0s4ijCISPnqhtb2/D1e21R49KBkYUPP8YOyU5jzzupHJQved20sLccDAQCA8PhLlT9ZZulJz88sf48krFfZapm/o0fu7Z25awD0gnUiAECQKGABAAAACA0W1gCEWbwiOdOjbKVnR12VfVxrTfdDetlKz9njDv9RL1xp2bl06sGL9WKSXsCSe1vdsudFj+JVPqta93xcxt0698Xjbp/96g69EBVEpHR1y8zd9k0zeopXmXtr2Ws81xVnHMy/h/mTOuy2MT3vTXvficYq+5jCLwUAAEJgsspblll+8sp2lRtUPmj1b1csGSvXyLW/tcx5vfKmykfkYgB9Y50IABAkClgAAAAAQoOFNQBhVf1e+9h4LL3To3DlTvrUilS8taZ7pV628kj6gvrOf/coXeVz4WmdG6RgpZeTvApYN7S2r9ZLV3pWtex5cOWM3e+REtba2bu26gWpMuTImrN3JW+e0V6w25Wea5teM55r0ek9u1+df2pn/r1NOylR+M4rUpv1bwUAAEJjtWUWoPpKh8rTKl9UWadyo8qVKktz/1n+TP5OxshY/fq+ssoCUDLWiQAAQaKABQAAACA0WFgDEFbxitRnPQpXeja0jU1MkXKVR+GqIDPGdq9fcFpHu166cueiho6GUgtYcsTg6pY9ab3c5JGDq1v2LpHjCO+Ys2vm2jIcSXjbObsOfVzb5aq3LJ9W+Ezu3a8kc2oP59/b5BOOaO88vUb/VgAAIFTWW2YJ6mjlUxaAfmGdCAAQJApYAAAAAEKDhTUAYSPHCdZVpLZ4lK30ItDOKdXJk1trul/Ty1Z6Zozp+u2C+o5n9cKVlp3y+6UWsMTq1r2P6uWm4tm7c3Xzng2rp+9ruGvO7llrfShi3TZr1+H+FK8k103fZzyTe/crycxxXfl3Vz8qWfjeq9KN+Y8FAADCSnbC+rNlFqKCivw2O18BA8A6EQAgSBSwAAAAAIQGC2sAwqSxyj4mHkttM8tWZuoqk7Paarq36GUrj7y2YFLnMx6Fq4LI8YNyD/0sYDXpBacSc3B1856Na2bu/szts3b9Vi9W9ZXbZ736+4+f1f6cx7x9ZsWZ+wueR9/9av6kDrttTM/70957Qr5RzxcDAAAhdqZKu2WWo8qd3SrTLAADwjoRACBIFLAAAAAAhAYLawDCJB5LfUEvWnmmMr2pZUzXEo+ylZ703LrDK/SylVfk+EG5h74KWMumHdjovufVLXu26CWn/ubjbe2/v+Xs3d++9ZxXH7199s7vrp396naVhEfx6pWbZ+7+vX59qbm+ea/xPPruV+ef2pl/f9NOShS+94rUZvezAwCA0Hu3yudU3rTMopTfSVvZ35LfBDBArBMBAIJEAQsAAABAaLCwBiAs6iqS5xlFK+90Thl1eGxrTfdBj8KVnpUL6jvX6GUrj2xx7qPPApbK8mn7Vzrjr2/Zd9xqH0pYWhKrWvZsv7G1/bs3z9j18Cdm7v7xTW3tSY9xJef65n3qvgufQ9/9SjKn9nD+/U0+4Yj27tNrnOcGAACRMlrl8yqHLbM4NdjInDK3/AaAQWKdCAAQJApYAAAAAEKDhTUAYTB+5JHRUqzyKFsZqYulVrTVJB70KFvpeUjmXjCpY7NeMnLnwvqOHYvqDh/n3Mvyqfsn6oUrj6SXTntjinPNrY32iNUte5eslqMFPcpPRzPXTd9nHDvoRN/9SjJzXFf+HdaPSha8+9pYOrNLGAAAiKy/VrlA5Rsqey2zTFVq5FqZQ+aSOQH4hHUiAECQKGABAAAACA0W1gAMd41V9jHxWGqbXrTySl1FaktzdfdpHmUrPdvmVtvHLmq0j1lQ35HQS0auJNzlK8eyqQe26GUlPcunHnht6dSDM93XrZyx+z2rWvY8qJeggs4NzXs6r216zb5qqnfxSnLFGQf0d2HPm9BR8B4L3396p/tZAQBA5L3Nyu5adY7KDSr3qTys8m2V76v8b+4/y5/J38kYGSvXyLUAyoB1IgBAkChgAQAAAAgNFtYADHfxWOoLetHKK1K+mjDaHinlKo/CVUGax3ZPlLkXNHQ26iWjgkzq2Kzfj7h6+sEqKVjppaUi2aYXsVY175m4umXPVr0YFUz2/knd+2GP+yzIogZz96tzXLtfTTspoX+DDe5nBAAAADD0sE4EAAgSBSwAAAAAocHCGoDhrK4ieZ5etPJKbSyV+b9tLTWJNXrZSo8cT+jMv6C+c41eMipM55qeuykkRwwum3ogrReXeolRxFo9fV/D6uY9G1a37N1pFqX8z/Ute9uXTzPuy8hljW8Y70Lf/WryCUc8vwEAAACAoYt1IgBAkChgAQAAAAgNFtYADFfjRx4ZHY+lOvWylUe+IONbqg+Pa63pTuuFKy0HZ3yw4z3Ob8gOV3rRqCANnY35G/KwfNr+lXp5qe/s33pl4z7jWMNMGatlz9rV/u+MlVjd3P7YijNff968FzNLVS7U30N94e5XkvpRSQpYAAAAwDDDOhEAIEgUsAAAAACEBgtrAIajuir7uHgstcOjbKVnW2OVfYxc01rTvdWjcFWQljFdS5zfWNRoH7OgviOhF41cSciYnrvytmzKgYf0ElMJSahsXjb14BqVxkWNLxb8zvUt+45b1dq+cHXzno2rW/Yc9ChV9Z3W9qdWte655Poz9h6vfmuHxz145pKP9L37lUT/FhSwAAAAgKGPdSIAQJAoYAEAAAAIDRbWAAw3jZY9QopVesHHI52yS5Zc0zKma6ZeEPLI1sZGe4TzOxc1dDToRaOCTOrY3HNXxV3ZuO/YZVMPbNOLTP2Mq5C1v2l54/6Rzvy3qnte1bxn4uqWvUtWN7evX92yZ9Oqlj3bMztb6aWr7FGGa29o2pd5L7LT1rJ+lK+uOKO03a+mnZTQvwUFLAAAAGAYYJ0IABAkClgAAAAAQoOFNQDDTW1Fcr1e7vFKXUXyPOea1prubR6FK3fSckSh+3fmn9axUC8aFaZzjXt8b7JFp/1b9ULTICOlrO0qm1TWL59yYMnSaW9McZezVjW/OnLV9D1TZLcsKWnJTlqyo1a2yCWFrswc+ryeueKMg/aFpx0y3oPX7leTTzhifA8KWAAAAMDQxzoRACBIFLAAAAAAhAYLawCGk7pYeope7CmSLzjXlLL7VUtNwihT9VXAkr/Xr+nL0qkHZy4b/G5YpaSgnKWyblk/C1fuXNYoxw6a5SuJvvuVpH5UUv8e9viKdJP+PgAAAJS3q/yjyikqDSpTVaa7AiBArBMBAIJEAQsAAABAaLCwBmC4qH2f/Z54LL1TL/Z4ZFtjlX2Mc11rn7tfJba7jx50lKOA5QiwiDXYvHXx6VK+Mp9f4rX7lcTjm9i1VckT9fcAAAAiqULlEpWvqvxaJaVi9xIAAWKdCAAQJApYAAAAAEKDhTUAw0W8Mr1JL/V4ZEddlX2cc01Ju1+pMe7fcZSzgOXIFbGe8yg+HfUsnXJg50UN5nO747X71bSTEvo3ycRdigMAAJHzDpVFKk9ZZsGqr5TqXpVvFMm7XeMA9IJ1IgBAkChgAQAAAAgNFtYADAfxWGqJXujxSKe+y1Jrn7tfdW9zj3cLooAlrmzcd9yyqQe26AWoo5wdF5126Lf6M7tTbPeryScc0b+LSrJdf24AABAZi1RetsxiVakp1XWWea2TS13jAPSCdSIAQJAoYAEAAAAIDRbWAAx1UqqScpVZ6jGyxH3dYHa/EkEVsBxXTj3QsGzqwTXLph7YrJLwKEUFlR0X1x9cpD+vHq/dryT1o5L6d7HrKlJb9OcFAAChJ0cNbrbMMlR/U6pjVQ5Y5vWS77vGAegF60QAgCBRwAIAAAAQGiysARjK5DjBeCy1Qy/0GKlMb9KvbR3E7lci6AKW26LGF49ZNvVg41EoZG2RHbkW1B/apj+vO8V2v5IY3ybzfVIb9WcEAACh9hGVfZZZhBpI+uN2y7xe8qbKP7rGASiCdSIAQJAoYAEAAAAIDRbWAAxVJZevYumdte+z3+O+drC7X4m+ClgX1nfsWFR3+Dj9unKQQpbskLV8yoEly6YeWK+ySWX7ssEXs+T6zVL0kvnlt+afdmii/qx6iu1+Ne2khMf3Sdl1seQ6/ZkAAEBoTVPptswS1EDTH+9X+bNlziG52DUOQBGsEwEAgkQBCwAAAEBosLAGYChqtOwR8Vhqm17k8UpdLD1Fv751kLtfib4KWEGXsIpZ3rh/5NJpb0wpsZyVL1zJDltS7NLnu3BS51L9Od3pbferySccMb5PLgXHQwIAgND6sEqXZZafikV2pvqDylMqsqOp/veS/nraMueQfMU9CIA31okAAEGigAUAAAAgNFhYAzAUxWPpNR4lHiO1Fcn1+rV+7H4lStkJKpeDC+oPbZTCVm9lrPkTukfOn3R4iozL/FP9d32M35xy1tIpBxfKDldehSu3BfWds9XzdHo8Yz6zTvHe/UpSPyppfKPMd4qlM7trAQCAUDtW5UXLLD7pOaSyQaUpd42bPlbSX1dZ5hySF92DAHhjnQgAECQKWAAAAABCg4U1AENNXVVqXDyWSuslHo9sa7TsEfr1rT7sfuVYUN+xVS8glZCtC07rWJ9Jfccmle0qCY9xEvlz+ftNmfGTOpdkClq9pUzlLXUPqz3uz8g54w/r7zMfj28kSTRW2b0WvwAAQCjcZ5mlJ3cSKqtV/sa5wIN+jaS/3mcVP4awwjUOgAfWiQAAQaKABQAAACA0WFgDMJQ0ln704I66KtvYbcqv3a8csqOVHDOol5CGSIzy1kUNHQ1zG/fpO0n0qrHRHqHmeNBjfs/M/LD3DljTTkro3yibitRm/TcBAEDojFJJW2bhycl2ler86OL06yQD8bxlziM5yz0IgIl1IgBAkChgAQAAAAgNFtYADCUlHj3oWb4SrT7ufuUY4iWsYpFi1kMLJh1aYeygZeTQ/3hc75nzJ3Tq7zOfyScc0b9TLuk1+jsFAAChc79llp2c/F7lH3qG9kq/VjIQD1vmPJLr3IMAmFgnAgAEiQIWAAAAgNBgYQ3AUFHi0YNpGadfK/ze/cptmJawfM38iZ1dM8aY79RJ/aik/q2yqUo36u8TAACEyjtV9ltm2Unymkp/jk7Wr5cMhBx1qM8j+Wf3IAAm1okAAEGigAUAAAAgNFhYAzAUNFbZx8RLOnqw+G5KrWXY/cot4iWs77eO6U54vNN8zG+VSUK+rf4uAQBAqJxpmUUnJ1e4xpXiz5Y5x0A0WeY8kh+4BwEwsU4EAAgSBSwAAAAAocHCGoChIB5LfcGjvKNnW6Nlj9CvFTOqEw16IUjPQHe/cpMS1oL6ji0eBaUw58G2MV0t+vt0Z9pJCf1bZVOR2qy/QwAAEDp3WGbRSfKCyl+4xpXCrwLWKZY5j0SOQwTQC9aJAABBooAFAAAAIDRYWANwtNVVJM8zijtmih49KNrGdK3VS0FaBrX7le6iho6G+fWH1i6o79jqUVgKU+T4HqutpvsJj3eaz+QTjujfK5fiO5YBAIDQ+LZlFp0k97oHlcivAtYoy5xH8op7EAAT60QAgCBRwAIAAAAQGiysATiaxo88MjoeS3WaxR09vRd5Wmu6t+qlIHf82P2qGNkVa/5pHQsX1B/auKC+46BHiSmhsl1l04LTOtYvmHRoReaf8t+zfy5/r19ztNO5oL5ztjzfWScfGa2/Tz31o5Ie3yxlj69Iy/E/AAAg3J61zKKTZKp7UInessx5BuLvLXMeyQH3IAAm1okAAEGigAUAAAAgNFhYA3C0NFr2iHgstU0v7Xik6NGDoqX68HF6IUjLwcbG4tf7SX5n/mmHJkoha/6kw1PmT+geqY/xIuMy4+W6XrJgUueSspe3Tutol2dw7q11TPcGj3eaT9PJ3fr3ymfC+0t7fgAAMKwdtMyik+QD7kEl8quAJf/bT59HknIPAmBinQgAECQKWAAAAABCg4U1AEeL7GqlF3Y80im7ZOnXurVWJxbqpSAtG/VrwsQpb2V21qrveGhBtphlFqtKyaSOzYsmHqxy5p5bbR8rBTaPd5rP6ccXO34wlXDdJgAACC8pNelFJ8lfuweVyK8C1rstcx4KWEAJWCcCAASJAhYAAACA0GBhDcDRUFeVGhePpdIepZ2C1FUkz9Ov1UnBSi8FFaQ6Ebn/uza3cd+xFzV0NOg7aBVP53kX1nfW6PO0VHctNd6nK83ViT+fWml+t1y26/MBAIBQSltm0UlyjHtQid60zHkGQgr8+jySN9yDAJhYJwIABIkCFgAAAIDQYGENwNEQj6W2ehR29HxBv04nR/619rFDkxxRqF+H0qj3t0N/n+589INFd7+y45XpTfp8AAAglDoss+gkGchRxH4VsCZY5jySV9yDAJhYJwIABIkCFgAAAIDQYGENQNDiFcmZRlnHzLbGKrvPXRNaarrieilIyzb9GpRmRnWiweN9FmRilfHd8qmtSK7X5wQAAKG00zKLTpJT3INK5FcBa4llziP5sXsQABPrRACAIFHAAgAAABAaLKwBCJqUq/Syjpa0HFGoX+dFjhfUS0FaOpvHdg9k94XIa6lJrPF4n/lMr078xuPbuSP/4hMAAITf05ZZdJJc6h5UIr8KWA9Z5jySr7sHATCxTgQACBIFLAAAAAChwcIagCCVtvtVeo1+XTHNY7sn6sUgPS013RyFNwDq3W3W36U7Hzk+8Q3z2/VkfEW6SZ8TAACE0lcss+gk2egeVKK0Zc7TX29Tecky55Gs6hkGwAvrRACAIFHAAgAAABAaLKwBCFK8792vtjda9gj9ut601nRv1ctBelrGdM3Ur0Nxcvyjem8J/T26kqirSj/i8f3yqa1KnqjPCwAAQmmZZRadJAdUjnWNK4UfBawWy5zDSWPPMABeWCcCAASJAhYAAACA0GBhDUBQStr9So3Rr+tLS01XvLWmO+1REnJn59xqu7//AjCy2moSjR7v0J3NdRWpLcb3c0VKXPq8AAAglOToaL3o5OR617hS+FHA+r5lziHpVPlL1zgAHlgnAgAEiQIWAAAAgNBgYQ1AUOJ97361Tb+mVK1jujd4lIQKU939Wf264SRz3GJ1YqH8U/87v7XUJNYY788V+ft4LNnu8Q1zSbbrcwIAgFB7wTILT5K9Ku91jetLyjLn6I8Zlnm9k8dc4wAUwToRACBIFLAAAAAAhAYLawCCUK7drxyyu1VrTfdOvSjkkZ1S1ppRnWjQ5xiKzjr5yOi2MV1rPZ5tR0t119Jy7Oo1fVyiSs3/nMe7y6et5siZxvdzRXbH0ucFAAChdqdlFp6cbFb5i56hvRpMAWukyuuWeb2Ttp6hAIphnQgAECQKWAAAAABCg4U1AEGIl3H3K0fLmK6ZelGoj2TKWK3Vh5uax3bLv7AbErJlssQl6v6e8rhnPQflGaSopc8zEFJMU3O2e/yOO4lTR6U+7PENe1KZ2qjPDQAAQu39KknLLD05+YrKO/KjixtoAes4lV9a5rVOnld5e340gKJYJwIABIkCFgAAAIDQYGENQLmNr0pNNAo6egax+5VbS033Jo/CUKlJtNYktufmWN8ypmuJlLNmjEme2FhlH6P/lt/axiamqN99KHsfxr31mbaa7ifkfvV5SyXHG6p50vq8Htk8viLdZHxDV+piyXX6/AAAIPS+aJnFJ3d+pPKP+dHevEpcfalRedkyr3NnQX40gF6xTgQACBIFLAAAAAChwcIagHKLx1JL9IKOlkHvfuWQnaxaa7o7PUpDfqS9raZ7i/rnxrbq7nVS0JLS1GB3z2qrSTSqObd5/N5A06/jCRsb7RHyPB7zeKalJrGmhG+6RP8dAAAQev9g9X4EoOSQyidUiv3vlP4UsN6jcq/KEcu8xp2fq7wtdw2APrBOBAAIEgUsAAAAAKHBwhqAcqutSK73KOjkU1eRPE+/ZjDaarpX6KWhAGLsntU8tnuilJv0+3PIsYGtY7of9ZjLr/R6PKHs6iW7e2V2zjKvLRp5LtnhSv+O7sgOWfrvAQCASJhtmQUor7yh8u+58VLccvRVwJJdSdtUHrSyZS59rJ4ulRMzVwIoCetEAIAgUcACAAAAEBosrAEot3hlepNe0HFnwvsHt4OULrOjU3anKqM8dBRyUGWjHO/XUn34OLm/s8cdfFdux6kBHTU4kEjJKvebG3Pvpl0fU2KekmeIV6Y26t/RndqqJP+iEwCA6PqUZRah+sprKk+rvOXxd59UeVTlGZVuj7/vLQstAP3COhEAIEgUsAAAAACEBgtrAMotHktt1ws6riT08X6QstMQKmG5s7V14OWno53NTomsriK1xeNb5iO7a+nfBAAARIYc9/clyyxDBZ2bLQD9xjoRACBIFLAAAAAAhAYLawDKTUpWekHHle36eD+1VB8eJ7tPyVF8rTXdOz1KRcMpsmPWUx5/XtbI7lktNV1x93uNx5LtHt8yl2S7eywAAIikt6t82jJLUUHlBgvAgLBOBAAIEgUsAAAAAKHBwhqAcpKj6MyCjiuV6U36NeU0ozrRMAzLWE+11iQumVttHyvPcNbJR0bnnkGON9TH+ho5tlCOdHS/Q9ndyviOrsjuWO7xAAAg0j6m0mmZBaly5ZDKeRaAAWOdCAAQJApYAAAAAEKDhTUA5dTXUXW1Fcn1+jVBaR7bPbFlTNeS1pru9S013ZtaaxLbW7O7TBlFpKOQnW1jutZK2Uq/b4cUslqqu5aqsTs8rh9s0rJzmP6bou9SXWqjfg0AAIi0SpUnLLMs5Xe+qzLKAjAorBMBAIJEAQsAAABAaLCwBqBcxlelJhrlHDNL9OuOtuax3SPbxiamSDlLdoBqrene2FbTvUX9s92jqOR32mW3K33Xqb60Vh9ukqMCPeYbSNplpzD9NxzjK9JNHt8xn7pYcp1+DQAAgHKayrdV3rLM8tRg8pRKswXAF6wTAQCCRAELAAAAQGiwsAagXKRcpZdz9EhJS79uKJPj92aMSZ4ohSefd89KSNnr7HEH36X/Zn8M9nhCKZpNH5eo0ud1q4ulVujfUcuQK9UBAIAhpULlepUfqqQts1BVSp5V+aTKOAuAr1gnAgAEKUoFrLabvnFR242PfK8cmXHjw3fqvwcAAAAgYCysASgX2QnJo5yTjxxPqF8z3MnuWZndqMZ0rW2t6d6qF5w8M6b70d6OGhyIEo4nbM/t6rVRil9SJpMjGfV5vKhv95D+Ld2pjaWL7p4FAACgOUblVJXFKneofFnlm1b2OMHvq3xH5VGVz6pcp9Km8v8yVwIoC9aJAABBilYB6+Hb9bF+ZcaNDz+p/x4AAACAgLGwBqBc4pWpjXo5pyAVyRr9mrBpqT58XGt1YqEUnVrNXam2tdUkGvVr/CbFqsw9VB9ukt27ZBcvfUx/qG+33fiWrlS/1z5WvwYAAADA8MA6EQBE14wbH5ncdsPDN5YjrTd8Y67+e4IClj+hgAUAAAAMASysASgX2eFKL+e4M9gi0HDT2GiPaKnpiksZqtTdpoYaKVfp31HLdv0aAAAAAMMH60QAEF1tNz18l17s8S+PPKH/nqCA5U8oYAEAAABDAAtrAMolHku2exR0ckm26+Mx9MWr0o3mtyzIQ/o1AAAAAIYP1okAILooYPkTClgAAABARLGwBqAcZHcrj3JOPrI7ln4Nhj717Tbo37Lgu8ZSK/RrAABA6P2byldUvqoiZex/V/mayn2uMQCGCdaJACC