assignment_ml/project.ipynb

2031 lines
4.0 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"id": "a9cea997",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Patch\n",
"import torch\n",
"import torchvision\n",
"from skimage.feature import hog\n",
"\n",
"\n",
"import os\n",
"import random\n",
"\n",
"plt.rcParams['text.usetex'] = True\n",
"plt.rcParams['font.family'] = 'Charter'\n",
"plt.rcParams['text.latex.preamble'] = r'\\usepackage[charter]{mathdesign}'\n",
"\n",
"plt.rcParams['font.size'] = 12\n",
"plt.rcParams['axes.labelsize'] = 12\n",
"plt.rcParams['axes.titlesize'] = 12\n",
"plt.rcParams['legend.fontsize'] = 12\n",
"plt.rcParams['xtick.labelsize'] = 10\n",
"plt.rcParams['ytick.labelsize'] = 10\n",
"\n",
"golden = (1 + 5 ** 0.5) / 2\n",
"pt_to_inch = 1 / 72.27\n",
"textwidth = 430 * pt_to_inch\n",
"fig_width = textwidth\n",
"fig_height = fig_width / golden\n",
"\n",
"from cycler import cycler # Optional for custom cycling\n",
"default_colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
"blue, orange, green, red, purple, brown, pink, gray, yellow, cyan = default_colors"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "44e8e38d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train size: 788\n",
"Validation size: 100\n",
"Test size: 200\n",
"['warning-series', 'warning-steep-ascent', 'mandatory-cycle-path', 'warning-pedestrian-crossing', 'mandatory-cycle-path', 'warning-series', 'misc-parking', 'misc-parking', 'misc-dead-end', 'mandatory-keep-left', 'mandatory-chains', 'prohibitory-no-turn', 'warning-series', 'misc-parking', 'mandatory-roundabout', 'prohibitory-no-stopping', 'mandatory-go-straight', 'warning-curve', 'mandatory-keep-left', 'misc-dead-end', 'prohibitory-no-turn', 'prohibitory-no-overtaking', 'prohibitory-no-stopping', 'prohibitory-no-overtaking', 'mandatory-go-straight', 'prohibitory-no-overtaking', 'warning-slippery-road', 'mandatory-roundabout', 'mandatory-cycle-path', 'prohibitory-no-turn', 'prohibitory-no-overtaking', 'mandatory-keep-left']\n",
"torch.Size([32, 3, 200, 200])\n"
]
},
{
"data": {
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f/Ouv4twAVGnamtu//lfynLbDDwpdDTlOkMJRTodESbShZqBKjI6kYonP4Qi3mJNCDmicfLLnZ/lWv2xq8btfR6MRVVXmx/WR5/YkCcpoNOTpp5/JybHucUCz305PHkif+e1UAr7wzPYOSQmqamx76pzZj+pISQhRCNHuWyv5iMRoZMF8sWa1bizDrwlNgnEIOUufEt57kq6yAmLe32+C0AQyySukTDpES9fn47Dstqqjy/ajjhgT3hcI3kqYxDL4GkGTwzn/SBmLVQykLKXflAuY19H2XgcbY2w+DiS/nwMxQiRlcmTbH+E7RVhHFg/nXD48oz6/wK3XuLbFhUgZYexLgitoopDUVHNREypF9luIFu93ZJla4kX7ASS2lykwVi3lx5Na4B90Q4io5PIEwGdyQDDZl+Qwuj4H/Caq9g5EaFcNbXUCzts/8ZTVgKEfoq2jaRZ9bKYklvM1y9MzSyaVJUVVUpSem88+zcN7N3HO4RFKZ+ULzz1zhdl4SFm6TOrY15tOBF/mwxCrovAIV1/6LDde+mwvqOgUBb/p9/5eft8/88/ggQFWzeyBe7dv89/8W//WI0SCAMvzc/7rf/1ff2/pwg94n7EjB75D9EGKWJAxHFX5Hk6PLBRmQhYJbejr8T/t3gOfRGg2sHGlx+MZDUc4FVbtmuGooq5b6vUuo/tRostIdBuJ7j5yIlRVyWy2hy8KJpMJV69cMwUP4IuKoiypBkOq8Z5t3lMiZKkwSbmct71c0LmWECNlUXC2bIxIKHwupyvwYrV+6yYyLEq884yHnkEJZeWpwxrvYTwaMBwNKSuohiNwBYeDEjRw9ep1LucXnF+cIyKcPzxhPr+gGFSsViuWi0Vf25pSIsVICrHPNLw387KbS75fKAqPL2xzormcACxD472VpRRlkeWcu8Duw4cRgDduPMs//7/+l/j8D7/EdG9qgb841DnWYoSAONtLV1jw0O3IViu4mMNiBTjlwYPE/fstfiCoBO6fr7l7/4LVouFgNuL09IT75wtmh4f4QcmiXlM3Nc+/9Cwijjok1jFx89aM6WxAG001e+NG9lfKCoP9mSW5xNnmajCACKwDDCrh7/tjf5Q/8Pf+PaQK7p1c8C/+3X+YO69+DRWHxEiKzWPn4v1LqXb47rG9D0sYKTw+OqCaTUkCGloaTcTkSOqImti/ckyznLOaz3F5biYHwZ/EOdjhtiQBBu89+/t7gPYqKe89n/nMc1y7diVnwLMqLytkVaQPyMFq+rsacvK5UUk58DWCXbNBn/ntBFK0QPByHizTH4MR+AptWBOTkhLErBoQMAIgJmKKhJhYtUoI23JzQdl4GAgOJZJUzXwuqQXz3pNUidhzXL6mIpYJTjnw1k7o/xip0qslsoTIedcfnzjbO2hK39LfoQukH1ERODFvJDKBxRYNo4pm2X6KRm75osJnAvu7QQyBdr4grpbIakVRtwxVGKhQRHBRkdIIDJeUKKDqKBRC/l5OO0WNQqsW7Yr05E1mYuy/XalAr1AxgoUEIgnBgu8UFU1GIElhgb4INOsGCGZq6D0q2SSyXtOH1Jk8aYHl+Rw3GNA0uazbe9TnEofClJ+NczTOiIn6wTm3/ddAE14cTu2cv/7iZ5jt7eHEkWKyEsNSePrpm+wfHKCiRjCWAk44npYczErUfu3HTIljWDg8+TTl63DtxRf5u/7sn31kTAigbcvf/Cf+BImNXzrAX/z3/32+9ou/yNZZJAIP3niDe6+88l2Nge8EO3Lgu4QDxsOKqvBEjdlRs8A5T9JEignnwJcFVYrU6+YHTfjs8O3gIGiLx1hiFwS8Ug6EYjYgNIIfuFyU+lF/2ScT22UF3UI/GY2ZjMeAsLc35crxMYoDcexND8ALrvA4X6IURHWczFuCRkKMffmPqjBfhGwsGE26qIr3gbaNJBWcBJM9et8T+SE6Bh68S1yulhReGJSOdRspSmFYrRiPSkaDisGgAomoloxHI/YOx0z3j7lyrcY7x+rmJacnD3hwcp+HDx9SVhVN25KSZUVC05q6IFmWpSMazezQpLHfrzrQJxkiQlkUFL5AvFh9aiaUupKS0FpZwXg85PJyyXdc7LnDB8I5z8//3B8ESs4vz3j2med48cXnOLxywDqY+lSceWR5gZGHOtjedLmA5dIyORqVu/eVt99qODmdI5Xj9u2HvPXmA8QJQefcPz3j/HxOjInBeMjl+RmL1YrR/hScY92saduWV7/xHEmUJkaSg1vPP8vs4JCkEQrhmZeepqoqfFUynQpXrjiKAYyG5mswJZdDeStlqIZjhs+OqSNcO9rnH/hn//fcuf115uI5ffmb/JX/7D/k8v47OzXBhw7Jt+lGdTba32NysE9Iam7s4khOswFdtIBMlHI8oqnrXj3Qy4M/gQTBs0/fZDKd5OnKatrLquLpp5/CMtQO7wtCaBiPh3ZOouIxUt6LFVnnvjxEVUKMrNtE59CRnNheOCVCiNkY0BS1mhIpRQsiMfL1/GKVs7tKioneCDDETXypXahMzl5rVrELSX0v/Vc0+wUIzhVsOgaYw74lsBMpOaKA4HHiiAhOtQ/GBGeZW7EyAtxWbIt1stme82POhCumILB4WJE+SCYb2mpPOisb08TuxSralwhIlzlXQXPHAk3Kum4ZDgom0z2m031O6vXWFe7O0LeGJEWaCMsav2qo2sQwQhUVHxVSImlL8paNRzMZ4JIZAqYc3KtmMiChUcF5NCaIEed6x4rMExj54VUQNRVe0oREEGdK65TPW1TFRaWI4F1hV8MLZZFfFxMhKSEKUaONS2e0UEqJsDwjdfUNRQFltTFRtAthk7Nz0EbqeU0vDTAKDFLia/ce4Mcj+8xkCnApPK/euMbsaL8XEGnp8OK4ceM6165fIXkjVhAxT4PxkJtX9u0rCJTO/j4oYG+4Hf4bqqLk5mc/25MD3RX92/+5f64nGIr8eAO8/pWv8Jf/g/+A/8e/+C9+4HX/brEjB75D2KICw4FnMipNeuxKBuMBg8HQaqE1UTeBum1JSRkMK+CS9WqXgf64QAYeN/NE39CKucc2qwhhAe0AcZDUUY1KmrolrHebtI8ag6piNBxy69ZNRuMxIQQmkwl74z3LLjiPjMbEJCQpaJpIExJNiJwtVlk5YFkIxVj5NhWoClEzby1AwDYaUkJSRBM+errFNuJoouIlInXEoRSF0AbBO6HwSlk4JqMBo1GJiGMyXjObDJiMh5RlSTWYUhae6XSfa9dv8ezynNOzU955523uP7hPIHB2dkq9SviyJDaR2NJnXAybTdIncYP6cYUgVGXBaDTGezHjyRA2WR1AnLU/8s4yYd6trRZ2h98QynLE/sFNfuIn/yD/0B/5e2nbxPFRwf5BSXTWLatytjECM5Nar6BZwKqFO+8m3n5zSR0C82XDW7fv8+4797l77x5SOt566w4PHl4grqBtV6wWl7T1muHenhFxTU1MATe0zE+KAVLi5N27tonPzt333nqbwXBqG79KePDuiwwmQ4rBPrODGTc+c43h2DOeeoqBcPOabbJKD7MRTCvjmysPWnl+29/9O3H6NzIPkM5XfPEnfiv/6b/5f2a1eMDpO6/RrJb5iL/9pn+Hb43HiQFXeIrxEFcWdEX2XVloVyptNd+O2dERkuDy9LQPQj+p1+LFF57m5o2r5qGR1d1RLcDWnBHXZPPcvFaStkjUHJQ4y2w7IWEBfFJo28D5fJ2V4hb8JjEVQsr/UM3rcMzZe0Vy+VDTap9J79R8JsE1mb3LiQILuLsMv90PipC2DMEtELWFPkbXf4ZqJDTWAk/VISp4KSxrna9pUsndhkxdYeRFVoqYAMKQyT770VrxWbWjqSjsNVuany35fxc0dmOoW7/7Nfw9w0p6gsTg+v/2ZMN3ASeOH/vh30KqG9rTc9yqpowRbWvaus6EjJVQiMskUDSVSEdm+ExadN2WYh5IKtmYJW+0ilayRxQkUby381i63A4SIFp5hfNK8pBU8JooFMpWcS72JEmREyMEpcTUH+o84hyFd4gqSRIRn8sgIEpuKRkhrlrb11WFyb6IVv6wbjbkgCpghEhcR2K1sIje5dKHlLhzcsad0SCXTGj+u+Ptw31Ge9NMnNl3ds5xtL/PjevXTeAAlN5RDUquXb/CtSszomi2brD76vrBiHFVdEMNZ9+IoYeh25ACPv/t+c9/nsu/4bd9V+PgO8GOHHgMj8qAOibJJo+qcFw53GM0KCm8Z282YTaZmANqzu7VMbCsa5oY0WROyE19wm7/+DGAgBt5BkcjWnVMhkNchLWsaJc1q8Xa3K0dePGUo4LYNOySOD9YiHTmRlb3+PTTTzGshoxHY3xhGd1qMIZikKWCjtO5tRaKqaGNkZisTnjZdOVuji4voECkyNn3lKWFXebBsgmCySKDbuaDJI6gQqGdn3BEmmRKgwjSJLwE1mtlsGyxziUrRgPHZFwym46ZTqeMhwO8CLPpkNnsiNnsgL2DQ66c3Cdqy737d7l3511OHtyn1jqb4VWsV2s7KVlW2bk67/C9o8vSKEo5rLh27SqlL1jloEzEUXpPVZUmQ42R2Fq2onSO8WjIfLl8bAO3w3cDEcfv/Bv/Nn7hF/4UV68+x2w2wLJFEFoYT+zUejH1QL2A5YVy527irXs1lzV8/eW7fP3rr7JYLTg7PePdt97m4f37LFdrxDlWdZOlyR6lhdQCSru6zNctm3ut640mVIT44CT/7qB0LC4vWSSfAwTH6uQENyjxkwnToyPu3nuewWTAaDph7+CQ5fP7jEfCeCysZsA+jEawztklGzfCKIGbTvjx3/e7+OxP/DSrMOff/F/+z3nlf/xv8lnaDa7fGHIwqUpRlsyODpjsTfsNeyGO2Em5XReY2sbfjYaM9vdYXF5uzN/4ZJZ2Wb1+oG0TbTDlQFBYLgNRTT4eo2biPFG31t/Zq+DFU3ifE2Em9U+qtCEyXzak3LLOWvlJ7ghBr9izLHgmJaKCRktMS2H3WoyA6zvE4K0cMAFd9N+1Buxk/Spicv7uAKWL8xKJbEQs4PA5+6751hZExaTh+XUW7GVFXtpI+1WxBILmtoL2Tfp9ihmhZgIjas4ysyEBtr4vWWTWic0S9OUM/TXC1I2o7VDI31e70+DsHOEVfU/ZwgePSe8Lfsff8AfQ0NCcnROWK9rQMF+vWDQ1jQrqHSLedCDBjilgew7ESh/MlNlUEq671mqqDXE2DjQ5xLlc3mHX0qmSUp5fbSOGOlMLSCYbPOAKRZKpd4yU9/ho1xXVft4kez35CF4EFWfj2DurXBChzcoTV1Q5xhc05I9PNs677yxq/0CIiwY6btZjXgchwOU6s7uZ4sjrxfLskuXU1i5yeQROuByNeff1N23uiFAWBYNBxa3nbuJKoVUbS6ZMSdx89hmm03F+a6FwntJ5bl3f43h/RCliPgeFoA4GHnQ2+cDr/r1gRw48hu363u4mFnGIJMbjIQcHM0aDksPpjOloBCmyXtVo06CaGFYlw9kEXw0oqyFVOWKxWLFYrD7iI9uhGBYMj8YwdEz8lNloTJUcSyk4WQfqVSQqSAFJEkVVIaVD6x078IOELTpQliXD4Yj9/UOqQYVzBVU1pKwq1Dna5AgRLpeBs7mVA4TsVqxZKhhSQRb7sRXnEzLz7vIU2MkR+0VHkzHOnRQNh2qBike0kxSmzPU6RCyHoSmiIdFG25wUtTJfJi7nwuVizWyxZjwc4ZzjuJkxHlfszcZcuXaT/eNDUgpcu36Tt/cPeK0ouTg/y67LgpQlDuulvlwsHpUk7vA9weGIRIqy5ODokP3DA9pVTelnDIdDxoMhg7LE4aibhsVizuVqSds2IErwIdPH0jvYfxKDhh8cNhlw6w3uGFT7fPaln+anf8sXrdY72f2PQFGCtvaqtoFQw8N7yu1X17z++h1u37nPw8uab776Brdvv8FiueTi/JyLxRkxrdnk7wYgA9vuqwMZWeYttTkN2Bl+RVsAXNfPO9jPDmtZsFj1319FWLy6tFrW4ZCL6YyHd+8ig5JyOOCpF15kfvEss+mEyWzAwdGA5dMls6kRBLOxKQpqBfUwUBhfO2A8O+CirRldfRHnftGCml124TcE1dRVbzPdm7F/eEDCetEbbWzu9iqKJIfiwTmSKEFbGx7e9e8jW232PkkIIbJaNSyWNesmEKO18JsvA4qnyS06TB1u5yNpbvfpCgrn+qC38xxIMVknO02o8xsJPl16TXLwkzPS4lCJlmFNWOCl2PlO5imAmlKBvrraXpuIfXs/y89mom7rMjixoNGjOQZNfTRuMbu9oCtD6OwJO1UhbPb+2TzA1lq3mbsklxuYj78g3qT2UUOOIfL3TXHrGMj/tRKM7mHtH+84EO3JkEeTlQ4n2ccgkw+b9/zOx6Hr1BQi1u6xCVkpmc9HV/oRhRjs+iMbE8QoJjvp7ieXzZtho6Qw1s26Kpjaxs6hy0R89zs5KY+aP4VmNYVLkktMIuIcZT6f3UhICi4miEZQ+ExKOKzkQxOEfG8OJO/UCrEkP6ZgiJqIUagRvJr6wHlTlaSQaDIhI53XiALBEZsA65g1/0pnVqyrAOerrHrR/pK30yXtaWnZqphYeeuze3FySsKSyuK6ttqR11++TTkc5gSUw5clrix45qlbXL92ldJ5xHv8qIK9klu39ug0pR8mduTA+2DDTHY3teK94+mbtzjaH7M3HnEwndAsFlycnhKbBpcUiZHgHTocwBQG1YBnn7qOCHzt6y9zOd8RBB8lhuMR+4d7XMQ5GhP1fIW4Ap+spqpuIIXEYOyghOADWtkExK5V9fcV2/J4XwjD4ZCD/SNu3noKKSsoBkg1pC0GNArrVWDdtKzbxHqdWLUOVTOSSsmT8sKetMBaDlnwLpIlf2rGR0nyggaW1RDIuaS8+OZFQTprILEMk5AZZltknTocjuA8iYBR00qUhGsjbVQahWWtVKVlYy7mSw73pjRROHITRtWIwntmV/fZH83Ym+zzzttvcO/eXda1BSmhbalGI3xZsry4tNpYPnmb1I8Hcs2ic0wOpgwmA1oNTPdmXD+6ymQwQttAWNWkNjAdD9gfjVmtV5xfnrFYrRGEddOyzHWfu6vw7WBnaDo74h/9h/84N298jqef+Sw/+Zu/SIjCaACutBZRokCAxRLqJTy8G2jWcP/hgq9+9TW++utf4c69Ux5eLnnznTucnZ+zDg1tDKYOyMGFUKBuiCvHtjEUQVyB897czJ1HRYh5s6zO9a26kZDNrgBtNr0Qwb5gG+332JDaC1Z1bQGFd9Sn55zfvcfsaJ/p/h5H16+zWj/FbN8xGAvXr8Fkam+fBOYD4yPKAQy04vf84b+Nn/jsZzhfXfAX/vx/zMmdb34kV+yTj5w9FqEoPYcHM6rS2zVWzbLjhIuROkacOKQoCeIIRHxSSInC2Rjp5MKbMq9PDmKEdR04v1iyXLeWOU2OpnUggYSnjbEPrMhJf0ngJRJy4XR36lJWkksm31OW42dKACXhcPiuIEgsMHXeWQBK53ifuxjErSBT6UkYNOXg3fXd87RLw28bJjrJxpEQJSHSkQj0NeJGEgg4C1CtLKwrV9io8TpfBum/gpKyr0IhbPYS4nNgnfDeyhb6MgLvMomvvepE8jmgC/SzSqA739vIWw9UcymFZKPc9z71Ox8DRjfaf5OibbTx7zzSGTFGIwGCKrEzmsQIkE3rRStBiWIGhKrakxuKtXgXTUjSrDRQokou7diYRpoAILc67MaNWlvJmBK+jEiCwpU5W+tAtFcB5F4CpK5LXLYb8N0YdmIdFYMp/owc6EYTViqYhAIbOyQhRskfZcRIzB0wRKHVrpOCjaNCvI3dkEht5pCcPRZiJDXL3OUkbUgDgfpisSF5MvlBilycnENRbR73DgrHybt3GE+neF+YYXLpGRwe8Jkf+SwHFx/+XLQjB74FOsMTUMvyHR0ynYzZm844nE2QtmFxdkp7eUGZJaYiwrJtaTXRCAyrimrkeebGTebnl3z9ldu9o/oO32+8l01NMRKbQGoa6sWKdau0vmDgCoYqMCh6xrdJgdgmtMCssHfkwPcFnbxuo9hxHB9f5fnPvEBVjShHY4IIQTwNBatVom0iq6alaVM2ECxswlaHUICT3BNZgIJso5MlgWYSpLLpHdy3tmLL7ly6n7v/2GOKWB1b93ju06tiCgLVRCSRNOFFKaSwwCNFYgNNiPg6IgrrJlKvW9oQadcNR/sTKueZ7g3Znx4yfGHA4f4+s+k+q7rh3bt3ODk7oyo8+/tT7oQ1y3lrX+19vAc+yfLXHwxyoLo/4/qtGyQSe3szbhxcZ6wlZ3cf8PDOPdrlGqdKUZWMphPGexOuHlyh8hc2NlVZ3l/3qoGdD8QHYzrd4x/+R/4kf+x/9scZTyas1kox8PisGBraLUxaw8lDODlJvPnyJS9/9Q3Ozs549/5dXnv9Vd56520W65bTy0tWbU2rMWcBPVCCH1K4EilKlApcaSIAZ6al3nXzgs07pQqxiAS1rFMkgssqAsHeUyubG1ICQt7wJYgO6gTtCohQemon3GsaLu5NGMymrEMkamJ8tE81G3EZK44OHYMxVBXMFHywtouVE372D/9eyr/999Iua/af+xL/8Z/7BVbz051H7ncLofcamE7HlN4hsaUQt/EoU2XgPC5ZwBjaGpJQlNZ6bjgbU18MWV/OkSyB/yTe40kdbVDqNrFuEkk9KVq7QCk6DQUgmg3RzE0eyTenGJGmOZNqQZ5DxfWEvOZ10fbQRp530nLz98lEu1jwaIYe9rtzm/p77ZJz2dhPVHLWu0O3bm+WYpPeWyZfEhaUQp9ll6T58+kl6l2g2GVqnWyZm+RzsPms/H3EqA+LmWNHP3Rfq38/e/72GpyNMaVTRZg8v28N+cjzZIsAyY/mvZKpNjbn4XtBz38mxaXUezt0bxdzeaa67lps9hmy/Z1Td35j/n4mB1BNEDuTyew7odYGtvN1sJNjF86JSUg079M0Kw7a2BlDgjhT9BjB6/PWLJtTaiJFcLIhd7ouioLik+BlM2YcVpYxSJLVQ5n41YRLuUzBalr60ZFQCrWuCtaZAnwuk0gRNFoi2RdWnhOCso7JAvxuP5nPZVxadypxpljry2/aGoo232+Sny+sF2vW5YNMzggMKtzehFUTucmHn3jekQMfgK6mtygcn3vpBfbGAw6mY4iBy9OHpPWKUYHVoQShLCuGhaApsG5XzOfnXJvMGI6H+NJ9t+qfHX5DeO+JThqIiwWuaShXEddA6QOTUcXxwTGj6R7ldMoiNbxzehdKz+nJKTG14NKuc8H3gG8XKFkJgd07h4fHeOc4vnqdvb0DVDypHKJFSRNgsWo4XwaaJhIbJeEJ0QElKgM6TwHJC7L0hIMx/MbCb8xiHv2i0Jv92Ar3/t93S0AHtmhuCA7zJbBnFCSBqB6XvNVAqpqfhTMSoUmBGCLrOrC6XLM8mFIWyvHqgKvHB4wnEwa3nmE0mbGuG2YHB7zx9ptcnJ9QLxcMpiPaFIlNJNSdk/ZmM/JJ3Lz+ICF54d0/PmTvcJ9qMOBovMdEB7z7jdc5u3ufej5H8sZpFRP15YJUH7J3fMDx/iHrGFnXNfPFnIvFAtiRMd8KRVFxuH8DV4z47b/99zLdn6JJGE8sAT8dQKmQlrBaKScP4MFJ4q23zvi1X/kqX/vrX+Pu3fs8PHvIw9OHLOs1jUYaHEkKnBtaHslXUFb4aoRIgeJJAYzol954DhGcz7LXnK1CPRpyL24VKDuCsOu/XQIRJFqD624Dp+bSTbRyE0KLpgva9Zq2qrgcVLQaOXtwj9HRAcPDAxbrZ7i4uc/4UJiNBTe1jxwP83LjYBnBjyt+/z/0h7j71V/hl/7LP0+SmuXJHVK72i1J3wksOmB/NuHGFes04TThIqQm4JJSFCVFWTEcDgmxZZ0iSw2E4HDeE0JDG9uN7Jtvv7Z9HKFY/JOSWHY3OdqoJOewTMhmjduY/gFeSFLiyhIhkWJu1d3V+2epu91H0q+uXT29PW415ZLb3jkxM8EUc8AuzjrCQO8tYG8kWW7eJVoz8ZC6b2uf5jB1iKiVEXgxw+FN20EecaxXTbk7QP+QyfZdztJ3NeX9meuC1u415qJPzsBbuYk3dYEKvedAvkm7c5I2ZwdVI162OIHNmMoBuGKPORWrclCT/us2g9Hjg4MMEXNU6s5XPgw7b8nKIZzzKOQW0jkI7t9Ac6WFIpIsWEezFiHn/TvPllyG0J9GtcDbukGBz3slr+CiEjPh4rJAoleiqAXeSQOSBfTOlSBFVp3YyXJipQ+x6yyAKYK7dsQiEDNZZMajedOWj9cMELp72hQB5HHbtT4XVXyuKk1RcxmDXeCYFKeKT6CtUjhh4EoKUlabGRnRlV20HUGSHrWVTDFfHbtxjAhKEV1HI05SzlSOKtJ6zUP/KsFvd6z4cLAjB94HfS/clPDesbc35eLijKv7NxmWBavVnHa9QlKLl0TyEY1KUGPEvChFCFCvWS8uGBWew6N99vb2ODs7f8/n7PD9RzXyTEYOlismITItx+yPx+xVI/ZmM4bTGZPDY6bXrlAc7PGwviQ6zy9/5dd44/U3WBTnaBPgctd54nvF+2WyB4OKK1eOGI0mXLt2g5Qc5XAMfkRIjnXrWbaJZRtZrCOLxmrhHCVRrd+yUOCQnlCVbFhjar1c32ffgEwRbP3eQXlkYZX3+gDrI41l8i5HyOUMxoAbG28uwikTAv0yrOay7jUvrinRxMSqblmtW+bLNU4i90/POTu94Pr1I/b3hxwfXEGc58rV61y/dYPbt1/hzTdvQyG4QQWtcv7ghGbd5IVc+nP9+Pne4VEMRyN8UbKc18xGe0z8mJPX73D2zj10vWZceFMQqVIUHkJifb6g9J7Z1QMGznP96Aq+KHj19m3m9fJb8UpPNK5evcnv/5v+ML/nd/4tFNUBn//cF5BCKLPSclTCIFjTmPkc7r6deO2VU07nF3z9G6/w5S//dd54/Q3OLy5Z1gvalMAVeFcxKsfgS4K3zV8kBx2qiBQ4dRQ+ZwpJeQ9obdYkG6ypbtqlpZAd1knQKJsG1bLJdom33ZMzctLSlCG7YFsbU5oAcQXlGkrP+SvKxZ37yGxKdbjPfLHkwfkNJjcOOTgcozcKJkNhBuw7GImVV7haGISKP/Sn/hl+7h/6YwziOf/eP/9P86u/+J+yY6y/PZzAuKq4eXxMlb1iUm3eMK4J0AYCAs4z3N9nUHgGpaeIiUVIaBKimDluO1rTrttPrAdEUqENSkyQorNuP73rQs5oqtAJvG0fbHXl3leUZYWKErQh0eYAkiz/77K9W6usy5Jx8v0lrq95N94+0ZUMdNJ16Qr+tetqYG/WdynIgV/K2WRHzAoAy+0CRj4giOuUApvAfgPN5n7d3KCPkgM9EfDefQu5Hd1kPMI7b+SAeJzzhJCo1zUhJkJMJGcmfH2rxbTlG9CpEba+UveIODsHKWXlgrdSgALjIiXldMh3kXT8+/+WX+BgvE99eUFbN4SU+jKS0B2jF+tA0F2Pbs7LJIBzLsetavNePqbOIPBRnwR7bZdQESeWWfceH+06Ws8IcCGSnNiUqhaUGxXrcnl/LvHtPs8HVNyGHJKyV1agiiQhiakABAg+kTTiXZmJiawqUSONJasWjEwQY2gz8SB0LTBNHeHUxqkDI4WdlSVIBI3W4YiiQBxUskUMidoa4elsr+mUnzgjhDW3itQ8/rt1KSZFnZVsaOFIAdIyoBdz6t458cPDjhz4AIgI3nuuXb1m/VljgBSplytiU9vg0mAyFm+KAcEzcA6XFJpAe3FOVQ159uYN3r1zxvn5xVZN024X+YOAONg7HDP2CdaJfTfm5vSIq9N9pkWFcyXrdaC5f8Iaz7NXbvDSi58lDkcMpkcUw1/m5bdeY31yQVo+5Pvi/vEpRLdIPEqCdZl2m4AHZcWtG09RDQf4cgCuQvyAVoW6jVw2DYsmsIqOOikxKKZzA3IbQtdL8thk+Oyj8uTeXbAtaRfw3o319v24vahtP5KfKfBoGwtbarqP7Nsjdt8N+o1WVBB1ODFCEYA6oWkNKbJatbRra4t6vT7gyvUjJrMRs9mUcjSgGhZUg4rbb9zGn55CazWCZyfn1os7dRsKHluod9iGOMfB4RHTyYzReMxkMGF5uuDknfuwDlQiECLeFf0GKamQ6ob1YsVob8pgOiGFltl4xv7eHov7K95LKz3pEH7rb/09/O/+D/8y49GE5QLK0pJ4g9I8/9Iczu8ppyfKu3fnfOMrb/O1r73Cw4uH3L13jzfeeot7ZyesY41lYErKcoQrC7SozPgKhRiIIZgDtSgDP0DETKZQ27ylEGwz70ALa13W18iKzS1OrP2pJqunNRNDscXEdu7ZqDAzB507NVWeF3INad78ERUuF2jdoIs56/Wct7xyujhnfHKVvSvHOJ5iduC5NhDqAg7HMEhQA34gTG9OGT81xYcbHD77w8Cf/2gu58cY7xcnlU44nE5wMTIofD+HhzaQ1g1hXRNDoEHQdU05GOLHY/YnIwaFYxFb5m0E59k7POL8/kPapvkBH9mHg5ish7z1iHfY6DZiIGWpe1cWgEqumkkWPDmHL7yt3yERQldz3+1n6aXcfUDfZdAx80DvPN57I/K3OHtR+raB228meY01Izm/tZpacK6qFjp22e3+9clqzR0o0ToTAF2dv5mMe4rC2XPy5zlnLS1977Lv8rFLTyAI9pyyGnB4eEBVDfL6YMe1Xjfcv/+Ay8sFMcUc4LnNwcKGxH/s+nTZ9/4c5EdVNVsfQ+eH5vpyp8ff4VtjNtm3NrAPz1g8PGM5X3CxWjIPgWWKNAitKMFlbwFnHQceaRWZlRPmpRCzIEA35M32d8nqB8TnaxCRbOqcUkRSIjkr5fBi4fKm4CJ7VuS9lvkBZGJEjBBSb0UfPpNORkwJmenAO8lKTSXGFhFTGHgnuJQNRp2z985qgs6nQjXvGzPhIVFRYu7U2KlM82uSUniPc65v8SnGOCPZW8N8bPI5SlB51+tRyOuNqHUioNtF5O5YChQp9QmwkARtbdlpz1es2tMPvO7fC3bkwHuwCWicg+PDPfaGBTduXmE2GlGvVqznC7QNFNlYw3RSZnZWOGPTRAVNkbRe0ywu0EJ46vo+ZydTHp4uTB6yIwd+ICiqgr3JkIlPTEd7XC0nHBZjijoxv3ef+WrFKgRqlHLvbdp1QzWesvf0AZ/74o8yd8L92FK7OxTrSLx/jlPdcQTfBtusu6Ez4wHVQFUNuHbtBsPBGFdU4CuKwZhVoywXLXUTma9bVjERXImqZQG1v3UESfn9Hon7NwZEm8Wym4Y/KFiWD/htE+Z3WYV+49/RAdJXGXZHi/aLneS2S8YEO3Gk3BIoYAtxbBSPEGMihDVNSJbhoWS/EUbTyN7xmJs3n2I4tIz37ddfZTVfEqN1a4htIDYty8W8l2Z25VFPOhlpJNXm54PDI46vXKEcVBzM9qnU8/DePeJFTRkShe+8l0K+foV1N0iRZrGiuVwxGk/6+mPnd60lH0fhK0JsUaa0dUErUDqoHAzBeLslrN9V3vn6mtfePOHNN97ha199mTfefJeL+pIH83POlzUqI5IMQEqKwQQ/GJCoaTXZhk0hqbmZo4JTT4oh19KaTjXlTSOYO7ZFMg58ZeKepBaEOEd0ZkRl8thtxjH/6wgBzd4DZBlEUguufGfDnucJH82XIDSQIm3huAwty9Wa+ek5o9GQ4/URq1lBPQYphaqEPaBIUCkUESgdv/tv/UN8+b/7f3Ly1is/yMv5sYb0ezf6bLZoYlQW7A8rSk0MtKD0FUlaWlqaENAU8FluHhdz2mWNtom90YTZwT5Fs6Zdrki5e01RloS2/WTe69qZCGaiS9k4pffoZPXQ2QqaPLzz9e9WVd38S9oHQI+U9/XvZZL4sqooC0/bWqcEyfL/LoNKNsTr1nA09xMwB+BcstCF1WpNRbIqSNVaF7ocEHYBV7dm2/zvcU4ovPlLTSZjhsOhyeoB76xm3Fr02T9fFJkgAPM/AEQoioKyKvG+wIk3/4akzBcrTk/PCDHQue9vyIfHz/Vj4Xxf47DxdLDnGIXjnFAWJVVR4N370QsfjJiUGEL2YtiUaljmP6KYSauKJ4mYGj7ppr1kslIMzT4B/b6i21oJpubUrlTCmUJeBXURTYmYAjEmUltTiqdwuTuIegvevRkIOhIqksUlEXUJjTa3Slnk4zGTQV94NEhWfOX7P4GnwLsSVwCaHTREcvOZgMZkXUgEhJLOTrMjtLrxvvkhj8Nu5Od5xuXysuhyL4pkJINzVtaQcumA64ayCNKNJewcd3eNc6YQMS9EW8dErN1jFCWJ4DSRvOCD0jaJtNx5DnzfIWJeAyklpuMxLzz7LEf7E0ZVxaAoOVs8JLa1MZni8uZRLX+ZB40TYYD9rQmBsFhSTWc8/dQN7t0/4eR80aUe8blH6K4r2fcPpYfSKePRgKvlAVf9hGGdWCxOmZ884HK9JGI39Wpxzu2mRX3Frc8vufmTP8IXvvBFTtZzXp5OOBmOuVx+A911nvi26Gr9Uiejy5uMoiipqorr165z69YzDAZDIuAHYxo865i4WLfUbaCJ0EZrTaMuux5Lx99DcrLJVDgL0pWwtWTmwCDbKz3K1z/6rPfL+L7v0pszCNt/3/YPfmxJsc+U/Jy86bKyA82LUGEmPSREE3WynsJKA5zThsTFombvYIorjtk72mNwY0RRlhSF+WK89vKr+FWNd54ggiwdqvG73jx8mtFlaxRFnOPw6JD9gwOq8Yj9yYzFuycsHpyhTWdWlkCsXzJsFDBOzJBrvVgyXK8ZDCsu1ytQGA5HrNarR57/ZEIYjw54/pnP8Tf/TX+QH/nRn2UyrKiKXFoDlhKvYXVPeefrDa9/5W2+/o2Xefn1N7n9xjs8vLxEC9u9jgZjnDpCo0QqogxJqQRKYgxYAGAEvTcHLUQrRL3d8YJtcqVrYUp2Kc/XJ5naR/vdsuIKn9va2cyQgJzWATIh6fJfujKEbpcsAlpknWiXUo2WIhWF1RKaSDxfEe8+pN3f4+3xkNViyWL/kHg8ZTgoGBZQVjDDFNgBy4Qf/9DT/I5/4Bf48n/7/+bl//EXrSXjk4xOAo1leVPOJJfOcf3wgIPxGJeUkS+QEAltgtba5nkFcRY0hmRGbLpeo+uaSTlgsDdjef8+dUw0TdvL5jcfvbnPP+73vGydp8yG5fWUHPxLjl5cH8Bot3blmnHEIWo963tneSJokeXf2pdMm6pA+pjXeY8vCtq2sUBMEyGFzqMNxBQBIhbEbRuDCwnnPYV3eN/1hYfxeGABX36t82Yk6bYMR50U+d6XXhHsxDObTRgOKzpxuvkOdLuBXIPvXa92tJqk/NesinBZReSSmdNKFzD36r0cG+Sygm4P8OiFefxKdWS+30o6qPW8Lwp8USDyPZS2qAWqIQZSjKSsMlRN1taz79AG2wNdY2cUCF355LYadPOSlGMhyaaLeUbsTBw7wRUOpWBUFEzKkli3tPUaESj77g8270bdzMAxJjufkEsKEr4oKGORu8YkTNCymcc1Z/JL6ciMBCHiorUWTCka8eKtjBwxRU3qx59mU+l8PbMpouZxUOR9rgAhxbx3M5NDOvJAO0+b/N16tYUtByjmVeC092ToS2jykkEeA1EEX1ipU2hbnCTS+sNXMu3IgS2YO2gX1AjPPv0Uv/Pnf57lxQmnp/dplwva5YIUGrz1b7GbKRtVZJrNNvy9W7rQNDVusWRclty6dYN7Dy84Ob1AnLNerx/fteQTDpvkmyYyXzTMxgO0VJwHv1KkafGpZbAVzmlS1vfv8tov/gVOXr5NbBqe/W0/zc//zM9xdHSFvzz+Muu6Jnz1Nnwf2LpPEzrfjm5BNg+PgitXrnDl+CrD4YgQEtWwoBhU1EmYN4GzZcv5qjXjWErUZRkinpiXcc1Z4Mc7AGmmCvSx77G9Qfkw8N28Vbe02WvyZkxBc9QZEApxBDUlklNPIJAaRS9rAol1bJmvl6hEXHGVvcMJ16/doipKTh6e0q4D9bpldTlHnGM0GrFaLPpr8L7H8DHfyH7fIMJoPGJZLzm7OOfZg0OoE/M7p8TLFRWKz50nOrmoZtOoLmeQYmS1WjJcLhkPBojC8cERbYis1ys+1MH2CcRwMONP/vE/w+/67b+dL/3IjzIeCuSuTLIGWtBzpb6AO68HXvnGHV57+Q3uv32Xk3fvs5yvaJtASKDeIb6gLCvGvmCdShp1qHhzhI62QfdO8FIhLuWNrHQ7U5NGo+aqrpLjn42hV1fX2W/8AVFnosCuBVV2PwfsBu4koiJAVo2I9uZnSRWSp2s/hoRNuikmOG9hfQEXc3S+5n71Vc7uPmB8eIWHTz1DdE9xbQnhWCgGMPNGDqwFhs8+zR/4U/8k5eiI137lfyDULZuc7ia3+8Sgv3ya5c7Wbm5vOOBoNmPkPSm0FE3EpQhNC21gmLN6YK3RSoQkQqsJXS5JyzV7+/tcPTjmYrFm3SxxRZHrzM0YbJsY+LjDDOdyvb8CvWu+EWp2JrqeBWo10m4rgoFe/dYhAZ2DnCYzTZNedk1Otm5MBXFCym3/UlKiBhxini5ia7gIVoLgLIiXfF8VvqQsvWXsnZEER0f7lGVBkYN4J2Kv835DOvRsBY8kB7zrzeMtC9y37esCwUwWdLX1YO77XU2+bLVWdAmX7NwV4iiL0kqY9NFyifcsuZ2BX0fA0J1qm09ErPOCEyvrKPI/S1DyXd3qTryVyXWhSv95lrkuxBvx0slvOmwkd3aOEsaT+NTvI1TVlGA+0dkeRo12EpOgzvZ/VVUwqkqqyjOrKsaFp7lc0CxXeIz8sKKsQB1a1o0FwIrQZg7Ue6FV0CTWSSiZPaP4grUz4iZpRFMghYBLAoUF/sRg1zCmHKzbnKFRoSpxhc3loqaCSGrrfZfMcV3XDrDWj8m8pTqzSM0sU8qkmnSB/hYEI1w2NJ30pIHPVgfadelw0qtPEw6PQnIEJ7ikxKi0KX3o7jM7cmALmi9+jJGD/QmIUjdr0ITTxMX5Kc1qgaSIx6oKk25onY55TH1PVjEjkjbQrtb4gwN+6se/xPnlmtOzX8sBQmcgxpO5Uf++ws5n6R1H4zFTPBMpKJrI8uyE+cP7xLbB8k/2D2CEsljOqd9+kzu/+msc3rzBlR/7PC+9+BKvPXiXhwfvcnHjAN5pYb3rcfhB6GTtKSWKouD69es8dfMZnPOU5QBfDUjOU7eJyyZxuYrMV5FAZdl05y17q4qoR7cW9m99tzz+l01o/mFA+nrib/XO7/9ZjyoTnG168rMTXfzRtdWxNluLJpIuIyEpl4s1bagRn3gqXWf/YMrV41vsT63Lw2A45LVXXmF1uSBUFaPRiIuLC5qm7jfM7/mmedH6NM49jx9bR/66Qji+cUw5GlKNLGt0ee+U+mSBa1p8b2rlgJRllrZp7bNYoqQQmJ9dMBhPuXZwzPliTjpQ1us1p/PzzYZwa2P4pECk4Md/9Kf50k/+GKm1+LpUoDZyIDyA+69G7r275JVvvM7XvvYyb7zzNmcXc84uFjQhWsbOu7wh9VnqWmAu1QWQy3RiIonYvaMVqjFndCzMj0oO2GN2wLasT3ebSkcydomyzm095ifJlmO3bGqPCYr6bnfebeIKk952mcMsh8YrVFvbrY50iAptC4sF+tYdmvmKZu+MZt5QyID61hGp9bhDWMysWcJAYZms3eHzP/s/4Yd++vfxlV/8T/CEnhr9ZNrl/UagvcQXbNN+MJvy7NVjJkWJD4lKPD4EwnpFWK+QmDOGyebm7lKqCD4ByxXp/JLqyhWeuXKVk8s5p5cLinJAWzZo8952hl0pXUeGf/xgAag4vyEI+vaAHYm+HUTbHAi5ZCelXKZmz9ec4RYniLdyhU5NC+TS/1wvn2v3nagF294C0ulgYJ3esL1CWRYMBgOGZUVVFZSl703sCl9YcJx/FxGm0xGF9zY/RwtGjVCwdboz9Ntkt82jx3wQtB8z9hXsfrW5PuatfT4TORKPWfZt5yBZeREKamu2qMUHhfPUYuesb/e3YWU2BMD2fkHtpFnJv0UZIlA4h/NQFp6qcKZs61/0nTMEnZrTO2/2KbIp9ZSsihMnaEx23rr5K5OheWDYdc+GkL2Eg0yYqAW2fakIyWYkEYpBwWRvwuHelL3JkOmgZEAi7g2sZTBC5UzpGYK1ea6biOTWiG0brRwMRx2UNiQEocxEknhPpdZJICRz+e8IGY0pz/12PCqJGK2UU9Q6JhACXflHyuSZYAaEnrxHS3n8qvlx+E4plowU85LbdzrJ46Ebe10LyHwtusyWbHSndjq155DtSE2t43G9AiEkm7e8N1+MtcqH3sxwRw48hq5/6VM3b1J6x1/71V/h6etXCOsV9WKBhGgXXJIxb66bIDHpjHNETWhIeFdRSt5jNC3NqqZd19y6dYOvfv1lFovVJ4Jt/iTDCVw/2OOwqthzJZPkkOWa5dkZdbsme01Tkg2poWctl6tLHrz8Mne+/hwHn32BG1eu89lnX+SdV17j4mCMnA/QOmzNy09gxubbQSRnZhyTyYwXX3iJyXjGfL7EVUMoK9YtzJvIvIFFIzSpJKkZu2jUXJvl+pr9Tc3/BpvA+73nf3OPyfs8/3s+sMfe8dtjM/nbhC7YuuugN4ZKnZNFsiDGC7TrwDquKJ2wqmvaEFkua555+hbXrhwxqsa89MJn2ZvN2JvN+ObL3+Ti9IxwdsHe4QGL+Zxl7s/dH3ufMHiyxqsAs/098MJ4OubK1SuEuuHi3glxVeM0oRJBPIm8cdKOCLLNjzhr+5RUWS9XrC4XHI0nTIohMnVcTi+5WFwS9eMYHHw/IVTFmC988cf47Is/xZWjp6mXJud0gg3yFsIZPHwzcvvVu7z7xj1e+carvPX2uzw4PWXdBOo2EFIiFtl73DszHsSjONqIrbHqiUlAykzeaG6vZt8lZhmrpC6TKaYGsCJYywixyRyKpM19ke8RiYDrAr7ufjGys2uDZvW3OfvkujxQNk2NEWhMKaCFEU6FZZ66LJYZISRYFaa5DdAMTrj39pskbVmkYxZxwL6HgyEcA1eGltF84Te/wB/8038OjQ2v/sp/R1qeE3hSV6KNr8rxbMpL168zLjxVUkoUiYFQrwjtGhcD0ka0jX3A1MnkTcqbCE3D4uEJB9euceO55zkLgfuLORcnp/jBgBAaNHSt1TZ+Ix/vOVVw2RSwKMRMGVPWCqhspOOQg2fpg2zVSAittbrTYKoCoCvpQEC8ZTZzeA2otY4US5bhbKw72uwHAlU1YG86ZjqZMp6MqAYVhfd45zIJYP5fTjr7YSMafCYOvQNrkRfBJTS3Gt1WAZikn82x5NLDfm+guXxIrdGgODOt66XdfakBdCqKrqvBpq0ieAFHizg1Q72OIwRTGrlsnqhb42SbH8iBtoopXG0uUbyz61UWppgwMUdXxvSdjbenrj/H7/zp308znzN/eEKsmxw4K1GVoEpMiRCFlFUkndqiPxCfl0NNW+ti/vIpEwb5+fY8MfKkUFzlGU6HzI5nHBzsceVgzMAJRdsi4xKtx0hUCgRPIsRA00baNtBZNcSoucOGMF80xGgqASeKF0GkoGlt7IXoiCGav0uK5mOdlYCIxWkraiQkG2c5xrdyTGi1Oywjw1o0r0ubCF/UVGsO87hwKCmP/KQdGSA9x9aXEWTlSbZuyDyRsdRdaZsC6nKnhEzqJVWSdKafnTkuj9y3HxZ25MAWBCsHONib8fT1G+zNJsTUEEnM55fEdY3L8kRSIjkzP5LU2bZ0Dps2ATtnA6dIStuuqJdz7r5zm6PxmKvHB6yWazYSxo/66D+dmJQFe4OSkXr2pWLQKs3lnPV8TgIG5CROfn5HEAyARGT+4B5vf+UrHPzQi7yw/xP8+A/9Ju7evcPF2QmX+s4msgO+00n604rHZerSM6JK4Qsm0ylRYd00uKIiiqdpEpd1YrFOrIKjTUVurWSLcecY3E2eVqvP+xAE3+Lcdw8/HsVr3vy8T3b5kad9iJLRLhOzZUNj8UMuUbLWRb5XMLU+9/hNkRQi0YEuEv7BOSlGJDlchL29EcfHU566+RRRlWW9pg2BdWhxCut6Dd7MDzv52vstJp+2MoPtLF4f7HnHbLbPbG/fNqN+wMWD+yxPTimipbgViEXqs0ZkN+xuA0Aef+IcTUis5gua2YrRaERRlTx7/RYXq3Menp9vFv2MT9s53sZLn/kCP/6Fv5F/7Bd+gR/5sR/GR5tPBwK+AWrQhXL+ZuLtlx/wxqu3efutO7z+1lvcfXDK5XJhKiJRG/vOkXLWJIojqlirMbp7VtAkSCqQQhEiKi63gkrE/FwL3MxrgD7I30wNnaimkw/3lydnfPqrpbkLiWJKBrcJBrXNwUXq6k9NWBtTyrXHCWILRe7PLQ712N/EWcvEyzW0EUIiDAvORhV1pSy8EKor3BgU6IFQjWEiMIjgovDMb36Rn/kz/xLrP/2/4Pav/Bc8iVa5fWcchEHpORqPGItQJaWIiosBrwEJAdpoGW3NdcVAXxceux2cDRLnhXI4ZLK/z34KzA4PCTEQCke7WhLzuf54qgTeH32muIsswIitLgMqW+a1fcBkZnYhBqSvq85BUj6HKW3UAUbEWcAe2ZR6xCg4XzEeFJbBLksO9g+4cf061aCk8K5vfShZqm23bQ6Oolpm3WcH+a1yLwsJu3sy5e5BwqZ6faPyUYyj89719eMpm/T180K3ZuRMcqY6UMB5UycoQoodqZBd751sBAJ9SWOnGqCfUL4lgec2ex87ODPNKwqPF0eKkRgUL+mxtaTbV7z/+jIcjLl6eIPV/Qe0dUOzrpnPl5ysllzEQO0LahHLyLuEijNTV1Jf+tCZV2qXDe8JktSzrBrTVseLXM5RgJSOcuQZTipGexWjaYXXiEhiUBaU4wJtA16NIEhaEkMiBs1eBQ7USlJUYbUK1t5PXF/2FVpoQzQiK1rpTwqRtk3ElIxIcB7x1i1hVRSEuskmhV0Ml1Cn+K5kIDoCnRpM0eTBSd9G0dogGknSbxP7BUb6C/3I1RFTCKBGWBh5ZGN8o9zp/malT6lTQLg8Q+XOCCHG3ojxw8SOHNiCohROeOr6Na4eHlIW5mLcrOY0yyWxbW1rn6UmKXU3RN54b7mCO19kw0JjtGJMLBfnDAYF0+GIo9mYO6WjbmOewDrzkk/v5vEHjQK4ujfkYDjicDBlVnh83RCXSyQmKjaCum6ZLOCRxWEVau6/8irf+O//MsdHV3juS1/kZ37sp3j47rt87e13iaOSdFkT5vV7O+M9IfggGaUTYTqdMpntceuZZ3DVgKAOP6hYNcKiVS7WgWWTaLWky6snCluM6NZYm7Z75n6Lef/gwL27sp2FoWy9pjMh2mwg+sDjA4gee5dtKeYH3a+PtjDa/qZ97Ont0U55mL8giBBIVqedKZI2wWIZQRcU/gHOwdFqxqD0HBxNefrm06zXa2IIiHOcnZ7gBp6iLIh1Q1fCFJO+5xg/jfNOTxBgm9YrV69yeHzM8fExR9N9mvMll+8+JC5rimSbUMlMfLI3oNt6AptMALaWe3HU65rVYsVwOqZyBUeHhxw83Of04r3qgU/jOR4OJ9y88RK/47f9rfzT/+Q/wezqzEx5NavpE3AJ8RyWp4m3v/6QV7/+Gq++9gZ37j/k7tkZF03DWk0CHIuClLsDppiI4qijUCfbFLXa8S3SLb+91N/ahtnPgm0YY1cP662muTcAzvNL14I0dfNDR5x15dhbu7qu/ECSWgY115kmST2BJFuGUlIMSMGRYg1JEBV8tNkj6wWAwnoWBoVVC66BiyVB7jKPLevlikUMnIfrrOqS+kjw+3AsICXcC8JbP/oiX/qf/lHuvPyXqC9PntSlCFQ5nEy4fnCA04hPULQJjQHqGtcEyjxGvPeoczQhWPlKl9HD1q1ShLBc8vCNN7j23HM8ff0a95++4OzynBAaqvGYddtuffTj3Xk+fkg5YE/JJNXd4E7vCTJTVsNmYjXLxS0I6cx086sdQOwJBi/Zr4WEECl7LwAYVI792ZDReI9BVTCZTBgOR1RV1Qf7QB9cmRq3S9NKf087sUC8M6ojl/10gWrXFlF8ft4WIaIiSAFeNmtDEgtAo3a130o3AdglzfO/OZewSdl2RIpaxws1s8PBsKAsHGXwJJ/MT2j7DOf5p98+6GafY6a3RkR0ykJx5qNQFt6IzzaAT7mNYueP0526b0k7mBozP7dTQ9knZFWGSL5uLh+bKSk0Ex5GtCZTSKkasdIP+UyAxEhPqgtQJFxVMNkfMT0cMZ5VTKYVzintYkkZA0VZ4lVzc4NsGikFpYJGC5K9+LyVs6B8NA75s6VvVbtaGmEAiqoZ1ZKU9aomNoEmRVxRULqCqEpdN4S67hMyISltCIQQqJtoigqiqYo0l3IokBwpk8mEaGU6hSV2nG6XVBh50ftabF2LR3aO3VDY4pDsWLvxJZvHnOb2jBhz1gZi+/7X+zeCJ5Yc2M4Ybvdj39+f8vM/97MMvePBg3uMfMF6tSKsVpSSDTu6Wpvk+ynDLrSJSmzeyK6YCoUrECc0TUNaL5HQ8MyNq7x95x73Ti7oAqKufmuHDweVQJUSY1cwdSWDpDTLmma+xGt6ZO/nsdKCAhMCuPzzkMD6/Ix7X/0mr918moObt/jMrWf50k/+FpanJ9y9+wa+DZy98g7xbP2RHetHhfd2JHgUVVnxwvMvUg3HDEYTKIYkFZoEF3XkYg11W1BHRaVExNsipT5Plt1C3d0XlqnRran1/e+YzYZi83v3c7dR2LTyEZE+g9hP7B+4z3tPmP+dYSu47FrioB05kR/e7naUv5eVHEBIsKwjMSZ8taQoTqiXDeOqYjgcsLe/xwvPv8hqXbNqGoK21M0SD8zPLmjXoc8cbT5iMxd+GtH5uhxfu8ZnXvos0/09JpMRLgrzu2e053MqNY7G5x2vomjXdyjvP3s6qZv+o21mQtMwv7xgvD9hOB2jqjx9/Ran80senp1Cft1vvJTl44nPf+6n+N/82f8Lt648QzWbIN5qtgcuq4hX5jHw8PXIvTvnfP0rr/KNV1/ljQd3uDc/5+FyyTpiagFxrAtHncd9co5l66hVcj9rM4hSNJt/AdnhOSVrG2VRTWf8aWtwTHmDm0lFy8h00Y393lGRfZlADjhcf78km35SlsyKWjeC1AVKOWuax4dz3vppeyGFbMiW+8STFKlzCO/cxvTNK9BCsbJ5ISXaVc1ZhBATLlwjxSGHBRSVMMSMCn+bFpy++FkOv/gzNLe/woN3b/NdzUufYGza1NlezodAoYnSe3wbKULI5ECDtC2FQJuyQsBZn3uSuaCry2ZrgKSEtg3t2Slnb77J09ev87nnn+flN1+nqddUwwH1pWOzgd/g4zqXdnRYl6HMI96oNOmc+qFXEBAxDw7rGJTE6sc7KzXj6MygzwgxtUw3Vjdf4Ci9NxO6YcVsNmFvNmI2m1AWjqqs8M5DaruFGMRa/SJuK2CO/XnWHPylrNDpFIWQSw+c6T/ttRZtbRT82h9f6ubyrNzbThY4XC6HZBPES/f6nGHus8NdsG2E02Qy4nB/ysXZmqZpCZloNoNl7c9bZyZoewDNKUI7xkT2OOik+ykRouJcgRMlxjWqkYOjYx4+uE9dr/NX7TxR3gea/Vm6JE6/58k7krTRknSdGTbDWB6Jk7beNB/P9sF0f8oUaPd1nLfpUiKRRFBFaVFtSQjJSVZvOSJGPKSUEGf+MimPR3N2cThXbrLsWZI/LTYms52ZpCC0dUtoAyG1+KLESUEIidBGmnptpDKm4mzaltV8wWK+JLSRWhIxKaV62kQ/3mx82dgXyAoS21O6TAzY+cr1BN3asG08sB30b4/RTk2gmsmS/Oet56U2IKWn8B75PtDBTyQ58H6DvJson3nqFp/74R9icXbG+dlD6sWCxdkZPprJiKj11bQxLOROpjhXYlfe3EtVsvxFBCUg6hiqo1ksmS/mrBbmcl0VJXX7hLch+j7BASE0tE2NG0VcG2lPL4mrNQUbqx239Y+tnwvMnHCtNct37/LGL/8aV555nud+7qf4ic//GOenD5j/tYZSA/XDS+ZPIDmw3ZGg25x17Lf33qTWUlDikVzHlnxJXTfUIdEmR6RAxGOhWbew5zSdgDWGsar8R2bHrfv3vVuxR6N7e1UX3uVgOEvFtgO3R8oithbER1UK+ti75+jxkU/LzPnjrO82qaCPHE1+yAKbTBrnb2FmS0FtMY+ixFZxlw1e5oQ2MRlWjMdDhsMRBwdHvPjiSzTaMBgXrNcLaudo2xbVFbHNiqf06DF/mlVL6oTRdEoxHFEMBgyqMYu7J1zeP8WtG6rsAeFyrbh2xlvYYm6ZxS7w686bbUo0JVbzOYuLC6pRiRSeg719xqPxhhzY7PM+oXi/bFQBBIbDqzzz9DMc7k/RABJh5MEloIZ4qpy/o9x5/ZR7d+9x/+0HnDw85ezygst6xVITTVnSkqzsCEedrENJiMoqmn+AQ/IGWyBZGyvbG6asqrHAhF5F0GU989hOsb9LVcVKbbTbWOZNW3d1ha5rmWWDnP2tN21XJcXQS2m7zVu/8VaxEMqKl5HC7uK+53Vrxmb9XBEVmu5zI1T5lzZCjKTxgMXQ805s0OYaR6M92Ie9BHsF7JVQ/ubfxD/+7/x7vPv/+0v83/6Jv4tmNf8+jYWPJ0SEgfccj8cMo+KaYF2lGiMFUtPiUjACAetzLsnKPhMmb8aZH4VFb1BIopmfc++N2xy/+CLXnn2Gl57/DIUvqKsR2rRcnJ72QeXHff4sS89gMKCqAlHN1MyJ4H2+t3rfgW6VTKSYVTLkv3dJMLpjhj4QwrL/DsUVjspXjKqS6dQIgcloyGBQMCxLnFc0BcQJhc+q2+0vq7k3kXOoK7JBXqIre9AcUGuf5tms8d19mWTTmUFj6lT6uSwsUyUpJ/KyesDlzgb299yqEKV3Lt0iKEH7tplJI5Ly/kUzSZnniq30endwm/blW73qsrI8rzMOkZjN/SBlo1TvhdC21E3NcrFktrdHOA2mFvw2yhWTycdeOWk1+XmPkSKazDHCvI9yC+ikIM70BLK1DnQy+0e4gm5v1v2fGHlEVht4k+QHbQlR8RKRUlFvYy5h3SsAiNGII58NMTM54yRYqaXmRJHkFte+MIIqB9fiJH9vpSoriliADHDek6JSRfu+qa16gizERKgbloWjdI4YI01sqdtI0yquAW2NXIx2A+DE/DraxkixznemI5CFfCq3z91j16kfCtsPZMK5J+yyusG4a+3JMo8ZVH7Y1uhPJDnQn2S1Qd9tJg7397h19Qq/+tf+KhIVp8LlfE67WlOKbaZFOufR3JYlT1DOO2JPEDm6CijvhWSNN6m0oK4Di+WSm0/d4sYzL/LlX/s6X3/1FdaNEQQbOcoGn/bM3vcDDhgMhOlkwGQwYCwemS9pL+e4lPqBv51D7YycoDP8sL8PgbZecfLa67z+V3+V2VPX2f/c87z0Q5/j3fl97r97myhdKxPeN+j7NGO7320nT9zbm3Ht+nUmoxmuGpLKEudLQixYNJFFrayCI6QC1GWFwMbp2Bxeu4166uVtXTbh8bP7+LmW9zyumV3trurmr+9HDHyHR46NFN36Pe8qtSMItr/N44TC1iu3F45+9HTPcfSZGnFEEonIYh1xrkGc5917JyAWeNx47jp7s30+9+LnGA4LQltz5613GI8naJt4cPcB5yenm+/TETrf5dF/krB/dMBLP/w59g6OqOs168WKkzsPaS+WjKJQCH19u5ECtnlL0rXizLWWyXxlEJBos7y1Qoos53PG+1MGkxGq1pPaO28y935P8PEPIN4f73eHJbwvufXUTUrvKZK1KhwmayNHDfEC5g/g7jtz3n7nbR7eucf9+/c5Wcw5r9csm5YWoXWw1oIIrNUTKFA1Eyh1WCu0XGqTd0c4p6biw0oCnMTcNqzL6mwmYk2W5N8cSs5G+k7umzYbeXnkEI0A1W4/J10TC7atp7vPSmnz/qZMyptUDzF1fcUVyWQpDvNIaBQk2CYyJigDpAhtAA0wKonOsU4wH1RcLmdMKqFIMAZmWLIiHhzy1Od+gqc/9/Pc/vJ/h6ZlV4z1qcR2MFQVJc/sT9mbTmhTwCWFxgIJbVscyZzYVXMduWQXfey5XQZQhNiZziFIiKzPTrn7xhu8cOsmt65c5/TsglgOaJcrLs/Ps/Jgc29/XO/zqvIMhyVl4WjagHe5TWsyX44uk5w05UCrMyNkk80UQdX1U0LCAkSfywJcNvMbVAWz8YiDvSkH+3vMpmOqqkCzG39XQuBydwGVziGfjYQ9WR/6rv6f3NvegmWMB+jW2kfI902A1gsPpdgE9WLlD6LQRtv5KQliwhcJn7+TJXuzh0d3bXN1eu9w0M0nSD/vdKRkZo0evQiPL/XYnNa3A8zHsCEtjbjUGG0sx4iInePhYMDhwTNcXlwQQ3gkUfO+6M+vQ5LFJqqmBIk50dOd0+i2/InyBKqdrEa33m97t9Wx4L0CJZ8bUVRMnUPhSBJoTQtpWyVnpVmqSoypLw0rYmk1/V1JCfmuFCE6+y7ee2KnvPC+vx5G6sTNz86OlWTkiBaKVxuHXUmFV0dRFDg3oiwgxEDdNKzrwGodcdqSIkgbSTjrqCOOuiOlNTcbdEaKQMQ8Zrpv35HJHZm1dTK3SYBu7nkPibBZ20SMVNYie+F8yHgiyQEbO5ldIrNRCNeOj9mbziAp3gnr5ZL1YomGBtGEL+y1QSNe1SaPHBCZ/4DbyJRViCmgJDwubwQ8HqFdtmhSDo72+NKXfoR7pw955869TfphC50L7o4g+M7hgXHh2B8UTMqKvcGQQbD6Jpq2Nx3cTMMbdOEe+W8eGJOIrDi7vMPtL/8Ko5tHvHg05qlrN3nhMy9ycfkQORjizkvSZbAWV0/QZbL5X1EKcBFxMBzsMT28Yix8NcQNKoI41m1iWScW60CIBYROowHolqHLFpsO2Rn8sbq9D8Jm0tXHHv3Wk+gHse6P/E3ptgH9d9y0N3xc3vXe10lWq6et9dPMsbpFAWRrhCp+s8HvJNGKydnWicSadt1SL2ti3SIK15++xlPXn2IyHVGUBb4suffuXSRavdrq8pKmbvsFqZtnPk3DtsvmIcJgNGIZGsq2ZlQUXL5zl9W9h/imtVpHVSQHiuryRrT3grCiDtvYgJhG3UyJYpadq6NZ1SwvlxSDAVEjz1y7yWK+4P75CSlvuNKnZmJQJqM9fvRHf55//B/+E1w/GuFWVppVNcASwkM4uxu59+YFr37zDV67/Sr37j7kzZMH3F0tOGsjdRKawtOII6jnsoWmy9qp3Q1O2GRjuowMZu3pJZM42tl8vs/5fS8faA/ne8ge355vHiX1hK6Vodusw06tq4Vu+ZT0MuP8ey43SCHmYwnZOMuhGhHn+mCV5EEbiGJZT9caW11FCDWUDkJi1UYeerh3fJVBGpFmQhCbP6oCWgfVrUN+9O/8o9z88R/jr/xH/wb1/GGeTT5dlPX20bikTIuCq7M9fLD9WQVo25JCNhpVRXxO6rQ2psRt5lsNpuzoXehJOElUONrFJffffIMrL3yGw/09DvePePvyTfxoyHg2Y3Vx8cg+7eMK3Rrn1pvd9e3W+uJW7Uy3gc5kT3J2Pie+uiCxS4JZktZWQeeUqio53J9x5eiA/b0Z49GQqvQUhUOjGRqaHL8LjHNrQaEvBRCRvqxQTCNu5X+JrAKwyLkLyrfRdSdJuZc9/f45d09KkegCoUmcz01h4z2UlWOoBVVZIWIu/vRzC6ZiSCmT+XTZwH5rIWQFwmOBnXwP956VFbhHygRE1LoUpMhkPOLq1StcXp6bUeSWevP98Pt+7u+ANtEsFtTzJfOLS87Xa0JmWRy+H/sOULFSRrKU3pjS7t7oDicTB2TilszGbLMy0dQHMUTa1G4pJuiJ3NQdoxiR2rX5iymSRLJae3MOnXQUUTerZRtrAcRKC6KaMSF57e79Eohb39V8BFQjzhV0MojSlZSFEGOgagvKVcAXDaFNkBKNdMaHCaKVOVjZpxlcCo4o5kGjnUlnVpwgPHadctlAXthSPj4nkk+5naOYv3J3buzeM+XL96Oh+hNJDmwCbfKYFq5dPeYnfuxHON6bcnFxRquRZrFA29rc7NVkpl17EutG4M3hNE9e4u10xtBSQM9M2miAlCJOPKFpWS+XLFdzBqMRTz99i5OzC+q6zgPnvczzJ8kN96PGyAvXphV7g4r9csxe4UnnK1aXF2gMuUM2vVC9J5bz6xUjBToSwcRViTotOX/7Zb75P0wYP32Vz/z8b+VzL/4wb969zRtHY7gsGVUTVg8vcO2mLumJgIDQ4tSzP9rn2v51WmkpGDIYjUm+YNkEluvAooZ1I6gUJMpMzdGfrW6y77MBRi1vFuRHAnx97L/dz+99brf92Xzlb1UHvl16AI8H/LY0xq33Engke7H5xA1JsXnP5LqRIf27uZxoSI+8vntPk3ImAcRY9c7kZq2Crs2FuyJydlby8P4pg1FFMfAcTvf5zNOfYX4+B1WaxZJC4PjaMe++dedjm+H6MGC+TMrewT5SFdx5cIf9vX2aRc3y/gl6MafSROE2QXunILVLmbtFYNJR51LeKOfadhzeF7YRFSHWkeX5nNF4wmA64mCyx3Qw4sx7mhQtwE2fhnMt7M+O2du/zh/5+/8EX/rCZyzpreBbkCXEE+XybuL+O2e8/s03eePNN7j78C53L885XS1ZhEgjnqYsaH3JOpnhYIMjqZi5hnQZo3x/uY1pnMvBXlef22frOlm4uUnmzaZYhj6vw11GDujry7ux0h3fZoObCQLZEE3d8/pAsp+nyOU69PuKTu2jKeZNtm34TRodLRCCrQxc/hfyhBAaaC3gICoaE/V4yMn9c4Y6oGkcay+4PbjV2oau3qv4uX/sD3H3136aX/2v/jPq+cNP5TrUXy0njJ3n6miIYm3zCqwm12kkpYBoQrz2WdhUaP8mEvLPZd6gdyUkyRQGHohNy/L+A07eepunrl/n8PCQt999BylLrty4yb0msl7NzbuizwB//CBiDv2u6AzobTzr1ncW2Rr3OAuIwYgB2XR+6ckzNe6tLKzd3rAs2J+OuX7lkMOjAwZliXOOsnCIpKzG6pz2tb/degKCTqrvEPFba6X5APRd9HLP90Vj6oKYO810at6Uco29WlAb1QwVQ4ioWuIuhMjJ2SW+ECaTAYeHM4qyYNAZ7SUrG+vv/7TpiGDnysgBwchMEYdL+r5igfd9YJuslLzP0c6/KevSXDZSlZSD3Wi7hkyqOOdMoZbLBb5VrPDjn/8tOBGa9Zr1as1yVVM3kXlMrNURPLQYOWsCeTbzYJ4fNwmEfO16Xwbo8yOS+x1qAIKVSYVIbFvauia2DaQhZekpfYmEhhBavPf5WIzJNfLKVCwJRTR3yEBRKYygzaou1Ii+QgTnLDkXUiBmA80CR0Fh826nhBCyqaARB+KFFKOZIjqL51y0k+J8RVlUaBLWg0CzjrR1oGlamhBxqUBUKVyJuMKUR0pee9yWckAfie82j7/P0NginpNq3wFCOtdC7caM7Q8/bDyR5EBnoGYDPjKbTfhNP/xZjvamxNjgiVyePKSeXxKbJaUkfLGR3naGJ4lcC1lWVKMxUYS2XtvE49SYuDzP2pBOeOfwElldXDI9PGS8t8+LL73Ay6/eZr1es3EQNejHeKH5uKIqC2bDAQdFwX5VMcJRzxcsVysUZZCf1ylAMyf6SDjZ7fW6OU+IDIA2Ljh/4xVe+6u/wsHTz3L9pet87oXP8cYrX2d9dsZwtke9XJFC8+SoBzrZtQrD6Yz9p68TZjXjdICMh6h4Vq2wqqFphaaFqAVOCnA+rz+bLcBGsNcZ3eRMQMdU9xm+bWqH9wTm28VwXXj++DIt71222diUd+/T6Ygz4Sz2+HaA/2iBSje3dJufzbHYZmxLm9Ktu2KjMT/rPd9Doc/6bJsaxaS0Aus2MV8Hzi5W3Htwxmg8ZDYdMR3sc/3oBvPnV8zXc15/5RUG0xHXnn6KB/dPrY1PNx9+yiCALwuG0zFXrl1j7/iQoSu4ePCA+uEFg5jwneRfsNZErqsN6uSygvclGhWN4RHZp2UrCrxIt9cgLmvComY8HhNC4vmnnuZyPefBxdmnJkA72L/GP/ZH/1meeeHz3Hzmxb4dnBdLeMdLuDxVzu4uePjuPe7eucODB/dZrFesQ2ApLbWHJOb80uBYBwjq+01p7wuk+a7IhEwyVzTbECbNBG+ydmld8C7dzJ6DdrcVvIt2Zcu5RVq+lkJ/c2vKNdU5qADZEArbgZTaLCDeNn+JbJrWGRR2BIG63NJQ7J9gjDNqWbWcFYXKyI1CMSOvfE8mgaaB5QrKinA65/zhCaUbQLFHOSs4H8GohKlCFYQYBdk74nf+fb/Af/F/+lPUy8sfyNj4gcMmQUaDiv3ZCE0thfO4qKhaSYEQ7FoDuJxvyzXOJEjerqX1K89jGYHsPh5bxaui6zXnb7/NU1/8Ilf29zk8OODy7CHiPePphPV60Y+PjyucOEpfUBYDxEc0tcRIHvP5Funvo6176JGscOrXwKwjwMrJhfFoyOHejOPDfY73Z1SDCjTka2FlB6rRyg86PwCgW0djSqSk1s8ewRcFvVw/mSlniiY9b0MkhMjp+ZIQAjFaWVFMyXw6ttu/qdrfE6boza0YQ0rUdUNZOVSm7O3v2Z7EbQ7Z6uolK8u2qIH+PBm70bW028jDU39k9t/NPLTtXdTF3ptMcg6Os0lel5D0ycauFzJhY8Fl0g1h8UFkv2XP7b1SJmM0qzPUOQu2Sbm2/5EXbq59Vkg/ogzYTtp0YwaFrKzCO2TgqSYDxuOK4cDjARdMDeoyyYH4TMBYMBxTMqJKOlNYyV3huubjtnO3a+JxKNHF3vAvabQuMkArEGmt9MUZsWvEsnWTc66bw02lWvgC7ywB47WyThvlAOcK2lVkcbli4dZ4FSRFQhuRqOALxCXEW8tEXOrXx5hS9s/qTmtX2i6P/P5I8rqnQ9iQd2mzbzW/A4fTHTnwoSDmVhvOOaqq4Nmnn2E8HnDv4T32J2MWl5csL06Jq4WVD/gs61CrpxKEiNCiSDVkcnTIZG+f+eUldVPnQCnX9uSMRUhWf1KIRzBZlk1SgdVijvdZYpj0A2/wHb49CicMCsd4WDGbjJCUWK4WhBQfCeEUUw/YP9ffhkN4xP7OYzdKhdV3Xlye8Pav/nWu33qe/f3fyhee+RwPf+xn0Doxv3/O+OZVFvVdtGkfm2U/fbCaWjMr8g7KA8/gVsHowZhiLLhqRNCCuo60jRBCt2YKQbecWDu5FYoZ2HQLrEJPDPRxm20XHo/rt51x8oZG+tr/x5/cBd7vVwYgW791zG4259n6Ij3hIF3gv+HU7dxs3kXzWxsR0NVxbjYaskV6dMF/twBuhlAOUDAyRlFz9U3WsqesE2eXNYMH58yGA472xuyNh4yP9nnm5jOcX55ydn5O0zRUwymfWdW89tVvkEJEVfGdS/CnBAocHh8zOzikaQPXj64TH85Z3DtB1w2Fc3kuNuVXt0lLuXQjicMPSobjCRqV1eUcbZvN2FOwPkveStEQtAmsL+dMpmMGw5ImVUxGY84Wl7Tx09F//sd/9Gf4Xb/r9/HCDz1PipCCWDy+AL1U1iewOm24fHDOxYMLHp485OHZGfO24bJtWeNoXKJ1Qotn2QhBoVGzHSVt77mFjXIIurIaHLQqmGlZ500i/XqrEkEckg2wTOmRzPivY4Kz4anmja/Q7Yq1z0watHPDevRezNmb1CsITCHQEwc5A92VLHfkxGba6czvnJk0WLG27f5yW7QNk5FraYMg3hHiinW7ZLEaM5l7mqGw2rO3GatxDdPjIb/57/oH+epf+K+48/KvsLz3+vdFfvpRQUSYlCWjquTG/hRHZCzKMEakbZG6hdiwkXrTB7X2BpaNE5eVW128E7MapBSStxnRBXCh5uLOHS4fPGDv6afY39/DDwesQ0vorns3d3dr2scMTsQCn47QyuqV3kCvu/Ey+nU5cwLdsHddXGwPmWKgMsXA8dEBRwd7jIaVvTY6S5h1vkEuk235RhTxtmcWAYrsM6DgChRPjJF107Kua9om0oZAva6p64a2bbmYL3uvgqiar0Xq9xndl0yxe8wutqq50DsHsU3EkEwppmK1/c5vdgKbwcMmYNNNoK850911eMjzSt8aV/uX9gkQ8tqzaU+0USD0HSG84POJds7nbmnZWDWTK/1bfwfjTXJHGDPaKFDniOJIXoiSaEUIGkniN9/LFsWeHO03M5tBsnVwsonbO2LWC+odxbCgqAoi2XclB81JrfY/+YTTREw5E66m2nBFYWa0CVCPz2PFrkLX0i+XlyRTZqa06crQm2SLLdWdoZ8pEmxJkNiRFPaezoHP40CcGXL6qqLwFWEQEbXyFlGHaKRta1Ol5DXKiUO9I2FGgW1SK4dxpm7pgvlNqcTj+9NuL7zZB2+SQlsEpIoZ76b3vv43iieSHABj0QQz9Lhy7YhyUDEaj4gxslwsaJqWwgmklCWlgiucGdmIkQPgKccjRnsHzI6P8YMhsWlp4gUpBtu0dKyrJMrSW0/MEND1ksXpCVeOj/nhl17kjbfe5eTkDPzmJt+pBr57OGDoPcNywGw6YzgYUS+WrOo1nSipZTPwY/495ZohzTSBMbZWQyv5v+P8upQCF3fe4uW/9BcZTCue+W0/yW//qd/O9eObfO0rX+HXfv3XqGYz2rfvcXH35FMiJX4Um0VTOgaMQTlg8lNDzv/m+wz/y6eoTq+QpCC2SttA2ygpKl4Kkw4rIMkm2O0NSWeC9NgHbtagRzcw7zex9ov2Y3+3n3y/qXk04//BR7t5P92Q5PnvmndPlqHavOe2AsLk557evTd10mjBiT5yFMr27xsi4lG2OUsIk8OJUidl3UYu5zVnp+fcvzNgUHqq0Zi96R7PPvs882bFm2+9SdtGbn3uBc4vL3nw+lu2/ndSuE8JvC8ohwOmB3tM9vYp1TE/uWD58JxBSohz2YQwX7ecLrJSAgHvGOxN2b9yBVrb0DSXimjA2jxpv9nrsh2oo14sqZcrxgPPw4cPuHp8xHy14OTi/D1U1CcNw+Eezzz/JZ569nliEkoPowhcgi4gnsD8nRV3br/Nm6+/zWtv3+H2O+9w52LORUqcEVk4pcVkvqskLFJuNaipv080Wc1lSl3MIpawkiITBImY76MU7SK43kymI9oiThy+MDfpkL1gBIu/e/fAbuOYyQjpWqRlcnGzGdu6ObbUCClZW9zH7x3bAOvWBjBnXJ1jEzFsbabJXyLXGgP23xZLfbXAak26c49zrZmfnHN6Zc548gLDUYUrIA1NwXEY4dgJ6akhf8+/9q/yf/9j/yiv33vt+zMoflDogpXcp70QuHWwz9FsTFUoZQgM2ghNi4QWn1LvC4GmLY9Y87GgNCm89w5tIm1t5JHL119dwim46EjJAoXKl7iiICWlbRt84UkhslzMoZ/rt9VfHy9oDoxNlp76MetycBW3yJN+H9rVnOdgW5zkVm2W2fVemIwHHO5PODzcY382YVAVtkxnk8euXW8CS4JlJZBot1qaY76VEth907ZKs1qzXK2YL1dczues1w1tE2jaltDaHBzagHMO53OteUrZK6A7FsnHY9/D9v75KomiBFJ248clvMvfRxxkKbvk4+0C+EebD2yu9qbjSc5Cp5z7V1MQddlqnOZkgmyuS/ddnfTna+NzYobX4p11zkl2Dq3DxBZl+QHxgjiH8wJuY9waMfWhioPCE6Wr/89EVx+E9wNoayP26MgiB+mPsiHS8zNJleTEyAG1Gnrr8uesJCLp1iROTxi5PmGTckcF625B6s6as1aaeXqIrWaS1lTiLncscN46CyS1UpOu7WPKai+nLhtRQpJIGwOSoPAe50qcWGtaEc9oMiBF8xGS2FA3RiJ670mF+QwEOv/H/L+Uz0+mfly3hvSD8z1ndOvP2aTbJZITOt8EK5va8mz4EPFkkgN5Aqyqis++9AK3rl+jSJESWM0vSas5PrUUbhOH2Dya8Lk+NYmDoqAYjCnGE9xoxEAcw70FYV3D2j7DJlCbEFMOPFFwbUNYLjl58JDJsePZ557l7bfvcP/Bgw05t8N3DS+C+BIvJV4GPVUY7HZiiJ1b0450oaHDy5CyGIJrCe2KJjUkNmoBl38eYEZYqZ5z+utf5surhnXd8Nnf/bP80LOfxbmSk4tLFtMpo8NjvvrwlwjNp6tV5Ub+5PplEKBuGoqvDHmqvEJcBVIbwHliCsQITUhYQ9CNuVG/me927WxsszYB/CMf3i0djz78nse2Ge7NQrWdk9/G44vq46Y+m/fX/JNtZLqFRchOuHmBdPnYVLsNQy6REKOeNMsdN73RvjUe32huM8e237Egao1SxkS1anjw8JLSw6B07B0ecGVvyo1r1zhfnHN6cco777zLqlkxmU156K1OEjqR3icfzjuuXLvC8Y1rDCcTrly5wvLkkrM793F1i8c2+wi5TR50KbGupzdFRTWdMj48ILWR6nJOs1giMfvOCGYO1YmRU0IQ4rphtZgz3h/z3NNPERycnV9wPp/bZ35iIXz+Cz/HP/gP/hEKb+ds4MEvIM2tM4E+VOrTFfPTBeenZ1xcnrFo16w0sEjKAqV2jkZK2uS4aJU2Sa7t7TaEmwSVFwVJ2aTJm+eDhza7M3XBDg5il6LvU8CJpHm2cYIv6I09RR1e1IxAUZMrawJ83kCbC7Vt8JWuZZfk4GjjJmrzlhEEj80/pE1WVuJGkpuJh01WiBx3dKlZNs/rNMCNWEsvX8Ol1baHFVzEyGuvTpmvr3HtqRI5FoYFFPnlJcLe7IChm35iiSknshVrSL82zIZDrh0fMiBBbKjEmbS3NUIghZCNRG1V6QzsJHO0RSWMxyXVoCSsIpdxmefVhCTF59a7eDHyL0Sai3Pm9x5w9ep1bh4ec+/eHVaDiqMrV3jwzju5XPXjrPzULtrvM/99+UuXl9ySNkM3TLu5sYtvzNjNOaEqC/amEw4O9jk62Gc8HlpSrQ226nXDvI/XM9WdPQM6L6CUlJhamlZZryOXiyWX8zmXiyWL1YrVak0K5LKDjSmgiWyEzizPi+sJ9M7Mz0JL6BUkurm1FAucU7S1vF8B+0v4/smH/jYGtls7PhroGbtp4a3238feeyszL48Gg4hAimRtZbd76JMCFqPrdxUUihPzmxBQDcTQmB9Asi4ekhzOeSSlrGjQDaHWHVf3+/Yhbm/WHp8CbfJFgdBamY95C1iJQFSlQPAdIduZUXY/o/Q1HprLHro9lrNyrW68eu+zz0ToH+u+rs8kgyDZGNjhnZ3VEINNu868B8jla5oJhdRfY1MEOC9Uo8r8LEKgbQJl6Qj5pIQUiWqkS8B8DVSy2rMrDXCbMvV+CLzvnvOxa4igucWnw44/inmifdh4MskBzIm2GngOZhMkBHzhiU3D6uIcDTWlU7yzC2xZCyFEuzhJQZ3DDwZU0xluPKIRD4MBo4MDmvmcum5MLoOxOn0chDFcKUXCakUzX3B4dJWXnn+O26/e5t69+/2mYVty8vFdbD5e8A7Gw5JxMWQ0HFG5govzFaluqdiIybv9mBV7lIwnhxw/dQs/dDx8cIfTO29TxwbB2k8XGLFg3QuyJUxYM3/jDW7/5V9m75mbPPOTP8ILz7/A2dk5v/Srf4W3b79JJNmHflJ3Zh+ATaswRaJyvHeNw9EV4mugk0NkMoLkaEJiFRwtBSYX8319cLeoPjq69b1rjT6+Jm35AOT/fzz33j26HdAbZ7CRfnbo5FrvCcS7ybyrA+s/O2ca1IgBJ7H/3jElNNPYLtf1pRx2R6wWTrdq/OV9VoFvlXnqnAm6V/dHJ0Z1LaJC3dC2DfW6Ji4bCKCu4OiZK/zwS1/AecuyvHr7Nleevc7Fg/ucvv2AfrfzCZprHjeV7Iir2f4et557lmo2ZTiZkgKc3X1Ac7GgVMGl2AcNiORuGPZOQYRUeIbTKdPDI9xoQCoD5f4Id1GQFo2Z4nUjNGchzF06kUJieXHOeG/EwbVjgnN89vmXeHBxzunl+XuOoB+fH+ugwjDbO+T46JiYoPJQtJCWSriAcArptGVxuuL8bMnZ6ZLlMhDUob4kSURiQihQrCe1B5zoxvwq34WoqQmc7zbwXY2okexBUnZ+dlDqRhfek4LkzXWkTdYxiJRNrbJMwDsoXEJUCSRCtPcrvBAQW0wiPZmXowiTn3YBE0JfDpQ/99HrmP/blRFgWT/pyggzuWipNN1kI3LpBN3HuPwBLVBHmK+s2urMc+/eW6QhDCbXmY5LRiVMSpiXWHZcKq594Ud448v/NfP54+Pvk4GNQ7rNsU7gYH/GbDZioInL05W1n45KqltUAwPprB10a60SxCu+hOHIMd0bMBwNqIvAetUQQ7vJlOe50DmbY0pRQr3m9J23OXzuOa4cHXF4eEizrpHBkLMHD2nW636f97GEpq2AWTv2euvv9IFqZxAozuVA3o5M8n3qEAoHg0HBbDpjNp0xGA77bHOXyQVyxrYjxPT/z96fxN62ZGd+2G9FxO5O8+9u/5rsM5lkkckiWQ2rEQRUCTZsuCBUDWQBHtjywHYBHtgGDFjQyLABAwZseGrAEwOeCBZswJINSDJgSLKkKhWrWB1d7JLZvHzv9vffnG430XiwIvY592VTLDIr380kg7wv7/035+wTO3bEWt/6vm8R45TNHnNSiFGAu5/Y7Hru7nruNhvuNht2+55x8viYsFKpL4zYrEPXuY4JZRsZ9Y0xM4Au870UYm4lmnXqMReJxJCCEANHeQXHOEFKN4L5q8eIYj4zUSCiGKNqQprTUZHcfaUwkTgWD2YwIrM5ckJ7XK96zVaOBpmQjpr58nn+OefG177wi9y/uE+/37C/u+Ww29APe3o/MaWIj7qnmZw8q1wxSyJKMb8sk7IXvoWByPx85cXD0X8gfy0o0GqsxVqHJVLaChpxMzDMPLfKII0JTARrHJWrCDHifczfSzlNVvZq6WqQkjIHnbPz8ygmMwfyvJLUJyMEvUbnbF4u+j1jdc2r1E3PDRHJwKKhWTpSasHAME7aiWGaIMRZvaYtDR3iMusAndtTzxpEwQIonNY8A/mznMojJM+/gK4FJ0zETzFZfjzjTyY4kBJ17Xj//SfUtSX4EbEV++0dw2FLCh4kqlu9zQ+usUhUs6JAIhmH7RY06zWu6fBRWxs23ZJquaLf7YjjpBSlrIcqm47NqJkfB8bdlt3tDQ/PL/jGN/4Mz1++4umz53lxqgPpD8kT/nR8alTA49WSe8sFTWVZmQrXB6bbLSnrfU+ROr2zFuNWrB+/z4e/9A268472o28xpkB89YY07ijbd+DoP7BU+ynCsOH6m3/At3/jH7K+f8njr36eX/za1/nmt7/Jdw496fE53GzhbvzJT8i/pHGsLOTNMiXWyzX37z9Aqo59G7mfWu56oQ+e3SBM0eZWfUJulHSCl5ST5jRbl9xe6dM/cTTsLA6tc1ObUj2YXyq99ec0kTwFApQm+IeggmbafTm2hOOm7pydA5KYOFY1rCGIMMZACAo2Fsii8Bg+/a4/6jpk1pqdzI2g7r3AkLy22gPaKbDZ9ly/vuP189c0Zx3LiyWPrh5z896GMSV2b255tv4ON+4N3qtOm/TTU90+vY/l3lrncG2Dl8SybVh0Cw7XG26fv4LDgEsJ51w2tIsIFptdsdU0SKi6jm59RrXoSM4hztCuV4yrJYdxJISJlBJ2DkK1JzYosyj0I5vra5plB3XFNI0slws2+y3+h3gPvOvAQLe4z7/13/kfcdYtaATqAdwBhpfgn0fiZmT/8pbXL17z+uUbbjcDd4fI4B0TiSiCOGFKwn4Sle2hyYmQci5SnJcLQJClHpJpqBT3cfXZQEx2QswgrERNtH2ck3aiVypuqSR67RwgBSgUQ2OEyhjEqB7bYwkYfEoQFCzQK1NvjmiYhdcplWsqM3V8RgEQfV39u/6eyZ/v+CvZpyiWUyb7rJicrATRA2gIyh6oEngH+xGGCQaPD4mDh62BVwIPJ/2Mdt3wN/72/xiZLL/1n/7fefGtf/AvcZX8+McpQ5kUqaxhWVc4Eq9fvuCsrnWaskxEHHqP57PiuPMLEWstrhaaxlF3jqpzRBJuY6H3M32+0ICNEaKLVCLE5Nk9f87d06fc+9pXeHz5gNfPXnO9u2V1ccWbl89JJ23l3rURU9AWb4XVQtT1HIuZXv7BhJ7BRko+fzJ04RqjCVXXtXTLjqapZyCmVEKL+WA5N4+3UjIYm+Z9dxgmbu/2vHmzYbPd0w8T+8PENEZ8hJQM3qiXpNLFVWI0xgljlMt3RNrlmMSiEoYQg/oOpKMPwFuuP7H4AH2/D5GY4wQcgYGTnzhhLsxxUW5VKimpLjzHBce4Qenh2p0gR0Tx1J+oCFw14igsBQ0wyt7yh7vvP/fFX+L++SNuP/keh+2Ocd8zjoEhBYaUmGLCu5K4coyjHMeCgZwm+vl6RU6AAnnLlul4L1SK7UTbZpoYMVgtUsRJP1tuAz+vHbKsAy22+JioK4dzNXGcCPHIxi1vE6NKgpyt1BA+d5TTS0h6ZmTgQAEVoTbacQgUBIxoB1llHOnvShKCQYG1bDIvVjB1RbdyGGMYhpGQ4gy+BZ9wxuSSkFe7xNxdQSGPAqakOXZVQ8TjGnNzXHMyYpEoaKEJl+27f/x+hH8ywQERg3OOB/fvUTeOpnZUMbDdbWEYqIQcuESMoDe9eNZHDXJMU9MsV9TLJcbVjD4oElXXtKs1u80dIUyKvpGf5bwABK1aGBJ9v2N/2BLTxPufe49Hjx/y7PkL4N0PFt+1UQvcW3ac1zXLpkFCYtofmPoDubvpWwpzbbRSUbdnrB49YfXe+5xdnRObmu1mQ4iOw/PvMaVxtqM7lSO0JJZpYnNzzct/+tt87/F9OgOXX3qPP/cL3+DuxSt+5/d/i+QDaR9I/qcn6frDjFL1ssawPjujvddhncW1E2/clrh7yHa6ZTe2TJlCWNwESvI8V1newgXkJCKEOQmYf37+yfxdM4M3iMbThUIGWdtXGAAnAMHbr/L9X5+vJUMZkk7fOeGsKAJuHWerTiugSdMIYw0hJayxHKaRbd9zGCftR5zs/BoFJshQwh9q3uVTf8+1tIweWzXASYneR673PavrW85evmF1uaSuDeu249H9R2wOPZ989D0+/OLn6W/uePH89afm/adkyMlemWC5WnJ2dcndfssHqy/ANLF98Qo2PbU/Gj7N0XCUOViLKUJV0azXNBcrpK3AabW47lqa8xXjfkeYBvBeASwRUlIaOjFiMEQvDNuR/WZHc7FiGnref/iIzXYz99Uu1/4Dlt07OSrneHR5wcIaKg/1iLYt3EG4Gbh7/prrj17w3U+e871PnvPydsvLcOCawG0K9EY4JEMfDX2WEqipYH4GcrIt2LwMU65WiubKKSnrhjBLQtQQMlepJAew4kGy1WzUNlqqD3W4EIlhIiTBRzM7VRtXURkhGpMd0p1W9D3qiVL8C0ypWOZ2YyKEEkhzWlB7+6Yac1opLOimHCtypeomosUEbc+dww4BL8z91EcPh7yZkpiul1wvGurLNfXZJd3KsG5gqqBNMAbB3L/ib/4v/6fU/5sD/+H/8acMHBDeShwWXcPlesmidqTJE1Kkk4owjXg/YqLHGUFyMG/KEhLAgrWJtjU0S4PrEtIljAW3tJi9JYaILesy9yhPuddsCpFxc83tJx9z73Mf8ODiimW34tZtuXjwkGno2d7eaOvKd3Do+jzRlKcMUM9AGUf5hWQY2xxd1FPiqJc2Ql3XLJdL2rZRuriQAa5CoT+m0gWeUTCw6P5Viz4MA3d3O16/vuP6ZsNhmPAhaYXYWAxWgfUTOY5uEafJ5In2P2nbv5hK/J0ZOidgAPP5S5YYnND+T+ZrflWdFv3tt2RBGaA2htJ+Tv0PUu5RH3MSaObceu7CZNRE0Z6WCWZAA0QSyYgyEUs+GcIMvphMhf80Jf3To8g2EkLlqizV0TOw5PfFk2uOecrnzbkLoMBE+XtI2adZjvvXvG/lPTkDCHXr6NYNXddSi8WlhMRJ/XsMKuPiGLuZ4kuRLCKTznFKxKCtSVWhZZQpQJjDlhhzUVUMPmg3C2Ostr7NZ0wxITQCYixGFDjyeVmkyhJ8gCw7U8mg3kubHJn8qvIVSdSpYrFsmaYCLEJII7OHTu4wVdgElmIKmUGKk1V5emqEbLhT2iyrFFUZDMEnEDVGtEaY5NOA1h9//IkEByCxWnTcu7xgtWxoJTG8fkPY7XBpwtkE+QFMufVHKFKhBFSWpl3Qrc5wbUc0jmRhShGJBrdc0p2fsx160tDjrEOJ6Ao26GowVEmYxonD5pYXz57ylV/8Jf7yX/l1nj59xvMXL0vM9KcgwR9ySNLDu7aOlWsQ7znc3RLGAUOmGHIawBmMaTAXZ9h7l/izFfFiTSePuPelLxGi5dn2gN8+ZySqGSH60Ciyl+iIhKln952P+M7f+wek8cCfvfjr/LkvfZ2nt294Nu2guSC459x+9NFPZ/L1A4YCycLybMV6taJbLTHRYusGm1bsR0cfDPtDg49mpgCXcKHEw/FTuit97U/PUT5k+LR0oHw368Jy8Jyyoc9pIFDepQQSzN85BhXlWlJK2aDp9B2+/4rqWrthNK3jbL2kclZRYgFrLJMPTNHTDr0GASESvdpfZpUlPwoQ+OcZW5VrNCkXGCn5hr7y3nscifZ2y+rFKxbnLd2i5uzBOVdnl6zalzx68ABZnfPt3/pd1V//FC7P470Vqrrm/OE9nnz4Ia6uaF3LzeuXbJ+/wg6eViwWwYeJJFpdIIma2lkhWotrW5qLJW7VQWUJBiQmTFNRrTrssoXDDhMFEw2qqSz6Rg1yrNrpM257pKlYdB0LK9xbX7A7HPAxfB8o8K5WGwXL2fqC2i3wQyAetAjDAOYAMkAcI+NuZLPt2e57himwn0b2ftS2hQa8KBgQYqZrGjQAI7cmLLT7E8iL8mVAQcJ4pNyWButG8q/lYNVZBQcmD2mE4ImTCnviTKm2BCQbStn8eg6SRzI/rOiREYPBZVRYJVFaqdb3TDEd2yyW06V0G0Byy7aTe5vIoIdWpUgFIBW0BJTIVtjHwBuBMWmbQ5sUAElZGHf9mqHrePPqArdo6FZLOhE6oKphYZWt2LLAxnWe0sK3erfH3NKSI5aybBrOuxaXIp2p6USwIWCDR3L/ekLM+6MmZ87pGjEO6haaJTSrhGk9qRKSEdzKUe0ifhixuQoQE/gQ0JZnBmsg9nvefPQRV+9/wNkXP8fn3n+P67sbbm5v6JYrNjfX7+RzDOCs0DiXKc7aWnucVMctRnu1S1QWVYzxUy3SdG3raRwUGK8cTdNQVbkDQkE7c3XeOKeUeFCNdiInTOQquhBC4tDvud3ccbfZsD/0jD7/bMpgmmG+n3OCnfwMVIgAMVLqsspgyLFE1nuLTRDNESzISfgM0seUE+gSB5RHMkvOcpJcfn8GKUpAk0rMIBkMTCfroIATMsf0ZW2bbJAokn1OYsw+RkeGZpEslGTSGIO1Bld08nn8sDNEjBq6ioVKBIchRa8Ad07gY7LqNWAhp7CfoquX/SvNf826jLxHBd2/SiCSIgQPzhJTxFgtylqA6InRZxtwyTu/lnlMYVekSETbDWuDp8A4qpmiMflZTMouSwLGVohRPzif1EcG0U4IIoJ1FYgwpUS0LrcadMQYGKN6LxibWaRW5QS6HoLefzFMxucYMyiwLAYbhHbhiL7DRL3OFCW3QdC936PTIdmEUAT1uNDlgolJG+Kc5HsSi3ykMDRK5qKmiikFiB6SzQDEj3f8iQMHjDGcLTo+9+QxcexxC4chsbu9JQw9lZA3ghyaZ/fKhCGJIVqHbVuas3Oa1RqxNSkJla3wRIKfqBYLFpeXDNst3k/awzzk1MbmRUPAGSElj99tGLYbtnd3PHh4j4ePHvLy1WtOQcx39bB5V4YiqTB5jxVLIwZ/e0t/faNBQ/6ZQtJS4qZQt0vOH95n+egSVg29E+L5mov3Pk/cw3C3480398TxjoR6SBz9VEEIOAbi7jWvf+93qEPg7ktf5/N/4Zf5xtd/kTfbDZ+4P+DZ9Q6e1TAOn8n8/DjHqWv/crHkvQfvAZaQzW5isDAa/DTp5phx8YRkFFQP8R+NdX/qPefAZIayKVmDINoKJyoiawpam3OIWUNYZD0F9Z8327evpOhbj/CC0i+P1RWZ5QQYqOp6TlasMVTGYo0a3tgI1rbE6BnHkegD0ZcAJIMdJTE6uYx//lZ/CneYzIrRWfWie4xB6ENiu5+4udtx+/qOq6sL1ldrVm3Hw6v7HA5b9tc3nF2c8+zjZ+B/CpudnaBL7aLjvc9/jvOrK5qmI20O3H38gni3p44Jlw0hddo12HLJggjegNQV3fma5nyF61qtBqG0dnEWt+ioz1b0my0pKDXRGkMIGjCZHCQ6o5WaYbvHLVuaRUOyhs+//wGv7q652+30mTjZ19/VPf7R/ff4d/4n/1tevdlwtrhHGsGMkHYwbfXPsB85DCO7aeR2GLgdJ/YpMQCjMQSbAyQEH8EnMmCYwbxC80/MgXB5TE3Kz7OUJCZXXiRpBFOJ/mmytrM2xMMemQxOOpoo7F/fYGOis4KzFYdhJMVAjaFCCGGE7JKegui+FY22VUuWKE6rWbZU0HIlLncXivNeUpJ3gSgYKypHLHTrkhSEqDhABvPEFLMq3ZdSAQgIiqxEtCKrE6DXIBEOE2x3pLtbdq9fcbfsuD1bsE6wPReaClqBJipe8fgrP491HckffuLr6I86js9JwhqhQT+PJPUNkWSwfiLmPrnWzL73ufqo98iK4CqoO0uztLhOwEWijCRncEuhWljiwercZ+wlHAJSCdEkjGhXhHB7zd0nH3P1/hPef/yA3/vughevXjJNE9ba3Lr63Xue1T9TOwxUtWHyRoEzc/QBKky7ksyb9GmTxaT95kWom5p20eCqUjLR74uQz0BNMsuBKidrHFG1+Bg8fT9yOAxMXpkgx5nTZDkrPd763eO7nZzVb5316fjcFdZu9o/IJica35vyekULnmYS0vy25b0Kel72gRnwO8odc/6va9OkYytT3l4Rc7cbyTGVfOoHRAGRmAypNBkWlV8Zo11Y1Nzvnx9LCcqOEZNIyRPiSAhe75PV6EzZVuZIaBI5AgQngIBIZtKcnLtvj1MZdVK9fohzF1f9mAraZeUOpybNUd2cNKZJcvSuSErVJ2mbRUkOyGbjKWGMQ4ww+dzVQPIuUMAjo89lSCDOIbbGkxjxeJNmDxiTP0PMHnOWbNhoFRSbu8gVCYkVqsrRtoEwOMbRMk0Or83u0fgszZ//VNoQYsA4NWiUFJmy7MWIIEGfsxJzpqhfJ1/PFCKE7IXAj3+3+RMHDjjn+PJXv8CHTx5TV1A52N/ekKYBkyJGtD+mSMr1PdCwWxWHYmvqbkW9XGOaBp/RH2MdRtTl01aOdrWiO1uzO+yJ4wGTOdUmBz+6H+njEbzncHvHs+9+l7/61/46//rf+G/y6uVrnj59pvQtgE8Fkn863h6tNVy1DVeLjnVVIz7id1uGfoeQ5mr/cXOCKIZ2uWT56AGLRw8Iq46Dc0Qr1I8ecumFsR8Zb67ZPRsYUg+ot0F5LQs0RJaM7N68Yh8qvv0P/hGr9x/x/lc+4Od//pfZ3Oy5eXzD4fqW8dnzn84E7GTMSbZx1FWNj5FKLKq9VYZMTInos1OvRCTZXB2ciXx5Dn+Q6v5HjThLE/SZYDYHU2ZxwpSq3NwJwOeDKrMPxJ683qc9xgsIUfwAzHzNSdIcCyDKVpiCZxh7+mGLRXA11MZSO4urVFdX18Ji0bIcJ6YpMsSREODUmTedGixmnt8PBgjKCvYZ/MifRY4VD20Lp4j5ZA19SOx2A29e3XJ1teXsXk933nFvfcHzuuajmxuefOFzvHjxkuunL9Gj+qdvuKpmsVyz3w6sLzzLGu6ev2F8do3d91SuJhk1DCxUC63QqLlkTFAvFiwuz3CrFmpDNNlQMiasTZi2oV6vsMsO34+YUlWYV3UGp7KG1/eeaddTrxcYV9HWLVYyibTgU+/wMMby3/jr/yb/xt/4m4RUEydwPdgNxE1ie+3ZvNrx5sVLnr+65uM3NzzfbHk19tzGwGAMk7N4Yxg8TMnkCokQC1wQIYWMDJwYdSoyAJhw1PKiNMok2cw0ZQaGNUhX0S4XLJcrBE9rhIuu5czWvP7OxyyN5axrqJua1y9eEIcBEyD6xKvXN2AM3ljGqPRN7wNT0J3AmFoDUgMQ8FGU9lkAgVM9LpDdvTSQl2NCYlNhKXEE/81JBbIwqVJZG2kuJihQkH/eRm1JMLvqCnFzx/7uDWP/kGGsOYywq7TDTlXpj/38f/0v8dX/x9/gt/+Lfw/ST8lTng9sAc4XHedtS50SlVgMHhsnrJ80SitGsERS0KTW2DyXFlxrqVeWamUwDXiUFYAYXFPRLAx+K/gxwDRbjub7psBPl9SYcPf8GcObNyyfPObBg/t879lTprGiPT9n+/rVu4gNYIzV9o1G23KHFNVNfQa+izdHSWbKecMxAdasF+cMbddQNXWu3icwRaoAheWTkrYwDvFoPiw5aYoYQogMw0jfD3jvZ1bi9++Nx/efr0pOo4f0VoxcOgnpBy9nZcpnusb4YpiB/lSYOJxUb0/eB/S8KMlzeU/9f5kLESYVO5KjbOEHZNB5buLczSh/grydFLAh5WvOe+MMdBhsodWfyAp+ZCtD0UQ7xIlp7El4nDNURg16U/bbT9Ey+77kz3SKxBxNGwOlNbM+o7boRvV7MWXENxswpxOpZyr3U//tU9DVkBKSbGaWkE3dLXM7w9IOMiRS9AQxHIgM3iMp0nQt0RjmdtIJxFic024UwUNKFdYYppjUjBFDyJIYm58DV/b6lGa5qnrFkQ3mDZIqBSBj0OdJJLdJTIQsddCvaWvkIJBSeY3A5CdUbGL13oAyS1MCY1Cf2pOuC5kZKyIq9YmQQshg2o9fxvQnDhwwxnD/3j3q2tE1FpMSh7stYRyoZmgs5ftTtjDJTQgtrqrpVmvaxQJnK3zZVPP2kHJ7t6ZuWV9cEu42+HHUICYKPkUkqQmMPkgCMTJuN0x3d7z+3vdYVo77l2e8ePEc70s/znfwpHlHRmMNn7t/j4ddx4OuY2Er2PdM+wMphpmVWkirJdQSt6S7vGL96AnV5T3GepErWhDaBd3DJ9zvA9PNNR9vNhy2z1B5CLNMoRgUWiwmRvzNK771m79B894Dvv7oIV/44Eu8+PI1t8+vuW0+eicDhj/KEFFdfdMuEFcBBlvXII4+Rvop0XuypODtRPcH6f7/cGNW12fvh3gMyhGECcnggR45MVNnw9y2xuC0WwhKGYspUNrAnBAKOT3MZX738g8NQiY/sttPjGNPjCMWTSAb5+jqirZraNqGtl7QNg1NO1BVI+M4KS27CJXnIzO/z4981t++vqNhkSLMcaY/WoJ17ERgTNibnhCukaTtih598IDz+yu+9uFX6fuBpm35heD5L//j/4Q0TPw0LtR60XHvyUO8jyzqDn+74+7j51S7AZcEk6LWX0QRJU3cLCRF9k1d052d0Z6dIXUNlEoTJCOEZKC2uKWaFe7uDqRxmKnfZX2kBJIizqhh1rA90OwGFl2LM5ZHV/fZ9z1j+GlocSpMuQufRR29mSBOMO4jm5sNb97c8vL6mte3dzzf7ng9DlwnzxbPrrIcRLidLEMUpmCYgIyOz8FmynRMknYzKAmK6kJNDlqLdlcyLT6DCiZBMBgqmnbF+eUlq9WCq4sF99slZ03D4f0PWBvLvUVL01a8efaUaXdg2g/stgc++t5z+nFiN47c7gPbIVdxMEelg1HpgI+BFILScpNen9gCOuasP8sCYswgEEnpyUHUnMuUIJuZ3l/UpwkgRgLa01rRPgUEcwslbaFjBaYI+wFub6Ax9HdrXt9d0zYPqSphVel5NgJnAr/7T17y0e/+xk8NMFDafRlgYR3vrc85r2tciNQScSlhp4k4jaQwaSJvEk40b0G0YmoM2BrqpVCvBWkTXrT5pbqYV1TOEFrD2AR8H4kxYJKhslYr3jERJbezDhPj9Q1vvvs9Hl5c8N79B3z38j4v/KR0aeuIYXrnttEUI0YMlXVUrsaYiCRD8AFT6TwkspFgvviZKZir7yUhrWpH27U0dYOxyuQxYrLCJ5FC1A4FKF3/OPS8NmJICYIP+MEzjRPeq548xuO5PoMBM7Ph5JXSDz43Z8aAKfC+EDIb6fSmSKnE5ur9ME54H4hOkzx7guAeCYdFm18+iybLBdxDItZC01S5uBcpwCb5R2YD05LUH7875x+aWOZfsI7Jj9zu9tQXC0waCd4zRcfZ2Rnvvf8+3/7Wt45zcBJQOFvx9S/9cpYwbxn2B8ZpZIqJEZV6RdGoKmSdPGhSm0p4McdZadbVzxICKWjIye3N9604FAbRRDyIB1thCVr1zvMbiUhuWatyikShVvlU8FMh+MA0BIZ+YhwiY4zsk2cfPakyrC/XuKrSeYjK6qtszbKt89qKamQ5aiHLSszdzlX67Yi4pFIPYxTEiCe+i2JiNhY0RNEzSCqDiQ7jDLbSbjcmZdN5PImaJIkoSdkIpsytQc1pLQZDkGyUnEp8osBmeW5T0okQa/DBE2xOH6VC6ubHvtX8zIEDp8Ycp5tFQajatlH9Z93RVcK4uWbc7rRftSjVQ6yiPOaEMpSSBVfhlgva8zNsUzO7DkddOeYE0QkiVMsF3fkZu8OBeAh5D4lzNTIED2LVLXYa6W9v+Obv/g4fPXvJk8cPuL695XsfP/tTYOBHDAPcv1hxf73gfrPgfrdkaQzDdkfoD0iKbyXzUIwIHbY7Y3n/Met7D5F6wSSVVo1EwAbqZUfz5BGXuy9ze/OK/TfvmMYNNfrguJPXNdn3vE89t9/7Dr/39/4+y/c/5OFf+Qv8wld+jm/9k3+q1OM/pOncuz6MMdy7d0XVVIg1GKnAVHgcgw8MPhKixWd2psyHC5wehf8iYy5aHOvlGnQnD0Rs8rkGH4+FPFEDnq5ttf1kgpgMU4j040QIUXW/ZIOe+b2ULXRM4NP8J1G6DkDwCT+lnKpEHIloJ+I4EVPAOKFJS8QoBdC6Ug0tAUMOEk4gjSNr4UfN0SlkoRQ9ocQxQki5Spu0gtEMnlpGbt+ovGC1bGlXDV3d8uD+fVxd4zB87/e/zUe//62fGnZLAZpcXXNx/4pq2XL/6jG1OK6fP6V/s6GOzJUyCq2VbHwkhmSUBVKvOprzFWbZkBpHzLdKqZyZouoE01W05yumNxtNIkLk2KNejiZyufKQJk+/3VOvltRtzYePP+CTVy8ZDj8N4IBWwkhZTpWACQ67xLAf2W623N7ecLPdcHc4cPATA9p72Vs1uepjxEev+0HKlbckWCxJ1Fgw2aRNMpLBOqsVE5Ny0qHJSirADjlXnlsAAmWfsYa6azm7uuDycsVZ07Gua+6tVpy7hvuLBbWF9+9dMO4O3L254fXLa1JMvLnZIps79tMBGcL8TGs8bNW4slSkCfmeR40NSjBc9ot8fSlFvEQkBD0vRHCm0gpg3qeKWas7McmMucc5SbTLS5yOmVBMkJzGHSOw99AMcLMndLfcvr6l7c5YdB37lXCoYeH1fnTG0jYrpu6c8XDHO5W9FhZV8YWQsidGls7x4eUF68pCDNotIyXM5EmjJ4ageJNJ2BlUEpIB66DuDN2FZXnPYteJ6EKuCObKK5aQ7CzbSPmwMcZgbE50ReM3BJwYpqnn7vVLus0t5/fu8+DRQ95cv0Kswy464sbP8rZ3ZeyHCYzDukpp2BKw1mCjOcLOMtsG553SYszp51DDOG0V5zDW5FbdKce3gpkdOsvzcMpBKHJdq5X9UjxIKJMr6TUU5owc33YG2uAUFDh+vlMg4+24+e0qvkh2J4gq9U0JxiGy3fQMFyNtVSsQ5LQLEKlQuvMbz5RFmQFLpeajRZO64uJ8ze3dhmEcsCZr4MlVfqX9ZSO+DC5QzBMLGFg+o9HvS5EvCRY3g4uayP7wuLJtOv5rf+Vv0e927F/fcLjbcuh7tuPErffsTMVgDMHYY2ml7Gkpb/x56y15v378EymJOu0dEZS5LWECZxGXPRhKWz4rubFMxKWYmRblzBQKS2VmnmQTZz8Fdrs919c7Nps9wxg4IAxEUuu4O0y4ptJSSQBnLF3dslw0xBixVrDWUtpANp1DUDmsmmwqq8SkVBpvK9YLOR6QTOOPWeomJJuQStsb1o2lqR2NE8ZJ6GMECaSk3ZHE6ucq5rblLExR4xhDRTEMLeyRlNQUP0b1WigyGSPCZIXkDKmqfuj9/6OOnzlw4NTo4xQoEIHz8zO+/KXP4aceljUS4HB3R5omKjQYkZSNw8piTUXLjBpcXaxpzlZQ1QTdBil6GckEmCS5eUXd0pyfM+129OMEQTIVSE01IhFrMioUwB8O7Lcb7j+4ZHV5j+89fQ4fP/uBn/MPQyP62R/6QNkYcJJYVI6ztqMdRg6HPdPQzz/5NmtASLJgcfGQy/c+xK3PORjLaByTgHE1Pnl2JlCfL1l8+D73rr/M7volw7MD4LOcgLmqoTWmRI2l2u9489u/y+/853+Hi899ni98/n3+zFd+no9+85/y8vlz0uGnszJbRnHHXZ+tqVsFyZLR1l9jTAw+MUSUbZNMZtPMfLM/8jiS/MkHfdROItHjBFqn/Y1FoLKCcQ7jKpq2ZbFaEBKMU+TQT4TDeAwu8n+P5julUsFbh3b5HjkImnI7Hxu1EjhXM43SwaYxELxS6qLkYKquMFaNC/NRQ5Eb5lSjXM0PAQfKVZcVHefDpIRepepAFAKRicghBnYk9sOBu+s7rs47eHBOt245X13Qp8DjL32en/ulP8PHf/CdP9Z9+kmOhKLtD997zNd+4euMMXBxfkZ/s+X1Jy+I/ZR73Ie3bB00+MyqR0mYpqG7OKc5X0Fbk5wtJR6NDkwO2kgY52hWHf7ijH0/EfZ9XpNqbFaS6RAjKbeyGrYHpkPPsm04Xy557+Ej9t87ELxHTw6ZeS7vyqirml/42q/xr/z5fw3jrcZ5Bxj3if1m5LDdstvv2O22bPs92/7AIYwMBLwkBQhSbpMVYIqqDQ2krAcVpMgIBHX4zt4CwpEiHpL+uzyfxXk8paCsASdQW21XaPTrzmqSOcQJNybOuzUL11Bcp8/WazZZw5lioGmUUUQqAWxACKhJYYQ0zcC/anNzpCwJkteA1lRa4ipVUsnBpp9IYdKlZCAkjyHhshTI4I7VREB7a+vvJqNsivm5F1FXPZPduDwwBRgn2B9gc+Bws2F7sWN31rCfLLc11BbSQbj42hf57/7v/j1+7z/7j/kP/0//NmN/9xNZS3/4kfW15NhGhM45nqzPWFaVGiuGRANIDJrcxYhD0NZj/pjIiWAqoaoTzcKwPHc0K8FXIctScmUwJYwErYY3hqrRKQ6D7vMx50oJyUUkIWaj0lgZXFUxGgULfPLELHtBZNa2vyvjt3/nm1Su5ur+Y9quwe52Sqc2hjFoi0NTnk1U55yyuaZIysz2SPLQH0bu7rYsVwucq3PbO010babXz7n6yTXIyXMsKbFoW1bLBbtdzzD4/Pzl/vJJz3qdxgIMprenNBe0T99A826htBYuwIQpP5+zLu1EZkkIMQRssnPebuW4PxXZhcng5iw7kPzolxghMc+diNXuJsWoMSe+b3U6OAGPUjrlDskJUKOgo2TjW1I2VzTqK6SSjh9dbJnCRIXimSFmOQnqoO99IpqEOIMxBUYp5o9pPgdTyPcsf1/35yzdyEAHRWpVLsdFWDV050sWq4pFU1GZ/GikiI1B864MDEoGXmQuyhxjm/J9309sb+64frNlN3omaxktxEPFboiIy+3mI4iHrmk4vzjLgVHCGGWMGoGzqxVVV1M1lrqu5tg2iranLV5XMSVCyBFovmHR6evZGDEpUrWObmqIozCOwhAO2HHUso3SShAxuZigbUDLiIUVl1shlrU0g08xZo+jHOcZcpvGoKaP9se/x/zMgQPfN/J9cdby1a98mfefPMSSaF1Nf/OGcbvHhqQVZgPqLgnEoG0usCAW5xxN19EtFpiqJmQ6KjAXo1LMKZCIbrCSaLsVfnXGtN3j90EDVQRjPBFFtk2KtNYwTQOH2zseXF6yaFsWbY1zjmkK80ZXjFVCCPPf/yQDBLU1rBYtXeNYtDWNs6S7gWm7Uw8J5q7RWKBHCFQk17J48IDu4T1ksWAy2TfVWbCGKelmmZpEc37G6sP3uHr1eV5vb/DbN3gSE9kPC93CPNCgG++r1694/o/+Gd/50j/kV5ZX/KU/82u8+fgZ/8nNazbf+xb07x7l8A87xAj3HlzRrVZYqzTEYBxJKqYgjF6ynMAqhUuKMdS/2Af+9PlvICfrIBJV6GMAY2mtsF5VVA6cTVSVoXIOW9U0bUfTdfgIhyFxs9njQ2TyGoT43IrEZKOvmIQgUfsmw1v/TeXv2c9A4xRNCKwITWVZrSq6RunL7bIlxcR2v+Vuu2O/6/FTqconQgr5vQskUT7v9x/26eRv5fAoUMK8F+QvKsKtND0nBp8iPiX6aWK323F3fcf2bsP5omLZNPiXA29ev0Ik8tO2MG3luHp4H1M7zuolNsHts1cM11s6n6hEDRvV0EcDtZkZqVkpi7MzlufnmLZGKpeZY/ozsymt0UpXJOLqmsXFmmGzx48DklvzSZLZbTnmxCAlSN4z7g906yXL5ZKvvvd5Pnn+lI0P8xk1r6t3ZPofPfiA//W//X/gV7/856lH/UzjFravB65fvmL7+pbXz9/w8uUbXr++49V2z21/4BDUiikYYUxw8HDwCR8DIWYIxObzK73t5J9SUmO5zPQTG3K71FxRzmCdAgXxWM4KE3G34w4PfoQ0sV93dFXFsq6oLh8xYIjbAy5OnDWG6+evePX0OTfXt2x3PW9ud2z6nn5M+d4V8B8FAIqs05B56ma+TpyhWuTzepxISduYVtbhDwfiYcDFgDOJGDyVKMMppYRlyu0QT2G+T2l+JTE7cxWOa4i5WudQE5MJmpwsxEQKie2YWDTCZlIwe3ne8N4vfYnf+jsma53fnXHEZiW7g2uSsKwqHi1XJJtwlVCHgJs8YRggeYwW5xQQyNrhTOLEOWgaQ7s01AuDqTL4ZIsquVQpE2IjrnHUixq3G5l6NTg0+ZkGBW409EvEMDI+f8H+6TPOrq54/8kTvvfyKfvhQLPoiPs9MfdjP13jn2XMdnNzy8uXL3j8+AlN5aidoTefSlAlcvTeidrJhULnl6McplCdefsc0lg4J9SJ+X7ouV20+eV51mfeucxCyPp/iereEspZlxmdxVAwppj32U+hD/m+F4PPGKP+LsVXodz3pLG+0a8UL4GUlOZ9CmfkfPVTzv1z+p7/XqSBZa6sttAzThPOIPlsPfl9OW71xYB1XhdZBlmAjlIuiEmY8n6oL6IdDn40NKAKJBGyPC7iQ0JsDWEiBMGnY8cYye9bYgmCHFlaiXltYNUYcE7g08mfeeZyy9mynlLASCQET0qROsdQRkQ7Y6Qym1DYeILRTkoe/H5if9uzvTvQ70cGUYakj5DihPdb3ZdtnlwvDLuB3WbIrJ8MRqSA7SwjnrpraJYtq1WrpraVKIBRZtWCZE+cVD6noorqsSUJay1Uef9oA3XjcH2FC0FBhdza1CQ1/lRA8uhTEEKc9ztS3iNikVvISa5X1ojk7geabxZA9cc5fubBgfKwGSOcrZa0dcWycZgYONzdEscBEzOFMJJbfmiLECtOUTpxVN2C7uycer1GbAW58nTs2SqEmLJfkGQ5jsG1Le1yxb5bMk4TU/BUJuYgNVNs0MNcYmDcbDjc3LA+O+PXfukb3Nxs+fZHn+AzzXd2yvzTgSFxtVrx4PycdduxrBusH7i7uWYaDpTGNgUcKPiuUNGtzlk/fEB1dc7Y1fjKqr4TwUe1MLQ2aZJ4tmTxufe52l1zePOc229uED/OngOgD1ILeCINwiIOTM+f8tHf/Xs8ePCYD//ir/Jn/+pf5pMX3+W3D3fsX77SftU/hbcyJWi7BWIS3o/UzRKcY0zC6BNjyO1lsFhxzMaAfwyAoFTWzfxvwVnVPVbO0LrExVnH+Vmn4IADZw0Yi7gWXEM/jvTjqMGLUbewGH2pS+RnPdMDUzmOPwUKlGAlX4MRi02CI1IJdE3NerXkbLWmqh1RArfbLbe3d+x2PeMUSCFll2HLNAVCbp8002rzuwgCKSePlM1/5ifo/6WiozyZr/yFQpsNIoxYbS3ZRzbbA3d3W4bdHvHnNM6yXHSM44rrtuOtF3zHhwiaqK9XHIYDi27B9s0bNp+8oN4HFphsRprygZxhplIRsga3aGkvznCrjlRZ1QbO1Rrm4MsihPw6Ujma9YpmvWPY70n9iPpdSLYkzPTYrLkNPjJu98T1QKgq1qnmiw/e5589/RZT3ttncOcdGdZWXK7OWTeC3ULfQ9pHhu2eYX/g0B/Y9z2HaaD3A/2o3Qp2YaKXRC+wC8LOK2CqnzPvBSmSrJo9WslPViL7f2SpTW7bRYqaPIvkQtZ0VOEQwIvS66eRMB642W/o+1vapqZtKtZdh3+4p5ki090W+gNLiexeX7O9vsUE2O16dv3AkCBRkbBH49Jj5pQvVCmy4gTrjK6FRcNisaTpGqbJY42hdhVtU3O4vsPvehhHHBPTYYcjQVRTKu+jdjpC2VbZlxyPehTMQXoBj3zM15BZBQ6oEhwSbG7xr1/wplKTK1tfcW4sqYFBoI0QbgZ+5z/6PzMdNj+hlfSjx8yCnCuEeSToasd7lxd0XU0Qj8m90ZMfSWFEpjBzqFxeTxrIqaO3qxL1QqiXYJpItBlYsmXNpRl0skawDprG0TSOyU1En88CkQymxMyE88gUGbZ33Dx7yuJzH/Lo8oLH9x9yuL2jH0fttz5NeTcoyR+fafyW0MJSnHyuRKIeGikDXQKzuVlOskGBVczxaCgdOkp3PiQbpOVfLF0R3vqkc5JYzETzXAhUVZVbIlYM4xGcUF8hM/sEpeM7lBf8EZ+Vgv3M/8hiHiDkVoqZYh40MVOZQ6J4nWqGpM/dfLamU5Dj0++a5WuSsku+Udo4eRtJx9dJJdmEmUIOBYQ4hR7yOkWZWPtxJEaorD0aB/9zzmxbW2QImbFvSa4iOU/0gRAhWkPM7fuUHVXKMfHoD5MN8Xhr/aYjil5+L4YM2mZERaC0fwgkQgzKnpKcOaU051nkyjkme61l0MBGg+iXcVha2zBUSUEOIyRj1E4xiIKlViVZJEghMg575la3RIgTViqu77YsUiQ6aGpDtJCsy2aEOUYoa1HSLD8HMms1ZA8OBV7I/2utwVqy7DwozlHONtG4oOx7MUZCCkcGiMnvWtoYGqOsOsjsEo0nkgFjKqLUiAx/Cg7888an6TWSv3a2WtI1jnVbs6gt21evmPYbTBjJBCbmikRuhwZWjSOMo1osadZnmKZV8450fIcZ2SkBYdbbpAS4CrtYUa/P6ceBeNgTMpxaNgsRBboaMYwxsL+5ZrM+Y7U659d//S+w2f+nPHv2/AfKJf6kj7Z2tFVF52oaEYa7OzbX14xh0viS4/6tj7pDTEO1WFItFoSqZrCGEfWJIEGInpjboBhxHOqO9b373P/az2P6ERMCd9/5NrupnzfvAg4MQEXiksDd9hkv/+5/xt/f75jGHV/6K3+Of+O/92/xH3Qtf+8/+n8xXG+UCvru5AN/6DH0GtSKUT2xkYSPKWu3tH1MOWhMMqot/hcc88GIBiFFjlaJOpYv2pZFV7Fat6wWDatFzWpZYWXCZu1YxOCjZT8MbLd7brYHtruBfvDa6z5lwfJcAdBn18z3ZE7TT0CBOF/f0ZhSmQN1ZamrmrqusNayG0c2uy373ZZpUDPLyjnt/+xqjJkYhomUPEJFIbIpgvxpmvlMWIRS0RQhnuw9ZT8q3zM5CPFJ2KfEbozs9gOHfc9hc2A6DLiLikXX4VNgcb5iuV4xDm/+he/XZzFc0/Dog/dxbcvV+SV2Srz66Cn+ZssZ2vYsxUl9KDKIq2yBrGWvHe3FOd3VOamrSU6R/JRPBckHtSm/bRzWGUwISC3U6xX1ZsfkExJ9zlfjXPGRlHBJ71w8jITbHpqG1lR8/t5j/uDl9/B+UlnBO7YPSAQzaeI9DZCmxHiIjIceP06M48TkPWOMDClySJ4xBaYQ8VYBuAJQafCdz8RCqxVt9YdI7uKTjuB3QqPzKUeExmHIfbhTdkh0WS6SAtpbMcIE6eA5DHccKotpa7arFXE/0GGI+57pboPst4ybDekw0Bin4E3U/tdHvXlWCWA0Tiztu3JWIFH3hrp2LJYd6/WCbrHAupq2bmiqmgromwXDZo+LA1UYGLYOP2pr074XBpkgqHmhweQAUHCoaeqx9JpyfJllDfgMDiSl71qB7R42t0yLhrvFklebNcvasHTCKiOrCUN970sY95tE/9m31tVYqgAvkIjYXKbtrOH+oiUy4fzEQrTDVBCv7DFRQM4aq63GZhlYwtZCtTDUK6FagKkhmLx/So73Yqb0imDFYq2laYVu4Zj2htFHUsjV5cxUkaSssspAnAb2L56zf/GCq698jS88+YCXz54xbbcslku24zQDke/C0JjTZkmGP8IxUkTjGbxDso4918PT95/fCbTdYVT9djL6v7qKya+cZmZtaWN4zC8VaLdGqJuKxWLBctEzTZE0BHxONkVQv/p07KKTyocpBYf0NsikLUiPe8lc1U/zb5MvMb9O8SnSpCyGQDQug3AcWxeXXBfJYUNJHE8z+2MpQQqwPz+zee2VCnvuVCAmg9HkhFbI8gozd8NJwOQjh9Erw6Eu+cA8ocxRyunnFNRETxITkWgNpqrw7Bj8SB+EURIBN8ttVIaXAYHioZOJWsT49j59+mFlvqD8bz05rUXbz+a5U2aFR7Balc/+KqDtYwvLj1ywUxCh/AGbLA6nUlLJBn8pEowAldJ4yxTkBMu4DNuHSUHYMdLvRvV9MFDnNqm16B4ZUXZK1lPoOZZsvhMRidp1ziLKTvGJMEb85OknzzgFxsnjgzphieT2t0bxiySZCScRY8rzlkgE7cZQ5jhSApHjGg8KmllrwdrsRfHjHT9z4EBK6S1zDmOEy/Mzfu4rX8KGRJxUAzLs7kjToPQSUw5h8qFBpiLpg22blma1olotEVtpn0woEB8FWzLZ9EpyghSTdiGq2pbFxTnjONB7jx/8jByVHqIFWUreM+z29Pst7dkZy/MlVe3ekhDE3GP2T/qIwPbQM3rPGD1DjDTWqsEYbx91CZhQpXc0Fa5tqZoW6opoIlHUAMoClHYkeX+bxDJVC5qHj3n0y0pX/70Uef3tbyNhnCsX5Y5kjI81AaYD229/k4///m9w+eQBH/yZr/Frf/4v8PTj7/Ltf/CbhEP/KST23R91VdM0LSmArWpIMrcMGqNqjGOm5unc/9HZLmVO4/xv/T8rFmcsVVXR1Q2LpqHWaI0kGvhEIgFhGOB2s+f1zY7r7Z5+iExBiB4cqoMugUqpTp5WNY61rPJpCt2twAP6PStmrk1AIKTAMA34YUBCpHYCxuHaBlu1iLNsd+BLix2UjaQtE1OmIRaKYwEsQaGI4+QUWCPNf9OfkZzEKDktMiS4HjzuJuJMoq4srnJcmgfcW55hasfi/jl/+b/11/jN/8/f4ZPvfO+PdM9+UsM5x+e/8mW+9o1fpPceJzWH168ZX26oh0gTLY5sZGdULiJkg7ecvFarJYurC+yqI9aOZDKtkqTJlsnrwWczKDGYXKEMPmAWDfVqRew9ador0p8TvBLkkcj+k5F+t8MdamQttAN8+fGH/NZ3f58YfvytiP44w4jh3/wb/31+/gufhx2EQ8L3gXE/MO4Hhr7n0A8choHBTxp0ihoQ+hQISQMpH3OAaVMGZJLSUSEbQuq5ZkpwV9r2xaA80uL8bxtSCqrBN5oIi0RSnMAPOQg02YMgZlaWg9bhnNG2VzhiUiPS/nYD/Q4bIil57TqU2UTq1O5VMpX0ZQine5gGhikmghe8HxmHnkMGls4vrvK2EHHWcn5xhq9rGHe00TFZw9D37PuDrjQxKm2a0M8vhpTUVFSf6ZPksoimCygiUYMMn2AyMBxgt4f9jmm/p98PbLqGm1rd+uMIdtHw1/6H/3NefvO/4vrj3/+JrakfPN6OY1Tapa3B6spxv7Lc3F2zdiodc5IwIWCSR0TXgsGgbaFzEitq/OUaQ710uCXQRKJJOUhX3bCkUv3VAD2KR6xBGkPdCXVniGPEj/osmwI7ZKp67SomIsPujptPPubsyXs8urri3vkl29dvcE1kb+/wUd2p3hXGZ0nMU9aHGyOKP6UjbVkyXV0N0JT2fEw2czIcYfIT0zSRUnOSIOd5kgIPxDlXzO+se2ku5IoRqrpive6Y/BofIzEdCMOk4EIB6OU07k7zWV3AnrnlGzKTfE5HgQ5OP8dcyTUFL9akXecmAi4DCCXpl/l9CpvAzEm+nsIxJ5faLkM7oukJbrOXWQEqkkrRTGEMnkotNHEUiTP7oFzXOGq1uvUaB6hXy9ufdgZigf/23/ofkGrDfnNgM/aMIdDHyHbs2fuRKVk8ypjFWT33SmvZk3tK+ZgzxnIEH2YgAXQyC7gb09FpH7T4IS77WmRwNwNABi0ClfUZCziS5yqePHv6PKpcwyDZ90k932IAbwqYemSFEgs44OZlkEbhsB2JBCortM7RVJZJkvpIVfmG5RjK2oSUxD0vi5TXlYgCXc4JlTNYp/knkRlwVnNCAEdh1og58lOjtrHCiFH/kpgUWKHkfZqrFiZSMEIwZb3+eMfPFjgg6MZPRoONwRnLl7/wIY+vrli2FY0Tht0Ofzhgw4TLaGE0hUKSF3YUMAmxFtO2VKsltmlmIyBlB2SkJx1vlpyE8Cb7F4irWSxXTGc9027HMByQEDEE1a9hSAamySNRDYwOmzvOHzzg4YNHPHr0kN1uz267Yxwnjs7vR63Yn8RhDXRdTWUNTiwpBobDgeCPLuCnRoQeYcJRdUuWDx6yePAAs14Sa6ubXlB9ayJl09JIMmrO45NhsjXt2SXnn/8S916/4rA5MLz8hDoFim9rPk6o85+UPJvXL/nkn/xTLj54n4snT/jG17/Bm3/1mt3ra57vf5c0enWH/wHo/Ds5xFDXCgpEL9i6IhlL9AYfMuqZo4GZqvfHwrJk7pRTkHWSaNViDITJ4ydDHxKDTFgJVAaMsyQxHHrPfndgu8ma/6BJuk0mP0XFzyPlgzyj98ixZzORaLT6YXKUIgg2qTOBFagq0bOViMn9102KVEaI1mJdRdV2NMsFtm4Yo2eaAn3vVVoQUm79VAiU5dAoFW/mgDY//ZlGazIMol+NWaNXAiSHUiklBQYS+8mzOwzcbjbcvtmwuLemWSyorWPf73nw/mPqrv3j3LCfyLBVxeL8jMM40S6WpCGwfXGD2U00WGpJmKjofxLVR0Y0TggCpq5YXJzRXqxIbUWs1FDwWAWRGSye4kToJ7BCU9WIM/jGwrKhPl8R9yPjYVTKew6cT6tW5GrH1Pfst1tk6Vgsl3ywfszvfPItDjHkgFN4JygEIlye36d2DVOA6RA53A7cvblmu7ljs9lxc3PL9WbHzWGna4pILzBYmIywS0abi5pSCstaUKvn4swWCEHvS9Be2xpUTpBOjFtDf0zMJEGyJGs1+EtBk2NnZuamnt+GpmlYLhesl2uqaBhiIjQN0tS0TnDJMA6jAg9i1IHbm2xUmFQzLlZjgRRV3560m0D0KlybhkSSkWHaYp1j9CN1rZKC83bFedshNmJrQ0tFlft/J+/xtTprRx/xyeMj+GgJ+ZlVKnuOSUw6rs2QGU/la7PeN8I0wRjx48gwjfQ+sJscbQNLC6sIi/UFxv34Ha7/WCOBCivU+fth13HVVcQw0YjQCMg0EbzPBoSSb42evJqABIwFW2mHgmahiX50EKREA5m6rKWfo5eNUbqzWIdphbpzxD6RDpE0aVcb9c7Ra5UQSEwk37N5/gnb50+5+PKXefLwIU8/+ohXr14TYjzSsd+BcdzWCsguR4+GdJSi6f+U80fmpKQAA8VbIISAn0Iuyrls4BePAAHlJNP/vp1op1xZBucsTVtzdrZk8hEfNBnrBz8D4SKCTYXnm09FKSn7McTQR8RkMCfN93pO5AroL6jOO7+acypVtGIpRWuT6Yo+z4sWgUrsHed8g/KJSi4tJVqROZHUc8jMwECa4XxOgKMTbwoMUqRNJqHshlwYwCDGqreCHOfntONSGdX6nJeHO65fPOPl7Q1v9lte9wOv+pHeOEZn8HKyl8yfJt+ngLLhgu7jsXQlSCnr+83J5JfzK+9HIc4dw5g/N7Nhp/L5ApKLGZL3NCkyhtKhIQMjMSprTAiIeCQ59fnJBDOiYJMBF/HFGTii4C6500A0WCqiDwoo4hkrGCYtoHjRP8mAsU4BBckgtYsnQEwGPCQDaiZhXaKuoKkMjRMqkxjRCC0W1hIKZFqTwbdwNCRUloW2RSyF4BCCFryFGaTTGFXU98Ma6Jrvu+9/3PGzBQ4knfaC7qXsRNq1LctVS2Uskjz77S3jYYcjYqww5Up8MsctRikwFlM1NIsl3XKFqyqGcNT5vtU2JSM7Bn1YUgJrTTbaiJimYbFes7/bcNjd4f1AJfnBM7pAW2cJwTB4z+72ltevXmKXK/6Vv/rr/Oqv/gr/wb///+Tp0xcFejzS8f6EjotVw9mi0jZRIgz7nun6ln4Y5npuqehLTpOsaVmcX7J88hB7b8VocxIWtetBsqlsiWpalCuHnsSBhFSW9t4VT77yVfzNlhfDnv3t65lenlBQoLz3golIoP/kYz7+jX/AvQ8/5It/+S/yS3/2z/Gt73zC9e3A8OYaDhs47Plp6D+tgLLBupoklpCEEIUpJWIqBl4KnhUH6T/OKn0LV8iodUyRcfJYB3YP3o+QPCEcqGyirR1dt8BWNd6rqVIKaTZKMlE3aiOSt+qc7Of4BWuoJB8KAGjbGWcti7rSgxqyu7H26F2va5W51E7dmq3lcrXE2cDtmx3jMFFbw7JuqLuWSZQGq9Qz1RHObsQlsBA5rsfS3ijlKpYwG3cpqBGIGbAsHYMtejhrT15LIhJIjDFyGEe2e+17XE81IomHjx9xOIzfV4l4l4agnSguHz3gdrej6XvOzu+x/fgThtcbqglqDOo2n7RjAOQDVvAC0UKzXLA4P8MsGmJl548sRu97yO+WJDKGwGE44KzDVRXGqneJW4A7j5jDRNjuiKPPPaxL5ecYTpoEfgz47cB0FWDhcKnm4gsP6L/1FDsq2PuuQIQxqhGy+EQcIrGfiD7gfcB7zxQ8k1cfj70PHKJnkMRk1Pj1EA2ToIBhKjTVpIyAvEZTdpwnM+ekchgqkglY02Gdw1nLtD9QZ7BvYmIYJ97Sw4LOuSIsYC3VYsHF+oLL9TkX5xd0toKLMw7tkn65pE0jNgTush/IFCNDyDphpUEQw0RkypUqobKCz0ZUpYIV48Q0GUavu1w/7aiqmq7t8Otz7NkFC6su3c6AZBDRmJhja4PRyBZjEpakOmCj3V4k5QQgB+9iRHtkk1vvhQRDBDNBP+buBQOpP9Dv9gwXHX1alVgdbwK/+X/7v3Dz0Td/8ovq+0YOdGcqshZV3r+64HFV01hwVDQpImFUwD5GphiwqexoWrEVo/fftFCtDNVZRbVw2BqSI8d3R2BVs5Q0l3NUa58rm7XFLSvkEEiNIXgNyi1aiMCoqZibAsFNDNdvuP7ouywfPuDRxTldXRNCwjYLQpxI/YCcFJM+s1FYckmJ07k0dazKU3YrjtVRSneOk4SRBFj8FJkmrz4G0WIRTVhjOOm+EWd8RJBZmq7f1PTQIURnaDNAEBGss9jtjl0/EJM56rSNFgZKUGERUgpzEinlecr5ZcpIeSrnZzZcNMlATgDFGNra0FTqWG8yaBHTcX0eT8R08j/6qd4q3KYjuAJH3k8qk/wDbv9RKqjgp25rGVg4yUsyLRnnaqqmwVaOou9PKZ2YKh8v6Hq34ZPNaw7Tnj2JqXakyuHqRgldcxvecnsL0FhQh+O9iggSDMlk6VxO8t8ya5Ry/kVohPqsYXW2ZNk1LJsKh0qyLKg0K52WVLP8rCTSJb8PWrF3SXAZ0rMYbBRi9iSIRu9Figabmb+lS5aIQbLUwOAwSllhJPvZREvKsWsUbWUfrZCMxSQ9t1KIOV8rfgE6T1HUU0eyTE69ahNOoJKEs4ophBRJOIqxYExpbm8b87TPLQ7zOnbOKUAQQ077VOZkTWa4ZcPvfxlV4p8tcABmwKs4+1+enVNZp/0um4p+c8e425OCz8E3s3ukzIimQ0xFMhWuWdCuzrF1h0+lvUd5UIFMaZOIUpKk6IdE3Urz82WcoU0rFhdnHLY3+O2odJKsZykPtTFJ9dvTwO72hml/4Or+Y7pmyohovtbPYm7foeFEeHSx5OHZiqt2RROEw+2O4XZD8IEOTdKPGjUhYEl1S3P/PovHD7DrFcEYpeugKKURSNYeNXMpF45EA6tRhKZbcPb+B9x7c8Pm5g03+x391LPI71lAAoP6EBgi0+GGN7/32/z+332fs/c/4P6XPuQbf/6v8Mknr/nu7/wz/PMBxl7Npt7xURJXk3vjJnEgDu8TIevGyMgmGS3/46U8pwwZfQZLwhGTZ5h6GutQ5sVEbQNDU+O9ZbGwGAyNq+m6lilo6x4fBWcdy6YmRnXynysOKVE7R9fUx0qAvjWVq1guGooAT7WHqhOrW8EYpTFbqzaYzkAbO6ZFQtIBZ/TwcNblan/5fJk+WA7E8mkTuqfk3r8p6yOLz4+S7Y5o9mmFRkAPr6Rt5QQhJAVDD1Ng30/0/cjY98RpiWmExaIjYbEnbXbetZFIVF3HvSdPqNcrri7vwejZP32DuR2pJnAxZWOoEudokh+NIwpQOarVkuZ8jWlrsA6bK0zBBw79jr0fwRnqtgUr2K5R8NdYDU9EMBZMJ9iLyHC9ZdiOc8shU4Ab0Ca3SfeauJ0YNz1Tt2LRLfni1QfcfPcVPcMM/H7Wo2sWgBKa4gB+jITDxNSPTINnGiI+CAcSB0n0fmII6jnggTEoJKgaVo7AAAlSyCyBSYN55xAj1E1Du1iyaFqCnzhfLVksFgxDTzgMNE2NaS278cCLVy8Zw8ToB+KYlJ7qtOIntaVeLHjw8DGP33vM+eqcy4s1y6rGhMDOdsTLSyo/IP5Au2jZbnbsBs9+jEx3vbL2o4KJ+HAEJWNm9qdM6/daPdM4Wm+c302EpsbahPcVpAXLtuPeokYOO7b7A3E6EP1A8KP6NvhJ10auUgZBJRSRzB4o+6pKJGbKrxgFByTAEGA3QneA3Q72d4z7O/aHju3QMXSWqYI3VjDvf51qeUHYvPgJr6wfMArgkRP1dd3wfrdgQVDKORE7BSTk1rAhYkt1OpF3vIiVhHHgaqhWgluBtAoMSJZ5pJzISGGN5QRIK8xBK8kmYBtDtTBUC0e/9WownX3WSEkTBoFKNPkN08Dh2VP2L59zde8xV1cPuXmzZz/tGKcd46ju7HL6oT+LB100ETNGfXtMOXsoRpiFZ5klrPn7sSQ/uQsAqN/ANI30Q8/QN5mWXc06dT2qspZ/zjx1tkFj9EBJiRVAaOoKObO4qqKpK5xzyGZLP0yZVafnrTEnBbIUQIK+ruQ4HOYYhfKuc+iuQLCxBmOF1WqFMUJdW1arlqpyen4XerwwJ6+6ZgrLWCi9D0ze52btdwYTimzqCAqdroB8Ts8/k8f8c3l9F8ZGfu+EIaTjTIYYOb+44Ox8zd3N5gh85bEZ9rza3DL1e8YQ8MmSjMNUNcYHbeRYOlRkqUO+eVrkKeBdZsTNL57zLGIBjuYPNs+btrnWz1Zk18FPZFwGCRFE20eSk3sKO8dk0DgJyaPnzn4gDIE0ReKYiF5loUkSDkMQQxBl+qZwlCWYAnjk6xNQs2wTmYyALV21lAmA03axIakizhkLUYs1saxlyc9GVDmEFZURWEE9JmIGf0Xy/nNk3JBZAVGOMpWyfkII8zNmnbJx4hgz9m31vuT4ujKGWObrxzx+9sCBPIwYHty/z9e/+EVWXUsKgamPHG43+H6YzSRCzK6rpNwqMlNQjYWqoV6uadZrqJzip+YUQUTvEUqfNrl9SSoJkThAF4AXQ6ormrM13dk5/dRnJBxFT4srbPBYoBZD3O043N5ytjzn2fee4odhNs956wLehWjyJzycQCeWddNxuTzDbJU2HoceRzGJ09nRrdyCdNTn9+jee4y7f5+paYjWab/QDP3qfpYous+YNcTiBJkMMQqTWLr1OVdf+DL93Zbp9hb/7LuMWV5QjteyP1ZAjae/ecOzf/hP+OjzX+arl/f4hS99jVd/4dchej4aNkxhhO32Jz2V/0JDxHC2OsOgiY5pGpJUjFPCJ5eNYUCBlUhKxxYrfxRAKx+RJ7+fq6u5UtBHcF44iFL5nUS81WAteDAxsehazlpHU59zturoB8/oE0Yc6+VCXa7LQR8Vpa6coWucbtj53VMGAtWnKd9hAYgkAoM/YJOhjxGPOgO4ZDDJUtV1BjTILs+J6APj6PEhzXRFgyHIUaOnRoMyo/jF7+CUtPnD5y47MOefCkk14WOK9D5x8IHd4cBht+dsOsMtGpq6yQDHu3M0GGNmTV0CjHM8fP8Jpq45v7jkrOm4/oNP8K/uaIZAGyNVylRWkw2EklLSo9GvNcsl7cUZsqpJjbJCjAc/eu7ubvjkxVOud3cEA6vLc64ePODs/IKKrJX02ZAuCmIrqm5Jtz4n3hzAR5zoPhLlWLGSEnSliL89MJyNtE3Lyi9oUsNBBvQ0+ex39G/83F/il3/uV5h24O8S43Ziu9lx6Hv6fmDf9wzTxDB5xuA5BK+Bp0SmZAmUZyplJnf+VJKyniBAUGBgsVrRVDXn5+dcXlxydn4GKXJ5vqbrWobhACHRNBWmMWwPOz5+9pS73ZZ9f+D29gbvR8Ra7V7SVDx48JAPP/yAq8tL6rph2dbUJNLoaS8hjSNVCjR4Fl3N3d2e/eDZ9pHkrtmPnjhF0k5yVw/dCaZQAL1cTY25mlQ5DSitQzBUbUO3aGjbhrqyrM9arhYN0STioWcwMKSAyfKJGDwxwZScMopK3+ro8x5jyb3W9EEuRoUFTAz5+0OAfa+tJfoDvt9wN65Y+kt23rBHcNHw63/rb/L7//7/nu/8488OHCgJkbVZOx0Txgr/+p/5RZ40lt998VRjIz8h0wjeq9dD8vMyKqeDzW0ObQvNmaG7MNQrkCYRjFLUdS88esUUnXcUkwP97IFhI0jEtVAvLPXCZnCseEPpmwsJmwSTAnXyjLfXbD/6mMv3PsfnvvhFvvfsNZvbAWcrRqAYzJpckPhMRtKE1TqHdRUWZeBEci4cS2HtJEElzcDAcQgheoYxst/t2XYVtbO4XFV12WAtRaPxFKUKr69bTLtJQd9dhNo4glGAvcqmnovFkvVmy3Z/oO8HpmliCjHTrSMxKKheesaLMTkh16s0xmSgW++tEYsYwRqt0Lqq4t69SzAJaxO1M9SVxdrsxZAr2G8ZvmUAV37ALj2b8+efE0SBBtUlzEDDDFLNs5nNNE/WhaSTyCcngKUsGHJb2BBVw/7w8UOuX7/h7vbuGHjmyxuS5zYMhDgRiIwRArl4ScCkhM2G0sTSqUKYW6d+CvA4XUtKd8yMrQIgnI78tZDvWcJCrrSHZHL3oNxJKFlEjMorjRosn6644CeGYWTyk7a7JeU1W9T7yvaLBZBOanR7CuwYyP4SIRvmRlIFbeeoa6uG0nWFdVq9Tz7m69AW5yGpFCmI5nxiPHEKxCAZ2xDEuCxJK8IRQzLmGK0VQMiUThYpAwzKilL/Ic1crK3m9suKb6hxLfn3DZlZFv8o0fWPHu9OBPjjGnkxGhHee/yIe1cXLCuhqyr221v2mw3BT+ognXfDmEBMaXhn5g3ctR3teolrG0JGl6MoklToNJSewvnGJaOJpcw9LMkJkj5s9WLB+vISv73F7zwWhzWKkCu1RJTqk2AYJva3t9x0r3jx/BMeP7rP8uyMj58+ZxzG+eN+liy1z2IYhCfrNVeLFRf1goWpGMdN7rUV3wIHQGM3T4VUS5ZXD1k/fkJ1ecngHFMyRDKVJxZETu+vHiR6iHnNrDDWcggRbwV774LV5z/k/MUnvLp7Tb+7Q4AFOV7jCBLURJow4p8+4+k/+MecP36P9//Sr/Gr3/glQurZbl/ycn9L2m0/+8zgRwwRYbFYYE05cA0BS/AmO7mi5o4xAj4HZOVOHFX0p7DNj4IN5uMxH3YhKbXTGDfrBVNK2QBNg46AtszxNjAOA23j6JqOrq1Zxk5dZD2AxVqHsyafbWbe1GMM+OiPh11SyGf0nn4c5muPksBEYgpsdj2VMeCESiwL17JoapyBuqqYgmd/OLAfDkxJmIKn7/vMGoCi1ZQc9B4rCEcKpUjMyHF8K7jIv/HDbprOZKYeehJTgjF4+qFnv9szDBMVHV3X4cbx2Ef5HRiplHzydDRdx/nlJe2ipa0rhus77j5+Rtr3uBixKSj4awByD2QiATUareqas/NLuvWK6JSOqJ1JhKEfePn0BS+fPmM37hlN4m57Rz8N2KrifHVOQlRLHGOWkmmQ2Z6fMd7s6IceMyVsUjNIvZ1KSxQiwUTSYWT/ZoepF5xdXPHVr/wc/+yb/4xtv303Hv8kfPH9rxAG8NvEuDkw9iPjpAHafui52e+46ffc9SP7EOglccAwJstE7udcAIHSdg8tsYipMG3Lsus4PztjtV7x8MEDrs4vOT8/p2osXduQkieEUSV6zhKJLP2axcWKm80du/2Om9trxnHMfe0dkcSDBw9YL1ZUCC1COkz0o8ePPbURLFA5S1sZrsx96sXIYYgsvBCqlu04cRYih8OB69c3pCng/cQ49gz7bT7jc7AeAiSLW6xouwVt17I6W3GxXnPZLLjqGrq2xgePiREJCRk9DBMmeCR4XApUIkcwkHKwlypgXhUJ3Yti5qdNpWSVYJH1v5VVsKK2SGUxUjHFwME4BoHKCNJZ1Th8hqPQoMUriIYYrhYdh7tbXnQOn0aWCMH77AcUdK8Myq48JXAaY6hqQ7uC7tLSnlloIdpShcvmbimR4gkwgHZ7SdlDKpKTkpwUijZhzwXMElua/H3DaGLWaxvEOqrFAl85DiEwmkRdVyTvjvEi6bMDBiDPgyBW2WF2PvvK5307nnzr7yc7U0m+YojsDwc2G0vX1grg5QqxyV4dpaBVYlw5reAaOwMWpTePsYKrKuqmYrlecnG5Zt8fOOwH+v7AlPegafSEEKmbmvV6pS9ZKrEZwFd2l83xXI7pcnzurMNYQ9vV2Tk+IsmTKwTKHMqAUjmJ9bLlhM3z9rB6EYQThoYCFjnxN3Z+nOX0euFYEDDKWJjth+YJJ7OZNN/w08QwJEzULknK6mCWI5Thw8SYJsQJkwT65GdzXpMSJkVsUp39PMzJ+6ayB50gDglmmcnpVJQ9Ps8DIjMtXqUnDnEyf5bys/nJIMVc+MmvG5PJSbeWT2KMeO/R7hkKCEiupCejtC4xghHHbGw7+zTl6DO3AyQE7VjlgFDhTMJmY8rZzzDHYAaLTzHPvb6vdZJjNYONYLMmsD8Exn5i9BGfKkZrmFJm0VlDkqTdVYxATHlewlvrN2VWVAhhRps0lo4qi8k+D7OR8b+EeO1nDxzIcoLKWlZdTVMJXV1hwsSwvSGMPTaqRj0lPRiMaMtCPfAdGIftlizOL2jOzqCqiWJUM5KOaJAUQbvVyp7S020OSlOmqOWDXFSXJFVDd3bBrlsw7XZKYxYUMcp1QUums6fAYbOhPTvnz/7KL/Frv/4XeXm95d/9d/+vvBnG/Oy9Oy64P6lhRbjqFpzVDUtbI2Ng2O7xQ88R4jnZr7LlSdOtuXj4iPP7D7GLBR5hLA+32GO7Pcm602wGE2PExwBiqI1TN10jLJYVZ48/YPrKLf3L1+w++gN6r9eQt6YZRV5oTZhDv+H1P/v/8e17V9z/wnt84XPvE37lV3jx4iNuX37MsN/DOMHkeRdHjJH9fsvVxT3VZfmRVNVUrqIfUwZW0AS25LfF7DPJ3M6ooOhvnyyfGic/Kye/nyTllqEyHy0hpdmsKBbDsCkRvG6yxllq5zJFMihgFBP7cU/0IVc3zByYjz7Qj9kQbX681HBxPx7KBSrFUD1KmYag9agUqa1laj1p2bLoGlztqJwG9If9nn0/Mk6ew2Egjkezn5QmBMGZo4HOkS2g8yoZHNArOJoVlkstlZ5E6UNd5jeQ0M++i4mbw8Tybsfq9Q3d0yX3moblsmVnE3/lX/tX+e3f/K3PNJAVSkVAA6YUIsY6Hn34AdEZusWS1lS8efoR082WLgRcStikSfiMtOdnXERNnNrVmu78nNS2hLyGSlvkaRzpd1tC32fKMIz9wO3NDRf37lgu1tSVw0SLWHWUFyNIU1Otob04cNjcaR/xeR9X4ElSwooW0ePoCfuBafBUbceTRx8wRM9v/e4/IWjris9sLNoVHz76CiKCNaiXyKS90adpmhOdKQZCUsAcqztuCoaAwaPdYab5VCtloIh1FU3bcH5+zsOrK87WK87Pzjlbr2nqGucMdVNxGHo2m2vV5lcOHwORwOrsnHrRspBAqhK2McQQMKgBcSTSNi1hHNnsD/RGtfl+GAnTSFc5nB9pnOAXDcvFirarwUbEw3sfVgy5OjOMI29evcYPI4e+5/r1G3b7VrFCp/vBMA7YZcvFw3tcXF5weXXBermiEagROmPw08Td3RvYDuze3LF5c8vhbqeJZfCYoLGDZHBQGc05GI/F/JhM4S2nWzomDxitTo4eeq+9J3Pr5NEP4HLUkqARaMsh+RkNgVnSbFMiGniwWPH1956wtYnN3a2COtGT/ITEgISo7BuTT4RiJmcE6wyuSTQLaFrBucRUnOeTmoUdK3eFCyYZgzGz0WDKVpCkhK0sVWup2oCpPNEn0qT6ZZONqUEdymMKTNPI9YvnrHZ3PHlwn0cP7/Ps6YQzQr+9ZerfjTO9FL+MtYixus5S7ghgjp2HTjehBG/ZIQla6ZQA4zCx3R5YdDvquma1aHBGk6Ak2W/AHM8lNfTMLv0ZM4lpVofrf7Nkz1jUFLzq6BYNYeqIIWbfEzWUq5yjbdt8XfMF5rMrv0c+S4zJpnRIbrmscfzMDijS4RMA42ggWL40p5lvzQ+c/FqOzY9sCw2MjoxA5nM5ZSbhp42bBZSS/ymwJoaEnwLDAIuFxXZOQf9pmt+vnNsXD5/w3le+jsRAGAaSD5l1Sf6s5Z1KUnry7qfJf1KmXLneY2RbPuynF0qcE9YY4tyxIFszzjOoAExeUSllXb7Od0hZtCEmrxWTQXafgUItlggpmz3mav5M3c9ASziZ83kSk+7h6NkWxgnjG2wE8RFxWjCUqMXjSMosCVGmS56/+YXNEZCSeUoyu0hypymT14Q4VBrrCcGT4hHA0uuTPC9qnBqzCaGxOq2UgqWD1FjiqqXpzvlxN6X9mQIHSqK8WrT83Je+yHsP73G5bGlIvHr2EYebN1TRzwlkEu1tH1OprFm8sbTrMy4evs/ywX1oFwSx+LI5FFOU/PBDpr06jfqSSYSsszqlvsW8OVhXY5sGqRoQmzcJNPAxKm2wOaC3GPzokcnnyonh1cvnHA79ySZzRJp+dofeH4M+G06gtdAkSx2Eab9nvNsi07GtYIT5YYkIybZ0Dx6y/PAJnC85iDBhNe7KG4lqghMYQ8IS0bZcYgVbVUi0iI/4KRBSJIpjdXWfh1/+Kofnzxnvbti/eckhTThUTlCkDbZsFGnk9atnfPIbv8F3v/ghv3x5wVceP+HP//pf5HvPvst3DgPx7g5u7uZN7V0axgjr1VqrADFhjSOZmnEyjPHIMnvbzCYjBvMaVQS0BCRvIc2Uwzh/SVM3CtSeSLPZ8Sm5vpxllqIfzQdABnpA8DHgJ89h6LnbD4wTHHrPNHkK9VyyC3AIMIVcoc8qM0T1fWNGa0vipxct2YYga91tpEoDgxWaxtHYmtY09GPPMO7p+5Eh6ITV1tFYR4ow+oAxUNcNk/dMXg+bmJPcYpMHekhLmQ+OCaiQIPk8l0VjKwiWKAkvUaUFAbb9xN1mz+3thsXukrpdYpLhvc99cAIqfDajhGNpplsm6rpmfXnJ8uycRbegv9myffYa2Q7USbBlVRS2RNQ1aIwFm7BNw+Ligub8jLGpSVajU7EqFUhJnclNpm1XCCEm8FG1zlaoqiprGENOOlTDaZeG+mJNdb0kHPrMFMi02rxojeRqgw+EoWc8HHBdS9PULNtOmTif8WP/4fuf43/2t/8XdK7F73XuwzThwzBrrsnyoZgDI3IFMka1OQsxEkwOqgzMB2ICWzlW6xWPHjzgyYOHLBYtVV2RUuRuc0u/3xIl8vLNS17evqI2FmMEHyaME558+Dmss0rxdImmqaml0VZWxhB8Ik6e7c0tw77HWYMTUTPFw8AmRZgOOAmslh2XV/eZgjJMfLKsLs9prENcBSKcn50xDgOH/sByvWB/2CswIjClwDBNUDkW5wvO7p3x4MED2qpi2m1JuwPXmy1me0u62SB9ZH+9ob/dMYxeDXEzpd3nuY0FGCj26qduX0m0w5HJi6Rsfgk1KvBJAYLDBIOCBOOwYzfs6X1mQKbcHOczXGflrWNS3XlrhAsrtOOId4lVVVP1I6G4k/uopj+Z8l4Sy4J4SBVxreA6wdaCuAIFyCwnANH1GlNmYAlYh5GakOUKIBlcnhSEbgxVl6iWWoSUZDKIkCDEnLxEsBEnkcPNNftXL7n/+a/yuSdPuL27I1mDbTr8OGpF+q0Z+MkPETXLtk7lY1Ic9EtCBSf6/PI7Otml97rmhxZjNFHd7/bcOEvltHtUXbdaGSVx7NaQ74IxuRNAdls/ScSNKfD2SAjaKlQLaAaxVkGHRDYkTDOzc5bYzQlWymyQY5ye3qLapazKiZByu9tUqrcmy0ag0PMS6a1cWS/39Lks8Un2r0KZCtba+d/FwmC+CXkui/5cH3U5SV5LbCQUE3QSsxeKVpbVENLlxLOAAiUnqBdLmotz7eqUAlM/cTiMbMcDOz9yiJHRqJSpmCHPeX9ZCGU+4/E+Hf+IJqufZjnNYd1xjiR/thhDlvlodBxCzO001RdIz9RE6RxXchw5MQJMBb8RZgPJwjxJeS5L+Gkz6zCVtomACQq8OGOI0YMPmAA1di7OWmMQq5tlSjE/EwaHzdN08nkzY6H4Uehx51X2YsucOEQSUSI+BELU1y0yTlPuXxSwQpSgEgIyoCVCTCOkpIC9sRoauwTVjx/p/ZkCB1JKrFZLfuHrX+P9h/dorGBTYNjdMe42VMlj50adkvsal0c84UWQqqJarajPV0jTEsRmPZaou2nMKzJXnETyYZEfklQ2waiUlpjRw+JUqxuPxVU1VV3DVBL94pReKFiZWhQnpqknpoATCMHTtjWHwwE9yN59A7s//tCHPqKGf/ebmvNFx0Iq5OAZbzb47RaTJQVlUavZDUwItlmyfP8J6/eeYFZLJixi1VU+ZAOx4gYffCBmFkFyWokefcRl/ZprW1yoiDHhLdSX97n3xa9weP2GaUocNi+pksehm1OVP0ONUAND7Nk+/4Sn/9Xf49HDhzz41V/k57/0Nb7z53+d61evuPm93zv2mn3HhjGGdtHRjwO2XRGlxofs3RFM7lEM5Rkpiq+SyMIx6TsOmf9b9tojei9HN11yNi7lYC567nIAFQq3aMImFmMqxFbag917Jj8xjKPqpg+B3cEzBT34NB+0iFgiBp/pY2TX+/I2MWYgYb4crUsYmD0nTPm8mU5ojaWtW4yziLXI5oDzAWdq1VjWLSkZZagYoW4q+n6kHybGYWSaPOM4MnpFzK1kVKtIl/IM6J5U5iYdaxxzzKRXqhIpwUcYpsDQjxz6gTTWjNOIH47tQN+JkRJ11/C1X/g6VdOwXqxYUfPq6VPS6wPdoHRpbX2kNNUS2Ig4rRLUlur8gubeFawW2MoSrQaRIgZrhbpusa4ieogSsWKpDTSuoqsbKpcpwlk/nKwD0bZ6KVns2YLm4oz93Ra/H7CiAMFp8FQlTWKnYWK6vSN2rWpdxbKsGm78+FnmDvw7f/t/xZcev894A9NtYPPqlsPhmmGcCH1gGiZCHAlEfAqMEvGiyW1MkmU9UTWsuXpLjDmQsbm94Iqz1Rld02DFMI0D/aHn9s01h37Pzd0bnr96zuGw1ecoRlKcwAk3dzc0Zw2L9ZJ79+6zXi9YN0sqU0P0bG92bG7v2FzfMfYDTVVTG8GERBwH+vFAnAaSH7h9nXj96oYhCFMUVmeX7KcJmgaceoV0TU3VOpJdcilCtd/Qe+VEBInq5WFQV/w00R+2+IMQ9j1s9/TXN9TTjnOrQWXTtDRrw3Z/YJz2WGOpraPGsuvjMQhXGlReNxqAmmxslQrn2EhxwtI/We7CNCl7YJqIQ8/UH+j9OYdoGJwC5591x0xJGud4idy3FWsjjLsNZ12L1FYFniFo4pRbfaWowbbkRDDZhKkFu0jUS6FeCqaOuctMNtzL8qIoWQZW9kIymE0CnDKQsxhQREEb4xKuE5qFJQyBMMEUAkR1TS9O40agkkiaDuxfPOPeh5/j8+8/4fnNG54++4TlvXskHxh2Gz7rfiTF90bI8llrER+0qpkkGxOmORmSXNOfc+u8tRqj53uKkXEIbLZ76rqmcmrKK22VwfqSsx+rwzbLbo21xBBIouw/yXHY0QTRzAn06VlfpAmSSqcF9ZQoI31KsJ7SzEmYE91kSlKqqWjMn01DF3uCI+T3hxP84Zj06m+WzP8kGc7MhBIKmZmdUoCr4xA0hyiV/7eA8Rl40B+MifxM2BNw8Ac/zDFFBr/PPteeWEF0yh8MKaqvamEQlJ6Wp0nviUHlfM2zRIbjv09/HKN7vZmQdUO3XtMtWxato7HKoG2MxQXUmDZpESfk+yanpl3kwkhQo+CY28gba7J5t+RqvCGilfYQfT7Ti4xAY7YUlLmHzUBCYWqkhAlk42DB5fM6JfUbyA1Lle+Q918NLxSwlPyRRUrcGnPrbcmAeTEiDYQEPksj1A+jmhkRYrIUvdx3yM+IIUV9