6KGD5EwpYAAAAQESxsAagHGqrkifq5ZyCVKY26tdg6IvH0juNb+nK+KrUsDxaEQAADIpdJJ93DwIwPLBOBADRRQHLn1DAAgAAACKKhTUA5TC+It2kl3PcqYsl1+nXYGirjaUb9O9YmPRO/RoAABAJevHKyWz3IADDA+tEABBdFLD8CQUsAAAAIKJYWANQDrWx1EKzoFOQbfo1GNrisfQaj+/ozgb9GgAAEAl68crJie5BAIYH1okAILooYPkTClgAAABARLGwBqAc5Cg6j4JOYSqSM/XrMHTFK1KbjW/oTlW6Ub8GAABEwhHLLF9J/tY9CMDwwDoRAEQXBSx/QgELAAAAiCgW1gCUSzyW2maUdArDLljDRGOVfYz6XgmPb+gkIWP06wAAQCS8ZpnlK8lfuAcBGB5YJwKA6KKA5U8oYAEAAAARxcIagHKRHa48ijoFqY2lG/TrMPTI7lb6tytIRWqzfg0AAIiM31tm+UryN+5BAIYH1okAILooYPkTClgAAABARLGwBqCc4n3ugpVeo1+DoUe+k/nt+I4AACDjccssX0mOdw8CMDywTgQA0UUBy59QwAIAAAAiioU1AOXU5y5Y7Jw0LMh3Mr6dO1XpRv0aAAAQGZ+wzPKV5HT3IADDA+tEABBdFLD8CQUsAAAAIKJYWANQTo1V9jHxWCphFHZ6kpbdkxote4R+LYaGEr5hQsbo1wEAgMios8zylUSKWQCGGdaJACC6KGD5EwpYAAAAQESxsAag3PrcPSmbbXVVqXH6tTj6ZHcrj+/VE3YxAwAg6t6m8rJlFrB+6R4EYHhgnQgAoosClj+hgAUAAABEFAtrAMpNdrgySjveGTa7YY2vSk2sjaUWyj+Hw/0ORt/fL71GvwYAAETONZZZwJLUuwcBGPpYJwKA6KKA5U8oYAEAAAARxcIagHKrjaUbzNJOr3kuXplaWv1e+1h9LjcpPrmLUPrf+238yCOj6yqSa+Ox9E7tfg+q+90o91FXZR+nXzfc9bmDWVW6Ub8GAABEzl+r7LTMAtYvVN7uGgdgiGOdCACiiwKWP6GABQAAAEQUC2sAghCPpbYaxZ2+c1BlgxSfnHmk4CRFJyk85f7ePX5bvCI50/27gyUlMPVbl6i5n/K4v2LZKkWt8RXppgnv7x6pz+lFxtXF0lOCKpOVqrHKPkY9T8LjGZ0kZIx+HQAAiKTpllnAknzSPQjA0MY6EQBEFwUsf0IBCwAAAIgoFtYABEGKU3EpSJkFntJSmXwyXnqJa9BFLClDqXkeivdePio1Msf2eGV6U21Fcn1dLLVC/in/PfPnHr9RG0u9WBtLrz7aO2rJ7lb6vRWkIrVZvwYAAETaJyyzgCW50z0IwNDFOhEARBcFLH9CAQsAAACIKBbWAARFjgyMx9Jr4rFU2ijylCf9LmLlimKlFr2CiHpX6UdlNy39XoOQ+176PbmSXqNfAwAAIk92vNILWJLvqXzANQ7hME7ldpXvq7yq0q2SUnldZavKF1VmqIxwLigT7sMnrBMBQHRRwPInFLAAAACAiGJhDUDQ6qpS4+KD2Q2r/ympiJW7rx0e1w+RpHeqf26ojaUb9HsvF9nhyrwPV6rSjfo1AAAAyiUqRyyzhNWl8mkrW1LBwPyFyliVxSoPqvxa5U3LfNePOReUySkq/2eZv1ssr6gslAt9xn34jHUiAIguClj+hAIWAAAAEFEsrAE4GhqD3w1LsiNemVpa/V772CFwL4PN1nIfT9hYZR8T9zge0ZWEjNGvAwAAyPmQld0FSC+eOJHi0OdULray5ZX3qfx15kq4xVTmqKxX+aHKYct8l14pZwHrWsu79FVK/lPlbyx/cB9lwDoRAEQXBSx/QgELAAAAiCgW1gAcTbldp4I+8u+gyobxI4+MPgq7cfmZ7XqZzE+yu5XHb/akIrVZvwYAAESWlIKKRS+c9BUpsuhz+JXh5l2W+X5KTbkKWHdZ5m/1Nz9VGez/juU+yoR1IgCILgpY/oQCFgAAABBRLKwBGArGV6Sb6mLJJ4yST/kz0F2vEvFY+tF48OWxgsg7a7TsEfr79ENdRXKt/nuFSa/RrwEAAJGlF0qGaoaboVbA+phl/o5Ejpb8lEqdld3F7J0qx6tcrvKcx3jJN62B4z7KiHUiAIguClj+hAIWAAAAEFEsrAEYSmRXqngstSGe3aXKo/RjRApQQe5g9VS8MnWJe+cpOQqwNpZaqP58Y7z0+/YtdbHkOvc79Eu8j3JZbSzdoF8DAAAiSy+TDNUMN14FrLdUfqvyr1a20CPHN/6Lxzi/C1hVVrZYpP/ODitbLirmL1W+bJnXSS51jStVlcV9lBXrRAAQXRSw/AkFLAAAACCiWFgDMBRJwSlemVoaj6V2aMWfg1J0ksKTFJ+c8fGK5Mx42YpYyXbZDUrKYe579NJo2SPGV6UmquuW1FYk18cr05vUf94ez+yYpc+bifz5dhmXGZ/dVavfu3LJ+9DvZTDk3eq/oeWgPKt+HQAAiCy9SDJUM9z8ncorVrZMtcqS/7npfVTdFy3zWf0uYD1umb+xR+V97kFFvM3yvv51K1sy6w+veaJ8H75jnQgAoosClj+hgAUAAABEFAtrAIY6KTRJwUj+2dhH6acMRaxt7qLXYEx4f/fIulh6SqY8pv4p/10fI7I7aqVXq3EvetxPsaT93JEqs6OX+Rs9qUxt1K8BAACRphdJhmrCqtwFrGqVP1vmb8x2D+rDu1X2W+YcN7kH9YH7CADrRAAQXRSw/AkFLAAAACCiWFgDEEY+FLHS8Vh6TWMfha9yk1JVPHsk42se96gl2T6xKlGlzzEQueMUPX4jG7933AIAAMOeXiIZqgmrchewvmCZ8/+yYERppFykz7NL5e3uQb3gPgLAOhEARBcFLH9CAQsAAACIKBbWAITZ+Ip0U10s+YReIOoj2+qqUuP0uY6mXBGrlKMJt+rX9lejZY+Iy1GP5tz5+LUrGAAACA29RDJUE1blLGC9w/LeqWmxe1CJ3qOStsy5prgHFcF9BIR1IgCILgpY/oQCFgAAABBRLKwBiILxI4+Mjmd3kuqtWDQkdr0qps9jAZ1UJGfq1/aHHPVozFmYQZe8AAAA4KtyFrAaLXPut6zsEXoD8T+WOd+nC0Z4a7TM66J8H2XDOhEARBcFLH9CAQsAAACIKBbWAERJ9XvtY+OVqaXxWGqHXioaarteeamLJdd5FKL0bNOv64++il51Fcm1+jUAAAA4qspZwLrdMuf+ecGI/lllmfP9tmCEN+4jIKwTAUB0UcDyJxSwAAAAgIhiYQ1AVMlOT1I2OrUiFdf/bqhqtOwRJR2pWJmcrV9bqr4KWPL3+jUAAAA4qspZwPqeZc792YIR/XO6Zc73Z5W/cQ/ywH0EhHUiAIguClj+hAIWAAAAEFEsrAHA8JLZxcvcwUvPgI5TrKuyj+trbgpYAAAAQ045C1h7LXPuxQUj+udvLXM+yWnuQR64j4CwTgQA0UUBy59QwAIAAAAiioU1ABh+4hXJmXoxqki2lXq0YinlKwkFLAAAgCGnXAWsYuWgRteYgdhnmXMucg/QcB99GDly5GhZz/Ejo0aNepB1IgCIJgpY/oQCFgAAABBRspDGwhoADD9SrtLLUUXS525YpZavJHJ0o349AAAAjqpyFbDGWua8kuPdgwbgGcuc87aCEYW4j15I+aqysrLTvbbjZ2Kx2Cr9NwEA4UQBy59QwAIAAAAiigIWAAxP/dgFy8k2KVrp8/SnfKWyVb8eAAAAR125ClhnWua8kmPdgwbgO5Y5pzxDMdxHL/R1Hb8jO2LpvwkACCcKWP6EAhYAAAAQUfpCHQUsABg+pBDlUZLqLdvkCEF34qWXr3Z4FbgAAABw1JWrgHW+Zc77ZsGIgdlomfM+UjCiEPfRC3bAAgD4hQKWP6GABQAAAEQUBSwAGL5yu1eVehThYEL5CgAAYOgqVwHrUsuc91DBiIF5wDLn/W7BiELcRx+khCXrOX5EdrxinQgAookClj+hgAUAAABElCyksbAGAMNXo2WPiMfSa+KxVNqjOOVHKF8BAAAMbeUqYC21zHlfLxgxMPdb5rw/KBhRiPsIEOtEABBdFLD8CQUsAAAAIKJYWAOAcKirSo2L+78bFuUrAACi5VdFgqGtXAWsFZY5756CEQPzGcuc90cFIwpxHwFinQgAoosClj+hgAUAAABEFAtrABAejf7uhkX5CgCA6NFLIE4wtJWrgOW149NrBSMGpr87PnEfAWKdCACiiwKWP6GABQAAAEQUC2sAED7xyuRsj0JVf0L5CgCAaNJLIE78cHmRYPDKVcC61DLnfaNgxMA8YJnzfrdgRCHuI0CsEwFAdFHA8icUsAAAAICIYmENAMIpHks95VGsKiWUrwAAiC69BOLED/qcfs4ddeUqYM2zzHnfLBgxMF+3zHkfLRhRiPsIEOtEABBdFLD8CQUsAAAAIKJYWAOAcJISVV1FaotHwaq3bKV8BQBApOklECd+0Of0c+6oK1cB60zLnFdyrHvQAHzHMueUZyiG+wgQ60QAEF0UsPwJBSwAAAAgolhYA4Bwq6tKjaurTM6vjaUW9pbxVamJ+rUAACBy9BKIEz/oc/o5d9SVq4D1YcucV3K8e9AAPLV15HYAAEl0SURBVGOZc95WMKIQ9xEg1okAILooYPkTClgAAABARLGwBgAAAADI0UsgTvygz+nn3FFXrgLW31rmvJLJ7kEDsM8y5/xYwYhC3EeAWCcCgOiigOVPKGABAAAAEcXCGgAAAAAgRy+BOPGDPqefc0dduQpYwqsctLhgRP8UKzE1uAd54D4CwjoRAEQXBSx/QgELAAAAiCgW1gAAAAAAOXoJxIkf9Dn9nDvqylnA+m/LnPu+ghH9c7plzvdnlb9xD/LAfQSEdSIAiC4KWP6EAhYAAAAQUSysAQAAAABy9CKIEz/oc/o5d9SVs4C11jLn/lnBiP653jLn+13BCG/cR0BYJwKA6KKA5U8oYAEAAAARxcIaAAAAACBHL4I48YM+p59zR105C1gftcy531R5t3tQP3jtIPWZghHeuI+AsE4EANFFAcufUMACAAAAIoqFNQAAAABAjl4EceIHfU4/5466chaw3qlywDLnv8Q9qETvUUlb5lxT3YOK4D4CwjoRAEQXBSx/QgELAAAAiCgW1gAAAAAAOXoRxIkf9Dn9nDvqylnAEl7z/7JgRGlutMx5dqu83T2oF9xHAFgnAoDoooDlTyhgAQAAABHFwhoAAAAAIEcvgzjxgz6nn3NHnVchyM8CVo1lzi+Z5R7UBzmib79lzvFx96A+cB8BYJ0IAKKLApY/oYAFAAAARBQLawAAAACAHL0M4sQP+px+zh115S5giU2W+Rt7VN7nHlTE21Qet8zrpYD0965xpeA+yox1IgCILgpY/oQCFgAAABBRLKwBAAAAAHL0QogTP+hz+jl31AVRwPqASrdl/s7vVY53jdO9U+XLlnmd5HLXuFJxH2XGOhEARBcFLH9CAQsAAACIKBbWAAAAAAA5eiHEiR/0Of2cO8zaLPOd+ZVFVv8stsw5JIdVPqkSV5F/yfkOK1tQkkLRHz3GS+RfwspOUAPBfZQR60QAEF0UsPwJBSwAAAAgolhYAwAAAADk6KUQJ37Q5/Rz7jAbSgUsIcUifZ7+5ucqf2sNDvdRJqwTAUB0UcDyJxSwAAAAgIhiYQ0AAAAAkKMXQ5z4QZ/Tz7nDbKgVsMQqlTctc75S8i2Vv7P8wX2UAetEABBdFLD8CQUsAAAAIKJYWAMAAAAA5OjlECd+0Of0c+4wG4oFLFGr8kPLnLNYXlG52PL/mD3uw2esEwFAdFHA8icUsAAAAICIYmENAAAAAJCjl0Sc+EGf08+5cfSconKHymaV3SoJlbTKfpVfqvyzylkqI5wLyoT78AnrRAAQXRSw/AkFLAAAACCiWFgDAAAAAOTo5Sg/S1L6nH7ODcAnrBMBQHRRwPInFLAAAACAiGJhDQAAAACQo5ej/CxJ6XP6OTcAn7BOBADRRQHLn1DAAgAAACKKhTUAAAAAQI5ejvKzJKXP6efcAHzCOhEARBcFLH9CAQsAAACIKBbWAAAAAAA5ejnKyYk+RJ/Tz7lLDYA+sE4EANFFAcufUMACAAAAIoqFNQAAAABAjl6OClsA9IF1IgCILgpY/oQCFgAAABBRLKwBAAAAAHL0wlLYAqAPrBMBQHRRwPInFLAAAACAiGJhDQAAAACQoxeWwhYAfWCdCACiiwKWP6GABQAAAEQUC2sAAAAAgBy9sBS2AOgD60QAEF0UsPwJBSwAAAAgolhYAwAAAADk6IWlsAVAH1gnAoDoooDlTyhgAQAAABHFwhoAAAAAIEcvLIUtAPrAOhEARBcFLH9CAQsAAACIKBbWAAAAAAA5emEpbAHQB9aJACC6KGD5EwpYAAAAQESxsAYAAAAAyLk65AHQB9aJACC6KGD5EwpYAAAAQESxsAYAAAAAAADBOhEARBcFLH9CAQsAAAD/n717AbL0rMsE/iYmBAWCQli3zJjMJEExASUoLBBZAwQQpgeKm8CWIEiwgCVYwBJnJiwEDCiWykUpglYpykJmWmOkFthwXXXXXVSCtVsgFuAFBRdCEJTLWiRk9n3pzOa7dJ/05X/efs/5fr+qpyhmvj6nO+n36zlPnulmohRrAAAAABR6IoDpMsCKiQEWAABMlGINAAAAgEJPBDBdBlgxMcACAICJUqwBAAAAUOiJAKbLACsmBlgAADBRijUAAAAACj0RwHQZYMXEAAsAACZKsQYAAABAoScCmC4DrJgYYAEAwEQp1gAAAAAo9EQA02WAFRMDLAAAmCjFGgAAAACFnghgugywYmKABQAAE6VYAwAAAKDQEwFMlwFWTAywAABgohRrAAAAABR6IoDpMsCKiQEWAABMlGINAAAAgEJPBDBdBlgxMcACAICJUqwBAAAAUOiJAKbLACsmBlgAADBRijUAAAAACj0RwHQZYMXEAAsAACZKsQYAAABAoScCmC4DrJgYYAEAwEQp1gAAAAAo9EQA02WAFRMDLAAAmCjFGgAAAACFnghgugywYmKABQAAE6VYAwAAAKDQEwFMlwFWTAywAABgohRrAAAAABR6IoDpMsCKiQEWAABMlGINAAAAgEJPBDBdBlgxMcACAICJUqwBAAAAUOiJAKbLACsmBlgAADBRijUAAAAACj0RwHQZYMXEAAsAACZKsQYAAABAoScCmC4DrJgYYAEAwEQp1gAAAAAo9EQA02WAFRMDLAAAmCjFGgAAAACFnghgugywYmKABQAAE6VYAwAAAKDQEwFMlwFWTAywAABgohRrAAAAABR6IoDpMsCKiQEWAABMlGINAAAAgEJPBDBdBlgxMcACAKCG8gfdR+W8POfanE/kfDHn6zmfz/l4zvtzXpmzknPK2psxT4o1AAAAAAo9EcB0GWDFxAALAIB5uX3OU3KuzvlqzrEt5PqcK3JOS7vvnmn8/u0070sNUKwBAAAAUOiJAKbLACsmBlgAAETbm/PzOTek8fBoq/lczmPS7jLAAgAAAGCp6YkApssAKyYGWAAARPtgGg+OdppDafcYYAEAAACw1PREANNlgBUTAywAAKJtNMD6Rs57c56X80M5d845KeduOQ/IeUnO36/zdsfz3LQ7DLAAAAAAWGp6IoDpMsCKiQEWAADRhgOsf8l5Q1r70YS35eScV+bcnMajpfI4Z996aTXrDbDe0btiQSnWAAAAACj0RADTZYAVEwMsAACidQdYv5+zr//bm/JTaTx6Ov54tRlgAQAAALDU9EQA02WAFRMDLAAAopUB1g05Txr+xha9NY2HTzflnNa9qAIDLAAAAACWmp4IYLoMsGJigAUAQLRfytkz/MVtKD9ucDh8Knl655oaDLAAAAAAWGp6IoDpMsCKiQEWAAAt+2gaj59e07ti/gywAAAAAFhqeiKA6TLAiokBFgAALbsmjcdPV/WumD8DLAAAAACWmp4IYLoMsGJigAUAQMt+K43HT+/sXTF/BlgAAAAALDU9EcB0GWDFxAALAICWXZvG46c3dy+owAALAAAAgKWmJwKYLgOsmBhgAQDQqhNzPp/G46dXdS+qwAALAAAAgKWmJwKYLgOsmBhgAQDQqoel8fCp5BHdiypYb4B1Xc7htPbjED+Z88Wcr+d8Lucvct6fc0Va+xi+NQXbs2fPOaUE22n27dv364o1AAAAAEovpCcCmCYDrJgYYAEA0Kr3pPHw6Ss5p3QvqmC9AdZW8oWcl+fcNQUo46szzzzzy91CLCpnnHHGpcPnAwAAAGD5GWABTJcBVkwMsAAAaNFKGg+ZSq7sXlTJTgdYx/NPOU9MOzQswyJTviPW8PkAAAAAWH7DzskAC2A6DLBiYoAFAEBr7pLzmTQeMH0t58zOdbVEDbCO5zU5J6Rt8h2wAAAAAIhmgAUwXQZYMTHAAgCgJWWY9I40Hi2VHO5cV1N3gPXPOVfnXJLzkJzvzjk156Sc03LOy7k4ZzXnxs7bDfOKtANlhFVKsJ2mfMcrxRoAAAAApRfSEwFMkwFWTAywAABoyc+m8Vip5E9yvqVzXU3n5rwn53E5Jw9+b5Z9Odek8cdyPE+69dLdoVgDAAAAoNATAUyXAVZMDLAAAGjFU9N4pFTyjzl7b71s4VyWxh9Tyadzbt+5rjrFGgAAAACFnghgugywYmKABQBAC3405+tpPFIqv3ZR57pF9fo0/thKXtS9qDbFGgAAAACFnghgugywYmKABQDAbntgzlfTeJz0jZwf61y3yG6X86k0/hg/2r2oNsUaAAAAAIWeCGC6DLBiYoAFADBtP57Go6DN5C/LGwc4P+eLafz4JRd3rlsGz03jj7Hk9O5FNSnWAAAAACj0RADTZYAVEwMsAIBp280B1j1yrk/jxy55Qee6ZVGGVsOPs6T8O9gVijUAAAAACj0RwHQZYMXEAAsAYNp2a4B1Vs5n0vhxS/5j57pl89dp/PEe6l1RkWINAAAAgEJPBDBdBlgxMcACAJi23RhgfXfO36TxY5b8fOe6ZfTHafwx/3LviooUawAAAAAUeiKA6TLAiokBFgAANf3rnI+n8Qip5PWd65bVO9P44/6N3hUVKdYAAAAAKPREANNlgBUTAywAAGo5LecjaTxAKvm1nBNuvXRp+Q5YAAAAADRHTwQwXQZYMTHAAgCghm/P+XAaj49K3pJz4q2XLrW/SuOP/1DviooUawAAAAAUeiKA6TLAiokBFgAA83bHnP+RxsOjktWcb7n10qV2ehp//CVP615Uk2INAAAAgEJPBDBdBlgxMcACAGCevjXnA2k8Oip5e87Jt1669J6Txv8MSs7oXlSTYg0AAACAQk8EMF0GWDExwAIAYF7KuOpdaTw4Krk255RbL116t8v5VBr/c/hY96LaFGsAAAAAFHoigOkywIqJARYAAPNQfqzg76Tx4KikfEes8p2xarh/Gj9/yZO7F1XwmjR+H0ou615Um2INAAAAgEJPBDBdBlgxMcACACDaCTlvTuOxUcl/z7nD/79y/nY6wHpLzkXDX9yiS9P4+Us+m+r+sxhRrAEAAABQ6IkApssAKyYGWAAARHt9Go+NSv4k59TOdTXsdID1kbR2/ftynpDWfpTgZp2ZNv4uYCU/ceulu0OxBgAAAEChJwKYLgOsmBhgAQAQ6Y5pPDSKzlfS5kUNsI7nhpy35jw/54E5e3PunHNSzl1zzs35yZyjOTcO3rabn0sNUKwBAAAAUOiJAKbLACsmBlgAAERa9gFWRF6X1n5M465TrAEAAABQ6IkApssAKyYGWAAARDLA2jjX5xxIDVGsAQAAAFDoiQCmywArJgZYAABEWrYB1p609uMG/zDN/pGCs/LJnBektR9V2BTFGgAAAACFnghgugywYmKABQAAm3OHnItyXppzVc6Hcv4h58s5N+V8Kedvc/78lt8vw637pkZ+3OB6FGsAAAAAFHoigOkywIqJARYAAEyUYg0AAACAQk8EMF0GWDExwAIAgIlSrAEAAABQ6IkApssAKyYGWAAAMFGKNQAAAAAKPRHAdBlgxcQACwAAJkqxBgAAAEChJwKYLgOsmBhgAQDARCnWAAAAACj0RADTZYAVEwMsAACYKMUaAAAAAIWeCGC6DLBiYoAFAAATpVgDAAAAoNATAUyXAVZMDLAAAGCiFGsAAAAAFHoigOkywIqJARYAAEyUYg0AAACAQk8EMF0GWDExwAIAgIlSrAEAAABQ6IkApssAKyYGWAAAMFGKNQAAAAAKPRHAdBlgxcQACwAAJkqxBgAAAEChJwKYLgOsmBhgAQDARCnWAAAAACj0RADTZYAVEwMsAACYKMUaAAAAAIWeCGC6DLBiYoAFAAATpVgDAAAAoNATAUyXAVZMWhpgPfrw275z5eCRX5hXHnnJu04ZPicAAEyWYg0AAACAQk8EMF0GWDFpaYB14Gfedt7w2sg88vL/dOrwOQEAYLIUawAAAAAUeiKA6TLAiokBFgAATJRiDQAAAIBCTwQwXQZYMTHAAgCAiVKsAQAAAFDoiQCmywArJgZYAAAwUYo1AAAAAAo9EcB0GWDFxAALAAAmSrEGAAAAQKEnApguA6yYGGABAMBEKdYAAAAAKPREANNlgBUTAywAAJgoxRoAAAAAhZ4IYLoMsGJigAUAABOlWAMAAACg0BMBTJcBVkwMsAAAYKIUawAAAAAUeiKA6TLAiokBFgAATJRiDQAAAIBCTwQwXQZYMTHAAgCAiVKsAQAAAFDoiQCmywArJgZYAAAwUYo1AAAAAAo9EUAbVg6uPnbl8JGnzSP7D1591vD5CgOsmBhgAQDARCnWAAAAACj0RABtOHDo6CeHY5eoHDi0+tTh8xUGWDExwAIAgIlSrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKANBlgxMcAywAIAgGoUawAAAAAUeiKANhhgxcQAywALAACqUawBAAAAUOiJANpggBUTAywDLAAAqEaxBgAAAEChJwJogwFWTAywDLAAAKAaxRoAAAAAhZ4IoA0GWDExwDLAAgCAahRrAAAAABR6IoA2GGDFxADLAAsAAKpRrAEAAABQ6IkA2mCAFRMDLAMsAACoRrEGAAAAQKEnAmiDAVZMDLAMsAAAoBrFGgAAAACFngigDQZYMTHAMsACAIBqFGsAAAAAFHoigDYYYMXEAMsACwAAqlGsAQAAAFDoiQDaYIAVEwMsAywAAKhGsQYAAABAoScCaIMBVkwMsAywAACgGsUaAAAAAIWeCKDvEZev3mXl8JGnzSuXX375icPnLAywYmKAZYAFAADVKNYAAAAAKPREAH37D67+4HB0EpknXr56u+FzFgZYMTHAMsACAIBqFGsAAAAAFHoigD4DrKgYYE1pgLVy6Mhv53/nfzSPHDh0ZGX4fAAA0ATFGgAAAACFngigzwArKgZYUxpg7T909KPDa6Ny4OCRi4fPBwAATVCsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiQD6DLCiYoBlgBUTAywAAJqlWAMAAACg0BMB9BlgRcUAywArJgZYAAA0S7EGAAAAQKEnAugzwIqKAZYBVkwMsAAAaJZiDQAAAIBCTwTQZ4AVFQMsA6yYGGABANAsxRoAAAAAhZ4IoM8AKyoGWAZYMTHAAgCgWYo1AAAAAAo9EUCfAVZUDLAMsGJigAUAQLMUawAAAAAUeiKAPgOsqBhgGWDFxAALAIBmKdYAAAAAKPREAH0GWFExwDLAiokBFgAAzVKsAQAAAFDoiYCWfXNMcnD1sfPIgcuO3H/4fIUBVlQMsAywYmKABQBAsxRrAAAAABR6IqBlK4eOvno4xgjMNcPnKwywomKAZYAVEwMsAACapVgDAAAAoNATAS1bMcAKiQGWAVZUDLAAAKBDsQYAAABAoScCWrZigBUSAywDrKi0NMBauWz1fvsPH7lkHjnwM0ceM3w+AAAYUawBAAAAUOiJgJatGGCFxADLACsqLQ2w8uf1S4fXBua9w+cDAIARxRoAAAAAhZ4IaNmKAVZIDLAMsKJigAUAAB2KNQAAAAAKPRHQshUDrJAYYBlgRcUACwAAOhRrAAAAABR6IqBlKwZYITHAMsCKigEWAAB0KNYAAAAAKPREQMtWDLBCYoBlgBUVAywAAOhQrAEAAABQ6ImAlq0YYIXEAMsAKyoGWAAA0KFYAwAAAKDQEwEtWzHACokBlgFWVAywAACgQ7EGAAAAQKEnAlq2YoAVEgMsA6yoGGABAECHYg0AAACAQk8EtGzFACskBlgGWFExwAIAgA7FGgAAAACFngho2YoBVkgMsAywomKABQAAHYo1AAAAAAo9EdCyFQOskBhgGWBFxQALAAA6FGsAAAAAFHoioGUrBlghMcAywIqKARYAAHQo1gAAAAAo9ERAy1YMsEJigGWAFRUDLAAA6FCsAQAAAFDoiYCWrRhghcQAywArKgZYAADQoVgDAAAAoNATAS1bMcAKiQGWAVZUDLAAAKBDsQYAAABAoScCWrZigBUSAywDrKgYYAEAQIdiDQAAAIBCTwS0bMUAKyQGWAZYUTHAAgCADsUaAAAAAIWeCGjZigFWSAywDLCiYoAFAAAdijUAAAAACj0R0LIVA6yQGGAZYEXFAAsAADoUawAAAAAUeiKgZSsGWCExwDLAiooBFgAAdCjWAAAAACj0REDLVgywQmKAZYAVFQMsAADoUKwBAAAAUOiJgM3af+jIy1cOHf3VeaSMnobPV6wYYIXEAMsAKyoGWAAA0KFYAwAAAKDQEwGbtXLoyN+uM1IIyYGDR58yfL5ixQArJAZYBlhRMcACAIAOxRoAAAAAhZ4I2CwDrJgYYBlgRcQAa/cGWJdffvmJ88rwuQAAaJxiDQAAAIBCTwRslgFWTAywDLAiYoC1OwOsR79k9XvXuTYs+w++9TuGzwkAQMMUawAAAAAUeiJgswywYmKAZYAVEQMsAywAABqgWAMAAACg0BMBm2WAFRMDLAOsiBhgGWABANAAxRoAAAAAhZ4I2CwDrJgYYBlgRcQAywALAIAGKNYAAAAAKPREwGYZYMXEAMsAKyIGWAZYAAA0QLEGAAAAQKEnAjbLACsmBlgGWBExwDLAAgCgAYo1AAAAAAo9EbBZBlgxMcAywIqIAda0Blgrl63eb+XwVQ+dSy5bPX34fAAAbJJiDQAAAIBCTwRslgFWTAywDLAiYoA1sQHWodX/Nbw2LAePPnv4fAAAbJJiDQAAAIBCTwRslgFWTAywDLAiYoBlgBUWAywAgO1TrAEAAABQ6ImAzTLAiokBlgFWRAywDLDCYoAFALB9ijUAAAAACj0RsFkGWDExwDLAiogBlgFWWAywAAC2T7EGAAAAQKEnAjbLACsmBlgGWBExwDLACosBFgDA9inWAAAAACj0RLB4bhlYfGheufzyy08cPmdhgBUTAywDrIgYYBlghcUACwDYZffOeUXO+3M+nfO1nK/n3JDzZzlX5hzIOen4G7REsQYAAAAQamG7Ij0RLJ6Vy1bvN/oP6IExwDLAiokBlgFWTAywDLAAYKrumXMsOO9L7Tg/5w/S+H3cKH+X8xPlDVuiWAMAAAAIsfBdkZ4IFo8BVlgMsAywQmKAZYAVFQMsAKBrmQdYL8y5KY3fv83k7Tl3So1QrAEAAADs2FJ0RXoiWDwGWGExwDLACokBlgFWVAywAICuZR1gvSqN36+t5oM5d0wNUKwBAAAA7MjSdEV6Ilg8BlhhMcAywAqJAZYBVlQMsACArmUcYD0jjd+nkq/m/ELOfXPukFNeNJ2dU/6g8ol1ri/5/dQAxRoAAADAti1VV6Qngp0pw5aVQ0eOzCMHDh99wfD5CgOssBhgGWCFxADLACsqBlgAQNd6A6x39K5YLHvTWnk2/Jg+ltYKtI2ckvObafx2Jc/qXLcrFGsAAAAA27I3LVlXpCeCnVk5dOSXRv8xOyqHj/7u8PkKA6ywGGAZYIXEAMsAKyoGWABA17INsK5O44/nsznf1b1oAyek9d/+hpxv71xXnWINAAAAYFvW63oWuivSE8HOGGDFxADLACsqBlgGWEExwAIAdt0yDbDOy7k5jT+ex3cvug13yflCGj/G4e5FtSnWAAAAALZsKbsiPRHsjAFWTAywDLCiYoBlgBUUAywAYNct0wDrjWn8sVzXu2JzSoE2fJzP5Kz7IrYGxRoAAADAli1lV6Qngp0xwIqJAZYBVlQMsAywgmKABQDsumUZYJ2c1v/biOv+Ie82nJZzYxo/1kO7F9WkWAMAAADYkqXtivREsDMGWDExwDLAiooBlgFWUCY/wMr/fH9k/+EjV8wj+bGfOXw+AGBsWQZYF6bxx/GNtPZt4rej/EFt+Hiv7V1RkWINAAAAYEsuTONuZym6Ij0R7IwBVkwMsAywomKAZYAVlMkPsPK/08Oja4OSP38/MHw+AGBsWQZYr0jjj+NPe1dszaVp/Hgf6V1RkWINAAAAYEuWtivSE8HOGGDFxADLACsqBlgGWEExwDLAAoBdtywDrHen8cfxK70rtuZBafx4N+fcqXtRLYo1AAAAgC1Z2q5IT8QyuWVg8c9zycHVxw6frzDAiokBlgFWVAywDLCCYoC1CwOs/QevPmtl+PU3MAde9Lbyo8ABYGEsywDrc2n8caz7B7xNKn8gHT5eyQXdi2pRrAEAAABsydJ2RXoilsnKoaOfXlnnP/RGZP/BI08cPl9hgBWTjQZYBw6tHtx/6OjfzCMHDh950/D5il0bYB1effrK4dWfnkcOHPrdewyfryjDi5VDqx+cR/K/018cPl9hgBWT1gZY+f1584HDR/9wHtl/eHX/8PmKKQ2wHnvo9+766MNv+8555IkvWP3W4fMV3/xcOrz67+aTqx46fL7i0QdXzxn+M4nMIw+t3m34nADQsvUGWNflHM55Z84nc76Y8/W0Vlz9Rc77c67IeVjOul/kK9uoALuwc812XJ/Gj/n07gW3Zc+ePeeUEmyn2bdv3693i7Xy/4fXiEw9Z5xxxqXlbJT/Hf6eiDgjIrPifIjMzvEzcvrpp69buAI0qLmuKKojKtETyTLlUS9+yz8O/2NrVB7w+Of/6vD5Sh588av/y/DaWXnY895w7IeffOk3/3f4e8M87Hm/+mfD5yu514NWLn34895w3byyd+/ZTx8+Z8n+F//2DcP3MSoXPOEFbxw+327lPhc9+WXD9y8y53zv9z1z+JxTyvkPecJLhv9MInP2Pe71rOPP1X19/sgXvfn/DK+NygVPevG6Xzsf/JOvfPvw2qg8/JI3/u/h85Xc+0ceM7fvWlRy93ue/+zhc+5WLnzGFb83fP+i8oifftNHhs9XctZZd3/Guec/6JJ5ZaP77yIkog+71wMfeenw30Vk7nGfC543fE6RRYxuDaZjvQHWVvKFnJfn3DXtnu9P4/er5OzuRdvw4TR+zPKxbkop1s4888wvdwsxERERERGRBc7NiiJgQTTVFemIRDbORc957bEffeFvzCX3euAjR89X8m8e8+xjj3rxWzaVi5792mP7zvmeb75d+d/y/4fXdPPDTzk4er7dzPc/6NHHzn/IE+eSu593n9Hz7Vbucf4Fo/9oH5m9+84aPeeU8r0/cP/RP5PI7Dv77qPnLLnv/mce+7dPfelcct79Hjp6vpJ73OeCY+c/9Mfmkns+4BGj5yu5+7n3PvbgZ/7c3LLRP9/dyP1WLh79+4/Khc+4YvR8Mv/c/bzzR19/I3P295w7ek6RBY9uDZbcTgdYx/NPOet+S+cKHp7G70/JHbsXbcO70vgxr+xdMUNZs65zUxUREREREVnYlL+tN3ztA9CgproiHZGIyPxTRlLzyvC5ppZzvu/7jz3gcc+fW87cu2/0nLKcufeDH3/swRe/ei55wOMuGT2fiEiL0a3BcosaYB3Pa3JOSHU9OY3fj5t6V2zPVWn8uKu9K2bwtxtFRERERGTZsnfv3kuHr30AGtRUV6QjEhERERERkRLdGiy37gDrn3Ouzrkk5yE5351zas5JOaflnJdzcVorlm7svN0wr0h1PSuN34fyHbl26tfS+HGv7V1xG0rBNvwZr9tJWcJ2b8zl/w+vEZlynBGR2XFGRDaO8yEyO8MzUn5t+LoHoEHNdUVRHVHJ8N7szy8i84vzJlIvzptIvThvIvUyPG/l14avF4HlcW7Oe3Iel3Py4Pdm2ZdzTRqXTsfzpFsvnbt/n8bPf0Pviu15Qxo/7gd6V1RSbsRuzLAxZwRmc0ZgY84HzOaMAAtqqbsi92aox3mDepw3qMd5g3qcN2ArLkvj4qnk0zm371w3Tz+dxs//2d4V2/O6NH7cP+pdUYkbM8zmjMBszghszPmA2ZwRYEEtdVfk3gz1OG9Qj/MG9ThvUI/zBmzV69O4fCp5UfeiOVrvbzV+vnfF9jTxtxoLN2aYzRmB2ZwR2JjzAbM5I8CCWuquyL0Z6nHeoB7nDepx3qAe5w3YqtvlfCqNC6iPdi+ao2el8XN/qXfF9vxaGj/utb0rKnFjhtmcEZjNGYGNOR8wmzMCLKil7orcm6Ee5w3qcd6gHucN6nHeoE0/nsYFz2byl+WNK3huGj93yendi+bkKWn8vDf1rtiet6Xx4/5O74pK3JhhNmcEZnNGYGPOB8zmjAALaqm7IvdmqMd5g3qcN6jHeYN6nDdoU+sDrDK0Gj53SXm/5+3hafy8JXfsXrQN70rjx7yyd0UlbswwmzMCszkjsDHnA2ZzRoAFtdRdkXsz1OO8QT3OG9TjvEE9zhu0qfUBVvHXafz8h3pXzMcPpPHzlpzdvWgbPpzGj/ny3hWVuDHDbM4IzOaMwMacD5jNGQEW1FJ3Re7NUI/zBvU4b1CP8wb1OG/QpkUYYP1xGj//L/eumI9T0/h5S36ke9E2XJ/Gj/mM3hWVuDHDbM4IzOaMwMacD5jNGQEW1FJ3Re7NUI/zBvU4b1CP8wb1OG/Adr0zjUuo3+hdMT/rFWAX967Ymo2Kuh/uXlSLGzPM5ozAbM4IbMz5gNmcEWCBLW1X5N4M9ThvUI/zBvU4b1CP8wZs1259B6ziPWn83K/vXbE1D0rjx7s5507di2pxY4bZnBGYzRmBjTkfMJszAiywpe2K3JuhHucN6nHeoB7nDepx3oDt+qs0LqIO9a6Yn59N4+f+k94VW/PiNH68j/auqMiNGWZzRmA2ZwQ25nzAbM4IsMCWtityb4Z6nDeox3mDepw3qMd5A7bj9DQuoUqe1r1ojh6cxs99U85duhdtwXp/S/J1vSsqcmOG2ZwRmM0ZgY05HzCbMwIssKXtityboR7nDepx3qAe5w3qcd6A7XhOGpdQJWd0L5qj2+X8Yxo//zO7F23SaTk3pvFjXdS9qCY3ZpjNGYHZnBHYmPMBszkjwAJb2q7IvRnqcd6gHucN6nHeoB7nDdiqUmh9Ko1LqI91L6rgyjR+H67rXbE55ccmDh/nH3JO7F5UkxszzOaMwGzOCGzM+YDZnBFgwS1lV+TeDPU4b1CP8wb1OG9Qj/MGbNVr0riEKrmse9FtuH8av33Jk7sX3YZ7pvHblzyue9FtKN+G/gtp/Bhb+VjCuTHDbM4IzOaMwMacD5jNGQEW3FJ2Re7NUI/zBvU4b1CP8wb1OG8wHW9JO/9W6ZemcQFV8tmcO3Suuy0RA6zimjR+jPK+fFf3og2ckHN1Gr99Kdm+o3NddW7MMJszArM5I7Ax5wNmc0aAJbB0XZF7M9TjvEE9zhvU47xBPc4bTMdH0lpp9L6cJ6S1HyW4WWfm/E4aF1DHs9UbR9QA66ycr6Xx4/xFztmd64bKx/6bafx2Jc/uXLcr3JhhNmcEZnNGYGPOB8zmjABLYOm6IvdmqMd5g3qcN6jHeYN6nDeYjuMDrOO5IeetOc/PeWDO3pw755yUc9ecc3N+Mudozo2Dt+3m59LWRQ2wiovT+HFKvpLz6pwfyvm2nJPTWglXSrOPr3N9yX9Oa3/bcVe5McNszgjM5ozAxpwPmM0ZAZbEUnVF7s1Qj/MG9ThvUI/zBvU4bzAdwwFWRF6XtldCRQ6wilKeDR9rq/nTnFNTA/bs2XNOviF/+ZYb85fL/x9eA1PmjMBszghszPmA2ZwRYIksTVfk3gz1OG9Qj/MG9ThvUI/zBtMROcC6PudA2r7oAVZxac5NafyYm8k70tp3/2pGuRmXRaybMqzPGYHZnBHYmPMBszkjwBJZmq7IvRnqcd6gHucN6nHeoB7nDaZhT1r7cYN/mGb/SMFZ+WTOC9LOC6h5DLCKH0xrH9/wcTfK36W1H7O4ne/iBQAAAEDbdEUAAAAAzM0dci7KeWnOVTkfyvmHnC+ntb8Z+KWcv83581t+vwy37psWp3w6P+eKnP+a1j6u/5vWRmdfyLku5005j8456fgbAAAAALC0dEUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAsMi+LedROS/PuTbnEzlfzPl6zudzPp7z/pxX5qzknLL2ZrBU7p3zirT2uf7pnK+ltTNwQ86f5VyZcyDnpONvABPg6wMAALBdXk9APP0VzJevXQAAAR6fc2yDvKNzHSyL2+c8JefqnK+m8ef9rFyfc0XOaQkW3/k5f5DGn+cb5e9yfqK8ISwpXx8gjtcYAIvJ/Ru2z+sJmA/9FcyPr13QLq/NABbQv0pry/XhjdsNnGW0N+fn09rfihp+rm81n8t5TILF9cKcm9L4c3szeXvOnRIsj73J1weI5DUGwGJy/4bt2Zu8noB50V/BfOxNvnZBy7w2A1hQ16TxTdsNnGX1wTT+HN9pDiVYPK9K48/lraacpzsmWA6+PkAsrzEAFpP7N2yP1xMwH/ormB9fu6BtXpsBLKCnpfENexg3cJbJRi8qvpHz3pzn5fxQzp1zTsq5W84Dcl6S8/frvN3xPDfB4nhGGn8Ol5RvMf0LOffNuUPO7XLOznl2zifWub7k9xMsB18fII7XGACLyf0bts/rCYinv4L58rUL2uW1GcAC2pPzpdS/Wa/3rUbdwFkmwxcV/5LzhrT27XZvy8k5r8y5OY3PSXmc8kIfWrc3rRVVw8/hj6XZn8On5PxmGr9dybM618Gi8vUBYniNAbCY3L9hZ7yegFh7k/4K5s3XLmiT12YAC+rdqX+j/oOcNw1+zQ2cZdN9UVH+5tO+/m9vyk+l8Tk5/njQuqvT+HP3sznf1b1oAyek9d++/OH/2zvXwSLy9QFieI0BsJjcv2FnvJ6AWOv1T/oriOVrF7TJazOABfSc1L9Jfy3nnJwrB7/uBs6yKS8qyovtJw1/Y4vemsZn5aac07oXQWPOS+v/raTHdy+6DXfJ+UIaP8bh7kWwgHx9gJ3zGgNgMbl/w855PQFx9FdQh69d0B6vzQAWUPnWn19J/Zv0C2/5PTdwlt0vpbVv37lT5RwNz0rJ0zvXQGvemMafs9f1rticUlYNH+czOSd2L4IF4+sD7IzXGACLyf0bYng9AXH0V1CHr13QFq/NABZQeXHx31L/Bv0/b/n1wg0cNu+jaXxeXtO7Atpxclr/b/5d3L1ok8rfXroxjR/rod2LYMJ8fWBqvMYAWEzu39AmryeYMv0VLCZfu2BnvDYDWFD/IfVvzv+S832d33cDh827Jo3Py1W9K6AdF6bx5+s30tq3ZN+O96bx4722dwVMl68PTI3XGACLyf0b2uT1BFN2YRp//uuvoH2+dsHOeG0GsIDOTWs37O7Nefgzz93AYfN+K43Pyzt7V0A7XpHGn69/2rtiay5N48f7SO8KmC5fH5gSrzEAFpP7N7TL6wmmTH8Fi8nXLtg+r80AFtBJOR9K/Rvzh2/59S43cNi8a9P4vLy5ewE05N1p/Pn6K70rtuZBafx4N+fcqXsRTJSvD0yF1xgAi8n9G9rm9QRTpr+CxeRrF2yP12YAC+plqX9TLj/7/N69K9a4gcPmlJ+7/Pk0Pi+v6l4EDflcGn++Xty7YmtOTePHK7mgexFMkK8PTMnLUv/z3GsMgMXg/g3t8nqCqdNfweLxtQu272Wpf268NgNYAPdJazfs7k35Z3tX3MoNHDbnYWl8Vkoe0b0IGrFR2XRh55rtuD6NH/Pp3Qtggnx9YCq8xgBYTO7f0DavJ5gy/RX/r727jbXsKusA/syUvgBjSxsphfgG86UfEAIag9BKjHXA0CAS4kuAiFISjGLrB8RCTUD8AGo04Eukmni1AWNfEIM2BRKIRk0KQoKWaspLpbGkCkWqpZPOdEbX7p01e++7zr1zzr77nFn7nN8v+X+YmWfv+2Xvte76J+cM02TvgmGczQAm6PzY/j/Nuwty8+fzukMdFnCYz0ejfFceju13DmrznCif1yaHu0MDNF+Fu/Oe7+hNwOaxP7AJnDEApsn6DfVznmCT6a9gmuxdsDhnM4CJ+o3oL8aPpXxfb6LPAg5ndnWU70mT5v2BGh2J8nltcqg7NMDtUd7Te8Amsz+wKZwxAKbJ+g11c55g0+mvYHrsXTCMsxnABDX/j/mJ6C/Gv9mbKFnAYW+XpNwf5XvySMp3duagJj8Z5TPb/EK/X38e5X1v7k3A5rA/sCmcMQCmyfoNdXOeAP0VTI29C4ZxNgOYoCelfD76C/E9KU/sDs1gAYfdHYjt92HnO9LkrZ05qM0bonxmH+pNDHNjlPe9ozcBm8H+wKZwxgCYJus31M15Arbpr2A67F0wjLMZwET9fvQX4ZMpV/YmZrOAw+7eGeX70eTOlHM6c1Cbn4/yuf1ab2KYnXtNk4/3JmAz2B/YFDvXfWcMgGmwfkPdnCdgm/4KpsPeBcPs3JOczQAm4KrYXrC7i/Dv9iZ2ZwGH2V4b5bvR5Osp39WOQZWujfLZfaA3Mcx7orzv3/UmYP3ZH9gUzhgA02T9hro5T0BLfwXTYO+CYZzNACboopT7or8A35tyqDu0Bws4lF6acizKd6P5u+YXJqjdrE8QfrU3MczOT2s08QlCNon9gU3hjAEwTdZvqJvzBPTpr6B+9i4YxtkMYKK2olyAF/mlxwIOfS9M+WaU78WJlB/vzEHN3hDlM/yN3sQwN0Z53zt6E7C+7A9skq0on3VnDID6bUW5/lq/oQ7OE1DSX0Hd7F0w3FaU746zGcDIXhPlYjlP/q25eIaXRzn7R72JM7OAU5Ox35FFPS/lv6O8f5NrOnNQu5+K8hl+rDcxzAeivO8tvQlYT/YHNokzBsBqjH3+tX7D7sZ+3xblPAGz6a+gXvYuGM7ZDGBFxjzsf2ts/3/o3bn/iO2vNFyEBZyajPmOLOrylP+K8t5NfqkzB1NwJMrnuMm8X2+7m9ujvGezj8A6sz+wSZwxAFZnzPOv9Rv2Nub7tijnCdid/grqZO+C4ZzNAFZozMP+q6Oce1lvYj4WcGoy5juyiGel3B/lfZv8amcOpuK5UT7LTQ53hwb4TJT3fEdvAtaL/YFN44wBsDpjnn+t37C3Md+3RThPwN70V1Afexfsj7MZwAqNedgfeq/95FUByzX0uZ71jszr21PujfKeTd7VmYMpuTDK57nJi7tDA8z65NPP9CZgfdgf2ERDfxfbT5wxgE01dM2ddf4deq/9xPrNlAx9R2a9b/NynoAz019BXexdsH9Df+/cT5zNAEZgAYf9uyzlniif9Sbv7czBFM0qm67pTSxmt1Lsiu4QrAn7A5vKGQNgmqzfUBfnCZif/grqYO+CcTibAUyUBRz2p/l/mO+K8jlvcmPKgXYUJumjUT7b+zksXxnl/U6mfEt3CNaA/YFN5owBME3Wb6iH8wQsRn8FZ5+9C8bjbAYwURZwGO4pKZ+J8hlvclPKwXYUJuudUT7fd/YmFvPmKO/3ud4ETJ/9gU3njAEwTdZvqIPzBCxOfwVnl70LxuVsBrDh/jDKhfqvexOwXg6l/GOUz32Tm1POaUdh0n4wymf8sZRLukMLmPWJxPf0JmDa7A8wHmcMgGmyfsNwzhMwjP4Kzh57F9TL2QxgoizgbJInpnw8yme+yV+lnNuOwuSdl/L1KJ/113eH5tR8DfXxKO91VXcIJsz+AONyxgCYJus3DOM8AcPpr+DssHdB3ZzNACbKAs6maA4Mt0f5vDe5I+X8dhTWxqw1/tO9iflcH+V9vhK+gpr1YH+A8c3af5wxAOpn/YbFOU/A/s3af/RXsDz2LqjfrL3R2QxgAizgbILmq3JvifJZb9J8yqP5tAeso2dH+cw3eWV36Ayar3x/MMp7vK07BBNlf4DlcMYAmCbrNyzGeQLGob+C1bF3wTQ4mwFMlAWcdXcgZSvK57zJ36c8+fQkrKe/jPLZfyDlGd2hXTTvz21RXt8UWhd35mCK7A+wPM4YANNk/Yb5OU/AuPRXsHz2LpgOZzOAibKAs+7eG+Uz3uTOlAs7c7CunpXySJTvwN0phztzO52X8idRXtfkjZ05mCr7AyyPMwbANFm/YX7OEzAu/RUsn70LpsPZDGCiLOCss0NRPt9j5+GA+l0T5bObn993p3xvypNSzo3twqspqO6ZMd/kw7H9aSmYMvsDLJczBsA0Wb9hPs4TsBz6K1geexdMi7MZwERZwFlnDhXQaoqqnc/vovlk+DQU68H+AMvljAEwTdZvmI/zBCyP/gqWw94F0+JsBjBRFnDWmUMF9P1yymNRPsfzpNkbLgpYD/YHWC5nDIBpsn7DfJwnYLn0VzA+exdMi7MZwERZwFlnDhVQ+p6Uv43yWd4t96X8bPjadtaL/QGWyxkDYJqs3zAf5wlYPv0VjMveBdPibAYAABPyvJRfT/lEyldSjqYcT3kw5dMp70t5ecoT8gUAAAAAsEL6KwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANsvbU/5vl/xzO7ZUV0X5s3OOp1zWjgIAAACwYd4eZWekvwIAAACgGs+I7ZJoZ3GU8/3t6NLcHOXPzbm1MwcAAADA5tFfAQAAAFC9piTaWRzlbLVjS3FpyrEof25O8+lCAAAAADab/goAAACAqv1QlMVRziMpT2lHR/eWKH9mzudTDrSjAAAAAGwo/RUAAAAA1fvXKAuknDd15sbUlFNfiPLn5by5HQUAAABgw+mvAAAAAKjatVEWSDn/0pkbU/P17Dt/Vs6jKU9tRwEAAADYcPorAAAAAKrWfE37N6MsknJe2I6O5pYof07OBzpzAAAAAKC/AgAAAKB6fxxlkZSz1Y6N4tKUY1H+nJwfaEcBAAAA4HH6KwAAAACq9vwoi6ScR2L7U4Zj+ZUof0bO3Z05AAAAAMj0VwAAAABU784oC6WcN3Xm9uNAyheivH/Ote0oAAAAAPTorwAAAACo2k9HWSjl3NWZ248fjvLeOc0nFS9uRwEAAACgR38FAAAAQNUuSHkwymIp50Xt6GC3RnnfnK12DAAAAAAK+isAAAAAqvdbURZLOX/amRviaSnHorxvzgvaUQAAAACYSX8FAAAAQNUOp5yMslxqst+vWL8+ynvmfLYzBwAAAAC70V8BAAAAUL2PRFkw5fxiZ24RB1K+GOX9cn6uHQUAAACAPemvAAAAAKjaj0ZZMOXc1ZlbxJEo75XzcMqF7SgAAAAA7El/BQAAAEDVzkm5L8qiKedF7ejcbo3yPjk3duYAAAAA4Ez0VwAAAABU74Yoi6acP+vMzeNpKceivE/O89tRAAAAAJiL/goAAACAqu1VOh1NubgdPaPro7xHzqc6cwAAAAAwL/0VAAAAANX7iygLp5xrO3N7OZDypSivz3l9OwoAAAAAC9FfAQAAAFC1F0dZOOV8rjO3lyNRXpvzUMqT21EAAAAAWIj+CgAAAIDqNUXVzuIp54rO3G5ui/K6nN/rzAEAAADAEPorAAAAAKr2C1EWTzk3deZmuSzleJTX5Xx3OwoAAAAAg+ivAAAAAKjahSn/G2X51ORoyiXtaOGtUV6T8w+dOQAAAAAYSn8FAAAAQPXeF2UBlXNdZ67rQMqXopzPeW07CgAAAAD7or8CAAAAoGrPjbKAyrm7M9f1kihncx5MuaAdBQAAAIB90V8BAAAAUL3mK9d3FlE5V3bmsg9GOZfz2505AAAAABiD/goAAACAqr0myiIq56bOXOOylOOn/m1WLm9HAQAAAGAU+isAAAAAqnZ+ylejLKOaHE25pB2Nt82YyflEZw4AAAAAxqK/AgAAAKB6746ykMq57tTMwZR7Z/x7zk+cmgMAAACAsemvAAAAAKjaM1NORFlKNbn71MxLZ/xbzn+mnHdqDgAAAADGpr8CAAAAoHp/E2UxlXNlygdn/H3OuwIAAAAAlkt/BQAAAEDVro6ymMr5WMrxGX/f5GTK4QAAAACA5dJfAQAAAFC1gyn3RllQnSkfaS4GAAAAgCXTXwEAAABQveujLKjOlB97/EoAAAAAWD79FQAAAABVe2rKo1GWVLvl/pQnPH4lAAAAACyf/goAAACA6r0/yqJqt/zaqWsAAAAAYFX0VwAAAABU7Yooi6pZOZHyHaeuAQAAAIBV0V8BAAAAUL3PRllY7cyHT08DAAAAwGrprwAAAACo2hujLKx25mWnpwEAAABgtfRXAAAAAFTtUMr/RFla5Xw55eDpaQAAAABYLf0VAAAAANX7ZJTFVc4NnTkAAAAAOBv0VwAAAABU6/IoS6uc4ylPb0cBAAAAYOX0VwAAAABU7XeiLK5ybuvMAQAAAMDZoL8CAAAAoFoXpHwtyuIq50g7CgAAAAArp78CAAAAoGqvi7K0yvliyoHTkwAAAACweq+LsrfSXwEAAABQjX+KsrjKeUtnDgAAAADOBv0VAAAAANX6kShLq5xHUy5tRwEAAABg5fRXAAAAAFTrYMqnoiyucrZOTwIAAADA6umvAAAAAKjadVGWVjknU57TjgIAAADAyumvAAAAAKjWK1KORVlc5XyoHQUAAACAldNfAQAAAFCVc1OennJ1yi1RFlbdnEh59vZlAAAAALAS+isAAAAAqvJAlMXUvPmDAAAAAIDl0l8BAAAAULWhBdaXUy4KAAAAAFgu/RUAAAAAVRtSYB1NeUFzMQAAAAAsmf4KAAAAgKotWmB9I+Ulj18JAAAAAMunvwIAAACgavMWWCdTPpTybduXAQAAAMBK6K8AAAAAqNqsAqspqx5K+feU21NuSDl8ah4AAAAAVkl/BQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAdfp/tQ1cJWxxldQAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "\u001b[36mmodel\u001b[39m: \u001b[32mRandomVariable\u001b[39m[\u001b[32mMap\u001b[39m[\u001b[32mString\u001b[39m, \u001b[32mcom\u001b[39m.\u001b[32mstripe\u001b[39m.\u001b[32mrainier\u001b[39m.\u001b[32mcompute\u001b[39m.\u001b[32mReal\u001b[39m]] = com.stripe.rainier.core.RandomVariable@ef1c379" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "val model = for {\n", + " x <- Normal.standard.param\n", + " y <- Uniform(0, x).param\n", + "} yield Map(\"x\" -> x, \"y\" -> y)\n", + "\n", + "pairs(model.sample())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Scala", + "language": "scala", + "name": "scala" + }, + "language_info": { + "codemirror_mode": "text/x-scala", + "file_extension": ".scala", + "mimetype": "text/x-scala", + "name": "scala", + "nbconvert_exporter": "script", + "version": "2.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/build.sbt b/build.sbt index d855305a0..1d41753d1 100644 --- a/build.sbt +++ b/build.sbt @@ -73,6 +73,8 @@ lazy val V = new { val scalacheck = "1.14.0" val scalatest = "3.0.5" val flogger = "0.3.1" + val almond = "0.3.0" + val scala = "2.12.8" val shadedAsm = "0.2.1" } @@ -95,8 +97,15 @@ lazy val rainierPlot = project. dependsOn(rainierCore). settings(commonSettings). settings( - resolvers += Resolver.bintrayRepo("cibotech", "public"), - libraryDependencies += "com.cibo" %% "evilplot" % V.evilplot) + resolvers ++= + Seq( + Resolver.bintrayRepo("cibotech", "public"), + "jitpack" at "https://jitpack.io"), + libraryDependencies ++= + Seq( + "com.cibo" %% "evilplot" % V.evilplot, + "sh.almond" %% "interpreter-api" % V.almond) + ) lazy val rainierCats = project. in(file("rainier-cats")). diff --git a/rainier-plot/src/main/scala/com/stripe/rainier/plot/EvilTracePlot.scala b/rainier-plot/src/main/scala/com/stripe/rainier/plot/EvilTracePlot.scala index df09eec10..2d0689237 100644 --- a/rainier-plot/src/main/scala/com/stripe/rainier/plot/EvilTracePlot.scala +++ b/rainier-plot/src/main/scala/com/stripe/rainier/plot/EvilTracePlot.scala @@ -32,6 +32,25 @@ object EvilTracePlot { () } + /** + * Render plots to a PNG byte array + * + * @param plots A collection of plots, possibly produced by `traces` or `pairs` + * @param extent The size of the image to be rendered + */ + def renderBytes(plots: List[List[com.cibo.evilplot.plot.Plot]], + extent: com.cibo.evilplot.geometry.Extent): Array[Byte] = { + val baos = new java.io.ByteArrayOutputStream + javax.imageio.ImageIO + .write( + com.cibo.evilplot.plot.Facets(plots).render(extent).asBufferedImage, + "png", + baos) + val array = baos.toByteArray + baos.close + array + } + /** * Autocorrelation function * diff --git a/rainier-plot/src/main/scala/com/stripe/rainier/plot/Jupyter.scala b/rainier-plot/src/main/scala/com/stripe/rainier/plot/Jupyter.scala new file mode 100644 index 000000000..3e7f10327 --- /dev/null +++ b/rainier-plot/src/main/scala/com/stripe/rainier/plot/Jupyter.scala @@ -0,0 +1,27 @@ +package com.stripe.rainier.plot + +import almond.interpreter.api._ +import com.cibo.evilplot.geometry._ + +object Jupyter { + def traces(out: Seq[Map[String, Double]], + truth: Map[String, Double] = Map(), + lagMax: Int = 40, + numBars: Int = 50)(implicit outputHandler: OutputHandler): Unit = + DisplayData + .png( + EvilTracePlot.renderBytes( + EvilTracePlot.traces(out, truth, lagMax, numBars), + Extent(1200, out.head.keys.size * 300.0))) + .show() + + def pairs(out: Seq[Map[String, Double]], + truth: Map[String, Double] = Map(), + numBars: Int = 30)(implicit outputHandler: OutputHandler): Unit = + DisplayData + .png( + EvilTracePlot.renderBytes(EvilTracePlot.pairs(out, truth, numBars), + Extent(out.head.keys.size * 300.0, + out.head.keys.size * 300.0))) + .show() +}