ncJiDjFmQED3xWn68cdrP1PgAEDXdTx4eJ/KQreoIXgO2zuiH9SPNcWMRilqJflpS2KICFXX0p2f0yyXpLoiRpnzAqWlZlJMeUCk4AUyI2MpRg77PeM40TQ1i0WHyUZWgYSratqzC4bNHePdkKnIakaG1SMtJo9Ebb+xvb5me/2Gq7rlF3/h54gx8Z//f/8OL1+/mcGNn23mwHG0xvDe+SUX7ZKlqQm7A/uba6Zh91a1vsyGKsgq2rN7dE8eYy4viE1LmhHdqI66kRmh9lHbvem3hWAMUwqEoMWL1kMVFTAKxmKalrP3P+DB7S3bYaD/zp5xf3vSjzezgUhUBNYIcdhx+zu/wx/cf8BQOx79+jf4lV/+Fb79nW/yj589Y9pswY+zUeK7M3Sbi2K0o4c4piT4WJLUk8OktA7ieOCoM3Ki9O+eTct423G1HObkqr3+dNbmJ1WQl4NROTaCFd38xRhsZXGNw9UVUlmGSZHzkLyiycZoiykU2Mj7/HyQS2YU6cFs8jXrvTAp+y3k3CcWQDB3MHDGqIu91b7Jy7ahc2pmGI1hUTfEhercu3aBEYdzNVHINGyVRbR1Nbc67A8jd5stst+rPi0DJwW+IM9REsn+vMevzS0QJRWCg4IfITJk+cS+79lud/ha6P2B2ze3PzTg+EmOU2nB5aN7/Opf/HO8vrmjSY70Zsf07JaujyyTwXhPJGDEZkpeXj1iiEawixXLB/dwl2ekriZlw6koShfECs1ywcX9+9zd3rC5u4PR01Qt98+uuDq/oq5qDSzzNdm6whg1DTIpYVYL1g/uMb2+JRzGDORESk9ugyibIT8Hsu8J2z226/jw/mP6L36Vv//b/xgfPjsK8sMHTzBJSFNk7Cd81D+Th8NhYtsfuDv0bMaRnffsfeIQIrcTbCZhwmi7SI2MgKgJbOVwXcVitWa1XOm5aC1+8txt7ri7ueX6zWv64cBme8dusyEN+6zpjyAq7XoVPsZdLjh/co/1+TnWWpbtUn099gP7tCeMI+P+wGG/J9WNgvHOUVcVadwTYqDvVSrw7NUdg1dD1fXFgfb2DqkqknMs1wsury5wzjIliNFjnaOrHbZyTMljaoM0lrqqGQ8HJt/jI1RRK8sXZ0vWbsmVaZg2PWHtiduem80Gf5PwCZxUBBEOwePHpB43MWc3pYJXdMtFNDfHINlrwEQtiRmngaO1YNSRvRFDK4ITIMA2fMbggEhup5cIklg4y4JElICxiSrGDPRlX4/cGq0kmqX1tHHgGqFaQL00uEbA6F4uNjOIkoICUVQGhFHwOKYaj2UcI0RDZZ3iwALOiMoMTcQ1Qr10jPvItFMjXCdqZDyLvmLABI+ZDvQvn3N484aL+0+4urzi2asXSOVwXcNw2J5IQT6reWcGW0Ar6NYaTr40J8CFaj4D+ifA/DySVl8P+4E7t6NyjsoJJi1p6xrrJOevmVqeIoUqroG1mmkKJRHWhF1bFxazttMOXXKsqpefLVGGlEKPno+qP8+Sp1JkKhY+ouvPSgENMjNC0hwLKuXfz+nxp9TrP2iC55kpSWsxkwOdRwU7OM6hIgfKRiOvWZeLKuH4O5roanV5IjEFwzB42sZSVYZ79x/wycdP6fv+eGtSZPQjLhjlwubuAT7lFrPBE8WRguh9KObcEo84hxSWzo9gKM/tFjU51oPPgLMYq94WxoJpDGYK2mIZECek4CnNpCnzlYuxNgomGMIQGHcD42HEh5iN5A0xF3Ii+RlHZW6JeOLdZJTVWe5cUjalnuNxPpfndR0TySt4FHzIAJQcgY9UWCTK7oheC7qnviTkloSS49TCvCn3pABjztrcpUaBUCADAQmMSixKh7rSxSDFHKzGbNAKuTPDj3f81IED30ehf6tCpB471hrqVqkaY7+lHw6QfEYWczubElZHoweQGHWxXixo1ytomiNyI4YYAwkNJg0yI3kpMksGIJFCZLfd8uzZM+7u7ri6vODJ48csl0tsXWXNnKNbn3FYrRj3W5IPaoomeYsTIXhdGA7w/Z7XL5/TLpfce/Qev/arv8y3v/1dXrx6kzfdzz6I/0kMJ/C199/jvcWKs6ZjKRW3+9cM2zskxbc6FJD/7rHglrT3HtDeu6dJgdMqS/SqEzRWdUBWdJOxYrTtGdppAiNqhjVOvLq5Zvfxc5Zj4sHDR5xfrOicoX1wwfILH3B2uGO/u+bwvQPEaT60itzBEmmJTIy8ef2M7/zjf4hvHetH53zhq1/gL/zaX+bVtz7he9uJOL4inWz078oQYzGuVgNetPXWlOmhJ5EFpQ2OboZHEUAq7B1yNl5GprSlpP4BVtANuFRzAFOCiPxaBoORQuXjGISIQSpLEBjGSJLE5EcSHmMt69WCJBXpbsAHpa9K0lZixmpv2yT677lkEo3SURM5sIUiRbCiWvdKhK6pWbSO5aphvWqpnTAOe620GMOiralz4h+TIfjA4AeVqqAgVd/3VFVFXVW0dceqa2kqy76rCH5it+/pB5+paQLiZmeC01mVUlnI1HY14VJamjfC5D39OHI49NrvPQ0M/sCbF599i7PTAKxpW9yi4be/+Ttcnt1nbRxvPn5BuL6j8ZFqhpjKQZzBHGMz9d2xPL9kfe8+LDp8lcMTk9dQNiBrlgsePnlMGEdevniODxPrywuePH6Pe+dXmKZWuceokgKl56phQXIJ01Q0VyuWV+dsNjviMGUWSTEv0uoERCQE/HaPX+yI6xWVabhoVqybJdf725/8hOchTo/UaUj4PuEZmGLIlQulEU+Jkz7SgTFEBm8YQyQaZbjPe4Fx0FiadceDe1dcrtdcrc6wYtjd3rHb7Xj96jV3t7fsDltC8Ix+VNfnukL1SgJYsEIKam5FlPwMxdnpWULuHR3B+EgcRryPcFZTVY7KBCTUjCkRA0wh4fst4xAZk2d8/Rru7ojGgKtZnK/Y9Xts5UhG6LqWrmtZrhY0bUUwiaZrqRc1KXg2d4YwjZiYWFaGru24t2g5t5ZmSvT1lqHpOaQNMSa248D+0DPFiEXoasMQklLbjVEuewGqKclb+beZq5rzduqj9pGcgrZg9AnxWuW1yVAnZd+tzTsQ/InWpC+7jmXTEEgsjaUKUNtE6CdM1isjCXHgcsJosiGXWKgboV0K1cIhdSI6cvKZsuGd7ooaz1kmEiEZfHR477jdefbbHY2xNLVwtqxwJpuZEXBNTbUwuFYoPmdH8DsH5d5DTNjo6V+94Obb3+G984c8OL+kqRve9C+RymHqivAZeg/MFO3yvzkWjiF+ioXHp/5+HCXenKWtogB9ionddkDYaIkgQDoTOmmPzHOOCVRMZEmDTqUPqnUxpAxyH5e6nTV8R7BC/3U8+zWJZta3A1pwy7KmwjZQDwRNB43JRyO6rih5uzn6Gv1wEO000jw9d9UXqO4M55cr7vZ7Bn+HHwqon40vYT4TCvQhEcQWKWTGTfLeqzoC/QAhwO7gqWvDMiRSbVitz6iq6i1wgJgwYwHKIVkh5rahMWmCTAiItblQk9uyHiEOclXnh00C8/6UZO4eAKnQnBTYsAZXVdqazxfDahQgSoYkviwukrFz1d8iONEYM2Xz69FHJg8hZU+mlLICS7KDfwbfU/YoSWQTa4s12kHOo6wKHwLNquLsbDF73uR+RNqNKGmLVE0dM2CYoYR8uVkFEomYIwhQ5BZSwDCHMQ5TcNykHTP0FqWZPaGvKfO8pcwYK38vTFVjjnpoMWpG+ePeVT7z8+GPOk4NRnT2IuvFgvcePQQCpmogRfb7HZMfsUk3e0EycpwXrYiiZdbQLFd0Z+fYRUcwRiuHorQSKZS9RHZJl2OSkBOSmBKHYceLly/45ONPuLu9Zb/ZUhlH815NUyngMAWv2tf1OcPdLXE7nGhV8k0vjJEQEAP72xv2mw3ri56I1erhjEb9yQAHDMK91Zrzqqara+gDw2GP9wMVuphL2inz71S03Tln9x+wOL8gWTu3f0mZiqaHj7bf8aSZGWKM1QpMrWaU/TTxyUcf8zv/5d8n3m744vsf8su/8g0efv4JQ+uQJw94IL+A9xPP+4Hh1XNcHLOsoNwpj5CoMNRhx+7pt3n2T2rOHz/kK8s1v/rFn2P7V/9V/t+7LS/Gg7a06kfSOyQxiPkwECO5VRvZzAcKI6cc3vonb2yzEVQZCeV2mAwk6HeNaF9aow+A+n0k1ZkqDRIF7FKGCHKMZoGmUsTdVjlps8r6GEbPMPRgIk3TUDUtdWNpWhhHz+B9vs54DCbjURdJDJkWeIzSE7pu9DBJVNaw6hqWi4bVqqHrGpyN7KcDEgJd29A0C6RyjD6w63v2/ZbdfjpqgEWpnt4HrHG0bUNbN9RVxXrV0bUVfppw1oHs2R/GObgC3qpqvz0Ky0DBVCP6d5+EyUf2+x65vSONjmHac3t9+5mCjgaZQVcjhosHFySB0Q8s2obDJ3dsn7+iGj1VCVJRN3KTm9EnDDEagjHY9Yru4RXu8oxQOzUxMyYfyCVQ04BmfXFO477Me08eE4hUbU2zWmQWx0QyBtNUud2wTrwRQ7KJVAtOltSPLjE3d0yveqpirJyDwkJ5dkkYQqTf7al2W6wxPOwu+PlHX+DvfPsfZ1qvBrWh9Hz+lz6E3/yn/4iff/zrylxLRyqlD4FpmhiniX6atMpqHMZqABPmdpscg8nsR2AXHevzM87WZ9RVhQ+Bze0dw35Hvz+wu9twuN0yTQPeKMtH2/tarYALivx3DaY2nN+/5NH9+1ytzqhw+KGHQ4/fToRhxMZEYwyj6LOp1VENokzVYHzSCpZtaGoIaQAfGX1g9JEgiWgGphTY9xvECsYZru7d4+LijJQmpslxdnVOZRUYHEPAWiF5oYqwdjUP1i0Xi5pmDMRpZEhCPKgZ6RhV69yHyGEKjEZygGkwSYN0tapIIEUCKfM+AaUFb2FVFJAgQR/gMMAwEXuVUXkfmUYLDdTyw1K/f1mrKv9Xyvmsxl6dq/igWdJYMJVhZSzLoAUcExM2FrDZqhY508gxSU0Ia0O3TDRLg2ks3nqVBNqc2KFdJUypWjuV/0xSMcSKTQ8vrgM3r3psiKyWjicPljy6MFROzxoRwTlL1TpcUyqLxVU9gilxhDqj+76nf/6ceHvLk4sLnjx4xN3NNQMJqSsYBt5y9/sJjpT3sKLzlpz4pRQpcrO3KOPk+hvkxDm99Voxs25NhjynKXB7u2PsBzZ3ey4uzrg4P6frWuraUVU2t4nTeFmTN5O9BxRADfn8P0oL1YsgQ77K4C3XBLO0IBanfJkvlkQG+EGlSbkyrZXenAdk8CkpMR3isdBhJaeKnyrCZZiCUwj7bWgld0fIXmHGZGbPTPPLso23UD/9vfK4l69o28PCPjgyKIr3g8ZAP/yBTsQshTz5DBnQQTwmqSeWT0F9GgpCIpDbrb0FvH9/VJDPpszWO81Hks9mhLF06chJcTEJFDDWZrAizp9VrO6BNimrxIiesSiWkf8E1PYWAlY7D6FxpiXq2ZWXg/oSWKyoYS3kmBXtmOIkd+1AsEaoRLAZqHKikoSUdSfOHZkU+iGVzSU+4Q+Bfj+wO4zsB93vR8AjCpgbfVLK2R7jSQeE7BshNvs7lEcxkWNfIaXcTlsSQVCphIGqdn8KDpRx3MSEFCPdouUrX/0SHzx5hHOGxlgO2zu2t7eYEBAMMY5YV2vAEjO9M7+GdQ3L9QXt8gxMTcTMSM4RuD9qWArdA5FszhYZh4Hr6xtePH/B6+s3DPs90UecrbDG8ugRLJZKIzY1NGdrus2abb9lGjzOiia4qRjuqIbGRCEME7evX7NcX7C8vM9Xv/YVPn76glev3mCMzeBCQXT1sn/WjArb2rG5vebJxRUW6Hdbhv2WSOkTr2Pe19CNszIN/3/2/mzLsuw608S+1ez2NNabu0cHBAJAgCDBTGayS1JSKauGpJuqZ6i30KPoBXSlMWoMlVQXutDQKFWqKlPJKoJMgugRQDQe3llvp9nN6nQx1z7HPAAyM4sRAYClHcPC3a05ts/aq5nzn///z9K2WF3QJ82Q9cTJGrAQpRkq5OQi5IRUaaGOTvDLrG05OjmlPTrkF5885eryGlNa/um8Zv7oiPrkiIPDA8rDA8qm4pP/4f/L7cWnqOSp8/2IJj1QEDhCwfaKzQ/+mh/c3rN5ecV3/ov/A//5f/q/Z/n4jP/m//Zf8fSv/5L44vLXLVPcXSkl+mHEJo1WJcoqrLFS6QkSze6RdkHJITsXM0kIPjsnM7UrIYZPKqKVWEIKc0d+QrSMirYpqUorVcOccEWfUDEyb2tS7pdd1yWmMLjg2Ww2jMNAURqstZRJUdqCpvYMvWYYFTFqFJaUWzLu7j7TxPYmoAmdnXS1UliVIAXasuD4cMFi1lK1FkWk6+4Zxo66sphCYysrPW+dw/uRYRhYr3uGMez3E7SYXynF0HuG2tHWNWVZ0hYl0RZS2fWB4CNDiFmvOR3eUk1RSe1GfG+stAcTpeqa6JxnvenFVHUwDEH6SZ8+OuPixa+HQRDz/qqUEt33fMbh6QknyyPCuuP+01ekdU+ZoEChsmQs74BInm9xSkFbMH90zOz0CDOrSVbnhNEQcnlKpYQKEjZoq1ksF5jlnKTgfn3Pi1cvuR0H6qMDjs/PqIoCFSIWi8KgosJaK7pwVVIfHtIc3zOs7vFdl82KkoTQuU+SBC4JXMRte0LZiot/O+eoWXDTr4VS/TAS/oIvheLHP3iK/3MIvWezWbNab+nHwDAMrIYNG+cZvbAHYpjc26Xt6xT0p6nspzVYqZjWdUNV1dTGkKKYmPXrDX3X0Xc93jncOBJMJBCkNZVCwAGjoK5oDxcUleXw4JB502KDhlFkN3Hj8IPDOYf2AaOVaKCNoamK3T1qEwlpZHCRbe/YDiNudDhpPSHAlNKAZ7i/YbjPsgYLw2bN3c2cshSw4M233qAoS4wxmFq6MOBD7r1dSHKZItF7onPEEPDDSHTiwF/YgqqODMnjCeiosFoM8qRrRa5HGiN70MNuBbvsYWIYZL50UuCiGBP6QHIe50ZcDPho8AEofikH/GLm0yS15LO5S6JAcVRXHBhNJFAaRW001kf6YQA3kqKH7ECugJ1RnEqYMlI2BfXcUNagCgha2iLurKXy2RJjFN+ZlPDJMGK57zUXNwPPLnrWNx41QnPnSWmgtDXFHOqSHJxrTGOwtXTBiT5KF0mUGJ7lwD4p0Qf3N7dcfvQxx9855J3Hb3Dx8gWfrldUdUvcdkJb/jUUdSKJj54+42tffYfHj86YNZamsvQu5DMl7pHmqQiWu2gknU/wBzHlru3alMXk9obCbOvp+oGuG5nPZyyWLbO2paymhH56rnkklFRade5ykHJcp/O5JrekmFoR7uZvyi73OaedqOkqu+XvzD0n/yNBgrNGPcccOSMXCUHKjOBIMhO7Qmfz/Ydlj+ksneb39PvYIf1TxwKt96DE9ONTUQogsI8vBN/bx/KJtDNhztg+amdjk+nwmZX42UX9zu/9npj/RU0YImE70G8GMcqDHWNOBldmyH6yJHaD+qAOOeGVD1CK/fdr9t80+Z/kbwwhEvwki8otRn+JZarwKIpc6Z/ACK00Rku74R0Ys2OAJ1AJ6WUjYI8mSzq0+GhopVEpQsjgoZbYLaQJIhJ5KREmr9fpYcSUJF9k8pFSu/mICdIDMoonRkhC/3fOi2ltfvWQkpirKpW9BaYhk7F6aG5PElPaPJnl80mhdUGIwnKMOvuqNBp70NBUho7P9/otBQcmQwjRXygFVWE5PT4kBUdbLlDBs765IQwDOsiCV7rI2hiT6SD5wNWGsp5Tzw+xzRx0yWtuJvIrdwvztU/r/cS/ubnh2afPuLi4wA0DKincOHJzfU1RGKwtsNZSlIaEpqoqlgdL/PqWrevzRBf0VqXcc3NCdYNne3fHzfUlxWzOt771LVCW//a//VdcX10zRQqT8eHu/v7RAATyANqDGSMjw7jN/imy+DxCl5zeaQQcsunWRUVZ1RRFwVZpgs6UTS1mOkorfJYPhJiEtmQAFVFDj0GLplAp3nzrTdQf/TOU8zz74EN6H4jaYJoG25S4YaQ6PefJN75N9+Ka623PuL6iEIHD7p1Ix4zEgoSOW7oXH/HRX/2PLJ6c8J3T/x2///7v8PN/+gfcPvuE+6tbaW/4G3JNfaM/A5Xn5OzBJ9Vn1IlZ1rM/V/NXMlVUqZhdCEQHWGiDLQ3aGrS11JWltPK5xXwGakL+k5B6fKApDRon3gJWXu32rmcce5wTmmhpC1IRMNZQFyXzWc0wRpwfs1lSruyqqb4llYmA0MxsNq9TCXRMaBOwRjGfNczmNWWpSdHRD1u6vsNYqKqKmBSbrkNpi08pO4drnAt0/bgL+sXnROiWfR/pBk8/jMyaCl9VWGMoi4LlfCZI+7anH/0DpPmBCVSKGSCYjkBNUpZEwAXoksaqQDV41LZHJ4tjIAZYHB586eDAa/tV/vP47BRTlZS2ojUV3fMbNq8uKPuBCitGrSmSkHZ2srlrlLZEqygPF7SPTrGHc2JhxIg2ZrAqo/JTVcQohQqelGDb91zdXPPps6c8v7pgmwKLs1MckcePn0iHiaQxOXCBqaplKOZLFmcnbK8uGcde+iCHfRAACUPCRoiDJ6wGxqKjKkvOj0/5+vYdvvvxjzKoJsFB5IvfxxMRHzswiD4VjR8Czom7dNLSuSf4hI8Qg8KNka0XFoRzDmdyAGw1lAWqKqkyuFUaI0GZD5IwB2kjFZzDe493U/ND0ZhLWUtBWVMvlxyeHdM0Bct5SxENoRvYDp40ONxmEKdpYyiMpWkaUkx47xldJNmIzftTSAkfPWMQUElrRaWVGOJjSUp8TZIXh3lSBA+9v6C/fSkO1Clw/+oFygrzcH58zJtvvsmsaSnqmpAiwzCCG9DbgbTuGQfHOA4MY08IAWMMVVlhnVRRFQoVIjoF0ZOmSH4Y+SOJZmOK3KYCR5L6GaWBwooGr2mgqVCzklnT0hqLnnTlXwIwMF2SCrDHMxKURvHmcs6jqhImWFIsSeg0Mo4Dynli9CQcSiJ5oo5ir2CgqKGeaeqlpporVBXxxuOV2Ok9cJSSiqaSzlRDgHVQ3PaaFxeel88Gbm4c4yZhg2bsA1ptqfE0TwqqpRKvG60pSktZR0LnCflzKiHPTZElDArlB9jcsn7+MbO33+RkecDp6Tm39/f0Cop5w3i/kmexG5fsBfCFr3FJcqa+85IhZv1z0HidkySmvG1S2RuIYce2fQ0kmCpmkJm8loQiRM9m2+N9ZLVas1rNWC7mtPOGsizkLLcTsCjsjJ08N4nuPWZg6WG4kSLCLtzp3DXKWJSKuV+8ykyCtKuu77stxN17msBx14/ChMoUcGMNhTaYXJwzRZm9A3Lskyapz8MsfT++kuhOWnPpUKOnjgsTCzIDB0rn1425nj3lyhNj5uFrqwd/KrXvaJrBEv0rwIHTr75LTB5DBS4Rh4Dbjmy3I50b8Vr8eMJkRrhzNw6TNizfELtx/ZUzdAdU5hiPAMlkrb8A8ShFyoWM+OD7d5KJqefl5P2UQf7JkHLXIjHLNqzWSMNgKf5O1pkh7fCX/Fl5jRAiJAFck0kkE0n5WQYS3gdCSCgMJsm6NykR3ZQNCktU8SChDxmESrkYGbPnwfQ2dAamUiLFLN9I0tHO6D3gEXfzgn3cPBWjlLxgSkJytwocuc22Rj6h//+eA8CDTSs/IKUSbV2xbFvapmTWVoTVCsZRDthJs/ZAD6KQxRTRoErKdk7VLlC2ls9J/y/ybwJyP2f12fuQyznH6vaei1cXdF2XkUtDTIlhGLi+vma5OODg4ICinAFgypJ6uaS6a+m7TXZthcmheOorSgyYmAjjQL9e0W1WLI7P+J1vfZPv/c3fcnV59WB00m4D/8d0aa1YLueUdUFtLColXN/h3fCa18D0EYARjbEN7ekp9eMz3Lxi0ApvDNEYMWcLom8PyKYStWbUQlYaNhteffwpm9s74uhZHCx58+23OT085pvf+CZh3XN3t+Li5QXHTx4RisQ4RqqiYvbmO7zx7X/CeLti9dMNxm8oSA/YA7J5NEjSufUrLj79OT//6+/yxnvvcfZPfpc/+b0/4PIXP+dvXlwy9BfZMe/XfKmsmcpoeEghBxpZw5Ym33745WMk3/8DV+Ed2p41aAmhnVmtqWpD09bUTUNd19SVzcGElo1+QrqVwhQWSotRnsIUKFXiSXR+zHRDYff4EUbjKMuRUltKa2mrhk0bGEJAjRJ4pJRyCzVImYJoEgLaAYSARmELS12VzNqaw6MlRWEY3EDXrRiGDms1s/kcbQq2bsB3gaQNtqzQxlI1DU3r6EfP4PP4xaw5VBrnI2P0OBcYB09XbGnqkvlszmLWYqzATD6uid7vDkaVTRMfckKnpEDaJWXpR0qEKB4EY/BYJ1XbGMKvpRPKZ/1kmoMFi7Mjjs/OOD08RvUjd88vCJstOkXpIJMDCZXDA42WtrQYTDtjdn5GcXqAautcERataYoPdJ85iDRGQ1T0Y8erVy/48KMPuby8pA+OQSXGFDFlQVkWnJ6coY2WjjTKEINHW42KGl3VFIcLmuMD3OqeNPhdDD2ZciolGmofEmHdMZYlrqkpVclxveCwXXCxvs1nHNn4/0sAepXknJ4o3VqMYYwRFyOTFpYEyXnC4KUbB5l5ESNTf2vh8kdMY2nbhraqqLIzenAeP4hpYL/tpBNHcITc2o/ComqTnZod1dGS45MTjg6WLNqaymr8ZsN21aOCZtxu8eNIU1XM5w1KV1hbYIoSHxMuRKJ3MueD3KMuLE1dZvMzTwgBH0CHgM+mT4O2WTsb8oeHEEghQOhZb1dQ1zBrULVhvZ7RFhbtLSH03LuBOgboR/zdlnHVM6zWrDcdYwj0KbDxkdE5fIokxIFcq0ihImPKfeh3ztrTRJjWdeYfBwVeg1PCuXUeBgfDSHIjzo3CrkqCH9ji7wjyP4/J89orT4yxad9JGJVojKGNoFKAJHICi2fsR4oQKEg7OctkpArCCCsqmB1omoOCaqHQrScUCW+k4ibydA0pVx4N4jGUDIMvuO8tLy4DTz/puLrocWPAhCIDcI44QhwCySu8Nxgj50vhQEeF8nGnhY5ks7qJ3RKE9aZUYnV/Q3Nzxcn5I944f8TzVy8Zh466XeC7AYZB8jH1AMjgi13jk4FizF1ElBE2jTJC9X7o8wK/PEd+VVz5oI86kFQAAQAASURBVPbP9PyNzvLCGNl2I33v2HaO1aanbWqapqKuCqqqpKpLYkpobbCFnMlGZ6AW2LWdnACCvB+K/FOMFKNL0vow7qntk+whxrCr/vro8+eFap9SYtt1rDdbSWK1YjZvWc4bYRspEUqSDWcTYmw5IfFJ7c0PQarRkxuS5ByZXZKFFyb/XMzgwJSL7+SKeTyn4udufDMgIO/MSwU9/64JH5SzbJd1A+QWtHl/zixnnV8nxijAwvSLd3sMu/e3y7IjMFX6H+ZBr33/g2+W6g6mLWnnNVVdUGlNhcHgMZmtN7WcBrIHogDmOst9VUzomDL1PpCiI0WPSh6LEbJCSuIxo6zEaPlsNflrJJGc6HxvipBrVAmrFYURzyilxOQvBAHAbZIqvdVGignidEiKXvxxtbA9VNo7XwiGO0mNEDPolO897VfXxAjcMWIerLVJSvjaOgwSr0i3K0VKAV9Y2fr7LX23/qV1+Q+9fuvAgX3iu1+QdV3z9ffepTDQVgW+27K+vsL3W2yajMPytI2JmAI6QYqaaDSmKmmWS4pZgy4KghYjs/1ik9+l84JNsF+c+X5iECrcOIxEL61aUkaUY4z0Xcd2uyF4LxungmQSxWxGfXBE1/UMqxUu+l31dNIQ2kxt2rqB/v6efrXi8PCIQhlZGHpCW/fAycPx+sdwldby9uMz2SysBhfZ3t0SvaNAuhQ8PJ4kjKsolic0b76JeXTCtjSMCpK1QvPxkeCkUwGVIWmFM7J99F3Pq0+f8/2//CteffSU7XrD8vCAP/jn/5zf+/bv8pW336G7uuODH/yID3/0Ew6ODjl/+w2qshSAc77k6Bvf5ObyFevLVwwXz7D0qHyvYosi9zwDehJ+dcftD37AJ2/+BYujA95/+6u8+Od/xsXHl3y0/kvSsIIh/HrdjneXzG2tNTFTEvfzTjDbqWK9/xGzM+15DWfLh4pJSar1GopS0bY1s/mMqmkoygKjIaaAHz13qxUiAxEKWV1WlKUmKodtGkpbQkpoX2CKgqL00ufcSSu2wY5oXVDUFVVRMGsrYgp0m5HkAypBXRY0VY0uNEkHQhTKWBgdbistSE3u6dzOG2azGTEMjGPPMI6M3ovhYFS4GOl6x7brSEDdttiqpqoaZrPItg/4zkmimMFJhSWkKM7bLpGCJ7mEiprCemZFIeZo3rP1A7GPxNzqcJdITOAL+x1zHz6kTF9UO92bJMxSudS/xq1jOjRP33xMe3xANVtQ6ZL76yvG2zVFSFgUUXox5feWO75gCFrjC0t9fMjy/JxiNgdrUUmjM/gap2pJPryNUugUcSFwdXnJxx9/zOXFK3zwIhkw0pP55vKSohD2xsnJGRhNSFJXSLkKYAqFWbS0Z4dsLy+Ibo2KStpqy8hnHSXoGPBDZNhsGecNpTWcHZ7w9vgGV5s76aShX1tJX9h1fPCYf/L+n8pZpyJOOVRh0IUhMmRphCaOnnE74EZH1Jm+OaUIU8AXyIHwXiKQkiRWKSbS6PC9yAl8ivI8tEEXmmLeUh20zBcLbK05Pzvj5OiIUmmi79neXHP/6prufgMu0Hc9RVWiDg+p4wylISpFMppkCwbA5EqpyhRkYwxNo1Ex4XphL1jAxgghYF3AmVJkQCnb+0/9aQGqWr6vndEcH3F4dCRVIOcJDAQTcCpIK8H7nuFmzbgaGO633G17+ugYgnR6cFExWotDwEGjspme0rioiJMnywQOPDwDYtpJJQXDiGJM6HrwW1I/4LY9Kzdw4BtcVFJ3+kLW99/1ojm5S4lCwUwbVPQkn7CqoEGjYiT6iJ562IckviBa2kVGJd0JikZRtoaiVegKUg4ApqBaDLtULt3towIxezbEqOg7x7BxeCdJ4wQSKkB5RRhFOkDM+meTSDZhS4Wxsh7Tro2ZJInBO1RIYEvG5PHWULU1GikQDf0oQKwPIsfhYWKYvtRY7SHtXq60p6nng2JyZJ+68XwW+NlJCnZ0+PTa50GRkpH9K0mL6HHcsl4PFIUWD4JSwHUXHCAyoLoqKa2Y8RZWYwuRAppcHdeZlj35PAzDyM3dPd777F2QdtXmGKViPIEBLgZimCQ78j6GYWAYhTlgrObYR5EeliUYu2sxN42bzTKD7BMvcVCSuaUQTbjw1hOl0pRaU2j5uRF2bDVQ+2X8YGgn/OVhfjF9bfLckPejCPn9TB0YHpZdJjRFK9lvQ3TCeDHZWHknp1XTFJC/Zhbc61LWhwyM1z69/8s+oJN/G4XK3k/GCihhtbQKNH4PeE6Su5Rbm4qUJEHy4BKhh2E9sr6/Z9tv8KEnkgjJZxBGGAJlStgMfpG0xPVJfF00kdxVUgCylOhVACVM0VIrGqMptQA4KjMVJrND8RaUz0nHiPw9ueNBQjywpCtKIuKJWuZemIAknT0RpvWSZRgP19DDtbUf49fXmVIyhrWR/DV2AzF83qKC30JwAKZFMy2ixKxpODhYUpYGHQPddo3vt5gUxSBoStR12gNcGWDQhaVezmkOWmxVoq1letwPG4invF4m7dtErWJaqFlrKXckSYSss0KqgUnol1IgzW3NkqawFc3ikGG9Yeh6/OB2lXCmdi0pkUKgLEqid6wuLzhcHNIcHvOnf/qHrDYbXrx4KW7ncT+B9mP12w8QVEZx2FQca0UVFWHY4vpBWhzlK7Gzt2MEkm1pzh4ze+sJ+mDBoBQ+s8CkVZR0Jii0whrDqKRvtU+J9WrNzYsXtFrz/nvv0Y8DLy8v+dlPf8jRbM43vvk+737jG9y+uubi5Qt+/sOfspwf0py1JK3olKI4PGD5ta/Rv3rFqu/pVy8QNwt2HgkGkUPMgZA84fKKZ3/51xw8ecK752d853d+nw+ffsrV7QXrj38Bfr3vg/1ru1RuL7W/j0kSM3394Z/T/2Xr3qPhCjGK0koSJUFxDWVladuKtq1p20Z08X0vNOBRdMWb9YZcU8NoxVj1VJWhqg1FkXvHGo01iqZpMaZgKEu29z3jMLJZbYkB2hSpqobDpkGpJPrc4NBKU9vIrFK0iwZbWHz0dH1Pt4UheUjy2vP5nGbW4qLj/u6ebrMiRo8tDFVdg9astj2r+w19P6CUwkfNQpUUlaatW+aNZxjXjG4QMzYl/vspr98x6/dMhFF5+s5RlJqirimrkqapiCRcP6Ay4yw/GFDiPyCeypMLgc/PRBK2FNWuA1HaMaZ+Pde0dy2WS+aLBe28ZVnXuLst62eXFFtPFeUQF5Vh1iVqi1gIaZw20LY0x0fYgxlUNjMymFh+oHLnGabEIjIMPaubGz599glXVxeE4EQyoBJGWzyKcb3l6sUrmqahahoWhyXSEssQg5hpKZWwWOzRIfXhCcPaE/2AmCbK4E4iHJPECDUOPW67xbc1tqwo4nSj5CDki79ODh7xz3/3T9AeCOIY36039NuRrnNsuo5N1+Od+F3ETH/dtYLKlZrdn3lstdGiy9c6Mw4c0Y0kL3ICYtYAa0XZtiyPjjh6csrJ2QmzuuL0+JB53TBue24ve4bVwOZ+y83FFb7vicDi6JgZIhHzMeKjl0DNKGmjZUV+4t1AcD0xeFwIxCTPJnkHSaGjdJLQ0UmlCgWMoAJEAzZCaWlODqjKhpOzc44fnzGfz9Eh0ZoS4yNhcAxhIHUdw2rDuF4zrLfc329Y9T1Ja/oILmqiNlkPn5lZJLwyhJApw+j9kKaH9OHpkxl2TYBPudVVEhbBMDAOPWvf0aeKIRr6LwFj3jme5FvVStq/zq1lqQ1FgkIpqpCw3qFMyMZpWassuq3pxTA6YQtN0ViK1mIqQ7KBqKWyrBMQp7nITpJDEA+MyY09ehiHhA8RjRYacJIKs0qJGBTRg4oqJ6SJmBxoTdUaXGPZDgNhFJbblKyB6PJJTtiIw4b7Z58wOzzm9GDJcrnkfnWPsgW6rIje7dYHKe2YFV/klSYARAvbSUyCJ3f/KbbNA850O7k9YGbf7pzTX0sUH5ZmckeBBDHEnNxkqn9MJB9IMTGOjoTE6LsIQknbO6sVhS2wVmMLS1EU2VROZS16/l0p0fUDd6vNjoK+l6Xl3x2zcWJuAxgffI9o2HNyh7jXd4OnGwKzqKhypJby/qR58L5TFCA9SwbiBIBlaa9WYnZnlKJQUGgt5nYkSTAncAFA7ff3aWwf7vh78zpJ6hPynsbB4X02zHtt7uT8xhp0lkCGlHDBE1UUo2sDmMxekGCMPUXtMy+lJknB5C/x8NE/2El2czjmuCNkppzsYzHldT0xK3YJloyBEBMyQBWySWGI+DDuftYY8Q5QKPFzs9lw9IHshSjnU0giPdBGDAZ3v9MkNIGy0SyXNUeHLQfzlrayFIj8TE2FGSQwMhh20lgfiWYSL2XgQCWi8tLlSmW2gILJbDtN7As+A/ggEpddTpk0kyWmSG4nJmmO1ZIA7YU2AnZqMUP8vPua/VaCAynTexSauip5841HODcAFTEEhvWG4EYKlXb07d2ulySIlOqSosgmR+WsRRUGKe2k14Gw6VJ7WohQc7Kn9m6zyAs764h2bUpS2nckUprJlTUm8FpTNnPawyPWqxWj84TgUIimJuXqKCmhfIBtRx8Sm4MbiqLkvXffxP2v/5z/5//rv+PlxQXwOiXpH8NVKMXZYsbMaBZVQbnxrFcbwiBoWUUGPNl7DYxYbL2kPTunOj9lnJX0VmXaaiRqMa2sbEGJ9Ibu0ohXMMbIerNm2Gx58uQJv//t7xBV4q9/8D1++qMf8cEvfsby8JDzk3O+8Y1v8Fd3N/zkBz/m6OQMWze0ywXeWmJZ0j55wtk3v8lw8ZLN9po+9Dvvgel+FWTDwsjgOm4+/DkffPcvad95k9M/+A5/9Od/xosXz/jx/R3dZsuv051wQl4hL5OYEAHuZAg0gVPs49YHP/vZV9MZBbVazqrCWtq6ZrmY0cxqkoJhO7LtOwbv6Eep/PveYdQkSVaEMRBjgVIVQ+lISkz9fAwkrSiKCtMYUhBJgnMOPQ6UY0mhPVYbWlMRi4FNPwKBwoC1idIqqqpgdIlBJbQOtLOSomxo6payqokK7u5X3N7e4UdHVVnaqqWZiTfCtt+wzpVWCW4cVeEotKMylnlbs+16hmHI1Fg5xKb+ujbr91wKaOcp+pGhMugiURaWpinxwbEepbOGnsZep2xM+OChMB1p+4Mp5EAu5cxZx/RQ/fGlXiklmnnL8nApNM+yplaa61eXDFe3VGOgosDk9pOJfIAiNLuBSCgK2qMF80cnmFlD2LXMyt+bSy0TSxJEB393e8vTjz/m1ctXeOfRZupTnSBGaYeEol9vefHsObaueGIts8UBIUlLRWU13kdUVVAdLmlPjnFX98TRZdPNuGMN6UyZFk/LxNB1sNnQWMVhs+RkecTV/c0vraUv7FJKgkkjgbqOCoL0wZZgP5GCwgXEpVyXJA1DiHQ+M1FSpgEXCQpDM2tY1C2NLdARxnEgeoeJXsYiBHzwAuAXBaZpmR0c8vjRYx699YjZrOW4mWNCYOXhLoIfRjF+SoE+epQpCNYQjKGPIo0JzqGiSDi0haTFuTykERcdihGTzalMVZK0wQ0+A8YGU2i6oSfk91O0c1KhaY4XLE8OqZqKg4NDnrzxNkdHx9RFiYqRIkJ3u2J7cUHfdYyrNeNmi+97uu2W+37LNvakaBCeYEnOUDE6YFTCefApYBUkrRjjHtb7pcsocvlSkmmlpctObUVDYAxYS2GMVGIVvPzxh2yurn7Vq32+0ykXUCRxi9RWc9jWzFBUChoUtRYQI0Vxm1AqiRTgYaKVFBhFURqqmaGYaVQZSSqgcl9yhdq9/aSEBqyVgmy6ppIhJZWdzlOWwk0I1j4vUlGCM53YmYFGHEpbyrakaDRqrfC5DapcmUack7pCJ8ax4+7FMxaP3uD87Xd58vgxl9eXOCLBbHEII2XqY/6rneC/wCezo6bDdHIrlfZnB3ucj92Z/4Ap8NlkNKldEgn7qneaNi+lmACsqbtRjKL1VtMDwGUIR4F2uzFVOX5PadLwT98vfl/eh19xTwitexcdTtf0HoSuL34xenc/4xgZxknmw76rAtISWVoHx92YJciJcE6ecwX84b1L05bcwSBOY55Pgd2xvB+nLP4AlflYOakUs+HJuC7KPM4gbYq7u9ntFQKETEYjZIlFbuuZGV8KtWcQTMn9ZyeikvcsasXPgEKvgVr5vh9W3sljHXPhYY+t5Ph3eh6JEAQYVUbv5RoadKkpmpJqWxFjwNbSWSEZizIFgwfvNMnH3fsLBpz3qBTQGDHyS4EUpDBidKAoSqpK05SWpjQUShisZvfs4h7QTyG/dTlTYpRK476LgrBYeufoXWBI0MeEB7zSO7PSLOjcra0YHxQ4k6zB3Xim/fqUduAhyxeVjG8IGA+FMnze128lOJBhYYqi4N2vfoXjwwPqssBoje86wtCT3CiDl01Gdsq3qde30iRjsG1DvZijykoeeW4FNm36aSrz7Ffwa5d8VWG0aEHQQteanKj3iOxUsprSK0VSBpeiODgvDqgXC+Lg8F3Y0WXJ96qVLJoYPbHruHnxgmY+Z9bWfO3dd2iaWoZminb/EYEDtdWcL2rsOFBWJaU2pG5Ax5CN/fYT2QMOjVIN8+NTjp68QX10wH0p2tFohIJUKai0lpZOuyBBUNzCGLz3dN3AomjQWnN0esg3v/U+dzd3XL98xQc//4B5M+fNt9/i8vlz/upv/h0f/PRnzJYHPHrzDZqDmSQSiwXV177KcHNFv7pk8/IT+R3svQfUgw/wdNtrfvE338Us5vzhySHf+Oqb/Pmf/Rmrixd8cHMNYSsVoV/TtUNKo4fkqZTGW2lPNk4mNml/kMm7TEx+r9NraCVVU6MSVmkKoyhLS1lbbCXt5labNettT7/t6L1jDIo4JvCS6JmM5DoFiQplG3y0jN2Aj0GAQV2K5k8X1HUkxEi8X+ee7R5vRqEzFobYlPheE32gLqEwEaM8igHntoz9CqMUTdtS1i3aVvgY2XYdq/t7hmEU0MJYyqrC2pLODWx7zzhGggOtE0PyDKWntp6ytrR1yXxW0Q1b0hhJ2hNIpGTQqci6W6Gu+RAZvcONBaX3mNpSlQW9NSJ7zS0j9+0h2R3oCnIMkvezbKCnJmfqiZarzE6b+KVfSrE8PqScNVhrWBQ13cU162cvMb2jTEL/13JEZz1y1v8qi1ca3dbMz0+ojpfoVvb2qDRowyR2MTGDuSRC8Nzf3vDs00958ekz+q6TylCMwshimrOaQmtIgfXNLc8+eYqtKrCGup7lsQRVWgJQzBT10SH98oBx69Cxz6FqDmISoCJWSeIybntStaGYVZwfnvDW5hHX9zdfopJIYTRYg+jYk5FOv1aotUZprC5oy5I+eEbn6JJYkJU60U1zK29oSoMtDEabLOWLpH7EDB0qDbiY8OQ2WjpStC3tYs7ByREn5484PjqjrUsaNCH0mBSpi4r5csk4Dmz7rZyPRUG1mFHMWlJZEIMX2m0YSNFTBENprIDyxkEhPkU4jZ3XVFqTXOD+bpNRGzGuLO9XDGhs27I8O0A3JWdvPOb40RllbamqkrKsIUJdGOZlg1t3KNPjraELXtQIZcmoR1JZUTSRNlZigpY01tQkpemT7IkqeHzusZ10bpeqVG4V+dqjyn+ofdU55I8UxUjRe5iCbWXQSkgFdy+vGDafv0714bULgPPiKZVm2dQ0ZUGlFTNtOEiKJgWS9uCyTCzPmynzUvI4MKWibhXVTGEbiGYyrgNJ7gRuF5AByE1mNYow2ZWlbP4V04PAXEzIEhl2T0m8TKIAV6bQOyNEFRVlaykakdNFlynQuVuBSmCVFnmS73G3t3QvnnP69rt89dETnj19xsveoasG1itUksRjMiX7sq4dmzxnKFOcyu5epi/lLhhT0qs+m2h/5kqvAwjskqz93N3J16bXmugMuaNAyr+RoDJFPydTO5BC7ZJueb3dO/rl21FT9K13SeyUiO7AkZSZwlN1O4qGHCV7QCKJd5kgR4SUz50UdzKWpEV+EbOUWMdsTqkmh/39f5CyDEvlNouvj9du4u/GP38pt99Vu7cq4yNeKWHn27RP8sG5keADynnS6HG9pxsGfPIkY5iGZf8zE4CTK/w7UEdAytdzoc+iSGT+vRWgMgkgJ96yIu1I5sEzSMJu0kaBEYAnIXGfnsyttUI3ltoWFEWDUpqqrzFGuskFICnNMEZCLwl6DGHvJ7Ed6UaPKcTJT+r/FkfC6UC9mNG2NVVRiNE0ioIoxRGtMEaLp1baG53qDHRGQKmsM8uMI+8TowvZQ0pJvGqLPI+AmAECjXRJC7nQvQPqBFAJmfWyG98Jb3mAG2AUWI1tKmyqfuX8/4dcv53gQAar6rrirTffYNlWlLm/+Xa9Irkx97X1eaORRaMyshmSAmOwdUt1MKdoZ2AKQtwjlGr3q9S+s8vrt/A6jp+pHyr7CaBVRrOzrhRx6oxB0CcxVVPZOEtj65bF0Sl+O+CHXnR3Ofid0FeVIoXWqBgYNvds7u5ojw+JKVI3ZZ7IvwL1+y2+rIKT2YxWW+qoMYMjrgf8dgPsj4RpbxLbKIutZyzPz2nPzkizhlBY2UxCIAUHGJJ1cuIjm0pRWFKhGLwTBoL33F7f8OrZc5pZw9Fyydfe/RrjuuPF8xecHZ7w/tvv8t43vs7l3TVXFxc8/fgjdAw80W9zcHSIT4Hi9ITj97/O5fNfcHX9CuUGaoQtUOb7n47gmF1uu8uXvPzr7/Hsa1/j7cMl//R3v8PHTz/k7vKSejPw6uNPGLfr3Rh8mTYEUoAOEBzEkAG4/DWmdbFfHbvjZAeS79HtqUpQGNEg1k1JVVUkpdgOHav1htVWNPzOR6H1xsnaJ4FK4t5fakxRYmxBUJpt37Hdir6/rCJ1UWJMidWGuiwIVU3wjuAdfkjURlMWFaa26GVFCI6jg5KyrtAWYhpJccRqqJta2AIo+n5gO/Tcb9YM2w4ToapKiqrEFiVRQT86Ns4x5MPbBEmG3Ohwg6MpKpqiYNHWjK7FjiM+RHqXcD4SkhN/lCQ6e5+EktkPPbbTtOWcqiioq4LaGqIK0vEgj/EEzKgkSYQQ6iRJ9sAQE6WLVEWiiBpjTe6M9PcEgV/gVdQlySia5YKzs0eoIXD3/JLhbkXpPTpZICv9FEQlreNUsngdiWXNwdkpy8dnqLrCK0VU2SBLsQsOQUFuGbfdrHn54jmvnj+ny3vLTl6RN/4Yc9UhCFibQmRzdcvz8inKWh698SamkkSvUOJ8X9mCcrlk/uiEu9WaOIzifp6mdorydCLZ3MgF6B2MgVB4Hi2OOTs45uXd9ZfCBmubhqosiQ7CKAAMKmZjJo21hqo0VL6kjoFSK9ToqBKUJqFCXt/agrYkrGhig7ijJ6R/fWkUqbBUhaXwhbSUxKGAsq5p5i1FJVTiNDq6wZGGAT8MGKVYzucUxjC4QDuO2Eae+bxtAQQ86w3bsCV4j0VhC0NpLdWyoTaaZVUwrre0haVS4qNwe7OSKlCE3jmOzk9IzYLq8JDqoIXScnR+SnuwIBHZbNes1mvC6KnLEtVGqqQ4WMypQk9rFSoEbDLcvrwRzxMfGbzj6voWNwgDsg8euo7gAynkUmMSKWTIFdc+7BM4ckKK2sfwEuzovXlYSCIxcIHkPT5FBvkn4VdVBz/na2LOTm3nDuczGiN9xGttmWlDQQQfUKMnjqIPZmoqBcJ80qCKRNlC3SqKMqJsyiCoVGkFGBAAIKqQDchk/9NJoaLKVViVO8XI/jGdRRInSlKsstxQZa2vVPURWWoRKRpN0RrGPsrzyoDAFOuJIiJSaPBuYH11werVSw4Ozjg/P+fF5QWxMOi2EZ+YGHZ06i98javpLBBTPp2r2TsvuTxmTIaFSv1SnWmXTOZrr4XO/44P4oGJLZCT3ocvtX+vepeEPpTD7k6uqcA25a1TUXV3QxmAei0cf3B/yGkhX98H82m6B5UTsfz743Q2TGyzDHhMxUaVzWJUZvuknNzHlKRFYC4OTAnfxAx5XdKgd/ci2MYEzD94Z3sk/8F9TyC/BiV+A94L84oweT/twYYQBIAOg8fnNob9MAooq6CPnlHbPTAQp4Q0n/0PKv17xoCA47vRzcO1B3hyBpvnlZq6NKhcHAqRSBCwzSiUzq2AVRY7Ts94+tNorC2oSo0xBd45YbdpK8qplKQrTPYxiA8MGDbdwLbrxbDaGCb4qY8jvYo0RzPmRwvaRrqZWa2xKQijB3Z+DmQwwCDG1F49eJ+IH0pMEmcEDD5p/NSBQtvcyjJBVLu4gpQymKTye5V4ds9HefDMlUhzJt8UjCJaS6pK7OESO3o+7+u3DhyYFr01hifn5yilqOuayijG1T3bzQoTRnR+AElJlwG92/w0aI2yBeViQbNciv4rLwbxyMibmZq2J/X6xN9de1MZpi9P/94tdMTVkkjMbTQE3JD2MUkrYvJoU1DNl9TzO4b1ClJ2VU2CVsUUIQVpfaE1oxu4v72luj+kXhzyv/rzP+fq+o7Lyy8niPyyrlprzg8WNEXJrK5RzrO+vsEP42tgjUcSbAc4ZWgOD5m/9Qb6cMFosvM2GWTRBSZrgiLiOF8ZjY8DXdczjiPNrGU2X3D37AUf/OQnNE3F0ZMz3n7rHcZVx49//GN+8Yufcz5fcn52xvvfep+//Mu/5OMPfg7jwOHRknB4AFVJKpc0777F+av36Z8/o//0k0x1kgVYIM/YIhIJR0CFAfviko//4q+p3nmLt/7sD/nOP/8TXj1/xS/+6q/wVqiieP9r8yecKgRyOMbdvJtoZBMgAOT4YJIDIYi7Er2eMRK4V01B3ZRoawgh0g8jm35gGBxjSIQgQIJB5fUtWjZrLbYsMGWNtpYxeLa9p+vdTtJTtBIUGq0pC0OoLf12JPqRiEfFglKV1E3FrJS0ebFo0Ua0wN0wUBWKctliqxkuafrOsd4MrDZbtv1A8pHG6KyvtiglLQtHH/Ah4pOwVqSvFnTbEYNBo1kezDmatZSVZutGhuBZbXpWa08/BDEanJL6pHEh0PU9WieKUtMu5tDOpSoweoYQkXZ+mh0bIOW8Qald0JWQCpxYcMjeqHVAE14LsL7IawoDJQZSLI8OKNsaZTV13bB+fsPdiyvsmKiUld7QORpUqiBC7mlcEIymOpxz/OYj6sMFrjB4rVFJZxMjCYx1Lr/EGOm2G14+e8bLZ8/ZrtYSFEzRptrL0mJKqBCEaqg1hdKEMXDz4gJtC8qq4uzROWVld+3AggG7aGjPDuivWvr7NVk2ms+ahFJWKhFJwAK6keF+TaoNx7NDTubHXNzdiLHRF3x9891v8ej4nPVzT38/4Ma1VKCj2suGcrDskswbUHhFbkkGeyfLDP2NCBvGirY3aZur2AZrDdaYLA2T3+HGkfVqzdXLS5SL2BSI44AOgRKoq4qisMwOlqSipAuOaMXfw1ppNmXcSFkaYthAY1m0Lcv5jKpQHLYty6bioC7ww0iZwGZ67uHhekdT3o6OaragPjpFzxeMVjOqBNqwXq9JKrHZdtzd3Us1yUesT+i6ZVY1LB8/wZyeyt7oI48fvUFhSobRcbte8/Tpc+5vN4y9w44Dg9IiHXQRHyNFjIRk6IL0SldZ6vMwuNxH0CFrrHR2zVfSvWBMEEZiiLjg8NkjIugvh8KucoJTGUtpFFYLFFYUhjIk9OgIYYTgd4VHyBVYDSb7M+kyUbeKsgVT5uRHT2Z5ioklQE5cNYEdJTcDVkmLblzAAakGZlKbsAh2a10yHZ1ZoFHLuIcYUcpBaShag157xiFzozECQsjNQ4yUOuLDwHB9wd0nH3O+POXtR4/5xScf0W9XmHmDD4OYDH9pIdt0Lqds3hcyvTz3T0fvEm1J0qboYp/M7ksx+RV/6ZjYR8X7av8ux4HPgCA7/XVS+1/Bg4JHTpymRH336g9Agp10brrD13yZdkgFrw902t9t2t9vjDlMjyAt5NIupp9+TuX7FhBDPwAx8timiM6N79R+UktHsqSyfl7tlvDr4/b62OzAkJxTpJQTzBSlyOA83hditPtaDIaAaxno8cETkxegBAFBfJLig+gFCnaDvAN01Ou3pB+iM9MXEiq3dEw6QvJgCkxdUrcVTV1hraJQCpMZTSkmtNbYnLArQBcTMLH3AkJLFT2lkYihbAxlbaVQYsWwNYRIXZf5PUiMpfL8XbiRYXTSycCW+VUDgx/o8ZTLBlvXGJsLVVpjlJGOBLmKr5MYwiqV0FFnfyEISQABKThI8h68SCNigBClGKOVIhRKLGsyswSVdv5we9nNNA/380iR5yG5+Kw0UUUCCpRFlQ1mvqB0nz+T+LcOHJh0THVd8cbjR5RWKLEFin7owQ2YFCQRyQdpJGFS1nxgUMZg65rm8IByvoAiG6XlgHHaeHZo7vTL1bS1PrgfAKWIevct6KR2D1nlySEJzYOfTQ9QVG1QqqRqW+YHR7j1Pd2tmDVZZTJKJ2hlmm4zBW5vrzEvW86qhvmiZbmcc3N7mzVc5jVK0m/jpRWcLlpO5y2tLSiSJvQjw2pNkTeoydwPBBxIWEw1p310TnF2jJ43DAZ8GkGVtLbAmBKVAq7viC5Qhoi2mhh9ptQa2vmco9MTuqtrXr56weEnh9SzluXxKe989SvcX19z8fQZP//FL5i1Mx6//Rbv3N/y4c8+YAyebhy4HweqeUlQFj1vefz+t4gvrvlk3eFuX+HyNj2ZEsK+i0GFIW1XXP3oZ8y/+0OO3vkqX33rq/yTP/5TPv3wQ/TRLTEEiFuIXy48IBq2TAfM51GaDqa8z+lpn39wqVyQIFNmjQGrpFVMWRVUdYm1BZHEMI6stz1dL4Y7Sk108KzhI2CVorBQFIq6KajqiqQSgxvpR0dIYjA4xsioDRSBuq4oioJUOtwA0YVM60yUhWHW1ijdEpWnbqRC7ZxDKYsxM0JSjEkzdCOrrs8+ASMxCf0wJCW0/8HhnLRVLEvpiDD0noAWQDCCGgNGBQrVMa8q5gcN1axlQUUXA0VtwXSEuy1jBjlkiJU4sSepekcfUDEboOaEU3o2y4fOVE2fe+5O1pA663u1Fo05GqHSqckA58sCB/Z7YbuY0x4umB0ecn5yhukT98+v8fcdsyDVBaPIbY8UQXl01Cht8VoRjOXo9Izm9IRQlwRrskuw9LZXStzgURCjw7uB24srnn38lPub2+xyPqH7AieK8XnKeUQS4CeJ/t4CfjOwff6KV1ZRF4rl2WOKYoaJCR8DptGoo5b65Jj+ciNAT/SYpAWYAkC0vgUaP3pct8H0Jb7WPJodczG/5tXqi9eID65jtR7xHmxVUpRl7oYDpKxZDR4fPM6NeC8gtk+KLiJU1Ux3JAfOhTLYlEgukoyRAEdLhcVoTW2FXaAjuMHT3a+5fPGKfrVmfXdHgcIPPYbAQdOyaBu01QSTOHx8zqHRsj6SUMqV1VhfQ/ToUkzEDuc1B4s5M2s4mc+YVwVldCgXsD6QXERhWMwPiAHGEHAkTDWjo+By6Lm4W6GNZbPtWG9WRJ0whabQlrJpSChckLaJvY80dUNdVXTbLdthxayaU5gSW9V4rTk8HUEV3N2v2SpF7RM6BlL2VdE+yvtC2ACFUeJdtFvfMScmTBGkVJU00NTQlNAaWBxQLebM6oaTUlHawOWHf4sfN1/oXJJkUKEiHNUVVfK0xrCsCgqdsM6j/UAIDlREW4O1UwU1A3gKlE2UraZeFFStRplAUFKhZQI5pspk1vROyQGTe3hew05pXIqMTgJsaSmXq+g5IZryNaUVymiSyYWeFEXuUVpMU1DNEsFlh/xJ1h3Ft0VnwzWTPG61Znx5CW+veXx4yFffepPbqws6l1CFhWFEp9wq+0u4dnmentZzyM9LvfY9Yr4niQ9pAl72r/BaH/YH//7sa00g6/T5tCvzT2nh9EP7z8a016rvvji92mdz/F/5HveJ//6T06T4zPem/XfGOLGcIsHH7CgvsffOIy7t/Xge5gMKJUzUODFOhA8q2EAuoMQHQMOOSp7YueR+dozD/myUtS6dBlKU/Q47tWWMr7e/m+JjpdHGoAsBu6IKGYfJoMdkej4VQyPsup9M47wDVdIDVCYb+2VZzhTv7XMaAdZsabGFxRrpVGDyz6Qoexdmih0VSlm0iqSwz51UNpOPMbIr1Sqh+yudQEWMJgMwGqPtnn2CQleGOtQoTC7YaCDgYslIQNUlyWgCUTo/RJVNzYWPqxE90dTYQWcWgXowdxUCxsYAwYMfIz7kNpoqZbN6tQOUcq/VHUud/ZDunvT+j/Q60KU0SYHPLAVlLFQN2oy/NK//oddvHTiglLQ7ee/dr9JUJfNZQ6kV/XqFW6/QwectP+4QdqNyBQ0jutOipJjPqZYLTFVlyqmgTipNZiAwbVWvAY4P8/vP3NfkpgqZehQfIKH69W0kofcVACBphS5qquUB1foA12137W52nC9txRQLjSHRjxu2t7dsDg9pjo74F3/2x1zf3HFzc7cPFn5rL9lMjuYzZrbgqGqpvGJc9zD0ZG/Y/UGHxqLpsZTLU+ZP3sEeH+JmJTHrZRUJmxKkkU3fcXt5zbjZUiXF4uCA+dGSpillwS0V6fE5fr3h6XrF06efcnh0zGJ5zPHJMe+89Tbd5R3XV1e8urzgrffe5Zu/8y1iSpy+8QhzMMPZRIojJEetFIcHpzz5xrfYvrjgohuIw4pE2LEGFLIBjYgmeWQg3F5x+e/+lqfvvMmT/+RP+L3f/Q4f/fGHbLY9t+ut6Mz67gGq/cVeKYnVgLbTOTFRnXbHBQ9w69eekTD4UjYRzJ4LGmypKEppWYTR+OjZjo71MDKIZFZ+Jm/JmkBpFHWpsxmfpa40VkfGcWQYtmJ65jw6BkJUbLuOEKThpdaapqlJyTNsOnEQjg6TPJVRlHVBxKBMRGTqGmyJCdCPia5z9G6k6zr6wQmVMBkmTxHFdHhJtSWGhA8I7QzpnqKVEmprTAQfcOOITiV1JcZqykvrxH4MrDc9gwokAimZHBxF0av5kKmtU19oKc8obab2wa89A7JJq4bcS1jc9a0VV26rwRi9O8y+jGt3LmrFwckRh0fH1G3LYbtg8+yGzatrShcpUq7RqOy0jQRzShWAxgP1csH89AjVljgt3UmCyu9Xmx1FmJSI3nN3fc3TTz7h9uaGEAVUDjG+BgRPs1p02wplNdoU4hcVEsZFwv2Wu2cXXMxainaOPqxzgCTv0c4qyvNDihc3dOuVaC0zVVDtvDkkVjAKcAm36dG65HC24HR+wOXqmsgXu87/p7/5N3zvp3/DN09/n6BGkhXgKEZPCntjq4ltOsndhAGlMAoiJveSjSTnGcYR7zyqkMBOW4PWhg5DRO3a/nofCCrhuoH7y2vWV9dsbq8wSdrE6Zg4PjykUAI+hFLx5K23qWczotWgpK2oLq3sM0Rmy5K6tBzMatrK0mrFsq6otaYOjjQOpM2AcwNKRQ7mDcqUrPqB2+2Wi5srXt5s+fjmitEqNv2Idw5jLWVdSaeSeYVOBdYIrX27HVldrdlWJSWebnXNerVm0R5gjMXWNQmFtgWmKinrhjJonIuYFIg4ovc4H8Qc0Wh8BvW0IrM1IkrnMzBlWnZQIiPw5I065a4F2aU9U4x99Hz83/3fceubL2weTTGvTXBa1ZwXBaWJHBaWmTVUMWDCQIijnIHKZGM4EdcpBVEllEmYCsq5xs5B1YlkE0FDyi2eY5w8FzRp9/MTVV+6PAQ0Phl8NDgf8UGGZl+NRdhsu2KoyLDQmVygg5hbakVMDlsbilmB6aPIIVwiRZM7oiiMlS4IOkasCww3t6xePGdxfMBbT57ws5/+hHW/wlQ1DI44Dl/WEf7gIUlbaMlB0gOQ4/WEHZCzTcVfmV//Kqbqw24GiRzCovaJ+IMMf+eTxQR+71P7X3LGB371Fvj6J//DWW8TAPFAYJLiTgIwSQymVHDqaz/d7DQeD7s9JNhJK5JSItMzRr5xAp93h97ulX/5ztLUli9/n3rw+tNY7uQQ+jMJyYOX1AptLaawGGMgG/O97tPwIFd57YfVa3/woOC494+anmuWD6AQLyN5bynkfchOFHrxTUgxEb1UPLT6DPMjpdeeTLbiQxvpR5Syi4jRxY6xrZWwUVOKeTyEDSOs7QBKYbSYCSptKDJzOyQxnDQIUCZ9ECJqAh4Ao8QhNUyeAIiHiwGICu8S4xAYx4DzkJJIM9EGnzsnpGQkTnw4X3Zr5LMgADvgaPLuUgqi9vgw4qMUOaIbWMcBrf4XzhyYzEPqquT86IjDgwVtXWLCSLe+BzdQKDB5UeuMKhtr0NHio1AabdVQLZaUswVKl4JgYXYPShbkZEHFg02D/efyiTJNaQEG9A7tnhA3rfYbgZw5DyCiPPvlwQs1STct9cER/WpN33vwHmM0kzuq0poYAlpDkQzjZk2/WrM4OuLJo1OapubmWg79/wCA9Tf4kn7ajTFUWlNrjeoH/M09yoUdyc3nD/HLN2BbqsMj6vPH2KMjXCUtCpOSXrkqKEbn6FdrVtfX3F5cSsswJ5rRsiwpC4NqWuz5OUVK9JsVLz76hA8//JCTs0c8efKEd9/5Kqx6Pnr6Mbf3dzwOgcXpMb/7R39AfbykqAsIgburW7RzLBZLqrKhePwOj9//Nv3tPeunP2cMWwLiPwAy9wpAousBxjvufvojXvzbIxZvnvH4D/8Jf/DHf8zTjz8hucDdLz4g9T1f3pNO+OQxuZK/O9v2pxifweunH9ufVTq3iCJz9zKSOh2AiclkJ+08NFQSF1md++CWFpq6YNZKQl1aRVQeTUCnAeJI9GkXbHg8RiW80aIHLUqa0mJCQaEi89rSVEakA0aTVAADQSWCyg7JRpN8YIyBrvd0Y2B0ICwKMbCa2o6ZvPaJipB7LfsgvYm1Vhg0NiZiRNrtRKkQGluiTKRQFlskgQEnJpJCWmXlsd4foGoX4IkJkJJK1MNgJT+WySh1+iDXzwqjqbJDcAgjqC9z55C7bBdz2uWMsqg4OzhG9Z77T1+i1j1NVBTIAU4iM0nk0I4YHBDLgsXjc8qTA3xpCIUmKDW1UxbD2JAwKKJzrG6u+OTjj3j18jl9v5XnYjRt2+Jcj/fjbvw0iikHw2rmJ8fMZwvCquf62StC3+Ou7rmon6PblnNjmdULSmsJAVRVYA7mlKeHrK+v8L7DJC0siDwEQvUVmZAaNHE7EOoRZRQn8wOO50uu1vcPoLfP/6rKGgM0pWVj7vEpiGFg9IQoWkyjk7TlMhrlTG4hFYUFFBROI3PRRZL19MNIN464OjAzDbpQjLYGPYDu0TpQFRafxJdgWG9gK/TT7l6hwkjsBzRwP5sJQ8CAKku60dEcHmBKS9u0nJyfUSaLtYbSFjSzGW1d0FgZa5tE4uNCoDaGsqyIYwQrDBzvB4ILdN3I7f09n3z6gp9++IKPby6hrUimYDGfc3R8JP4MRUkKidXdHVVd0SWI21HYDwnU2BHHLW4caJoNmBJbNWjb0pQl2BpXGCgMtgwkP4DyomFVAGKQlhDgLuT4IeqUqcUJpUU9nzN/AQhEP5RNeAQY8CHgfEJqTF/MHJJuTFKYKJTmvG45tQVVCtRGcVAUtEYRRkcIjihcKlLWeusUMTrTtm2inGnaE01zqrCzQCgVo4o4o0lYAadTJX8HlPbIaGkMhpiEfdEnS0/Bbae5W0e6LhInmW6mDmsShYK6VsxmiqKBZCJJTc7xAkhAwlaKem7wW0/qHSoKW0ArRYwOHSUfKnSB1Ybt6p7bZ09pv/IGZ8dHnDw65aq7xziPtx1xHPb51xfyZPaXzhVrn1sKTuyLKSGXtC8f7CnfkfqPLzY9BA1yOJyvyUzwQblsV0HdWYczSRD/vePxD0BV5FycYv0c/0/YxXRfD+QDu3FIaTc2wtCLMEkGs6mfFLNzC1cjcmBjFD7JelTs/cxeeysPsZkdcCIR764gE/M4TRIYdE5pXx8LHz0+ejHbs2CtzYn4/mk/yMLzL00P0N/9uPwy+sAurtv9eAKUyTGRQuXCa0zSpS2qSKEVJilSCHinsgGpli5NSuKjlFuxTh4NEwvcJelmQZLzXAiPhqglCFW4zCyVGBMMXkWCkucxzSvxBmBnQD8ZoUYdxLMgZjmGMgIOpgmIlU5nSUupSifNOEb6leP+as393YZt73FREY1F60IKxXnMdt4V7HNH+cpD/uTDwgSgxZckEUghEJIjJJsNgwtcHHDpf6HMgYe9VQtr+co772B17k+vYdx0jN0G5Rxa7c1dxDQEJhdUpQzaFhRNSzWbo22JfKdGKzNBgLJB5WBtWjwPt4/pEU6gwVQ5ne5z+gbZ/5S452b0PmWHagVYbTLwF7MiXpFMSTFfUi4OGNZbaVvBg801o9pGQWM1gxtZX13SLhYcnJ7yrW++x831DX3XvzZ2v22XUfDk5JCTo0OaukGj2K7XbDZrJjXatLQiSACLQrcH1I+eUJ2dEWYNvTG4LPtIMWAC+HGUPtvdQBEVtbUoH3HbDlUXoCpsZanbmuYrb+PcyNXVNR8//YTF4pC6KDhpl5wdHXN9cYnf9HSbLeZwxuHbTxhMYnV/y+Unn/Lipx/QukTz9fc5+sqbVGdnHL7/TR65DS4NuGcfMfqRIr8Pw741o9Caetz6GS/++3/Fdrtmc3PL+3/+R7T/5X/J9777V/y//5v/movvfR/W91/Kc0kpMQwDpbWYFNDJo/RkvJlQKuTKw8NVIusPAJNdfVViIsXGmFFPJaspRHHf9cGTVMo2U2SndE1pEscHc5bzgvmsprSCHvc+MPpR2Agq4FV28M0buVUGq5EeylqjCgENZ6VhXtc0paE0EatCPuO16E2jRhlJp4NKuQqldq3ENVoiin2avgMlQkatpSVp2pmjmqyHjSoSUYxAHxKFS5BEV9Z1jnHwJJ9yxDJlp5PeXu2CjpQmp95ICnLoqWn/2j+8/JeIykF5YRTWaoxWYhCEUBET0u7xy7gmt96D4yMOT49Z1jNmtubu02dsX91QuEAFGCUsh12QhAQcHgiFYXZ6zOLJOXo5J5QFyRYSUilhnYQgP69jYn13x6cff8LLF8/pxo6YIlXVcH52zsHBgqvLl9xcXxKCl4A/g1dRKXRRcHR2xjtvv0u472i84f7VBbfjmvvLW9TyJe3hEXXdErKbcdSasm0pzw6org7xricNMceaU+A9uYIDzpG2ijhzFHXJ6eER5+sjbjarnCB+Mdebj77KV9/4Jj5KEj10A8Nmg+8HBtfjRscQAtvoGKIExc7HTMtUKOzO2wIUjAFvRjbFwLYeWDZzyqoihUA5erZ9D8qjjKUqYPQdfhjBD6ACYQT8CE76XK+2G6le6QR1zYcqUR0d0s5nnCwOsdrQLGYUVUHTlpRBS1eSnP1458F5rLLEymTQr4Ai0o1rVndrblY9F/crLtZrnr684uXtNevthuAH5gdH1E3NbDZnNpuhlaFbb7m+ucZaK6BJUoTBcb/psN6j08A4DFzf9/ioUEXD7PCYs7NzirKFmUf5CC6gtUGjqIEQU65ChR0LSBOlxVquhMnWk/fYCTGfykwoMGLEpZUmhMA4JsaYPreYYIovpiTq4ba/qCreWC6Zx4jWnkInjFYol1A+J6k6t/OLHqVVloGKKsWUULaKqjWYKpFsxGvwyuAxhFRA0jgvHuMSxwkwa3MMFxgJKuJJdFGzHiLbbcD1E31Z7lWhMCpilagx5vMJHJA9Wqd8boEke8kSdGYpIN0ONJqUK5chKZI1RGUZlaInYAoIVovG22hMhOi8aI+/xDgtIRKLpBUuepz3AqcoTbaE3Kcp0z39Crz/f05s+fdV9H+pDaH6jC/GFzQ+u3xcQSBhdsyBKdVWoDRaC2yS1CSLmL4qeUOabOjzve/YxFrvvMJU1iYk0hQ8kJR8fgqbdvKAiRHAtF4Fpp6yEK21JI1RGHQ6SZFyyhMkZ8imikF8T3CR6OMuKZ5073tAIH9MiPo07lNu9NnrM+iNgC3Zf2A6qxOgrLAkk4h/paouEeB0j0pNniMS56QHchdlckQcJRMzWu+kBJNpfJz83BB2YFAGTRQgNQMTTk2AkzAzpw4hSsvYWTRBQ4gilwshEJVIj2S71dKNRGVj0wghKMbg6WNgO0pb36AMSVmUthgje3NKwhYVa5S9IPo1Q88Hj0PyTr1jiGhtSMphU8LrBDWoeUnZlrif/eDfM8v/46/fSHDgV2mYBG1MzNqGw4MZ7bymMKDcwLC+w3iH1UAU0klEKLcoTfLiJpmMRpUV9WJOPZthbEFCKKow6aQn5E9LD2pgrzF5iGT+PTivzNTdl4Xhl7Un8SFpasc7ILHXYemiol4uGO5vGcY+J0+CsJFiXigJrSJGaVzf061WlHXF22895q+aimEY2CFVv4WX1ZrDuqa1BZXW6DHiNx0pgyVTDGTIJoRAJFIYQ1WYrO/KL6YNffBs+p7N1T2r61tC32NGT4nCKk2KETc6Sh8xQfSxpihAKd746jvEGPn5977P337/e/zigw/41te/wYGp8cOAS5H+fs3Bm4/AaG7Wt1w+e84Hf/O3PP3b7xNuVqw+fYn53/4nfO1r7zJ75yu81ZSUVclH/1px//QXEN1rYIcBGsAQGYgMmxtuf/Rjnp2fcfaVt3n3vfdQ/yzx8vlTuptb1h95GPov3H8gxsh6veK4aVBhhDBgTE1pLT5oSZh5PaaY1owkaXEHVyekEiMUfHnTkcgYPWMMuBgydJc7GmhNXRXMZwWPTw6YtwVVLe76PiVS5xicpqlLvGswZiTFiMFQ2YrFspVe34UWb4m6oqkss7KgKSxVadA6kZLfFU3STmspGtK9md/kOC/FBOmEIh0UZK3LeldKg06ZLQE+H5ZZZietN2Okd55V15OKhC4NQ0rc3azZbkZCfn010eozJ0ApLcmEycBLrhSmMAGQE06+L0ekPL9CAkXMh1vK08aIGaHWeO92WtQv+lJKMVssKJsSlGI5P2BYbbl+fgHDmA07BXGfZpT0mtZSGFUa0zYcvfGY5uQA1bb4QroT5HbpEPZsiX694fnHT3n+9Cnb7ZakoGxrTh8/5mvvfY22qojBs75fyRjkhRkRuUbdtCwPDlkcHVHNjym7wMukGS4CY/BEJ/R70TiLI7hKBkykPFgyPz1iXN2D67KmND2Qm0qQqTHEXjqzlAdLkja8df4GF90dl7c3u2f5+V8GXSq8j0RVYZSiMIrKaGqj2ZhM/c6i7jGJyWNQYtAU2OFk8r8IyUXi6HFDwKVEazVVU5NSZBwHQkpYeoICkyyKQSpHk3BcaTCF6JmCgwd7yLjdEqqCoqgYq5Hb61t65yjaSjp/qIIYwbcVZWn2hQBdoLRBZ0OuYRxZrzqev7ji6cUVH7284tX9mvsh0MWAbme0ixnHJyccH58wa2YQYL2+Z3V3z+XlJWQK8aKdMS9b6vkMRs+4SWyHjm675XYzELVm2Q9QlbTzBS4onFEEa0khoU2iKD1FIdV1qwM6iNxFWsgKTiibrJGIWvncZ8tDbaCxUFuoZ+jZjLJtmBUVtdVc/rt/y91Pv/u5zJbX4osdzVrYWaXW1E1Jq6GMHounIBHdSPQeFeKu8PHw/0lBshpdJ4oZVHONqRJjEXFa06eSIViSLokRtgO40UFSGCKFUczKkqaIaAIeJ+1Ioxe5VEwCyk2GYGl3+/L7pwDDgja5mpnPtaiSgFMmogtFUWlcqQijdC6QfE9o3EkrUgqk3Eu+X1+xvnzJ7Ctf4ez4iI9MQe83IleyhuQCX9Sq/uzl3JgLWnoXl4YQSMkybUbTeHy2yv8fe4+7gpl+fb78nUDBg9//S7/5741n/27g4e+7VI75BeRCKtbBE/KHKjTaSNcLpjaHueSvlMEqTSQX/kgkk/YJNZKsmgzQaULegwSgkXI5GQjIh0D2H5Cx3yeOr3XZUZJjBKAbRrqhZNmWnD9+wkfbDcFLHKgLQ6ktDIlh49muBobR46PK5v7Tg5lylskcMwcoDwGCX3rucff13Z6/2/tzUp8BvxCntr25kISSdaFy0hsFzBNvH7WLm0hidrgHivZgpMoCAwFrRFaWstGjIq9VJT4BKqYdADO1SZW9NOTppvNj0PJr9etGkDt8BInFtBIfApfA+cAQ5CMkiEqjjAADKml09pmIKqENTO5F5Gc6+eM9pJHsYrapI4sSUBKjiT6idSSWBeXBnOXRCS/+H//X/xkz/++/fiPBgYdGJw97phpj+fb73+RouWTRNhRWsb27xW+3qOBzb8y0m8jTWot5YiljKJqGZjanqCvQVjaGrNeZqn2AtCREEYKX00JJcA9gUkQrS9CKGPd0DtlXEoTpgJwqhPsjUIw1JNCNEUHAlMq0m4yUmYKinVEtF4zbDa7bYsW5A4j7nrhJUM5x7Fnf3zI7OuDgYMHvf+fb/MVf/JW09/gtveqqQCXoVhuCLUlM7ICE8D32iqkCSbIi0NZiPNVUFWhN0AavLcF1dN3Ax08/4Rc//gmx63hyeMobx+e0ZUVd1zSzlrqsSNpIQhYVoxtJ1nL6lbdBKTbbjk9+9FMuP33Komppm5Zv/u63OH77EcWspQ+Bj3/yU3763X/Hxz/4Pt2rl+je8zNjOT07pG5qTh+d0R6f8cY33md4ecXLm1s2qxssDoMwQSdcscx/Ghyb62vu/+aHfPrVd3nv9Jyvv/MO63/5L7m5vOGHqzX+8iWM4xceX0i/c6mVTP2DdaatqcjOREfsZ6YDEia0fVdjz2jtpMdLyROTzS0/JUGafkz6yxuasuRw1tBWBYu2wJQp6/igioY2VlRNTV3PGJzopG12oK2rAq2gqSrKssiVaOllr61FGZNhxZjzbKEAJpW9A5ANPgRPnGgDE5V/l3ZLZSFMpjv53q0xou/0avoRAjDGSBxH/CYyxsB6HLGVwaXE/V1P1w+EMSDGgntTm7hDrcGNnugjhbE0Tc1q3eO8mCjKSKfXRl/+jDtplNYGY41oeLUYKRVFSdNMYpcv9mqWLe3pglhpFvMFZVRcfHpFf3HLzEcqCSWmeom8CxUxlLInlBXt2TnVW4/gYI4rrDhwAwGpJmgSyjuGzYbnv/iID3/6M+7XNwSVsHXF2ZM3+cq7X+P0/AzlPHVZSVK/K8MoiJGgPEVhqGc1sVToqmJ5fEp3fUd5c4UlZK2ioaSgUAaTEkVEOhzUNbOTI7rLG/r1iApuF2NJ14KACG5kJo5dh+86qnrO0WLJ8XzJzd0tIZ9vX8RSl64aHhc9Wmva0lA0FXjF4MUPxIxDrvSIoagliJQmalQUCQZ4ASvdSD92bLsa5xyhLKnKglrNGLoer0SK4DcjbvQkP8pZp1XOzshvNEIUzSxlkT8sZVlxtFyybBa40bNdbfDdhn7sMUYRaPAqMVcVohay0j7LWHQU/WY/etbrjtu7e66ubri+vuP6vqcnoduKup0xnx8yXxzSNK0Eht3A6vqGly9fcb2+x5Yl7WxOXUO00nYroHBbabm42nRsuoExRLoI3lS0Bx3aWuqyoigtVhv0aCiSo7Qj0UAKnqAdKYqJnlGKkLQUQiwStdoCTGSSH+6Q8YQUJEKk0MLOGF59Sn/z4nOZK68VclTe1xMUWjGrC1Qh/gFVhCJC8p7gHMk7VAyghK5rtBi1iitnQhdQ1IpqZikbQyoTSQdp/ZxKhlSx3UA/Bq6vBzb3A25M6BipCsXRQcX5Uc3BvEEXBq0scSiIPkpC5tPO1DQ9PJeSJHPKTFRycjIn9xlzr8IYI9pYyrrEl47eiPwmxIjVBqOkmmmDtNSONjFu77j99GPaJ+e8cfaIk+NTXnUj0UoxI/r+Cy/mTOmHLQRYiQmssZAGkWpp8cj5LL39wSLMSdPr9/kflPQ/+N5p3P9ugOBBXvqwovpLv/lzuKbfFQGt8C6yXnes7tc0dUVpJH7QWvY7HXP0qcR8MkKWMJtdDhGTfM2WBbNFy7wb6XqHy+2JI7J5x1ypnyQUkoHqXQ6zB2fgYaVZMITcujOKCaq1BW07Z0omJUVIO6XDLq9KYlK865xEyqHLNLoPR/h18I/dPU57TI6/dJZcyGJGzQqqZUs1rykrjVGJUitqpbFESLnwo0XOnbJxn0q5mGL0zhNRI2yIpKRKn3KRYMrVYprMWdkl3DH/XFJTp7iJyzYZF06HpyZEMbaKmZFNPtceem9Mb12KPhpSgUkKFzzeJYYxMIyJMYJPNrNVjTzbhPgr5Ef7+thKKXvfwjDfY/aWSjHs7o0ojAmjNDaCdwYbDFUq+SIcon4jwYHPXhNFZzlrmbU1y7ZmVhXEbkN/e0tyPaWJEFxuMSH0UQleDG5awEVJPZ9TzVqSFjd/hZE1oSf9j/QTD0GMMjbbLT7TawutKMtC3DcBcmKvcnKkrdmhZXq3jU1dCvYbrkz6mH9239qNbFimTIGtW5rDQ7rNmtG5DAZ4MW9KYfe6ESB4tvf3rFf3PP7qu/yLP/ljUkj8xf/0XfrB8WCbfW0z/k1mFRRKs6gKai30u9B1jJsOk82vJnA/qwEJGFKxpDp/QvP4CSyX9EVJb0u6GEAXLOZLHp89YnN9zac//4APP/6YMHref+89ZssZi+UCW5WMWfqRnJie1Lak0IbyrTep/lTx5OSY7dU9RhlOHj/m3e98i+L0gFfdLS8+esn3/vv/gec/+jHj9RUER0yei6tn/OQnP+D45Jhq1nCwmFGePuHRe+/TX1xz88lHbO5eUiFCyCKPw2RWWJKwoaf/5COe/Zt/y8Hjxzy2v8s333mP53/8Z9w8fcGzYSBeXvBFowNGGQoMFo3ShmQsEcMYJWljApwfnDOTPjYimm+V+ysbbdHZYVYO6CB0zyjockx7MMEYjTWK0iqsTRRWaPEOqcxXlRjTDT6CMhSlRD8mA2uj6ymtIcRAiAZtDTFGhr4Hb0lNSVWJMZ/SOQlJcdf6VxyIM2AZkYAuyl4jyZpQT51LDNax3XY0WtGWBWE+E/fazuFcyMR+Q4whsyQS3egpuhFbGpKK9N0gFYApmMpBmcTQwkowVlOWBdpoOu8ZRi9dGlC7oGIfzClB7lPKYy9dVIwRk2UrDGRhS8Brh+MXcQktMjJfLHjjzbcIRrGoW7rLFZvnV9jeU4SJLQFJZ4flHJSMBLwtMIsl7ZNzzPEhvqlwIWJyoIcUEtBaKLOrmxs+/vBD7u5uiARsXXHy6BFvf/WrnD5+TF2WDONK2Frxgd6RlKnzSai4yRO1wiuFKiXRVErMl6wy8hGhNAZDzPIWjW0K1MGc2ckh/e0dfuywmp0GVSs5j6JKGJVwbmR7v0K3BUUx473zd1htNzy/vtyN4+cpHTs9OWKxLFhfjQTfY1SkoEEViqKKFIN0FrGDwWqPQZhXhoRVSuaWV4Sp7UruguG9Z9tvuVvdU2mDnTUUZcny+BBTVzKWMbLddARTCN01ehgGSLk3lMqAQVWjlzP0wZyDgyPefvwWZwfH+M5xsbrh/m5FpxydG7BFgSfR5sAepSkQHxrvY64Si+RkOzq60QlzKSVcEnNYqw1NVVOUJUprwujp3cDYdWzXW4Z+lH3EOYz3jES81TijwBtSlr9EFMZajIExOC5ur6mTZzZfosuSti6pPNJJpxP2XKXFwNQDo1aYqHC70CKBzswWnbtEqCTtDCeAQAn4Sd5HdA58P58kKwO/D/aZyXNg1pacHs8oSoV2ARscNiac9xC9mPsl6SSBEfp1SFESAwu2gXIGpk5EEwhKijyjSnRJcdMpLq8Hbm46rq5GtmtHGARALY1hNvNcLEcende89VYDZUVSBqUdMOzisCnrUCphksKqRKHEDFnt8d79GYSw3JQJeB0pZ5bYV4R+YHARHUUg6lIihYSJikJJrDcOHfevXnJwc83RyWOenD/m4uUFw7Znqlx/8Zd44Dx78VK6ehQLZrOSbe/wXdgB8ZALXbsjYGJtpQd/fub6JUAh/8adbv7Bv/++O/zM13P0vPvX53kqfVbrvbsm3D+l3UfMZKbpHiegOqZc8GP6XMxnp84SsJxxpvwblbAAZd7FXO2eAqW0W1D7cciV8XxfgmZIgq6ybNmPIz5Uu3xkl8xmI1KZX7v6osxlJU4FQavXgYHpnndpw4N7Q9ZqlL588h60FBvYmRxmuVAOAo2FutRUBoqU0CEIMyw/gRDkfBSwKEHI7GgFOolx+xR/SYcNtbu/zNUQXf/OKDL/MTEIBB7Ydd2ZZrI8kphZAvmzmaWtkJghQ4W7OSBz2RCCJjqP7xxD5xi2I30/MnqFixFjLMJVyPcYEQBgN6wP19b+nvdtPfPYZg+7lBwuZCa8AmNKojGZBfdg/nyO1280OPDQ8dRozTtvvUmhoNSagsR6s8b3G0wYMTofjEg/b5T0G1fK4qICXVLUC9rFAWUzwytNTKJjjgmU2aNYfnTc3d3ineP6+prtdkt0nrI0LOZzFosFTdtQ1TVFWcjvQow00GIWMtFj9j118qJBjM1Ew5wFEGm/geo8e2xZ0y4PGLYbhr7HbzYUeXJFaeGbzXygwBBiZHN7z7DtqJslv/Pt3+F73/8hfT/ycBb+JgMC06WBuba0haZZNJio6e83jEO3S5onLkYgmxKqkmJxxPzxI6rTE/y8YbCGHlDKUJc1utEsvlZxcnjA09NzfvbDH/Py6pJu7BkIfN1YTk5P0AoKa4mZDqiUwReG8shycLDg7XfeIg1eEuOywrQFV6tbPvjoAz760Y958aPvM15fQ/CIysjRj4FPn33Mz372I44fndMu36NdLjn42tc4v1+j24pnP+jZrq9oyAAsewaBzKgB399w+6Pv8/N/dcTAwNf/s/+MP/rDP+Xu2Uu2l5fc3N6Q/BerFdeTlk5pCmNRRoM2DEG6hPzKaxc47A95ct9W8oGmtIBkaWIfhJABdL2nNioywyDgsKBF+5+UAmPxOrEettKdwEdUlIAuxUDfdRSFpm0aMROzBmKgW68YrSEyI5mSylgBMLJ2Tid5rzsFpJrQbMXUN7vAZF1zQqtE4QLj6CiDoygL6tJSlhY7BpyTzTzms1ihBcD04FJADY6YQtai5uefx07lPrlKgS01dVtSzxrQim23pe87qUrk9n0qTSZG0/AJOq4RCq5FEmlLoDQWbSC4lNkcX9AEyleMkaIsee+9r/PN73ybj58+xYyJq09eMl7fUsWE2e2SktxMpMREwhGgbJifHVKfH0NT4fNWK2DUPuBOSqqnbhxZrVcM/UAzbzg+P+Odr32NR2+8QV01pBDYbtas7u4I3uWKaAZ4UyKGyHbbsdl0OOcpC5FCBK3xmU1iIuiQMD4KiBOkSpEQHbKZNbQnx6xeXomvTF6vU/1IglJpr6pjYNhsKTcNtq5Y2pbKVrmitA8Qp+sfur//7MMf83/5r//P/OE3/1OO0gwVNSlphpjEMDBK3BIRs8dcwBbZS65kqaRRPuU5q4Sm6z19N7BarSmVgZiYzRrKumFmC5LR2KrER8841PRDz9ht8Jt7SDGfjyVJR8xszvzklPnxCUfLJY8Oz6hVwb13jNuR9XbFoD3aaFbrlRD/Ksu8rKAosKYSEG8M9MGxvltzeXXH3XrDfd9ztXZsxgxGqShyRG0o65pKF9gxMQ6Ozf0Gtx1QPmUXaum+MKbEkKS9slZSPWzaFu8dph9Ye08fI35Ys91qKAuaOCNpgyk1OpSoqgBXoJzHeYVNBcpHMSSdgnhLBgjyJqE9VAnaCtoCSiP7kVYUsmNJkuPHzwU+nqjOD/IZEpGi1BwuGioLNnlsDOCdzNUQxDckg5RKZfakVvhpvyuhaA1lG7F1wiuHi+CStJFd9XB557m+G3n+astmnXBjAq/RyTBoRec8q1XH7coRTcHyZMY2lYSkSanLQbbM15TbIk4eLUrxIFl78Pf8V5VjTWnVZkitZagTrh+JPhvNASqqnJSADcIeGtc3jM+ec3z+Bm+8+YiPnn1CN25Itgbj0HHc0fm/iCslabP2ox9/wO39mn/2z/4Qq6d0ZV8Znp5NzmchM7DYgc75Zx7uN+rfn/j/Nl0psjP+S2QZfgbWmSr/KUEKJJUyMCYgQooKbYBJU680KfsBaC0ShZ3yeHdGsQMZHtLoH2Tp8pkHdH/ZCSa2UKJtG46Pj7h4dbHP6WMkBXkd+dRe784k29phAxMitqe+76pwGZRIOwPp/T29NmOV/M7oxcBWKyUG1ir7IQUZzKSVaPon02ktxaCU5Q0ix4t5fGJ+nxOoovJbzueMFjNllCTzKknlfzI0FNAkM1FjJE5/TQEy3d8oeW5TfCFAmQU1Id1RikZJzDyHfsB3I/2qY7sZGHqH8wY/SQW1SO4k7lIT2sTOAHPCB9JuR2eSmscMMO2KVMoScTgk9sQYlLWEXPz+IvaL32hwYKJ01mXJyfEhJ0cLTo8PsCoyrO8ZVncUyWcdT0argtAtrZaaq4sadEG1OGR5fk57eAy2kCBHC8kkJTGp8ikwDAMvXr3k5fMXdNst93d3+FG0y1onmqZhuTzg6PiI4+Nj5ssFRVkyjAObTYfPFGCVTSsmTk9SuU1G3OvS4AEaNW0IKRESGG2xzYzm4IhydU8/bCEKgEGMGVzKiUgCvGe8v2fYbKirOd45ds6fD2bOBER8VrLxm3Qtmoo3z06lWl+UhK1js1rh/PjahJ3uPKLRds787DHt2Rl6OSNWpbStVIKQqgQqKNrZnFnTcHJ0wptvvs0P//Z7/OiH3+f/82/+NR9+/Am/963f4d2vvMtyeYAyitoogotQKnxhwWqKupK5Ywzr9YoXFy/44Mc/4mc//Fte/ewD3M2F8L2jZ2qLGVPg5u6an33wE04ePeLg5Ij2/DHN4zOe/O772NZye/2Ku5+v8HGkZs8eEGKRbJgFieHuJZ/89V/QV4mzr73Hm998n3/6R/+Mjz/9gO3NJf3lhWhzv6B2lkrlijNQKsDIwddbaYOnIrKxwd+5ae3Q+JQtnZRs5iq37rKTjj6/75jAB4UfFf2o2A4OtppKldJFAGEMjT6y3o5s+pFhO+JHL8kaCe8cdS0V3sJaTIq4sWfT9QxKEGzPjAUtpZLKfEiGgMYFMQjcbByb7UjXOYLPh0kyKGWyZ4lU7kOQFoXijq8praUtC3oz4LRUl0gePwGDKUnAGqaAI+XxENbAJCnQKgmbxBqqqqBpG+qmphsGtmNPPw7CbpgqFWk6bqbUM9N4UegkBlyVgcporBIEvSwtfT+yXq2/sPmTklAHF0dLokpcvnjJUTFjvLinv7jBBpnrU0eMmAI6CbtLK01IGmcN5UFL++SU6vhAKL9JajdTUG+ECiESD62p6oaDwyOcCxydHvOV997j9MkblHUNSTEOPdeXV9ze3OCC3x3YWoOJBhcdQ9+zvl8zDo7GAlYxEtmOjiE6ohPfkhKDjinv1wqHmGGaUjoXtCfHDLf3xE3AGDJTIe/tWdtsFMQQGDcdZVNzs1oR1z2lNoxZhjaZS30e1/d/+pesbrZ8+//4p5zWR1CNxEICFKPAFCJBsbbAWo/RI0qn3MJNTKG0StldeUpgFfhEJDB0Hauk0FGeTVlW1E1FUVfMlgvKusKNW0bXs7lfs12tKNAU1jDEgT70tKcHHJyfMj86Ydm0tEVNf7tlWG9JG0+ZCkxZkwJsNwO2rPCDx3ugsCRVEIJndOC6jqvLG56/vOb69p6L2y2vbrfcdINU1JqKYjZnNl8wa2bUypB8lKpRP+I2PWM/EnQgGcWQWQMDERM9NQljLU3boqPHaPDryBDELDUGh/Mjm7FnVXZYU9NoTVmUpHIkOofzloiiMZGgE9GJH0siZc2ZEyS5QMCB2kJhoSrg+JDF8pDjo2PeOazwV0/5yX/1fxLpxudw7eMISXyMgUePjjk/naNdTx2hVXJWBO9JbmINTMzOXBlTUmHUNZStoZppyhZspfA6kbTIvFws2HSJ+/uBy8ue9X3CjUrYTlHSnxCE+pu85uomEX52x/ImYdqWbVAMQ9wlATmtYtLFT7VCASIn6RW7ZEzlQD8hQb4uFEVtsbVBl0ksMUKSMwGYNNxKRWwMFGPP9vkL0ntrnpwc8/jRY65vrhkj6FgTt14Sry84Lgsp4XySKmwGI3/Vab0DCP491z8mUAByfJLbEcqlkUhsz8jbxe+7ooXEM1M7yBQBIyat7NyC5OckY8x175znSG1zP46KPcgNaQcYTO1xd88sv1wCDg6WnJ2dcXlxKT8DQMzkK5ElRa3zmSH3J4cPgn7EjP5Kts4emHjAXsggASqvhAeFWSagKccwE86mUiSFkGXVOYHXMCY5Y22OcHQuuMSod2NALo3t4peU285PAEpi97rTA5McXO+A9t09IZIgo4uckHuIKReGYy7uhp3kRqmUh8dgbSWF3xjYbDfc3qwZVoGbqzWbzYh3BS4INzZokXPFLAOfHus+jZ9AEAFSYBrS7G2RAjEDwUppzOTLEAOT0aOwdZWAA1/AdvGbCQ5Mg5lkIz4/PuZ33n+PRVtwsmwZ1yvuLl+SujtsCBhld+6OKQWUtiStCVHjlEHVc9qzcw7OHqOaRnS+SmOUZerHGRMMzvHi4hW/+PkvuHp5wegGiNLmIoaAUolxdPT9wGazZb1ecXJ2xmy5ZN113Fzf4scxI2UTUg+JQFkWHJ4cc3R8nOktE5qVK6i7ZbBHsid6r4mJAumBrII07ZmsaxTSs1TWcwDvmbU1s1nD0dEB9/f3hDDhUvvrNxEUmK4COJnNWBiF8Ylxvabbrok58H94DMmyKqnmhyyfPKY5P4PZDIpSKK/klj0JCqOyT0RA1RWP33mLuqk4ODjgxz/8Mc8+fcZwu2a8WfHeu1/n6NGpGCMVGl0V+ORxI2ANXfJ0my0XT5/yyd/+gF98729ZPf2YcHeHZI1hd3daCtS4MHJ58Yqf/uAHnB4csyxrjuYzzNkJtR85/MrX6G5u2F6/QKVIxZQak4OYhCFShoHVq2e8+O5f8/N33mW2OOI7X/sGF3/yZ6yeveDFzwzD7TVus/oPO9n/I68YAloYoJkaGik0VIWlLBVDDNl3IzH19N3fhsr+ENJXGe8woxKTQGOwVlNXJbPWM7pAiOOuEuNjpB88663IEoYAdVTYwoISf4Cbu56b24F+GBmHkTA6dJD7K2wBSXpR+xAZSIxOWiaOwRMUqNJiypJoFCrC1gdC1iTfbDpuN471emAcIjGZvHYRR+uMOMeU8B6C10QXUbWwLZq6ZDZWxADDIA7aSSemnrwpaYkrd1R2UEiCqCfKtiKzH0pm84aiKnDR7YABHwIpB6bSsSCz66dqF/vg16IwNkq3AqOJSXrJ+xi4ur7m1cWrz3/ywG4yVE3N4viATb/hxB+jY+D++SWx6ymV9Eg3iL/LtBdKGdiSlIGqZvbonPnjM8yslv7ECQlwcgSltbR3UiisLVkeHvH1b/0Ob7y9YX5wwPL8iKKppboTIqvbOy4vXtF1W1lzKldmomj9SmNxIbHtOkbviEahS0sxa5gdLkmjYt7OaIo6P7Mcr2iE5aIUlBY9b6lPDykv57h+hCAMo4nhmVDE7OCuksYPA/SO48MDfn/+bcYPv8+L1c1rkoK/kyL7H/NoUsTRUTSGsmkYtlucjUQjQazWYAtDWRhqY6i0odIBR2IkUWpwSbw2nJJHIe7XEe8GttnfRxlDUVZUVUVTWApbUhQFRWEheRQw9j3BeWZtQ1VVXN9c4qLHtCV21lC2LbOiImwHulXH5maN7we0VVS2wlYlpa0otCW4gOs92zQQ/EDhHAfWMF7fcPn8khevrthst9zer1ltOnzwUFgZ/7wnWGMEoAqBsO4Imy7TyQeijmBBFQbblOiywCRNnRTlTGMZ2XjDOGpKW1CmyKCyeV1MOOdk/VaWqDWmsGgrZqPGaEwMFEm6MxUmu5uT2GUjIHM+sxcFzcomaMZiS5EzRCJxHP5Bc+TBbNnRp8mshLouOD2dUc8U5g6apCm8JLxDcCTnJU16kE8IoBfRBdStpl0U1AuFaRKqzLp/La0LXYBhHNluHf064HolJoNMLRDVznA9RE0fEy9fDVyvrtCzNbqoGbce76eVkgNw2K29qee6JGfsV9VU+EuZ5pz9WSgVxUxjeoVzEPu9FI6UtfUJqgx2xvU925cvOXj/d3nrjTd4/vw5F/3A1PdAniVfOEAwvf6OUZ7/oXgocZj067/6Xn61efhv17UTKmid01ABT7IzwK7iK5Xn3OpOTYBYPr9VfOD8v/co8iEyuIDzHucdYwwEPKAIkz+I2oPgsiT2/4eHANw+8ZXPk/8tMmitlbQqzJ0RQohidqlEVhmz/4VSkmYHRH45jcLOpA14rYVh9OxQCfPgWes8bVTMngO/AiBKkkzHZEm5MCEpj8q0/0TUYmZr9XTGi9QiJmGmaTVZCQsIw1TwTNO6VPv73z9UGdsMGCoFOneNSknOc6WmxDzDDrmY8tAnK+Wvyj0kQop4H9hse9brjm7l2Gx7XMj3qyQmjGiiknmkyNyOic0oEWMuAO2fq1Ja/CwyG0Jnw2mUhhgpguSJqlDS/lYptLHE7QZBvj/f6zcTHIDdZlUUQuVeLuYcHbQQI/1mTb9ZU6WQB1Kq7SpNWlvR+LmoSHVJOZ/THBxAWeRqcl58GQBDSfI1uJG72zturm/YbrcQI9aY3aJPgHMONzq2my2r1T33qw0Hx8eMwbPtNoQYJw/NTBvKZBhrKKuSsiylmrXrG6t2m5O0JrMZ6RLaetU0NLOGuClJWw8ECqPRISOOSmqB0XviODCsV0Q3cnZ2wp/+i3/BZrPl5ctLHhxxv9FXAcyspUyJZVGjR8/6ZkUcxaxPbCLlwwMORTI19ckBzZNT1PEBfV3QWVmgZFqYBlRMBBcJKuXW9IrlyQm//wdzHp0/5uc//ikf/fAnfPff/I9cfvKC3/m9b6OXLe35Kbqas8ExWggucLu549OnH/H8Bz/hxb/7Ht3T56R1J28iBh5W7adOfQDbbsunv/iIn85POD48wXz9K5SzBnN+ysn732B9e023uafr1/TTz+dxkYpvYkEiDh3906c8+9f/lkenb/Ktf/m/4fe/8S0u/uhP+Muu45PV3RcCDABc313z+OgMoyH1W0zVYIqSWNUEFCEl+iG3EVQ7xTg7xDn/SwACoWrHXE3SCqyRSnth9AMrTwgxMHroOvnZ1Rgoh4AtJzAQ1que+5WTdj1BQxAamKx1g9YWrQzGWCKR0Qe2g7gSg6FrIsUQ8Cg8jvtNz+hg4x2rzBjouoHgFSkV0vYvH0oxTi1JxSBoGByDGym9xRaGWVPLtAiK4Hu8jxn9loMFQGEk4E4CWsosTqLNVSl3cCtZHiyYL2cYo9j2HXfre0bnxF05U7sFnd8j/Hur3iA+HcqSdMqGi5n+mCDGQF1VtG1L131eicTDS6rG84Mlx2cnzJqWeVGyfnrF+tUlehyxwgeS8ciGQYoCK5Z/RF1QHx6xePKI4rAlWjlAifnAzK7FMSPtKSPw1WzGm+80AJiywCsJB1VKuNFxc3XN9eUV3icoDen/x92fPNuWZWe+0G/OucpdnX2qW3gZEYoIKUNFhkJKSe8pU1m87DyDNLIFGB2gwT+AQRsz/gDM6GBGAxoYRocHZiSFgYGpg1IvlcpUKhWle4TXfutT7mpVs6Ax5lx73+s3Ql4qIpkRx+8p9l57rVmO8Y1vfEMbMhS+l/rJmTb4oOi3O5rdDnfsUWXO8v4Zv1H8Jl3fMTk5YlbX4MWYUEaNAokqMyhtMJNAeTKnPDmiu1mjdx6FEUVj75AyT2K8KGvxLXRNw3RWMc8rjqoZzza3sbRTGG2jL7rkFYrf/+4/5M7pXUyn8M5KSVEt6XBaK0wmOdmFNpRKUQTJJa0UTHKP9TAocRyHoKRqUMzlbHeBoe9pdy1DN+CsZ941lFVJPZ1QT2qywlCaHOUDeWYoq4qiyLj7yj0GN9D0Hau2IdhAu93x9ONHXDx4TNt29DhCaciqknJWkGmD6xy3/S1u13PlAnbbwLbhdDpl+/QJzc0Fq9sNfT9webOj6wYiIocuc7JcdIaU0qJIv+twXYP2A1nK6XcOqigcZTKyPGdiSuY6Z6E0eaVZecvgHM4F2hBEeXpWovNYfi86BFpqk4mKfHCxpFrAeksY94mDiN7oLURvWwG5hiJD5RlZJmX2III1X8LBcOgHJKr0yfGcr79xwmJh0F3L1INpW/ww4N2AHQZMiIBd8LEyazS8NRSlopoZpoucaqbRxSD5tBD1XxTOe4bB07UO20tEdHRiouchjkN0AlDgwDchrmHJ27VOzpsQPMqE5KNFpXRhaIm2S0opioye6LQk4NCFAZ1BXkMx0Qwt9FZsjeCFbeSiLaBRZNbSbm+5efgx9Wtvcr484fT0jOsnT+lsIM8rbN9yKNb3VTre+wDV3gZNQM9Lnb1fcB347Pd6mDr8y2whlpNM6b1SvcFHNsCI1ItDGxKjQCxL6TEjDKqgCEbjvYoOZyy1K3ESpOirxwUYI5rw3BRO7RCzGX8KjHMjsYDl/n0EsqMAaXyXIUO3huZ2R3Pb0De9sO4AqxTeREAxRaASLWG0sv3+x0NjLPj9zY7jJ+sE78CbCFp4rLM4b0ahsMTiS8LWexAsfh9f40Ms9z4+/UGgKQVRoqbQCOdFE0d4Dvs+izgdwvIkgj1KAjpB7AZMAmHivDSGTMdSxEGqmfWdpdkO3N42rDcNfevpnRMLTRtQebS3tDAOglSyeG50Q3huoNMYKogl16MdqUTDSyOBKhMEKA5G4cocvZwxv3fO8O/+lOHJx5+c1F+w/cqBA2oUnZIJszxacLJc0u225MdTbNvQrFcoJ9r1PiqGe6NFLCbEuakUymSYoqKaz6nnC5TJBGgfIS8/ok7i0LRst1v6tov5ziI0FmKeb2paKZz1NLuWwV5yvdoQkGhSmujei8q5jgI9IzqkpSSFj0a4tD3ZKETnwKPQpiCrpkyWS/qNGC/BWdzBfhK8QwdNYURopr1ZcfXsKYu753z9jVc4OT3h4uJK7ifO0V+VDfnFlgF3pxO+duecSZ5RBoVrBtxmS3YgRJgIcANg0ah6Sn52hjo9oVmUoD3O96BzlBMBPJzMLa8V3hjIJPaijFBkT165j/cG31oevPUz3vnpO1zfXDN94z6v/87f4+y0whnDrtuyurzkwfvv8tMf/AdW77+Pe3YjZQSDTdbXz20Bz26z4t23f8bi5Izq+Ig7r76CmR+xfPMbdDcrussLth+/j7PdKEiYRssACyRScts3XL/9M97+13/O8f27vPadb/KHf/RHPHr8MY+ePWDYbeErq1Wf8FWJXEkd3yhsF6trOZ8imnFZqP35ko4eFQLKBYKV6KLyEinPNRRGk2mNdeJkpRKBoQu0wRN6S9YO6MyIYJVX2N7TtQMq+KjZIMrRSgfRRjA52tQoPcGGnqZf0w5eyvdFunpnPa3t2PUdlzdbut7SDp7OeqyTnPxALo63j3m8yEMGnUSKAtYG2rYjLwy1KslNxrSuRcDdBlzTC9WOMB5mihDz5yT2kGoLCGAenbJJRTmdYPKC3nZs+5beplroB2VZNZFts1eCEPQbslhPXCsTtVnMiGRbO9C2X5Fydtx3Zos5r73xOtN6ytniCLvZcfvoCWw7cpfm1/Ofn0ypQRvMdMrR/bvUZyf43GDx8szBC3q/t1wiAKyjwFbUotFGIhZe1qwbBrbXN1w9fUaz3UjZODIm0wnzekq32tJst1gvAE3btKzXt5zYO+R5yexkydFiDgRhJ6k9hVRop2q0r5yCUGTk8xnTkxP6pzfYzsZUpKiv4IWao5CUCKyj3ezQs4LJdMlvvv5troctT68v01N+KVigUhm/9e0/5Gh2Su8sJi9RWcFAT6MCQ/Citu1CrAUuxk2uNHnwzLSniaBfFgTaciEa35Gu6pxl17UMXce22TK/nVDPpty5c87Mz5mEGnJPmWWYLGewlrZrKcsCrTR903L99JKmbbi9vOHyyVOamw3G5HgTYDB4LRoGqsvwakfbthQG+mZLd7PG7VomSuG2m6gNE3A+SDlRvCS+l1NMtSCrJmiTEXyg7y2+78H1FMqRx9JXKS0IrVFGM53POZkuOMtqZiGgcjDdgPOeQikCGTcBdh6c7bF9T5f12LLGmIxaQW8DbWSZ+xCwsca39UqYQDqAiV+5koOiKmUDLktUPaGcTqnKisoYcLB6+OBLWdeyh0dBZhx1aXjztWPevHNMZzewDVRdT+hbaAe0c+SSQ4YOERjWkWyda6qZZn6qmC5zyiMwhcdlHhssPdAGzdYZrraBx5eW60tH08R0ghhB9KOuE1F3KoAOUaldxcipk1Jk/uBAQmGCaLGUmWJSaapKS33ykDAH+SwVy8wpBTpTWDugUJhaUyw0XaPpu4AfvDCZUFGBXYx840E1O3ZPHrN6+JDl61/nzXv3efLwY/pmG0sVmTHF6KtsSiVNpfQV95EDIVqVABei3fiV3tEvu8WzNoFE6bdBatqrICziQNL9kdThlE4ACWSRqK6KkWSV5WRlSVbk6KyPJdbDgVMcfW2lnqseyOj0EsH99Gs10vZDHB8BwiPTwRzQzCMYJ46miLoGH3BDwGUKTMUemQh7PCDEtaHiqZUwg9Qi2B2824OSCVDKFKrKKOclk3lJURoy7UQXzqf1KGKDmWJMqwxYksBhEhOO4d7oyMdnjHEOKRmoRsBEzno9vt6ruL+M7AhJf0OJ7U8g2mtGqlUpopgzeB1Fm/Ncxr9zdG3PetWwXjVcX6/ZbVqCNZICoTOCymKKiAQD0IIxW/f8Oh5BH3U4xxIYdxjCjfYuKQ1VkXDoYBUFOYXJsV/RqvyVAwfGPBWlqauKs+Ml07riZLlAOUu33dB3DSkXV8SnRNE3xAK1NgR8pOvXkxmzoyV5Xsca42qEnhJF3XlRHLXWM3T9WJ1AnJqQbmuf+yHcMkII9IPkBYIgPiaqTSe1sZG8Ng6yRANAnFWZ03G1jIhSnOraoLKS+mhJs1rTbiUfPfjoLMR703gMii5YumbLen1DNp+iTMn3fve73Fzf8ujR42iX7yfSrxoVrMgMb9455U5VMdEZxgf8doceWmrCyBoQQyDtYTmz42NOXrlHfb7EVwXeaJyS/jFK2AMmE1V8Z4KIQeayaIfgGdqWVbNjPQzMzu/wDVOyenZB0zXMzk4xiyku1wx+4PLRQz748Y95+NOfcPPhO4TbW+jEeP/bgAGQke3CwNPrx/z0Rz/i9O5dJosl9fGM8s4px1/7Gtsnj+jXK9rLJ0wiFSs12XoCFYqWwPb2mgc/+Qlv/Yd/z3fvn/La117n1//wezxcPeGD9Ra12mH73XMH0ZfRUr6bsMkCKjiMhswojFFoIzn8idSdot465c2RgHNxMtwwMHRS8sZkojtQlTndYGk6G8sryfroQxDBMx9oBxdp2BE99x7rvRh7CTtWoLQiL0qqaoLOC6yHrh/oB4cPmiwrMEWNyipsMPRDx2pnWW0dbdszOI8NGqHhpZ1jf9AFFEQVcLQAgi4EdruBEHZ4G6gGKCcV8+kEpTKyzY5tO+CBvh+wNqr1BLlppWJNAyUIelHkVIVhvliIFkcQZ2W3bWjaTqiyKousgQTDvJCPHhgBhwzIM0WZG2GBOIvDYozm8vKCm5vbL3XOxIkD2lDP55ycn4vSvVPcPHpGd70ic4GMVA8aIoQHGILSDAFsmVGfLqnvnmFmNS43kvcYFCEcMAUC42EtmjE6lqskRjUk31EHqYZy/fQp15cXDM5KiUNjmB8fc/fknLZa8/TBQ7btDmU9fdOwWa1o2h31vJRUAW0iTdHv80cTNS0278TB8wpMXVCeHlGfHrNabQnDgDGi8JdqZifnRHsFg6PbNpRFzTSrOa3nXK9vRQE+PDfKX2B8FJocnYOvDOZoRthuxCEeWlSmyY2hzDPKPKPKMzrnGIKXSjJy+Ikzm2iT/iDKFAIi+CPK9be2Z7NbUdyUDHZgdrSgrmupEJDlVEVB3+5omg2z6RTvHVcXlzy7vsKHwOXTpzSrFcF6MjNB5QaspncOFwWkXAi0/Q68xW43+F1P6HpWKoDt0RjqzDB4T+dibm1WoCpJXcjLChU0fdtjug6GHtwge9bQ4X1ATUQRP6VGzI/mHB+dsFAFddehmgpblMzKGt9ZdpWnaSybWIbUqQFfOjEYjSHThkEJU0MrgwqWArm1ZhwrGOXHiQKimYFJBdMp5bGkMR7NFixMBgN8+Kf/V5on73/haZI0nhSKeWl47e6S2gT6dkeNIvdG2MZDQA/C8MxiRFN5OTfQSoSgM0UxUVRTRT6xqMLjjZHqIEpsOSc7oaSA9R47BELIJKqvPJGGMJpQHjAxpSgNqRgOAriJyKuKTk6gCIHSKI4mGWdLw2wOSif9KBXPLR1tj2j/IRo7WmlcpO2EoIXt4SzKZTEgGQXKlGhG5gb6oaG9eMLRq69z9+yU45Mjbi6e4GyIKRT6U9kTX3AQRag1JNj1+eYR++nQWX3xZV8K0PQrEKxSsXSdEkEwCOCcj1H4JEgYeQJJIFmZOB88PuoR7GvVi1MdSUDCztNyhgmyBCoKiycjQo4M8XzHXlVhjyMk+/3QJ0ngFaBNSmHZj6fyUl0qi4EWcdAt1jm8ltK5ck2e+/fQgT3I8Y73pEaHXjz5eLchpvNFkCMAWhs5dxFgJQcRrD1gMwpxx49Ch6mEtdd+fG4VBbCViroJsX8Vcb0FJzYARsSko81pgh/3BR1Z40HrWM1OjZ3nlBrPbLE3clA51hv6oafvLKtVw+3tjtubhvWqo+8cGVoAoGhzpSQFPYI3L6zhsB/GBLrtf1T7vh/thiAip0GeKvjopw4mykrqgzn35bZfPXBgRJECJydLvvmNb5AHT5nnBDuwW6/QwWOMKGAG78QY3yfh44PGK42uKsrlgnIxxxlzsAiD1GWPFJpR8RKkPrmLhmlkMaASeyDliPiR1pPWVsrVetEJixiFrNI0dZJABntkcD9RUq1NDUrjVYYpp5SLJdnNDd52ODeMByARxSyUolKKzdCwu72mni+YH5fcv3+P2Wway4btgYpfxZblGfN6QmVyyiyH9ZZ2dSslKhFqfdqKOsCSofIJk9M7LO6/gloe0VYFTiN03kDcDIWt4ZRE9LSRRey9KMrf3G64fHZFaHuqesLijRn3vvYaWVmweP0u/SJn22y4fPqAd77/N3z8g++zefSA0GykRJSFUXoWeOkpCiQV1J4B5xxPHn3Iu2+/zfyVO9ytXufObMLs9Vc5vfk2t0+fsFvdYIdmZEwkt9QDGYEaS+W2bB68x1v/9t+yfPM1fv0f/0N+87e/y8eXV9zuLOuHD1HvvUvYtS+5n8/fQnAEqTKPwqGJ4ICGLNNoLVTwgI/Grd6rQRPXRTrEvKQAuJgKoHItOc0V9IMcZG0qKRhk3AxJjTaCE+m+PGOpb3Raawqjc6pyQlVP0FrTDTbmAnpsUOSqQGUl6BJ0BkbjgsOHAh88zjuZO1FYKAn+iROXNnVRA4mSeNjgCNaiWlBR1BCUzLFZgckNVSfpDLu2pW1bur7HDRaUYlrmaJ2RGUVZlkwmUybTmqqqCHhWmzWb9ZpN09B1Dms1IRgR40p0uXQywnMGmAK0DmRGcphTTt24n4avbp9YHC95/de+zq7ruLM8wV43bC5WsOvJfNJrySL4GStaYAgoBqVQ0wmze3eo75ygiwwLI/1T6ZQ+paKxkJ43SY2FMeqSDupgB5r1mqtnT9lsVjLPTIaua+anZ5zfu89O1dw+u6ZtdmQWhm4QwHa3xc8WhBipSFRFT4iGl+zjIdEwQ9rzFc5o9HJCcX6MeXqJa5u9QRZSBE9qUvsAbhig6bGTniwv+Pb9N7nernh8e8WXVs5QeVp7i1eestb0dYGpS/K2J2tzirKk6gJTC40VDZB2kP3MhUCrFLnW1FnADrAbHRy9t2RjtBbnCW2L7QN2s+Xh0JNd1uTagIdpXUHw2G4naYRFydB1tE3D4BymyOm7PjLiNNZ1kburodvR952MuxZNEIYemi3YACGRPRUeTefzEYSSzSQjOGHZuKCwVgBHHaSChveOYHuhnxtDXpWY+YzZfM7J/IjldEatc7LekjUb/NBH/YgoDOY9nR0YfI8p65hfKk6oC6CzjCLP6bIMrYWOL7M5jCXF9w6EipoWsSap0mAyTJZRmAyjNTjZqYduh23WX3iapNotwQ/CkKgKSjy6bZkXFdoGBhcggrgxHCuOQIjMJsJIyc8nkE8NpvLyIh01FUycK0SxVu9j1l4CPWOmfjL0EwARVNJGGw32RJ9PQR8BEffRO9krhXnkEyig9+v1OQY0EWTVUWbOJLFOD8oevN7Fz9coCyEM6CwX5XptBKzUAlAWWYaZarzN2K5uSel4X2ap0p/bknMYf0i+aEig48jnPnjLl3hP4SVn1N9lO3yW509JNf49pHlIFKvzihB1yAYnYx5i1D042b+dg6bt2e1aut5inRewgAgYAGkOi3Fz8PxBQIvx/uIUT4COUma0fQTw3r9vvEQstay12MJGic3inRNjjTSuacT3tuv4nX7enh1TURBwTd4ta0cWpzjixhjxlaI9NJaBTGsupTiFaFHpJLgYHXUiKyiy1FSkpvpodQavMEFhlUHnOUELW0NpHdUiov0XH1GrdOZ7IUPoVCYxCkm6tBtkgKHrA+v1tZSz7x03NxvapqfvAk3nsDbgsoAAEgWByAoMAR1cFOaWc1/FPn6+hw/m+0EQQWmz1x4KYZ+hrPdYjfceE5m2XxWI+CsHDog4YGBSVxwtpng7cHbnjNooVleXDO0OHRyZDmiclBtCDFynFAQjQhB5STmfUx0t0FVNtB8g7PN3A8mYk4kj6JZMXjEi0z1plJYfvHfj4hg3lOTkhDDuocldkBqoyXjdl7kZ33cwOdLnJmDCB9A6g5BTzY+YLU/YtQ3BbiSqGLyozSoFRmF8IHNStaC5vaGsa378w7f5rd/6TTabLQ8fPv7kvf8KNR0EwZ/mBaUP9JstbreD6G5pZMKK1gB4NaGe32V553VmJ3doqglexxwxCy5YiU7ECIINMbWiD7jgonpyIHcGMyjawdJrRZFnHN895+T8GFsaVrtr3vvpT3j/xz/gwU9+wvDkoRiZIUDQ0dg8fJKf17d7UMjiuWhvefv9t5n+9A5eBRbf+iaToyOOvvZr3Ht0wYMnz7DPPsJHxPVQbyEAFYE5A0O75vZn7/LeX/57Fq/c49XvfIvf/97v8/jZM37cbgmPami6TwBXX6RluYLgxJn0AgxoJWWzjE4UxRjB1UYOvXTjMbddjLooBuNF3d86g3Ggc02RZ9RVIRvurqfrh5gfzgjGhISoJoBATl0gRSyDINfKyDqOqHbvLc1gaa1EljIX6HqPyRwWjbWSkWEd+FRQzwuVLRyI1jw/3uL8Bx81UOJvBxtQfY/zNh7uUNUV06qiKmVY6jKnmeQ07Rbbe1RQLOdTMiP3XOQFRVFRFAXOOy6vV6w2a3ZtS9M6Bh8gKCkL5jVERV/UC3vOOIdkTeVa8tjEoJX9pG9bhq8oHUUbw8nZKfdeuc+m2YGH1bNrhtsdhYU8RCcpRIN+9CbjflgKk2p2foyZFFHUKBobam9IqfSksvmSKt+EcZ+ORkkA2/dsbm9Z3d5gnRX7LM+YHh+xPDtjvjxBbwNFXhIFjcF62u2W3WbDcDxgQSpTyKEyRnvG4ER8Hh89DKM0ziiYFuTLGcXRjO3NLdaJI5gYKTJfI1jgPbbt6JoGMymZ6pLT6ZKr3YphsF/Kvl7kBU+fXdF7RWFAZ5qirNnqDUopMpNRlAWVh6m1NGVBaTt658idpiAwyDFM7j0m6iQFiGw+9gtD6ZjrOkCwdNc3dLdr6T8V2BQlfugI/Y7g+mgtJTS+AAcmKwmllCYMQyfGqfXgLcFaoY3q6H15G/chBSqLRpVC6Rxv8njARIM57lnWCoDY51BoQ9CawUNwktOuNRgllHXtAwyOZr1hdXNLlveEPhCGHfQ9682G1e2K66trVoNj21u88uTKUBUls3pKbQrmwZNbS+c81sk55VJ80hMrpARQY6Iwo6GuDRgBN1OObq0yMq0lVeu5fevzNxcCyjvqXJEz0G9vySkoJzPodoSmQ1k72lF73UIpc4kyGB0wRaCYBMqpxhSekElFhlTfO3kR4iBEJwHG0qISORP2mJSBdhEXVhivUUaqZCS7LNG/R4AwVo5Jy8YHjwuSEx50AjGMRACj7sAhGUhSTx1khqzKKaeKbD3QD3ubTwKqKmI3GhUcWbdj+/Bj3Jtf5+79+/zaN76BUTA0O1zb8P52jfsKRMZebFJCWGxCoxXBSwnckfL8HBiyb7+K9uPnbXtBVxnz1B8hBGw/MAwWgsbgJKARHKmqjA+e7VZKJwNxjoJz0pfBK4bB0vcJIIj16iP4qxL4NHr4vNDRL/z8HMC8f0n6bgRzYvM+SMDTB4luB3DOyrwcbaV04fjlAyoo/HOpBAef9yLTY/w2yAILwhYwxohDryS1QcAPcdgF80iWSDqPgZjyrZVGBY+zHtsN9P2A8wpTF1it6YLYbQqN15p6WmE1qBAolKSUa63QmAQTSHquVqioz+CRNATvHC6KNwdEHLbZrVitdlxd3dI2PQFNsxsg5Hir6b0mqBxCTqZLvNKiLRIiiIEEmiGgsgiIxD3Q76G3l81GBFhMnSq0J+keCYoXRmMNKC9aLuFQ1OxLbL9y4ECKqh/NZ7xy9y7e9pRa4foW2+4weIxBkBnnon2hYp3hODdVhikrposF9XQu1QtQBBcjackfT19qn16j1IuG/6GxGTf5OPhaaZxzexQoRaPUwQeQcn4iXKCV6BA8t+uq8YiHmO+UoEAVgJyyXjA/Osatb2mGDiXeb0quEwGuEEsz9h3t7S3D0Qm/+eu/AXnFT9/6KU8ePx0R8fRcvyotU4qz6YTFpGJeFOhtS79eEWL5wrRPiWMNDoPOphyd3uXk/BWqyZxdmgAkEaGIvJkIDgDBO0yQMm6l9ZQhkJUV3XzO4Dv6YcCWmjAp6EvDw6tH/OxH3+ejH/2YJ++8w3DxFPo2lisKiHX7+doQep49fcjPfvQj/GA5XRzz2iv3qE/vcvc7v8X62ROumjX95pryJci2BirgiIHLm2c8/o9/zdGdM377aMm377zGd3/393jw7DFXH3yM3+wkcvYljXnbteiyROsAyhJ8j/E5hgxjJCI9ROE7oYSr0THSap8DL9obMZfX+4jiBgoKsjxnNp+SVwV51rJaN3TxdSo4icIhEXsVGUF4j9Jegk8EjBbHe7aYMp3WZEbT2oFds2O1XtP0PZk2dNZD0zNYUJnBOsdm09FG2r+PW2U4LBszHnDPn98uEBW0Y33foAi95PJ773HOYa1lMpuQGZGa1FVOWWqm00LychFAIDMxjSlonIPtdse2abi8vKUdeqxz2FiyR8XUKhWiaFI6jcI++pSjyBRkeDLtKcucIlcyhsFhTMazZw958PDxlzJPUt8kY7+sK3RuePLsCSdHJzRXG1ZPLgltT46WtR4sOjpDRHV7p8BqQz6fsLx3TracQaw+kpahjnB7ULE+QRqUZHckgz7OMa0UmsDQtFw+u2CzuiUQcAqyquDo5Iz50THVZIqdNsI6IZOqMd7juo5ms2GwPT7LhMoc81CdT+lAKS8UiLwTcemERqmNJjuqqc+WbJ5dYLcW4xhBpGiCygW8R3UOd9sSyoHsdMpvvvEtvA/87NlH9O6LOxNtv+PdB9/ndndFQQ2tZ9dL1CvZNFqbGJFxeCxeiU6CU+IMZVqi33UmEdjWBWwE42UcDnIt4/kl4bTo2MeIie23AhwwEH+JlAQQJokIenp0UYwRdxE+9NJlUmt0NEplkRjIMlK3Gm3IVAbGiHp42phiiS87WPre4sogwKAu8CoTAVEl0elCISWM2w672bLyAnJ1WUnjYOY6qqHn8vKSZxcXrDdbGq+xASgkP9kH0fLOjCaPuhbCOpSzqw+OnYPWBnY2iLaCcnL+5wayHOoSphNYzNDTmZRdLiaSAmIUubIo/+U5nEYrZmVGpjzO9fgOMAPBKYZdQ7ADYyHeCKopAyEDvEJpT15BORPBRrIgmkBK5oUy4jQpRyz7GMbhTDaZGqnIQk9WQQBqFc+CgJZAyyjSFkGUECKFW86IxJzWOjps0TnxB+yjvc2WGKUHv9fCHCgqRV4bbC8l0kYghwDaCkgdAoUb6Nc3bB5+xPmdU37t9Vfp+obtds3m6lJ0dCI4MOYjfwX2mo66WFqZgzNMkarwyPOl/7C/n6+o/TJs0tFeP3C6vfW0Tc/t7QZre0wWlXtcVP13TpiF3rNrWtpWSoP6EHBOMqdElE9A3RB8ZA3Ifjcq76fPDzCq2B+0T3BbQtwvD9RnZXyeG6Dx2ywYwuDASil1b+X6mTH4TMUS0oyB00jF3I93OjjTgZR+fQCOkdZCsodS2Fsd+D4HvvAeW5N1kWpEhMMZ56MWVWdpVjtubjbsuoFskuOModfCVyUoXKaZthOC0SPwnuUls7okN3IGBR8wQWygTKtYflcAx6EfsM5jTA4ebm5vuLy8ZrtuaDsbfTpDCGZkhqAKtDKgjNi1EIO/YSRaBFycWzoeX0n7Qe3HMXaKAC7x0XGiU4IiuNStAmhoo/CFgokhO5qQ55rBfRWi0b+C4IBCMZ1OOJrN2N7e8Bu/9ibGWzY3Vwy7DcoNZFkQhCZNQM8oNOgDhNxQzqZUiwVZWclCZb+Yxk+KUXSlBWnW0alUmlgHd99k/aiY96JI9U2zLMMdqJSPyF5Cy2IzxkSaTRiFCMdo1oHDnqJgkv8Sc9UwmFxRL5bsFkc0uw1ucOIAJ4qSvFkmofNsVyvq6xvufv0YU9T88X/+Rzx9dsnTp8+e25R+FQACrRR3F3O+9eorLOqKfHD0mw3DbkuIwnJpou7L+uXk5YTp+Rmze2eYxYysUpLU5+WaSYASRA055dapoMhGY0Wofcf3TshPakLwlFWBKguerq/58ff/ip/823/H9sOP8auVAANfABB4sbVdw4fvvE2zWjE1Beb3fo/zu3dYfPs3+Nak5oOTY579279g9eRj6mBHBoE8FRSIo5fbNU/f+j7/8fKS/vEzvvcv/iX/vT/6Lzg/PeNfTRe8+2/+Avf0CaHZwfaLpxh88OgJZ8s5ZV1hug29ltSWWTkHrdHkKOvZ7nqcT9G+mBuu9jl84ng7oYkOHqWsUL0MVCbHZDl1FJBTKmO7aei7juDFmSUMozMBUs4q04oMWVNlppkfTVkczcnyjN5a2s6y3fXsmh4b03Wd7+kHjzGOoKQMUD/YyBqA/eZxiPi+uHYUyRMMKoziQi6qjg9OShp1g6MfHMPgqKoS6wMmz8nLjDovpeYuIYImA94HOufpmp6u7WialvW2GQ3ekOoRh6Q3QDyc906wiYCjUZ4cR6UDk1JR5Dr6SmL0OGfprQinfVlbg+CcnqzMmC6mtF1DmecYBzcPL+mu1kydoohaA/scMTlQURkOjS9K5qenzO6cYaY1NstkJUbjWcUbFqc6mWBqtG0O7yc5ZGHoWd3ecHN9Rdu2OBMgK5gfH7M8P6OcTHAB8rJisTjiupywbddo6/Ftx261omt2+EVNMAbn93NARWMpiUklsq7YYcJs8UqRTyqqsyPq0yVN10lkxQuQIIr1PhoOIgDYNy1Ns0N1JcWk5jfufp2L3Q1PV9c/Nx7xWdrf/Ojf8D/5n/13+Uff+xf8y3/6P8CUFapW0ObkZSA4S2ZMHFgn+w/i0CUncA+CJGdLMdbPPlDTRhE3Yr2n1Co537GDRMJ1OQIT6Cj2hSH0ljAMODRZVpLlZYxCObwyMHTypgAoH41eYdUoo6VUoJKKGKNxKoc/iSKSlWWk5mdi9HkPzuK9wwXxdkvjaZzDrXbs2p5G32I3O9Ym59rDxPfM8Vw8fcr17S2dc+yosJmBXEpeoYQ91fU9A5LCYIPHERhUTODygcEH3Bg0ILIdlIAMZQnTCmYVRVUzK2tmecUi15xWcPHv/4KP/uz/9DlmxEtmVYzAzcqC0+WMHEs2WGgdfnD4rse7AYLYTODHaD8KdO4wlTAG6oWJZ3fydtSBT7JfR4mUG+L0kB3fo0Os6OIF+JTyrXuHxaFHum+ysJKOg9KQKyX4ipHqGHmekWcZWg1yNiF53MFFirSSVRyUVIbRiL1oMsjrQFVn+FYEaUUfSubgSI1GkXlP37fcPHrA7PVXOXn1FU7OT1l3O3yRcXTnlMtHT8D6vQP2lbSw7+e0T4VUVPEgJ/pT2Yppkf6n14KPdrgWh8w7y267ww4DtyuNjimKwYWxWkGyzu3gcFF0TiqLGCEleRfnaRBGX6oclHJDYQ9gx95Wz/2OeM0X+/3l4+Bf8utcGVgPdFct29sdbdvjtIEiI5gDqevAuKiU0oRE1R2X/ug0yHc+agRo9rR2FYEB9iLsWimMNmgtmgMJ8CSEsRCJS+dk1HDAR/HQ3mEbS7sd2NzuuLld0wXPoBWtVoQsB61RRU45KQlaSZltpTCm5OzkiLoq4/oMMMgjFnmOMRprLV3naHYiWJtKad/errm5ucXaQJ6V5HkWl58EaFQ8M7TOo22D+GpR/FRrWa+yjjIJDmmeswP2Ado0+mkYImsq+qdB6Vht0qG0iLgOgM2kqkudOz76v/8fXjofvmj7lQMHvPdMJxPefPMNVNdSFxmub+ibLWHoySNFTMVVJKUoopOsBd03RUk9X5BNpgR9EHeO5ZWeW31qjxJnMRLA4YIdgd94qOk9OJB8ARHc8HFDSK66oICJMWCMIcslSrgHA5I0mB/pL59oIfWLxtRTypNTss2K3U1HpoTOrYIsuOClJrhWQQTVbi6ZrpbMjjTHR0ccHx9xeXU19vOvAjAAEoE4PppS5xrtLN46mt2GYeg/YdTvgZAMM51SLo9Qsyk6KCqV0QCDiekDIaCDwgeHDoosJe0AxuQYbUAHtLeUZUG2nIihpaBrd1w9u+bxBx+wffoYv1lJ5P1LBAZAisrdbi9pmjV0Pa7v+N4f/CF37t9levcur/z2b6NWt1ztGvrVFY5BDHESYLVfxFPfs7p4ygd/+e9Znr7C2Ruv891vfItHf/BH3Dx6xGXfSlSmi3z5L9AG5+i9w2SR1uksOliU8hTGUGWaJtd0xuAtsZxTIrPrEavzSnL+FQHto9Bg68T4zAoKBSbTTKoKjUT5GqPpugaCEjQ+DMLIIZBpqKuMosglCpcZJrMJRZnRDQOrXcN219H0Ax45sIeYG2aVlI0TaCHgfBTXCUTVWGlJouilZlBEiJNlGpQXBymIARl8EDGgIEJmbdsyeB/BgVxKnUZmkrWWtpH7tM6L4zA4nHU4r0ZjIFHvFQeIdIzUyv3IPRSoqN2lSVESHzw+GrhKKaz3XN+spNLElxCtGlOltKKc1Zy+es7J8Rmzckp/vWb37AozeLKgIMQ8Y+EMjM6aRdOiKY8WzF65R3a8IEThUVHBT2DqmGDwCRs1kF53kKPpLc16zeWzC9arW4lfaENWV5zcvcvRyQkmLwS8KXLmR0vqekK726LCgN01NKsVu+2axfxIxJdSykmsmb2PwsQ0NcV4jyHOv1AEsuM5k7MT+us1fpBohVGSe2ijOKEm4JXHYRn6jqHvoc4JmeSxp8jDF22r9QV/9YM/5f7p6wJwl4rp9Jjt7hI3eLSxo2horhSlVvRaUToRze+USxjAfpVEJkUah/28OkiePzyXtYY8k7SjMUeD8dwUSrgRw9RaHBpjspiWGCeAKSIokO3TCoICr4VVY3KIlYGEyZEmi5KbHxyuHXCVlTQCIyVTyQvIJgQn1S6C6lG2F3HijdyrXW+49YEyeCoctYab3YbBOoKq6LTMAJyXsqvRAeytZect2AHrfQw8yKnjAgyHbDUd51cUOyM3oDPQOXleUOYldZ5Ta0VpEDbO56KqH6TlxL5VAY6PF9y7d8LxrGJiwK92FJ1lGFq882RBC0BqpGJQpsVYCSqQlYFiCtVUk5cKXQjjKwF5KpYolCmR0sLM80BbgKSyr0MQfMRAYRRZZH+th8DgJGJnooAi3pMR0EGjXCAPcm6USpEbT5GJeJtWGi+CQmPwPwlRjwcYyemRNM+shGqiGbYa39oYZNKSFhECWu8BBqxlu7rm6sHHvHHvnJOTJY9unqGHmjtfe52h67l9GquRJN2SL6klG9bH6Kl8L4LZKRCcKOoqgvl/O0DwnyYwACHq6h3SuZWUHG179JAww30kbqTCqwQGJ25rSpmUdRlSWl+QoFQ48KNDqphxcI6P+fxpjn/iDD7Y5F/obh3CCJCPv4tMNmLwRGlE8Dd9RiqnmC4btxSvI8qWrhf9pnR/IsoZw1SxQhPKS1pWacjqjKrOKAtFrTWl95QqJ+lTSeWH9AxBtDeUEkFIH8AFglV4r/FO/u0HaHpLC3R4yB2YDGV6trcbASbG/PuM7e2GoiilD0IAK+ma0+mUoihxVuyvZtfQdd2o7zAMHmuzyKYpCF6jlJRl9MGjo2g2gPIR7Ek6MCldQxFTKuS8UpIdMOLjIzMnnWs6rbU45koC1XvtAYfWAR8rBnltCUo0v4Sh9eW3XzFwQDOpCxbTis3qhu9882vkGna7DbbbCZ0TFSOGxMmtQZlIJdNok1FOp0yPFuT1BK+MbGoRwU01yUcjMqSM1v05O24PyRCJTr7WmqIoKMsS5xx912O9FQppXEujwR4NGa01KM1kOmU2nZFlEqke6w4nCDHSSg4yaEd2glZacuFUTjFfUiyWbLcr7NCTIVREkDwitKPQBqzDbjesLi8oywo3wD/9x/+Qq+trnj27IIEUvwptcJ7bzY72aEGH1M32JmNQGhUNoYBEzJNDHIJjYKDzjsb1GDytE1qiMRlBK4bO4T0i8HGg6iHRakSYMAuSoqog5OC0Y7u65cF77/LOj37E47fexl/fQNeR8l2T5NmX0+RKzluePH3IT3/8I+7evcv8eMHieM7JG2+QXf0m3cOnXO92eDuMpQ3Tl8zfwBSF85bm8UPe/6u/5PzXv8Er/+w/43e/+/d5/9GHMFjWT5/Q9k6qLHzhO5f0GO8Hgu9jTq8jzzLKXFEXGV0mVSFS6RjYR3B8hMUCTijt3hOsjHjoFMHscC6nKHOqsmZaVZRZxrQybJtIJXYeO7iIxsvGvZhNhLKfGRHaU0qU0XcN16stXWcZbKSsx3Xgg0brTDQ8IkqcDsdUTmYfZYkAwcEkCNFQHQ910lxVEUoQB8UrF52AgG8GdD9Eo29AG8nV09EwdcHTDpFVgR7rLYvTLIbyyFiNFDtIB746uAuZHxLRlZ7XWlEUUgNdaXBWlLmNzhgGKRGrY3T9i82RgDGa6cmC+fmSAcfxYknZah689wR3u2HiQxQbDdGXVtFQk/zXHo+rK2b37zC9f4aeVQxKEVzqDwGeRGg6Hqyj/bSP9IzGfPysoR/Y3N5wcfGUXbOVHMs8Z7I44vj0jOlkisk0wSl0kTFZzKinE1ZXUU/ZWtrdlt16TX8+kJtSRCvH8yaCSypNkLjvhHQPChWkhKaZVRTnS4pnVzS7DcZLDWgdRIoxQXnGeoqg8I2AE2VVcfyNu7yyvs/tO9sojPXF29HslD/63X9OWeRY63G6J9OaENPqisxQFCIcmg2KzIBxAe0GlPMCynoFZATv8M4LFX7cBBJgz/7APQQJUqTf6f1603EPSQwAFaJhKnPBentgMKvIMpD8e7lmtj+kfUxtUmpUlI72s3wzyJr0WYstSlzt0YVBZwqqCroJAcgYKIKiaFv6tpe0BqWxfY8NnoGANYpGIekAaHSQ8xwPKi8oq5rFdM7RZEptA7ltaLqephedFetEf6APAac9wQSx3HIlYHam5d88E0Aly8gzAQfKTKLiOaKN8GJU8m9ryVkSQWM/vn86qZjNKkyhqScl00yjvWYYboXZEJQY41kYgcekEKiygCmgnOZRa0CiYmTE8yBOhiQuqCPDQ6tYplScEjVaznImZwrKXHNnbjia1djg+PCigcahrNhaShm08mSRZqxcoNBQBqg1TKpAkbvoKISDfkj/YTwX9r5hgCDVMdAZRW0oKku/C3gbnzk6gdKHss9mOrBrd6wePWB39TrHr9zn3r277HZbBueYLResL64hVtP6MttYhevA0dxXLdhPEqXUJ5bn/7+1tKWk8xsYU4cPnzrESmRJ8Pg5/Zr95iVfIYLi6tCeV+mNzzv20bf2EUBQPnwSZxmZxWJ3iS2SfAa5pItgzwjAxvuX16RItjqwHUdL+OBzDv/9OfcLcf89eN0B208EqKLnFBneRmlUdNyDA+Xl1PZKHF6tsrg+wqjdroLBOUXXefpBAqSeDBu8ABM+g6BjhaC4D5IYbYpm1dGYIbLDIPMO7wO7bSv6QREA6roe50S0UWtFcBlaZcJk8FI6VmmPc9HxzzxeR70aFStXEAQgTCBJEEdftOoOysjH6hP7Ho8p0Mm+jPZLQI6hMRhNQCtPGzqpAqSClHkN3Ve2Ln+FwAGZiNO65Btvvo7yjsyAG1ra3Rrve7R3sURGEFpLQPJLdUYgJ6DRZUU5m5FPpqDL2MHx6lENWKdgRdogI01Px9qWWieX9IDS5mWSzyYT7r/6KgG4vr7m9vaGpm1EvXh0uNXeyDcZdV1zenrGyckJZVWOT7yPj6X8LvkuTQY1Gvtps9GYfMJ0eUK3vqVvW9FdCPJsSiuccyjlyLXG+Z52fc3QnHB2fo96Hrh79w7X19e4VBruV6RlGAoMuTUYC8OuofNSvunFI8sCVmmmx8dMXr2PWy7oypxdgM7auMlrrBf3TOTk/KiAqgNYLXuL1x6fGbxRdKrn5uqCB+++ywc/+AGPf/wWw9NnMFh47gD4slogFjYmENi5hgePP+Ldn/2Ms/t3mSxq6smExSuvc/rNb9Hd3tA82WFxY+UG0VWVvhH1i57r5oLLn/2Yn/z5/5fsjTNe/c63+Af/4B/QXd7yAZru8TXB7MB9EcRRdD4yo6lLI5uVGzDBkalAaQxFnlEUgbaPh6jyaSSiQSeZ5SoofBAn3vuAceA6i/U7hj6n6kuMN1SVZlIWVHlOXdcjPdt5J4hrkPyiPM+kPi2Bzlm63tK0PTfrht22xboo0gORyiZUY8kRJOoXRBGfeLAqtR//KKEYHZz9qSlUcbU/NANY1FgOKiipxB20OIc2Mo1ChJv8IGtX0PnIHgiJVugiPZcDg+S5XQMQJorktqXDPwFISXBV2EZFJqUic6PwrgPl6buB7aaNpXMODMcv2HSmObt3TjGvmS8WGA/NxQ3D5ZraiW5GlkyetH/GFDGHJ2QFR2enLO6ekc9qiWrENDA/3uNe+EwdRLxUNBTS6Zx6TQN903Dx9CmrW9EaUMaQ1zUnZ2ccHS0wJu6naMg05aRiOpuR5xnagvKObrdjvb5lGHpCmVZ0GM+W9Fn7JqKEOuYuBh+EAVFlFKdzquMjmusr3DBI+mcEl/COoBxOKZyyuK7FryV9brqY8Ftvfhu76XnnyYd0XwJAUBYT7t25R1Fm+MGSFYIsOWtF0Mo7AWUMI3VUKUOBVC2wwZPraElHKryzMYEyCvyGVEs7tRRV0wkgCpJHGgduHzmN1pXSUeBDjf2dACAgssAO0Idk/EevLnhETM5EA9ilUqLx+iYQyxWITo3WaAy6rPF1D17KbhVA3e7wUTB1CGI/aG0iDqFjKTMBShxeIlympqwmTOqaRSUpAMb36BCw3tG7gd4OdN6zs4FWSfoi0QbGKNEZmJSwmMHREZyfMz095ezknOPJlGVtOMqgCpar99/CDv2nngMj9ZXUvWLEZkZx986MRZWjhga6HNcEVDswbHf4rsdE+rUopau4LnxM21SYAqppSVmB0tHAVWJYK51B1ORIDlbQHofH+nhWIOloWkU9AS/RmQLFclryyr0pZZ2TVbc8utxwuYam83gl1aC0D5JKoCUVYZ4Hjhea42XGpBYAwfuQStZHoM+PU2m/68R9Unv8IOdCOakYFjnNdqDv5MlzrSWPOETQCymDVrgBe33F6uOPOLtzxp3FkqdFzcV6Kw5QdNq/qhTQhHkk3c4XK6/9p9L2GhAHe8FB+1urIMR8dDnzlWihxPeIfkA8S8cUvnjepH1JsXe707UgOqYvaozJP9rsN7+Rai4m6yee6/Du5TGfRxecC/SdwxaBqqopypxm56LGmAhhGkANDrICRpggjPuhXDYeooefltZ++jYdtOP7oh3rHamkaGJBaKXG1/jgBbQPkkJg8AyykEEJ6zkzJm7TAe/22mFD70SMVWUoI/ZRwMR7ieddCuykctPWjn6iVgZPJuvYa+wg+aTegUIqQsWLkBkVhUR9BHQkSOGDjCVBRe0ICVYL68TjvYvC9okxoiMeGgjak+o7BqcIZg8+hog2+VFYUMU7AVQuQTClCVrjrEMVCpUXUkXnZbkkX1L7pYADLy7UUYyBwNnJkj/54/+Mp48eYFzL7nZD32zJvCgDqxjiT0aeHPABp8FnGcV0Tn10hKlqiQz7EAGClOccRgpfSAsiAW1Ko43ZL5oDQSyU6AZM6pr79+5RTWpuV6dcXl5yc33FanVD07QoNYwlA5XSVFXN6ekpd+/eYT6bkWX5KFAiJRH1iFoqVBTVkucKcaIlsbUA6Cynni2YL45YbdaE7RqcJQQRGXFuIKnHhyC02c3tLYvjUyb1nD/5k3/Ew0ePuby42kOOv+SmgVlpmGgwbmB3u6XfbscIGxygo/GLomJx5y7T0zNcXdJlBjKFUQEXbEQTkz3oUf4g11dBMAGrFZ3yeA3W9jy9esK7P/4RH//oh9y89x724hr6XozGA6GYL7fL0kYgG8TN5oafvfNjTs+WLI4m1KdnlOdnnH772+yuLmk2N7TbKxQSDYI9OJDusCPQrG74+G9+QPHGq3znaMlvvfEtmt9d4xvHcCFidu31sy80BZy1XN/cML13ImkAOpZwQeEzTVFAUWQY41He48VVTm7q6Nom0Rbp5Uh1tLFcmNd418c8NEdZlWRGaqwnWl+mpSeMEkS66y3NrqMbBvqhYxgC3eBo2yFGyOVz92VJM0AqWCQKZYgqv4n9k4rj7K1CtXc2DkdTp82eg10kCtGg8BEosOPc9qMhkQ5sFV4SrQkhCtXEa4Y9cp0i5+PXgYVngjCqtRJk22hHpT11oahKCTYGJbV0syzjgw8+YL3exI/84jPdZIbl+SnZpCTLcpbTOW7Xc/3wGbqzVKiYKhZGQzsR/wNCQsynU5Z371AeLyCP0etYT1mnvotO4DivRmdxb3SFeMZoFMFaNrfXXF48oe+2mMLgjWEym3F2ekpd5ei09UfmhqkrpkcLyrJC92syDV3fs1mtaXY7juanKCPzVOiBcgEfUtA0OanEnO0UPQEKQzGdUJ4vKS7m7LYN+RAFyeIacUFjlOTDeu+wbUa33XL9gw+ZlBO+/drXeXDzlG63GWfT5wN4FBfXj/iv/h//e37jzd9jPp2he0873TJsW8zgyMucrMmYVCW2t3jn2VjNNggFU3npZ+0CRntUZMwkw1OB0CyTMAdh7J69I6r2iyiCCtIOPZhDBsKBXREiaKCQA14+7MBxCOOcGdkCEbDZrzoxMpVXAnAMjjwX8UJMTjA5QXmcC2QqUOUa7yEPHhv0aLwFpXFZ1Fux8bOynGI+5+T4hNn8iHk9pdAKjeiSDHZgsFKFpLGBLkiUjSzsESetJFqWZ1BkUFRkkxnVbMbRdMKd2ZTjWjOpoN20vPWn/2dss/rUc2AMUsTUTYWs59dfOeLsuGKeKY60oWh73GaH7wbCrkUNFj0ElPHjLh+UULdVBvXCMD0zlEcKVVvIIKRK02nsxtqNhi7A1gauNnBxbVmvLMGlkffJH0MpyAxkmaOeOo5Oct7QM7IqUF223N5C20reOAYKFSgzqcpxNNGcHhcsjzOq2qAzCyZEjQBZxEnjKtliQuQKcWp50oahc0VVF1RTy9B2InIbK7AQv5cAlyMPBrdr2D56wsn1Lacnp5yfLLne3JLVFWVd0262Xwk4cEhjH3Hn2P/pPEpn7FdhJn7W8oUve/5Rq2tkaLHfL2Bcyod53p+4BvtrCNnrEERM14kAftx79EHfAXgvpZsTqJ+E63yMHkeenwgAvqQ3D1OVZe298LwvvXUJGPqg6HvHtumpJxWL41Om0xnNrh3HUgBcHXENH8v86pdc+CUJk2MgQo19OZallRA/I8gQAsQ0uHT7krrosSGQKSV6LwlAiGBscB6dSfWRTGmC9vQ4nBtiiWsltmCsvBDS548RgXh7Om4yRGfRyWgl5zGJNkvFRR/tAxHkBHBhkDMpiFUtbLKkRSdaAyoIKB2UQpsAwe3H3zAyWLVJ/R3GfgvRiAwJgBnxGR/TTNJ0kzMrpX97gtg95BiTgS5xXjF8NYUKgF8COPBzN4IgFQq++bU3sO0Wg6NvNmLouJ7MiMHhVaS46RhxROO9EiC+LJgvFkxmc7TJxHjUag8o+r3ZOe4fcfACUvJMIiBxEYSUw7PfxLTWFGXB8fExi+WS09NTNusVl5cX3NzcsF6v6boO7z1lVXF2ds69e/c4v3NOVVfsS1P5yFIwe3AgIW0g4hMhpkJ4qcPpIztAlxMmyyXNzQ27nfRVep3RGq9lcmkCdD23F5dU8wWn9wvq0vDK/busVmuG/qvJVfmsbTEpuXdnSWU8WQjcbq+xfUsOY6WCJMInaFrGdHHE7OwuZnEE1YSgxH1TSpMpqU5hlY/VKyRSIHVSNZYAWuMzyZVdNWsef/whH/7gR3z0ox/SfPwBrLfQi8rrPlHoq2iHJxr0rufRo0e89cMfcHp6wslkznw2YfbG65zcXLNa3/D0rS3WdtTxXREnJUMECqcE3LBl+/FHfPwXf8nZ/fv82j/5R/z+r/8WtJabp094+Oijg8/+fG2z27Faa/ydE3IjG72KKTiFhjrP6EvNLvMM1pHYciHlw4dEapNxCzGaH9Lh7KAPjn7w9L2naXrKsqEoCoqywHqH0hqdaZSJa8cFmqal7aJxbS3OR42Ezsa0HzkUxyjAeFxHhztSW3U0DAP7qPN+zNLm/uJ+FsZfjQBmvL7M4eTMSAQphD2tWQ7m5BaraJPG3ySZ7hFMUeNriIdOQMfLh3heRqMuCg1pZcl1oC4109pQFqBNAkE0lxcXsi8Mw7gffRGDVKPI85w7r96nmNcsJnNqSm6fPGH37IapdRQ+YEhV0/1ofgkwoHBZznR5THV+Sr2c4/PYo26I/SXREakNn8u+H1I3xH70CZUPo3ryZrvm6uIJm+sL3NDis5x8Nmd5esrx8pgqy+NIaTQiaGYmBeXxjGxSoVcKBkfooNtsaXc72WfyLIIVSdwq7CvPRBBc1JMjYK0imKQVrswoz4+oL05or28lSjCK94nR5RMN1Ad829Jtd1TTKUVRyRnGgcGc5tRnHsOADwNvv/833HZPuHtyhOkWNJOBftZgbYtxmrqoJJI7eLz31EPPzEkJKYxmlwxCFKVRWBtl/wLgTXQA1agXIU5WulcFKTIUxzJ1Ayhijbm4yNT+7+qF36XLJdXi5x4zXkAdruX4FYLs/W1Pm2/YbkpKI2ybIqsI1koOqhPmoiMH5XEMDN5iPfSx+gpFJZ+TaVQxQQF5XXN6dod7Z3eYVXNKlUHX4qOWRN8PWGvpQ6D3StgoilhF4eBZtYEqh7JATSqmZcmsqqhyTWUklcCpKEfwGecASM5rSi1SylCXcLysqQphhxnrcW2H2zaozpI7H1MprRjATkmBiQBZpsgqxWRpRISwFhAgGNkDxc6XfWDfRHOk94pu0DSdCMcGL7Zd0hMqgUkGpzPF2alhvmjRZmAyLbgXcha1YTVzrG87bCvUZWMUs4miyAOLacHZWcbiCIpKQJjkc4QU8VP70yCM8yUBB6AyKZfrXUDlmmqS022tqMUnllh0hJQK4BXKBJTzbJ5ccvP+A+7Mltw9v8PFbgvW4+83PHjnva+sXNno4MaqD8G7kZkxpkUd7h9fNnsh/GLHff+xh+v/oKlPfjvijXF8Dn38514nF34OTDjYAUb7e+/3Rgo84uBmWRYniGUYZGxV3J+1kj0qfbYE/2Re20OA8rk72zvhiSWVALq/rW98CLikH6EP3tFY+tDQN70EkSKIlhgN465wwETcEwfCwVe0JzQv6KqlFAfDyB6IwDAQhY2jY6sl8IGJPg1R88hJqp33wtBMmgZuGHBDLzopAZQ3sZpNEIA2IVreSypDUCMgLPn6GToz4tPF+08dMGpuOMkp9tHmVOQxfVNBUDGDSFjcOtlrIPpuuQHv8MERcDGIpBFthxi4CbKmlDYEn1I383FMxW+DEBUgE8gl2EAElEaGhmi4OG2wZU1ez2i+/1cHOgtfbvs7BwdGihT7ZaGUoq4rfv973+UPf/93uXn6GOMtQ9IaQEpH7TcmI6hMQvqVqJlX9ZTJYkFeVrjoLCutxipGPihUiHUFDtRs9+hadDJMRO58zBU52LgSqqi1JjMGozWz2YTT0xM2mw3r9ZqmaQghUNUVi/mC6WzGZDohy3I5FJAIYkII04QNB/2TPkt0EmLkUctGarKMerZkenTKsNkQ+o08hrNC2VMSwdBB6Jz9esX68pLZfI7yA//4H/7nfPTRA26HX0w//btIO9AKTmcVd6czjoPC3VzimoaYpf0cMNADAxpdHDE7e4XZ2X1UOUGZHJMpfOhxw4DRstiVQuhhIaCUAa3pNYSiwNeKnWt5ur7kwXvv8sFff5+rt96me/IYttt9kfuvDBQ4bPEztJS+2XQbPvjwQ07+5oecLo75tW99nWK54OSb32S3WXF9+ZTuyQNMEC39nD2LQBGoAYfF765Yv/1j3v83dzl77TVe+87voH7zd3jy8H02H77HsFrh246RlvUZ79l6x7PrNXc3DadHBuM6jN+ibYZhwrTICd7gjgpC8Pg+0HsBEPRoiMvmp/EYhUTaDqionbdkKqO3Uv5vGAaKwqJbEewCAX2UjkBaEOaAtXLYuKiaO/gETiTl2f3nS8ftwTiVDHEibDAu/5dYIr+gjX7KC99DhCHGA9nEv+3vZ69dEvOTVVLcCOO1X/wwNYoQqv0vSWJZQqctjGYyyamrDKMUIXQ416OC5+HDh6zX67/9wV72rAdGpE6HYqaZHi1YXa+5O50zq2f0VzvWDy8onUUjysJJuyEgtHMPEDyD1uSzKfPzc+qTJVQ5LgwMTcvFk6fc3FxL5FaB1ZqT83uc37lHGStbEARQtn3H1dUFq82K+dGco9mMm6tnXD57Qt81OO8ZfKCua05Oz5gUJe3Nms52eJOhswKdFcyqmmI2oZxP0E81ug/4vsc2Dc16TdPs0AVkNqCTwFKmwHmUi+MdgkQWEGAYJWXpRKwM8mnN9OSU5uiKrunJlCdYH0dSBJGkeosRW2zb020bdF6gCNw/PqftezrXkxgHn2cf19rw3/4X/32+/cbX5fPqQFGamMYHWZZT1I4ahxsKemep2garg0RVAvRG9qedVTijqLwabdAuCl4mKu4oTpWMdX0A4ac3CbJIAkrijcbF9JIFOYauDr5/zjDn4PsX1nmqNGQdftezzm7RzqEDFMslk/kRZVZg6wm3Xgwp23e0fYtvd3RdG7OOgpwlmUFPpkznS0qTU5YFp8enHE2mVKYitC3DdkO7vcXuttxut9w2A61z7LwwI4UPjxjFJsQKBRlUJUwmlLM5dVGyKEvqSUatBBMxfYDLK0x/+6nHf4yIxpQcrQxlYbh3d8a0NtRGM81ySi+CWGFoGVphhmUB1OgACHOJDHQZqGYZ5dSQVxqVe9FQiH2/35eRSFo0iAlZdNKE2pvSsFTwo3ujEQmGOlNMck2uPRmeaamp8gy1rOhPoNm1dK1DOYUBisxhMsekzqhmFmWspJo8NzvC6DCNQN3oTKZvxJ5LpeFc8NgICwcFg3foyHbQPkhwQolQocNDlqGLkpBndF1g3ba0we3H/SvABq6ur3j06CH377/KYlLQtTusc7ig8cE8d14lu/RXpcLVy5pKe8T4M2PN+ZeyDjjYBRJIEa8xRnvTv5GBjJIAhi4MRSlaZ1ppgtO0bYsdHCF4tMlROgnmBmSzlnljYCx/97I2uvbps+O++FzQkgQahAgOxOo7QSrgaC1Ws28HBtvR7QY2247Ww5BJKqVVRva5tD+mWz0UI0yiiWq/9ZL0GEZQFVJ5WdEbUBFySGxtJ0yFuL5TmWVhbkaAnH05dxu8nCEuiIasjylKRJZsBAaVFkaTjwDOaMrFuaB1htGa3Eg5aTk2wngvISiMzsRH9AeaAolNgx4DxwRFpiXw4KyLmjE2pvK6Ua9AzqMwlgb10f6U9AMRvldxUOW6P28WKJTXsvaJ7C0gZAqbGbw2FPWU5of/fn8Wfsntl5JWsE8jUOOmU1c5pydzbm6vGWyHcT3tbkXf7SijEeGjY++8I1OGgCEEye2nKqkWc4r5lJDHWHp0EJ2X/OBDsq5KEBpEIyXiDEqJAI7WOB/L2MCYKzeqdUYjT2mNQZFPDFVVsVweYaMSfJZlmCyLQEJGojGL4mUkxfmEtCeGQ4z2JXoSxM8lCjI5qeNZ1cyPTxk2K3bXLd45MAmdkmuGAMp7EbLYbmg2W46WR+SF5xtff4Mf/PBtrLW/tM3eKMX95YJff+U+Mwy5dbTbFtfZ0aHax3alhEdHTl0uqE/uMj05QdUTbEIMA+AR5F5HA88gY68zrPcMQcTrGut4dPGID376Fh9+//vcvP0O7uKZCA86K1+HEam/ixYRy4Bns1nx8ds/493jU46OF5y+epfpnbvc/eZvcP3wMU/WO/x2TUdHftBHIfZZAdS+J1xesf7+D3n8xjc4Ob3Pa2dn/MF3f5+bh4/5axdYPfyYsFlL+sTnaL31fPTgMZPyDU5PFoBF+Z7gM4w2UrkgN5R5RmMH+og6S/ZMRIsRIRdhfgAph17JweURByAoRTsIC0Bph/MSxwkJDY7vkVQiFdH+OJPGYdwfykkgaBzmaBS8PJLx8+bBL0YJPnmVPWa8N4QPTrX4u/F9Ya/qO1LS4km9v8cD0bYXrp2uYZA1oTPEscjAK9FpT1GK45Njnjy5oGk+e6nLwz3Ex7xakxlO7tzBqsB0Okdbw+rpLe5qS2UDBsdeZjQdcBqlMjosPitYnJ4zu3OKntZYbbBDz+rikp/+4Ec8fvKAkAW8MeTzOeQFi+NjinKyvxfv2a7WfPjOe1zeXvLa66+gz864ubxgfXNLN3icNuiy4Gi5ZLk4IjQdH733M55ePcMZg64qJstjXn3tNRZFQTmfkpmC3HdkbsDvBprrFdvbW3q9Y7jdUU8nTE+WlGVJLNcu5en6HjsM+H6ATNNlgS6DoirJ8oowLSmWM6qjY/qrFbZpgVgwLZ47SnlMMKJb0A60qy0hM5TzGW+c3OXZ5QWd60dnWx8Az5+lLeYzTKawvYhiTieGpqwwlWbTbNCqI9NaND60xmBQyoqZF4HLEknb6vFkMU0jxDkd9V3H+Z3UomWuH4B0IUZPDtfg4fqM6+J5a/8TE/T596mD333iPXEXjUwkek+/brntPX7wZMpwcnxMPV2gZ4o8K+h3JwxNy9Dv2DYb8u0KG0uy7jZbyDIWx8ecnZ5T6pzpZEJdTsi8ItiOvtmxWa/pmy2u77je9aw7K2l0mUSMZBJpYQvkHmYVHE1hMSM/PuXo5JzT81OWR0uW1YS61MyzwLt/+ef82f/2f86Td/7jpx77QwZHQGEyxRtvnnP/7pQ8dBQuYHoHTQ9dj7IWo4LUf4doIEOsK4gpoZhAOUXKFpYWa5zQrlUYdywfgrCCQWjE436pERHWFM1LRnOCV0ViwuAxapDSrcqTaRE7yzKoC8NipnDWgNcC0MXraeMJZsAGYVPqGDUcU5L23QG8hPYdPAELWuMM+EyjS9ClIrTgnY6pdXF+hYCLLAk9WPr1lu2zK463HYuiJleai8sLvBvQ0wnebsZUyefm8RewT5xzDHaI0dqY+oOCYF56qo0AAb/Ap/msTfGSs/YlLztcty/9uyZV1FDP/f6TbzgctzFVJFa9Obyfw+oQIlSe9l9JlzyaTyjKnMIo8IH1dst6vaXrerwfIqi2Z0TuH1iPpJPRNIlOqXy/txKiJ/mJ+5ZAxr4/0jUEi9i/P2iF1+CNpDi5yLJ2iA0gDxYYtQnT1Q4H2URbOjmzCTUaSxhGLo3JIDNkRUZRl1KtINdkKozrSYAMCVzuq2GYyGZIoZl496M4MxD8WOFAp5sIKVUzMsx8ZGMS0zkENsAhYEkI4hsksB0tzAIBWPZ9uZ8zwlLQEeQNwcfqAfJZwQW8TrpUhxa4pHuA2B8grAMXog8ZL51iBWo8BKN9KIckSoEhEy2uINUSQpHJ/AkGHcz+pr+C9kvUHIhbvhJK6XxSc3w0o2l2FEpze3ND33VkxNzMSB0JSgZYamMaLIpgDOVsQrlYoIuJoMtKkWWpvBcyaXyQyQGj0RRvQm7HqJiLIxPVj4qlshiddVjrRHEWxtcJ3cSTZQZjDGW5n2Aqls+RzzykDwuVWqGFGp02JCUTa49US97mc5uxNmhdUi2XFKtjdrsbXLOTx4hIFaO6cCDX4LuWm2fPqCc1y6Mj/sk/+RPe++ABN9c3X9q4fpompBtp87Lg26/c53QyISPQbHfsmgYb/KjIfzj9ZREVVPMly7t3KI6P8GUhLJH4am0KgpUFqrVGZ0j5KTLcMIC3bG5vefjkIT97+y0+fustNh9/GB3kQWhLqWTNYUHar6y9eH3ZTLx3XF0+5Sc/+gHze6cUywWn82POXn+T13/9OwxPL7l98DG75hIliRJjekGAKOQY8LbBPnrKB3/x76nP7vP6736XX//m3+Oj33vMT588gDpjePSI5uOHn/1JlXzG7brBeon2E6xoBOgSTSAzcpCWlScbLLkVpzTDyFyNn+rQgBsp83vRQvnXo0h5ry7W2PVpXSUjUSXhpiQkoyIonpyACCKoZOgcHP6H+MHPbYev+HSb8ot5lernvC/Rx1Lk4gWIIJ7XaR85vF6Km8lhmKIfkr0Xom5HQKtAFgLGhFhWNaC0lGjz1nJxccF2s4uCpi+AFp+yPcce0JrpdMqm2fLaN77GbDFn99E1u4dXZNahvcPEGuIi3XMIbBicNmSzIyb37lCcLgXw9YFu2/H440dcPHlCs1lDrnBFRnWyZDqfUVYVCo33TrTw+oHVzS3PnjzFM2CAzXrFzeUVXduDMfhMM18ec+/eK8wnU7qra64fPebhgw+kdFxVMrt3l+lyzuLOfWanS2b1DLttKJzD7jra2zXtZsOmdzx59yOmizmvf/ubnJyexuo0AW8tzWbNs8dPuHzyjJ4BWxrUvObs/j3O77+Kqguq5ZTp2ZL+8opd2yGmesz7VnqchSqAGxz9eocvRYRT7SyvLO+wumjp3DDOm89qzocQ+L/9f/4rPvrwCf/lP/6X/MZrv05e18xPjtG6YXCeYWhx1ghd3Ogo/OsxKrKZlI7ijJ4ik1SjwUkhgEwrhn2SuazNF32fNA/Hmxr/mvKR2HO/X3yANJd+QXsZ+Jv2fL1fVwBYj8XRm4Fu1+ImA2ZeUdcVZZHj3YBzA95ahr6haXeiK2EUF9c3BBSnJyecn5yglWFSlfg+0Kwbdrcbble33N7cYrsdeMeuG+ishyxSXpOjjYI8QK5FZ6AqUXVNPauZT6YcT2csJxNOyoxJqciywNXDj/nwB/81od98mqGPXXMAPgah4C+XJVo7imAoXcDvWrr1FtP2ZF6o1tZKLC0Vk0ApdA75RFHOFeUCTO0JxuERZuaYShkiLOzV+DfZ0RzBGRlz54WmC4DBB4eJUc/n/BUtQQCjPZoWo4a4JyqyIoOQRbEzJ/ukDgw+rhWdglby8Am63EOuL86rEAEtsbekmoSRigy1Ztg57BD2DKl0RqnI9DSa0OxYP3zI7tnXWX7tTe6f3uGjjz+mU5DbOc1mJ8GoeDgE+Nz7dBrf+GY5gxNAMBLC1ajJ9dL3hr+N7P4Z7uFT/X7/u08sWaViOfHR2xr92BcZQwdX2e+jJBdA3mvi35JQ3CgQHIVVCSL1MZ2ULOYzqkJCWNNZRVWV3NzcstnsxA6KekYKM25byYEctSdGnzsBAuk5fpG9EX0i5ffseohBkb2nq42cHV6BS8wjh9DygefFB33aeFPHPv+xSX8t+PgVneEEDih5jcrE98pyKPKMLGY7Ou8xPoxyBYlVo1UM8EaRYXwgWIUdPF3T0zY9w2AjK0N8myRs6A5zpQ7OkxCcVMkyGmeCCA56uQc5WqS8oXf7WaCNMAXSMIRUdYCDtRL2KR9pHERYmKiF4CNu4QUgCCH2m5wrGhEmFW0tN1azS6zXw+aDRwWx7Z1zeA0aYav4WMXgq4MGfonVCiT6JRvw2fGCv/+d35C88OBp2i3dbgs2SP1rayW3LJO6xGjwXoSpLIqiKpkcLSnnM7zR+CQxmzaK5+gvBx2qZJIkYzyRHNOiSLSgEEKM9McBPDCAZYDC+Df5nR6NfZk7+wm3v7xMCAl6pg3/QAwkCTep8ZHFWVIZCjFUQp5THS/J1wt2vSW4Xmo9R+BDaY02wlTo+47d6pb16pZqPgf8Xkkz7UkvbMpfBYXscFmVmabOIVOK0Hua1QbXNGM6QWINqPi+QE5WHDG79wrTV+5DPcEFhfOIICUmph3tnUyUxoXAEAacctz4DY8+eod3/uqvePCTn9JcPIOuAdujrOQDymDpT55CX3kL41MrJO3hgwcfMvnBD6jOTil+fcrJ8ZI73/wm3cUlPlM8eW9H060pgZI9+JIoWBrLavWUZz/+AerkhC44vvXP/oTf+u3f5sHVE976wV/x8eXTzwmB7GUFh8Fi7YDJNSoMaBxGBTCisD1MFE2jRAjSOUTrPKGskMyvMCLiKrJ/9muTINtrEpY7BLElAp6GLFFP05KPqHVkGOwj7Izvfj594GXt4ND8vC3EA5GX51geGiuQ6PYJLEiOUnT/1SEzIl1PTn6JyIZInFGYIHOhymFaFswmFbkJZCqnbXs++vAB7777Hn2fxFQ/uzMJjGMXlELnGad37pCVJdNyQmgGdk+vcasdOR6tHcaL2S1JJRqd6m0Ejy6nHN25T322RFUGkyF1y69vefTgMW3boI3QGIvJlPO79zg+OSEvKvQQcK5HBwjW0m7FsD49O6EuSm4ur7i5vBLhQGMwk5qj87scnZ5TFCXd4NDWkzmPVx7vBpS3aOXJi5zp0YLpYsHm+po8iMhls9nQrG/JTYnrelYXF+zu32F+soj7u6fUisLk9JuGJx99zO32FqoMFjXt0JPVE4rzc+pJRX5yRHVyzPbmVqJ7UftAJnWs+qE8PgR8HxiahjCdsignqDLjg5vHdNaOq+SzjmYInv/6r/5ffP/Hf8E33/w2f+/r3yYrMyaLBV0/kLUFpinI/EDpMqZ1zqwusLZH9QFnPVbFVZhBgcf6wA7Rh8ji8ewjeOWTolycP4fRlH1Layb+3h0asuz/9tKH3Tu6cYOBF87lPVgQT55xjUaDdRjomg3XV+LQDsPAfDplMZ9S5hmekqAgUwtMJoyKPM9YbTYopcgzSeXJTYbtB26aNbdXV7TbhrZp6NodbdMAgd5aHFrsyuc0b0SfgjyHIoeqRE+mFNMl09kZVTVhojVlZBvmAWq3wQTLZ0ke24OaonR+5+4xeakYbE89KMzgoenxTYfvBvJItDOpqzXgNRSQTQz5PJAvIJ8GVOlwMad/BHFG5y0QvCIEccaIJcOMilK2BxHEiD08NyWM0sKqCchrU6J1dKSk+qnFqDyeEQ6jYlE37UcncQ8761HskKRZNebA7OeW7OlhVC5XGnSeU9Q5WeWxvcP3wpY0Sqr0COvNooymDAp7e8P1hx9Rn59z7/ico9mCq7ZnWlQMWhOMiZHIGLwac7+/QIvPpqMDLI7wIVCtOAS4E1z2CSzu4DUv/54X+oxon+/t3P35+NztRX9PnGlCsp8TIJPYI35k5j7X/OEaDwLYpc8Oe9tb64MxjUwWE20JESrUoAOZMyjl0VqA9iKW8sxMRlXnlGVGZgKFUbStlMiTymBip+oQgxsImCZbSwpYjv857KTxvp5LK0jzNNlHStKnXYzMp6azTKLmRnRLbAjY0fbS8dIJMUjORtork55AzIePmkYjiUvHgVMeSU2VUqdGp/GIYJZOe73cXwIB0+CmAgkiFm7Ig1Tk0aNHpoQJZHQM7gq7MKj9Kk22/nMTx3sJfqTV5gT80LE0avBIdSwTxzhOQhvLOqvICggu9q8PECRALAwCsw8wR98tEMGDWEErzX+fAJtoy4UxTV6EIscSlOOwy/1IqogbQUSdxxRzFYNxX2H7paUVgKBFZab5+7/zHb71a28yNA0Zima7RvUDyg7gJC81xLJAYjiIErD3Gm8M2WROfbwkqyfYyBpQEV0K7IkB6TQ5zJ8afcj4nqQ26nyI6pFqnDjee5y1skEfONSyOPX4M/GzJM9EjZse0dl5brOSDiFOGfkxGSlp/Wo15t1ksd6vd46gMvLJjMnyhLZp8RsbJ86Bo6FEwT8PYLuGzc0l9XJBmWd8+1vf4D/89ffp+2Gc1Mkx2Y/Tl9dejMPnRlMUBmMDuuux2x3OWlIl41SuD0DKkEyoZ+fMz1+jOr6DMwWOWKddQSBDeSXihMrTKR8r1Bm2Q8vONrz1k+/z8Q++z8UPf7QvU+gdWP8CFvB3DQww7roe6BiwOGzneO+Dd5n/5Jzl8pTp628ye/UVXvnt36I3itVqxfBowIcWxfMLOikm5KFjffOIRz/4G1xWcPzGm9z5nW/we9/9HT5+98ei4VJkhP5zaA8oxWA9773/MctZyfJ0hvMWFQbh9SiNyTOoNe3E4Jyh7RXOpRAPIxC2d5zNuJ6IzxBifin4caUk0ECopi9uZRHFHd1q9dzc3luV44N8Dhfqb2+HIMDh9Z9jFCjGsqXp8Bht3uBH+3nEO9XB2kzAwcG+IzaQKCRr5TEaSqOZ1orFNGdSaYxxBOto24Z33nmftu2iMafGz/1czxsP6cliTsg0Z+d3OKpmbB9d0jy5hr4jU8QYXmJvJdq7rGNnNJPTU5av3qdczsGAdZZ+vePJg0dcXjzFOovJxRKZzeacHp9S1RPpYy2q6npw9G3DdruirgvOT0/Bea6eXrJZbWS/Kwqq+ZzZ2RnVbA4+0Lc9tu0hgMkzKRM7gjOKcjKlXiwoqpqsG1C2p1mv2N5ccffuqywmNberVaxXbinKAh9z9eui4nhxxGJSs1vf4Noer2F9ccnNnUumR3PKoiY/qqnunJBfXLHreowbJGogXgqoMBo9eIPfdfS7HZPTE6aq4s3z++wef0A/DKjPPbc9zjne+um/Y/sH/4x5OEYbQ1YXFLOCsDKoMqfwnql1LKcTfD9Imr3rCD6Q+egrBuhDwCqH0xqCJwQzCtD1Noo9HTrk/IIzKBz8q17y+xdfq/gk2Btg9FDHa0TPNkXJUHtvSIEdHJvNFh8Cq+2Guqq5d3bGYjLF5AqTG4pJRVUV1JOSosiZzmb0Xcd2u2F9uyJTms1mw9XFNaurNa7t2W022KHFOs+29/RIvqkEGMSxFVU/I8DApITlHL1cUkwmVNOaelpRZTWTEuoyoGOZY2MW4mx/hjbqQilFVWUsFxW7dkdFQA2a0PnItHMS1HEKbCA3Bh9LELosoHIwdSCfQT4JqEIRMqE6o0klwUfDQOy0MJo/sp1I/u2haLNSfnxdvGEUcc+LYyZ6M+yDoYEogKAIDNH4jhWj2IMwySFJTk2IRptO9uJBHz3faXGiKIXSgawooMrIa4vtAkMvYJ4m6rJEjRijApkLNNsNNx99yPK11zl5401ev/M66+sNrdthigLnuz174Au2vQ3M+GXiAIwO94HjOjqmL7tWWj/pyHhxTb24RuUG9j7deCanZToO6hgIUDpWEgqJ1anQZEQFsQiU+08AE6PPN7ZD2x2SBhjKx3myN9CDc/E1Zj9WWs5TY+SedObJjCbPDcZoMq3JtGJSFWw3O3bbjqYdGIbIlHF7hpx3ESDzB476oe3/yZvfNxWk0mW83ZRGLCmV+34IqDEtwBslJfSiPyJyXOqFMY2eetovEwA14qUaZQwBG/0jH4V1jXxvFMaYUQg+BC+loxGAb9R6S3pxIeyDpxHgCITIaHQSrPNhnJMBop5aBBMOQAYAZfTBnhBACzNb1P6lv/LCCPt8EEHrLMvGOeC8k4h+LG3oQxgxBzfE4EmI+/CBrTamm7tYAlUp0bcLapyLKTUuYEhslJHZ/uJ60Wn4oy6CUqhC03mP6zqUsxizF8//KtovtZRhCAGTGeaLKZvtmhpFt9swNFv80JAjG5jO5MAR51rolShF0BpTTykXR5SzBSorpMwEilRWRo56IdzuRb4+2aFSzkIAApTCBQEHtNoPfNq4DnN6vJfNIl4l/vvCFqogAQMjQnoIEh28M1GjwgsH0Z52C0nZMmiNLqfUx6dMNlt2XYe3O8Gvgix+Qa8cJji8g/X1DZOzNXdfeYN//o//BOUDf/XX36ftB0xCpp8DML685lNnaEVO4HQxYVZXzEKFv9kQuhYVhJKaKPKy5cixr3XN5PiM6fkZ2WxGWxp8Lod3MEngR+PwOOPZqR5nAjb3rNuWhx+9x4//7M/YfvA+4fISBnEAEmj63GAcWix/p03GOZX1C8Hy5PIp7//sHd549U3unJxytlxw9LXXuLPdsn5yxdObhrB7hqOjYL+Jxj2GisDE9TSPHnFr/ob37r/G/O45v/HGt/n4D/+Y9eUNH+4sYb3GtR3efTodCqVULNts2OxabFBxjXmMsWg6jDb4PMfnGdPB0DiNpWFopdN9iAckAvrFC4+H5D63NB4i8gLw6UBSeETk8Pl72xsdychk/xMv/nTobH/WEkuftv0iGmhSJZbjVnL0XqSvjXmEHPTDYfQlRJBBeQwagyfTloLApNAsphmTSlHmoEKgcz1vv/UWbduO96W1wjm3v6dPOQ8OfuLe/Xss752jy4LZdIpbN2wePMNvtxSxioqUFhVqn4CZCk+G9Qpd18zu3KE4PUZXJcqIqODFo0c8/vgj+q5FmYAjYPKSo+Njlstj8kxkOV3w5Aq0d6xuboQtNa2o6prriytuV2u8R2qem4z58pjlyQlFURC2DUPXYweh/IVI/fTB4Zxn8J5JVTE5OsJManS7xXjN0PY06zXqjmNSF6xvPV3T0HctRVWQqaganylmixnny2Pa6xuarqEZPM16xfXFBdOzY8rjkqNFTn46ZXK2pF3d4nZ97N10eASccjG9zqN6Rbvb0swqynrCK0dnvP/0AVa750okfdbW9mv+n3/2f0Qpx//wv/k/ZjY5gzzH49GZQmdSqjQvCnKjKDIjOgRKMTiHR1FH5WePsMSyWIknDz5qdHmp44xElkI8I8ZIbSpzcujAHyyBz9TSxjgaY2mvObiW0qJh89yHhGTLMgTLqr9F36zRWtPtGpbHR1RVSZVnuOWCptGYtTB3ZtMJ2+2Wq6srbi+vCN5xc33L+nbNkCriWIfRQo/OMs1ApHsHIijgoVBQxnSC+QS1WJAfzTi5d8ar98559bzifAKnE8W6ueG//l//L5nojObm8rOBfbE7jNG8/upd7t875fR0wmZ7Sdl0GBsFop0XYMAC1pN5LcZ8KWtGBJ4DlIGizsgrj4rAQBjHMOxBgAQIRPtHcgqDGO2xPKSYdiqmUEr1KqUV2stuL5XMwlgJI4Qwzv9DiC+MVOgQRYvT3szBXEvOKdHejLdzsAMfzqtRM0MrlJGkV11nlHON68A1SEm2EO8zVjJRwQpo4AO7y6dcfvghr9y7x53ze/zk3XdpgGw2ZUgALiDl0lKk8vOv7+Sk6DFn/7kjZX8+Jqc1vkcjjpM/uM5YhQjGtbRPk1PjOhYnXI+/jyNycD8vLurDm0nchahSFEYuXYymppeH8eb3VkA8Pw8qAaTPLnJDlsUk1jSnFNEfiHMNMCrDGM1sWjOZVOR5hjaiUSbzUpHlhnpast1OWa93bFYNu10Lu4bGtsKSQhG82EvC2AjsafvxruMWNc7Bw2E+CHAGMnzwUYNJoUbUQEp0e2fo+gEXFGgTSyWrEcuSjS2yB0ZawMEeGymZaZ4ZownB4IKFsK8ygImXiwxqnQYjmAjCRYaKZ88CSc79mBoh4sD4MJadT2BKiOxQRj2peNvpHuNnjyKUSCBVxjIBiVKyGlTUcpO0pREQxEe2VmJjxgp5QdI4pNKIAhfT3I3agymkoLKUTjcjs1wAi+B9HJvw3H36NB+jnyq3EiImozFK9hOLk3HMc8pJgWrW2JtnfFXt7xwc0Iq4iYha7Pms4jwzZEHinN1ujW8bdERIdabxOjriccAMBqdB5wXldMZksSDLS6Ecp0kf0RtCiGIQ7D3yQ0MA2Dvu6jl0OOkCyA+iQG2MiOKk+pOJ3qvihiRI0XjZ0eB+jjKgVFQqJ+1Fz92QYp+Hlw7LQyEY+buJe2VOVk2p50fY7YZu06JDgGjMClBgUFgyhAp5e/GUxXzJcn7K733ve/zwxz+hP6hcMFLKvpIWMAFePzvmG6+8wjyfkLWepmtxw4CCkTmQnteh8ZRU1TGLu69Qn93BVRW9goDDKi2ihFrhjKFTCqsDg1EM3rK+XvPxz37Ke//hr9j85G3YbKEb9l3+ot0Uxv8ctJ8D/Pzc9ukRludfKWtD4B8Z474bePzgIT/50U84Ojpl8ve+zWy+YPlr3+DVZsCutty+69g2z7AM1AfXVBB/Vuhmw+6D93n7X/1fcJsdv/vf+m/wT//BP6KazfhXOC7feZdi3XDz8DHBfQoWQUgHrGgCvP/wCfX8a5SlIigHDKjQU9CRlSX6dE5eVNysNE8vbuiGCNiFgPA/DShhr+iQUkkiU2AM/0TnWkVH6bDXXjAqfm7vh0MH+8tvnxA8+jntZayCQ4T8Je8g5SMeZugLTS8ZWlpI+iqQKY8OA5l2VEXJYlowmWiC79ltV9jBcXtzPX7uITDw4nP8bc+bgASdG6bLGWVZcLQ8Zmpybp88pn92i7EOHVwU+kr7qhhrXkXdiaxgenLO7OwEU1VygDrL7mbNk0cPub29QiLnYrDmdcXRyQmz2ZxMm2RigvcMbc92tcZZy2J2RD8MXF1f09sBnWegDOV0xsnJKUf1hDwgomFO9k6HYojGp/cWF6yIiOU55WJKPqlQl1qMLQfNdkfXNlR1hdGadrOhaxrK6QRjSoLTDBqyasL06JiqfEa3G8iGQLdpWT27ZHXnjKP5EfW0olzOKM+OyZ5e0LVbgneYKLIkxrrCCBSKcha36xjanqKqmBYlv3b3dX7y+AOaofsEg/7TtoDno6fv8L/7V/8r6nrJ/+i/8z9lEmYMbUO7bQ/KCXsmdcXQ9tjesVUduYlpeSh6pTDKiBamEnEmHwT0DkGTG/nZOylRLHvywQo/sFnl6wXvJbUDJ+aFB9mfweHwd4f/Hqy80WNNnx3E6VMKP/TgOlysbX9toOs7iqLAGMV6uwNvcXYgQzGbT9nutqxub9mtNgQ/sFmt6bpe1kzwGJVTF1UU/dZoFXCJJZKFCAwEyceoC5jPKE9PWJyfcDw7Y1HNmRWaSS191vUd7/7ln3L74V/hhpbwqSvSqLEbqzLj7HjK8fGUqsoo1RzdeWEkdAOhG9C95PxL9/no+Acx/nPQBeS1Iq8NppJzwQcpTTamCMfB3e+H4rBLVFPJDA8B64MY0mEvN4Em0msjn0xD0EnoUFgE/rlSsYnCfRDgCRJMkWkVHTfSB7CnLx700SdIA2r/WnGCAxiPyQPFRGOnmmHrsRbCEMby25JSA9oHKiNpG7snj2gvLjh75RVee/V1TK7QrueDzQ672cqZmEzK8V4/2+pWB0Zqsn3TZFdiYBJeAoOE1B1xnY2n0Ghuy9msU+QeNSrFp8h8OPh8PQYH+IQI/uFnRmNawMOw14NIxpvJjNi6iucFvgMkLSIdO21koEQHVinF8XJBnuckNoU2BqU9OlLOR/0MLWdPWRZM6oosy8iUQunor2gAQ5bX5FlOkReURUm1lRLMaEXT9DgbaevJUVd7B/NwD3tpIBOh1u/dCR+fJWNf1E0607YOdh3NusX3UgLUKS3VDSJAMXrayLhHtejkrMU0g4O1mdZOQhdCBDLxETTwMbAV93ijyYJCeU9wFu8DXmmh80dbLERxd4KXqnJxPmi1d9uFpWDQMfE4bdHE96XJEhR7mz6kOZlKnwacsyh0ZAfEF2t1sAae7+2ITwrXUR2MVfAQtFioAdFKCRJYVn7PikxrIcRzRACNvS8YP2Vvwyo5d4OLwJQRNoj1lkE51OyI6mzJ8Ox9uvff+sT8+LLa3yk4kDZfrQHvOT895g/+/m/z3VDxEZ6bdkuzXeOGliJEIC2OV0gOf3RIQlDkZcV0NqOcTAg6G/MWg4rssdhcWmhatABItaeBCGeJARgpJN5bQhI348B5SzvyOEEi02B/5MgQJyXxF1JggBgJ9c8J9sRd87lInTpARPW4WQgab3Q8FX0AozFVjV0e0zVrunaF7wdMYjgoLxGJuMGpvsdvdrSrFcuTc+69/gomL/BhF6k6ck9fTQUD6cmjLOcbp2ec5jVTr8H3dLsG5+xYtnAPDCh6clAz6uUd5ndfQc8X9IWh0YFeivbRgzAHNBJ1yRTBWq4vHvPBT3/Cg+//gIufvgWrTUwlIG5+z43wL2iftT9+0es/+XkvAgSiG2Di8ed4cvWYP/vzP+Phk6dcr/4Lvvs7v8Pk7Jz7f7BksjjnnT874un3/x3d9jEDlpp9aoYBZlhKOm76npsHPQ/+9Z9zfOcO3z75E37vt7/L+uqSv9B/yrMfvi0GK387b0IOaReFcOBmtWHX9kxmc3xwqNChfEZwHca0zMopPuQ4X7Faa5z1eDQOJ3WcldC7xk0/9eOB0bj/N4FlgZecn7/4vr9CYOATnxU+CVr8PMDgAFJ4yV+j4XbYP0F6YfSXDvpFB49WjtLApDCUpeTtayX15i8untG2LfOjBbebVbxXntuDPuODoo1meXrEzeqGyXTG8XRGWLXsLq4Ymh11CKQRTuBoyqZ2weNjmtTy3j3qk+NYN1xhe8vF02c8efKIrmuiSoECo5kfLZgfH5GXJQRB4TOlwDnazY7V9TUhOIqyYN3suN1u5GAxHp1lLI+POT89Y1ZPpG5CAIKoHXuC0AyjUeERISCvpORgNZsRMkMYFMoH2l1D0+yoJ8eYTLPbbumaNjo5ku7mdY4pa+rZkslszvZ2Q287aC276xtun11yenrO7LSmnNfUZ0uqkyXd+gbbdKSYiCTMaDSSAxvwuL6j2zQU8ylVOeF0fgJPPhhZKV9k2rdDw+XuMbfNLcPWUEwL6qMpwQdRYfYB31uwQvdtrcU1O8ATfKDMDM4JqKGCsA4kYrnH8a2XlCKbIkNpanHguz835z7Hg4ygwuG+cvAhB6bo+PuRcphelIG2sbycptm2dE0vzpKCm6sbXN9hdzsMAW1yrLM4Z6OY8UAYRYbFsNZKMwQxLgeNiBAaH2X4EXAgD5BnUBboesJ0sWB5fMadownLyjDNFLmDTAUmm5YyeGwsc/yZ+iemcB1PSozbsFo51FBwbBVZ6+l3Lf52K1UKgthaCghaZAaCAVVAvghMTjSTY4OZRJ0kL5G4kL5iH0S/cezilCru45cNUjrXE8ZygcRzyoSoRaAVxqQybhFwQKFjpDI5fofRSBnBlP4Zoq15kNb13FQ4PDle4kTEdZacJxeED6UyyKqcvArYweFtZAyg9ggHUr1lZjLs5obtk4ecfe1N3nzjdTa7Wy6vnhLqEtV2hGEQOzXZinwO62SMPBMj15JKI1H1aHgfOPljX4Q4WgefjY451CRhw4M0jXGQVfx/GEcGhKCjlUoV8PbA/4ETLytETgodx05K2ZnRsT6aT4Xar/flBZVm/4xa5sV43fhzivbP51NMpqK9vWezpWeUlGNQOAgObbRo3gQI3opdH6eEUolaX5BlOXVVM5t1TOqGrMhZrTY07YB1Hms93r1I7WcPbowDlsYkgS9xnoW9VlN633P7mkbKs8f5LRHsQDBpJNLsUeMYjYsxpiCoUW9NxECdC0gifjy9NYAFk6PrjLzOyHITxwsyFLlSKC96SCEIQ2B8woDMGw06ihJGt0zYaTq5SIbE8A4pLSmWDwxKSTSf5CPG5/QSeEhAIUjqhdIeZWRMvfIx+Jpsq2RZJl8sfunEyFAk3R/lI3IQ2QFaSxnQtIbSXAsxPWNMwQnjdjN29/4PcedSMc3CehQW6wdUoQnK0w89mf88Jcg/ffs7BQfknA0oB8v5lO/+5nd49Wuv8f7Q4JotdnUDw45cC7XcO4/XkW6cUEgUDo0pK+an5yxOzsiqKS7ocY4r9mDXiCmEeAcvMXwTaqOViAXleS55NIf0F6XQZo/SHhr4++Wl9iOtouF+eLikHJs0Kw63dfV8zrvIHUT3cPy9XCxFjWKyBEopqklNO52xyUvs0KK1lioFITkUsrBLk9Fttuxublhvb1nef53f/d7f58//9V/Qtr3kE/mU3/VlO1GBTCmWecGkH2AngITbNYRdg/EyIRNrwJLAAUNhasxySXZyTD+t6XLDVnt6HQjKMKiBPjiUlvqy3jnWNyueffQRD3/6M64+/JhwuxZ9gRR2iAbGF7KaP2c/vOyn5P6l3w0kVWZB8Xftjg8+eJ//8Nd/TVZWfO1b3+R0umDx5hvcu/gN2psLbt9paIYrNIEJ+/4EyLGUBGqvaB99xAd/8W9Y3DnizT/+ff759/6YcLHmzx5dcfH+e4TgPlW3qGhQaKVYrXa89dMPKapvspjXQMC6Hk+LUTmQoXUmga9pifMDwy7IgTGerQLgRc3rF3opmhVKfh6dhwjwfFqQ4BfR+w///mW1lwEEL/1c+fD4pucddTFok2G13+iEeqz3oCIyh0IQh1tnOUVpqKuMPNfYwaJ1xvmdu3z40QdcR+ZA+ozP0xJMYzLDZD5jcXTEcnkE3nPz4Cnt9QrjPXnQGKXFwEJStlyQsXbKQFFSHx8zv3OCmdaiyK4Ct+s1Dx4+5PbmBhdLvwagrGpOzs+ZHR1hshwVFCE4Alpyw29FgFVVmqwsWO9uGayNwK1hfrTg/PwOi8UReV6gfWBwnt4O4CV/OUNU9ZUyoA3BGIIyVIsZ06MFqsqxViiHthvomhYzV5RlyWq3YbvbcRIk19h6j9EZpsipplOm8xm3eUY7tOQBmt2O22cXXN65YDadkOcF1WLC5O6S5mpG124xQdwIMcRd4hEQQsA7R9+0uG4gFOK0laag7bvPNa6H7ez4DrNqyVtv/4jj+pR7Z/coZgV+KBh8j3E5zCdoK4rUbdcRvKdpGnK8CJAqjVMBiyjwqxi1GwICYnth5PWOGCWWSoIvTLZPMSFfeNFLz9ufc6GXvTe93wcCVq4TkuixBgveOyl/GzybXQfegtSjIImtQg4mx5iSzAjjxHqH9Q6njOQLKx9r2zvQTjbvQkGloK6hnqHOj6mWRxzNlywnC5ZHR8IKymCSB56++y7/7//N/4InH/2NPMKn6LLD51UolnXBaV2hugYfLLmfkVlFaDtU36MGK+kEB0+ntIIsEArIJlAfKWanmnKhIJPo/4u4y4sAkER+kbQxrXDK0Pqc663m+rZjc2NxjQcnVFsdYlVHA+dHGefnGfXCoUyqWJPqiicRtj0r84WBj4+f7LMXWCvx35fHEuLrw/Owsw9yfisjzIlymjH0jr4DIU/s56IyMSgVMkLXsn32hOVmxdF8Rl5P2NmB4/t32AVoLq7gUE/hC7W9Ey7PFw4f6cD+kJ5MTroPAvoZY0jqJyrm7WsTQRkHKorAEUu6kZi1kYljTPzSiqoqJJVIa7LMjCm9Olb9MNqIQ6flzDHKjNH/xWJGUcTc7BiVTo7/oc2exmeskJFeX8T5J1HI6K/uLbIUDAwh2ekH6VpKgKn9+ZkcQx0rmGVkWUZRlNR1xXyx4OZ2xWbTsGsH+nYQh5uX2wp7+D9GyNP8CwJahHi+JHe2t3tWbEh0/hQYDRpjDDaON2NKjf/k3poWY1AHAnqAtXuP2SQPd38OqcKgywMNBhBh+SD9nuq3jX6QQsbVg/aKzMNgLUPXs9s17NqezomN4JWRVD/FyEBXUYdN9uaoM4EaU2GCDySNekWs7TUyUA5srPg/Gcu93oYG0R1SyL6fZkVIhVajv6dkD8yQNJ0EcumDeSf2cnguxWbPkg3jGgwI4Km1wvkB7RVJZNprhHVivlw79cX2d8scUPuN4c27d7mzXLC9uWZbBvrVDW57i3E9ZQwnuBBp/QG8Vyid4chxRcX8zj3OXn2DbLYQ8Z6RnhSRxoi8jTq/aeM+tBOUGhHl4KFtW1arFc46Mp0RsjC+z2hFkWUsjxdM5hOhG+lI502b68Fzyr/pgyJid0BlG0/DtDYPDPN0yMi6THiWHt8W0mU1BKdAaYqyoKon5HkJOscgdL+MmDcb83gAcIHt5pry+inVfM6f/PEf0q63/Nt/99cjyyI9x5derSAEqmnNoixRQ4+Z1GTOY5Smj0+ZjA3BHhUBR689g3eEMKCMKNnbXNFFlNchAiZaa8LQcHPxjPfe/iHv/PA/cvvOe7jrS2ga2Vz3aNHnbGmsP+019PjfvXOXnLlEEjNkWnKmhf4mh1uuM7KsIMsLympKWVaY4NluN1g3gA5Uiwl3v/Y1/OUzPrq55ebJFhvacYrts/Q8NYLa3uyuufnRD3l054xX33iDN37rm/zu936fjz/+iMvVU9r1Ne3Ta6k79gtaqt4hZ0fg2bNr3n33I7773e8wWIcPPdppTMgxwaBUTqEtszqjHwJd7xi8iThyVI0OEViLaiEHn4ZQ1+KhfZBH9uLJ9rKR+UVz+auGh36ezsDLPjwxhvbGaTJWD2HI+F4la0SN+5tDYzEaCq0oMs28LlkuSnItNcidk9KF7/zsHXa7Zty/khL2Z362eKDOT47o3IAuDPPZlOZ2zfrpBWrXUwcxEghJHyLRVsXR9zojm9bM79+jOl0SypygA2235cmTxzx7+pRuGGI+r+xps8WSk7M71JMZSdzHoNFBMQw9q9WK7W5LXU74/3H3ZzG3ZFl+H/Zbe+8YzvDNd8ypsqYeye4m1YRoSmyKtCTTMgEJ9oMNwwZtA36x/OI3GTbsB8OC5QkwBNOwKECwTYoSLYOgBg6mwcGc2RO7u7qrsoasqpzv+I1niIg9+GHtHRHfzZvVmVWVlMVI3JvfPd85cSJ27L32Wv/1X/9laku1qMEZtjcdVVuxOjri6PSEuqmzE6XUVD8MmuFNmlW04hCx2i3HZvWX2lEfLHGrBWl/TUwRW2atUcdo6Ht2NzeqflxBtIYQQJyhWrUsDtZUbYMdNjgfsftAd3nFxZMnHB8fUR+eUK0b6jtHVEcHdBfPoe+xZY9LBRzImjQJwr5juNzim5bj1SFfvfsG//jdt+h/xCzD84un/M2/+1e4e3aXxRs/B/YBi+UCs+/xfcMQ9hhvoKlIdcWqqtgbi5iKmAZcilQG1SJASMZqAcy4H1tihMEHHAkR7W4Qw+wi5tmxz3Lcev/HIrtPPuZrtvwYizeXFXHUJOm+UtypODDBsj7/KQ6+lrOIOKwYiAFJ2qYqGrT+3Qxg/QQOVBacti1k1eIOVpw8eMjdBw95cHbGyUHFcQXrFFkm+Mbf+o/53j/4Dwn91WcbJxgz6EerlrvLhiH1NAnspiMFQXY9dF7nmxUVACbmZEbWAKiEamlYrIVmKUjuWIPMrHQOPj/2JIpJHLO+Kl1qEc0M+ohLgCkNfNVHSqL+nzIHJtbl+LhHBANKBlW/T19U7GfmgxU7m4pHybjXSJoYCNPUiFPpThFdE8FYsFkrIRIJOeEUS2ntWHdcWBKJwQ+ki3P2T59y/PoXeHDnLo+efMDNxXPINe7Rq63+0f2z2dowYI3JDJ/bzIQSKBO1Swolgy8QShtEI7jaUtUOZyptQ55yQFPqrREN7kuNfs7+Ome5c3aizFibKecl6MrvKSUAJega6fgIdW0VVEpTMC9W54+CetOT1Uc789eVI3ZrvZdZMbrw5AmQIqSgzGIKDVz/yOzDKRZdAxWRddZhF45Fu2SxHjDWEeIzeh/pGRhb6N36wvmRQMKtf5LI7fNy0G0FJGKd4c7dM549+ihfzHRHVgzJOkLKav/CpL/xMrQppQwMMKFFhcI/vjeQ++yRQsSHgCRV17fZzmu7UIu4TLmPUDQjYmndmO+rBMs+aQ1/SBrPxRzwR0paNMc0tgybjMwICvPbKMPDzGI0O5Z5f3z93AJmim9bijZzUlGyrdPLFVIyOTGRpuqGca/KtqS4azI94tHvuv2UcxAkuZUrkOd9XRmoLMlAXVvq4fMN3//JMgeSRsKLxYL1wZpl3WIksNnd0G12yDBQMfMBjEVEKWUxU1uisdTrQ5bHJ9h2idiK0pdeouS0c6lRZqSvjgF4WYRZTVNNsy6c6D19t2foB0KMVMbq5AgZkSJSOYer3LSxyWyXy4I0t0OVFz3/bHBfRAczulQWoozGZjqbZryEkLQrfAEuVIjFYi0YAjYzL0yp20yogI2pGUKhTCWcrWmSIVUN5+cX+BDm2hqfA3MgT/ba0hysWNdC6Dvi1ZZ+3493WtysCsm584r28JjVw/twekS3qOhqy1Arkm2MUoWMSfTdDc/ff4+3f+s3+f7v/DbX730fubyG0ANBB+VH1hn8pHEpajjFGylux0SlK0FvmXOVKChwfHTM/fsPcbWlbWvqpmHRtKwWK+qqoaprjo5PWSxb2kXD6viEw1VLZQKutpzeO6P58peJjx8zXD3Fbx/nfF0BWbTEQGndgZBuuHn+Pu//41/nzhfe5PgLr/LGV77CV/+5P8BHZsvF29/hg/N/TBp+cNbxxfr6GCPn5xseP7rg4HCR6XcDib12lDANtbGsF45uSHSdwwdFhhXEiJnUYRkFCsnK1C8Zdx3djxWF/v/FMdVGlkNe8vvy2kQY/9hHbtmCsokmSoshfVkxcZM0o+IEFSFcGJYLi7MB8Oz3Wx4/fsxv/dbX2Gy2IxXuR13rVVOzPjrg+N4Zd45OcEPiyXsfMVxuaEOiskorLEydlNd2Em09m1xDe3qH9f07mOWS6ITgB54/fcpHH3zAZnNNiorUJwPNYs3J3bscndyhqlsdqKQBsgkBv99zc33JzfUlsfIkAvce3md7vSUBy4MVdx884Oj4mKqqc+JExZVCmLJCSjHObZxE6YsBkMpycP8OZw/vc3F1Qb/rqcTSiBupr7Hr2V5dMez3sFyTbN7DENxCRQ3r1RJ7fYENCRMGhqtrbp4+Z3vvmmF5SF9VmOM1yzsn7J88Iw6X+fwmn2kyZxaIwbO/uiEtKtYnFWerI1ZVw9D5T7Ran+aIyfPW93+Ff+tPfZ0/+Hv+KP/mv/HvsmoOaKVmLzX7eI50Abc0mADbfc/QeUiGobfYoc+6EupqWWPzdhwxyWSBs6zjQxx91Y8dI6A2OZO3Xv80hxRU/iW/+0HroPwqFM9BlImWPToRoxTXuVsVB0ilb0yAKPig5QPq0FtwjGUsmYebsQV1cnFORQhXDeZ4wfr0gJPDFXfWKw6WjkUDyybxzi//I5btgv76OX57OV7CpykRKwwwUmJ9UNMeV2zsjhbLWhzLIJj9wLDZEwaPSVNpsoghGqXPUxlsC+1SaNYGU6XR10ol2CtBNlkobDbAKc2uNbtzLgmNQEOiFqVUizXso2ZxLSm3nZv8vXmMlabTzwCC8vrs+2VeYy8vlFrnD6Q0lYvOAIJSJlA+YsWC0bDIuIrowNiAiIekSvUmaTs1sh5EEkfyiSieGEXLClOi9wO7qyuGbUd3syGGLKjGdA+f+cjrJYaIHyb9LGPKmefjlsZ7LRnPlIP+yZ9Vxf71esHBwZq2aagrR20s1sjILsSUWn+rQFQOspwVDg6WuaY8j21RqR+jqTTFudz2PUwGEchJitKOkBTybkMWjBwf6PjZlAGg2YDOhygDQfoZxSJur6iSwJwH+KXGXHLJUCrBfB7DlMAH7QYTgs/befELZ37jOL7j1eofyUBFmQExEXILvrpuePjqK3zzt387X4yAT9hksBhS1P9HQEcnMaG0LxwhKH1LhFF5fbSfAslm+1YGg7xbCrWrsNbpHAuJCi23sFYgBKJXHsqovZHvPojon6QAgSfn8zIAWOxI+ZNiJJX6tBghRpKzWOduswJSKaWZ4qlbzEyRj/1ejECUW+KNU8m51USVMbmjgZnNS2WBkdnbhcERTemKESF3VZta8kruQKFCrmkEdhRcrIwyPqrMyLiNnP/4j3/igoTrRcNPfvWL3Hv9HtvU4/qOcH1B6reQSnsZfdAGIUVLiAFE8CKIs7TrJc1qDdaqQEl2oOf7fUGSVEwkFfxgNBQw2XqR/FizQxJTIuX6tjlCDJEYhxkdJX9XFm+RcYp/hmMWjKvdMdqPMxuRUfcg17WQ26uMCu+iyqFJHO36mOXhCZfbDYPfU+cgVTdQC2nAiqUSIex2bM8v2B4eY5s1v/jP/iKPnj3n+fPzz/xMP+PtUlcV9aKltmD3novLS7zvxyB2Cq0N4BDX0tw5ZfnKAzg6YFdZ9k4X1uB7NGMY6W5ueOc73+U7X/sNPvrGW3RPHsHmRmlQJhvS23bsM26rL1rPl3qXej22VhQ8ty0xxuJcRdu2LNolTdPSVgtWyxWr5ZJXX3+Nr/7EV6mbirqtqOuGdtFQuwonBicOweZarkifPBihJVGnyLKtWd85Y//KAy7fucv57jkphZE5I0yLXQgEDEPccfX+e7z967/O0U9/hVf+0O/j9/zC7+N7T9/l6fe/+/Ea35eNyMwp17VkuLi45t13P+Cnfvqr6j/HAdhhvDq+xrY01rBsKnYNdEMipUDIa16SywGxLo4Cs8wDgSlzPvVe/lGOzz4XfvBxO9ieAL7f7cgY9ZiFSmJI4sfXIKqeSjKjPSsJDYOhMkJlhIUzHKwbDg+hXQTEDDx5/ohf/uVfZb/t6fs+qwz/8IyBcogx3Ll3F1fX1FXN8eqQ/QfndE+uaLxQiyAp12pm+x5Jeg9i8MbgDg84evUVzOFKWy5FuLm65oN33+P82VOiH5Tl5SAZWK3XHJ+esVioQ0lIhGGAlAjes7u+Znt9SRg6dpvERx98wJtfXvHlr36F+w8eUjU1J6enrNYHGnz5iAlJgeFBywoEHZtC2SSV9pDKYlsdHvPK66+zub5mc3PJweGak+UBfdex22zx2x3d1Q37mw3h+ARrHUSjNaCLivZwRbteqJCUT+ow7Hr651dcP3nG7viE9mBBu2pZ3DlmeXzCdrMhDZ6RJUGR7NQSjJQGhr7D7PbE08j9h/f54v4LfO37b9GHH82ZSCT6cEMXr6gXiWVTg6mosbAfMJ3RtR4Sh+seokcchL1wvRH6GHAhaLkLE/Mn5QLzAg6oj53yfl4c7ly7efuCZj+XzfjTrLNPWum3vIePAwVlc8p1rpKmQh8wGFvlWnDtY08IjHzWVGjVgI9EBm2IUHilQC6gz9oCUX+2BlYVcrTGHh+yODni7OyUk5NDDlY16wqWBvqYePrBt/nb/49/k+35ZU5ofIZDgCQcHjS89vopTaV7ZktDvQfXe9K+Iw4DRSl/bDGWBHGC2ISpE3UrNKtcdyx+vPUyhCPjKztfItM4q/+VHeX8so2BikSNZ5G8BtoCDYYQIsYr8F2VAI3b1lZrd9PsteJ0qX4BmaZMnD5Zkv+3UAaTr3sEGNIYJ5W5Kow5Ikokm0xS5tLSUbWBsA0TezEFVDMEUhwIBFyI+KtLrj54nwcP7/HqvXs8evV1Lp48JTZLHn3vewzbfb632Rr5EQ5rDdbp8yKl3BmoOJo5OtYs0xhHJrQVJKK94uvKsV6vOT09ZrVoaeuK2hZdEc24izGZdZtbzMWgehECxiQUQMvUhbEEAZ1rUubL7BGWJ5pU3I4ZuMEL43ILG5h/usS5MFKNp9Lf/N68IWtMkBkJIjr3o4x78PiFYkfQQad6ZOgHNts9F9dbLq6u6faaiExav8z8gsY4ZRbc3jqy2IdI+c6kZdheW/GNcyIZLdsMERNFwaeURqbSbbuZf1al2Hwps+8dmQVlsGYARV4DRqASLR80YrDOQRzwMa8pU+mztjYLzwaUnp9LOUafL2WdkXIJ08IzRrV/JCeSSCnXn6Vb11u2ghijtj+08zEu77nN+r51pEQpBY9FBCXPC5uvc9K0SHoPcY5bOOYt7pPJ3KDxVnQctQSCaczJgqMmgxa23IchRcFVDiOJ/Yfvvvy6f0zH5wYOvEw5XIB79+7ylS99iUVrqBP0XU/YbbVvo9EFHkdDpA9GkSI1FrZuqJcrXNsS0dY5JrcbCQXYGr90oucqnSNvBGl6XyRh0+1JBZHKWYwYKmvxJtPohExP0YlYaEVzVM98wjybPIuPDVS+1DSyBXTfzS1CmCavMTHXaWbKlQGiIWHwIWHqlvbomKvzZ/ihx0nKvTbz5JSgAYQIfui5evaU5dEhd1494Etf/hJHR4dcXFzoQvgcDgMc1xUny4XW2PmBtOvwfa/1NWVI8v89lp4a366Ru3dwd0/hYMFQGaJNWCIV4Lueq6vnfPDt7/DWr/0Gj771LeLz5+AHCIOK3RUHJd2+ngmI+EHHzAMY/21GI2CYNjsjwnp9yBff/AqLpqWtFwoILBcsFgvqpma5XLFerKjbBct2SV1VHB8fc3rnNKvdqlMYU8D7HpcMja1zvXi2xx66i2uuLy9J3UCz63AXV4T9FsuAFUZRJw/Us7tQoCDS0tH11zz93nd561f/Mc0XX+XuV+/zpZ/6Gd7++te5ef19Nt//EPbDD3Q+dO6aEYlNCZ4+O+fR4yccHh6wWDT4odNnHCO4iHMLDhaVdv2QGnPj6bqePrc/I2mJxcgAKuq0lJuQadMQefHRvvQa//M5PvnKXlpbmOzoFOsnE6lsMKQsQKfK/iKSlcITRhJWDM7BwsHB0nF82NC2CWt39P2Oi4sLNtcbhuFHR5ynbAo0TcNJVk4/WK0Im47rD58h1z0uJqyIUmtz1jh3+gYMAwJ1xfLuGe3dE1jWYBN+33P+5CmPP/iQ3c0mLwkFYU1dc3R2yvHJCbaqRqdeAImJ0HVcnp+z225wRgh9zzvf/S7ew5tvfpk79+6yPFjjKl0VqYBSMYFPWQBIKK6dih/l8R4dAsFWFQ9ee5V107LbXAGRvd/zwaOPuDo/J3Y9/XbL5vqKo35PtayIxihOaQzNsmV9eEjVNqT+Wm1JDPSXVzx/9Jij+/dZHRwrWHh0wPrOCf2zZ8Tgla5bXM9McQV1WlLw9Ddbdjc3WOM4MguWrmUIG/jE2fjpDiOWujngybNz1g9PWa8du76hWh4QB3XoKl+z7hZIinhj2AMLP9B1iToY9lIAa8nOXwmc0+RYiY5+CdJScdTmgde0WeZJ+YMm7Oznl27FJZCYr9eZvU+zz4loy+Sxu4EKKY6AnUa4uc4aRobPLag2n0zGqDQLD3oFBqpOe2kvazg9ZHHvAacPH3B49y737j3k/p0zjtcVjRPEJYbLDbvLgcsP3yEOm1t39mn2txQ1I+9coq6FxjlWVlhGizOB4D1D1xEGnXspB/jz7rJioGpgsTK0a4tbCMllaLdkn8vbc9wpJcAWFLhP2vIzATFoEJOiYEOgJbFyQn1gaNuWVCX6IbK/GnBd0CQQMUc9+vw+hu/EWSZ6NinKo5eXDNb0fm5lG8efJ6xhtkdNcyihIFnVQrO0DJtI2GbfYQaM6HwPWOPY9xuev/8OR196nfuvPuCrP/lVHh0eMNxsuD5/zuV+p/cyH9Qf4hCDlj7kdnwASVS3JWU2zFh7b3L0nTtGaP/4vC8Zg6ss7aKmXbWsmpamdljRB5uiPkfJlG6Rcs7ZxZR4fMp+TcnxpIE4htyd4nYZyAjcRGaTkvE5leC3nH/OEMknG6+hfGasWQeKKJ/EYQwaZTQLZdLMnnl+SS8n4r3n5mbH02fPeX55w3bf0fchl1uY7N/Mgu5y26nEGi8atwxYjz6EMt6896RYj4Cb33riVWTYevpdYEiGQbQkJ5rCsM5A5HzY5jHRyNZ68RKKjUtAgAAiDmctlbEKEKCMZjGJGBJ99ETRGCSJG5X7Q9LyoWQsOcxWkeJiN4zo/NGHnVs2JwVgR2AjP+f8YEpHOcUMJubADzrK72OMhBgzcG2y2CH6M7oOtE3i9PVlThV/uAyRFFBrQlym/4vJ+Nu0KeWzE03M5SkJIzXROsyhozo9oFm2PPtrf+EH3suPenzuzIFRBCQ/mKpShVDyg+u7Ld53uBSwsaBGKP0IwYeoyr0IWEe7XNGuD7CNggM+BIrarLk1l3WSFHAsMFGCUio0Al3EKXPSBLCi9UHOGJaLBavVit12y+bmakY3mSZREf+a6p9/0DHfmBg3FdU80AVRNAyIUVHVbCglOyQqdGERq3SelAJGnC4EU7M4PGZ5dMym3xKGhBPNLukayVFlcgiw315zcfGc1dld2uURv/RH/jD/2X/6l3n+/PxHzia+7Diyji8enXDmHCYE4m7P9tlz+m43vqcsc5VxcnhpcSd3aF95iLt3wrCqGWrBSySEjrDvefLoI9556xt89zd/k4vvvku6ugbfZ2Bkdh9pcgnKUoyz781veeEVqNxibHEpRnDGUpmatmm1TU3bslwsWKyWNG3L3fuv8HO/8Ptpm5bWNTRNTdu2OKuBnbVaN+isw5pSMJVIcSD5gI9a89z7nm6/Jw2eNERS9IRhwO92+N2O977zLT56+9ukXQfbHW3X4bo96foKiT0V6m9FoM9jyuyea6AOe/YfPuKdX/8N7vz0l/nyFx/wM7/353j7e9/i6ulHbDeXpGfXsI3juM2PNHOCpvmd2G53vPXWd2iamjfffIN79+8o3Tt2xMFTLzTQWi0rYnJK3cKT9h4fA4JTyltUwU0twypr7SXX8KkyhrdBgh+38OD0JYaPec6f5eN53yuK3jKK4MSJRZFtorYt1BZ3zgZqYzlaOw7XFeulw8oeI8LlTcfb336HvtdZ8CJi/lnBkxEYaBt+78//Hk7v3VGhPVvx7L33uH70lHqIVEiuvjYkrDq/orXmmEQSx+LohJPXXsWuDzBNBcayvT7n8UcfcXH+nGHoc+yoInWL5ZI7d+9xeHSslM2oIKizWut/ddFxfX3JZr/NbcyEYbfnne9+l33n+enf+3Msj47wMUBSSmBSMQZ8DPRhoI9BM7vWUDzYFCMpBIytMGKI0eOc4/TsjMuUePT4Qz786F0+evyI3X5PihCGgd12w9D1pDZqP+rMRLBtw/r4mHa5wNxYiuBG7Ac2F5dcXVxydv8BbdNSrRqa0wOqgyXb3Q0poMRQSVNbXLTNr2Do9z3d5QaXHIduwZfvv85vfvBtFWQsz/AzPXE9Ygp85523eH7zIQ/9CVU4Q4ylWbT02xuCDfR4FRBrK5rY0PQ9ZrcBE0mmR2JEsLpnRc2I9AF8zv64TOWMo8NUnNNPuOJyQ5/kxH7s/aM395LjJS++iBVkmqjG+urK2exXxCBztm++OKMptTznyWmJUeq/sNqyoFaO1LMQocUcLFieHnH3zl3O7j/g5OyU08MlrROc73j2/kf8w3/3f8e3/ua//zFg4Hc71AYoqFFVBmcj15fPaVYLFosVrU+YEAlDTxj6DETO4gbQjK4BUwnN0rI4qKlbg6lya8McZ0xeVppMWAaFpk1ZletDyvtUUvC9TgOHTrCHlnUlrI8cZrFg30eePbph/3RLZVHFeSvjaee+5y0blzPBKTIGwKY8V4rfWkA388L2Mv1jtKHCVIqUnf2UIlaUTWqAqjY0K0d3kxg2gdSnnAzLs9zoNQxxYPCJ7ZMPePbBu7z+8C5vvvIqYeh5Z3vN2asP6HdbdpfXn+lZv/xIY5ZS7wc+vsEaMEVsUIjRTH5rUr81pqh0a6OZXePs2CFLMb1csy0TkjICNRncp7SwyxcTCziLAhElEtPP5ESDQMp00FTWo3lxx508lxjjhAHmSVIC8Fu2Zg4IZhs7+Rl6vlT8nTRnwtgc6GvJSPCa4Nlsd1w8v+b583Outnt8mOLqMYGZg9iMRsyu6SVPrbwck3YVyK8NXrsJhBwMiTFgXaboZ42BAmmMDJ7sEZqyNmdjkCfF1PFmPlaJ0dgJ0AjNsqZpalL03Fxd4xIsjCMNCaKHFOjRMsPRmxHJ2jQqfGgSDGIJxhKdIWSF8iIiGVPIvuCMtaAjMGkShUQcgtqZUsbyu/h7c9Bv7JSRiubCZL3Ke1NMs5IRHbfy/OIYd8Rx3n8sYZ59RCkJwdkXxKSaQil6qsy2cDa3gYk5kfE5H587ODCpv8JqueDs9JSmrlhUic3lFV3XQdQA34khEEc6vZ6g9LO0VO2SxeEh1WJBwGTjL5naNk0e7W1bUCZdemMNTw7wbrNl1Hgb0RYoy7bl5PiYo6Njzs5Oub665t13v0e/7xiC0p8hbwzFMPAD6Cnlwc+fp0yTMI4LbjpHAkWukvYft8YSoqhjlWuedF8XbbFBIKWIa5ccnpww7K4IVxfEMAEkYrRlch8iRiwuJrbPL9mcnnPaHvD6q69wdLDm/Px8vMYfyoN8ySHAwjpOXcvCJ0zXEbY7hu2WGDwt3MLVBK2ote2axYN7rB/egcMlvjbEGoIJbM4vefTOR7z9ja/z3je+zs333yHtekUTYxw3jU+6nimfM80bUABGywAc7WLJl7/4k1R1hasczaJh0S5YLVas12sWTct6teJgfUDTLjB1RbNYcHznjMpYnFXgR3JNfVEdUNVbTwwD0Xuunj7h6XvfJ3iPH3r80NMNO6We7fb4vScOHbvdlm67we92XD/6iN3VcyQmmhhpSbRAS2LB6IKOozBjd2KABSiCvN+x//6HPH3rO9z7Az/HyU884PSVh3SNxawqpF/g/Y7UfzJgdNuwag37dtOx23a8Hb5PVVUcHh1k1WqDNTukAmcNq9ril5bgheSh6wMh9aNysMFkh1RG+t+40ko28QWUe9xa/3NlDMALVzv99mW2Ym6TND7KZ8rAy6hLoH9ZMsOZhOCVSWMti6WwXgUMW0iRGCO7Xcd2u6fUFn8s+/WJtyGf+D4R4d4r9/nST34ZZx3DvmN/ecPNR09I2x01Fiu5fnx8Iuo6JSIecMslB688ZHHvjor7WWG/3/PkyVMePXrMvtN+8iPt0FQcHJ1wfOceVbvEiM11plGZZzGxubrh+vIK7wd1CmxxnDz7rsMT6YLHxoSzlQp8JY9qDkSGIeBTyOtG60mDj4QhZFYBGVQwBJ/wIXC12fLBux/w0fvvse92UFuMsfhhYL/Z4Pc9Zl2YZ9p73dSO9nDN4mBNfV4zdJ3uZzEx3Oy4fn7OfrNlUVe4xmFP17R3j9leXeA3ewyBoogw1zERvWD8dktcLmlWK1ZDy2G14Lm/Hmfki+b905r7J8/e5X//f/6f85VXf5J//b/7v+DNu28QB0fV1wxxSdr1hL4nGavMtp1QNxULAp1JDPs9cdgzBI/BEpPTeyjOWA7GrNF686Fo58wn/0vm6K0b+d0OmdmNuVmTj/3w8qPUKSK5ykAFFNNodWHc0axRBz6Si6MFTbMFcCaLwgxo2trr69aqAOG6ZXG04uRoxfLYcrxecbxY0Dhh2Gz4G//e/4FH3/77PP3632PYXaMu3WcpKdCnbkxi0VjaClzoqHpLIy21B/Y9cT/gQhYGNOqcxqDuvTgVAaxqYbGqaRdVptlCSqXdWxhFBnX8lJGTsk+W28drwJVrfCVfl0uRhYXDhXbgOVpYlgdgF9AFi0sVl8GwEL2G+XQYnfzZ3YqZMscakM3aquVjanc46QhN2cDb+2CZt2Jk/J1ShRXOVdHGgHGGeuloloGuEbUpvcnEJ/VJ1edTQLXvOm4ePcafX3DyyqtUCJv9DtPWHJydMGx3+OGHExotXqbuBaHEVblFYGEkZDo1EZPF44rQm5ZKGkIO+JS6rZlOyf5sDkFzllcySFPuNU1LOcno85UlqYxZxkDZkKn7JFLMAIQ4YgqAIYn6ySWATSPyY8ZkXmnLGMp1yvRsY2T0w4vIoZF8RYmsjM/E1pBcxkUarzUpmqzfmRSI6Pue6+sdFxeXXF9v2OfSnJiEsfIn25GinTQ+GwoWERWgmYNSeX4lUO2KDJJ33cC+G7B1OUveb4yMDDhMAhuzBkMep/JlI3gzAQQmx1gqDpBm75muHWNgsHQ3kUu5obveYoww3NnTILhYWhTqnGsXFRjBGcG4ChEtB3QkjE/sNwOX257LXc/1MNB7IYplIBFKyYsu5mk7GJO+aLlCCOCcalx8Qmz2ss5VZW6blFmD+enofJ3OkwoIkIHFF7clnWs5Ns2gxceP2XN+ye4rCfwwIAguWlw0hD10193ULeNzOj43cEBvuNDkheVyyU//9E/y5hdewxBIgyfutzAMiFeFzQLAFJTIYLAiDCTEGOrlkuX6iMo1dKHQcUQzMTHrZcw2gskxV+GbkEYzP9JBipqo9nY3LJqWu3fu8tprr3F0dMR6rUGg9wNPnzzVhT86Yx8/XooOveh2ZTRrDg6OKOqIeutiiTFqprnS84ZY6LV6Iv0+qxSvBFK1rE/ust/ccL3bE73W9Njcezbm+i6bC1n6/ZbLp09YH5xyvDziX/zD/wJ//j/5izx/fj6hhbN7+2GDrQREI9TG0BpD0wX251ew2bJAJ2LJn6gZNHhxVEeHNK/cJd055GYh7G3EixC85923vsu3f/O3+PCb32T/0UfQ7UBcFurw0+BOw05jtN2NFUNlKpytcK6iarReuqoalqsV66MDlus1x8cn/OIv/rNYpzV5ddNQNxXOOZqqHktPqqpCjLaj6ocBv98wEBhSJHQ9cd+r9kFIxMGz3+3Y7/Z02y377ZZH73yPD775DUxMpOC1n2zqtU9r75GYkJgFbOJADJ4mBU7yfbVAk8eutMYuMzQyuTiF3FrlkWlJhBQYdnuevf8R77/7PY4eLjDOghNi77GNob1/xP7xFXQ/mJI+nx/WqqDSZrPn+mpDu2gxUTvcRrfXMUN7nseFI8QaawRz06sOQSxyOVmmL89Zk0aTqs81odQtJtAvvsTQzo/PjTUwP0q9psQXl/8MzMh/ZeM3QhvCCOolJNc3ZwA0p+KSRIxELB5rPbULLBbCqjVYMxC8Mo8unz3nt3/7a+x22xmQ+emAk2K/b72W/900De16yYePH3GyPqJOhssPntCdX9HGmMUvNdgLKWFyP+GUAV8vloOzOxy//pD6eEV0mi2+vL7gnffe49n5OX0MU7JGhGax5OTOPVYHRxjrVNdHwCTRtbfZ8vzxOZfnV/S9z76QHTdv5xT8y8lOSp4npUT0Ad91BD9kenEi+fzGkIWOooJUZMphslk3IcJ+3xF6j0UB3xgicRjYXW/Yb7bE40C0tiSbEedoVwvWhwcsFi39sNOAIgp+17F58oyLJ09o2pra1tSHByw+HOwJAAEAAElEQVTuntE8es5uu89Ms9yjOTvgCQjJgwih6+h3W9yi4nC55Iuvvs7F298goFnvH3YFDGHPb3zz7/Hhk/f5r/9rf5J/7o9/ge/9IzB+QeuE3ZDo/ICpE41rOYiejoGmq6j2DhMDpvOYCINEKhOpnaOPMIRE57WuWRmGed+hZB7z0nnRMSqRhkx24fYsnr/3ZfP+lrf78l+VlHkpuhbJ5TzZ9hSmQ1H/JqnTXIyxyQ6kiWACuEF/LxFsBOPBeTXmx0vqu3eojg84u3efu/fucrg6Yb1Yc6+p6VPCDTc8/62/xEdf/+XZPv0Zg8WkAdx62fLaK4dUaYcddqyisPSJatszbPeYQfVCUlDbI2MPbzCVwdaRprU0C4OtBEzCh0Q0BpvUl/PJU4TBymOYkyw05khjwKj6bFqrXteGo0OHWUZWjaOqE9QRl4Rw6rChwgWPrVTPRB9JAVPTLEkl4xeOWtIZiJg47kWF/vYkmMo7DSGEW+yrWyUGgpZLGHJAJdleB6yzuMZQLQTfC0OAFLSNdhLAGSSonkIk0X/0mIt3P2R9co/DdkVTNZz3VzTLFdZZhn6YrvAz+2fC06fPeP3116gbx7Jt2O0j/RAYcqlVNBCjUsJH+nPJrBqDFUsIgZgiXddzfb3h8GDNsm1JTgPlFJWtZLLA9wwGeCEoK53oFYgxooybmJN/JT4YhS1FA2MFCJRto0wMZdSqLkBJLuoeFENJ5k1lEykzkAP2VvAn+V26tiJSaO65+4Q1ooLL5Y6MQcQSfKDre7quY7vZc3W14fziku1mo98TIWWJfY1nZ4H/GL/M/n4ha11eL0M30tlnwMatGMgkcIboNGFWYoZJ5v9lx2TjJGuLqJh30rIdWwAfHUsiMCTCVcfNrufGqC2+udjisLgkiNFuYpHEyemKunbYqsLYAaKQfKCtFCjebfZcbjoudnu23UCIuZXwrNPA9P8yIOR9OWf6jcFW6qvfmvWzNVv+Py87GH+G3AGCPE/K0MioL5ECyoCQaVYXn0mTx8UTnVgF5XyltOb2U83flfe/lNuyJ++RWCNR6LcD+ydXpFLq8Dkdnws4UJCXlFKuqRHOjo/40ptv0NaK8PqbDcPNNQ6vbUui1jnNC24lWwTBYtslzUFmDcwy/4U5kEiT4GZiQoNlEo0Zgcj8Z2wZJyrR5pzj5PSUpqq5e+8ui3aZ+5O2ANR1jTHa1mqcDJlG9UnBxi1FzHLFUurVZUI8S/9LgEwp0b63Wt8Uo8GU3r2iKKfJ71UPyoBUiGlxq8Ti8IT9xZXSWcOgGbbccsYZo5sXCS+Rq/Nz1sfPqaoVD155wNnpKRcXl2NpgSKsPxpKZYHDpuHoYM26bonba7YXV/gQWMzHi7LIHK46oL57l/a1+6SzNds6spOe7VXP+aPHfOPv/0M+eusthovnMPRkXi5FC8IYhzPaQ9eKoalqfs9P/SztYpHLAZa4uqFpW9rlgnaxoG2WLJYLlgcr1Qioa46OT8aNQNB+4gTd8CoRJAR8tyfEwNAPXF1c8P7b32bf7fBDB70ndT3Dbk+/2bG9vmF7fU0YBpIf6LqOYXsFu2scougpqsI8jUluxFHmLhrgFxFHg5YJuNl7CzNi/gzmvxsgZx8j/bDj2eVTmg/f4eqdlt31JY0xpDSATRjb4BY1flYCMj9epvxa1n4IgXfeeYfVgWouuKYi+J7U7XHOYaxj0SyI0lA5dVbZBAgOH/3Y8zwWjiJksRb97jJKdtzKPybfc+s6f+Dxstjik973id+hayslMzq6L9ZBzs8jM1BjZC7m3819vZJNK6dySdkCtQssF8LBYs3xuqVtHMF3CJHn58/52m/9BldX52oTx82vXOvHkfOPXeILv1M2k+Hhw4ccHh2TkqG2Nbsnl2w/vKDeQZv0aYz1qmIgFRsnRGqa9SEnDx+yODokOUcSS+97Nvs9WOHo9JhVWCJEokT8EFifnnJycgdrK6yxo4gdqB++2/Vcb7fsfVBaInF05mrnWLYLWucwhctrgViUtz2D7/Bx0GcQE9H7KYJgsuGJ7JyKdtCx1pHEEAR8CMQeolhwgd3Nhv12S/AeVVRMOWsTqeqK9eEh7XLFzfUVJlMlzRDpLq+5+Ogxx6enyMEClobm5JiDO3cZLm8Ie59L6dS5LLk6CFRiCb1nuNkSDhZUdYPr4KBdcrXb6D3INOeme/v0x/OLx/yZ/+jf4ad+9hVW9euYaokVw+Kup4srwnXAeM9iteAweprFQLUH8Xts3+N6TxcTPmmbWoNgTdTMkBFCslQ2qTMdJes+TAHfrbU6+lnz2v78i3KjH/OuX3JTL1NhnYMDCGOWIR8xz2gjotc+eu4zkABTohldyC4qjc90ChRUIQMGAgcNzf173P/CmxzdPePBq6/xyskDTqsDqtZgLLz/tb/Dd/7Kn2V3ef4j7cyJyHLpePXVFUdri+sdC1lymioW1zvi9Vbb2YpmXAkZ47CGmHtt21polxWLdU2zqLAu7wXBYKJqoUjuE67i0pNJlHhbZ6Io0gtJ53aMiOlYVoZUWWIwVNZgTMKHHmMsq5XF0SK+p6ks1mpgWCQhXmR2ln+XhziGY2maFCU4eNEsflJnl0kIcZ5QSUo88nreJJ5kLVVraFc1w67Dd4xJtJQS1pJ7DEUqIsP5OR9957ucvv4mD07v8sarbxBDZNhsqFdr9vtuBMo+CzCg+HLi/PyS/X5g0VrqylA7oTJpzKKrX62ZdcXnSwmA/pGsp5Gi2ud9N9D1XoGhqCwrXRIJY62WZpXgbWR16DkjhUFgRhytLHKtP4eSKZbMwlHAwpKQEaTQw+ZgLOZ7jeNcSHFiFpRxuN7sCCEHwWkKEGPyWt47/0zQDHjdVKxWLW27oKlbnHHElOh6z+Xlhs1mx3a3ZXuzoe/3TNoEmQURJ06gmMJsKA9oFjjOAK35IePMnYxgesF+hTgoQGKj1rBLJEpOuowo9fwczDaE4owYzfjzgh+TRPezMhl8VBB9IIMHhm3xF2PZh1Wz4upyqyBipQ2AU9Cnf3iwxhpH2Hv2N3u2e48PhTlRbP4MICjJ17JYfVA77Zxm6oUZMKglSsV/+fiaSGNcVdbSyB4pnejS5F+mIkibIikZJGocpo8gZvHlpO1KR1v0Mt2D2xvZtI6VbWAl6rmDx0ZPHSOh3/OjxmS/2/H5MQfKIIjS7ipnqZ3FmUTyPcP+mthtEQZElIokMWKs0VoY0RaGHoNUNdVyxeLgCNO0+DHsyahOyk5uHvxxDhdEn2yc8qad8gRTdEdpLlo/ajm7c4dl27BYLDRzIYmmqTg5OSGRGHoPBkJQ6l8RhZqYLhM9cjxEKUMp17/K+NrsOvKYkSdoikWshBnIYkYBj6l3a1Jk1jptNSoOcTXt+pjV0SVX22vNpItqFqTk0XY6FpOEKjiGbuDq+TMOj+5wfHLCf/mP/jGePP1/cnl5+fJnCnyWjcgCJ3XNm2d3uHNwwCIEtjfbqXUlE/1dg1cLVFSLQ5b3HtDcvQvrlmATl88f8863v887v/0Wj9/6JubmhsYJrl1iraOtllhraeqKw9WKg+WS1WLBcrFgvVrz+3//L9K2Da6qMK7COodxTpkDTTuqqIooQBMGz+bZM83gR4/vO7rdjrjfEYYefMR3Hf1uR9/t6fd7zp894Ttf+8f4oDoaLiVsjNppIqOAIQvbgDqXLXAAIzBQgnxT5gtzfYQCHihbIDKxA8p4Mq2Q/JmciZ69zwB7wNMxxI7kd1xdP6d/8gGXTx+z314jVkjDgIkDtcgn5qU+TjnPV5pf7/vA1cUNy8OWg+qQoQ84BkzqMFJjrWPZGERqVBOjI+0GUq9rfOQrZC/Sismud154SbL4T27xln2/pBf3gyfox27m07/1k3CEydy/iA5/tq8fM2moOVM3CFIKmnG1sGwtByvLydGKw+UCiXv2w0CKkavLS64uLiitdF58Tp9GW+Rja16gWjScPrjL2d271K4ihcDl4yf4qxttXSgyiqEqA0wptnnLxbiGw9N7HNy9S6obQhSSU+rh6uCAr/7UV4j+TVW/z6wv33uqxYKDO3eordMgrUwMI2ANbrng7JUHmNoShswCMOpw27rm5MF92sVSszx5c49RW80FSVBBu16yHNbY6GlTIFhDs1CgeOyZJTF/Vh06V1c0ywWmblSmoIAJIvgYtTwit3KMCWx2WKwzLA/XtAdL5Kml7/a5s5Eh3Gy5fvSUzb1zusWBttE9WLK4c0r16Am+24z7XUohOzaZfRITJkWGvmPf7bApsYyOL955hd967zuU0pJx/n4aQOyFI6SOX/6tv8H/6d8+5b/zJ/5HnB7ep17URLek30X6LmKahPWexbLF9hYj0K12SAgs9o6bznPd9yQfiaIsDDFRW21FMDEhachAm7sdvJcsZK7n1y2/wJ/5LfO/XgQH5s7mJx1jDDl7j5mv7EwtTgmsyX58jn5HgIBpUZsElUCdVHgwZJabRKgstA45PuX4/kPu33/Iyb0z7t+5w8nJgpV1pMFT0fHeb/xDfu2v/QWG7ZPP9tBeOBbLii996Q53zloWAuYGqr7DDkFbcPowxiYaS0hOwkytxzCJqra4xhKSEHsIVvCizE9Ee3PbOmkLywyUaOyhznXO06Ct54ZxuNWxj1rrTkAkEJ3Wc6cMFldE6gWY5DBOn0MSDULLdDH52gsN/PZk+LhjPpW1cst3HwONTzgmYGCy+2p3lWVhXaJaGurOYK/A25ytjJniH3Q+h+hJQTBDYPf4MRfvv8/9k5/i9ddf5bK75vkTz6tfeZPd9TWxGwhpYih82sMYQ9/3fOfbb/OlL30JEYuVzDzPgavENK6PQs0f1fqTBk3GWGII+nlrEVEGpfd6TS6rKBe/G2vGGDPLet9ejuQWeyG+UKGTS1RIRK+JLsmMixADm+1WSwYg+/SRGJLOqWRGED7EqFpmKbO7UuT8+SXDMFOgSmWGa1tzrfHWuRpDwhrhYL3k7OwEYxqqCm05ud1xdXHNxcWNlrB5T/Cqlp+S5M4382Oqb5+Xv5SR0LIXO74y/9xYL1cCZEoMNHuviCYaU8xt8vKzHG1/DrRH9CdP9PzvnAclvWj/CssmlnqgbPNs9jTF5QeptHs15sWQGIbrnkES2P7WXe1vOkyyuh5C1DmQE58jCJB9wHF9lblTjJTYiXlCZvHFqQwbPjl+0baI5pYdEGNeHPwZ0KNzLUUhyQTXJBI+KjAQI1l7RMt0DCgLg7yO8tgWQUqFt6OW2xvtJCImEk2PpA4rFdXQMWpFfE7H5wIOGJsnc0pUVcX9Oye8/uor1FaoDfhuR9hdUzGMtDxjte9rhFxLoznNYCpcu2B5eEy1XBHE4POma1Ih9EBBuUqwYCiOAqOBL4JWpUw5JnWgijvR1DXLdomrldoSU0RFs7SP99HJMUPvcZUDmSlc52CyoONj8J9XqdZJRVU4ljRe0jxyK9TQGGb1W0w9lCEhksYWQtgpT4RoVjXrlhPFUi9XLA9P2V+e0/eqNm/F4cUrTUsSJiWapHVy24sLNlfPWSyX3L1zytnJCVdXV8wFesoz/UHHy0Khw6bhJ87u82qzph0Crt/DdqcoX35/KQJQTkUFZkF7dsbBa6+Sjo+4ip6nzy/47jfe4ntf/yYX33uPn/nSFzletjSNOuZ13bJaLKmrhqppOFqtWLcL1u2Ctm6o64bD41PEGJIJI3U4BKXmxWFH6CIxBPy+o9/t2V3f8M5vf439dkO32+KHjmHf0W82dNsdfr8n9j1hGIh+IESP+B7nuyzExhjs29m/ZfZ/yK2YmLL9jslklON20Didz77wu5I7m2sMlM+H2R+AHsuOxLAQ6sOaaAIXz5/w9NEHbLc3JBuz7xpxv1vWfXbEXCZT5ksIkXfeeZ8HD+/gbM1yWavYbOyIHVgC4moWlaVaOyqn4qUX10pzNCEiKRDHkVHGTirov0CMZYM1iMRb93+bvjgfxU93/BCx0w93SELV58v3FpRaKY66biNWEutFxaIR1kvDemVZtBbnEtFHtrsNX/+d36G7uSLLgPPDABXAiLTPEe279+7y8I1XcE2L9YmbD5+yeXyOGQIu5drkZEGUjjlFaUoVXR4ecO/VhzRHa/rKgXG5O4vh6PCE6ugMK2o7pdQqR91wgzEqUluux+SSNGeoD5a8+hNf4ZUvfgETFHLUbiWBkFQE0NTF0ZDsT2ngKJXh+PSU+qd+ktD3BFQxOQB+UbM4uUNrKmXgGFAVYy15W60PeOWV16mriug7fPKECN6CX7XUrh5V1gwg2tkRjKFdrzg4PWN5cY6/MQxJV280VtXJnzxjc3JMfXpCvWqozw5Znp2yv74g7IfcsSLr5lD2AV3/3vfsdhtO2yXHp2ewecbxcsnT7XWudinZj888UUlEnl58xH/wn/xphh7+m/+1f503Xv8SsgxUJzWLtIDKk1yHWwh+u6DtKrquoxLHrukw+x6/EaRTyH+fIk2CAcn7fJm72ckPeQ6FUhdhmGdiyp4/ztSJIvOZAO3xyBvsrfU/Ls6yv/vcimqejYrMpNbRHq5J2QKSQLyWEkiAkB3kqkUOjzm6/5CHr7zB8ckpZ0fHHK1aDpdwuIBv/oNf41f/4r/Pe9/4FYbt889+Py8ch4dLDo4dFo+jpsLh/B6z7yDkMgAmkWiMHVtsxaD+SbcPWNvjJSI3ohRmkwioDkhlLWKF+iBStcoiYJbVK/RarXk3iFP/avTXUigeUPbjlMkgBtUBiYnKGSrrMGIIBHzMwUpMyk6wQojk+mMF5EsrV5OZkVlabww4R5J7GYAchYzzaIYDSPEXi4kttOKY50+SzBoBV0OTOzoMe0/oclYbLVcNIei6jD3OO+LNNdfvvsvJqw84fXiHxXrJ5sM9VSPYxhG6Dmct/jOISJekWNd1PH7yiK9+9csY47IopWEIaClYLh0oFEQxWn6b0BJVk5R5a8VhTRZYRrQ0KmpS0Ngs1jnL4EqS8Z6L3x68BvGA2l0ftK33aKsVXA1ZrDvhx0zuMAw8eXKR7a52B4g+a3bZHOxHBRFCSFqSHsPIKPA+jXHuBB4lmCnGj3txCLk7Q8PgtZX4zXZgv9twcX7O5cU1m90OEUNdVRgjhBDpe09MkZgKh1O/60UG15jAvP3AftDT1K4XGYwrYwsQtgObmz27fUdAGGLAp0Q0lmRKnVb53tlFxGyn0HWsQFzKr0fVRCHldVFsGjmQz8F0TBOIcKtXX0K93ThVQdk8H/ZeuxJmUBGXPeYwYygk3QtKnVlhqapTbEdbn2IafURdt0wJ19m+MU96Rn0TkG1RWcf5fUjW4bhVvibTj/n2AjqvrFWgY2TJBK++3FwrQca/SEQFBlMu4cg9VsUlqtZhDxK+6dj9xt8mbX8cgqSffHwu4ECKcXQ4jo+O+IWf/znunZxiCcR+T7e5wvcbKlvK+HTSiWWsrU5ZJVqsZXGwZnVyjGtqokyLV3Imfh4GaJlSDsBlBmrlyYE+p3Ef9+SJkTcscZIBroxmk/Deg0Bdq3iVoklFhERztqmgYrNJU9wCBTxk+nJSXkuTgVDhkyzmkqktRopDnhVlcwmEkMepII5G3cIh6QYXEoiraI8OWV2f4XdbQrfHIojYbFT1WlMcsCkQerg5f8768Jj1askv/dIf4vl/fM75+cUtuzTWNH0CajUGY/n/DjisGs4WKxYhUoXIsN2wv7khpEQ1nzd5rHZA0y6pH96De0f0TUvfg/SJg2rBl+4/ZHnnAX/k9/8zHB+ucM5ibaUiglU91qRbhEpM7tgAfohcvPs+wQ9439MFT+w7+r3SvvbdRgUA9x39do/f7eg3Wz769tfBaycBm7SmjRixGVwipVxWmjLnQcX+ChNiHvDPqf7z4HXGhbn1//m4lC1lbsv72fvnR2FilHOXhe5n36ulBUFbyxCg3yHX1/iVIpdV29I3DWanLJ4on60F3ovOeN973n3nQ548fs7DV1/j4cOHJJuoKk9KAakqXNVgWdDUsF47hlhjO08Iie3O43NmwIrNNjVv2BHdFGZ4IJSg9Pbo3MqYzn/6J4YAfPy4/d260Zm8NzgBQXtj2wTOGJwVDlYVBwvLaiG0rcUZ8N2WX/2Vf8DN1RXnz56hYlNTLd0PqxsyZxisViuWqyXPLs85PTkjbQIX735IvNrQRA1Ui00rY61wgVKKjas4vnvK2YM7dK3DGz86xiIRcSoGVMahZPuMcTiKOr/oJu4FsapVEFPAilBbg7UNNmd7VElbA2brLCHb2CIFUaioyVbUx8ecnZxgkr4ecs1wbw2+rTDWYXxUUADN7Iix1EdHLH7iq7zxhdcJodcspzF0kriJAdu2LOsGk9S5Lo5mMJb6aM3DL75BvWrZbXdj1iCKtp1qjo6pxBHFECuDXS05ODtj8/Qxu25LTMOYK8+VkiNTRKIw3Ozomx3upGa9XvGmf8Dz7TV5yVDqfz8bdlTebOhjx1/+2/8hv/AL/yW++NWvInHB6m6kaoRqUZMqQ7+9wS93VHvL4Nfs64rNpgLZMAyeKhqM7wnB04gGgAaDIapYnjUEHINPpJSDaalyeYZejokfX9VpXFglkH/hHqaPo27Yy++0nKMEqDn7MIscszNnnTrP2ZEkB0O6cNGMke3AZltqgbZCDpYs7t3h4N497r/2Bq+98gqnZ8ecHq44rJb0bwvPF1u++St/lV/9S/9X8P1neVifeLz22muwiGw31ywcRK+CYDbqnjZUKpwnXqsefBUIZZwzizF62O8jXewJhuyj5WGSrJFk0Iz5wmKs6gmkfA5tCaa+jGugXmoQKrl1aUoOSbkvutQkG6magLGjlde1GDUoTVmk1JqkSYCkrfTEllJSUb8tJk1E2VJulZ+ymdZFYQro48ysLeW3Z8ZKASzSeMOjLkzGhwTJCL4hihaheK8AgOSa+pgmHasUlQXXYBnE4H2k7zptQec9h8sDUhIePXuKtDVsdpSV/5lmRAahczJf6+cFrImZgWRHtoAyG3JHMCkAicyCd4MYS8IpMOC1ve4guj6UAadZ+hjR2v/sk6eUCMFzcXmtSvspKPMgRELwxJDLafN7NVMbx5KymCLeB262SrVOifz7HAek8jxLBl7BgcmHLWNfWMblteLrTv48JM0QG0vEMvjEZtez3W3Z3Nxwc3OjPuTgMyMEBQdSmp6zKNtCv08yAKa2ougpzAwYs8X2wpH32czO1jBG96RSalJidURbHQ4pEHB5bQVKaTOZwTOlpfKgpenOyc8QkwP1EBiFOzAaVJU4J0ylI+MN3TKuwtjVCdCWBExgwsiQZhawZRtLibHmAXo+p8nvTWkEdT6+sU3rGhh9onLmj62h+RZSmBoJMDkGy/zeF+Vu5IVzlGelf15M6eW3CdlW6DUbIkX81hrBSQIJmDh87LM/7uPzAQeAUqdSOcPhcq29roHQd+w3N6ShpxKlGWrVcyIFTxFqyEAYdVOxPNC+jljJqK/WoBRnN9t73BglZedvDL51GUYRRT4lq5/nID1GfQCl+sk6pUWNgTmZAirayzWGqCrzRkEQpcHogjOA5D7OlIUHeaEUZ9cQX9ApuGWWxGCsxUZDzNQSKdoJ+Z5iRs+stbkUUjeklBR1dQKurWmPDtldH9D7gT54kggx2XHNJTQrWyfh5vwpV8dHnLQVDx7e586dMy6vrrNxvs0g+CRP8sXFdVy3fOHglMo5qromSmKfM/Bzs1d+jkAUoT045PD+ParjIwZnWRthfXjCwzdb2je+wmld89rxEVWjdelhiLpReVUpDcETfWDXe4b9jqHv2d7s+Oav/zq+29PvdnT9TpWzuw1h2NMPHcH3iA/gAzYDVbXvxjuei/252bWn2Wvlj5+9PmcDzAP/MHvPrT2B27Y0oaVcjinoD7P3FLtUzlPAgfJ6+V1HAS1E2xtaizk84ujN+5j7R4Qq8OjJu7z//nfZPv4I2fZYo+GM/6S6+U956F4h7Pc9773zLs+ePOHOg3u8/vpr+GFL8Bb2Hc0CqrolieH0ZMVmOzB0Ss/zXVQF2Ox0JMpay8KiuvVTHJKJRjqNZNENI9uOMn4/ruM2cXC+sZbX9GmYQiMUuE0/TkgKGpgmbf1aGbBWxfOcTSxax/FBxbIW2hrqTP97+vwpjz98n263Gwd9bmc+KzAwf78xhhgjp3fPOL13V8W1kmHz5Cm7x+fIvseKSotGDE7m2gbqnMWEzicjbK8v2A1bdpUhGEdlKyrnSLbU+TFRuMUqxTyDoaW2N0WQymXnKCrAixuprykWIDbb8qAASxH9EaNQhrLAFUR0xo6gtYk5sCBRxQwIk4W6UiLZDDoAbbuAqiGlAak0a+CNcAREY5BkCIOnSBtFVHAIU7E+O2N5dKgMM6bMgk+6RpOzmJQZa+2S1ekJq5MzdleXxF5VnhHUgRcZnQubElWfYB/Y+45ltWR9fMDaH3P90eU4Jwtw/umPYnnUGm321/ydX/6r7Lqef+mX/lVOlsdYPxB8RYzCprL0vcW2AwdDpK5V/DUZYd/31ClBMoQY6YpIcTLUxhJchbWWSA2SlAlHHPd4SWYE1V86h2fzePQIhPx5nZymvDMWPQl91uqLTu/Ls1nbtjkhhQDRM0HB+fwOdJJkB9poeYxSyHrVHDAWGoc5OmR9/y5nD+9zcucOr775Jl98eI/VomW5dsSd8P1f90T3D/itv/ofYXw/Fuj8qMcXfuKrDGx5dPlWFpAj14SL9iFHqfkpj0v0eZxyICy5v/zQ61qMRu/fpFK7Cz63VfO7xNYF1WjKzyTlgL2wg1xtaFbKsCyAQcxZYydO57ZJNCuhWTgtJRAh+kSXVfcxWTG+gspFSEFZNCRlb2IxOVCVHOSM019rkCi1wxn7H3+vAFTxwWYlf/lNY4krZmZ7c/AhWYvHDtjGYBvA6Rofs6HolLFo5j56T0pbrq8uuL685ODOiQILwWMNNMuW4WqD3/WfCdweY740hcbOaAAis3tJhQ2BJt3UvU4QVQNg3Fus2tGu81xfbfGDXp8zkjW21Y+OKDAQojI+QtSgNQTP84vrLLic19IsY5tCfhZM67yURpU9NGFGs2Rws11fRp2BAmoIBiNT+DPWks/2K3IW3ox15DpoMQkYi49wvd0yhMhut2PoO20lmKCkH3o/QL5HjM3zw2ZQ08xi15nXMK6P6Xe3KORlzHM8YNDzmpRgCMQhIE4tmqkEV1mslewryRjUluTguJ6LDc2MOmXdZep7+U4DY3pJpmsAM32uOK8jq4DpO25d/zyWmJ7VeM6xDIHRX1OjMn+yTEmP8n7yeJZAHIhMHQtul2/c+uYp+Voy/QVEiMpECOVRZJYjWdNMBUXj1BXSZOZB3pcLEKmxah6kAiIy7U8pRwMiWkpVfB5EiD4QfU8VtCzx8z4+J+aAUr7atuHo8ABrIOKJ0bPfXBP6Dhsy3Sdkitg4KcDmlH8SyYrnkX7XgU8jGljcPdeuwOT6kgxZj22vmFFCUDpIjEkdsoJaRRnpupAwweO7HhCwpVXK5GwlYm5fkanQo1if0jpTVnnVtZDzOIlbwlnJpIxCz5z2PF2tFZw1+HyN0atxtiZhjPY0F7RONqKbai6CwElSMRsBkwRTOZZHBwy7Ey53NwzbIc9FowCLJCQpXdxKpNtec/X8MQenJ7z5xuv88T/+X+H/9n//M1xfXSMypxV/sif54qtDihyaiiNbEWuL33X0XU/I2fbyGUMJZhOVMawOlhyvVywXS1ZNgwesdVDVNEFr9J99/22G/ZZu37Hf7ui6PX7wDMPA0HVE7xWM2m3Zbbf0+46n3/22thUMKvhIDJgUqJjq+AXN/pcgv53djzDXA5jsY7HjE2FM3zc6FdwuKYCJDQBTwF8Ahfm4FGDAM2kKpPzvl+GHcXaOCRjIAFzdEquGqm6QuqY+WFHfv4t97R7d2SEfPH/G99/9Dufvv0s6v8B5bfdWWUuw8tLv+zRHESfURKwwDD1d31MvWvzDAVs7kg8MoScSWciayrW4ZomTis4FVawVbXWYUiQkGTd7UsrZ2hnAMs8MzEGAH5ddnZ9HXnxd19f8jZKENNqLkiXIWazsOOr15Xaa2dYYBBMj1qL6Gi6waAxNHakrgei5ubrh6uqK9979PkPXZTrdbXriD8MamFR39Rk2ywXNaoFra9arNdvLGy4+fIRsOxbJUBWfLtfAln0wJqXaJcCHgccffsCTy6d0zhGdISaLsw7nLMFqK1HrTE5IWAwWKxZjHNZatXPax1HL2IzafjEGayqsNRhnR3/FOc2FaXcrzfwkcaOOgFgDKXe+sYass6UZKK9UTNN6nK0gqdNbWGwpaV/lkAQTFbIz6GtitMS89DJOQTNRgmZTI9pKTMTiahUrLOUBSgHT8Rgg0+wNpm2wR4esz+6wefKEmOsPEzrmY0suUBfZQ7/taLsVoY4cHR/zqjzkm4+uJqrvj3gMfs9f+ht/ju+/9y3+mZ//efa7u1gsbulocEROkf0S7zbEg4gzPc5oLboPnl21wzlwXSRstL8zKTIkZRGKi7k9nhBCrc520l7WzhbnjFm2qPie8z2W0QmXmeM4B7xFSpazZJ7yiXKXIkR0/7b5jCOltjjGMbdNShqkKmcNJKCMggjSq75AbZBVy+Er97n/5pvcu/+Ak+MDTu+fsmgXuhYiLI8Sv/BHr/gz/9Zf5Pqjt39swADA3/vlv8vJvSPOmoUmX4wQSPQejI94AZ97IEsUrC/ZO7TEw6orRb49tb+aYdY4IjMAJAeFBoKZxP70WRSWQERsZH89BQ9qPnI9rwzqdEuiWVuaRgX8NPvuERk0+WO19KFdWRbLGomlO0p+7iav2ajZbVtVGQQqdniaNqlkK/MGnm7NqVlgWmqJx5mUwY0MYoaQu4o4IbqEawztumJ/k+i2SaUnMhChexna2SioDtf26oKn77/PwcOH3D045f7pAzbn57hFTbNYErp+CijzFahn+wlsv0RmnGpQ7CpLZa2y0kzORKNJoZilkcteW3wYm0GPmBSwDUNit9lrxxaT2UtogTBJVfIzS3rMlkdKa8GE94lCAR/V3NPtOvw5yDfFsyWij1hxykQo1zp2LMhrj2luTfeUzz4CA1PcMAp/j69NwFbfDcQQ2e46bSkpELwCaCnX4Be9sICUxTHu84IGsJTsc5pKwlLKc61Qy82c7ViiBd0PUrSqu5AiMOB9whfXxzrqSjA2JypTFn4fkyf5YYwBq0e1DBRUg6Q+i3UzMKCACOSMfv5FYRpk1kwOxibneO4jwfSeMvgvggZzau0ILsxOMrPl46Itv7ZG9cRyOaTLJQLz+VN+N+9aMO4EIzBFLgnPr6cy/rlkBW1ZLFKKkpTNoQkQM5YulXIGFbAvegjZtpWnWXSAjKGwKGEAK1hnMJUaIPE+Mys/3+NzEyQUYL1e8YU3XicMPVWzIvY9/XajqosGkEAhnZZIqCxYNVtC8gPbi0v2napP38oAJGiPjrEu15BSEP78yxeOQjUy+cGR0qRLMNab5UuxlubgIC84wcSS75kmfMhZrLIBmsztGShGZ6bWmjefJEK1OmBSXs40KEp5g7IajB8wwasTFLPYVIQgWqQTspBKqiqMa5SmJEYRwtQjNiAScY1jsWrp2oZ+t0Xp9jZfU8pOZRYqTInd1SWbyysOj3YcrJbcv3eXzc1N7nc733w+3XETB05OTnjQLNiyBzH4MKGk83xLsSEmBcTvsNcXtE8eI+LZEgh9x2az4WK7hW7Ph7/zW1ydP8Xve/b7Pd2+Y+g7rf8fBu2AUXrwJl3gq+DH+v+ywczb/s11AcrPbnaNU2g3MQLm9H+Z/Z7Zzzobbmf65/T+0nyxvOfFYS4sgT2a/ReUceNFVOxEhGiFVKkYi7YZcjhXUxsV8rKSWL36EHtwSLNaUi0X+LZiWNRc4XnvyUd8+9lHPPnwPeL1NfhASpbaVNRUBIns2X+Gp//yQ420lqY8f/acd999l3sP7iGiwkZdGCB66sWaqjIsKgUnMC3ORW62PV3n6YagfptksGu2nlPK9YRMaME46zQiGJ/DJx4/iv1Nc5govzT+M3tIEinZdJKKHAm5a54ITozGEDZSEWicsGiF9ariYN1SWU9tBZMC33//Hb7xjW8wDKXDSQmQynjcZhB8+vuYHChXWX7qZ3+ae68+5PH5E1pTsX38nO2zcxYxUonBpIBJBa2XceuLZBothugHtteX+OuEl1RIp0DO1uVAnxw8a5bHQtKaYqXkSaYxovPdyuhQ2myLEzME3yo4IKJOg7UOsTXW2rzvlABPRjaBsWZWd2jGbIyIYKzN866UdglGbHZC1A9Mub99BIxVUEMDTMvYb9rkZ4NedyQR1BdU5zuzzGwlmTknSLCYyrI+PKQ7POLq6hzSkPfNPCbzulMJJN/jdzvcukH2geZcn1PImjs/jiOEgd966x/wb/yv/4fU5oA/8S/+t/iXf+lfBbG4hWHRCr4P+H5BEksIiToElu2C5ANeIskKuxDwVp0g8Z4U9piktZi1qaAW9oPJKtYxO4nqMwS5HSCl8afywxhujsCAbrtmstF5vxgtd8qcQpPGdoWq3h1z0J8f2EhJ8vnnWssIzKBlBDYqN78S3NEKu1yzvnvG3Tde496Dh5ye3uP06JClWGoMB2vB+T2/+pf/Klff/xrvf/3/o/7Tj/HYhT2tPaALA9FahtRjosf4SDV4Qp6/NuVwc0RZ01Q14RQgSLopaVCYBInqsySjQJ4N2UcyaJlPiiODcbTJHsIQx5bl+avGh2gsGCuEIbCTQVkIGXiTRD5/VNZpG1iss/2SqBIoVjOtxUYaIywOZ32Bsr2w1uQAMhBTwFRRg/fiYApjhrdMK1Myg6ScQEpIzhYbhBQtRIuxCakM1QLatWPYod1V4pQkKxlxnVoJv73m+Tvv8OALX+LOq6/xytkDnj9+xCackwoI8YJzNhdN+9ghs8A4B7Ba4m0ySOAZfMSIm0pz0vRMTPZfY86qGrHEGPH9QBgGBUfLOsugmIwPegrqy3+lobxmqbMnFadAuZRoj8UTGTjQAHuaILf3vinONOieOo2NnvjF4HD8/SwRFrNhmC5f/ZdhCLl8ABWay8KLMXdjmPxCM/qFpdxOO5ZNGXnNU6rNLo10xvtIjICcMTKeJaXMhBGyvEnKWh4zI2g1qKxchXUe60vCIWV1ffUbiXrtOmVKSQCUDi0j+Jpm3nBZs2WoRsc13212v8YBH/2uGYgwPrqJlXfL7yrvKw90/oukgzOWbM+ZAwVfmJVfz5+ttZb58TEh0vya/pFbFWLalUYTDNYKSJglrafvnp8nxqg6FUbBqixXk2EatP1m1PtKKWbWlu5qWoCQuTdRdJP7AUv7x3V8Pq0My0IOnspa2sohccDvNsR+hxWtDdWgaJpoI0V43GeT1oQPF8TrG3Uay6RLapD662usrW4ZO51kWfV/NPuafSvIjLZPzAvX6IamwXs2GNZSHx6Nz0AKosfkAxQKWamrzWVEFLx7rFWbMYZFhNXxqRpBU4wTYEQz5znYk6AZqxgBm6m0MlGyJOZ6I6PqsFqC4WiXS0LssVZpYsYP+K7La0wNlzUWKzIGJVF0XKwIfrfj8skTDg9PeXDvLv+9P/kn+TN/9s/yrW99B+9zHdXsvn/gPACaKNxcXbI7iDgiw8UN+/2uhEfa9YTbAXWInsuLc9797rf58Oo5V85wFTt2/ZZ+syVsd6Ruz7C55vrp41wPp/X/mvFPY2BfrkPyvw+Z7BXckrsa31MC9hdM0a0/gQkYmDMCin2ck27j7H3ywuvlfD0a+JfXy+fLd5T3dgi96DxZHB2zOj3RXuuVRaoKu2iomwZrLM5VVK5W0aCUNFN3uKQzQu8sHmEwQm8Sj8/PefL0MRePPmS4utGNQhx2gM3llk2E4D+b5sCLx5ymJWIwyRD6yPvvfojvPHfunWKMEMPAkAasUd2Iul5pMNdWWtpjLBvpIO21DjZqEcWooFy+D7ITPwPgKB7D5Kj8aDf1spfG0OPln5l5OyYDO9rqXN0Ikw2GTWgJgYO2Nhwsa5YLx3rtsiK+J8XIzeaa82fPGLqOkObUtdub3g+VIZapnKBqa6rWMYQek4T+Zs/Nk3PYDjTJ4hAkTaE+xbah0KuOv85FG1SAzJKyRoiuHp3n6tYmUSdbxKioYVYvEiagdm7fi19R1o/a/5jbFpXPmLxYMzXcmGzz8zWULBOQZih/yo5Nyh67ZEXkYoO1bG5iHICoWMQMaLDGIk4QazHWaQY6Awu2ZBNy4GSwuCLuZUTLF7LjbnEssJjNjsoYnLPayRUmxzrvQeo3JXzvsZs9YdVjjeWwXXOyPOTJ5gIzKnP/6EdKid/+5q9ijOOnf+pneHL5i5wu3qBaCZVxJG+JwXNjroiyoCWy2C/BGZqwoLq+YTBg+o5qv8PslFrthz0xDYhUWKmorbJUlJEXs6Ot+3ko+y/MNAdm+hdTrDMKb6fRic1Bh8ndhaI6c6PTnZkhKSYFBFJxVuZgQs7GuSGDBh6cz71nPfbOAfe+8iZ37r3K8b0T7t07Y10vMW3LarnAdpe8973foV16vvU3/zP+/n/6Z9mcv0ddN7ORLuHGj3Y0rsIkz9UQqJOjDZ7aZN2OToMMm6Dyynb0JTabjaWgLJqyFlULMClbwOY1qtQhTBbwTCaN++ItEEBQIO+WrZISk+X2hlrrHmPCE/MzFCRmdkcG+wYX2F3uKJR+MstAyG22U8JaYXldIa6sl5zxt4I1Ls+NyPLQYpzaqIQG95IByJSDejEJ63LCK2bAIbhcGaUZ9jhoAGyso6oSzRL2DexNIJqEiTrPgo+Z2WAwIWL2HdsPP+Lxt9/mq2cPefPeG5w/f8Y7vee6Vv2QUVixONE/YH8rTFCtf1cQ1JqEy1paObWfs6kynk7GB1X8WYMxkZQ8pR5bRHvZx1TKRewUyM+it9GWMqvrL4vy1sWWv3IAmf3quUBuuaBbcyk/LSjlB4VBmD21WYJAga+SzU1jIFjeV7Qqih2Jo8Ci2h/NQmtCQrss5KA1s9LmLGbGfSYHfSmNmgS376OwBdSmjPvNDFiQmHVZJOhel8PIIqZprCFZg6sqGudzXark+F+ZbSY/xyizuZMRbhl1BKICQEbGGG3sUFBaU4aSiJmt3fLesiciSJzGYXwcZPOKlvuV+XcLpJA8Aeeq8mWvS2RgibFVZszcXGMYNZNSnhwpB+vz+G28nllMWnyp8hxMBkNSESaJKlqcIPsKMrZJDCGMQISI4CqHFUMKqiek4GPep2KZzxaJ6j+GZCAYQvIYJzSS2zOW8fmcj8+nrCAl6qri8OCA/W5HdXqIJI/vdkjyFGXlWDbW7BwnGCeR5Nqn4D0hhdwlw6io5biIhOh7MHacGIxuTryFIiKqfpzyRhJFl4+JGc1mouCmEIkCu+1W/23ICpr6HUX0YxQFzDngAmDZjGYXxCjO4HExQr+5HhdcpNBvjW6qeS24osRpDcY5TJ4UqsKq7k9RwizdDYyFarGAFLFWtOYreuJ+x/7mhhS9vt9YRqaCqJgXMWJSxITA7uqS548fcXL3Pn/sj/0h3v/wQ9555z0FBxAmQZoffCyN5UvHd1guWrrkabZ7dteX9L7XkkxuB+YtJVD2PLt4xLOvX9M7y3Xq2XqvG0/wep2o09JkIEDQyVwzKf/DtD2WwL90BCB/15zGL7PXeeG1F39fXLN58D8/b67k+hjFn/zaHByIwN4YeqcofcpCnMZYbOWUGZODiGVbs1w2UDkO7t3l8M6Z6lPUNcFkdVentOthGBBg2bQ0xjF0PTfDQOcHdvs9/WavFFJJPH32jOtn56TzLXUXGEwiBk+/8S+vXfghjrmonW6kGuj5PvDRhx+x225YH6w4PjtWlsL2At/viO0BrllQuQXrRUtdNyxaw3Jn6Xxktx/Y7Hp8CIg43TsyvTiOgULeRKTMhE9hXD8tdvCxU30CMJAYYQMytbzMmwRIDHnDiogknAiL2nD3bM1ikWhqobIJmxQcfOd7b2OA58+e8N4H7+s3Fz/phwECPuGIMVI3Fe264bvvfofqccuDk4d4vydc72mCUGvOmjGzkzdarfEt0MAE0FjU1hVZpgkeuDVcqhOjW+V41pGUKYUpojbpha19BAO07DGOAFH5Ev3WMDmUkIULp/9eRuFOM+iwQB4hu2W64StPIhKKXtn0HaY4MYb5lFQHrcAq2akk14Cj9ZQiWnImokBMFSOm6yD6yfkcvdo4jpYVIcVA2A2kbSDWkXW95Gx5zLObS72u4nj9mKZNjJ6//Nf/X3z9m1/jv/pH/tv8np/5A7z68AtgDlgfO5p6zXaxxdXXONcwDJ7gA8ura6grmv2WRdey2G4x8Zq9Dwwx0qVeu09IBc4weM3uTuWDeUWJ6l4IWjZSgriJuKvPYcwqlfjH5MyyxLyzgFjlzhchNFJQ/vC4eZUSomzZS6F6RBkiroLlApqEqROH9+9z78FrrB+e8crde9xZnSLNiv2up7/Z8vhrf5v/9//lf4ZrLVcffltLLIC+n7O2fjwPKmDoJNL1PWbfc5zA1jWxDgw+4PqgGJcWwTOIKGqZGMUgS7Z8TFbKBNCN2cBcr26iZsJTSGNsMTrmaVbzXcCHlAHHhGqRRF0nxloVvk45i50TPKXGNwF4IfTZj5bxQnM8o/XuYhL7Ta8lruWB5nVpnBlZCasTh6sKUJgQl0aqtoiCDJUztKvsjURdv3Hcc2KeJ5m9JBZxsGgdfu3otgEfhrwvoHM2i/aZBLb37K9vePr973PnjS9y+Opr3Dt7wAePH7E6PKK/uGTY7sfgu8zr+AlBRCmZSYmR8mwzSCkSMSZixapOA9lu53EdotpTKwr2TiWzOtBxFmzFVH7K626e/R0Drds2sgSPkv35lBjZAbf2tReztWnKPo/MDZmAB8nAadGESLfWUKGKw3xtFV2geSwxBu75WZbvVcZIyghWrkaZ6AbMRbzjTFchQWaX5BF8YYgwggQzvj5VManN0VLjAElLsWT2PdZEDTJFcGLxRKyIdmzIzB0EklFmR0lWRB0ixsymCJIUMFO1fhjFOEPIY6nzfnyaRhhR1yKQKCVOkun5leGOeZ6kMt6FwTDzp4qTUF7PnSjKop+Ai2KCM6giTCV0+bOjnzAt+exPmHE+6KWWuytC8ZkBWeaFD/k2tRxSYASPgKyxou23BcGHXGaT9/SCr6htqPO1a8l3ItHjMRicSZjawO6Ki2//Bp/38fm0MhTDarWiqVqijxhnSF3A+55EnLoJpLxgCoqWUg6Oys95E0pKT3M2lY4XI92D2CHRzlC5uYGfG5JS4pKDdGQSqoozdNtkAZIIaR/HiE/yZyWLTxSMUb+m5Lp04hRRC33AqdgKCq0qDL2uB5lNQJNbvuTPRSlUVkuyDlNVOGuxKTLEHhK4pICBZlYGfAjEzZWKNlrBk9hHD4PW1ldiiHYysIr4CzF6HKKoMapcfH3+nKePH/Frv/Zr+KHH2NInNtcH/i7BhwEerA947fBIszwp0e/37LobUhYIKpT9eXCfUOEg6Nl3PX2nv1sxZecLK6B0BZh/p2HSCyjP7cWg38/+PQ/c54yCeWg3z9zPg/15CcD8PAHYzN4/Xlueo0F0LkQMQRxUDnd2xNmD+wiK1lZ1hVROgwJnSGKx1tGuK3xT0afIbuh5PGxoXcuqbRHn8KLU5Kvthv2+w/c9bz58hWQNnRGeXl5yeX3FbrujHwbOzy957/0P6HudP2E09C/c2I/xKGwZzV5o1s/7xLNnl2y2W9aHK6ra0XU7+r4jpcQiRVwVcY3gaktT1SwXlq5PbPc9zkY224SPGgiVzXvK4KtB12C1PNHZNY1PlFtZ9h9ExZ+GpoT5L/w23X5n6WZRgMsp0AUjASMRkwNAaw11bTlc15ydNNSVRWQgDntSHDg/f8bXv/Y1vB9IMRBjGG3UjxMYgIyIO0tVO3zyar9TYNhFZEhU4lDh8Ik1ML83/fftsSi2c3K1yudmKylNGZAS9k1nnr1PClnT5BhgehYFjJBRGKk4EwZu9Y8uTk12hWWCBl50GLl1dn1DERtC1EH0KYzOZmGjkUAyfXO8+lk8P59pKdcw3nZfFSIR0Xa+AzEDoVljJ+Ua4xJY5REr8o3BD4TtHlqHNBX3j+/wfHvF45vn43xML73PH+44v3rExdef8PT8Mf/y5b/GL/zMH+Lnf+oP01QrTGuwtqVqGpyt8F1PHCKmNuzTgGyFZqhYrirqquF6t2e777jadqRhQKzmySRZYjKjIJyhBPqSs5rKAojqSOR2c8XhVd2JlJ3H7AqMm4EzNtteBSBCyBY/ecbSgUyT1+yGOuc5AtY/lcMcrlmeHkJlOLhzyKtfeJXX3niVxcGa49UpZnlITyAOkW77IU+/86v0V+/QP+s+D/N76/BhYOjAxogfIn0M9B52KRAroSUhWSsgWiGQmYMpYWLKYoI698s+nnPzysorAX8BXyQH/klxk2n/nFZhCRoKe7QkbSUDLpKfn4yZ7YQ2c9EIq7h+xX80pW59FIfOop8pkYwQApogGQuL9a9ktFZYNa96FYQtpUzWKDhAAgLOGarasDqxMz0pFdi21qhGotPva9oKweAEqBzDItAuKoY+4qMG7hJ0jKJVe2YiSN9x/eQRH37v2yxOj7l/epfVcs3pl48wux0fvfPeZEz4dAkcstU0KbPvjKifaQPWGtIgGvjk0prbvdVnYzb+XIK+j393ymM7wgWJj9sbgVGTZbS7manzkmu/fXKyQc1g3cfOX4LI9EK8MIWD436UPysZvSp3nWaBZbH3+vnCYFIGbnJjGgCR3DbxBY9BTzglNXVNZKFcCgSd57fJwWbM9jwDP5IEsQljAslEnA04E7RsG6hqy9KuiF6oZMdN2rLtPD0QtV9lfi5aeidZL8XYYibn8yiACUgcd1UdqFBAlXxvxurVJ/UTCnAtEZKd9th89ilBMnteY5JDZs+s7FGJUauhjKayGwO3LiQzBNLY9STdAmjmpSMjyJivVYnkQtGUGW1KytoOAiaUPnmiSVdRNiRJ/UZbwK+otm6cjwlSH4kuJ5Fl4npoEjyzK8SAMYitkUptAUa0jCv8F7RbQVXX1HXD9c2G/vQE0M07ZpGhGFLOhBSKRFTBm0Sm45T6G92YtJWX4JKooc91JjEpMpRI+iCBIuxVfMFU6CwCtvS+ZdqgdP9JpBjyHi/E4jyUHS2Bw5FMzA4e+uLMqxvBAskZpKRtKNS2TKTzhE6qvNtNEzR6SIXmwphhstGRkkdMwNoKzYBpQGCxKHI7QBwwISBB25yJ140rRE9MPrMutIrV56zttCJ1gbpMBawIbK8vOH/2hL5krBcLbq6vgU8XfAiwqGpWVY0MnuQ9w+YG321HUKBi7lBMwbkDspDvqEkwr/svNP4yqvNlUn43e4K3jkJOTi+8p5xr7qSXn2N2yosoYCkpgEkroJ+fz1rSYgGinSGcM7jKUbe1MkCM4JoGcTXUNbZd4E5PqI+PEIQYtL+vTz3GJMj10vVigVSGwfecX1+y3+8BwVsL3mONVR2CGNl7z7bv2W22/N1/9KukbkBC5L33PuDi8iq3G83GLvx4KMWf5SiaHEDuyKGb4tAPPHr0lDv375BINHVF8Hu6PaQUiSLUxrBsVsSmZtEamtphrcG5wGY70A9CkMIcgpBDxBKvCyFv8jBuVBpdza8w/z1tZNPxwqwaA3IZf637fUbj8xqbqtyyEcl1zTZTOisLVWU1A9U2LBY1y4WhrrQdVxw6nj/7iLe//RY3V1f03S6P5W3K3I/7cM7StBW77ZZ62ZBiYBg6bFB+TkhKk7O6BVM0Y4qQ4RR+Z7YWMTtHyuCaLl5/KMyylN+pn435d4U3YLIzoRkNddZS3sun+TzLD4xnKv9OOb8/PWswGTAo7Q3tzAlRCimMkWQq54HSMhLUeatmjmZxhPWOi+HNYVS69S4KiyKlTM8eHVrJjlR2LsY55vN4uHHvIF+FXrSM54wpMOw76n5FWhkOmzV3lsc83V6Mmiw/7iOlyLsffoN/78/9H/nJL/8N/sf//f8pX37199EYx+rAYdsGn2q6jaffD4TOY1s4qBccsODiaotzNYttzdV2q5mgnY5NSFnILGnZSxSQIPk+hCrvXRgV2EokZQSMGUANIlSTwuqyDGTxu6SJAqt7eEzaU8kIRB8g9IxRqxP9YBhye68AdQvLhmrdcvbwHq+/8Rpy0HB8/4h79065c3KCM0tMs6LzOy6+/stszq958jv/X375r/051cz58T+OlzyfhHOOegnxpudqt8P3ENBOGxgNQsYy1wI8RbLQtDL4bL5YG4ojriMMKJ5iGTPPMQPYKc/j+bS7tQ+XqU9OPIacyTXkLPD0HSl71hInun8JUqdsIcXhKySC3IM8TSCdYQSHU0iQu50M1+qcW1eAvTiVFaSEkYB1gWEbFC9KOVMpIKaAVAksrE4bKmMRLMlHvJectRei0YtIeb5iDH7GeBk2V1x8+D77qy9z+sbrvHL3FXbbax5++Yt0+z0XT54poDEG4Z/CV8vjLEIGpu0EfIxmbOY7z5ykiZlbzlXsG2Ow8+J8Kw/ipVtV+S4MRSQ8pemZ3L7uYpen18dxI2XQqpxrsv6S9xHK88mvFSYLo32AImJYkn7FghfhxPylWAo0rt9tczcc8lyn2Pbic4zjVmy+BpySAhOzSSOHlIF/FU6fxsk5/UclYK2yPaoKmjrhSocQIxysFlipaExFLYZm39Mn4WbnGfZeywU0shjL8UKIOmeTjm8MUZMuZhhbeSYkM5oLGJZjNpL6wMWtElA2pKUkGFPes+eMW9Ks9DbHgDFPooz75ZguQycyZ5/n4D1EteWZWVTmx3yOFPp/YdolmT+PEhIVUNOMrUkTWkJAUvy3gO8T4CmZfWHz3M+LJwMwMUQtE0rKWvEZZEHILAJHzKWOxKR6kNZQ1Q5pElpElQHofwLH5wIO+GFgu93gDlbElGjqFiRwhapB2yw4lYpDko32RKvM6JmgtWDFrpuiCJkXqTDLQqbpM2V2zf36RPaozGix0qT8oZN2zvGlOJk2TyTdoCRvJuWcBfMZJ1tB27I5/1jiManzWyg8hZoSUyT5eEu91JiEyU5PHLIrW9A45aFk5zWNYjiGmEEQRmAiUpSWs/Es9O6kzrMRICqNPAHGOPp+x2ZzxVBV3Ll7h3/+l/55/uJf+IuEED9mpOfHuP8CVYDaKwLt9x1+v0dIt8CBeZAvaKBt+DijYE4En9P3I7eBg2Jw4uw95dyFzl+YA+Xfs71uPGc5DNCRGPJS8RIRY3FikWRUzdlAqjTTL87QrJYcvfIKxhmsrXHWUdUml5sIYitCEgYDwWiG4sIPXD39kKOjI4hor9xur3WvVqiqmsoPLJc1Oz9w0/U8fvSMq/NrjBiqqs6KtWowfQj44Bn6gWcfPsZ3Q55+n0ME8EMfU1gkeS17n3j+9JzNZosIHB4c8Nrrr2mmMHaE3UBMPSl12GpBbRZInbCmpq0SN03Fdt+x7zq89/RDwCWTKXRajywJQjI5K5AmZyADi/ONolxjaT+Tbl36RFnU98zuLOm3KUCghikmpc4atIRHAGMSzkJdGQ4PWharmtpZmrrGOYeRAZM6SIH33nmbt9/+Ftuba4b9PoOrt+GLH1pb4AccVVuxWq8IWjCrwQKRVCU6E0CgR2hRSnYpmimZbHUXTbaU+q+yKY6NNaUwD/X3BfSdD3dhERSnt6zziR8y2fzJ9WB0ctPsvaWkS9l8adoT8u5iS03uWAs7WYYSfM5N++hDk8brHn8/Aw3SWNyezzW/xpLZzs6rvT3ZRvYkaXjB58/WbRb/6BHyp7NrGSNd6GhjoEmGYOHOySlnm3Oe7M5fWkLx4zpi6nnrO7/M/+ZP/U94cPYm/8If/BP8N/6V/wHHRweYJrC5SnQ3gmeNqQ0xgh88VdOw2nccdD0HuyWutlxve4IPdL3nZhcIEUJMDCGxyWMdk2a5i5xTKBkuk13gHKRo6Z8AWpporFWx7gJchkQUr4B8AYfCFnyXWQNVjqqSRswOaCuasyPqw0NO7p3xxhe/wJdee51hXXN4uuZwUWGjZagb8Bf8nX/nf8s3/s6fp++3EHpiv5vNp8/3EFSraCWOFAzX1zt89EQxdMYSHDSo2GUqSRfRQBaAELEh0pb4xquHny2A2k1rCKKFN+r0M65CYBIfDIBLHyv6krJ5m1mcGsj928ltp/N7bU4uZf9oFBIrTn8592j7GZ0EKZFMtkOCllSQGNuZEjNb+tbeoN8dg9D5pDqpI/icbY46Z4hN9JsdpoxhMgQv9IMnBTBiFUgxhV4tBCLeJKwz2DSwefaIR+9+l7PXX+ErX/kyj549Znl2xP1XXuFX/vrf4ukHH2pm+VMFEXnekjKAIWMnDgU3pgGSosfFGN5TRAXnM2o+1tMo5fOM/r5MD3PuB4AyZvNn5uUMAhPIOgNtx515DFJLHGCU8TpHKIqA6Ty4F8ngn5m0BWZZ6flYjb7iLMbQkpSgteR5Xy8+toiW28nYoUOmMUtqZ5wlzwWdJyaL62pGPigrx+S4RbQsACAljxFDW2tHgkSgcoblsh7Bs5vrC9bLI5pFhYlL2spx7CMDlqvrPdvrne7TSfApMoQhJ5eUfWklgwWSiAEGP+TryFT5PLYhxVxmlCBGxARCEmLI95SBVqKQxI1tQMeuMRJz2dcsWSDlRwUW9J513FSXSUZ2EZmpp9V6OtdSeZQlGEoRl5OkY8BfwKoCCCYoGgpzIcNEidOmOWMzeCKFUJaEFCWLs2YLV8BM9HeUTklWxykFtBuTWIgmszLjGAuLsVmgWedWDHFkhXzex+dTVmANIXr6vmfXd2Ach8cnnC8W7G4UuQmi2aGRtp9EKRToxp5g3IhkZl5GcydzivdEXSsLNs4dxtGBzg/9VnuU0ZscvyODeOOuVNqMKI2tLPJpYpt8/XPXddz+Zk5vGp1W/aLiHha0bkJk0/h9xEk7IaD1KyZlcxyTCl/nWhetwc2jkvJYSkan8msxCWQEz+SskojFSMxaC54k+vy6/Qb2C54Mnp/92Z/lr/zlv8Juu6e05vikQ9BWXzWCTSpyQwzEOIzG1bzwp4QU5XelxGAOHswDfWESE5ybb5jaAs5LAMoWt0OF/2T23nmX6qmaWMcJBGlb7GKJrSqaqqJuWipXQdL6LGlrzEJbA0YrmNoS1y3eRnwy9CkRh57KaLu2hGG733N9s2XnB4YUOb+54ma75Quvv0FlK7ougylGsFa4uPyI9977KM8bbf/T5baQ/8U/0jifjDGkALvrDgG6TYejYnWwwDWWo5MjxET2caCqOqgGBMvCWdpVw6Kp2OyF3d4wDJ7tbo/vofeB3g/EqDXhViotH8pOkPor2SkRMzKTgJk3cNuRUWDg1pvK7UAqjrT+bI0K3RlCzocHKmuonKVysD5ouHOq3RmsMdT1AmMc++01m+0WQ8/m5pzL509HvaapznP21T9uYKB2HJ8esFi2iDTsum6k1dmFw64q4i63T0LtosnjpWMLiSKTlMPeQrcbN2b9YJI4Oh4TPlOCZwgyD7rzfBnR3FJDmmmBabIacfzNOEqU7JFemZmugZQFAcvYpmxvM3VfyM99OtsIRoo6qSHN6muVk8tE2Z/q4/UIs2xasamRab69sMelMorlGHe5cTwmuKj8P+9bYggp0oeBBuj7gbquWC9WPNte3Jrdn8cRU+Td97/Le++/wxuv/AQBYVU1rNZnpFiT2HJkW+rllqHv6Po90ljWfoUPiV3f0yxabjYdu65js9ljL67pu8DgI0MIGJPwSb9rN2SuRfSEEPEhTKreJBBDtMriiwOIdVjXqp+RhjGISKHXun+jTijDHmTIzzaCtciyAbE0q5bl2TF3X3lIs1pxeu8+b7z5Bq/fvQcM2OUhG+Pxdgs3T4jX3+fp936ZzeWHn+PIf/LRPdtzFWHnDHEf6G48JkS2BBqJpGXNylkkxDGgMlngDCLBe2TwdD5p4wYAI7ksJgdHuazDhYSN2XGHKTjMATxW99Mq5kSHTIFgtJmRlI2fGdQBvx2sA6JCZClrBZQlM9pM8nfCCASUFnLK458BDeX7k2ZVTc5cKChRvITCQpDsoKbSUTtff94HTMTYDI92U+YwxsgQIiEmYrTZR8wtWG1SsWFRsTsxGoj0+xuefPAum8tz3vjqV7HLmvefPSYuatyiGe/y0y5ozZQqaDaK6iXtcU8uAUVmGdZZxv52dwA73u8YeI3PIY2mXtLkZY0XmveMMVmFMuv0FnKSzchoIjVIjLPvzlnswhgka4hmcZtSekec2IoluNS5Jhhc3m/UdppcbpRSbrcYYs7sZhBlvIWEwSM2YY3ak1SuKaNTqewzs1iGPOeaWtmC5JjCGI2hUozEaKmqiso5nM3U+ZxclKSlTs4pOxVRX7tpLCHrlDx6/AHWttxZn7Fcthy0Bxgqkq3Ynni2m53O7wRDjAx+oOt7Lq+3yugUxnEOPnBTdNh0qWDF4aOOj7W6h1kEsYb9EBgyI9uJYLVdCDENhHRrQRIJOSbPnafy+BUsPZmSSixJYO0WNEZbUROlMSZiGDDOjiCLyUubBFYSjiyCXOaCCCEnA3K2NpdLqS8Rgj57ZdjmZHAJ0IspMdmrSFPnj6IfkkO6LLCse0qYL0wpe3j2l1LUEg8jKFFA8jVpYtm9KNj5OR2fCzjQtg2usoQY2e72bHcdD+7e5ejOGTdXTwl+YEgJlxIue1y5mzdFVbQAi2oTZObmwIvhYEzTZpMTfAo058DdFCufH1BBdcazzpGYF42pqHspZZHojjf9LpU9Lp9RSnGJXr0CGmkMNCZ60iy7LbqJTihVGq9j7uvHfGMjJRdVak8pk2Pz5pEyiEE2bGXc8rYKkjBpGhuTSxhCUgXgggh770ndnm9/91v88q/+Ok1dsd/tf1caugDHywXrVUtd5d7lot0YBm5n/svtFYG+l+nhl2+zL7xnQOn85T3phc/EF36n7xf2xmRWRX6ORjC2xlU1OEvlrLYqczXO1qzunbE4O4HKqQZEEkyEodMMlmlaUmUZTCQ6SBYu+hvOnz9nt/P4wRO6AQbP6w9f5eRgxdbvuNhecbPfk4Cu69nfbPmVf/irhMHnrhK5Jt+ogeo6zz+NRwHZ1LCm2b91/n/44UfII+H0zhFHxwdsrm5w1UBwPd7usK7CtQuqBlbtgrpyLGsBadn1DV0X2G47brY79l2gtMILSTOOpU68RH8qQiR5/eRAVXLtHGXNp1GFupQomPEdBisq2ARpXGMkwZlcBmGgaSxtW7N0lsWy4WBdUWjukjzDvuO9732Lt7/56whC3+3VZ5o5JZ/34Zxlvc5SoQKV07Sg73vk+IDl2QGb6x37ECGigCDk/tCC9iMoZQ+a3RgBmFyjOdK8sxHXjgel2nLi9szp4MV+l2y31VJ+iuhUSTVO/IApFilhuoxMsjR+H6PtnQXgIhR6/rxM4cUjZRBBf1v2gHTr3WX+vPgaFNc4zsL6YrvLOwuECpMVncMELzoNOg4aIhtMPrvqIRq6Ycd2t2fRNhwsVpxfX770vn7cRyLwa7/9d/iVt/4af/Dn/xWsaZEUVfDNCWbh6ftEuBhoXU0YPL4PVM0CsZZdP7DbdWx2e+q2Zt8N9H1HN/ScX1zTexXT2+x7/NCRKAJlmWc2PVgVgLGiZVYeom+y2GDJEERKhwKdB4Oq3re6V4iraM8OOb53irHC8dkJR3dOuXv/Hq5pOTg55eT0lOOjlrZu6H3Cbq74nd/86/zO3//bvPObf5ebZ9//3Mf8k479Zc/+qmcMdXPwZ3PyxjVLYu2Q2JNiD1K6Hen7oxGMszRZRFU7K2ngEEsyJScwogUJJWs7OWpiTaYKgwQhmJhLPMkBsZCslsXoxwRnBbLWgeTyyNI8IubgzJpUEobErM9U/MkpcC6+42xdp2zLc7AmCLYkQ0Km++byg1LGmocvB4SaxKE4+jJJmJrcxizGXIGSwEQtP1QHzmCrBpIyRo01VM7gJLHve2VYuYpghD56brY3fPT0Ec/OH/PhW9/i2YcfjGLYn/pIUwCs7XUzK9WS/cQ0lvlOa6cwcFU4NwhZPHJ6iykAe54r0+e1wKwMeWEKlOTZKAM7X6fkkrH8rBNowD46/noPphTvpZSzRyWtm9m2eVxsvh8RTUhU1uq+I2p1TdEey/MhmKgtOUl53pnsN+sVr5b16Kep0KV2pFABU7Q1JmXOTXFDImkZcIrEoK23SYIE1WazBlLY45Nl0aypmyXB9+P7UopcXd2w321JoJ+xCiYBXN9c8/TZY1pTsTioaJcLWrfEuIajI2HoD/NFGUJSRmA/DFxfbyhdpRTwEW5uNtxsFBwIMRB8QIxls9mO4tela5QRwe727IPGTs4qExoJRASf50oRwo1oubP3hdkBGME6ZXOlNIzPI6UEQTDJkoy22JaY6fq5y0EKyvA1xigLMOp4aNI1MuoSpQQxaJIhmdH/jAZMnB5WHIUeJYPExR/JiQCjQFDK89SkHFclKJ0rJGlpfYxTQsoUPRKR8VyxLBpJJGfAgHNapt04y/addz792v4Rjs+nlSEyIvTb3Z5nVxd80d7n+OwO508/Ynd5SfAJEUWbJNmM2N4GBoAxQw/jY6AgfsUHLKhvyQepemjOxM+oaDFkhytlwGEmIHH7+vWvsQGCTG8SpsAlZsORsuMlQBHL0e+cHMxCxyqtlVKhseTzl28oTm9RAk4ZtROXW12VYD9P2EBQxNRqJrMoidrZTWmdnhBjcRXT6OYWYMEIYEqGL/fhFqHbd2y3Wy4urrh37x77fcdu133i5lNeXRiDqwxuWbFoWm42WwbRYL6UFQhTuUBkyuDP6f7mhfPOf/bANv8cZ39G9zkLkQz5eUcxmNWK1enx2M6yyiBAs1hRNS3JQXJq2K2rqKqansQz3zHQE4KWzUgU4q6nu9kBFqksg/FEl7BNxZNnz3j+5Bl98PT7jjh4Qh/ZbzrWqyVD8NoxIKgecAiBi4sr+t0/DUyAz3akFyhcgK4JYWpVloTn51d851vvcHJ6zGqVwAUGO2hrvG1FtdhSLVZY17B0NQloVg6/tKyWluXWsd3p5pWSoes93aD9nPuhIPLkEoTidYLk7hjq7JTasix+l1dUSCm3ZzUjAFgZbe9UOYs1urIOlwsO1hXOCW1T4yqHMeqQOfF0+y3vv/8uMQoX51e8+7236LsNCpwKo4ij3AYOP68jJs0miJBrWdVpiiHQ+Y7D0wMqn9h+cM5uO+CjUvJdFJyU+szC0Ihj0FzofiOHSyZfUP29vPFKCZrLL4sd1s/fYn9km2pMrm9MCiMURF8/PgXwiBsddpttfIpaL6o3rBmNQssv3xnRvUvmNhxGyIKSiWQeupfgoIxrvgfhVo/kNH5LdkRv7U+BqVyi3EfZG+dfJKODr79UHkRMCXGOqm3AGbr9wOX2kq3vCOlHa1P6WY/3H32bf/tP/y95+1/6JkfLO/T7jocPX+H3/uzvx28c3e6GXVDWTxoCfeiJKdGuKqq2ZrFyHMQlzapWhzIIXdfzwaPH7IeefT/A0yvOzy+1tlMKo64fgzBwOnC+PKUe4o5x15mjN6XnYb3ArmpWpweYpqJuFzx45QH3Xj3FWMvR6Sl37t7h4PgQTIVxDW0FYVXz7vvf4G/9+T9NuHrCO7/zK5w//5Ch2/DC0/snfBRfqsxXU2J2giQ+uLrhcWYkxpQISRDxozObUmTphOPaaE1bgpTFAXVeB8REGivctULKtGhrtONACNmukEAS1liqYCe+UBYElJxBJ9Or+/w8RTQbqP7SlIxBRDsWCbnNoWg76JhXfwYvUoyqHxmzIopVn4uk5Q/F61Tm14zxEKCknXMVJ6MSOxlwKqxNU8SchRSs1oMnsA61k9YSxRKwGFtR10u63jOYRLKWZLV8sQ6RLkFNotvd8M53v8M2Bq6un3Nzdc7qcMnpvTs8euf9MXD/FI+fMfhG6d+qOyBYyWyFnEgqug55eLOd0aSWy7/T2D1SmFKTjKwy5ySlDJrPmbbFhpWiYc2SFgq5AhZlH0iUNLCYUnagNtdIyD63zdtEyMk0/UzRkyiCfkAOBmFRM7agK76HMVrmAbqHIRncMWkEhTTDDLXLivjZpoix2KoZRe6MCCGo2lUI2l3Me53bIQx43xFCyOUNM7Ap713Be54+fp8QdO0F70eQbbO5yfpTU6yk15ywMbJwFU3TUNcVzlWQBY8bV9FUAZ8SiBvjriSRo+MVoKCeiAqG3FztNL5ISa81RsRELi9u6LpO98bgQSzWGJ5fXHBzvUHG/3Qe7PuBfd/nZ6jCnjEJgzHsrYxdOsSYCcgT5QaqDYq5OiRQWifrUi0Jz9IxBIyPJJQNY6ydsYHS1PIwBCIBYx3GaCxqQlJbkZkvEiMmgyfKtMhzMvuINidDkpmY0CUmTNmXKKaDDB5kI5TnZZjWTQqEqN1QVBNHaCrDqqlYWMdH3/nG776ufwzH59TKMI5Go+s7rrebnCEVTL0g2R3BJ5CYB0mIZCTMvFDHi2SqRXb+CmUnG1sRNTgkmwNvk2sB46wuLJGSaN1MzuiPzllSrFEZq7rYosnqrcXoF1dNpiC/nLlA11pfp3ein0uTw5uDUyhu3W2ncbpTPQqlpXyJMqgig/dqOI3NRmXKUll0bBTBLeG/IqRFDTMxtddIKP2SpFXBJoMC0aqoHa4mWct2v2O33bLf7Qg2UFU1XTcQwic7kwbd8H0C07Ysjg4Iux32scP4jsjU6s/nsSigwBwkSEzgQPnd5BpDB+yN003eaHcGrMVVFXVTU7ctxlUsRNtBSuWoj49o7p4oMmyM9jJ2Fowd0cu97xiGAEbr3C8uL3l6dYl3gieyud5ik3BYL3BdIA4BsRZpKqIVrm6e8P77H9Dtu4+Nzdvff+/lg/Yp9/J/Go9C3SsOJ0CMftzoCnAQhsDjj56y2+xYLBqMtRwcHWNS4ujoSNdE6jG2prKNbuTOUTmLVEJ7VLFe1jk7ZuiHmn3XayvEbRb9sVYzjyEpmJbpXM7ICNSlbI9AsqOjOh4la2TFUFfCsmkRgcY5mspijLBe1ixaizERZ5Wh4v3AZnPF+999l6vLS7773e/gvYdoEXTNi0LpaiWEMTPwuR+5bjClgM/td4w4QvRsbm5YnrScvXqfk4MTNs+v6W82uCTYoDRjrcOLGRiIo/p3Rg0omZ1SlpXQzMtkJdMLKIiZgAURHI6SabDW5QyBUhvJjpXIjL0goN1x4mjLBc06FkfEp6zSMtrxknFKuUy5RPgzToJkxywLBxZndgIJlNYVczYGKfMof54ShuhPBXJ4GQBkynUlxvu6DfoqjUK5eOqwDEQGMSwPFjTHB1A5+jBwvb/hpt/S+89f/Xh+9H3Ht7/9O/yp7/+vMPL/Y++/nm1JsjQ/7LfcPSK2OPvIe67Mm1qUaK3Q02igZwgDaDCY0YyGJxr5P9D4D/ARfCDAF/4LIDgDwiAISdhg0A1Md89U656uLp2VOq88eouIcPfFh+UR+9yqrO7SmVmV3n0rz9lni9gRHu5rfetb32fX7dd+5bd56ZX/iE1rjjx/8eU/Yne6z+7sgBhNjHTSzO3+bgJ1qGl2ZjgqnHpiH9nd22EdO1Zdx3zvCR8+nBCjBeSbPnF2fmlrdVUV4S2r1qk6tK+s2hQqQi2k3myUw2zCbD4ntpl6scPOzV32bs4Q71jsHnDr9i2Obh4gAvO9GYvdBTvzXeoqkBQu+8TF08c8fv8d/up//sdszh49cy4+1qVfSvDKFrTzBTDI6uijshl0MJQCuD1TxmDTKSeruI1pxqrctjrsJfOkLq9Ro8dKSRZrL0wrT10FJk6Z1ELAmd5DhJwsGshqe4CqMjGhJJwXvIAPzhLsnIuulWPiSiJY9AWc2vo+xGKKmg1bmxgKFJJKfDhykmzknLf3eDlfubiO5NJT5AtYkJzgCyBqT/eo+CKqWKrparGZ9xV1qHBVhfhA3UxoZju0UYnOjumq6+hyYuprkgjLnHiyXvLWW9/kweocnVX4mcdJxezGLtWjJ8R1V9aHv2eost50fPjgCa+/cp+6ckwnNbM20vcJnzoSoSTcg5r70DJb1jZXKnAjUw4oYqEDmKpknKYCKESkiGkjiTQACJIKMDDE3MM+oGUOVYgkGHVsIKkSSom2DtbCoqSSxBYGSkn0lcGucUj4Mw6PF6GuzY1HRrbAdk0fVO5T7LE+fxmLc3a8QuqitZ64ipwzKWdCNTEgeYQ1SvtIylZ5TwnNysX5KVcXl7aWK+O8KbfnOP/W6w2xAPWF4PNd+8N3uitdvvU1OD9l+ehd3g0NlatKZd/zwguf495zr5GyIF4LGqJ476nDZGRFmHubsn+4sHMxVNQLO3J/b06Kxnbtu2Q99E442F+wXrfjSuELUHJ1ueLs4tISaVdE2FFWmw3nl1fl2mi5xo4UYdP39p0L4KEKyTtULZMYCN32fmosBUCjxW1OE5IDznubc9laSwb3NS+C18LWdXaNsine45ytiSWCKd9mqyXhMKrU2HZeNIycghsKsoZajPp1JC3t7cMateVDGpyRkVziYFUcNUGFkD/iov+Exk8EHBgCKQW6vufJyQnvP3zI/s4EP1sQ+kgMa1Lb0suIBxoKWxJ5C4K1BH5Dv6eYeIYYYpMRJA068ZakM4AH2VAiX2hIw01naXQJRPM2gDMl9KH3FOs+SiBjD5Fd8MFhwW5OV1BGQw9Hob8SLI7Bqdsm/gklsK04DX/JhXYiBYmWgl6oFgRbFVI0hdw8VDdN/RIwUCVu6SreGTo1+LzmQXxxOMKxUjtsdELMjuQCVBV+NmXVtTx6fELXtjgRur4dA/zvNQQTGmzbjpPVJefdPrcnN9g7PmJzesbTB5GuAASD+CDlCrZ25gpwMNRkAczeT68xLNQ5mDZU+3vUkylh0pCckr1jMpkwn85oZjNbqEJF0kwSWOXISdyY+GIsKGOXaWNL13d0fc96vWG5WrO/e4gPFRerNatuTd4oOCHlxGq55uHFh2ifcLn0PjkLKrqu/8EdAH5OgQG4vtFtKebP/n143BLDi4srzs8vcc7x5PEpInD79k2aSc3B0SG+qqGZU9U1i8U+51cXiAuEakJoKpLahr4z8XTThk0f2JkHWy+8p+uVdZusjz5GgjPBwBStnyyn0oOYYTKpjMaXt5UEJ45JUzFvLEV1olTO4YNDckdsN3in9Kr0feRrX/sK5+ennD19zDZIL7oeUlgCjHcq1+14fvLXRonRgpiB7aau2HttEqSn1Mc1N24fMTvYo1u1zOo58zChkkDWRBs7Ykk+jd1dRFFTJiWje0q26kjX98ScUG/srFQUw4dAPpc2KilJtWhRUi5Cq14Gt48tqKCUSmYewNGSvJfk2qyLjHbupFSTseTa2glyaUWz12WyVVBLNTmVxIGBuaAOf01YcNSj0WuBJ7lk+Y5hFRydE4ZFTrYg1HWdCSEXe9xhfbS2PGvZsPe2ld0VZq1Z0flJxc6NA6b7O5y3S5btkmW/pss9rhKjdf10CQT0/Wb8+a/+5l/yH/w//i/E3ip6i+kRd249RzOZ0EdQ8SRZUTWZQIMTT5g01KHB+YpGoZo1bFKiTZm941vcvn9B1ye6mDg7W3J6fonUAV8FNm1L16/wISAhcH5yRVVP2N1ZsNhdcLU0TZjF/gGH+wd0yyt29g84uH1ENXdstOPo5g3mOwuODm6w6db4kKinCyQ0zBtHe3XCP/vv/j8sn7zNW3/zJbqr8/H7PlNk+LjGoJ9R5hlCscss4FjOW00N2KbMsgWvbLpuk5Lr69Og3RxVON0Mz7FXDN71LipVhKpTZl45nNWltavcEdlb9ZRMzvaec1VCFai8MBYKReiwxMyRWfiK4IYqXWE0iTdrwaJmqCmBtsRiU2nrggX26tgCmQ4GGuqYtpZ4cVhRRvM5NXFMERAvxGRV7qhKUmiKH7eoo66sFStQxKVTJm5aqgIspxRpu45V2+JojS2piXW34apdcxlbFnePuXPrHtPplKPdPYITvvUXXyX339/Mavues7MLcA7vKT3sAe9bvE/mAFLcaJ4BSRUDfwfgiG3LLlispDna3uhysYK08zvMKxFwYu2STjJ+cAobhVtlZAC7whAZBNzGS1OAoklN0Wiqxn1ijPCdjs+zXnqHlzAWJbwXJk1VmHnDujv0iCdyLmBhjMX+Wy25LPtHt14XLR779pvNhkePTyyZx1grOQ/tyeWeLzmA6SH8Pa26Q3GxUJ0HYPk7BYg/Kn66PH3E5emj73r8q1/7kjEJtp+C857f/O1/j6qalKS9OAspvPjSL1I301Gk0rBwRzOdIKrE2BOqiPcW99T1PjkZKBe8p6kqnHOslmuW7eYaoG6Aw2rT8vTsfEjXCsvD8ejxKevNxtou2BaLlpsNm74rLWPWujGCUaXwoIUmJFBcZsxHKFH2exxOgoEKqkiOdn1yLKwE8BTdFBGktHPkAjx5tQJjkRYamYCxz4g39sMgmm9GZY4spXDti1DjwHrKpSVKLH7Iksm5t9gkYiz5aN/rpzF+Mm0FUqq7Ykn3w0eP+duvOZ67d5O68oTdA9xkDn3E6/a5WYZNqCyeIzjAuJO60RfUEVMkrleFMrhtRxiqKn5I3O2KMSDdI+JZFG2tRy0Veljpeem7cfLosHe6oQJU7nDZBnZGuxu+f+lXKgvndRoTKHHofxGr7QzgaIkvbessd0iWQq3uc5lgvtCa7HtECtKfC6I/UHGcg2wodSzk2JRBKMqYmHJ7FqPp9NkopzKZUc3nXMXEBw8e8fDRE2JvFym4QF3XNE3LZvPRlaYBbmhT4snlFe+dPeX49jE39hfsvHCXixS5fPyYdewKl2G8KvQ+2KIvDh+C9XR6R1U3NJMpvgoFkAGpK5hPkP1dJHhcHchB2MQORViqcIXiJCO5JWpmnXujnLYtKQ3nM0COdN2aPkb6FFmuWs7PLrm8apk2M87PLri4uBoBLARSTOTuO1XDPxs/7PheoMB3PPLMYzlnuq7DOc/77z9kOq3Z29sjhEzfbbhxdMQrr7zM//pH/ys5Kb5uaCY7DL10VVXReE/lhJ2mGpkCeRqY9wHNYrobKHVlZZycGZNMVZjUgcoX5LgwfszDWvCuKHTrEAAp73/wFm9/+xtjkphy5vz8rPQblvdgyGsHHRKDycaKzTPn6Md6Gb5r9F3k0QenYyBj+cO2rvNUTnj07iOaukaAIIF/8K/9Dvt3b6IRUkqE2BNTBCm9nrlUH0qFheLpnfpI2/eknJCqtDjlAg5hSr25VFvA3iOlSI5WrfAC08mUOlR4caXHL5fgoTw/m01oUmsX0JSst1mh77vxfOaciiBUqRekZIGuGh0xpmTX1Tn6GCEpvgrmZ52tx9UyFkt00/hedkyaYwkkTPHZQF8ZgQm9bjd7LfXSIjTrpbC9dAsQUPptLZYuUEZpAq5mDYtbNzi6c4NUe67Ol6w6U6ZPajoc4vipgwPXx3qz4l/8yR+Mv//yF/51XnjuNZ6enpIjSOU4PLwNoiZ0lRL4jJNMcNYLXy8mOBUmPrB3fMStzuZUzImHHz4lpmz7XBW4Wq7ZbDomszlUNeenp0zmU3Z2d9mZNaxO14Rmzt7RDXaPFvTrS5ppw2S6gzhHV22op4HpdJfppAFpuLpco1HArWkjvP3WX/LP/9P/iNguWV+emAViGZ+MrSM/WzQoP9v69B2TYbAHGLOb4bk2z/TZB8fEeXhjHS2in31eBroEbZ9ZOuV0s+a6aKlTnnlvJ7DwHp+UaR3YmU0QrBDVJqNJuyzElAlYUuuBoEotSi3Okl/nS3YZ0JSIsUdTHAFdLRpMqFCPa7Gt+/bwtiiQYiKVBHlMkj1WVU8KOREzxAydt4DSe0+n4GOC9eA+Y3fvdD4jotZ+2Pa0MZJTplNlLcpKlDipqXcaAxtiZLW6YNmuyA24SSDH7vveH8Y4WWRsxbJiW7RKrKSRdTo6MZQNYWTTqlnumnWjxcl96vBOCd4RvKlGac7gHSIJJ6YfIaJUNTR1SVYL7Xo4pi2LkPI+GKCjJR1UJQQKu88SOx3EvAFScSxBR/G4eK0KLk54//13GdwExv1umKRqhQKj0ruRDTcE7xfnlwUsYAT2jXH3HffF93ktPioeGt53IK8MIMYP61CUUk9K3x3H/y//7P/9kc+/eesFqqp55rNEhF/85X/I4dFdcuzpYzSGgMB0ujCnOhV8cY7wzjGfT5jMGqukK+N12o2Rw/3F9po5Yxsc7C9o27Z8d0GCgQ9PT85Na0GltCBYbnC1WrPatHY/IeP79ynTR2Pz+oEZwrYVYQACFTWWS/k9FHZSKq1MmVzY5pZ3OWRkpPtcgMhibWwfM4jWD+wrtu2pBZhVHYo+QhC7AzuNdLkz4mIBMSodzJ1/8uMn41YAeG+CX6pwdXnJex9ENv2ag4N9jvYPaJo59TRYAl8WUxWxijBDJccoLcE7BlaB5HLz4MgxkfrWFETFjfSlwXLIwda2oizyFAVKuXZjlSWfJFqE6pR4dYFGE9nQYeOTbeeMFIncoYqvKKoG7/jgC/Xf5lfBk8vrlbReYhWpoWI0IAODEAoM5D0Vq1QPdKtYjtf5wWNcSWI0Hk0eYofVuspj2axwshRaHI48IGWuWLxpJoSKyXRG7yquuo4PHz/h0eMnbDYtKVkvoHOeug7Md2a07flHbjzDTd2qctl3vPnoMTQ1rz1/n739fRavOLrZlOXZJbnvSbGzvi/v2L1zn2Y6IdQ1Ejy+rpBQ4XygaiqiWoIRQkUCLvsND1YX5FYJsaZNLVHTKI6y2XQsL654/vnnuXHjGDZK7FuuzlZjcI9adS/Gjr5vUVFin6DPXC4veXD56BqS/Nn4eMc2DbIfBsqf0YP7PvLo4ROqSUXXRd55523eeffbLFdLqrpi7hZslkY59L6CusEHj3hPCA14iH0ycKoycE0roASYgwq/uGo8GlfWk2EejdTylMkplmQxQY5ojlxdnvP06ZMtpW3Y6UdQQMf3teB0+72z/vQFKXPOdO3fTTnvNtuERxD+2R/9AXVdj5vgEGxRgM8hVhpdYwqyzhAoCNf0wa713zNERNvgCKHQV+H48Ijf/td+m+lkaslxztuAjW3QlbO1ZKWYqb0fj7OeTJBQoVi7WspG7QMtCL7NAQNyrCphVTAl5kifenIBGyhCVFq+UxqopJrp+2gU1ZytmoG9p6Dk0kuaBiCiBN72Gaa2r8mYA06BwpIY9yXKmp4iCaUKjmZas3Owy8Gdm4R5w9PzUx6fn9DmaKrIQNb0AwexP+nxV3/7h/zV3/7h+Pt0ssOv/uLvIS6QEV544Zd49dXfoJWWXiK1NPiqwntPMwk0zQzxFTFFkiqLwz2zy/LGJmu7jpTWiAskPBfLO1TTKc10wnxe42PPxC+YT3epZo6NHoFkYp8J0qDVhE6XSNuyuxv44OG3eOutb9A45ct/+oc0DfzVP/9vuXj4Jp8UKOBHGd+bsaQf/fWeeWyArK7vpQZ8UoAIweKVfsg8R2bjAGDI+L4bzUhUGlVmajFTbDv6QgcWgYOpo1bTPqkwLfouCyFBJUJwnp26wvma2Pck58mxt/vL2T2RiiBbplSuS9Jpt3cmF4etiFUdXQElKWJyJIvRrMBkgEdK5e8J7PaPI0CaC/99td6Q3bB2pFFkMWkmOWt9FRJelPV6yXvvvc3l1RlPz0+Q1iFBfiDguIRCxJTp+56+70ipx+VMEIgkUMfgDmNJMKZTpakA17beOKd4b4lRUwd8sPjbBJYL9Rvr3Q/eCmnOQ+Uz3ttqLUORjiEmForHKCEYeyBnSDHTpUiMmb412v2QaA222yPgVfYZV5wGLA4woOHk5IQHDx4VMbgyO68l3ddqe9/XOjm4avwgifuzn3f9+um1n6UwBoar9tGx6U8iXn308O2PfPz9977+kY8/d/9zHB8/Z7mOKs7Z/Llz+wVeePGLgIw5GyghOHyoR8awWabC3dv7pGgFGeeEVJRHbxws0Fg0Grw38CRlzi+XXK02+Gpo2zRgbbVpuVwurVWhgPiKEGNiudpgxRgTMa5qRZPSZwPGNCZSMtcby1HLnps9segFgMMN33Og1mRFXGmh0aHAYWuUw6HOUvAcrb1NMLtdCyN7kN4EDp2nrh2N27ZF/aSH6I95FokIVQjbnnnsRpnMKuaLOfv7e+zu7NJUNbWv8U6KhZXRLFVKUq0ZsqGEvlz4NKhbY0jKYmfO4cE+FKV/lbKgJ6uGeBzBB4LfJuoDNdYxTL5iV0Ie8QMUJHW4nKyiRSpUGtvgLLEuVa1slaRMKsh4JgTr6clJyakIWZVjFFXialnOFWOwOggmmebOtjKXKdYYA53YVteCStp5GCuWuWxQeHwRBQFjHwwe7kajcXZOXUC8J2PKnikrj8/Oef/BQ9578JD1qi0MCFcmfAFpUubhgyclyH62uiC+gMrJ6lgCTKrA/bu3eOH2HY739tE+ElctkpTU96bg6YTZrdvUkwb1jjbFkR7UR6NzeW+9ZW3fs+paLtYr3nv8gKqpuffcc1xcXNhmGhN97On6lm7dEVxF5TwpZlbLNefnF9sDfmb2X8OKdVh4f9Q74rPxkx5D1SPnjPdm6aklWTegzrGz2OXmzVuI91yen1PXDbdv36GqgzGCXBi9sZPIKBzqxGy7gvcEX3qSpViHDrCiDiyggT4OF2fnLC/PQM3/2DaTzJMnj3jzW9/42M7VDzNC+G4MWcaV+NnfhzYpvfa/P41hFaXA7s7uCPg+E1QNNGkGAKaADM4CstBU/IN/43e5de8FnPd4VypPuXTxl/cf9raqqkbl8eADTuDDDz7g6eMnSDaGm1wDjPK1s5ViMkZKNkYCCruLBSEMG39poyjBxUCR1azEZK+VlAkq5N4CHydF7RxPyokuRmJu8UGZzBqaWUOWzKPLU957+JCnp2ekHImpo4stXUp0q0T6PqnIn4RR1zMmk/kIOv2jf+v/xMGNu/iqsj3h3hvceu4VcN4q/V0ipaJnEwKiDqkDpvh9Qb/pqZspTTOn2VmY5kx7xcXjx9x5/mXqeU3fw8njjuCVyaLir/7sf+Wf/1f/Ia//8m9xcv6EP/2n/wmaIn3XluvbfwYs/5DjesuhjQEsgKFiez1MHqHjsnYHl8f2CFcKQkNcPcRjd3YX1OJN3DlGE41LhrwN96CqcqupEWfxJ6XnWZwjliROk+L6HqeUpD4RnODFWxU5W3exadnZgbjrFfGs+ExJmosekvc2h0TQytORWaaetWS6AGlSw2JO2qmJTmm7JZu4oaIhn2UuH1yR++8GdK5X4U23Cz7/2ov8+q98ka7ruVr1nF2sWa5b+l5LO48xYQeBvQHAHkV7gab2zKYVlIReVUhqjANNGe/CaAubC5VeivWgLXuxgOZ20c33Po92zpZbVARfs1pvuLxalv5+Kwg9evSIlJLpC4yggLUpj3PKbb9/Lgy0wa6u738U8P06GJCv/fzx3Puf5DWnqhomzeyZx0SE3/mtf49QT7i2ZeME7tx+CResVcQVJuXYtFfEEl2xIkwpETubQ76xFqKUMjGmsu9mnHP2vGhzs+0jJ0/PUUxPSYqH6tnpOW3XogKxj8TS1rhpC4NkLBoayzFlJVS12ZzDtnW7sKGHazIwIKpgAoiak7WrEPFeCE7xjRDrTAyRZiYcHEy5sTcnrdf85T/9r7k6e/qR5/bHed1/IuDAIDLxkx6LxQ5HR4dj1W0oLOWSSFtQ57YUte88Vrh2nCWcLc/9pV/6PEcHu4ZI54E+NCwAbuwTYViAMDqTquJDCdJiIudC9Rw2A8CN76cFHEgMsi1DITFrps+JPhlFVbOBHkO1cb3u6Lqu2GLYd2zqmsVsiiAECbZAi24317FyZ2rBubRM9H1H33UslyuenJ7z5OSE5WZjYo2loS9UFd4JKRoi++TxyXgzXh/zw4a+jaUfuXxmgGldsb/Y5fjgkMV8zqyaFEmaQqkFVimhzloD1l3LpuvISenalti13L17i8mk4XK1ou071m3L2ekZIrDYWXB2ek4uvf55EGzM0Pe99SB/Nn5mx+hocg15v/67L0q03ntjiACL+YJQB5CMOBOrOb55i9A0qIAPAe89IdRM6oYQaigQgPMBFeHdN7/B6dMnZf3ZVrYuz0+5ujz/6Z6En9AYqivAmPyPzcQ8u84LA9VdGemgpcpmTxhK/t85nl2HP+q9v/vpQ5i6XZt1SA5K69b2mjxbERoecxRxQBF2dncJ9cSOW4skqg5sMhnXcGArwgWjO0XsTLPkWsHn2XnB+LFj4CooN49u8q//zu8wmUysb/KahY4WcICh9SEXcCCbes7QjuJchTHZisaMKG1qSWmD80LSyOn5Ce99+B5PT8/oogUiOUdb/1OkXSdS97OzTt659yp3nnttVLL/d//9/zOzvZv0MeOrmrrZwVcVjx+8zZ/8i3/G53/x19lbHDNpDqimZo16efKQf/rf/ef87r/z7/DSc69w8uEZf/A//1fs7lf86j/83/NH/+z/y3//H/9fLclBiJurZ47ho2b1Z+PHN7Z3yvVHhp9GiPCZvw7PyAjO6TPrwcjUGd/KfttvAvPK01SljUzNBjdYOZ8gDieFqdQP9HMxlwXVInRowIDLxojFbSn5DsFn628GCAUcEDGBw9wE+pxY5Z6NU1LtiMHR14FYO2sd1R684n1N1XkuP7hidfHdosgwLElFEE2U1156jl/84ut0Xcd6k1i3iU2XDBDwAcSe650vIKuOa63F/IIjQ+4L8Gp2cVkz6iyJ8xIQpVT3E7mI8uUSD282G9brzciwGN7HPsY+J/gKEeHi4oLT0zPS2KIrWxBV9bv2/+33/v7yku9F6/9+n/vZ+PGN5+69Sl1Pr8V2dke//vnf4vD4OQPTENLQ7pcGxrkUW0drbxQRqipswYFknqSKo+8immRb9FA4v7gy1oEofSw6YqqcXVwa0yDrNd06WK02xJSpqxoDnXzZewLxWnujiO3xvuih5Ri3TD8vVC7hJo6uVpodz8HhjP3FhMYr73/r63zlS//8e56rTzw48LMwXGEUwEfEsnJ9C9qO4Xnf83Xblz/7uu/riD6KOvQR7z1uaD/IuF4l1+953D+O8Z3H993I/7Xf/56FfbiJPxufjR/X+Mj1a0gIP+L5f5+Q0Gfjs/H9jB8IUP87wZVrT/vOxVGHaugPfnw/C8P76hmgZiwoFHExZ4bTz/5NKX9zI9U3F/0M50KhmP/0230+Gx/fuA74fJzR7hbA+Lue8P0Nkeug6ccXVn2WaH82vt8xsH9+8BfyA0/wZwnG+j0e/8EP5XuOa19rZDvBCH59r/EzAQ7s7N1isnNgG27e0jxNEMT+DeJ/Y29+EQsZqJ4jh3egEBWa6OA9iVBU7gfEBkK1FcaoQrAeKTE8OYShK87+eR+2J1sc4rYVNOuR29JETk8elGNU1usrzs8fj9fXhK5+dpOIAeH+2MYPcrM7mOzUVI0vKufbwPzoxT3CrKDpDszkMZPULJOMlVBsI9VEzUR17KvOqsQcCDicBqvE9TANCzRBU9es1xtWV1csH18amyFv6dhDtVVV8Z6R5j6YN37ccyjnv9up4tM2RKCeBru3gWYn4GbFylMxL2EUktKvrQKTRUvfN+OaQ6FBjktHUZYNiwqn0F/23yEw+1k98ZMwrNonf8dVUOZVTdNMSztCKhWzjGcQGVScd8xnE1SSCb+quSiQKS0uRmW8WHesrj5LJD8bn8yxO53y7/7mb/IPf/VXceI4O7sC59i9dYfDF19n9+Yd1hJYxQ2dRjKeUNV4L5DA9YpEtb7bkmxGhTZldBa4/9IhEhjdD6xLFzaYQ5ED+gjn5x3eeRYLs//rW6g9VB66CJKABnpvzkhNgjf/5qv8P//D/xunT0yVfXCgGpNeLdaDGYsFKY8LjLL3Q1KsRYywxH7OO3yozBZ6OFkfsWiMDxXq8zYutb+cnTwdXVs+Gz/caCazMb5XrotGZpyr8K4at9cYr4n8OmetCW4QEC85hBqrLQRjRKQU6fvBbUrH9oeB5Qvfi/z2Q2Scn43tKO0/w4k9vnHA7u4el1dXZj/rlM//0ssc31qARib1jE2MbNoN/aZHe6GpBoZnhXeB4AOalOVyw/nFBW3fkxW62FvEHTwxK7lPPHzvAzbrjQkkf4rHjzOd/8lYGX4fw/mKqpqWvEdLD72D7Bj0GKW4AYg6ht6mQQBwGKPYFYwU/wE4GCidg0CJKUVj/R/iQD1QmeUf4KnIRWjQFVrxcMM7ZwI2ihRBWaPbGy0NFrs3xspC7Fs2m6vRbuvhw7dZb65G5Ofs/PF4zEO1/tM8RqXbn9T7l/8ZcZoCF9m1KNzdXK65UBIx07CY705pZo0JbymkKnLr9UP2bs5pVxtir1RVTV1VqAt0fUKk2M6VtoyUExnbMLxzBRxQ897OudghmeuDaqEJ9Rk/y0ynC3YWB2xWa2bzOW23Zmc25cHX3+X00TnnDy7JSUqfsvkAZzGFdPwwF6V8p4+XlfNpZAUN/ZsCPP/yczz/4l1WqxVn56cs11eEqeCrCsSTcmTT9mx6o1Oqc6TY4TyEypvYVVQklaWDodKoWxp7AAlC3dTcuH+TtOp5+s3H9Mu0BRE+3bf7J34IQu09+5MZo195UQbeaoko9/b2WdRzslJsqGxf0bE1ItH4gDQ1aQhEKT20ao4CMfYkjaj2xGyitnHYM0rzbMIsjdxaPoshf9zjO86neIrrw2cn+QcaAjuzKb/+xV/g7sExOQl3br7I3Zdf5vZrb7D3/HPk2YQrEZZJ2SQl6mDDBbk1gb2gUmyUlSyQEBKwycpkH5pJUe7GLpv5JkGrxc64h/PThKiw2HNmedxBE6AOJuCXErjKtnwPVFm58+Ir3P+FL9B3a3qEVRZyilRBaLygSVmtEu1VIrYbAkrT1NTBkbsNsTcxwdj3bNZrLpdXrNsN6hz7R0fcv3+Hg3mFYAKDxQlttKmOSYnZ9gVXCTGbcGXaKP1mg8vwX/+T/5jHDz+kS13xULdW1OXVBV/5yt+aKOl3Uik/glqpH7WGPIM3f4rnvjh2FvtMZzsMnaCjZgTCYvcAX1VkhZx6+tjRti2x7YhdR86pzC0FcWMxw3lv4sPXmEGqurW2dELOiVDVTCYyUs837YY+WqvY8P5mX/ididin+Jx/zOPw8JBbz90xhd2cSV3L0eE+s+mMrFasW6c1B0cN9VSp6gl1mLLrKmZNw858l4OdAw53D5hNF1RVTeUaNAubdcvZyRlPT55ysTrnYnXF5dUFXduz6TquVis2V2vkcB9UOTm7ou06Nl3Lpxsm+NHHxwYODL315TdrqBydbqQk9QUgGJ9YzCSvWTYZ+JdHipVcQ/gUQfIQHJpaZOoy4jLZg8ZI6tKIIG5CHBcP78z3FCiVXEcVtsyBUAXU2UYogi08YPYcdcW8OSqFRGFn9xArJ4Jq5snjD8Zes+XygqdPH4zv27YrE8X5bDzTNybjY/Z7LiIgNcGswjCFW1EFp0zmU5rdmsN7BxzdO8RNShWia1Eim3WmVw9OyFIRpebw8BY7O/vMpjsmLFJVII6YM30arHwEMcdfdOgV6jtTpNeMZHM+6PqWqmo4PDrm/OKci4sLNu0VTDOTgwlVmrLYzxy9cMTZe2ecfPDUFIuz4HKxOAumkpxzKoyWz7agH2S44Hjpjee5+/wtFvtTjg+PmdQTLi4u+OBBxZOnRbG4ruhTInXZgtnEqHoNtanMZ0BrnAQSPQY+BVuzUgZpwWdkAn7hmO3P6fsVZxfn6DzhHaSlAQceICuzxZTlZUv6CNGoz8YPPgS4tbPPncMjFvWE5/b2geKYkM0mbKgEZc2QIyCkLAVEyCMRBDIxJ2IBAKRQ8pMovlQhkyouJ3IR3RJV62B0WzVvS24yIon5fELd1MSYABNEsuRCaVul/xnq9/9JDRdgtlscF8URKlieZqT1hrvlzwL2H2rYtmnuRhK4cf8+r/zqr3H8ygv43QmrJJys4clGeXLecXHZ0yNETWYLnMVsA72gDqoguOAgOJITNkmRpWMysxgqBKGuhNrDzRnEQpCTGvyhRxP0tXmD+wnFwan8U/vd7MQsztudTPm1X/0CWWCNgQ0txiyYY/fhxVrpz431FchMJjZ/2j6TeksqYxvZrNacXV6yXK0heI5v3+Kl53c5boQA9IVhkDIEZ8fRZmM9EOx7rIBNq+hSyauOWuHXf/E36Ls1l1dnXK3X5NRDynz7zTf5H/5//wNt34GYc4kXb1ZnAdNF0WzxRk7EYgEbiw1d5b2JmarStmtWVxcsV1dcri5oV0vWmzVXV+tPMGVfrNrrPb6q2Tu8WYTprJosGAglDGLd2PlAGfQInDfhYFVfWCJqFJOiQyDeIz4UK/Ctza2I4IIHcWiKNre8I6kSNeOrBqlqFGgmO8S+o92sUDUHos9AyB9+TGc1R0dHVDszbr98l73DAxwQFFyfCCo8ePiIyXTO3nQPV3dk19LFSBc7nr93h3/wm7/Nb/36b3G8f4fpZIZzExijZci90rYb2s2adb/icnXO+dUF6/MT3nvwId966y1OH5/w9PFjlo9OeProlM1qw8PTE666dpBNA0x3YL3pf24u+ccEDgjOhbHSjoJo8bVmAD9lTNr1mQ4CKf6QjOwAvZZEgqKubBoKeajsCcZMIBUWQlH8v269m/pS7bdKuAXt9npxQqiKuIxCUwT6tIAXzXQ7Y3xIZt9CAQ5cQMqpFuDWnZfK51hl8t69V0oLBTx58gHrtYka5Zx5/Pi9a9Wu/HMLHIw35DAvQgDNZYFXq65LotmfMD9e0Ow11DsV6hKp6qkrT58TEx/wWiOhItQTptMd6maKDzUvvPAGB0e3Cb4h4xFfob5GxdOpongc3hRScZA2aOrJsUNyQjTjEJqmRrUnIVTNnH59xXJ5weXlE85Xjzm7fMitW0q3v8FH2D1acPeNO0iEk3dPePD2Q+it0lw6YorVJ5/Fux85tidGPPjgqJqa0AT8zJOc4lwgpcTFxRWXyw19r9RhRjOfE5qK8+UFq00kZwGpCM6hTglUaFY2qSW4iqaZ0CVLHDUVYaWUCtMjW9CbPSwjXQ8SjVSgYJEqyt7Rgt2dGW3Xsu5bAx4+YxT8yEOAw50Zb9y/T4hWhQhiyUjChFs1uVEEq3diFEMHltZbpX+ACLJYsuQx8bHRo7is+y4rog6XC4NEgZxwatZm9pnCchlR6WkmJqblg4LL+EpLS5ZDXKTv0vf+cj/vo3B5p3O49bygNVx1yqI5YOe1PT741hlPPrws95BjAOM/G9//qOoJt+++wPMvv8FLv/4b7L98m7bL/PlfPOEvv/mAdx6ueXTecXp+ydXliow3+07tqbyn8sbAimScE5qmwTUT1Js9GD7gGk+oLIFras9kEvgH/+br4AUfoK6NsZdLBbyYgBkbwQs4i/eCFmxPTYG+8ULVSHEZMPDoEggiTJ3g1ZJ18cJkKuA8K2/vm4JHpt6IQ9OK2e6E+mCPPmVUhLrxtCqcRKjLbZ6SreuV6Qoa+0iuAYKpxKoeqklNyIpXRw3kpkVTJEVPD9x/4Yv8B//3f5feC1fLRNZMVXmCczgHVQCNSrfO9JueuNmwiR2bbgM5M5tNOZjWSOx5+vgBb7/1Tb79zrf41rvf5NGjDzk7fcqjJ0959OHDn1hb4PdS5r9OwR9EvIdj8KEiVDWIZ7HYZ2exAHG40JS4rhSGrEdl3OW1tDfmYj02MALUD64uBtxq32/BAeeKO5cJ0qHgvTES8EMBsDFQ4RpDNfWdtYk5jxNPXU2omhnt+oq+XaO5H8GKz8bfP6pJxfGdY6rgmQTP7mKXZeo4vzxnvphz/+49Pv/SS7x67x7Hu7v8z3/whzx5/ITL9Rlt3xNTRrxjNplyswnMUkdol4TukvXqgvWqRXA0dYN3oRSYhVpgNqu5dXQP/Ms4hC5HNt2adrPk8aMHPH7rPf67/+K/4fHDx9xZ3+S0XbFpe4I4yMr55Tmn51dcLDesVuuP+1T+xMfHAg5U9ZTp/HAEBjRL8dtjVFseFIavrzd244PgRvaUjIvGmD2a/7MAUno/x78MMXipIpWWhoEaLLm8jxY12X6gj1rrQNeWBAShD8XHttAd+rYeqQw+eKral7cV6iZf8z2lbI4YyOE9Tdgbv8fz93fNkQpFNXHr1n1UM94Jq+UFDx++NwIoq9UlXbf5cV+eT9RQ3XLrnqFyaQaJ+J2Ko5v7UAl97Ll1/5ijF25y2V6xXq9JKmjw+GrKvJ4znc+Yz3eYzBbszPaYT/eZTHdwocJNDokauIrKpu3potmTZLI5VhSbSV/s7EQbvFQEN2daGbNEgodQESpHEGtW2V8Iu9pzK66I/Tmb9VNWyyecXT7iydNHdLfXQObq/Ir9eze5//lXeetv3+TDb71rVmnBEzUNnRJcL479/OIFBRt2A7poD8kEQhOY7c6pZzVrjVy0a9xVTdfB1eWa1XrFZrMmVIHgJzhfkVkTFVJ2OBfwvim5nkDuaMIEJ1Z1mFWh9Ds2JE2lF31mzBGneBQfoe8jOZY1bKiMObPY0aCcnF7R+4wsQFuoqXHqaNv2e1Z5Pk57pE/a+M4mFwXee/qYu3dvc6OZmy6AJjJiwSLCsNUksX2gdkJSRx6RNx3XcUWIomTxuKJ6rC6Tiu+6illd4hUvgiSlV3ApEdScBXLOBF+ABqLZGxWNk5SUvu9x3lEgiJ/yGfwUjQLae6mZN1O07tjfV37rt/8B/5t/+G/zX/7j/4H/8p/8T6wuPqvm/bBjMpnyhV/6Nb74S79C89whT572/NP/8S/4x//NH/DXbz7iagVtbIzSHRMaHSlHEMWFCl8FRAIpZiDhfEBchSvU7ewge4uPTK8n4b3y5T/9Gq62xL+aTPB1bYQsVZwPeOdQjeZbXjVUztpC265H1NEER11X+Loikq045DxOEt456qamCR5SwmlgOp0wmzT4EMyVxitN5amcIzhhEhyTyiHOkaLpEoXgqL1jPgnUQciIreUYOOGDtTr4qgAHpSvQC9ROqJywO3No9PhJxWL/AI1KH+H2rGG6WzHJIL4jKVS1Lza8ghcIquRpplv1rPoZElsTY8iJ2XTKtJmhm8h0A9P9Jf7kFNfM8GHC/tEhewe7nDx+Std1P9Y5M+xH3++epKo0kyk+VMwXexwc3kDFIwTSENgI5ZrnYj1ein/CaJ+t2TQhDMh1uODJksi9sbhyzgb4irGSZWgJxlkBAPOj18E2PIP4rbuEtSs78B6H4Ly1EYs4nA9MRJhMp/SbNYoS+5a+G5whPlt/Pmo4L8x2JjSzivnOlMZ5diYNr9x9kZ39PY6PbvArn/8iv/kLX+DuwR7x6pz9f/jbfOlLf8g3v/Y+m3TFpr0keMduLexfPmH91b/kaw/e5b3pnNhn1uvNeM9TWs5FAuIcVTNnMl+ws7vHwd4Rkxs3mO/us9vscPvVz8EXf5Xbt+7wjW9+nW+/9y5vvf8uj56c0i03aJuYTWbs7/WcXJ7z3vsfoFlpu470M+qE9vEwB1Qtw3GAynAN7V+J8nUo2qOIGpJcnCAQ2fqIDgDB9vIMtKPxV3tN+dlpwNL7AkaMmgVmuzJY4Ym3hcTgAt3SFctClfs0/k2Ari9JuijeCVVVwAGBpq1tsSvHUDc1IjrSpapQKk8CwXvTWCiB6v7hzfF49/dvcefOS+M3PTl9xGp1VRazzIcfvk0uvc8pp58R4MAW5O3mU6hkmrj34k0Wt+bcePEGrXb4LEzqiuDh5uKAuLNPdp7JfJ/9vWP2do5Y7B/SLBb4UCO9oFrTq9D1wrvvPeb9xydcXrZs2ki76YlJAW9zwbnS+2b0NMSELadNxc60YTqpme1OCVXFdDqhcoG2jRzu7bC/uyD4mibss1jss9i9y+HNS+7dW7O8esrl+SOezh/StmuWpxtemLzMwb1D3vvq21w+vsSpL1Q6iqJTYZP83KIDNg8mC4evHTFlYsq4ykHj6MRook4r1mslxiWeFZfnK/quJaaE+EDTCov5nJw8jgk59uZp6wNOKro+ItkYIVEzxI7Q1IRgjKGcUrFIDKOwqhvEdWSNd1OoKtRFcIkmeFLMXKxbeqfIBEgwnTYc7h/Q+IqnD065PF0a7Jh1TIwMMPz5utiVE+oQCshr4lIHk4ab85nRUJ3De6sIZedx6jgIDVVWqsLGStmSeM1SrF8Vr9ZS4pI3rRCXSZIH/okl7yi1D4inNB0YgydpIubSjubLNckFMGAQyYpo7MlZCa7Qpg0RZvDg9sEj3psmhlNuzvfY2Z2TktkgZU2sLtc8eXj2c3qPD6OA915oJkLfJw4PJrz8uS/wm7/5Cyy7E37p11/mvbfe4U//+GusLgcy6M/t4vhDjappuPHC8zR3DnnwuOM/+8/+mH/yn/43/OXX3qd1u0hzSOxd6bWvCdSoF7IICUefjA2and1HguLUGDba21I2eIiLVGgOoIk///1vGCPAgQvmKKGVWNbtBM0ZkrXguHoQnHPmMhET3ge8t1BWnTHsMtbeg5i1tK8cOUVrKagq6rowy5yg3pigTVVRB4d3QqgF8cFmkXPUwVMhVM5T+RoJEwMuio1f8IJrAiEIQsIDdXBUAVwV8F749S/eYzarSc4S/7pyVLUQg3C5KQlw3ZAF2jAkw0CCmhInzj0hKVPmhLIXTBvBVVAlONyfkvbnLJuKtXa03Yb1xWNSGkPXH+v4fvcjEWMGT6ZT7t1/gelsQZ8y4jy5xPfee4uzi/BrLvdvzvYbqqQUR2HkwbrQ3h9iF4nR7L5TSqRc7MwHYLeABraPOHywvZqyxUoeym4lt/C+FADLXASMsu5s7c+JybwuRctI37Wk2NG1G3L+THiyntTcfeEe0/mU5fKK4B2hMlbXZKfiC298nl/7wi/z+Tc+h3Q9Fx98wHFsiV/7Mu8tL7h8/CFpUjF98Ca3rh6zWZ9D2lA7xyz1zNdrdleX7Jw8wuOYijDPQ9qY0BxNryJUpOxJBDZS0fqaZTUhzCbodAJ7+7jdXXaOb/LSr/42r/3qL7Jcrnn0+AnvfvAO737rHT58832+9c03ee/RQ9rYcf/eXfoYuby45OLiik33s3e9PzbNgaGMv634y/YPYzXfHjffUxkzoVFFVoaAeZv8b7UJt+8r43+LZ3URN2HoaSrBWh4C8VIVwm2BBtXhPWxzS7pdSBQlRR0/1Tno4+DrrfRVxBXaqgJ1243fNgRPU1cY40Co6mBK+Qreb8XUELE+tOLz6kS4efM+mnMJRjM3ju6Mx/To0ftsNksU6PuW07Mn4+nNmj75SYaUszmCOx6KEIw42Duc8/qvvQDTTCddWd29LejNjMXODRMnmS4Ik12anUNme4fgG9rsaFeR86fnXF5ecrXasO463vnglCen53S9bViaLaEoaETZqQEXTAujCF85EeoghErwVaCuGyaTmlDAgfl0wv7egp1ZxeH+hNvHe+ztTJjNbjCZBGaTuxzsnHL31iknl+/zYP6Ig+Mb+F8Q7r/yAn/5+3/Kk/cf4+sGddBdrHEYUGGV0b/jND7TcvNpH0XnWsA3jqp2NDueMA3Woxoz3jdQVfhQQw7E1nHVRSRE0MzlxRWpT9bH6RPLZebqosflROw2rNeRnB24iCNb5SjH7eqkinQJV3s7/33Ei+KDZ1Clz5XD1wYb1vUUqSGlDqfZql6aySlReUdPsjVj6pntT/EIN8Ihk90prSa60w2rs5WtXsLPXVX0xnTC88fHNJhGgC8AalUH+6+vmYQKFwLBN4iGbZXZOXI28NarQ5MiWXEFJFAVqDyiniyKcxZsugIOqFpyYad98CnIxOzpNBrdGet1dy4TUAKKK+1FKlKcC7AlpExfFUsYFos9Fnu7VLVtw1VVUTfGWNFse+DTD095+uj8Z+T+/dHGbOqoJpHYK97tstjZ4+pyxbff/QZXpyuyRMRfz4AqICLFSuS7rB0/G88MX9U0uwuu1pnf/6Ov8Z//t7/PX/7NOxAO2F3cp5MZSEXKSnCB4CbgA+plW9Qp7W+qkL1aK0BWtI1lnwwIxr6TLCiZNl2Qyk2SVYown8fVAZczmntyMseXjEezR5OiMeNdofHHiGoGr+BLzAhY8FbmQIrQRgMfxPQQxAnq4miLJqJFpyoZCxBLbAWQlJCsCMEoAuIRxyhKqB4kSBHQKyGsJMstJfNnv/oy090J6s3ffBIqaoSmrpHgkQC+EkIQkhg7IWUleEcljknwTEIwKn4QnBeaSc2k9szqhoOdht3dQHXnNrfrGXk2RQM8+fbXWZ0/3bp4/RSHSCCEwN7+HpPJjGYyYzbbNRDIKUkp660aIzhlut5aBpIOLlCm/qjZ+r5NvFyvAQQGzOZkrAIYgICybqdo7CxxoD0oxmQh4EuqkQpokAskIX4QKgxbZnFhk6k4XBXI/dCWbK0PTePRusFJYL1eotrz8wpOhjpw894x9+7fo5k19O2aFE3sO3crDg6PePHll3jjC29wuLPHw6/+Le1bX2cVNzxNayb9Bhcj511mZ7ViEpO1Jjmx4mtOTGJLs4xM2iXTqiaIt3ad3gCkAc9xqqUo4FEfwHlyaBAf6FXo64ZNNeF8d8qmv+TgpdfYvXGXV196kVdfeZ31ry15/P6HfOOr3+BP/uzP+MqXv8K7D97j5OICL4HpZM66WxNjZrlc0bbt331yPiXjYwEHmukuQxZuiJ5jlJwrObcp2rpx06Ek5XpNbwBg6EUStpvBdQeDZ5T0B1BAZcQeRiur8R7OOGdV/2ctTGT7XqaCY7QlLSHjwB0uxYpcAAsRoe2UgTIqovTWkIYAVRVYb1oEoa4DTVONxxKCJ4QtiFHVYQQKRGyD3VK6lGa2W74nvPTSnn03hRhbzs4eM7Ajnp485PzidDwHy+X5J9KiTsr/bYX6bWLsHM945RdfoFoE2rShYoL4Cl9Pmcx22N29yc7ODXZ29qim+6QwZdPD4wdLTs4ecnHRsVpFzk4uWK02dDHSp8ymE1IKUO8Q6gnBV1tgSNPIKnEhWK+xCimZDkSbE12byetEiktEL/F1QLwnxzMkf8B0WrG3W3OwmHJ8sMuNgwUH+7scHszZXdxgZ37EzvyYo/1zzk6fsOmv2J3t4oOn7U1B9eTRE9pHVzz85gesL9d4CaUamZ9JIH426edq+E/jqWY1k1mNn1a4OuDxTBSCm5Gy4ryxPdadUbtT25sS9VVL7qNVsFxAU2RJi4gpR1OE6yAV0Tq9BmJmcA7VROp6krgRbOtdLBiS2V66GkJt+hRGEXVojqVlKCMZqqohRSUEz43DI6qm4cnJE9arNaGu6GOiryOuBJxhUtFedT9X8UZwgUXlqDXS95nshexTYfRY0J3JiGZyTngE1BG8L8CAEJyQowl7lUIcrujSON3q3CjZkpvhw50xyJyIJTKiZBIxRWqEVqFHUfV4p/TZ04rDMai1R5JAn41+nLNp4Ljg8YVt4pzH1xVN3ZBipo+REIwGiUD6rNWALQjvmM8n7O/WrJc9X//y3/D2N97i5GzDw5Mznj64pJoK/qokp6UpXZ/d4D8b32N0KXN6subJk6f82Z9+mQ8fnlLPDwnhBuiUiiniqiLSJTga0EDO1wo4WGIFVr23xEuRIqob1FtsJ6VU4jy1OyCr0fRRLS10Dp8D5EQu1WJxgk8OVY9JiHbUYikbAVQMkFMw15Au4UTw3jigzgva9OTsyeKKdghE0rY9tVgdIkKOJTFN4EWwEk6C5MgZkhbmEIzV7aFlSMsxkRUV81/8g//pq+CTnR8Jo0uWCepVEBQXQJySXbakNFic4VCCE4J3SB3wIVA3gemkIXihCg2Ht29w64UXeOH5I166veDgxV/gpbxhMZly+s5beO+/65r/JMYQezjn2dlZsNjdZ2dnwWy+Q6iq0uLlEDUBafHGHIgxokmJWYml8j+0EVDYsV3bFzBAzJpyKHTpEJYP59TbHBuBA4o9tW5Zl0QTqhXGFgWltBHHjA/e1mIB1SF+d6ZxpdcU0qSwW5MBRc1kiqK0myWQRzbvz8UQ8JXn+Vef59bNY8vgYmJeN+TKqvguNswkcPHOe3xlvaJJLe7JY46WF8yI7NCxqD04R0jQaY96R6h2CthWmB+aCCi1Ck1KBQA0DagcFXAmZCpKnzMRmwQOj4sOl0oRsKtIUtFeBk5+f8XZ3/wN7vAmOy/dZ+/ubRbHL/L866/ywitv8Au/8iv89V/9Ff/iT/8lf/3lL/Peex+WNqpMTJHTs3OW6zUXlxfE9tOte/OxgAPTyT4Dl8fspYCStA+6HltQoMA/JemWARko1fMtRvDdnKnrvVBbtsDwHsrgfuBEjI5GAR/cYGkFg7e8lM9UK2mX4x0+SMZjG4p7tnCUjYotloHKyFQASDmOx9bHTNsZFUZECQW9HI68bio7X9mqUFWzFTl0LlvPVAExcGEUZRTvObrxnC19ObF/eDxuSgo8+PAt+r5DFdqu48mT98dzmFL8qYkgDpuKAFICjaFtQ1yimjqq+YTD+/vEScuyXzJtDqirOdVsl53dY3b2DwmzPWKuuMiei6ctV8sl52eXPHp6yuWyZ9NBnwJ9a71rKh4lGFWwrnDVlFDVOGfVYGNnDICVoeFOPMSMC4ob7HKcBRPSm9G9LyrC2idS37OJPd3TFY+fnPP22w/Z3ZlxtLfP7dsH3L69x60bu+ztLphO9jm6cUjqLlhNz3DVlKvuksvTU46Oj/hW+hr9mxGthKSCsSel1KAZ58AP0gv4SR9WhVHqac3u0a4pQQWPryY0YYovCrUxKeRY7qWW5XpDTooEb5WGDohmU2g7h4EBdl97+9145BYp6vU1aFycCpNkYBqpNZqiVi3Oaolea9XornK4oHgvJHH4IIX945k1NZNmQl3PuLjacHaxJqYNbNa4ENh/7pB4EJmFKb4OtGcbrp6esbr42RfEAehJ9BKRHFFfaKDZQF2nQpCyV4j1hGa1+w7F2kFUrE0rlbVlcCzUArAObjaFXjpqQwrgLdAP3hkQKyZXGMXhxXqB4+hW4+hzou47fG/aFLajdOPcyAlywIStfFWYKZHU++13E896s2ExnzOZzrmYXfLy5+9DdDx5/JTzk8uP7Vp8fKMY10qmqWp2qorV5oJHb53Q9Z6kjrbPSErMpsrhyxNSN+Gdd8/Qn6O4/Ecd3abn219/j77b4eyDC1yaM28OUFmQZA4yAyp8oe5DTVJLioZdRhhsec0+UE3cAy9W4k+xyH0OzECcqe0rEO19vLOdVrKANORckzUhCj6VKq54wI8sHZelMD2daYrkTF1afyRbpVicI9e2zidnivQZZZsyy3jvq2Tjm6jixHSsXLIWIfGCOtt7kwjqxSrP2TyUhqZQJ4IEIZKJ0pFzA5rQVAEGeox7jX1z+68mS4J8ES7QDHFQti1VJy+IF3xwkBLqM27xNrOb73Dnxef4jV9+hV96YZf9o7vcfv6Spu9x7icDDhRO7lg8yzkTQsXOzi7Hx3fwrkJRYsrUE49zEKPS9pmYEqoGtuSs9H1i3XYjIJRzIhWmgOZMjD1Zc2ENy1gzopwW61qx4zHZMgOMrIXXWlEGBl6KiYTZR2ZV0yAbA/VkIpPJWAFaYjxxDiemJxXKZ/FMnFU0CaZTvHek1BNjR9/3Q5VpPL6fpeFDwFeeo9s3WOzvsn+4T9XUIEJoGurg0dwjLtI0wrzqaS4+xC8fsOuU3a7nJokbmljknkY9KZhmRD0B1YrgJ4gUsCUbKCRibI+23+ApLeAlViRlVBwVye6pnCyedw6ty72uinM1Ho9fO9KDnnh6ynL6Lu9/62/5cLHH9Ll73HjhNY7vvcaN49v83r/9O7zxy5/nq1/5Kl/64y/xlb/5Ch8+fMAmdhwc7LHYXVBXgZMnp3T9p7fd4GMBB1QxunahkjmMQjWkNkNSfR0M0EIRGjLwkU/wUY1UMqB6WysUBprXADGWSmBZP8b3cSMzQK2KNFQP8eVwS++pDpXta4wB+/Mzj20hiWvfH8bvca3NiRytV2pIi71P1lZQ3qfvC2Wq0BKqzbDYC1Xl8N6N37mZbG0YBPA+ljxG8S6U5NcC5vv33ygCLkofI7du3R+P9fz8CRfnT8fazfn5yTWw4MeTfH7nNZRSkR2YAtXEUS9qbj5/TLNT4xohiZJlyvzgPnt7R8wWR4TpIclVXHXKycWGh49PePzkitPzltV6Q1bBhRr1E9RXhFnFKFqjgK8QvIEF3iwSTWnerpUrfko5OxPRKRZmRjUr08pNCFPTIkg5WdWwUaoGUt+ifYWmlo1G2rOOk/PHPDw5550HM27d2OPerWPu3z5isdjB+4rdwz2m831OTh8y8xPa9ZIPdt7juc8/z87OHuuTDW9/7U36VWt91R5c4mcGFABwtTCb1fhKaKYzJjszXN2YmwTeaOLRaIdtH1luNvRdT9e15L4k8UXg1G5eD2loC5FSUijgwKAaOKB8W/GT8rhsUcCRVjJU83MBG8q5V+vHzRmI4IOSc8R7aOpAU08swHM167VytY4oFdp3qCQmhxMOb99gMp2xudrQLjuC9zSSqOqG5dkVMX560emPWLlxAgcT8512Ihzv1My9EMQX+0BbH7wEKh8ILuBdKCKhllC4IkTrsQSFZL7pmhjtBgELEHU4lrJnqL3WeqMVnx2199ShsuSCRB88dQp0oSproeKCI+Zo+gfO7NxQcOpQWmONeOiRsv2oKWnnSIqBzWZtYGSptrZdR0yZ0AQOmj1EPZt+w/np5bhf/PwMpa7g/p1d7h3uoqsls1QzrSe4pubo6JiNz5xenNBMlMXOHv1mzsnJ37C8KlXnIaYY7msogNDP3cn8niN1macfXpBWPXIOB+xCmLPUHWKuyEwQCahziDNGQNahgGIOUEYD12LBW2xE0eLyM1iGbs+/FYecmUihJXkrSn/BGeVcSyU4lbzYW2uW97UlAGpWoSQx1wMMeFWtS1xDcaEx9wAtzNFKy55QiiR5AAco+Tg6Ah0GSRhgEMThxePxRDwpCY6EE3ClUiwi+GSfFzTTIfTeMSIHeRDQKroKsZxDdZaIugiaDMh0aowFEk4GcVOj0UdVq8D3idglztcrVhcfQB+oeIHXb3oW033C4vCjY+Ufw7gODGhWvA/cufMcB/tHNJMZV1dr6knFbDbDV4GUexAl5cSma0k4VB0pKV3f027aUvHPpf1Li0NBLOxNJTs3AgHDMZj2iwxX0NZfsf1CCtCrYuc+lfOvOmjJCONmUMTDNRt4gL+2p7tsIrQlRth6rEnJHYY55WmmM3KOxDQhdC0p9malrflnaump6ooXXn+F2XxODoJ6pZpO2D88Zjqp6LoejRvoOxoXOZwoN2vPfQe3c+YgK1MXOcjKQqBWRWKHE8dMPF1h0Hhv+3suIuFagCi0R4bWI7ECj0esWJd7+hxxwVFX1sbZ5w5WauzBIPgaRAPe1+zEFSkmmnbF1ZmQfEX74G0efP3rnB3e4cYrL3PjhZd54e4r3Pvd3+EXP/cF/vKv/4o//Yu/4Otf/zoPPnzMxfmKl+/ucXNxxJtvv8VV++ks5HyM4ADbmLv8j5TENg+iEqXX51nVtfL737HOCeUl1zchAetZH7JxC8KcE0IY2gik3PiY3VUqG5krgijl3cv68h2feP3Dh2Bz+Mv278q1ZFiGx7QkndcokMN5cNngE4E4JOUluGy7bS+0L0I6IKZ50NWlx0xLS0JiEC6sqmCLXC49uaX9QAHxjsX+0fg5u7sHyP1XSQWVOz15SCoJSdetePNbX/neF+L7GB/J+BADBepJQzP33HvpHs1BQz9JxJIYzaf73Lj5Anee/yK+mtFpxdPLyIMnj3n85IKz8w3rFjad0OcAboF3AVsJAqg3iq9vyvktApQFANKsaNLx/JjVsCuJiaApA1WZa9k2O8GSE+eIamrkOSWzXfQO8U2xQvM2NyoTtjxddpxcnfLBgwve/vYJx4cLnrt3wJ27BxwdNsznN7h5Y046uEXXXbB3cMDTk0c479ird/nKl/6GP/39L3Hy4DFaYqSBOvep1RyQUu2pBF+L0UYdqBekqqiqBpGKts+sNj1915H6RNdHVqsN2/JUSejzSKMxDyOVIistg2l6+dwCGIhYpWZgDVACD/Hb51jPjoEK13VSxgChAA9lrUudURxjEogZjQXso8KrQKxpwi5uNiFpy069y85kt7TVBGLaWBsLEEUJ05q82oqoftcJ/ARnkZUT7h1MmYRra6sKQYRbe1Nq5/G+opFALQ6JVgFaZ1PWqkONdxWVqwwcELs3nXOIiol1qRCzojGhWREdeojLxynW03wNiRYdPLIjEjzBeUIWgmMEsb0EYrBjzS4g3vaQKJkmtlSVx60tQPGGKuKyAUgbycTC6kkpEbseJ46otQUzZIIP9PTWNylCyh3OBSbzmslOgwvXWoZUUQepVfrVp7dK8XcP5fhgzl7lWD96zPF0weH8Ds7XeHHUnSPs7dDeO4RauHnnOX7rX/89Xnv5j/h//Sf/BU+fXti7DGvCNXDok36f/HSGnQNVhV5wG2ClTKWhrXZYddMir+PJzgBP56xP3AlosiTelOAVGQEAe1+5JuJm7QTWNzzqKWWjoKMW7zCs8zIUjIzG7dWsCUlKUrH2TCwiy+O97YwVlh0+S6kmYloBDksyhWIRbHuDhFAACMFlxtaikArTaAyOtixWdZBdRhSqUpHX0gIUKPtBVjQZ9V00EbyURBMyzloxehnPDdgal7HX2RYSC9NJcc7AgQpPkkyfMxRWhKsEYiR2jv4U3vrWUybTmsbt8srePuHgDvykmAMj41NomgmLxR5H+zfY3TvAec9kMsfXHgU27ZrlekXXZ7o+sml7YjbL1xQzMaYt4F3iXGsdyKYZYx+4BVhluD6ltTLlEnubRawPjlAZsAtCyslcMEawsDjYwNAtPO7t4xweExL7zIySvRprpHx/qxuJAcgKuTAPxAWcC0yrmtz3rFTo+83ISP60j1AHXv+lN7j/wgtkAq0I9WzCr33xF/iF1z/P+uwpX//aV3n88F08HTuu46Z2PJcc9xGOyNReaIhMkt1PMUix/tgyAxVFcrR1yFvBRVNhBKgBftv70/Z+dZ7kHZKyzQhxOKnQ4mih4vDqGKeb2P3rsjJdr2nE0Xvou1PS6RPSow+4fPBtNl/+MtPnXmPvjc9z+OLz/KP/7T/ki7/yRf78z/6KP/uTP+drf/smy7MrplKzOWg5WV1wvr6i7z9dAvE/dXCgmezjw2T83RZ/WyivSQVcq85dZxR8H5v4dz5NoJTzR0ZWMUkwgRzvTSTHWXDoXMAJ9ClaYlcE0EaBQSxh7OM28TK7OxmRyG3rgf3HDcS1EaQYgBAhi7kxbHUMCvihZcFK9jcreFzTT0CLumrBtPtMXzZi54WUuoKtGHLuNwPNVanrYEquYjSrEK5BGWJWQ+OVkeIhW1bHw6O7dgwirJdnPzQ44LBAPpPRXHq2iAXdVapFxZ3XbrF3NKOaeJLP4CsWs2N25gv2D25x4/gldHaLR+drPvjwCR88OOXkcsPVKpO0wrsZvp4zqcy/NqVs86w4D9imVqrF4+ovjL0tYqI/DNdTgTywWBgnlMOV+VSmbbI6hMvWMy04NILikDBBpLENTAUmguZI7lvW/Yb3Tlree3TFW+8/5bk7B9y/t8+d2wuODqbs7t5gXh9wML3B0cEpp+ePqBD+tX/0u5ydXfEX/8u/gKQGIg3z6VpbzacNIAiVJ0wCYVZThUDT1PjJhKaZk5KBL5tNZL3p6bpUAILepOGHMmFxlbCTUZJ9KTY3A0tgSA6HINBde/21uUChtI8L1YhXSgEO2C5gfgAZjO5erAfsbzkS20jshrUFmokdSnKeEGr2dvc4Pj4k0HBycsbV8pK+NcnvqD1hKswXCy5Plauz9fdYGj+5iY93wu29Hea1IhqH9MR6hLMSRKkkEZwi2RdQxlN7EPFMXYWnIqi3PmYtcueIOXsUJXP6aIBKTPjkS4WrrL9A6vtnArXhsqpkJDjrTU6ZHDJSGSvAO3t98JUxP7zHVxXJJeoQqLynqWqmm4ZVvWTetVylDkVZti1rTXQKue1po7UW+LrDh8quVg1BfQkylbbbsLu/R64y+3f3CLUjpn60xwWhXyYev3XySb3cP/QYZvBylajdlFlSpjGwF2eEVlldXHHy6DH1zoKd524xv7lPxzl/+E//KavTK37tN1/nr//6Wzz88Gx7Tz8zfsZO2A81hghL8FkgOXznCdrgXIM6jwmibuek8w6XBc2CC5ZE56GPfFgny7AqqVV/zVbOkV1h7AHBO1unh/3VbZfaAVCQMQkEUcEPzE57wO5/SiIxJJXIeJ9LWZsFQZIW61KLOyQNYnWF6ZCVrIGRWQqMbNMhRhuEkARrh3C6xYevPZfxXRwSS2xH4bEkiwGkKKe5sn5Zu4MvMbE3xhOQDSUgiRClCPE5QYpOTkiKaxMpZtonkXffO+Xu8zscHOxx44YgPwlwoNxOThzz6YIbRzdYzHeZ1jNmkwnNdErKyrrbsNysWa1WXC2XdDHT95kupgIO2NqbssXXY8Cltm/rELxT1u/SipFL778U5wIpVz0E03SpqwofgoHzKVsrxxAX6fYrjC0IbEEBA53K99RSRCtAfzYLHBA3pK5kUbwWUMdXpNiZWGWJHcRXTKZzqqqi71v6/ntbFn8aRlV5XvnCqzz3yvPMmynBTwk7u9x9/j6vPv8SFY7laom0V0xyR+0Sexq50W44jnAcHHvBYtNKM16UhAMfiouPtUrXSNH4MJAQTQbi576EZwKYjarpUGRiVggZdfY3zRYHOGdtSxYHOJBAwpsINRPwQnaC9z1eO7w6mpSJuaVbLcntCctH73PywfucPXoP9+4LHL7+Oveef5njf+v3eO3Fl/jSH/8lf/4v/xXf+NrX2N3ZY//oiLN2xVW/5NEH7xM/Ja0GP3VwwLkKEV/icS0+pCUZHpKuUq0TGBNlS7qBYQEuQ8tNO/xcnjJWgwZUD7BNhi3D2JW/OafUlYmPeG+/9xFyso0Jsf6oIVRJpTdqOMg+YRtKoUDFVChLgBQ7rTEc1eFnOx6PKWPlMslH6tNAebqenBSBDcBor7gRcNBCx1AxlX2reNt7qia09MEbeloWYIGc1Cxy7E0REepm267gQ9raMGIIv6nzytaX9ocYmeEcFYBDzevbBWW6mDDdr1ns1TRzD64H75hNa3Zne+zu3mVv/xapWvDh0xUfPjzn0cNLTk43tNGhTPH1FHEzcDWJpqgo22Liiu+pzRnz0pVSRbK55EeEWlXHqgIw6g/Y3m+bteCtEjEiCNuE3FBuKYUEExmSEKhKATqlTFaHVhOkqpEUie2G003L1bcf8uTklA8fLbh7a49bx3s0TcOLN46YTHd5fuc2V2ePeXT6kMOXbvOrze+wmMz52z/9Kx68+d4PfW0+9lFyeheEetJw+9496maKd56Y4fJyw+VyTR+Vrs/0vbF8chRr6lYZ/OtMYHCUra3sv9nmmyXuMAYhg0jHUCnIBZkWLfaiZS0So9BS1gaLBty1ntCBdjgABAI63GNxS18s60QfN8Qu4yYVUgfm0xn7+4dM6xkXJxdcnV6RNdmqKJFQJabzmpAze0cNGntWy1g2ymFJtz73T9pwJdurgdx3Js6nlIpLHmnFyZkImKobtea9KrUEvARqPAGHk2B6EyojmYNkrWC5j+S+I7XR2kwStsaUlgWHkEaBK4YMougOKHiHdpHOO5pmyqSu8ZXHV4EQDPQxXZFgiX0QJtowDYF139HUNZOupt2sqWJHIuPDEuk70GhtR31PzIkQI76OVFVF1wvqahxKypk+K2cX5/S5R2qIEiEUDf6y/ifJn2Qs6IceQ9oak7Iz2eOF2SGzKNSrzPJkyeXJKf1V5Op0ydMnb3L80jEv/fKrdClS7fQcNHO+2HyO/o+/UlwftlnrpxEw/UmOYY/3SakIODJ9cqQkEAJZHLEUG4IRdwvIbQm/G+saWuoMbkzst313jLyC0dkgmYCnqIEEQ8wzuF17V5LpPFwvKyAMiak5jdj6bGx0S96zeLxo6Rr7Dhq5MiYHA5tEi/aMJZm2xsu1z7FY036WoXqNghto4oPOTx7jS8tBTe9AdDDnKw4mXKOilxijGFwbTqKQ4gRK4clpQklEZ33TBc0gZ2fxSxSCCiQhbjKXZ5H3LiPHMTCd7Zd960cc19eYArJWoWY2nTOppjTVhPl0zuHBATuLHbqUWG2WXK0uuVqvWW42tDGy2URSb20RMRuAMlybLbV4AAd0/OhrNcMx0B+1lVTxzhFcoG4ac3+panzwxJjQ3BcOiz1/jF+FwrodhAkZyYYD3m/zeChiDW4J5drjkJxLwmpv6bwxWFz5DkkL8B1qqsr+XV0pKXVl7v3ol+anNUIdaOYNL778PK987nUSytQ7Xrp3m+Obt/CSufj6X/H+2RN8d8m0b5k0kdS2NLFjSmYqnlqg1lQYPnZlUgEinfagEa/eCnSu3A85E3M2bSHUtEOSI+IL4GegYXZxBIAyGRFPEIq3ELhcNOtUIEYDH7wj5QnZDRwgpZJM8BBIEFv6eEkjjQEQb7UsH7zF+Te+xvr1N7j5hV/ktReOOVz8Hndu3OEP9uf87d98leVqSZg0NOuKfNjx+Mmjn5qO248yPh4rQ9kuxmPwLGIFvlFAaCvaMaSQAxb8neP6Bm9+qPbzoIo7gASo4mV7o/vCMPYeqgqmk6r41CoxOnKOtimJ0tRpBCdSVrpBiQosORnQz6x0XRxvdotV8zgRR3bzkGyiXGcYbdmiwwI0dMEBapUsVzZiZKt5YBuLBax6LdBFTUnY7Autd6ojmxAiRWk9Fq0CzBO26xyDXWIVfMmhbMML1SB4aC4IP9oox+6keJIK050ZX/zV19FJJDU9rsqEekIMgcX+HY72X6ZZ3EPrGQ8vev7V19/l6dmabqPAFFdNcWGKakDEetIpYkVOAuqkfJ/t+c3JfHCds5aM0ZViBK/tuU5kW1UeaPtDczFlIxGDC4aIwjYbU2r2zpXNzxGTFraKA1+X6xdx9QTnJvi+J7cbnp51XK7OefJ0xeHeBbNJw+rFnpt397l9tM9s37NTOe7nDbdffI6dyZQnp4959OGH5HUsuev3FsD5JOYTzmGq5EeHHB4fc+PWXdoucXW1Ynm15Onjc1brjlT6SDWV6jxFRyBiv6eStOO3UcU1u1ILyjLkgVc2BCLDIpTBOiKhfIaIVXRMpTqXe7qACCPIMLzFEOSUXlOkKN7JGJDa74oSSd7jnBJ8TSCwWbWcn18Q246mNvuk1WZJXQmqGwhCU2Vu3q9YX3lOn3ZWLc8VfX9t3fgEjEVTMWsCd44W9L0ykcRip6byAp1R7qWcC8RExiiaK9ZDzOguEBT7V7QFXMp4PAk1m6toLUH9pqVrO7pNR9v2xN7WmyAmgiYIsdsGEUPsnNSCD+cduatNP6TOxFmmbgJ1TgStcZjOixuszhx49Ug1AREcnqoKbOoa17f0RDQ4dLPGxZa26xFNdDmamnYPUTMeoRdbi1MJOLu2AyzJ+a6EVg0A/lkd4hy39/eZpY6J22Gnh6tHF1w9WZLbzL5MuMwV55drNu+fsJo/YO+Lz3F8Y85yecZs37N/e8HF5RWxS9du90/O/fGJGGLn2ijzSpRMr7YCpqKzM66duTB1REvRpcQgzkBwcaDe4U0kBHPUsRhPnSOL6YegSueM3htKwqzOMzjwmC5H2VelJIFOSALZ2X48ArelfmNW0M5ARg9K2gIJKkUWprxGdEseY7A53a6c5RAZb/DyhyyD+JkVXbTEf+NQrOhTvrMBBQZa258GlMFbgcj5AmgwfEABXYrtbolDRj2tYQvB+t59+a+U65FjJK6Ui6ueJRV9vY1Xf6RxDeQRhDpMONjb5+bRLdrVhoPdA24e32SxWND1PadPTzg5P2fdrs3RKSX6lOm6SMrG5Mw4A4yGvXk8yUO7WTlVBYyQIbYdTvMQRwJVCNShpm4q6toAApESY5LIai4GTsCltG0PVi3r/wC46MgmGfYGKyDloUZg1yQpQyo59CbYdM+m6TXkLCWedE6M7eA8dTMh9p6+byl9Lj/69fkJDnFCPa959XOvc//1F2nmExrx7NdzXjw+5pXbt5n7zOM3v4E8/BA5fUyjLX4yRSpHu1lSE1lUiakXGu9pCvjmncVCkhO4gIonmjeQzRHxRAJratpsOgTRKTE52lzR5kAkgDhUElF7cuoQekQzjXPMGkcjipNEqMxWuibi8gakRXRNrT05O2J2xNJ1ivd4DyKJoNC6lhzP0YtIc1GxOXnChyfvszz5kL1XX+Pozuv89q+/wfGNOX9y7x5/8qU/59133ybiee74FvOJ590P3qfrP9mtJR8Dc8AjbG+CYa8ZbXBGWHD7mA4PXdMpgAHJlfFnyvNkqACi5f+HvreiM1AW0co7qqBMGphOHNPGlFS1WGKpmvCNYt7a9lGZlB1NbceXVOmDoc+iVsmsvIwLeUwDAm6bQ4x5RCKtcJhQp4XO5sbvsgVMxzM0endqSfhHOlMu6HjZQIQhiS2bMoJVw62nNcVBQNsWxBTTuLyGYMioKyhpir6c82Il1A9YjvzIYmgDSg+Kbxx7hwsOj/fYu7FL61rWtLi6Yrq7T71zyGznOfzOPZax5vH7F7x/suTRk970FcIE5ytEChWytA+IFspgTuOCr6WvkGxopfMyaguYhdizFaUhNsi6vRYWvDwzHe0aKagzIEDVmAFSsAIZGBgDNP2MAbqBV4ogvgE3wTcztF3RxTVPTtecnTxm2lTELrJe9aT2kL2jmvn0BndvOS4uniC55Y1f/jw7OzO++edf4ck7j6ydwukWCChAmcUYjq2exsc3hkMCmM9nvPTy89y9d5/57h6PTi54cnLG5cWKq6srLi/WRdB0AAVKVX4Aba7d+zgp3nUw+tel3qrLAGz71oZ7zaiAgCheHF7Ka7OBc6omvIRzUDa1QZZoULhXVWMIDAnvSAEvgao6RvcD1ACNPpGBy7NLSJHKJ1arC5xCHSqcZqa10Kv5ezcBavHkoNShoqrsvydPI6dPr0W4H/NovOeNF++yU0V87tHpDKc9QkIL1dYSbDsfQYU6Q3BCpXYvObF72at5fodS2xMFySb0qBQZiT6Z6vVqTdv2dJuWrk30yXxjPPYeTsp1hGfAs1Rqmz4JOdm65/pEHTPNpKLuPM00UTWVJebZ4VPEqcMXDYK6qnESqFxDrTMmfc86byCYk4F0ASdrtG/HPUazRSMaexSli0Jy26QgU/QQrgne5LLe+8oxvzFBoqNd9fSbTwd1cTuGAHoovW1FwOow4Xd/5Rd5caeiWffE8zPSOiJtZKoNc/XMJLDAwVlk+Zcfkp9ecfhvfI7Xn7/Lt/xTju7PSXqTkwcXXDy5YhAu+4TcIp+YMaxjOSsd0GuJHQobSrJZtUphRkkuQdkAlhYRTyXhhn2urMdZtmxI6/mlzP1SKML6ghF7PxMPHZr+dGQRpODADyykgZFpm7Eb5Utk7AkfOr4EQd1W7FrJ5OJKME6Esk6bMHEBJYrCvekr6Pi7sRHsnzEZhheUz5PBjLtUKEWsuGMfUOwPragjBHNIGHWn7EnmaFgo7lgi6tWcEkzYrjiqKAQZ3KVKMa13dJ0nyoxU+bGN40cZ494msJjvUruaxtXsNDOev/Uct27eYjqbsVxe8cGDRzw5PeVitaRLiZgzESUq9F0cY5GBibqNdwdmrR9jk+vNxdcLHsPVEii2lZ6qrqiriqoKuMFxRkBTQEMmDs91MsbMWnKDlMw8dkghhv2BbDF7Hq7ncC5LCDeyF0oRQtSADxFztRmYEapFr8M76gZ8qPF1Req7UazwkzhEhJt3j3nhtRe59eIdpAnkChaTBa8dP8erh0fUy3OuPvwm/tG3Obg8Y5ZXhL7D5zmxntD6RB1gPzTMfKYKCa+5aEFbIaZ3luR30rBiRq1LugjLXLOUhlWcscoTWm3oyHTqWNPQyYRIIEpAySTdQG7xGgmSqKLSxEiVe1yKND4zC7AbMjO/pqFlJ1/iWRKgCB6XvVqiuWdIi0hCYo/LPSJLdsKM0F3R9hdcrq64+uAdrl54j9uv/hKv3jlk/9/8TY52d/kX/+JLvP/uOzw5fwqLHZqXnufqas07Hzz8uC/t9xw/VXBAxDPfuQ2UMLxQ5c1KzDYmu9tL4KZujPOHYuzf6+WuwzspQ++XvVe+VkwfFpVM8EJwmeBM5ZqcICWcRnLukKGvqyDSQiYNFndqyHA1BP4qVN6j6sfjavs8Hn5S6KMMpHX6lAtYYItUFy2B1YKya6mMIqbKaV+tCK+oGI2mJKmpSNgOC6z3QzKoA2hZ/l76qp6pfA+tCxR13zwCADkYFc58hk1Ph+FvPxI1RkwgTDK+gjv3j/mN3/5lmlnN5XpFmyqm1Q7z/SN2929Q795kLQc8OEk8eXLKgyenXG4U5xdM51OSenISoEJTCWSGL6WAOJwLW5bGAEY5Ew9yrgAwrmxEZVoNW9KIUw+AQOk1G3by67NQS2/7QPm1jxs25nJN3VabQq6JB9q+56z3KYNvJvgqIL2nXV3QLhPde2dcbDLnXcfdzYIbx3P25reZTHdZXj3i1kuRenfK7sEuf/Lf/xGnHzw2T2Z4BiAY5wcfcR/9FEc1CSCZXjNBPLfv3eH5F19hd3ePpPDg4UMePTmj6zPtqkU7BamLuKRjG8WV6+G0VKDLnVeSLnwuu37CGkXL4uIYIgFDxytTwhegquw6kiDGTCyBV0z2/s4J6r2tVSWAFXFGf+sTmg2JM3vUct3HqTAEwgPQoRAj3WXP6eoc73vwicXOjMmkIdTgqkDbOYJ3zILgcqQn08YNVa00k4ZZG7i8aIndtsLycY6pwMyDTy21c8TcFzaGsaqk6DEMEGYtQo2jxhEwQMCV2pgUy0rVofJorRwpRpJa4Jm7TNdGVuuWruvo2kifI6mAxHkADVVwBOwuUBKpqKkXdXstLhgo9D2bdkNYe5omMGkb6umU2TRR1z04wU8EX9WEOlA1gbquCMHROOhixPd2vZ0IoS3Bx0ZwSehTtDUKbO7GNIKKGRM7Nc/1PNKuh/0vZatSzY4aAgF3KvQPPm3gAONa+gyImTPSbzh/730Wv/J5dsKMi6pDVomZ1uxQMcdTqbckKznyOnPxfkv/zXN2bx1z79Dz3uIEuS0c7Bzw1ydftaoln4z745MyNJu9G0XAy6pwgvN+FPp0TsYK68CAHFNOV+jyYsBOIWCPCZMrtP2hkite6ItdXRDFZWNpBW+uBj4PXEhL5sSb2BvOWbuAmI6BJshezaHAOTR7nHg8JgwHpiUlYiCi8xY7GfPLDt2SziEptXmR/LAvm50xOlCWQTARQwvRnNksyvVSTok9sWltW/y1/d0+ocS+vjAJhv71sm+VEzskogKmL1DOsziPuNLSUWLmrNZ+FVXIeGL29MkTRyD9Bx/X42wtmhIijqPDYyTBTjPl7p27vPriK0zqKefn55w9PefRwydctmu6GOk10xUxwIQQi5ikC0WYcbBxKF/dle8/CDVeF7HQa/EZDK3/jso5prMJk2ZCCMEA5SIwLphwY1UFvBdUwxhTm2WiMQJiiviUSVnRCNll61WX7dxQZGw5sJmyBQoG4EQpPfJFn8bClAGiGlpnAi5UTOsGnURWy0vazWpbJfmEDAcc3Tjgi1/8HAe3j4g+029aJvWMe3eOeeH4iPD4KU++8WXi07fYZcWkX7KT11TaUWfbq6OrcN4zk8hEe1y2/R8fiFT0ruIiN1ww50J3OGfKrq5ZpprzNOFSZ1zpgrXM2Yhj7QNtmNLrhDZPiK4qclMZcofENTVK0A7pO3y/os4tTns0ZiZk9qTnpltz4NbcTk85To9oZIV3EWdeFeSkRDFBxMp1uBxpSuwhUZFcQ07Ek0y/uuLp41PSyRn7r36e3buv8nu/+1vcONjnn/8vf8jffuPLuIue2mfm1YQnT05Zdd3HfIU/evzUmQNSbpBrKb79G/vJ3HgD6vXXPJNbDTIz27EVXhueZ4vzgFRLQXUtME8jqieF5qs5kiNFuMJ6QskdaDYvWe9KtVHx3o8UMi/mg23otSM5Z1SyojVQBTd+h5ShixZ4Iub5G9OWJrpuLcC1Y4YUbWMVEauIpS3ooRQ9goJuWqJZFh+RYt2jI8Mg6/ZzhKEvTsZzOQAn2Q1QqC1wbeFgyoDMFwkFcULOP2wAWs5PWVonuxPe+OWXme/XtAnq6QwQfHPA7sFdwu5NrpLn4cWG9x4uefxkzXqjhDCjDnOU2jaYXDaZkUYxzAOGaBMGCuS2f6Ns2EY33D53e6wlG2FI7Md5OVyLZxZzfaYV/Xt8fYbgCjCmy/jakjA623SSOggV5AaZ7CLes+nXvP/wgna94ezphOefv8Fz9w9Z7E6YzW+S6Fl2S/Zv3eLg5g1OH57gi790oljxUPqq/47D/KkMB9IIoQpM6gnHhzd49bU32Du6ydOTE9579wHvvveILhqzRiNAxWhfwPW1Qb7jupfq+cAjLgFmqISchqqxUE8qIxTkSHCe+XxmVQdn9jnOC7GPdKuuJGKO2Cf6mKnrCleYQikZvdQ7oe8ibYZYAD8ZQIsSCGkuVERfgCxnLCV645dnbckusndzzsHBDoudKeIiq36J8z1NXdE0NRqh63tSFjZ95unpJd1GiqzBxxdkBOe4d2Ofxgk7QWjPz6jnDcfHdzm7vKSPmVSsubxXtG8JCF6ECYGg1j9baen+HW9jo9mn1BVZBbvv+1TU/yP0faTvE23b03eRqKmwAaxXOhSQweGofYOqEnM/QgNDPQ9cSS7K+pkESdD1jj73TAotLMWGqBHXCVXdUE9rJkxN3NZXePFUIZByxawxACrUNZOmoZ40rPo1q3ZDLE4MMWvRIlGzbFWrWKmqHaPkkZkEjMlXlmhe3XWiPqzwvSO2ib775Pc3Us73FpW1vW8qjs8f3+Tf//XfYHV6ylRmXJ50zNvAFMcczxRHhTClwVPTsabpIpu3Tpm+tOLlLzzH5l7k4eQp7UrZnFzy7ntPWK46cv40nJufzlBVYt8huRqLCm6UTpFR9FMKW+qZka/tuQzJ3pYZJaUQ5ASzG/S2FnsstmkwR6agiRCVSCx2ZkKoaupgYmN9SkY9FnDeWolwQqNVKWJYbOMwZtbQPulx5fU9ku1zB5emoRDiRI0VgZDQ0clEcy6U98IYyIJqJJWONWQoLBl7wkIrVyjzA+ndhoi3+DGbceKwA+cSD2iJMfIAROgA4GeQXHQbiyjfIK+fM+qdxbA5EQe2UUq4lKxd8keI9AeG7vXzdXR0zK07d5jWM1598SVef/U1dqY7vPvOu3z7vXf41ttv8+T8gi5HYlnHerZFkiHmyro9b9e3q8TQnFnOqRa9MGzfHli8zlmbbV1VTJqa2WxarG0N3Bo7EJyYHZ7zZLXiXh5YY8Xa0DmI0RFjNvZFMFHbGBOu2FBmimBkvsYcLcXBhDG5xnW5SBDlMb4T8L7EvqZL4LxDNVH5iqkqfdf+iEW3H98Qgb2dOcc3bxCaQIo9q/NzOu1ZzKfcnR6zpxsu3/8m3bsP2Lz/FguumFU9de6otKXxHV6UEJUpDQFHVfXMKgEalrkmyoRlmnEuE57khkfscuIOuZA99mXDslpwmQ+4TDMuU8PaTcjesRbo8bS5odOKXhzJB2MxpQyxw/eZifT4JlHlnpBbfEo0tFREZrLikVwxZ8nL1Kw1sqM1s9zREG2dyZmBhRw0Yx8h5Cik4hjnNeNqmPSR9qxl+fWW9dU586slN196g9/45Vc53N9h94/n/Omf/iEfvHtJzMqNgz3ef/SU9AlkjPzUwYHMVpTqGUvC8THYBgpDgss1RHcY2yV3K0RYEgJKMC5WDRysLYakDIHglcoN1dNcKGKRFFtS7CD3kHtbtlWQWNBLzfgqMCijOvHmt8uA7hZ1dLUUOFRhRBZVhdqHEdjogxJTGo/de1cqGoZD9IN1C0JMmTy2zjn6eE3ZVYsQigiDM8J1ZvWWtrf9fYvUbheu4fQMSbBdsDy+jiLeVy4L6SMt1L73MBBiyxRxXjg42mfvzozF/oQudaibMpktWDQLZHpMCnMena358GTNo/MNZ8tM19c4P0F8bU5ysv1+gwjg6E1zfQyL+bV5pEPv9zUMQBPbeTk8byjjlTeS6/Q/2Z7r8Riu/TyI5Vx7+Udn5AOAZVm83ShVMOEcXyNFSDEpdN2ax+ctm25NTEpOjhs397lxY8ZsdodbxxWrcMI/+t8t6FX58M136FedOSkMn3/teH7a4lzOC6H2EARXBya7OxwdHvHi8y+w2D/i4dNTvvXNt/jgg4e0XQTxBZwLZg1ZNtjtPX3t2LW4jAxfzmGBlThCEGaTxgC3mMg5M5nWBqDlTAiexc4OoamKSJEiQem6Hh8cOVtiFrtEionJZEKoKjQZ0De8J7oyzZJM0SPJ5KioeNQN86FcAMlojMaJ1Q58hCozndfcunWDncUUJJFST9ddkdOGPiRcVVNNJrRdoteWNkKbIGbF1RbE8DHFGTt1xe/82q9wMK3I7ZoP3n2fG0c32dndISusNi2pz0hOSEzklGhcICA02eNdmf6ICQ/i0WxBYy9K6ntym8lJSUlJUeljpM8UdwIThh2A2lD2kxpPkMrmgvNMZzNUlT72uM7jU6R4z2A7Q8KLL0FhLsG/0nWdVe4EUuxpU48uI75qaGYNk3ZN1TaEmfW9usqTY0/lHH46ZzKb0aaead+y6tYsNyvWm5bYJ1b9hk3fk2IkSyJlJbJV4MmSLcgsQalznrqqCM2U2XRG06zhCHwSLh5f8fTDi49nEvzAQ6/9L0hWnts/5P/4b/4ev3b3Jb5+DqvLDjnv2MuBHSzJmxWAYIajIZCoCD08/nDD6o/f5HAp/MYbL/Dk9i3ee/QhO7/yOd577pI/++uvcbVc0S43n4DGqo9/mAZPwufEoGDk1OwDE0L21lqlQ3+wyHb/VKU08zMWZZCRpamZYn9on+WwwowmRZIi2iMpojEiVkckaI/3Sk1FrRV9ymjXjxZxuMrqsKGyAo2DhFniCZksCTSbG0JMaOoIORkT1HmclDa/kvwGZ20NRikXciqaRNm+h63bjigQh1a0JOBKYUFMP0q5FlYNoobAkOo+0wKLjMn3gK0ooJ5R33YIR7xYgmqV6FxMeOwzs0k8o8GYWVnUgNYQqBzU1TNhzw88RvaCE3b3Dnjx5Vd48eVXeOO113jhuReIfeTNb3yLf/WVL/Pmt9/i4mpJckLMGGNAII8sEy1FFhk1ZgZxbYa/D1HzQNfXbXQv5fW2n3sTfm1qpnU92pIDuNJKmUu7ixMF74ogoe3lgwD1EJ9VwZNiKnu5kkOgSrmwVmyv8ZpJTs3qPOsoOG2XVMZWL8XmdwKz5vS2o+SsBLEiluEWjkQG5wjNhNhuPhEAwXxnyvMv32c6nyEi9O2G3Dj2JxX3d/e5kRPtt77GyeUZk7MNi37DtAai2Tj2OJyvEampvFK7Fp8hqbCKc1bsccaETZ5zJnucyoKnbpcTWXAWDlmzYCI9K7dgnWe0vmKtgegDWdQKpip0InRZiAU00yI2nZ0JnC/pCKJ4erw2uJSZaMJrotI1U9mhouVEK572wm664CCt2ZeWmbYsNDMVwUkHeJzr8BmyS/iguJiBTO5bvGxwIlyeXXHRXdH2LbV0zF//Bd74/F2and9l4jr+JGXeefKYpl7SBEevjv5HbNP+cY+fKjhQNwtAri2cJRkqN9Q2aRmQglINHwCCa4vb9bzsmQeHquwIEAwsgzz+TRCcM1ESHwzFDlg1KsWO3G+s2pgTlOcZMJzs5k49w+JlInYdIKW1OFjQWHQBfNiuyhmjtoMttsE7NJhzQ1LF+yKYo5DV0fVDsGS2bQZ0WnItbaQrjglZ7buaQI6h09fP0ZA4Q/FjLVjJuAjL9TM5ABnDJz9bTh8WavHw/YBd1zUhBIcTT6KHAEfHC1559Tl2bk3BW2BfTfeod/aop4ds3C6PLzq+/f4ZD09bNsmDm+J8bahd740oIBkksM3Sr82lv2+4gvQPT9bhnH3Uk0f0aouhDH+Ra7jWtacP4P71sPe7D0tKDrtVS7YmxxKkaEJ8oUWqQpiA93Rpw/l6BQ+v6Hu4vOjQ/iZ3nttnPm8IYcr+wTH/9v+h4uKDx/zR//j7fPDNbxN7ozPKiNJtAbaf1gjTQDOfILWjbqY899wLHN+4SV1P+NZb7/PO2+9zdnJa7PsK4ONMcMau8aBmLIyKVePktsXaYN9Bmd5Ub2vvS9W9GumEVQhjwNE0NbOdGeKlYGRGN1enxZDAzlMIRkltphOqxqwRNWbadUfXdtbfmCIuGZiTS5CQVNFkXuEjBucKiyFnqAU3qZnszji6ucPR3QOEyOpqyaa9IOcWCWpCnY1ATqiYgOqmyxTrayR4XFH13Yq8/vSGIDTOsQgNzsPxL/0CrULXbljMdqh9Rd9HUteh0oFMCBk8SuM91RBsaVGDLudwEPiMq5bYW39tH3OxtrS2jwGzdK4prgK+AJOeyldUIZiWhA/MFjug0Meeum2LqnUaKcIxdTTTCZq1OAt0xNSRifR9R4yRtt3QxpZee1wINKuGejWhntc08xnNdEIzqRAnVE1N7QNMGhYe+pxYtisuVysur1rafo2sHEmX9Cka6BQjUYeGB7W5E0CCVc282Hd0BHLGLGIl0ovSyieTsvj3D+vEVufQdce73/wWvo24tTILM1ZySaUeM5zTwgXJVLQFNAjQKU/ePOdi8xYv7d7g9st32e2VyUTYOzrg+P5N/uzPvsLX/vqbfHcp/OdvDACpy1YEEc1UJCQp6vIIIo/7WGlRtDU5jwmcXGcNqDOAYLT6K/sabDdZ7UE7RDsqXbMjHROfTKyMiMvgo/XMz1xPyuBdBVJZm1cP2le4UJE1oOpRHDl19H1voK8PNFLYcjIAtliSWfzpQgiIt/YJj0AqBQBXgQ9kKpCaZYxIytTeFNJTtrYfdaZnkl3pL8cYBSOLoLQmWLIqOLdtmx333yFuKbWEXGIw7/0g2wcoLtk5VjGGhGKK+BEtDmCgmwwxUXlHPYRxP+QYAI/j45u89rnPs1js88Jrr/Lq595gvVzxN1/9Cl/6l3/C299+h7aL+ODpcySLksUKWYRrkc/I8hsW+gIQYI9fZ8iWio4JQpfYzolQ1Z5pM2EyqWmqmuD9yHS5DlKNMUF5fIhJB9bBUBgx0WnbF3yK5FCuQQG6+j7hfSJFh0uZJFvd4Vx+EAQp+lU6XC8Z7BmNsaqlpYZsjBAJpZjoPbP5gjVCu15+fwH2T3DUdcPe0aE5B3nHrf1dDhdznj86YAFcPniLdPoh9eoC33c0zptOj4+WN1U7JASVmhASte9pXcMZU1bdIU/8EQ/qBZe6x2ne4zzschkO2VT/f/L+7NmSJDnzxH5qZr6c5W6xZ+SeVYlaABTQaJne95nunhbpEW5CGc7TiPCd/w75ROFQhiLDFqHwhZwHCjlcpNnT0030AjSWKqCqcolcYrlx97O4u5kpH9Tcz7mRmUChUJUodFtJVkScxY+7ubmp6qeffnpILwf02uDzmvXgudaG6AI5VKb7JIovelEpD0QSGcFlj4qzFoYiJC9IH0iihQbVkEJmSDVZI6omWogkXtSHnMuSo7jijtxwlzX39Zx7dJy4zFLWOJlRywBuC2ltK9Y7SvAGaYMQcRFYb7nabImbC4bukrd//S/xrV95m+XsH3ByeMh/90//ey5WG954/Ihe4fnLM9ar9Z/pPd8fXys40LQnt7P/stMVGFv5uYl2VP7cwwm+MEba/JT1LLX0jnIcLe0KS/AlOtHiFfaywTIFyKNKvZbae8hFQyxj+DnklCbR+pSFZI9A0ULzu5IFcYRYAVKCdjeBBYqh38754toYzUgZlVUdsdn1f42RIkIjGEztcGL02QFQTYXSlErF7CiqRjFOuzmUUV17ioT3/hh7zJboV6eiPENYhTTFZ7eZHH/EmPwJR8oJ18Cdxwu++f5rNAFUlCQVvm4JiyW0Sy5yxfPLFU9PO56eJ1Z9i4Qa0YCXmlB7Uhrlisokie6uQeQ2ceAnPtfRwbn9+bGWbB+3kmkGZe//98EJvb10Jw5jLsH5bfGhPH24/EjClFvV4C4J5dhdBqqCpCfWXeTZyxviAMFZFuX4pKFZPKL3lxzef8zdu/fx3vF/+2/+z7z8/CWTAJDsOXJf1/DQ54E0QNPMuHt8zN27D2ibQy4uLnny5HNOX5xZ+00pgpglAEL2UJgJeVG7hElJyJ5THLjgaaswgQlVgDpAHTxImJwyEzIyMSPvnWWdhJKpMcPtG+uvjQpSmdNmGdsCDoRk7Rdroa6UJgjd2tNvBwvwhsyQBRVHFCUVp85VwSiWQDXznLx2zPH9OSd359SVsrq+ZtPf0MUV2SlNE6jbhoTSbTpWm54+GygovkKSOVrVzEEtdNfrsej16xtiWciUBqvHk4GsauKKvsZVENQRR/9QHU4zXqHKIEMi5YTGTBaj7g1qDnDKmdhHYkzEwrAyFXLzDAOCc562PaSuW0KocD7gxBtI5BzeWaeB+WJRSkqUGAf7zUkkTYkpMmsbUkp03ZZ+6Nl0a7bdijQoQ9/T9QMxR5JGoKfvO0K/pe4q5n1PHuak1FDVDaEKBLFAxFee7IXQBOqqpq42dF2DDx71ZX13ShwimlKxRjo5pE4CbmS34CAL3aYnpchmu6ZpG6QV5NCCFk2QVr/IXQ2sRjtP25/y6fUlH19c863FghphtekZLlc0KswICHmPgixF2k1YEHiIQ4aO66dXXP/+Z7z28DHfPnkEJ4GzeuC94xNevDjlD3//h6Q/hxINP+th4EBkMH40KUX6GIkayVSlxAYrIUBQp9Z5IBlQOtaHW6WPN5/OSUmU5DGvMWkp9dLTzCtOjmfcOwwsqoE2rTnKWxodqDRBjMQhmj0XT5ciQxoAwfuKIQ5sNmvQhPMRa1bmzG7mSNf1xvLBgnFxFsDFWFoYi3WlyqlkgJMJjJoOAKAO72ucn+Frh7pEo5nkwDUVffZsU6JLYnPksgkvutEsma13zjFKSDtn9siJKyKjoDp6bTY/zn7ayjn2kuqulCoYxmLZbC3lCb0mYoz4xuykINS+ISdlGH5C/+fVNVF8a8GxPDrizfe+wcM33uDuvQfceXCPDz/7hN/57d/hd//d7/Lpk0/Zbjqc89AJKSdSsWtjAmu8EPOf7UGfgCJN0/vj/iuFIYBQEmDFVleBtq2Zz+c0VW1JutEnYAdiTVbPjRpUJalXjunEyvlyKt0Jyqkg4L2BBVntHnkfSCmRQy5lhYKTXADZTEp2P229j16kCRxbTGElL6nEOrhSfJMs+BYcLjgWi0OqqqbrNsaQS6Nz8/WMqq4IVeDhmw/QkDk4OOD9Nx7zK2+/yzz35OsL1k+fIs8/5WC4Zj6sqGLE+YqEiWOmypNyYJZm1BWQI1sfOHMLnurrnMt9Pg2PeVo/4IqWS51x42YkmZFoyVKDNngq4qj5kQ2oDN7Z/GYD8kX7IjTokOBMbyOVvQZHbpRIYfvIuKYgkYiaGQrTIHKPGBacpY6XacVpuuGFnnM3X3FfNjyI19zjms6vCRKKS1p8kS4iWfBOkdRTDZH7baAbLtl+vuVlXqHDDe+4v8GjN9/iL/+tv8mLm44ff/YMV2/JoeL8+oY2J7abP20XuJ/N+JrLCkY0bwzKMSeyOPjKKMJ367He+y5737PX9nKfu42hvCqTaByM4nDCbqMd66hMnby06RFBRW7/uoKIVY8ZbV13peyaJxKqXV62mrRCk0o57WJXkYk5AOBDZVmeLCAOqRrboLIQfEXlg52LQq4gmrUglTZCXhyOwdroFOXzVACCkXZt+gYjfWo3r7fUVkvAY0HoF+fXNuYRbHBI6an9k4IDY7bAEvzC3cdHvPfLjzhYeCQJJts6o1reJbT3uMkzPr3s+Pxlx8VVpsstVXsA4kgxIuJxripovFjcJyMyu7tpylecY8kUTNc/vmxgLirgvyKWGtttjmDUq0fX6b9yPlOwvwcSyCs/vP993TuiYoJcauikiFHZslSoJssOCwy5Q2Minq9BTi1+7u9w9/ECXy0J9Q3D9pyTxw85fnifsxdnuGjXYIHG1xg4emzXcUKoK+7eu8e9Bw+oqpanz1/w2WfPOT+7ss4dYcbUPmrnbU2kgGkeU7Qbl62EKLSBpq5wTvDB0zaeGHtSSjTe2uZ4b9TsVATnfO2p6mBiVaSi0VEcNid4b9kbU4f2aCwGy/nS1iojzmpWXe3xrsGpwWlNCKxXG3Ls8eJI4tDSxxfxiBckmFE+vNPw6PVjFicNbSVcX51yvbpgtbkhxR5f27n6UDEMys16YNMlMg2+rqiqBZ0bSEOPrxyoJyQhrjdjeuPnNo7bhtZ7nAgtmU9/8Adc1xUnhwcsjw/xVQuA5IxX2wtrL+SSyUMFYiJue+gHhmFA07hfMbUvs9roWEqpjB4socL7Cuc8LgSCr1ksj5jNl1RVYwCBFHAJ0zZwTmjmM8C2hKn+VXPRnkm2ZpqKHCNd17HtO5pty2Yd6DcDfe/Z9LYuc7IysWHbI3Fg23v6oWcYemZxRj1rrYWWOEJV4Z2j9oFQz5j5wKyqGYZE09RUlSf4YNoCWcnrTFYT0TSYK+L7om8iEXFbvFpP9JyVNER6tfrZ5k5lAEcvXH149QudJJ8suthyOKhqDpoZLjRsuzXr0xekzZoGmTKpGcuYjuCCR6gQGmpjFPSRm9/5hE+k4eR7b/DeO3dZnCTigwXf/u7bPPnwU/7gBx+X9p//4Q5zBYyhkjSRxLLQubT21CkjWsYoTAjs+3OW0DFkdfL1rJ+fZbbVqPqxEg5OFrz3/lv82vvHvHVPOAmZpQ40Wal7RYaBmCKxnJ9RuXM5D2VIFvy7bABuzmLlBwWc7/uBNMRSapRIWjoilABCVEi5I3aRmLTUmwubZHtSvx1YrzquLtesuhVx2KIpob6iqRzZ1WyjsImeQQOrPpGdQ4PNWSeeXMopxBcIa9S+2vNVpixC8VHVkH/Em0ip153fVvI2RcjV/OdBEpIgiCeoI2lGfD2J4s3ar86P7JcUjj5xzjvR01DXtPMlb73zHsf37vPgtce8+dZbXFxd8dv/9t/yW//m33H28swy5s6b9o5YW9acxQQTi6DlmKxCKaW848W+4t+PPokffTiZEmhNXdO2DW1T0zSNlY1MpZu77M2YVJkc/3L8yRvTwrR1fmJtIkDKOPFTgk9yNlseHDkl0ygIiRAdaUilG7LpYaSUSWIAds7jecu0XnNJXJF0YrGklIqgpVic4T1N2+KDZ7va0KXVBCz9vIeI8M33v0F7MKNeeJp5xXtvPubXv/lLHEVle3rK9sMPiE8/5KS74CBgosFVbYyjrEiocKHGO8vyr4In5iUvWfJE3uC5f8DL6j6ft69zyZw1NRutUDEhUdUGYigxjkfdYDZPovnoZe40+xJyVUg2MVJUSKJT2Y/FdpZ4yyW7JwjZRVSHklB1hCQMzrNmTqJicIEtFdex4Ywll+mUTb+lx7H1wrwS2lBRDR2Dy7gUqWOmCqDJ0VLj00CQNRJgfX7K8w9/TLjziMftHRZ3T3j9vW/y8LW3WX/6CTEO/Bf/+X/OP//n/4zf+q3f+bnf559kfG3ggDhT5pxin3H3K5tlLn4/sgu4dqH+3kMx1rBNWdbd66NrIVOG1xaRk5H+bwGWOCV4LQbLREpGp1EL6jcm2kbqnKmTqtUulX454wO727rsVe8AUgE9xjIKJWc3KU2DbQrjdToXcHEowbdAM0NSmNBtqWqj0RQjW1VS6qYcw2CZMs0Z53Jpy1eqs9RYFLuNZYRSdO+cd8Hsrc1ZmFgQozUaNQMs5v0qrtoty2fOtoILwskbR7z5y/dp73j6IdPUh/jZEe3yMbPlPVa55pObgQ+frbjeKHFowbUINRAQ16PiyEW4byx7mK6m1LWp7q7ojxuyd9l/1OdHu6N7s/kFcEAnqOpW0P0FkEK+IiYfwYSyZvZpcGraaLgqgFqZAc7WQJ/W9JoZzi9NRA/rJX1yt+FgfsKWnrjo+I2/89fp45brZy+5Pr8xkGDPOfi5DkcBBqBdzHn46DHvvPctmuaAj5884+lnT7m+vGLoEmhlNaXOF3GZMbDV2+BALmiBRhO6Cp6Dg4aDgwVVCcCETNc7a72ZFJUEzjoRhGC15EkSXRqonAF249raCXM5Cz18mJ5nspDIBQDMSC6ttyqrmZ9hDIVh26M50cdESkY3zNkqSUMlVI3iapgfNBzfaalbRfOW1XrLenPBtr+mjx0xKa3u9h1TVqgMmPCO4Oa0/oC6Fq6uLujimma+5GB2wObigu3V5c8NIHDA24cLTkKNiNJ3HVfPX7BC6O+uGVJiNltSiduBcwqiGZ9MwyPFRO4G4mZL7iwDH4ciiCoOHYVhFRSP8x58ILgKH2pCVVM1DaFqaOqWg6MT5vMDqrrBVwYcmA9ZnivnaJoZKuMeN4q2KlKcQM1K1dbkNDD0VjKy7Tas19es1zesb1aEVU3SSNd3bLZrtp2VHsQuoTKqe4OmTHDGXAje47FMd1WbbXQ4egbirCXqkqgmozipaQ+ObRoI6HTOo1p81kzXb0GcOaBVoO876joUxlFG4l7p1S/oULSITwpHoeYf/cqv8e03HhK7yM3liu35ZWmftyNZZ8CUIqAnM8fTFGp7RcVcPefXkcvf/ZghbnlQfZODxQH/+ge/zw8/+n1krizuLrh8flOYvL+48/PzHilHUtoaTdc5sviStMFKs8VKokbgXQsgL64A86LgsnUm0DCB5caMMjpwIpLUauRlGXjtm3f5zn+04L3XhZMK5gO0GWbRdA+Sg6gmOeOA4Hdb/1iO6jBmbyEbkJLhyTmDlFKjGI2p54pWR44ZjYok04MZ+kSKVsO/6ROxz3TrnrMXFzz7/IzTF5e8vNhwdTPQDZmUO/p+S41nWc/oEWYKPRWdevoUyUGIhd1jmXCmDDiwS1YVhusY+NubpSSu2BuLcWVirSoZV7SPsoBLBmITrQwke+uQ1Q09Qxe+dFm/6pfsgwSqymJ5yJ2Hj5gfHHHnwQNO7tzj8PCQq8srfvM3f5Pf/Z3f4+b6piRsMFBC3KT+v/OKKfu9+dFTGfHklu77+Pt+6Lh+gKIx0LYts1lLCG7KHRibVcZGGbtyjXH9jddV6vxtt7fXRZgSgiJi7YgL0OCctb7O2VgExkI23SHnhOScuR+V4odIH5PVoBdJioytNy1+y+iJa7byOEM8dvMdQrD9LTuqasZQD/heipbFz39fqipP1XrmBy1+1vLWu+/xG7/yK7xR1Zz//vfZfvYp7uwFd/s1XpWgoXTLGCw+cB4VTxTHdXBcVg3rfMRlesDT+IhPq4c8rR5w7U645Iitq4lqmh1es5XzJcxHw/wlnJK9gTCplAOZnokg2ZdYQCdbSMq4aOprEgBvvpIbk6BmZXDZU6vise+rCl024CZlZSsVl35JU7VcdMKlbrnRngcD3CFzx8ExmTpHquBoJVNXQoiBTdTCdMi4GKi2HfH0gtPf/yHCknvv/Sq/9O43eP+73+NiE+lWl7z92pv863qBd958yj/j8bWBA6Fqqdr5rcB/zNTkvBeyjlF/2R/GHqRGHpcvcW127IFx47SXd5/KatkEe9O2haRKzNAUNClrocHmZIunUJbNEc/Txm5gud8LJvN0jlP5VDkba49XRGoKUrrfUz5rnq4lp4RoLNcopGxZRQNMHCG2ZBWyeJy3vIl3EIryryviHBTjN0IqIhacj8N9ycY70bPL2Vu21DZMtCjoA5p3r+fyoH1xjBMzQuAg6nDOk33i/ltHzE9qE8ypW9z8mHb5kHr5gA0LPju/4dPzLWc3SkwtMEdocHi8CiJVAXBGJNpAC+dkOh0FVL+4Ur5wjvtDR3zplXKE8RujmNKESmm5h6+uxvEzygjV7//a7a4ae++MGg6G5tgH8h7A4Qrq7oNZ/JHhUnlEayQJSk+fe55driGfkVQJ7i6zZsFy/ogYhXtvbfjb/9O/z7MffsQ/+2//v3RXXSmL+fki01IJU5mF87zzzjd5/MY7VM0Bz1+c89EHn7JZrckxm6eTinClE/t3voUE2h8jCi82Z74JLOYNR0cHHBxYxwFxzhSAGaC0ofKhItQVoals6gWGFEkxQhZ8CATvDXzREQoq3UHSUDavzOSZjGcktk5c2a1c7YuxG2jaijYmtDdgwEfLmKsD5xLOZ8RvAMfQKSkncu7IuSsBfdkDE8ReSSGTY6bvMjE6oCKEGVW1JA8RqHGuJ+bIctbAsiFtA8P252N0PNDkyKywoELl8dKSUQbNXF5d0W17GldRY7R+EWsk6LLi1eZyrGpKMRH7SKd9mWIx1qkLeB9om5qqmeGqGle3VHVbOgW0VM2MpplxfHyPejbH+UAVarw3cdgU8wTM+mDHM+A477JrWvhgmnF1ZXWNg7EJ+n7LcnPAen3N1dUV4apGBdbbDdXNDdVmzbq7JsZowqUpMcRIFQPDZktXnMwUE22MVLMGV5dMFY4mNCxbC4bG7SWLoNsN0ltJShz3l7IVlUYHqIsTmJAxUbJyQV9hP38Rh53zop7x7eNH3K8c26sNrvJoUbhvjESMxzQ3ezI9mbqABgB1gZQXBGpVuEpcfHrB8x98iiwesvZrJFT0uuXtbzzmB1cf0G36P8Z2/Ps7LPixTgGmquTJhaavzpg7QOmONNLkrQOBy7tIUMQCf3wJBsWCn5QFCQXQjxFCRmZKddfDHSEtIAqkYMF9zFLYQgYOZC2tlGHEzRl/dArEsNL2RqAvbo+/bWan0tKcPSlB5YrtjyDJPlO0p8mD0q/vcXMZefl84Nmzaz7//JLPPnvJp5+94OXZJdLbNdVBqKpA7zNXgyNG2+PEWd19LiCom9wtA/c8mGBdOce0HycjCCPz0+jUBubnSYxaCtCqRaE/SS5tri0h01Q1/cuXXypy92VJganULtTce+0NmsWSZj5nvjzg5M4drm9WPPn4Cb/7e9/n9Pwc573treWepGQlrlOHA7T4oGUPn9gnoy+685Wm6/ZiN3QEf5wx9+qqoqprQqgIlUz+7QTqjmACTHR+cmGzjPufjJoQ9trE1hyziqOQOcbEHcEb2LVxdAXwHZld0zFUGEjTmh+7ImUK0xCduhtp0aooUhTmTsQI3pIaLiWa0CJz2G5WkH6++jFNW/PGm4+oaojDmm9999v8/b/5t/ilO0dc/va/Rp7+CH/xgmpY0RrKQxAx+6mKk0h2SnKZQStu3IwbucO5e8zz8KYxBuSIM+7ScUCf/cQIEqUI/qqViY2gtwOcdSIaRde9rwwwy0XrTdQcKaxUUyTjxNgYUubejZpUIiTGbkUVWTMuCUmSsV2CoFJRJyERWTkl18K5VFxlz0064TRe8GD7jEdc8ig4XnOeUPUMsiYPvXVDqQTRbNZIt/gopPNz1vHHnCeY+Rn33/w2f+uv/VX6buDf/qt/wf/p//hPuOm23H14jzgkzs/Oypr5sxlfa1mBTDDfGD9pydKP+fddsLq/V5g4yfjmeCx7Z/9Fkd3GMB0Le4hjVjSqtQ8pAjEpC0OCKoF3gooHV5GlI6szCgtWQyTqQQUv2SR8i76JIeIF1CjxAnvnMAaKI+q7a7EoCKn02xV2iqnm9MSYSxBuRiHGVEKUYNTi0FAF669eVc7KCUqLRmXUTviSjX+cz9FAjcGNc5OFtUC41PJPHwQYFV4BJ19Rxqx7f9jmLxoQdRw8aqjvArVS+ZamOaQ5uEt78JitHPLJ80uefHbJy84zsAA3R9wMxLQGrIjI2BPTarFoswACty/5y6CL3aujQdi7vrxbUV9KwfvC9b7CaoGdEd/7vp3bWKIhZd2PKsUF9JLxXIqTNWo8Fe9KSp2aGaLE2O/dUGeHUiGupiLTbVe8uFgTRGi90FR3uHd/wcHiHpvVGWFRUx3NIJS+0eJhHyD4irXz045QBebHM9abNVlhdrDkzTff4ej4Hp89PeWzTz5js9qQ+2jWoGhqmJLfuDkWR2IEt0YaRREacm3F8eHSgIHDBVVd6i5FIQpRM1Gz9exuAr4OSDDFd6HgEapEjYZca8IHX5wJLTWjWG/kck5uv64w2LZAuYVm8BRcJknEN8JCatxmQAZFqookiewTWQZq76h8IrgBB6TU0Q9rhr4j9j2UbcepWK17lxg6WF1Htms1Pf86MEgiarJ69hTQtOLmZg0polWy0sXRIv8MhgC1CN5cQO4cHTObt1xd33C9XU/OT98NSBLE2dpVbwBMaToGKZnznJK1c4x7QHHZhxze2gJWNfPlktnygKqdU7Vz6nZGVTc0szlVM6OqZxwcnVA1M3AGTjoJ5KzEGI2ebBLqJkBVSlCcs9aVOgqsqeKCI2XrjWynOhD7jsVmwfxoweJqAU7YbrdcXV1yc33N1XXNdrMBMi4YlVmj0q17cq/ELrJtVnTzGdV8TjVrCW1ThGkds7o1p0cUX3l8XeGvr7lZr+hyZshW+jKoWs9wl3E+TK35ck6lZM34JVY7m39Wt/3nOoyh44g5Uq3WPPvgD2mkZXtlrIyaUWJylBoxyH1bKuO3ZBocFY4ZvhCNGmJWLp9vuPJPqA4S93/1Dm8/epN5tSDmyMnigA/+8GM+/+TlJPb7H8o4PDjiP/lb/zFNVbPNkazCoGICfxjDUoyCaaWfJXNHVrITvJadUBWimwRcUZACVmkpizSvPUGIZJ9IdWaoYBAYFLpi/8bALI2VZZTtf+/WjHZ0xAzGeuKSSJ7Cz4lNmkHy1EHWAgJne2tVwSjr4zBtGlSY5cB8Gzh63PDwZsm7Fw948fljPvzRJ/z4Rx/z4tk15xcdm2FAtMLpQHQ1WxfYqvlmIzA+BoVSGKBT3Dm+R8lhISVo1JLsKXpneQy0i10sDqflvRzZe3LsUfHUzuNEqRB+/Fu/RbfZ/ISrwU7Ie8emH6AaWBwauLrdbtle9Tx78YIUFe+tY0TOQswWduWijRVKAsMSSXmX+Ci/MOk48UVz5JAiXClFY6CirmuapqZpG7yzxWXfK8C9FF/dFkIBpqS0qJZdYkyZyn2dd3vM2NEXs8WiubBw2flu4rGk1Hh9zlgFmjOohVMuCoMTROLUZSbl/Xkwl0vL9xX706npMgSUzlv7v0pr6llDHKzt6n6i72c5ZvOad99/m4ev3WW7veHdd9/if/QP/j5/4y/+JU5/+1/x7NMPaTcvCfGSpoJldciQe4g9omaXXRBSgF6UQVquOeKZ3uPU3+dJ84iLcMhGWjZSk7JHXcZlijhz0VkrjD4YS7PLfFE6BxWwTA2yLEtVMSuAvecy2RvQMIJThd7EDojyZKfGQiYZ+8Zby01rdVwjCUQjMXmSHHBZO0QfsN2es+pmbLrPycHj5p5j6ahlIIzQgyTzByUjsTegQDwSIzdxzSeSefPogHfefpv/6K/8Bfrhit/+/62I18qjw0d0246riwvifwjggGX1xyCuIH4TQrcfzosFB2XT2I/lxoz8SO++9b6OziQWEIzB+O5tC7TzrnbeeY86j1KRxFldNyBpKB5+BIriN0bRT1lLUGA3LZRNZAzGJTMhpnZOdl0iSsGId4DBBBbYw5ELYGAB/jhrBXlURTGKn+RIkArvjaPdV54hZVy8vf6tdqxsn+PcwNRr1uZqfHW0pBbd7NrtSKkwUHtQ2WWg9uf31r2W0Q64aR5CKzx+7x6Hdxc4H2jbBdX8gLC4w9of8PS058mnN5xeDXQuQNMQfIuTGkeYLLk56OMDvst3jyy1P3oR7p3vXqbjj/rYHzvky2ZBvvAZdDxnLYH+/g+prctcriblHTAwImmjXSuq0ZpKi03JjICTU0fOAc2em9jz4vyGymWCU5wcMz8Ujg7u0adL2vkBdx+9xrmesr66JI/KzH+ii//Jhoq1fqualuXhMY9ff5PF4pjTl+c8e3bKzfWaHB2kqnh0OyNemkbvxYh7rkR5nFyoODo54vj4kOVyTqgLzcxZ72d1gLegWgV85QlNwHk3GXbvhKqqzCHQTN8nJHtCGEXf7BzEYToXo0M6ZhqECRDKahogKfXEbkvXbQz0cA5XCQGryUwCSSJV5ahrT9M4msbjfKIfOvruhn4bGQaKOCVlD3JsN5luneg2ifVNpJIKzVtiNKZP3dZWrzsMpDwQqsDy3hGxi2yuNqRV/zMBCGZ1xS+/8TpLgQMP1FZvGKqaqh/wKZOSOQHegSuOvSH/CRUzzJoUHTKpS7a2MzgCVSntMMcsULctzaxleXzI4uiEZn5AM1/QzOY07Yy6nhHqBl81zBaH+Nrq8LUA0yla728LVuy4WlW4KhCCp6qNLhowNldO2daORtyYqVOr/49xyVF/zGq1wjvP0HdcXpxzcX7O+fmC6+tL0tATk+nCkJS47Rh0y2a1wteedjajPtjQLuY0i7kBFU1NaDyz0JCbDIUxlovj7ePApu/ohgGXEoNmC8aSteQVJ8ZE8waGJI0E8eTsf6ag389vFDsaHJtjIW0dQ1QuXl6Qt5GqsAMCwlAyTR6rZ+8Kg8D6SVgtsQeWJGo8rvd8+uScZ92aevsmv/Hr7zC8/To/7J+wCC9w6Q5D1/P080sczmpX/wMY947u8T/7z/4npLPA2dOn1nYuOwMkEYTK9tPkLODLIN5shuioUagTXj8KSyeFjCOmWIIbQV1fGFGRLJFekinD+1IqkAy/lJLCn0Q4sYDPTQJvUvyiUV/IWAEU32dkCBRyoR1BSkfcZM6vKrhYwAGBqsyHOusoO+Y4NIAcCL6Fk+PA0cND7j3+Bq+9vuSjHz7lwx+94NnpmuubgfVgYF1uFvQx06VoWrneT/ZrnLex5IgRXBmBAgQXzPcrvRXtdbW0QEZvVXWaybSa7aQGBCYUKk8MgqQtP7n6vVC3M45O7uJDRdM0HCwXOHE8f/qcpy+ec3p6TkqZpmpNGDZFq78fUZxsz+XuXrji7zLdr1yuc/ero4e/f1323VAFqqYm1LX5yoKB75OPXY6w57/YVO88abCElhaqsiXACkr0BbdnZDzsrS2kiIUXdqlaibLPtqaMnu4NQIi2Fp0TA2qTgjpiNMr6CJSIG30bA1SSggw90tRIaIgy4PstrQuoBHr92bMHRITXX3/Eaw/v4Svh3r3H/P2/8/f423/j7xGuLjj//g/wpy849olUAxkCykxq+iGTFCoyQXo6D70syL5i60940Tzmk/CAz+tD1v6ARGN5HdcD9U7wHAOFVY1Zk5OpybiRKqRmu1wJcHJWtDyteepqYZ2NDMy0feOWtpqMbHXMP6Q8J15KDkoNkCfjcXQFYNLoUHGsZUZwidTO2OYDYjqlykqboVZoHEgQsrdudVTmi7moVv6Qe0JW8s2Wq48Hnv/4ISffqXn/3QcMm+8R11f8/vf/kOcvzgg5c7g44Pzq4kvZPV/H+NrAgcXBQwSPlNZxIySQp0zl+Mm8qx2ZAq+y48gOLdwnSO4mT9kdaAcwTD1ay1eciDEIvGWTVAK2rAwdl6oheFOUFU2k3oFGsiayDiQdTRUMWgTjSgBn9JoxaN2di+4v1P2hIxku4aT0BlYPzl4fe1nnIgbkwyhUVXpsF9Eso4xZP9cxlsolFW5Bn83a9NdpQsa52aknjFP7RYBg/Pi4hY/fFaZUd0FfR18ha6Q5aHn9Ww84fnCAqNC2S5rFIdTHrFPL85stT591XFwrWed4v0SlQahxeUQK2UVfNiG3DMt0Hrr3ObdnDMdr0T2LWiz/bar/V48S2tv/7+D+L/6G3Kbvjmt5et3pbm3v3xDJr1yR0TdtLxs/b8GCXWK2GqzyK1KeEXEVENkMwunlliqcU9fCa25GM285OXxA/WbN8h8e8tmPPuSf/Xf/r10LlSlb+zMaAplE12eaqubR47d4/9u/wvnlDR9++DnPn5/R93lXOjCCKNMmTgEBRlqOWgoluFLj42gWM47vnbBYzHBeSJIJvkyuE3xTM2NBFoiD0cdGVlAaWyK6AvQ5T8xCjLGIX9oJiCu1lArqTLw0Y72nxY1rZwQJBTIMKdF1HUO07gnBOcQLdaiog3U5GTRbnV8FjQ84sgWQQ2cMgaijziIkc8JzbzV3MWKAR6f09KS8oa8SwZtgUx0aSgsL8FZSIZUQ5hW5S+iQuLVQf4rRIJw44cg5vEDXd3T9gAdTys6x0AIzYTCGgXcgqQQSWa1jwZBJQyTHXGQRXBEYFBOMCh5f19SzlmbRcHjvHofH9wwYWCwNGKgaqqbFB1P897MlhKosQm91oznhNFkLNFXre13XhMoUsKvKWl5KLqKEMRUnM+KT6dcEJ3hvO0HWyND1OLE2jcvDJbODJc28pT2r2azWbDdrYtfRbbYM246h7+2Y3jHMe9qxSwJKVdXUAkhluhW+QhtztPsUGYZI6AM5J/p+MF0EzcScSDnjq9EJVoYhWTmXKOSIRv/T3+ivcUhQXMr0h8rvfKfjnU/v03/wglXfmz02CJ0CpVswigVNCWWLUpNpSMxwpSgt0pA4JqO5YvNiw80PnvL40SNO3n5A1Gs+Xn2fZp44fNDw8kKImz8PQMrPaChUVAba+xowcD8nLUgeRpEWmWygljoDzRSnmilBPGbwx3+PdjZHUD8C/Io6pZdkGdbCRswlcsxuOjV0LEnLO5/QWszpFGDY18T8zDG9Mvoy+y5mKXdIanam4AkMBTCQct6IkkrsiBfTNHBQ17CYCW8cNxw/eJP7j044OTnmRz98xscfv+D85Yo2Q6g9Kyq6OLDNApgoahK/192hjOK0vRogSxFgHT0Z70ZfLFhgjM29y2pCiCOCLYJ6h/MNoRb68CrH8atHVdccHJ2wWB5SzeYcHR3RNA3r1YoXz59zdnHBZt3R9+Z7DtFarpJHbS4rAzCPsGgtsBcIj3/PJcgbERgZfUnd8z3Hm2jnn3JGh1EHaOfrWjlfcf2kJNVKDK45T58pptmAARnBih3+olps+HQDZPIn1fmy/i3OmGITsQOIE3xwiFi5QXBiXYkSDCiq3hJ9KZfuDeyRRe18cwYVIWyF3AjiHUmUN/yC89bxbGtlY3te8d746Yz5bDFneXyEbwKzwyV/9a/+Nf7Bf/KfstDMH/zzf8r6R9/naFjhtUPbiiFmYr8hB4evBuqcqTThsjEBg7S4MEeqAzQcsq0PWDULEhUSvfWYcdk6Qk3i9Lrnv+9uu+ahLA1funtpYSAysUrF7YNnt2fD8KHR96fofZToSLXsK5bwNZZ4id+csaZELQGbSAxOWDkg2N7Yq0NiwocBYcBpxGqTwDvz5bJiwq4IOTt8SjTAsLrm5Y9+C5kd8OD93+AvfOeb+O2W/mrNcLXlar3iwfEdvHOcXpz9mQAEXxs4ULeLydEuUaM52uMHysMoU8TEK8vfkKTd24V2svf+7WLxsiGJTJm/MZ7L2dpfGW+k9MaMFiCjmeBr8JbdcymWBzchmpHcgcaiOg05DrbHjD3W87DbdFKa4mhTqNUJcdxd7L7V0hHuLMjmPrxg/+eKEIo9OEYxH6lqWXfAStaxx2qZu3KgKQmq7lbwP439uHD/XGFifIzHu4XYOgy1Uy0nWu6AON589zVee+8eWiWcX5CqY7rqLugR56uKT09XXFwlYq7wYU7wludRSsYvwa0fFIoeAhOqO22LwrSZG4r4Clrubj9kf5pnbgr6b02uTue1w2C+JNgeM+KUD8roVd0+5kgju53V30dqRrGbXMgQhepXQcyRm2HL6eWG9vkFbaPcCzXz9oSwDBy9dwy9cHTyO2zWTxiN8v4l/alHSZb4qubNt97j7Xe+Sc6eH/7wY54/P2W72qLZUxb3DhCYnmfdzcsIXPjy3+hoVB7XeghWN+5Q696QMzFZcOd8wAfTqxDv6AcLyHLKk6Jt5aupfMC5girncp8ykDMSmiJsY/uLc4InoGOJkJiCce4SabDaW1/V9lnvadRRNbNyf3q2Ucia0CESuwGtpagegybBZcu+pWTTo8nTR2vDOPTKMCgMDpy330s91A6t6+kWOLGddBh6AylbqA5q+rPNbr/5KYegNCi1ZiNHJMiSicnosKGqYMhUKePVEXCELGaMVa1bRMqWpY8DOVnAK94RQqCua3zb4OuaqjGKZbNYcO/B6xyeHBPaBc2sJcxmBgpUDa4qe0ddg7fSKxODxfbLnIypAPiSkTKAprJaQREkRROwjJFIYuyvN3a3qYKn9h7vhRyN7tmt15Zd9YpqRDABQjSzidaSqus6uu221OQ6dEh2/0sWqQ89QxwIsxbXNjgvVD7QNDULnTEM5nxshwonW6unzbEIY5qV3JV8FfBrtLP5izXHv5AjKUjmzdkxf/FHd5lVC/pwTp+MOzdgOSMl02P6Cy2wwFGVkGtkFBgBW6cyhAXQMIe04MnTTPOjK+4c3Of9h4/45O3X+eFnn/FO+5CL6w1PP7iygCL9rDbDX9yRo7Jed8yGBXEAS0xURc0bjL1StIdGvn7xAwTbn8wk62TaJoaiM3Ewo3oLyY2lCoI4JVkaYycCvRebIWO3ePPHdCx/VLHnrFjanSsiu2BrfFUsObNPY0cseDV91NJCM5dSBgy8zE6Nqecd+FLIF4SUTMRsGYRFEB77A9qm5uBwxtHc88EffsrL8wHouVsrMVtJZJ8LuCHKXh3E5O2O03XLW9BdkmkSJlbruKMqxqgQY1nl/c4QYzLCeYKH3t066lcOcZ5QtzhfoTgODw6ZzWasblZcXFxyeXlFtx2slV8fiSnuZeLNcdCczW9zu/p8L1baZfezePM5TcxaCng0RurT2aoxuGKMSD9qLeSJJeK9JwSHw5keibUfQJ0rAMxOf2FMchlQtJdoKHFFSqW1cDmuddmaIIApqWAaD8VXGs93nHbcBFx4sXK/VJgu9iwVHbHxwSlM47HtpzroS6tjFyOVd/hqxqCZO3nJ5hC2mw2bfvsFs23T/yez58ujA775nV/i4Rv3SC7z6J1v8vf+43/Ew7uPePmb/x9Ov/9v8KtTqrRCtUdcoGk9kEm6woUer4kqWqI1UTO4hgMJ3FPPlTpWKtzkzI0LZK2NUeyMxSlpus3Ff5cJL7BYJkwIihTdqSzmOzi+fE3vB9JfNhMyxVkZNOFTKdPxO5sRNeOzQhYTRMUYDQOKix3LeM2xbjih4w6ZQ8nUqqQuGfMpGJCUYnl6neBUjI2qNW0Urj7/hNPq37I4OOTOu+/z67/8DdYvXhKvN3zw0TNc3uCPPd4pz8/Ov6Bv9vMeX6PmwEj5GaPl8W9FtGTMTssuAL01vpDR3AuUxgBQX3lr7x+7AK2AEoNtTjEZvdR7KUZJqUcHkYwXh68alISQccnhJBO8w4ugw2CUzgI356EvcUxCJEJOTGUGOTLWnhndP4H66fp0MmgZGFHK/csoRrK0WdtdZWQ1iQABAABJREFUm6GWLhfalE6XuvuHUhKvrjiL+x9ib5PeM6Tc+khBV0dDtf/2ZN5scyxExKSJ9rDi8M6Mtq7pgxDae9Tt6wzhgFVf8/lFx/mN0qeqtI+xrgSoN52HPTaAyg6U2L/7t5eFu7WhWza6BNhftpn8MfjIl41bwf5ULlAONgE+45x86c994TUpweat978ki7+vJjwBCcaxA8bKK/B1ICVPlxJXXeTZ6crq2sMJs9dOOJgfkljz7W8fUlPxf/iv/rdsV9fstzX6U49pWoSTk7t84xu/xNHhCR9+9ITTZ8/ot4XaPoFoZnTsHlIAk8SExI3rWbDXveKaisXRgrZtrf0bQk7Kerul70ugFSrAkaJ1CIgxcb1akVJEinieQ2jrlqoy2qIPgVRo+aYxEOx1emPwjMBj0QpRhWFI5FG4bhgQhbpZ4GrFieKdxztH1QTEJ4YkSJdZdz3DsCX2nn6rDHFr2geYCI+pJQPiCDTEWJE10PdKHgAtWg0xWd9xD3GIOGfqwSKZ0toA9RnxGdeIiT6lEUD76e65ApucqZwSspA2EYIrAlUGWPrgqLWydk1ll8hDNqrxYH3M+6E3qj+JCk/T1MxmcxaLBc3REjdrmFUt9XxGvVxwcv8BB8cn+KYhNC2+aXGhMjCgKKyn4MlShLKy0TYVj2bjCzsn+Kp8p/JoU5EL0YAspB6i012bQxQV60ajwUPtEe+pkifFiB/s3jZtw3wxJ263DF3PZr02MCcrfUxsUm8iSTjyJqNecE0wRpurGGaRxloyW8/pEKhdYFbXdPMZiUzTdVTe05XgdcQOTWdxt/fs31UZPbFf8KEK7965z//iu3+ZNxeHdFdr1i/X+M6c+C3ZBIax6wvAjMwDWdPiudGZgWEoGxKKo8VR46jwCAEhkG8ym3/5jItPB+7/9Yf8w1/9S3zn9S1/+PxjDmcHfPD4gg9/+Dmnzy7+TIWhvo6hIqUu2qEEUtFkYmRLmTFl1EZSMQquOAt4Rwz3y0yHCGgluOwgObKvUDWnPzuPenbggJS4dhRwQUZOIiNgrJNuATvQeAycR1GBkloq+WSmuJPyG5qMLSp2rEQJ7nQsDTXdBFN9FtNAyJZ0wQu9wHWGykNzIjwMDbPZYw7mrZU2/OgZ3XniMDlSE4idI0VXdHXH6MdKXd0YCO3nuhhtvUWko2foZJwL+17OilfrIGFAoZ27iAMPofKEUMSx/xjHJviG5dEx+MqEGuuGpm2t/vn6huurFUOfiYMaYy2PvohDTWLe1P3Hjad0ZalDIPhQklaWOY85TsCd3b6dJoNd667EUkQY+oGcM3EYip0AH6wUMGfTr/Fq7IkRzxmXjBv97wJe5LwL1lNOUyeAnFKJBRwhGKXdj+KD5dxeBaOkPBamBVnupfrik5vwbkpmc7VzqBSAvrAHtLBXGJNqZd1FDIByKngXeFEPhCGCVNQh0w29xQFfWC9/svH4rcc8fvMhhMydOw/523/97/Ctd75L/vgPuPyt36Y+e46LK4QBT8UwWHKlaRr67gqfN1jToBmeikZrA2b8wEF4ySMf6GTDisjLbEDB1s/ABbw6VAa7J5Mo5Hgtdj1OZOogM7KvrfxGvtRl0fHLu0n5kvfHm2b1RaZTUJK/YiDoUNAekYC6yny+nJjlLYfrKx6uT3k9XfHQbbjnOhaltbAmhxNv+j/qSaX014tY54RUkQaHSKQOke7zH/Lid2e0tXL/4bv8xve+zc3ZDd11Tz7NVOLoZ0teyMWXb64/x/H1gAMTglz8rlJPsrMEJbbZC7q+mrYtyGQVYLfl28MlY4A2WYG9wLc83FocQ6PxKFn7SZhMBNpYWh6KUcnqIHZsEZy3GMZVpkQuVVMQQyGlAfXWMibnBEMPhX5KafFiPbQTSCLngl5iiF/eA05QjBkghpRJQZYVLYlxO64r9L3pazrG0rsAdWqvp1iggJserN3DZPNm3RfkFYDB/qKSSxBLMVjlXpVzGQ+DKJKFw6OGd375NR6+eYx6R13Pmc8ewPI1LpLj+fWas+vINtYQalz24BoQc+Py7qft97MrYMDYx7j8utj838rEF7T4FpD6ZRl82a2kn+WQyaDsYnzZvXkLPJimTcp5K7dR6ltf1lcJMmX4sj6yqUo7T68QYsM6gawi1fMti1nHomk4mlfU4YDl3Xt0b3bcufeQzzcr8pQC0j89UKDYHlzV3L//mMOjE1Y3N5w9e04eIiMbbCpn8SXjUYyBQfCeqXuDasl+ZkgJqTzLgwWLxWICFKMm+n7Dan1jlPWYiIOBAuI8Qmaz3bDeblHNhBDMQYiJoRtYLJc0dWNiedkC2JiMvDyxg7wvfZuZFIjjEOm7nmEY6PsBcqRyjlA11FXJbogpe/sK1GVUE1msQ0rKib63CYs5kT2oGxkJnqwDOXo8gRQDcXAMgy+6jCMg5SyoHRK9j9S16byYVSr5mqwgCa0y0oCu/3QGZ6wPJILLCRkykh0qpnoY8HggYI6jT+CyWD/xfqDvO7qhp9ehuISmRlzVM2bLQxZHRyzuHFHP58zbGdVsTnUwZ7Y8YHZ0F2lqfFVb+UChfUJRoHZ+F0h4b6/nBM7jS4cLKo8GT/KOUdrEPEorw8gl+yWldzgCgyiSo0moS4FTczbHNJiadj1rqWczmnpFCGHax7TgNBamZ8g9butw156cbJ37vqGOET/0tAcLmsUM5wO1z8zrxhwNHLGwhUyntWcoGbypUm18Bse9wyuuFfIvMF2+WFoenhzy7bffRG6uuLneEq8i815JOFIJ+keAwOFIRGq54kHtWQ5bXqYZKxZkYFbAgWMCSzyezAk9WeFqlek/eMFVc8Px/e+wfP9NhsOBl8eXNN854up6w8XZNUM/Gsxf3Ln70wwVwYeKyre4umVA2MZMKuCAqa1TbIKVbmkpdVRxkxjrrWOWLXxKHjhBxOPESjuM5WIZ34wQswkS6t53JQu4LwHOJydp346WwE3NDkpJTZYixwLmjr4CjJZnPNmJFTmCBGO2fXxgi3OlTuhVSdG4rFUj1E44dgFxd9nErdmhH74knXWIJjrX0GnDQMlTF99lFB8cuyEpOs3jKKY2ikOP5xp8nsyhd3KrkY/u/c2JBc9VLYS9bghfNUI9Y748JCYDx+ezOSlGrjZrVtdrun5gGNIE5uroI4y+d2G1WimJEoKnqRqauiYE84tTisbaG4waPxYKT8zIcT6mK9Zdy++ciTKWIoOLjhgzMSaq4PHeTwKDwVunIl/Wp3djctJWUkpWhjXEgRiTMddGoWHv8MFZ16IQCM5bi8i873vLBNZYFrwATXsUGC331SUlOCXoroWjSCQm+2hOe6UM2Y5ljBJL9iXAOU8MikuOHBRftQzdlikx+lOMg+MlJ/ePcVWmdvBr3/kV/tqv/2XCZsvF7/w7hic/pl2dw7DFJZBc4XJFzJHGBVSNfeNDIOQGn2pydlQ6EHSFZCWkFUFXgPCHwZN8ZB0A31prkvExLuc03vlJZ218BszQTv7wV67lr9if9/1YGYH+XB5sX1pRqxLESnNUClAjAQ/MUsdRvOFefsk76Zx33Zq3XeSxh1nuyUPPkKzYLeDwuSqCrZiukmRjE6q1SEUH6lrJVxdc/PB3Ca0n+Ir7Dx7z67/xXV6cXXLZbRjW15DHkrmvd3wt4MDB0WuEelZ2M0WJ5lCyq4Ec601evbX79LAvVk3tAwNl0chu4Sh2TPtEaTlYvDSj6ZZ2PMl6lKsaEp5yAQJEqCthKLWmzrnCKjBar/NC1ThcMOGK2G/JVQ1qNFnnRwEogSLIY2mohMaunBPTNUxiGuVfpj+gRajQaDTOhaLm6Rhypo9Wz2s1+DoFlXbh40a0Cy5HTHac3Wkmx6C/IOmT3d0DAVCZfkP2DPN0KygBrTM668M3D3njG3dwM/CuZqiXuPaEy+R5erbi5dmam3Um4wm+xVcBU3z1e8jgqCRUvI8iKjmd/rhudvb+9vvT/P5k4yf5pEzHHt2R21+c1t+4ueluO3PjalZ2zsf+PE6R/yt/jg5DAYmMSbG7TtGp8N0AAjW6umV+HJKEi5vI6emW49mMNgfmB3OCznn/m9/jv/wv/1f81//V/4bPPv0hOQ9YCYkUyttPaYAEXFVxdOce773/bVQ9f/CD3+fDDz4iqhATRtmdRABGkKp8fwQFJgQlFXkOW9uzpuH46JDZrMERGbqBvu9Zra7ZrlcEXxVHM1FVLaEyJyXEHh88fW9U7xyTlQLkTNVV1FWNAJX3pAIexBRx6vDOVBAnMTuMjrjtOrabDTGZoxG8Iex4Z10RvAWZiBLzAGrOiRECAs43xDQwbEo3Di9IZY5Q7jNDUmLODH1vhKPUELtkyuGlk4o1u7bse7cF5wJNPdIcA04rRJQhqdWISqnX/RPGOw44qhtaEY5FaLpITYBsLA9N4/rxE+kjUJJwBDTnoroNQ8x0moll/wsYrbU+OKA5OqI9OaY9OWG2XLKYz6nnc6r5nGaxpDo6RnxAfUD9jjVl2U+ICFFsHy2dMS3nLGN5lrUuAsusRbW+xAhoTEbXMG0joghOxyxk0UtOqTAJiuPpAlJV1G1L2/f0i452vaC5viH4ljrMaGcDfUxsdYNi2e3Ub+nPM/XNQPJKFSr8YkVYtsy7I5b5iNnhkta3+MbThxoRIcbB1pBA7oQ8bOz62ZmdCVOj7NneOpP8og7Fs6wCh/Ml/49/8y/5C8s7hG1mK4D3hGxdVXqUGjBNlsTAAHLFbCa0vmG7uuKC+6xYMuCIGKvI9AdMcHJBRMnEwXH+4+c8/1eReco8vHtA1QWefPQBDx/e4dmTUy7OrnYgXNn7/30aQgJXE7E2zb5qSd7ark5aFSJTKajLUrphTND2Vx9cLeMuySHBMqrivJXSYNpPtzDh8hzL6BC+amB1BN6l9K0v4C/2XRMi27kMY6A8/jnif6O/WJykW1egsqcrVB4oUSV4S0ClDDFnkng0Ck2CqobFfcdb6QEaE6nLuP6M52c9PbB1nnX0bFCSE7LHhB/HNsmTv1LOYT+gGW27mrh1uR1TvkOKPbLn3fb24BxtCNRB9lqafvkIoeXg8JDgKxBo53N88Gy2W9brNV3f03cDfYz00XS3puRBQXOM0eqm8/XeU9cmaFiFCtVMHAyktQ5gBQxSay0+Jgomb17s+UaVHE1Pa/JvBTLJShiSknzCewMncEJVWtR6H6gKMGKlI+Z/pZzph4Gh701fKOcpSHfe4ZLDJ3sth0DIYl2AnDM9Gx/KXBegwBl7Y/SLxVnnBANNwAelyoGxtMV6hSYTx9QxSWgBsQlTl04IWG4bUbK3DizqYeYcLjv6tDUm3J9wHBwt+O6vfZfX3nlMP6w5uXuPv/obf5HHJ8dc/ut/wef/7jfhxVPafgMFPBEc0VUEddQxUcsBgzjIjlQYdY1z1HKDVUlcMI8zFqKILOiYEV0gRmO0RndAJJJK8kJEiOKpklH4o5R9o6zlcQ8Y+Rsie/uO7pURjc8MX3zN1qvFe+IxH6hoy016F5RQNSeqFGl04DCe8mD7nNf0JW/xOa9VLziSFYtsdrxXYyo6V9olq2ObM52z9rBeM3VShuHGWrr6QC0OGXqGs+ec/eB3kTDjnV9e8v77r3Fx/as8efY5Zx+ccbCc8eDefZ6ePrcy169pfE3MASXngZRMGysngVykxgs++KV12VACny97Q29/6Atv2Q6iWI/ZCc0b09tqfTUlS6l70SLgp+ASXqQojUoRPlG8E5DK6mEJECprM+W9IWjizWHMGfWJQXxx0ASNkZyMCuRzpncOUqm5yloCMHsAdvttyYChqIzAgUz0pljQNdm77IldoGWZy35lzi7gHDMAE/I+BZZfnP8ROJhC4Qk42Atcp4DOjHV7XHP4qEbqSJYFqWpwzTGdzDm/6ji/3HC9iqTcgG/AzXDOFwq13GphfxsUGnHEwrQYEf48GhXZZTS+xIHbS9p/4bWfGBgYr3nfkMtuLkaQZfzs1NdX96hRblfesYdx7F/mq77C7gTymAkpr41gyN5FKFYzKd7hNLBNmZsovLzsOWxXNFoRsuJipq5afv03/hoPHr7Gf/Nf/6/5zX/5/7baTqzG76dmEIiwODjkW9/5Lu1szh/84Q/56MkTNps1SMW0/Yzr5wu/sYf4TIZg9xnvhDYEmhCMejh0bLst1zfX5CGh9bgWHPN5YDafU1UVaahAW7bdlm67pe/B1YWupjAUIULvHE1V0UcYOqO/UZVnS0CcPe+bbstqvSIOkdHH8z5QNw0+BPClVAfLtqVSUuRcIASlah34QLfZ0Hdb+35wSBYimX4QhuSJGWJKuITV6Q9Y/y+acWGM0TEMkRRB6mAiO6oE50l4dIA8lLUyNor/8tX2pWPmA7/24BH3fYAh4tWMd9KErypyZzotAYeXgHeBWr3VGmK9ywWPqL0fBCDgnKOqKpqDA2bHR9SHB1QHBzTLA+rDA+r5Ae1iTr2w9oWhacniSqbFHoM0ZmOAwQnRSQkBx6UmqHPFkXQQcnHAFIdaK8WioiZky4g6UOcJWrKlmEKzZiXnSFVahknwSK4JqrRDJvaJbjuwuFmzWmzY3KzwIVB5T4yBzECi1MfngdgpiKdjQLoOP3RQBerZjHZm4oJBKrIX6qqz0ou2pcuRgUwShaEnZaOl7oR4BSdK0EBy5lT/oo1ypijKJkeO2pajqoEh4aViWK+Q2FMXkrkF+L6ASuDZoPOe7RHUNwOLIZN6uCLQ0wLGIBhBBQd7BQbQrnte/NYHXG4Sy1/7Ln/l7ve4c/Q6v/vsMza/Evn046ecfv6Sfju8Eqz++wESDJJZeXOckxiTvvZKiILkbELLUPwBpm4Er+bwbvtx5eGRXIApc+itkMls9ygM7T0WRCWK/E7xSybdKdlv7GTfxSLFXIznaEJ8CZRdsVta9j9XfKFxn7fWd7v7d0sEr/w5sgzGRMno+xjwbzXKA6VUNQj1Qjh62PBm94jt1Zbhqieuz+hveoYQeIFj6Cvbph2mbF9klVz5jVslLLoDAPSVv4+n6tV8RYfgS5cAFSG4Bl+riSyO6Oite1Xmy9csFodUVYOIo21rmqYhZdNIyTGRtDDcYixtA+0YbszsemPF5pxMY8CbwGuog5XteWEsaRXqwn6y+Y8pQU4lU8zk804+0SgIOPqco5EVE+TOOZOim/S4cBB9wvtozMCqog4V3nlrYThefLnnqWgajOUKkh0h+wIYmGhidFjXlxBs/3B7yRgZyxaK1taIoE2+ub3vgzd9fRnLKdRa9ua9IFZHL5YCuFgZhBTB3+SyxSQ+4JsK1lt+mnH/tYccPbzDeb9mNpvzrV/5i/zyt38Vnn3G6b/+79l++mPmm2tql8hEUo54b2WVvQgbcXTVAdktqVJEXTT9BxEcA03aEko5XqWX9PKCJDNaVzHLwgt6Xiahp8UVSrnLEUgkAt5bq8ghJ7wU1nJ5HkYx6aBipT/TGhl9mFHs0fzGsVXi7qERE6wARD2usGXFRVCP5BlhMNHfWtcs8zV30hmvpye8xVNeazqO+0vm8YrgkgkI+7oAXda+stfEWoHck73joFLwFcFtkZiJJDQGaiKH4llfveDywx9wdnSfN775Pb73S9/g4+/9MjerGz55+YLD5YKbzZLL66uf6n7/NONrAQe22xvEXxD8HFVDVrTU0opTyzapBbIT0X4MnPb3s7I6rF/uF9X/ZYyy2DvI7h9GtzTOmB1M9wJpHWtSdXI0xVl9VOGUYcwiy8xJoWxFxo4Hgq8c4nMR1UpU4nZ0sTCQhoChg1ZikNT6qKaUrF6YXcCu+wV4ms2KOI+WejJVKTVTo9CJ7owWJUbIJoxyy9oxlmWUR2l/DguqtisrkOlrqmOAVl4awQeYWB8AkpXZ4Yx3f+U+99+8g/oa17TQHJObO1wPwmo9MKwSSQNUc8BbPIMrGXBfWg8ZNdAXRC9rLtIxsnMSyn2022YovJVF6p4Tt+8A3F6bu8vXvb3jJ4EJRptVHJMS+CPstadxFsQVAR1D9t1uiSa7Jud2HODRNIxOiVPLLow3wjKUjCzx3fWz92/EkPiCovvckEbxs+ueIZ4z9InUw2qeGFLmzt0lDx+9xTvf+A6/93v/jvXNNSKjmvBPBwy08wXf/KVv8e573+Ds8sqAgW1XePWhOAvlYfPlvu57PVMUzu4/VcAM0WI5Z7mYUYVqUp/v+46YEsvZHOeMdlhVgfliQVVVlqWiguRoLPWIc1YmMFI6c0oMIkYTd4UO7/3kSNjw0/nmorocc7LuBZiD4Jyjqms7dk6l40hGxNu+IooPgdpbH6/tdmuf0YxmR46ZgcwQlRgBDWgUUi5lQdFBDkwNuDQD0ZgVXieqr+0FReFZbA/JZUuRukzpnyBedFlZDMqhEzRUJM34uiJGo8/7IHg8QTxhzA6q6TqMLBTvvXVTEOtgoE5wVcDXNfPDI2YHJ8zmS6pmjgsNvmpxTU1oWkI7I7QtEsLUuzpRMvo+E0WIThnEmP9RCv4xPlkly+PHaSTt+ofniNpOBGpBkRcTzMzeE0q3HZcio/p6zmqlE1lLw41SsoagWUwVfZw756jrGhSG5BgwMUFQInHaxxggbzs26w3takM7awljGYRmHJ7gaqq6ohkaozSO23W00psxC1c6whGCQ+v4J8GBfq5jB0jvgY+i1AqzFPnGyQnt+ZaXp1ekq45aA4KUhr5QCNo0JBaypmqVoYVKEssa4uk1uXesuUfHjAt2HQ3mRYPAiKUDb+mc4VT58PqHbF9G5n/j13nz7Uf0TcPNZiAmCxSePnlme8Ze2FpOnF+ISf0phwbPSsCJEkXRPqIxmahykf4KJRD/gnnce2Hf29i9MkXUpUTAREiBsrcCngl8yDr+IrZXjba5TPEoRS17hxeXy7PtjE3FCDVNyn/l8zsBwNH/2x3GWEaOSbaowBtjMgImfRbB/LAMXTRtKlVTJm8P4M7jljcvH7I6v6G/2TAMa/q+p68yQ16wkhoNQi6laqWd+ys3ZS+YGU/m1akHRkE8yt/HD3oVHD1BFZdfvWm74ZxnGCLb9Rbna5om4EtZ3TAMDENP33UMQyw1+qNvZfMwdc4qrSacdzR1TTtradt6J+6XlRDMHqg6qhDIpW2tCbSOpcY7HMNuubJ3+7n9jxLgU8oCCvU8irFJqhDITSJXGe89KaWpFWaMqbRhNOZCzrt1qlnxY2eBnEsLw5JlFmPIOe9K60zTI0KklKN4SiPHSUcDseShiSkXnz2Z4ZWUkQwp6SSQKWB+7MguFFeeiVLTjpUBeV8RcxHU+wnHbDEjzCpu+i3N8pDX33iPv/nX/h7HsyMu/uW/ZPPBj2n6NU2IIJ11QvMZJBKIdFJx42o2oSIBFWtaNqhmFgK1OcF48YhzNKy5J6fUKTAPnlYygWPWGlg7IXqj8PvCgkMVl+0+anD4DFoEu5NoeWaKj5wVddY6WtSB+vJoJwvAM4j4Sc/D6V7Mky0WFGcMU3K295wi9Mxzx2G64r5c8hrPeUc+5h3OuOuFptlS+w7VSNamLFtj7G604qUe8rLLaKeEJvAo9Nz11pkqSIYY2W4uqYKwrBtks+Lq5VOePvk+8zt3ePjad/j13/hVXlxdcfWbK86vzonbzU98j38W42sBB2LfkeseCUtS0glRG6lUY734iOiOG8IUpO1RX7VkdJiU8UvAeysILjFF6WVv2XnKMdxtC1YQYKPvU1BLSocDiBPdSUv8YiJmzkWqOhKqANneq5wv4GiNimV6RgoY3hOqjOaMyya65koPcHURZEARpPTulWSBsNEmFZGAcxW4gGK1tDmJKWOWOtb92GocuRjTcX73A3kzhzt0fTf269+KoZ1umM3jLUyh/PbYiSF2kYPZEh8s6Lea7ohvLWiN2R5I50r/YjFqaCIYOyPqLuDWwQy6mNDQxKZwFhBpNrq3OG/Mj3JGqqmsK7cDWF5xW/bHq0mDLxuvsg4sMzF+yZTydyUw7FwT2elGmOErJSw6nmu2QHnHLmOk5+HMMNw+2XL8SbZj76zFwASr5zSBKV+OK86TsuO6j7y46lnUHeoqmqtEFSIHx56/+/f/M9arNf/P//v/hc36slz3T+b4jlTCrMZoCc2M4zv3aGZz8tkVcYiFNVQm0xfeXBHioQRk06SOYMB4sZoYRT2rWcv84MDEBlVJMZKGTHCB5fyA5XJJcBaEN01TMiEli+Rs26tE8X5Gyg3e2X5izlBku1mRYsYFZ2KHoTJwKqfpeVFn12FA4q4MwztHPZ9RNS2hNsORB3Mc3BhSeFv7ThzBBaIDzWJdRGIm5cGcCxFy8pCslAj1EGuLeLW85kbhzmhRsC/UUxFUDfQYonUPEC94qUgVqA5UbYWfebqLLT9pS/cbTfz48ox79x9bMO2FvmReKm8OQeUqanEENQlCM762inK2Ei9xjuBnBCe4OuCaimqx4OjoDvcePKRdLGnmc9y8pV7MaOcLQtvi6hk5VESc0TmdtfscVEiaGXImFisRgQGxdkJSpFIdiFOiMxZHzBlN1nFANFlQIckwKyCQCN4RnCPjIEcL+LOtS0l2TzUl8jCQ+56uH+i63v7re4YhmTAVjjo0OHXU0YCVTGbQzJAHbB/xJDFWG9uBuN3QrRuyU8iBLBmNBXwKFbO2sazeYCVmItYNImHlbSkpGjPeZ7QROMBorR1/mpLVP/XY2ZyyfzkDgr/3xps8PDkhbVa8PD/n7HKgyp6mWMSxLjUxWn+rE91EqDLEJfglLGaJcHqGXEY23GPFobWEJHNAYGGw1HQGh1QcdnOuPo+cff9z2pO3eHD3Hm+/vubJ55/SScfy4ZzVi3Vx7PcjVv1JtshfyOGrmn/4D/7nnCzv8dnvn/Lko0ue3QxcdAuS1jhfkwgWqKtY28KyLY8Y6WQ4X4lTdhlR2QkXYj6XXwSWdxYcHQTaquj+WXw5JukngOuW07YP/IsxQExUzvzIpK74Qla26Rhrz2UnfIZ9f2R0jWoEU0XieB6U6jbG2+v2nIRxL7eT7UpbYQcsFvDg8TFXLx5z8WLD2UVkkZS1E6psXWim1Hgez2S8pvJryh8JDOxfB84SQTa3psjnHNRVpKmVut4/7900mi0MJTB11s61ttKvPkYDNLphKsGj2Drt09RxxQUBt8vc11VV2AcVPviJ6QHgQtHrwfyfnMZ4XIkl4TV6UXabd9c/3vJby2Hfjy8LR0dfC3MlUUgx470jpjT5wClZueBoj6abnAsrJKXJlxnZn7mAyFnz1P5WPOScECkCht6VhQya8k5XYkx0CaVlb54uTDTt6RUUSErsWjLW+UBdsV+lXE/qhib2xNhPfvxPMo7vnLA4PGC92XJn9jp/5Tf+Gt9979vIi+d0H3xIs76mVQt+BwbqCpyr8MnR4+h9y0pmnMmCDQH8ljlXPNA1gchMPdlX5MJyE5SlrJnrM9rsaSTSeEWlwglcKKyoC6sNQs5T7GZClbkIApfuUArkHSN61EEbQaSJcZEymmXq7sYYe4pOwp0mjOoK+AA5Bzw1LkdmecvdfM1resbrvODN5iWPuaQVQXzE5wTDgGoghUT0jrXOuIiHPJEHPEVJ+YKmSyRuyOGaJbDIShMCKVl5i6TBgJTra9affszL47scHN/lrfce8iunv8STJ59webEi36s431zx4uJ8t6/+HMfXAg54F2jbA8RVpBzLDWLnwLILpqZxCzm8PXZ187L7xL7tgC8kHUF2Gw0yJcHHwH+sIR5jYDf2VNcxPhnV8kvtMJ4YsVZiJRAbeV8jsuqmoE4pBS4lWM1IkAIcJNBoPVTBWuaoQoCgVkqQCqLlpELFYPY+Qh8NrY3JeqFnHY1pmckytyMNf7zecWKFsoGhe9NX+hPrziiPrJxp7mQMlMuLxTiq2IN49+ExzSwUmliNSo0LC7rsuNhsOb/csN44Mi242kpMxCOl750WcCQwIKkHzSjR2gqJRyQw0vF9YMdqiGOZxe5e/HFDdVwxP8VQo+ua4Rjd1kJVVPMuUraNLTtzJfy0WZm4JWNLSS0blhVrTYJiKruWkzuwbO/hKGADI5Cj1mPXbNx0Bw088Z5BhVWMnK0jy5sOfGAWZiwXmbBVqtkh/+gf/4/59KMf8du//T8QY2IU5vzjyp3m8zkHB4dsup5N3/Het97nrffeY9P1fPjxE7ptsnsnJbCV0tbUFcdFd0/rdH3TA1g8iXLT28WMUFXEZNnd7WZNv9lSuUC7bE0ULlQTwwcEzQM5Rcscp4RAUYJ3k3MfgkfZsNmYY+SiKS77OphzMZhDMc6J3QC7WcF7qlJOMJ/Z+RlAk3dCRJgCrhNnmZai8MykHeDRJGjMlq0UwZgBNbiimDcCR0oBVcpal2DRkUsW3JYlMQxW5x6COS8iFc5lsld8aJDB1pDD7QFsXxwVcBgCc7XM7vOrc8Qp89nMdBoEXM6E4KidJ2B1kU4p/Z2VNESG3oDQ7ECqiqppaA8OaOZzZkeHHN27z50HjyaAJdeOuq1xsxqtG+tCwEgntr8nLGufcBM4lrBpLQ2qTP9DHLEa915jDUQpvYiLJozD9hQRqIrTW0RnbN8TZ6wNSeUxL7oVfST3A91qxWq15uryhuubG1arjm3XEVWtNKBpbb60tE5SZciJLkYTshVhm3uymHBjt+1xN2tqEj7PjMKLEsTThNZabqZC/dWMRAMqYgEkclToYDsM5fnB9hdTR/sFGOUkSglQUuHuw4fE1JFfXsFwyaAwQ7CO02PgaJTumh7nO9Icth5iZY7NsoLFoSDdhqo75aUG1syntoZji0OHlZXUeJYs2V53XH/wgvxgwXz2mLfu3ONb77+DzGB9tWZzvOH0k5d0N2Otr+wZ1j9/Q4AmBFwRCY0KCc+QHdlV5NAYSCmugG662/teDda+ZD2pEyt/subkFsiHSHNvwWvv3uPN12pOWpj34FPZhz2QDYjImG8hY9eh0nlECksra7b6fzBxw2IfpfhcgumP7NuWMTFVnK5iZgzwU7+r1CNPEjeFjbwLEk0scWQgWfeGlJ0FgQHaBdTLlnpm2XPnlCwNmbCLA3Pxg93On5pyGaPStO77xjbR+66N4es6BVIqQrVouPPNI95+95C2u+Zf/bf/hNi9mnl0OFcZo86F8qedT9JMigN9Hxn6aOLYlPPKu0BaMYDVu2L/QqBtKtq2JYyMAR394eJbCrjgqCidZEqwbSxa3f3WdKPGW7d7xvaDYYv1bzn7U+IwF9HBlBNO3FSGq+UzBgwU7a89MEZLZlrzaD9KEjEa2zOpUqvBk1kdaDIGhS/gs7i9cynnPAa43hPqYLprCkrE52zst1T8QF8WnSvfU4xFICOT1sSN63ZO13fE/icsLxDAK+2soVrMefzoDX7ju7/KAY6b7/8h+bPPOcodtSSS9iRnOguVNOAqOjzJNdykIz5PdznzhwyqHOczcOcc+GsWeoVPV1QFHAhhoNaeZogsh4a5CI00RGkJEvgs1Zzi6ZwnemNU+ynhaeXe0ZvvpKJUqcRvJcBzajGVsQcTo07b2LUIcWUO7YZ4GTUiTI9LnZUyeyJOapoUWPQbDtMF9/WUx+4FD/WKu6LMvO1BMgiSK8II7hO44ZAX6Q7P8gkfcZ/nVUvUa+rhirR9ylDDI+/x9BygNG5glTYMQ48Tz4ye/vKS1SdPeHbyI07e/R5vvv467775Ds+fXaDq6YeOy+Dox5L0n+P4mloZ2lUkNdVvy2ROT+NebL/7/2kfEJCR7q/jVr8L8ic3YZqo8eHeHWCXa7j9rd0/7GGbRF1gWkiGOxc60fiQl/9V3lt7MnE7iqRqCVyLmGBBvYya5ssmaNefciSmTIwZVU8aNztnqqtjmYH3pZSiMAaGJFM5QVTr46olyDSRw12Zxh4csjdv9vum+qq7IB8Ye4pOYEEJfkcK/7hHy1idAcWpsyxMVXnef/89Tu4u6F2H1IdIuAPhiNXguLgeuNlkhr4hVHNybshJJvo2pb7Rp4jPA5UOptTuI1kTQ5aiU12DOKva9VXpy2uohUjYs+47v2UPP7o1fuKHrIA+u3IGQYJtULe6axQKlIqiwdaG1+IETFSDXUY/ZaMAixZ1eUqryj2Aand/mHAAo0TtQJ+RgSBAwBF1FOG09Zi9I2HsgYsh0t5swXlODjdso2eWW4TAvD2ibmpiHAqDRsjZagq/anjvmS8W4ANSKSeHh3zzl75DFs+Pfvwjnp+eMWxj2fFLoeWksl/+m4JcRuu9u4EOm1dxuMpUhJ24Ui+YWK029JsN83nLbF5TV3UJ8FyZH0PpNaXyvBWavQuI29Huvbf5i3Eo33GkFAnZUwdPyj2x66yrg5pAKDkza2bWAsl5Ql3hgvUzTiU1Mu126giuwhX2yKADmpW6qVkuD7gcEjpY26CUoq1j5w1EYxQe1F2GbhRtBPCChIAPBryEypFyZBh6oiZIlKxDaQ+mvgSnGamsjOGPGgtxfLc9pHZCTj3n60tU7BoXzYzWV7i6ofaemoAX60avw1BAgUgcBrabrQGJTU3VNtTzJfPDEw6OTljcOeH4wX2OHt2nns1wVcUgCbwjBwO4rMWQt24OwdqDZREGNUcu52z7o0DyxtUYZNyVrcfyyIxKqkQwYbHS6m904rwY8yCUwEgLJuDE4epgy3ZQU7zeduRNR9r2rK9vuLm+4vLigquLS65urtlsO4ZoJSV1UxUVbBMzVKBLiW4YGNJgAf76hk0aGGJifbMhqtLkTIu1X5RgmcHKBZJvSFVmSBYk5Zwh5almdgrYRvLUvvn8BRm2ZwmLpuWv/t2/wT/+X/4X/PN/8k9Y/yAzrDZU6lGaqSygxFWAUrGlqge0LpU25ZKjh/mBZ5ky1dUNw80V17Sl24F9OyB78axyhCMoyOcrTv/ZE+LVwNG37/Grr79NZMuzm3Pc47tU3vHk+0+NCfmLNJE/xRCUPvdcDx1db/upEgiuNqfcuLhWPkUBt5NaZRhM+7QgE6g9jmkb9xjDRotpdpb40OyLXwduBIIVE2EWfWVmZTpoygpOrdRG7RlPXkjeWWvQPXM82ffypxPLZ+zsuBHSRtKalynumHwGL0yB7cQ+LyWCkaJX4jJOhG0yECEs4fDxnAevH/H8ozNe3qxptWNZ1Ww2nl6M2WwnWzLpJQMu+9dbzt22pZL+2fMJtLAOfQlkxXncrKG9t2R2MCMPL3n64ffNZmG+ihbbFUKN897svOTC9lSG3lT8x+47qfym5mx+j3jEFf+iMDqdCzSNMQZC8Lxanum8TJlxEcEFT1DwKeKyR0iQhT0prN1N0zIfrz5q+srz94qvpGi5r4lcSq2msEO1XM94iNsHH9d26dIIroAJKLlXkjpiVqraypuqoLau1RI/Riw0sMgy2WnyZXxT0ZRkmo+erkBYRGGIxVdBS2lBmspEFUxHysmke9Q0M9LQo5peCW6+OOaHM+4+uoMTZdnO+N63v8O7Dx8ST085/YPv404/pe2uCH6LasSlSNKKLMLWB1au4kJmvOSQU73LJ/KYm5C5l49wuaFNmYYtR4UVIE5xeKpcUeeA6ICrTk0/SRpqTTSS8Zp5qXMuaMjB2j+6KDhJJK+TzytZEXV7ZTJqr2vRGkGNdYdgJQYWebls8ZETb/YfyOrM7pNBApocwTtmcsNSP+F+9xGvy+e8N7/mgV9zMiRmQzQfWkfKFPQhci2BU73Lx/oaT7jDR+4Bz8IBMaxou5fEAarkqKRixopZyngfqV1mGHog4f1A6Ndsnn/O6Q9/wOLkde7fe8B777/Njz76iNOLU46Wc+r5azw9O+PyZv3VN/pnML4mcGBE+jK4iKi1rhkz8vb+Lqi+FZx+qScz7uy3kcTbqOE4dEzi7sCFPdqRTv+Z1zS1g9VSqiAlMB/BjIwhm0Vte592X8pVygaRS+2b1YjGsSdpqS3KMdP3ydrDxKGABQXZ8rvgSbG2LCojdc7OOsZsVNJkyK1dX+m+wBigyq0Nel88aDyObSYWlI0m/tZ9KxvY/jvOGbIfJ3CAwmyANEQ+//Qpx4++SXt0xOAPyO6ALXOuNo7V1pO1xfsljgZRy+6KuoKaRiqECmgE5lVN3TZIlRkksh4i6+3AJq6JBWF2dWOsAjd2Oxiz+SNta581cnvcUgT+0k/sfZb9eVKsHaXsliOj05BLItdRYwBScImUBhP4KRmyKDUUQcucDD0fg9aJ/5H3wBvZrd+JhFgelBFJVSiUKS154FRaOonVuhVUe+gTV9stjVPOrjzHy4pmA76a0/oGFwx8UXQSdvqjRtM2qHNshwHxnvuPHnFwcMiL0zOePTul3yb2esXtQLkxWBkX9355AeyKP3cfJITAbNayWMyJsefm5ob1zcqcvlC6DTgpz6iWcoa0M/YFwEtZCTmSUyi18HbfUrLab7vuTN8Zba+pamtxmDKbzQ39pidUNd4HZk1LWwdCqBAnE11c1DLWSQxkzCrWKQUQV+PFkYkEhCo0NFXLtiuAUbT9Ay1FuTpGPmUuZMy4JpvaKtDMPKEuoqY50XVbYupBzOFGTT25Eo+UjHczq5EQGK574k3/lSCBICyyoC4zVFCLJ5S+5xT1XwcE9XgJOBXI2Vp+DZnY9/R9T5cizjmCCBoaqtmcxeExx3fvcXT/LssHd5gdH+La1jo+ZCsBsLZ9DkdAg0dr61QQR6ddSheBQve3Z9QEGUVMaE2xumpzsK2drEoBcMUzqd64IsKm5oCN7AEnplkQguCSPa99aWO5vrqhu1lxdXnF9cU5V2fnrC6v2Fzf0K83xBhpmgbfzpjP5yzalrqxzgNDimy7nm7YWA9r50jrazZpYL3asO0H5qpIcLQLN+maOBGCr2gq6/iQyPQkXIzFlnLbWXwlUPpFGhGjz96TzA/+h39Kvl7Tn10hfbYuFgUWTrudvXBqOnwN2hhrAGfZ3ssacoocnMBiBo1/ycvLnnNeZ1Va5VZ7VtGgwEiLcKDC6uyGz373Q1y6pv2Nu7z96CHpReTpk8+o64x4sR/6RZzMP8HQkkkzEa2Onkj2HldXOPwEMJN2YHQOUvbSsm2PfgSvzIaI0adHXykziYhlZBITlTzu8Oa3WCcCO5rsHWvsQKrFN8tqwVKonIEVXhhsm4PCphzBIlfspDMkYte1QI28OFHchalFqGTTWMkZ6mKvdDwXzH/IUkT1SvAp4iEprYf2pObOa8ecnMyYPb+mGWDmByoZgxdlTDLreKIwlW6MXslofjNMIs0T0FJoDTFIYWGKifHOMuteyC4iOuzut1qEGoKBlN6P6vvOOsnExJCMOTcM0cD0Uh856TmU7DWSceImAcKqCoQCNhhD0phRRg7c+S1TcFvYF0rRN3p1s/oC9vaq5oVMC24XLpYFqcVn2ztI3keLbrESbq/Z/WTf9P1cRJ5L6W/SXPxvSypYKadDxePUygt9YYRo0rLW7aYJ1gJQazt2ComcisheKd3R8b6L8e21MFBVlZhMByE4TzNb0HVrYp/+SGygPWx579vvcnzvgMoH3nj0Gn/hW9/hqJlz+ePf5uaTD7m7vqRlgApSFvIA2wS9c1yIcI3nlIrn0nDqF7ysDtmGmqgLUh+JwzmalLe95wCYZUfAQQoMElF6mjxwZzhDfUPy50RuyNqh+R6delaygDCYyOEYX5W5cGNCSTAmUXledQQJynrQkoAe4zKRbInHlMhOUEmIRoQG58Czpc4d8yQcpwvuDx/zVvoRb9eXvOl67krC5Yz0Hu96ggREPdEJnc459cc803u84D4f+iOe+AOudE7nao7qzNx3HAw9B7HnXtowxJ56Hmhci6s8Q/FV07Alby64fvoRLz7+PR780ow33nnAwzce8MEnH3G9XeFL6c7Pe3wN4IBQt8dkCYXKVW7uuPGNgXcJZl9d2GPWU/ah3H0EcUQOS5SkU8ALMJLP947HK0Hy/l4B04Yxtv8bO7EWPmn59qu1+4W2P1KWiiEcWxHuAh6dKLBDdmyT0A1CjGq9yUsWIoSS/ccym5WHEWTw3soPhpQZYibGERmVaRvcu5q9P9nNz94561SLvzcz+zvMuH+O8zLeD9l7rcyVlg1tvblhsxk4PD7ChzmDq7jp4WId2Qyg1HjxE3XLU02WuEqKT1saFZYO7i1a7t49olp6YohcdwOnF9c8Pzvjar0p1OKhCPqUjD1a5kuRsShS5JYy8bgWvtAuSEdNCr09dcCUFtndZEbhw1eFHY3+Zf11F77moKlwPrPZXrPabuhiIubOHAQXUFfAplzW1ni+ij0bY0DoSmHWxPGXW6c5IuOGcBeV6PHeZwMLPAoOhpy46Dec31RcXNa0tVK1ASrhjbe/wcnvP+Di7Jk5IfmPdoBTVrbbjqRKaOfce/CQ+XzB5slnJmbU9+xqebDrcMWDG7UWpoJPYVKcGveMkQkTHPPFjMPDJXUT2HYrtps1qkqoqqmURxDEBVKMkDJD7PdunU6khZRAMCXmnBLeGwiwXCyIQ0/fR/quI/UD86Y1gECEm21Hrx1V0zKfLcg+kYObaKfbrkOd4GtfVJLtOYvYvXTZMm84h6hHVKikoW2W5C2s4wZNnqSOPO4fwKjXYNRyIGXQ3uitwVHVFXVt2fwhJtTZOhgj9yxKEyokgW63iIewMNXfw2rBEGouT6++9B4PKGufqZ3inXVTMOajrS3JJqwl3kAB1QzRWk3llKzNY4YQKlwI1LMli8Uhi4NDDo7sv/nRAfVygTQt4gPJe5LhfbY1B2fPi3dIqFBf9BacPW+uPJtaFG+d+PLvZPWbgqUJKVk6CThN+DxqIFhZlzrrKuMRE/Yq/bOndkdq9f1xiGzWWzarDVdnl9xcXHJ5ccH1+QVXZ2dsLm/ot1tyijjnqecV9WLJ4viYo+Wc5XwO3hNzou872zu3G4ac2Qwdq6FjiJHU96h31LOWpm0hK9551Gtpk6moU4YUqfqtUU/H/WN/i9/f1z1WWvBnOMaCN8Eyv6KZ1dOnfNhfIy/WbG56dlZYy99L+RZ2GRllwFgDY9ZRAzQZ+gS9g3YG85NM3Fyy7hckDtjQMiB2j7GuFmPY6sk0MaMvrujbnvaO4877S/qDE/r6nOy3zOY1Q+iJW9PR+fM8Yhb6lImqEDxaVZBD6UUuSCq2P5UAZRKqlZKJ/vKgZLS5lgCQoqFjz6sEZ+Df+FnZ2/qVkrGVPYC4DFcy+SOAi+kudRtl65U+yNQlO40BtNvFgqGCpiqYZqlRkVBMvpoUTsJ+v3SdpRXTRPDswAWv5fjZylI0K7hoQbETQiXUR47jB4cc3z9i8eSScGG1yt5RWt3ZQ2nJBGtNm4vvmou93EkOKaNuy6RfZKdimk0543AEqQnBGzNRMvHqzMoz9++LCCEEqqq2UqfKgAJUSKkABNHKkizDzi1/yHwrNWAhBOq6oq6tVfCoKTBSvAHL2MrecezBtSQaRYhPC+tpjOXHBbVDn6CAItayfHdCX3DV9NV/7vkeuvehV/y2/X+/mmS0BcPEItDkSGSkN90dxMQY1enEJvYISVOJDfYeEhGct64DzmOaRglyjsZQG5m9JZYYQQ5NSlQtnQNsrTgRmnZmDIP41Rv6cjHnzt1DYh6oFwu++c33+eZb78Jmxc3HHxLW1wQx0KFH6R104tlIzYqaZ+I5U8eLJLwINatmyeCXdLok+jt04lFW1LrGq+d111PlTIigOhBdxrlEnRInOtBqpPdHRMmoVgw6p8sHCIneZzQ4iKbZYGRr+4tMYlujD2yTqmL6Q8bC1alkxx6fDBLJzpjbnozPEdMJExZ5y2G6YNFvuNu95PX+c96Vax77Gw7zDSGaLlFOnd0H74nMWemcSxac6n0+l7t8Go555g9ZuZZum+hzZC2BC3/M83TFQVpxqD1LyTRDR66ErMEEMTXjU0/sNqzPn3Hx5COW995keXCP1956xOGPTnh5dUkcemLff9kt/pmOnz84IEKo21KvmXDspGnHzdGC1NuP963HfnzvCyjiOPSVP0fw4Es/vNsfviobKrd/b9wzTOAlFAe8wvmAOG+IKztgYDSU+irYIWNLs1KnqlYe0A/QD0pKtmsOMU0boHdC9JiFEkcIdsQhKimNv1GQ1/1LktGZtXkYs6WvzsQU544b9qtT+iVzZxv03rWVDKsT5c3XH/H6u48BzxAr6sMTos5YbTObIRNTjYqp1btRVMSVhz0nqjjQxIElwtG84t6y5vHdA5Z358jcs4mJF6dXzNuKpy+eE0lcdz19iqRUG53Lh5JeYAJsvrhG9gJFsHuotpn8EZf/pStq1AzYfWhcfxmfHYtQ89bdB9y/sySx4dPnn/H5+SlnN1esux5CjUhdsjTC9Fh6MZE41eKV7IET41mq7mhre5bXykt0Un1GSutO8SW54NhEy6ifXa2401QczANVE2jvHPB3/u4/5Aff/y3OXz4Hcmnr+eVz4r3HO8d2uyFnOHnwkMevPeb6+oYnTz7l7MU5cUiQLGhkagNUMuHjhE9IvhiVfmppopPn2MxaDg8PaNqG7XZDv9nixTGbzQlepqBNvDfKYE5Wc5hSUSrePRc+WGujnDM5mRJzlR1N1XC4XLJZbyGtSf1g9ZMKQ2/HQk3wpt9uqVxFcgEJnhwTXRy4Wa1AINQVoaos8+SNKTAurlzU7c3JCVTBsZh5pBfyRkjDljSMUVzxmlOJ9jy4ypElF4BA8aGmbmyfzXmL0iMu4iuogjdBUzC2wggglQzaYrmgcRXnq8uvWPn2vVYCbogmoORrCybKM6BZ0CGTNBHKniNjilccLtQESTRVSzWbMTs8or17xOLkiMXxIdXxkrCcI20NVUUWT/KO5EsQKR4XHOodOE/yFcmZKKH5DcawkqIm5tRKBgqHA4NrbTpFjcbrcgI16qeQjeovoCS8YiVOKlOfdBUsEzpEtO/p1ltW1xvWFzecn55xcXbG1fklVy/Pub64oFuvYUi44Jgt5jRty+LgkJO7dzk+PmB5sLR2W5rYdlturq+4uLjganXDol+wzT1xFRn6nm69Zn3TEtqK1nuaqqJpKjQIQxoIvSdppos92743Qc6i5Dyl2sf/XNlm9p3wr3XYPjXuVgCinrU4/uDZJ+TtEXf8IUNdg/YFEKCwBkYVHSWwYRa2NAugNEHxHipfgkugSwYSVAtltswszl6iRG64x4ZAjaOCSeAwICwQNgzcTZGLZzdc/JuP8Ju7PHx8zPF7v8oH7UfcOT7m4uqGDz445eWLVQGIX7EFfw5GVuj7TNertXFzgVDKq5w31fGklGyb+eQGZu+JRn/JGN8RGbWcZAf2ikNCQKowrUELdByu9KW32vM9X2zvqJKsQwgK/VZ5/nLLR6cbLpKjqzypdAJQbyCEC25iPTinOD8+CEJwtj/WlaP2Ql0JdWtrKIg11/HYNuuLOaooOL0CqZREYhpEKkoURwfUjTC/13Dn4REH84bmIlIlpakEn2DQZBnN4i+MoczIo90vHZzmYURQYAJtjNHkkQRDTASNLGYtw/qG/+v//n/H0w8/uHVvQgjUdVs6CQTquqaujcVkGia5aJaMCh/mM1CAIWPZmR7LqDXgR32Wcgw3skG8lB3YI1W5ryUTLuV+Jx31/V8J2L+won6CZ8soydPu8oo7X/zVMVB/FUWw1ydfef9U9p/vBLjSBlcxSqaLBg6IgvpSplyeI+GLCcVsJcMm2GAaBObuWAeDWEAnQUwHwyhxJeAtGmXiUIHZbMHQbS0Z8hVzNGtaKufJGjm8c8L3fu17nCyP2PzoD1k9/RiXb8j1lt4NDJrRBCHXZGk4E8+TILzUyLlGzl2mc1ZO42hI1Kzr13guHQsNyPY5kVMc15xoj7gOJ73Z3izUCVxMPGoN5G6ylVfUKnzq7nJGy42vwZvgb1amNTNqEezq5ezOjgwoUT+V+QhaGEPZBA8L2OLVSg2CDoSh58hvuZ+vOd485173lG/4l7xTbbnPmhCv6aNANHZzFhDJdBJYMeeZvsZn+pAP5S5P/JLTas5AhXMbmhzBNdxoxWlYM686lilxJJFZ3pBiYeaEsg4At90iKdOdPefq6SfM3j3g9Tcf8NY7b3B6+pJ8malCKKDgz298LWUFtojBl6U05TxHlF/2PsTtv39RY2D/qF+1UexQBIG9+jG5/ZU/ji49nYcUe+9K8G8ZaV80B8xA5tuUpXETV6bgXUvdnqGlphOQVWwTyDvKVi6CYyMiT6nzQlzpMSuFhl4ubgJP9Pa5y94x9i+bEYksVKhx49qbb31lg/6iI7C7VmvvIngvPLx/h+ODBcl5nMxI4YBhCHSxZ0iCuhaXg1GqGdsyKuSEpIRLmQbHUhzHbcvJYcvRYcXywJMqoyw7d0hTB+4dzYgSefLiBc/Orlhve2K0ANlLQ5GTt7CgzN9+OYnxlKRQ9/OUFRxn6YtQQCkN0dvrUceFPL4qgpRAPvcJjYmZCA8P58wXC5aLxPLI8/mp8Oz8kuttYohbIOB9jRWHl5YsHjQa4XW8GiiXlndaGqMbNfXPnSieOj1oTsasRKmhLoIt19uel+sNxzctbV3TzzJtfcCvfe8v8clHP+Ls9OlXPydiG9SgJoS0PDrkW+9/m+PjO/zO7/2A0+cvif1QMpQlGhmfK8UucHqWZTftk95CARQKwyCX4L8fenLqSTmSyXgvRTG4xocKxDHEwer8yro1UShnNffBWB0xQYzWlk50dHwg+EBTVdC2FjBU1u5mvV7T94M5SlimYxSRQ2Hoe27WK9brldFdUyTEnjQktJnh6hbnrGSDnIjDUJw/o2Y2LhAOPD57cg859fb4Z51qUw2cM4DCeciVp15UzJY17czT9VtS7ElpwHuYNTWVr9HsUCvfN1ZDCOAzM18zr5pSd/rl91mAoEqlidZbhqkXo/66rNafnFwaSiRiqftTlULrF6pQUVU1zfyA5uCA+dEh7d0TDu7e5eDomHa5pJrPoG6IwaHiGJyYmJiTUmvpQYLR7p1DR2cUse4FJZOYSvAyMqMEP7EKICCS9s3EtCtY9YDdj1DAjaBWXuBGiqkasJNiZOgGuvWWm6trrq+uuLq6YrVaGXC13dJ1PZlEnWrmEgihoaoaZrMFy+URB4cHtPMGRen7Le1sRqgbYooFRNZJqGvoI5v1hvqmwYeGumlpfU1oagYSVahxLhCjst1GuhDJQ6Yf043jhZbH6c922OQXIgzq4JtvvcM//nt/m/T575A3mdXlmm7TY3rqu+y+fdvCqBlb5k2kam3L1GB+ehbTwPMVbKHoTyjhCA7dmrDuYNNxpQ9LIYGjmgALTyByaBARadNx9fGKq37F8abn4S+/S7e8z835S956dMxmlTg7Xdte++cMGICyJFSIyRUAF8gGpFkWePRb7POOLyZzmHyKPas5BWF7tigLpVantJA1O2dgJbc0afdrz3XvVxyCzxAUuk65eL7l+7/1I/7Fb/2Yjy4GbuqK2DTGuBKP+IALoYhAQyYawuEsY20tZwNNU7FYtNy5f8SD1+5y/8GMeyeOo7mMsZ+BvEwazLuOBuosMTHG0gG6KOChXXgWdw6YHzRU/gY/DNbOzI0JG5ujoj+H9UsZS2vLHlquXkpwOHb9c7I3UbGAgF4RjPUUZODzP/hduvXq1t3KOZLSgJWNQs61va4mosyeXpEWey2jT1sYopS5896ZCG01gko63bAd22o37JjCMETr6tL3xDz2mnc7luIfATz9sWNvbx+Te+NU7b/3pd8bx63P7B9grP2gAAGmRcCgRGfBuZUVe9R7grXHueVfClI0mc0XCUmtVG4UZNQ9ECUzlZ6M32W8N0IBpkZ2oa2gLwyBo8MDHt65x9OrFzx6/AbvvPkeISauPvkxcvoMv70m+xXJJWKGIXmiVGxxXAblDOXUwwWJK90wdFdEv8ZX1ua3cy037h7PfcLJEukdDYrzGyRsmcsWEQp3Vcn0LIaXoAN17GCISB5IJTEwyIzoPUEGigwDiWxlgGJrPOsekFbmwGdf2ncaojAymsdypSBF3F1bJPbM0w1340veyC+5wwseujPeqG64V18z1w7NFVEaE0d1EFWIWrOShtN8hyfuEZ/l+3zCIc9dYKUJlx113mkbdFRcVvd4FnsWJE6k59it8C4X1onpReSUqLJylDJcXXPx4Qfo8i5HsxPeevttPv7gGZcXW+b1gsNZ5Hq7nbTqftbj5w4OjObWaGX2yg4PHnf+kSi4+5bsPQrTn1/yQJuNktvHK3+fdAgmEFBuBcI6Ga2981XM8E0ZZAvad6qrAtmN4OQrV6rs/6DFb1O0Y2ckhjbGrAwxMQyZGIvg2/6UgDErJkqo1fTHOMYhzhTAJ6RzvFadfm+8xi+snVLPNm36spvB8bdGlHN3jSVTQNlox2L3Mq/i4M23HnH/tWPqVgiHh8j8gJVWXG8jNx0MuQJn6R0pzoHdv4SkAYkDVYRWE40PHFYNd5ctx7NAkESviX7ILKqGgwcnPLy/YJM75odz5svnPD+75MXLG4ahR3WO8zXOGUgwljCMSt/kXPAbB5IsyzwZ5ZJ9/MqHbkJepjnYTdQIttj9TBKJ6w2ryyviasFs3vLwYElTO04Oak7uLPnoxUtenN4wdFtT080OJw3OW+1iwjoGONmtc6H0Y/6yezxSOV9ZnWD11mOg6aoKVWXVJ863/3/q/uzZkixL78N+aw/ufoY7xJyZNXZVowEQpCAQMlIQCclkFI1mepBketS/KOlJJlAyg5lAUSaZySiKIkQQENHd1VU5RsZwpzO472HpYW33c25kZFU1UFXd8LTIuHHuOX582L73Wt/61vcl7g6Z7aGwu53ornv+g//wPyGXI//p//F/x/s3rz9+KURQLVStxH7gp3/8M37+J3/C3e6BL7/8isPhiDZrKZpf/BLILPoD88R+un72Y8NGZ3SvKfQqRsFOaWSaTAneoQxDTz8MdF3f2AJmHeqdJ8Zo4IBIsx2c7yOW3GMAkiViGYdvbgM2TguYPkgyanz0Vikp1cojy6nMgZzSqmxqVlDjRJky4cIR+sCUE9M0Mmlqnw8MfY8TTwiRbrUmdkdkX0wSVRqROviW8FZUEzihX0U2lytWG4f4TD6MlDqBFmLfsepm32pvyvWlGnDRGx103a8JEkCVq6cX3H770GyW7LKvsMrZT7qOPrhmTypNxdjuTcA3KnAma25iXbNDOKizHtfY9awuL1hdXbF58oTN0+dsnz5h8+SauN3gVmtK31O6SEXMca9VR2arLI8Bq2Vm1Yg5F2TmHkSzLpz7Qk9n4nDM2hMGti0e4RJA69kM4LF+2hZZNj9llwSvzmxkqydps1MUE2WtWTkeJw7HkTEVzIYqMqzWXD95xvMXL3n24gVPXzznydMnbC83dF1nzIFjJBUlHieG9ZbVZsdw2DNMI2MpaDHKaC6VkjJaTJwpiAFehMroI50zBw7PzLP/YOqqZ4/bX+lm92QWgvxbP/8x/5v/1X/EP/t/eO7+2ed8+ed/zrQ/EmninugMz7ZPKxV3aibHqruzGGXEnku/gmOFY1VWT+FigIu94t7sSbs7dlhiFGxkoeRZugyP0CNclUC9SeQv79DLd3z2yZbD9VNuHu55etFzfTVwc3v4q8dc/hU2rXBMlYdD5bifyNmCW1AmLWQ9KyIAS1Q3L30NJCyznzJNxHgB3pv+j4jdmGB2tE6dOes4A3SUsxCLZlHY9mgWh1ZFF8B5ISgm1HZM3H7zhl/+d5/z3337wEPoSXFLEd/G/tx6VKwXgGzBuG8xnfdWoRShW/dsX17xg59+xs//5Kf8/I+f8tlnjmcrYTYt8apknY+poloWEMXk7R3V20HXKmgPm+sNF9cbhuEWnyvUTCkeCdZ/T1bMyaYp3heWpKZFLrjchK1bL//CUtUGmqjas+QrQTpQwTsl1nweBgNi+ioyg860ZM2uR055sV6dwfIFv5/viCpOHH3X0fWBrguEYELaUu1eLwTKs88Yw8yS6ZQSx2b7WquBya65+3x/0e407r5v+xib5THI9GuSqQ8/+qjtoO1ovg7NoWw+dlUT0Fuei9A0B8RmldJCG5EZYxBjUDuHeGtJ8N5ZYUDBUXCqS9FxblmkFXmksV7tWjuGYUVO00cZnsN2YKqJf/mnf8rTH77kZz/6Ea+un5LefcPdn/0p/nBD1AOQGXOhaCS5jn117HDsXGSH46EoBw3k4CglQQYXAtRIKTCVK+5doFtdEqZIlwJOXtPVQq+K1IkiGRlaIccHBjnieUsRJXmh+B7vD4hOvK3P2rWGSofohFKs3bKh3PPK3qoCFhdrszzUpg+x3LpghYSW83Q1c1n2PC/v+FRe86P4lpfhPc/dO9Zyg68VLVvErSgyksSTa+TObXjtnvErfsrn+pKv9AmvWfFerd07SjaHr8awrt4xlQuSXhDZ8VTveaX3PBMlhkDWPbU5akTAFxhv77irXyJPvmD9kw2fvnjGi5fP+fyXXzH6yPXVFVUcdx8Af7+r7fcODsThkm51bfTmtoD7JXGFuRlsbjF4rBFwlnzZJz743ennR5+cJ4IztVtLDk/V7+X1R1Pm/L+65OSoocO+PYBOnAlUzdlAQ0Gl/V5m1BBbOFyrarU8fPFGb9M5Ro4rc+Hx0dHUapOPzO9fmAhNjKYhxrp84pRk2Vu/Cwz8WsbWcu30gxfnn8+mVn18X2IMfPLDV6yvBtOXCAPZr3mYhNtj4X6spBpRMRsfxIoUJsJT8KXgcmUolZV4LlzPVT+wdgGXEowVF5WYwcXIMPRk5wjADzcvWD1Zc/n1O1b9G7799j33xx1ZC8FnXNjg6RDXSmY6L3rz0lsQ34L7GQhqd+j7tkcj8WzgzWNIiyW/rgopTxwfbhh3G8pFoR+U67VntblifT2wvl5zuXnPN6/fc/dwoGQbgZoK4oJZIGkToGwgkVueIT0tpCKnBWM5tpOGwfI4iWHLNQbrM8Vxcyjc7BNPVoVjV9j5I6tNx3/wH/xH/Jf/r//bx8EBgdA3PoNTQhfph4HQBaaHHeN4tLCmJXfLly8Ci+dgWnttjgyBZZWbVaQatjCmEXbFesBqRsmIeNbrNTFGci7k5tssEgnNCWN2IqD1N6qaV3wXAlpMj2HKiZQSgiOGzhxJfCDnTErWUhCDZ+h6QDmM07KouxgQEULsWA1l6T8sKdl7gk23KSd0SozHA0mzATXOnCF8WCGtqh9isOkRS3IkSGNPOHNBICN4XAgEbzS6WhNac0PXK7VmqouIr/joiV0wpWUK3il914Nz5JQoecJ5fTRHDDj+7fWWrvOsaybVxChWsegJbAjgHKGJJWotzUklN5DRNf9s60fthxXrzZbNxQWr9Yp1P7BarYhdz9Bv0NDhXSR7by4CWptNoWv9qEoQoBTr8xbf2gqMDSNNhtwKoMpUCuLn4KygFOt/XS6sNlrujK2aeKxjXlVsaIqaA4jTSqmK5kxNhTKNpDGTjpnpOJHG3Owuq1Fu44rVes310ye8+vQzXv7gBzx/+YLrFy+4uL5iWPWE4EklkUVwU8avR+JmS7/ZMRz3dMc9YZrIk2VOOWd2u525dkTT8gnRWnv6GBn6nujjYh0m8sF03XFqM4gYq+f3U3z4tVuTj1ye+X/2z/4Z/+n/6f/AjzeRtNtBAwUmKnsKK9zSXmCzRusvrXpy9GxThnMnLHJ2CU3OTndSuAqemD374w2prMhs2VMaIGAQkqnQCwOOK0DHwv3Xt7wdM9fTD/nJ0+eshsC4qvxbf/yM+4Pj2/cPfP31+0YB/jdjU5SpZg5pZKojVTPizMeh5oSKzWveebvmMzZ+todHINQCGtiKqNoSJmf3zzVtEBese8y1tcmWqRO4akms7W9eqWeG/RxGRQ+dCD2BdVix6UBlzUHWpNa2iXhLDEoL5tSgJkTAm3aKThUtI+NBmPa3HHeJ+/3EJH8M2xcMvdADmzYnFK1QDEiiaZkojuBqe95aEo8iQYi9cDFE1jEQJBkgXS0urRRL9tu6Xpfg01ifoqf2UANezpLduf1aFaq31q5ugmCgpau6sKnmTbC2Aruf0kQJAzatVlK2+Utri2Hagjy791gxyJtmQR/pOhMi9MFASm3FJ2mJvNkHmnOXAQMGmB+OxyZ4WE4uXsup/2YR5O8dz9/zuV/XAvPBGz/+2bkIM+/egvxFEE9wlFwbO0Vx3i9Qc2mzFRgDTQyjN0DHGultvDgD2hoxsaUKNoHb++brObcHmiAiCqG1hhyP+dGxO4HNxYZhs6Y4x4tPPuXHP/wBMe25+Zf/nLsvf0kcb0jyQGFiVKFqZFIDA95L5D0rHnzPrigPdcVUAoprdtyNcaJwdAMPLlLWa/aTY9w5SB2xmhDywC2dT0RvDECviVBh0AMRpUfYhsRFecdQ7pk83OHIvsfjCHVEtZC0s2vWwIHWfIFQcaWxpdWuPGoQQpWANocJXxOreuA6v+YH+Wt+yFs+kXe88rdc6ZHo9iCV6mwVkjFxFM9RNtz6gTfhCV+EV/ySJ3xen/KtDuzV2gOFhFCsnc8ZaJSdFVXu/Zpv5IKv0ppPU+DCOYYYqdnbmuEAKpILOh6Y8g31y88Znj/jan3Bi5eXbC8H9mNosdXvBxiAPwRzYE6omWtITVpItf3sz5JyaYv7XNb42MN8vgLJ8oqc/Wb5bp0nUTn7iL17AQDP93z2tuWbaltIrM2VEG1SDLH1VwFzNjPDG4+S9YWlQKPiLR2WZx0BVgnT5Uxk2cO5x/0y6TWdAQMKHneePHIn+Ohk+BiCePTy9/5bzpgCygypLHOwEz79yac8ebWhRIeEFTlERue5myp3STkWKNUvx13bDlyuhGqyA70Kqy5w0fU8vbjk6vKCrnfARCmZgkPV42pGy9ECfV+52PaEdSBGWK8iFxcdn3/zjtvbI6UmNCverQ2IUau5e282ZiWXhcVQ6/m1/0tsDVCxSiSGVhZtYIRdp5oT6XigjA7vK523ggVrCN2Wi9XA9cXAl1+/4+Z2x2HMpFSRrsNFS3JrNkEaU+85tUHUZUQBIuc1+BZ4Ld13tsC03qup+RUHcexSZjcmjlOi5EpOEyVtqI2GL99zXZzzrZLhuLi84JNPP6XWyhdffsXd7QPjmNC5nUAcJngAi2/U3IO/7H4GCc4GoDiQivOC96YTcJwyoYEhwXvWw8BmvbZWgZyW/r3QrP3mhVmxRVWleSqrLeouWFtMrgWt1rrgfMWHaNWtFpQ5cQxdZL1akWsxVL8lwM45fPCs3YoQwwLoKDD0PcFHnHPUmjmmI6kkq5IUbe0OI753dC4iVFabntW+Y7ebyKUgRCSahR3BU/JELRktkZIqNWGBJmLn1oIJ5+zc5kJZ9SwBY62V8XAgpyM1TWgtnFtWJiqHlHk6REYPNY0olpBnKtVVegn2TGHPsVWHCrUWtBqYKs4RaqvOxUjX9WwuLrm6vmK4umLYXtBt1uQ+MgbHqIVjKSa8KlBwi16la84mh1Rs8XWCeKMPE2yctSePSctJYb1WE5By2QTNXHsGtTQAxoBKrdlAthbkO6SRrcQYL8dEHRPlMJIOI2lvNpoP9zsOh5GUFEcgrowNsr244Onz51w/e8b1yxdcPHtKf7nFr1e43prkpThEC+5gbQJxtaLfrBnGLcNxzyrnBSgZj6M5aGhjDFAY1iv8EInOM4TI4IMBW8EjxXzKOS25BggIsBLCqqfcj6cq4R9oO4mE2TP4zc0NbAde/PwVX/4//1vKYcIlWDfKv0OW2v48ZQyS2K5Mp7JgU4X3VhSmOdq6akB0EnvdB4ia6S6Ui30l373hrigHNhgsaFvGrnck0jGxyoreZY67O96nv+Dp3/yEP/rxD1lfPuH4y/+Wt3dvuLrseP0tH63e/XXdRAQXA3HVs3eOKY/kYsGTVltfqmu9060SZ0BauxN1bkNUtEijtVt7hshJm+DRCtLa3OaI0IT+WhLc1tOTPMupCj2P0IW974WIoyOw8QMrHFNdUWVrqvLMRRgxd6VyHsGAw+OBKoVSR3SsaNqzKyNf8I7+xXuuf/KEF5cdF80q01rQFKUw9wJoc0CZlzk1+6A2Jj1hEPqhY+hMN8rniuaMxXi1uSPIUh2ej1Grif2qM7aEm1vM7LKcOR1waj9QS0x9CHj3OFEUhBg7og92Hs7WVHGudZOoges5Ly0/LUxon7YXnTPNnhjjCRhgOZDH37kgrHbsKc1OCGbVOrdO/TbtBPOv/lWAg+Uj80D6NaHeo3gbloF3yg3aTvTEbjGtBqFqwalpMRQXbI5WObUGKFQxQHoRywyCx1HVEzDGm68GFElr2XRNW2qeoIoq0q6ZgQqefrViHA+Pjn17fcGf/Nt/i1Xf4bzj089+xE8++zFhf+Dhqy+Ydu8Zpzseyh0PMbOTFaUK01gYEzx4eCOOu9qzk45RLhi5RGSNCx0uFIoc0ZooVHYucIgDO54xVSEKxCkjufI8FF5qossZIVM1oy6jbsL7I9dyxI17Okacet74S47ukokB5wpempaFttZKOc+3wM2OX1kxiCZTRShYW6WUiqiycZkXvOez8it+Xn/Jz8IbntR3XMqRjYx4LUwu4lVx+UhKsJcNd91T3rDmc17wCz7lF/KCN2XDPYHsBNfahcxlweLGpBXN1j5Q4obbaeJdfsub0vNcR3pJlOIpURHNZjsNTNlg8en2PeXuls3LSz779CWfffoJ+/2RfrsirDpu/8X9X/pZ+G22PwA4IGeUaEvKKyyZ+Pz/7z7qH+E96tkTPU8S7f8Lc2DZUaOH892eewMnThPMo7moBdBzmljbHCDn39eQQmTWEuCMbXSa2mc2QNUZkFCr/ibzEi7ZhF/qvFTNSf/5MS+TlJ59v5xNVq0L73t6hT9y5qdT/ZAyNV+3hZZ+ol/rnADL+ZxqP/ngefbqGVcvrpiyI4ce6Qb2KtyPif2xUpJHxQOxocfNfxSHqwVfMisnXK56nl9f8fzJFU9ebum3hsJZ9dHZZCmFWo5MeSL5BD7hvediiKw+fcbV1YbLpxd89fUt797tuH9IlDJCjYh0J1G6GaJXQYu0ZPrjo/H7r+f8fm0BAcxtMm3toKKM08ThcCSPHXFlTJSxjkQym+jpnkYut6949vSSL756zVevb3h/t2fCPKfFO4Tenp9alkDiJM+tp2dKZijgPOeeRSnBeavCplKWWlxWYZ+UXZo4HA4MwVHXpSHC3zNNePuuXKxKfLG94MWLF9zePvD66zeM+wkdSyvjBUxHwYCNs4t3fpSPN9daELRAKbguEIP90daj5RWCc3RdxHtjCGgyj+Y5mXcL6l+ZxQjN6U5OSb9rmh+qlGwVeMRZv6oPJj6k9l4TYPJotqQ+15nVUQg+0HlrYahq19jHRrkUh5ZKSeaKUL1rwbYtaIfDnpwSq25F7wJKQaQADYQo4F1EXBMJCxEJ2io2tt8xHzgeR/O3d8vwxntPcJ6c7ZKaoFE1Gz5N1OkIJZm7wNnwz8BOC0mLUT6xziBfHa5a25QLnlADrlacQRIUzCqSBgggzpSZYyR0A6vVBr/d4LcrXN9BFyneMwXPUWB3nDjkxJSzWZNJIDehLAqUXNiNIxJ822/Ax87uV6Mq44QpTYvt38wKECohQAjWK1tztgSlJdqaE75V3Z0T8BHNrWI4VdJh5PhwYH/7wO37W+7fvePm7XvevXnHbncgpUIXI5v1iqurS66unvDsxQuevHzO5dMnDBdbXNehTijOU4Iju0BOAe07wtAzbLespwObNLIfD+yniZAT5XggHUbGks3uUipVM6UU1n6LcxDF4Z1n8NFspnJh0mxj3lmQWZ3ZX7rozObzt1w/fl9bcI5//+//Tf7H//Hf45f/xT9lvB9J9xMrdazwDDgTucTGpOEchXU8MqwhrABnyduc1DgMFMje2AJZ4ehhr3BXlMshc/kDeHV1z/rbPV/sXnDPFbnpu+Q2lnNblQNCj4dSef/NO94HePX0Oc+fbvns6Qvevr8jOeXpiw1vvr5frENbFPBXdGV/i03A+wi+p2hgKkJKmLUf0qrimO7HeXWXFumoLu1tc9VgKR7MzDVoAoM2D5s+jOJnPcIW4sw2fcIc5hi/xMKtJrwrkKq1FQwKvggyCSELsZhaf6zmaanqqOKpKrjmUc8sYFpBVHBVcJpxxfQIit+ih4npfeHdN3vevU0cP+3QFfhqCfrMLFrQjbbeVpklPZoFsFhRqR88q40JxnqneKeIWGm4SkWzMwFitQS9zksfNC0cUN/E0OaKMnOcasr3CxkSs9aLwePDY3AAhOijqeNjPf4+2E0opdh6kDKpOcuUlrTPrSNzdTt4Z2tx091CmyByO1hjF5ziEde0pWpR8jQxTtOJoaBzXHrO//2+9gH9Dvjwl9707O/vCT1ml7RHPExtd/kssJrjYrCxVFrfrzTRYqrCMCy6AF5kOce5u0tEFneNoCY0mEtzT3ImfGzaPe70nWJzi7n51SaMfio8ngX0rC83dKse7x0X2yv++Mc/549/+DcINw/I7QNuGplc4UGV1xXelWptj2OlFM9YCm9y5tbBIQ6M4ZLiLyFuIQzUIIgmoo42FsWRs2OUgdvuKb8iU0kcivIz39NrpCvv6WoBb/oDKUD1iVB3PDl4JHqq2/ClfkqRnteukDRSnYmO++KpJRnHez5dVaTWVuRTqhScVEQCXj0RJeqBUEee88BP0xf8MP05f8QX/DC/Zaj3bHVk6x2Fwlg9UitSjxxL4UYu+Lpe8JV7xi/kJb+QZ3wu1xzchkyh+AnBBEZLsXukDQBSFCeB0l+wU3jjnvD6sObJNBFrJraWJSiEkg1g9R6niXq4I71/w5NPPuPHn77kL37wkm/fvGZ7eUmI8C+jZ0of0Zn419x+v+CACCH0C2o8V9Jt0dbz8fvhBz/4e97mhfbxO/WDfz96eudX5t5SWJKk7z+AxxDjQuNqycRi43M2SZ3cAH7dPmV5r9nFqHmAz64DDXk4wQsnuNLNV1DPz1hgaZ348Ep83/ZxRPR0vuc/y2l1Opt2bH48vbdQyTqSKdQu4vtLUn/N3V54/5A5HkCJQA+EZkViCbprSLOrlS5Erq4uePHJM5482bK6NsG0WgISrZ0gFIBKyQcKGRGhTEaj633H4CN9CAz9wMX6itfbW77+5obbe+U4GcWnMQKR5s+LzhVkteohtelM/BaNua2FRKhLtQAECdYuQypMOXO/q9w97DlOA10NZtBAIfhKLQmNlScXW/phw2r9gu1Vz5evb/j2dsduUnKdUFNPYna9KE4IWH9iyXPvu+AUWzh0BqnmtharwBt7op03RjtEIrupcn9I7ONEFzpWlxN93/MP/+H/jLdf/YrX3371aHiIE7RmSir0w4bnz18gLvLtt6+5u3sg53xK8OdAahlFM+PlTHtgHpDzo3Iu/KiKD5HVdsuwipQyGoNEM303sOoHS/DP2izMZ/i0j7mCVer87J5GsWlPqOlgaDFRvVBxpeI0m+9zNkcDazGwntVhPbA/jOwPe7Ql0KGLLTkRuhDoZmXhxjIIUQhuzeimVm2wfTZDLErNVjGfjuSaqVoQXAuqM2jEi5ivdK82hrRQp8w0TkzjRM0V6TxVjc6mYuJ9iiXYpTG0SkmUXMjH0uiOSjfAuD+7Iw2M6IogfmVttaoEHJ3zJkglro1pAzupVuF34nEuELyBAmFY4WO3OL1k55AgDYTNHKfKUZWb3Y59GkmlkEQAz5gy01SoKZFTYjeOxC7iYyT0PbHvcbOVlpgOQZqOzLLmuVrXukglBCGGQBcjNU0GMDUxLa2F2jyqg/dU0aXHv06Zw8Oeh/c33L274c3rb3n39dfcvH7L29evQSHEjs36kmdPn/P0+TOev3jBk+dPubx+wsXlNXHVgQ8kZeltL0A25Am/XhNLIuYLhnygGy8Ihz1u2lPGA2PJjK2dJR4isfcMfY9ma6FwQPSOLkS6EEg+WMJh04IxDob2DItbfOf/Srb2AHax49/92z+DPHL35o7j+5E6ZcBR0UbLlQVIl/abqkqu0JdGU8eAgFJPGLpi1zfBQlMXBwcH3QArB1txPPnmgft9aAwCxcST7RsjgRWWaGUUKZ7D+yN3v/yaIa15dbHl4Uef8O3xlrtx5Hj07O+VnCw4PQf4/7ptqpCqklIhZwHXoURy8ajzJv5Z1Fg2GG3cKpjySL/UpuxTNWVJYKVVx6mPEhjnhHCGF8/DcAYLKlZhnX/2zACEsaBm60ETJlEkKYN4gjpzKdHmbNGAYCmtva1VcgvFxJGrtQkE7VDnIWeyqzAqZZdJ+wq5uZaoSRdItlhsFgSs7ZilsRRUTN/Iqy2BLjjiEAitD90A6dYq1cRWVQXrxrJ1yc9Vqvn6tgSoVLOyM2asnvQDzt/LGRPjbNzFGIldR/AB8QEJXQOyW0tByibQW+0pmx0FWApE0phovtkltoRX7Z7PgIhZ2WpjDdshlKyknDiOE9M4NmCgOXh9JOH/mJDhKcL/MIb/niz/8R6++97veSRP4IucvSZnr+lpoDbgamnVas9HSYXkM95nQojGZnJyVvdsRc22O+cE9Q5f1Rw7XNtv+56ZCdh6DeyZcVZia/SV5tByYhMPF2te/uQH1CmRQuDy6oofvfqMIa6ob3+Jfv0Vw3HHynl23YrExLgbGCWQY2Zywg7PqEotnqyRrAH1A9CDuKU9otNMxOKAA6AuMLoVb+M1hcwhV2rtWSVrCX0iOysOikM047Q0Eb8D23rLS17zN+tXxJLZauAbddy3h0edcmQu6s0joa0U4poLkwkXIkJwjhWJdX5gk17zg/Kan5Qv+WH5gh+41zyRA7iRrhwIVSg1GljoAruw4o10fF6u+dw/5Qv3hF/6a76WFXfiSQGERGRCUIp4qi+tbRqzeVazbBcqVRy3fsu34QkvpiPXaceTkAm1UCkUGiNKYV0L4+GB6e1r2N3z5PozPn31jD+72vLll19wPB7Z9gPv0u++veD3Cg5417HePG3VycI5G0DO/v/ddP/7HvSPPdTnKvofQIJn7ISTP/WHwOMH0MKjKn1Lrlyj5gZpFjDWWmCM7fNU3na+JJUfnMbjuU5Omba603E1tPwsQ7KHfn7v+Xk9wgPaonuGhn4Xef1gJvwQaDg/trN7c36v5mhLxD1Cr2kKohoCYbji4Nc8pMxuhFIiuAGkw9eA1Hya+NrZOueIMbK5umL7/Jr1kzUSrMKQ1PqKvLQygxRUjT4dxdniXioOE3eLVK42HV3o2HQdm9WKt+8m3t6M3D9MHMaJkgveR0PNF2DGws/akuY60+mXYdXGw3zvFKNgK6irLbhRoyULLQF3SIyMKXF3PLDPmW3prM8Z0FrofIE6IeVIAC6vB9YXW66fPuXPvv6GL755z819oaYRiOB6uwfni2Wrjp7hOB+MD3thUUFuObgt/iYMeRgLd4eR47BiSsLxCF3n+Dt/++/yj7dXj8EBgEZBpIJ4R+wiJSXSdDSbPLtpLSNpEaCetwx9+DzPwdAMSlVmpwKJnvXFls3Fhr4L5FFI4wNTzngvhGh2f3bdFe/E7PtaYKqt+lFLRUvhka1QC26c8/Rdh1ZlmjIlFyaXiCGYOJOAOs84JUQP9JsBHyIhVvLxaCKjpeA1LAHPrEWy2Ew6We696yNFYcq5CVphdFAc+TgZYKDWw+jFkdX6QFUFdZ6+c8SexqQZqbVQUqZOBYpDiyOJMkWl7+zzpRamNJHGSnAerZDHQkrFUHfDxh7PBAKdBC7UjJWSWJUroAQX6CTQOYvys+amIeJNXNFHXBfpuxUxDoTQQ+wo3lOqkDLoVMk+gQp7Ue41c3N/x8N0ZEyFqfWjjikxHifylCkpMU6JYb2iG3r61ZqhZAgeY4sZ6LjbP6BSrIWomta9Jf1CjJGhj9SU6IJniJ2BBM6ABe89IXoKmTpmNGXymNjd3XHz9i33b97z/ps3fPvlN7x7+5b97p4+dMQY6VcD28tLrp894+nLFzx5+pTt5QX9dosGE0ycG6gFpTpBYiT0A94rURPddMQf1/ihw3URgje15FopOVEmT5omszmcRoZxwncBKUpwni72DMVYNFqtDSTLDGKegnab9f6KNrUBdnm14tUnn9CpZ7PZkHVi1IQS6doRFphVChrUvKNfZWQwPYHkG8hiF9W2Ns0UO2Xr9VXrDklYEBtjIW7gYpu4OMBOexKOPItXAhVHR0/lyISwwfOwm3jz3/wC+ZXn2b/7E/7Wj/4I/+Yrvv7mDa8+WXPbK99+/YBK/jDo+Gu1zeNAcSAdQgQ6cB0+Dkh1VFcaq67aWt80dWZXHtuPBeJtcZ9hcjyO5MqMyKON7VZRvLblgTPtZQUpra7qja5dEXO3bcfqWy9CkyyCokQ1dolb9mYJk9OZQXAW66iaTgpibCQ122jU2pcKnY20IpDVkq5qUZ61rFljg6ixv+Zl12afNs+3VoCmObvEh1RdQJWlX1yaOEZL6AN8N2EuM5tF7f1qbjnOz227H8RyyzNwBg6E2PRIPCF0uBhx3lOqUdntbxYVeJnX4zkxdjPbwFqWnG86L8XutQit134eUxZF11oNVG/rai6NBdYWmJkVch75np8CcKL6ywzEPNZX+u23D2L+D7b5efg13Q0tLjwDDlosOEc1FUGLta2WbIxCODEZjb1oxYCG5BhfSZXSRMfN5tEEquciFA04qkYxAfHMYnwm/OkQF9BiQGbsOtYXW0qtrLZrnr16wYuXL+mksvvlL8hvv6Gf9vhQuPA9T6VHQ2AnhZ0XCgFHxNVIINCVwZhuwYAfVw9ouAM3EnnAV4+URJCIugvQyFRX3PpPKPR0U6AjkUj8ERM9kUsyMScT2KUiTPRlx3V+z0/q50R3QFzP3q+ZJCKSyTKAD9YSpFDEYnjvPKFWijd9IWvVMN2TqImrsuPl+DU/LF/wQ/2SH9c3PPUHfEi0JQLJGS3G1j2UFbc+8lXY8IW+5Mv4gq/kmtey5c5FRqrZNNYjlCMqjqJCVhMBdWognXdCyAWkUGtmCh13/RNu9ZaDu+WJeHpnWlJT01EITqk5QTog93eku1vWL3/CZ59+yssXL3nz7VvqmOidX56b3+X2B3IrOG1Z28TYGu4XSpFI4/CftwF8/+k+psS3zy/Z8Ydvru0tj0GEs9zg8a7O93J2As3mFWlIVAiuMRLmlKstmJyodHOgMicLc4vBPCHO/9mDb+chOn/pSVDwfJ2Y+/8f2wl99yT0bII7tSl8+P7v7uPjr3wILJyyUBP0KqaEHzqcX5GSkLNQqmChXAQCTmVRcZdaWHzug6NGx0hlnzProhAEdQHtzN2hqrd7oNWqlS35cii5VqhKlWyRQ3Vs+571iysu1xueXY68e7fn9es3fPn6PXc5o9pRc2zopUfx1ALOB3Tud2wNd/MkvrBIaEju+Uq23J9K1mJUZR+tWk1mzJnxkJAsxOoR71v1sAUpU8KpMqx6/CoS1wOpU4ooU77hIaUGpXRtcZqDDavSWoQy8z7bvflghZN6ElmbSy+1JQdJlf1Y2U+Zi6TkSchJ2O9Gzq0txUPow6K5MR4nYtexWq0Zx5H372857A/WQ+gFq/l4KO7softwpOmjv4CGJdoxxj6y2a5ZrQacVGoS7u8fmNIREUdwHtef2oikKfo7Z44MRXIr3As1t740P7tYNNAQwbtA3wulHkmtkl6oJi7qPDEYy0W1MI6JIQRijEw52ffoY0V1rdYvOFP8bRhZ8OijLW7ihORM/b+LHVLhWKrRN6MjFkVrpWarY1aFSMS50AKkRKnmzpBLbdc5QqrknVJWjpTtmKfjyOGQSHvzF3aiUBxRI7UkstbvgAPeNYpqa71wasftpVlYuUBfPRWjrtckoJ7gemLX4buert/QDSt8PyCrAboVxA6cJ1Uok1Xmd5q5zRPv7m64edixOx455ETJycCBMVFTpaZMrZX1dst6vWGznSg5ISFQqeRSyCVxf39LyakxMCwSdwIhePousu57ain0XWTV9wwhsu4C0Xlc6PC9pRtuLKRD0xa4vWd3c8f9+xvub95x8/6G/cMDDkfnezarLZvNls3lBZfXV1xcXjJsNvSbNS4Guz1izB9asI0D5yLeKd1kAEA3HukPG7phIPadaV+oUnNBqv2dp0TKxhgZjxNRjF7sXaSPHUNZNfquomL191LzaSz+lSetnhDhf/m//gf8+GdXjIeRcpgYd0e0WK2loCQgURbf745ML/f0V0oZYJq7leZpEGzenp+72hKeFgGOHsS05PAOhr6wfgk/dXe4bwqv9Tk3rEnNFqwwERnocAQqA2a5dtgX7o97yj//nFfXf4cfXX/G+1e3/OmvfonmiaF3HKc58dZH6+Zfl80hrOjoS0+nHVI7qka8GxA1poA/Ywk4ab3xzTlgBlpN+HGOGGaKfMWLuYyUVAlO0ClDqCYYa/YzTXOABdA+v0JnGLh9T7uERebk2gABS5ibToLMnBxtbSaNsUoDiasBtN6JafnU2hLeCE4oQclMC2N0dsE4hZhzKmFryOIA1fZPm0Z1DnGkrUkyayCAVZg9oYjFqFKpTi0egdP6146/1tkRwtYMNcXWRrlwkC1h80SziZSmOfToWuqSsBt7YQbUT3aVThxVKjIvWi1RncH7xYkClvRcZlRnjn3bXDVf65xMsHU8Touw73kMuoAQnP99Fl59NLb/faREv+XWYvSP4wen183aVynenG/8zPR1JyBoBjqM/WEuP75ZH0pjwc0t0oJYoQNsrlOlFFO5F3HEYUVfM8eHYzsS8J2ZtLq+5+mrV3z6wx/BdGT69kvY3yJlRykHOlY89QNRhTuZCK5SJHBwHb5GBvXk4KhecJJx9Z5QJ6S+x8tIkL05O8kKZQP1QK0bcw1lRdLKG/0EkcjeDRy042flhp57AtC5gC9C0REPrPSWl+U1oiM794xbfUZJG258YJSezo1MRFQUR8s/VEyARkCrckBRqfRlxE3v2Uxf82n9hh/J1/xAXvPS7RhCYcJREJI6RCZSnCjqOBD41r/gL+QH/Kn/IZ/Hl9zScacdR4HKAZdNW6SEgNZKKSYI7antGQsENUvkUJV9UUbxPPQb7sqag3ZUPyCuIprReiQLRBU6vLna7Y8c7x/YKrx8+YpXn7zkF3/25+zf3zLEFdEfmJqb0e9q+72DA6ekVJbneO7nmTd7+G3SPPvkr9nrGTX+Ub7/YZb2eB8nJPZjk4ycHeJ8dDYZOucW5vMMK8xaA6fke7a00VaQlwXlm2diq2BCypWcKzlZpa7SFpf28MMJdT/REWU51OXUH2MdsOzn9JHTKcs8z2ML2ofX4UMYpx3L6QQQDAhx0uyQWxLR9ZF+3eGHTHaOo2J9i9VRc8WGWcSrWXRIdTjyUuUuapTa+5L44uYthcxx3PHs2Zr12pBtfIdKQLVQmhjheW+9Ryi14INFiSUdwVe8j2w3gaFbcbXtuL5QhmHiy2/fc3O/Z5wqRSPOrRDpEIlmOepkoZTava9ocbMoATMl3zk59evOi6ybFYeF6mEq1uefFMZDJh0LsvX44FANpGrVVhGha/vLeST6yPVlz9Mna759e8/u/oCqhTioZxZKO93Js+iKx8+YjdEZRHv87DSYg4pymI7sx55U16QpMx1aT/KZwpbzQj9YD9vhcMB1kZevPuHp8+fc3e+5efee8XC06q1YsLVIMD8aYh9ZWpfjl9O/xaMq1GTJpwQTucN5ptGU24euJ3pT1S4lUaoS6uwtjLEjGu/PecsgxAlTMqAgIKjYImsVEc9xfyQ6D100jYcGOmkp5JJtXCJN+MmaBnPO5BzwM3f07Dq3m7C8Nt+OEH0LLmUJvGZxwxA8XSxMWY1xI0KIMKwDXQ9FR3I+GvW9VmrGFAet9gRUclIO+wRkxnFkOipkM2xz3uEbs8N5h8v1HBugF+F53yGD4+CVrjr6Aj4LUR0dkY6ArwJZkKStc8WYBM51+GFFt76g214QL7YM2wviZo1bDeSuI3vHVAtTTdzniffHA+/ev+ft3R2393c87PccpiPTZKwBLWrXxnuO04FpOpJLIuUJ73tyLUx1ZMoTt+/fMaWJkq09AyzRCd4RY2DdDdSS6GJgu9qwGQbSytpUZOjxOSAScMdE2h847vcc7u8Z73eMuz1pb6J5UT1D6NiuN1xsL7i6vORiu2W9XtOvBro+EmKPeE+lmMWtzIEWzc7K4QWiQF8Lw3rDen1gtdkwDANd3xOCiVpOXsjVGBT5kMhd4fiwx4kQgmcdOhhozBl7nnbjaD2UQnO7UKtYVSFuI+n2dxtc/HZbYbtd8Q/+4d/mJz8Z+OZP7/jmX/ySfJ+I9Mu7MtZaUJhJs3tin+jWwABZMICl0dSdb+uKab4ZPuBbwja/NvvSYyyCtYd+C0/uRqbDaw76igOxRSWCI9Eh9Msr5myQVNm/3XP46obLn73is2evePP2PVISQ4S3N3sOx7RQtW376wMQaFW++MWv+NEn73DZLE89ppFSSqEWS+RnAUGdx2ub35pgOahQg7B4tlk5k1kPqZbaWpusJWtOTB2mI2oz6Gl+nKn68zx6Vlexr5gvZ6u+izqkZspUqJ1bXEqU3L7L0bS+LPlq5++9GIvQu6Y90thbtWlE1dpaqSAX067oJFjHHHOCbDFbWfSLZMa1oYLJ8lgBoixaN+bycqL+awN7BaubtOSiUcudQBCh1krNpgVQsHYHuy8WT0r0xABdKHjJiJye68rpc5ZkGrAyn8uiWyqt+k9LtAxxx4vNu6G56bi5bW+OU9UtgJGK9Z/Xkik5M02ZlDO5IRwGQpwtjt8DELBcY5a46/SRv4xC1G/ePv7tv812VhA4i71rreRkCvZOPNXbvfRYlVurMU1VW2sdurAvvCsnvYfGQDSMxnauqmipnDuIIGYZPG/DZmXAjvOsL6748Y9/ytWwZfriFzx8+zUl7ajliOqESMfGZaQB6QcxTQmVQA3e2tWA6CtFJyRnhHtcmYjhSOfHNtcG1rIi5ytyvcZxiS9b4lSpbHkfBkpdUXLHkH9p19rviToRVUjiTYCYwqa+RzA721VNXMtLPs9P+NYFXtNxdGYjHMqE6GjCoC42jYuCL8pKC0/TxMvja/54+pKfuW/5TN/yjPcMmqjFU4kWU4onSeAgsCfyhgt+lT/hV/6HfBk+4T1X7EQYsaIRkhH1Fh/PDHMfUTUdE6rNn7lM9nwtY3zgICtu3ZqbMbCvwsZlfK1E8Uhj0UgD8DWNjHf3pMOe7dVLnr94zvX2klu5YbPyDA+7f7PAgX64wIf+lDSdIX1zb/B5Rd/yltPj/iF6/KGA4EINPqOnP158lydmoSR9FyB4FLkvKOryqszIKstE+ijpmid2mc+nnk1yrgEEsixkcpaDK6dc/rRP13L8mTR1hsZ+LNnDwhbma3sOknyY+z/avmcanD/fwI3HlIV2wMLpeAR+9LOf8OKzl2h0SAiMNbNLnmlqzIcm4OMbeubm08LsxSxoELMTurln2h057u7ZHy948eIJV1eX9Kve3mMKB2gG71pFtfXTglXQBcx/XpOJuHlTtO82jlV3ydBVLjcdX76+5fXbO+53Rxs94tpwEqP+oa3Hn+UePOqxFGHWfDhV6AVxc6+dLC0KxcGxVnbHiTEVslqbhGiB0kAIb/TCrFadFiq+FrroGfqA81DHDJrQ4E7JpLTqR1PEVafzLPTBwnk+luqygGk7z5yVQy2MSSlFGMdEF2aQ4QTcVVVynqgqpJSJw4YXL19ycXnFl1+/Z/dwoLR+4faB9jjqacCfzQWPD7ENDqmn6NArPlrbQt9FE42qlRACm+3W+i+Nh7c4DczuAXOlRBqFXms2hwURtFaz8KsVFzvAAlbnHLlUHnY7BoTQWVIXus58tbP5MrtaUFViiAyrVRNyqrgpMXSmDOx8oDaKnw0jfaQ2DbPwnQFpWgqlKmmaACVGC9ZLnXC+IiEwrCOrwSPeVJ9rTUZnS9UyIPGgntmYOxVH2SmqiZKKZVK13Ztg7ARXFCl27kkzuVY0wypGPrleob4gTs3y0xW8OrrsiQVcVUhQJxNZrbR+XKz6HvuBYb1i2F6y2jxh2FzgLtfUVSR3MLrCPheO08TteODN/R1v3r3lzd0t7+9ueLh/4GG/ZxqP1GQgU+w6hq7jeDwypYkxJQ6HAz5EqhbGlEhp5Ob9W1JqbifFpOyskmke60MX0JyJMbBdb7jabMgXW/JmA8MaHTo0RDhM5Icdx8OR8e6BaX9Ac6ETz9BFXFlzsVqz3m65WG8Yup6u0f0MAVZqKUj1qBkgm4pyaW2ozsQtidEYI8BGjQUw5sxxyqSsTMlELvN9pRwnpmniuD/gfTCbypQteHeBLlqltC+JlBNjzk2935K2mXjmEWoULEX+Q2+mg/Gwf6BfX7O/f8P912+t4tbeMa+9WFpJonKkmusGwrAScqmkNmU463pZZqzZyrBGq7xqAhyECDVDMm1GssCqVy6vCxIzx9tb7nhKwSHE1g0KsUUCdnzKlUY4wNt/8SXdw4HnP33G3/sb/w6//OILvvn2FrTy9TSSFoDUsWSpfx02hegCnXOUtt5XtXkUmtbDUhUGp7IwoQQD/GfnJdeCHBGbwgVzmsjaBHRnVMY67k6OTY3JYXP0ObB9EnZeaOdqQnluTsirmjis2vrpxFkrgXiqNLaTgLSKOKfQBaA5xTQ3F0BLS0ALoNXmPes+pLRiRnVy6rVXabo9TY9qPvK2lFVgyspxLEzJrOeqdWc01qKgOrsD2LpkrRa6AEpSDDoJQMHmhYyQqzk+Gd5dySjqgwGgzpKX5uPBvP4vsTey6LNoNeG7UsoCJgJ2L500W0NtlryOEDzBzwCRnt5+NqycNGr9lEmTAeq1tXCIzOC5nK7Vso/5tcd5wHd1O+aI/1+1veA8bvtwr48zifPNQuSZLfydX3CCMkwwsOSy6EvUag4ROicDjY03k0ClWRr66AnZk2rFef9IbW2JnBoT2Xu37HNuh523H/yNn5BzZrjY8Cd/82/yP/33/kNWx4mv/rP/nNt/9k9xh3ekckdxnlSPZDdSUZKsOYae+7DiIfQcQ0+WjixKrg5NoCRyGQnuSK0Hshya/pgD2RiAVey5UxmYwoCTgLrElPbs6wW/4iWSR5y7Nz6sTiQNTC7gXMTVSqwjF+mOl+E19y4wSmRk4J1ucWzo1KHO3JGkNPaMFNx0pM+VlzLyvNzyKV/yk/iaH3LPdT4Qa0YJlBpRN1l2J44qgaw9X/sr/lRf8s/1U/5MnvOluyBL0zERoUcQiagXE8nVilPT3XBtlbBn1QpQKtXA0+qp1XFgzY2/4kZX3CXHpa9snOK1WgHVBSQE4qSkdCQ9vCPt3zM8e8rV5ZaL7TV9fINE4dlV4u71w7/iU/Dx7fcKDsRujXORZYJvCYL5zc4LDsxZ84mufdq+v8VgnijOe5jPH5/ftovyw/2c7+k0AXgvdF2gX/X0QzRBF+bjtUSuFYNYSuKiS+JuA6/1Ggvfbw83gx0zIOFOR3N69/nnPrKPj/3ufKLVD6c/+WAibJSmR7t+LHzoRQnBXlltIqs+otVbkKbwsBvZH6AmE77xtYn5qJq3a1vljWJt5Z6CksbMwzRRjxN3N3e8e7/n1Q8rL14+ZXWxIUaj/eMP1HJovVWl0fCsb08EBme+oVlbxCHe1HVXgc5fcbld8/Tqii+vb/jq23fc7hIPY0IU6/MRgWD9ViUJFYdIbeugLWoKRmlaho5dmzlAsstu9PDqhDEX9uNEKhVVj2qlFAVvwj66MCGkLaKFKJ6h61ivemJw5NbzacCFoKWcRGicgrhTRWUe061fzQKOFo1VLFI2ZAOF5ivvmDIcxsT1xRokkXNlvbkyylgpqEKqZVmwai7sdgcOx5HYPI+l5fdmNzMHAcsD8mvGbGWxQ5rFe8SYF7GzXslcEjVnuq5v116bwJ0z5wRn1VPvQwvWLCB0YmPEtT+piSZptXYAcY7S1PVjCJQx8X7/lopyeXmF73uC92RVplLw4ojedAqqOI7TwwJ4LhhHe25snBgFtVIbInwmcFpNX2PMmTwlpnEExSwRayFnJYjiOyF6BUkomeAwW8FSWk9su87V+ofJUPdQnVqGlOeoPto1CRHXOTpVBgfeV6Yy8T49kHLGiRIxVkLInlg9Xq3i5SVYe5AWaoI8VQNPcAYMNIeCEDu6bk232tKvVtBFagwU7yhV2U+JuzSyO+54t9/x9v6Wd/e3vL99x/ubG3YPDxx3B3QarXRXxaxSQ+DQ9+zuHxhWN/TrFSF0VlksmVwyd7fvbbw09Wd0drVpfX1eqFMihMAwDFxuLnh6dcGTq0uutxdcrtZshh4OI3l/pI4Tx92ecRrJUwIqq6Fj8B1PLq/YbrZcXj/henvFtl8xOGtL0GYB56qizjQokiq1iNFNncO3trKEUoOgMeBXPd1mw+riwv7cbejuesIxkKZkNMYpU6aJmhKlZHztCE7oNFBCpQ+RYwgEb/OHa8nMMvuLfDRI/sNswv3NxP/+f/tPePnsf07xR9MvySz94w1iaXRro2tu3IHrJ571ZaX6JjrX+tCRkzaYChQPJYJrf7IDzdC1bieSMeHal3AxCMNBGN2O3Xu44YqRiC7hnh3byiAFFGGa4ParO97e73gplZ/99/6YzQ866uFf8O2bN/ShLkntuVXoX4fNecfPfvoTPvnkJZ9/9Rem81OFUrJZHIqQl8LDCeid7dUcp+ROamudbCL5gcY4rC2WcW29D3ZfFpKTGIhTW4wgbZ19VOtoQLa075yXlYa94XD0IRiXSQJFvFVbvUPEt+Nrc2SLP2bq+7I8qTStFE9yniAmuOqb9bA0K8RSMb+Xtn4iLKKKNqfbc5W1iWM2p5eUK6nUxWrXeZotm1m0lWabO3eheGljm2qCxGrgSWnOBUUrU0p0zqASEzRzVF9x0far5TTeLEKRxryzYkhFWxuWJVjmCKWtPjQzRi3uct7jmtYATcR3tnZELIFfrC7FWTtBSkyTiciWUr4/lZ/H16+di86i4IUV9Tj6/03br5vrfhez4Hwa8/iyUMu1a2uJn1RFnQFl4tp9aiCL2Us6XPS4XPCBxXa7Vj0BNlgskUrBZQNtRCAMa0K/Io8HPBajxO2Ky2fP2a4Gpi+/ZP/1F1AnxjwxTXuyE9NYkUpyHSluOMqWB3fNXgoP/jlee0bnGBnMwUonvCs46VCXKDhSzUzVxEdRpeRM1ykhKl4TSRwHeg48JRWhOHDlnr7uWLmKK1NjE7VCrTpiAUkPXIeveTE4SlBGV7mVxJghE3jwB4SES4IHBhLr6cgnxxt+GN7wY/mGH7ovecVbrvOBlHfYExzwZGPq1MCByE15xVc848/5jH8hf8Qv5AXvdGXuM22OCEWaBaeYlpFWvDN1PbNaBNTjssWfDiEHAUyjBK/UMtGVPUM54N2IlwQ6Ipg4qrgVNasBEjESLy7pri7YpYmbN/fcfHtn5y/VWqp+x9vvv62AVqUAzh+9OYi2l+eF50SjPy9Ynwuz2IJQ2/wh56DlnK49eu/S4/+RqUM+WsWc4YDK7EgwiwGe1gF7OMVzYkEzTzqy9HHO1DLTVqiNXjJTtE+9X0sP2JLM6WmCmV//AFVdzuH8Suv5C+cXkEc/n870uyDD472fgzfKedXXOUcIrabsC1oTmgKlKMULqWqjbFtIJzS6P5zud2MnuKV3UVEHU8mUlLlPiZvyjndVeHOYePr0muvtioutp/cdtEqO6JwY0xJhxUtAGfGaW+FamodspI/Q+UAXLlltejbbga+/feDN3YgW5f5uz5QKrgwQPE6i7aMa/2VeEBE7MzuMNrEvwE4xWiBiVXmvTHgeSuWQKlNShtjugpp+xNxzWWsTKBIhOhhiYOgjsTdq9ywkuSSiy3e3AapGvD3dxu9bOtt+DMxfrBGPuQEYTplKInYD//F/8r/gL37x35DSBNDQUNttv17z6tPPcM7z9vU7dvc7q95LaLibTYpLBKYfHALzcZ8BAzJfUwMUnO8Q762Y0wKQnE21PUajQEqrlJtwYEvCz/7TmZJZS3tu7YGpNKYJRttMWTnsj6RxItVKmkzILsaeEHrGVNCUiV0EkTNihJr6NB/EN3OQ1dgNgoloarFqcmliTWWazN40m2K0d8Z46V1AJeKmTJWMMForjEpjQTSHhbmpWhtzgPZ3KVYire13Yr2yNhcEXAgMMXA5BIKvHI4P3L/bk5jnOlOk7rAWBN/StFk9WwtoLotI12lOa0lxhikV+qlQiqJjohwT1Tmz2XOFfTrwcDzycNzzcNyzPx44HI+kNDFNCU0Jxgmm3ObHI0UcB+c53t1z33eEYTCnCD8zQwr7hzsTfirVlMu0le0UZvYM04SIcOx78uYBDnt0f0SvJ8pmzzF25Icd092DJeCHTJkSmjKUwqob6IaOl89fcn11xdXTp1xcXbLeruk2K2JTBKeNs9zEv1K1RNWp4IpV8NVBVhPC0+CQGAirntVmxXq7Yb3ZMgxrDvs9xU1UNRHKPBmoVKaMdgVxHu+FSCA4s7F0zuHUIzSAtoGz1i7zkenh9701BtN6HfijV8/503/6C8qbG3afv8PXrgkRWvIygwQez5od2z4T10ISc/2ZZXpmmnqlUc+D/amuFYLFJDnGAt8eHK86uHKVTQ+9M6tDhzJsIj/uhDHfku49d8CRSMAcYmwztZhAIDCxZSCNiZtfvePJ03d89ulT9p98wv3+nvjuHbejcr+vTFlO89xfg80JJrbceaqz9LKqZewhmNVYzg3YkjlBPwGgbRoA5pjKwFYn7jTlVI9zFQlm0aWuWPuUYHI0mB5Vx8y+9I3qPoMLZyZ3rbdYtAWws8pkcVZtJCBqo0XU4RFr99SKk2r0/qZvNbtYSZvHZxaXk4DzPU5mizh5jGubt+ACUAimX0Cj7EsT/awCtRr1uWr7nbM1X5rvYVVtLU9Woa8twVgY+3MMLQ3Mbtfb/lRSVnyE4FuSqQWNIC4ws1fnRddaZE8tIbUWKNg6VEqz650Zr6fY2zkhRAP+vZ9bTPQ0j7Y7NVezjTVQKbmabfcMPizAmJxdzI9v9g1zLP3B787Yxr+blP5sn7+DfRlJ0o7eWgtMc8E5s/OmJb/eOcRHUKPyu3YA4hyxC+RczT2jmKS7yVzNRTV78zx2DVuer5mdhcu2z9hFnj17yhA70utvObx/b8J77VlNZEoxsCcRSOqZuGTPU3bAfXlGoKcQGMs1WjucTng/oZLIuse7A1UOVBK4FVLWOLdGXLScQENzgangOsbwlILgq9HpIZG88FwTqzxRvFJkosMxpAk/Tkid2Kxvcd1I0kxR5Z1u2KmBgUUqsSQGOfJ8f8+Pxq/5efc5P41f8VzuuJCRKAdyTWQqg/f4ZC2Hh7Dmlmu+kFf8Ul7yC/cDfuVf8lZ69go5edCIOHvGZsBmzudoWicizVJ7znFay3xp98fEVC1Hyl6YfOBYHZMq6+ghK1WFaUm3DPFOxyP7hwe6i+dcX1+xudjiwjum8fh7Afd/7+AA0IK5Oemel/v55+Ut/Cbszybi02T+3WS4/ZFT4utakvF4z49BhPnnDxe4BTPQUwK/WBbq2fTWjkXmBO3s3HT5r03m1VRapymTkwmIna7Fiaj0WKnWTvRjTAM9O975u7/LtnicqXwfvPDhZmuKoFKXRdSJqQY73wQRRbh4saVKIeXCQQsPbmLMwcSCnKDRFuNaFCnLRW6IOa1dwF4rXUSLp2ikauWYYbrdc3NMbN7e8vLJFT/69JqXzzas3AqvHaqJqR5M8MdVvO8wJWVv1L1aLKHHVHK9WEC+6SOx2zIMPdvNluv3O3LOfPu68ubdjuM0USeQ4Ag+Mi9XNJ/m+erNNL3ZA3im5c1iQGbjBFOpHHJhN00cUyEW1xIZo8FKS9Sp1heN83iULnhWfaTvA+IzmjNIXKqRdukMhDgNjI/3vJ/GuJwEQJ2SsHszivBQMjfHA9sHeP7EEcTz2Y9/zt/9d/9H/Of/5B8tC3KtCkFYX11w+fQp45S5fXdLOlopTn07pjkZbYJRpwdr/mt+yOaA+fzhst9XCjllaskEH4ldz/7hgWlMOG8qr0WNuphLxkVvatjiWpVJlp5zVaP6mXpyMjtBgZwqSQWysr/fUVKxQArBeU+IHaEUtOtwZYViSb2ktEzOJ3DzfE6RNgc2Ac3GiMg5MeVETpk0jUzpaP3/FRAlxkAQEAlIU+lNVQkhoGJAhM0rQs5Qi2kitIjUggdtYNGMYEgDatTuhdaKk0Df94QolLwnpXTG6qIpipuXsnNi7QeYgGLINi9lKQShcagyiiOlgjtM+JUFsGZlVdEpU8aJKjBR2JG4nfbc7h94/3DHu/sbbm5veXi4Z78/UI5HSCOM6aTItQweRacjZe8pXWCM0RTmXEsR9w+0EhvmE2aa94/WALUgaRwjOk24BkSU8cC+7xlcYLq9Z7p/gFyQyaqbvfOs+4HNasV2c8nLp894+vQpV0+fsr7c0g89xIjGYNRKNRuyVBs93llFVtTEWZ3403xCS1J8pO97utWafr2m32zoVwMx9Ex+j2Yb82lKTMeJnCZqGXDBnCKyzP3U3v6grbJoCRdg81b+3QcXv3FTWG0Df+/f/zHPP1lx/+179v/0S/K3O7ZcMjThthlaVBwR0wcJotRamOYuPpv6bf6c8a8lm7SWgUOGA467B+X2Vnl/X/lsgJ9dOz5dezpXTIRrqhz9RNfD1VPlyeE9Life8pzcAHxljmIMgNlgbiCHqbJ7O/L5P/0VT+8eePF0xd/97MfEqJR3t2yvt7x9f2R3N7YxcS5f+lezWQzbdI7EEUM0NyaFqplaDGhTaRV9v6QezHNbtjzXqvjzuGpxmAiIV1xxjUEAVOv7903Dp+iM2bX4bRHKY8HwoI2FNtc6hVqUlCz5qrmgtbPk9qzQcnKqqotArOqcIJ/FoO1/WtSclwTUuyaMvCyXFuAvzEppCXXbiRNO4LaxBlKbeuf3eWdIldYMwZKIqr7Rwed1xK6nF2e5QW5riLM+/qKzHpJrUbyaq4MDQoZgx5i9M3vGZZt71+36VFVL4ssJrJrj2NrWsqqKp80f0ewYjXigM75n8ZzIadluVOFSSrPOtaq5zgjMUiSYb/JviP3bGJ1//t1tc2wNSxD/fYcif4nvbiGOXQZbZ3MplJwNXJnjYWoDCHwDjNQWXBSHx0dP0tKEOTBGThsbJn6uy9hyJ8ToFOiNE7W1KD5/8oRIYHr/HvY7AoWMo2LtKbU940mUqQZ2uuauXHLjhJt8QV87nF8z6gWOFV6qCbaqUuuEkxHVgviC8x6RDsGDdKQqJElMQBVzuph8hOqREaZROWrh6N7i9cBnesDXI2PIOBnNergWrhRIE+o7kjOxblczSdfcYsWojU5clTuepm94ln/JU/cVF3zLEI9Ep+S4J6c9qKdIpDjHg+94z5Zv6lP+XD7lz+UVn8tnvPEX7PzBdLc0UMYJpCKdIAWLc1v+p3Nlj9Mc1UpOlKB06q2lqBNiAu8CtRsoZUudeoo/2LVxxjCqrtD5gBDxeNLhyPHhgY2Hq8s1m4sVREceMy78G8QcCHHDsHrSqu+2Ys/2UsyICqde+jaXwIJGsvx96ms6m4R5BIhyDg7M/YmPA/bz7fzfbWJY9qXLHOHaIuWa0MQ5OqM09Po7s8V80DTa8Dl9kzMKmyFo5yjf/KZHTIk2Iz0+19NvPzyfjxcjvn+2O2dgfPdd8mhClLNzOD/tQx653feEGMH3HCdllwrJdeBNiNAqDValrY35Ia3HvykRNQTdko6ZpoYTdlo5jBP7qXAcM7maN/vzi65ZkK2IXUDKiGoytoI6RD1FjQbv2opXFShzr74yBMFf9AxD4Nn1Gqpw8+yCr97c8c3rHW9vdxymHSqrRsVrC1s5UR4FC4iUjGCVXLMlape22rjP6ni3m/jVVzesY6QPV4ShJ4RE9I5UEzlNOFVqdARXiaJsO+HT5xfsp4lx+oa7m4yl823yrYWqxehKZxaT83jCC1JObBw9u+/SbDJVoIqQER5y4v44ckyRirfJz0X+5t/5+/zn/+Qf2UBpolMSI5fPntOtN9y/vycnE+pznaNWOV2vZRieARbLgJsjjLMROM8TjZ6mVCTALFgxn+KwWrHebOj7HpoqstYZXHDztNH4nnqyNFQlTZZUFTU3gpQmNCl1LOz3B6P7i3I8TozHkS4GW8CdJ3QD02HHMe+oKP16zWqz4fb2luNofd/OOXTuY9NMybXZotpx3j3ckaaMqJDzRMojvYv0/YroAkP0Bnhpae1ZE64UfOdIgmkfzHGAtoT//Pqex77zgzaDBWYCRB0zU59Jq56sjjRZi0htSm0iQvAedYKvNp9ZPOroJOIroGavWFQIONIMd4pRdMUFxAWquGaT1Wis48i+Ju7ykdvxgbcPt7y7v+Ht3Q03t29Nu+I4wrg3xkCde+LrB3+3BvWjM9n6xjaBCvmIRVbl7P3KzDp6tOlIPsJR4S5l8mHPzptifn7YkQ8HpFS66okuQLdi4yO991xutlxvtzy5vOTJ1ROGiw0uRooTkofqAqrOFMdVGrNFqE4RZ2O/aDEWVLWgUQUTKQxmjbheb1ivVgzDiq7vmUK08VsreTJgYJqUPimua/7RLuCjWbYGH/CqOK0WSJ4W2FOZ8g+6CZfrFf/9P/kZl0OkfJ1IrwtFTbTRZOEMkJ25dg7zahlUDQMCGpnL+nu14UAeNNhdHgWmCrssfDsG/uLbic/fwG4H3/RQkiO8cNZbLoovSl+Ntr16Cj8qmSf3d9T7jhu9YlJdpi+7aokO5RJF6eiTsHu9530+EPMzPv3BFfXqj+D1n/LTn/8ddqPnP/u//L958817a9Wqf7X6A4qxVaacrfVGWoXZW7vSmHVxXAnL2qFLgSaLkXKqnEK7OYl3DSyvbT7XQiuEWfLq5sB6vgTSiiCtoGTWqnOPvMVhdQbPC81i8IzlWa1lKzhLis1e2CHVI1pwYgxCzpamR65PS3imRo12YtajzlpPxAnBK75pGy1L1BwXySlmq2rXrai1kxRpiklaKcXsl9Wb4LHUk0DifK5zHn0ed0oLwowApbhg+gK+FSAIBQ2CdoHqA3jX1o758+dAwZxH6qI1sOgqtaS2Nq2B6q0VSpw5vcxikueJtR2atOp1i+eqtSpo1dOSPu8fFjD0FFB+eC9OMfxvmqE+GiL/pm0+oF8DPPz2M6MdwVz/mN3IlNZSVCpTyjYfqzy6F+LF9Gi04ny7HrksxSYbxmJL+Bx7nZKms9hmHiP2smtMgjBEnl5f2cvHPV2diFSKMzatkiGDUihVmELPrkRucuQGzz2B3OLmFKzUG9Thq2eSQMcGTzVgw3k80cIvX0y4LxtnwPmI9yYYmDzc1R7VZxy1MBWo2tPVdwyibBlxmsApKg5fCxsOdHmiPyilH9GQ6GTC84SgF1QpPC93fKKv+cx/zg/c5zwr3zLonblcBaWwR/yRoAOFwC5E3oYLvnEv+Ty94s/kU/7cP+HrMLBzgnqHkI012AauL9JYok1frLGoa271sJbHzX97jBduBZ3GzNGe5NYcwwXHtOJY7kgYSxNnMWlx1XKhnMmHkXzYgxZW64Ht5QZE2e935HT8Swz63277vYEDprrt7QLNeIAaPGzMovOU8yyoXUCv80dyjvCXvS8JtKWb7cEWzn5+/EifYuSPTx/zhE4V5CwB8U7wHmIwO68QpFX/4NSWoMuk/Xh6+kAPQWV5lk/XSdvi9DjpOe15hhfkVHg9A0ROpzkH5B8sducn/z1nfv59v/kDM5hyes84Fo5jZVsdw7pn7Rz9weEno5RVl1EfAG/VB4OlmRsHnWsBvbaFUzDlYWx1tAXLfne8PbDfj7x9/Y6X12u2mw3Pri55drVmO6zoQgeaKcXqTE7UestzQdqiVgvgoJJQyXhxbMPA5fUGLcrTizWfvnzGN5/s+fyrb/jV1++42+0Zi1GkLbEyyp5N8Noo+dAaBC0p5IQoSnvgS/E8HBJ3D0eO0wXbwQiztdTljziHa1ZleBCULnrWQ0ffR3yXKMmCFycRqEsiK/7DEX4KYxeSXnsebbhqU7wVtPOoQhozE8UouNUCGxqIALRg3ESMJBolcswTrous1xv6cEvVQqq0cF6XavhpeMkcGTx+bUG9tUVcCl4IfSTGYAFnWwC7rmNYXRD7jugw/QXABUuMUD2bS9rzNSdBcw8sWNWpmmd0LdYnV3Oxw82F48OO+9VAjBE6s5GstTCOI2NO4APdamWez85RS6LW2JJjWfY7ixillNgfjjzc79HGBEArXexYDQOrfkXnI14ULcnujzpSFmJTLK4oSVslRsVAKZz1pS7RXcXgbQfEdj2bGpvO1TUFrKp92B84POw4HsdTsCRiisUY/dyJoyuOKIFQ5566Ro2fnTRojRxiAqXed/jY47oBiT0SI+o9E4WHfOT9/o53uzu+uXnH7f0dN3c37G5uKMcEKcM0QU52Pmf38oR+KK1u2cp755Pk+Xs9JxDqfK52y/tUE3k8MpWCjkeOOKRUNB1AMx4oBLT0rFKEqgRnuiB9iKxix6rvWXUrpAtMrVUqtaFuch+NSSf2TFVtx1VMv6FoxTklCBA8EiNd15uo47BiWK2JXcT7QGpAV6lloe8WVWL7Lu8c3tk9CD4SaiGXVjWU1nYj/vRc/EG3yrs3O/78//oLfvL3fw4Hz650uNSbZgVGwAVHavct4LmQic2gdIP1gUMbGrUlnpxAggzkapjRjo6vDz2/vM386q5ymAL7Caapcntfeenh7z7z/HiteC2MDlYreP4ZXB8qfP6G/99N4R3XTMwSBzJj2wSEDdESyzxxeLfnTT1yycjlnzzj7/69f4d/7x/8T9hcfMJ+r/yTf/x/Z78f/5AX/Hs3aboleQYIODGPtI3hWTHd7G9ts4TP2GeVhj1Cm1Ya5TlVA+lLW/sVcNWo6U5tiloAhYbpVrNslTbZz4r9tpa0dpg2xc1uOrOifmiOM8XNQm6tnaayFCROBZjzAo8way3Oa5FzxpScQ1QJ4KJVDaWcPjfnl+ch4BLmOiWVQiqZVCu5Vko9sUTneNJ86ufrp9+JYe2CG728VIsVQvCtmNIOwyvSO8LKWiILsxD4+Xd502Fo6Eiptbm51CXRt5s5M+Ba5bsx7freWpUWAe4ZLDtjD9DuhXwQt88XW7FEadY9+I2J/wdFs0f7/MtDAv/a24ffeL4SzTCDLCPJdCROMUZFwwwi2Lgu2dgV5GqQqEIuZtE9t6GZfoGBlo/G7NnxuPaMLsxpFB8cq/WK7XoNWkjHPb5qsw80/SWpvtljCkJEtedYeg5EjtWT8ITqqH5k1GotBTXipafzHkKHd6EZKXi8thYs1wS0q7VGe/E4FxEVCoUkhdvYU9wrZIqEKSDFoZL5kcu8rMeWPwrZCZRElyfWJfOMQi2Z6BPRHdmwY4/yPN3xI/eaH63e8hl3XI0HhmyaHQkDP8UFtHY86AWvwxVfds/5Ul7yuXvBL+oLvvIX3Lqe6qBXh68OdYrrGnjZQoYmG2ExJ2JsstpYncvzwyJDN4M4ipCrY18D75LnyeS5EuFigD7a86lNrNIruJzR8ci431OmifX2kidPr1mtB7x3TGP+nY/xP0xbAXAerNnkz/c/0+dJw4zG0fLHM1BBzt8rp4r/d3YnM/3akumZ9gYnQOFc2OR8s2RkVsnVJn5jqqPOWfJi6Nz8QLbQT/2S7lc1NmzJ1SigyWhcNoA+Pi0uyNNvmDb17P+PkvbfOF+eKgDfBWMa8HE+a7cbIGLovZvhSQVXe4QNTi5QvyHXjhpKE3vSZvWnppEmFkQtuxZ7oJyegg97wOTEWpyn3iq4IhxKoR4nDrsjIdxysX7Pj1494YfPL3lyNTAMg90HPSJitcx54pUYmCneM12lasHXhPhKLYngIpd9xL+6pu+F1abji29ueHP7wN3+QMoC2psTh7PeQWlAh2ItB6omNoaEBfzQUEhUHqjcTRPjVLlUq0aXmsm1tIndtSxCW6XC0QfH0Ec26467+2y9TimBBhwe8bIIrp0yf86S79MY0RnAOBvzAqg38KOKklHGnMhZoAvMtjnA4g5QUfCKi4LvPMeHzDSakv+stfCdsfgBmLV8+YyCN5see1/r33eOLkZ8FxdqdHCevh/o+x7fR6PA1nGpXNhcYfNCVWdCUqc5fUmg5wReAO/NG1pTq3LUeUJxTS/EXDXQYr3wOXNMCZ9MGM6LI8ZIncZWcbH955yZcjLQqtpnj4fRcnesz9Q5z3rVs16v6HwgOo9QKWrsAO+FGDtKHe3ei1CKkJJQWkuBPmIPtDGk8z2Y2QJnF11O42KaRvb7B8b9jlql0U5NmyEGU112TaAr4FqftbRWgkKRk6q4PbGO6Du6vqdfrRg2a1abNX6zogyR0gslZY7TyO3DPW9v3vPm/Vve3dyyv7+l3N+aZ1hVYwwswMBsnKYgkYaetbEyj/mZX664aO0gJpA5AwAVhwXDVStD1zdhPxu7QaGmxJRze0YKjmSVkSUlbM9WVZzKIp7X+Y4+dPRdxMVgAk9YkFYaG2BOQlSgtMrO8og0lpGIoB4DjmIg9h1dP9CtVnT9QOw627+z+TJVa+tKzWazqMFy4s2i0jtP5ztSKXgpbXptYaw7A/7+YFvLAgV8H/Bdz7sv31Hf7+jqqat/Xv9sZQVPoXeF1QpCZ4FZaW840+49QUjtg7YEOQ5j5Vg8k1Z2wFgcaa/sD8oPvfLMF171jtDatTu1hFBXsLqG6909uylwZEVt6gPznwAMRtIla0WT4/bNnhTe8ezTa37wJz/lm69f88X/57/j8nrL/+B/+Pf5L/+L/6pZ1CqnwOgPvImA68B5SjFWiaOQ08gRBfUEiTicWRjPeToKrlXA22jSatR9cX65/tWBLlYS1nbkBEI4Ez7WGXCYr6btXqoi/jQ4Z6eXGSCexVytXbNYa8FZ0WamMSyxW3v+HnXgte89y7fsL1WCF2LTRNJ27mpkvSX0fBQ+zf/W0zVyYgLDOWdjEyhNE8RRfQNzP8QraevXTMMQmP0Gz4GNUkyc2MTobPxIEKSPNjfMnVTLrW7J44Jk2Nc7EZxWSmtH1FlTqF3sBfQRi3/ntXU+7HOWbm1JkQnpnmJdq5rOa0vbX53FFf7gE1A7Bp1/+DgY85fc10cBjHbhpMV081h1uYA6qijTcURrRqrZRQrNgSUXcq2LbpbCMvjnOsqjEB2skt3OJVl0yHa95nK1gjyZUGGpqFjbYvCKc5VaAz5uIVxRWHPAsRch1UCpgeLsHuY6Qi1E6Q3TdoFCNLHVBgDVFjeJi02DTWgqnVRxFjcDvmbUOQ6y5r06YvFU59p1EJ66xLY+MAEHqagrhDISS+YiVaQccf6Id9aKdl8DT6cjP+pu+Cw+8LQ/sEojvgpZgzn+SCR5T61r3smWL+Ir/sz/gC/8K772T/g6b3kIPUWFyEhIDmq0domz7lipgkmzzHMYDdQpDTRbBha1aYxUwSx1K2R13BXPmxx5miIvnWcsnhrNst2YS4pXNYCgFqb9jmk8EC+ecHF1wWa7Zr3uofT8rrffGzjgQ9d+OvXon/GaWbg3H2ax8uGr9j73nfedJ8GNdCgfn2JmdFMXEOA86/3gvXCitD8+LJYF5NFq0OqxTS3yUbJ/DunpKQDUWkmpmGLt2X6WhYWzBeCDc1oC8PP1TzHF09MR/hbbh7DCacFphztHVKcjFBA/29+w0Jc23RXb4SUuPmX0a9LkmEqxHmg9++y8wnKaiF21//mZPSEYCNAerrlV2iJpQIJRGQvcP0wURt7fPnB4eGB3e8mnr6548fyK7XaF88GuievwJjQAOJyY1694aX6oFWqilMkodpIRGQmh5/oy0A/PuLja8uXrt3z+7RvevXsgpz3O1GFatbZRKEtuyXFE1S/QVi2VgvVmZlVyUsqk1AwSKiaOIEbBnm+yAtVE8nrv2Aw961WP93urpNZIdXOrTmhiN208ni9SH6y9J9rm6de19ZOqd6gLZBHGXEnVrlmtQs4WZZhtUgvSfGC93iA47m5vORwOpJTNzsY5TI55Hl/tQB4BFnI6iOW82/vbc6ZZOR4OjGmk7+KS4tZSSFPCdxGc6ULMPa6zI8GM2NZSqFKt+u1Mo6C2/vUutkRO1WysXDXJPfFUCeA8GbNQ0zaka7E+de/tHueccT7Q+UByiVkssmpzKaiV42FkHI/meVuh7wajv6oSgmO1GhYBMHXg8KjzxkRAQDxKx5QyU81Myah+qai1upWW0ZxPleeIqbbI9jx4bmDWNFVyTuSSGw2uqXtjzIHi1EABcae/xSOtfGaVO4NGK4LDEYKj63uGdc+wXbHernEXa9LgSREgUUSYauWYJnaHA/v9jrLf2wNe0qNxAB6TnDcV8m69InR9sw5qgmAommtjJlX6VWS9WreqvK0TphhtytmlFtb9ipISaTwwHg7kcWqVtImZkXAGPTDP2rMKu1Nni7eTJRkPISAx0KFMYpUfaf3wZuEmrT/7lLDMz4NV8Fri5MGHSOwG+tXAsFrRDytCHHA+tjHRxM7UKr+l1uX5FLHexhAC3nuii0wuU2qmtntfaqXMFlv1fPD8vja3LB4//sET/vY//DsMF2v8f/0FfoJJlaFV3QqWNGbMF0BRpvbvWCGoXdOqbappVejSph0npucCnoej8vW7Hd/cKbtkehcQeMBYLxe1sBsnplLog92Okaaqr9BdCteHzO03d2YxyRrFLwpKHjM8tFjFG4ylcP9t4vV/8QuOU+HJD35AXA2sN2te/Tjytw7/Fv/Nf/X/5XgcP7IW/2G2oiZK5nE4hZiLKXhTUW/U4YixynJVaqum292oSxDr1BtDaubDNw0Ba31qFdEARQreRbrOIdEqY1Y00BbPnNwITAhYl2VDms6RCCbiqUJoYoUVodREJlHpoCr+hGQs02DRxtYUMWvWM1RAq6l/FzKekcFPbIIyCMR2a0oxUctHmpJizzW5WSw6c3sIzhPm6bcBds5LayPwVliae/HlFL8JnNxstDGxmKMxa1cQT2P9zYnjaUJRlNkc4vHWrNZcAxOaFoodoMW+M6OJlui50ABG7wgxLDGTNIcEA9jdEtdXbUK7TctgBmG1rUVLLD2HA/+K4/YESLSD/9fZ5IOfP9zd94XVeh5Hf8+u5XRPqVBSBqQ5I9k+jvs9VFO1900wxZJ/cwo6tXjMxQ+LKeZvt5Sltd/oiZWCKl0IXG82bP0KUqaMBrbXmiEXeueIanabGiLaXXDoLsiyIklE1TSPUHNIEnW4illl1kStR3IVhA7nu0VgXIGEEubxUdUISSLUEAglG8gRhFwi+yq8WXnTEThWQim88PdU2bPSiaAwBSVUhZC5kEQsB0JJrOSep/qEcQrErDzXe57UkU3xiERcdIj25NRRHEyy5R3XfMlnfFF/yJf6CV/wnNf+gjuJTYy5IMXYNNpcRGxVshKToK2d2AAfqkBj782ONIvumGAF18YwLlTTDgk9Y1wxhp6ExfNVHSkdOYyJ4gIrh7GKU6IcDuSSuFgNXF1f8uTJFW/fXuAp8O2vGYT/CtvvBRwQ8aw3z1rgknF4889tAbO2XvzzbX7APwa8SUOhHj2CH6EJ/Lq0eO6P+zg1ad4nMzZnIlGNGSDC4u86T5KLDsLjj58hesqjdgk+9FKYP/GRo9YP3yLf+/ZlXm+XQ+tcefhwtvs1W0sWbBH67oGcf+2j3wuIOP7kj/9t+mevuIueN+rI+yM5V7Q4KIp6XS6FM5Wjk5WbzirIc2BgVccFY1km36bfoFYJzloRFyiYrdzX93v2aeJ2/8Dt7oFXL55yfb1lGAZc6JAwUspETc23WAq+Lci1fU9FTWRHK1UzUpRVCHSbjmE1cLnpub5c88X6DW/f33F/yKSpVVq9h9Co5F4aK8RRxbBbnAmAVWrzvoU0KjlZsEAM+GCAhbbKp7YKrlUmYRU8myESA6AJpJi6ea54V5HilwBTZiDM64eD7gwgW24iFnA0D2XvKFjSWWoLHosuicNSmRHo1z3rixXHw4797p5pGqmYWKWWBlL4eeC0751ZAvN+5rLE8jy3fvF5cw7fWbRecuFYMg+7HePxiDgopVifVnMiCM4SIRHX0HoTQ6rSApqlsnECC+ZqiajZTzmaz6wKWiAfE+NhJPU9MUQkWB83OVNyZjoeiV1P9IHioyHs7Xc5JUrK5kl/PFJqou8GNpsN3nnQSt95uiFQsiVuQRypWNKG6xawA4WUCmNylBLIatUhlFMJ9XwrZ2pe55GsKHMpLE3F6Od9j2gmHfbUknHBqLuxKYcH9UidzVkbpbQJrC59kRid0rtA1w0Mq55hu2Z9sWG4XOO2K2Tw9B46SYR9B9GDd0hoLAAn9lrNM/IJEoxD3vWEbqDvei4uL1mtVtbupULwpiNi486G02rdcTFsKLnYBVKl5tFomsXotEPsmMaR8eGB+3DHTu4ZDwemktGzcTgDfXNKNGPI4lwTazyryDmH+M4sX6WYH7nI0tc+P4GlJU+ItqKxLqBoxfq+iREfjTmwvrjg6sVz7u7v2O/sOFMaybUwjhPheKA/rOhWA9JHXIh0XWTIPakkslaCWjXKhNeEogZM+lUk7yZ+/9t8f7RZLhbyt/dss0DsmWS/YELzHZjBGDjiuyPuEghWhflYHD+HDOqscp0qPBwLNzvlfoQj9rgUEgnHhKlDjxWmYgmgqvWZe2nAw6pw/QxqOTLtJl7vL3jLE5LBxBbYY0/ACmeikyg1Z3avd0x/+pbMBVwrx7JnVzJXL1+xffor4sOB+7v7JYaQ5Xn6Q2xKSIVrJ2xEeFuVXBX1QnABXGBufXR1zgFludDiZlp5o4OKFXNcNRaCtUhb4oOaCw4OfAzE6JiJAQuGPWPEbQzMegXSro05Cshin3qYRgNI273WWqk5IQS8gyrWGiFUXM1LJVNUcBqWtbI2xk4VgzhxGUemVwitnXrWT2pBw3cYNyZWaBoXWmVp+9JaTdvm7K7aETV3AXvh0TrpZ3p4+y4p8wyEVfPVwJEovhU12mBVR5ZCH5R1tJj19J2P77tRnNuxO7EB3yY2U1Y3hMF530BPv+hIzADQfN5CE/09Yw6URrGuja0pbczovMa38/1YJHx+rI+i2Q/j/oYyPI5r/jDbx2LjR0fQYh3BQK7SCiwp12ZHqK1YOCHMAspuAdYsrDnR1G12sRVoBpOqzjFri7tU6YcN6bgDMfbZ5WbD4DqYJtJ+DyWhdUTzEQmFLmeqdlTpydqR6FHX2FES8DUg1eLM2Gj2EYcGEE3U7AnR46W2ollj2TkD7eaiihNrQZRilHljzUaS78jN+LRyBe5HlIfE0+kNSR74hEqQHUhpYpwTopWeFmPryKB3ZOcRF1lXoUsVIeD8GlxGxQSmc37CXbniG57zhXzCF/kF38pz3soVb2PkGBw+VWKpOPWo2JwRcgtVg403VxUtrcWn3TtTFncGoLQ5a2YSKxBChKKkaaL6gAsXlHDB6Nccak92leQm8rFQk1JDQkNkVMhppI57Sk3QOYbLFVcXa55sV2j5N0hz4DvbnEzPk8n82vKg1xNNRpZ3AC1hXP45v6lVBZdk/rSrX58K/4ZEmdMDL3OEgjRhwllv4FQ5l+9MRueTvx3UjDDPSVZpomhzpXQWW/m1kistlpdfM/8tnr1n16Wt2r/xfG09anT/JXHTJWmbsc85SNDlFeHVT/8Yf/nMBu/NLVM5Uqtv9ymABlC3VPjmpQEwsZH55xkD+QCBOE26RtsvgqkIq6Khw/eRNI28O0wcpyP3hwO3D4lXrxLPrrdcX23ougGPR8X6l6M3X/E5+DerIUNTHU3Juxa8RJwWgosMVz0Xw3OerHu+ebvmq7fvefNux36fyUUp2iGztoKKAQzqLblrFd2JwlQdYyocD5WSBOk7ogScKxTNzVZPcT7g1SahKkrvYNt3DJ3jzje00p36QWmB0SwIZDPTR+79WR+gAZmysNBrhVINGDABSTFgIGjrqYf1dUfOGc2VUkYO0w0pXRN7R78dkNudjaF5rNZ54Lbwb27GVHcKhj4c2NI+4wQJZqNkC2XheNhz2B9IabLq9ByEFrPzW5gDGNVb5xJitetTEFLOTYhQT/oXaq1CcQj0x0A+JHIu6FjJ3pGmTFHoY0foetJxJFMXAGAY1syKEyBWmU6ZNE1tATFBpy50bDYbhmEghoiWTNd5xNuikXOxijRG5Z8ZDDKNIBWtxTQnWoH8ZNI+X0s5Xcv5Pjx6wPQ0L6gJfInzlo/HDp0mUkoLljC3/Ngk1nCFWkipILmSWvWZZlsaCQx9z7BamwXfZsVqs2LYrJD1CnpPcpVOe7rVwHp7wfq4ZzPu2U8HdlqgdsYbn5oFow8QHLHrudxesllvuLy+YrvZ0seO6DzBObNLq1YVC96xWgUu1pum25BNICuPBmi0XtvBBXYPD9z3A9Fbu8QOgX0l17zMdtKub6U2YTFrF0nTZC4ZuTClxJgSfSlEVZz3BhihoAEtiSLWd+yq4oFs5ugLYaaiUCrOe7wTaykAaJ7mu/sHVtsN/WqF73okBOpUGKdCn/NyLCEVXGe6AyEEYozEkgk5nNgzIsY6cb9xmfidbKelXem88PLpU2rK3O+PvBnfkXcPiEYmlIEF5rSpjErkgX6bCVvQjhP+3sKC8ymkYtgYgHeV3sHgT0moQ0lUDkBE+EKF//rW8cm28idP7b3aEsFZob/r4eUzofQR0sghJe4ZFtCo1VKb17aQcGQcOQXSm3v2/VvWeJ4+vySue1YvP+EnP/85ZT/yj//R/5kvfvlLzlldf4hNEC6c8KwKXyBIrY0+7wkukKszWuw8Rs/iImurbD+3+ZNibYJOqgEEYu1H3kFxFXwBbw5IHgi+3cbG7pxp6bQEdLHwbn3wLMlTEwp0SvaKRkVqxdVC12i5pZooLC60FLQSmluMiKI1MT/ZziZcvEs4OYJMDK6wUmXIECcIBWMAlQbwaRMOneOhRbDYmBhqCBE6mf1tTRlyJTqHL9amkTlTOwfmkro2AEMXZOR06V0DuZ1i4ojOQA0AvOCDpwuOcF6fmndxtgzoWUXfiWtx0HwYTa+g/dtHvxybAQRn+i16SpPtuqg5x84Vb9Um6HxiDS0sUtzyDP/acfqvSfv/fW3zmdsjIcuaa/H6GXOalkims0+IJZZzpbmK4ttkVks9LedLvH32pcsFm9udTy+HaMztrGYf2Uer6DNNlOMBrSMwgUxIGi157TtyP5CCjSfnhR5HUqFWZ2Bba6EN4pbWYt/02LzzloeVbP3y3iw8Ve1ZnztGmW3dq7HpVGFyNiMLniJriIHaTfzz6RtwE50knnNLIBPFUWVAxLxjAsKKgrBDvVJUKCVAjpRohV1Vx+Qqkwsc5AWv9Yovw0u+CC/4Zb7gneu4zY5JQCQvOgcqoaVGxe5TxbRTmpuYC0B25JKsuDi3BdPiZbXzr7Uu9oYz40NRinoSPdl3ZNeR3QRBCD6wqoHYWNXOtzW7JGpKiBPiqmc19Ky67hEA+Lvafn/gwJz360mkROfsdp4c4PRkzR/7zgRgGgVzpLqACmcfMmrTHBksaf3y/sX78zetuI/ABTmBA/Ni1Y5nEWk5ezjljBZ/ys+bOr9WqpZWTWx9RLk2lO/Dg/jwgpy99mtO4XtRU23n8ZsgE5nPc4YpTtdTGjjjRPDubGKbk4ywooaeNGaOCcbcUEwceG8V2ObVaddHzgLu+brN+/zIcc5JSguiza/a9q9OIbSqYxrYT3vKQ+VYHrg5ZJ5c3fHJi6c8v95wuYoEWRGcb33Mk1H8ZpCgFOt18jaxuULziDdmgw9K30VWz6+52nRcXvRs+/e8fnPDze2Ow5TQ0hG7lZ2XiNnWeJYkrKowArsp8XA4MI4rtpuId4Iykhp5dqbqBcQExgRWIbLdDKw3PT7uyUezuHG+oc3AeVipqKmff+dez5X5OYGckS6751UwYUgnrZe/4nwk+g5xwvrpCtWROCnd5QUX1ytyGdk/3HM47Ek1o7UZjDOX9uaA4IObCiewYn4YpA1I56yl3DcmSRsjtZTlPK06X8xH3nt8HEg5EVIidh0gZuvmHCWlNv+wVHm9a+KFje7lzh7gRVCmVX5O6D1m1ePm143LHEKgaGMdYOXH8XjkOI7MSWWMHX3XsV5v6Pp+EdoSEbSYDWcphakkgo8M0RvSLpHQKX60hcvN4FNtWgPnKtQfZUd9//O/AJ5YNX2+vvP8NwvJUh21KrmA5oIbK4xKSblR6SBgFnoGDgxsN1s26y2rlYEDbFZI9ExS6ElsNlsu8sR1TdxrYpSCRm+01HGiHEY0m8S5c45VP7DZXnC53XJ1ecV2u2HVrxhipA+RGATvLCF3znQ6LtaDTTGqaM2UnKxtoNq5Dj6ye7jn9t17LoYVb2PHTYhE53l4EFIdqeQ2aoVMJZEZdeThuOPh4Z77+3se7u8ZViu6zYZuvWpz37D0F+d60vowATdTMF/+7axNQas9fwGrugbBrK68Wcy54G38hWjCYuKYez1n6815fq6am8aOMvcaz7anGhqzCwFXf+/gwDkNWAT+zt/4KT95ccEzPzAe7iivdxyOChSusMrU3FYA4Kh0LhFWkAOLErdYhLgAV6Lgc3P+EogOLjrHy6vIi43y5+8rozpUqoG62J8JYa9wAJLAIG2lq41G3jDG0ClxVXi6hofbOxKeA6FBAwMwomhrMxAijg7H7mbi9vgl025kKD/i2c9+zHrzhOGP/gb9asVffPWar7/5GsbRSEALgeq3yJz+NTanip8y8Tjicm1AjF0Taovb2vGoWO8sTX3eBZi1I7TaFchgTK52ZVFjBwSBItX6AcTAtaJnSgOtXQBv+6plrjTP6hjK3AuvrblMPUwuc+TIoe7IKnTiCJguwNjYd+oDKtHEjqXOuqmmJ9Uq7kWVrJU67vD9yItnPT//7Ak/2EaeObio0FeIooirrUvR2DeW38qyqnonuEVMTNGxUsZCTq1/XO3a1saitUTEtZaHJkbaGCmnmPc0HFwTKwuuCcEugL80gMNTizEUz9eDcxLq3PJRqy5K9x9lrYiBHiE21wPRUztmAwVm4GWJl2fGQC2L4LHFGG4BQZcixvIlv78x/hu3Fsuq/uVAiA+fzGWOa/vUD9+gM4w4x9kz+Onaq7J89tHhfbj/s3zkhB202PzsOo55IpWEa/oexsZLVM04SYhX8JA08jBE8jpSXASnhFroRInqKBW8WgzvxZ7vWSw0SMBLMO0trL1KpZKlnkK/dqRFQMW0NrJ6yN6Oq4BQSS3UoDii3/DF8GP6fGSlE+KPbGOic+BKT7MqQXB4DZhUdKa4zFFHRmdOBzUq1XkO+YI7tnzTP+FX5QlfdC947a95Lx0HVyl1wmnkpMlhBY+KsVbVe1zTG5nPSKG5rCmzXsyc65WFZUnTp5PFFcR5A8lSVSZcY5t2VLPGI0ZHVz1BEtUJMUaCD0xFycmYnqvVymyttZBy4ne9/V7Aga5bE+NqSXDAIbOIyaOtTSxzTjAPokeoWPv541jC8r6PMg7O/jVPhudP8/f350sDG2R5z/LsffQz85lZQPbdyaUFbuefUP1gIpJHybnCGeDx61GhBRg4HeSjMz9dh98w6cmHP5/2YQBPE0ickdF2444uIgT2RThkZaqGQFuS5S2JX/ZmifgMoMw9hL/2/ACae4EGTiipWOBSCnjn8THinCflwt0R7sd73tze8u5+x2fPn/DZsyueX27ZxICXBgBIq+ia35BZr1l/Br7pGzhx9n05o64SXeTJxZph1bPp1zzZXvLN63e8vrnnfj9SpgMFU2V1OAIGLhRV6+mvjqlUHg5HjoeE1g4vQnWCrzZ5GmpvmgxVCz4IQ/CshsBqNdD1Qws0MrgOrQWrk8/AS1t23Cn4Wm6szv2GAlpOnuBt/IhaQ6XmQjlWigMG660WIPaChJ6V77l4/oKL7ZbyIEzHRE0FhzSGe9uxfvDUPhqiZ6DWDFDMx9Lug1Y47CbSVWLY9vi+Z0iJEiyJzMeRvu+QYAlhrq1HqzbkfenfbiKf4hYmkDpL6sW5VpFvVPY6zykeFWs6LrOoVAx4b4rNvXfk5g0uiLlizItAVQMvSkaBrotLBVfEWe+7N2XaOUCDFtiptTzgHJobK6JVYUqeBZ6g5mqc5+UaP5plPv4wPXqbNE9xq9jlnEkpM691qpiYWANoK5BroU6KHyt1suORaimFE2vpCM78er0KUa0yG3B4H3AhUEIkBUvCUhC089Qu0K8Hrq6v2e/3eB857B+YxtH0IbLpHvhVRxh6uq6jiz2r1YrNasWq65tbQCDGjhgCq75nve4Is5BhKaR0pJSEJvOdriVbNXHK5OPx/0/dnz3bsmxpftBvuHtEzDlXs7vT3HPPbVJZqapMqUqFypCBwAxMSKgkwDAM/gCaB0xmwCuvPPKM8QBmGH8B8CAMYQiEmXpRZKmarMyqzMq8fXPuObtbzewiwt0HD2N4zLnW3ufcvoyKe/fZe801Z8wID/fhY3zjG99gOo5MhyPTNDEej5Qp45AkragATGBwLpkxG2Npd9yzOuxZ7Q50FwfoerooVBnMIfLUjoIpwPvzVLGMUvF9TzAQtsmsqESQavM2JithOmMH1XY+L9RuTrfiQVawEKOBQA0YMz/egYNHM+e3c3jZoESGLvLf+zf+Va7Z8un6CTd/9gVvsjCqcII624g3gkAi1OTaMB7UeNC5dCuoeEcJ0yNIPkYhBrqQkJApzeb7Tas2gACOctIZkGCsGcXKDXqxYDhXJa0z1x/AN3RL2Fbe6DVbvaBgXXJgNFuJZd9a1u1wKBw/u4X1E64/nOmz8OLpC66+8S3+xn/73+TmuOOP/l//b7PLLN7Nb/3JyHEmbEfTroiCTmZDi5cM1Gr7E6LWzamABl1yPYvoWLB/h2ABT3HgNIbkz7WabXVhL4kGCCTBldb9qYeWhAkWuLY54N/VtoexVLbjgdvxLXeHV+z2yig7RDaoBrRECpEi0TrJoEzFVPq6lCBZm9aQTCa5zEf20x2XHw/8pW9/yn/h97/FX/q45/kAFwJdtX7yQiUFs1/WhcaCe/X0aAxCUgOmEkAR5hmmGpiDcJgNuNKC78cNrpdlTZtIoPmETbMQoAkEChhIw0nvRTHtndbZR6o+mD4LOMjJB21iw7WqMxV87wvB7w0XobZuPMGBWttbT0U/5y6jeua7sfnsqcIpUXV+UT9/fr7r93/JPOaBR/GVnzkvMf5Fz3/+Pfa5JZw/e1UWl/b027P7XQbYPvLAZ3tQruO/W9h/zvKTh3cZxMiZ+h4jPuvEKM7Y8blKFHLXMeTEIUX24ZJ97Hi52jD2A2OI7MnIcWYVCgcNrPMEobN9zHpvmsaVRE8gZdMKC0L01sdmGxy8WO5F0OT7lynumn6BFKTOiApVElOYOfY9r3hG1A/pxx2qIx/GiQ/IXJY9IsaKqCFSg+2l0cG1LEIOioQ9QSolXnGoV7yeP+K73Yd8Pzzls/Ahb8IztsHannca0JBBgscs1deXASiVM601sHXn7BhLBHoSSmWpS2vsnOTAX3X/s+3TpShziIwkjgQK7hfOlRgC1Jm5KjlHK1ObJvI0EVPicnPBsDppq/2mj98KOND1K/o4mM6At+9qiH71zMgSssq7huIUK7bBfU/8+OhjYIHi+fveF+tazH8eKp2WduAcMHBwIEBMQkodqY/eztBqcOUMRFhE1s9YDYt+wVmN9s+/jRNl/9Hd8e6n2+t+Lnn/67+M2XvwTg/OTgHb6bcLWgbk1CNpoIbETLQ+3nLGU3X62YKiLuOgPEhX6ZfcZ/MMmpEUU8oXz5RBc93FaNpEC56mzJhHxumGw3bP/dtbdh++4KMXlzx5smYV1+ZN4gqxMplzVHRJpnM+/1Qpc6FqJvaJ69izfv6EpxcXPL1ecfXFW376xRtu7g9M00zRTB4PoIWQbBGn1JNqoOTKcRzZ749M44o0qAUAGBihGHoiambKBJ2MQnW1XrNabTnsR7QU8ABDfNMxJk14ZwiXQQ6Pt0+X8vcNSKv1aSolM9dCDdaPXeUkiGPGcGDoB6iRmqtl1WIwkb0ardYTTud+MNnbgnm0iFsdY3vWVdGcCbIipsHat6mt9RSjo7neMvWsPvyczoi3aGqiT8iJCSQ+P00HwjLgAMS2uZnInKqQj4X9/kAMgavVwMXTp4wxMR2OyFzY391Tqt3uPM/WSi5Gri6vAEOLh9WKGJMpVWtdwBRUF9Fm05mwbFx1cMPEndT/Li70FBwUqJw6EZzrNbxn3TdDuDwPoc7KOBY2Q6RbbSjTyHiYFpC2aDXhULfaJQKx+oZvBr2ogVORztvnBWKwmvIkRrGVqnSYmFKOgVUcuAqQU0BXPfFixfrpBXf3W8bxSEiRw37PYbdnPB5httq/PnSsuw3rzZqLiw2XF5dcbtZcDAYSXKx7+tTTpcjQDwyrSC/J9EryzDwNlDyRJysJOOz3yGwsgvYHzFFuSen5bFRByBRGMp2ObI97tvsd97st3fqSfnNPWA2ElBgCSIzUkBYmimLBlpUmQBETcVz2O5sEZBE6ae63Aa7qy8la9VUXEyxkVbzPi095pzNqA53O2iv5ow/qGSDPzObfMjxwSnZVxhn+nX/n3+N/+G/+VykRDuueklYERlZEVkRvX3gKPdbMXMeZywF6ry93hvgpRBEDBapATU4IchpsDIHQuZhetsA0GbLCBBxR7krgi2Pl8x0MT2yZxGAdNSuAaZ9SRyWt4Okz6MLI5v4tPy6BHUL2LGAb596gAStz0sp4KBw/vyf85BXh4+fM0+8Qh57f/S//S6QnK+a3b/mLP/w71oL3nwAwABC0ItnZjaIggRAi2cHsKm1e1pNerOjSVCi2AFdMxt/Y48EU0ENEpDq70jb/kITQR1InpIjV01ezZarZMpUSHokR2mshWrKhzjDOmX05Qp/p15nVPCMipFiJJAqJsUbGrEzZWiv3Otv8ryATzLUyBUWjOfzPrgPf/uYL/sbvf4Pf/8YFH26EVfKSAmyfkVrJUiD6K95CNVQD5WM0IcIeAwDyXG3NizBLYKqBIkppfekauzUsW5YLl3LmA+tpa3SKgqrpQwhG4RZRJAS6mOhToIutoZ4dtgabbyZLt4eF+u9JrObbBrHg1JgAhaUU0IPaB3u7e88hRlJUUrIMZw6yaFVUN1AN8jv3th97w+9x8f+JHCff4Ofbw8cJSXvt0c9n/13SiE3NXsUbCjUGqy5+XwMVFk2F87O02EqsbDIiBNcQknjSdMshIsm6HwjOJAs2b2sMjClxlypvL55yM1yxrSumLIwx06FcFqGUyD50TNIhkj1hIgRxvY4q5i+F5PuWFw+3zagV36vpES3JTlVEE0kLSTKqBUJk1EiVgUkP3A6XaPkEZuVYO759fIVwQxeVTk0tJqigJEqqVs+PMmlPlEiWypyFA4kvuOYH4Wv8SL/GZ/EJL/H7DYmuVpIoQqHIbH5cBaq3PhVFQ/UK1Lg80xDtnqQx5H0zitESSlrVQbsWCxqbWGt14WAha2SqQlbz82YyaZ5tnyGTa6YEa5orWqh5pguJ9WrDMHSE5Ej2b/j4rWsONKPeRMDg3WC4TSS7v/PM+yPzsFAMwhJIvlvzD4+z9PbZhr6+G4ovAaqcrseuqYETzUC29i5uPpsyjbgFP0f/WHRkPFCxDWKay0MBr7NY+KFYYjiLx/UscF5u8vx28ej5bEzPb/IEODwYWnn0kXeGspVrtPefwJrFQGHtuEIMlBhN1TMEW+h4YCan2nbxesH3XePymrc8WYKY9ns5bSG2eflzEaGgxOp97lH6AJJ6yMqxzLzZzhyPN2z3mTfbHV/78CkfPrtkvU6EoWOVIql25DJRs7VaUikLPc4oVE5lVRPzkhjo+54nXU+M16zXPZeXa754fcPrt3e8vblnzIU841IrPZKcTqTKfp7YH0eOh8ywDkgSE7mTQsGifbOrBraEaj2c133P0FtltNLGuRmw9rwezZWzzdvEH08eRtP0WNwC38ULFekDcd0hvYvLVGV7cyRdBLTMHHcz85OMdImuE7rO2gEaJb2AJBaQ6X1Hc1bkbB2Ftp7aujTNgaEbjBlQMjVnA4hcob56HVfVcso61uZM6RKAi2dNUxcJs7VubNmUKkbfKgTSMBN2E5TqdHSl7I9M6w4uNlbfniIxNQpnJc8HiIEqwjjNiMDl5SUXF5tWteBOtzlYuWTb0ENY1pcdllZbArvG8vBhNDXotv48UlxqS20F2PElY76sJ2jtsVBTSY6pJ6fEJNMJPlocoJNWiFXWuUOpJ6KkOILe9Yl+6On7nmEY6DunxAerTUwpkgIMCS4C5D5QNz3has3lkx3H0dpSHg57drs9+/2eerQSg06FTVyxubi0P5sNm82Gq9WGy/WazXpFlxIpRYbUMfRhwcMUoBQ0F1Qnqpd+7LZb9i5yOU8TefZ+79rWTTAtEpptr0zMHAjsxpHt4cjtdk8a7lltLkmbFf3QIzGSurS0LrRH5j/EaHR+p/Q7YcfngmUvCha8hFot8wCUquRSrS99KeRaKNjabDoa1bPhclYTbWJXgjWAdOBDxcq+QmCOkd98t+T3HGLX0ufK2+/8lN2QOP7oDcf7CbBM+6nPy2lGX3Lg+SpzsXbdJzmBHCG4cGC1IK6I/Z0E5gKhVJ6uld/9ZOAH94Xjm0pOQiQwj0YNn1T5okb+8dvMty+NLdDOWd3pGwsMYtoDQazVYRcCoR7Z322Z6DiQyG6Zq491AjoHCITC8e6eVz/4KbsnK/pPv87VBy/oPv2Ir/2Nf5G/+b/4t3j9v/pf8+b7P2KqD2Gp38YRwLqkRNBSTMtGTKtCRKjRN3DUWG2K7U3OPAMHCfF+6RFjYql4m8zWbUrMlgXxINEBKsw/bLZa299iAA4CUk4qR6oeZAp0q44XHz3nn/vrf8C3vvW7TEdh1EgpBpBrDRzmwvEwcRgz8zybrpDvgaXOHKbCdhzJCVabNR986wP+yl/7Xf75v/Z1PrgK9P6cteAlXqeZeR7KClamEARqUeps7y9Z2W9HDoeJqWSK9CDJ2ITiWL0DA0sVv+8XxYesuD5JPR8bt00Wnwfz1SSjxfQWAkJS8RasdjShwODlR1Y6ba0dazG9ohTEEjzYGGYaYy1TUzx9f7OFtXi/d9vrpbTyqZOzKYLrcdjPDw85udBnx6lj188P0pfP/KLve/xlP/dsX34NC5jwznWexRbnL52dt5WXxIBnqc8+dub+IurlvZ59X4JNllKyhRVypt/UX17QDQNaCrvxFXn3klf5SAmVPgYOqw1TH5iGa2pcU6Tz4F7RrlgZQgBZ9Yj2hKrm0y07YsAKqKyvrIbW5UixHcj8jFMYIcsaD9VAo1SVqBUlMyumGaCBqXaIXvBm3aNhhcwr+jnwXEde1AOB2a6gFESyAXQVqJUQsUSFdkwlcqcdX3RrXvZX3PKEXXrGvnYc1doLzqEQnSUlWoni2mYavbtwxaIMuz4RceanJY8iUCYDNZfyELWScnHNMJEAIVKrEtQ6lMwAKswiSPXxlpkqMzlCVyd6ggM6ypDi0oEnRhPdySUz59/8zv1PTpDw7GgEdfv3o/jvnTXo73hEAWqvLcEzX758H9qBdxdru6L2oyFsai3vlLNsXfT64rPAxVdwC1hPl9xWt1NRtdVgKSVbFnCp73cDslznmePz3ss+vyG//yV2/lIbpucfODnK7/uCJQi3v08tcc6EIR0lULA6+XJkZDKBINzBwGho0e8veDzaNndpAZHyaDa87yZOwERDV2s1Tzp6O7jiqr/qiy2GgKYeamAqmWk/cr97xZvtLW+3O262T/joxROeP7umW/VEMeGlEBIhCYUj1Vu3WOBjmbaUogdoM+KdBYZQeX7Vs16/4INnl3z2xVt+GE35ejcqx3mkzDM5H4myYtCOI8qhzMylgtc6uRyZj4Y7Rk41C1XousRqvWK9GYh9oI7+HGpbUY82Hs43LTkF4Kgb8GX1IWrOchQPHCp0kkghUV1YT1XZHkYiMPTXbNYX9EPHMWfG6cg4jya6U4MJLJ2Vwr8zB4GTKOH7HrkTLT2YUK3kOS8O4zRabW/qEslrudr0scypAQ3GAAhen+1lBWdob4qR5Nn8GCPjYVzGTCQsYBi1Wr/4rrNgvxRH0QPTdKCokmLPPE8cjwdiStbCqRZTkgbmebTazTPFZ7setWfvAb9I9PZ0WPbd9ROGTWG1G5nGo9e5nRuKx2unAYbvcYTONFLOa3qNLmjOohYP9kN0++bfoHoKzhaeXXM2DRnvus5o/71RXLu+J7Y2nWL310WhS8IqCbUmaulJpedi2nAcjeK8329Yrfdsdlvmw4iWSpdhkGSMgfUFF+sNV+sNm9WazXrNqh/okmXPuhjpnOpciwfYuTCPE8fdnsN+x/bmlru3b7l785bt7S3H7Y4yzkSFLiRUejr6k66MNSWlUpmBXR3ZHg70d1tit6LfXNJdrFmt1qRhIMwrrMXI6RG1+uoaAqSWNcIo2+e2zq9bHBzIWhZxy1qrO1KnQLQWbyWmlYy6M3eyrujp3ILVRosE0zD4JZzwX+vQyidPn/M3fud3QCKrN8LdywNhtlk00LKdrR7b1OMTMCRl5SDKnDEPxnwughprIAZrO6fOLIiVxUY/GwLXa0gBsrQzK1lNCEwJTCUwZsi1km2p2tidxegagR4iSi8FnZRPyh11X/lCn7Il2fOwsA1vsgp4MDzNvP7xG94cD4R+4KNvfsLmk4+4GJ7yjb/2L/Lf/Z//z/i3/3f/e17/+Efkw94/Gc7gkt/cISKkFNAIpcyEygKm1qqmE0DwIFQWWxA0GATijq71Lo8OGvg20zp42A9oKjRoKrkWgTTG8+LABOuAYF97lpGztm5WwhSZCqQ+8unvfMLXP/mITkxAsSLMs7N0KuSxME2ZUpQ8W8YuYOsql8KxFu6PMyWYoO7Tjy/48NMVF8+tZaZmB+mVk30ODneIuLCxFfVFD4TmeUaqCQrvdpmb23vudnvGomQNaAyIJFBjEDVa+KIDLV46aQ6NAf+cyoWa71WrLuPdbH2IQhKhZmWkLFony9xV65DQso1LBai2bzjZAT0LOlsLvYWV2GxJ6zYVbTyCyCkILKf3SbB1Xc9Ag19ofv5i0/jX+sz7GABfftZ3faz27/cCBMvuqg8DHv9Nsy8KLGqQivsGZ4nOljBb3tx8Bc9eN9F056EBfPKNj3n+4ilv37zmP/r//kcMN2+529/Sx8oqBZJ0SB24mHpCgOtQuRd4WwO31TLlNQWi9Ay6MpFJCdZG11vBVKID0fYnttytmA8rXpvVus6pj1XQQKwGLwSxNt9VT/oUMx1oQuQpq7RmrEIp95BfUjWhVrBr5Qgii82K7kcnCrEM1BLJYUXu1owyMDEwSs9oDQAdxpisRSuKencB84pmpCqlFl+DAXQGgsWConTB/LypTnQpIUFcoNmeZeumKt7SutZySgipJZ9CjIRZ0ZLpAvTJoEAR6DthDorWGS0TUgsiSgyRIIk8Waei3/TxWwEH1qunHvyXpXrwXAH1VFZzok/Dly3NEzBwCnYeAgXnn/vSOONLX/TFtyCluIvgQVfb1LTVmrYPnsCExTjL49/6NSkn49peOD/aIvLMfHMjFiHFR/e2fLOIq8KfuQwnX/ArjodnkndeZ/neU+mEvvO5dlQqVWdT0qwTmmerheYUdAitG4WeGVRbzPLAYMqDG6jt+T+Alk8fsPVVXBzIxkOCmUcVIEWkRuu/Ggdy2XN7mBi/uOV+P3K7G/nGBB+/eMrFqidg9b2QHd+xhldLlkqszEK0MBfLLoYgDEnoBIau43q95uryguurNZNWXt7c89nP3nJzc+B4rBTJZFmxnyP3h57DdE0p/YIwLgJH7Z4XhgT0sWM9wPpiReoT89gCfR/ns0DgXAzHTuNG+mxNIU0Op9UsOm1SC7lU656QI1OZORwPgNGgY0j0q8FE5gRKnpnmiXmcF+CrPVdtkch75+HZtZz/rWIRQBB0zuzv9+zudlw+2ZC6RO0ieTaAaBg6hi4x1YpmU5+OEhbGSgjJtSROgEibi+0IIdAnp1eHaPWVcrYGq0KyVk4xRmrx9jbJall9ui87vaLkMrE/7GmtFBUoJVsmfVhZOQTq7e1Yug+IGEBTNFNUkVLdjgYWQa5Ge3tHxOnc+og5gIuq9JeMP4Zyl1JoDI8gDSe3U5wyueo1xeJiitK0vWiOSwi6MATC4uDYRidq0ZtKoEPogzJ3sCJRaiBox1DWrKeJCqxWe/ZDz9B1zP0RciYVE6t7srkwpsCwYt0PrIaBvu8YegMFUoh0IdIBpWZqrpQpMx0mxv2Bw3bL3c0tN6/e8PrlS27e3rDb3TMeR0rORImsVmv61JNiRyKiJZPniTlPzHWkIBx15O64Q+47YupYXWxYX12y3hxYXWzoSrEg3YU1VZoTbYGsuodoI1xawTGKB/ruQCGtbOC095zsNA66tJpiXZ5XW4OKZSobvH0+Z1q7pd/+YXbh2RD4dFiZ/sQMKa4IsqXze2lZ0nYPLTSKCn31VrCRpRSnqmX48UAzVvO/UrXyglIrmjMpRlYdxB5rNQdUhPMR29XI7QRjVdZBrY2h+tJWyOrj18MYIGimv4LnUdG4Re8qladketQkZUkY9dcLx8go23km7hLhYPN6VSBsJ3Ja8wf/tf86ZTzyf/7f/G+5Hw+ECsV6WwBfCfv90s/DwOXKpBO1zMQAQZU6GiOMeCqSsDGQxc8IMVI0Ux0wDClZe91STEMjuY5Os7duIyWIsYlC8M4GFrRWz4zaHK5LINp2uWWe48+8E66fDSS864FYYxPUWR/gAcYACrmcSFa1GqtkzmrtKwNIL8QNhA5qhMOsTMXEZGOIyzqy63NRRFddF8Eo3Z4BDiKUWdndH3h7e8/NcWIKiZkVNXRISqYnkysqTSeIZX8qHoO38Z5qPS0OFzgONAalkJ2RKgGGGJEKh73pqrzvUBrbzmxMYw4QggdpZyVq/swk4Gy903ZtY+xBTggLi8laGLbSmAb3tZXmT+ErRAh/FbDyFDf7jP0VztGC/HaeRuP45U8lj346+fPh7GRn5vrBR+XsDKfEoycV0FMy5PyrRBYNIYAnz664vr5gv7vnhz/5CRd5YqeZvhPWteeyRDY5cTUVnsXCIQU+l8SkkQ7Tl0hi0GYlMEVXDwoDolYaU0OFYl1vQjAxchs/t1IOUL/7LAri7QqyVKZgNjk4UhZU3C5MUPcE2SFxR8k7kAmM24qGDpVooztndEjG9BwzKXQkOi6D8EIyN3XLnb7lFdCxptJZGVjsUS1UKR4PqpXrOmAWqNaBwe2gAFUMNJAiBsaXYu3uW2sb8bVSbRxKsa4NIQbTO8s4l0zdLApRK50IqRq7GAEtypyP5E5AMwn3EWMEAvNcmcfCb/r4rYADJlTh7qJ4ycCilmEIl4mw2N8tKH8ngGgpDh468qfA5pFzxLtgwePjtBAfLr33Br8eXFhGEVI02rGJOllGo72/BRL17NtPYdoZV0Ie/PLRtb3vs2fX8yUf1UdveaDx917bq+/58Wwk/WdBH9S8PbyC0wsGIFYIxWistXgtfDrrNFH8Y6caquVbFgbIw3t7cAstvjz7bMPRl01KT9fe9BCitk1I3AEfUK3sp8J8e+AwV3bHzP5Q+PjFM1ZDIqXKepOsjWE0j1OoBFFUZ7TMRl93Q6zgIkkVQkXIXG2E1Tc/oGgxPYI+8vnqjjev7znuJ8ZpJmjiMPXspj2HsmZjTWxoFbRCROUkbBJCYJDAEOCit4D4IBk0o2p0dsH2WxWPMR4/54Xf5aO7bDDtGVjUqbWiJVNrRnNgZmKaJ0Tg4uqCy8s1m4sNKsq8z8zHYi2ssppSdfSsnBa7igYQSJsPZ096iZjOJpm016ExI+ZpZhyPyJwBW4sxDotqa82Zok4FD2JtAEN0kvKp9lIfTehSK7kayGPCg9kFHt35am8vlfkwMo4zaUhupM0uJHeKuy6RukQMwpQzQ2/dB46jtQsyMbjZgmdVa0Pn8rfFN6MY3ctVAyWrMwwUywyXlqlpA9UEXd6xYz/naA6JVuYZcme0cwlx6eIhuFiYNvtlGUZJxenDQhDFiO3tWbUH/TDrFALu2MuS5TARHxPnGqJA7Og00w89qjirI9DHwNz3kMsCDlyvN1ysVgypY5UGVl1PnxJd6uhTpAvJejJTqSWjc7E5dNizvb/n9s0Nb1694vXLL3j5+Uvubm85Hg/2DFI0UcO+I4iwWm0sKznOjIcDu90WPYJVCBb204EkPcNqw+XhwOF45DhPpoafqzkaMfq0s2dmpswptU1xbFmWp6xtbPNPT4/NV6rtQB4EheDsmBhci8XXj7Nomk1U/LlpXObeP7lDEUn0V5fW6m86sk0dt/sDtVTWJFqFrAmb2sxKzFyGHZsNpOTmxDEvqdaysIprGp22AQMOBBfymum18nwjfHgJ+60yRkWjkIs5aAcqn9fAd28K33yWuFzNeEMcezazgWWtbLsEmDoIGwhJuRC4HA9sR+HIC0a3PgnrWtDKDToCHZmhRoYS2GhgLcrUwTwFar/i07/+1/nv/Fv/U/6z/9P/hZ/8yZ9QvZNNuzU4mclfHSUwIHfMhe18oFTrgBKdSRGD6WEUtze2miyrr9FKKEXbeg7LdSydB3CxtAp9bIOoBBX6LtFFOTFZ5Azk8r9PV2keSgjhVHqT1MRA3LHK/vaIxSPRTyFCq2ZwYTGWjnqxtAu074gRxmRA+TwbYCrBsuzVnRCXRkZzoOnVNNCg0e2DJKiw3868eX3D69st27kwEhh9ry6oB9wRYqG1oW6BoLQ53p5xm9e+PmKwudVJYs6ecQ2B2AU2Q6KLUN6bUDx5Vur2v7kB2taPetu14HtWCL6nBn8sPhaNCeYZ4cZaqrWcWLZLYkf8//IwYSCP/Ptf4XgUVy8/nxKKPm7tUh588pSdP9dkWUTDFzDo3eOXBR+EFhOdxS36rk+y2PoFqNAlWbQkLXyspVZqsHVopTxeugjM9/fMq55+c8GzZ89ZpcD9/Vte5T1DSBz3yodZuSpHrsh0feJlv2YWE6KOCp0WqDNKIBIoElFN1gbXNck0FQfFHDBTUK3tkXvJjD1zqc7yslYZTAHrXiAVrYKQ6Wsl1pmohYt5z4vjz/iIn/JheMvzeKCvI8EXf0kdpXYEzVbFmjo0Zy+tq/Sx8qROfFJ2ZL1hJLKNPZN03NTIKIGcesgZakU0WDco8uK6Vlx3yw2FlYlad6dS66mFuLrWFW0d1ZNNU48hUmRWZRDTZApgQtbBA/7FRwANgVIMKKjedtT8e6FtQiUrv+byee/x29ccwBFRd4TON4/mKJ5Ht7800idnC4wvcYuXgOR9vzgLQfXsta9sq9Ii2ZN04PlmaGvgREeu1VquTVNmnoo5i9ogA/veuux4yym+/IYebZo/92jR4ntOYxO/3e4SLXBeHbY4Ii0IeZjqd/y50MQnte0wkmyTVHcA2k63PPPgBXfOJnnwjNpEaVTruFyPXcuZgfXxaFf8YKNxcaWi5gPgddVgOZjb/cz+8Jr7+yNvbu55crlhfTHw4QfXXF0MDP3agpo6oWoqx6U2o23XHKSYcnOFWAqVAB30fY9Kx5Cuud5sePF0x8vPb3j58o7b1zvydmQ379iNe6Z6zbplu4NddzlzNlrdZqhKFwOXmzXroec25VM5/3ue8btI0rszxjqJsATCVnOlBKmIVGI0B6FLXiYSOvbbEdHXECObqwwysLre0F0cmI4GImQsI6ULL/d9x6PfLU7D2Tr0LMk0HilvrSb8yWrl6v+docTNKXHwUVLr/erUZF/bLQuJuKpurUt9uQVVgkolrSKpi8xz8WGtMEOeZ1PzX3UgVtpwHI8glX4YGIYVIkqMgTWQUmIeR3I5ZWbzPHNQZVit2i5qK6iUZShiiMQmJFTs2dRoav/iNYE0m4qaV/dAlKa9fg4afPlh5tipuFqXnskiVnu8aF8E0GJUVonG5xbJZ5ZDG55z+s72PJun3p5uCN5KzJzyTiKSIGomhmKZrLXph2xiYlqNMBd6TfQa6GPkenNFH0wleBUTfYx0saPvEj2BWCww1Fwo88x8OHDc7dndbbm9ueX1yze8evmam7c37HdbcsmkLtHFgW4YWG3W9F3PauiJJA67ozElxhlkpKi1EJopTNlaCuWip3ZlgmdyrPWllbKctAvO+z/b5m+ZNlGrNw44U0exlogp0a/XDOs1w3pFN/Sk1JPrEVoGsEXI9TS3AtY7OcVIPyTmkshlbk/LQ/Hfgofx7kwjUHgSA1ozOc/cvXrLdrtl5V8fMGvfBAk7YMORqyGzWp8Ymametsil3BQDCtTkHCxAinbCQSofDcrvPFvxnZsRal1ABZz9084nOJOnns7dROLaIi1YOcOc7G8TQFSuDoX57Y48J254incu50TJt0xUjxK3e9788ff5yd/6E558/UM2n37MNiUOuRI++pg/+Jv/Gp/94Md8/zvfg/lIqNa1RH0klfprAAN2KMohz+xLZqrVyl7VqK05RNvPQqvzt3lVFQsGSkE6S6CYAFexWFvbvizUVjcQnc3n8zIAyRk01unLAszgUeq5K9io0+ogZW12LTp4oQZyECz4QM62Q3dbTNuA5eEtVlFMtsW+VpFst1nqjGihS/j6qDY5q0C1ZyolWIs3RzbCMkRKqnC8Uz7/7I7Pv3jLzeHI3bxhKpCD740SCSmcgAVVZ4m5GKDb5CDWkreJQArB9RqcTu1q9KHrWK/WrPsVfS9oMYB1GUeCj6M4ALB46D6f3C9XWRhOEkxk2ESbG+i4OPK+IA1tKaVQcrGuPh4kiaoHM74/PJqv+j6/5dc+zvP0J/Dpfe87+RunAPz9YMWXRhg/933NX12SpbSx0GX9LoVHcjoL4Bogspzn7HKh+TYLwubilP7hw9sbuqBcDCtutltWw8AxRQ7rNaMkQi48KRlyoNYjx1K4CwO33RU5FvoyU/OWQEbCBVpMgBqqa4w5czjUJWYRztaZu/qLpJQ4oFQBDVSJZE8uFjJIIVEZ6kyaM32ZeVFu+N38A35Pv883hzuepQN9Hg3w95hSMSaBhEwfCqTEYW0B/uUcuRoncnlDCRNTrGgw4cQaLrknccwmoq01mT53NeGainVsKZhPRDHRRMTEHRW1Tg2YbkuI0fw47zimIkgEJZxYzZ6EMkZqNc0aEaRCzoUxj/SdIiFZ5y0NpNUKVgOzGFugipgodTXthxi7X2Be/nLHbwUcaE6iBe0nQGChlujZ7P9V7cKjAPWrL0gXxWY72g5/vgrlvZfypd8g7RPqX/E4895u80zUb7kcpdVaN3DkZGvPx8Z+IWcrTR+e6L3X9f6L9iB8ydw/uqbmrDY33699QfSllRe0oOPss+4ApwWx9A1GOkQ6qO4UtA19iTw8Ym/9opZatvMauYcBz9lUWu7n/NZ59LotTkf0iiLS2r5Zf3vNkXHe8/nre3aHievNmqvNwG535PkHV7x4/pQnlxugUMrkSIrV+oDxwFWAkh08KQRRIhFKJteRThJXq0h6fsnl0PHiyRUvr275/CefM+cj9+M9x/KUSxKd+WHW5kgLVSoL66RCwGrFLtcDl5uBlA4WwAbXrhA5iTe5syHnY/Z4bvhOdRLIdPquOE0TU49OAn0X0ars94eljKDEyIdxYAhpqYESzZ7Zdq9scdLOAtglk+DvU2WhMLZOF8t0M0dqHEfy/oggXA8mW6ZamMaRDgMwQkqUPDPPMzGuqC6gJRgY1BK0FrQ13qZl7YOqs/CbuB60djbN6xN3joP305ym0bQYkrU1jNEAnujzr+s67/mNt3WyLhVlspROidFFFi2Da31rlVgDqUuW7VpEbiwrHFvP4rZWW1rpFwVWl4+qDXkUpLe1q42ZwGmgQghLaZSi7sibU1VQb8Nn1Nuk1Tet6kI+zdGqJ+DnDCSI7vQbhme2KWk0BzsKgR4VoXYdZV5DLvREeo0kiVx1A50Y+t5hTmwSywhGMfHQeZ7J48R0PDLt9kz7A8f9nsP9gf39juN+sh7t3oqoXxkosL64ZHOxYTUMpJgQScxVkeMBTdaBoJZEpTBjweyUM/fbe7a7LdfHpxzHkU0uJPXa8xDptJClUeSt5RJyyu6rVlrMF2KgeJYxxUgaBjZXl2yur9lcXjKsVhyGFXmeyaUyzTPzNFOziS6SAsRI1rrMPy3ZGFAO6LaSuX8SZQUB+HC94dPLZ4j0cL+nuxlJx0IkWo/sNj3dua+Y9FRJnuTNVhbQRcvcl+CMAU6yAKKQg22zUew9GozVKMkC3lwqmllQMHGNIUWYsxqQv4AHDlr4emw14iFAaO11PTt99RHEq0p6c0e8ybzVF2wJDDSvwwKXHmt1WLQj1s7AtlqsC4VAiQHp1vzB3/zX+OCbX+MP/6//N77/R3+07F/nJYe/zlFVGanMMTAn6wZjXVW9HZ7ywB6LgETMLkdofoLt21YqVdW3dY+9dGEInPywkp0pFQSprWTBfR74Et+wBZn+X7fRVU6/F3EQE4+ZHGxrChb2+ikADGcgAmq10CFaeZTVkwBYnbC6GHZbKmHpic5iVwPGnpsP8PqLAz/+8Rs+f73n5ljZTuIdndrlembRARdrxWlMjNYCUAQXDTSwoOClC4plJgVCH4he+x1DQnNizvBMFKl1uTj1wNG2s1a+GkGKAwHWero4wtJcT0sCh5O/euYvSzC9kupjanpT6uczcEFsyp7pG7Bcz2/i8ND+9CDbBDqzaYuA73sOPb8jefw5znzf07f9ytfallLbYhv44/ov5nJUd5X1TJ/rPJRqLA5fD16rv/gFfqm7168JUuiHNd/57veQLqLTFiGQUs8cZgqVEUVSZtdl9t3Mvs+EcGQVt0SZSboiSSbJFVMJXjIlDlbVEyo223oUWktwoDjgHYUYxfZlsYBZYyAknxgaCewZ6sSV7lnpgXU98O36in82vuF3ueWp7LjSjGgmUKwLhiO2SWaSGCiXyda6VGHWQswj63zHc2aOnTLmzG4laMy81hV3pXOBwo6ikNu4BwvugwZwdo4E61KgbUL7vI/Jwunq9iu2mMfp/7U46hgCnQS0FEqdUJ0ICDkfqTKhaWKae1gb67ZqInURFdvOOy8ZGmtZOh7oPy3dCtTFw9rkqG2zaV752SJb1uDjNaunre8347S8ExXRmkSdB5zaXvegpfXejU4dTjEQvTevIl4u4XVVD7hf7ef23S0rB23nkrMrEZoFeP91n//3/DeNjvRAl+xLgwTbvJfPt8yWyMOy5IZPaBud04b8+DWwCsoQe7rUEaIYskY1upwb0qByEqJZbuPs53f/6W+Td27ncUbhfce5oJyd0Q1UsEWtxZ5dkA6JA6XObO8npsPM/b1ws73n6e1TPtnOfO2j51xdJPpuoI8JkULNB8Sd65Jnv9KCOIuAImjORh2PipAhCMPVwPXFhqvNiosEd2+2VGaOhx3zZArrAVc4xWlbKFGjLdZa6bvEuk9cbAaGvmMeT0Bcy0zaczmN8c+LG9umYh05TM05Jcsm1pIJfaTvLHAd9xNgNVY13nJx9Zz15RPQYAJEDdXERY/aXvo+7YrFJvjf7b3N2/e7KIeJsYPUB1bDwLDeEKlM40jOR1JvSvgSA3VyJz9EBwV9r28dNDhRWRt7abkiR/JDq5dvtkAFPPBvnVeKZ/FCND3onAs5zwTP1JRSXLm/J8RIztkEtUJgGseFKTDPM3POBm6IMB6PSBCGoQcqZa5Li8DjYSTP5ZQ5OzecD8xDMzANcGne7LIcWDikMZBSAqnkaaZU9V7WeQlmamtHVH0wq1JKYS4zucxkstUk1pmuekvAJgrZgl5PINqe2hz281ZbSnTgsNmzmBI14C0rK7GCVRGaQnDvGUCy17dKoGaoQZmjGkB3GClzpswZzdWC5mxcdEFIIbJZX7Ia1mTNpD4xbDasLjYMlxuG1dpa2caeHIT9PBGnCaYJ3Wcyyp5KKiO7aeKp19qW6n2NHYis5/WFPudic0o9cPJubg8DDvdVa8FFCV2LABunGoQSgomj2iq29pOI6VUEodRy+lOsZedCUf+tggKy7LCuZkJ/MfDNDz/hcn1JfnuPHAsD0RkD9u6Ctb+cvaSr40g3KJi+rAkFY/X/S3tksek5LfOUpfRAC4wCI8qshdYbHk77X1ElA3uUn82Rz+5mPrqGfkPDgc1j8O+LAUrnwbKXGkQgbWCV4Cm2lneHO+7ZoPT0FjqaaC+JQE+UFau4JkqC0LEOMAdgVubQ8fQP/jJPvvGMP/27f5v0R/+IwmzX32KZM/XyX+VQEXKMzH3P1PVMsVBqMrad2wltdRRud6J4NjhYUJi10knyTiy+5r2Vl4TgQe2ptCWEQIph0XE4a4iw/GkBZ5tFEgRKg4za+jj5VsuM8weiQVgUkIVFiwg1xXGzTZWKU+fVS8iisd1EAq0pZWn1/m1Bitsun2vnSyiKCRO+flP5i+++4gc/2fJ2pxxLz6g9OQZKOGXQxQP9Vhp2Kr/S0/aoirqWjwYHOIqxZErrExhMILKUStfDQGX86Y/Q7S2nzaE5el7PLW2MTjZn0aptEWnFAn5/LgvAY5uhgez+vFGslWLq0P7M560FVS/9FJyddu60/vrHKaY/jd05w/The09ffDajWIa7Zej5xSjb5zpa7/dJT36IiSIrrZ5dgpWIdKlDVChSfJ7bewNesiNLIa3NwgddjFq5wSn8ANjf7Rg2a/I0c7+7t/ahdWYTYSjQlwo6kaWSuw5d9aQUWJcR1S0aldD3RDYkMr3AGCJHNahTqwGktZoBDCHaOmp+5/l/lySGj3+sxqmqpmNEzXR5ZJ3v+aC85Wnd8rRu+Z36OX9JXvGx3hJrtqC7AVtamUOkSmSUxKQQCkxqXYBiiSYmGCdEYSMzH9cDOmeIkRQqF3XDm2ngZ/mCsb9kFGEyRI5IIkklhUoo1kUsuri1anTfpjpxRnydqHc+EPeBrHtInfJSgjDE3rwBtc4FIajpl3UmOi5zpFDpUo+GxFSVOc+AkrpIDIGSM5qz2al/asAB9QncHHDgS63A2Ux+Z1G9NzP+MOD+5Y/z6frwlB4eLT+f+o6L1ay12ivx719Q8NN1PEYn1TfEWqqpZdeyKHLKg/eZwbT9J5y9+vNuZ3HxHoyNXcWj4OFhBfqD5OwSAAnIzxvbxQL5WWNHiHHpbx6ClQu0dlpxYYv4NUaBegJYHmENZpjPLdwjJNdeg0YzXN7zYGq0zcu/V0/IsGpYHMkSBakJScZ7mqWSK+z3B27Hys1u4s3tPV//6DkfffiUJ+ueFFxxtLWZahuSBGcUgBZ1AbJqG2NVEzQLpgz+4Ytrnm4uuHuz5XC3s4yzZkINVCleS5yMQniW/Q9qJNUuwmo1MAw9+/1k86mcgts2Riy3r77pscSNRq9vG31EKIRaEYXUdQypo+sjmuCYR47z6I52Zb1ZMeWZ6TCz3+54upktQxBNabpmy4BqbB5mOHl/73UKIgaa+cUF8N5Rp+ctwnqz5sXzp1wPG7Y3b9jvd4QU2VxdkBxJF4Xgin3NQWhzQoJlk1VP4m7V191S4iRqaHGydS9F0SjGFNgdOV4cWa97OqeEphqMflzMMZOYPHNu9MouJSthAKQUZL1mGAZwkcJ5mpYWi+DCgNmAmmme0Kx0sSMQ2O12HI9Ha9vTwLdlrVQbM0uRnuZAWxQPjJ6FYCCQHbgLCYkD6MGc4baUUM9k2JqtHublWsmambQwMWMa4Ef6smee9szTgXmcKNNsSmClICWTcrH+6SUQg9KJMil2PdUyb9XXrXU6iYtoXxQTKmrPaq4FpoLONneLRJTZ2quGgObCeDiSy8x0ODDP2bqGTDOq0KWerh8WZyN0kX6zZnV5wfrygtXlhr7vENfGOUwTknqrBQQyXjsMJqbmrVyR6PuFcc7F945G369OAy6u78Hi8AlEb1cU1LNJ9iAylblkSi60GtQQolMY2+M9lRbUOiG1h2pzaq4zpZqD0uoX1UGGlv34zR+nsFWw0pGPuudc6BVDumIdn7M9fkbQwAZZhAjb7BOgY+aqO7K6Au0t+NeAZbgnvE84SGNWBme+OltgUjg6ODBReX4h/O6HPT/bHvns1roRoRY4ZgxAuNHA6x3sJuHp2pCIhbVQaAkg0ztwwULBHeVkyaJNDDyZhNvP77ifChNPfb5UjFu2YkVH3hfmlzvCXSV9rWPdRyiFVZcYi/LFfuR+hP/if/9/QNbEn/97/yH1eABnlv26DAIVOKJsi3JUZQyBOQweQGO0VRHy4rMYwJUBy3o2KnO1Voge6Z/aqplZLy6oaaV9idWqp+9OvoQ+NlHn/34U9Zx0lcRj2waKn4EEqrRkz6J9osLSD8j9Ayvy8FptBU3BSy3VkyZ10U0wrFtds8MupMXNwaViROH2TvmTv7jn7/3Zz/jR6z33eeA+DxyJTFbNTBXTRFIxoTJpl+TMLWMzmd9ZizLP2YKNEBDxZqRO46hqQG5KnSmmA+U482//H/8P/Ph7f7aMSS4jPQOowbK2TRhjLrhf1NbdQmdXb8M9zg6aG6Otgun00DLBvo/GQEyRWCNhLou4reHE8sBV+/+b45EP+r744Jc52meaG2qvuSH3bzAbEuiSd9VJ1uaOyQLm6r6lRnl4Ee7iSYtNsNKdNsfV7TtAL4nkQFjqEtfX13TjSDfuWU8jl2VmKCO9VLq44iJEnmtiLpnXde/sq4kaMkMphJQgrMjzmhlLZgQNSBEEo9WftL9Y9rQYnZnY4i+xLHioGSnQqRJ0oq971nrPi/qGT/Q1H+sN3w6v+UDfkMqBuQZKUhIrghgwf9Ce+zRw0MRYM5TMBRNXZPrZBcD7TFFrlftkSgQKqSRiKWy44LKsmPVDjnSMkshiTqgSrPOWZkKwpo1iiLxplWs95byCxSQpRGMaVI+BfR0FDMTJOVM10AUh9YlV6VhpYj1EVr5+oyaKzBSzXlQV5mJJoWFYs16vCWwpxQCWof+npKwAGlXR/n2a1s0qnAz9r7SttWBxMTK26E4UG12cvYfnf7T6HwTyS7XsO4bLHNHzlFtgob6dBfkt/NSza0KhFiXnwpTNsWsIq/q91IYc+8+2oCxw+0q75Lyktkn+/ONs95UzQMY3OTPaJ72B9vvWSkh4mMW/ufmJ32nrfSxLXaxE0PwVTzdhAMEDNsHp+s5dynNDe3bztrGrLte4fHYBBjhTdPfA0EVQLEZ1ESOpSOrMOGuhhIpEyLMyv91xOIwc9keOh5mPn1/w5HJNnzqjGtcCIaNEkNkQYdS8yGKOSa2zUwWh1mhlB51w9XTFOkUO60QfhW5IKC5wEkCitWXRaqiiCGgysbs+wKrvGIaeGDN5VkKTu8c3iQUdOCvTeDyGnE0JrA5fgjt6AWKfkJAZp5HtYQsKYY5crC/YhMpuPLDd3nF8vmdYX7G6GDjc7U1MVhXRYrSv5UuEs0XCUiCK8EAkVPQMTDAGQj8MXD99wvX1NXqcOB6PTMeRNCTmaSR1AarXgZ1lqNrckoXREtzJsfOqt8A0Gqya+OgQ6YaOFA9MWU/PVZQQoAuRqIKWwDzPBuyl3oP8YCKHcybGZCULIl43muidIYAq0+xteEKw1nT+J4pQ5mxBbMUoo1XJc1lKEE42SXDKhg9qy5bJyYs+G1o7mlgUxoiIFmFFV8GtImSFL45H/uLunm9fX9g69LahNQrV28ipWKa3UlCOjPOeaTwwHg6M+wP5cKQej+g0omNPGAopB2bUsmCeii0OJgbxh1EqFW+N5QFIajbWwdb5OFsWIGeiCyKpmJNPNSbEYb9nHA8cdlvG3Z7b27fc3d2y3e0YJwPWYtfR9x2by0s215cGDlxdMGzWpGiikcda6caJ2kfmKByDMKEODqg5/aE6y0KMxZKM0p7PH4M41TZUb26hi70TXyOmxdDWigf7xbL+VU9ZfwmtBl8XEKfWTCmZUBISJ6iJqva54p0zqhav0z4TUOK3eyiwjh3/8u/8VZ4M18zA8X4HUyagdITlGs6hqZ4jm1SIgwXeRU9sRA1u44ODCgGmCLULSJeQUBhVmV1YT2NPP1xxcVUZhoyETNPSJETEmUYGFAjTbIyNlhAPrXzedaOWwDAsmLcxXQJImrn4UPikqww393z+trDT51QMuVibxj73b/e8+ns/YvsvveLZtz+hdIFaJlIfGMeZbpxgO/PhB1/jX/9f/o+IUvmH/8//gDAeOceCf5XD5uOasQ6MuVCL9RjPKlCEVDuk8z2LSsY0WLKogaaYTJm4d2xr2ej26t2oKl6a0fyoanZQ+tg6US7MxaWC8iGKfeYXnHlsDThG2hcg4skID15RMYFUwZMv7t+of84ZUctemaxOWItaN4tiBi4ka4PbGK3nPskDSELgOMKPPsv8yT/+GX/+w7dsj5Ft7tmrd9kBBz/dj3Ww+lTfYHNb3KNsLKNSrS5ZJZhobIiEav5jxlhcUVdGby7KtFcOt19Q80mVcDzuWK+vqFqoah1lUsTAYTXthrBoztgCU60GqjigeKKssJQ2WP30ySdexkbP/TZnJj7wMH/zxylh9Iu9/31v+/WB0tN8bD8/BhlSjKSU6JNp5KQYmMaZErInhXg40ZqVP1sEp1IITsyPxtgDxv1Imazz1vWzZ/yzn36L/OoV0+c/Y533XM0HLsvERa0kFVZ1Jq8jNXZkmRmxZOZRMiFkYo2kekHPytp86oqiAZHe9DNq8ZDa1lSNEY2RGkzDKlChBCR2RFFSOBBrpq+wmSYu6sQT3fNxveEjecPXuxu+pjdclh1ZZlQ6JCih9qgmZmCrK250wysuuSkzoe75mm5JZSTUPYh3C6qVqIWglcsyk4kcw4ymJ0h6zut5zV0ZONQVsettnQbTIqhaiQEEK5uUYraEgpchCdW7gkSx94tWOu9coBKQPlB0pqq1SI5NbDzPlGk05p8Wap4JoUNDZM6VXDI5mV8Tu56Lyys2mw0h7Ml5ppZCiv/UMAcc+9eA5ZnOiKMPwd0vP8dXf8E7cX5bRAuNaHGOH9OC5J1/N8TzBDZ4MNnW3ZKBbp+y7zdaSDvPqZ7ttJ+JO/7+d7tGzgK3B6UHZ993zlX7CujyjHz2zuvvP84pVI1ydbrrR3vxaUzkVGLRrmma9oBlFlC7p5AsuAixYiX6yqLuC8tzER+3B/SuxSE4u58F+ND3DkMDNBaL+R5Y+rwbAvqIlhgEumT9WzEqovkSYg5grdwfCvnzG+62B25vrvnwg2e8eHbJk8sVw2pFn6DWI+O4IxSj/oSqhMTSmUPFHMumyaDFlFD7HrrrNV0QelFqnZfHHlRPXmhxlSg1MmoXkrVv6wdiOjBrozx50ceyRk7B+ONZsmzkDhCpQdGoRkqdiV2EGJhLZnfYsd3eA7BOK64uLqmhUIMSXdFds7VpifGMVKbwgE++sAbaTPM/6o7j+YNt88WfX5QI0lEFM5jV+lJprRx2O6NbRUOpcy7kaaTfXDpbx9vxqa/L4PoArr58vtSsFY0j3U4vFdfNCAETu+t76jRRVTkej5RaWG2CdzIJFrx6aZVgdWjRu5zIGTgQa6Xve6KXHUieia7iH4PR/adpNjQ+QOo7YrK2oacJfvaP9wEB557r8rrZZutT6JRdFKQSQmRYraEcGafMtuQFgAshWPDbVKvbfDtZPIJEoriIVWNz0JxdWxuq1UgOVKPx1up02erBxBnAgxBTq4iwDVmzUidj5FTc7gvmKHtLRs2F6XDk7v6eu9tbbm/ecri/Z3t/x36353A4mrikKl3fs7664vL5M66fPeXiySWbywv69YDEjsM4wjQi91u0i8xi9PRJrEYchM6BAg2CJkE7CzQqhaKFoBGNsogVqjvbVdRqN1vALzYOzYoLjTdf3X5ZMCFBF+AEWJgqOWfmnGGaCda0noKph9eiFM0oedGEqB7Mffme8esfgrEqZp14dfmWb8cB3mRe337OPB/p6B1ggoRlWYo/+0pkzEKd3ZNwM1L9bxwQOEaY/NvucodiApVjKWgXjNGTVoT1B/SXE33cIjUvAJpocEk2G89cYa66iNmmU+l2i+nMesUlNrW/k8fAqqQL5Upg3VU4jny2H5lYU1F6KmuUg0LIcDzMbGeldAPjvGfe7ZiOM3neIsyUGtg8fcq//G/86/zFH/5djj/b/9rPRRH+yr/wL/Gt3/t9jqPZMUWY5+LitBYoR5934hQJo8N6ppxWHCTW05zTdqxBvJzgtOe3T8QhkZIxMZZ4s3o9fQWJcTHMqrIICi+z1BT8zsxb00OxTF1jLBZ1ZpcEL2/y/SQGRKqtUb/XYFENWT3TF0wNvGYhJq+xrkb/zdndmURL4JNH5Uc/Lfztv/0D/v4f/Tk/ezlR44YcOqYqqFjWPahYK7Ti619x+r6zpuRky9XvtYsdNQgaxMAXAC3M6p0BnIUUe2FYB3Rl3KbHTxwqpjNge4o0iqwNou/IZ8FoK4hSs1HqDDwcjNTidh0cgG/X3OyZra+lxIBHCcPFN/TfnSf52ud//kR+58df3JqdB+6+jz26hl/+0DPyqifYpL1mPnIXAl2XGPqevuu9RKVScjCWcT4FS+ainTtxPqY+djEEz6X4vuIg505nuulIOu5B4Pr6Grk/cDcpT+bKUyauwpF1LYQCMsGTLjJKz113QScraoajKJ02aYFKkGKJMVXwTLnVvsPJww6IejldtaRKcmAcAlGLdXwi0BXlMm95Mb/mo/ozPtUf8jxu+ZrecF3u0LRDZaafA/lolHvqwLGsuQnX/FBe8GP5gNepI0yv2OYfseeer8eZawp9UDSY3o6UwByOBN5wnSvUPSUEnvfPuCszxxw4hsCYIiPJBG2LJUwkYCWV+VQWaQk1KLMJKoYQoZrukqRTabV1mQq2vwVB5spcJsbjgTyNaJnJdaQMha7DfLOA2bCqpL5nc3HNk+sn9H1Pnmem8UCejwsw8Zs8fkuChD5BMUNu6GozQOdLNjxYfOcUnNNrj1f9e970ZdexBL7t70ef87qf9wENVhdkG0hKgb5PdB584La7MQ0eB9PNqdPlXK1+uaHAzVief8iNse+SDxhIX3VI+7bzGz+d8Z1f8B5jezZOSzkIJ4e/XeGXjXpICU2J1qs7Rsuig7c19ACi1SyKByUq+gAHeAAMPK6heaem5kTDXcSFFtbF2ZVa5OAOXcv+WiZbpSnHWlqo1fCybAz2LaXCdj9yPB457O55c3PLBy+e8PWPP+D5iyc8uVzRpYEYMyn1UNzx9rSSeKGqhqZD7O2PMh7ENwDl3cdljIOIBndKqomlJIlc9j1PLwbedJFRR7RCPTPU7Ynb/Xlgobps1nL6GvAgoahQJaAhUSVaEBgSBSX7htP1PUGiB6imgm4lHpWQDCBqlHVt4EDb5+RsJjWQoCGG56I/2p65AtHo4TujqY9lZfMsdKz6FaqF7CJsqeu8BtKcwQYGmUPj4WUL2kMgBqGGiJbi5QXCPGfIujA4VKqxYFI0tfeUvF4To7p3PZKzq8Ensxl9T86zK9d69rvdtC5+rav+J1OETujz65MAAQAASURBVIl5jqhW+pQcxEjW7WScyXOl5Gw+XYqY2rScjW1bKz7GJ+5tm9hn4+5j2xwXVetnnlqtrpxlsrz9rNc4tnZ5GjskZBOiLDbnIoFEMHBAIEQTtxR/vi375nLnHg56n29pWT09ORmq9v1VMHBckOW6g4kcic3RUCuxQHDq3lQmxnHk9uaWV198wauXL9ne3XG/vbdyh1xIKdH1Hethw+bykidPn/Ls+XOuXjxl9fSSuOpRIrLfc7jfwsZUg2uXyFFcI7kgWBCUxXo2Z1GKGMhRxEsxxOnu5w64nu5T1UCC4GUGFeuHrKgBhe09Thk9Lydo56qlkEumZGMOaAFKIGOMkxb8KZEqBq7YfDyxF36zhyzgELWSRdhuX/Pygw0fvFFKESaFwWeCuVKuwg8IhYEjm3UlJhu/jHVymHrQZMH5IQbeauTNtrCblc/uJpSJq7WwWcExDlxsIuuwpoZEqcJms2bdj94f3ubiSCCh3KF8b+x4/mriegXDlXVNqA1fK/bdZFtK6tcU1BgEIi6CWKDroV8LH1wq8+GOqh0HegSoBDpRRDKHeeYydfQXFww6M91uYTqyKZBnuH/7mi++92cMWfgv/bf+Df7Bv/8fcP/5Z0y7o4+1722/aAYGCwz/xX/5v8Lv/dV/gR/+nZ9YuUAtpkkRsDnnrVObvxNq+2zzndz4FDmZd5EFbK4t0aFqCHkskHCqseHfgm9Rxdhviu3XMUjjOBnNXmGxXa2cwCaK+5p16VxjAK8sXP+l9bSbzForhEpoNbtq1U/Nh1isXzhdvhmmdMrq+u+63i7p1U3lD//wu/wn/+nf50c/umfaD6RVT4gdRUw4LHmHplJbwABoOPlC4dzf8uSPiDG8VIjqgHM1BlEIkNSEy0ggyQQtc8eiT/B4TT78sZV48sAGiPttix8tJ0CznaO5zwt70/+NGODcRPakOc0PvvbM52mMjOX7fnPHL90B7ed+9uddn3LegaHNyxa6pBjp+47e2aqda5lBJXaBOAdCxkCuapo15+cWTuKe6v6jEqgqlOZT+N4tQ88cYCwz0zRSauE6JsjCiyw8xZhZQl78lE1NXJeJy7mnL5eUueNYK1kSQ1ihHtI3dqqNRvXMt4H81jUqWGvCUglaSRH6aOy/TIGqpNoxZOXpvOeT6S0f5x/wTfk+3+C7rDlyKQc6mcnpaMkoVWLtyXnFIax4u77iB+FDvhc+4fvpQ15zQZWvcV+vuM+fU6bI1+NrXoQdXadY87QZ8kQvwtMaGOpECoGbdE0mIOGaV67vMUfTYmrATrMBzY0RZ4lp9tJATw7V6qVI3qkrT5milS6aXhJVqZ0QSkfsJobdbGLIfaKyQqPSRfe7c4Xcw3qgv16zeXYJEcp4oEwTVcOjOfKbOX6rrQzlzAnysPTBbx8cv6g4yflifRQYPzA2pxMvQfp717Q8Mm6L42Uu18ngPb7kdlf17FSy3OdCqapi2Zqsi6CMSDgRGxCvjfMzvNcW/QKAyDv3dna/74vs22ttw2svnay1jY2clv/5h2qjkuEbch+RDlIMrNIK6SZLh9RMETMUgWQtQuBBAP7Onf2CSLEu49VuhCX4XVBnXzMmiGnbz8K1WN7r86g5NcuGbCeI0iFByDVzPxb2r7a8ujvw+v7Ixzd7Pnh+zbOrNVfrFcO6I4TCXCIq2TN3StWZgPVxdRjCxOncCSlNpFItW4aaqJgUU3wxoRdznsJc6JPw4qJn/OAJ28OB/f7AdHdEZU1r70ILzF0CrdVHaWjj0IKLE9VvRgmxZ5KZm+3IR9MFH7y4Ypr3lsnBriFPE9M8UkpG1k6tItD1ibRKhDRaka8bwpM1ta7lp0cmy1x7GOG2X7mnrZ5JXjKdposQamGey2l2CifhqtrawsnCellAm5bBTwkmC6ZKMcqsCddZFjYEAwdnLCszH0em40jOmRgDm4sLupSYxwNd39N1iZg6VPeLY1Vrpeu6ZU4uMffiUHn5iCopRVIa6FIynRKEOc4c85HxOJEdbIgxkIuwdP5oS7Q5reelHKcFcwYknP3QAvBgziueSWu6AxJwrZXm/AsarFdc8BZX0YVOE14+4QtPgNBKmNojrdVofsGdG4UYhAQUrKd6cUZAoNXqG3CqTreXACFa3V5QAwRisT7CVKjeunC/33N3d8ebN6959fIlNzfWNq/WSoqJzcrYP8PFBRfXV1w9uebq2VMuXzxjeHKFDom56WrOI/Q9dejRIVFSMOohlQkl+5/Z/y5qwEDx6g91LVhjSfi+0Zw79depVDEKo5UDC1KrsWQa7dD3qOrsFFRJoq6g7zXQjZ2h1gkjU8jZshlN6VwUz6RW07/4DTvlD+YdAQ3wtfUFf2PzdTZvK2U/obtM8rkTERIRIWIycUrPzGXas96AdtbWPgeLyacEZQDtEm/qwHdvhB++2XN3UH7yFvIkrDrlYg3KkWeXlasrJV5m3pZIlzrWq8RunEx3gErx0oYCHDRymGCaXfjNh2fBzdozbUnYeubG1NPtR4GY4Pm1wH6E3Q2v9YoR6OiZ68zx5Y94+4/+ghc/+is8/fbH9M9fQD3wanvHLJluldAEqwL3r7+gxplv/HO/wxep8tmf//Bs/Z+VkP2Cj2dSQfsVXTfQSsAWTNGzvdXr4GtcUj48qPF3EZ8mUigO3llNcis6wHlBNjdztW4Q0UEVFMTrdCvmL1nAcpqntSUYln3fPDHx+aImOGPzXNyuiZc2UJeAHk6MpxZgG2BgIrExRpJAzs2IVnKpxqZDmLLZoOhl/+MMX3yR+aO/9zP+4//sH/Kd730B5ZoaBqaiRFHPdrbacBZmVBtnYNHvlVZC0IIPDGgUwW3+iTqeQqIQkWT1L9VFC6UxF9/z0BexWDxZdYIYF59dlnlw8q2ajg/tkxII3mVGbAD9PmwPaCK7y/8EC5z9spaf22RsvltLYvxCQcFv8jgDON57vOeZfQWAoOqFyJ7lD8FYAylFYwEuDDzbSxMdXVfIU3aXqMUYoeEzNm99jktj0sjp33qmLl6qMk4zcylMeYYAV5sL+n5gU5ShzEiZqFKNeVoDqRQ2ZC5rppMeqU8oImQRqiREo+1vWMceBKQ0H8xLdkMAtQQGczHGjaqJZ0bzsTuJrOfC03zko+kNn85f8Ck/5VP5gg+5odctSWaQgEghRLO3NXSMacNNuuKH/XO+Kx/yPfmYH4aPuKkXzKlySD3HskbnkVozUTJPoxLDjCYDXXqZGeqBrmSiBP4SP6RnJHXfIM+Qa2Smp3TOGJrFhMY1oB1UrcwUtFhZXAhCiC1h48+1giRLqMTafHtnTXaJQGQQZRUqq07ou4jUCM1vLVCysRFiWrF6+hy5ugKNjHd7Dru96QlNM7/p47cCDtj+YAu7TeYvf+95Bv2rz7m8r436L3A8OPcphnwY7i5UF4Dg/d2DL7jzIPYsCyLn99a2vobqNc9BwcVArDuVjwk4EtUC+DN6qJxf3fm1Pr6Rn3fjZwb3/GYfneMh68CZA2fvCKK+CbbsoZ17e/8F43GLhMDn/+CP+d1/5b/BPvVsNj1Xl3Cx67k7jtY2q3SWTQ4YwqXNwvHowdJUen7+/bXn8uCe/X5a0NmYAqHdjZyGxr9/iU/Pz+dzsohnIUQQMVG5iFHap0Mmf7Hl9j7z+cs7Pnp+zTc+fk540bFOg7e1yhAK03gAUVJ06p1F+bZBC27UWzDUHCuvga96Gh81Zyaqz7MusLnouLwyUGLaH0EKKrHt0acNxnd6xXYr8bi9BSBKc1ZMnil1gdUqEWOl1COBTOeOxs2rW/pNooZMnkZ23LG9vOGDq0/oOlk2Ogkm7HdOJ3zwsGgb3+l5vPucdXlLUFe11UJ0kb85F6NSxuiOpNe/SjHQqhQLVEOTYxDbbFSJIaKhkFNingLTtPfWMCyq2KnrsDr2mexijYA7PjD0gwlxpsBqWNH1vXVqKHlx/hpIYII8ajVrTrmPKVm2d1G5jXR9oo8dMxlh9lINy4KFKmiAXNRKU2qb1+KRSTC+9fLwHy2QB6ChOvMhkjoBKczTtKiM19ImkTxYH23NBK+tVwkUOoRqwTzW3SCHTKPHJ+zaRSMlNBJyC6bEq7Bx6M6+KxT1Wm/LGFqvbQMSogqSlK6CFNuYo4p1+dBMniaO+yO73Y7t3R13t3fc399xf3/PbrcjhoAOK4iBfrPi+ukTrp4+ZfPkmtX1Bd3FBlkNaIrmTEw92kVi15H6gTB0aN+ZWFRuM9mAq+zAXllC3Obgm+NUS7GgxN9nbCp11XmrZUzBSjMCjSZarEXnNJHHiXkcmccDeR6pZVpopCEYcGTCoBYU5VqY6sxUJhM0rAXRavXzAuurNeN+Zv4NYgNnu4+NgFQigY+unqLzRFc6tocR2SvXDESK60lU/18TIyyso7Jag3TOHBD7UwSmAMd+4Ie3kb/3+ZYv7iq3e3i7F6L2dCPEbWamsr6ZWK8n6HccCGjqOM6u1SEBiA5yQgs5lyWjBhBUtYCw6RI/qJLyJdUkDFBced7Wf38588kngc3rA6v7Iz+dr8h0RGDeHjm8/BnzyzeE44H18yvG9YqqlcNxS56LgWExoGVkzPfE60B4BukiUraNhfPLH8aQMmgGiSiVGNNZZaNHJX5/6jd+WqniZsVsE6GVG9iRwALdrEuzpNDFJXBdqs6q0e1NGtd8BHmUGLEg2X2Ts1cb60+dJm+dagpQ3beyuXV+HvvuaiWFeuowo1VRrCzFgDSj8isn4MNL9KkRjkflhz+c+c//8Pv8rf/kj/nOP/oZ89jRdQOzmnBZCgXpBksMLcF5q1M5M9RuYMODEhb7PhygyWKMCi2ngt0QLAAhRStroVBVqFr4sqO5FS2733arqnZ9UfwZOWvkBEb66nTQFi/jEnW51WpzIrgI3cN9SBc3vCXTjJkhC2ggWDD2lYHDL3D8ojm1M3fQru9XYBqcElLNbpxBKA5ox5joO9OJ6rtEStYqNDgQg3gJXRAXGjxdvzHDTohKYyKcWiCqi0MagNO+/3A4MpF5epxINXCxvuSTJxdsP3tFff0SskXcBsBHItYRaK6wSiMXUulkjcjAQQu5VC+JqeQoGJTm9ffq2kxysgdga79IZRTQWkx7YEjEkonTDdflNR/Mn/NCfswH+oprPRA1InRQg2sZCJ0UqAOjXnMbPuCz8CHf4+t8Vz7gR/KCN/MVxxoZVQjpA6JOSNlSi6Il8o15x3XYk8KEpGJ6RtXaJkdGPp4/R0KxFsVS6SUhcc09AyPBhNKlomLltLVN7GKvKRGpAakQ1NRJVSsyQ4qJIq2Dk83xmoVUKkOZuQyFjVSSYgnVSSBktFREA1EGJG2Q66eEZx+SJ2H7xS15NzPNmXk86Yr8po7fmiBhcOrJEm5qoxifve1xYNg+vfA3HqJyp39+hdV4jAaIv3a+WL/iDNGDYeEkdNd845M4n63kRu9E1YR4HrhED2lW0pS2xTfaL7mAc0fjoWVrg/cVhmsBBE4Mhsdu2pcdbUzODepXf8LfUyt////+7/Dp7/5lLj58ytPLC0rteHsY2e6PlHGGMJyxmiNSMqrVFD0fXMP79RPe+73vQ221neWkpWDBsDvg5zd2bnnfNx5iG5b1vRcHd9QF0hKSIlNRxvsDu92R7f2O4+7AuDvw8YvnXFx0xBTQMlOqOwXRglahEMUz+Y/gmVaMI60AQX3jPasRj6g59whdEjbrnot1x341UmffoEKwtzfo2tFaFTvTieZuY4ZnZmJV0z8IwqrvSF1gno6I6oO6psNxT5XCqBMpDHTJSxdq8VpU02yojZOJOzi0QNPR7fNJ9s70lge/L6UaS6AokiLxYk0ZD+g2U4pSpsJqCKxcD6CUSs6ZlFq/MbHgVQAKrRQlhEBoKSAR0wBAYK7kXJBglOwIDKuBVd/TRXc2Y2AeCyrByjGq6yFkAydCEFJsyvVi9WrezkY6a/0V3FpqEBPZm2arw88mLqdaiCmSOg+8c4tGG8gWWCgyyuLILxP5wfp4tL6CkJJlf2rOUI1XWxdAx9a4egvGJnakUgxgwcpeykII92jIO3TUUjkJJJnjEtRQ94Blx8wkik9vmy/BLz0Ihsp7DXASkz+z12wM7DsqkqHmzDyOHPZ7dvsd+/sdu/2e8XhkHidU1TI3fU+/WnFxecWTp0958vQZl0+vWV9f0m/WxL4neBvF6kr1GXUBU8FlxB0cMHXzggVatVaKty9SN6qnzgD2/AuWqQ+ipOCYKILUSHDKtdHTG1BTKHM2cGCayPNIzpMJFFZ1RXCcAZNtTAqWqWw0SIOmaL3RUyek1LPpE3U3UqffXN3i+SxLRKoqHz+75q/8lW/RXSTCDjRXpjQTpsKl56OTh3DqTmdC6UVJCUoPJVl3gBmYIxxjx0/HwD98feQfvqlsD3gtuNnqzKkLwf0MMatrpRRiX5iKUumQkMzOiwUpVhhV2avw6l55uoLQm8NULC4iOB0+6HnQ7JVsZ/uoFNuCQoTUC+tniSdJ2b49cDcfqUSKdszzxPFwy/3dLTL0jFN2HYkD05xNbJKZrBMlZo6649knT5lvd7z6i1for/L4xMqzyKA1W8YX0z+x3tkJ9RDA1qPV6IdGW26tYj1ab2Af2YPUYrtmCArBu4uog5IJumSq5dI0Vh3ADaH5MGf7fPQ9rbZEyqlEzvIwakG8J16qB2wiZt8DmJhnS074w7GCA3tfo38srWqNG+wBeiSbEAbJ3FvubpXv/2jiD//Wn/P/+c/+hO//2WeUccWQLplmm38BRWshFm9z4favqHLeWrodwd+2oE/tcA0kKkiU097utkRRiELoBYl6Ysm9x+NtzIDg7R1FCgExAFzcEzsvNXIGnJbq5QwPfTdjPTm7TJt7ZXtLioE5n8AkYxXY9y561OJsERfGXurufsmjeTUnP/LxOd71+X6OV/3l3/XIfzzXKTj5p20fNX2B9Xqg73tSa4tMSzT4M3LgMTrDoLo45HLly8QIpwQjVlrXRI8JwcA1rPywaiUfJkKBod/w0de/yeqTV7z+7ncIeU2KF7YuJCCyI+pMp8q6jDyVmYvU0XFFjZVDLcTSIzKQJVCjJbhSKFb6hjDRhC2VoLMF3CoIa1RGapgYyszFtOPp9Dkf1h/y9fQzvlZf8awc6LWCJLJeWECOIgVCLsw1cp/X/DR+yA/km3yfb/FjnvEyrJir+dtBIjVdsJPnvAwH4hGSDnT1LegdV7qnS4VMtnXioEU/7XgejK2ZYmHVCxI6flIFZWBMAzWawHhhAqleDhKpx+qOggsH+p+xjBRRYvGmqGJrt0qg18CayqWOXDGz0YyorTGtwTXPjD05h4SuNqTnHzCsX1C2cHyz4/7NDdvtjn4YfoUZ/NXHbwkcMGdV9KGBf7AEnVr/8ND3vPa+Qx1le/d4KHD36DOL4Xj4M5hxE2Gpg1cX4AsBQrLek01z4IQS1gZ9WL2NRM7VXE+ErUapOv15eM0+NnK6uvfe8+N7pbEuTr9bjOsSILNsoO0z745NQyYfn7/915gPGs4r2U9v/vFf/Dn/+b/7/+Bf+Z/8j5lEebOd6HoLoIli3pQDRAv6oecW7z23+otY6/P3nQFHjRy30GQf3+x7QIHzU7XP6dkvrP7SUiK2pQu5FpRCrTPz3Z7jccduv2W7H/nax8+5vt5YYJh6+tjRddkMS7UqyiBt3HUpBTAaPPYzPFCsFadIml6BKdB2oqy7xDB0xBgWcMBP55+TU8zoNP1lRBxQCe5gSa6EqPRdYrVK9MmyJ+PxwBef/2wZr8P+aD1wV4GhH0jJSkYEdZaJOpWuOfp+H8scbx71chHvHlVAvE9YieRj5v7tnvVmYPX8ijj0VtufZlJquh7GdjFWwez0/7TQ4rV4mqoxMtQy0l3XMfQ9RZX15oIuRCQr4zhRdYuMBiJ0vXWLqKUScOr6Yb84zFamW4kxMM9+m+fOrm/eWgo5F0JsDpMJCuWcGY9HI0y4uF52cbAUE5qzZ3A8QmmpuvMxfvBsH89yzt4bTsKM/lxi6kgSGOf86FM+T8Fp7Q0ojYRg2blWC1u0mN7CPFNLXjJ4LcBY6KnutwrBHYsmbGVrN+I2GCEF+9OFaP67FsjVSrZm433nqTCNI9Nuz/3dPdv7e7bbLYftlvF49C4PQuoG+mHg4vKSqydPePLsGVdPn7B5csVwsSYOA9IFSqhMokw6M5E56MxeJ/aayVpJq47Q99R5RmvmqDP7+cj9fsf9bstut+Nw2DMejnRDT+d6DkFBigF/MSgdYu3wUIpEROtSZiEIxUtgzPcWJApd19F1kdQHUt9RxgmpXj8dLOOnGLCg4UTVXYIIg5kodWK/m9nd7inTr5Z5/rKjgb3ZI+UXH17zyfMLagelCJuxYxwjBrvYPHMIlIBRKwdmNn0l9cYSKBE0GRCTY+RG1nzvTvnu25m77O0NFUKCoiNNFLk5y7VRtBXyVKmtnCtECNZKbCRzILBD+Mmx59PDSG4Ub3m4rBaTdo5jts1EnU/opo4g1N4c+SuB57mQ396jemmU23xk2m4Zf/g5k0RGiql6pwhxRMMMQ2R4csG6PGGcbii7ieffuCKPR25/sjURs4Xwk04JjK9gFQiClsLx4GB+DQ71nScZWlzSKPzu07Qt9mz/FZWl+0ADBa10QBgLS/C/CBz7GDaSWHMXRKCK2Voa20hMyK9WB9H9mZRqDKZZfdsIWO0vCsHuJ2PtwNBCkoRINE0X34aiCJIidofBKfrKXO3auiSk3r5vmpWXnyt/+qdv+bt/73v8/b/7HT77yWuolwybK0JYU2br/lKLgcjNV6vVGEPL1u7+ZmNQucfl/rNlhFt+y8btNNfUx6OQKTUT6UlRGQZhndQFkM/9Q0CL221riYhmA33O5oP5GQ4gNLp6tXaKMRmbbaltb2uiFlrPdfHsd0qRYdWRfR8wwciAxOhCkA6Wal1aT8JJJHjRSGrXfnYvD/zoBf84m7G/SsT/6HvexyL4RcqvTklF8dLExDAMDMNAl6KzJZqv5j5ZK8mQ4FpnaRF8RMUz1+4Dgr1WsfUUncXhBqqt3BIDYx05zJMluCpcXj8lvviI2+GCOA4MDKgWsmZj7mhlYOSyTqzkSNKC6poqPTVmtEYCK2sb7ExNA/ErNQQvjQWphSiFiBoYKBYOrCpcz7c8H7/gG+NP+d3pB3xbPueFvqRnQkJjJAglRPoq1KhMJN7WJ/w4fsxfpG/w/fAp35NP+ELWHLQAIxHloiZ6HZh75W1XmKIxQzUXdrXyKYFnzKw5kjr3p6qJem504uNc6IOVAM9EJhTlCmpgCokS1ZJgYis2OuivKMV9WmN+KEGClWwIWL8XRTUjMgM9iZmNTlyQ2YSmMWafSzFBtXErfU+4fsLzT79J6i/ZHW+5ffWWt6/est3tSMM/Ja0MW62RYGmX2lgu2nbN8wWn7y7i9y2+s80nvO/lLz2+fCE/DgbR5gDo2e+M0vmQ9iAs7WecE6eLNTtrx6S2GOe5Mo2VeTJ12nPj0jLUy/WI8P5r/rLXz++kXfN741/eO/Z6cuJORJkWsHhZQdu53VirKuNhu5yljCO6vWcdI6sS6EIg9oGYTJwLsYAiSrAaem15oeL5oq+6t684pN3FCdjQBwHnL3fOhVjg99mypwLEFJZYtkrLAhe0RkSVMhdu9wemcc/99p43N0/5+OMXPH9yTd8JT68HYsveNxqF+DwCywJwdg8ejAnnjtcJ3JGaCRg4sOmE9ZCIEaZQnG4eaIJlZ67EshGdZoJ5UlotvdWJ9Z0fkrBad4C1g9NcmMfDch3Z21TGapvReBwZVjNdl1ite3ZpJM8ZLbN56nACPaT45eh7HlFryRcW4ALE0m5q7QHznI3eGzuG1ZpYLKBsbRgDlrGY82x1ediGi89y++66LJSQIkk7+vUaVWU1DAypR6qSun65hu12R82VPGXqbNSyXArzbJ0TYoyk2Nm3PGAr+bypVuYgiDttGErsIGTJmXE8cjgcyfNsLU9DZNX1pKFH6shYstWOF4B4Agi+zGF5LxVIvWjamABlnumHFYtrFqxX78Le8vtvj6NgjjTBhQk9W9faX2kdmefJstyzZbJZOtgoUitSgtkWnweqYowYBweqVKcZe12vAwXijr6KByi1oNnYFvNxZDwe2N1t2d3dce+lBLvdljzPIJgAYRD61Yr1am00z75nvVrRx2j3Hcxe1VKowcuLolKHAFc98dkK3g7UWxYdAZjJmPDTYRw5HI8cj0fG8cg0jczTTOg7847UymMETKwURcgW1EfXUqAJMNq8QRt7YGY6jkzTgZInNHtaWtxBC63szTN91fu6ayX4/FPXIWl2yLI672Ywf52jAeONmi8KzzTyLAppzpS7iePtG6gTK3938E8Gou8NhSEeWa+BZFRXxUkb1fbN/UF5fTdxe1TGAoUAydTmrW2t15AHCJ0Fn0ul1uKTKEpe/BOD25yBxqlePp4BA62qN2JzYDGznC1F8ZBcQBKmeh8yoYP1oHy8CnRxS301s89Hbv/sz3j7x9/k6V/5S0hN7HMhazKxzQAarBvGJNYlIxHo6Lh8PvDJs4/4wfon/Pg7nzFN2QasoRTLJnKGWrRDYToeOR6Otg5zsa4NDiip36tEq3lfbCinvejxc7cxcORPq1GVRYgpELO1SDV9U7s2l7xw9ox/T7AZ2crqpHjApcYiqpwVCagQItab3Mda46IVaY65WOeJzEAuve2dzs4B+/6sJo6Ykz3DGIQ4CFJsz6gRjhXubyt/+mf3/IO/+wP+wd/7x3z3L37Gfi90YcNmdU2QAYkrrKzN2B7Fk08tAK4+T0LTGzkLRlX1BMz442vSAcZiErNRIp5VVkgCZAssU3Fw4F0/ULVyOO64vOqsnWkpZlNTouusRl1xUEPwdRmWvE4txdhJOVKjAZE4SNB8JsTt2xIgmwifdv0CXhINeMm5AjO1nGj5J8TpNKsevfClx+IyvPd433z9Oef7CiDg8e8WIMHHKsZAlzpPLPZs1iu6ztby4+/W6h1oYAET5rn4eFW0yGJzzj7l33tiH2g1/29JDBL44OlzvvnJp/zut7/FX/70G8TdkZsf/5RQRoZgTL4cQMpIUkVqYg6RsW64i8+5jS84yHN0NstYYsdERWU2lmioBgAkK2etREQTwVuCI4kkHb3Apigfzjs+mr/Ltw5v+f3Dj/hdPuM6fE6IN8xSmegcIDT2QYkrjqz4XF7w5/V3+A6/yw/SR/ysu+RlXHFAIc/ECaJ2VAmMUkF7JHxA7hKxFGJWDtpTuafqHc+lsiJBmCh1IoaZbla6Aip3fBJfM0rP1NA4lPuaqFGJUkEGco7UnM1rCUoNigRb90GFKCZoaB1RBaQiORN1ps87nkyvecGOF5sdV6GyqYKEREobUlgjMqG1WnLh+XM++Pj3iLJh+/rH/OinP+LN9pbjOBL0nxLNgVYjq83JbwXQuAEwJSTaVgNyFiRri5gfnFP8vbL8/IvBgl8OSrTQqGFsHuSr11u1ljz+3+bwtzM1b0DPz7pkvzCD6dSoE9Wpns7jQMLyads5eJ8BXPK88q4+w4klgBulc6DhbBjPL9Tjo1PM8Pg7ZTFwQmPQihfBG0XubvvybIyrO9NqQsS+ycag0HoRLxugy/2JB2x6Gl/g9P6fc3xpq5kzh+/dcfqqw6+uATVyVp7Qdjhpc6A4BdE+VRS6LiKxY5onfvbmDbf3d7y9u+X50yuoE1//+Dlf++Ca68uB0JmuRdsMHpZG+EicA0g+xotrF5rDVBAtDAnWK1O+Hb1lmajV+CJYOYOJC7AUv9RTVkhrtYBNvVyhVlZ9x8V6RS0H9tsdd29eMx5P4ADWqIA8FY7bPft+yyquGPoLhlVH7ECOhpJSjUmkhBPnNpzd4zudKB4fPhP1VFowzZmu60h9T8iVOk/e/qcgKS4ZvVIsILKqAXNkVJxCV/OS/e4duS/VxF9CF0kkYjC+65xnpsnAjz6Z2czTzDgdKbUyzzPzPDOs7LnO87wE2vY4bdE9AAbcLoYQyHnmeByZ5mzPBGEumS5EVqsNfew4VKE/FoIcrbUlciru9fY5p4Vu9FjTJDhb/OfLQjwQTZEgwqxWBytiarvt2OWM4lRQ8fBJ1LnVXmCMWrs8bIXPeWKeDOi4f3vDcLUhbNZIPxiqPiQ6Ffoq5vgI1CLkChKV3IKYwlJak0VIaucXMB0T75JQi3Ws2G933N3dcvvmLTc3N9zc3nJ/v+U4jVCVLiVW6xWXT654+vw5H774iGcvnnvrwiv61UDpAyXAJIUjlX2d2enEvo7sdeJYZo46M6lrKgjgPes9Qn+4P6mXaaCnIK2Ze3wdVCsxMPFRSC0acBCBWowdUWZKztQ5U6diQrct8IjhxKCR6mrybedsgoPnxt/rqVsB9W/wsNtUZwLYaFzSs5GesJs43IzsDyNNMLWVH1b/r/jPRU3QMVSIFXPcspmMXAoXqmxiU7qwz2joLZqdM4iVsDWBO217Ytt6q2KtBzAARU0U0YQRM2D07KY30IQIBftYgdbEwzLd2HsqWO3pWcJeXbhQazaTGAsXV4Enu8rlmNnVg/XNlo4uruiyQugYVhuiGBC92+2YtVLGQp6UdVzx5MnA08snfPadz0mraGM2eRGchNNzb5Px0VG0UtTGs9az8rtqe1M48ztU8LVp3RveOR5hD1UhUEASMUQkmx0PYmWWj8lkZp9PY6iqjrA8FCEM7i8mI3wwVgcBkm03RzXTlxpwIyDJH5K6uOTJ/aBka10Zg00dsGcu/t79Vnl7M/HyZ1u+948/54//wXf48z/+ITevttSyYr16QZ8uqLVz0bZgpW4VgvSUWs2PigGKZ8kXU1CtPEOsPEnE9nhzn+x6xTOvgttKUXcflYVuQEXiSJdcG8dLuN553q55EoJ1jEJwZpIzAXyeL4LPZ36kVkVL8U5Mp+D0cbvvVrbQxHO7PtJ1ESTS9A1KzWhRA5sxHq6o2lgsohWNqXuau+e+33sz+w/+/kUjhdPcWvzpZVKevUNOjNyzS1q+MQRx0cFA1/WmL9B3dCmZWHFs5QDNx7R/V+9sdX4Vy0/n2/fiMyloXRiHyzCc7ynARX/B88tr8uHI/ds3vL59xScffINwdck8DBz2kaGKtflDoXQEEkM9cBn2PJU9T/XIdc3MpecYekoYqMwI5mdKDdRoxX5UIVRrKyMxE2IkSc+gkYty4Nl4y9ePr/hm+Cm/I1/wrfgZz/UNId5Rw4EuVELJlNhhxEthpONNeMqP+Brf4xt8Xz/iJZe8jAOHmAn1QFQlhgE0kclMXguYUk9kwyE+402nDLOwJrEqhU5GWy9lphyPdHqg04TGFUe5ZzUK19PMdaw874WxE6p21BKYa8eokZxBaiCGBMnKSKtaOWsMHTEmtEQTWI6KMNPpxKUWnh3v+eT4km+mW76RJp5hAu6SOoZ+RSjKHsibS4bf+2f45//V/ybPPv3nePv9n/If/7v/Pn/0J/+Qz29fEqLy+nj7C8/yX/T4rYADUSIi0ekaXvukJ/maB+qknNfm+6tLFGTvaWIX9p5fxYk5D9DtWK5AZXGiTBQKC+idlhYCS3syZyZjZswb7CxB+SNToqd7awjqcgHvGOwHIb2fVx8Z2/af99//8vnzX6vw3uFyx61lws9M3bun9w3p3PY3Rd2TERZKLZRpQgikkOgkEFI0DyJXFySyrKmK18F6wLp8/8lbfpcF+WjzeXA8MIh6+rf4JrXAHKf3vQ+CaBuCODjVan7xOiDxTOeizGtbHIq1fQoASagF9tORn3x+5OWrL9B84ObNUw7f/JhvfvoRz55fEjp5OIhn493u6Xyu1oCLjnl9sQhU00pPKbBZD6xXHbvt7HuqX7e2+edZYeNqWgMBf59mo/ylmkmqrEJi03fEPKM6kY9H/vjv/+f87Kc/fmfMVWGeZ46HkfmyMASjuoUQCalaZrdaAHB6jucP7cue59l8VA+qaqBOhe3dgW7dc/Xkkq63zP54gN1hS66FYTVAFIYucZgy4zgRZKDrXPleLDOswVrvtXVjNEujRaoa5VFE6LqB9XpFnjNdZ50EtBam2VrlNcFFdcX3WsqphaHrDWi19dz15lKXXJZbrbUw58JxtO4PQQJ931vm1x3mGBPr9Yb99vggM/lgEomDArTohweBII/ebueNpNRZ8OiCi+PxwHG3X973n/70JX/j4xcMRB8fqEltDg+VMCe6Y2IeMwVlZIK8I9wlumHD5nLFdDzSjwfCvKYvHVWtPKMTo82XEKhqzBVFCJ6Fqs40QDCaX7SAp6tWthZUyFUp08zxeGB7d8ebl694+fIlN29vuL294e72hloKfepYr1ZcXV/x4sULnn/0AR+8+IBnHzzj4vqK1cWabug49sIYlTkoRy0c68ShTMxqrQCzVDLVs8KK9ypFCEugGMLJ9rfuJKrV6YZCV4UsMDt4LCGhokStdHJqfVnNc6SWTM4z8zSSp5EyWclMyYVasislR2IKpM5FCT37t/C13Vk3h99sogUAv5oI11cdJ4trYxC1Ms0zTKbAvD/csy8HQOhs5Cg0UrE5qh2VdcqsB6tND0CqFshJwLPRPSqVqRxNFw2cZRQgJoSEaAH1Ehe/uBgs4MrB5pexAMXXjXpmOjAivJmEu6NyOUA/2HcrgLe9qx5UFrGpoDiODoudFez0waolqMEy22ldefJBz4utcpOU6VgYtzOrHFmtLrjMG6Sr1COsu45cj+yOL5h3hXo/MR3esrtTNmHid/7Zj/i933vBF58f+dM/+gF3N/cokRBm6uP99MHDCkbJL5VSTVk/pUQXO3K28prq609DPNunv1wj6DyAy6UsuittDz/XZLCf2956smXLP1Vd4BrwYCqoCfId98p+yrzajmyzUFc9WQKzKjVYvbt0Nu6xU2IyRkBI1kEigOGoLrcCBg5ohsOucHd75O7tni9++pYf//Cn/OTHr/jZT264e3Vg3gsSnrEZrkmtxZt01Gptfc12BytrK9XLewwEXR6HLLeLJRrOvJVmq+uyXLFGPE23RkkSvLTCxjZ0M10U0GxlAe95PvM0OZDtGX8MSDEmgxjgS2M0sCRIFt2Uat2qqu93rTOFOGYstpm6z2SlBS3ZYkCgteudZkWCLVrrRqGn7eo0KGeBuvh1ne7pqzsG/Jxjya7zcDJ+BZD2TjJKzrx3wboQRAMC+tVA3w/0ycqRF1ZXswktcaieMOOMlSMsXR7aGDQ/+fxv0faMz71xoSVctrf3th+Icnd3x0+++IxPLp4i1xeMsafOIBoJBYJ2qJd7p1BYhSPX+pYPyiu+qNcc5EOKCIVgNk+qC7OKL5qEZhhKBBenTDmQYmRVJp4ev+Br0xu+Nb/l28MXfJ2f8STcEnWkhECOiRwyUavRdBgYZeBVeM6P4tf4Hl/jx/Wal9Jxh8A8M1RjGdZg6K2oMVE0BsZopRijrJjCU/YxUomM8yXzlMi18I3+LZdxQONImu9NYyjOJIHLCh+LUujpq5DySKoXwCX3cs2EIMHEXLNWRCqRbOvUAWsrNXWWTJnpNLNB2ejEJXuu9IYrHRkoBJmZBaoKq2yAao6RsRvYfPIJz//S75OGC7Zf/AV/8vf/mJvtPVfXV/zo5nN28/jLz/+fc/xWwIHzLPuD9fUguBULwttPCyLXWAT2gRNTx43mr+nEfBnOGByBo9YHCzRGzOlyNXTwa6tik1GgKdDa2Q3G1bagqy51VfXc+DkIocsLv8jRvuN9d+Rj9+hXevaR94k7ntu688+2zWjp0e7GSqU+/hYQ6ERYCVCsXv2yS2z6yD7N1DKj4nrkIVorM88+NqDgtAv8vKDx3df03Mg/+F3L6p3d96PTvJcapqd52UUL9kuZIAgJ63EfxRD0XAqqFiponqDOJEfz85xJojx7smYYggXa5YBqhzd9412F6RPn7MFVq7mrtk7sPaVWpBNSSlysezarniA772Vu9FDxE8XmESOLnoGl0SxLF1TpVelR1lG4SJG+i5TJBnmcRvJ0pohqNhiq9XnfyZGLi4khFEJIdH1PPJoybRHM+a5yagLu698fwpdsznJy2FsZwFwYDxPjcWZ9HeiHDkQph8o4jiaWJBA7y1TF1nO2FDRFQoxepxfcEV2MDSEkQ3gV6mwBXRAhdR2rYSBviiHR0aKDWpuytbcoSh0pBDQYVX0cR/I8o6uVKcd7CcGcM9nFHWs1lLlpDZRaGYaeGKMxI5Kdi6pM42xihY0nG8LiBDw0tm3Bt7mkZ39b5srG3IS6pFF4Q6SoMu0O1AeaA9a3WCW60GV1soB5qxIFiZHWcyNgmvNzmZimA9NkJQYlZyt5sVlIEGtFmIP5AlVNtyA4OKguZihYWVeJZjdKiESxNlA1FxvDeWa/23F7c8vr16959eoVN29v2O135HGy2td+4PLykmdPnvDBi2d88OI5T54/5erJFcN6RUzRSkw6YYpQpJCzMSKK11NqMODbSgBOTpg5ZXWhn5vdPAlNWea+cK6Ab3oK2BpUq6GOzSmUU5CgTuWdpiPzeGQeD0zj0ca0zOaIhUSKpo0Tu0SXOkjRgt8FyTtNEdufHRhH/e/f3KHaWt7ZnPhnXjzln//0a9RxYhon9ts94zizondL2Oj8JoAHMHDk8qowXLrpCKAR5tn+liEgg6Gyc1avc69QrZQphOhgqCLVitObpr8oSFC6gBE+Kr6WKwGjwgeETax8eK1crAWJerLLZyLwDQSgsgjrkTgRAdUvK0IwMsJCvJENXKTAR6uBV0e4+cF3+fEf/gO+9eHHrP/yP8PTp19jOryiUIjS83QWbnaVw64y7zLbu5nbN7fo/Vs++HjgD/7q17nYfJP/8MO/zd/5W3+Hz35yNFE9lJaffWcjrZFanYkUE0cv6tAAmkytoWbrQKLoWdkFVkufxZAOfDkI0NWlO0wM5ju11qhtYjfRzaZPIFjgXnxQ1fdhw5O9Bt8D5CigM3z2vdf8yZ9+nz/9/ue8PChjWiGrgTAku9IQiF1kuIj0fUVCJaRI1w90aUVKHSZSm/y+XLtkGrm7ecurn73mZz/9nPvX99zf7Rn3SuCCJJesVxdEVmiJjEe1QDtVnwOBGIUYEq1OvOTK3IRazzphnfskzRs4L/IRxTo9+LuDtmqyVhZRqRhbRjmiwfwqvgQcULUa/9Ye0gBMhdC0iiwDXlxZ3Wwbi0agdbPB99VGtzCAAG0dDfxqxWxTiIp4ya2qNThoz9Zu/CzgR2kdlE4r7PzvLzkeO3dfefy8N3757x+0ynZfRrAYwrRgeoahox9Miym2rXo5r/m6tTYfw5IWrd5JXG9g6NXjB9sLqTbHrDVnK6/2GEnVLKgEE+L0a71/c8f182uur67Z7/f8+Cc/4cOLp3zrYkO8vmT6DFYE79IibbIZhCNHLutLPqrPeRlfcCtPOIQ1QUYiE9QOmIwsV6zTi5UCRggzMVdWpdL3E8/HW752eMk3w0u+NfyYr+vnPOMNnR6hKiUERhLURM0w03MI17zlgh/lD/gOn/BDecGbuGbnHQkobj/oaCwvtKCSQRJ96Km4rxI3VFXu+0TWS+ospHJkXQtzl1gPMARXs62wSjafV8BK7rlWZTPe0dUnhPQCgrUc3sXeuoIUcaVaiL4XWztSW18129MKtdDXmWE8cFFuueYtK71H6p5c98whUatQykztYVcDZXPB5dc+ZXX5MYyZz7//GZ+/fM39YaQUZczzl4K0v87xWwEHqrYA+4zKCAsS+PA4MQfePWy1nwMI539/1dFQzq+0F+/5hQmHBURaIMbZwIezj7pTxSnDuCCbfu1aoeTKNGXGMTPnuiz2do3LdYhw3p/04R0uaMJX3rM8+IeN9eOhOgEv7UbaGJ++tyXpA5yAgdDeJ9zdfPGAdozCm88+44d/9o9Y/+Xf52K14knfcd113PUzx1JgmsA3sEZdE+OcsnhP55f1+NmczaNTbPvz6OjeA3bJojqttHl4erpX1J9LCxQ9aAxR6ZKgIZk6uwB5RueClsn+XSaKzgRmUlCGrmO9XrEernhyteL3vv0J61XPuoPNuiPEpqL8JbjQOw/Nx0jwrhhYjTcgGhhSz2YQNr2J3cx1Nhc4WGZVVBbk2gSeBIJSi4s6JSHWykpgLcrVKnG17umCqUuvVgPr1Yp35p/HmJNWSjjy5vVrkgyshw0XlxvLxuQdU1ZyrZ69EkOZ281Ly9g9evAOniHBeJ3t+Xu799oorx7QzjmTnS45BqEPWLCnYm0Fi5Vb4E7W4m7oae6FGI3CXg3caQBnCkLfr9gUyxa3tlFd6ZnnCfKEYNokIYhl4Iq1W0xdZ1RSNbs4HSb2+73XfttVFAeZqtPDrU6xQ/oVXRpIsWOaJo7jkWlqG4GcxuScGbDYiQbAnI1l+30Intr0bFBVp/V7nfp7xMsqxpFpXQikkUGiiUtJikiIxNqa0FmWvcwTcx5N/6HMzq4oHkgrKSZSUIoISZSkMBVQdzwto1gsU5ULhUCIiRKMoZanmfFwZL/fs9/u2N1vTYjwfsv+cGCeZlKMrIc1FxcXPHl6zbMXz3n64gVPX7zg6vkzhssLYkpIStQYKZ5xt/0+U0KkxIhGsdaGMUAS0xsIbb2edQHxP/aIHhkyD4JMkdqHUCspAlFIyVpZtVroosUAkGlkPh6ZjgfG45HxeGCejuhsevwpRvreMlZd6kwgNInbiJM41oOOLb5Hh2otQH/Th7EBAp0o/+q/8Ff5g2dPiGPmMEM3Btb0DER6rANFdPsyY8FKJ3tWvdKtTYgw+phpD7mYo3XJkW89u+Abz9fspgOHCQMHVJGsJIlQMmKd4BE8Y19lqXNHlFRN4TsgXBC4AK7JfDTMfHwN61Vrq8kDVtt5bKP+Qqr2Jee7U1GgWAtGwUskgHmAOEx8eJH4vdstP1ofWXVYmVOAmDp06iihNx2OOBCHS+h2aFiZoGKGGCJDF9iOB0K35a/99W/z0x/8Y15/cTAwpbU3fV+w6KCGAIRgrAnB1e71AaD7cP44I8pvvI3FQrtW/7xYLbuoMezEdT5S68ihxgRo68Jagtq+IDRauXcU0NM1hKrIYeLmOz/mh3/0Y354U3ijwPUlIa79MwWJ1po3xIxKtnHtVoRwYa+7eLZ45tHAxsx4sD7i0/6IkAi6oZcVwsoozHRoSdScEA8Qggfr4YyNszDLzhiLUgSSc2T0fP5Y8kWrWDtkH8dmyhcGoI9LEFOGzzKj/z/q/uzXsiRL88N+y8z23me4o08xZ0blUF1TF3siu8hqgRRIiCQEQXpRQxT4ohf9X4Kg4UWABEKUKEgAm6Co7mbNc1VOERmTR4S73+kMezCzpYdlts+57h6ZkVUZDXBnelz3c8/ZZ2/bZsvW+ta3vsUE2pAkEGnIcTvvdy9HzpozsTwbX8oSnCt102rf4OSQyz5oiNgFGTvOxGiTCMFLKdnRAj7nWSPGfGopwnp2NlfU+B1utpmugBSHLHn9aZ85FvC7r9slr9rZeT7ef/11SbGf5VnfS559xZuq4HBl4TVdQ9O2hOBLIkELk6T6rzq/dhxdVP+aKobuyxi5hKQC4DobZ8kFiJ/nhczjqlEZ+h0Aw3aglYbT1Qm7/Y5Pnz7l8YMnXDx8B39xQVwuiZsNrQgyJbwqjUtEVXzeseIFD/RL3tAXfM4jbumsjt5NRUlfQA/lX9ErDZHkhIYWn3vWww2Pxs/5VvqYX5GnvCtf8DDf0OnW3DtpSoeRoaz7lk1e80Ie8Ul+wI/lTX48PeHzcMKd6xirXk4GN2Ual8mNMQ9T40i5sfMSUVFSSgwSrUTIrZhWZ3hpWewmGBNvtUveFM+Z2+H9gC/nd7knJMHlTOf3iJxa96gJorPSQ/Vrehakyp6RBpcNZPQZsmtKFwhBsqdJsEoD7bhnnXac65YTHWllAoloaBEa85U0MzYNq8sHPHrnW7SrE4abHZ999Anb7Z6YMkOMP0Nq9u92fGOtDJlpR3Ao8CthqLoymQ+biNz77FecVQ8G9xe5lpcz3cfmEg6Gm/oQkZl+XIPsg5EoKKsW81OzntUzuH8nha748kZxbHE4mN2XgZR77zmc9LXD81rg5dW3zOfTw/gfrvvITM0W82jMBVBhHPb33utQPvjB3/D7/93/l//xd79PUKXzwmkXWHWOsbee74JHJKAFJHU5c9BdmF2Ln30T8w24+b3yOosv8vId3XuPFlBipqzlUkpSQBEPeBSfLIhJKZKniZiN3utyNuVVURadZ7k6Y7kMrBYN65M1pydLTtcrztYdTx6dGJtAI6hl9Q04k/vXX7Zg4eB/HlpAlnkn5iQZpbV0plVHFxq6ZaBpzYP1SslGUjYu5lpKzVo6Jpg77lTxORJIdEE4P2lZdkLWCUjmsJUOC689IqTdxD7s6E971stTFouOqZvoG0dMeqCL1mchcnRzen+Hrs9kDmCOnrsqOWYTgdHSriwrGlOhckOcJiQ4QhsIeBvtaUS9kJvWnCuxjgqa8zzq3oNgzILgPHXUi5eLIDS+ODuu3pMF123bslwucE7oN3uGcWS5WJgQU9Y5uB/6gWEcZ8YAQNu2tG1rGXzvODlZ48XbBiXVudBDS0DBHPb8OnDgJaClrpMZIFBwVhvvmqI3gBL7nmnYkvqeNL5e3CZXB1cPMbEDcA4JJmrlxkTCnPKo0TpGjCOxdI5IRbXaSi7E2DglWxjBaIFJrV1l0sLksjZJx8/b2mEp/X5gt92xu9uwublhc3drGgO7njhaNrTtWtbrFecXFzx48IAHDx9w8eABp+cXdOsVTdOi3pOcXZOV4BtgghNrMenEQIPKcvAUgSGdEdUayIivxeWHsTNnvjA1gCymdhycgPOz4+ddZXM4S6/FxDQNDENPv9uz227Zbbf0+z3TYPoDYIFrCOachmDipOodiYykcl1Z8TiSZHOe4mhdOeTY/v7yjkhGnaMRx5un55yvO3JMDEOmdQ2ZxKIAuAYOlPWGzQfRQJxsKEMDnRS76CzmUVXWTJy1mdOlJ8yRlFrtpsqsor0AThCWAhNKEGWfPaMKk2IOITY+JwhvS+KBizxZKOeN6b1VHLG6BceHcgjwsljgL3J4/0zwqWvmSHeVJiNROb9Ysr9Y0JwE2gb2PpO90i5XgJJli4ueZrHDNaFQgBXvrF96HODm01v6xTWN3/Lrv77k/W//Kv/tf/sBzz7fIepe60iKYr26k2kPjGpq4TklrCWgQ3wugajdeAYkvupbVRVAdRYEeW8eWBWfy43gfKDpOnzweIuRDa+MOrMCKlBfGZiVRzOXo6vgx0yzn+g2wmVa8myCF5PSjx0JQdTQJHHFfnsPwZ5zJkHqqXophgZmDpQQKf7KGU14SOsXNK4luEAuLJQ4KClaOVETfBGzTgZeqxr7rLpOUsUDj/d8Y8zkmV5ul+LL1lh2l8MYizF9tIC4kh2+KfdpCBGhCfi2xTtHE/e4HMsWe3/vrkR2EaxTRy7tJgPoZGDsDAgc7c0W+5fSgtJiNTsHXuYtXTnS3XJHehVzttwWcVXyP7CC7blnVdBErdGyzx+oOi8DAS/HBff9vqPXX7Nm7zMrDjc6C0MKR9df1rTqPCbHwEDbNIS2KYy/WkZTjEbVA5pd/ToOctjf633MpaCuaApYsnLu/lQ/LxTwxd6nKgiJnKzErh5pmthudkSdcF3HB598ytvnj3njzTdJHz9m2N/SaATxNEUoZSKTSHSu58zdcpm/5KF7zJWuGQlEHGjCqe2JUSA7ZfKZ6ATJNgfbPHA5fsE700/5VfmQ990XnE8bFmmP6V45kkAkkWViVM/Igmdyyaf6mJ/Iu/xY3+ITLrjBMYgB9RKx8QFqmQpivp4WAC1LKhowQswNvcDgGwZa6xqjO+I4sh+fMUnPRehI2e7cq+ILa7RziewjD1PPyIj4gPqV6TOMntA0jN5KfScttk/FfBlVnPOldaVjlVrWIpzIxCrvOfMjC3+LcxBDi+BoxZHE0edEXrUs33jM5ZvvIm7JzdOP+OsPf0J/e8f5xQkffv45+3zE6P0lHt8IOCAFXq+IKLmS0EpgRvVVqw7Ba8O4e+//27gutpCLA/eS4NLsZGvRGcjlfXMLCrNNPngTFGkKCogesl/FS5gxhBrX13vUQw2R96WX+pSLxyCzAbULenUc5ns4/OvlO7z/358HnBwPpPDSmNj3H4K4Azfi54IOYIYiKSFlGufoXMN60dH5DU6n4jglklrm0VVK8ktoxz3D/7rvrYFQGcNXKQavuedDqH24dVeCD1WrjSObc6rJqEVYqzFNI5qSIYFO6IqC8brrODtZcbZecX5+wup0yXrd0XWerutoG08TPF4i7ZwLs7ZeUpDJQ3eIw0hawvGltSKguKIvp2WfFIIzsCVJoOuEk5M1q8WCnR+RLDg1NXnnBVdEvkRCcUodOQtChmj9VZ2DxSJwfmYZlWkcyDlaWzUfeHn+3WO0YxnwFDNWZylzkOOkCLUk06M/sEX0YAzq5DxmDsAhAJ49aYVd4u75htC1hLcaQrdksT4hjyNoJOdM3/e0i5YmmF6IqgUUQdWAvwJ6ifdIqlRIM+TWdqcAmKrkGInTWNZ8GTOqQBTmGLRWCjCOE/0wME0Tq+XCWmFN9trt7V1prehtrFLCOUfXdZydns7Z5rZtoDhfQnGEnTtqG1WC/hqY3p/sRz9fWh+WcjDHy3tC19K0DVkjQ78jx0gep3sUz/mjMZNFmMhl/UKLlRjYWBYGAY7CMSAxkqbINI3kaZhLAJQZljIanje747JRZr2aqKkrj19LGzNX6niNSp9QDWw3G25vrrm5uuLm+pq7mxv2uy0xjoAJEJ6cnnH54JLzywvOzi9Zn12wWq/putbo997WlrrCFsBIilEhirN+zlJLOAycSxXkrRFj3U+q81gAuFTqcimZMVdYGz4Lztu6CE5KEOOsRKOWIuhETANpGun7PX2/Zdzv6Pdbm2MxkjXhREtZnCMEN9fTq8jM7hGEzjf2/NIhW5UpAK0cHOJfyiEeMMHUqJ4ffPoZ37v4Ht47lm2Dnwqd1YYMUwcw0+AROgYu3Y6zFUgL2oBPzJn7dfmKQdWERXPCJ+5l9Z2YfkMncKrwrk88WVs5yGIB17vEbQ+3k9BKYp88GeGBKN9Zjrxx1vD2Gk67RCNGtnGZ2Ws63vePg+7MoR2fCwcwQLDa94rR+WymXNXmdisTJ9qThhvy9gaZdqbb0jQswgN8syT6xjLKmtC4I16vmYat6Z+88OTnifZh4OLbI9/5pxdM/RmrBv6L/+JHbDavr0t1gCRFo7Xtm6qORymZyqpowmjnTg6+01d4ZQdJAtvPkhjd2M6VS69vR3BFxtMx29L6p46rai5aBBaQV+yncxiz6C6y6AMn05IHbeAqBpK2VqJDMicdQZpSrlSy02MqTMEspazBMevBOwsovC9clqxIbMjOMUndjSyBpDKZUntjQI1h6DWwdKVPOzMgnbEgylF1RexGBcq6t5s/JJPk4NbVrHsJXKRcZ/Wlnbe53TqYdnv+xX/5f+KzD/76tX6UoFbuUbQgMiAS8d5EfDUX3Y3K9jPeBqrZhGNjJgQrtZq1YeCwVc+igzamwXmcL8KjpRzXe0fXBgOhcmbMFH2i4hlV//porn1d+3TPt37pqOXLxw6xmeiX/JvDwN8DCF55T2U+uAqmWLYaTGtLpLANkSLnYAyYl1EXOf7Oo7LHCqJUsKgCCxZ0etO0AKqxH4f9LHZMhs8+fsrDyzWPuweMmw1ffvElX7y35Y3Lh4THb9NfP2PYJcQlYp6YnJBlQpzSycSpbDnXz3mij7jikkGXbJOQSqse0Ww6AYVxTfYsc88ZI0/0M76dPuL7/JT33VMe5RskpyLQ4nGk0oEls5WODWdcu7f4mPf4lCd86N7kqX+TO10yub6Uy3CURxVjRRUWWJbiLxcfpe6nog1Kg0QDKbc03LaXeD8RdwlJPe/5F5xLDxpZkKwchAmXBIkDp3mC4Fj4C0R2QIe4BUhLcoFelYHajtAVgqZdRyMNDZkzHBeauNCeR27k0iVaNxa2liUmbO4o2Qe0W3L53rc4f/NdyMrTDz/is08+4o03HtK/SPRHHcR+2cc3xBzIHLbLEgTNKj5zTG6LqtDJ9Gghzt3o7F/zZvEKSs3BWHwVo6AaFos/XlrZJSixGKU4ZHNdT7FxRz/nCalFREoovUcrujlvbQVhzcRolOGUTc1fj+7svvGqKOV9gOBgP2S2IzWuqgHOfK/3Pvn6416sMLdQrGN4OEuxeYYmlw3VnsvBONXDNhYhTxE3ZdqupV0sCd2O1aKlaSZiH0FriyVXqINW637Y+45gkNdsAvPIzWP08vN89bV7IyyGlwvg1bxMKTWmJjqY0KG3tiiNIwQhNJl26VktlpydrjlbrzlZLjhdL1kvO1bLjsVySWgdPgjibWwkK04jrnYPEHMWqjAYarVmNv90DgztPvXwX6lzU1Cxcas0vOALFToEFk1gvV5zslpy3e7Jk8erwztnLeLc0fzwRqO0EolSG4XSNo6zkyXrdUNmIqaRFHdcf/kJt1fXrwx3zf5qtoxTzqatgarVWzZWw01QmA6boPlgR4HtV234qsxKWoJFAwWFT2Oi3w/0w8iiC9YayQl5NIE2y6Y5XHC4dHAItMwtpTAqRMwRyvZgrJ28pbKs17NlUZJmsvHGQUzIUFRoGxMYzCmx3+2QqnGQTYCtnUZoWutmMI5McWLRLWiaxloWec9qubQyglpuU5wwcyYcJJimyDBMpayg2CNXAJs5Ran3x7Kao+PhLalLaTzdwvQT4hQPQMhXKJe5UmMaC809qCBTIE/ZeowXJ8YXTZFUMg9TGpmmkXGayONkjmApN7OmFQbEOEkWpCiIRqP4ogRXSjmqhU6JHJU8KdPUs93c8eLZM5598QUvvnzG9dUV/X5HSpMFouslZ6dnXFxccHH5gJPzc5arNaHp5j7bqPUnjmqZsMkrA5nolcrzqZT8KhRoTIYjL6VQcFNWYk7EFK1jQxyJOVLZQrWu180ggJWSBDEgT0TKdU2knEqXjEM5QZ23eIdrXMn6cUhbq84lGTgxMXMRY7CIsNBs+xGwWp3aGh8ybdfgW08c4muf/y98aBXcVM5XHX/vwQNiP9Imz3i9Q/aJZZEDNX3sgznwRM7Z8mQ1cXJuAbWWoNqNFNom4GBKsMiZ99eBj9eeTUyG7ZayKiEXTQPPUpT3T5e886BluRrYTANfXCeutpnzRrjdTAzTxOMFfO9SOF8Jp21LkB6XtUKTdsi9H0feDgUYu/8e8QYueIBQSiQihAiDZHLqyekZ67sP2Xz0p+RPv0X31kOmt88YxFupyaIj5hXOJ1J/wu2XCzZtYw5pUtzdhNtuyRrYrtd0yxWn5+e89324fPtz7n44cOhecnSUMiFXbEnS2t6y+k31SR79nLvdcBxjlYoxmd+nav4UvmSFK9tKlSCVBWDMAcQ6J+S6FzpjiRl6IiXoPmRPG8AnT4gOH6FRIUig7TpTjMgGRvos+GSgrybz2ToMwsyl40otK3COI3Gzut5tz5Lig6WyP3stZaglKs7ZyjHUipyLv+rILqOTlHp9A0dr2wvrSFAzoJUZIdbtt/quBURXsbM652mKHRFVsk940SLCKAQVhmHgR7//33F39cVrl2e/2xHCLcv1afGLCiAhmeCFWPpL5qxYiUEtO1ISmXGcih/i8E6NjVSYYLbBlPEqrUS1AEWu+H6CfS47SyI4b9wdhx62Mo59UrmXuT8+jpmXh7n9MnP09Uc95886jlnOxyBFFXd1BdQxkcbEOGaSczSNL6UFhTVmd3EUi8hLpD9jkmip+qsXpsffW/5lbAUTe3QFXNcMabJ2vqoHpsX2esd+09OGhqmf2G/2fP75c37t4g2Wb7xN/+mnDLs9bVCGvAUvONfiJOLSxCpvuAw3PHRXPPC3PHcn3KkjqoF2kpPtz86EXRsdeZhGHug1b+cP+RU+5n2e8jC/oNMtkQ6RDpUd6IimjsEtuaXlS/eYz/U7fCjv8hlrnvpTbv2SqaxYqW2yREC9Mfy8kIoeinoryYECDuQSi6oB/I4JdYEkDZu8IuoZ2+5t0tTwXrpDNXMiO0QSohOkjMsjXR7J4mhQumnHmG+J4tEWMok+BrbqITf4ENDQlLJn8z/DNNFJZh17zoYtl3HLuRtYNQYaTg4yDi9iwseixLaheXDB4+99n2b9iGmz4Yd/9dd88ewz/tP/8D/ls//3/4Pd/9DAgXvZZ/P27PX5od5HA4Gjlisyv/++cajnPnzPK/Qie/H4SpiXltTA9ijCLuc9KKmWq5S68Mt1zgZJi/pwofxU0KN+yxGAYD6nzgGT9Zw+yjAdXaGN0/ElyUu/f9XIvWzPXmse5f5w2PjUXfwrgui6L0t9jjXDbZtyv7vj9vYZLx+alc8++DE/+fM/5a3f/gcsQuCkW3C6XLBs9gwSySEaxS8JGiva/Bpq4s86ZnqGfKXlf93ZKiUfMMpyTriccCkiORp9WZXg4fL8jPPTFev1gvWyY73qOFkvOD9dc7ZcsOya0mrMFEqzKpOaMKFma21InHCaCU7IkkuWKJI0G2W8BBNSFJxMNbhmVixoMdqyewk8E9R7nHhcE8zBSZG2WXCxPuHk9ISmvWWY1PboMoc1W410relzTkia8CV4IGfaEDg/W7JYNaRxS4x7Pv/0A37vX/7XfPLhT7inwoVtDE3bWJAUrT3gOAz0/Z6T5YqTkwXjNDHGTalnnwraXDxBueduHz29ewhWeam8Xo1Czkw5E1NEpZQQhJZh6AG1+j/vTagtWIvDHBNZxIIw5w7zpDgoFa8zSnnJmhVnKIvN11jAJBUtAmWWMej3vWkeCIwpMY6j1YE3bRFwyqWXtNG+rYzAlTrFYE6sVHpgfUY2TmlKDP3AOIyWiS429Kh9ymFdVyNy5LDPil/oDBhYracJH2n25DiVrOyr4IAqXMWegKkQNxF0SvSq+JzNcSxoovd+FsRUDEyY4sgwTYzTQDeZ9gop4bP9pAhoaYqzo+ElWwZc3aHGMpsDlmJk6EeGTc+LL57zyScf8ezzp9w8v2Kz2TAW4cxuteD05ISLy0sePHzE5eUjTk5PWCwXOB9QTGWYIu+UUJJmpgxJau2tbd6VHdIsV3SrJd1yRbdcE5dbtB8gDkSd2I8D292W282Gm7tbTjdnnJydsNiZHkjrHX7ZoAgtjixmO4yCWOtzy+PKStDKNrCfqXQAqkGXFAZJ3X+q+xhTBi/zPZmzLYSmZSUCwbHqFrx4fsNnP/nSllb6ea70L3YoHsRx3nacSYDtwLAZGK52LLLQctAZmG8ZE0VdMXLSKstadx0P03lK9scJeD/yfhf44rTjbOUJm1TKrK0cJOVMLIHuShyPg+PbJ0LjRpJLvPvIsb/wrESZzjNTTKwDXHSKkwHkgOfeExHQww+FWUFO08GC5RkInh/N3M0iOPsjYthp4xK+6RhXntQKQSJeFTeNuNAQnBK6BmSF6EhjKV6zK6J0Ct12IL3ouds4NAZCG5h8x+o73+c//s/f4v/1f/4XfPyXT8ucPzxr5yOtt4CzEaWRQPSKThT7YnUCmhNILkJblL2r+EUeK/WpwXvxmXIBAhwOr1KECxVZODRYrTLla9RBTsZm0SIeqRhLRzQjs4aQMEVo1DoBpCmRU7IVJZA1kggWdJcElGZvGcaKoYWD3VSL+KHuu6OBxqBkTHvKe19YS6ad48QXq2HlYLmcR4nUjFIuddE5utJeWGZRai3zyRgEWgDhw9p3IlblIJTzFsAiQtXhqWYXkgnKakKc1YSPSXHZ9sKGlon71OM4jWxubwihNaDXCa5Q1bNgbVUpLRdRe/4AarXvosz2se43Ni5lXyr7tjgb81wBjqJzMNu5uookVyiqxAkHwOKey6fHYMDhuA8QlJ9ytAUeJ57kF2dIzdtsmUBScJACWwCZlGQWRQ7ekxeNPQ8XqEzXOQ7IJXaoXW2cK50HypihOFdbFZaMfIkpKO2GXUnOFFkDVBP73Zac46u+vwq+aXGNox8Hnl0/57O7K85C5ot1w/BCOJ+EpQgnSWi1A/Es8kiTR86bkcfuhqfTMxb+AjgnieAYCYoFxRHatKdNG87zC96KX/K+fsavuM95lJ+zSD2+7kc+IXko5YSRXtfcyUOe6bt80nybT9wln2vLFSuGUuRrCGOCkryxuepMKFWq/6Y4V3QyjpJLGSv3iSQkOHL2THTs3Bl3ITDQ8GfDDROOd9w1QXYIk8njqnUDal1G4x2BzJsygNvSxXO6ZsCnjm4KbN2akRXqPM41EAOaEpImQo60/YbldMtJ3HDS7Fn6kTYIU2GqWnLFMWkmrzoevvs2j771XZxv+OKjH/IXf/2XfLm55v/yf/+/8mc/+dHPBb/+Lsc3Aw6o1cumVC3xcflApd68Hu07/mFIdj4yDof3fp21XQUJD8H9/Jt5sUtxyNzcD1fn2l9re+OLKIibL82VDbNejR5OC5gh1OMX72XkjhkCLw/cvSs8/schQJqxhdcMQB0njmKFe7+vSIcFtodrPLKi9S/lHqpIWjW+VWH1levWzNOf/JiP/uov+JXf+i3GsGDddpw0DWfLBfv9nmGSw+JGisF0vHJ8xcO9B5T8HGrj4VSKzq0qQVIyWpMalTOQCS5bH97geXRxzrfeecLF+QmrVWPMgDbgJdEFRxu8bQZaSiRIRsdWE5gzvcBMJs4bCWDZELVqvKQHLzE76/crlZKW9fB8xZWStVzq+kr2QxqyeMRZ5wTJEJPiJbBYLGm7jjgVgq5aJldLZ4yMFOGtAsyo4vLEOggPThacnrQII2nage758Cd/wyc//QmiEffSUOcp054ugIz3kSiOvu+53VzRBnOgmsbqrSaxtovmGdSa7BrE6v0p9fLj16MXjxZdLir/4haErqVbL60sJI341sonRKw0SLxnGidjt2gwQTmpOg6COG+OUPmuVGxHThPDNJKzWmlQcSzSZAJ5OU7mNGM08mka6YeRlJXUdaQU8cHTLRa0bTt7OE3bzrcihTIYU8YXVpKTkq3JwpBGpmGy151tkMbeSRh9+whoqc/ouByjgClzNjU4louG5aLFSWKYBkiZNI4HOuK94VemHPHimKbJoEJRgmRaEXwyZox6o9GaSod9LmsiamZKA8M0spysa4FLI+SAy1paeyU0pblMofru1n/bI6UlbhYrARn6PXc3N1w9f87V8+e8ePaczc0tYz+Q0aIS7Wgax3LZ0CwC3TJY3+lg9ZDFp6OqRM9HquwiC8gDBjCFRUe3WrE+O2d9csr25Jb9Zkna7WGYyDGyi1tebIRVu2C9WrA+WbM6WbFarVifntg+lE2vwhKqJsZo0y7NlSIpJcsCjXvGfsd+t6Pf7djvt+z7PXEaiNGCNecxhkzA6qqd1TGrGjCdioJ4LqyE4AMOR9xN3H5xc6SE/ks+CujeTBnpIxcna3bDnlCo5Y0K4ch+16uwzgXGJgiZwvwpfYCSBdPBQzSmOU2aaKSl8bWGGuPzz8FYofRGxe93tDvPuonglXXIpQuGzlm8IHZ+pcSymbns5N5+z9Huk+q1z/jbfE9azF5VLfcKTYaF2PLNQOcBr+w7IS48CaPqNjGT8khoA12zwHtHHnuCa3ESaJdLhrO1lZhshaVryHeJ/Q9u+XKXCFc9Kx3wJx3f/Y132T7b8OUXN/fcLsVAlClFskYLSqqfQtlDUerknGtqxdt8lnwANNEZyK4tf3PiXrAiGOOqmiUD/ey5qWYDWJSSRa0dfbT4XiUQqm5KSsSUrYOLD0hlU3EQsLN5mEpW3lV3xUBHKUFEqGNh5RW57JGu7uGuMALVyg/RZHuGtVNn0mz7at3Lyj5ShYOrjskM8ks1P5bhNCbVISFV9QBqS11z2SzJJM7jxTrCOAH1gjgluI4gS2IOyAS1dUTmVTZQZYA6sdaVqe4XBSydtR+EufhR6poWKYwPrcvc9tJynbVDSAYrh8PECFVz2ZEqW7jMqaOVJIcLLIyG40NeYQ7I0QcOfvX9T30dIOBra5kdARXHwIOi5JhK4F4aOBTrplrvvQp4WpJQSvKmMkhzLoFzEXAU52c9AXEy0+ltblhHidri09iKiRjH0oHipfsLLYSOtvW0neNu95w//tGfcOEdfdqjq5abmOj6ibMpcs6CNYlOtrg0sR42PGhvuWDLWjILCUxJgJ3N6TbQirKSkct8zbeHn/Ld/JTvuWe8oc/xsmfyjqRdeUaRpJ4typUEnuqapzzgY/eYD90DnsoJG4TetQZWJRNpyVJFK0u5gBSkpoyhMQ4zuNI1pIybAS+VDZPI6kkqJBYMouAmPvXv0MTIlCKRyGOfWZXWyd4rkcQ03ZJlYCWRt3RkmRKNm1jkc87yBZ/nxE1W7hJkF0iNEKIlBtvxmmXccJK3XLgNp7Jn5SY6n3AKk5p9kRDABfzpKW9+69ucPHyTOEU+/PDHfPrsc673W27Tjtv+m2MNwDfWytD6YB5qe+pRA9P6vvnV8m8zFiVhfS+4Ov5EdeBf/o288urrr+5wNS8xBLR8P7ZofRCWi84cyrYpvaPrBqWzUVDNpV3QsWAIJcAuvc/rBstXoZaH+r5asnDvass938uyy0tjezQQrx2LI12De8DAkVt2OEnZujJkB1IR79ddu5rBzynywV/+CW//0Xf41j/+pyycZ9l0nC0W3LSRMRYhPAUIzFTmr/HUXvnC+X6+huEv4jceJQSlwdM6zyoIq9ax7jwnq46TxYInjx7w6MEpPhgC2TUO7yGOE8TIEClBvpqgmtTsgjlUmTwLrqmoiawVobHaGxgB31iqaYqj1UdV0lmxddbysWQIMUBAnUe9R92KqEKcEv00sRsntkPPzXbk9sWuqCY7JFtpi0ZTbMaZAbIJmnA542KmSQPna88blyecLVvStCNNg2V1U0ZSMpbw6zbQLPhgTAjvrYJs2G/YL1vWizWh8TRtw7C3jHsqJRzMJN2j3fY+cfcrnyYoRCXe7bn58hrnhfXK0yw6nCpMgRitZVobGhBjEDgXiZOxB4wOGqgi3iJhZjzlZECG6QVYFwTvrYuAd56cE/v9wDDsrebbObrFEue9tetTrKVcqQcMwbpXOHGklJii0fibEGZKp3MH5gJa13mt5ReSZsZxOOpycM/bPloWZXxqiUEdUqF6wjRdS7fsrDd76bwhWUnjZC2TXnO4aSBLNOpqE3BeaAaP5EyORUMgONQ3iDNGQSIy6sh+t+Hu7pb25pqwXuHXC6LLNF5pWAK+tEMqAVEJMLREJ64qlHtPlsnmiSrjNDGNAzrZHJ/Gkam0SlwslyyWS07Xa87Pzzg7P+f07JRlt6RZLXEh4KpAmReSeNu31DprTMUprl0LYhFpQ0qpjrdG6TqzN6qrnxnTSD/umKaRmEZirmVlRrvMKRuiV/YSr0ePjkzKiTgODPuRcbdju92yub3j9u6aze0t+92WfuhN4FGTZf08uOCtQ4FXo2RrJmom5sSk1cW3PS9nQdW/3CTml3qIRkJoePfxm2SnxBhxYyTtR1r1dBxYd57aCDKypOfU7ViubHxCgta6Y6HJguk2wNjAKNZve+GURRBCsBMqllWKDgbN7FX5Uj1PNxPv3EXW59bnXgugJlpq30viN2PAQAY0vAoIvGyl5OhPzSgWLI5SmksjsMj2vDuBk8KKGAWjlbotm/icu/4z8otP0efPWZ19Cx8yY58h9KxPVvjzS3ZP3uHxW9fcPv2C8fmXJBQVTxc6kkZ2t1t2+QroeZFecBuUNMLqxOOeYUyychcpKWNMTKOJhpKtBFB8AQnK5DQ4uWqxuPK8StBuCsNWtXDsY9UoqlaHFZHVysisHdxy8afIVt5naXFrRRsL8GAfsT3SKNQwjVYDn9Sj6kxBXYyxkgtoETGhSeHYZysJq1lnSuBeez8sEA7H9f8Hf1QKKq/Vgxady9VeYULObrB1Ipnfk4/fcPzGYvt5qXSjXENlmDln5WeacykbdKg60qTWUrd8MH3lnprp99tyr+GQUVelllB5V599vYyyNx1djx6NSSGQldIKZuaAJd1KRnwGb+y+XMmC31tE+nKIf/ANKgggL82144RcDRF+VtmxzP/5+ceBtWAfcnU/LV+ckz0H54VF17FYdBYzOD8nVbQAB5prYFsYyHLEtsnma6PFb2w8bnImKkudi26+oFzLoJ2JU7fdwrrYHJUVqCo//Osf88WXz/gH/85v8t77K7Z3L/jp7oarpmMpQlis2UfPomnp9zumlFGNnOQ9HSNd3HEidzwKO57IxI0IMXnG3JKCEkRYsuWRvuBt/Yzv6Ud8N3/Cm9xyygaVkdEt8FkIueoxeHpannPCJ+kBH+gjPli8wafukhsJZKKt4ZxsbiMgTWFgg7pc/ASoyK2U+LGCMagzkVDNBVQJQJhBmuwssbF3DZ9zSWZiGCHiUH/HGz6yCJYYy74Hr8g00cQ9DQ4XEmPYoNMe9VZGTPIMEXYhEH1Dq8KCkQd6xxvujse645HfckqP10jSSMJ8PKaB4APaNSwfPeHBd34DWTxi9+KGv/nwJ2zGkSEnbvd77tLrNWR+Wcc3Ag5MU0LVaBx1A6qCbFAW6ut21/kvZjX06E0/dw2/jEPUT9Wg/9iZvndSnbOqSj44alhdFPPGgFF53AwBUGvfa9CsaBErNNbEOI70vf2ZpkhO+Z5i7eHCgeO7lfubzGEMy4ZeDefBWr1mHL/OIMlsi8Gei5Dn+zv8Tmf6Xz9sXnNeKchd4tMf/4h/8V/83/h31PHoN3+Tk2XLbtWxXOy420+WNaaIC2UpmfJfDBy475z9nM+WuZZjJHjH2WrJo7MTHp2f8vBkzdkisAyZJgiL4FkuW4TIlHrbJF1jAEkcyXFAyVZX76BRU323jegIUCkZcrPxihOP1VlbcOzFF2cOxAXb2J0nJzXKpwRcsEpZhwWYyQfGQpF9frVnGCbudjvuNhtu7rZstpEhKuOUGaYIOViHgZSt64BWmrHDZUdOE14TkhLLVnhydsLlyZLgMnGY2Fxf89lPf8jnn342b8Qp359cqsp+u+X0YsVy4Q0YGK3mbpoG3MkJTRfoli1xtCenY7J6RqmFdfrVqN4cdMnRv8sMyIr2keFuy3YZIDfIFGkyMI7ENOAaT5wieMEHZvGmrCa4pM4Un+tGa9mPXGaVofhWL25CheaQeWtJOI3s+xFx0C0aum5B1y3J6hDf0LShOMEW+Fs/6AM+54rzdcyckUIdJ6uJZIqN8TRGxtHo+CkdO5DHRz56vXprBYQp9bpoBN/gm2DXlBPTMBDHkWG/Q+PruxRMWfmT6z3/9uNLU9MnkKeBFE2t2COmmC2CCwkXA00BRJMmhn7PdnNHd3dDd7umOT2hXQSkqS0QO7w1LLY7cJYdTiJWU5utNWQeRsZdz3azY3u35e7mhtubG7abO8ZpIpWewouu4+TkhLOzMy4uLzi/vOD8/Iz1ek3bLmmWHRK8ObDeMXnLUGanWH8O5qAiit1/qqCtC4j31rUAnZ3F2RtFiRqJJWOvlJIJl8hSdAc0l5aZzDTz6lVrMs2Madiz391yd3vH7dUV1zcvuLm54W67Yb/fMQ5j0TIxteoQzGbgrQ2jKgUYMIAgabXrhTVVtv78d0QHvoqiW0IDfuONJ/zzv/dd3r14g/75F+w3ETcFVgUWqgUoghCLC7hg4GQxEToblk5gUeZGUgvWk2F+dMBDSfzqOvH8nVNuxz1/88WOSawYbhJAMzuEZzi+GOF2ggdqTISsFrz7ulRcAYOKPEzG/M4ayBU9sXn5KQdI/TibWB+pL/hcU14Pzu6lKX9vArRaWBAMbMZbru++ID57Sv/sBd3jN2Hl8G1D4zydd/QibPstw25HTokYEzlmvGtpQkc79uRhYkhb+vyctrnk4dtrdl3kt//+d2hdyyefPGe3t/UeY2SYImMsKfxU93/FBbUWhNlo7MdK6sfemfhcbGtJuNirOFWiy2hw+Gi91I0xoLPb4Mx1MEZUOlDZK7nMlP4PfmQd5ZQVw3G9lQmpsyolVzoTJAMz3Bxo1vlftAG0CAjm+xlpe3alXCfpgQ7y8jRPeQ6C8SXLnV56z2wjqAu9AEiHwFJLVw2R0qmgBuD1K6u/XOr+TevHm8BhnMiTcRVTsOfnnWPRCE0Fvl9z6fW573Y72q7YX6komIma1rIYydUbr8DBoavXPAOqmOpxyYrYfLCWyWV/owABqfjPcgBfzP4Lxx1gOPyYn/t9t7f+5RfzIf82hxx91aFNus6JQBEb+xA8oTEVe+9LNxjJ89g5kTnAnW9GjXlgiQlB1UGW0v5RZkaElEUjZV1INUg5Mez39Psdxl64b5e3t1uG/cBmsyc7YYgD4ltkecGDN99G08izzz6GsacF9sOe7XbPbhrpmkynmbO05+1wzYYvjDrv19xoQ9REpwNv6Bf8Sv4J78tTvh8+5838gmXa07jJhH7dSJMTDSb0O7o11/qYp/qID3iDH/EGH/tH3PkVSSbTeckZl5VQ2DwTpaTFRBlK+ScUnhGS5RCzCWZLpMaSavFHARbIkLKnpSM64YtFpvfC4FtiDMT8OSnf8sSPnDQTnUvgzSe0fjoTCwbOc495DkpwBd72nszEPnt8jJyNV7yZv+Rtrnmj3XMREm0ayXlgmgZiUNDWOiswkE/WXH7v73H+3X8LNPDRDz/gw598SJ8Tb737Ds/+4q++Ub0B+IbAAau9td1W9GjHnAOo4yD13hbz0r/vH68ahfuCfMB9lLc4STo7b4fz1yyhGTwL2qXWGatRtqrjfrDjB9rxjDcc34IaMKBqKFfW2ttUa1h/9Fm5d+31FPdfu88UOAADZeEX53n+3b3BgpmCcW80jzbA12wbZvSUKqaqxyJnCnc3rwrcKFqEhoCUePbBB1x//BHv/f3fZGoCq85a/DWLRBwSto5a46y9Dij6Gkf1yX8uNlB+pmxcxRbhYr3i7UcPeLhecdIJjUx4Ik6VnEbGaUdmJDSuZBIiKglpyuZYAKSkCZ8EnCvjX1gB4uYnLuLwTSAlq5GvrnhKEXGO0DWIWBYmJjDxn4DgwTkSjiErQ5+42+656wf+5sefsNnu6Ydk4NMwkTL4YM6hiDOlaU1FIK9kQ4pQkCpIyricaMmcdw0PL9csFx7NPSlOoMInH37Ip598hKi1snqdSKQFmCNt1+ACxGSB0TDuiTnRLZecKZBLC6mcSFMsm12p5ak8UbH7n+W8a+DysiGgPPes5GFkd7chqseNI50Eq2UnEabEjp6mM/ZHCA2pSQcBwlQuQTm0bqpUzNKGVZxHpDBBsCzsGKN1jsD6YYvzLBYLfLAsQde2LNcrBOtk4ETY73f2nSWQE28Or8zOASboNLscdc9PDMPIOETipCa2U7PV9+hF1YGkRDPYfMy1JZRahsxB4wUnpsMgzkSNXqc1cHy8GBIf3A60PvBuCLSDMyDGBZKY8rWPCuKMSaKKi7VrgdJPI/txYOgH+qHHjSbQKHHCJU/Gz7djTMHSDSKXOTOOjPs9u82G6+tb7m5u2dzdstveMe735Jjw4mmawHp9wnkBBs4uLzg5PWW1WtMtFtZCrWlRLxYAOkhOGHJinJTJWa/mlCGRiSKMRWiqXpfpE5Shrw/q3kYAuYiw+cYowNbz28SmsrnyVtJG6e/tKK3BInnqGYc9/W7HdnPHZnPH/m7Ddrthv9sx7gfL8Kp1UGmC6Y8QHFUDJ+Vk2YicSAUQ0FlLp+zCv8Rygrn112yU7W/vrtY8POvw2tO4jnGraKzdUwxYKjldu04bVbw3am4wk0UQy/TP7QIzNNa9DfVw6RNPFsKjRceP3Z6pdBQiWzurCWutGJ2SpEBpwtxJVwtwF511qUhFBJEqDCcYhRzuAQNfuQWVzyQtGKiDFliqlRO03oABVzwwr7DOsM7COgvRC8lFhIxLgayOmCJjUm52O768uuNmsyWq4NvOWBIJ8gDd6FkPDewc+S7ipzvajWf19jmsF/jffI/Hjx7wh3/8Q/o+GrMlpaKnFDjkdm2u2v0UZlvZeF1t9apgK0XR+t7q3+QqtFvLPYrgXAEFjs2XaTNFnFY+QgFmlFJyVx6aWow8y+Opzp05YunwolmRqMZmqEGUHNwYEYdXA8+0dKnKxbeyrh+2F2mJU6tItR53cREDL00R3R2s9ktVklJKOA8OCwd0qbxmY1FAhBpbF2BcuC9ON0+4aK+55PDOGxAp0HSO5dqz6EwUuI7vVx15buV78JVnrRvJJQg6rGcpbfuqpo/3Bkq6KuCrBuQaAOLmbaVu7xU4OsyBShM/+PLHV/16scHjZ1mD4OPfy2s+/5rj6Pu+imFgZ379CFYWWA3S26ZhsWhZrVZF7NcfncW+T0twW+/RxkuN+TaNTGMsc1iQUthiOhe5MA9snljplZXGAmiaiGPx3WqM8cr1QoqZYZyYsjCNE+fS8uDtt3l4ccpq0bD94Ac8yIHF5FAmRhKahSCJBVsSL9inT7j1Lb17gnDOwMRar3k7f8p39UO+xzXv6RUnaQsS8SRy9ojs8UnxuWXvVjx353ya3+LHvM0H4U0+bi55IeeM6nAojXhLytRud2o2JlUACUXvIXc1ThFMBCUVd7KW81TdjDJvnLVpnXCIOkan6LLDLTrYOsadMKUG3IaGicU0GBlTBAIM0WqK2hS5SD1B93i5Y2ieoy7TZc9VmlgOex6Nn/NWfspbcss5W5Y+mRxvDmRpEelofaB1HRsR1m+8w3u//e/Snb3HbrPlz/78L/nwo48ZcuZqc8ft9nVJ2l/u8c10K9BqBJzVWlN34eM3wP3CeD36efzn+HgVUPjKo2YDjz+qBzNXjbk5d7lsInXVGp0qlDZoh7KDfI8NYTb72HSUTaXQfbQE6NUIVkDi/mdeusD5X5Vroa+8awZZ5vs5omPPQ3rssFYIWX/+0BWU3mOI2/3jqz9cHQMPuJw5Cy1rGkYcZyenXOwmbvYTcRqYJIOLJA3W0vC10d/PvkaoU+iw6x9vDXAw+ErRDk6R7d0NLxpYitJcnuNXDbIwhyOlTKT0YQ/mXA7DhJIQD8EJKubao5jgkPhZtdf8AJ1jNXEW4Edx5BBQ8Ra0l3ZQXjzqOvCBnARpHCkLw5SJY2a333G7740h0I9cX2/Y3PV88eUVKYO4ULQMHK5pkKbD+cYyLSmX9lO2jZgejjd3XAAyeegRgdPliouTFa2DcZhQjZydLTk7XVgNv1jHhZe7VADEmNjc7fGNsj5vcE6tDl8TMU20jRZ2hECORhkt1O85wFW7HovU5TBvZ79ADnN+dqooveYy074nhY4lmZGJVjyLpkOzst/v6EcTilwuFnRtxxQjMU7WSrBRxDtyMnfUemIbBdpqMsGHBh/MaZymiWHoSSlZUF1idcRAUVCCL5lcMZDBasV7AyCcY7Fcoo05fiGUqmspfbCzASWKnS9Hc5xMYb4CCVIQ8DJW/sguVo/a1XWiGIXdNsqm9SwWDW0Du/1AHkemYXit1sDx8elmw2ebDf/W6pJfPV2S28AQTCHbeU9DwA+JIFJ6xgtSRbjEMeVEP/Ts+h3tfoff9/i2JQwTUuiX3kEoIn2IOeM5RvI0Mu17dpsNt9c33Fxdc/vims3NLbvbDcMwIsBiuaBrWy4uLnnw8CGXjx9zefmAxWJBt1zQdq0xcrwjOi1iiQYIDJoZxP6eBFIQksf6PWsiF10PjdE0A0pUqUlLtrDmmY9cW6EERjKLT1bnGA7AgqgaO4lMjJFxGBj2e/a7Lbvdlt12U35u6fs9cRzJabLOGi4gwaFFnFCcAdtJM1GVlApjQIrjL6GgTka5fIUC/Qses42dAx5ndqLscdtpYBs8p2cdbCJ5sSAKjCgd1sJwDgTLnt9IpF3AYgHtAhpv4ECRjrElkC2A99nipFsiF52yWE6I19KucTL9BVXGnEh4UglWc7K6/wxzZrhgszN4MG+dxzFvvW9vL9zDL4/fUI6g1nZvneECOPcGcji7eYrPChMsxXPStCyWno23Dzun1kUiOHbjQL/t2QyRJI5mfcblO++zCo5eYZdfMPSeB6drGB2MezpWxCuruV+0yvBg4OLc873v/31+/OHn9E+vSpYy0DkL3LNTQhYGH3ESSutV6yRQa51tSplPo4Wqos5K96CMfy60/OxKAA8qHvXZBPzEQJsq+ZGsvsDYBbNgbAm+5ky1zK7hIVaX2eeqv9S6rsrD0RKkV/DXMA0pfp+lyVUzhAP2at9h5YMHX6LOd/tXDW7tyuQVcMBuTCppwL77JVNb/UtrE3mYQIIYuw1Xsvc23qLGLKu6NAllwuGC0i4dTVM0NL4GKyjnxG63Y7VaF+aa1bk7Z2r0LqWi8i4loJciztrQdB2haU3411thkD1LLYzKCs4UsEcsUJsbONfzBQOUk1qmOKvpsdxjDgvU0gIpOmRa44yyz94DBerfDtHga+//5VePQYpX3nUv4i4aC5i4YhP8DAwslt3cBrMCH+awUXSO6peVHzmRUmScIsMwkmIubE1reZ2ztUZMROt64kzV3vvSnlOVYdgTxwH0FerK/efdZ55++JTn22u60zVduOB2t+cf/OZv8FYIfHD9jPU00HiFAMss+KpNwcCFPuNRbnlLPZNPeN2yi8qD/CW/woe8LU95qDtaEXANotkYYbonpGR6RClzwxM+dU/4q+Yxf+2f8El4wpU7J2qHy5FAKARj29smb5pDkyulFPoSkDM7/3JAnsrYVJbFbKvrr7KttyiK+AbVQC+BZ6zRRcMQPTqc0qZP8cMNMUUWATrv8NnRJJhkopWRNkW6HPACU5hwfmQpiZPY0OWeN/Rz3uUz3mDP2g0EyVYyIVYHZwBgZJMd4/lj3vuNf8Sj7/8jMoEPPvoBf/bDH/Dps2dstzs++PAD7v6HCg4Y7cjN2fv59WJCi080+/nHFU32xq8KQl+PiH3FW1+PLbyi1Kdzdj9n67WtRcxJc3Xsjt59zH6Qku0phhsplODCQ6yT8nAtx45UvaaXNoOvA3wcbqb8zBWpuP8981tL4HX8saMHY5vb4RnMvVvnt70cdr90JeU9gisCPML27hYZR1arE8aQOT8JnO88+7442WoqRVogZSnPZRbsORqje0bg6LpmBsXxofdHUCm37hwpJnb9wMefPmVze8vtgwveeXjBw7OO89MlbXDgPL5Z0jQLkGQ1w0nJkomiJYvkZuc3KngniHcovmQFD9+espBoEOcJ3QLvHFOpG48IU1LGfWLfj0yjst0NXN3esdns2Gx33G327MeRmIWYIMaMuDWNc0YjLr2UczGKqUyFyhCV4nk5PI6AxwQVJQk+K+s2cHlywqrzph4b93hJfPTxj/no4x8CsdCXec2maQ8iZ2W77XGtIgHaDnywoDTlSMw2B0MQvLesThXxe71yphz9dBzqDYsyWRWhcd423d1kTu2qITQeFwKhbSFaDf007tmqZWgXXYcPfvbqFbH9tDAtVM1hiimXtlHmdHnv52vOqqQYyTnTlA4EKSX6vifnTLdYEEIgOMcwjsYuUKjubpwmK/kACxqbYM5TNsZVqLXYateRciriTRxxmA/rYV7TNa06G5xqYBNowjWB5aqjaYVx2JFjKSnYbnjFY33pqC7H5ITUNuASTUws1KFJERJBHK5zVocbXCktMAZWjIlx2DPsd+z3G8J+TWgbmtUSHxO+VdrZ+RMmVeKUmYaJsR/YbjfcXF1z/eKKFy9ecHt1zfbmln1vNMq2bWnblpP1CQ8fPeTho0ecP7jk7OyM1XJNGxY43yI+kMWyhmPMTKqMLjNoZnRqIkUOYhLLIGtGJc1q20KtxXUEF/AhEOcMkY19xuoIczaaqIqBTvYHJIBXN3dESIUWPjExjiP7vme339uf7Zb9dku/39H3e2sJmScDHZzHtw7XVOGqEk6pOZsWtB2iVxFPytnOeTeQE+x3v9y6RSXPwNTSN7z/5D2G6GAvuJsN+y/v8ElZ0dGgBDyZxFgCLE/ipOk5OSmZ9cIgqHuwC4cl4MUwjrMOLtvEQyYu15lFJ2xTyVJ7JU3COGWeq+Mno+e968iDzoAHZ5qfpAI+qDKzCSiY2nFZARyZLLtgqlCYK+eoLQsdsBZYKZwCJxjQIQ3meVUR7uI6uJh4mG/I/VNk+2NevHgH2b3N4uEZebFkp5l9GhnINCcnrC/OCTEyeEcEXNvSLloWTYt3I5kFiqMfhO0z0EvFt5m4nHh69SkxWVmBV4DMoKbFErwn+MCkflZQd0CtKstZ8WoBmrNm4EgyvdyqI1R9CLBgxgJcY5I6tdaMTormgKtdDY4ZkfXjBpoWLGbuxJgzpKhMyUqXYmF/hpLFruUgWvYYVwD5GtRXAcTZ7lefKedSG19BPvPvjnrbFCzb3p9RmyP+2B+rb9QD20CLj1P9NGduWRCxNpJFI8BVunSuW52b3TWhuEUZ0HxgsTghR7M5UUdEJjRNM0X9VUf4+BIzfb+jbVtC4wA/+7ihqHLKlIm5xFxFFX5mxFYfOGV8AUGlIGeHNt86U3UyciAGiuB8wIds4HuUuU3zq8eRDldZgHIUJ7yuvOn4zl9mBswMhiN/+XXHfCX3ugHVc0FwjqZp6LrGwOmuNSAl5yOJr8MccF5KSUWZGwXYGFOkHydjJWaQgkpaSZ0x13CZxoWinVVLFs2X2u82TNP0M+8lxcgf//6fcvHWQxaXJyzV8+XtLR9+9AnbX/sNvvfG2/DkLbZffMYijyzInDiHj8mYCnnCj9c8DPCe8/gc6XTBqCMP9QXf1ae8y8iJjIh4crOyDiW5Z2wCkQVjXPMir/hReIe/krf5obzBp/4B1+05vSzxU6bJiiOSRAFHksbK8gBjCqSyNg5FRjWRqWU9CYIUQRCj/GfbM0uLUS0LyUA7IauxbUPO5ByYdMm+ecLneJphwzSc0+c9b7oeJNJi3Us0B7wrJQXjHU0aSdITFhMr6TlPDT5PvMEznrgN576nITKmaHbHJZyO5AhT49m2S9bvf4e3/+Hv4lePub274ff/6I/5yWcfMxaj+LPhn1/e8c0wB2pwWRaiOSlHv37th14GBl6d5C8bgK+iDL0CIBxBdTPCW69D5OD4ucN3a1F4npG/e6ebIb/ji7MzzwaxUPVycQBzFbspOPNx9vv4Ho9G5xWw4JUhOb5/vf+eMukPgMxLG9fLQ1SHH4UjteLZACvs9zezQ/HSgBQRELWmOjnzp3/w+1x851d473d/h2VquDhZcrPbcdtPTC4Tb80dTBT6cNEhOB6Qw2M7QnMLRUj0YBDs5eJUOGeGuQ6DFJnAbO28EkIcI/Hqhqkf2Nzc8vB8xVuPL3lwccFquSS0nnYRrJ0aAw5njAJSCdSEUPpQaba+BDbcjuyNLSAulBH3eL8k4xidYxgn7rY90xTZDwP73Y7tZsfN3Z5+HxmGyN1uy34/kLOJo5kya0PTdIRmSagbeHZWY1xmSlJIsai6YuUxlpXMtM7h1OFU8ap4DXTScLFac36yQomM0w7RhJfMl198wudPPy0BcR3jr5o/wjgo+/3E+ry1pgpeGOMA9DjX0i0COrbmPDOwnxKQTA05K4deYFIm00seucjBM6xTuQJXSdFxIjZiCvGrFY0TpiJ+KRg9P04RLRFHaJrZeUupcDmdAQBasuEeIXgTfvLFTqiCJpsHMVnZhvOWFa7AVKVcNiHY+stKlJGUU3kuSpwiPkwEmplqC8xZsxwTKWb6fmC33TGNsWRkKlgiB2DgdQtSoSASNnwhsFh2NK0jxcJ+mEZySvdtzM85PELrAr2HCWVJzaCD+mAgmDpcsJKccZyMbRUj49Az7DYMmy3tyYa2a1mMa1JcEFKmcb4Ay+ZsTikR+5Fxs2V7dcPm6orrZ8+4fvaC25trht2WcRwRJ6yWK05OTzg/v+Dxk8c8ePyQ84tzVqenLLoVXQGFDEiz51hBgiEltPSLxpmgXxZTsceDU6udDtmEzRoXWISOZbdg1y7JwbqH1LFXklHAc7Q5WAAP56zbiQueCWPjkJN1xEgTI5FhHOhL+cTm7pa7u1s2m6IzMI7kZE6TABIcrrGsm7ESLChKyVhQSSn2A5IDiu7J9m7H3fNvSMyoXltOPOnW/M7FmzxennGyc1w/7/HbPS2OBUpjVmteygHo6LnsJtarEmzakNqpjxikZXvDBQvAn0jmO2HLP3zjjB+8mLh9OjEZ6Ylcymk0wV49t31kby2srcZbrPomu7Jcypqal9eRyaldC+4lrUpwfBQ3GEDgD8wEB7jKLq9LuArrFyRBBMIQOfN7lm5PSL1litcLZLUgjhN32yu2057sMs4JOSWmfmA77emGCZWFMSdUaGmsJZ9Gpqjkqz1DFogd/ZsGbj56832+9d5vM1xtGXfKZi9M0pIp3VSckFPda6tYcrHRGaNVuzKQs70u5VmlI4wvLnmUDCvh7K0z3nr/goePHCctuInSQagEmFSQy/Zvhw16VvMVXIa8V55/esunnzzni83ATXZsadC2KSbPdF5sntSHZeBjqoK45eEeC2cfbytKPmgDHE/xw2O2/UBs7z0GRmpXkvk4ajtrgEsBR3KhKZf7fp3G8jEsYT6rFsH7XIQzIxMZpCH4lsYDaY+m4dWTveaIceL29oaT0zMWiwoQZLwLJFf0BzjK+JcFkVMmRys9iNUvE+aEj1EFmANryVKAF8jWO9LYCiEgbkRJczaee8/t/mgcXr7/+1fLCziQDrnvW79yTvgZ+2DVW7gPSLhSkrdYNCyXSxZdi3fVjyk+xbwkjp4xWrTJSjlNigzDxDhFpmTeXO3RYbo9Jo3qytqrwug5J8R7hmEgTsbW/HnHfrtj+ChynjLqW25ebPj4p5/zV3/9E777u/+E7//2b/PDT3+CXj/nVD1nrmUk0wCLNJGmPV4zsV3g1HGiQox3nLsXvKs3PPLWglElQNOZJ5omohN2ecXWPeJZ85A/9+/xV/lNfqgnXLNiUE8UcMQibqokiWQRmmSAkyTBq5DUfHqVjMPNa6a6O4mjaWcL5pU4zpK+tdz2sPZcthbLOTkGt+BFc4FMbxBTZNCGKV/xpm44F0dACDqRk/l4knsaGbmMGT+MrGXLdXSoz1y6W85dZpUDosn0xSTR+gQRtjhie0L3xju889v/Npff+rdIWfibv/mAP/zjP+XLL5/Ttiu++OIZt7ffPGsAvinmAGV5qm1ShzUn3P+bvvSpv5s40vHxs0ziMalftQrG1AyLlAyPzNSgeXLV6y+O90z6r8EqpX4MZpCA+ndnHzQk+kA1VThky7/m8arR1Pveynyf9S/6EvL5ehT0/hl1RohN5RemcX8vWLz/XRWEADTz4rOP+fzHf8N3/+k/QFfnrHXF2d2Gi9NIdpHb3USMoMk2Iwt2eO2Dq3Pp+L5UpHoP8w7wCogzl1/Ys00I+IDrhCTKbRZ2N1ueb/c83wy8edlzcrKm6zxvPDrl/GxJ6xc0ocExEmUk5gERywZm0zwqSv2COI9KuR/XFu6o426f2Oz3bHZ7rq/vuLq5Zbfv2e8H9n1vPduLbkDtGa854IKnDdav2cZWipvVmIORiqaF09Je6tggUoRYMBE9rK2ckBHNNKL4YHPdhYAEzzBYpjOniTRlum5Bv4s2G3R+Eq97OibuMkGKQhCYxp4MjH7i/OQRZ+dL1k3L9naDJoh5IOUCq8xe/6uz6h5PU4RXM9zlc1MiT4ngA6vVGnIijRGREcSAuXEaaWKgCeAL7T+laN+hpa7UO1w+BHMOmbNcoFZnGcyr995b1mCxoJYKNW1rgWhxgrz3LNuOiGOMkXEqAZ5mpjHStgnXtBaUZmNG5GSaCOMU2e/27HZ74lS6fBzUtY482bI+hEOBc+mljHOIBJBsTBMnTHGk3+/xMAMEX+eoAdmgU6knho0mvAhd20LjEWnwBLJ3EJPVSk42r6Qf2Pd72u0dzfaEbrkk9T30K3ynSCnxMCauI8ZMHgbG7Y7+9o7N1Q13L665u7pmu7llmkbIwrJbslytrJzgwUMePHzM5eUlp+cnLNYnLBZrQtdaLa1YaZARMYzx00iAxhGdmJCdowCDieDMCSdHSp8EWudYLxbslyt2bcfkG8aX5q+IkMRU6K36yISqmrYx6r9avahizmGcBvaTdcDY7jZst3fcXF9xfXttYOEwEKeRVMBZ510JKJ3ZHe+sRWou1TZayqSyzTUSqHOIJpZrz+7W1usv97A9w4nQ4Pj3v/Or/P033+IiXJLjhsQFD3iOEmkRWhyJKt9qubIFniY71s4U2HOGECzQnglEinmALebBNEbdX3jlZJFZtg6nQkoOnzIhuwJDw4SwTUKfbL2IQu30VvFWB6b9VvUGXhOs6UuXgxSxxKP3a2FxObFWhU39sLNrnoGBhpmBIAEWjXLq4U4csQnktjEhLK/0khmmPY5Is1wQ2oZudYo/XTNd9YxjJHVCu3aEoaVNkQXCUgPbLxLTLQhLwtqAy5P1Q948e5OrjwZ2txNDbhidaWqknBDxaNGGkfKUREBCudHSYsyVrDBY2YFp5sjcUVUFRkZiO7E4bzh/tGC9EBZizAVfs33Fmc+UtneVKVgQoQw0CETY3+64vt6yH2GShh4DI8SJ7Zn1OQglg3+8RgsjwpU3iJTXTCDThKmruKLMH52vpmaiy6eqvNNXJayOy4mKYA2UQNqgihI0p4PfVW+7nKDcf8ZlmUGs6DO9N9D79K1zvv9rj3jvrSU/+f/8H/j4T/7Va6/ldUeMkWkcaduF+b7qi1hkHU9K6Yf5HDJK7ciHixYQO2edXEQyLhxYALMvXLOeZcFUbQdJUro/VMHt47E9uv3XsAPulzXNo330ycMr86PROdw/8oQr8PKqb61lIVegIQQrzQzeGcC9aGmaYPXxAkjZe1+2G65iBuZPpZSJSa1UcYzEZFo3NQ+i83Va5GvAgAESmrOtvSAM/f6oVfrPP/IwcvXTpww3ex41Z9yGa37vj/6ct958yL//a9/mze//OtfPr1lMsEw7CJFWPeIVkRHHwFqf81h7zmMm6cA6bThlQF1AaXAulYShI9MwJuEZZzx1j/mIt/lz9y4f6wnP/YIRD2myTlM5W3c0inZb9WEB8oHdleu61MMwW/Imzw/7HuCjFFaQzAlDKxNPVhIj1rHJy4hIIrlsrRfDKX16l72uGfNDfP4Inz6nYeJck7XlxZUuVQOSI8tJaeOeE33BSQJ8YI2yzglJGWGgaSeSCsjStE886PqS82//Jt/+7X8Pf/KIzz95xr/+l7/HT3/yIfvdjqdPP+WnH3zAOHyzXQrq8c0wB6rXWjeG18auFc7LR5/55YEDr7uie+BEyR5VERXntKiLO2vFVZw53/hSb2yugNZ+4RycdEOd3FzSL/finTJhOSCbIsyO6vE1vYxcvkqTOqDqNZiuQMe8WTl5iTmhh/fPJ3rVcNp/E8cWrRrPOR77KsRFTKTL3lzdpchf/Iv/mtsvX/A7/6v/jOW7b/P48gLpOk42ysf5ips7Je4gDVYLKLm6AXIPwKlffU9NeL6V10wukfl1qz10Rh/FMSl47/DOPLMpWTvAzfMtV5uBZdvRNJ7Hz1a89ficxw/OOD1Zsl4s6EJDVscYd9ZbWcTaC4YGZGH1lK4hJYgTjGosgR988DG3dzvuNjt220TfD0xTImXAOUPfpcE3Vn5AuUbXeAsiqMI+1gZKoVBfq7q+ORvirLygJnZceYIuCD5Z9C5J8JMZsfWy4c1HFzw4XxOnG4RsCaDY8/TTD+n3Ow46GdaG72cdwzaR88DZmwtCgKyRZRdYLVs8jtFPNJ3QLR1hyNYeEqNEH5IsL2/yxz/rr49QkCp1rQpTRidDgoNvYWlrYdpuGfqROE2mIbBagveE0BB8MNG20mZOOWRAvAjBFYpkUcyPKZE10zSBputomobQNEzjRFYtGepQajDNufI+4BopDoGxDqzFkYETMUU06sz6CGKUtWGM9P1YmBWppH+lcJfh0PO1rDmpdikcxsXgSELXENpA4z37/YAWCmOaIj9PjPD4GFF8dkgDn6WRlBKXvuGksTZKTkKp5cvkYEJ7SbKVUjjYDnua/Z6w2RC6wHK9olkuiG1L4x0h22emKaL9yLQb6Td7dps927sd+23P2PfE0fo5t03LcrXk5HTN6ekJZ6dnnJc/69M17XJF0y5wbWPBihSR0JQJ3my495SuBc6AtpJhtzaVIClSc9wee56LrmO5XLJcLNk1LWNorAi+RJpDnNjst2w2G262W7a7Lf1+z2q1olm2NMVeWjumjpgn3JCJ/cCw23F7c8PVi6u5G0Pf75jSCDmb/QqO0HjL2Jb5kMRYIMklYz5IMlFFtfXh5wJ6RX7GM/5bH8V7duqIonx+s2URPesQadoFPp6w0xUjO5Y4Why9NTclYqyUC/Y8XidWLWgwXSnnj/bT6vfXILv8zjtYtMpCMq0XWlX2k+IShNISVlFG4Fn0fHATeeMczhvTBSAbkwCPeUU1eCtDVrdMEQ7aqfW2j34eY6jOSthZOhMinD9zXJdePd8CDuBN0PZ8VHaff8rVD3+APHqH87cec9cu2C1P2O57dOjp1kvi6Tmr8wc0Z+eMD27pY6JPjqVXgigw0QCODpJws+/pv9jQXJzikvD4jbdYeIeMkTTCNEEOkMUASucs5Pe148l82WoAQSmlFIEg5sybOJ2bscwslq2f0khiDz7NGqmaCt5Z2vNpzqb5gSIaMXV7j7pSCoBQqv9gyqTRwGvr8lLGsZQniDOkx2LRhCQxQE1BsgkfVtDX/DTLyBPlUFoiIKWF1T2iKHrPjZpV42uWfH645V/F91O1MoQDs/bgK+dswZHW8VUzKbaf2zlqHX+mshUc4h34iG+gaTzBt0i2cq+vf1ib6WkaCKEjiQHbpkMguFL7bppKSowjOdve5by3rGvJajsvNNnYea60N7TPmYaP1ppxd/CZEWd7ZsIsrdTy44N/exAbr2P786xY/X3hPMznKuet/ntlPNwbDp2FMLVOGsA7R9c2Ns7B7rEJwUpLq3i35nuPvvr8M5Kopqczjcl0BuJU/MEyR4rnZtlxLUKyFMFj21s1J8ZxYOi39H3PVzvnXzEyqjy6eETjO9KgfPbJF/zeH/4p7z9Y8/6v/Rbpo2cMu8h2D+ph0oEsAR1aCJlGXnCmL0g6gTQs1eGBKQpZEkEnXGFKTrT0LHnuLviIh/yYN/ipPODKe/a+Q3H4nAmqBFUQR5QAuTBftUQ9TpnRRsGEssuSK092fq51uB0VtCz/dglxpfVkFcVWEyREJxDrKjQ5q6OJ0rBtz1FpkWlFE8ElRxNvCWzp/GAMksYmsmnVRIL2VjXmBBcWtDngxpGUMr48z+A9kzpS0xG7BXL6hLd/4x9y/t6vE/vIX//ZX/LDv/4bbl5cMfY919fXDPtvtkPB8fENgQPHceJLi/j43/eC1K/voM6G/7W//IqfL73pPsXErngWHizfoWUzundqkapfSA3X9WjyGTOglBSUYCIlCz4oIiMVBX1dtv8XOe59egbIjse7vnhsmb4qS3sYsENJQdn08pFBfd0ntQQvxeuRYgm3dxv+5vf/gH12/Lv//H/J6s23WYtHSGzP9uzjHWlMEE0MBDxkd9g0X8MGOHxfHQSZDYHM330EJIggWpXnHa5tS52hqQ1nERrXklNiG5XN0CMSud5ccb255W73gDceP+DxwzMWi4D6Drew+t6IElXJUegVxmliHHo2u5G73Z7rzR1XNxs+/vQZ01REmLK3tnYuIC7gxROa1lTxnbUnQozKbnxOc56zyFxjlYsyMV4hFzBI5B5rwIlRsHJxLBwgSdEILpkY2OOzE9558pCFV273O2LfE/tb/vj3/luef/kZqDlxP+vZvzyF0pQJPlgGzjtW6wVd59GohBYWtPRDpGk8McNUSm/mKVh6VB/WhhymLUceZX1/hlqQnIbE1Ysb2q7j/OIMaTx+scDHae4OIZR2Q2KKuIhY2yvNTNGCKMHaT9YWWilGUprY73emNaBKu7BsdQjWLrHv+0NLOedmQS2jAhrl23YtMfCgtNLLOTHsB4ZxICYDydqmtT7VxXbEyZTpC6po91uX872jRkwFaC2t+sQLq5OV9epNI4sQSA7u9j2vMjF+5uMlK+ymxDBN/Ki/YrO54zcePOGti4esQ4uEwBATORqdOzmYJDNqJI4Ku0Cz2+BuF6iDxXKJDw1OHIlMWC6IIsRpZBwHYr8jbrdM2y3TbkscTJFZcy5CUI5V29C1nm7paReepnV0i5ZF19F2HaFtkaYhaTY6NkrjpJQZwVjsAGKZY8TEtTQ7nOQ566dkGCdS07FYLFiuVpxcnLG7PmPcb4kvIqSBtlmxXC3s+9uWprH70xKIZFXLAIoFgr7gqjlO7PYbbq5fcPXll9xefcnd9Q2bu1vGfo/GiBcDqoOzshXvBRcsSytgjKpkuv9RrQWjtcMy/Qe1WO4bqFs0R0saxUXP5CMt8O7ZE85PFgzbO7bXPWfZk2loERqkaPGZ+9aReeJ2XK5NuwRfgBuoKWObhP7oK4sNCAKXKN9ajvy9x/DxF7DdZEgG6GQcEWVH5jmBIUdyBF/oIFr8+lRtCsxUfz3mqr6MQ5dLqHXUouBKwBsU2oLd5IR5Wy/HNIIhIw4Y7O8yjKw2HxM/arkL79P+yg26OocL2y8kD3iibQ85Mo07Yh7wLaiLZOdIknB5whgTRcVElEY9sp9Imz2kzOP3v8O27djpBnxLExYElkxqwY/qy35WSW6ogafqPFkSvgQxR3xKUi4ZeId16skJp5m28ay8t8dZSj+AYicNhsODpGRBvLPwzrLLNsaNGPiSJgtQxbUlE10DwKozYOGWqqDO/EZXr3GOD0vnmOrzFMDd1SCjbjdHlPdj21vb2vFSUuPeVMmKOvvOasJ9ZtY30JSqw2zzzanNhZIEkBJQaxAkulKymmklEMQzys7qMzxIaPF+Me+Lx/P0dYclyGAcehOXbRuQMOsluOBMoBo1Zf2sJMyfIVu/+nr3tgdaijwrJStroEhwzsZULci2pabl2Vp5nji1rlGFdn9YMAW8qdnhr7izmt03MKEgD/cSSEdzVA9P6SUvvxI1SvcKM9BOHE3wLFcdbdPQBD/7FPZ+PfJZtcyhqgVTRTMp3ZJMZHgaI1NMVnZcxazJx1diiUcM1KbED1XT6O7uivgVLYh/1qE589knH3Px8BG+W9GnyJ//xY/49uNHvPFP/23O/v4/4tl2x93HieVo7UD7tDGNhSnivGnoeAWvidAIZMHHAR2FAdPuSC6wk47nnPA0PeITfcxH8pBbGvbFBwaPV0ebMr7waGw0i+YF9xOeJqN7VKaT7wPeB4CgxplzVGP+Tjp69uWlIrxi6RSXkdzQJGhSQyKwd44vOw9NtBbL6VPSOPJmEhZNpPERrwFJHucySSc6LzTiDYxwE3EaQTpElkhMSDfSa2QKC/TkAW9+/x/y7m//LtKd8dMffMQf/fe/z2c//YgcE8+/fMb1ixe/8HP+uxzfEDhQw2SOFopy31rKa8C/r4d+3aNovfa7OSB1r/n9UYHAvcs5ml316g9B0dEHKpgw/zkK3Obv0MP9p1xQ4UqFgTl4yOX77IxV+fYwqe9d4r37uV/mUH/1+nE5Gvt7Bvf+e6TeWwEvaoxme8DE3e3T1579cNimWkHZhKJxx0//8F8Byu/8b/83rM4e0rjIflqz7fekfU/fG1UtQ6Gi1THRui0cX/zhO6rBLz+ty8Jr7r4Y9ypUUi2/liyXipBdYNKMeutXlcaI3u1Q5+gnZR+Vs8sTlusF4hpiyuz6nrvdnu3WOgps9wO77cBm27PZ9+yHnmlUkjaEZol3nhwcUvsz4xAanK/Fp+7wTIsAUG33WKVX6qjk8vyPfTeBUs94UHOVgvaLQqPgc6ZDeXO94P2HF1wuG3J/Q+zvyOMdf/J7/5I/+8P/nmnYHAFlx2P/sw4pGQ7bQEMT8CGxH+9o/YJu3dJ0SkowRoW7npAS222P5sjMr/VdCYCP5ugMDx8tVDnMf8rGHMeJzXZL23V0nYnUxbaDnGlDQ9u01oZLE/1+wFX9AXRu21nXX5yMbdCPAylGttsdghKahsViSdM0qKrVxqdUSpHM9UzZShycD3hx4BKhfFdSq9HNqvTjwDAM7PqJKUYa741aGjPb2x37u50xCuZ7d/bnlRaxHC3pkrJ0AR883SKwCI5p6hniyLTdsLu9496O+zWPT/cb/o/bGwLwK+eP+Z//1r/Lg9UCJwkaU5yGTHIm4DnVPyjDNDLtN+QbTz9NXG2u6KeeR/s9l/2e0/4B3ekK1y6QnAk541LE50RDonHQOlh4j4QGcXCyWnJ6dsrZ6ZqzkzWnp0sWy5a2DTShoW0C0oTCqPGIFCesAGwRQMozUwsqLPqxrgsZG8okjglByrPRqGg0WyHicKFFFgsa7Xh4esbF6SmXDy45v7hgdbKi6Rq8ExM4zLHsQpmcYynlGa2k4O6Wm6srbm6u2N7dsd/dMQ09OUU8ii9zzFctjOAKnbUAzygRa5U6U4CdFMdTy7zxX3er/QWPhGabA2+cnPCf/5N/xONHD0wY4OY5y92Ghkym1oXXmNixJXFK4kETaTvmFqOV8l82lEOW/ThmLZnkMw9vLQe+/bDhrLPgvNbvArR4AlYqJKWFXSW8+eqO6P3zcoRD1m3/lT22AAskKGxVowVbGT2js/KStiIyew5ihIN9hgx8DjxXlIFrXvCDbs3m8gXnn10jDy6YTi4swAf6cSKNE8FHnI9kmRjjll48d5JZLBPtSvBbiJoQRhr1PHAt3rU8uxphykhoCIvOhDlzRr1l7HDWRSWL7av5uCyx2KLssPoVyUZqKrpKlNa5iOBcOZ9mNE8EEp2HpRM6KWZKMGBcwYlaUOAM1MopGWXXOdQ5Qik1MYpxAQ5yCTFr+lcV76sYWdEfKrR1KWh38Pf1nKSwS6qFPZbJqnTwe0vm6Pczcetlf232E+1NkhNzxkU51OS/tBjnioiyBlysLovgs1HLRT0pSwGirXzMhZYkAfHW+WVuL03Jfn8FJFh93Fyy0TmtcF6MmUApGZGy9MSAzRq8H2tR2LlMeyenjIvZ2jwWJmcqAa2bdXMOoXktj6rgAPBKKUgN+g+JigOb4OAKmledc/Vnq8996C5Qz5iPAvkKAhwShfZZ56x8wNo3OpoQWHZWRkBlHBT/Yy4+lsM+YoG9BaY5Z6YYzTZPkSmaMF0s/oPN09rYtXj4IgUQtiy0lSuaHto09YzjL84aqMc07Hjx5VOCh0U+5eaZ5w/+8M/59qM3+a1f+RbNb/4mt7fXhKtEE4cCwA34pKQ44SWTdQK15I8jUHAhkk4MeK454Qse8RN5xA/0W3yk7/EFl9zKgtgIKg2CNz0WLcxYBZfVQN1SYnDwcWppbRnxGSxS8K6ITVv5yxzLUIFCEwyvrGLn7DkZKVdxjeCzw6WAr+tdRjwRnPkwX0pg8EsIa5KuGNOGN3vHeRCka1DvSTHOa0KydSnTlBDXIYtAytZxJKuQgiCna87e+S6/+bv/Eau3vs/NZs+//oM/4a9+9BO2250lLu/umP4NlRPU4xsBBypYd1iMNcCp0/golJ3VJMq/K5Dwdb7nKDv8qmr9686Sj399fLWzEYSakWpomjDXqFB8CRO2uL8RzOUEUJC92v5QZoNjf+p2JPdv9+g4hj1egUDuBfjHwMv9X78cM70yMK/74vkERwBGXVweyLVdzM879N5/xQsaR24++ZDh0094cPkGetKSx0w6y0y7Z+S7PaNa9s6JGC3ZWeeI+ayVMl1OPpdYfF32xfzxg5ExrpYZs+gVl9SEBD04GgZ1fHq158Um8vS25+LylPXFmuyFXb9ns92x2W3Z7PcM/cgUEzFmogo5KZodIh7fnli5gAjOFzRULGB3hfpogFQ6xGvi0KpUXCZfdX6Sy+SjLaTCSmULNICgOqw54zI0caLJiRZ40ArvPFjz5HxJyAOb3R0SR4btDV8+/Yhp2JrYDfKz19jrnn0W4jaxfuuEZmWNyvphi+pEWJ6yaDqCW6Eo3il3my37vam1G3rTQiHC3uP6zeNyCN4Ossf195k8wbDt2S97Qgi0baBdLEvbJxulcZhMrX6cTHxSFyYCmCxg8xg7qCrHj+PEOA70fY+IsIBZrDTlxDAM5JxYrJZGpfTV8TkAGeKcaTwgOLXe4ubEenIRlvLe40NDTpnd3Zbt7YYcqyHzB8CkrosaIGXK2JX1mbB6xNbTNi2nJ2s8mSkpeYoMff/1mCCvOa7TOP/9R9tr/sMQ8KHF5YlF04F4rtKGSCY3oK2gBFyMjHFiGnrGW6u/a3XE3zSID0S1TMq6P6NpO8vyThO3z15wd33N9nbD0O9JccKJsugaXBt48OCSx2884uLyksvLCy4ePODk7Jzl6ZpuYQBVdlbiMokJEEbNjDkziVptfgluJoXoPEmcATreHBHNkSSJRj3ZNSx8w+gCC9ey8h3rxRJOzxgRFs7x+PKM05MTzs/POTlZ0bUt4muTt0P5StJIjCPj2DONPWO/txaG2y3Dfsc0DaRpgpwIzq4pBEdbKK3OgZeAK5z0ulzGcSINEXVaghqr38yoBa/3q8d+eYeAL4K77/oV//jJm4hMsM80jedJe8q4m4CRCo9YaUGmQzjFs0YOWgKF2o8DOg644PG/ObzuWmgDrDtYBLEafypDIdDQ0JHxOGLyBgDnI+FDrHInl8wumbms4KiE/f5R7GzdnlxpkdhQiDu1TrY2Z8lAzZZ74BNBR4EB4t2a3c0D7kh84jIvHjv8taB3mUX2rJ0wZUcrDblbwJQJJ0vOLs45vT7n2d1zrps9rQys1y3+LCCDQycj9wY8jQpZJpaLYPXhKMQIQ89CE7kT+iKUocU3M3/u4LM5mIFUFVPdllJLbe+3zLZkh7Ye1wqWBo+IQOccnQghlix6tWeGIRSmW2kHnVMRchWjV6eWmA1cTpQsuzgTehZBXMBlVx/NPe/IibEPfBW2hXudJ1QPALH5eSV4/Eoh3lem/z2P7ZgAd3DVjiGJOnkO/taxWa7uipQ9Tot/5pygpeOJOsjZAIemaBR1kjkNxydTvh4zV4jTxN3dLetToevWBxYnGZyVO0qCjNHgxdn3VP/A9sRMToqUGu/qbkYXS9lBIPgClodgivwqqFjW1QTp7LqzHqfyDl7PwTiUIF7qfAVKWV5lCdbxr+K7AqWkoYCnBQzwjjnT3zShnBdcE2iCLwKEwToi+Zqg0jJvK9OhAFBSJ4Aln4yVpAYIDANxNP2hcYrG7gJqKsyADLs950zDyXGIJSj30u/3fyvWwPHx5dNPeHC2gkZJt5lnn3p+/w//gNOLJe//ve8xPf+S/R/tCToQsjEINPZIthLUrC1QOpGIM+hVDCDeyoIveIMf8jZ/4R/zE97jeX7EXhakYAivYO3MhVzCwYOYuEdLq3Msfqy6LMpcLmSVua60LXWHbmLH1loMVHGS0VQTsPbcvK/d5hyKIxe0WLziMkazc4WFSUs/dAjnfNaMxNxz21+zzY5vh4YHIeDVtMhETX/CZy0JE4XGQfAwTsQpMgqMyxXrt97l2//Ov8fZr/9Dpgx/+Vc/4Pf/5E/48vo5SZTnL55zdfVvljUA36Ag4atbaTUyeu9dh+NlUODVAPae4fw6gcr8U+r/X7PBV9TzsDyBObgP3h0ZmKo5UGbnIRy7dz+VJe0Klfi+oM3h5yvmWg43OYMqL9/OV96/HP57nFU8iq/u8c7vnfhQTvHKJRUE9KuEdn7WIYih/wLXzz7nD//L/yf/8fu/xsnFJbpYkM5P6Psd0o/cbhL7cTCE2llWzIkrrOdsdel1YOegUF+yAXJE8Tu6U70/u2yYj4LeYuhjMUa5sAlieXa7feS6v+HTmw3SehKJGE1AMKPEGMtj8+A6xHtrNVNbrUiwgLHs16oGmlSw6ZWab4Xs1MCBrMa0L/PMnFQTVKm4mkrJkqlxCgRjYJCNRtzhaDQT0sBp1/KtJxe89cY5J2vHuL9DmYj9nj/5g3/JZx9/QM5FGf8IGb+P2H/1kVW5+vKW7qzhrfefWC1ia73PNU+4rmHhO86mJcMwMEyetqtor5n7Wldpg+fLvC1puRlp4+AfSI0YFKbEcLfjrnQKODlZ45vGgvCcSePEuOvJowVdbeqsPaQ3sSTvPdIYk2O779lst+Z4ajLKpPd0i462a/He0w8D0zTivKfrunsgStZkZR+UjHPKaGPCcal0RQAhNC2LpKZDgGPMo2kbpMplLjvhcUkFcsSBVu7phaiCx4CRxjbOKU6gqdDk9RV78rc5JE384O4LPh86ztuGb5+9xapZsrt5Th8nkkC77JDgmWLE58A0RbJGxmmP7iJ3ld6fTINic7ojtB1RoZ8mnj19yu3mjpvNhn2/JU0jXqDpWtanZzx+/IS33nyDi4tLzi4uOL04p1utrG1o06DiSZoZcyRqZkKJCaby90nVyh8UkjeL4QqoG5wzwdEEkhUXlNBkZDGi6xN0N+LPI2GK7ELHsFqx9J63Hl6wXCy4ODtlvVrTti2uMEpiTrhoYEXKkWnq6ftdESE0IcJ+vzW2wDjistKILy39iqhhY6UItXxlltyXSk/OOK8EH+j7kRef7WZn87jW+5d7aFmeVgZ1cf6I8W4D31pB2uOurmj2GwJKzeVHlICwwHGKcMGOcDEgl8CSwwZ5zBSozAE5+lPno8C6gXfWgV9/U/npp5nNnbOuI3galAalR/igX/HWl7es1nDh51J1y4CXrYUyrBYc2+tH7OQ5ZhQ139EVXKOx5Ucr0GVoRhvv6GG8hTCZyCLq2L54gtMWJbBlRc8pO2DKkfMvE3d/9il85zO6b3+LN99wyOqU4eQRbj/SuIHNNJHTiKC44JFguhdJTAww5YQrJRV7Ei+448tm4J1f+R7t7ce2X+hYNAoSadyi2qFq/RYdhXEraWYPWBbZkA5V67rhfbHLWsqpvMx7t2JrnqJM752nFQt6pGx/h0SEQHbkbAC4CaoaMBBLezivtm8PKgwoGgJDFKYEtA7nwpzImDl3JdCqAV9N+Mz+GQb45qJgrmoBLjC3tP55hwgzFb+2FZ1bGYq9psdTV6QkjCqCUH/oa0ldVo6khrMIaLZnbN0zHN4HmhB4/tEH/OCP/iWi6T4Q8dprPgb9bZKPQ0/bLrAyWE+3WOKC2HxIQp5SGSMr7xIp4r6AFkU9BYjFyDgLyCbMhjmXLBvuLBOf9ZD4MO2BChjVZ3HwPQ5/r3/c3Fq2Ls6ZDVB8ycpkMDe8lKdgpSbeefzMvDKf3XtjPpoumAEJwZQr585F957ra/xQY6MVpmcpF8gKU8z0/cQUJ3LpKCNSG3XWu9IZDPCY7lFwjuDdPG+GODJNw98a5K9HnCaeX79AvWM/DKQ88gcOTh5ecvof/FPe/Mf/lP1OuPmz36PZP2cVGmvfV4xzCIFagl11elQnVBeMLHnhz/nIP+ID9yafuTO2qaFVE6zNGsip+sVqZbpi3Ulq0UkNiebl6isQoPOa8gVMyZqJKRmoIod4UQCcdTuRZAwZiyGMguTkMB/AfP+kgvqMuGQge0GIXThlDGuetS371rF3e4g9nbvDpYk1kUYOaSFVJah1tUqNIyrQBNQLU+fRiyc8+a1/wrd/9z+C5SUf/ugn/Df/3b/mhz/+CUO/48XVM370kx/Sj/3f6Tn/bY5vpqygZC7vBePVOamGQ+H1YMHrwYOXUdXjXxxjsfM55ll1fM773yLzCzpv+nNGGu4ZJPnKNVimQb2fMudyhmlKlk1OB1SR4nge7ukY8bhvwo95BvfKDcr1ao02f+7GJa8+iHtHPvxO8tFGqvMwTn+LyanFeKtk0jiw//Ajbv7mb1h/9zucLk+JXWA8WcCDBehAjAMJQXxAi2z0IcA3Y19HxH5oGbNXAYHjzfyevsQ98OXw0wxIMIqSBgtqGytSSBKLjoQQ9xMpgYqfBXu8Pzyp2u4uY60DrcaxXJnqDBg4sayHZfcLAFNvoBrbXEVTmJ+fzZlcmAelNuveHLJB0pxofECxesHgYanCW+drvv3WQx5dtIz9lu3ujv3mGb/3r/8Ff/3nf8Q47u49w6+vVVcNrFrLsOuRtM+EpTOnEFOgTjnRdo7FactiaBiSZ5hahMzYT6Q4Imot51R8md/ucG8VmKt1h1lqg217LUPqR3Y3GwQb/5PTE9rQQMkUj7sdw35P1zSoQj8MKBkXGqKzWk4UNtsdwzDQNA1N09KsW6txXy1o29ayAKWVXtO2SLDs8JRSoTN6RDMxK8RCZysKU94He/YeVj7QhI6YMuMwMI6TdSeo0Qm+YB+5INl1LIoYSHFEjeKr4B1NG1h0DW3XmLCeJqZdz7DfkKZfTmR4lxP/1Q//EhF42C34n9xtWPkWGiEsGxqxns+uH0zvoBHY9yV7PbHvoz2PlNkPke1uw/L2hNB0RGCIiRfPvmS737Hv98QY8cHubblacnFxxqMHlzy8vOD80toWrtZr2q6lRh6JiZjVWkNqJqFFJbgEDNQSHahbusNqZZ3zpc1qESJUWOBYOc+ptJy4lstuye1yze7ihnG7o3Xw5PyUtmms5OH0hHbV4oO1cpvSgIhjGHriNND3e262t7y4u+L5i+fc3Nxwd3fDroho5pSLE+1omkDbBLwPxe5Y2YjpL/gSBAmnJyuyLnHa8Mn1F+R4eGa/BEzoZxzWoWHRLPkfvf99vv+ddyyV/9Mb+ORLZNjNY2yhho22udF7QvcMeQ84x1LviQPmVTPt1azXGn7Ka5aY5qHC3z8Z+OgB/HmT+ZQlxl3JrL1whjIky+AMpTvFvMwstjWTU86vxxU9NesPaM1ilUHN8eBv6gRpgByE/RC4uco0EUISbqZTnC44xdPhyTymMf19ErDCm+NMw5UGdvsFblQCjrZkyMy/yKTROoEwTTROaEsAoc4xCkxqVNotkRsid+y5WUD4ziPO/+H7hB/9FdkbtTWK2Q4RJccBlc4YkAguW+8AkYLHioX8ln3TQ6A9oyjFmQ82GKkE21b+UfQxrNMZ3hnGmQTrRl7An5StRYXD2AUezLnHxngEBnXs1VnZBgH1h4CsligGikgvHGZedR8K5Vycw0oMzT+YE4az72h7t8uHvfZ16yjlIwcu6ywiCBbElNJzAwTmvUyQwvi6F6N/xaFl7F0usHDKaHD40NC0ga5p+PAv/pQ/+m/+K2vf/HNO+XrGbWa3vWWRIk2zgkVnwr04889yNn2AZKB11XQyUO3AZ5w7gWnNnhvd3zshlTKQGBNaSiXMl7G917LvZZaploSbQsn2U56vLx0SfNE2oPjJydVssWXZs9hcq4GJAsGZD9cUnSAtD71pGhZde+xMIkUvQuq/K0iRK7PYUUUTLYC3uZg0W1vZZDo94zjNDFPbun2ZaGp+XynJUbGSnCYEQnBlHzImzRQHtts769bDywDPL3aklPnsk6ds7nYsFi1X1yuSZn7v9/+Ay5Mz/pN/9s+4/N3fZUwjd3/6JzTjROcbVCy5kQNWZpdjaSFuSY0RYRRH7z37JjDIBaOcgDT4pHhxjGWsDPSSEuc402LSjKtr8si5txIVkFxFS5n1dmredl5PlZGDzC5SZR+kPCGihquHMjfj/CWoWMcW58xnUDFugbQtkwoy9TR0pHBC0iVj3jL1I9JERH1hnxa/IihNu6BpWrYj7CQj3QrOTnnnN36H7/+z/ynh4bvc3t7xr/77P+Av/vwv2Gxu0BR5cXfFrr/vk/+bOr7BsoJDwPT1jmP0phqzgtbJq+H/veDvF7iu+k3H31Inz1w+UBVij4GFavhewi5mhOieFa4BXdmOXgIo7NbKgtbDeQ4Oaj3VARCQl69Y6kYnc5b39eNxXM5Rf3v/mRx6t1YDfdioKv5+d/v5q/fwdQ+1Df722ef8V//7/x2/+k/+Mf/sf/HPuVguGNYLhjGw6yN3+55pHCwodB5SCbCRo2d3bCkOd6sFef5ZWImo3p8D81w72vDV7lqzkJOgkswIOV8y+K7UKjFveC+PpyuouKcGrTrTSVSt+k+rtTp+HDNCVTafMgf1+DlnEwJyM+hQ3qc6CykpQHF4vGb8aOUEj09PeOfxJZfnK7LesR1uGPpb/uSP/hV/8cf/P/p+Xy6hzoP7M+dnH3rvr9fP73A/+oyTy4bLN9ZI2zBkyENEXKbpVlxersk6EXNGiIhOjCmSco+LSvat9Y9XZ38E5v7B9c+9TdHZ4k2ZHJVpjOz3I0074Xyg9Z7QmGbAFDwaHGMc6ccBBJYrG9O+H0gx4Z2YtkDbmgBR41l0RWDOCWkYDUhwDindCQ4Ux2pPyhyTMoeqMF1xQq1TSqBpHMO4ZbfrS+vCyCwooXVuVO+kjEEFSKpSN1qGwNEtTHNBCpNm3O3oN3fE6ZdXt6bAUFqbDijupKVplzRtwDXWhSLGSFh3TN2AtB4JgXHoTZ05ZeKwI6bINE4Mw5bl9g4XGrJ4xhjZ3N4yTgM5JnP224Zl13G6WnF+YjoDq8WCVbdg2bW03ltJgCpTNuprTImYMynbWqFkihzOami91dLW9e8oVM7iJIh3BAkk10CI0HRMvmXVNEyLFeerNf32hGm/R0g8Ojmh8Vabuli0dIvOWhiKta3Kk7LZ3LHZ3rLd3nJ1d8OX18959uwZV8+fc/XiBZvbW4Zhb2yVtjVApOtom87YAlKVwSGOkTQNloFzHueb0sTAfwPtCl93CHNqX5X/5Fvf5n/9z/8z/Pe+D3/6V3CV4fbYTjbANAtLueIUikuH1n7LcsoeixqPTezL7IHSzlDEKPwXU+bhAA8SbGlZM/Kwi1yuAwtVPr/ukdigqQQvzRwzWCfQ8h2zpanbdAEIRAp4UG23QhrtT1boN0K8wZqopMBuOiWU/0WWLFgw4TnFcUJLa64kGQOfjN3gaegI2uBTwKuj8UpDNC0O9XZG8bRtR7tc4ZqWXdfjnOLpcUtPWAquT4xkxi6z/vYTnvzOb3H67UfgHcl5ondEDxIa8uTxBCsJmDsR2BrPFEBbLEtXQ3EJOgeqabIaYO89jTeaij1b0xHImun3kaurkWcvWqYWnqysXWxQw/RUhMmBS2IsoaYwMwr2mQcYEww0JPEk70nO2qiqCknT/PxmX6n4BRUc0KPHN/sQWu7Ri9Gks5Xl1DZ7VcG0+m2v+g3lUGbbDhYohqIhJF5KFrswK8q1OP+S03LkaM6nPmIZqBq7MGoq2Wcx/Rzn0Kknx6Fcyi+yhx+OlCL7/RbvGyQruSQzjOEhZc8rzFBySZ4d+aDZRAUrUwOx4O2gUWA3kbCAOpV684Nvbv6HFraElvfP4n8ihBLYG9W/mZkbzgk5JZpgNPwYo435/MDtL23bGHPAuyJAXJ5FFUcs79Qjpl1tcYzaXK6lw1Ay0noABlQhTYlhtPKBaYrWajTXOKKACpUdYY8Y70LpluZm9oP3gkYrxhr6PdPUUzuu/V3ZAzllbq6uiScrxAtPn35ObgKrkz/mrbff5x/96ve4/J1/n34/0v9gyyJPaIzASNZEZkTdZGy20pUiSiT6ieAm1vSs/IZlPrXg3yuDFxIJj7NuMZSSFPIMQNauDU6tnAS1/UJQVNK8dnI+AEbWHr6C/d4AH7EYR3JEosPlDDhcKVOhMINGySUZ5shOS+LA/g2gkpgEvAo+RxZTZL1LnGY49Y61QJcTvnEFxColEhoQzciUEfXkbomePODBd3+dX/sP/mecffs3mabMX/zpn/NHv/eHfPHpR/TbO4RE0sjfOu76Ox7fTFmBWt24EcOKUrccjOlskiuyCMXYyivvgcoefl34XN/5KnvgKxfM0UZfZEJwvgqQWEzaNIGuLb1LZ8VXfenn/Ws8/L1aIDvh/I76vbbbHIx/2XNed7jj88trw/ry4wAd6Mu/O2qt83qw5qVPqGAFhLVc4jXijV/3EBAti1WUKUWmjz7g6aNLnGTaRcsjOUNlYkwNd2NmuB3JOZmYjprRrk4Z6qlsBDmmkuQjAOSrgAFeWmI1mDpCEkTrJndERQtiavbZ+s+rmgdTWR9aDJsrqsMih6d0D/x5ee//iiF7pYtGWTeVKpfV1pfPDpzN39rexalSyw8cQpMzjD3L7HjYed5/fMF7T85YdpGbuztSGvBBub1+zjD0lJiV1820X/TQqDz/5IabL4XGBc6eeJKfcDoyDErjLXA6OT0lpgypJ40TyWcER8rxMAAiVkNfkX/Vgxc/X6ZwyLKb/RmHCTZ7mrYlNC2hZK3a9aq0tKMIvRlbZrFY4n3DOFlddNctyme8bdKF2l2R+qoYHZynbRqjG6q1jHNViEnE9DKO1OptPyq1mepwoozTxN12z91mY+1qUrETUlJrqhCKLapNkOu9JzVqOUYxD02gacxpqveYNP+d6xN/1iHOsTxdsVwsmYiExQIBfG5I00TWTNCOVnNhkOzRZJ0gjJUTSWlkHPYm0ClCTKagnTXTiuBCQ7foOFmvOD094+zklNXCgJvgndGNUyJV5F+NtZWyknM0/Rit6tEHPRnnqlUpUysb2Oag2FaHBivP8aEBn0jiOGka8vKE3cmKYXNCHPY4MpfrNa13NN4TgiDeFZpjZpoi/dTz5bOnXL14wfX1Fc9ePOfL62c8v75i8/9n789/bsvO+07s86y19j7TO965hnurimSxSBZJkRQlSjIly5Ysq2W74TjojhE0EOSHAMnvAYLkL0gQIEgDjSBwgCSNOGmgEbttxw3Jli1KFEdRJEUWyRpY07237vjO75n2sIb88Ky9z3lv3aI4VLGqqF7Ave90zj57XOt5vs/3+X5PTpjPp9RNg5hEWep9OyhKBsWQ4aAkZZquM4ITwQ+glkjTBBbzisXCY+2QFANV3fyoy/Y2jjwvp4hJMAkgVYJhCZc3YbQLcgypozFoM38HD0CCDWCCAgNjVphD0798lbFnN4N+UzmSEQ+jAFcCXI6GlsiHx55PPr3N5XMDTAq89Ooh1+8viUGJLH6kraABeu/2fgnvji6CaVczo221MhSNsgRO9yBWIFFo2hGVn6AzWUlihMMwRO0bR3RBrsMhPYNCHbNNhhGEzVRwMmtY3N1jvH/AVtjmQumx5zc5mmxRje9zgKVpK+ZhzsnylNlJhZE5Q5doJkLcGbA1GrM5Ltk4N2Lzkx/kwmc+wBuHd6iaisI4yiyI26TAwke1KyUgPhCNsEY8oU9WRZRSnhJZuY4gKpQWovboWikobCKahI2CE4dvIzeu36f6QsVffWvAucmQz//q44xKTWxLKyQTaSXiRBhYy9AZXAaDUoJBA81x4u4MGlPiaYjGkYztW/2sKCOoi38Ui38gesrrS0eJBrWz1mQ035u2S/z0amIiwXcVcb3vV8lsyolhJHntPTbGqMBeZrjGkLKrQsZ+u6JBBzqQWQFrcWHM+656NYlGklbBA+rsEiImaiEiCvgs6tbfxD9lchFj0AqmGDZ3zmEkEQSdz4LBGi3Dxpy06znOCZ1R9mTqAJnuuaU7112rruCMycng2dipY2Gu0JeUr61+tnMF5aBkOBzinNWCSlRQP8bV9XTGZrblCngAKMqyD8xMXtdjWoEXXVGvazPpABgrotXqrlKdt2mMg6QATgyBNkTqpmG5rGjaLDrYsR5yvIhoa0hUqqgCHoVTO0inNuoiGosKCd+2NPWS7nb+GXGBM2O5qNjc2sSIYbFY8PLrr/Fv/+xPSYOCX/3IM1z2S+4c3aba8wyNYFmAn1KnQFsoa6zAknxDYsnQnXChOOQaE+qwQYHjQHaYmRFzbAZ+AkYC1mjbYzQC4kAsEvM5JrMsAC0i6cFLd0d0rTw9E6FrJcpWzh3jUjzRaJuqlZTFuj0mqktGmSIhu7vErH0Ss2aGy07SiSkDD+el5YokrtjExSCcl4INGTEUwSZLG3UGCURSLm7NfUtdGopLF7n8sV/lic/+Fuc++lkwJTdefpkvf/GL3Hr1FUzbMD3Y58bt6yyX7w5rAN6ptgJBA694tg6+mqTWVNnzGzq0581JSZchdcDAT/80dBPNmyvLaW0fMjW6S8jyKtAn9mRLEdYE8dZUbbS4m+lBHT28R/c0gFr3bD1zpA952B+EHN78l/VzvP7q9Z8f/CmtIRJvPp+riZH+vPxUI0HC69eYvayTh7ZmtnePdjBl+9wuu9ubeBkyF0NtTpnNwQd9UwxZeCelLK6l9aYu6ZJe+2Ftxx84iQ+elYcO6QI21JIp6cRDWAUR/eislyCzD/Qe0JaZbl+6hXEdROg+Sh76/dnd6eAe+uPRamdSESdSb+GC6Pc2xmwvJUiIxKaiCDWb4yFPPn6eD169wPbYcjK9x3w2Q2LL3duvc+fOa3TtPt3+nn1ef/rhm8S9N44oBo7di2MIDaGtaZqKwbBkc2tA8CNSHYiLAaa1VJXX1o0QIba5Srh2XXUF0O+t5N77PmzXVSQEwtJTtTN88AQfSNtbDIYFxWiELZ2K2yGMfUuKiWE5UJXmGIjBUA4KxqMRSawqypN6v3XfBtq2oSw0QOkScd2/tee+e3pkpdsRY8zCW6q1UPuWZaWCh03TaK9mF2E9qBKeA5NemLCrakSgsNjCUZQWV+T7MXjq5ZzZ9ISfxLbwJx0iQlmWlMMh1oLB4qzFNy2eQLKQnAaW1mklJNouCAQfPHVTaRBmLIJkIAwKC65wuGHJxmjI5mTC5uYGW5Mxw3JA6QzOCdbo0xdiFjdK2t+l/tygLVMdjT0HaQiSFNQzJG0BCRFpAwrzSPZv13lnYK3Si8sh4kpiqeJucTwk+RZLYmM8UBG8XGkLMRC9Z1ktqeslx6eH7N3f4/DggOPjQ+7v7XHveJ+T6QnL+YKm0f0vS33OTabNdsGiM13wr3PBwDrKwhJHiWERuHfnFvP5ySqmfsfHar6IWL5/vM+d11/nyo6BYgj7M5ierAEDLSvFwe5aHMC5WlsKhvnPXdJf5pd6ViyCbGwCrPQIkr6mLOFTj8Lda5GvPF/xZBH4xHbDB65uUMSGJ4qC5yeB1/cCzkPr9VHqDQwyHi0+P1oJ0lL/dc/g4tjQNJEqJtpgOF6MSKkgZtqDNgKoiaC2Cuj3BYaS3CeL9tnSH4rQkigZM0TYoiQeH3L88ssUN69yZXaN3ZHB2EgaDjgeb1OMj5GiJJiC1A4IcUA9GBFKRyuOnfMjLp/b4cpHPsTxyLKcFHzxy9/k5ddf5/hoRmwToVIL2toH6hBpjEeIGBPzvKXr3Hp+3fV+92sQKiCWLEhm/oVMkQ4ZiC1sQdN6pocLprNjxFeUZcHt128xHpa4wqpAmHhSkRgNCkauZGgHlC77yReO0hvCvZrDF+8z21/gcWBLIpYgmZLNav2UfJedjTi72K2rPMasdWQheIi5tdKo/oH3QS1orcXmwkISpWV3ILCGH1oFh4RNphdU65m0CQWme4XLnFqa1OuASNLqZPfXdQvFQOoFMlJEgWcfVFenEEpL7o/vjv5nGzF66mrOOGxgTanxhWRtHsBku116ICa7GGSRybQWx+j5zKwtsXQtvB1w0yXmK2AgzysrhCBvM1fTjbZaDYoCV2gLYgpdZT8DOjEpcGDSGtiXARNj+8+jByxWLbZdbUfBHJuX3nw8uYWkr/gLdEy/6KO2ELQtVd1oK0FIuRWHPtbKZ5gOkUwZ3CAZrLh8eyqoYZ2wnC2p5lO8b+m0tTqm58/KHgA9lvl8QTkeMtkYc3J/j+9859vIyFJMBnzqQx9m5zOfpfmW4PduY+qEocVYcC4Q8ARxGONwAcbS8Eg8oEAYEZmkljssuMs59mSb1paqJGVSX1ST4EhdsNAJRiaHka74pc9dR2rtREb7eywBnfVjzNpcCMkL4LQtRsgzcshMIyAGrAuIRFKsVG0lGdqg9+fQC4X1SHXCsJnyeKp40pzwSDHnUmrYMoGxsxjvSK0AAVtYgkl4Ue0vRgOG5x/h4q/9bZ7+zX9AefmD4IbcuXWfP/2TL/LiD16grpYcH+7z6ssvMquWP/M1/VnGO8McEDTYMimjOuvJqkAyPaW7m717uteZRHqVRK8nx2+qwq49GGe/X73+zUl3nojWBWHyX4S1wL6v/q5v4C0Sp7VfBR9ofUvTeO2rAj1u1iaXVX6vX37E8y0P/8Qf8eofNc7u/yr9SGvVanJAnfDtkqae/9if/vDdyYkRcPeVV/jv/sv/E1c+9iy/9Y//MRvnzlHhuILQxMQd5pyeLgkpEaVEZED0kFJeXJIKFD30pDzsJOUbYJ1t0CP/a0hITF2P3tmETCf/tfeun1/p7jk58xfp334WWlkl3+uf89cMs9q6EdH2gRR6Gi1JUVAbEjZ5jC3U/s57Nkcljz66wweeusTm0DCbHnI6PSb6lnt3XuNrX/73HB/t0bVHrOffb1deMT2qeePVfay5xGRD6dVNW2ELh3HC9vYE8ZHUCM60kCqMROo24GNS5NV2qwFnJ4COrSyST5Ss7reUSCHRTpfMyb2JbgtblhgpsM7iRBDvSEHpW3VVs5jPiAnKQalBnzEqUhkDyRha31JVCyKJ8aDAFS4v8GtXPy/2sdtBQRctsVhHtsRLhLalbVvaplUAI2W2gMnbifq+HK3me1krWMAqcBLtRR8OS4rSaoLc1jTLBbOTI2LzztrgJIFoHeLUlshgKIdjRiPYuzkltfn8WMmWQ462mwJDZhYlD15plWRKqbEWI6rOPyhLRqMRG5MRG5MhG6MBo2HBaOgYlgWFKxCnTLWAYGLKgUACK/gIYiISQCQgIffpqyyGBt4pqqW9CDZps7NYFSO0aO+nM4IpCkyE5AoGhSOVJeJbrAQKZ3FiVK2bSPANVQikmGjbhqaqWS7mzGdTZrM5s/mM+WzOYr6krnPvo6i4sYlAiJjQVWoVEFUldJuTGkvbthhTMhiqet/bWVH6Ce4Czg8G/K9/9x/w4asX1Iz++i344auwOH7gtb5/DyyhOISLUcGBMZr8d/iBEnlWbIH8qPejEyzM4ICMYGMAT4zhvqv53Dn46E7LKJ1APeMxE3GXHDuFUJpE9F2POgwSSNREJVRKWCJANdVD6MKBo2VJkxwtQoMlsA052XH5n0EYYBgilJk1MERFxvQQhECiyWtEIOFRYbclhhOWnEiNT3OCn3O6qHBhB4yKas6lpBpsUg03MePHcRsRGXpCmZBoGF7cYnNnSDHe5I5JfP/5F/jmiy/x2o03ODw8Ve2CGlKlbg7WWsQpjddLS4yWFPIzkGn1IZHB86j3d4jYfE1MTDhRkTexiu74oMCClYgRaFtIi0hqLKQh9VJ44Qc3KXLMGJIn0SLOUGSf8NJYCuuwtiBKooyGwUKwR5Fha0E28SaLm5H6FoLu7jJd8t6tlZBjnKSspdybr6UnTUjsWgJnZKVeLyI9g6tfxxNZtV9UUDEIMZoV6zTHAX1UkdCqZT6nykSjt0x8MCqI/ccolR1RlhRWgYgoHkykLC2DgYKka1HwQ5/UH2d0sXfwLfPTY4rBiGI4QkQt45Jk0eXQqf5rQh69Ok1gbC/+Z8ixm3E5jjF9Et8l6Cml3pay+32MHX2fvIyaXrDaOpttBhWIJSlbQXUkRJfNEHu9h0SnCZC1oegS+7xed2Bll3N0CXj+vB6oWRMFlgzUxpznpJBo6oa2banbBt+0va1iP2XlUDL0TIIMTongshONdVZdESRBDPimYn561Gt/dQLLZ9jXP+NIKTE9mdK0LcPhkDu399hYLJlaQcZjnvjP/ymX/tZvcb8OHH0nMToURh6MOFwzV70T50iieleDFBmzzxYzRmZKmWZsccSEK4ztZWqzwTw55gh1NIRkc5VdYVQVQo0rBkd2+UmZso+g82wOk0JKuRXQZjKt9M90zExTE7QlwYrGSFVSW06DZxiTOhqkSJCAyaqGNgQG3rMVajbSCVvpiKvMeNwc84g7YdstmJhIYRxp6YnRYE1SoNJZknXUxRC2z/PU536Ta7/7n+EufRCAk4NTvvynX+Nbf/kdTqdzBsMhR8dH7zowAO+U5kCPAMoDM91K4E7H2RRkLYfU93Z/75PzFYDw1z8Qq22fCZRk7b3SyWDklFB0kjHWZjGTFfIE8qbPXNcEWEeB88ZWx5Zv1K5pS/Lff5S4zds/1hLeB0bX02X6fU19PxwJ2kbFAn/q0S0AksA5Yr1k//qr7B/sMRoP+dx/+j+iKAZc3hkjwRMJxFgzPa2JrS4tBkMUTdB8jFixPYr7UPTnTYcvvb+p7tPatenOiWTrwBgeeKusqgtieHB0veU9CyCDXQ+iuR0ks37XP3gbd6hy6lGJ7lVaaVJmfdAFKlc3XEqYFCAGBEMRlTEwGTquXd7mI09e4cLuBvXpMQcHh/hqwb17N/nLb/w5d964QcqiZ+vWmG/rPZlgeljx+kv3mWxOOH9pk83dmna+oBhMGJZbbJ0bY61lOatxpeH0sILY5p7GLEjUF0S6wEqDq/77LpnuQARjlJ7vE9V8iS2d2tsNC4zT5C+Rq8YitG3DfLGkqmqMsfhWNQsGQ9XPRbSC1PpAEzxFWWJdke8PsrOEVhjiWjVAsQubP0urU4ZIXVfUTcNiUTGfz6kWNbSBXH5bZSLrd0ruA+5/lbNbW1rGm0PKUlXUvA9Uszn1Ykaof3ov5B93ODEk46CJ2IHl9OSE4WTAh599lhuvvarX0KL9vFYwzjK06mMc2qDnLyVSaAkp9Ywca7N+hzUMypJhWTIclEwGJeNhwbh0DF3BwDmKslC9AmvxCby3GKNKdSFFJEnetloaYdCANUIrmtClpH28HrLuSIuxBustWJefkSwOlyuUxjpVY0dtQ0MTiLTE6CFFYl0zrxbMFjOms1NmsxNOTo85mZ5wdHzI0ckR09mUarGyMjUGytIwKAsG2W3DSFdpyw1xuWIXEPb2TpjOPIKlrn4uQgNvvgeGwj/97Of5p3//95kMgWjhZA4nR+Arzmb068MAxUpLoETZA939bdFIJYMmZ+zaO4ZB98/pPzOApwpwl+Dj12CwWSF1RZrDqIZL0mA3gAYqr0lrmyB51bpJIVLNIst5ok3QesP+ckKbFFCq2AQcGtpDkZN+3X3DIMcVWjWzlBko6P5ZBJ8bDxJB7z2gIiKccorlLi17YUEMe2zOTzmYTinmG/jRgLlP1EFI5YRy4xIczxhdvEy9DEhjuPviC8zv32Pv8jZVU/P88y8zX1bcPTxWa60cn5go4CMmRJxYCqO99l48gQZnC0QsIjmBzkmU5CQpJrV+JemaZ1FBxG6+EqMUacngaQjKKCWkvJ4JyTsQFT0k6tomjdCmQBsDNR1ZqqUNDeIj41iyHcYYmWDsALElRdYp0qk3np3xpI/Uul/Qux7lhDCRSEG1TUxmDISoa0NZDojeE1Ehuz5mErNKVsxqljVWf1CdoJTjzrUYoVu2uj7+tUfhQYKX6Vh9SbVQIHveW4ck8K4hmkB0UcEdHtjATzk6hmsILfPZCUVTca4swVoKcSSr1fUYAsHn84jygmOebzvhJJN1eaxZWfJ2Gl9dbNUxBrqz2IU+HYF8lahbjdGdyWyODAbQATp53TUrnaL+SifVJDDG9FR+/bAO0F+BAikGEpJbCTMgFHXOFclOMQgx6nobo2obLJc1bdvS5Ja5juauuUvurQ+RENQVSoUVwVrJmkYOUK01gqdtlixmpwS/ahFTtobGf72L19s0fNNy585t5vMFlwvLcLLBc9/6Ht/4+Pf5/Mc+QvnMs5QnS6qmIRzPGPuGIjqcJNUpsZEiRqStwC8ZIDjxDIjsxAVbtOzaivtscMSEQsbM2KDKrFfl8CkrTjtvGnUSybpAyk9L2S5QQSCXDDZ1Ok6dPkoGeRC1SxShkEiSoGxFsXgM3kRcFEIwGAIuJoypsMYwSBXj5pjdesYFP+OiO+S8XXLZVezEEzbMEQULgoGAUJQJcXq/1jHQ2pJ2NCacu8yTn/s7XPudf0Jx6SkSMD2a8qU/+RJf+9KXuHXrFskErl9/jVdvXH9br+dPO94x5kCXOOtDtR4UiFJ8Oq/Zjhbboafda9Zz7j51TT1SltLZ160+W/p3rP/pDKOge20PXuSHXdTHtcg0JetUrCTnZqS1jfZU84wKkwPLMy0J+iH9cZ8ZmY704H7Jm1/5pv3vQJKHv/KBg3zYZz9kyNo3Hbr6kA39TEPPT8QT1c90uWDv5Vc4vnkHc+USG+MxZnOIN1vElDDhhMWJR5InWYsYS4wQQlJBnA4y7BCfPuFfnfPVte6uTfdzd8wr+lgXi66jsYJkFdbcTvJWqJSsAKbuWNe/rr/uwTN6FiLL+8Sql1GBlWzv0vdXWaxJFKLWTjEEkm+QlHA2sTl2PHHlPE8/dYWLO2Pm00Pmx4e0vqb1NbfeeJXbN15BpKNgp5xzvz0UtTeNBLOjitlxRWhbBhu7xNRolU5GTIqSyc4IrKVphKZKtC2UMeIDmUFAnwSkjiHQPzQrYKY7z8oVBqIQm0hTNcxOZ5jSMpgMkPxsiysR2/WYtjg3IKVEXbeEoBGcKwtCUN2M6FvEFIgbYIoSEyPJ6M6lrFqs1jkq7ESufKQYtIJmHSlGptM5i2XFfLmkqRpS107Q7fuDz3w/CSnwIEbAWkSUbisiGKvYljPQ+IbQ1G+6u96JcbJY8JWXXmQkhu3tTXYHjnB9yvEbN5H5kuCMuhV4GEwGtEZ7lGkdqWqJ3qs3egChY7Ho8UpMkJRWqEyuzJSJKmImISFBq/TWaC++NQ6R0Fc9fUoYo8Bii/T3TxLB59ukn+pjIrQegjJFoohSUJ3vPdejMTgxOCwptsS2IXo9Dt8sIUZCaEgx0FRLltWS2XzG6fSI/cN9Dg4OOTw65uR0yrKulOnT4V0CgxKGg0L1MqyqapscAOsklfu9EXyTuH/3lMOTd7faYGvHrYNj6tNDJsMdKEcw2YD2rVY10IM5gXPHcA3YQjUHCvRZ73AOIUvW82A4oT93rQg5C5ARXLgMOwUMrua/G5CZ9o9uJLUZbCs4XsI8gfcwO060EQKWg2rE1JdUQINhyXhtVl6BARbJQoIKMI0yQ0BfpVoVHZvAoWyBGk2qa9XCxqCtBod4aho8BZUR7O6Iyp+yf/M1ylsfYnR+i1gUFBjOjQcYN6DxFjeCeu8YOMEz4/svfw9/PNUkiETdrGm4QJ8UFSZREEihITYN4lVnqTCW2MVkMZKsJn0udZczYaJX9poxEIMC510CLDkOErCi58EDZXI4HwFLNBroG9lQUMJIJnbH3paXoNoDyWg/fSsNcdHivCBmSGsGGFFhwn5FF01Ku15/6YA8gRRj1g/IPhn57/rGbm01q2px7ApIZFA3x7Z5So1GLQ+7AlLqXArI7QOQrUZXt3tnm6ef9eYnQuRs3NCJ3AJIVDq/Q7BRVC3eQCQQQpsLGD9OxPfjjT6OiZEYAlW1ZDSy2HJADElbGJzLdn76L6yc+bQtM7dnGGMwTtlz2vGVmQIxrKwnRc4UFTvGR8paNU4Ea3Ns7hzWqTlqH5sbZQUY6WLz7rSvgvfYJf/r6+I6U4QeMurPQc8M0Bf3+UoIEe+9tg60LdFHFR0MkZDimSJb34pDN4WtaccUakXpCtUYEIEYGqbHRzTVgpBbCR4cbzcwAMp6Xs4WbG9v8eEPfhgPHN25w3e/930u7WzzzJWLnHv6g5yc7tFWB7SnCwwjnPGEVt2bbGxVGDoqgBpcYBKPKaShsIadtORCnHA3brHPNvtSMbUbLGKgQp/R1lpsiJkN0uo5sZqyJuwKfEomt4hEDIEYW716Jr82ZvtmsSQTiWIIou2jxIj1DYW0SLTYmBglzzAGijhl5I+4XB9wpZ2ym445ZxecdzBhig2HlGZJSYAQMCGoiLaL+BTx5YC0eY6tZz/JU3/7P+X8R36DYnOXxbLmYO+I5779HF/78pe4/vor7B3ucTI74ZVXf0jd/rx0gn70eGc0B/JTqYFOyrSPLqjJLzH5YeshtbW3PxDnn5nq3pxjPzBWvdP6UK7ghTNv74LwMzDCaiFRJNLk5T+u3t1VjvNC282Jui8qxtO2La33eJ99P7vP6HLYDjhJZ6ans0chcmbP0vrBvuXMn09wz7p42IvTGmBx9hXq1dwtkPS5yHJx9FYf+GONB5PfEFOm0AWuv/Qiky98gc/+we9hS8f2ZAzFEMOAkbfcC0ecTuusbQ1iR5B0MSQ5XKbz6RlVWljn8rb+6emBfeju0djfB1kUZv2EdK/MqNWPWnA1Pz37ioeBAOpCIKsgdz1ueFMyiCZFoveWekvrfnfiTdZ7km+JdY34mqFz7AwKPnTtMk89fpnzOyPa5QnHB7dpFnNILbdvvcaN6y+iTbVrNpvroNY7NCTpo1/VLW2oKQbCIMyJgwHlpGScHKE2qv4ddIEkBSQY2nWxMMiPbj6J3SJMWoEF3SRgVFCynta0daBtPbsXtwnjkiieraFmDlEsCV2kBVRwLEXaEGnrFu8brVyRVGugLEkYIgZjC0W3vfaxGSvUdU21rLRf15je6sragtgG9vcPaZuWNnoFBiL0DgVdZKNolR5LjCvbxgwYWafCeuXQ4VzC1zUQMMFTL+a8qQz1Do1F2/KNV17pf/71J57i05cv0MiMxgnJgbGidFCEOMiVYhfBWFLjMU1LMkGrip1mS1RrIMVBVMfAGYM1nc69RYL23SYfwAVlc5ByBdMhBcquEUFCIOYqZTIgTnNOKwlP7i8XlCobIGWvcLGG4AwpeFwSgnQ+7Sm7Y7SEttF7ZLEgxkDb1gTfUlVzlssl09kJp9MTDo4O2Ds64PT0lHm9JEQVxS1IWEtmSViGw4EKXdos3hRST6F3ydCEliQGa4fZ1vTdHT557jZHtJeH8NhlOI6wdwz7C1YtN296F9g78IEWLqPggGY/K4Cgzl8DmuS3rJgC0BMP+nkhAiMwH4HygM4cYfU8tSANlA3Mb8OshpPWMo8Fx36TipIay4KSBqEmUudacUda0N3LFpcZEJiozj+j3EKgMJ7Op20GABoiS42GKBlSEWjQYNAy4GToSMMB5XjC6PwOv/sHv850U1g+com0O1HAabGEYsB0/x7Tgzvs37nOS//uj3nje88TZgvCcsbi8FSr2e26j+X65KljaITNgWXgLIaATZ4SIWSh1EDQnlnJKY0oC0Ci0m6d1YQeYzMgZ/p1MKbY8y5B2wSckSz8qA9aSqafLztgzOZCjXFO7cxiZo6lhAnarGGNIaSSChUXiyaqw0BmOFjn+uNNtkusYwbADWTv8pCBeNMFPCI6b+SfuyQTBOtMTgi1Ba1jDiXp9IaMgiadldp6uUdUaLDbnkhcuSCcWXP1rlknOHYaVynpI2A6wW8bCWiLoUFwNlE6wdn4pljk7Ri+bTg9OqCpKnZ2zzMabur8GJVpm0IkRjU8tBhiUFaTIa9TzqrYbMq6PlH1CkL0xKiM3Z5O0aXhGeDpChciyiYry5JBUep17oCoDJp2dr99WMNZoKA7uSm3Z3W/MxmE0POe6LyzY4IUurhY44rgE61XQMBnS+O29aSYtD2w6zLM4AYAsdNXSVnwVrflnKF0BbbMrT0kom85Od6nXs4VcHrbr+aPHr4OhMpz5/UbDDdGUDq+9JUvE12i/Duf59mPfxhTJO6XidMXfsCoOqWNFS4GTIrEZJHc3hYlYH1ik4pSGnZtZCaHHJkN7ssGe3GT+2xy0Oyy73Y5sFssZcDcj2gjeFMqU8YIYGlF13cRXYf11PoeFBIpIEV9TjILurNB1S5NFVwdhIbSB1y7YJiWtLZgkmZsLudshTm7Yco5plyWEy66KUNqRlIxCQ0mzrFxploxkhACwUIrAT8u8NEgGztsffzTfOD3/jHnn/482AnHh6f8+Z9/ia//+de4d+cW9/fvcDyd8sNXf8jh8X4Pkr0XxjvGHDDS13/Ij2G2c9eJUik8mQrUJV/5AZYuQOsmiDNPxoMJPWe/73KC1M0LeWHoMb8HBPbyotNZKHZid9029ZNMjyWsb3N1vLI2EWWdhZgIPqq2TV6k1iAIHuxFf8hZzBX8FdqYfqIJ/8Hz85BP65Nh/RwjMfffGvUD1cOhqo5/gs99yMec2SW99p0Kab2c8dxX/pSQan7tP/kHDC49RpEKrg232LpoKVrP7faQ6SLQtFOw4KTA2GwB0y2+nTrV6kKsHeMagvMjxkpX4AEK4l972t/iBW/xmWcAnzOfv/aKhFY+UARbZP0YYu7zg+hVUSs2NRMLl7e3eOKxXT78wStsDhyL6SEnB3eolkfcv3uLV55/nr07NznYu50LGh2F8mF79PaPBJweV5gjYXJFk/OQKio/JZkNpHSMtgbkJxGTLE3VsljUiFfzGe91opDSqqtFf+27hFroDXL7nMlASsTasziZIpIoxyVSGOyWYVQM8D5Rt562aXJPpPZTStuQRIhJ/YmRhLEB3zbUURV6nVMvtZTnM98GmrphPl/kYFAIXumEKan93HK2yFoH3WXPegMiCgT0fmn0gICyEAwp+967wuJKR1FYTPT4tmI+n5IypfHdGBY4OD3hVWMpS5hsDdkcDkitp7SWGAK2tPlRNRrxZl2mEBRQVTcHwZqGiNPqUlCkPwXVc/GhJjQVdU4UR9nbOhgHeR6zspo3nRWiaMuBslDyfdMBvTmwwSsTIeYexxhT7kkXYvSqZyxJc9QE+ID3Nb5paOqK5XyG9w11taRuKhaLKdPZjJPTY07np5xOT9g/PFCdiRjUKnMwULqraItPYbWlwBnVXCBpRadKDWUqKMSSoiCuwDdBwdJ3cfSteTaBDMFHuHMDXrmZS81vNWoYLOAC6lZQcrZFoFuH1iUK5IF/q6LxGVaBlMCuwBSokn7dg3QT2tqw9IZ78x1OkmOOYUmBZ0JXB1bpg1VgHjM4oNiFsgUcqicwwTLJLQNF/hpJVEQWBBb5a0Jr+wCWlmgcbZEw5SbFaIsrn32a8088zvb5XS5efZRzf+tj1DZyJwZeS4HFYsZIDNViwb/5P/wf+dof/f+QFKiWc5qjkxUt+y3Xu7OxkxPD5nDI9mSDcdliK0+InmAaagxtjg1sFG3lw1DEBKFLjk0OyLOTi1npKtmgjgEx58CSE2Nril4d3seIjymzYFKu8qHU3JiTs45QZVQfxiawOJIYvIgCA8YjYimtUsBTyJaBrA43ioJ81giRTAUnM+e6fTRCB+kIgqrSpz6mTZJBuu6+EKU/k4sXPin6bRK4oOr+RugMoPIa3zEH0gq7TfnnB8DcrlBF0p5qn9/ftXN4gVQoZuxcwBUR9YZ7Z5KMGD3LxVwjyp2IydfSoCBPQkhO1+UgWhWn0PUxWdPve4qBFHxmDqRVrNudjLT+oHdaWKp14JzL7N4cB6awdrtLBga6hEL/3m8WZZ1pm4NZTSddDJ8yGBSTikSuiYt3FrIpJqqmpmlUbDB437cRZE57BjLsqhOy20Z3v0WPMxZrVSunKKyCYSKE4JmdHmdgoAOafv7j9HTKdPoio60xjzz1OHdev863RyU2NdSf/BQfu/oEl8sRy41L1C//kHj0BjZYTFiANEr9j44Y1ZIUWpK0lOGQiTnByohJGnM5bXDKFscy4y4zbrPNvky4bS9y5DZ0TjE2x8OJgrrP0TrHiBggRaGwBRItIbUkp9aE0ec2KNECW5E8Zawo/IKirRn7UzZkxlxgMxxxoT3mfDvlfFyw7Vq2i4oNV2NNIPolqV1qESPfn4lEELUUnTqojWV44RJPfupzPPa3/oDxB36VZMYc7O3zp//xT/nSV77E7Rs3mM6mnM6OePnV1zg4PP5rM8Kf93hnwIE8+Zk84a1PVGqzpj0lfXW67/1ipf5+5kStJWw9pKqf1Cec+ZNXO7G2CKY1d4C8T7JWIRejFS3nyAInSuPs6WbSywiu7cfqaPuJKZEp6Wk1r3VfNLt/CESwBoKs7f96/3q37bW/9udhNSmuzuH6OfuxRrfP3dSc0RkR+XG38GN/DjGsz/kgidTMefHrX6PA8Znf/QOKc5cYmjGDyQhzaYcitNzZn3F0WlGHBdGorFNAKw96C6xPouv3zxrie4apIeuncfXKfMzrx62T+gNnYg1Yecup+8GqwJlrpe87Q1bor3VGmFM3+aDXIyk7QqJaLoYQiG2DaT02Jq5cPs+zz3yAD1w9x6hoODna4+TogGpxwu3br/Ptr32Ze2+8gYQmP3MdUv4jjuEdGHXVcnQrUo4L4jCxd3LM1k6kKGqsKxkPNxmaAieblK5kMZ0jeKpFwCeDhECbglLLrWYHYX2aEVagUD8P5AjQB/wiMpM5tqpBIu2yYTIeYjEs5hVNFoMpywJbaEXZWr1Z6kq9fX1bUFUtKcKoKBkO9fnVBBKatmW5rFksqkz1tPharfVSVxkP4YF9zmBGiv39TE/RzMAAYAsNKgajorfaStEzOzmmXc4JviuTvjsjAq8cH3Lj6IiRwOeeusZ5KWlTIKSkon7WIBENfsSRCsmVJHpwtbt22tPa0rQVdVWxnC8wgwJXFljjaJoGHzXQDynhQkJcAdaB0QAwBE0Gut7WTu0YkxkGRqCNygOJAdO5HKSYLStRG68U8CkLTYZI8oHoA96rDWNTV8ympzR1zWIxY76YZ8bAKSfTY+bLGYvFjNlshljtZR4MlIVSFEUOJrVForAZcIqRFIVkHAeHxzRNy/bGBlES9/dOiTExnb+zgpM/ztgpJ/zDj/8G2+0Q7t6D2aECMOLQ8v/DRkYC1p0H1hP/DvuLD/zert7KGpCN5NcuULbAwsCLCfb1d+nEcHJwiePkWFCwYIPEEKiQ/J0lUaLrcrMGPycsHo+grIEdHBZhjM02hcoicKieQE1kQWRO5EBVLEgIC+cwhcUVBece2+WxD11juHuF4c4FnvyNjzM6v42YwGBzg2Nb451hNl3w+g+e5yt/8Q3MaEwSww/+5N9xcvM6q27rNz/zD5/Z19ckg0slJqnWgCNgYoVJahcXktEWvABio/p3iCUZozakgHGZQdkl+SkXGLAYC8nQz3eSK3uSlB3gROlgRlYaBgAmdAkVeXsqclqYIdn7LbcEWKzpPr+zm9PiRtDD08OMqdciiHmOBu3dXxWQ8tnKx9DZ8HW9yyHvazJKh+90epJk7QHJq3U0Wc4g5n3PCWu3rnexW8wJRh++dmty/lG6GCV/TSBWCMbQhIgDgmQtJ/EYCRgHxj78Xni7hkhkuZwRo2dza5fhYEJs9d621ikYYlRyJBpLctq+EVLUSxe8Ku6HoGtmL3YVcwIPdEKEHYnDGI3NczuB5Ib0kLV9VvH5emSt51SMzduNK2aAUTecTg+ijxO6OCLfBjEmdU0iZatEaL1nvlwquJTb4do2t8XlWFGyHa/iYQJWwWdJWfMAo+zDosA6wdl8PKFhenzIYj59E1D0boyUEsv5klk1R+bCnZdf4cuzE2b7B6Tf+l1++cMfZfPaR/Df+Q4HX/8C9d1XETPFpjkm5fmCiEmekKyKAktDkRogUKQl4zRjyIwJJ2yGbS62GxwxZMNd5WZ5lYUdE4zLTBTViYpR8irZFW5bkoEoTs9vUE4n0WOjfpaIWgoPQsOoPmVcH7PZnrIrx2zZJVOxbMVjLhczztlTNsIClwJFaplEwYphGRY0vkYGlmRNPh6LF0uwIMNNhucf4fFf+XWe/J1/RHnpk0QpuHn7Jn/+xS/xvW8/x8HhPkfzA05OT7h+/Qb7B8fvMVhAxzsCDhhRQaVVG1JEFTkBjE6y6IXqq/HdkLVJlNXiADEHdGu027Uv+ta1hHg96+tARNDJYn3JlA45hE7crOu5N7kS1b1+NeFkLYUsDpYSudKlNCkfIj6LjazvYL+Ai6x/POvfdSjm6ldr368nt3kzb2KlnRkPAgQPvDC/WXpaluiCFlXko8d23oY7t/d8J3Yf0e9SCAFZznjuK3+GD5HP/t2/R3nhMgM34vLuNoPSsTE84vpdy53DJfNmobQlm8XZjNNj6PLptYKB9PfhOmywUq2FdXDmrUdPEXzgZEtX3X/IRejbRnKwId3KJ5Cc9Cc4xFUQYfr+xy6UNBpIYSAFUoyUBFyE6APGe4ap5dqjl/nIh69y7eoO42EgNTXDwlAPIdaR5uSYw7tvIKnOatMPAkk/v5FI1DPP/utTzl85x7KpcDZgyyWubPEusj3aYbw5RMTgbITQ4KSl8dB4SK1WuIyxgKr89/BQyplcN7t1j3vHLAgQqkRoG4iedl4xLwvcYICvG0LTEn1LXTjKQcvADykHBZCYT2eklCgGmpjHNtK4guWywoohet2LqmmZT2fUy3lOkAz4lAOP/Jwlod/Jbv9CgGwh1k+OGVQTq+0Dw0G2/SpycEokNi1tNT8jWvRujYS6Swa6udFAMESrf3UCplUAJGQ9DwSt0nXWAaKBvs3WVzEmfAYIllVJmmoAnrw+Y+V8zng+YTxZUIw3sOWAYjjsg7TKe5oQiKJ2cdFZokbS2vIh4Ns2W2gp5ZVOuDCG/rlPjcfnqlcIWjXybYtvG5pqSdPUzGYnzGZTFosF0/mUk9MTTmdH+rvlgrZRgGlgBzjnKAclo+EIVxRIJAtbtRk7VceGFCOtb5iMJzjXkGzJ/t4+B0c/g4vM2zZ05jz1FXE5x9XHeg8fN3DvAKoTHh5qJJB9eHwKj0DOzMnZd1ajYrUGdYF7V7RZ//gF/bPNMXAj/+44wGsTmG0BAyJjIrsEAoFICYxxlAxYEvAkahItkYaIJ2EBhQ4tHu29LxGKniVgSShLQIEB4ZTAAmEBzIyl3txmOBgwLAuuPPUIlz/8OMXQsXFuwmPPPo1MzsF4i+/efoW9F35ItVxwdHLMf/vv/ghrLW1I3Nnb48bNm/RBSww59I5vOYP/dTN7YR2lG2FwWGMZDgyD2tDEgEuS5zR9rcOpBViOXwKWJAmTbK4eS06OTN6eyVyJBEZ9W4hGab9WF2oDWEUCdH3MsvNW1gTrQlKmQq7mrmScsshdPh+JtPKMzwwtckLdp4wm9jGkZGE6ydVgdSvqAsLuMzohvFX6qcm4zruKOafeXi+m1Lf/xbCSyOtiUA00V/umgAo9GKEVtZhBgeJMGKvCdQafK9ghRXzypLahwDAZOAad6N+PjGZ+ttFpRy2rBUmgrmoG5QYDV6h2qHMMioEm39bSEln6iuAbQozEENUaOCa9hqJiLzGuWhxjJLMl9XoYIxTWUbhCGX0p0Xrt9UZY6Syk2F8+IyY7JOQLkLIYZur0DkIfIK7YC2txmQ+5VUCZByElQgg0rWdZ1QpkxY4fLWQpRrVp7NpruvUbcoyqa/twOGDQMQbMKsOYz6cs56f59SudtXdzJB85eWOf0VMlp0cnLBvVSFrMW06qmt/6ld9k8nf/Lhcujtn/4hdY3L6OLA9JbcUwtEhaQKpIEUwyuGiISVl6gYCRyMSAUDFmwUUZUaUhO6Hm8XjCkVdXgzpBnSxNGtBEoU2GmCzeFqRoIUV1GCBiUsCmgMSaFJYYPA6PM4ExLZucss0xW3bOOVMxZkltxmyaJaM4Y8AUIyoPW5BbJAKIeJyDJHk+E0NMJUtxpNEGW1ef4slf/k0e+91/iGxfJSbh9euv89//+z/ki1/4U37/d36Px598lP/6//l9Xnv9Ogf7J+/qtf1R453RHJC0ahtaoysbRKtm6IMitgMO8gO5nuk+9IHQ1f9hvdkCiiR3vY0d4rr2zrXnNP/tbILUJZF9v+uZ15IXlQf3SynfmiSqkIb2mwaaVmnIfYqeJ4uuMr+2hX6rfTLZZ5H5JkzrkipnT9GbAIIVEvLmU/igX+IZLCWjnnkiJcH09C4h/Ozq151KrCRV9ewjP0kYsdqf2Mz5wdf/jOQX/Mrv/h4XLz/NeLzFVjlh240YFyOc7HHnaKaLTRRSMSQREMnm1NGsASlrUWXqBG+0YqF0pLNaBOsxwer8ZKZLpsKtzpW+Qyn/mkA82PaRY4j+UveXpAMwsuVQzKDBer9m360qCZsDhhQCJnlsbBHfUoTA9sDyxIXLfPLDT3Pl4ibGNDTVAlcaxhtjbr5yly/+yR9xuH8X3zasQLp3eSRYHjXcrw8Yb4w58qdsnJ9QTBIxwqAcYZ1jsDlkUBjt8bVLZosaGyNx4alDq9VnlD5uRNXkQ/LqUoDNyUZ+QHKQqS4G3YUoSHVL01Q0ywa6gCNF9Sb2qqDcNDWkRDWrQFRhH2MIjWcp+gw7Z2kafVaizzoCYlbiglHyHCJrz3++X7tS1lpLUy6H5d002MJSjgoGw5LCWmJoEZPwbct8dpp7Yd9bwwOvn56w9IFgDANJPLW9w8gYaD0mJkIG8Iw12LLQ58Bo/6a1hQJjKDiwrBbEFKlDqwHKYkndtLjhgMnGJpPNDQaTTYrRhOFwjBuUiLNUoaX2EbGGmC2XKBxiC8RaghV8q04JIVtEhZDw2dYu5YTD1wsFA0KD72wo24amqamriqapmE+VKTBfLJgtpkynU2bLUxaLOXVdk1JiOBzgXLbTdCWuUOHBmLRf1YdEjE22URuBuGyvOWDkhsR0tp383R2JhOPTVx/j9598Ant8CIWDu0t444C3TlQCTPbgkwVc9qo/0VkYdgyCdXAgoG0HDrU2bNEbLACvouSECrhv4bUSgoM4hPAo6pGoQP82UBKZEbJjgGCxWNQtIOYmjW6atD26qL/NZmm0WThmTmBJoMkigwaoh0Pc6AJmY8L2uU0+8Ju/ysbmhNFGyfnHzjG5OKJtFtRtw41Q8bWv/nu+/cJLfPHb3+T+wX6frE7nPxr8+VmpqGVRMBmWDLJKelhU1E1FkkRRatYVXUKSw0pWUE+J2NnlZbsvkyRX0vuTplVtsoA0KkSMJBytuhqgNHyNOrTYYgW1G0XVyDuBPVyCZLDdfJljPdvmQkZK6ixgNUEPaE+/5FhARDAFWJ9BxVxJUEK8bj9mJlPsqOWg4HymvIt05zviRed/iap5oDGgtptgsu1o108gGRR+gDqvh7Eer7ICSjuQAs4EEaENpEIwxuWXJIgeJyVDO9A1xuf3v0OjczEAqBYLaqkZDRvaomR3c5fRaEBhSkCFYEOIhNyup3dEjqX6c6xV/JTimj65yYkevRBrAgiaUCYfkexSEEV1WpzRa6nMhW7NDySxqxg55ZbeFPEdMJ2rmNI5KCRR7bCmoW2a3hkgxkgbugJgFlHs7i3TWTMKYq0ySVBAoWsNEJMwTnVzrLO9o4VB3bCiRJbLBZ2o+c+5ZvMjRzWrON07ppoMcfOC5WkFdcLhWJwu+PxnP835a1fZ/fxvEZ77FvPXfghHh7hmSknEhxZPg0Foo86SRSfwmTQvtCREKmKqs7zMnEfaPRZimSbDLAp1slShpI0FFUNqGRBMQRSlkplWsNJiU4OYChsWuLSkTC3SNrgiMDaRiVRsmSUTAgWqkxGZMTIeE2oSS9q0pI0Wm8rct6MgaMITaUgyIOJozYBi+yJXnvk4j/zmb3Pu47+JbF5gsZjzV9/6S/7ki1/iOz94jpdeeJ77t+/Qes/3v/ciVVW9y1f1R493SJAQJNsEJkuuSOtkHmIOBDOS6juaOZLLyQ9OamupW1r9fJZO370irSauronsTPrXfVTqEWGz9nFnKOap+29tku5xi3T2F+RJvt+ArCV5+vmJtMrZ09lFfXUo+dh6MCL2CexDzgYPvO3sq9bYCT/RkLV/KfXKn2/HCCHm/U45GdLtdj62guCbJT/45tcxOH77D3a5eP4idR1wwy3iOcGZkpE94NbRnGPfUierSYQBYwrEDBHInvG6AIkxmML0wFHyalGTUKGS1VhDW1izq8mLCh14RAc02LV3vVk0Jq2fy4et1Rk8MFH736weRGYcrM5NbD2SnQlKm3C+xaWWnfGQjz35GM8+dY2LO9v4ZkZdzRkOBFMY3njtdf7Df/+vufnai4TY9vv6jjkS/IQjpUQ9b2gWLVhlQmw9soUky+HJEVXZsGFHTIYl5x/ZpRwUDGYLqjZinTCbz/He03o9HmPV31Yi6h6QWIFFMWni3/EU13AjjIolpRBydT8/P1k3ZDlvevAsNTpftV3jeozZEkl70OlsvFJCpfKzUpqQg8R8MxhhZWAtyi4w6M7HbK7eUR5NwhaW0XjAYFDiCm0vST5QLxY0dc1yNlsBDO+hEYAfHhzy8sEhCRiLMPyA5dHRCILXqrhV1N/ZAmctqVARsuR9vlcNMQkhRJbLJVXdYOZL7dUvhzRtgxsMGG1sMt7eYrQxYzCcMByOKEcDTFHQ+EhLxBUFqSiQokDKgboAOEtwQlMrTTomrUD62FlrZSGyDMLUdUXT9Zy2NW3b9ABB0zYsZlPmizmL5YLFYs5yuaBtNemQLKZYDgaUZUlZaM+pzfoHIUXa0OJ9qz3TAtYm6rri3v19Ll+6qEyHbGP4IMT98x4GUZAzOT537YN8+uPPIkWCoxnc3IfjKW8dZgjYErYS7ESQBYwyQAB686hVgH7fAQIBOAFeR9kBlcALG+AdBAt+C8JlVn0Hw36DHe9Q9QGURdIxBDwRNYMES0GRJwhLoqHpgYSQ37MgYrJU7sJEUukYlAXj4ZhPfP432Hnsg5TnL+Iu7fDIr3yQclSSfMMb92/x4t2bHB0fczo94V//6Rf41ve+z82791aiuD+nq5okYkbCzpVdLkw9x+0+xXJB3UYKJ1ppz+fBpFXipSaMgg8hU/vBOlHafujYQFoAUMZnRHOhhBGPE5eXRE8uIOv9nmnZ1qEuJLn6m5BemE3I03hOGVU3QHrWiYo9a1zQJ91JtUNSkl4jgcxy0IVdmax960B/FWLvwgBZdyJpn3yvJ5jjvb5NNiYwWvwSMV06jJgIngyErMemHYjQ1W7yhqOCT8SkoopGiG3EtAFbDPF4jMvXxiZMIWAirq3zff5A4Pp23jd9ZQpS8lT1nKae44xhMt7AFQ7ftKQY8W1L09R4X+X1ETrmnIIbq3i8OwfrrbldLO7blhQiLjMNxBlt+TCCsbntQFSsuXN3CCHlxN2xai3V69t292nefuoEKxN47wltyOLibV9MjN16jzITYuoKRpJjRf08vQ9iPk9Zy8sYnHV53re9QGWMkdPplGW9YLlcZMbE237JfuZxePcQU1h2LpzDDxoOyj2+/a1vce/eXa7feJ3PfeoTPPOBJ5gMCuz2LssXX2J+4zVSZbEukeKCJoSc+wkmaAHMGhUkVdZjQlJAJDI0FVtpTpMsdRSqAG0ytNESZEDLgFZKQrIksdpiIIEUaoQGKx5jagpqbGqR0GBjwIVIEQMjUQHWGAKFKYipwaaAKQwxltjWMCAzqqOlYEhZlDQB6tYigxF1scXgsae4+qnP8div/w7l1Y8Q7Yj9w/t88y++wZe/9CW+/8qL7N3fwxUFz7/wPPt7R++J+PuvG+9MW0GHouWnO8VuGg9ZCVott0SM9pZl6lD/cLJO+e5GWp9K+6ICnJ0CzZlJpUviHtxD6Rm7ivqBcQlnHc66bGGoqGSHMHcfkNY+8ex2V5NbN7efPYBEkpBDj9V+9H9L3TbycacOVFg/+rzvD5k7Og0FePDrT4Ygd+eXTD1/u0UyHgKJ9J/atTX4quL73/wqIolf+tXPc+XRD+MGu2yPCobjC0zGm9gbdzCzKfuLBrzHB0/bGowb9ci/sw4R2wuKqQpszDaG0k/cnfriWWHM/Lec4ce0DgplKuJaa8KDIBTAQy/1g4efdJExSfJ+9Rlr1qPzED2CV+V2YGIjjz16jg9dfYxrV3bZKmG53KdtWqwTlosZR7duMTvcY+/+rZXoXR9ZiVbQ3yMjpQQejm9PAWHniiFQMYszFmbI5d0LnN/YZvPcGClgGFV0SWygrgPV0uADEINKWvTqT5w5z6uqzHpfC5ApY30wZruAMT9oPmV1bYBSA5vAauM9TSpBVBp7/9npAbHE7rXr/YQql88qUFwBCOKgKB2DwjIcFDovEUgx0dYLjvfvr4S33qNj/cnwolWeMk+rYi2NFVIdKccDBhNHrIMCPCHQekGiVmpqH2iaFh9bIupDXDhHGyJ2UDJsGkZtw7haMhjNKAcjBqMRtihofaIVKIoCWw5gWGIGJa4osM4RjaGuKiBbF3bYT3bzCDHhfWB6csxysaBuapqmpmoqmrZRkCqov7UCGEuauqZpPFGUFVEUqisgAkVRYq0jRaPzU0oqPmgsiIo1hqzSHhdzjDFsbm5QNzX3945pmq6H/d0diYSLQisN1/duc1BXXNrcgQ0Pw3R2DnzTEBh6uDCCXQ/1AiasFveIsgFm6PP2MqodMAWmBl68AGkIFBA3gB1WE61ZfUY3l5/5ZMGhld4BakuYSH2rwJRAwrDUdJaAYcaSUzweTxRLPRpQ2IhLkctPXuXqhz7A9tY2ly5d4onf+SzF+QtQDllY4V46oV023Lx+k//qn/0zvvbtb4MRfNNyPJ3T+neHBjJrl9Qjw5WPPEEabjHzLfeOT4mnp8S2gqJUEM5EnEn4vJ/WOFwUipDAWMoiuwYkbd1RzYEVKy6iS47GZJ1VsGDzmhdDZuckTa5jm+dxsaRoSN5oC4NdiQNmvFZZYMaQjO21RGLUhgZr1enEh4CgVniS963T3dH9SyuSiqyeLBFd+6OP/Z0UQkdB15Hz03y02pbUaU+tsztXa9FKzGxVONAXCGTxwgRWMFnNMYngo8F1PvBB4xgsUEDasMjYkapTmv03iF0vyM9jhhBIWYvleHZMWY4oz5fEFGibGt/WOEkkp+03HSYec4yeazi6p8bm9ox4VowvAzYtLdZYrAh4IRrJ2LpaYTqj1pk2x2YhA0zGWnVDQMHfBPguLooag3RuC2SLxRg6vZnYa/t0loadaHfnJKEsB71WQloBA6IK+sYarHPqtpNFeSXB6XxK1cxpmjozdFf3zHtxxDZweHeP0WTCxXMXObx/QNV47h4c88Ibt/jUL32KX/voh7n20c+yufMY863zzN94DZnfR+ojrK8JqAODiQFrQn52DI0LhBQxUbA4BjQMUycxImqtCkQcMc4IUhCiOkyl5Eg2EfBqd4rHpYRYj0hL8p4Uai0M5kK1EwW2vfc44/r2HhHUPSU5kgEfhCDK2nHRgJRQjkibu+w+/QxP/Nbf4/wnfwOz8Ri1r3n+h8/xZ3/+JW699BrHh4cQE3v39njj+hu0zcMtKd+L4x0BBwpnGRRFRugUHIDuIgcVqYkRcYo+x4wWYyX3aeXRJUy50n+mMNZPtg8kAavZ9gz9u0OP9c99Crx6y9pGV7Qe3egqSe6OSNYQRzJ7KRCCipL4NtB6r4vEmck5K42fuTd6dYVVAqN73B/U2eK27kF3E6/9erXIdOelf333gZmid2bFeuCc5k/VByURfx5UZem+rJB8Xy/5wV9+mZf+6tt88ld/m8/97X/I+MJjnL+0yXCywEwM7u4B7t4hvrGczjzL2hOaJYhFioEuBsliTCQEr4tNlGxVJ6uEL0Xo0Oi1+yKlrr9xXdCyO/FrKFDP+DDIgyIyfZLYbTT/skvSjVY0AuohbaIoUBBbxS1CVASUllgviCHw+Acf4anHL/HEtYsMy8jx0T2O7t0jecP5SxewGJ779rd57ptfoakbkjGYTHMMHUX6vTii0C499bTGDjRIXIYFfqOijQOiFcoNh0N9ahGolxFnI1XlqeukvakAdHQ+Dfn6Y85VfuWidpFkyGpzQp/N2Nz20j18WlZCr13uNZREzwzoqlcPsp86imq+jzp7pJUiHvr6XoAvduU5jDUMCkM5cDirwGcKLfWyZj6b4qvmPQ8MPDgKNHiLAt4Yzu3uaHHscIaMJpiQ1IZODO2yoRgZfN1A29LmIL1tW9qgQJkRSzQGmyLeJBoCVVtRLAYMBkOKcogrB/iAVoXLEpf1JcywwJYltigRIyyWS71yJoum5V7kAJnG33J6fMR8NldwoK1pmorat/gYCDHgg6eqa2JstSc1P+fGGAUmrMU5y2hUwjqgmzIwlROnmFbJig8RR1KRXMk6E+/yM7zqkoWEYcNantl8lOII2BTYn8H1u7BoeUu9AY7hIyV86AKMTiFNocqaGQG4jQICJ8AS+G4BJ2PwGxDHkB5hxQ54q7E++T7sGJT9UCLZp8CzQDUHFrTcp0XrULCwlnowgSGUoxEf/OQHeezx8zjg/LnzPPHRR5nsbFFevMDykQucVp46nHLzcJ//97/8lywXS6Ynp3z5r77N/b2Dn+yEv0Njb37EXppx+dLjXDQDnpifcjo/IaY5p4sZdSv4YLDGgThEiiwup8F1aYxajTYFEiwuCcZYPaNi+9gjRskgWFDLUFGLQWNHdFazhbHYwgGRmLK2RxRSsrnPv1uqO2QxJ2s+z/GddpIIJltlu44FmDwmeJKVM2s8mSUUe5aBvi9mBfwOoIghgxKma5/wOfGkE8VXwCDGLLet3MTUJTc5vlMLZyB1TktnW1W7EM6ciU/1e2sEEbWL9EGPPxChSMQysUg13/n6X/CNf/nPaeuKt7rv387RhZPddW59zb2D2yyqGRe2zzOUEiuJwghOBkSBpm0wheB9xPfrV3Y3SzELL+vup7XwPsXu2kDKc3MyCpyYpK0DgVVXEojaB2ctG9O5JeTthNwW0M+nMccMa20TiVzslK69JGaWouhSLpZOgwFWemYdOKXzvsPmfyZBjA3NckE1n9O2Vc/qfN+MBG3bcHRwhHUOYwY4O+KFF17n8Kjm8O4Rn37mIzzz+GOcu3COcPdDzG6+SPPGKxRHB0h9hLQVVloMLYi2iZQSaQkqYCoRHwskC8wIyrTQNV/b/3xoSNIp0hpdqyUox0tDay2oCaQo+GhR69SEmhmq+4oxHuO0lTFEbamKPuSctCC6gmAtrYcllrBxnt0PfITzz3ya3U//OoMnP0GwJXcP7/PdF3/Al77+dX743PPEWQUp8MrLr3DjtRtUy3dfNPgnGe8IOGCNwTmt2CbIrfqCpSD4VgXoDFhjiVoi0v4wAJuFaXqOVpc5GnqGG3lhTyvLmZzL5r/lyaQDA1jZzqxPmHn61sktSp83dNBml8et4jA5+/518CCrW6fY9VRFgs9+uLlPTjp1vJzA9/uYuv2SXqJhZbLS7csaaJC3cSZA7JP+tQz/7Df6U+x65+jF9BA9dl1Qu3w34X3NfHb/zRf4nRj5OiWUEogIbeXxnPCtr/whx8d3ePZXfo9P/NrvMh6f45mrW5y/NOL1W9u0NdzdP+Du/iGHJwuWjSc0PlcaVDjOWCF6IbRRK/G2yBZ+GeHt7G5ye8gqbo8qWtaBAn27Rpds0t+DK2AqX89Afx+vqPxd8tot/rrgkCLJqwKyjRFiA7FFQo2EFmcSG4Xh4pUdfuUTT3NhdwOS5/ToPkfH+xzN9qCqSc0RN156ib/48p9wcnyXHkUykmmV71FgAD0j1WlFaD3nL+8QY4stRxTOEFOjNk6DAiKUkwEbVhjVhuEkMp8umZ5WmEqDNp80wOzZAh1IFnPYIBaMo1fy6J6frqxhciQna3NQd83OCD51z6PVpN6uv551rFIBhRx8rJKWxEqJPSCFxTqDsQ7nhGH+ubDQ1jUne3uQEqH1eX55f40qJr51+w5bhWPhA5/w8KnHH8VujWmiIbgBEgMi4AY5MCsKbNOCbUimJiXJfZ+aQIgrSC6Q6pY2zmh8g6sHWLfUXn43oA2JNoIpSsphoYKSgwFSuF4Be7GsqOsGRKtQdGK0omKXbRs4ONxjNp/R+gYfPd57fBYKVTVuFa1KRsEjcQZHmRMLQ1k6ytIyGJTEGGmaJrs0pKycbjDGYoxjuZziW72Hi8JCEtpGXRfe9dG1xQh4MZwvt/jHT3+and1dpf+/fA9uzyEWb7GBAMV9eLyADQenSxUPvGe0VWCe1GXgRQP1EJoS/FVIEzT073wO5S22/+ONRKKlZElkTsUJiT0i96k5wnOwXdIYixfD5OJlrn3ywwx2x2zvTHji6ce49MguAxTAPSoXHIQjBq3na3/4Ff6v/69/SR0js6rie999AXgwguhil3dvTn7j/i2++9pzfPjJwGPnrvHxX3mGS1fO8eiLr3Hr3iHHpwsWszlxuSD4pncQUF21rPWShNBAyFZ2qh1Q5PYcXe9CygkaKG0YocUiwx2SGWCTULgCJyVGEm1sVA0gDSBFAokQPAZtCyisageFGFW3IOOzMWoBxjl1nXIZcBVago05UZS+p71rN+iadMSovpB4ZQikDDKrhkBHT08E3yWEuraKDZhoc4ygcV7MukIhRk1Sk9656ty6SihX6s9k20fTR3sqxZA0PgXEWPXISFpN9RlUTsljxBKqU07v33zTOv/gffd2jVUIuYpHY/Icnx7S1jUXdy7gCof4hLWGNihDKghoSSRm1XnpOiv6Is1ZzbBE5wfZCf318bN+qMax6P0gOfeIGthqq65fAYJdVT9lnYkOEJC4OrAuj2Ht3KlVZ+wCaIzRtahnKaN3mzWqPeCcqud3rOS2XjA92sM3tVrzvovP/s8yfN3yxo2biBhigI3NHabTE2aHM47vHPDa9bt86hPP8pmPfZBrTz3N+aeuEW99mOa1HzK7/hL18R5xPqX0FaMYcFbdNorQksSDeJJpCMGp2GCe7yXBIHq1KTa5Tb0r7EXN6EwWoEyo9pPJc4+Iw1jJIJC2BakLlUNiJEkkhIYYVUze2hJTOmoxzNoIG9sMLj3GhY//Eh/49d9n8PhHYLjDYrHkpR98h7/4zvd49bVXuH7zJgf39qhPZ9w/2Oe1V1+lqd99oeifdLwj4MCiOiXGlhCV0rOxsdsrxg4GlrbRi1JVc6wptadrPQHvlT7Xq94rKlr3sw22T6F1skj9n2Ps6EsdCpk6yDa/u0OJu3Qtf5akvhDRI8yytoinNU+ETE9aZxZ0e6g9RpyZ4Fayg6tj6FCNM4fW72F+dVr1lvafsI4LZJGg1QqwNqk+ABKsCt05LZIuVRVIZq094ec4Ehn1h8ytR1C6UBQhtTUvfOcbHNzb53T/Pna4QVEGzj9xjQ986BMUow2uPX6ZO/fu8frte9y6f8zR6RwfpgQvJFtQUKhfePauNVhinsq75L7DioXcMtCDS9KfuP4658XkTGC3LljYYUCJnoWhoFfQYIIsXpMSDsFgSQls02BjS2wr2nZBaVomw4Lzu1s8fukc1x69ws6GJbVzYtOwPD3i7huv4Zspd66/zh8//yLNdMpyMV0Di1b7+V7RG4A370siEVp1EThMJwzGBW4zcO/eAVevXsYUQtUsiEEAx3CjJA4LyrFQjkqK0jE7XeK9Z1lXWbBN2QOdcn7KvsqkbDuUgZOUpK9O9W0Bupfdzum/TvGof4FZaQP0U1W3Hfrnu/9Fx2ZQsQl6xDNXmQeDksGgwFmDkYRJkaauiDFQLRc0i+U7czF+TsMDN6ez/uw9aqe480LltDIw3tzCNzVNs6QYjiisofG5L9kHpWY6damImaLXiRq1MUHjaUJCxGdPc4exltpH2gDiCorSYUuLFGoQLkYTjappOJ3NdAZYo6KK6QJV4eDkiGW1UKZYZ4vYF66lpyTbQjJLwKi9V261G2bxN+c00QiZumqMcHh4wP3793rgo66aXOXinYvuf4qhLVWGzh/EJeF/9Rt/wCfFllNUAAEAAElEQVSufkr3c1HBfgPzro73sATeQDuGl07h8gmQ4A3gmwZORtBEWJ6D9gorIKB4i2399MOT2GfGAQ0L4HCyyX7ZMEVoBsJn/s6vU2xtUCehPHeOxz75UarY0oQF91ly6mcMB4YUl3zhy19lf/+AEBzf/d7rfPFr335T4v/gJXy3G0OOTw75zg++w8HhlF/5uPCJJ5/io49f4/JHHuH0aE67bJifzKnnc0zw4CM+Cy23jdfKb0rExquIZhBVo/eZlh0DIUTaRtmUjW8IKRCAuk3cPz5itmxU8LBwFLGgDdA2Ibf32F79vcBSWKuAgNE12CAUxpBw6+6nxEYQawjOYo3aTAaiUoUBlwv2MapAcmGEkDwSLRILBZeNMh588MQUkGQoksmFFHpmoY2rZtGVM6IQUHHEAhXm8zEo4BFXAHLsQOnOQaFfj7pSyQo81nUrsxKiUtlTG6FNDEzJoCgxTlb1i5/jOLOOp4QYYd7MSSeBYTkgRRhPNrCuxJlC6eMhYGwGTwBC6pfObsLTUDXlsDzHMWvrs9ZrZK3NRLKoZC7UdTo/knptoFWRJ60KPXIWx1dsOLtZoFowsdtegpQCJjMQjbCmpaAtB6PhEDEWY4WUgiahoWV2ckRTLdYD8/fvSJBS5I3rr3P//n22z19ka2uHZtmwaAJ39w945fprfOSZa3zyI0/xwac+yPmrjzO8+RSzu29wcvMN5vfu0MxOGYaaItRAjUktybSQKqJpQRpMsthYItEQsp6UGJPX5qiSglHZSGISksXhUwiIcwiJotMNs+TnzWLFEW0iRE9qDaFx1BJxw5JoC5roCBtbnHvycS4+/QnOffLXGH3wk5jJoyx94saNG3z1y1/l+e99j4OjI6r5lOnxMYf37vHC91+gauv3HbuzG+8IOHDv7vX+exHDZLLdBzfj8Rbb2+eYzU852L/DoNzAWK0uGGOYjC/knrAs8CGuZ78nsw4VJDA5GSMnt2E1wSbbtQdkBCkoytdNBp1dYqcyi1Ek2eSJRj8kQuxuwPxJ3bzUzyuKAHfxv0jq5y6d5xOpU6bLny3rnqpvFkRgDad8+K/7H6Q/FiStnBre+k15wXnYq/J+9hPmz3eBOYPoptjvp4glRU2c925f5z/+m/8HxsLuxUf47X/4X/D4BzwbBZRSMrl2hd3tCRfOHXDz7iH3Dg84mU4JbUE0BWDVVi1ZIhayOBhtl/R3qLTeR8noImegp7T1LQQ5oetR7C5x7GjlQv57JGWNAl3kIiYmwGGcUtetj2q9FFU0JbVLSmkZu8DO1oirj13kyauPcfniLpOBY1wEDu7e42h/n+uvvMCff/E/0ixPaeulJo8pnb2tzrSWvHfGjwIpltOa0ES2t3YYT3ZpG0OzWFAHT+sTUWAwGjEebePKgu3hBoPSUZSWulpSVhpgNk1LynTvEBNeqUFaLeisS01BQlSGwZAT9k4zJQ8RcN3zkQOMDjDoAo2YzjKcEzqHhIAyC7ptq+CgWBUaFGM02TKG0dBiTWI0dMS2ZXpywuz4pH8mflFGdyR3minfvX+HxY7joi/45Se2qasF+3sLpSdbp3OwixjrsDYq62MtOhRntd+YzCiofB9vC1o1qltPG5Oe53zOsYbQB+KBpmmYLas8casYqbEG51y2VDTMm4q6bXTOBxVUzCCwybaI1po+CUgkRNRezFgoCm13sNbkCqeeCWst9+/f5+Rk+vDn4r106ZOKRnW7NLKW33/qM2w+fhnCDKpTTe7/WmJLgptz+G+m4D1UBqpHoL0ADFhZF7zdw5HE4IGZBOYXzhG2Bhjn+PDnPs0nnrzINM6IQ8MH/u6vIoWhqgJ7swXXDw64tX+Hvf3bfPu5b3P38L6q+ovnG99+gWqp1fXwIGD4Hh2L6ZRXX/oBt2/copktqeenXHvyGo9cucCjT55jo8gkqgjGQ5mT1Y4RsKpzpF4rIIZEW0faWqvydZNYLiJN7amaKldahapu+c53XuHO3ftUrSZfbdNQtYFlFaibmtbrcxlDJCXRfmNRMbkYVUhMjNKKY4o0MWGMJaUC3wknZh0pdUFwYAytFSBgRO1MrXFAIkZVozACxjpIFtsJEJMwIah7XvJrCWXCRkMyPleetdTgpAOdc2wZDF2ZyaSUH4/EmZgsCQqE5ep0jJmFBIRECDWmKNQ0MxpiiEiEyXDEheEmjSsfmnj+PG/D9banRb1gWS8xqK3l1uYOiMFZjb/EJSTo+RBRhkXqyXVCb00o2nPeHUn3v3R6Tfl5610Q8jpPFqDs1urIqlUUVLtize8aJOtZdP9Y6YB1+jNE1a8QUeFDcU7XE/QyWWMpyyILFyZSDFTVAt9U1IvTXwxgYG2klKgXc45jIjYNw40tivGI5r5ntpzxyp2bfP/11/nURz7IR5+4yuPXPsrWUx9j/Mk5za1b1Dev0+7dpb1/Hz8/RsKMlGa6RvoKg0esRZxBoiE1Jrcloq28ua1AsIhVbTtiSwyBlCwEwSRDS6Q1qjdgjMOaAbUYGhMJBcTGME+G1gRGGxPKjW0GF65w6ZmPcuHZzzJ88llk8jhtsFy/e49vf/95vvnNb/Lcc9+hni/AR+698TqvvfoaTdMqC/F9PN4xt4JupBSZzY76n2ezI+7fX4EHTbNYe7Uwnx/23w8GEybj3b66PSg3cFY1hGMS1rTvNdB3MT/UKfuZSv/c6+NMv2BLEoyknLypRY/ShQIxtESPotPkRG6tOrRCK8i0NN2GCpgk2lYFtDTIJLc9d2oFPZSRK1TdTnXna33iODuJdHNjYtWfurZXDx19dbsHXIUHxZl6v96U/54TkWp59PCNvhMjPfA177AQ+2QdEskHfJvAC3df+yFuNGRzc5MLj13j8hNXmYyH7Jyf8Oijj3Hjzm3u3r/O3n7N6bylqmpIDmOG2ksYYs/yjmKwhVOfYpMVikHvqxQ0OsqIuCifUXe182HPC8sZ4oUxmT6oAicAxgsuaQ+V9ZEQanw1I7YN0Tc4POd3Nnhk+zyPXNzl8qUdLl/eZjQscSZR2sSzH7rKP//zf8e//Vf/iuXJMfP5KWRyXocZdS0z7/no9C2HqsffuXmf/TsHGoANhJ3z27REzMCQqimTZsloMOHc5ALjnQIxI0IoaJqGelozny2JKdI2LXWdqaU4QuNpgwcEa0CMIyJ0Mm8xtCAuX/vc19yJCXZuBmtVh/48ZxaP5CoyMUDyCt5hwEZSvp/cwDEcKvUQyaJ1IsSQqBczFrMZi9NT4vuwfeDHHdfnJ9x++YTawN97+qMcH+9DEsaTTVRQKlKKio21GKzYLBalrQemLKEstfc0CsEnmkYVpjsb2ZSgCZ42CckYsN0sqL3lIaqaeE//zYCBKWwWElQXBRFDslnMLIFYBQSwOs9am/3erc3zaQ5eEVIEWzoFEEQQsTjrcsD5gC7Ge3x0oLjJ9/gj27s8MhrCyQEMR3BvH154HaoOwH7YEGAL7tb6tWcHbPDWbIOfYX8xQIHYAWyfg6uPIhsTijFc/Uefxn34EcQVGFfCh3aBRsHAcUk9r/gP/+Lf8idf+Sr/+o//kJhUOX26nFM3TV6nOl6grp8PrrHv1RHbivnBbQ6rW5jlkvrkgPn0l9nZ/jUuXNxmvA3DQq9MPQPrO0FkyQk0FOryhTU63RlQt4GkBdWqhrpOqjWVtnXKjCov8cyzF9i7t6CpA03jmc7mLNtAXbW0yxbvPVXdUFeV2oA2WoGPJNUPoqRuoKqWJCIheZqqhmBovacVaGOi8S2V90jyNK3H+0hMQcXrrENMgQQ1tInJZDtTqweYQMRBEpIp8v4nJAN8CQUTcZpKpqhAr1KWVdAQ47BFQfAR51RLgahrtr7HZ5zZKMU5JSUiJlEHnWzVRogE0bXISwvW40rDhc0Jj++OORoP6FyU3q3RMQI19sxggQSm81OSwLlz5+hEIW2u/oYYFZiRjAnklo7QWY3mCr2G0pFIwmLW9AliH9f32EDKoG3+WVLM1f7Vfmr3oH5oJOaCnsmxtoJbejxqv9gVr5xVhoIPkcFwqIKIokKzRC0YWkk0TcN8NqVezjJw8f6Y43+a0VQL9qsFo9mUqqnZunCBy5c+Srvw/NU3nuPW6zf4q0eucO3xa3z0I8/wsac/xKUnnuFCVeGnJzS3brC8fYPFress712nObiO4wSTaiRGxIGYRF0qsNSmpHaUElUHhawhASRrQNRitU1WW01SokiRYCytFZbWEuyAxlpkPKatlvjxgPH2JucfvcKFDzzN7jO/RHHpQzDYpW1b7r5xm+88/yJf/+7zvP7667z+6qvsH9zDETm8t8fe7Tvvjba/t2G84+DATzYSTbPy9W2aObPZfh8mDIdbWFuACNYWbG5czO8C44YgZuVValcVcEEXqy7FVJAx9a5jii4qzVsBREWlg++EDENvfyN2ndqoM1AnStMhxkak90KWvAc5TO2LjqtaObBGrz6DjXZVybVAaVURXh0fa8jzOq7aHb30dAfoIIr+lX0FIOUSQd5aguXi+C2v1Ns9HhYYdwj0SvVXg03BsHf3Bgd7tzn/g28ym075xGd/nU99/re5+NQzXLp8nu2h4+JuwcnVDe7enXPj7h537uwxnTWEUCE+kto8+bsCZx0mI9c2aMXRi3peG7GkrO7fgQNKF8tNCfl692r3QGelGSUhEhAfkRQya8AQfY2vF5TGs0mDdbC1u8WF3S0evXiey+fPcf7cFuORQ0xkPj/l4PiY2MyY3X+df/vf/bfs37ubwRO9t2LKKHiXvXSJ6/tyPdLEqqkamoywyQKqylMOS9zYYkpDaDxxFJA2UpRDBqOSgZRsy4RmUjE/HRKjp65aFouaxnuMCMvlkrr2hCA599fKl8tgWksi+VrPn3OQTMcBzcG/Gp7pw5MTAZuBt96mCbVUNApYGptwhc3MpIgrDMNS++CUnaK2lXVVUy0WtHVN+gUGBqDjUKCnrU2ENuKS9qWmFGl9w0lbs6wblosK37Y5IDCksoBBiR0UxCgE7wk+4r2nrlt8iKoHACQM0VggQUhZPT0SO7/rDM6UwxJxlqIoaEMgppgdBjJAPRhkcTYwuR8VJ8owysFwp4q9bnkbYkCkyL+HGCKLepZb7zRQbdv3R0LZgyPo1DKMgpkeQTiB7R14+Q04mP/ojSDANrDJ26Ed8ODQwqOo1Zkr4MkPIRtbyPkL8MknkL//SdzWmI2NAq5uwKgE0ety4+UXCW2NFeHVV1/jD//9f+Df/OEf8drNmxlQXD8G8lKcK5XvsxEChNYQ25blYsnJdMo8t80QEwQVD20TnM4iqdFrb0RBAU3whLLQVlFjYDCAEigKjbtGJQw2c31vLVBpE2xsT/hQPcGKtoI2PtG2mhiHJhE8RK9xQEyJ2GovfzJKHE0e6kqoq0jTBNrG07YNVeVZ1i21D8zqhtliyWzpaWvPycmUpq4IoUVSqzohHnwTWVQtdRNp27ycp0jbqk97aBvaVuFjdTCAThAziUDTCadltqnNrCYMyQyxdqytALmYYAi9TlW3XkuUPj5z0kngGIw4RBw+FFmctaVOp9hJzeXLGzz79CM8dclR/zC7Pv0cxxkwYI010Me0uZ4WY2S+mCIGhoMxrhwiua04xpR1ygSsIZpAiB4bLR1VHwGTIrETfs4FLSX0xT7k0faSXKxBi36CrPLyuBKuTLKK0Um5FdmoE0SvRZAPomvvBc0/irIgEbFOtYtsZo21oaaeTxGJVMsldV1DdrD4mzCW8ynLxZx6dsrEGaqqwTghzI85vrfHKy++zg9/+Drf+sCLPP7U4zzx2BWefPQKVx79Fc6FT3Pu+ITq+mvc+/oXqI9vU0+PCM0CiTXWCNY7fNUQ2jYDkMokyNqFiNUCH6LzRMAQcttytIIbjvHDCXG0yeaVx9m4cIXJxUc5unWDybUn2X38KQZXrmLLXaK1HM9PuHXjOV558SVe+MHLfO+Fl7l9eMx8UTOfnnK6v09bLzm4t9fnCb8I4z0GDjw4EmmNvrhYq2RbWzCfH9AljBubV+g6v1wxYDjaplP/7qs1ABjtSZGINavKhs0WKp19oQ+5wocufjFTkF2uHp+t9ncPvm63sy/RV2UBwBQzKGFypciuWAzQAwTrt9bDXAm6T+70FeRB8GBtCz2Cmn9QimvXx5U/YQ1syEegE+t76B5/kE2RCBiE4Gv2br5MSpZv/fl/5Hvf/Cqf/a3f4fP/6J8w2LRsu8j2xW3OjTd4/Pwm9y7tcOvuEfcOTpnOaxZtjfcNxpRIcKRgMMmRQlYSFpDCEGNWXU4JCZIFUGyPjBOlR/zpegpFV3ZrIjbUuNSS/AgnEUuAtGQ49uxONnns4jV2t3bYPbfLhd0NhgWU1pNSSzU/RRBiE6AO7N+9zX/41/+Bg7u3ATAmqo3fCvrKwXvqTtf7dnQiP8ragBSFet5Sz1vMqWAHho3zE1yqCNEzHA6JownWWiZmyGDgsNtDUoLloqEcjbKLiKLQpqhpm4QUQgiQmqAVaDym1Z7XZAzG5upuDhZB+8yNGDBaUTBItm9F/ZeTtvlYtRlARHDO4By4QgjRQwoYIqVxJO+pl0umJ1NaHwht+76+dj/NuHmwz3eLgiZ6bE6w78+m/PBgrxcFG4vl4xceY2MyJkpUsULr8G3sq/dabIvUqaUlYCgYFCXOOZzo34NoT2JIkTJqf3ExGDAcjbOwpMVam/3JTa5sxdy/2GBdVxoVxKlwZa/fYkz/DCYiYqFtE9PpKYvFAuccVbVgf3+Pbu4WEa2Mvg8CSNEonRgTIzPglycXKfduwdVLcHqslU5n+ev7CpTK/Xbd6ClnIQngkUtw6TxpsgHnN7H/099DLu2QLmzB5TFycbJ6X177mrbm61/5Ov/b/83/jqaaI0ROTk555cZ1EBWvXT8Lq/1+q/3vaIPv3VGd7JHmCwgwC1OuL+9RH73M7Ze/ys7mNsPC4rJw73LpM71fWzRd1/4p5Eq5IcQ2W0Fbnn32Wf7z//HfYzjQe7wDAtfrG4OxxQ6MFmqMMDRCpbkUVsDnJN3k14dGz6g1UBgoM7mrafR3zkDwcNpAG6FqoW4S3ifV96gjTeWRvhKs80rbqMhgXSfakIgeQpu026UONG1gOZ+xWMwVfGxbqqqlqht801DXNb6JhBaqpVKKY2pZNBVNFGbtDL/QqSWEqIAHudLtY8+CzZJ7mgiLwyKEZIjYXG0v8V6o2hbKikev7fC5TzzB3/nMFR7ZheuxZaUG8vMZD4IBDxvdoxNC4PT0hKlMGY03GI42GIwm2dveYG1BiqLq/hGNxWLKAnQmM3W92mJCDxi0rVoOqrC5ZMcIgKxXIMoCi1knJqYuvpDsRCH9Y6zkgJAFKCW7SloVtwbEGgbDknJQEAHvW5qq0hhfoFnOOT0+oG8NyeO9pPf0jo8UmR4d8Nw3DgBhY2uTo/tjLly6zObWNstFxavXbzD4yxGPPPYIjz92hY89fY2nLj/Ohd1L7HzsM1x96kn88SHhaI90dJ/T+7eZnxyznM9oF0toWkyTlFUQMvPGgpFIlEArkVQ6ZDjCTSaUm1uMdy+zvXsJ2T6HnL/EYPdR3HgbyhEX6yWMNok46nbB3v4eb9y6wfPf/x4vv/Ai9+7c42Q6Y//4lLt7BxyfzjEpsnf7topL/oJd2/c4OPDWI4Q2+4LqODp8jW7ZMcZRlht9RXU83qEcTMipL+PhdqYSZVTToJU9EzEZ1ZWQICl1NXUrE4moZWUg9aBDiIoAhyB47zMNWPvNRWKusmRNAIlr7QG6vytLG7o/rCqS2Xpj/T0rDYSHjPU/pLUJSWJv1rCCARKdMI50b81UqvcmJd1kNnck5Cb/lMBgSE1F1c756h/9Cxrf8Jnf+DSPPHmZgSuYUDDZGnHl3FM8dfVxbu8fc3S64P79Y46Pj5ktFizrhtZHvIcYaj13poQgmkgEQLJAGZ0OhdWFPEE2M0eSBiGCItowZCCRjeGYctAwGm4wGYzY3XTs7ozY2NriwvaErY0xxjoKAyk0LI6nSAic7N/m+899i8PDPWhb5rNjXn7xe6So1Nskqn0MHUL/C7gApTd9oxWkNjDzS+qp59JjF5Ay0bY19SISbcW4HOHMgKZpKScFhTjqqsb7Ck+BKRKtj1hnqJtAMTBaORCDz+0rPiXGk1IdEJpWbbsktzRJwrgCYxzZX0mti5zN/YbaThJzBcIZwTjBWnVTEEHbG9pAtVwyPTkm+AfCuvct8+MnHy+e7PPS6cHa/MebANO5MVTOMLHqANCJQ0oEiYk2BdosMoZxpCSIdZSTMdYWWDFKAiFl+8HYA622KCgnQ4ajcQ4M9TmvmzartCea6BGbRddEcM6S7CrBp2OYGUOMGvBKTgiuX3+9B7zez89oJGGTIdlEkxKjwYiyTBDmQITTGpofh1r5s6YwKiqVstBseOox5NwGMhkiV84j/9lvYnY3YWcDPv54VouDB1kK3/z2t7l+/w3u3L/Nf/m//z/z8g9efPNHPWhR+9DxIJ37vQ0MAITZPrAPwGIqLO7CvZeE73xReKsQ48cbwrVrz/AXX/8zyvFAAe6s0WNzC1BsDX//936HJ5/6QDaAiVqRHZ+nHDvKkS6r9VJPf/ComLXRVodgobFQDOEkwHym4EAMYBxICXaozJaUAfzkoXQlRpnJWKsgQ2wgtLrt/DivYq7s0NA2KqIYgya7y2VivowEH/BNS7VsqJeeel4TQqKuG2azJXVIXL91yHeee5HoF6S2wTeehFXthcZTVQEhZbva3HufHImCNujvEEOIljoaJhsjnnzmCr/2tz7Gb/72h/jYVcvJ3hy/twfpvWWN9+BUp+yCwHx2ymI+oygHOk+agtFkA+fUYQYpaGtPIuKMVc0w1EVCLQFTH68KyhYwdGxfiNlNoAOwQHJ837GfOo5G6gEZMSYz+0z/eRbB2UJ74BM9ABG9pxiUSBKaFKiXFdNqSQwNJveXxrWDfx9P+T/jSMxOT5lNp8ync8abG+w+8gjFcIg9KDk+POD7zz3HN/5ih8cfvcrl8xd5+oNP8Z/8nd9m8+IHGImD1LLp56TZHHxFamvwFbGpiE0NTUNKQkoGpFT2XmmR4QA7mCDDEoZDZDABGaM2q7Co5hzNZ0z3Tzi3c57jO/d4495tXnj1ZV67fp07r19nevcux/f32ds/ZNrWVE3g4P4+zfLnYxf6bo33LTjw8JEfyNhSVSuWQV1N+2oOCBuTc71CtSsKNrd2FLmOBmcGiOuWRaN25uQaQJ6IENUriDnRjxFCTFlvQEGLRMxqp7mXKXWCpl1fVcd/Ii+cKS9Eq4BCJ5NcCc7JiG7B9jQufbfOhr3rY7esy4qW3wXcXc9UfmEPdKQUkZT7dGyirk5pm7+OGvrzHrF3mtPRYcMJH43SdtvAX33hD5Gq5ujZD9Oa7/H4Bz7JxceuYkziwtaY3Y0NlsuGxWMVJ9Mp+0eHHE2XHM8rjk9O2N2+kIWREvNlTbVY0jRerfG6RantTp7SmbWdxClDxQeMMQwGJUMnXLu0yaPnR4zGju3tS2xMttgcDCkHI1onSFjgrAJHMQaaekE1PeXb3/gqN1//Aa+8+B2q+XFOKEQrKaKWOiGyimIk/QJPVQ8fbdXiW8+BHDIbO3bO7SIIXmqWUuFMSUTY2NrAOrAu4mOgHAluUJAwWGep6zbTuoWytNTLlqpuiRHKwuJ9IpYma5WIJp/ZTaOw2Ts3KmPI9ur2EFAAIsXYu1S0tdLRYoi0larZxlzBetP4G3RBlen0oxkvJmWLscKsgsGI+kobSCERfUthHNvjDaIKSpCsIVmh6/KNoBZXMZAECqvK0tbo/TAajRiUJZHEJCSWy4r5bJZtBxU0tjY7mouyyZSZlVlDsmr3SUldKLa3dzg6em/42/+sQ1IiGvj4aId/8MHHKHaA3THcOoXbx9C8/TeuVgq1BUFMCZcuwmOXoCxhc4j9L/4WXNtBRg4mE3j6cc3+pAMF9EuL57/+b/45X//zryIRvvLlL3Pr1i1CDCxmi7fegTfvzQMjy8r/tYyC9+pYqwA/QB78aTDK66//gP/7/+3FHuvrRX+7T0vwr/7l/4eNzR2iBJx1jAbb/M/+5/9LPvOrn8WVqtVRN0nbH7wm8MNSMDZhDZRD4dLlMdFucnuvZjScEIIQBEyhrQ0pQt1GJGkcNh5YyhJu3pxBSvqc+xZjYVgWbE1KNjcMg4F2pFgruEK1ZKUVxCnwvxUArCaOaUgK0NYKNpBbILwomHDn9pKXXvwgbdvQ1A2pCeChaQOni5rFssGGSAiqjVM1DfMm0LbCYukxyVMWFjElS1Nw/tHzfPqzH+Tjz+7y2COW+X7NwfMvM7v5Br0t83t+JCDQNEs0LnY09YLBaMRovIm1QyRX/DVmNRlszQ5BmbHrnKNwRc/UijEQk8+isl30LpCtNg3Sx1Ian3djTYhQFOhPKWkDoRFsnkdSVFvNlATnhGo5Z3pyoGtD2/Dgk9KBFQ9+/zdupMT8dMp8OmM6PcGWBcVwzO7Fi5ii4PR0yvR0wWvF6zz/4ktcv3ePa089yuVzFzi/ucX57R12xzs447Cmc5NQMC/XNXOxs2sm0bysjaonFFOknjccT28znZ5ydHTC/dt3uHv7HqenUx6/dpU7d+5z894d9k4POD45xM9mHN26zb0btzidzQkpu179DbiIv2DgwMNHSlGR1zxOTu/134sYTk72+sr51tYOk40NTb6M4dy582p7J2Rv30w1yIl+TFnFNNJXCLuE3QgMCrXY8V5VbsmkpxA7P05ygUGBAmNyb13et25R7oULk1bO1ycb8p/6GKjHBoTQuTHkBHK9N6z7TOj6XsE6pT8H3wllvZdHTxwjIx8QDX6x5Bt/8sf8xRf/Iwwcv/T53+baMx/nYx//JOcvXOb48ITJZJOd8xPObxgevTChNQOOlzWn8ym7m6WKwdWR+TLQLGbMlxVt29K2LU3TUs0r2qYl+kAMlrIoGZdDhoMBpS0YDgYMB0M2hmMev3KZ7U3DeDhksrlJTA2h8YQQwXt81RJq1T4i1vzFn3+B1174Fq++8BzTk31S9Dgj+Z7R44y0vUJux2rppquftebzfhspJKYHM6aHsDyplV6IsL2zrY4QIkSTGAwLCmuwpWDtoOftWGOxLtI2IGIZFkPG5ZCqbYhBgTPvgz4TsestV5ZBSGT14gz4pUTbKqCnivSiAqdR1bbbyjM/PVYaYvzFX2De9pESx/MpNqzU0qvgeflkD9C5OLaBK9sXmWyNlfoctOdfQV0FYkNSl20jmdlBoIqRRVtzoSjZ3d1lPBproGiE8bhmPB7y2vXXuXn/NhfPX6IcDlSrQLpqk+7QbDZTgbSe3ZQwxuB/gfQjggjJG37t4hZ//yNPY4YbsJzD/RkczX7CrT34HGR2hVgoSkDdRGQwhA88CZMRbAzg8x+H33wWNkvYLpGr56Bc+ZLHThgwwcHRITfuXFeh0rbln/1X/xf+8qt/eTbI+5mnzfci2+7tGT/NUSUSKXSa/HLm9924feulM+8RDLffeJ6NrR26FpEUV/3kyoY0faHEGMsnPvE5/tE/+Z8Q04TBYIMYLMEETCkUAy2k+Cbg25bCWAaDAeWg5NXXjsA4tja3iSERY2CyMebilfOkkWEClJLZBAaWDRxNc03HqKq+ESid4IAiwsBqO8OwFMxASBWcTBO7lyb81tUJIWkyUySVxQpBtxtUC1sZEjEybzyni0C9TCpiKAlnlRHVWsvmzoArlwxjA6dvHPHdr3+Ll174Hndfe1X78d8no9PgUs2AlgRUi5amXjIablAWY1WWt0KMLutaaIHEWdX9KYsCa2wPDITY4oPpiTyazOXwMHSMvs7m1uS5IvUtB918bWzXHtjF/boxBYQjddNydLhH8DVtW7Mq5L35GB/2/d/YkRLVaQfCnrA4OMINSqSw3BuWEOD8pSs0Vc2LP9xgOBiwubnJ1mTC1sYmO+MtxpMBG5MRG5MJo+EYN1CxzxANIUFTtVSLivlixul8ymw+ZdEsWVYNi+mM5ekUX7f4RcUbN2/RLCs+/vFfoqpqnn/5eWpaDg/2WZyccLq3z3Jevaun7N0YfyPAgR81Uoo09co7vKoqZA9ySZ/9vW1FLoFBOeTSpcs9sjgcDiiLAVozysBAihhiT2lCVBHVicXaFeok0SAp9+xZofUhTxwarKr6vSY2qa/6Q08B6N0TUg8ePKhNkETpVz07APrkMknHR1BgwIiicN2/99MQ8Tp5Z7vBYIBYYxqgsXznj/+YF7/6ZfZ+7de58uTT7DxyldHTzxCKDQiGsXMU5YDtrTFN2GCjCJSPn+dk2hBlQPSeEAON9/i2wftAPa9YzOeE1lNax3gwpHAFw7JkPBxRulL7m1Ni//AS3/vBNr/xG7fADDASqP2S0NR87y++yHf/4ktKTQeCr7hx/RVOD+4jxF54R9c0pwyPzBBQ4aGwdh7yf39TF6AE81N9lkWEerkPJExhODo44vylc+xc2GI4HLA53iClSF1X+CZhkmNYlhS2QBAKk7AdpTyJVphtZu6I6RkkElNGkxPEiG9b6uWClMBlwbrTo8O1fXz/qNK/F0dF4gfH9xC5xyqbS7nNaDUuloYgMWvEGBW9oqOi6nuytriqYIdAHeo8bxu2trYoy1IDRRHKssRaw3Aw4LOf+QyDcsBffe+7HE1PcotRBoUF7T/2vq9OQRcA/2Jcd0GwSQgEbrYt96Tmkf0KWg/jArbGMJ/+hFv1UIiWZDfOQXSQID7xODx1FbEWzm3AP/kN2BrCeACPbMG5cc+AO51OqWY1CZjOZ/x//9W/6M/5t77xTf7sC3+agfzE6eExkh7CtMqJwOpare6x/2H8LONHnz+TWZAxRe7du8m9ezf7v61fgXX8ptviresv8sUv/muQAkOBiMHjwQjWqsNMjHrdba4kb2zt8Pt/8E+4eOFJ6qMNUrSEkJiOtlgcbXJ0yzIaGlyhyaixwnKZOJ0HQookSX2MVzrBIhQRiszSnEwszgzY2H2Mu/ueorDs7owxhTAuhIHA2GXSywhsoSQXW0AbLU2wRKsaCzYXpoLKDrGsoak9t28ec3DjBi9/+1u8+N2/wsea09mU8L69V3OxJyZCrJl7z9LMKYoiF7UKxuMNiqKAlLDWaZungd4lyEDhLDbRO0XFDLikjgaMamQ4p7pfEcmuQpmQkBJWhLqakUJUycncLta1l1X1nKZevKmA9n498+/maJZVpuhDx1Wupwsu7ewyu+cIMWAKx9bWBju7OxSovokrtCgnxqkTEWCMCsbP5wvmJyfMF1NaX9GGJms/WWbHU5IPhDpwfHDI7duq3+WbGlLklddepfYt8+mUtqr/xiI6kt7miEXWM9RfsCEialWSx9bWFhsbm+jik9jc3O5ZAjEIKftvkuVROlSyBwjoqrxqf9NR+UJMWcBFJ6TYTTn5vXE94V+7fCq6uIbQJ3I7RVr1uub/u7BIOos1Saj1bMKYxHJxwsH9Gz/WebHWvqvXXdDJvj/Hoj7BAkgyWAQVBnMUG1v80ud+ne3zF6EoSb7FAlsXLvPUR54l2cQTl7a5sL3Bcy/fINoRxpTYoiDGgPctpERoPcvFgti2DIsBZZGTSucYD0Y4VH+i9YE/+aM/5etf/S5XLi/prDZjLhMc3rvDwd7d1ZHk6/ng2ex++24mGTGLsr0/xpsxfFtaBuOSjY0Jo9EoH08g+sR4PFa1+rKgMAXGGNrgtb2krgFtD9JnV5/p4BPee06PDnsmTghZTPB/GO/qeOr8FbbLCRISSQzTesmyqQislM9FBMn39MbGBlevPcmlS5e0EuVcDwJD98xFDo4O+M4PnyfGyN7Bvs4HfwNHNvfkQ8Uu/4tf+WV+0wfObT8GCwPfewNOln/dJlbDlcoQmFj4/7P3Z0+2Zfl9H/ZZ057OnJk371i3pq6qruoBaDRAYhAIARwkURQt2SJty7T85FD4xS9+dYT/BT/4wQ8mrQdH2A7JipBtyQpKJEWCJAhAaDR6rOqq6hrunPMZ97AmP6x9zs26Xd1osG+N3aviVmaePHnOPnuvvdZv+A6DHL70KuQV5JJ4fR/x7/xKqq5oCdemYD74523X8uDBQ/7BP/j73Ll/jyihaWu++Uff2K2VMcTUmf0J3X3Rl/l3BdZeVPjTj6D7PI0tDDzdbz/938Qnvvvz/kQwmc7QKiPJ1/XNEiF3kPJEPd1GadumTUKjbOOoHRSd7Z7dx3VSM5td5+/8x/8bBrNbCD2myHKKTDEwmkwmVEJVQFmBydM/ZWC+gtaCKVPOq4C2g00LqzqyXDXMj4547403OPrhWzz84btszs+4cm2Pc3/Gv/rW7xPCZ4Va8KNjG0o+Rsdui3UKrbMekScpywGZybHWYkyG0nJXKAgknYZtvOx9L0Dbo1C01hADm9V5KhH30IJdSVAIXPf55pR/mocQgjzPd4hnBFy9dZUvvvpqonP3tAIQveWnJpJsSSOSzaZmuVqx3izxoSPiUUC32vDo/qNklRm29vN+956pxxg/s5f9aeYGvygOPMWxU6/np0copibWZ3Qmfq7GTxB5/BnH56Vj+HkfP+va9Yvr/Ivx8zjEE1+fyitefrGf4r68bKH2Ia+2e40Pe86Pe/Vf3M2f8fFhMIPLv7sUrH0AH/IUL/zjPeXPn8NPJsU/8fi5bO/8+R+X9+YP26d3xZq+cSZ2pZrH//+wU/WLPfuzNXZX/qeM1X7eru8vigMf0xiOR0ymkwTtD4m3enj7JroyNE2z8yWXOifLc5TIQLQoA1V+kESqZGA4NuztV5ydHQGREJPfrlQ5q2XN6mzD8mLDgx++T6YVTdNird9BHLfnNITw+Px+GCTyExrys8ZD+AuMx/O599mVUJUSKV0PU5JEqWk2jq51SRzt03JhnvLYBuB5nn/Sh/IXGlJKqmqwQ7hoozHGoKREqt7CFHjxxZd4/vkX2CrkRyF6C73ex14mscE0D0R6Da3x3tM2Dffu3iPGkLoSCN56660dQuji4pyHDx88vmd3JFoA8ancxLz3PxVPfu9gyt7BjCih6yzWeqpyQJFXKGnI87wXhvI41+FDpK5rlsslXdckWtOl67B1JTFGk+c548GQ4bCi6zqOHh0lGH9MUOF7dx8lqkA/rE1wfiEFUkm8fbKD9uRatc0SenvZ5Ff5xO9+MT7tQ2u5mz95Zrh16xqFUQwHA/b29hlWQwbVgJOTcxarNUoptE7CVofTMRfzOdZuiL0UfQxJXPhbb99Jc2r7RgLqpmNVt5/gp/2cjt3tdum+67ffPM+ZTMcsVkuu3brKZDyibWqGwxHFsGS+nHN+csHe4QFZmaGVYba/R4zQNR0nJ8fYzlJkGePBiGFZ0jY1MQaKgUqoScC2Hd/8xg+wXVrHj4/OsfbzoxWitf7Y47Wdxeul3OCx9hUoKfHx8bq7dYkRUvDVX/4lvvDSCwgDr770KjFEvvSVLzHbm9F2DfP5kuOLc+arOefzC9quZTgcceXaVTZdzaZZ0zUNnbX43rq2c47OWS6OzvjO7/9pjw5KnWQBHN89otn8BZBPn9LRdd3H+4YfoDU/RsFe3kE/UOTpr71EoARUeUae52zWG2aTCaNyxHKxwLskNkxIrhJCClRm2ApNRpIwMSIhpaVSaKUeW1GKtDes6jXH83O2iOsQPK21dJ8jLaBfFAd+xiGkwGQJhh58+jc5nDG5noRplFBU+YDnvvASzzzzPApF23XUbYMXmqa3HgvB42xLWc7Iixy8J4SOzOQoprjYEk2NMhapJRGP1Bbb1bjQEGMSRSlyjfOBN7/zJkU+5N7b99iczjk/PiO4sIM5xi1krS9WbNV/P+kAVu7gd5+/sfW/FYDUgrIwZBnEaFPxRwgQhq4JbNbtpUTl83c+Yp+QFUXxqbreT9o37sQ7+99lWcaXv/xVBtUwqc8Ph0wmIwbDAUVe9FQhgbMuOQtcKrxdhjZKKdFKsNqsCSGglSLL8x2tZTwZM6gGSCFYrdZEBMOqwhjN22+/yR/94b/i0aOHHB09unS8kU9hXQAAa+1PVRy4euOQK1f3MVlG03UIpZkM98izCmcjtnPE6CkqDRKaumG5nLNcLmm6TSoObAPC7fmWicI1m0zYm00ZDgZIlWhQSglC9FjfcvroJFFDhCZ4yd337rNZb8iLnDw3zC8WvY6KQmvDarHGWQ8xiQj66HHOIyVMJlM6a2mbZlcI++zQaH5+xpNrjxKCl19+jqosqbIccCyWc4pMMh6N2Z/tc7h/wGg0piwq8rLC6OQbrxFcmc34p//yn3N88hCpwDrXQ1UTYdlbm7jIKnGP16uG+apGbfc9kRKdxbrhrXtHP3K8nXOf2nv80zS263hCYEaIqTFSDgu+8kuvcf3WNR48eshwUqGVTIK+SmC9pa43eJ/iIZNlaY0fTlBS02waTk/PiNaTZZrRYMigKvHeI0VitUgZETHSNjWr1ZLMFAyGI95//xGL5QaQ2Nby1hs/3B2v9z4dw2doGGNQ6knLzY9+XC4QxC0vVrCDcc9mU27dfoZAoByUHF69ig2Ov/Jv/ht85Ze+zD//g3/O1f1Dbly9zma9IvTig7Mrezw6O+FsueBiOaeuW/YPDsiGFW3XUtdrXN1isowI2L7g7XrahclzRITgXdIXUIqH7z1gtVzhXWB1vuQH3/oeq4cXBPfZoWrEGGnbVMD8uGK1HVX5idj3g9Q8ICaitQQyrclNgZGC3GhybWjblmFWMBqM6LqOruuSK1eM/Vork52uNmiTtL1CzwTTRmG0xpgM612iD0qRRKd7ZLcPDmctXdexqDes67rXpIgEAsuu7o/3yU/26R07+txT3Gh+LgQJZ4djiklGQBG9ZDCD516doqTn9NGa40eOa9dfZDAbg9AUWcWonLC/d4NBtYdEUbhAaS1NB8YKiiL5ryoJTQfRC5QOGBkockXdKoQUZDlE2WBDmwTknEMqS1FYQnAY7QhijTaR57/yAogB1199mWbZ8N1//kdsHp6xXK2JztM1LfRq249rAp/2afvZGh+2wEXSAjMYFBS5JEZLCL0QjlKIqOii3/EO4+ewMPBJjR/ZWD7420vPe8wZE0j2Dw6oqgqlNIPBgNvPPkuWFzRNi9IKoTRtF7CuhdjgQ2S53LBar/vC2wdhjNuKtZQwXyxTYCmTRkGWpe74cHjBoKqQvWBhWVQ4G9BacfvZ53nxhRd54wev861vfQvvPffu3aWuN9iu223kn7WRFRmmNLTOIrTBZEkx3HvDxbyhaxxd2+G9oxgohIg0bUPbbnDWskUJQLIti/Tq0Eol66GupetausIkv2mTugExemKw7F8boZRByJLgFJPZjLaxfWchcnb8iBADUknKosA2DoWk0Ek49NHREZu6YbY35Xf/6u+wOF9wenzKo0ePOD4749HRMYvFkh32OAps9+foDHzy9drP9XjxxReYTEZAoKlbHtx/yP4scbqn4yFKRi7OHuFEBiEge/RO9B68RXqLkiE5EvlIt6m5tjfj+NE9VJYhlKKzjuBS8pdSgpi0XwUMi5zRoGArZpnWHok4nPKl566mZwuSQ4aS/OC9Y965e8Smtb+YFj9pxKRfFIkMRgOUEjgXePWrr/Clr3+JEBxeemzXJRSl7IWepcRi6dyGshwyHo4YDoZUWUFVDJCTfQqZ4bqOPMtSoVGI3gJP0dqGzGggsIgXtGuHigY6xfUrh0xGHQndJbh180ZSuIuBk5MzHj48ZrVes1yuf1EA+gnj8v7dy3mke2k44PZzt/nSL3+Fv/nv/7sIrTg9O6UqK84vztC55t177zGajtnYhtffeoOjBw9YzC+w1jGeDVk1G1b1mvV6TVc3jPb3KUcDQgjYru2ftwcyIQFDr92ltWQ0mSY9iRgQMaLzjOsv3sQFT9taVosVnXLc/7Mfggtok6G0plltODs6+VQi/j6u8SNIkA9ywZJTUwzEJyJiKQVaKXIpMRFk9KioyKNER0GMkq5uWdqElFZKkueGPMvRRiOlYlO3aKUoypLC5DjvQUryPKfIc/I8o7YdPkaUSnaYrrOsNxuclTgp0EYlW/Ag6KwluPR+1bAixqQn5b0nELG9zbh1bveZdvHn5zTc/xwiB9KkzIokBlgMcr78l19EDxSd8LQtyKgYZDOKPEOIiFZDysEe5WhMFFmqZOmCegXrReoyESEQODpeM1+0CKnRWpLlmovzDV3ryApDlmmKUnNydkFZ5QxHI7IcAh1N4ylKxWiUk+WeGC0q6zC6RsiWEBxRlSit0QjquuHs4TG+bfDHF3zrT79F13TYuqUvrP9EvYKfnFg9vfF5Qg7EHiYg+q5F2shSt3I2G6NVJMSuV8D1yU4wCLou0GwszgUQ8nO5aXwSyIE/bw4Lkbzpx5Mh4/EIIWRyFbl6Da0NIQYGwyGD4RSpMjpr6aylaRqsD/iQxCWddaw3DZu6+xB+6mM9CiH6TmDo5z29YnVm0EpSlgVlnhNjjyYYDRgOKmbTEVWZUVUlg+EQpRTf/c53EELwgzfe4E/+5H+gbWuklD/SrX4SGfFxjZ8GOWDyjIOb+1SDIVleomSJ95J6FWhrR/Sp0o+MqMwTsThXE6KF6BPkT0m2Lg7JOUX3m6+nyBN6YDIbUuQZOk8K4pEkJORDgxQZwWU4KwGTkAEkiyqpXXovESmyDOEDhTLsTacc7B2w2dSMp1PK0Sj5LgtwneX+/UfcvfeQ999/j9Ozk6SKrSSLixXOuqSYjWC1XFCvNx84J1uBo149tH+0F4sViU7yOVwePrIxGJRIJVmvNiil+b3f+21uP/MMPjjy3LBarnj/3bcQPjAbjyjLnLOzE5z1FEXF4ZUrzCZ7jAYjjJYUeUZuMoxSEMBZx/nFGRcXZ7S264Vt0/xfrFe9XW2i+cVe9Xy7T0j12OkH0p6c7C8lwadg0wXJ2z+8w9nFhiAVbfCcLlapyP9zMB4jAi7vix/87EorRpMRs70pdbvhmedvUQ5z6mbN7RefpShK6lXDZlknZGcxwNmWIi8ZjadEETmdnzIYDplOprt9YVANGOQV9WaD8B4tFN71644USKUhukQ5i5HFYsFyuUIrjZCSxWJB11kigs565ot5cq4JDutaNpuG5XLF+cWS8/NFDzbxdLsCovjQz/tJjY8aOXB5v768b13WXtBaMhhUHFzZ5yu//FX+rb/1b9MGS1YVjCcjLhYLFvM588Wc49NjFmfnjAYVtrVsFmu61YrNck5rOyzQdjXBWVxnic6RDwYoYxC9BoGLDjMaQm8Nnv5FdJaTjYZAcqhRUpJXFcV0jAsB6y2t61itaozIGe9f4eqNG1yfXeHu997iH/5n/yVH799Pn1EIog9pnUgf+HHCLD5+7vvHgRz4ABrk0nUOISJlcoLwJJqWkRoZBcRAJhVaCoxILh8ygskyyrygyHJs1yYEN4IyLxItdFAxHAwpy5Iiy9k0LUopqrwg05rWWmKEzKQiQjkocDEitUZrhZCKum2YL5fYLsU1zjkuFnOWm02iQ3Y2oZBcsp523uO9JxJRxhCJtF1LwNN0bSIgxpjysN2J356cj+SU/9jxC+TApbFbarYigLtkTlBNcl760m3KcU5eFlTjAcvNBUSJMgHDgOnsNkU1wghNkQ8xpqJpNHVn2XSBZlPz4O6c06N1zzlO77XeQNP2/WUhkDLStQEXPGrLe5QR7yVZETBZQ5YJTClYXjRkhWY4KRlP8lS9zhTVcEA5rKgqAc5ggyMYj9GB/ZvXIFjC9X1+8/nrNOcLfvjN73FxNmc9XyY0Qn9GUsMq7r5uN+SkwvzZgr99UiNxpfrvle49llPn0fkWqVU6w1oiXEIUhODRSqKNxnv7cxP0fVxjq7vxYaJj49GI8WTCZDJmtjfrPZE1o9GIvCjYGtadL2rWmwvqOrkPdLbrre0Czgeij3gfk4f1lpZwCeK+HTGm4o9EYrdJfPTUXUAQMeuOvK9IxxjJzBlVmTMcFEwmI/ZmU6bThvFoyBdefpUYPFevXsN5x9tvv8lysfgRruCTgdanaWijGI3G5GWFNiW2k2w2HbbTeA+ERBeIzhFFQCiRzp9ItK6tjkOMSQ1cCoHzFqUUWZYzGgwZ9vQPqSJCRIL3KZiXiuA0m41jNe+wVhGReBcAiZKCcpQTAZNphtMpVZExLkoO9w8ZTfZx3rOoLSeLgA0wm2qqcki1lzNuC65YTTWaoY1GKMVquUAIyMsSBJyfnrE4n0NMvMcYAmfHx6mjrCSbuqZpWqTU7O9dQUnJ8cnxzt0CIj58fjiPT3tIJXn2uWe5du0K8/kFRVFy+/ZNQrCE4DGm5Pr1qyzmpzSrVQoky4ry1jM4a8lMwWQ0YzQYk2cFmRAJMYAiBkGMgSgFZV6SzQ4gBGzXpSCXyHmxwHuXOkbOE5yj7Tpa27FdIIR4HI+42F9Ln2yEZQhoIbl9ZZ+9ssIiqa1jvd6w+QzBlH+WcdnSEy5R9XpKBlJw6/mbfPGLL6MLw6pe0IUOlSsOZleIMWIbi91YMp2xN93j1vVncNYzqIZU1RAhJZuuRimFkYrOdXS+AxcIrWdSjbBtS7PakBdZetwFfNsgc03XtogIg7xiNphC303em+4TAecjm82GB4/SHt91LRdnJygRObwy49nbz+BCpG073n77hxwdnWE7/7hnKrbf9a5Rn76l/KmOH5c4TsYDfu+v/g5f/aUvk5UZ08MrFCPDer5ifnrB/UfvUXeW0+NTTk9POD87oZkvyaUmuoiwDroO3zXpviRimwZBJNcaJRVh06BEl4p2QpB7S9ek/V4ASiT9qKg067MLCKk4YJSkKXMuhmVSoRGRoNK6LvevIIcKNTboac4rX/8SVVVw5wfvkVclhcn43p98kz/74z8huv66i0tIVCl3+kOf5v38LzJSISA8js9C6HOipAWQommHFJApiUZBDOSk66L6Ap1REqMMZZ4zGYyQcpJswU0qGHSdpSwKijxPSE2t2RuOkAi0TEU9l+WpsYBES4VyIMsClenealhQqQGDLMf1qLCuswyKghjAeUfdtKzWK47Pz1MTyVlc8DTW9p9RIzOJ8w5VKEKMOO/Sv34/FySqccoP42f6Rv+MIge2uM2UiEsBMSZxk7wquP3qVTyW5165hi4EwRsIOVrNMHnBYDCmym8SyPCdpK0jXeN5+82HLJYN3kacjWyWgbYGIRTQ39DBQFT42PuoioiMJk0elToOLlgUOVJFEIEoAlF6fGcQClQeKQYqiSgJx2BsKIea0dQQo6QoJYNhJMsasiLgaQnUZDKQR9jM1xw9OOK7f/ANFicXqUAQAAJSiWTT0Z+m3b78EU7SzxNy4PIQUvaWZ5HRKEeaQJYppNAI+m4nPi2KQeCcYLVq6Gz4tDQKnur4pDQHLhcHtj8XRUGMcPXqVa5ePSQvSwbDEZkpUtIYwbpA3XR0nePkfEHTWkIAF2LiiooPcsliFAkl1AcV28/8+P23oklid38JKQnOEUNE9psd0SNFgsWrHnWilWA4KKiKnOFwwN5sxnQ8QkrIcoOSaXP5/X/6T7hz504SSOssjxOQjz+Y+GmQA9O9KV/5+leIQuOCZnHRcnHW4G1ODDr9ix6wSNkgtAVRg+hAOGRfdFVKE2NInsZI9vb3ONjfYzYaIyR0tsb5NvmOq4hRBhdTkrU4a7EbSZ4P6brULRqOBgwGBbYLzGYjZpMhg1GJ1hoRUgFj3UnMYMyjecPKZjhK9icZo0FF13asFxf49hxnNwnVJRwy1hAdUimiSEEFXUAgyLRGCsFyfkGhDSFGLs7PWK4W5HnJ7OAAoRQP7z+gaZJNlneO09MTEBGlFSEE1osVAHmekCaL+WLXoRBCJoGmz7kWQlEU3HzmBq+8+gV+67d+g29+8xvkJuev/bW/zmQ04r/+r/8rIDIZjRAI2qbBu45cGcZVRQC0MhTGUGQZWmpkoN8bE99V9MXG6D1CSVzdQOcRMaAA6y1NTPxkay1dZ3F9YaDtOnwM+F7YKniPDx4XU9EgOE/Yeqt7QVPXtG1HFwJRKM7mK+5eLOkCRCHwIdB9Tq+pUurD0VBEBqOKyWzCK6+9zHBY4vH4GHGkAqCWkv29K1y/eg0jJFVWMh3NyFWB1EkYejlfsFivkcbQrGva9QadGVbLJfViSWY0xmi6dc3F8SnD2RBCukYEz/TKHk29wVtHORwyGo6TALV3jK8ckBX5rhjcdS3edXS25fjRA1brJcjEXZda47zn+PiU999/wPnFgvPzC7wPl87BB+3yPqBLC0/+8NTHR4Ec2NLu4pbuehktESMqicowHg/5H/3tf5u//jd+l6gD63pDR2S+XPLw4QMeHR1xfn6ODZ5mvWa1WBI2NbK1ab21FtkFMgRaJFg4SmKIKCExUiEEtDGi+440AXSEVkWiEEhkKtoJCFLQ9l39LT0oGI3VkqgkyiiE1hS5wQ9KismM6cEVhpMJw3LI/uENJvuHTA8OGA2HvPWt7/Nf/T//c779h98ABPOTU9rNmm2w0LuTfwBL8lHt6R8ncuDxm5JQljJCAK8lygeMilSyhCAQeIQM5DpjYAoEgjLPqLKSYTVgOhhRFgVVUWCMIdMG2yVUQHCO6D3BefIiTxQR5/GdR+okaBy8J3iHUIJyMMQHT+z1CkyWoYsiUQV8IIiIzPOEaCJivWezqTk5P6OxHZ1NxYHj+QU+hoQW9o7OdrS+pxoJgdSS1nWJfmAt1vk+N0x26k/e0h8FovujQA589ooDYstsSQG6VJK9K1PKUY7zjv2r+4yvDRBIBuMCqQP7k2eZjJ9DihLvFJGM999dcvfuOatFm7zMNy2bedIkSGu4gKCQlEih+mRBINCEKLFhq2gOMhhElAjld/17BfgebhSIaXL5XvHeOIJ0SE16buYxhaQc9ToFhWA4UYwnitHIo7KIKTyFblG41EFz8OD9e1wcnfLWd77P8vh8d4okghDTuUkQ11/QCv6iYwsbzTLDcFKR91oDACIqVJJPRRB79IYEFMvVmsWy+SQP/SMbn7QgodKaLMuoqorpdIaUir29A6Z7+xiTEYWk6xybumHTtNRtR9sFgo80nSMi8OEJscFeoyD9LPqizxYtsP2MoUeIb6EE254vfZSRgiCxvftjSGJlMp2vLTdZCdAqCe8MqorpZAjAYFBwsDdlMhlADLT1hn/1h3/Iw4cPODs9xXvXH9+H27V9VIWDn6Y48OWvvcbh9atEmTE/txwfLVkvQYoSQYl3gIhI4RFig1AdqA2IBiEsQqSLoPvEOgRPVQ25duMaN65dYzyoqJua9WaJtQ1SR6RM0P2ubVkta1wXmE32ubp/nc4myO9gUFKUOd5Bnmnadk3TOYQwLFYNTRdoYoU3V2jFEKsneAaAR0lHdA1hsyLac5pmjbU1IbRMxxJJwFtHCFAUhiIzxCiQUrE/ylAiEqPCOkf0FoHHZAVRSkIMbFbzxHGMkXazZrNeIzNNXuQE5zk/PUMryWBYUBQ5D+7cwTlHlAJlDN3a9QWyjDzLeOeH7/RdKdkHhc1nXkjxxo3r/E/+7n/Ai688z8HBPv/Ff/H/ItM5X/7SlznY2+N73/luzx+vyLUhMxmZkmRCM8hyrPMIKdAIRAzYtqVb1wlOam2vP5A60tF5TJnjrcV3DnxflJPJ2STE0AtYJeiyJ+wKA845rHd476hdB9HiQ9LZsD10NXqwtiMGn2hMKIw2NNYidYYNMF/VfO/hwxQzfM7G4y4yQOIQF1XBsy/eZrI/I4TAcFKRZQaJIM9ypnt77E33iCGwPztgNBiSGY0MgsXxBacPTzBFxtnZKUf3H7Jc1xTVgPXpgmAT//ji5IjYWqqyJMs0dl1TL9aIXCEQWNshVWS0PyY4R3COYlAxGE0AyPOCyZV9tMkw2jDc20uF3NRXZlWv2DQbogjY6Flt1rSdpW5bnI+s1w0PHjxktVpzenpGCJEQYk89FH1T6zHdIl36D6ddPK3xUdEKdnvQtlDQPyZi4KtffBkJvPTKC/ze7/0Wo8mAxjUcnZ6zaBru3r/Ho0cPOT87Z7NZE2LENw10FtlayiiIUhKdo0BQCI2JqRirioxCKhQREQIhBIIAFVOTTLgIQRAKDUikC8iYVPKDlrQiCdERAxHoFHQZqEwjtSFKhVAKOSrRRQnagDEUwyG3Xn2NyeEh08NDxtMZo9EEv+5YnZ4jA/yn/5e/zx/803+GRrA+mxN68UrZxw8fJcL0YxEk7JsmAnrUAMiYoXWELPTJvaYNkqKJGKkgNGglKLKSWTWm0DmT4ZBqUFHpjFxqcp2TG52EIp1DGY2znnq9pt5saOsGbQzeWmzb4VqLynWicNmkE4AEnSctgtBrhJTlgHI4TGixmJB9o+kUpRRK64QUjoHGe3xfxHMhcHR+StvZXpS+Zb6cs2w2BCJSKUyeoUwSW16uVtRNS4iBxrU/tin7tGO2X9AKoA/CH3P7ZlcnvPRLLzG9OsKFJHDlZbIpGlVjpsOrTKpbeDdifrFmuWy5OD/jB2/c4+y0wVkSBy1KVBihY4aMW96gwoiqjxP6TCL2y3YEj9glFLpPErQEJVXio4eYOotB9jYpESEhuPTaMYIWghg8bevpao8QASkFyxPHagLTA4MykWoUGEwzsiqn0g4nI7Pnn+XKC89QTgZ891/8SbJqenRE13RIKfE+IpV8zIP6xfhzxmPCkOgrySbTlMMKCGiZkgDhJdF6XNsQnMXopHYvVEJwCC5v8U8Ktfxi/OsMYwyzvX0msyl5XlAUFYNqTFEMAMFilQoCy9WGpm2xPuIChB5VE5BJkIgtTyyhBORlHqwQH+SPpQfZPhh3ZeDU9QoidR8TrFjsuruyt2aSQvZdwdSpDDHiI0nzwK5Z9XZJmRbML+bs7U2YTUYcHh7wN//m36Jpav7RP/pveeP177N9Z2dtD+VL+86HwTc/zhGB9WaDNJGmtVgXUDJHCIO3SThQEBAybcgxOkT0CJE6uMnOSKBlomTlVclwOEJE2Gw2ONviXeoEaJ0RhUeIpEjetYE8lxzsjXn+2eeZjcesVhfMl3O6tuP8fENWKM7nSxbLObVtQWgCCqEzHENcyIhGghygjKfzOW0rkbYhto7VStB1Cu8U3kuaNnUvvA0QBdq0ZDp1NqRSrGceowTOg/OeItdkWhPqVAwwmWY83EN5jw+BYjBmfBABDVJDjMyu3EJrhc4Sumw4HtPVGxACHyMSxZWDG+xducZ0ts+9O29iTI4UGtt5/ugP/jn3798l9Ircq/nFj58bl+bup2GYLOPFF5/nytV9vAz88P33+JM/+yZKG4iRe3fu0qxWXDs8pKoqQogMspwqTzS9DAWdJSszfE8D6DYd6+WKbrVBiEi9WtOua7qmwdYW7z2T6RhnLW3Tgk/iU3meURRZr0rvsdYjYkRqhTIKFUG4gPQR7xOqIyCxQSGFQQaBjAInA1FpkBIVI50PZEZQmAytM3wQKO8ZKc3GO7pPybX4WcZl54H0c3rs8OoVrt28xqpZcv3Z66ieC6y04vDKVQZFyY3D6xzuH1KVQ5RUOOs4fviI0/kR87MLHr57j5N7j8gHBav5nMXFBXXboFWObDyZNAQpsHWN8p5GrvEydTHLAL51SCFRweKFY7FZI2OAEGiMYZOdIdFkRcnq+AIhk4Dt/o2rDMdDMmMwmWYwrigqjcoNlkCWLdh0HWMi682K0XjIrWeuc3JySts0SAkXFwtef/1dNpu2Xw8jRN8Xo7cFgs9YvNDDqGVf/IyQHGVCoo194fln+JWvvkZR5YjQcX6y4s69+xyfntEGz4OHDzk/O2M1v8DaDgeYECiiZBAkpRAopSiqnIFU5GhoHbQJiSGjRfZF+OA9LkQ0IKLsod19khlAhcdIxJBnGMDHQPQ+0c+UIHcS0Qa8sXhavJDEINgsG2oXsTGSFQVCKE4fPGR67Rrl/j7VZMIz12/z7IsvcLpY8szv/CXM175A9/CMP/x//JdsTs/TsXyCl+qpjS1lIkZETNoBRiekTzkc0LzYEr7mGP5DRbYAMckYZppik1NVAwbVgEk5JNeG8WBInmXoEPFNC13LZrWia1rauiEvCoIPqTCwSXSSEAKu6/CdJXiP0Co1Yn1IdrQColLEGHoHscjaLDBlvgW0oLRmvUxUNGMyirJkMKyoygKlM6TSRGBUlAnNYi1113L/6CF6cUHdNLg+zhNAdJ5cZ+SjnE1T41xH6JOBwAepJJ+W/fYnjc8UcmB7cpUUfaVG8vLXX2RyfYQqZFIhj5rDgxcZjq4yyPfI1YAHdxa8/YNHHB+vWV50NG1HvREQS/AmJf9SYpighUH1C9yWG0v06SboK70hgg2pOBCiQMQEGxYxBYapkhZ7V4FUQEjF4kAg0vU2hEqpHnogkuah8AQ6YhCgAia3DKagM0E+CEyuaIb7muFU4ghksqPMAnQt8/fvAh3vvfkep/dOWJ0vdsJYCQ790Y3PC3LgshihlIIoIkJLymFBUebIvjc8qUaMqxGubZifnSGReBdBQm07LpYrrA+9YCSXaw6f6fHxIwcSdHBrEXjlyiHVcEhZDNBZgVY588Wa0/M5ddPSuoD1nhBEz/lLyXnK4kUfxFxC/Gx1SmK69ls9Adg66Pafsa8LPnkuENv1Lvb2TOmYhdxm7umPU6U6oQdkTEUCQUqI004VyI2gKjPGw5LZbMrVKwcc7M/IM8U777xJ2Vskfufb3+ZPv/kNurbbFQg+cMaeYpHgp0EO3H7pGQajEUrnNI2kbQXRGYI1uC6J9gnhEcInYUDVokyHkJYYNkglMUYnEaGioKrKFIyL5Fc/qKqkOVAU+GCJhH69kTgfICpCEOQmQ0nBenHByfExTddSZBlSSlpbJwEhEUALglC9klyG8xOiGiCLMbLcI8h9QtMS2zXRrWjW0HU13rZ43xE8BAfR9nSzBBhKQYAQZMahZOoQxhgxWqKkJ0aJR6AUlDm9qBkMBqn7b70iRIVSkuHA9P7MaR0qc3tpPgaqQrK/d53Z/jXGk320TP7l3nu8dbz77g+4c+ddmnqND54fvvVGX+z2QODR3ft0dYuQki+8+gKT8Zi33/whZ8fnrFebn3S5P7IhpWRvb49qUPG3/8f/HtW4YLlaMBwMEYBtOkJnGY/HzMZjhtUAYwxGaKRPDQPftti6o1mvkVrQNR1t01Cv1qwulrTrNXmWsZ4vaVY1bd1gmw5rO0aDIT64FFx2LnWaqoTciD7Rhrb82rzIKXrNiRBCopzECEYSRdhBWa33uODpRKBpOzrbIZTc7TMxBpTQSGQStvOpO/Xu+ZLTTc1npaT/pAjd5cdCDAgS3aoaVrz8xZf43b/+u/zpt77B+eKc0WDE4eEhzz77HM898xzDrGSYVawvliwuFjR1y7tvv8O9d95jvVqxnq9oL9b41mKKDBWBEGiDRUdBGQ1GGWyIZAFyIjZ0RDwqJLvCKEVP/woIKfA6IHqkTRtToyjphmpQiigkQUrkuETkBmU0Wa65/swNtJEUg5JyOkJXBQHwBGrb0nUddVP3jjgdbVezWq54cP+cBw9PWS0b1uu6P19cWs8/XF/naYyPilbALh6Iu2ZaZgxf+dIr/LXf+jWuzUa4GKnbDScnJzw6Oma+WNIGz2oxp1nX+KYmBo8lUErNSOZUUVIIgTKKTGkqmVTtw6ZLOgIhYoRABFL3P6ZkX6RqbaIKRAgqdew1EhNAxojXCi8TKkHEQBQCJwSdEv3eTkIaKklX5XREWufxUiLyAn24RyxzwnCAmk5Qg4or124wu3LA8cU5rbc8+9zz5Dbyn/8f/8+8/Uff3G3YPsYf21V+GuNpIQd+bDwh6BssYBBopdmvxklYvciRhaZ55QzzxoTSC0ZqynicM4olo9GYKjNkUSB8wEgJIdAt1wRraeqael3T1jW2bcnyIiG3QyDYRN8KIRB9QgRsdedifBxqxwTsJ7Vkt/mc6H8GokhUhDyDCEpp8jxnerDXU4RUL0KsGO3tobMMLwUuRhabFWfrJYvlkvl6yaapqbsW7x3eB4RUuGCp24YoIp1ztF37keK3f0ErAJCCssx54YsvoAcZstJkQ8NwMKIsSobDCTev/wreVqznnvPTJd/51pvcu3NOW2cEWybRMjKUKIhe7zzLtcxQIglcRMKOixJjQO7kTCI+RFxUBGQfBPaKxcS+C5aCf0kkiqRo7rcFByAEhQ0hJTAxQdRCvzMEkTYsBCADImuQmSfiKAYw3ssYXytwMjIaSobDgNYNA9OyWNzDBAjLyDf/4E84vv+Q0AdOQgTCpSst5GOF8J/5knxOigPArjgghCBqgS4MKlMorSiyjBduv8CrL73CdDhheXbGvffeY7VcsVqtWK9XzFfLVGG0Ht/DCGRI5yeI0FvmfDbP1cdbHBAMxwNG4yHXrl9jMBxSlBVZViEwtF1gvW44PV+wWje4EAgxFet6j8ndhrBN7lNQfkmcU+zu0t2usq3nSPq1bFfh2Z2Fx/+PfUzUP+UxrPLyc3vrUVKFmW1xIkSUUP2O5lAiJY6ZVlRlxt50ytXDKbPZmOlkyGAwIM8zLs7O+Mf/+L/l9ddfp2s7nLMfuIc/zuKAlJJnvvAMg/GIEBRdBzFmBCvwVhFcBshUdJEuRWnKooxFKo/EIlVEGkFmcqqySKKeLqCEoCwzxsMRRVngnCPLMkLwNE3Lpm4QIqN1Eds5vAt4F7BtjXeOssooC40gYoPFBt8X+5LqcC8tQUBBVAhVoIoxUY9x1oF3SATOVRAS+sFZz+KiwdaC6DQRSRQKL9M0iTLpIUgpQCTdEUFARJdsdBEo6ZEiQIjE6MhU0onxQRMwSGUo8r4DFwVFrhiPyyTqGHsEzaQgH4yphjN0NuDF61NEjHRtpG0tWja0zZJNvaZtWzbrE5CRzje40NHMjxE+QJQUZc5oUiJi5Pf/u3/BW2+8/VTmzl90TKdT/t7/8n9BiI6oIuO9MUYrDCopUJsMiaAqCnKpMVL1nXyInWWzXLO4uGB9Pmc5n2PyHNdZlotzmk1NvVphm5Ysy6nXNd2mxbc2KWMHz6Aodzx06SMxevI8J8uyNH+3wbwQlGUqYimldgVAIQRZniFlTDDkvhBpvaft65ON3eoUBGxwaT6SILneB2rXQoh4q/iTe/dZ+J2J4qd6yN6qYVs8uVwk2CZASitu3r7B3tV9Xvvqa1jfpe4dkmeeuc2LL3yByuRIC+cPjnn7+29wcXxKs2l58O4dlqfnCAQqSgqh8T4go0yJSV/Iz6IgRyKjIAiJiQIVIjZaXGjBp3XYi4AQEYVEaoOPtu82SoLq0WBRJq6ySAlCVJpVtNTBJcExJcjHSfCsqEpuvvAMg9kUnWWoMicblNjgaNuadT1nsTiibdfpXAlD03jefON9jo4umC9WfBCy9tEUBuAjKg7011/2NEwBXN2b8ju//Ze5dXWfYabxtmU+X/Lo6IiLiwvauma1WtMRCG2HcB4TYk/fDVQmo0JhfCQTEqUkMkDmI1mE2IWk++EDaVdNjbzt/PNbzqBM6zIx7cuqR6iJEFGhh48rhZR9H0cKvOhV9l0fL0iFLwxIRZCCLkZsFDSTIbY0rHNFHJSI4RA1HiOGFeVwwPhgn+dffJFXXnyJ1//4G/x//0//gHe/9T0ECVUWerTCpTPJ07rbn0Zx4Emtp+3rcokOIwVUKmNQFuAiJouYmGN1RJsButIMTMmBKRlkGZPJkMlggg4Ru67pmhpbN7i6pV2uwXts19I1TaJ4xYASCq10Qm9HehpIok9LIRMdkYQQ2B6p66lfUTxGhW6btQCib/W5nh62fU5WVclOVaY5p3TG7MYhxWCAznOENqgiI0io65r5esliveLh2Qnr9ToVkwR03mFDis3qrqFuW/xH2KT9uaQVbHm8gWRLoYziyq2rLLs1165PiZmmmuxx/fqzHMyuUeUz7r3bcff997nzzgmnpwtWcw9hiowFWlYIIVEBCIoQBUooFGmTjkL1XGTRQ1/7pIhUDQ0RfBT4sK1WbavmaUMSEUKIfeAJivRaSkh8jz5QWqCCwMdkhxcjSHooDKkKGhAQTBL2aDoiinVj6RpYrixIWEwE+9cyxiODGkJZPUepAvnM85qSfPtf/hGL0znduk7QHyV3PKcYwk4x/BejH7HvzklJVhbIIsOUOSbP2d+b8twzz/BXfuO32ZvMmJ9fsBlN2J9dYXk+5+jRfR48vE/btGitCbHu1ahFnxRuYVif7Ef8VI8dVj7BEmf7M65dv05RllTDIdrkOJvg5stly6buWNcdtq8QByFBJAtTeLzVxm1nf7tHXt4rQyQpSW/tCtN6Iy59d6kc8MTx8rhjIj74+GV9gvRKavd9qhk8dv+NQvVdSAguEjcO5y5YbzbM5ksOD2fkxjCZjJiMhvzu7/11vvyVr/KN/+FPeP3117G23b31xwlX2792wGR/D6Nzug6c9VgLXeuJPqKk6lFLgYhHKj5wDrRWIFNAKBCp8x09wW51GiLHbYP3gbZpyfM8iQHVHV3rEDLDowlR0HYOY5JveWYUHkHnHRGfEs4tpSRc9l32KNmhQ4SwgVgT9BLTd4yEUAwryLMCrQq6FmzjEA66XtRS9FZoKdGT+KCIUe66GUnM1uz0LXxI3SwRew8ZnwLjIDQITfTQWJf2FalYNpFF7dFFiTY5yuQcbQIUGapQGBm5+/AYEQKtC+RGszdQWJ/RWuhCwV6R4XxH7dZE4RjuVxgh0KhEaevmtMuOtvn4XROm0ykHBwfcuHmdq9cOMJni+PSIDEllSiajEXmWvKtNauUhXKRZbljNFwTvaOZrzk9OODk6ZnlxwfzsAp0Zus6yXs2T3kDbIUMkLwpc65JmhLe4mDR5mmaDimm/FngEkrZrk7L5pXtfAPU6Y1Pk6MygZBLCkooER5USnWm0ThxU3QevKEUuNY1PIldp/48EErog4hB4lFYMq5Lb7ZhFY0EKGus5WW9SbvsZGFvxPaUkRZERY0xc/UyRlxmL1YLnn3+eZ27eJtOGMi8JreP9d37Iernk4Zvv8fCdOyxOL7B1R6g7jE/w5YHKyDU7RJgMEek8UklyIdDBg/dEkjq6iBIpFLnIUqJIwEcLIaDIwENEE0kozuh60cDQl5BlQpglwVlDIVQSHnOR5cmKKAKbTNE1DcV4RFFVDPemHNy6RjkaUg1nlEXOaFCw3iyo2wbvW4wWfPkrz3P/3hl/8o3Xk1NO+KAf/Kdp7NYz6MEBj2HSgrRtV1XBX/mNX+XZ289y7WCPa4dj1vNz7t+/z2q+5PT0lJPjE5rlmtCL7UqgQFGqPKGskAg8JoJ2PtncRY/sAtKlgqsL/frswq4BF4gEmRTliQIXeyi3TMjcbaTrSOg9SFaXUQjCdi8WKWWUvcA0Mc2D6B3ROoTWaKWQREwAIyRdlxEzSbOqkZsO6QIuOBrvyKqS5WbNxWLBF3/la4j/7X/C9//4mwxVxp/943/GD77zLQh9IS1ue9yfjrFFg2zzn91jPM7JMpEQe5O8YlYNWazmiCAojGAsFXkBw3HJrJxwkI3xFBQKVNPRbho2FwvatmGzWmHrXmOCvggbIloplNKo/lqJQEILiBRTq/7r7jhl2ttDBBkDLvp+fsaEIpWpibstehATO6XXKyTGSLda9dcgNY6ElHRdi6lKdJZhioLJlQOqyYhhXlIVJZPxmMxkSRupaVhvNqw2a7yzdMGjlGYw0KzX6x3t5uOymf9Zxqe+OAD9Ta4E44MZ5SCnmlSoUqPynBde/jJ7B7eoihndBt59c8m/+CevMz/raGsDcYyMCkKBxCBEsqeTUbCVTomQ+PmiX2C2VdyYOvhSCkRMC5KPghiToM1WfEVC3ylIUEHX9yOVSMKAapsgiD4gjIlvmh6VeNhN9u1/Pm5VlSUi6IRk6DQ+wrKxyFzQrj3ReriSIb1BZ5FQOpqsZXzrBl/5N/4Spw/u8OYff492WeNDSlZTTpNSp8+DpcrTGlshHZREFAVBC8rxmK997Vf49V/5VSbFgJN7D/nv/+DPsG3LjWuHVJlhPKwIboa3LevFklW9wWaexlsC4LDpqgb4oNfzz++4XM3eWV3F1IWazCbsHcyY7R8wHE/I8gqEZrHoWCxWrDYNXZeEnVyIhNhb5wgJsTccv4Ry3L2f2AY5YgcISA+L3XM/WGSPPZLkcgntiRf+MZ8p3fLbzXRnaNSjd+IOkpfUiSSBvjvpoQmWpmtpnaWxjqZtMUoynY64ce2Q6XTM+fmcm7du0XUdb7zx/U/kPg7RIqQnK0u8j8TYYq3He0Xw4F2bNDp69eKk22kJsUWIDkGC7kmtEULifcB1CVborWW5UL3GQgoYhBR4F1JHD5HcD2SGdZHWBXyRI5QhUybRS2Lq5Ecisu9mRtGl9T2olIBHEt1ABqRsyWKiLbQyImVGblrKXJPnGbWQFJnESksMISX+woFKNo1ImYK9mDpzKeYT24Yz6cr3hasecuJjX/qOEpA94iAlKwGdikpqiJMVmc7RZognx6shSozJpObBxqKEopMebR3HpzXWC1zU+Bg5Xgq811gnCcFxUBXkeDIpGFYKraD295P128c0jDFYa/nVX/0af/tv/7s0XQsidYEPJvtobaiqgmE1IMsyjBD4ztIsapYnZ5wdnXD04BEyBNbzBWenpyznC1bLJZv1GkRyG/DBsePGAk27uYQG2gJPocOnIJQkYgieEEPa73kcEAsEsQ2ELjlWKKlQfecxdA6tNSZPxQGle8suY9KeogRGCrQyqKiwwfXOKSk22CKJIpZb+2N8EHhgWXcsm4aN+7SkDo9H2s/g8noYY0RrxdVrVxiPBlxcXDAYj5gd7PHFL77K8y++wM1rN9Fe0LUdD9+5yzvffZ2H77yHrVs2J3PExkKAPAiM0GiZbMqMlCjfR/QhpGQupjVaRZ/urriNbQI+ku4hzBbHhRGypzuQisP9HEjaGzKhgPqkQoSENogelBDkpHtaEBkGmZJQG9j4c1ZHc2RmKGdj6s2GajigGg0Z748Zjw+oyjGbZs3p/BghLQjL/pUpX//6lzg7XfDue/ewtk9oxA508akYH2a/d/mxYVXxH/ytf4ff++2/TNfWGC1YLuYcHZ9w//591ss18/mcZr0hWgedRymZqAJKU+pED8L2on3WI4PHyD5K90lY2JEa+g6VrPBQiYIBuKBSoV1KbARPhCiQPqKIhBgSPUSqZKEnEjIn9Em5QKCEwPTIii3OL/ZilbhEF1IConUY74mNoZQSpSWx9qieAObqjrZ1PGosI6HJbj/Pc196la/+xm8xUTk3XnyRd//3/wfaxaJvfvJY3PjTMmJyYxNSpv2uXwNLqRmVA0ZFgY5gPGQhcjiYYIyhzDKqLEfliv3xhCobkEWF89Ccr7iYL2jrGlc3uOBwbUdwDh0iSoBSElS6dkqmpk30kWDDroAmJIRt3ESKG2O8JP5Oj3zYfRjRO9Swy/0iUEjV79EpvuiC6h3K0u+7ENlcLBCrTVrDjaGuGyYHewxGI6rpiNlkSllVrDYbzucLLhZzAoGVaxJyWwm0MQxE0puyPlkpJqqp4NNqff6pLQ7sfM0TfgRd5pTjIWWZUQ4GjPamXLv1As9e/RJto3jn7WPee/cRd9495eyBQzBEiyExGkIQBCuRyqTOYgz4EDF9JQkSTyxVk0IqIBD6jv526+iPKaQkRAqJFo8XSCXZ6RE8/gzpa/JOT1tTJImkuSh3SbrsRT3oYTqC+DhJ6atjnkRfCC3EVuAaj1MBfCB2CtsqTCUY7GnycSDPItNbhxxcLalPz3nrW+/sGp0x9iGqFHzEcgSfkbGticckGlXkyFwjsoybt5/ly69+hUk14tHbd/j2H32D5ekFuTbcma8YVMm/PpOaUVkyqEqEkrS2ewz1IQU2IrJbzH7ex+VqtBAJ6qe1YTwZcvXaAcPxiOF0CqJgU3uWqyQm2rQW52PPL5M9VKvHiKe6c/8G/ddt8n8p6RekTeKnPNIPogJ2r/Hn9HhEKkCIeOnZ2y7LttXygWNK4Wno1zwhBK11hBjpuhalkvCfd5626zi4cpXMaM7OzjE6wzrbn4NtoSU+cThPv3jgvUdKyWyyhwgdy2USjhIZdI3F+aaHAso+CU82cUm10+Md6CzHGA0i0nQNm/WGZr3B+yQaJmPfNZByhzCQMp24EAMxuD6xCghnwSuCSzFmkCRROJWUwbe8fZ/ijn4tBicMIiq0kP01S4lBDBYZGqJTRKXYmx6gRcbdeErXrVMgj0IKQCZKS4x+y3DcdShEPzeF6IOs7XIj+wNBJdpRnxSkOlkfzEZJ9GACKK+QFIhiD8yAqMqEkJBJiDcQcHhkXiYnBBuwMbJqc4iBIDoQLXa1Iqcjdhv2p5Jnr11jvyqoht8GHjzVOfLjxmuvvUqe5zz77DOUVYkpMqJPSXye5WipEly882zWC4SEZr1hczLn6O49zo5OOHnwCFxMlK7VirZpadomQdaFZ2s6lK5Fv8LHwJa1J+KlpD/2fub016o/zu1q3fd5UiOBPoFz7jG0FUHwnkxpbKYwRiO1QGmNyQPCKISWSKN6TQ2JUBoheztkl9BF1nfUTYsSYJDIEBlqyTTPcL791IkVXhZzhb6RIuDqtas898JNurZhuZhTlSVf/OJrfP2rX2c2myEc3HnnHU5OjrnzznvcfeMt6osLtAuYDqqQoMSZlAiXNDei9EgiMgZEVD3dMzVuEkrgcbNnW4jd7rc+Xup6CkUQAo9DxccbRfKi6pPNnhZCDASf4je9e57ECMlAaDwBi2fZtGletIG6O+dR15GVOdV4QPfMdfauXyErc4wsGQ/28KEjuBapJJPJgMMre3RdzXvvH/UiuYn68Gm63Jdpc1LKxPsmJXOj0YC/8Vd/l6uzIScnDzk5PeH+nTu8+847PLz/AFs3dF1C72ifaqBKQoEkD5LMCXTjkmNIjIjg2WJ2pEy6XSEmnS8nJF2UCJVoayEk8cM2yNS4E9DFSBcSUkDJiI4eFwEZUSaJ4FZK9zF7X0QSSb+gQCYpGSHTuiC3emZ9vhB8rxeUuucDJNZBt2xpihqFIBhFc7Hi/HTO262jWW44uHULrTJ0Hrn62st84S//Km/9/r/E102KFz7kWl+e0R/XeLxnJYRO6JPYbTI7zHOuDEeoSELuENM6VQ3Ym0yZjcaUWZYKMzES5i2rdYONgeV8wXI+T/ax/T6rASkUIiaKiNgZrPUxkkiIv7Bld23PVQxsiRkqqn5PF3iR9N62sde28aRJ+U4k7AJAiUrzuZ/XleqR4zHFb0p4Wu9wXUdA4OuW865js1wyGI8YTCdMruwz3Z9RjAxVVjAZDjBa0HrLuqkTVYUAxiCNRnu/Q7NtUQSfxobhp7Y4sDtZCjASXeY4Aqicw8NnefmVL3Ljxhd47+01b//gDnfuPuLBw3M2K0/OIVpWRJ/jg4EgUt24rwKn7mKK0KTYbv/y0rtvLeq2UdzjXCNVsiKSkAJS6JP6NCFduNwRZUdNCDHZYoTgU6Db+5lIAUptiwyhf6/ItrPRm3T2UCj6qFYlWoPztHPLed3SLC3VTNNsFJOrBkYQCk+Rlew9f4vrnSDWlpP7D3CdJQixW+w+j/ZJf7HRdxqAoAJmkhONZnawz/MvvMBsOmF+dMbdN94lLh37skTaiD1v6NaW1knGexUHkxmrgyX3Hz5iVA5Yti3rtqF3PfzFuDQud0ZGowGHh4fM9q5w7fpVzi5OqEZDosyZzxsu5jWrdUILIA07URkBEYX4wL37GPKYnpL4qE9C4362cany8GN+u9vbnri1tkXCH8EfCNnLI/QJo0zfdy7gXBJYcl3Adp7NpuHq4RXMOOPV115jvVrygzffwFkL/PiNZhvQPa0hhGA4GnLj5i1ivOD0tCPkEm9Bua1Vk9t9yBBj37XRGJ2oI0ZrlJBY39K2LV3XEoKDGBO6SqVgXfqI0AolNVpBlBLnkoiUCDGpTOcZVV6ipOmDg5RsS9lDNp1PjfmYeIFOCEJMHf/owQWB8gKpJFp2QKCTLV0T6IylKmfcvHEV20g2K8dKJFu7IBIygZg0OYKkTwDV9kSltFMqetOtvjvpe3pXuh8k2+JzSlITcC0gbAci+WRbNcDkAukF0bc4EQnCE6JPd4UQyNykxFNLNBonCwgO4VuiXdNGQd2twEEzjwwmFbev7VGN9p7a3PhxI8syxpMxt565xf/qP/57rNcrmqbG5IasMAm+nSYL1B3zizPOT09RWrE8v+D04TEnDx6yuphTXyyJ0eOaLvGPnSNET0yhGH0NiW2s2cd8eFJYIbfWpf2Ou00P6b9PFIPL99Jjepi/tKBv73HfODohUa1M1pxSkJscXTpUplGZRucmCSkajRAKhUQpjY5JqDOJKCT19CRamub3K7euM13V/ODBI9zH3F38aSCwUiQh1qtX9xkMS67fuM5wOCAOhowGY1588RW+9rWvc3jlCqvFkrffeJMfvv4Dzo5OOb//iM3JOSYEKqUZCoMJMVEyYoqr0leLQCFignazTaJlKhTKS13AhL/wCUZOoo9u9wUpEmo8CJWKy31FLkZQfht9CSSSRDhLSFNFj/BEoOMW0gw2OoyQCCUJAjZdS3OypM02uIsldJZmsWI4GTE53Gc2nhLwrDYLNnJN17Vo5bh2dY/lqsZbn3R0ehvqT1fykNaYEEKPGBjwm7/2a3zhudsUQlEv19TrNfffe5933/whD+7dY7VYYG0HEUqtUUGgIygryHzECIeKDuXSv11Bbtu4C/S6LhKHpEPSCg0EPBInFU5At6V0BXBRYGPECtFD1W3PFBDENhKCZ2hSYhti2CH3xrmmkapPKS1KSDIpKKRG9YWpBFTU6Zp7ECKQIVAiouuWKKCW4ATU53PuW8vCdUzXS95ZLBiWFYXJ+M2/++/jnWf+zrusFktW52fb07sboj/l8dI5+ajnwgcaNzHuikIyJuX+aTXAIOg939GZIZeayXDEwXTGIC+TQGRrWZ0vWF/MaesNKJWElK1LOj5CPHYqCiC17ItxCcexi6NCJIgIShBDopAkS1iftAYQqJjco5JanCf0RdvtqZJITL+20scFRvSYDUEqLEZSNNmvOSDQEoSSWJfeJwBNU7NqGzaLOcdHD5mc7HH15g3KwYCsKJiVQ/ThDYzOmG+WLOqaZbNm1azxMWJ02mNsZz/VlsOf2uKAEIKyKnEy0LkO6zuUUnzxlS/z2itfYX/vJu1C8ad/+C1+8PoD2jqg5IhKlIhQIrwhBoWMMvHtt3yUHh6j+oVdiMfYgK0IlOh9zbeB9pZ/k0TKkvaAxO8EMqTwKWCNCerS+ceIBOt6dMD27/viQtgWBsTjbuLWf3MbyqREYrsQSGKqXSEElFKQyYzOK2xtqVuPXUfWZ5ZurbDXNKODIR7N/ktfYv/5r7I+nbP4f/9/iN0CLxKcSn1qNp2Pb3wgQdzVf1KbV+cZQkm8gdnhATdu3aLddJw/OKU9W1F5wSBKgnc4IZFeITuPsJ6s1EzGQ5bLJUopautoO0sXXd/luNTZ/nke/fnXRpLnOVevH1JWFdIo6s5SjWdIZXh0POf0dE1rE7w3CJ1gg3EbvonHzfJ4+eX75PvHbaSXH3oiv/+AmNbu6bvK3If/0Yd9xA99/RRybI+tf8PHEcC2j9n/KoTHBYNIoHUR1h0+zPEBrLMMBwVf+5Wvo7Ti9PSEGCMP7j/gSYeS7Xl4WgUCpSVXbh4wHu8xX6yZL1doo/CASDsqymc42xFs1zunCEQPwdTGpEIrEe86vLc4l7jAqasqkhVVihdSQuSTFrhQGiE0QvfBiQLvUwerykrGwwlaK2pX40SLkI7gu1RM2NZcY78uY4hegNQEnxKITES8CwgtadqaEGpa1ZKdPSJTBVkGWQnGe0QQidoC6D6yiyIptKfCcF8M2HqdqARrBQhe4n1HjKFPNhIsErlFd/meW528nL1tkUEjZAG6S3eAdrjQEbxFhIBUBuGGBC3RpkJJg8IgBAQZCKhUwI4aRGDdbrhz3FAMCgLmZ54Xf9546aWX+I/+3v88Jc5ljpACqTRKCjKlMFIhY2R5MWd+fs7Du/d4dP8B0Xsuzs65ODllcXZBV9d4mzr3IqSActuFglRb2JUMBTu+ftgWJaNAoVGoXRgqUKl41feTRNgCji93lyH2KWf/irv1oaPDRpBOoJxCCUWwAeNdCqDLDBkiIYASCqN60asIimTVGGJEhoCNiYamVeyZR4rYdgy1Ym7dx9ZR/gBV6kfW08uLW0RKmEyHHFyZIqVjMBzwzM3nmIxm3Lpxm3rd8Mf/7I+Yn55w/533OHnwiHaxQtYd05D45oVTlFGSIaFLgXwPCgeRCm6R1EneUnMiKXFI92Fkm1h0gAXAY2PqMcreiSD091omU4EoxFS8VEriQ6J+GqFTYS8mqkmG2H1q3RcsIKbEsLcsCQJkVAjfEYInOsv8zn0u7j+iGA+59uJtrty+ST4oyWRJkY2IXhJMy/PPPcNzzz3L+fmC1994h5PTOetV3aMIfgQM9rGO7b7Up41IIl/64hd56dZtnr91iy9/8WVO79zl4cO7nJwe8eDufZbzBW7RYLyAmO6pwkuKCFkvIJj5gOqbZt55ZIxopRFSEKQkILAIHGBRuJgKA52AIDQ+KpwQODROmCTsHSRR6qRBJFWf+DvohbNDDDhrmYd6J/4do4fg6TYNUnhk72ihRKCQUOhUNtT0BeeE4UK52O9ZAh0jou3wJO0XJ5IwYn18wpl1nJ2eMrpxxPVbz3D4hRfInrnOb/xHf5e9gyu88Yd/yL/4v/7fuDh6+MH4ZNvo6OPUjwtJ8KTIMTFQmZyD0YQqy5Au9rQqybAoGeQl+5Mpg6wkdp56s8Ztapan57TLNV3T7mIeEdM5QyYUj+iX2KTfJhO4u28ObItQvi8CxJ7mlX5ONJIoBV3wffIe0nUPro+BttKDoUddpX1CREkWFVrGPq9LiL4syh3VKBDBy36HCESRioVsC09di+0azrqWpl4zGo+ZTKaMZzNmsymj4ZDad5ytFhydn/HOg7tsbItQEqUUzabmJ7mSfNK6BJ+q4sD2JohEhJJMDiZ03rKpa6rJiBdeeIlf/0u/gxZD7r57wfe+e4c3v3fOZlmgVI5WJSIaIgYlEq8ohNgn/SEJZInEOU61gW2nPm0MWz7w49LdtjAgiT1sUwl6q7JAJkGEuIO2RSkpdQofthc9srUxTFWoVFhIG6noP7MivWWqhm1vku1C0BsaiTRnI5FcKgoVMDKp8zZesrYd7coTOphjaSlo0IycwpUjikziy469LzzP/M59lkdHaePtXQt+vkZPFAmyv+lFWqhKg5xUOCW4fu06X/3yLzHNRhx/7z3mb99FXrRUKDLn8DZQSoUk4FcbrBIUZszeaMpmr8YdnzIbj1m3G07XS1CCEAQfw7r+6R8xUlQFk8mErMgQUmCyHJPlIDXOC5bzFWfnG5o2LcpCpiXe9zDynbfs5TxXfnja/pM83n/iYf7EP/jxf/yvh03o16X+BeKlr6LvkMUQCdZjwwbrHE1bc+3qjMPDK/zVv/FvQfAcHR3z3/w3/z9Oj492r5z4eE9XAVsqxWhcsVguODtvWG9AFYYiV+RmQFfDZlNTbxw+pMKrFgFtIlr3BRAp8MFjfYd3CfWgjUZr1VOK0/GGANH2FlWkgi+htyQTAilB6gTN10oxKAuKPGciSxwtPjRYu2EeVtjW420SfivykrIcUuQVKE3dWep2Q64j0Sla2/TwR0XwltV8juAhF/OOtls9Lj7FPgTpA8TYC9LGEAi9c00SygxAtgvvYoy9oGHEi+1+sJ3Q/RolAkI4iL3eQrukRmOyGqF1Qo/5NcF2KJ8C69guEVkGeoAsKrQu0CoJMrVKY0lBtbeWaGs2rWXTFdiPsIsxnU7Isoxnn7vNs7dvU1Y5kYDJNEM5BGvx1uIaS2wt5/ePeXT/Hvfv3OHo/gPWdc3F6RnNakXnOiDtoypKtjqX/c6b5ic9awP65Fsikdg+MNRCJ3ciaVJCIiTGGDJj0DoFrL6pk3Baf0OLlEVgfX3p3fru026nTqUgt+0y2kjwgeACshdRE86josDoAo0mCIVRoge4gg0eoxTRe7yzqSNJ4PaVPaazMd++c59V8/HoQ3wY1xy2a8rj30spuHptRlFKYrSU1Yxbt27z8stfwqiM1cWat77/A95/623OHzxkc3qBaFp0iAzJGCmN8A7pAimCS4l8RBKESMKRMRUdfS9wmhIH0VNGUuskSkn0qXdohSAoiY8euxWmE5LgfWr2SIN3SRF9q0sRo+/Dof49SfNIkxo4KoLEYZBJxnCrpN7bXSaGm0JhcDGtfZvW44JjXTseuoBdt8wODxlOhowGEzJT4LzHO4fzHUbvcbA35IfvPuAbf/p92vaT7y5uS9fb768dHvLrX/kqv/LlL7Oez2kuzrn7/nvcufM+88UFF6en+KZF4TFCUJmczEHuI7nzqeilAtr5XvQvoag8EIUnYvAIvJBYARZJFxUWRRsVnUi+9k5qHBqPIcoMvMMrhRcKpEYohRKptSaV7J0VBCJ6fNcglOgh5Ul4sFtfQPQ9zSgJ27XesnYOCWiZut25iDilyPuCpOqLN7rtkNaCViijKbRg2XS0qxorzmlbx8PVGpNnjA+vM7t1g/2bz/Brz96kOT3jH//9/zQlpbFvMPY5yQ5B8NPzIX/2a9532HOpMEIzrQbkSqGiINOaTCvG1ZBRUZEbwziv8G3HernA1g3L8zntcgXWQ0iFeU26D+PWMjpu98aIC4n3n8riAUtqCsR+PU3U74QUFTpD5AVZXiQab1OjtCbK1ICo10tE/3qp7Bhxm/WOliBiTLSisC0e9Ha4Qu2+l1Ki+4aNwfSF/4RIlP2eomOg6xz1+YLYOty6oV2tuWkyiumIalhRViVZlrG2DRfLJXWwECKDqmO1XPXIVnYNnSetYT8p5NCnqjiw624pgVCCoKAYDLj5/At84ZXXePG515ifC17/7uu8+cYjjh/V2LZgUEyIUSaSqUjV/z76SkGDTKJlLmw7CGkiKhGSS0HsdQHoYXxPdPsE4HxEKvpOTnpdazsyIVCepGJrNMEolAysO4+LkdDzWEOwxCD64oDAbBGnMSJkr0vWFy4ew/wjW5F1QRI4jMKgZExKq6TChwQymVS7o4V6bmmCwweDbXPGU4WewWA845Xf/C2Wjx7y/X/y37M+PcN/mgRQPqaREEPxsZ6ElJBp9p69htkbUW8avvjSF/nCzWfp7s9Zvv2QeLRi4iHDE5wnCwLhwcVA1Kn7kzo9mlEx5EKt6No1mdJoep7zL7gFQFp0h8Mh1jmG+ZjhaMRoNCXLB6xry2K9Zr6osS5tHKGvNCcruB7au0vKenHB7T37IZn5j1AJ/gLZ+9OlI/zo+CCK5UmEQko/XJ98KiFxMeJdIm2G+Tp1qZUiyzMmoyHTPc9wNOL89GSHEPgRK6KnMKQUDIYVMURcl1TupVIokYTYTCmQbQTp+2DPg4pIndZ3YrL1DCEkKLjYChFphEhQ/SREKIle4IQnepBaILQi+IhtHRHI85wyL5AInHXM5xfUWjIeVSAtmYxoJCEzLNoOH1pKpdnfG3B49TpVNSK4yLrzdN4jYottVpyendHUda/noIm2ZrU8Q6mMvb2ctoX1xkNIiafzkrYLSNXTxqSk8S51PCVIqbC+Jbp4af6qnQVXOifbq84u6dmK3Qog+gbXXBBsTdYr5mvf4DqLDx5nIbYNKEOW1eCGmKyALENnOZlWuMzgWtmj1wRd2/Lo0Ql13TyVubEd2ugd9Prv/E//Ds++8BwH+/sIRa8n0UO0cdTrhosHD5kfn3Fxfs7pwyPW8zknj464OL+gbmvW7RrXi87Jfl+Mohef2u2TWxbpNuhLWkNZlie3E2dRWU6el+RZSZYVdG2DkII8LyikwQiNQLJZr7FN3dexeq2L4FkvL5IAZwh948HjgyPQkkCtfqdaEIjJtrgX3eoaRZYpgnNEArrIEDrNDxMlpdBJyJiAlxErBVobdEjdVqNyrhQFsu9Sr9r2x57/pzl+BE21a6SAMYq92ZjxuGQ4qLh2/SbXDm/w/DMvMhlMOD8554ff+wHvvP4Gp4+OaU4vMF1HJQy5kJRBYjoHIZBFASTbUYROYmgiFQgdBifAhpTQ+5iQIEKkxo1QClMNiK5D5hnj6RhlDOvlimIwoBwOcd7SbDZkeYlrLc1yhdIalGSzWhC8R2oNAZrFmhBdXzSQyfmAJJqWyhN9MdCD7ot/EZ8SICGTXWiIDHVGFyNN52lONzyyD6jnLeOrU2a39slyQ5mVkEVW9RIpamLQPHPzgPOzq7zz3gO6Luzi0if3pJ91Tf9pko8Enk0FMWLgK6+8zG987Ve4OdvjQmneffsHnNy5y8XDR6xtDdYmGHcIKCSGlEjnMWAk6BgQNoJ1yQ0C+qQQgk8oEKdS8t8IkQoEwtBKQ0uOUybdYyKjUyq51gQFMlENUkNBIaQmqp4+fGkOx36+9FlgopqEJEpK3N6/EYHDuwbvmqSDEEH6iCXgQ8ALgVFpXmjvqEQyUdbWkTlPkRukFGzqmtZbVusFF+fntF3H9S98kevPPU+YLykOphw+9xyZ0PjokkhiD+cX/WbwNAv8f94136KlFTAbjBiZjEJnZFKTqV6QsKqYFUNKZZAR2vmSxTzZyXZth61bdARNL7arYqLniET/cL2dKyrpBfjg8d4l7ZwYCTLlVDEGyDSZ0b1jlaWYjCgGA4qyQmaazWqN0BqZ6XTPX8wh9o1bkbRblqcnBJ9KizFa7HqDc25HnZB9g1iR/k4Lido2IHrHkhCTHabqY3pHQAVP5zx+s2HjLF3XklUFg25GORmji5zZaMz1K1fRWcZis0ruOaMxucloraVtO5q23hW3d+3pT7Bx+4kVBx774aZ7NoS++yMhLwuCiExm+9x+8Qu89tqvcPXwWeql4L/7R9/inbeOWM0hhJxcDZEix8fYOw4koZPQd3IEaUJuT3fKLbYwwjS2AlKqhx2l0T8nRWgolTpXwSe+kqRhYKDSGYVP4ibWQtM5nPAUErxUeK+wPuJ69WPRQ2G2TMjEi0we7ckJ4fEmEPqihdp1LujhsBIXE4ohQe0gRyYrtBBwnUKsJd2ZZ+mB1pGrjKFQqHzA7NnbvPzbv8kP/uCPWR+f4m23bYT8XIwt9zD0YmlCSkSusZlAa8Hh1UOevXEb1QTqe+eolUNbyAEjI6G3qIq2V9G1nm7dYKqMbFpRZhVVNuLKMCFSzhZLQn/xfmEdmTyvtTGUg5LJdMZkuodSGeu64/RiyWK5SUq0UfU9uV7xnUv35+WCAD8+ef9Jm+DPmvA/+dc/85XdBn+wK2zueM6RLYYI0LRBYBuPPV3RdJ666TjYn0KAX/76rzGbzfj+d79L1zZArzj8NL3QInSdI7iW4AsEGW3jsNYjCWR5jnMd3vkdNHDLXdx+0G3nERF7lFfP8O71JZO+i0RElZwKbEBKnRAHLtBamyDaOkdIgyZibcOyqxHRs7oQaBVRKhCDJTMZqmkpoyd3LcZukM0C266JzjMc7iFzRQwaS4YYVcyjY7OyyBgojCYb5uTFAO8Dy01A7JvUOURRN4HaRoxSaCHwIXI8b5A6wcc7H9m0SUQ2JT2SdWMB34st9fayIsFphUzdsSD6wnYQKBkR0fYAN43WBqkznDJY29HZhug2SK8QrsGHjtiViLwkiwNUlqP7rhYuWb0551ltWtr26VkZSin5jd/4dfb29/mzP/szZgczZgdTTJ50BULwidoXA3bVsDg+5/TeESf3HnB8dMT5o2NW8zmr5YK6qxPHX3gUoLb8cRK8WcQE81XCkJkckxlElORZRV7k5IOCajjGmIy2bciKCpNnVPmAPC9p6xoEqdAiVE8JFKznK7omoRS0Emih8N4xPz0lOEv0HuccznZsNhtsK3GxI5Xrw64flQQMwbmAdILOJrqMjwHd5qg8S4JnSmGU6gWIPUEpcp1jY++m4T06wpevXqWL4JTiB0ePuH928ZHoBn1Y8rkVkO0hnpRlwZX9KUWpGVYlX3j+JV555UvMxnv4NvDeG2/z3hvv8M7rb7A8OsHVHbn1FFGS+0ihBFkEHZMcpBQiiZbGkLjDIeJkwmZ0QBsCTkhc9AitycoSnWlQmsFkyvjgAN+2VJMJk2tX0EXO4uKc4WRCPqjoVptkPakVrm6pF2uEkqAk85OTFKNpjXeOR+++n1Aq3hM2FrduEDE1BJLYZWrOEB1bYcsYUsEqioiKmhAtvrOY1FOiqTs2bUe7bliuFzg84/0Zw8mIPDd4kxPxbLq0bj5z+yan5ytOT5ZAEjx9ct96Gp3FyyJ0T9LOLs+DZ65d5Vd/6at89cUXOBiNuDg95ujBfR7df8DR0SM26xXWNYnnFRMhJFcCrSRZCBgl0AFUiAQXiL4v+itNlLLXhugtBqPGRt1rDAisKOhEhpU5Vqhel0VjhUroAbmljKi+M62RQvV3Yordt5ThSzi9nq8uQUhCViBjSPQEAgSfOndSIoLDh5CKgrhEfUAmQb3g0H0hKQtpfTcpICcDdE8Ny3LJsnM0d+5yTwhcsEjvmapnuPHV13j17/2HHH3z2zz89neRgV3889G0Ji5f5C02pC+sykS/kEKSS0MuDQZJoTRVXjCqKiaDIQNVgHV06w0XJ6dJbLDpEFy6r2US4w0qua+F2DtOOHpanieKZD/soiDKDJkbylGFyjOEiOSDAeVggNaGVb2hnEwohkNMUSCVZFCvksaOyTDG0Kw3vfBsmhOEwGpvjxgjLgR8aFicHNNtNgTvid5j1xu6tk2NWMD6FINp1YvH9wV9FZNQsgYyIXs0USC6QPDJEvhBvEt5ccH4yj57Vw4pp2NuXblKWZacLeecn8857zxWB7IeRdG2zQ6Ltr3vfi6LAz8CU1OS/cMDrLfIzKCU4uWXX+OXvvbrXLv+EkePNnz7W+/y/e88otsIpBhCNMRoEkcs8NhPPqbAMtWAEmRjK06U9rVt5RUSxOjx7y9nyaKnE2z5L15GnLMY6bl2dchzN6ZMs5y4bJGN4+z+CrHpQCXV7tAHucsoCCEFDEoKCMk6UcmAF0kEI4QtlFhcOj6xq2BuP5cUSYxDSnA8VsMWeDLheySAQjSCcO7ZtB67ltgN7N00jGaQF5IrL73E5OYN3vyH/4w7b3w/vX7//897nWBrU5LEwtMGYExOF1pkyLlx4xYHe3tw2tA+vEAuOyqvyUQyGCMqlE8qrp3zRCI2eHRlMKOSUTnmyiTQrVoKaRhmBRddsytC/byOBD+VCSkwHTEYDpnuHSBVxmJRc3a+ZF07rE+V5RBJm7zYQnq3qI/Hr/nTnNGfdpH9ixYRnjiUpzu29KftIW2bNkAQERFS16zpAnHeEvwJzaZlUA6YTEe88sUvA5LXv/dt2qbpRX6e3sirnMX5msyMiQG6EFhtWuraAprBYIjtUreUmHh+UvY6KqJf7MQ27OmhfDv1/kT32UFChEAovYMgRlTPV9T4GGhtgnRnOnXvhIgJ1ts1icu6aem6mtxocq0otSLUGzanR9j5WfLL9jCYHvQoskCIjmg0st6guxaDIe9yiq4lEwkqbvKSojQUWQGA9xIvDZlUGCEIwXO2rsgyTaYU69aybJLvca4zWgx3H5yxWjdcbGqsdYkrG2WCRwuFNBlRmISksL5HJyUdnWCBUpNlA2QG0W1wa4sgIK1PDjhdi3cgQqRFoEIEGRChRUZLiI4QoG4cbfd0igNaK/Iy5/YLz/DyF1/ha1//ZYpBiXWeXAWiCgnObSNd3bE6OeP07kNO7z3k4viU8wcnnDw6om1qXGzpyXboS7dn70gOMaKFJs8K8rJiMBqTlQU6SmazfUbjMcPRkGo6od00yWIwz9FFSZEVZEVBV6d5IuVjG1RrHYvTc6RIiY1SCWDqO0s5GhKcxTmPa7tUcLg4Y3Uh6boOE3ol7hgQwZL6jHGHHOt8h1gLbOdQbYfOM7IiQxc5ukhaHEqqpKJOQhS6EIgqOSIUSqJ9+vm5vRnnFwtW3v/IdfhZx5Pr4ePkMb3XcFDx/AvPMigNEc+tZ25w+/Zz7E/2kEFy//073H33LvfffI/VvRNkZ5noDOUFWEchFVmAzMedwODWB1wKRQSa6Oh6kcAugs005DkhZoz39ji8cR2T5yijmV65QrU3JXQWWeVkowFaK8rrB4mCowTZ3iS9D5D7wMgn++oIjG9d38WE3jvGV/bxzhE7x/r0gvO7D/G2wzY17TJ5lpteWwSZ4k8RZc+DEiRdC4UgUSKSY0oEH/B1y/rE8n60FMcn7F3Z5+btm5jKUMoBwQs66/jt3/46ZTXkH/+Tf8l62aai4k6bil6X6mcfH45CEH0RfhuTBl576UX+d//J/xrRdBzfvc/Z2TF3777Pwwf32CyX2K5N6AopkxWhSPadJiZdLhXSfRF9DzXvG2MQEUohok59WyGBLCG2BHgh8DIjiJIgDB6JJRCQuCjogsBHiRCKgAKp0n4RtiuFIoSA7lFaSkYkKlEZQkBIgZYaFOnnNNNBeURPUSAk1GgIluhbiA5PRIVEmSsQND2lJTX0ZOpCO4tuLUoCVQbGQLygFYrTdU19fk559ojx9ev89v/sP+T8y6/x+//3/4z3vvkddiI5O75+Olc/61X/UERk7K85WxqgYG8wQBMwBAqVMx4MKLOCUTUg05quaWiXK7rlmvVijqsbTBDkvcWrQBBE0n2IPY05KoEP0HqfCgNOkBUZKiuQ0aPKkmoyZjibosvkXFOORpTDATLL2LcWVRZElfTBggwYN0UqidIapRVl1+7QWwKITctkfw8QKZfzluX+AW29JvhkVbk6OePs6FGi2wWP84G18+iY5qokRSp51NAriIkoyUgIwC3K08ZAM19SNw2buqZeN9x84Tmq6Qi9t09eleS6oGkaGucwIiHdhUxouhgeC5F+kuMTpRU85lMEMqOJITDdm1F3HVevXedrX/tLXLt6m9PTNd/99nt879vv0TUZWlQYWULsXYmFQMrLfI1tMnDZcSD2OgM80XEEvbWvePwofS2IeKn6H4InKsf+9TFf//WXeO2FawwlzO+dcfbeMca3yIc1ogUTklqu1AlSI4SkTYVFtHysUB1j4sqFx5ixD5yjZCGytThjR4OwvfOClsmb1UeFERIlQwqtPdgabBvwdbL5kiYmtfcAeXAEk5MdHpC9X9JtNrv3/NynsDElm8mbXGCGBmWSENnNa9e4ef06uTCsH54Sl5YyKHRwgCdYiwyuDwLS3MVF6AL12QpdlpSjMdPRhPVkRYdF5RJ3/w7Ltv45JRaIPscTjCYjDg8PGI7HTGb7KFOwWNaczdfMVw0hShAZAdFrCPRBSw9hvTx2nKxL3z/xrru5vP3+cQ3w8f12eb5/2Ot83CN1HHc/pHHpgzxuvgtckAgbWa86gptTD5KN22Q65qVXXsXZju9++892+itPa+wd7HNldo3BYJ9HRy3nFyvqJtA5iVSwWa/AB0JwiOhRymNMcg5IssDJ0lD0QVSMHiWTpFwq9Nu09nqB98nST4okRAgKZEwUg+DQJk+idpkkMxEjI1JopDfErqVpAiI6GtvhnMcqmbRCQqCQCf4rQ8Bu1v0pTvz8qCWu79ZKpaARtHZNG1LHS1cTXFlRS0nwAZmX5MNJ0p+JEa0lNwYDtGrJlUQOCtATsizHlCUuG7M3HPDO+w9pfaBxPa1ApPnulUDnFagc3QF0RNcRQxIXtLZDNIEqy9GFIsQiuTA0G5xo6HxE9+dReImykohLxY9uBaHrA3WL1Kno8DTGr/36r/HKa69w8/bNFCibJMBkpE56DCop+9fLJZvzJfNHxxzfecDpwxM2Fxcsz87p6gZPEhzcWQn3KBqJxsis55hCUZWMJlMG4zHj6RRTlkgE+/v7TEYTBoMR+XCQLO+MQWqDMhnRKIwxyb3H9/4Dnp6XHhhPZggh0UqjlcLbJGRWjkZ46/HW0rU1bV2zOB2QV2VS4/ae0HZ065q6nuOj6wW0EpxZEWl7kU7jkn0bziWEjYqYzPSuHgq13feDxIfkYOBVTFBGYKQEr926znHd8N7RyVPfX55MGqUkzV+jefbZW1w53CMEy3R/n5e/9Bqz/Su0znJ67yHvv/kmR3cesn54gty0DHoagYyqF0MGET1RKnxvQxgEOJG8wS2RtfN0gFQaPRywd/UK+zdvILVh/9oh1XSME30yU5WIMsfEmJTiTbIcDIXE+YDzAZVtlaYkQqZCVlS9kGChEz2l5yTvD8rELw5QPzjlyrVbuK5jfXHBo3ffJTQdobN0rcXFxyLUhtSZRkCIAklCFiVtjF6ZIghaL2nOaza1I7YOozTTgwnlsGSvGiMVuG7DtWtjnn/+GnfvnrBc1oBJ8zU81kfYxpL/uuNHBOi2j/dfR2XJv/d7v8df/83fhHXN8b373HnvXd595x0e3L/P0f2HuDY1QEyuE3pKaXQMGJESDS1Suy7tC3EropXWe3rNDaWR0iCExoiCgEbje9qQAXRqHAiBIxUCbJD4mGwMIXX5t0WN2Cdrsn9cxPSYj8mPImmSWURIEPJcFewU7PuCtZQWQgbRE5UH73FuQwgtdfDIaDEoWiGIkuRuoCRGJopQKneACoLYJfSBFRE5n+OIbIzC5xlVUTA4uMr0l77CD//s2zx464f4TZMKVJev1b/2Vf7gePI6C5Eal5Jk6Xk4GLE/HELo0EIxHo2YTaYUSlPoDN92bM7nNPMlrm3wXZccPUi8fKU0yFTI9x5c8PgY8FFhhcSrvrFrNPlgQDUeY7KMajphNNsjHw9AJQHjrKyQeUZUCh0CUSXwv4+psCiKAqFUElwWEZHl24lNBHRZ9Ro0ER0jxEA+GhBtEkEO1jGfHJEPBti2wbUttu1Yn1+w2WyAhFrLer8h1Qsk9hi/naxtKjwlC8y66VhZR7OqiUKwd+OQcm/CoCjJrxU0tkUaw/nFnKZ+nL8KKft7+5PNxD5xzYEQAlorDg73GR9MUTrnxmyPV159jevXXuC9d+d84xvv8cb3jjg9shTy6q4SSG9VsbUHS+PyZrZVEu5Pcrp6H3geOxhND3MlQkyX3MeAlAnOG3AEHEVpePm1a/zyX7rF9StDpI2MJ4bp0LA30oyHkkfvXzBfNzQuomJAiByhUyc0iQ6m91S7lOVx+PPkdLj8jMtV4q1dT+/6gQ+pwKCEQQOehDAQPk20Vng2GcgsAqkLFyU880tfojt+yPtvvNmrdH7+RxKBVAQlIBcMD6bEAq698Bxf/8qvcWAOWH7/iPb7J2TnjsIJvPc41xCj6/XH+w0mJj/cQKRbtTSnqySOWZUMJ0MW7YKhKpiOBqx6iPfP34jkeUE1HFAUOVIrinJIRLPedCyWLZvG9r7UQL/wih0XO6ZNHT4Au9qOEB+LZv3YAoHYAuaePLJL33/IYvyxFQr6946XjjPujmkL+dyK28mUYMfH+iguRJrW4n1KvpTWTEZDZnv7DMcTuralbeqndrhFVjCbXmE6vcri4hjbbPBdqqEH6XGuxcTkMR1lv4KJ5C8sZHIdSPBV0av3p7BCSYVUmmgtvrdxdDYF2Ql6qhGoBAVEImRKpJRWZLkhMyBihwg2KZgLhxcRVAZ979b1a68LApu2CWSIgOt55YHOerDsaGV4S3fh+go/iZ+4muOUTmJUIYA2rLMCFVIfoZhNUVqQK4E0GePJPuVwj0oPmExGmL0Dzk42/DAoXDA4FXtLwtQtS/xHQZaVFHlOKC3N4iK9V0jzvrUW0XZkWYU0FboSICtCXBG6FucawCKCQNiIFCkYInQInz5PiBCTV9i//oQQSW9FKMHVG1d58ZUXoUe5xZju40wpcp0lvYi6YX58wtm9Rxzde8jpw0dszuaEusU2tl8B0oiXvio0mU40gbIqUUYzmkwYz2bp32SCLHOklEwmU8pqQJYVaJ0oGCrLkEYjtUEYneCuLsFKt0r3gqQnMxiOEELuOmDeOpx15GVF8LbvJDpcazmf7TGcTmmbhth2tKs1y/MLwmmg3vgEpyUhMwIi2TKHiHIiidU6hWtbRC6RfZFGCtGLEaXPr6TE+pQQCpUCljzPuT4acvH+vYRKjPQ2XD/72BVmt2sTESEVV67sM9ufUFU5qMiVa9f5wiuvcv3wKudHJ5w/eMj733+L83tHdBcr5KZjgGKkJMonMcYoFEJIPInHm+hFybKuDYHgPU6BLRSD2R5ZXnFw6yZXbz/D8PAApEJXBVZLiB6Ex5qUjETAxoiTESUi3ifTM1TiUG8pfkokDShEP/X//9z9169tS5beif1GREyz7Lbn7GOuN+kqKzPLUiJIik22E9WkGpCAhkQ9iYD+CulNf4UAvbYgoPXQgIBWPzSE7kbTVZFisSorK01lXnf89stNE0YPI+Za65x7bua9VZlVSc6Le/bey845I2LEGN/4xjeSXrERocBgi/G2Dnla1kz7gMRE2DQc3r3D5nbJ+vaWq8dPWN5c0/cdKXpGCIUIRjTbTEqY3NbUIYxdoWBETNAlutDTdLdcOgdtizk7ZXo4Y1KNefLkCYHAd777Td59r+X73/8Rz55esFr1ObuU18Yv263IbL2UEpPRiP/tP/yH/O/+wX9G4XsWF5c8+eRjnnz0MY8++phnz57SbtYUxlAaQ5Ggikq7NgguJgqjbSLxqjOjul15folTnzsJyTisLbJdr0jJ0sWYFe4LZRIMPe2NUQZBFGULSGYciJYmxHwdJI0EBmJaTKpnIwaSUdYxqFZBjIaUtEOFkCDpuYuoFg4GkvW6R4UWn3pi6LB0bJKnjy0uREYpMbcwjolRHhuXYNQoUC4xsjGJJvW00bPpOxaF4/z4mMnkkG//g/+Ugw/e4vH/74/5k//6v90yal61iX/h4d1nU+ZplETjIGJiUpWc1mPGrsS4ilk95c78mPFohEtCu1pzc3HJ6vwKvEdCwEVtLK33P5fcYOgTtCmwSZ4mRJJzKiY4njAqRhTTMdOjI6azOWVVMj08ZHQwQ+qKIILL+2c0hqzGoIzSKPgQkRQQm0sXcjmEbJkRakujsVljbIj4InbmsOhrUwzIqKKezfFtS9c0bG4XRAzJFcS+I3U9fWY5DSCIRW3KMNUM2gkvkDCZadL5huefPmK1WXPc3GV+/4zxfM4bDx8SjbBab7iJQe2PEaxz9N3n9aL+qo+/RnDAIrn/+GQ64b2vvU9AuHv6Bt/61nd46533+NM/fsK/+Od/zk9+fMF6WeHMHGcdxNycIgFEdm279t1/dfY+Hw7su95swYW05xgN9JCY68tD7OnTBmcDd+7c4/6DYw6PR9gKzEgY1RMmhxX37k05mVvmYvjkkxdc3jRIp1TaWFhS4YgYQhS6mFFlGRCn9FoDPzy0lUrYIsQpC2uk3GJDKS77Su61EUwMBC+wEvpC2NQGYww2JcZVSSgCxdk9JlcLNufnRN//Jcf11/swmZYX8IhzjI8OWPaee2+9yYdf+w7vnrxH+/SWiz9/QnG+ptx4nO+J0Sv9KAtABqOCSFYsUdQISnJ4r2I6xiSqSQHWE9ueEIY2mXuksJdS2f/+Hq5wHBweMBqPsYWlqCqq0ZS2TVxcrbherOl9BFMCJt8/A8YQMp1r255wt5/tqHbDz73v/NK3dfjcV9/zKwIFflGGRl5+8ctv3rsHO9BA1Zd73xNDxEePWTQYucYZ4c7dM/6j/+g/5od/9mf84E//ZFtP+kWlFl+2BKNtIptVz6SOEC3WVNqKLyZIraoED443CQjEFNCOhlpe4oOi42VRICYQYsAVjunBBNcEfC+0jVeBpi4RO20ypy3DAsFYTGUo6oJJ7ShLi8RWA7a+IQVP6D1JHLYscLlVnRPBpIiEQEgJH3wGWL2ygEJiE9QRFKv96k1MVNLjRLvOpJSp+QYKYzAozT9uFjo+AuvmApsZCNPJBBdX2M01Mp1y+t4Dzt66w5MXge//dIOtK5wsCKFDcrYrURJwYGqK0YSYEt6rvon25hbEa7u02ENVjnH1CDEbUirwaUEMHgkdoC0TkylJyZO6FkIPSbN4KcpLe+BXPeaHc37vf/b7SClUs4p1s2Y6HmOsoXAl8/GE6WiE9Inb61tuLy45/+wpn/30Ey6fPmd5eU23WKnj2bVooypBm/xZAgEnFWU5Ynp0wOHJCZPZlLIqOTw+YXp0yHg+ZzKfKjtADOPJnLIsNRMzZISrEikqpLBZ08EgRRaAJKlwbIqIT9iiyImIbF+KAusDE+eIIWJFVJzOB8bzObPDA9pNQ7/ZsLi6oahrnfsxEfuWPrb0qdO1gMeTiLGnbwNlDLhQkpyoqrorMs1aa5oLpVERJSmYZgx9DNsOLWeHcw5mM7oY+fHjp6ybv7xQYcpBNAwZLeH46JD5fEJZOjyJg+Nj3n7nfc7OHnB7ecunP/2Ip3/+Ux792Z+TFg2T6Di0I2pnKWLQspahWHIAfI0jEGlDR581BaIVytmIe2/c5+EHH2Kt4/DuGdP5EX1t6IAmJToSwTmCGFX9joGEEESTJT1Jgx5bIKJ5+4Be1zAnBgs1tJvW16QMFAoSE2WpjChJQjkquTMda3Zx3TD55IgXjx+zXC7YLFesLi4wIeFEGIn6W0ksEnROF2oWKZI64Jvg6fqO1dNrjBek6wltz+zhHQ7nd2lSB80NZVXxN//m7/KHf/DH/OiHP92KSe/YHfDLSD6k/GHGGH7zN77JG6d3+c/+3t/nvfv3WTx/zkeffcrFk2ecP33G+voGup7KWEZloVnUqK0eLQmTxyQag2RQM+We8kZPnkFkxseU27HqHMkl3iowmISIwyfBG8EbSxRDiFl8MO+DEdUOSIpu7PyElDuHbWOFtGV4bXNiOXmYhjIKjZjpo4aVxhgN3qzDWotNpQroxZZIh48dXZswUahjok2GmYFDAgXap6Y0UCbV1SjEU/gNRQ+bpmdZlDxNwtG773Hy4D7/6+/8F7z47u/ysz/4I26fPNN5OpTi5XN/xaP8SoM8tKcUEQWck/KkCyPYLZVemJZjzqZHHBQTeu/pm47lxRWr80v8coVJUDlLKdp6OURlAHUx0tKzjoEg0EmiLwvqyZyDO3eoRyOm0wMmJ0fU8xmmqoBEPZ6QqhJvLUTwToFEL9ATNDmAgnwB3bsyUUc1J5BcuZgy0CrYGLTMS4Z1rp1GBtDOWijnBdVoCiFo+dB6QzkZ06zXbJYr1je3rK9vWN8usGQ2DFpWAGrVYlIATNe+7i9dDKzXG+KNRcYVUmuXhbIoqYuKqiwZjUcE0eSANRbvQy4v+Os7/krBARlqSdGBdEXBm2895OTsmOnBlPnsLt/5jb/B3TtvcXm54Yd/+piPfnJJt7bU5QzDiJSBgZCGHrjaeaD4XJcB/ZaB3jX8/VJgxmA3BnbBgDxq+xMMJBOIdBS158GDQ37n997hW9++x3hkQbSWTAzYyjC6M8OlN7DR0oUAcgGLjtStCaHSHroIXYawmiikZDAGnMQtLWVgBbx0HXusgUHJNIPdGZlWxC636NS6W0FRTwAMcZVoL4NmF70KGY4ORzz4xvc4e/cbbD7+mD/9p/8jbbt+5f78Egb/1+gwSUGf8eGU+2++wbPlFXfuvMG94zdItz2bT86RqyXGdxjvSUMbGyno6LQuOZL7sKvgickPNldrpC5hZkm0Wo8pBfNJxYtbS+c1e/TXLTbyqzyGcqEhEC3LgqquMM4wmU6ZHxyxaTyX12uub1s6D2LUsYhkJXMz1J1n6bG8hveZAHxBoA0v4y47KPDVE4W9ZfUXSpz+ohH8wu9+9XX75/8asGP3fUMWL3920lDDiCigGSJN67m+WWKt4ezuEUdHc+7cPeVnP63ZbF7PHtjanS8xJ0fjCePJFN8nFjcNXQtIod5e6pEkWjtn+8FdyywItT0xg5gxSi4VKAk0iLHU4zFHxyds2o4YC5aLDZ1f0DWeFC1EqwKF1mkZgtGe1KWzlEYInSc0a8R3xL7HRoMrCrAWcQXGGpxV0Tnxnrbv6LwQ+0TTdUQfNbMkyggyRv8XEj6o0GyKCZeitrAiM1tEM2VK29d5ZXqDI2Ij2NoyDmtmyVCIMK1aTk8nvP3um5z8cMV4M2G9HtH3ixzwezoPftXTmxZXTnD1lGpmkKKlD14DqdgjFNhY4lBFZ4PQbzYZSFIarQkeoieIJ6YAoUdiJEnMeluyp7vz1Q9bOObHc0wFB8cHOGd1TIqKcTVhUtRIH2gul1x+8pgXT57y+KNHPP3sMYuLK7pmjcm1voGARa/DouKl1lmmhwdMT46ZzuccnZ4wmk1xo4rZ0RHVZEIxGVGPRjhbYEQo6xpnCw0KggcfshiwIDE7cnhsFn5MSBYc03Vl7C6ISTlZkKzgqgozlDRZg/WRiTXYoqJtN4SuoRxPKUfVtqe132xo1kvW7ZLet0otzg26JEHb9pS+J1rACqmIqo9gLRSGIu8z1hRgLH3SzFxhtOXhW/M5ZVWx7noePz9nzS+vi4ExhhjVxtx/eI/ZfELnOw6Oj7j31lscnd5hs+p48eg5l49ecPnkHL9qGUfDxBVUYpHOk1LWhMqEXO1fDr0kVjFoKqeqmd05ZXQ4Z37vhNP33mZ05zj7Oo4rIiGpSFxPJJicKbYWJG3FT1+y/jkA2MbORjI4kHbVZflnRMEhuwWelSlEBHFKFw5GqIoKGRcU8xHHtaE6PWSzWPHso4+5jJHYtHSbRtkBIpk2r/YgRaWZl+Q1lxRgbDY97fk1F6tb2ranGE+oTuaUpcVXgRRbRiP48Gtv8eLFBRfn13l8hpKxv5w/sWPeadBZlQX/p3/yT/hbv/27pNtbbAwsLy948dkjzh89YXlxRbNaYmKkdJYiC0qalHAxYlPChKA13lavm6j2fyjaHXxySYkQA+BV8M06TO7cURhlem27lKQc7EtmF8bMehJl3cQBRM+s2pQHeNB8GnbXNJQUZmCBpPdxm1DPdcgpt9NL5JrwlECUtRCtxYs2uzNiSC6Cb+ljT0pmW75QkRgbBS1cBlDqJiK9pwg9Lnasn16yxNBKoreJeRLq2Yy//Y//C/7Ff/lfcfH4ETmxnyMb/U8Tgl9u/x6YlyYJQfJVJUGSobaWalRwPB1ThEBtHSNTcDiaMR6NEYR+sVHGzM0Cv+kwUXScvQ6OdvXIHd6ANiYaEaR02FHFaD5ndnzK9OiY8XjK8d271PM5qVRmQIyRaA29CL3sGKNI2rKMTEq5REvZDlHymGQmrw6l5GTKLoFkRP3IYR7ZrIUE+ljpLFUx1uRBCJSzOdV4TN+0bFYbFjc3XD97xvknn9KvN/jeb23NoEcwrB2ToM7fWVlHCD3NzYIr39EslsSu5/jNh9w/vUNVlDx+8ZxHz5+watYkH5jP5oTQs1wu/9rihL8W5oCIwTq4/+CMg9M59946oyjH/Pb3fp+z0zdZLy0//dEzPvnpJe3SMXIHGDPDh11AJRhC0p7nVoYh2f+OvHji3gaQds/lX7av395/MRix+JTwoSPSQtHy5jun/M7vfMB3v/M2d+6OM8qWW6slEBuJ0wJr5pz2gbbzlFWB+eyc+GJJTJ4yJprgSRKZiMM6aIKax2FBbSmBGbAYruP193GgIGckg4H1kNs9yUBxyUi9j3Tnnn4h9OtA7EqIBfXBlHI6h7NIMZ0qOMBfvo7t1/EYnBwEZneO+F/9o3/Iv/z+H3F0cJfD0ZzrT89ZPXpOullQ+0T0XtVIRRgUJhWYQvuoZnpizD2s++jx1zeYQ0c1d0wnNZiOd94449HFNX3oFZRO2oN1AHn+fTn2FY9FhKIsOTg8oqxrRtMp0/kh1WjGk2eX3C43tD25jnzYuLSNKSRS2Dlpe1/wObTqdUn+V4Py197jz4Fw24df89lffZR+3jte99z2sdeuuVeuOT+WcgYkIsSkwqZtr6jz7XJFXTnO7pzwvd/6LZa3C77//e/TvFJe8FVLJ6wTilIoy5L1pufqpqH3Ws9ubMTYHqEDPEhABh0UhEBCgrYKqsopZVkhVkgBysIymR5Tjw6IsqZrIyJGgzUU+DTWYpIKESWXCHQYYxiPJoxMz+q2JTUbkve4EJAA1iekHmFsqfPJZUVsVykNUQweg+967bAgINZQlY6yqjRr0WurQEeiSNmZFQVhU0aZKjsw0TT7lIL2Z+6jKDMm9JTGUxUJZwLGJabzCeVsjps5rXdtx9D3Cko2a9pmQ980mKrBlmOK6SHUHnzEEumbNSI1UUoVRAxaauGKimSzw5UiKXjERGKz3gVnYvL+KMxnE+x0zOVXmgm7+WMk0fuGotROPNYIo7KkLmtqV5D6nvXtiuXza26ev+D2xQXrq2u6xRq/HhSic0s6LAaLE8d4NGFyOKcsLIdndzi8f8bpnbvMTk8oJiOsc1STMdFZTFVQFCUihsJZbFlBrkuN0eHbfqtc3vuQWzkaCtEMTUgmV4QrSFGK7FaaoEGHBS8KDFvRzkhgsHWFFaEKFanvMXVFOa5AEqOqol0vWdzcMl7fstmsuL56jg+quxElKfss9si6IcZIX3dUZUlZlhipcFWBGIuLWdQrBIJITgIkSomY0DKWyBuzEd733Lb9X6qLgRHJFOzIZDLmrXcecnzniKJ0zKoj3nz7Pe7ceYAPwvWzZzz76DOWjy+UMUDF2Gh2XJJHcps4bdOYs/MSaRMsQs/GCMWk4vSNhzx8/33mJ0fYwzEcTlmXVjUfEFofcvtIvfliLcZqKUGK+XGBtCefMQgQD/Zy6JK1Dfyyts0AECSTO0flzLOIlmAOW49JSVuYoVliezRhMqkZdT2uLhhPxixfXLC+uqG/uqUNEScBm9AuBiQtkyKRUsCQKKL6Z2Hd0DeRdVFy8egps+ApjifUo5quT/Sh5fB4wre//T7/9o9+zPXV4i/F+NG7sr1R+gOhLit+5zvf44MHb3Lv4BBvLIunTzl/+pSP//zPuXz+nOXtDaFtcdaqXRXVkbDZPoqPyvKNaFenbMOHgiGJAbJvJUNNYfTEKIhTfRlnDKWzjLAK8ogjilFGCMrKDQNUPpQLyNDJREGZOATQGRCQ7XVnP052uiYqg5DZQrmsMeVWh5K1DBKBPnoFDBEwJc4k8EKyhhALMF59/eSxsaVC94uIoQbKpLTzOkXK1iOmxd/e0qTAptvQLZd0b90we+MNvv2//A8pNi3/zf/t/07X9/lS03asSF+NO6BAW9QAGmWMiSSq0vHGG/c4Oppx++kTyqJiNp4wrUZYIzRrzZ6vbha06xZJQmEKTGZjhFzHkQBrHMZYjc9Ki53UjI8OObh3j4M7p5TTGcYWuPkBsarwJuuuWUOXIl0uwlLyjslIgAJ/CtamIfVLwuyVlirWk6zTe5LPTcxQyqR+khC2LJKhPWlICZVT1i+2xlIfHSJ9j533uIMZ1WwC1rK8uGJzs6DfrAldRzFct+QGuikq6JIZRFOxJN/R3Cy4Xa9JwWOc4c79exw+eMh8NiMQ+OzpY3zqqKqKru1o1hsVbfxriMP+ysAByagN0ZJSYjof8ft/+zvMD4/56LOP+M0PP+DhW2/QLQt++IOP+ZM/+hlX5y1W5lp7FMn9vcmGSHJGJy/aASZkByDoj50p2LIDkIw6DoH1/iu07SAGUvDget764JTf+xtf5zu/+QYnxzVGPCRDQtsRiYA3avzKUcHs/gkPU8FoNqUcF5A+w1y3tH6tWSQpaCUi1hFNog0Jb/bqioWXrmOX1dOzNGidrmzPerju3d/5Ee3iQC47wGCixTeQrmBhI5TCUVEyMsL05B5f+53f40//+/8vTduSUtgilPvn8e/8YQxuUlPMx/zBH/wrivmEB/ffIJxvuP7hEzaPzxmvOx3jFNQoQW5TBao+DBKzuq5k45w8KfZ0a8/NC2HmJlR1jacjmA3feP8+T85v+fTpeW7Zswvx/n0CCIY5Uo1qjk5OGOd+tAcHJ5TlmMVty82yxQetjScLgAHZspNLhbaI3f6HbzdE2X8qRba0eyEHla+Zq1twITEoHLwaqg96JQNV8YuOLzdm6SUL9HmwYW+T/wsdKdfQ6uY3lEQRIstVS+EWfPzJZxwdzvja17+OdY7vf/9PWC4W+r1bSupXWddqJWPq8UGIqYWhjCBlbYEUEFpEfK6jKxApiJ0Q/eB4TUmU9H1DWY84PDpgOp2xvNlweXXNetOxWXe0TcQkB2KRVGj5idWO8iSDSQVlMaZMDZs+Yrsegsd4j/VKGUxG2yGKRCKJYCydEbwxSFkiCYIt6azWn9ukLbGkUE2DkCKxAxcSlRGKJCSTFW1ydioEtQtJjNLT85BWgAsR+kAUYXTnAYdvfkgfC65WsIoVyRlcNQEzRaqGGHsoN/j0lD56YrfB+J56MsHV9VaFuy/HkEqsK3GuRFAWWVGOicWKYC0xgJCDT4n6P8ocE2uzKFd6/Xr5BcdoXPOdv/E9jEnUoxJbGLqmUappUVJYR4qe9e2Sm6fn3D654uL5OcvrGza3S3zTkIh5V9Z1IOgeORqNOT69w+RgxvzokKOHZxyc3WV2dEg5HWNqVam3ZYEXdS47q/2pUy4HieSe6WKRQsGz3nv63DZTUIdwoJwP2UzRGa7sMHZZOZNyBtNk4a2on+GMaACfHFJ56sJRuQLpew4mE5rVkvlyyXp1y/LmmhgDy5srurAhpD7TbiOp2+BDR9+2+LomTcaURrCFo7S51CqlnMUWequ6DlTaqQMf+M7bDzg5PeVf/uin3LbdVx5TYGtcjVGbMj844Otf/0DLO6qSw5O7HB6e0G88F5fnPPrBT3j+pz8mLZaMfKIKBudDztYF7HaEIUhiHT0B2CC0xlAfz5jfOeWNr3+NkzcfUk5G9JVhXQptSlhLLhMAfG55mBkfWrKX6TrKG86Zw3wZe/mWgYYtIqQBhIa8FWjL12xOGd6aUiK57GvGHERkZuZQ8iGFwdaOgzfvM55P6W9XrC9v+OT7f0Z7vaBvPf0ABqE+bEra6agwWTsrRHwKBCf0q4bbi2uiNcwkMCmOqNxIW2f6HoznjTfu0TQtTdPtmHUCZFbGl7HpkktStxeb99D/8D/4D/i//p//LxyVjvb2mtXiho9/9uf88Pvf58nPPuL6xTld3+LEUFibNQGGLg0pR9m5o4gtSEE7b7Qp0uf91SbVAXBoJttsgYWA4DFWtSTK5JjkdngGo90LkqGJygCtLArmxMygMDpXYk66DUKR2ywyGizufOxhDxxOf/hbmQlKPU+5TSU59aydFGQAkFLAuAJDhUiPiT3JdvjQce0DY1FR3eChl8DUQB1VpDG4QNUHik3H0iZagrb0CzCdHXJ69pAfHx1w8t67PP/ZR/i8pl9iaH4F0731m0SyAIfS4A+nU0wb2Ty+4rg65nR+zNF4Su0KwnrN5uqWzdUNzWaDCVp378Ris9+RUIkNT8SnRLQGOx4zPZxTzadMT444vH+f6fEpUpaECJ2xpJj70WQMoI3KOkg22+hdVlejkWHMZC8JJArqbRnWMoynDqrJ+4MMfiNme/+0KdKwB2ZlmJTLBETAaZtN6yxF6Lnz3tuMjw5YXV2zur7h5tFjuj7gU8IBI91YdT0QCclTYhhlsLXve5YvznlWFTiBO/cfMK8qHp7coW8alosV0Xv62DEajVmulgwMkVe7TPwq47G/UuZAygIVYoT50ZTje1PmBwdMDr/Fe+99iO8MP/rTT/njf/NjHn98RepHFHYK0eY+0DskVzPsr2k/sHfsI8agYIDNVKSQESjyhNn1oY9aGyuBKBum84Jv/+bbfOs7b3J6VuFMwkRVKVRjoUq3waB0t8Ihh4ZxdUh1MmZ2b8z8eMRPvv8xL54t2TSwDFFr70RBgWAGx17RV3JgtMvopVd+ZidqbyPIl6IGLYMBIVPn4vD6AU+NAm2iWxhWY5vV+iPWGqrjU+qTE2R5S7tcEsMOIPh3HRjY6jHUJfZ0rLVKYvnw/W9wbGc8+8Mf0/7JU+p1xzTm9jtJBXTa1NMTCMYrrSlarWFKkh2UliAeTIQ+0t4uKGeGyfEIV1W41HN2MiO5kqcXV7R9BrO28+7LBpu/3scwR1RnYE49rnCl5eBIaa+rlXYmaH1CcyjkoES2okGQdjpcabhPeVcW2VsG+5vB3mavHh27Vw3Pv3KuX2g38mdvQ5XXvejl73j5id037OzP9oxfev7l3/8SM8CwnYsiykDq+sBi1TCuNxSu4Phozrd/8ze5ub7mxz/+8VYR96uLLgopGHwXiUHtJaKgptbJab5Grz9mdowjpoKUrNaPBstmCcn0WRRKWNqe6De0bcdisWa96WmbSPR5m0oWnGbDs+QRpbUczmbUrmJzdcVmrY5LGSNO8SK1+76DTksTTCrAVZAD5GSUHm4KhwuGRFA6cIhaO+wEZyyN2bUZQhImO7cWQVLS88ogbiISRJllMSXa1tO2PZ2PBBy2PGDdz/npkyue3CQa78A5alcAY/rQUYij6je5z/0IKEmURGtx1lCYAmdLJDoEpyw2mwMxW+KLiugcobWkaLRMgpDNjlJJBQVzUopZQOqrHdW45v333wWbGE9U6XtWT6isno9L0CxXLC6vuHz+gvPn51yen9Mt1zRNAyHhcOTGvCiDwFKVNfP5Icd37nB4eszx2V2O7p8xOj2kHI9JVUlwRjsfWJdbSOk4hERulaZATRwmgRiCRDyC34IAshUuC5BBK722SMJEtw20EkoDlxAUhIlqp4ZkBYXFxoQJYCpAIvP+mDge0UxGVJMR5aLGOMfy5obQe1hFuqi59CTQmUSInth4yK3XMAY3qiBnyY3k80DZI95EfIqawUsJZ4W5Kzgb1zgLV+vuq8QOusKFLe3aGCERaLoVRVVTj0eMxhMMls3tkqunL7h9/IJ0s8b2gSoaRlFZAlo2oWl8T8RLopHEikRvDGky4u6bb3Dvw/cYHcyY3D2F+ZjOGpoU6Y0lWrQHOprlt1kk2hrACvgBHJBXze9Lf29tr+w/lQXFMtNgaGe5KzXVHynG7fv2SxB8gmg1O25TxE2U5VEcHVCdHuOB28fPWV7csLlZsFmvsQZqoxoETpwKNJKwSXARep9Y3Tas/BXdxtNvGqbjCWZUYpMj+J66Et559y6bzYaf/vSRnl+G14bz/1LJnH37n8HdN99+k7/7d/42h7MJsl6zOL/g6U9/yg/++R/wkz/6PuePn9L6HldYbFEAUYHhqAG0Ur8NWmrmlIlhVcdlTaKNPURwFMqaQCjRYKRKSlNXcRqvavXiqFAWVpBIKZZKVLOrR/MJBhQ4yot58I2HJILkNrhknoFh2Cdf3oV3wscoeBPQtqI5/BVECXHWZCbBUJKQkFRgbcASSLFDpNO+9wIhNltRvmm+zwjUWaSz6gOzTU9ywipt8LIg2AsWn37Gs+mM6ftv8vv/h/8Nf/hf/b95+id/RoxBY6C98ftS/rmgwU5CNYBF97DCCBUW1ydGrmI2mjIpK1wSwqphdXvL+vKGdrlGfKAyhZZ6iO6hkUgfE10WdpSioD44ZHJ2l+reKeXhjNFsRjWdYiYTZRH6SBfUh0hpl4hRWZKsIbGl/qvmScq+oGTdigRgIilm5vWeh6XnZUF2aaBdMibv2/n1MbPfAqJsOqOSlikLZ4pYxBmKgwOK0Zjp/IDm+Jjl5TWp69hc39I1DSEoE6jSTLiyi0iE1GNIjMXiEdoA6/MrnhrwXcvh3TNODg4IfccLueT65oa+KLQLS1Go2Okr4/urjsf+SsCBLd0jIzSjyYg3P3jI9eoSW0742oe/yeHsTb7/h0/4g3/2Z3zy51e0m5LCzojR0ftIEtUokIEWlDOIL7u1L4v6Dc8NCRGT0UeBbX1lBppxaOagj54uNPjQMTmquH/3hIf3TjmeK20whUjCaLsjiVonZdTBTEBHblNSQX064mByhi0dvQEpH7O4WGNuO21pkoQ+GUxZqBOToA1JOw+kIf5IuQ5btrvS4IsM7RCHxxMQEurkJTWDmchLznfg9ObhQ6TfRNICyluhqiyuMEwP7/E3/8E/YvH4Y/7lf/ff0YYm30vJNvDfUYAgaahikiDjAlM4UoL56RH3x8csP7mie7GgaBMTbykJWFFBnSBoLRVKU45oQCtJcEQIHt+v6UwkGkvX90ifkN5roFLWrH3LzfkV6+Um1xnuOzJb/PPf/UNUVdsVjrIuKQrL/OCA8XjKat1xfn3Dct2zbVm3BbNAd3LZbnaSN4Jt1s7kLyDu7Ekuz4CBO6Qq3t4HrJWt8nfaBwy2AMMvuOc7X+s1xxe9N33u3y/1fvm5X/YaIGLf691pMgz2QrtrG5o28OL8hhTV/k0mFe9/+AHT6ZQ/+ZM/pm2br7ymx9MZ1hZY4LZp8X0gBqVfbm19DixSQmmlXSKlghgLvZSoVP4s0qs1eW1PWW0QMfQdBG8hWUQsKQomj60kDcqcOKXx2UKF9nCIqygsmB6QQIhCMBZrs84BBmPKXJcaNLgLCZJn5KB2jhACzqjFHPU+k9wFnMEmT0oRn7QTwxBUDm2xBM2CkSDJQKVNNCFxs2mxm56pD3QxYUT7MosRklVwIZkaSKRQY31iMnH0IdBLIiZH53Xi1+IwOMSWWqOe9wCDBjIhqFAtYhFbqr5AzqQbY0BcdoI9KQNzX2UaiBFtJVmqgvR0UlPUBeNRzaQcYQpDDB4fIpvVmsXtgtuLS65enHN9fkG/6elWDaHv2a12FR+s6xHT2Yyj01NO7t7j5OyUk3t3mJ/dwc4mmKLAW6FzA0Vdu060PpBipBQVMo0xkowBo8JTYoR+2F9RO6NicTlU3GoP6OEJiDOkoEJgRHWkxUQkZ5qNiuCDzUGE0XIq4yxYKA4jTGpsN8YsalxdURaObrXEWeHGGTabgq5b41O/a3lotC42BdWfSJ0nOpfny1Db7TCSEHp89ER0HsTOMy4dv/H1d/jB4xdcf/r0K6/xwdm2Ft548y4nd47pfY+rR9iqwhUlfduyuL7m8rOnLJ5eMOqg9IZKhDqqVfc5rIqi87FLgU2KdIWB0Yj5w/u8851vcPTGQ3ztCJWlKbQsrTW65hJss6OCIRVq/YLodxhnkKBr8XMM++Gy9x8XgbjTeNLyzK0B1cBjCETIgVx6zcdta9H1M4PN9gVRwbqq5PSDd5nMD7l6/JzzR0+4/qyFqOUeU1PmUgsLMaClWLrXFZ0nxJ4QVtz0PS8mI8Ync5iUTEdHlIVQuIJvfPNtnj+/YrFodBUPNOo9wPcXgwS7xI+I8I1vfI1/9J//I4reEzYbNtc3nH/yiIunz9isl/ShR5l1uYGbbskaa8aEdtFxYAqSLcEIHkOfejaxZyMJTKRIKlAZZVj9si2v1ZaDCbzH2kgUn7uGaFmHyYGpit6q/kbIbN48INtxGhgAL13xtmYk5SHWRBoZVBjuXiLgB+FHhKHoP6VIMJJL5iwSVJDaYpQhh8PjCOIQG3Js0WqXEtn2UkBiouoDEjsqa5m3EWcS6/WK5eOOR06IVrj74AEP33uP6h/8J/zXP/4pvmkya1ngK4C6giBm0E0AQbPdR3NtsTcyhlFdMRuNqK0ltR3NYsX6ZknXdbpn2QzjxoH6b+ljYhM8QSymrnGTCdWdY6b3z6jOTimmE4pRjdQ1G4G267WsSjLLZ5ineS1h1fczYSgVyCvU2GFg9LUDwVQSUQZGeIZ3BmYA2V/Pn62Ag94Ns1v2meUkWTshYpLJczMnO0TZsPVkTAlMj48YHx4Sup7LJ0+5vjxnc3tLCp6YhJJEhcldOzJgYCxBBKJns1mxuoCqLJnOZkymx5wdH9NuGpbLhfq9IpSVCl8OzHk93199vPBXyBzQi3HO8uDNE95454y7d+7x4bvf4/ToXT76yYJ/+j/8mMcfXdOua5zMCVKj+plKF3LaqDIHxkPQsJsM+/drQL2HnrUxG/koQxs6vc+VCMZESEojbkJHYMNkXvLWO8f89u99wIfvHzEpEvSJFLWG86XAIeVJlbRtTopkZwRk4hg9OOBheBNjLdefXOE+PSddtdoaSSWr6A3q0JhIiIOiZtxShoeJDWl/7ehpZIEd2K0VUBOX8m/6/7AIEykW+Ab6iwR4UhPp7xjs6QQ3rjl+f8RbH33Mj//sT5CtSMvPCV5+zY5tazs0qIiqawq1RaoS4woOzk45OD7CbiI3j8/ZXN9wkCIlYGJUN80kosmGJhhSFEL2GSQkogRMior6+0CSSBmhl5b2tmUyn+BKB177vk4nUyajMU23ypvqV8/W/Tof1ljeePMBxlrqyZjRZMxkPGez7rm5XbHe9ISQka19WEDYbuAZJ2abxUtx2xJKH9PsmIgq4yrrT1vbZBA/x/8/x4Buwba/oJH9hW/7+S/YlursuSH5xF563ZfN/uxeoWs1oEE5UVhHz8XVLc5ZCme5e/ceVVHz8cef0HXtV9toBOpxjUEIEdbrHh8SiZKtwFRK2Uk3xFSo4rfUSKpJodQ15AfENoFYAg0xeXrf65gP9cPbbdxixeQMmQqzWSsaqGehufrgGFskHIGwvMxq2dr6sO0a+uCRssKOxqTYUboBTAlUEWxMeAlgoXZWtUaiQOexkpgmhbRKUSVzpblm0CIHm5IRkZ1wlmYzGoHbTQeLNaPlik3XMSsstrAYOzC9soucVA/AlAYrPS4GihTxLhGSw6Zdv2+fgxiTHdqYRJNZRU2yJWJGiNPyi3wmiNXaXclNeq0reO+t+zx+PuPRl5gCxhq+/Vvf4Rvf/Sa2MrjaEUxCnDCbzpgWI0a2oL1ds1w23Fxc8exnn3L99AWLZxcsL67xXa+dJBRqx2IpXcWomnBwdMjhyTFHp6ecnt3l5Owuhycn1LM51CXBDdcccqZKa7hjgh6hyx0YfEqkIBiTSCbiMNuKoigGa51mAPODkpyOWZ7nEbMlLg3gS0T3T3UgUx5r9UO0e4HVcpOUsBSYca2f2xZYcZRlTV3VxLZjVJaM6hHLxTXtasV6dcu6XQCJgRvjW4+1nlh0hJRF7coSa5XObVIurRFDiEHF0VLAxA0iwnKx/OqtDXNmzhg4u3fC2+89ZDIbY13N0d27HB2dYnp48tOf8eynn7D45AX1qmUslsIkXFRmhWpIGNXfsFbByhBojWAnE8Z3Tzl7/23m904pphXBGXoiPgQQO8jZs7cjZAKZbM1lSuRWpXsu2Rdd7m5otwHStgvOcAxZmbhfULk7jX2SlU6JoaY9MqSrdGuziBVKOQTncOOKpm1o2jWbxS1dF+ijjmcRVcDV5Mplm6AWSxRH3yXa2w2Xj54hKTDhiGJaEe0EZyPvvnOPtvlN/qd/+m9Yr5oMog+Cr/FLsMKGYF6YTqeIiLYkjQETI5vFktsXF5w/fsLl8+dsVrcQe6zRYlWTcp93MZisEJ8QZQzYkmhLOmvoEnSFwYulj54QPD54FeIWbStoUxZpBExqISQklYh0GGuwyYKJiAQKCnpJWVRP2T0hpVw+tj9gOnOU+apAlUiekzmDnvZih50eRS6DSSG3l7W7uWIUCCaoDyiiQnkxqL6MtQbjLOIcKbmsKWKwqcSEloYGR4uJiZg8tQ+UJlAkMNFT9yVpXBBcy/L6itvzFxyNZ9jjI8JINXqi1optNWO+7B4+2CzyOiqjUBmjrTpHIybWMZ6MtPOEj3TrFevFLe1mA33EGaM2MwRiVDZQSok2RjoEO6oZHx4xOj5kfv8e5Z0T7MEMV9akwtGmRBfzuA3JhDxcMb0c0A+siCHW361j2ZmFpGOVdiZBf+byoOHNyWYbor0st4s5skumpj1bIBkS0DoETdzm+jzE6t5fWENpDjh55y3K8Rg3G3H9/AWL82f0XcsYFasnRVzKXxtUI6ZLia7r8LeRW2uoqoq3jg44nM+I8R59jAQB266J60CzZhsDDvfmV338FWoOAFjmx3Pe/+ZbjKdT3nrza9y78y6XzyNPPr3k/PkNXWuxTimUMWQk1grEkINyyaIPuxr8wc3eR0ATigSaV6DkwXEVctYArcl3DtroidIyPbS8//UH/NbvfsjXvn7GwYFTdeJkSFmtVIxsUcYBrcwlJvqI0QXQIRTjioM3TrFemLoK7wNNf0Vz028pkE0KdBatl3OCz1oBMYGPbFV4Je9+ubQqn/9w/SggkZHOoaWhzyjsdqNI6o6ZZAltoF94mjJRlIZ1BUYSdlIQJjOMWFLyeSP81U/IX+axzQjo/oexhmpeUR1PqOYz3nr4BncP7rB6tqB5doVZdxpopUgKHckEpbznmuMgkeCEaFx2GJUSZbIz5BBiH7AhEoLQXK5YTSrGbsbIVUzLEUm8Zj6T9mnnKxj2X+8jA1cGrHXU4zHVaMJkekSIluvliptlR9dHxJSaEc7v3IJ42/nJdo0qGCY7YCwFjIFRrS1gfIyEqLTtlOKW0j2IEu2YBZ9XdhjCzrQ7C31E9p/PG8lXBMe+sBzhi470uV/0ry+YG5+DEl7yYvOfSfMTfYg0nWe5apiONjgRJpM5v/md7/LP/tn/yGb9+g4GX/TFbdew2iypyvmWlaUxsYYEIpZIiSQtG1Ga6RiJNaRd1mL/fqcUFXgNCURFQyXXKYsIWA3A8g4LqYAMHG+anuWm09rdakKylsl8TiGawTLJMupaQvBQlLiqZrO+pSUQ+w5Pg0mWcTnGjLX+0iUhbDYMWjld12C6gCsthQGTAhICJhlEHImovZKzeOJw9gZIVuhMYimAdTw8vIvMz3h0k/jZk5ss0mWIwRKNCnERHcYajLSk6NUuGc2EC46E1fcgyhBAgTSTYgZjKmwxxZZrpaCaIme/S90kjIXUaWBsA2LdloHz846yKjHW8uDtN/jgm1/jen1N6D1GEpNxTeVKCuOIPtGv1mxultxcXHH74pKLR8+4en5F023YETp1jyptyWw+5+jghJN7dzm5e5fjO8oYmB0cUM5nmLKkt4ZejGZfREtAhppzHatsqwvBB+2OocLESk/NMyr7EMMI6TozKbNZ82FiDgL2mHlIItlCheyS5MBBn7NJKM0OirbOUiSnPosxVDhcVVIVjtS1jIqCyahmcTOlWdyyuCq5vjH0fUcIHcRE6Hq8s/SbVhXGjcMkgy0NUmphlkuJiKr4pxwQxhRw1lFmyvVXg6DTlqn59jtvMZpUhBSp64qqGiFRaG6W3D59wfLJBXbVMEmGudUkjmVQ7tbuTEhBl5z6OEXB+OSEwzfuc/bBu8zv38WMKjpRQDMmct14QoyWWuq4xpdB0Oy3bwdGXvl177HtVQ1lEiJbbYH8hM6fbdyUdu/9nP3dt7y7wGYbXBpdjxHoUyBWIAdjitJxP7xPNR/z4vFjVueXLK8WBAxGSqoM8BnR9m2V2Cww2mtrvy7QLtY4V1CPjimqGdVUMAU8ePMu9+4d8+iz5zRNt73W196Ezx3qxxoj/NZvfY+//bf+Fg8e3KewjrDcsLy4ZPXinMWLF2yurwibDQXKDjQywKI6x2wu4YkYki3xpsRj6aPQiqU3JcHlEiY6WtYEPIgC/CbG3PFFA29HDzEiQVvZ2ZRwtsCKUa0DcZkhFRhKkvSwIHFvbatfEAcgJI/vTvN+yBMMY6rlp/pe9R8Hf1/y8wMQpXfXZLaPZtNjSjgxynjDIm6ka9ILQQJ9cDS0WgIVctrKges7qhQZhUANjGYVm+srlh9/wjmOeWlZOeHgnbd48W9/oOB3StsqgS9zGMk+J4mJKXg4O2BiSyZFxdQWHM1m1HWNi0K7WbJZrenWDan3mFxOoVIdKjGcjNDFREskVhXVbMr49JjZ3TuM755i5jNCVdJbSxDoSXhBKUlGWQEDKLBNX6Yck++Dc0nHZ6v5MDy2HbcdXrD/li3Ym4ZOdBpDxoF6nXZ+oQrUKkgwaJC4rT9liJKvM0UCgTJBWRgmZyeUkxGT4wOOTu/w6CcFt88e07UdRO1OVosC0zbHpZZAjWPjA8urK4Ik6oMxJ/fvczSb0d+/R+s7mueNsoucy/cqfv5Cf0XHXwk4MDi404MRs4MZnY+MRkfMxnewacTtxTmf/OQJvgmUbkpiTNtrID7U1MsefDTQjHexRHrpe2AwWDvDuE8U0phesFZbFxETXYw0/ZrRXPjw2w/4rd/+gPe/do/j44rCpVzXlqlPLrdFyVTgmDLiGBNGLM4MoikqrIEVyknF7M0TyvEIOx1TTp5S//Sci4sNbd+zAjbO0DirrkVKBHFKT/RRlXgZtiPZKfbKTv1Vr3tHMR6MmRO96m1wlKm/RM2sxHWiLRNlAe3YUZaqRn70xtssPv2Mq+efKdgSv4om6l//kYagzoA4YXI0g7Fldjrnvfe/xttvvEW9Tjz/wU/pH58zWXvqlJAQCdKRiNpWRwyBnl48sSpwriZutBVVSB3iAzb3JI3Jq3GLifZ2yfLCUE0qxpMKX03o/ZLTw0M264ZV778Esv/rdWxpmJ8DNfT3oihYLG/BWqYHx1hTslhtWK972jYSk8WiGiIyMAMkl83kzSKlqCwNUQ9QsQGDFaV3OWMYlRVHhweUVYkPnoura65vF3Q+Z0vMIES0c+a257xfXkBeUy+BiK9a31++Nf4ceLAtddid1/b4ueDRy+e2d7UoXVwf60NkuW65vl3iCseoNoxGE3YBet4EvwRQ1fsWH1vafg2p3LbBi6hzGMLg6uq1CBFJlWZRtp8/gC5ZP0Y0c6YPhy0bJIUsVmdytscowyumSOwjxiQ2G8/j59ek2BFTgzGGs9M51kCMHVYKjqaHOGtIWIIzzI5njFOgaDYUzYauuWU0qZiOa0Z1hQ2B2Kypq5rJaMTi6pLl4lbbkIkQ+4729hbBYayDlOgXF9q9BKuObgwkC8GpUF4vkbaPXAa4bBNXredy2fNiGWmDIEWugxUhOY/ELNVnVPjKMoBmmf5uMiiQabPD1E4JklSYYoob9SQKYvLE2AEBMYWCvmFB7CJRevr0i0FKEeHtDz/grQ/f4v4HD2homU7nOOuIvmdUFExHM4oA69WCxe2C5dUNly/Oub68Yr1Y0vUNkYBgKHAKzFMwqkbM5wccHh1zevcuJ3fvcHx2h9nxIUVVgSsIOLqk3QKSsxrgpaCzPAWSiQoYpKBZxCQkSdv9UaKAc5r5E0eyGVzJ+kFD0lhBZQU6Y9qFHAllISrSPGRI1VONMdCJJSaFHKxEnFhSBl3EKIBknebTD09PGRUl4/GIyXjMejymspbCGVarJavlgq5v6VNPanKZYAyMJAOkRJIpEKuMBRcNCdVS8jERbYWPnrvzMbiKJ1c3NF3/C9f2YDuMEY5PDhlPa8gshbquMWLp1h03z87ZXFzDuqGMEYkeH1GNBCIJFZolGbrkWCehM47RyTEPvvE17r77JtN7p4RKxZm1PISsJ6L04GhzzneY0+zZtzTYENk+OYDM+vOLri2PZYxaM572ssb5SSWL7CBjXvnt5b8Hj2zPDwViruUmJWwhFLZm/PAudjqiOphy9egpz3/4E9pVi0vqpJRZA8WKJrVsZhAFH+gv19y2PamPTA9nVNUU8YYmbChL4RvffIfNpuXZsyti9HpGMlzfF61r2d6QyWTCP/7H/3v+/t/7e0zrknh9w+2jRzz92c949JMf8/yzT9nc3miwbgzGWIoM0AG4XB6IGJJxRCnoEZoEHYYGR29KMEYp+anJYHIHyaNFcJpV1VhRwRpLhNgiQTAuUsUIRgG3mAN3EwxJlObfgXZhQT8jsQvY46DtkMGzmIbv2t2Obc+vLaMz5RKeXaJJbYTZzrmIEAeBQ2O2pU4SQYxVvyUZrDPUtqTwkdC1dHGDRNUNqVIiSEFB7izTtEgpTEg0zy+4LWvWpWF8fMI3/9bf5OaTJ/hmQ+ravXP9xUcU/d+EyEwsd0YzqtwCd+wqpqUCA5ubJTcvLvCrhtj12IiWT/hEioEgiWAMHtVbc/WE8viIo7N7HN27R3U8xxwc4suKvrCqMTDU9Od7jcnKQXsLO7P6s9DrABDsENv9Zb91fbbiA3vHYBqGgc1JYcUYZMcs3UtSIOQYZ4tOZDafoFlfLTPoU9yWVIh1FHWJs5bpqMKOKpp2Rd81rC4vaJseh8nrI4MQCplS4sBYou9orhc8+eQTnLHcfeNN7h4e8uLqkovrS6wxjMcqRrparbdA+L8XmgOgyNsH33qf//Q///u0IXJ29BZHkwc8+XjJ9//1R3z848eEzmJkhI+iQhUp5qB+D63dbtb7AfFgmF8NBl45h1yPIqI1ZSElQor0MdD4NeI6PvzwIb//P/8Gb79zl/ncIhLwQXafJ4NA37ApDYYjG6XEdqNLeSFGtG59dFgzGlU8OBgznk6YT8Z8/GfPuL5a4Rat9gIRoU+RQsCZlClr2YKllB1xIUTlDQxO/YDiKggQtyi53pXdhpnIaF3u52wRpDeEdaSrYLMW7MhiJ4nZ6T3qu/dI50/A+78StOqXeQwCMsYazMhSTka4ScXR6R3ef+8DqmS5+egxNz/7lOJqQ43DmkgQTzIep9AKbehpU08aV0zeus90esjtRy9or64JnUIucduSyAGRaBP0nma1YLOsmY+OmFZjmj7wGx9+CBH+/PHjrGD8+VD01/X4IoMkAkXhGI9rispSVhZjtZvHpulouqAo+haoGtyqTOvNVn+HAWaxx+wcGrT0pyot0+mI46M58/kI4xyJQhOhRG6XG9UoiUOwuxO7GRx/RPY2VHnpx0uB+Esbx1cclS9ruPc/d//XfeP/Epf1Vev3us9kez8jZNV2aLqO5cYwaXuscTjrODo8om2a/NG/+JytsxSlpapKQvT4AJgSMXlEk5CkIIljyB/KXrAgQ3mPiXvfKdr1gyz8th+oJkM0Zlt+oy2JwAevgEEUfB/o2hXJtNlpMGza69z4IuFMyc3MQzRYo2UpJ4dzLV+0BfW4YDKZUdeO0WxEWRQ431GdWo4OD3h4/wFhteL68pLVqmG1bghdR2waxBTb87t58QRQW5w2a/rlDclBqrR0oF0tCHbE48sFP/zxz7B1QWzXWjqQBC1ospA0WMKoAJ1Ng9McsQhpcETz7ihoSU3KzpfODQtSY90BTCYIgRC1LtlZbREWw5huXSB2Q1mPsdb+4vEvLMf37nDnwRm2sHSNpyoLxqMRk3JMEYXYbgitp103LK+uuXlxwerqRlsW5npPh6OgwEnBqB5xcHDIfDbn9M4px3e03Gs8nVBUFcY5goE+eULUpIHN4IgVzWAFNQ+EmPBiCCQ6cmmB3g0NzEUyKCnbLLUkBRNztYDevx12pSwFNCAwYUs4BbGYoc3ZwJLJe7LPhQHGqHBZRDTTb13WhUCdRgFnhcoVmKiBQYqJvunwfUsi4kPENA0G7YowJL3KQsUKM0QEg3ia1XlfRsubD864Z2uWf/SDLw0OgHB2dsrv/O53ObgzJ4oCXsVoRuwi7WLN7fNL4mJD5RMjDAUBYsjdDSQ79Jod9AmCsZSzMSdvvcWdd9+hPj2ktUI0CghEyeCAbDXlIGoZ6C5y2B+bIRB/mQ/28wRWB5s60O1TCApeDq5j/o6X5IFfcT/3vuglu5yyf6a/o0GzJE0+KUZCOSooZcbMqF+yvrplfXHDZtUgXsfQRqM6EilhyK1T+0gbPF3nWSZhcXCJINj5iOAi0bfcuTvlN37zfS6v/4hmHfX9dufv5bP83P1ga3MTBwcHTCc1cbPGL265/uwzfvqnf8JHP/gB508e0Xet3i+rJV6IyRpgopXVWWcAWxHE0lKwMQU90EiJtwUd0CVDHwstM4uGGBpCUn0YzeQq+yQT/rBR5SgLMUSrOge6iyhzixDwkigEjLP0ZHHRPB8SO+HBQf/Cit0rNx44uJoJV1HTvTaL+f4k0b100DUaZmYagBiLvjaDESZZSBkqsxXWREpxel1xQ+xENcJAywNiwBkgRopeMKFgHA3JoC0MNw1Vgju/8x3MeMQf/D/+X6wffZlCsN1h8poaGcfcVVRRcAam1YhJPcJhCE1Ht2wJrSf2XsU2c0IxJI0bPNCJIdgCqUrGxyccvPGAk/v3mZwew6jG1yUe6LOtHfw+IxCyGGLSdDhDBn/Yu3YzdcfSGLQpXprOe/ShtHtLTkrsuAeSVMV0y1DNINQWWBiAhDznUtaWCIbcoSafhRhijAoaiLBJmf7vwOBw8wnze3do1iuQSHcp+KahT1q+0cc+g48KcIloqX1MsFmsePb4McYVzO7e4fhgzs1iTttu6JYdA8OGPrEtv/gVAgR/ZeDA/GDG0Z05q27NwcFd3rj7HptL+MG/+YQf/fEjrs47jDkiSkGMQw2dZOP/RQHJLnjQB1DwYJ9BsPXtd1lKDUnYUsV98gQbmB+OefOdezx44w7TaYm1+ZVbZDplIasdWjx8rUHwgm52wwbHQP1XKk1nIrE2OFsxT4eaGeoj0ycO+9kl/bIh+kQwBV6gJ9LmfplWIv1ueTEoJ+v3DwQqXUgWrYs3siNvDkdMKsiEUUqSza8JLfSLyHoMdmwoWqGspjz43u8xPpzw0b/857SbJn/KrzdKIGmg9eZaXgFXVSyaNUf3DpndOaEajVh8csHq8VO4bShCBNsRRMVvFPt1mJjoU8Qby+TomOMP3mU6P0JSzTIEmqZBQk8ZtbfrUPYRCCS0taHvlRo3rirmkwTjEdP5FJ5IDpjSDhH9Nb+38Pog0jnH4eEB9aiiqEvmB4eU1Zib5Zp1o+IzKTvlpEzvFUFMXr9DRi7pLNaXJVQLRBVfC2eYzUacHM2Yz0aU5QAzW47m05w1uuD6do3PtEqRvPG+6i/ulzHke/5LtbOvCeh/7mteejhvaK/N5r98zntf8tJrkuw+P6Ws9p3LLzabjtIWHB3O+eZvfJurq0s2my9XWnB4csjp0SmT0ZzN2tB7IeJI0TL0lE7GZhtpMl3bqlFkN9+37VmzcyrG5muL6vqlodXAIBSUxbYkX9BA6xa7laQwxRhytvd23W2FpCOB1WaJBJtrJoWbVctoZDk+mXM8nVKVBfXIURROr6GaUEynHD18gze/9jWqJJw/fc6jx8+IF9f0mw4JgSZEOh8oiBzM77LtDNNskOaWZCE6zbB061uiq2nNMY+f35LSz7i9XBIaSK3SNcV5TBZXjGh2HOvUMYgZmB4CkYiKEZK2TtK2ZbAIEktMWWSQGWzqMCZSiuBMJPkascLxPPCdbz1g86fTnzv2mgFXXYYnz58wmU+Z1FOKqmQ+mVFRwGpD6D2b2yXN5Q2bi2s2Vzf0i5Wq8wMWp+CArZmOp8wP5pzcucPh8TGn9045OjlmlIEBrANniCR89PRAwmCsJTqtfyXpvAve0wZPMEKbyCVHWooRxSA+EE1un+asAoRJHUfJcy2yU+fRcoQMvjt9VKnDFiRgzDCntd/9fgYvy+gRjaCqF4KTRGEEawsoKrqyIxQFhSvprcMYhxhHiFm7KJ+HBhMBYiT0ntC2eAOUBicVWINJidIqCTZaDQ5d4UilI3nBvqzH9vNGOf/QPaz3PZPJhEIqjBQsrpdcfvSYxSdPcDcN0yCUon5EkQoIWp+dcHgsDULrHPXxMdXBhOO3HlDfOYTxiGgCWK0R97Gnz4KZSTLvaOv8pm1WH9iaui8C1D+v55If38ui74DXPIR7r5V9Fhdkwcp9/DhX1r+MD+Qgcfe3tkGzpBAhJEwpVK6kdgcq6LjquLJPWTx9Tlg09En3uV03Np1DNiVs0AREt2pYXNyQEkzCAXJYUbiSaiQcHreMx46+9RBCZpt+0X6h12GMwTnDd77zHe6enpBCQFKiX29YXF1xe3XF8uZGgQHAWJs1SwCyjU4K+SKG6CqiLemT0OLobUWHo8XSJugl4kXXhRlAs2RIXpXdO6AEgqigtpOYnWot3yxNxOSsv+R14VPEScRK0kyseMBuS962fsD2buQAPg7haJ4XJmWB5MxmiymXn+ga3wKxIhl0GeaSepspKRA+aBM4o53ZTIyqLWEdJgwdrhxGVFDUiscYBa2IkTLpCqqWqtVhO8/V1TWhcDSzGfMHZ9z77jcZ/zcHLJ48JaWwS6R8bpRfPiSvznFZ8dbxGcfVhHXfMa/GTF2F8YFmtaFfrUmtxwQQj4ZBontrJNEjBDGkqsLN50zPzpidnVGfHCOTMaFweGPpyUB3BuG2MVOEZAbEJm0j8zSst6EUOt/7JENXmd0oDsRQfc+r17l3N9L+F8u2LEH9xUQibrWCtnMlbd2P7X6aEC0jRte2H3wRDfVV3LgqmJ+dUVrHZDbl8tNH3Dx+zHLTENJQfmMhz9+qKDDGge/YXC9JCMV4QjWbU49qjo6OuLi9xt9eZ/25nc35d5Q5oFcxIDezgznf/f3f4YNvvM94fMib99+jkmP+/Ief8qN/+xkXzxucneNjhQ9CSi5ntfOn7Tm5euwUyIdgTL9VR3NrvAdYIQ1K55plIDux0QR63+HpmM4r3nnvjPc+POP4pKYoco3rHnCt79svUNBzC/mBoYFXlN2kNCJgLSlFmqxsXJQwOqo54pgiwMFBTUo9zWcdaaOUyz4ZmqikYDGGdZLsJOs3vxpX7IMRIrKtldFX52zc9uqzY2nUyBYY8JGwTCx8A7FCxDC9U1JVp8zefgf+zb/CtY32UP81jV9lz5lQ/m3COIubjugN2KpiMptxdnKX1PQsP3rG6tELRhtPEQ2S27BZA8EkUkj0IRKMo5xNOHjzbar79+mrAnv/CLe4Jq4WsG5zvaBuYpLLEQrv6BaB1fMls/GcenSAxMTVs+dUOA7rKeerpW6QZCrgr/nxkjbA3lFVBbPZBFtYpvNjptMj1m1kte5oW69IuhnWcaZ0knTj10fVYKoyIaDZUp3rkbIwzGfjDAyMKQuDbLlnQlkKB/MaH2YgkeWqoe/RTWavtk31ZVQ0CHJ968sXyC99gn9V1sHn3v7zEeJ9NF32/o1549J6a6XItX1iuW4pi4JxXzGdzTk+PuHJk8fqnPyCY1zVHM4OGNVTQt9jTe4AEhWQSLKXd8u79s4PT1var/pBKg4F6pRBzrxiEXE7ACElZWWJ8r9l+/nZPkdDsjk9F3KJQxxKGLQX9iaCiQ4blYYfN1HrHqWiLMdUlcERt3otUmjg6QFbFtw9e8Ds6C5mdEgwj3j0+DkXNzd8dn7N9WrFfD6mrEuC0rKYOcvR9IzeqP68JMN8do8uFfSm5vGLnsXiKY9erLldeja9pexabFFj6hllPcVTkpLV92OJ1myptGx311ePlIMrgWJwyFQRJUgFxKwcHzClY1IY7t4XPvjwIT+YjV475kVdce/dB4zvjplPDwjiWbVral9jraXA4LDEtqNbrFhfXHJzccX1xSW3l1c0iyWh80DasrFKVzIZTTg6OuL07iln9x8wOzrk9N5dDk6OsUWBVIWq1YslGGHg/kdJ+L4nWg1KYoh472nbhlW7IVrtDpREiBGCUcZIMg4blLQS6XIrK7MD0V8JCpW6PHgS2TmUBDZzNsygiaH3XFncQycVg0lWmQBm4MtY1QIwDudKcBVtBgOatqFpNrRtS9d1mnHOSzllJzTGQIg9KRpCKpAYMV5BgwRYawnWIBK0pMZoKWCzafBfmjWgvkXvey4uL/HRUxQV5WhM8pF+uWJzvaBfrhkFKJPm+YpkcXkX0/Iioy27ksHNZ9z/+vscvvOAyZt36UtLL9qmTkwiEAlGHe6Yaeoh7YLkoTzQ5OxOeulst7dp78EhgHh5dWxzvaLvkCFbJK/5oO1jX5CYGsLMvSxRdjnyEbcRS8wZP1V2F2ztcDLm6L0HFHWFLQquf/KpUsRJVGmoYtfPcBi1ewn6jWd9vaYcjSjanjKUVKMpVJGjo8Tv/t53+bPvf8Sjzx5nxf+fM9TZVx6Px/yTf/J/5Bvf+ham7Qmrlu76ltXlJcurK9abJX0MRKPlXYVzGiQnVepPScu1JBlC9l07LL2UeKnpROiTzo0+CSEKRiLROkQCSCRQYPuGHqHH0mbdIA2stZODxKR6G8kQ0KSeRLAo6OtEtTdcDvYHQbmhfl1dhYE9kjSTnNJekArJ7o2u2bGPBbJeicnMtpj1FdgK2UkSFatL5I46CpqZJJQCBRETcglqjNRYRjYxN1CLp3BCWRjKBE4g+p5x1xKN0AbPRhKLuiIUjvnJKb/59/4X+PWGi08/IfZhmNZf6L7otpGY1TXH5YiqT/TOMx2PqYuSWhzNpqVdrfFtB95j4o4tEcPQGt1pWVdZUk4njI4PmJ4eUZ0cYKYTUlHQC/RJ28rGwaWT3Xns/IOU3fWEtnPdEwJEcz/DWt4lPCKvrHi2EX3+fbtNDvu5kMtUd3NfT2ELFzH4oAoBDSO+e3ZwPOKgYSVCigOgoeLaMVnKyZiZc5iqBGfZ9B2Xjx7ThJYJlrFzmJC/L0QKhDpZ+uBprm64sAXT2QFnH7xNf3LE5c0lt6sl680GUzhC6hXY4+f7hX/Z41fMHFBn8O7D+7z19Q8oZwecnN7n+OA+lz9d82d//Ak3l5tcM1kQkqELASOOQalatpPh5fGHfeTkpXA9UwYHY2AyApQBgahif1IkQvJ46ZkdVnztGw/47m+9w8M3jzKKl03ESzTjHR41kF22LaDklbNIadC+yPWJefPIjkQScCclB+EId1gSXSIUgnl8i1kGWh/UeVHZa3qj3Rp8VINlURRvaB02gGNqqF6eMMraGWSX9cy1V7K6RyFGXYwRxCe6Vc9mJZRzwRnB94qODsHVryk28PlDBEpDfTRhTeD47A4ffvg17owPWf30Oe1H57BoGNuKkYANEd9HkkuUUmKSI1Jgy4ry9JTq/hl+PsYXhv50Ctcziqs5suyxjcfGRKLHiJIqHYJvhe66YXV9SzF1TKZjfIysVy1nhwd0eK5XG60vTFk0Z2u4dkSrX69jMO+6HsrSMZmMETFU1ZjJZE5IhuV6w6ZR6rm2/9R59NJO8eon513DZGDAkqhKy2w24vhgzsFsRFlaXUcpal0nkKJQWsvRfJYdlytulw19PwgT7e6kbvh/DV0iXi0TeE3ZwO7XXzTu++Df8PdrVmZiG/QkNJvaNC1rZ5hNS6aTMd/81rd4cf6Crm1/MVVNhPF4zGwyp2nWLFaNBk5bIzhEM3p+Jm/Iu0eGzVoB20FwLOXnRCSL/A3Od84ixHxzcj2pbvx7e0QSYhgog2o3jSSSJGwymQiujCtJuc5RDM45bZGVhVdJu3aMbdezaVr6EClKx/TuEaW1mChcXCxo+mteXC54dnWDvVwhRUkUiyQYlzAbqyBbiMLRZMy4gi4EfPAkelarnqdXDQuf8EHoW085muGIVAZcrYKPEkSp13rD9BxT2gkz7R0DIKIQSxZ9yvfWiFFQJmn5QbSJSmpMWSFF/YUYVlEVvP/bH1LcqTjggGQCrtBygHFZU0pBv2rwNyuWT57x/NPPuHnynJvHz7i9vmZ9syT5HpVSdIxGM8aTOScnp9y9d8bRyTFHp3c4PD7SWvzZlGQUEPCimI8YUbV/tN99iJGu6Qgk1n3LcrXhdrnkplljxyOSK4nOqiOXJMMSliRK16ZXwMmIZkOH5ZTL0HdAgVNXMZmd7G9KWq4gMWhrL+V4bJdgUka5Zoiy0rWuPU8KEYnKjOlixPeBTbPhdrVkudnQdT2+94SgdsskBSR6Asl3xDZmB9VA6bSswViMUe0BUxUk61CBQr+1u2fHhyybFzQhvH6Q81GVJQ/fvMfx3UOqUU1R1ggWkqFbNbQ3K7rbFbHpMMlhoyijRYSh7ajqDCR6ErF0HN894eSNM6Z3TwllhZeANwljdb0GM2RdFWBPOVjY79C279OL5H1yt1Xm9Z32XvdqwcHwhGwzu+SVMiQuh4BFhihrcHZesdPb9mhsh1zPQdjuR2x9x3ySRpQ9lyIlgnWiFGRrsZWjXa7oLi5o1ktIEZVb1auySL6vEXzCX61ZWJ3fh7MKOymwOCYTx8M34Pt//CMVzNzN2NeOtTGGGDTTXValZkSDJyxXLG9uuL26YrNY0Pa6zqIxOCs5WLRIVEFP5Tuo3ob3idYmOmOJpqIVQyeGLre767KwthUt90zDdkGgSxEXI0XKjY5FMHhs7LDJagvDoGPrMJQkAlZbtAqAhRjxRpMPQz27JBXZHpjGOwE7YatxK4lkhq4vaW+OZHAhmS2LQKfDYHyznUgK5IhJWNGdxoRMILeJQpT5QOqR2FEmGIthagwzMVQINkIREgUJ8V5ZR4VQpcQ0l8L0z17QTafIeM79b32N2lj++//y/8nN8xe/0C8XURtxZ3bAfTuFqIzaw9mcShzNes3tzQ3N7ZKwbjEh4TIL0AftphMQkrHYaoSbTxkdHzE6OcYdHpLGY0JVZI2uuBUYTdt7/wr2OvxrhmWyS35u9dRkfw3lUcug3Y4tkJmmOzSRbSeqz01/AVEwVTPxO8W2lIFRQ/Zb8trfX0mqxpihJkETTyHhB7F8k7Y+RW0SRwY2bcuiWdLd3NBHoRcoXU4kxohJERcTo2QwPuBvllw+fsLs7ITJaMT9s3usu47PnjxRfReEru1J6Vfrw/6KwIG0/VdSYrVese467oxnjCdHFK6mXV/SrDa0G49YB2ggFkIiSNSNFRXeizGy81xkizb5lHD7cYbIMH/2VCpVpEjJqmgvVGNIdLS+4+hsxDd+4w1++3ff5f0PTpnNLMlrVsvatKWUsP32/d9B4m6jAsmtK3RbsnmCSdjV7GiAFGkkEUuhvD9idFry1p0ps7M5h3/ymI9//JzFbcfVpgOvxm5kDckIvRH6KJn++PKCi5mGM4AoMe9eGYNTx5tcAyXkkgLNKCIWayw+RfpNZHkTMeOCwhSEUFDPj1gsb7Ek/C+yQn9Nh6Jp2WgbiA7Gd6Ywr7l3eofvfOe7vP/wXZqfPOPyf/oZ1fMNk16ogqfI7WFS9CBKBwvR0DuHmVRU906JRxOYVHSVkOIEdztnfHmErAL2coE0HQaHRC1XcSZRJOi7wOJyQTErODyeUh2M6V88Y3Yw5kA6rtfLTDmy27g57Ru2X6v7vTuZIYgqq0rbIDmrbbaKitWmY7Fq6Pq4VVPXrGcaULKdQ/a670jKGCicYTaZcHQw42A2pa5ytmEb3Cdd47mIZFQ6mE+3duP2dk3YFhya3MJKnbSdsOL+V+8Bjr90XObzjtpgIxkc0l/0pbud7Aue33t/0iBcEKU3CkgKdJ1n3fY0TU9ZWIqy4vj4hOfPnv5c9oCxlnpUU1U1rqypRgnjeiTusq56GWYrKPTqVaX08iMynPMWXLDby9sHKdQfMHuZOWC4tj1wIaW9LI4kBO0/LYg6zBYtbzFQjypG4xLndFOXZLZgRYjQtJ7Fcs3l5Q3tg47pQc3hwZSzs7ucHHzGZ/Y5JiSSj2zaQJSgc90Y1iZwde3J3C/Oy4Q1Si30AZyrMFFYNT6zJgxt1F7YRWhIBsZFibM1Mdrs08geuMuWsfby8O/f9T3gaC+wIQ25FyEkQ8idD77YzCQNapPgxgWjYqyilmXJyAgEj288q9tbbq6uWV/esjm/orle4Bdr6HpUt7vQdoWjsXYmODnh5O5djs7ucnj3lMPDQ+rZlGiGFlPqHCZrEGOJMdEHT+d7Vl1LJ8Jys+F2vWSxXLJoNmx8z+jgEDseIbkswTqjAsQE7cWucn7KUkmRGNTmD/PPCIhYBm0CssI3eU7GoAFxAlWbT5GQuykpz0MDCidGa6JTgAjBB4LviH2PaVs2qxXr1YrbxYLr2xuWyyXL9Zq26+iTZyhOM9lkhhS0JW5vMdZhmg5rHKay2SF1+GwHhy4KBYmj6Yh3H9ynbT1//vz8524nYoSjO0fMj+cq+npwzKic4pctV5885ebjp/hn14y9UAGCVwdHXC4JcEQMfYTeWoqDOcdvPmR85wg7qekLo6UeQqaUZ+AvMziGIB+GGG4PdNmb0dspvv3z5WdfF4rsM95eUpxJ+9+X0R1etj1fZJVfMUev3My9OZOiBqhWaInY3uOcxU5HjDjk4M07XPk1m3aZha1TVjYfbLjW4RdJkCYSrlY01tDOR9jSKRhmA66KfOvbb7K4XXF7syZjpa9lEMSgZUrf/MY3eO/ddxASvmm4ePKEj3/0Q66ePaNtGqJX4WRjDeLs7k6nwZJrGYmWw1raZGiTpccRBnAgGrpIBiUjMbjsqUUNqEn4GOjoab3HJgGbcmeEhIkel8AF7fRkUYHiShwpWS1rMwaf15sAHoPPZQIpDTMr54RFEGeJUSBGXS8i2JR0duTMbEailGGABqAxaYCs80cFQiWCMREbEzb12BQpxGNToogdLm2wYU3hG+rgqVNkLoEpgTpFChKm85g2MjBfpBDcUhh1EIOCve35DX52TVdcYB7e4+D+PYqyenkP/aIVnjSgtj5hCxUYnU9njKqatG5ZLRZsliv6TQteW78OcVSfoEcFMqUuqY4OmT44Y3T/LsXRAeXxMTJRlkgw2q5QtUa2KmjbRaQ+18txFAOwNgTlknavyaZ5yweSl+OwJC+vVe3hvL8OdQ/exw4GVZT9WzU8vj2HxJa5KJl9KnlOiAhZNgHIbTSz0+OtqG9SFVTzKccPzlheX7AAWK7xracwRQaR9Lt89BkQtHRtx+2zF1x89oTTtx9ydnJKHwPrpmGxXLJOa9qmxewlcn4V+gO/EnBgaCGXSNSTEb/xO9/j3sOHHB2ecXrwJu215Uf/9hM+++g5bSMkV4Gp1PxJzoiTMOJJSVX/8/Bmg7Qz1yEN3yTbyW/EYPKkTCniQ4+zNlPrI2Ijfdxgi55vfvt9fvdvvMN77x0xGieMRPzexN1mEV6+wu2OIQI25u4FObNeyG7OqbAMmQLClhETCDQCfWlxxlEdW07CHUILvolcXa0ITy/pb1t8AGNU/VWdT6HLBSgKQija3uf7NPw7kG9S2m2MZviJ6GbFsBZy47Ao+DYRN5ZuU7CuAofH93n3t/4Gf3p+TmiWv9zJ8ss89jICIUE9HVNORhTjMfcevMHdO/epU8GLT8/hqqHqHaX3iAl4A9EFtNlApPURL0I4nHD4/kOKb79NPDtkPbLE4BESlXW4oiRam1VYdaMxuq/pxkB2fhpPt+5I3lPNRtx7/yEXF9d0Bh4/fUGfAtvC0JTn7l9HdvsrHCklXFEwnoxJRltfubKi9T2L9Ya29+zkOweDq+7EYMderRXbt9bOWebzCYcHU2ZTZQwooyvtQK+oquKSN3SSUDrD4WxM8J7oA6t1j/cDiKDfkXK3D2tfpq/vjpdP7KWY+y9qg7cAwMvXq6Zkj+b6ZT/rc+cxPDisdbVdmukh2wilWpsucLVYY6xQlBXf/d5v8Qf/4p9zeXnxhV9pjCDWYIwjYLhddfTRkFJBShaIL7WOlb3/h1PbZm8GNZbs1GxVxre36OVdew9K2N23nJnTaxuyPcP7NDAbQAaTRc+GmnxjHUVdUdSF0kqzN5BEtA4aIenureKHUYhdpNl09L6jqistI0sGa0oCBaSKIAWJRPCqiJ1Ew9DgWxSkzgBE4xHRVnlGTO4eIISNp2nbzFwzjKcHub5Oa3MH8CQmpemTGRVD/eTWzu85doNSTRrAOSAUUGKpxyM+fH/Gh/cqitdkIqyzmFrHzCVHkkRZlownE8ajMYUroIl06w2rxYL1Ykm7WNGvN8TWI/0gTWcoTUVdjRmPx4zHEybzKeP5VPUFRjWx0HZXg4q1j5E+xuwDBFZty7prWKxWXC1u8QIvrq+5ublhtV6zIWJKxzR6yn5CNZ1Q1hNKN2JUlBS2pDDa0koz+MOYh0wT1sLalJknivMoOJBQscMUo4py5Tk8rDFJ2fnM99BITnQlg8QIfU9oe3yzpm8a6FpWNzdcn7/g8vKS29sF6/WKxWbNpmsZ1BUgB7KZjRCJ2NBjfUHyQR3jXMwrJpctYvGZ4C8i0LfMKsfBdIx5MfhTrz+GXWfIl+l8Mvi2Z327IDUdYxxzDKNcqkjumoFRDkWbDG1VMD494q3f+AZ3vvEOcT5mXRo6A1FsrkSWbRkPRkXLBkXIwatLac9HiXl9ftExPPXa69u6/uxnA/cilq2NHEzYYFe+7PE5cGD3KbpUs31PIvQW6kLb8VlJHDw8IzUtdD3d1Q1N9NSSgaWkOgAqeaaRkveBsGjwyx6/7MAm7ExLIu/ePWU6rVmv2ly+9Xq2iORW1x98+D5vvvmWCvutl1w9fcKLjz/i+ccfc3t9RYwBsYKrtAtN8omYPA4VIBRbZZ0UQ4ejpyKkWoUHcfQieJQBozR8CFb7E0gqdF6biLUlbcp+aQxIFNVHQUGCiNdykwAmtZQ2J3KTtvOLyWcdePUHSmPxyapuyJ5wHWi5rwLB+mpJkpm+qg+hPkZufzfYxbiNGdX/SAltmZiQGHMUErH0lPQUMWIDFKHDxg0urRmFjprEjMhEEiMiRfCY2GOj2vSIAae+vgkJ6TymChStR5zQXKzoy0vcdMbtekk5nVLWI7rN+hc7JyKUmR3hyoJRUWKT0PY9XdMSmg68gi/a7jx3hSCXRRnB1TXVfM7s5ITR6TEynSBVSS8qph6yYGEw5A4wO320LVo1jMaw1rKgbhqC8+1Y5X+3zsGwQF/21ba2ag8gedlni9l2iI6n7DEQ8seaNATZeVs1anNIKetWybZ0KGVmhEm5jDG3MO2JxBzou8JgpiPq4wMOz87wbcOq6+i9x0Wf15+Wiwna/jJkIZPOezabDd2mZTyqOZwfcHRwwHqt3QqsNUQf967vlwsMwK8KHEh5cywLvv173+PN99/l6PSUs9MHSF/z6Y8e8fEPP6VfJ4yMSDJm01v6YAY8Z1szFPfX9BYvykAAu8A25T5EPmqMZQep01xDboyhMo4uBJp+TZSGw5Oa99+/y4MHh0zmDlLYCgHpey1kFeKtgyqK5A4qsGpg0i5TlieWouCQzOC+7n0G6vilBD5qzVNRQHVUc+ftU2KXsJ88x6eWrl0T1j3JqzhSLIWGIrf/UAM2eAY2B0mDMNiwOF6tE99hnluXmAFdJUViG0nXwrqIJAxVVTE+e583v/v7PP6Tf0WzuvklzpZf3iGQne2ENVBPK2bzGcXBlNM7dzidzuk+Occ/vWAUPZUpMTEDSAJic2AQDH2CrrQUJzPSgyPC6QF+VNJYSFGoRhWju4f4y47mxQp/vSRuEoVklBTBREOKvQYYfZczVEI1qpmnxKQYURUTfvjjjwiZgbJNIschGPj1Agh2DEsNqMtChQijRMq6pqonLDcdq3WjDS6SzjMj+/XRGe18TaCs36GZ7qosmc9mHBzMKBxAJISINTsgTj+Hwf+CELAWRpXj8GCSwblbluuePnigyBQ0s1dZIHnPGjYK2TudDEQMVMSX4tP0ygM/985tv2v/T9k6j4NOyt5myMtvea0A60tfMTg1Q7Ctjuh2u5REwiitfNOSYk/pDKcnc+7cnfPt3/wO//pf/yGr5fK1m41m1CNN31HUmaQfs3hnsltqdco3StLLYrJb3CBTBocQYHsPhwze3p3Rv1+38Sm1dXjf4Bioc6EOnbYlEnXgku4Bkt8ZUbp/yGyBmHyOwbUtYcx1qFe313z66FMenp3hj47wbeTFxRUX1wsuFytu1hs2Xim3xjiMGBXcIuTAxyjpPAYSQzCXq1ej3h9JGo5ZEiRP8j1xbWitQcIGNz7GjE8Q0Y4OKsA3jLdkxoMGsokdy27YH4c7qH5OdmZSIojVunljc33tyxOqKAve/ebbTO+NqacVsY/0vdY7FsYquy9C8oGuaWmXK5rFim65wa87QueRECkwWAoqVzIajanrEZPJlMl4QjUe4apS6/IN+Jwl9THQ+p6u9wQsTdtxvVxydXvL+cUFlzdX9MCzyxfc3C5p245QGubHR0QrzCRRlgW2HmFFVf7L0mCT1QA4pu0eGWLWuVDlP8TY3Gko38eUa2dDhBAIKWJES+4KJ6rc3uUgIejjJYINOkam64nrDc1ySbtc4lcL4mbD4vyCq6dPuL46Z3l7pUyCzTqzBmAr0bmLXwEIvSdKrxSUPiBl1DkUIzafm2p9GEKIYAQTA5UV5mXBsvf0r2qtoEDQvYf3GE3GVGVN5TQYtAjJR9rbNX7ZMIkFI+Oogupp+Mx8SZDV1y3lZMrB2RlHD+9hZhN6Z2hTwiMEq+cmuY20ybY4DR1PGLRgBkugPqGRl83iEKS9dAxU/tfU3KTt8+T9Im2zkENmmL3XbM2sfH6net2xZTBtz2EYOOVrKshhwELA4UXF/WQqjO+dUgRwQXjWfUS3uEVixOXkkgBObPYbA7HzJNfhNy3tYkVV1ripsvbsfMwbbzzg4nyx1dT5IvbAN77xDf7u3/27WGtJXQedJzYt3XJNs1wSfA+SsFaTWCBq32IkGoO1FcbWeKkIWPpo8YxorKOxTssKks2ggJavKtNAbR6iIUiInigOg6dH2+R1JtGirbizd5RtJZhY4JIywFwqVQmeSJUipKDQs02Ugtq3mDP+eY+I27ankHuLZSHrbFajkGzKSUaTEbWwtblxyNRKRIvWAoZAIYGRdAoIhB4ThTL02LSmSi3j6CmJlCZQiEeS13Wc519EtCwJMkAcwSRcjFQhQNcifQdtx3q5xFrD7/7H/wn/6r/9//D4hz8EvlCJBgFqcYzrEbYsKMoCgxB6r8BA10PnMUlwYhn6oCgj12JExWGLesToYEZ9dEA5n5FGNa21dLnzm9ryvYA9rwaTshbAa+ZhyiU8L6+8YQnJbp3vB/T7Dw2R4V4G/eXvecWb2H8y+9w7gJ2tfYhbHzAnrGFbup2AkAEvZaTqHIqibQ4xBmccxXTC0cMHhNARvKfjBr9skOC3oMTAArdiKBC6PnDz4px6MtYkZ+EYjSrqssQeHTGuR1ycn38pnai/6PEr0xyIKVFVBePDKePZmHtHd7g3O+HqyYKf/fCnXD+/hliBrQmppPdCn9UrTA6+M2izPfZxgj3TCygYMDAMYtqhQKAsAu1xjRpWNswOSr75rbf42tfvcXRUa4slUadAbFSwAVU6Vn4juskyZD33pqQMnQF201b3SxXw2A8iUgRrBWdspv7HfL0JCktxWDN7+4hTl6jmjhA84dMLwkapj9767OSKZkAY6mlzLV0W9JFXJo0Sr4djaC2iPXUF9v5WZ6DvEu3CY6qCzbFlZma8/Tt/i7a55dEf/eFffGL8Co/BKARJFKOSvoDee+7ODjg7OqIOlpvHL5CbBVUEZ5TSRlLxwaH9UAyQnKOcT5g+vIt785Q4GxGrAkTvZTCG6mBOdadHXmzwz64ItkP5o5mWFoUi1we3m4C/6UirjtGhpa6nBBO4vV5TVQWrLneCSILEgWIZXxsW/XUeu/ghZ2qN1nWPJ2PG0zliC9bNhrZLqLCoIsUvg7159cpLD+YvMDnYU+aAqik7jCjkJXEQFx2SpsPmo2wla8zWkI9qhzuZKaXQrFWpv4vbea4iyFq+sHcCer5pu1Pt7MznNrYvCwzkax6MxfZm7AvrDMbuNah5/q4d+L5HuXvpVfuOLwPEnb8pDXscoPa56z2r9YbZtGY2HfPOO2/z9MkjfvzjH7/2Coy1jEajnM1TxwnUUZT8dbvT2Dn3Wx+ZvaB1e3tl+9oBtZfBQ3uFNge7Nb69K68DZ4bbEHMAYJQWOHSB0E4HRstNYtZeSQmxhrLQzH8bVDukb1qePnnK93/4A9568AaVq7le3rLuGgIxg7+ZxSAOZ8eYytA118TkM1Ce3Yotgizb/c3kzG/KrbMseXqEDX51zjpuqBHqYoQp61wCpuK0Xga7HzVDEzNbJImWzonOpwE8AHYtb6MGnb4H7+NLjtxuvA3z0ynFUUGQnkrGxBhyJlJrLSOBvmnwmwa/bgjrDX7dEFuPCyDJApbCVIxGI2bzOZPplOl8Rj2dUNQ1qbB0AhID0XeA0PqeTduwaVpislxd3/Ls/IKn5895dv6Uq8srvMD5zTWrdaOlcqMaHwO2LiirktFkROgqvLX4uqWwhpR69QF67VUtRaUsC1HRQmNzh5sU6L3mt0MahKe02wDWYY2hMIbC7Jg5JgoSAkUC5yOSekLf4Rdr4uKWxdNnXD19ympxRXe75PbinMXNJc16SdetiCkQ1K1U9WuFkHJZpY6tS6rbUETBhoj1Adcn1T1IQR1SS860Wp0raKnm22fH3J8d8MefPeZHz88/t2zefv9tvvHdbxJDoJaC48MTyqJkfbvk+tk5rDqKFsbJqCaGCDHZ7B4JXhI9EEvD6GDG0b0zquMDGJXaipKQ+6znDFzQGnLc4HyTBSC3izsv55e1jgZ+kOzZt5dwx8/T0fKTr+41svuOwTx/zrNk++j2ba/8vbPVwwaxbwh3yM5QppKyyFsUoUOwrqA6mmkv9CDcXF6x7FvazRoQaiwFMZcZBO1qgtBsWpZPL+n8CmOOGB+eUY5LosC3v/Uhn336lMePL/QOvsaRECN86ze+xd/5O39Hg5MQ8ZuGbrlkeXHJ6vaWGHyGfSSDM0bZNNGAOJIU2mFMSqJRJkFMFZ21Wk6QVHcl5vcO93nHkguZcm4RqUgm4fE0gEmePgX6FDGiwJf694Kl1/0+GYoUIBm6GIhDRUgAj1AW2cYmdctCysBwyi/ST2QQCEui/mMyw241lDhn2gAqDitBBT6NJEoXcASMRCp6Ct9ThhYbNpgQqUJHRcOYnjpGrAh16rHikaxDklJS0VWjfoxEs/UOJCYKn8AEur6h6FriekVY3FKc3qW8e0B9dPTSxDSvYmOi7K378yPuHB4zsQXj8Yjke9a3a1bXt/hNg4SkdjBl4d6kd8mTwBpcWVFNJ9QHB1TTGVLVBOfoSfRJGQPEpOKVksdZA6+d2yO7+fgSaLV3/qpFMWhu5Z/y6rrbv74cQ6Xhg17jW27X5Mt/DuAbMsR2GcRAxW+34KAMK1pIYhF0z96KH5KBgmS2oHNKkUk94eDUqE2PwqU8YtU8wTcKeI1sQZEsfVJlHGO0k05zs+b2xSWzo0Pq4wNOj05oNi2LxQZBQf2URet/FcevBhwQwBgevP82p/fv4pxjOp5jO7h89JznT861/j/T0WJU9N2K1mqTtPWOH8Z6O5F2eaj92sqcL9FBNi/fKmst1qiYXudb2rjm5GzMt77zBr/9+x9wcrdGbCKELK2SP9ZsV1emuwxO9WB8smM31K3sRL9EJ2qOAQaEKbKHmqWYa2L182OKNCmRXMDOLZNijplZ5pc1JsLBZMKnHz3n4naN61vEBlqj24Wxgk+irS9Rp7HNGTPDsPh0McZ8PrCLy4ayiYEemXKgLABNgiaROkWEy0IoXPXLmiW/1EP9YCE5KKqK6f1jfG2Zzg5458HbnJWHNJ+es/7pU6plYBqsqsaapK2jskOowl9CKhzjkyPKu0fYoymh1FpKAFyhWa5xxej0EPego3n0gn65pvNJ21bh1BHFqEJ1EOKip71oiOOGyeGMdYycTGb89td/g//hD/+QFs8AkqpC+68bNMC2RCUl7VBwfHxIURjqekRZjtl0kaYNxJTr07Z8MrYOYP6kvZ+7tbz/rA+exXJF6SzTSUVdWIyo6BAoILiVMdh5lAoukHCo0vzZnUOm0zHLVcfl5YJl0+K99uRWAHI/Gy+vbFx75/aq3yjDmX7ROMnuol7BAAABAABJREFUfft/Q4YyDJjcxSENwVbavW77+a/55C2wks/9dZn+7c3csazidqM1hBToehVAa9sOSWGHHrzmqEcVVV3ifcft7Q1tuyJEj6R6KzY5ZPy2vt/2NIf7sOeCf25D38sOZrtlxChI9gtocy8JHiUyjXCo2RVIQVu3YpDCMBoVHB3UWWsArHUczGYcHh2wWq+4uroi+YSIoW89n336iNQn5rMjBb/6ht632/tKnkPGlphqpE5m1xL6RrNdmRYsAyU9v3HX/UZ3iURmAEiPxITfCF21xJW3FG6CMRFnNYOH1+vEoCUKAkSTRbYSIg5SFtjK99QImKTskZgsgUjvNZMcXxn64zcP4DggRYVLFcYaxlXNeDSmLmtcBN952vWG1c2C1fUtzc2CdrnCNy3BByzKpqjrEbP5IbODA8aHB4wP57jpGOqS3glIxPsOEz0hRjZNw3KxYLVa4QM8eX7O4ydPefTsKedXL7i9vSEBm3aDD16D4nZCUVqqqtRMcIo0bUNZ1TTNmslkBkFFoAbQfjyZUhYlphipMKFRQDlh6EnK7MvsPBGDocBZrS+NmSUmCEVpKaLBBDB9IPmWbtPQrzc011c0Ly64efyEq8dPuL29pL1dsLq5pOtWhNSRcrBjMp3XmVrrrUXowgZSpEiipSC2pDKOMlpctBifabtGM/zaQlvFWiVEpYBbwSWh6xqe3N6+dg0Zl3na0eBciTWWECOrq1s257ewaKmiUCcyjVpBC0mGTgJtNPjScfjWQ07feYf5vTvIuKK3hg7dW8Ng2kS0Y43JpQ/W5DW0x/LJfluMCn4NWbsB5UzISwQByT7Q1lDvAYufsx8DYD183O4JdjZ3z6Z80bH93FwCIUCm66dt+clwg7cQBjuB/GyTjMVUNcXxnPHxEZvlgq5ttYMlKau4qwoFWzBL6JYLpIZ+6elve0xZIBI5mI05OT7kyZNz4IvrkUUEa1RENbQdq+WC62fPuL26YNO36qtKDsyCJstEDEML4YAhJUMvWkIQTY1Hwb4+GZqQW74N9xzLroNAvhsCyRTEGPFSYGxFk0t4NAjSch8TB18/UqYWRyAlKPPKGYlXYC9awGCslndGgdIKHkP0sgWnIGrFQAqI6LX5MMyrvVRayqygPZ9FkgKFtYtUxudAMVKGBuNbjF9RpoYiQo2nTg2j6Kkze7Qg4ET3JEEIorT0iB0i4+yvKwAifciwhMV1LX6zhtWaMNmwBt7+1jc5//OfsHhxsWVT7x9WLJWxlIWjKAom1ZixK+lu1qxubulWa1LbY1LCiSYuQxQ6oEMIrqA8mFKfHHH4zpscPHyAOZgRraVHQYFoyNcwMHL2Au99324vqNv3r9LLL3sNRPeaB/cDxJcf/Dlv2nudsGWMaEwn2xyNbtFbKPIlFt7WpxpApIH5see2hRgxMVE7R12PGB8ecXCvIfSe5cUlbdtgUmJsK0rRNpddisQIBQbfBtrLGy4fPeXI6N57MDug93o+k+mU25srft76/sscvxJwICalSC5vF5jCkYgYoxREPLQh0kRDNCNCLEjREJMaVIdm1smozOfrS4bD7GXBYMg2JjK1PDNORRSB632PF8+dB1N+43tv8d3ffYu33zvG2kQMiRDAEoiSe7BnChVBsy0xt9xhUDjOFJJtq+PB/xtoveRzT7lGNC8YDNvaK4tOvoghmESbPEWZqCrHeDpjdFwxmUw4PjygwGI+e4pZbwitxyWndfIk7T2dk1Ja/xi1bApVugXByisbFXvGmb2ANG/CXZuwJhEbaFfQeUsddy3Hfl2OAcnbKk84i60q+jZy7/4Dvvet/z91f9ZkWZJdaWLfVtUz3MkmNx9iyIwcgEQBBaC6gK7iUGQ3i3zsB4pQ+ECRFmkh/wbJ30YRirRIFRusYnVVN5BATsiMiIwIH83sTmdQ1c2Hrefc6x6eQGYjA0CfkHB3M7t27xl02Hvttdb+E/7pd/8J/ecPfPnf/RD316+4GWt8zEiOJDEKVJJMLCtCrByrDx5z+UffI3/vGeNmzYjpXq3dEmaiWQvuagFP1jS3F+zfvCIed2XBKdVVhFoCIUP/MPDwxRvWqw3r1SVt1bCqRh6t16ybiqGL6Pw08vuDmn8ExwQQ5JzxzhNcZcB6UsYuEodklLSi1c0FuT9tEtM1JeYt5CwpNfq6WhvEbqDrBh5dr7m+3LBsaig0PhvZxs6ZFvTz0emAnDN1cITNgro2fwH3ZsfD/mjtFZlYNHp2DpOPgZSf6/uXIP7GXHp6K+bMbEZ+iu4dR1V56toQ4L4bzNEaM7XLmovWVE63bX6vvwmUePf8SpA702VtLUpZ6YdI1w+Mg7VSevL4CV9+8QUP70kgHj27BhKHw4FxOLDb9WRdml5eFZNXyZmBUPk0OT37eaPF2A+GwuspsC/r51nIPV/D1Pd4rtTP1zhRPGX+Hbvesqbl0+Z+wlEyzilt5ZAcqZuWTz75Nt/61sfW1nGMdF1vG7z3SPYMfWSrDzzc73h1t+Xu4VASSUVzQhksERMI7QoQUhrJMRV/l+mOlP7jsycCc7KjKIloVTIF1Z5+/xoXWlyzom42mLwGHL4EI0Y3ToAGTEMvaq30sgWK5tZdrt+bSahX5WKT+c6TJZdO0OFtbbKvgpkDFmJN5R2hqsoeY2yH4/2e/cs33L94yf7law4v7jje7Uldj+1sLXXdcHF9zc3Tx1w8ecTi+pLVzTXLi0tY1vReGMceFy2gOh6PbO8fzEtguyMm5YsvvuLzL7/ixasXPBweGGJfVJ/Z/k+OeIjs7gSc0vV7Dvt7wmpFqBvWl5dsNheQrfUeWNxw/eiWuq6o6wVNs8S5wBAj1aIlqYHGIg7nK0KocC2QU2m/Z8+sxpN8wGOt13TsGQ87jvdbuu2W3ZdfcfjyFfdffMH9i+fsdlvi4cAwbMnmJISfVL6hpmoamqahCYHKObrdFqKZm5n+2mKlPIJ2CcXADHEZ5wWXlMrrLI1wpROOAoNm+jG+d63wwYwNxziCCCkl8piIh5506GHM5bNzkQ9EG2Mi5V5BaBdcPX7Mk+9+C397wVA79jky+mJGx7Q3loTTnWjUguLKPJ4EQMZyKdT6aQC/s87PkHOJyid/m3mFeGsP1bf+sh+fwLqzd+NswX3rmJKDr39/Mkg9vXCS/zgRq6hOn4fFqVnEpEheaNYtQTxX3/6I7nBk7AfSocPlZKaXjIzFxceA3rJGjJk0ROI4IocOtxDGHHn8ZMPipxWHQzyd0NlxdXnJv/7X/5qmadAYObx+w/2XX3H//AXddj+3wBVfDEKLxMC5BvEVzlUgjixixT6k/FuIqoxa9PPqEJko2mW+zufiSocVT5aASRgMJB2ycMDacooYqKc5UyWj8nuNZv6XrUtGEiseSJEvOLvZZW+w5LXyjqTCPAOkJKgqpGSMMlwA8WhKxbQxl1i9tI/D5krrE5UOhDgQNOE04vKeEA/U+UBLplbHUgfq1NOkSNBpP0yIJtQFknelraN1fRg1m/mfGgbjM8iYkZTxolTHnlx3jA97Un1HFrh++oTVoxseXryaY/nz43q94duPbrmsl9Q+EAo7IA4DY9+TY4Rc9iC1BDlh0m7F4eqGdnPB5tEtq0fXuNWC6B2DFw5kBmyt1MkRHuaOcedzagLETq/ibfbAe49JrnN6/a9znEcRU5bwnhfNccX5Ob690AjT7C43t1ybjbE5HtHJ86fEjLkwntShTnF1xXKzYbdo8E1thetkOaoWMMwL9p4OxjEzbg88fPmSernk4oMnXK4viUm5Z0vbtOydscv/52NIiLBcr/jD/+W/4PLmhtvHT3jcbNh/teMnf/4Lvvr0juPB6qtJi2mIWrCsoiTNVCIEsbYP70TGM4X//BNnM4sS2FsLLWs5hMDASL1Q/vm/+B7/2Z9+h2cfbWhqRaxYS/CFOpjNrGpq+zSZkYgoeOvdaxog7JyyGvJagEbJJUAuCJSqJfCxcD6DONR5m/QlKRkRIrngCBln7Q3wS0/7bMmtPmXUjLaO5sUdfLnlrhP6BEMQRhwpJQM7VZnacxgAcUoI3vekyg9t8Swv8WItT3LMpAGORyV2gl/5s1Y9/3gOS3aMFry8uKRdrxgk8fj2Kd/7+HushoqHz9+gbw6stKbWQNJI1tJWJzi8aEGNPbJasfr2M5pPnnG4XjM2dWEXnBLGBqFGcZqRWtBKyC4zOkFGPQNlHE7NrZjsSW964ssevYy0j1p6qbndXPDP/uD3+W//439kGOOpovqP8DAAyq6ubRvqOuAc1FUgl2QzJquHyETxz4kTl+V9x1kQdnbZOSspw77rkXuK4/4Fi7bCSQHrKLaNJ5oMk67QkGjF5pSnqQI3l0tDdVNid+hRZzRrUWYq2STbnotUTPPnfNV5f+D4zp06+7LIgHQC8CidGJasFg0pDdxL5nDoiSkVOvb5iRUAZXLEeXd8/IoddjLjm/49e0AAKo6UlK7rGcaRumr59rc/4fPPP3svODDsjsR2QXYJJeC94nQEGYilWjOl/1o0xFqekBOrGDGZQ+nplE9LfLnpMlE4y9pVbqNXR5ZfzSLIU5VrThbMleBdVZ6xoyzwy0UjCdA2DR9+8CGPHt2wXCz48qvnvHz5kmGICNZqMI+Z7cOB3e7AoesYYrLqv0zGRCMx7/E+gI5G6Xbm5zI3YZw9Lco6rVil6uzclYyUgDOOB7r9a3xoDALINUlrxJsbf3YOlw2RycXDRsSSCauE2F7m3Skoc2Lu/Ysmc3sVWDo1w56zo3KB1i/wUhF8oF3UNFVF8BUkZYwDfdfRHY50+wPdsWMYesZxxDqXu8IaWLJeb1heXnBx+4jl9RX1xRq3bEnBcdTIsetI48ihO3J/98Drly959dVz7u8eGIeBFy9f8+bhjmM+khinQX/+9CH3DNt77uPI/v4Ndy+tRaOrAsvNhvXmEiiyJAXUcfvsGVVd40Og8g24wJjg8tEjXDCQTr2jqhqWyyWaExIsHgjO9t5FqMkhkFLCH3t0f6C/e+B4d8/u5UsePv8lD18+5+Gr5+zv7hiGHpcjOksIArULhFCxuFiz2mxYLBcs6oacIsNiCTGR+47U9zCOaEqkMRG7oRgwGyjng+BG23cqBy4rA0qfzHCx05Mnxfnhg+fm8SOqqkGiI/iKNEa2r+54ePGKuD8QcsQZ+lQA32SglEDUTJKK9cWGzfU1VdsyCgwxkhED0wXm9ltlrLsy9zQX40EmeSS2lidjEkwm19PPptX364rbsxD/bE2cIsizVaDIoE6g7ddX9F8zCymvnVsc5omBKsyCngKmKWX5M6oVosYGGAD1ENaB5qNbLrsDYxrpfvmceDziNBfmQJHXJQMAc5/pt0dot1TXS1JliU4koiIMQyrnld+6ASKwXC75gz/4fVxOvPnsF3z2Z/+Ov/53/46f/If/wP3rl5AzQZzFl0MmiUnLvFjM66RCXU0kEPGMVBxVGKTE8lrkr36CenJJxOGttnMyJUgGdmaXZw+xnkQlVtwKPlmnAil2cCoEHUxOBWTnCW76bHCptBr33pgZzpu0KMsMaGE4gsX7U+IuBXAWR4pWhAi1w2XjjlaVzB0UXBxwsSdowjPi84E6HWn1SEukUWGpkTpHKk0lkTSALElFdg3Z1+TQgBrrt5PEgPkrVDnb/M4QnBI0IUNCjgPs9sQ2IG3FIAvEjJlKJfztsduK51G1pJJQTPQcMUZiTtZpJeeyews5n8sJBEJFaBc06zXry0ua1Qqpa7IIfU6Mkg3km2eWjevJzf80I9+dT9P8N8nf170Cfo359958/33xwftjhvd+ggW58/pga1ExMaSEKUxeRZMPRYlpijQkZfMcUrX2xSJiRr4XF6wvr7h4dMvdsWM8dIw5I2Z7gQNS6b4lLpNSIuaEc0LtAk5HjrsDu92OGK2d4TdVRPxGwAHFnDDDzRWry2s++vDbLKj4+c9+xud/+SnblwdivsRVhjDG/M4iX6qz588znAd9b7/UXj9xxMSQbRFr9TTk0ciaPnJ9e8G3PnnKo9s1y5UZ4uRCB3J4KL4EqEMTkPM8MCz4E9MjYT16NVmSYRS10xSYugekmBhjMofw1qNBid5QZMllvJW2hLm8r2kcMzhHVPANhCcNj+IjxCmryw2SvkC/uGc/ACkzOGVM9p7BTQAKTFRXmUb02S2dEL3J5XsK0pPaBt2GQJcSw3aEN4G7dWLdBL79e/+SFz/7Ifu7r2sW/yGO+a6LIl5YXmzYPH4MteeTZ9/hennNw8++5PjZa6p9oo0eHwHxDBLIOuAUQvKMGhirQHV1QfXkClYVeI+fXESxexWsg7hRP9YLqqwsv3XL8c0dqRtI261tWJOpIBmHmZME9egY0XGAWFGHwHq1Ytt1hkSKQM5m3vMrk+l/uEMB1YQ4x3K5oF0sqOqaUDd0g9KPCRVLFE0ypHPl4H3vBRMYOwVxb78uAzEl9sejgTiuQrzQ1MXJOauxkqZ8S88S50n2UxgM3sGirbi6XJDSiJLYd0Nh3dj5irgZJJDz9/obN5yvb3pv//vtsNPo8uCdo60rNusFThrEmX7/cOxKG9JzcKGcy3sC+zkGfg9A8D6t/iQhymqGqF0/FKO5+j0gyOnoh8jYR5omFADLKrdOrOe55rqsn9NnUkBbmWrlZ2tRQfOLLv4Mzpnv2XwWE+2v3APV6XfFWgw5PQEPTMHn/Kv2u+Ulk97RqP2nClaKia+eP+fzzz/jk+98wh/+0R9xdf05P/nxT/jyq+d0x444Rrzz9H1hrbwlmQHVkTQeyC6SnCOPI7k4UM90Z5nG+9u3uVxZAZEmcFtMCqGJ1B048BJNPdVyhVQbkMJCm64310wdCZQ8uy2blIHicZBLEJLxEnHO9LzB+zMpnR0h1CybFd5XtG1D29Ys2gVt3eKyI3VH+sOB/nhgHAbSOBYH5SnRc1ShYrFcslyvWF6sWW4uaJcr3NI8XCKZOJi8Zb/bsX144OXLl7x6+Yo3Xz1ne3dP13VsD3sG7bHmgXJ2z94+dOyJcSTuHJ1zZjAbPLv1hlfenW55BsRz//oN3ge8+OLT4KjWGy7vb/F1wDeNGa02C9arJTH2SChmhM5RO49rVqZeHgfcoUN3Bw4vX9Pf3XH34jl3v/yc7fMXHN68YRiOmB1dwqAFwUlFu7pgsWq5vr7m8ubKzBqbljwmus2O1Pd0W2Mi9LsdcTySc2Yg4tyIDwHxGaqM846g5lsziFoFS0rR5FfM7rqp+ejbH5GzyVaWTUvqBrbPX7P74iWLfWalnnZKeNVIzoMoA5noPGGxYHX7iOZ6Q65PLQulDL7JHR81Q0iXzTRUiq+TMP2boqU9i2XKJDP/DrsmlWLkpZPs02aZTAxImSYm8yIwrzBnBabTGJJ3/ua96+25lOD0eksOJvalCifKsZyM8HQ2CLQatPfF1FOUXpTkoLpYsn5yRdzteLPbMg59SR7sd7NaPCFq1cZxfyQFx+JujVvV+LpCXWaxrLh9vOHF8wfSOwH1er1ms9ngnENT4nh/z/bujjcvX3LojgzFycq6LrnSOtUq9Na2zyFSkaQhaqBTb50KREjiyaWAMIEvWhblUrsq6xtzwoUYA5asqPNkH6wriAZ6SQSwgpxa4aWe94yE0wGfoY6O6Cqyy7RakyWTpAVgUCGqSYEWzqTM44SXiC+AYWFOZRBvEp9U9ijz2HFUEgkMuJSRcUTGnpB6HD1BIi0jLYk2RyodqVSpyAQxGfLc1WyGwgLJNURn93FP5phHBhLoSF1i+hqhlUAeMy6M5HGAOBJQHIlBE9e3N3wlnPa3cnhxfPfqlgpH5b2Bnqocj0e6viOOI8SIy8aWNial8b5UPNQ11WZNdbHBrRbQNOTgGEUZUyI6LVKTd+bNXCCdJuD5nj4BRG4GCE6vVSaa/jRrz2fhu3nwexkBf8Mh03tO4OBp+n79/ac4YvrBqe0CJxZkMbSUeQUqPiwZL45ereOOemibmosnt9zuHojHA7vxOccuEVwwv6EMkKiy0gTPkHqG3Y796zsubq5pq5rlYkmfE93Qc/9wZ2YavB3j/TaObwQcCFVg8eQR149vefLRt/ng+hnD5wO//MsveP3ZPYwBXy9IUkGhQ+Z80v2eGyNNIP/5cUJKHCJG+Zk4+05ccejOhXoViYw8vt3wB3/8Xb77O4/YXHicN0cmG5hjGQS2+JELcpkV8YbGdwke+iNHp/jKmQ6zLGw5WX9rN29OkGJmOPQ8bHsexkS4XlFfN4RgrQ6RyePQBlgQV7TUalT3LIhGvMuEVcPmgytq71iuF+TjyNgNfPWqQ2Miu5GdVOyyBYCVk2I0+G6Swnw3df5jMgGzYLvUGO33E6QRxn0kdw3jKDi/xoX67z5I/qccMv0l86DQkrDnElg759jtD3zvox/wnW99B+kzh1++pnvxmsUxUo+KV2Uk41ywZgA54iKI9/jFgsWzW8LjC4Y2mAllqQTkUpUOeCpxhp43Hi4E9/SK6sk1/vUDuR+RcSx0yOK0TMlfhsTxzZaHlwuu1xWhcTSD47/403/Bfn/kR599RiJxVnP4R3VICbIuL9c8ffqUum6o6gVKxf44MkSKRtdNSIL93tfG4jvoXzlmExqdAEMlqyONGTmMoDuSKo+ul9SVsyAyF7BOT0mbYAwko/AXJ1lAJNPUnpvrjYGKrx84HIei0dZT9UffmimcHLF+3Y1I5o1uSmWyuDPAQXDOAIu2qagqIZMsoFal62NpmfZ2wjsXXOR8wyzVtLkMP/39dWBgqopM7xmT0g+J47FnuWgI/v1XU9UVTdMgzhy281v+AhlxZfEpmuEsE8wzgbUlOOQMAJLpCVswMAfiZXGSCZCbNwbmwOo8MRR9G1LSEnQawFYMhcprsijBC6tlzXJRG7MqGwD14vlz/secESf84Ac/4OOPPrZxmOEXv/iU7XZn4yP52YRxuprpdk/6/slkanILn6QSp26Bai0lnQXe07fd6d3MA4KM5ArJA3m4Yzx2aNxBO+DyAK4GqXDVBcHLyak+uRKEWwsnLW7KTHRHV0AdEjn3OLf8Wh4kIngJVFVN3VRUlWfR1LR1gx4iYzfQH48GDvQDcYiQctFTW3Ad6op62dKsVyw2GxaXF1TrJbpskOAhRTQOZIFhNBPCQ9cZI6HvGbuO4XAg64BHMQlFAdTNjcLo1ecgXmn/NskYdXDEsTdTrQklUUACX253yMR4EQMT6osL3ty9pGpr6uWKxXLFarViuFgTxyOhrmirQFMFsgRCNyAxkXZ78v2W4e6B3fMXxIcdD69e8PDll/TbB8Y4kEk4Ih5HRUMdahbNkovrGy4uN9w8ecT1o2tW60vatiH3I8eHPd1+z75qIMPYj9AncuqRlIkxEaISspY2b2ZolsRYgAFva0lKVD7z4WXLfRd5s+9P80ZhHCM5KRUV5tAOeYwwZKpsLdACAjN7RxhVOWhGV2uuvv0JT/7J7xCe3jBUgeQVCa6Y9RvgPQGEJxtlm9OuMANQIaY0s7dckW7Yus7ZcxasP32eATWbgFKAwBNVWM9+7X2qSDn782vHbxJwT2vr9DvKhIaezs9h1b7iLzJRki3NNYahl4jUjrCqqNqaXpReRxzWYs50+Lbu+QLA58NAf7enXTdU7SWDh81myR/90e/wF3/xcz7//OVbl/L//H/83/nu97/HBx89Yxw7+u7Ibrc1D4+czayVjGaHq8ysE4JlOGrtDBEhOceIJxOs41KRGKgUzyGmvf9UNTdsp1Cw3eRh5BACSCKqgfQShJwdWT0xZYYsODUvsojOe8wE9Lo84DAPhQURVSHmoRQaBS1+AuIVr0IuX9t5mrloytaz3k3JqQhBlFoyQZTAgKSESwNuHPDjQJWPNG6gccKKTEOmRqlSRDSbEZ1grGKpUTFZV3ZLxrBgCGui83QEDkQ68fQ5kVWoidRahA3qqFOk7gaqEKi6I2N3RIYFjz5+xvGjZ/xlW5nvyBkLTESs7aw3o9amDuR+5LDfcnzYkrsen06Aa8ZaTybx0DbUlxcsHz9i8fgRfrNGq4oRGHIiFXbgFKlYLGL7kC97jmYb43ODlEmuUmIkLQj+HJsUdkk+9+fhLEE/n3ITWDhPQXnvv/+GKXseKp1izunn05Yxj7MpjjS2oGQDSc8LG1r2v1RAmuSMTQPmL1Utl9w++xA9dNANHJ+/IWouMb8xOFTsXT22BnfbHd2xo71ecnVzTS/Q9QNVVdPFjl+5fv0djm8EHKjalo//8A+4+vBb3F4/ZRNavrp7zauv7nGdY5EqOnXEXLYINZRYy4R0ubBPZTKokrPg3A7nShh1VvW2FMzbwuOEPh1J7sjjZxf86b/4Hf75n37CzeNggXhSc6h3Vj2hDGLRZD2xy0LmnAWCP//sBS+6A+Gy5ebxBW3I9ujKZuCcFEaAmF3CkOh2HQ/P7/jl6yP+ySWX/pZF3VA5pXOwEqiiUinUYi6huThpG+PJo07YEWkuHM3ikse3a5YXK65vr/jZXz3nq+cPvOgiMaoFCmoBQVkP37O3TdvltCjrDAxAud8KQkLEriuNiX7fE4cakUy1uoJXX/xmG+ff8TCal86LxQwQiCVK7XrJ6uaGer3mw+/9Lv/qf/G/Yq01X/zZX3D887+muu9oR8Wn0YAjQMSjmkk5E/FQe5qrJaunV+TrBdpUhohq0euK2sbufKFJmtvwmEe4WBFuL/E3F8TdnjhGWteYdESjbY854/pM2h7pX24ZH11St0ucF7774Uf8yR/8IZ8/f8HD8XAe1vyjO5xzpt93JsEJoSFGGMZsDt9qLOlJB27r4jmd9W2g6u1LlXeSRJv/Cgxj5C7tiTkSAlxdLk7mOVGZmALTu0+hyVQgnpDd2nl8G8gXpq9zsuNw7Im50HkKRfu03ur7o0rezmnPv/dWskJJ5ks1TLOxXKQkwN6ZtGW5bEh5RU6AHugGYzWckuLz23f64LfYEtNL/pa9QoxLiQJjznTDSD8M+Lbmo4+/xctXL3n96tX8+sWyZXWxplkuqJuGrh9wVcDHinF01qCjABZTTHw6X9vwLUHX+fOnhH2OB7SACA7bdHXiHFiwPwGws3HeDHKcLlbffSDl1sxBpAjew3JZs2grKu9N5+eEfhj48vlXLH6ywImjrhuGwSjs3nvrIJJhHBPHfmCIidk7oFywc74YuZnoZcoVFExzPAFGExV8uhQ1Pet59UXJBdQqAPjYk/VIlANu7GF8QPFkqWH1BOoLXGhQVyMSjA2HkIqhnnXwyajLeB1YrQZ+8O0lt8sGjgNjP8yfXTUVi/UCFdPDV67BSUBKO0jNibEf6Y9H9tsdx92eseuw/qU2z0Qcoa5ZLJcsNhe0mwuaizVhtSAta9R5xrHD5YivB1ww3W0IgaZpWC2XyDAydANVsgrZxK7LJZBKRWQwhajvPTTDaF0QyiApP8joLvHWqiGOrj/SHXa4RUO1XLJcLTksV/SbDf1hx2K5YN0uSXVL9h6pWkiR4e6B8eUbDs+fs/vqJf1+z/H+nu7hDs0DWoI9AwZq2mbJ6uKCR0+f8OSDp2yWK66fPGJzdU2zbGl8zbA/4FxFTomjM5Ggr2rwPcTSllGtxWjKQi3O9n9X9P1OqXJgTBElcblq+Gff+5DP7zr++59+zlCqTsvNkv1uj3OBqjGLN02ZNKazyj8lzZN50o6aGF3G147mckl12ZCLzM4HY23ghRQtcZsAWNGMUzWWg6+pnBV2Yop0fT5DQWFei/PZoxOMynw21UXNYM5o2xbAM9GDC79Z9LQOnP3m2Z7z9bX0Vwfeb7/H+bI0FVymi9C3/qUzwyCrlGKWgdkJxTVQXy/ZpGu6l69Jux3dXQfJYbNaTF6gaoxa5xknICdlUoxkSXif+eSTD3B+wZdf/htiPnlN/Kv/zb/id77/PTQnhrsD2vUc7u44bvfWzlth4thnwWj5eKzFskdxJIWoYi0qFaKY6V+BNMnFHFVFbVudmaw233Tq3gAn8N4F1CVyDJAjiGfI5RnmDDlTi6NWLOESoS7yBTMIt0q9IGTnTOY5tVxVA7IHRlwp8ESdupyBOusMYjJFxWU1cM0ZQOA0QezwKeJih49HqtizoKcWxzIJKxKVRkJWvBbwqkgsoniyVAauu4ohLOjqJaMsGZ2n14pBEgORkUhMnpiPRDETSop8os2JOo7IMBD3W9g6+oc7bj5+yv/x//Zf88N/9x/5H/+//+FsbCpRMy546qrCq5BiRPtI6odihGzj14pg9hxHcbi6RjZLwvWG6mINmxV95ek10YnJaPOU1J/FTLZklBvrpv1/mgezwM5o+SkXKbMr80cKy2mSQ1Lmi0EQJ2nSFPtMHy2n3z+bm+cAw9dn62km6/nfauMWmYDoU5A6/emwYiSp+IBQ2oxqnun+ItaiV5wjkWyNbhtWVxcMj244vLpjvD8wHI+AUhVgJRfpUEgGG3Z3W7av3lCv1qyaBYu2I7Q1l9c3LNqO+/s7Un7bM+jvenwj4EAcR459z94Le+cYsuNh37HtB8YsiKwQFjgCKQsxT1ZMBQGeKchT0np6uCLW6sE2qjwvLN4ZjQ0dqUMw5C0MfPCtC/70T3+PP/xnH/PhxysgEoeA9TW2LEYBTSA4fF1Siiw2iZPy6s2ev/rxL3hx6Pjw9z7m8vbKFvSUMTi7gAPYQLT2Jo5NW7FXIX11z19/+pL13Zbrf/KUxe2K9aoi+cwagST4ghxNSa8FwrZIRzWKqG8CrQQuPrrEqTknN6GB53fcv9mTXWJ0ENVzjEpU09wqMicxE7o3Hee04xNAYH2dtcRbmiANSrdP6KLi+3/4n3P/+Y+sB+7f03G+CNg3TjlSFmWxWbK4XLG8XvPJd77DzfU1D3/1OXc/+wz/4hWXo2MRM5I6khhrIOlI1ATem5zg6TWrf/It3PcfM16tcFVtKKrA6LO9FogO6uDIYpuJekdYNYTbDatnj9Dtnv7QkVIuC66zqpeCJCV1kfRw5PjijuaqJaXEj/78h/S7LY8uL9h1hwJO/eMEBzabNU0T2O23LNcXqFji3g0jMdkSO1Erp4X0V+eqM3b7NnhQEmIKeOicdfXIY2J/iLx8mUEjl5sldbDGXRZwMEHM83tNY34CEY1iK6wWNci66F1dAQh0BjLmxG4KUOcE5HSepxjz7Dooc+l8T5rfo2xexSDOKP6Kk0xVOTbrJZqtnZruMjImY42Vyfv+MfH25ieTju/dOz3RWyc2hxh1MKrRA1P5/8nTZ9zcPOLN69fz7zrvqKqKdtFaxwKSdSBztuaNecTlao6tRZkduSWfVh0DegsIMPHhc7nRbmKPJUSSVRfn703vG4pU5+zSZX7CBUQsAfrZeBDK6+ZbZbrLKQixSr/pUL/4/JeMw8DF5gJVMxeq64YYIykqhxy52x3YHQaSWjtZhxhQVlf4yqNDMd6SaWS4ci6l0l2kbGIP4sSSmO6UTmmEAQci0UCu6ErAGXHDzpIKF9DUMy6uCO0FrrrAhyXi62IQaUH9dC+sH7NV54J3fPtmRffyBYftfr6ty/WC6w+vyVmpfUNTNyybJT47+u2RoQQr91+9ZPvFK46vH8j3B/xxLL401q43VBVV21ItWvyigeBxbQNNTXbgpabOmZRhsTK/DXNr9tTq2YcGlxx9Z7IO66wQGUrTv4lcHHlrCrx3inz9FeeAwnRzEvT2fPLQ03c9cbejqxv61ZKx61iuloyrNUO7oEdIiyUaI8P9Pf2L12x/+RX96zvSMBK7Y6mUmZFgRcAhtM2S5eWGy9tH3HzwjKsPnrJZrbh4dM3y6pK6aajEIcETY6TvO6rdgmrRctwfmFsWOykU77K6mF4J9caqJCspRXKKaMgQExrh+asHxnQCUx598Ijj/sBmc0Vb18Rh4O7FC4Y3W6rROiWoTNXtiGBdRBIgPhCaBreq0aUnNVPyirXRVKh8hXfZko+U0Ggt+YiKm1zbJRMUmhDIMZ2SgLOVLKtht9nZtbop+S/FnoItlsdrE3+qWCuK+pO52Tk+MHsZ5F+1xr41kN46p68f5/vCqbJKYQgw7Yvn2GZhEakqWkFYtVRpw9WzG/yxR8aefrcr8gtjlUKmkhqHJXv9/ZHxvqNaL3Ebh29axC9YrzJN3RCLEeVmsyEEa9+qQ0/abon39wz7A91uy9B15f5I8WMpAEY+AzElkLCOHiaLdaQCJCSEMdtaOj2vKVm0KN/N2mzKazSXHUsF9d40BDGQsiOpZzjrdhPUknZQItZCs9JspoAyErKYiayvjJlAhlxah7tMhSfJyXAvY4lg1mSsAYQKRco+1LiEzxHpD9SpI+iIT3vq2LHKI2uXCFlYaKIi4UkEjeVKfVn7A0kCMSwRF0i+og8LelkyhDVJYMzewDZGRgZy8V9LuUNIuKTUYmw0TQk3joS+Z3h4IO+23HznW9z87u/y8ouv3hqdqrDfbVmHmqqwf/qYyaO1UZwYz4jOW7EiZCf4ypt5XltDE9DKWaeuaVOVyQfk7fmgagyMKeF+a76cgWbnr816YuNNzIM57hEBdfPeMk3DfAYIT+cwn4+eARRv3ZBfNWvtcIgZ0ZbvlJX2LX6a7eP2fZleo1oKUdZlSbyNUZOrWQyQJZG9EKoK3zbUi4UZ/3YTOKFIVuwOJzwwJiUNkeP9lmF/pLm5YrVYsFiuuHp0Q7fbs90+8NuFBr4hcODZtz7kX/6X/4qnNzdsFht2D4nPf/yKl7/cc4wBaRYgDWPKRJMN24I3bXA6kdvPAqb5wRutcKqO55yNPlyeUMojJGXIHd/+3Vv+5F9+l//sj7/D42cLxCU0BlISggdXYYtGNo+B+WGKdTtIY2K76/nrX3zFz370Ga+OEVldcv3sEetFQxUUr5TWUFYt9cUBqxIhu4oVLe2Quf/8Jb/c79gw8Ph7z/jgySXVVUUoixDZ1sPJiRhy6abibeHVTJREbhzttWcTl8TDDf225/XrOzYoB1VSltKX1XQvRV70GxxlQZ8nobVnGo6R495TL68I19/j5uPv8+Kvf/h3HSq/2aHWksUWizxPQupAnyN+HPj+h8/46IOnuH7g4Wefk17c044DdXLUAlHGk9FOzqhLJOfQVUP9+JLw0Q3j5YoxVNTqzmXMZBTvHQRHFHMVRwdqEbwPNMsFumrZVw515hgsRegZoFC3hJgyYzdw//qe+mGDX1d4gWVT8we/832e371m13d/v/f2Nzi8FzYXG6umeiP7dmNkiJM6rFC482Ti8vYAfHvDmP6fUjY5vWj+/lSttGAzjZnt7oAQcQKb1QofTmsCE7AyZ6qT5nHCHOx7lfcs2wpu1jjvyCSOx5EkGaM4ml/EzAR4dyK9tR++Z5IJ1nNb7LqmVziZNsVcgIFSHRZwlWOzaqHg1Q/bI91ogbJO0is3UXC/fiIWM319s373OGe+xuw4HEcO3UhTm9nj7/3+P+WnP/nx/PphHOiGI1dyaS67QfDBzN0UZUxqdODkcSozlVPO7pkl7xnm/xWKo77RrVK5htLmqQAEk/9Cyi2azVApZ1BNZVd2p2rBdN1C0SdLCahLQCpmcmlvWXrUq7lgW6/tQIwjD/f3HA8dMSneB3JOBihKKrRJX57pKRCxMZ9wOeCcw3s/SwtSLkC2gKrByJlTICO4s8d4CprKgOEUOigiIzpGcizP0Xkz14o9Gnt8m6E1Z3sjD3i09KNHBJ8FJwFiJsYCdzmzOzsfSFOA5krbNOc8aYz0Dz2HN/fs7x8Ytx1xd6R72JtTepH3VRJYrjZc3NywenRDuFrDesFQezRYEhSTMgCubmlx5DESfKBxNYeqZVMvOC7WtAT6Y8/YDRwPR4ahZ98fOea+NAC08VNGy9847t+ZBZwm0QQUqFUoeyCOMHQkgaP3jNuW8binXS7YL1csmpaFOtarJZoS43bH8OoN3fPX5P3B5GhKEUJ4WqlpqoY6VKwuLrm6veb22RMef/gR17ePaBa1AQOrFaGqbNw2Cb8cqFZHqvUav1zh2w537GDorP3bmHAu4kMkR3M1N8drV4xAkyVtavuRy0J37N9asYZxYIgDWvTsuR8ZtgekG0GjrWOl5W+J1qy3uRPC5QVXHz5j+fQa1g2xdqRk6xu5/G55QrkwqHzOaIrcv7nHNw0ug2TFV4FFu7BOMt7hXABXWj97S0xOjFJmIFKUwgIrlbdkVdtUxrIWw9oTTP22jFVzPvONKgvIN3DINNTKecmkRxYDKx0me6J2aFOzuFgxbpbs2goOnpjTmdFbMTl1Qp2Ffj8wPAzUlyPSNkjl2e06fvzjn751Of/Nf/Nf891PPoZxoL97w6uf/oyf/8f/xC9/+ENef/45XXe0J+wsQVRAk+2pTj3ZedRVRFfZnBNPQqzqrY4IRE0k7zDn+0k6cXYSxX/AgIHC3FXAF/8u55AQyLlmlMyp14X1gq9sgZ8BCJ0MCrNBFiFXJssqOn8t+0jMSuUcSTLZT31eYABysoJDkEDjEsGPaOzNWyBG6vHAQno8kYaBlsRCEwsd8ZqocjbjRE14FVSsm4NQEUNN9C0xLBlDRe9qOr9idA2js84onSQ6IoNaxwczpY0EjXTa4xDqYjAq40gYBvQgVJUj7A/4mDkOPVrYDueHz45GArU4M8obI+MwnJjDpYOSMSemdt4eaRvCakFYtbi6guDJ3mI2mSRxZ0n5/Hj13EXoHCzjbCzKDNJNr1Rs3cjqyMkswM/bIp5FiF/7TCn74zTevlYe0dPnvBUfTQWDt1gIb8epk3MYZ6wFAwhOHSwKAobHFVmNmY2mwoqJhflciVA1NcubR1w8PbJ7dcf+eCDHRMrGfrG+FVr8zSxnUBHEeaLaOtwdj6SYeHN3xxhPrL/f1vGNgAPr22sWmwW39YI2BV59ueXlV1sOBweuZVTTq8RpwbDy06nH5DvB0aRhOSlVJjq80UG9WqKXfCa5xG44sLz0/M4PPuDbnzzh8lFjHgMliMxqwZovLUxEnQXsquQsiIekjsMx8umnb/jhn/+cz37xgur6Ca5aM6aKUSmmMyaDMMR6GnBF+5yySQaiw+8jrx9e89IrDx30W8V//xFhExBv+tOqBLRB7NozpXNAuSNR1NoX1oJbOZqLirBwIImQErVC74vGT5wh80wDfaJ0/W1Pz+6xs/3J+l+PMG4zdy97/MLjqhVXH/7+3z84MB1n4H1GaZYLwrJltVnx5PFjLtZrjj9/Q/fpC2S3ZZGFKo/WgpKhjLdMwNGTiU5Y3NzQPn2ErpeMwRNxuKSn+yXF9V2EKJnMgKSMpIgXR1i3hNtL6vsDiy+vGb68g2MkYYmHaKae6VRKN/TUXcMwRoI6clCqRc3+9StiTCXY+Ye5vX/TYa6rFd576maB8xVDgm6IBVByb40xSwh5K3d+/xAsab2+83M5fV/VvElsgiZ2hxH3akeOwnJZ0TYVLrh5Y7D+zJYwSEnUrQVjkRC5TO0FtzQPjZSMoNz1iSGmObF1BWCbkisnk2nPFKRNp3m+8ZySObsAmS9sqiBrVg6HnsNx4CI0IBknwqJ1+LCmaWuaxlrmHfuBMZqHAkVv+hYo/mvGsl83KDTmwGFI3G+PtE1F27zvF60Cqah1RhEIQUgplyrJgIizvtdixkZy2nUtsHPW8ApnZmyQLYByGSVCGlG8+by4RHBG5VSsXZYkhyZPnNJyjeXGn5xpVDHPCcF6tqsiYm3iJlDRe0fwgeDEgFkKMCyW3Mco9P1AjEZjzLkvVFuTgThXeoNPoUPxtUg5kQczkww+mCdJZS7YcYimj89mOnk+t22cTrAWc4OKt57XOfABQDJXaXEkMcK9pAEdejTs8LFGfE12VaFzngFLOeBVzAG9+C2oGEvjdE5mUrdoW+tIUoLKPELsB4bjkeHYkY696VvHOC9YDiH4iqqqCFUNVSAFq9aNavKqIisnuYCvK3zdkMXRNgva0LKoFlxUS47VkqDCcXvkuN0RsnDIwjhYfS1bKFYSpSlG+E0WTmEGBc7BAs1GEYvT9xyxO/DQdeybwK6qqENFK4FVu0RyIu2PxP2BatfhNBflvslM2tCyaBasVytCqLl8dM31s6c8+uApl08e065XtG1LWC5xdYN6R44ZrSpoW2S1xq8PhPWOsO9gtyX7gI69GUGK4irPOEY0OXzMZG/VuMmbISlojjjxfPvDWx4+e86xSEmc9/hgreAckMaR1A1otPaFvuiyJweAuSYoSqhr1rc3bJ49wi9bYilOmAGf3UtRE4E4zdQIqR/54tNf8OXz53TDgI7ZumMsl1xdXRIqz2K15vLm2sYeQqhrQmmvaVuNzQnJWjIHOa3JJeFBtSy9MssQZgh5orlrPtujJjD3bxovv8kh858TzD2lQfLu69SSAklqIA8et1ggyxbqxsBLzYWSJTgqI16VXqMuKfEwkPYdsvZoXRuY1x3pu+PpozSj44gMI/lwJB4OxMOB3PfoGE0bX4CBXDwflIkJZpT46AO9C/Q+MEjNNil7xdz2gezF0iY1Enl2BoBa7G3jUucydVlLXbbNVryNMwcaIllNjhUBTUKviWPB8rLpDayNqKYZNHf5iE+OWlwxSYTsAxFXAJbShtxnshrYG2QgSyQ4aN2I0x5NEemPhBhp6Gk5UrnEgpFWIjUDTU54VWqSFQvLf4on05JdSww1Y2gYfUvva47e3q2Tlt4FksJAYlRnLR1xti7nkUzAMzCl2xFjSHfqCNHhxVqpsutplsL3fu/3+PR/+Ev+/D/+DwB8e3PNZr1isVjgVTjcP/Dw+g3Hrpu7jxkz88SkSM4hTU1YL/HLBW7RQFuZ0aizcXDCs0++Gd75Of45tU628T0bD56tz3OON+UmWuallFhPDWB1cvJwet8EPQcGpvkwA+/nAIKe/n5XKTqdVdYJuD/7JpxY2OfnzZT7uZk94ErxJqmxBswYMzMJ27wmgoOwXnD55BEPz2843r8hHzqGcSi5icnPkImJkzlud+zu71kvjVXWhIrf+aM/4otHN/zZ/+ffEvvfLkDwjYADVJ62XbBsNrijcvjiDXdfPpBGj68aRoLduEkLzNsP8F0TCtVC/itBNZhhyGSQ2VQBTZkhmlanWgk3T1c8fnLBt751wbJ1aI6ImH+AF7UKf0GbUZnZB14cqGO/G/nZz17w7//9X/Hn/+mnPBxGnjxdkfHECfEsSUPKdj7ZmYZdUHNXdVjSPiiLwRM6ePHplt34nG4nNL7Gf+cCNp6FUyIR521h8Gp6aEWsyIZ92KDZFqBakRvP8oMFl5+2LF/cs+xgEKFzmdpVdEXjevIROGFhwEwznv4NZ14OBfH1Eq1CF4UcPToaBTDn33ST/Dse5eNytiqC81YZaTYLHn/yjLBouL56zIePnxF65eWPf0n+5R3rLrNSR50yzhfUPRdNjzOTOLfc0Dy+oXp0QbdqGCvHWCppQaxqCDBZTk4GKzomYizkVjHTtnB9werpE46fvqDbdkVnbEtu4ERBSsPI/n5L/WLLqtkQKnOk/d7TD/np5ad8+uoFyuT2LG8BIv+Qh/eOy8tLc5kulda+H+j6SNZwOseyoJ9y5q8H7FKAqHcTyfkiJ14/U3sXmTcxhwES5AOala6rubpasV4vCM5CMEN7xYIQpgCS2R17aiVXIawXDeHxDYvlgt2u5839juMwotmCGut1bskUInjv50TvfOWyP2e83L5WTEbACeBManSxGJNVrXSqpBuSX1ce55sT4LLdchxGYpzw+Om95exWvT2X/6ZjMvIxmq9txilnxtES/2Eczl4Lq6sFm/Wapqk5DkeG8WieMSpEBecra3+kCZWAuKLkHot7hstYm5CEyAgMIBHocBJRrIe2qunagxdrS6WKSiaLRyXhJVpnl+LEjxZ3869f4Hyd8/0o7ILlsuHmcsmicQgGMNj9M2lBjGZmFULGeV+krqmMQ2Y2kUzjtrx/LppYLTIFUXDBG1DQmqlWP0Y0j/M4Pz+/eT1Wfc9sgUmXOzXmUZQkJlOw6ltJlsiIJFQjorZ+W0XVWq+67AmiXFwmvvPhirUkXv/yc7rDSVbgvWfRLlivVyx9SzUZGqaMJiUNmf7QcdwfiP1QqJB27Q7zDagXLe1qRbNcGsW5qlEfGDGNcsKAHB8CtQ/UVYW0A42vaOuGVLfsil74EHYcXEOVPZU6hr5nTJGEEMAAJBJWV5vGgCuywYym90ngvpaeMe2S9nzOiZoJYkZ3A/HgiSIcxbHH8dA0uKSEcSSU/akt1nGh8rSrFRfLS1arNZvNmuA8V49vuXz6hIsntzTXF/imMaOv4BjddC8VvJDrCl22+M2aZrOh2h0I7RKO1v5RU0LGxNCPVMOIDA6tPHmETDTyv3O276nifOa7H9/ys1f3HPuBxWbJ+mrDYrHkYrmicoE4RnI/wpgI6qjFU5WuIUbB1kITN/ml86altvAsFwqlAZlG9xfcZKA3Rh7evOHlVy+4f/WKw/HIcrHCtytefvWcu9evqepA2y7YXF4YOCCO68e3rC82RnV3QnuxPmPwKOr8vAY6L2gIOM0mVSkV5ImtcwooiuTAndZQmV9ztume7UXvzMp3xtG7X3O2B56Aglk+im1LpXMfaKG7C4S6QtZLmtsrFvdbut2BNAyF+l6AmiKD8NOOl7IBts6V01aePX3Kz3/+JTEWNmK2+SApQjeQ7wvrJ5X4aE5DMTmBmFmgOI/gi8GpMQisTg8jmZEC+U5UcNTMMSkSF5mqrGX8ZGOeOSmSXBE0e0RMcmXOBJWBlqFY3hWTwSEbsy6VG1p89oERNJlpIGaMLC5Ty4LsPWoScUaxeZqTGlNQM5UouEwthS2Qe6occflApaMBAlgHgYVE2txTkaigWDKWLhIGVZClASqS1AyupnMtg18whpaOwFECvXj6QkHP2RWGVy7WM9axQHUErcmaiAyMOaKDosdiQFof0bsDY7ijX2/QQ8frr57P46+pKkIIxo5MiXEcicOADhFf5qTmSVfvGQkMPhhg+fiaxe0VYbNEFxVdKN4SDiIUoPvE1LS2qifvgPNZMMkdbZifzbNSsJ1fXd4vFycEhxVJJwPk88R8ChnND2wCwXWex955kx8x7a3T6WhhuZ3NT53yTftdp26uPUzw8ZSrynR+SmkNafImA1etWKCFFYpksiSLjRCOgMuZVSVUmxWrR1fcPV/R9z15NDN4p1qyDUflPF6F/nBkd3dPfXFJs2nZLBf0/ZExjVSh+p8HOHDx5AYNjhA8rsuMux66kUoghmKpUijWToRUqIjT4j09pLNHB1CCaBtQzttDzCJWIZcEIeOrwMffv+WP/+Rb/OCPP2R1ESAnUAvwMgkJ5t6cVUvbG5MFeDGHzOGQ+OmPvuS/+7Mf8uMffc793YDUS2J2JQgpSQcTQgaqbtYGeytT4kTRaJt3yI4bv2TYCfefHfny4TkcEt32Cd13b3h03bBaOHJIDCo0ybRVQWxiuGhO51GVIxAaD6tEtalo1xW+yvh+svCYUK+i8ZJJsnEKQoGZUjRNpgkYmO9/od26glyZFNtc+kOovomh8yuPt4AMLHRqVwseffQUaTxPnz7jf/0n/4rr9obXf/Zj9v/mr9h8teNSlQXRNh8Vkg8kFYac6MUxrtcsvvMR1fc+oH+2ob9oyaWlZdJM1sjUN0DAeuTmom+MGU2ZrrRkWnpoLxeEpxfUt1d0bx4YjiM+Kl6MVhmKTMNlZdx37F7dUV81NNcLgld8Hfhnv//77P/TyKv7u5I08r7c+h/oEKqqogo1db0iZ6EfEymaYYytpNPm8Nv5PPuzJCe2ahOzVeW6MRG3Rx52R/Zdz831BVcXK5rK4e2hWweTkkFmCpNB7F2n9SQ4x6KpcE5omxofhFd3W7oukRIYZlySyPLrJ1q6ns7trQdliaPohJhnREJJZhXEKNuueCC4OSC15MBc9Rv7NFGqY8/2cGQYp966MoPovwkwQHm9qoJ3OO+JORKTBdKVupNWb369PQPvrCYiCjlHFKjqFc6v6XtPEofhZdZyznmPagTXYcBARKRHGBGJZZ3JiEQoRrBOvLX2EVdkGbY/GBEkFkaHfT0ZkE3B9xRsGLtMSjV8WgddQXR9Ad4Sk+Foztk6BzjbknOOxJhx5jU9T8EM7I4jL1/t6AZ7zzzRklOeTRajWItbJ57KLZBQIWRcUpJL5X7KCfgrrLlfyRYqtK9zZo1i+5fkUjnXEacdLnk09+S8N3YTCq61Z5ensay4KrFeObyHw/aBoT9VF733rJo1TQh4n8Ab2y5kRXMm50jqR2IxshziWDybleAD7WLBcrlifbFhsVpTtS1SWWvYhOmTLfHwlnx4k2I4PG3MlvT5hipB42u6Zs2h3bEINZWvGEbT9HqNDJKtxbAox3FvFPLK46oKgknydvstFBM8zViCpDaTQ6nzTZ0iEpl4BgwYgGh06UxGsrnGuwL4pjhingKeFZ6Fq1hV1uJ1tblkc3XF5dUlFxeXLFYrvAiXjx+xvrmmvbzALxZoCNalaNanlmA6VFArvk34ZU+1XtOudhyWC8KhIfZHckrEqIxDYugGtBZ8ZfFJkoiSCU5I6qlqR3YKbrQqNFC1gaoJ9tzaFjlEHr58yfjigapPrAgsCCX5MjJFxiQFNDWLiwuqzRItMpqk2RLEqTW0LZZU4qjU0R177u/u2R/21FXNt771LR7d3tIulnz6s1+Yp4YTxnHk+ZdfMS1yb+5eU7eN0WtFePrRx0X2IqzWG5rFsqyjpQ3MBKb5M2eJ4hElpUWIllLixMJ+7/Qr8dM0/85ajvwtx9eBgjLV5yl9PsYo818xg9PoHWHVEh5dsjp27F7fcXjYIWmkFfMMmHTaAcElIe57xmNExkxTtzRtQ1U3/OSnv+DTT7+wz1KTdmhK6Dii/QCFOj/tawm11oVImZez0QM4X0yZ7WvzdinrbhZkNn+cEvpslH1n92MqVrn53ptZ6sRsIhffLxUcyV7nsqEoYjLivhDvC8Pdqt1q33MqkGuEiIol78Eb6ytrtgKaalmvDIQexeaz5hEXEzocQTuCTyxloPGJRYrUmgiqNDpQ5UStuQAzmNuATDKLiuxbsq/pfc0QWnq3YJQFgzQcxXEQxyE7ulic/dFCXS+FCx0QqXEyQoYhd4wYMOZV8V3C5xG/P1LveqpNRruBvh9oNhsoAIEUaZiqksoeP1XXp4DmXR6LikPrCrds8RcLpAkkb+0gR+9trUJtSKTTzDG2kBU8JhDMhWCAdsozOOf82wCCP2+jO+1xvsRcBSCYzllzRmM+AQElYZn/XdZPVwA4p2/HRaqnPFKcFBBJmcwEZSoicWL6TH5ylkuZmbDJHgwQqghlDclmLO+s94CBYiBOEc3kbN4dIzBmoQqBerWkbls6KZYxOHyZO0nBq3WzO/Qjh/sd7W7HemPG0D/56U95/eYVoQ5wwvZ/K8c3Ag6k2nOMA2OMSI44IqoQnWd0jjE5BswRM6tYsFae3RR8Uzbuef1UnR9qFgv8ohrSmQVzMF/VPP3eNX/4n3/CD/7gMRe3FSpKLNq/pEZtdd5ZkqfWAg1N1gbKORiFL3/xkn//b/6Kv/jzT9kdIsIS79akMTCOoMmAgOzEwAlvFOFcFtIkkATqRcXqyYKbp0sef1VxvOvIvibvA7su8vnhJf1+YLdPfPzJNU+etVzfeBZeWWRoUGonVIr1SS3oV7S1owSsxakYY0Gqsx6zQyxGMUUr+L6cYRrob/3sbMOaWmy5UgXJSYmjAgHvvxnSya86jGpkztlgKLOrPZc3l4yt8J1vf8Lj9TVvPnvJwy++wu8GVgQqBZcjZjLiUB/IovSSOK4a6m99wOr3v4d+9wnHdcVQOZIzqUlOBlc5J8UMzKrXipg8Otsmm8QYHUKGoOg6IDcLWLdoGoxunCNW5xJy0WJXoyO+2bF90eJWNfWy4RBHLq/WbFZLXt/fF71zqSr/IzhUM8Mw0LatUVTJNCEg0kPZ3mACon4DdOBXJbUzMDJVd7Xk3JOuS2wuktnuujngmgACgQJwuRnlZtKfTkk65jILSl07o0KzRHPmje44HqMBiFMmzsnoxvpVZ6Z3miRP0+tk/uPtavAMYDspAWsxNp3ARttGCU5YtRUia5q6QgTudwfGoVR2/icOC5v7hekkAs6RtGjb3n1PEaq6pqpr6qomxoqURqKCeMditSLnJbutggS6waianhLUaSrVjxGIOAZERpyLc9ILHues4iISTBNf1idb42z+JnWAP3U6wGiMU9Chcl6hKCukTEF3MYqU83tQQpgiGyo5DSClGmHma5PD9vT7885U4n/BeoKLlOt1VsmL0RIQC+RBnMeHQM7RpvRZNUPVAnfmTg72xhO88Z5co6xGGckRYg+jWDQ0NuSkuJAQr7haECrQAKrFACvTjSUgklNwJiIsVksmL4UJVM4xkcfM2B0Yuw4dRiRmcj+ihb4ODuc8i2bBarNitVlTL1t8VeN9ZWbCrnT5cQZMeR8MDBBrmxZaM4x1vqFKjrZqGesVx3ZJHWozh0wR6kCTRkan5ODBKYd+gWsDoa0IdYOvAxnl+YuXGF3T5CE6JPrtgXEY8Bj7oNgUk8j0Opbg0A4HxfTQ4wQq56gwh+1YCguteBpX0VYNy7olNAvWV5dsbq64fnTL9aMbllcXOO9ZXl7SrFZm9FXVqDN39ew8WYzB6LIgRGQ0oCnnhKZkHhalQpwUIhERGFUYU4TRk0YsIXCWlDnnCaWTkwuR4JSz6MrWAVVcSsW0MJXAuuj4y3zKYuM4IiTnqddrrp4+Zfn4Gr9ZMpQ2p+qElJK1ctPiu5CVNCaG48Bhd6QJDZvrFR999BEXV1f4uqJtF0zO5F3fcff6rviLKNvtA92hI2tmjJHjbo8PJt+5eXRLqCrECVWouHp0g2C0c6kDEjyhMiAqi857gUzYI1+nO8/JgJ4m+SwpOwWm8yJ/ln6c1h9hlqDN86vgupR5fXovmQFIEzwpXjwSKlyoC2vNl24ttu8YOy6XlRA0KuPugNu1hF1LWDcGtlYWN1VVxQePHyMpo2NCx2QdRswkwoC/lElOyGmSCElhadnaKiWRM9ZGkQR762YwmcUq5jeElGRRk61/U+eU6cardQWYAEu7OF9A3ATU831BHNk7UlaG3IM468bhlDrbvaB0HFOFoA7varyryCQyGaeOkJWQrTWhd0KWXPbdaOyf2BPijloiS2CjmSonqjwQsDFd6YjXydh1AuKEKDXZV8TQEMPCWAO+pXctya0YXUXnAkcXOGpmn4q5X7k+KeMD9UiqCJpIREbNoJ5RHMmZFDl4wVcBnzJ0HXkcYHvg0e0t//L/8L/nFz/9mTHKplGZTRKYz8CBaY0/jdkinfNWBKqbmlBVqPeMORMFUjITbnWlM5yfigcysylTSqRhRBXqurY9LNu8dsH2QNAyrqCqayZ0PKsS6qoU9Kb3VkIIc6ySfZEdlJh6Zgzh5i4DUzXffmYsBIsb7T29s2KHF1faJmLJu03FIqWi7OUYg1vs9U4gitnThCLhtmvKpXOdyQzJieyxWAuQ0nnCYpZoMWXlcXVl+WTOqPOIlHbRQJaAOqwTUt3Yfc+ZfhyMmdYu6I+/fY+ybyTDe/zsluvVJVUK8NDz5ovX3O86BhfostClzJh8CQggJsy0QWBqsz0jzqrzQpKzIVceW6Qq8SCZIfUMKOvLlg+//5gPf+eW9eMKAuQkuDwtZhnKAqY6UZ4F50o7MRG6Y+L5Z2/49CdfcbxL4BrE1+jQ0t8nXv3ygSffuuLyomK9hBYLDKQEljqhcCXo98HjnG26MmSaSliJZ0iOw8HeL1Wevo/04zXZX3CxMRTR1RgKoFLMCQWK+6+qtbpIaSDHZJtGLlpYKZ0bpns5xd/z1xMCNgXGp+9PG9VUXZUS5Ad1pKOyvx85XgVW19+j3dzSbV9+E0Po64dOw8GSu2bdsLha8vz+OR89/l2efvAxLjnuf/oF3RdvuB6FWgM+S2GpjLYRe2sPmWtPuLmk/fAJ4fEVaXWBNpBctgDKmpSSxWjXUysd29gnGlZmyBH1rjBgImPq8HnkIIkYIHnwMi28pbKOBUsqQhxGhrsdxzcLQrWiiz2vdq+5vb3kbnvP/e5Qrt0CvPPn+g9xqFLabao5Aosn5cgMRHNqU3NuRvfe41TC/9s+tfw5p9QApQd2SZ7U0Y+ZvOsMKXeei3VLXXmmir8lWsLJsK9sGOV9J38EJ47VsoXCVlA90A9Tm6wCWuZUkGfHFAjKdK7ThBJOUWCZS2/fkQlgEBto7vRtKSi0A6rg2fiGurINJsbENva22RZQ0kztyvnJzBF6667Nt50SpBVgRTSX8VvwL2eJ+ukxCW1dU9eVMYbUk6IlDCEElk1DijUH7SGZG7rz9r+furiooskqzjhjDhQvwenOoyXYFAkowQBcCWR1xDQW2qXMC5pkDxpQKSyRCRyQQrGVPAf+U8us4B2bVcVqEQpTQ8qT03ldRLU8tuku5tO/3SQl0AK6nu60c1JkBVM1w1DcFGNpXxlwoSXkyoxzSxsnsgWcVumcqiFmhmqMmTL6ZRqnp/Fm84xyLgniQHZCPD7gXETDgIaxeBo24FpEAwjEnOnHTFLBhRqkJBB1xe/+4e9S1ea74oJ1oQhDYtwdOdzvOLx5YLzbkw49xGTjFE/rFqzXGzY3N1zcPmFxe024WOHXLWHRQAhI2fdVHOKMpmzDXxDnCVWDqiNQUWdH4yqiq2mqGh9qfF0xpIi0DYfUEx1Q1/jgOAx7qnVDu2ppFi2+CqgIl1fXoGYY5hT8mNm9fMP+bmveQ9EKDSF4hjiwPezsiU8siTRYgI7i1VEj1C4QxJG8p/KBxnuCq2mrlrZtDBy4vGB9c8X69oblo2vaizXeeer1Bb5tcFWFr6qSRJY2cGqSLR8KeF8pUo/4ujHzvqbG1TX4gBaNtnlGCEkynoyM0aRCoTBo1OKbFAwsSO+sC9Z6s7TaTDYuRaByHqeTYESKe0GReOHwoZqBQ18VE9dka6N3Jom0ft1CPPZsX97xxWdfcf/qno8/+oBnHz5lfbkm1JWxAS9XgJnD1XnBcr2xuSWO/W5v3SNS4s2bOw67PaglxC+/fI75oth5X724oqpqmrbi4tENi6sN4h2RNHu+TDuPrYenhF843+NOwJwrSUQuLWkL6cjAPDl7N9VSRZwATJ1BPs6AAc4+czqKytXeXwWtAmG5JFxsaNYXjPWOcBzKVmFcFqsKFwmqCOMQkWNP00XcouXVyzvevL4H4Pbmmv/r//n/BN1A2u7pX7xi9+IF25evOdxvGWM06RTCxGybgAEotOniAaEl8cqorR1i2nkVQ0R8uRY9v9gZdDGWlhMlj2+bvKFyDneQs/ETyiJvzIfkiPQMjPRZqcQkA7m0TZRsQKDPEa8DLnkCzqj/2VGpsAyudN8wTbgjU7lEkJ4gA62OtFFZolTZjAF9iTi8YIUqEdJkK+4qYrUgVg19qEmupvcLRr9gpGGQQOcCIxVddhySmid9kRALhUmI5SmOQPANmZHRRZz2DCJWufeUxKPIG/db0vYNYbWkvrpk9djAsbaquV6sqavK1rICDOisY3lr9NlYF8EFR2gqqropSa/Jp5PTU9LKOWgtkDLDGOl3e8Z+YOgHoiaatqVk3mTNtAsDAGOM5pGCslmvTaZUwIXVes3Mai6gwmq1MjNkZP7PzXlXMZ6UYj48xUATQ1IpnV0EXGXS7AIgWJcQA/1SiRVPTM4yMEtcaP9UvEoB8GT2OPET4C0Czltr7GyMUeenddoTPQyajJXYQrXesHh0jX/1kuPxwKDWsaXoNIsPncNnIQ2R2PdozCyaFgHGcWAY+ncf5t/5+EbAgcvVmo1f0cSK4+vXvP7yjt0hss+BQ3b0yQK+E5UrF4r/KeB/lx7rsJ+lIgHIWaESgveM2XR1SSLqDYk7DMqidlQFHTQdSLDBN4LzrlBOrXOBV+Ww7fnrn7zgR3/xGfs3A0GXqNaQG5ILZOeNGinCJCqYjgloKJ7UFqQqaEzkWK4P0901zuEGR1AhPiTuPtuStiPjYUBFePbRiurSFjN1irqMOIfPU29NCMmQeEllAJbWVOom1VhZzKftaU44pkQVC7Tf+XpOfiawxpkzuGQh99mKU72wun1Gvbj4ewMHBHDZgv/sFK2EgYF10/Ls8TMu2kv2v7hn+MUD1d2RRd+zSA5Ng2mWKZM/CmPlSYtA8+yKxbducbcXxEWNuozz1os6x4GUxqK3Kyq8lAszTueFMRapirnsZmLtaW/WuI8f4e/3DMMR7TuSCq16tFDfApVBBQlyShz6PdVROKQeVeXyYsNqveR+dyjVDUvmvm4o9/d7OGeGhDFFQ/IRhphPoAHFJVZO4+o3O95zXe+sBRNUkLOUwOiUtCcVtvse5AFUubxYIcGV8ym95eeq/4SAmTRJJ2mTZoJ3rFcNqhs0w93D0TwOOH3WyQtCmCr/5QWnS5cpRZ+wkLMK1RlARxllc4sybFOZfAzVCc4F8npJ30e6IRH7WD5nIr3NH3IGrsr8WdO3wNhXE0gwgTiTWZSIN5fwctw8uebRzWMe3zxmGAa2uz0q4KuWptmwWl3QHWActnQ7JUWHqxRXOVxwcyU+iwFGWdTyYjUo6ZyWasaBHlVrcyvZQM+kobAGJjjHWSIizO2NtFRxAMTbOjyty0KwypGDpnE0jTNDwmztZYxBVSivExJppzQn4ypCisrxODIMxiaxalr5fJcQl6cbXJ69BW+UpLdql6a1jclaZ8WRPHRI6pi6TYtMAI/M7zOxCZiSjnfGsCcjOpqreIQkHZmESwMudxa75zUuKCIVBGGzclyvWiQmum3HW22S1TSeWTBddspoVGt/FRMuZQMkRmuxFfA0ONpqQbtcs7jYsLy+tORuuSQsV7imYfSVVVIAqTwSTBOaMSf0lC35dgSyU0IFfmH7puJZinXvOY4DLBoGEskLVdPgveMQj9SbluXFirqtTNYicP3oGqcQnFonBRzDmwcOd1tCViQm800QuN898OLFC8ZxZBg6uq6j7w7sxyOaMx5MZ6zlbwRJarT5yrNoAu1qSb1esX50yermmsXtNe3NDe3Ggl7ahlzVZO9J3uPF9uhUqnu4MtJLdVCrCtc0+EWLWy3wixapwwx2JzXPEB0j2ntUhZQduiw3O1uFL6tagpAmEEL48Hc+ZtVuuFhf4pNw//w13ZsHXNKTcRtFNjaNu7LGO+eNERIsLpqknw5LkL04nCoVkMbI7u6ew3ZLXdWslyvapsU5q+aP2dy6VQBvwGtTtUgwedFiubA1PmWur284Ho+kZL4/b17fmWFqtk5AX332BQIsFi2SYFHXeMXiQ2FmGZG1tOuzdXtmU0489xL4UxKQlIrB8Nk6qwmcMylEIf6UzihTQjy9NheQ4LQHTe1V7etiwicyr+fJO3wdCKuW9uaK/cs7+nGEmGnLejlB5BkDVfKQYBDcKGifSWOiCtVpGy1uoHl3ZLi74/D6nsPDlqHvjZWCAXfeW6HJfAACwdWEYAZ7o9T02dMn6JwWRnAZv5Qe725iajmTxpZtz/qxJyRbXKulw9e89c+33vZs876y8xdvs0/MXoFBFZcTPhuAlUTABSpKAU17XBRwQq3QEugi1OJxUpsciYyGQBUClR+psMKjG3vanGlTpCrdEqTs7a7sqYpV8iEQQ8NYLRlCzVEakvOMUtMR6JxnwNHjiNkxZiGKkPzUecf2KBtvuTA2PNZHQXEuISS8d9ZJzSnRFYBYlHqIVGMmeGM2vfrFp6gqja+4aBZWSE2Jbn/guN2TxmgeIsps6CZAlgoNnrBoaddL6mWLqwKDlA5dJQE2SZiN+ZwzkjNxHDlsdzz/5ReM/WhSAQc8PDC14JyMvZMaiB5LJ6ZXL7yxGso82GwuZoaKZusSttlsaCpjL7Z1Q9s0BFdZFX5iqGB75eRP4EpBZwIK0hhRZ1V9zcbo886ZZj9FUjYmQtM0TCyGiVknYoC6psQIdq/LXNYYUWd7mCpIsLXTl/hKssUJ1lHHft9jXk3uYkl7c0VzfcHh4Z7+GKlFp0bHBtSpkGPiuDvQ7DsYE4u6ZrlYEsI9Vag5sxz9rRzfCDggSdhoQ72Hu5f3HB464gApCX0S+mwPz5cNZDIjy9iEP+/CMVV8bOFWam/gQMqZYcylLZWgKXPcHXj54o7t9parG8+kFTUiKqWfOSC5SNJy0YIE9veJn/7oK/7s3/4FP/+r55AX1GHFmJ0ZMTvb4PCmVHIyUf0p6BRl4ZCCYAEFVTJTFI9KNAmAZEIG31lCkt4M3G97o/J5AZ5SuRUJWNVim4AXQlJ8zqXFlKdZtGyuL7h+esX1lzvu+4FezWCt8o4h6Vv3UksQfY6S2/e/nsgZWRWYGO0qUHp6J87Q77+nY1qMs8/4TUVeCs2jNX/wT/85/+z7/5zhZw+8+m//ivzZluU+02ZXNG/mxJ29J+EZ8fSVkK+WNM9uqZ5ek5YNgxPEGz1IJmqUTg4TBsQoUx/YPCPgSZWcjK6m6ogOhqZGn1zjXjzgHrbEw0DMvSU3KRaoYSRnTxoy3XZL9WZk2UKzWdK2Lelw5Hq14qV7xZAsMMtZbcH8BwIG7LCN1lcBFwLHMRo4IG4Gxs4pyr/6baYB9O7Ym6q07wME5PTtgignYWYWqVqXkRwz7LvSfs1xsV5RV5M9YUnV36qwawmUbQ5LKfEE51kvF2ZIp6APB/oxlg3MwDiZz42z8y47brm0U/XoJGabXXNlTj2ZsLspNJxZDTpp14SqEuo24CoPpeJiSaM7Vb7feVzzX1NVHN5iD83glxa5hOhbGsDVcs1qdWHyAZ08YjyiJnlpmoYcjdmVxhHvPFUA5xRhYIxHsvamc3ZjYd1UlsCAoe2F7SGuGDrlQI6Qoycnh6Vk3hingAnL3dk4KmNgurly0itqYYqVjOutxFqcgPoCwE136hTQC/aarDZ6+iFz/3DkcIioWuW2hFVlXJqru0NIRRKhKMFZFaZZLFECKZpGNqaecb8ndQ7NqayusYyD6RyKPExODJg5uQAgmbeAWgcCh2m+M76YyHpiGhjbA029Ifsl3gc+eHrJd58skMOe+xdvSGd97wtyxASwuCKrSjGiqQAEhco7JYAOZ8/Pe9QFY0pUAV/VuKoYmjmrKE8ATFYlJdvbRc23YdpgnIK6AB6kNiA1ILTARR5xmzWDZFxwVG1DaAJjHmgvlrSLxiSDZbm8vLikEqENnmVVc+Fq0qEjHTrqBIwjOoyMfc/zVy/4omnZP2zZ7bbsZMs+K1XORDXPC68W9Bk8ms3sMVibtLqqqJdLmosNzeUF9WaNrJfIZoNbLKDypKqy8VHWqFjq8mPOJrcUM+nyhv2jwSN1jW8XhEVLWCwIiwZ3qEijL3KDbGtfShBtroiRCktLrUwcMlGiSWZymQe+AHeFCaYqjN2A70fzyJl8VcxC0qAocdTLFddPn7J6dovbtIVmO/lgYK0JsxK8Q7qR4WHP8e4enxKPrx/zaH1B7Rw5jaU9njBqKqwGA4SCo8hyoK4tEdDkWAYDn7RUQ1ebNWMczZepG/jsZ79gv9ubLjiZRplsdOjSuwRLUU+r97QTiTPAx7JWmdeJ6X5lV0AQmQqiedbJU9bQqWPKtK/YXjN5OpW9RyaQT8/2ijPWl7n0oc7hm5bmckN9ueaw3xKT6ZdtJZ5XKmPwjYm8G0mHRGgzz24f84Pf/T6v39zbR8Vkzz8luy+lE4srTIGppaybz7GsaOKtyurKGlecWefOOWWNPF+WtQAlWmLhlKeNj5Lw5LIdT9KVCSfJZS21Kv3M7xNFfSLiyRLI2dtaUYwlcY7grMKdkhZfHJMOVQJLVxGdiYS6NBJL9xrnG5rgCGNCck/IHSKZKo9UmsysUKyyrUAWh7pAdoEsNeoaBlfR+5pelgyuIYmnJ3BUT6eeTh3HbNI5Fc+IeaZp0Zlogtk8TxxZA6oBxJh8UTyjJEZRgihoJpFo8ayaFuqWsfL0fc/zL76cCxKTl1guFfh5sE+g1JwQGJCaak9zsWJ5c0l7uYG2JjtH8mI+Is4bu2Rqr5wSsevY3z3w+vkLHu7vqaua0DZUVcUYrYjhnUOCp+uONry95TDGCtqSY2kT7B13b14XlrCN6eA9b968wYtn2bZcXV7y9PETQlmzOG1Xxm4qrL6pSKoopMTQD/TjwNj1pBhJMZr57mJJTJEYR3LKXFxcGLshZ3KKtIsFToQYE6mYSLeL1taDssY0rqbyNYjDhQCVgWt+kjGlNK83Odsa6ZwZRtYXa9qrC/yLltjvGLN1KzEPh8ImVAPn07En9yPVYslqvWFztSfFkYdXr/ltHt8IOFAnMR2QzwTnubxaU1d7/GAO/vtRiZohKo13pcWcmib863nqtKQClMXCqkZZI5qyPUBAXCJKZCAilQWJp8T3tAA7L0bB1EzlKnZvEj/8T5/x3//7H/Pjv/wCHSq8XzHE2jqruEyUoRj52Ml5MRMzyXmKS09ZwqwPL3Qh77nYLFi+SWxHGxg1MKZMOmRcVKKL3Hev2b1+4M3Le7Z//CFPPrjk9knL9UVgCLY1NznREojRBlXVtlRtTRU8eAukKeCB5DSjyrYGnM7L9qtC530r2Zw2hGmR1vm1zklhwiq+8kXb+/dzKIo6qFY19fUSf1Hx8Xe+w3e/9wNaWn75Fz+i/9lzbt+MbDSzAUbtyG60YMsJfRbumky+XbP67jMWn3yArld0WTmmSHK+9A8frF85p42qFBFmvXouG6qhkhmiWPsVHDEIbFb4pzeE1zvym47UJYY4lrTBFuhECeiOcLiLhPWSZrUkiKN1no8fP+X+bsdnL56XXrJTgPKufczf41EWdVfZhtHHyJgnX1mjhtvxnon8tx7vBz30nS+cWHVFp/swVeDzVPmGIWbut0coQc1m1VKFqbKcZ6fkiWJaAOASBFkVAjUQcb1aMNmVbbcHhsF0vyrFmb68xykgygXjMMQXmWogRnuc1wsSItMcPb/ak9SH+af6Ft3NHLy/Pm/fd5xT38tqUPLfia1gP8m5tAHSs5wb2Fxesllf4lwNEknZaObOe+I4klLP1dUtq2XNftvRNDWbS9OFHw8HxthhXtaKk4BqVUBdB5oLqm46ZecroEaL+VUcrXKlYkZY57H0BKTkKXicEufpOcAJSJsuSFIB90xhTjEO5Cxwn+7TPMJmKQMFn7LgePpaJzxiCpTlFAwjDu+CaaPrgK9a60Ihnj4m8tjhhliC9sG8A1QMuJ7PexrnzKjsBOzkbOCkCJhqLuEkGyMJIaoQo7HrXD4SxwN1u6Hq1+S4mEYbTW0t9uYxk8XmkgNSEUokq0LGwYIq6ws+AVy2suEEnZLy6T54jzjzE9ekRV8vBSQy4EsA8lTpAc2ls0JZb6pm0k7XuBDIDtocGci4yhOaitBWqFfa9YKqtnUoayKOAxerFZUIja+4bBseNSuarMgQcX1k2O0Ztnu293f023uGpsX7PSlrScRACUUfrIYWUphSOSHBU7kiv9lsCMsFfr1ElgtYtaSm4lhYALSmuckUBmTKeD+9myOLI2ejHOcS2+DEgJamxi9awrKhWS0Z9nvy0KM6molczkS7geYUr1VJhOMczMepM8o0gQoQoQ7zg3AGecx8JJ3YTKdqFgq+CrTrBfWqRb1Y22O1jjakTJUyfojkFHn46iXPf/YLhoc9jy6u+fbNDZclkO5LW2H11kNd1CQOUcwXwPfWFmxgtNgPofLBPsfsu7isbwxYKt2c6qrmxZfPuX+4J6dklVJp8VaNYoRSHBLmFtqqxiid2HlYxXIGUb3gvUkLUsqz74xz7qTtLrcnZbuDs6fL2To8rUfT72v5egYntXw24JLNLXHBOjCQzAupaKTDCXJggm8YMsOuYzwMNFcrGu+5ub4q98vADBXQnMgpWpvWAi5Oe5YVvSzONoDUzfGeGQjaa10Bi4RpX2J+na1PZapwlo+WzTaXuAo9QSLTvl5uijHUvCvth83LSyYXefU4KpSBJGOhupunU9Y0J4opF98Y7wiaWYi1d/U5M+ZECBW1c9TOAz0p7XFxj1eh0khNkeSUPSAjZAkk35B8S3KeJA2dBHqxdoWDrxkRYw1I4Jg8Rw1E8ZjDwRR7U3AgMbabFpmGWj5kUUPAOY/LgdElBpQmFf+kNBoIC1RjIh57xvWKP/kv/rf82f/r/3123886jLyzv5uM7fQNseUG8ef7srfn4AXrOZRJRXKVx4Gh7zn2HSkllus1V1eXXF5c4BT6vsd7bz4C3rPdbY1xVIDjNEbW67XNdefx3rPd3tkcKvN9vz+y324Z+56D84xdz+VyxXq5NMZXiuXszyQTBXxTTTZeFfI4cnjYcjgciKMZ6oYqcPf6jV2P2n3dPjyAFjZWTtRNYyyXdGpFvFotmfxRNGYWvqYODYojNA3L9Qq3XtgMzal4g0wooCDB453gB+tepskAulzmTZqikOJrllE0JvqjdQkKmwVt1dC2C+r6tHf/to5vBBx4cvGIq+WC5uhwObN709GPUzO3ymKcPMU5ZUGZA2k4RX/lkKlH5lQ0mTa2ojdxAkR8qA1NFId6IeZkrvIy9ed1hSJiHx5czXiEn/zlV/zZv/0rfvqTL9GxwrsVMVVzCzTnjLqaR6Py9oPR30bM5VREC8PVJAyoYySRFp76ZsXV00tefLGjdjuqVPRKIjROzAdmMApR7DMxjrz56QN/7Ty7Vx3j9x8jn2yIG0WdshBFSDgNjOSyUVhSquKIhertpUzwCROZo8sSL88lqNOm9b6CtJZEZaqPTQi4qzy/Khn5Jg7FHkJ7uaTeLLh8fM33v/09Hi2v2P78BYfPnrPYD6yysnCKMpBdmYyq9Jo4kDnWDe2zS+pPnsCTKzrv6DQT1RminqJRfTXPVfo8BVGUtyumVlkn8z0LqApmCU6oVguqJ49wr3bIqx3pYO3fTFJgGHkutAwZM2kX2b+8p7rYsFo25NiRhshFu6AOFccp+NB/QGAASyTqqjIqaEnGY8ykpDgfTqj/r3mWExD1a3zwCXObH8d5Qjwl+LkEEraQOjmUCgisly0hvG3EBRN4PnVDKMmYApLxIgaErWqEFYHMw/ZAN+osVclQqI9lss1gUnHYZ4Lj3rqcOaH82w89gVPllydpwpQ6nmOTb93QM2Dg7RM4/c6UICo6dyxogmO93rDb7/jwo4+5uXlcKIABtCWOPaGy6sH+sOXR9YdcXS3Z77bc3m64ebThYbvlle4RXxGzlIpgNldnCiUfEDVTVZKSylrrnTcvD1eCKfHgzEzvLKQ2aiOuyBLspoqcwAMztppaEmVCgKYJeH9+RyYdbPmemwLuaV2c7lCh+jMlwxMbdlpLjUZZau22ZqFojsTxiOsDvlrSVC0hVKUCl6BtSJJNQhaVOPp5H9QZjNCyjhsKYAwLW3YmIDcjiHpUPT5TknJHzjCOndEmQ8eQe3w7MnRLcjQzuyrU+DMpiYE2Rv1M2TpPpGFg7HvSGGftasKofi6VKk2hU+diFpphbj033cspObE2o0a1FGdAgTH8zIPIU6RtxSCLxiO1owrCpqlYmIKcHARXB6o6IEGolgtC5WYjWB17JCecQhtq1u2CTdOyFk81Ksl17PuRvew4pMhSPE0CHxU3JnxMyDgSonlDFMFPiSgM5EXNqMpXFbQNerkmXF8RNmt0uWBoTAYglRQ/ogLGqXmZhFwoqAV4smXEPmNksiMx0zMJnnqxoGoa6romBc8QPTmORBSfEgSlKoCNFyEic+uu6X1V4fbbT/B1ZaBAFoa+Zzj2ePUEgsU2TBDl+UpmxRURSxbHnImJ2aTMAS4rqes53N3z6hef8+rTz8hd4tov6J+/4NWbNyxvr8m1N1OuywV1E4yFIq645VuymZKZEHqZHD2Mmjvp7D1iAXRKrELF9e0N4xg57I/st3suLjsW6xU4KMVmJtOAOSeecMSyIoxDz5vdnoeHB5z3XF9dMY6WhKw3a6qqOi23Idh5Wan8NFe1AAfTuiUTE/ZUcDAmqsxzmpIwG4tWrDPQytNcX9JeXLCvXiO9eWS46RrKeFTUpCbe+tGnYFXXdrVg8lPJY7aOXSlZgjSOUHyVpKzJU9JOkatOtOqiSmdWpOrk6+LnNXQO48tLpoRrars7/SBPo2k2MaSYv2kJXE3fbl6JzsAAb21yNas5LqhD1Mw2R7GEZkSJyCwRVKwLgY4K4vFEk7qkkcoLTUrUySNxZNy9QvoHXDHSDEoBjwKqxpjJzjGGBWO1IvkFSTyD1PRU9K4huiWDC4yS6Ql02dPhSeJB/LxfnCAomH08pqQWb1CPcyCBlIv0CAEx81WNBtjmMTL2AzmNTG1rl017uqdn8auNuZPp8IR565y6mulfcOYJN70HhT2DmCwkSWHNUoDMZHati9Waxarl8vKSy/WGIM7GF5g8SBztaokPgVCZ/8w4jlZsywbOOefY7C4MWPNmfn7Y7bl79Zrd3T3dfk/lgsUPSdFY3l8EVfMUUR9mDyARW6eNFWrsNCvuQaiqsgcKlTffDFUYjr2teWJ7/nF3KPO0mBh6z363Yy4KZUi5R/POmA5VzdV4xWVVEVqPk8BYwEgVkzeKCEkgh0C1XJg5rfeYXNeA4wK5m+ReQIOnaip8E8iS6YeONPTE4bfbxhC+IXDg6aNn3Cwv6F8+MN4fGI+joYdiF+5FcFIemkweA0otEznzLNSViQY/VebcnPGaPtQct23SVYirSHhilnkhy2rJPFmKSZYtNHkUHt50/OKnL/jiszu6g1DXDUooEwIDCLIFXcN25OH5jvv7a+6PiYulUHuhKkDF1NfdknI1OpwTcOawOuV3TqyPd1KoM4xZURFCDkifiW8SL370hrSPxN5Qu8ffbghrb/4DZLyztlJZlTGbB/goZoBndFbFO6ziMbFFZWIM2MXpW0v46fsy/9SC24wSnJmVpYNy2CndAT78p/877r748TcxhN46Jn1gVVUMeaDySz64/ZAPbj5kER2vf/4V6W7PAqicGXNljSUAsKAnqdILsFniri/ImwVHp3Q5Eqf+yAWESnPCqgV9LHfprSz2ND61/EyA4Jxtxk4Ii4a8WtEva1LlSM4Rsi8JknXltlKLAU/d/ZHxvmO5aGldzbE/cL3asFlu6HcPWCs8e0b/UJ4DYEh+CNbXfozRdKITWGs3Zf7Xe4+5kvLrfd4kOzrtcNMf9rUBfqfdzsa4udb2Q+R+e7R1IcNy4WhrYytp1kJ5pFCEp3XmtJnORnZOWLYNcl3kI9s9MZvGU6akCNs8xZ2YOXNA9que15z0/xrPUw1YbJvAogkcu75Qwd91QDm7P3qWVE7ndPZpJxKrJWr9kDl2I4vLJd/65Ds8f/EFv/tPfhe0YffQ0XVHxqi4EHBBcEGoq4YUI3UlfPDshidPbwiVknIgpQ1RVxy6ge3+yBhHklZEtWqTFUssUNVkrveVN+aTd4FQmeO/0eTLPVaAXDImd/asyo/LHLGgzpgjZgqUWSwCj25WLGpf7o2cKoNfA3CmN3SFVoz1xU6lRVf5wNOjlTnpnc+znGuKPUMniNQgDa7OWB/kTAgVokb7ztkomNlUJIXOPV0cpnd2nuBDMcEVYlJiHJjoqtkV939fG0U6JvKQiWkkxkjSTPuk5pPbDZchkPuurPJ2PH32mJvHV3ZuznSwdCOxH63CMUY0WoCVkgVbipYWviahc97N8joVj3hfnmEBuop/jBaaclbOnM5TaSssCJkkprabNNA+eFxTEcQAViOZyOxh4Kraqrwuo1FwFbiUqXKmDpVdU+kikfqR427P7s09D69e8/D6DXG7Z3zYM9xv6XdbjvstcegpvLACDcnZGJn6tmf6NKJxQHOiEaEXyM7hvCNKJmbr3GTP/iQTiVlL62IhIPMSZ/RTY1QMORNzMgBvjOQY0TS1NdW5q4AT6wLhvMcFG7tBXJF/ldU5lHst5j4eQo3Lwv7NjuObB8KoLMQT1OzWXAkisqj16w4e8Xbd1r+beQ3MagUVBDRG9q/veP7pp7z67DMa9bwYBvZfBELdcv3BB1B7Isry8ZVRa13A1Q3NZmWVfIyREHxl90TVkkXxpjPPaoUSMTZXFy1JSprwVWC327PfHVldZ1xt0LxzpXJvqJrdo7OKd4yRw+HAX//1z/jrn/8cVLm4uMQuU/jggw/ZbDZFPiDcPHo070i+rmcTt1mKWGSJ83o8r9I6v8ckRSDZ2lBMG1BnNnh+uaC6WFG1C/K+M6kRufgWlNgTwakyDIm+G2nGEbJVLgH+L//VfwUxMRwO7L78ijef/5I3Xzxn97ArcaIwdYiZrpXiDyYF9Ei5tLBDS6WfwmQo53CmTnLze81pKpNXjDCd9yR1K8mqiMlwUywgQAFnpSKVn+cCBieNoDVoZGr7LKIEhIbScFxHhIRkg9kCgWpi1WaH63pIHaoRN+7NtNDZc7D02JMIRFeRnSeGir5a04clUWp6apI0DFLRS8voGgYRIpkuO7rsGAsw4GQy1LO1PJVRMCWh8hZAkEEq0EykBwKts8gxq7EofM4wJPKxx++OyP6I682DDeDjyxtb88SRY8/Y9+RhtKS5mOrp2dNJqIHyweOCNwd9ip+DGjMlT0UwP8XmMGQ7p2ZZs96sWS6XVG1NcJ66bYydUpK2ZR2KhMni8rZqmZ0zCuupqmz+eF8RQs3lxRWXqzWvmhe8/Oo5mjL98UiKkRCCAaCq9r4FFDcWC3gyPmXS0DEcdhAHGgehaVkuloXt5GcDwqyw320RzHDZe093PBpI7rzJI8RarSJW2JUspBgZjwMpR/ruyO4h0K5WLMKGug5Iabmbiv+VukRUJTqHNC3N+pL2YkO3O5L3/czeMu6IycVzzgWgt04Q3heR1Deg8/5GwIFNvWCtgX43sH95b0Z7ahqdlKce2kKYEv/ye+eLpgVrJWktf9rCoSWoLz9RM3tAAvGYefmLB158sufq8YrNItCGRBOLfspp6Z3qSQke7np+8ldf8sMf/pK71xHvLyDXqFTk7AqVsFBxprMo1LJZk1s0dhMQMZ3TfEFAzolYTBPx1r1AJJe/tZgDCT44NAJ7GFLP65zpD4pbVKT2MVXl0YWh6Y3I7II/ZDX90oRIvtP2bqINT/fy62mIvPX3BNbYaz1KpOz1xGjtDHN0XD753m80Ln7d46TFK+fuhWrVcn37CF062vWap48/4rq+ov/lPccvXlEdI21WyAOjJJyz55GKQ3xUIbUV9aMN7aMrZLGgQ63bgKsYNVGlEwCgBbmfCow67VzoXCkuP2BCXKRsrDgzqnGrlsXTG/R+y/b1A3F7RLOQzUarvI+ZsOSYzSHe2ybiCSzqBYesHI4HQ+jnOzRnHWfP7u/nELFKRAiBQYUx6UyN06KT+nWPt7GW8+uRX3FZ74Izp3l5AnNK0FFQ9pgT2o/c3++IY8+wrrncLGjrYCyffGISnLtIy9lnQMY7YVFXVL6yKorzHPuB3eHImBJTtXj6rRkkmcbxtFbNgKV1CtgdOvb7jrqucE04/ebbi6Gdo1jwF7w3iUR5yXzeE/NhKoNpPiWwZ3d3WgX0rZ+cfqqlFVFWSwAPh85kSq4mZod3Le3SUbUdzivkRIodq1XNsw9uCQEO3ZHloma5fEwflU8/f804DqQc0FyjGubkz6iACcFZay21ypdReT0ihW6OoukMCTAH27PTP13LBKI5OdP5lnuiRT6h7vzaizO36DynT9VEG2dDVF69PvDyxZYxWXU8M/0cTgTfiS5v75MLmyV3R3LaEpMj1BW+8rhCElCNVvUgz+vJ+Tg/MSayOYa7ilDVpunMwnEcGCNk8ZBNOuGy0eFzzggJn0vSPWZCOlJ76PcdL//Hn/Dl81eM2aqiq/WS5bJhgpxSTuRhpN/u6bYH+oc9/d2Bfn9EuwFyxuGpqgWL1YbV9RXNakVoalzTEmrrhKBQjKwEzTJ710yyhCkjVifF1A1ydkiwBCOXft0uJKgtICx1QasQOgEfyDgzMMwGOGgu1dvs0CExpJ5t7IhJ8Ycj989f8eaXX3D/+jl3r99wPB549eJLXr16xfZ4T5e6sl7b/HWTrKSEtAFPzOCiMPaJ2A2kridEa9VptORElMwoed5bJ88lCviRtNgtlAUoO8Elh3OQg7PuBH6q5hVQcAIip/lufHGcBAv8CwU2kUi+AhmovOfLh47jMLJMiXEYbG6KUtWBUFfWFrlMKWM05LLOlPuNUF0sWT65Jq0aRl/aMOqp9aHmkf545P7FC46vXtOMmaCJw8uv6EngPHcvnyNVIGqmvrqg2WwIPtA2C55977tUoUbEEZpAe3VR2jYrubbEc6J6qxMqEZO7xYjzrrR+TTSLlmazRCvzBMrOEomsOicQJ+8XC/L7rme327Pd7soy49luH6irGlH48Y9+ZKyJ0o7zgw8/NDDGCbePnrC62JiTundUdW3V7mkl0QJCT4COs5utk1QhJqPAO09AiClZtdYZzdo5ITtIKTEWjxGLPjyOhERFh0g+jqRjpFpXVJWtp3/8gx/gcmbcHxi3Ww53d+wfdnTHjv0wMKjp4MVXeG92m4hJXUQqklQMCKM6ogoDlER4Wl/lDPC2sW2Yi5vnKoVtNL1IvcV7Odn9cVCqviY2Tnla8xVjGQQUA+l9MFnZOHuVRMjWsaN+h9flyx6gYoaFgUmH79HsEEa8RpxTwnQ5ODKBSKD3DclXqK+IvmZwrTEFtGJwNZ2rGWTBgOcQ7VpGFcYpcUWpZNpzJ4o5MyjgZ4aGzgwxcvEl0MKso7Qsx6p+Lit4IY+J1A2k7QF3PBQZKlwuV/g6IN5aOadYOpHkU4AxnU1ESE1FuLpk/fQx9c0VtDUxeKIXojO2RppDHavUDykyDMa2XYSGpm1p2gWhqsveVqj3Zb54TMKUNZdV1Zk0QkorxAR4dzL2dFC3FRWX5GEkHg7st1uOB9uD2osLW/c1493UQcKKyaEO1ikuRauwd0dcjKx8YLPZcHF5hYQieVN7Fjkr/dq6ygTn8cF8HHLO5q/jjOl47LpSm7D9Kg2RY33geDjS9T05jnTbPW3TUlUB7yoGE4sZ0JIU8WYsGdqG9mLD4mLD+OKV5Z3YkA7ldldYvJ2LN05WKywEX80sj9/m8Y2AA5U4pIvkw8B4GEjdSI7eNCxaNEucLcjlj6xTYloMBKeAnxN92OjcNtENafVU4kjJk4Z0WnAwdF7B2kjk0sYITx7g/vWBH/3wC/5//+6nfPXljqq6IPgWzY6sk9tvIhb9m7pp0bIqgPMyMwXm4M0+9PT5aih3zCMpW9sZ06qWKo1OPTENdHAi+FLpliEQ3yTujvek4Oiy8nB3ySffWbNZO/JCSGtHe1vTfvuKzVcPLPevORwSUY1KOOg5GCBzvDn10D4Fv6eEZtrAyl0vQENhYeiJ2eG9vBWX/zaPr1XFg2Pz/6fuT34tS7Z1T+g3zGwWq9iVVxEep7jnVvneS/EySQlS2UFIgAQClAiJBg0kGvwZ/AF0+QNokHQT0UFC0IAuQpD5inzv5c1bnHuKiPB6l6uYhZkNGsNsruURcW55zk29dY6Hu2/fe61Z2Bw2xje+8X1fPuf6p68ZiPx7/+4/5Y9//I+4/9O33P8Xv0R/ccuzfWI1RzSPFngKW2BSZfIw9B3uyyv6n77Ev7gkrnpM/1VKcW7Jm6t2YWLz0Ho6KLsy5Z7WC1av2TIaUy5mIpMbT/v8En39nOPbDwy3d6Q40JXhaEdBEdVmCKfxyLQfuJo9YXvBqulYDRvefXHPn7752pJ8Ob8+/7DAQH35YMisRikOBeXcK0hQ56LPf+hvfKjynd/rS7/zLad/P7vsS2IiSBkVt8JgPwyM08hxCAzDyOV2zeV2Q9d6KMwiqYVKyXEKjlyE3kw/pHHC5bqjCYFxStzeP3D/tGMcrSPrJODLyMUi/iOUYuI7wNz5s1dBjc+exPNrIAs9bnmiBYq89dl7ljeVSnqvX9bTZ51fNE4grEpeCtycbbb1OAz8/Od/yeXlK9ar5/jQsb26ZrVWfPCEEFlvVqzWLevtmqYJJkDkO1Z9D9KxP0a67oBqQ04BrFyypFwTmViOypUk0TNngeJUYDOenBhQdrD2M1qvQz3vs6tWRAirtspiMqimOJ5hGVf77jUCXUgJCy54dv8sBJw6ZxSYAz2jxUqmzuzWGJriQD44cgqEGEoBrMRpJqcIaaZSFWX5wBPkYOeXbfwJA7i6fkvoHWMSIo44Hsg6F5ELm4fUmA0ccEqSiePjLW/fvOHtdcdw98Dj4xNzoWfWj6rQWAVGq1p7KnT46hUPmSwmKCfeAE7ftbTrNU23QkKLOiEqpYA3e7RcwCyVOmKinz8TCio2npG9A+9sfMl5nPqSRCtmkXV67hcl/qy4BJpAYxkAUGWcBubdkf1xJD88cfvtW27fGDjwdHfPPE/c3n5id7hj0ANRapfNZu4D55Rg67ZlYJoH4gj52BCHLTIc0TiTcyLkCJLJzpoCQSiizI6AWQRmsbVpy9mZPVuwcTdcMEq1N60fF4JZyWIsQc0G0uVowL2mYDaCCrE8I060FO3WSXNgHeVsAF0Inn4d2DWesdxb56SMq7hSkNRp6bSAiNWr3OzAdLmPOUaO+yf2t/fIYeTKtbickRhxauc7PjwWPRHH/mnPk3tnj57zPLz5YIwGjIr84qc/RhFcF9h+9YJUEvUuNPhVgwtWYM2Fdr1tWy5XKx53hyJMl0m+jPPV4jSXGALWeFJlPA68e/OWt+/eoQr/+B//E65vbhiHwQq0OXF7d8txOJJQ5nnm66+/XoLE08OerjcLuLbrePnqZWFyONq2NQbMEkjkc8GxrCc9KzCmz5wINp+DK8+bRZREKn11M+mzlbgwi2Jh9aRUWDfCr9++ZRaYDkfSbOCVNbXLfFLpBMuCmpQmWV1DPqA01klXYUSZxPKoVB/fJeks17Z2n5e9SZb4Wf8LpsAvFRwtgV3KOKndI/vOlExs1RoVijgTnk4kpmSgaCuJUTINSsDmtx0n4dOm5BCqSlKzbzTg1T5O1KC/jCPRkKQlOmMFJN8w+Y6jX3GUhpnA7ExbYMyOOXtmFZKkKi9LBfiTmuOBSDUHtZerQU8LE8SBOHNs0QLwpgKQp2z32aGYDJqNM+W2IbYNq6ajassuTKIyGGxi5hX5PtvrajzTjLpsloUU1ovYqMYswkwmOcjBfn46Tgz7PcN4pPWBbr1is9ksYn0CaM4mSOut5siqi05To7YXqBgbxW6DWNNGDASxeX3rA2w3K+LNNZoi0zhx3O253GwITWuOU87czDjJmpb9ciYOB/LxiM6ZZhPYtg0rb3asqYzIeufBC30w9riJsQrtxv7u1TRwsiqr9bpQ/AxA1ZjZdz0P7sHiXxHQ9aqQ46nWtRta6lM1cenWmBriDWyMUsGKXEA/tXGrLFCcIUiRpvwcn41J/nZevxtwwAttcGwuOi4uGzad0OvMLk5431iCkguiRJlnPytUa5J8TjuuwbPOdAn2EBvtLODJZEn4xgr3psFmOLMl9YLgXQMJPr4/8F/+61/xX/yzv+DXv7xD5y1tc2Vd3UJZSzkXunTREyhKruW5raOVpZiQU1J4ltRHVWgD/VXPxU3HauMJ95GQZwZprcOB0nphtpiPiNA4R6OB4zAxD5GH+RO7x4Hd3UtSesGzFx3hR1uCh9w6hrZhbh2xihplpdbtizjsmRghwqJFAJDqjPhS7JaFWTo4y8vyOoK38Qz32T/+Nl8nSENR1qsVP/rRV7x9euCLn/yIL1+8Ju9mPv7Ftwxff+DiUJBBjbZJqK2qOQuzeHZe0BfXXP6T3yP8ox9xvNoydo5JSm4gNl9r2491W8UJLpvlSq1FRQs4bRnzQqkCoz1bMDPMTzGbmrRu8K+uCK9uSG/ekocjTVJDfEl4vGlA5wxjZtofOT7tuXx5QSjo5R++fMkv333LMZsKOfl0ff7reEmhujbB0bYBN6YyF2ib7fcI2vI3CFznAeCHv6H8fvY9tWukBfgqj1+9A9XFIJdCMiochqlY1qiJ30lH413p2tZGtCx07hP+VWKPGnNi3Xf0reJKsnGf94xTKvY+/jQLWgSptMaHIrJTgbfqybucon6++pffzor5cjTf2dh/4GpVHYWa2Z1fQT2JOdbFbbFVP6PYD8PAr7/+mp/9bMN684xu1ZGING1is7ng4qLh8vKSVd8TQss8DagovulIyTGOyuE4MIxT2fQDRvoMlK2fYupj5XNOpkDtXfl+sTiuZZxMKnn19OydWEbfuQJnj4lKJnhls+3O0AM5gQz18n9vqZbPK0FAqKMiZXGIfO+HTvX86etOjEIvYj0aEqW7IaSUSPMEzNRZ5OqEYcduC7uOqKCmoKzMzKnFi8d3WzppCL5lngejtseZPB0QEqJTKaJnNGfifsfHNx95/3xLfHxgd9gRozEHMm6Z/ZVM6UqzzBmr6KLUnqrFFxRwwHQi1JkGzjnY57yNyAUXUGdiYGqba2EQWKFbO2Q2OWyrJMhJEM1mXevStTGwrEpUxaWE10xUcKpINHs7r5ZIS0wMj49Mnx5Ij088vnvP3bdvefjwjqe7Tzztn8gox3HPqIOJ4oldA4+jxdMWYrAl/ibPpThinDiOMB/25OFIOj6RjhvStKHTFaLlOAD1NlKDUnSKLCHWOosuINnGREw2o4xMOBud9CXG+Jrkl9lqox/oQhuuDcqcIOYZdYnGCc+vN7RvnmwsynmzBxNPOh6YdkeY5kVnaAHClCXdlgU0tW9QzNa30qSrNbUouGwigSHByrU0PuCyNV1mjEVFFka18QADG5SnX3yNsSgcYb3m9tt3NuK46nj5sx/jgic0gfX1JaurC5x3NCGw2m7weNq2ZWp7hrxjfHpCb64I12vzlsdQEy1sC5WM9wZ2D8cjD7e37Pc7rm5uePXlF7x4/hwvnjjNpDnx4uVLhnEgqXJ3f8fu6ZF5nEjTzMd37yxXdIIEz93dLU3bEZrA5eUlm/XG9CmCZ71Zm6ZC0eGgjFSJExPvrCwm5+hXa9LFFY99z9HJ0mk/TYYrUsTXXAbXBNrOGw29FIv/x//0/wwo/9FPfo9rVZquo191psFSAqBU9pmUog27z1mcCTTiCwOSmgxRhQBrZ89YK3Vt1lGQul+Xo62foae9zElG6vebnAwnlk6x617cFMwWL2ACnxJtPNRhIzq+0N9rj95yAvDlM6CepiwspBJwjU0gkGlIbkUKW2a/YnaB0bXM0jNIywFPUs+snqM65uxIJSYlDaVEjbhFyjMte6yr2wQF205KllwcdEpNoQZQaBEynBGmnEnOYrRdTFcsbJONGs0RjRVQMX0z78To8OWksyyYy5JLLHdBlaypCC4nklphnLRcTzUbachMceRwOHA87qHtSTkyTyMDBmz5pqUKf+JMl0pCaQSrWmyWMhq+MHdtJHoZ30pxySvbJrBe94zbDU/3T0zzyDxN+Lal6rgkzSSi6TI4Zw2IaSANB3QccAjr1rNqPU4TJHMo0FQsLX1L5ZNqwor5kv8jmVxGdAIW4JxzdM5B8HjZIimTpon9057pcGBat/igSBsqEcdAKGd1sp8n5nFiPOzNuWickawEU32hDt5EzIVDPPZewdkeigEWv+3X7wQcKL0N9rsDx93EcExkAgkhpqI14GxDtY3FkojT/Ku9aq2wzIdhnfsKH9Rs0BZy2ZCKlVJGiMkjBal3CJId4zHyr/7lL/nn//mf8/Uv78ixw/sVqr50+wzRd4JtFnpCUjVnxsPIYTewP6zYrVtWvdBk2yyN5mZhDIEUhNB62nVHv24JrcNLxGGzw47q91lS41wKc7EyVZLpI+hRiZ+OfPyLTzgSj6/WJpr0rIfkGLNwwDGXpAmsozWVzaVx58DLeeEhJck6k98SZ0lFpS2qKXi6YAWzzZsba+C3hQ2cjxGUL1hIV/CNp7tckTz0vuXF1TM6Gm5//Y7Dp0fc00iIHpesExhFQcp68MFEi6Sj2VyyunxGDD3RN6TgC83SZmGdB1GzatLCYhHNeMSEB7OSEHAOJ/Uql5c7MVtk+QclqRA9hK6ludrSXVwxPM3k/RFD/23381oCTYLxYcdTd0tohNW2J6aZJjS8vn7Om0+fGHMygOAM3PmHf9lWG0oy5mS0pHCh/ZXX3wQUOH/9tQABfFbx/dCRLcmHFuzAQIKqgpwUhikiuyPBtzhxbNdtiSs1K//8k+qdFUwIznmzjFPnuNj0aL5EFe6fdkyxKP5zvqbtnSq4sICKIpzEnmQpKPW7lB6gMpNKLm5oe7Vv+ttez9ohqu+7fFD19DV2iCWCwnZ7xYuXX5A0sxsfyYy0znNxdcXN1YYmNKQUSXm2gtJ75tkcLG4fnvjm7UfuH/YoVjQiBXzJoAs4UiolKY41uYAD6k7FP5Zg2IiGXdb6L8up/cBXbF1kvFM265abyxXBn894VkVyzhgcfmFYUX6lpExTNLZB/eZ6v053+aT6XRP28py7Ar44yThJ9q7OkYuVn92W03tVuNlqYFlEF41kH8nqiXFimiO4jHQtbX9Fu7pkHo8MT/fEeDSBJBFC40GUqCbEFUgcn+6ReUSdddTrNYzRulMaBKeemIwKudhllsK8sjEWI58yJ222hX65byKmQo0vSv2aiohcibXl+hc6SUnqC2BUgmrxBrFrWvfIInYoUfBZzTu9dBwrOzFltYQtRab9gaf3H3l88478tOPuzVvu37zh6fYjT8cnxjxgveWZLJZ4+Wy9m56WlTSEstfaMF/to2cOGtnPwjiNpHlgNY2QIyqRKpTZiOUWGdOnQSGJMZMEQZOBDlnNecA7YVETFzGRXBcQ3+KbDud7pFC2XXmeXcYcQLKiyVaQExtHSjmhccZ7ypyuFJstxYu5IKV5snzGBetwkQsIZEMUswi+77j88kuaq63R9TGGwmkDFGM8ZHBR8Ulxybq4LaYB4l3t60mR3lGyGEMEhTGn8oaBYTdweNqb+KMXnu4+4oPd+9XlBf3VBd47mqbhy5/8hL7pGJ72fHh/y5hmgg/oMNHjODrzOyefRnWkCNvlOPN0/8Dj/gnvHTc312wutratiSwU7evu2p4F73jx4hnD/mAe6inxy1/+ihhnFNgdD7z75g2hbQhNw92nW9rQgCrr9Zof/d5P6FY9vm0st/B1rj8vs/tVBK1pG7rVina1ZnB2z/0SIfIS9UQzeRqZDztkusSriaEB/OLtG/73/8l/wv/uf/2/4T/8o9+nv9iw3qzpupbgHD5Z7ljXYH3WKAW7U5a4Jxho5tRybLuSFUy1PLZ2u8/jdf11lulTWVG6vIeaeIG6EwhbYoUhh8n2KdECxJilna0WKdLn0JdfjuL+sMTpEum06CqUA0zlHdT1Fodcz+zWHMOGo1uTJRDpmTQw0TAizBKYkmcUEx3U8j6VuVwZ0pQrZMdQp+zr/iF2cGpK9a7Et3qxVLwBBGoMjYxYLE02shbnTBrN4k6n2bQYUDb9mi7YKEyZMSsK/PkUX8s1P/0vl7qkaBCILtaqqRASY8rMeeL+6ZH720+Md/eMbaBBmQ8HPMKUZjbby+Lcoagm+vUKacQc5rKSY2S13p5qAFWa0NCHlkoH02xS9p1rcDkZCHs8UJkkY4o2stc4hjK65Z0BPuRIHgbifoccBxpRtl3P882Ki1D3Q2PQRENQy7Nu+YfVcrk0vijrvNzXZCCBr89BCKwbh1/3MG6RYWQ8PjE/ObrgaHxvrDek5JEgOdkolnN0bUvTFL0S5y2On9QYqHU1YjyZOm2TVH8nznG/E3BANTOPE8P+yDxGUgaRgHcBTacEVLVYEJZUaBlDKs/qD/l2mx/rAqwVEScrYp0IOSrTGJnmqgYb7UL7QDwqj/dHvv7lG96/fWQYhK5ZA46UIjlVWpwVp5YiepIY7W6eIvvbPY8f9zw8rnn1vIUCBkgpBnKm2N8Ur9xaJERFktqCK6hhzGb/E7XYM2Kgv9aFqopTh4+Q98rw4cCHrIx3IxdtS/ez56hvOc6eYzb0Mhe6SnBC541eT6kRksoSZ0tqtSSxohU1rCBBrZBcSdChUWWeEseHmf1DZN3/jspTLTROEZp1x+rmkne3H3n5/BWvX74ijyN3v3zL8eMDl+OET4Ekkbl0FbOzkZCkytF55KJn/cULuN4S1z2pbcihBR/K6lPbW539WUpRSQnQXsqGVaoz7ygsE7vWUhReKyVdSiGYUJqy9kLoaUNLVlcsvOyzXOm6CECGPEaOd0+s1h3tusE3gYvtBf/Nf/zvwp/8G3716UPRwPiv71U3vFwCd7lQnMC9HwhUCzr11wSxvxGgYN9TQTTrcMjnc4zlObIlXp7p2sFXYRgT948HO1onrFeh+K8LlC5cFajRAvZUATgtTBuRTBOEy8tV6fhlHnZHxngSIFyuhSwrjaXTvNSYBZArwMFpK+AUC8/PXCra/1esgnOmwDlL4DtggaUClb1VUyfB+8ZQ/lJYeO9JSTiOE6ozz19dcXN9SRs8w3FimA60wbFabzgOibcfHnh8nHn/bs/jbiLGlqSerBWEyctn1Rhk19XS3aoFoa6km6IGGCzFRwEZFjuW71zjen7y+X1QLNl2UlkAbhEEK6naZ+v7lL46xiHy8DhwHHJ5BovFIhSgVOtBnN2tkuHnRBYtAAFINv9qU+Au1OKcz27PKSVgYcbYP6aySKR4J0/DEdVAkI62S9C0qCu/fIu6gOYG8UZEdiJs1x2vX2yRwyPD/R2PT7fc3X8q889qwpE50mA051z2tgq+GU04L4MrdR0tvClX13JlSUEWj1frgEWl7IHlqnnKXnq6h7U7D2a/J5nSs68x2mwwyeYiEKxaQVwpWLQWyJkUI3EcGXZP3N3f8enjB+a7Bx4+vOfp7pbhYEyBVNgKdk89LYHOG1dg5Rq6UGzQ5mSz4GixLFN2JPbZWb5jiIepobeB1Hhm7yEEWhdQsbgT1OPUIZJKoaV4laV7Kikvs9L1/p8UD6yIzt9dN8lAAc1GYdYkEDzOZdNH0JZU5pbznG1Mu9jjhTaA93ZuIiZAWJL7sKgtFGGyZKNz0jWkYJOxzlmhHSIMT3vuv35regMRevH4bHJmNrdyFty0zN8XfQNU7DqUONb4YFRtNbBneNyhpVn29PDI/TfWsPDO8fTtO7qugykzZmH2nu16C1MkjRPJ235QDIasU68mMPbm3VvefnhDv+64uLzi5sUNTReImsxRRSvobCCYE6VddXRti1MheMd2c4Gq2SA+7J/45a9/bdFahMenJ+6f9sTRtB/mceLlV19w/fI5zcUagFiBgaSlw1iE544jOky4mAiFgeKqo8MZeylrBk2mLXCcCLE16nGJfX3XcbXZmqZBAWqDOLoQOJYGU8xKSskYcGIUfsllVl0yosZ6DCVeiJrefVIDE+0BLQzMErpyPsGd57BAjZTWJZcyOkHZHAvgKsnipiYDZ5OpAUhO9vyXPM3k2YzdUIFZOTMFrCODlhN/HquzOlQCKi0pbMiSidJxYMUecyFI0jA7z+A9RwJHdUy5NYtCccVGURZm1ekMLZo7gZMuQ829P78W9hddWD8GoAfTxkqOiGfS6tZgdHjK+AkpobEIsAMXmy1tCMTDQBpH0jSRYypx9GzUjqIZ0rfGwmkbYyyVm3N+PirKPE8cj3sO9w/sbm85fPxI27VMhz29D1AsU7dX12hKNqaoM6vtJS545jgvVoJXVzc2ilksNfv1yqwNK+05w2q1MoeCmBh3e3YP98TZ9j5xwvXz54RmRfDmHBacMUeYJ+bdE8PtLfHhkVXT8Xy14io0+BjJRNMriIpLdbxRTXMjlzxFBPWhMMgoIzdibC4BV2xAXTbr66ZxaN8S24a7cSYdB9J6pF23C4Ok5vCxjIg03tO2PU3T431Txum0AIBLhWns5WijTDFFpPE0bTCL3N/y63fDHMiZPE3MxyPDYSQlSoQzNKaqrldajc3Zuc/GJlROG8P3E9qzZxpDBYM4mIXh44G7rx95+vElu2vPdu3YiuJS5un+yJ/9ya/58z99w8PdjMgFmhtDrutMT0HpVU9dORtNAPUlsQtGkVyaRyXZtdrR23qqCNNirQYp11l/O/qkylxEaOx5Mh/vOdai5kTr83Mg75Qhj8yHkeAUHTPz9TU8Zh6e5qJqW9A2zbROGEsCcV5snK7deWesKA5r7dSUQk+KYqdEBBNYUcq4wW+pQv2sM4gl9KJC2HS4qxWDZG6un/Pv/MEfcxnWPP78Hcf396THA0zJuhaS8DiyU5x44pzZu4Gp6dk82+C/umG+XjN2gdiIBX6NeEzYUZx5yRJnHu4+cnd/z9Xza0JwZmXnvAmAiFlxOu8WlglOTyrQpciItooYSEjraK+2rF++ZPzwSB4nfJSlKyPMePEkMvMw49tI0sSU5tJhCqhOHOfBQKMfKr7/AV+2YdjGkspsqnAqLJdvOj/MvxEroH7Ad77vrwAMylg5pwr6rCgGS1pK0e3qD4gnqXAYJ9iVZ9VtWffhFIO0Clb5M8CMJUmXpXtiY0EXFx3KhXVX9wPTnMoGcLKBOl28+hFl3X92uvKd32ShNf/wI3d2beo1XkCN7wAy3/n7AkpR75xlAUvRLKdRKWN7NaTZoQTadkuzumAej9w97Ih55Hrbk2JkGGYen458+2bHfgcxBXJy5BwKJpCLEJulbFWboco1Lp+JAiefcNzZ2tfK0NIFALB4dk7WLB9xnqbp6TkVZNnoqZ2LJUDW8QFd5iPr/YipWvGd3Y2SxJ6vjRNz5NTpdtgYiuZobAFHma80ETLVXMai6vjEeV0op7umYiwKNUtBiQmZR+J0xDuzgwr9CnRm1gHnhRSPCwU/C/SNZ+UCxxSJk+kNrLdrXnzxnOM0QABxgSjmEx+nmXmcGYeRaRiYpomkVkxHEnOamXMkZhOzrAlxLnPtTjGRPS3FTK5smFzQgZO+BFCG7uqQllHTk5S5T7VzN8DAwIhlU8plbtjsVGA2QcVht+Ph9o4P797z6d17xvt7dp9uOe53JB2JpTseAE9DKy3bfsN6taZxQu8cbWhIMXLY7xkHRdJMJjKhDCjHnG1EZJyRcaaZE32yfbMBknPl/OweOikq2arGJsmFAUEB5bISsiWuaZrI44SOR3R/YN7vmfZPTOOAUK3tjKERii+9eErnr3ykM5oy3nIw0z0IbLot3jXMMqDBFVCgOm3XZ6uyYCCnyDQOaJ1bV10Ymgqos/s+HQfylGjU4QlknUqx58tIggEFFntKMVcARL/cUmPbNGqDeFlM5FFzQjUxxcRMNntdyTx8+zWNC3S0zARi1/LYdWyuL/EXPbppcG0LwZNzwosVJrunJz59/Mgwjjx78Zwvf/Ql26stc54QKf6HZdzUZu8NIAk4mqLAn7JyeX257H/9xZqbZ89sP59n3r//SJoj8zDy7bdvuH3/kbbv6Lcb3KpDg1uEcnM9/2yFuTnVdPRdz+CCXTc1QUwzRTVLtoyiHkLfEYI9V09PdYRE+B/8+/8B/62f/YyH23ccPnxkd3/PeDguc+pJ1dhMauvHu9rQcqbn4cptU1sNiSLwqrLYMZ5vNY7SdCvNk/PYZi24KuRqTZU6ElgZQAuDgQwaacThmozXhE8Jn2YkR1yONJoJWGETak6mVn7U7GSxfz07TkoBLtKDa1HfMeMYxLPLgYmeKA3Rmb7AKI5JPVMKRLzl3uX8HMaYsBw+lw645YnkAu0te/Jpz/5s1KEG/pwQjTa+WL4hq2POM1NSes0WC7OafW2WE4hDYUU4ZxcjlGd4yddOO2MtY8ptxW/X0JlNagqeSTNzqWUGndntnnj8+Im7N2/ZvX/PfH/P5B1H50oTze7j3XZTxh1mMpl+u8X7QIyx6GlMfFptbMQhJnLM9P2K1WZdQC6hCQ0vXn9BGiYTJBwnDo97AxDxaMw0IfBsuya0LRrAEcmT7VPH/Y5pv2N6fMA1K2bf8zhG0wVTZf3siiklxmkmZ1htLmi6zgDTGO3e9L0972U81HmPbxtynonThKqyWm8MkB5n3Djip4kmp7LnJyQlvDOh36xKnhPB2z0S7/HFttFJU0bncgG7Ttl1XUspJVJKECoD9bdfE/xuwIE6bOaV0ApNENrZbObaYJtTLoJQtiBLBCzTU4vu1FlBUQvlOrt03p2sAYhC4wm48iwInfPEY+Lx2yf+5F/8in/5n/8Ft7cJZQusGGdDkFMuHarviOzlsmktMUQolBATwxEKlbE+WEt+qSURtcSzKhEnpHiEZuZo7IHgKMKFBVAQuxIeZdnVsyKzJ+0VPUTeHj7x+OHAty82XETh4f0D3TAXlNcxJUVOfZbTvJWTRYcg6+k8LeEsZPdcElkRkhod13sswXOe0DqaPtAWL9W/11KhFiB2FGDJjAZoLjroAlcXV/zjP/h3+OOvfsbHX33L7T//Be4Xj1zPkTbZfFFGmMu9m8bEURND4+hfP2f1sy/JX1wyblrG4EhV5ThHs0wTx5wnHu/v+fTtN3z9l3/Bpw8fePV7v8dqs2a97dlebNlsN8hqS0bwoUEx4UFyXXsOJ55QdnTNZjPpBFaXK7oX16yeP+dxP5DmPS0tFEdeL8mEc1Iijkf2d3tC37O62vB42HH/eMvNzTX3x6MVtf+1vcRAlDLPfi4iWovoWsf80LjIb/11vsPnCmjVg7ADWVBvhTrvnylqseMMTzuyKPlizWbdmTVN+YHa6TgBDVULxT7ElQK6azzXlxtT4BfH4/7ANBmCb3aHp0N1UoPEWRSrWUw9+PrH0tnR86+f/+9vgLn84FVfsrfTv8tZ4VwQxjKLF0tRIIi0DIPw+Jh4OkTu7+54fHpku+7AN0wxMc4RxDHNiZhbUm7K/KkrXegCKLmELhHgdDxQQJ8CDBjAUv6xBFgDdHK536d1JqeSmqVFJA5Hom08fdfgff2us41VZLn0leLuxJURkdNy+iynW2ZyS7e3XsTPLvM5+63Qp4ug3+l0DQhx3pOzW+ilp589u0lnHWQKyECeSXGAGCB1eF0RQkD8hqZpCM6hyZwFcrpD4x2hb3n54hl/fNPz87t7Hu7vaXxgmJX+am1UbCmd6ZSJMTHPiRQz82yWhilGbHjE4oG0Hc12Q3exNar3eoUvDC1xAXWhJOAGhmi9jioUP0KqgGguYLttSyY0hxi70FguBhZ4ray7QoHVAsgnS77mpwNxHInjyO7ujg9v3vLh7VvuP3zg+PTIuN+RdYLSozGJP0frGjarDVdX11xdXdIHT1vW7zgMqDQMOJpDRPTAyZ62gv6JOWZS0pJQFgHj0nzI2XQA1NW+nY0WONXTGnR+GdfwYu4YJijmTzTSsk5B8GVK1QcDh3zxu3fOnhdT2jYApNQGBN8g6nDqSHNid/dA2g1Yj8uYi0hesNeE6d5oGR9BQGPExYAPRo+18YjZbBjFrmjVJ3ASqMRxO/wKAVXwrAJgFRy09r4kyvelZSyzZopNFQ5WJakjZnNzap0wqJJ0Yrh/4O7NO9oXFzTdM3xn1ziJkGPk4faOj58+8un9e45p5NmrF/g2MMW5qIKHMmZUKLwSTRDSGTMlouZYkcFNlVWjtF2LbwNePE3X8vubLaIwDxOND3z49AkfgoFgKYGjOKzY3DcKvrANpfG4i5Zuu8Z3DXG0a+PURC1FAgnwOpNiRsdowoTq6Jp2iUPee6TrTE0+tJYnunI7NdsvdCF3WZ7rjNlIjdnnMa7AO2V9GrtCzray6vilC/Bao15Fa7XGdqkjgFI3wNJttzzbkcxiVdTAAY14nclxxOdIi9Biyu5ObVzTU/TJKLptegqjqaxBW2kNzvVk1zPRMItjkkAKPTn0jN7ApiRNmf33RMVYOCWOuRrzC06Jq9ejjpvVi1Zqg1TA3jN5Fjn75Qp4rGrsqEaUViMt2UARVYupTUt7eUXz7AVhc8mw3y37j3emd8Ppo5f7YPumozYKJGXynMhzQnMq18xigZwxlDLKYb9nd3fLtHuCcaCyYxQtzD+K05YuRW3cWaff9Absa/PT59+zd0VotWwA3nlu375Do7EiSJkcM8EHutDT+cDlZsvli+es+taezwzzPDMfDuzv7pju7pg/3TJlh97eowLHcaDfXrC5umSOs4EDKXNx85x+szUWxmzOJ/3llpTtc1NSQt8T1j1xGo25lzJXz5/TZ3AxMT8NsDsg82z13qrFXV4UyVCLDc6BOGiywx1nnm7vme52BvSrjbJV20spcdCaYcXSMEaksRrth5O8v9/rd6Q5oDSbjs3NiovnDatVpjlO9DrT+UBMEEVOiXbNdcoWUVEzoRbcpw6XkxPdMud6gd2S+COOxns65+g95EPi3df3/MV/9mv+zT//mm+/fsDLBep65mhUuFo820Gcsu2a5rmClCrWMbaM3Oh7ORdRLTHrjYV5kJ2lCkHoL7c8++KGq6+fuHvcc4gZyswpCDHbLCIY+mr0Ogu21YtXVSCqzaeLY3pK7OOO4dMT7ZjgfuRZE2h9S8Ix5VTmlqpcFMvf0WqZdHbHKkdPdRk9OE+3q91iJhE6jEr395xzkbrka3dOwKn5XruVzcmtfcPrL7/iqxdf0kfP/utPyN2R7Sw0SawLJzafOqshgRFlDAH/6oqbf++f0P/h7zN8ccWxdczOPH+dOJzC8LTj/tN7juOBb3/5Cz786pc8ffxInEcOj7e0mzX9ds31syuunz3jx3/4x3gf7PH2DVkSUcGLYXw5G1GLmNCkiDhLZ1Y97sU1/uU1+faOeRxgThjJttBknaNxMM2R49OOsOpo1y3SQGgdz5tL3n34yGGaOBVK/7AvEXChQcSXcR6LSznraYZTzr+/JAJ/12Nduty/8RvKTv/5WlzE2777qo95SVrmlGFUeDqYGqwLrNvSvXEYq6nu6UuyIgsjtmZQXhzSCJdXKysUNJJ1IE+Q01nRX2KNUGKfs0R7YSCdHWdlDJwO/PwcZXnP2tP7266Hz69YKVDFPMBrPdt1HV/96DW+bXh8f2QYlDkqb99+ZJrvGOY93gvbiy3tao1TWK0a1mto+pFhFNJUgUoHrvgdl7kwE+hTvBRNjxLdbR3VCFSSTWDRtDjV2/bb+TpbgpcUECvjfGazbnh2uaELwQrN2l1dEidZ/ivFY656QScKe2xZZyW11bobfT8WLsXtAlyUr2c4J+QjZmNLmcHWolBtydspoZQinIbWuXr7+ZQjWQ8QBTe3pLyhcYEgLTQ9XWjQGIn9HhcDG2l49vKS119+yRfblq+bFqdwdXHJ4/DIkCLgkag2X4rNzxrgb9cU8YgLkOZSNGpJecr1rzosio1LpBITgyOJEhePb7dY35m3uV00t9wIjKUHZWbWiqgsGX92HTTXrrOiMRnL4TDw+P4j0+HIcffIw6cPfHz7hvt379ndPzAd9+Q0UrTPDeRA8L6l32y5urzh2csX3NxcsfINLs1oTMhuz5SUQ4q004CfI8Jc7odZaWUo2guygHzGjnAnVF4h52Rru4iiVSKL0eudFfWqp8K5XFs4jc9oZcGUM3C4UgxZbPHO0XhBJJHKmGRlZ2hW5mFkt9uhN69oVz1t35JdEWktDJCq5J/Fm7dI29BfXNCt12gIBFfOzSQB0P3I7t0t+/d3lBqXLJHgfLGxVFTLCJFBJzjyGTiQOWnYmKqCgXahHFdR/y5FcWUjaLEX7aUnFDbKJELjW7quR5qAD8GaOTGSYuL2nYECb9684euvf00Kymq7wncOdYr3nmfPn+GdpyndPe9agneomp+9JrtOyTmS1JgPc7LiwmzkIm3TEXwA54wxsFnRrjqarjG6vNq8N1oo+WqNLl+6/hIEGiF7Y+uE5d5r0TTPeDxehTzPpCHSqON6vcE5RxXIxVveK2XW2TmPk4QrttVODQhSNbsPyXN5IIPJhgCuaDJ5hOCKY0FKhVVVivqyzmuYtJBQ9qslrrEIHtb8PpeRmKpt5dRsMJ0YM6DNkZAGXDwieYIc6TSzJrNB6Ug0ZAO4yv4gGONIT4/fUnoJVeyzQ3wLEojqmAmo78gumGWiOKIoM56ZwrCxIEdtAla71qrNooaelFcdmSp/EznR5+vRKIuzSK6OEQvDzX7YGownW22XTcsjSLHCDta4s4I2lTFdY8BWZrATKfG2PJ/FgSbPqYwoFJemwlqpDVjBxlxyTmgy7Q6cWTAGb8+gFP2XlIxDW2OgFtHbM7JfGU09+3u1x1ZAhcjM4zBYbZJKTpQhS6DdOiRG0wtLJsbonEPTTJpGhsdHHt5/YHr3nvCwI8bMJ4Q5RcZpRtqGtu8NpEiRnDLr7QX9amvnnhLOe1aXlzaqXGxFm76nW2+Yp4FpGtGcGO9vaQAfFRkzMXmmcWJuA6qZfrPBb1b4xiG55jE21KnZ1kGaE+kwUG1Og5b61BfGVye4VTBdgzYwpwhOTKfgt/z63YADquQ5oqPNwZh4RTbbNrEi/pyidsrjLSmsKpq5PMhagbWz7tnygJVCmmwbnXeKd4nWm6Xit9984uf/2c/5r/4/P2f3YUJ0g0pHxgJ0roAVZVMr6vSmZwDnH+aS+Rjfv9lx+5NrXjzv2DaeRjKmwe3MvkS1bBx2fL5p6PuOrm1ovMNZY80KkJriae16sFyT2hn0OFK2QtgBwZnOQpxBnTLNia3bkESY1JHUtopcElkvJ6eL88C4/PmcnXHezYQyk4YFKGnAR5quIWdHPH+o/y7LBKX6KlihBGqOj/QXF7hnPZvLC169es319pqHX31k/+sPyMOeJno6XPGPFWKOZHEGOoln6j1XX76kefGMfLUmdg1glCtfEpDH21t+9fM/59d//meM84H792/Jx4NR1CRz/DRyeAxI23D/cc3Ni5e06zX9xSX9+gK/WiGNKUc3rsVHBbX1XmZp7J4KrIIg6wYuO/zNimnqGO8GgkbaUqhUHJukcJiY7vdMV1vW1x3rriNPAz/58gse/vIXzEUM5R/+JZbcSB1IOwvkn62c01r+u3/Udwqu79Vf3wUG6iL/3qEslLwK3jlXhTeVmDKH44TLEHxHWimbdTBP4lK0K4pmA+z08+yCpfOtmT44uFybSGpWHtO0ZEaWGDkq7Fmp+0vx8EPHTqVen5Kq+velOrAq9bMr89lIQWU+lcK5jihAyb8psQejzMY4F5s58MGxWvXWhdSZOSamKTLHgd1+4MWLC1598YIXL59xcbGlbzeELvL20zeMo2eOqUyUWeKYGfE+W5GQMuIsWQ1OmFJiTiYmWqLCyfUBh+YG1H1+az/rzNf06hxmObEEvgeuUMcnzr92ir1GNbWiYx6Fh8eBp8cjc1IKj/3sHZeHoPxNrKDi8/euqwUsCRJAvZU/rtjUiZqtKmrfQ64ghf10XtZzGWVLg927YQZnopmqM6Hd4sOapr9CE0hY46Xj+eUV/8P/7h/wj3/0kjf/4l/w9a/fgEDbNAaupkjKnkhgTiZoKz7ggseHgAsB701LRedQIAHzPU8RU92ORq1dlCU0keJs68s7657kjLqqaSFF6BFyxNSXY6USl/usZq9JNgcCRdFgav5NLsyBGEnDyPi44/bdW95//Q27xyd2dx95eLhj//jI/HRgHo5UOXSjZEPAE0JLv91w/fw5z1++5NWrl1xfXNI5Rx4m5uNAwjNOiXYaCE+BhnYZgGAp4B0Syv0soqPLuF4BFRVBUwGAnC/PAYRKz5aqrVAKflfilgizZxEudVqhAwsei2OMWu7pxNGUaxtRnNhIi92YjErkMO6ZiKyuNuzWPceiq7OMKUqNQBb/6jXWYaJJkJKtR7CCIs+J4TAw7I6E42ydXCDlSNTMXOMeBjZ5BU9Aa3dMrVHgFhm5tJxrKnG0cE0wozUMSBBj55h1tD27TW7oJLDuNoQQbPwAiHNkGkbuPnzk3/yLf8mHd+8ZpwHXe77++V/w9u2vzYYyBH72h39AEwLeedarDS9ff2muHCI0XU8ITTn38oyrK/mrkJ0rzhaOHCfaRqBx9OsVenfL8XhkHCe6zWopvkRkEYUlZjSATjPD7pHH+/ccD/c4ZkQb0GQNIDmFIKWMAwRzB4lF4V+VkxVe8HRdx8V2y3q95mm/M4YHxjLJYFaXmorgnwE2XiMNniRCq44Wm+qfMcq6ZTEZlihe1mLZuyzJl7NwebI2R2w0Q8v9q9oUgUQrMyKZkJWQJkIa8Hkg5JlAZCWZC0msibTM9DnTUgBvrWPMdViNsg8XNQJp8L7DtT3Rtbjscak+V+GU65Ds15J3nBJrLS4E9TZIsBpAskNdYUot+0DVGqhr9jQ2gOOzXod3HslhYVSYiY9pb1RTS1JC4gzjZB12b/uTYcuujKfoAqLVe3KKGmXVpIjOiRwTeY4mNJw82pQr5RxeXWHcYp3TYvcXmkAo2iNebe2Iq7Ve4QjmZIyicm5ZK6ukVH9SttalLip7cixgUXnGRISgRVlCzTHHacZ5hTyj00h6euT44QPHN2+J7z/SzJkWE553OdPkRJwmxoOxGbIqJGV/OHJ0twQfinIFPH54Z5ojWI3ouxYJnhQTOZnmxXB3RyPgs8NFwUnHfo4cnaMfj/jViuurC1wwYcKsdv8sZDicL8Cld8uaqhmj1X0eJyaqLd5RxfdC+LdIc0BShpiYp5k45UWALX8vkbckqy5Q4Dy/OoEBfD9nluUtamJeFknyMAnpINx/ivzJn77nX//zn7O7faKJnk0LSUxoa5hOLIRQn/MKBJRYO6ezD0ueeIxFibkml0b5M72UsimLjSdILh0VNSQ5l1aSk0BwRZ3WsVhjLIrZgHXVtHTWoUKPHqEpD3tTFEOca/Fidoiz1pDsPhsbOD1s371bp+tLSbS/9y3lPjhx6BCY7hX9yuav/r6vRdGVQhdtPNJ6wrbj4vqa11++5sXLV0h2PL67g7sjzWAihLZ5QXaZSRVlJqkn+UBarWifP0M3PcMqcHBxsdYhZ8bDwIdffM3X//pP+fT1r8kyI/MRn2dEknmlpogjQY6M88D73YGUE9tnL3j5+idcf/mK1eUFbedxzjp4kgsXRZzNoTmYk818uuAJm5Zm3TIGIcqMUyPqzSkTxcwtvTgkQtqNzLuB1VXPtl+BE5qm45fv3nC7O5TN9u9bgf/tXlKKiOSss1iLq6UWpT7j+v0f/Nt8yA+9fsPaPUWGs79/fxGzVNVLCDrNqKcMh+ME+sCwbsl5xXbb0ZbBxfK0n2LQcr71fQwccM6x6jxcbUos2HMcJsZxtm6IGA2wvqmqUffzIlFcC9RyvFLjoL282Kz4xWbF024gHufSDSqgg7I8x3aYBfg7i5NITdTMxoxs1kQiQoxGV8spLoCPSMBo7zM+jPTeAR2Xl1t++pMvef7qir6za5NTYjzumfZ7Aol1C+tVi5eGYRpQEdarjjZ4DvvB7HyaQN+13D0eGaPN3Bttzrp7liC0y/mYnot8rzNvR1sGSmvSpCyFPJyWQK7JKnU8wwCb0121NVyBG+ekqKuzFEsnavR3IYm6/r4LUQhnt8jOJZ+tHyhuO4KTSM5SgHJFyj4kKgRMnE+X4dnZytuUSYNZwqVpT7e6pls9I68cjhbf9gSn9JuWtluhThjnkXGazV2iMH9SVmJS07VRzDqvEaSNpDbimoBrm9Il8qXINjq/JZOJGCPznAnZhPZ8suI56kxMjihlnNCxsFVcsU8MddMTY+QEZ+dN0tJdTUXB3SivrWLluSpTzMYUuLvj8cMHnm4/8nD/wMPHD+z3e+I4oFNcrr+l645GWjabLf264/LmiudffcUXX37Bi5sbVqHFxcSgjxwPB8Z5Zj9M7A8TQ1R2ZPYoI57cdrDZ4roW3zT4rrPr5Z0BW0Uk0ao00GILR1Yclvz5UIqZOndZ10ZRrfe1CNUqkJeXc1Gt899aunfWLc3i8WLja74CA2W9bTaX3Fw/x3tPHkZCaIo3fZ1NtqfE/u4RNbrttD+Qjke6ZIm51IJSILQtFzc3PF5cwGEiDSOz5lI8VgvDVNtDBIroWo4opk4eiiaJrXmzPrV8ykCjQJmp1mZhrdiVOimtm+tQEZZ0TQFSDIwxg5rZhCwiEDOt96SkPHy4JUsqMcDx9PGu6M8oq82KL3/8lXXdNxt+/LM/oGk7nPOLx3v1JrdC2BOc4LVDxxnxHtd4uu0G3zXsDjs2hy2byzW+LeJjzuJ+zsZMQKOxhgK4zkNwpIEyzGIcTKVoS5RiS7yzueiiB4Iqfdvy1bMXpmMQE714LvoVF+s1H8UycV/2klRYq1agG8tRynVdCjkKZV+Bkq8upmoVACtr18YyWIhdS7RUTFjUsQjpme5CwmuiATqJhDRadzpFmjTS6ECvE41GPJENmQ2RVoxhK1LHdOx401nhvhTVCJZVt7bHqAexEaiYAdegEgojJJBFiQpDyeetWMbGbOq5VYyw6qzglpMt4d5qnrM9ftmbyjU0ccbSpS9NOxvdKKyyasGpdsEr+Mo4ovNE9vbcHqaBF/0WhyvAUHF3yFDV+CuLTcXjmo52vaJb9bg2oE6YyeZ8VhqxUnIpq30KeK9KjpmY5gX08yI0hbmnNU8UMcV/LXGp7N25xK06np1dZV/YeeCkaCmYJaoXc6RwopBt9DFn2wdduWa9D2ybjkPwHDTTxEQr1lwQ8STvmDWRaz2naja/SXE5LYBmzIlhONRFjZCZRrfUTFryhN1wIDhHyJ6gHpWeMcNehEETzcWW9tVzmtYTukB0lisnUbwXQtPimqZYAS/YwPKM1PEaA1gKWOo9oW3+7QEHNClpSqQpk5IJaBg4ULradTbHnZBEK4g/Az+BU5JcSIOlA25zfJKVLIq4bJS8CPPjzIdfPfLLzT0Pt4FPH/bc3g0weNbNBeJW5OjIVSW6eGtWKxYVmwc8jTLIZ8ci4pcZP6vkKwJXwIGSTJ7SUzERm2StlEoXcV6QWDhT5X1MuMUwV8sLTgm+CCfLO0oArkVLsX86BSD5a7u2RhsrAUlLolY+43xGtr5ySTxUzCjGB86EwP6OLzlNGwuQs9BeNGx/9BIuW754/Zp/8kf/DfpBeP/zX/LwJ1+zuo+sY0tQJWqx2xKxh0mE7Dxx1dC/fkH7xQviVcfYKuOZRZubsXmiccKPkWa2axx8R5TMpEZw9jXJSnWW6sjHX33D46cHjg8HhsOO17//e3CpSKslOSoiIlK8wosF5hCg2waaF5d091fMj0/MD3folFAxAS9RBVGjEqXMHGdyoVYGCfaekmm6DjlMaCrJy/Lff4iXaQ4sQz9qozWnQuysID3/sdK1/rt/6l/3r5+vReVsMrJuvuXP1n3Nn0Vf5yw/fNoPDJP9upk3XF1tWHVt8d0tv2qNXTa7+nUnsow69a3j+bMNXddwPEZu75/Y7w7ErGUy2ZESjHNitz+wWXc0IXzvPEpA+az4rJvyidVQNutysgbQfH4PTqWslv+X34sfum36prDtnafOvJu+hGeeZ9Qd2VxlQtPR+jXPb665uNgQo3BMEZ0mjrtbvv3mAw+3OzrvePbiguc3G4L3TPOadgXrdUfwwscPH8llrrEJjr5fMcWZcRp52h3ZJRMaQxrQhpSKi4QzRRaRvCSZlf4v2HzlKYIJSB0NqaMJFHC3XosKAJXksYquAidmU1FSPxulWsgevynYnrOwlEXYMIuUJFBslKAeS/kM1wiaHCnmJWFRFJ/rGZb9p5hVu2zK8pKVPB+JOaNxsnl8re+5xblASplK1fbe4YKzsYQyWFet/yotWrF92qm3mefCHqDxaPAl6S83ISc0JeumxEhKs3ldp4grXXrLA4zxUDskIh7nzPHFROgsJkJxrVExcTHvTYzQCa0ojYDLSqNKk5WcIsNh4HD3yN37D9y+e8/t+/ccD3uGw4FpHJinyVyDllI3EHzPanvF5asXbC97nj1/xqsfvebm+XM26zWNCvk4wmEgianmTykxzoljViYUkyVUsnNI0xJurmiuL+mvr2i2G5p2hQSTjgMMeE4OJ6F0zYUGoalJb1k0kuuMrQlspeOBNE0201sojxaPUinEIjkXTad8ZhItxkZwtTIrL49n1fQ0oTGacJyZdwdcVEIqrghSievWtXLiCe2KbrVBfDCKs4MsZqiYgb5vePHlC/j9n/CUMvu378mTUdZ96Nhst+zHoQhYZqYszGkqe2Cmo6wFUbw6GoxZkchFu6AwBwQTKhRz4shqM/r1ikQU3zVsb67orjaLwGzOinjTwMi5QETOW0HsTPPC3IusqbW/fzBHEYTd4xP3d/fmNtG0vPn6LU3bIs7x8vWX3Lx4Ad7jvOPFy1f4JiDOE8SxWq/teUkmahi6Fp9Ga0jkEUlG1M/OyvCg1LtKcIoEZ6BT0xBFqGNWFZyuTBiyaW6kccZFc3MC+PLmGf+z/+i/g6SIf9rjd0fG3Z7hMJj6ObVgdQZUOqzppr7krmYfaA4aySaNOLFeklpn2/LekldW/YGSIKjUEdYTmyFTdQEsj0I9ziU6oJGMzzMujThNBJ1p8siKmTUzHTYO0WuiIxE0F0caW+hp0Xc5sebqI6BSo2m2jnMeQR3eNzTimfFk5wmYW9dY3sOXuC+qJladBbwQsTgvhQ2jhflgOhIszb9lX3aVtXe+U1fw5GzPrn9WTnt7zbdKUpLihE4jPiWkuFP8/JtveLm+ZBMC3XpN6Fqm40TGrNpNy6NwuBU0ZQNPhxk35wIwWvXlnCc5IU/mEjDu9sTDANOE0wQxlT2v5oKy7IEiBkRSgANXUJSTq5NbRiQyVgtkV/ZWtZ/1zsCegJ70ZlIVYsTuRWnAeIHWe1ZNQ+8bkjh6hFU20EIwG/lZxJ4pZyB3JDMm07QwBpcSxRGcCYbbwQRi3cPK8ZvD3IjH09IRcExFC40KxpSRrFBqLVdH71JhinlHaBpcE2wUudQ3ZSdYHI1yESPMmnGuWJD+2zJW8M/+xb/kH/3kD+nWPat1R9e3hCctyQoEV5Cxgo5RhF7sOitn+Ze9lgX2ebmudcvKZQQBQbOwuz/w8z/5NfrnA0+3H0m7jt73JFaMMZBSYQTUzxQ9jQGebZyfgRQ4qHYqzhWdg/pgl2e2JPJI6eiWIKta1CWL0m22GQgL4moLNYtdk4q6xWxsBosFap7QmJdwxRMCkJZjPSsf9HSN/qrXZ2MM3znf+lUlkUqwjRrRRmk30G0FSX+f5WMPzXIGajTMbrthdb2me3bF7//0D/jy5gve/ud/zsd/8Zforz/y7Khs1BXKbulWOCFJZvZCvujZ/N6PePZP/xj3+6+YL9dEXynkgGaCCk0OPF9d8XBxw775xHScbPZpQXO12KuAlvPPTsm7I+Mx8nE/MTze47zw4sc/Rq8SwbdFiTsgrjHFZjGtrcGBtIHmekP/xTOmxz3+/a1VpDpSxZZUq/usRyZl9/GR1cWW7nqFn0baIPSrDr19RCmUM/JCYfyHecnZLzjv1C5/LC89+4m/L0DwNzuu3/Cl7z7Y+jnlu07ICEBSnvYTSZWY4OZK2KxaamekfmP1tzeLRGsX2HnaBtk44XKzZtXVZDbzuD+SY6GDO6OfghT6nVuomzZyLqWYsITZVO0/H/s5/e0MDDl7/VXMEmuW54XiaV7QjiaEAgCBD4Gu3/BweGROO9YXQtu0BOmYYuLrbz4xzgOblWPbCdMwMBwHvBeur1ueP+t5dtPRSEDV069bulWHd8p6FXl4eGQcBkTh5rpBpOFwVPI8mS5HVlIOloj5K5Bik5V1EXhaQJHvjZcoqhHxSts4Xr285nK7Mkq8M5p2nQuvP6fLjxddiXz6uvNWrHxve/r+leXk9HD+XWYNt0TrcuyqxdM+Z6RxuBCsuJNkOiquROJkALLLdmxZsSKgfl6J506NipjmiVHuy5z3RAg9vklsVp7nFx3MoyVRfWBOJkq2ubogrBtbC74xwTIFTTafHXMiqVn4qRPEB3KebT4yGK30fMY6p0xMeQFabZ+3fS440PJcaI4F9LEuZU4mwAXOxi+8p/XGqmok0EmmzZk8JmSemY9HcoocH594ePeeT2/e8PHtGz59fM84DhwPe6Zow+8NAU+DF6Frei4ur7h++ZIXr19z9eyCF1885+Wrl2y3azofYJztjnUd2jRkb12n5I1KPaOLfoI4o4I755FgtoBV8BKB6KFPiqgvz11GJBTRL3Ns8oV5JWWdEzMalTxNpGFgeHxgvLtjfHhg2u/JeShdXYpbAYgX6ARtjIkinNZMVuVxHxmmRNcrSUdSPpJ1RbN2NOuGKI6qjFGmn0u+b4my4klTIk4JX5hxU7Zj6LLgUTQrrXPM48CUynx6E7h6+YrXf/D77IaBQ5qZU2L3+Mhwd1ecLSK7wxGjVuTiWZ8QtV2yc0Vquaxz7yhsAlecLOz6TaiB6eJoVw3tpiFd9mgoxUmEpw93fP0Xv+T23SemaUaCNZyyrw2e0sVvSmFZOjdxtGJ73I8cd/vS4YR3X/+abrNGvKfpGn76B39I03W4EOj7Na9evSYoZumpiUwm5sQUZ7OMTGIgXlaCGL3eiZo93DQQDyauuTBNyv8gLh3gyiOQZAWbVxvbAiAnPo57rluhCdYZTvNEnidzzqDGLS2jjkqaozk2NeYDIBqsw6pCJNjIkTfWSxXQXMT3VArf4JQYfDfXlPJ9IkoQE3I2a1IlSCLkIy7NNHFCdKTRSE9kLZGVzjSieM20mEChq7kIMOOJYjub6SDYuIKe5S8Bsz6VPNlzmR1taNmUbqx50dtPTdRCF2axZ9+agmJW2mp7+GILrA4nGc1SGPgFEFUrYuvY6bJv1H1c6pjShOqIpomgI02a6DWxkkQvShCPd47kPTk42r7BrXrefvNrVJV9mojBkRBcF2jbnpnDKQ5D2Y8K4DFn8jCTDiNMkSbBnJUgJVVQo7cHF4x27z2xgI4u2dizJHORqdbPFfBw3hOaYJc9KykmFuaEnlh5rujaKMYeyJrNkQDB58qqKiLACZgTOs3obIxH73wRZLX9wuFw2eFF6aUpYdeAd4cjYI03stU4TWUR5lT0FpTWFctn8Xgcc1WpkdLezJkpJXs/cQS1BmFSUOdtb2yaMo5ndotG/1PCPCPHgelhx/zwhA4DKc905e7YpF428UsBGm9jDd4AexF4vH34Xhby9339TsCB/+v//f/G/+p/8b9kc7Xl4qrn4qJldTewnxOBzEgoHWtDF9OSNCwCuJ8XqlZj19RtAQtqt6U+5komJ9jfP/H4dGc0k5TpdI3QEqO3m6VCzJWyo+dg3GevWqgvR5ONaZBiNq/JZD7NSawb5EplrgozEMTjgsCmYfPFJTevLvjwaeDxYcZ5R+sMrY6xnqMFlypyFWulD8Wm6HRsrtaw5fhSnUktgMKJSHsCDKq+AsICapyd7VL4FHzM5s3KHGEKkH3EbxztpdCsBDd5/s4vy4o5u5M0fcvFixuOKfLFs2tevXhFfDzy6ZdvmT490g8zXj1RFdVULB2sOz+rMgTBX3a0r2/wL68Y161t8iKEIlrkc6bDISGw3XRs+46V88w5GlInCZfLNXPVLbdefGdYRo6ktOcxjnzzlz8nOXjGl6y3G1rf4KWzoEYmFgQewYJo19A8v6K9e6S/vCaNGR1tZsm2YrNGypjn9fx45OnjA82qYRU6NA58eXnD/YcHnoYjlO2EskH9rscMxnHkl7/4JT/92R/QN4F137IfJsYhGbVdTzTU3/1LvvNn/cF/gcrEWUiO5XuE8zGnCvDZ0swcjjOa93gXcOLpG0fjT2/uRIr3daWln7CPqsHtvMN74epyTU4TqbxvjOUB1iK8BfxQIDrHNn545AfkN4BCfyUwUP9QgIGsWuxZTR04BF9E0YQu9AxpZjhGkjpoPDSewxR5eNoxDns2a2HctvRNy/riBasLWK0cV9ctm74jT4HjfuL4NDAck4nyuA7FhJ+8JBxWSM7zAdURLwOth8hE1IQQwPWoFg1qrfftLNKpnffn1j5n+8Zyfy05cgVsXebBP7tAAs4A52FM3N09sdtFY1wVCvVyz793qb/zhe/cotPYh/0SxTruvrLLHC4ILqcCMJf1WkYtTgK6aSk8K1nWaUbniXnOxGkyC7k44psV/SbybHvDz15doscH3v76azRNPO0/8fNf/iWr5xemgiyeECI+zoTW48TmyscpMs2x0FNNhs8YfY62aWn7jtC2VhC1vbELnBAV0x1y1kFTX7olFGECZtPpSNk6YNG6ks6ZyFYQofGB1rulc5Smiel4YN4dGB+f0Hnm44f3fPj6az588w0f373n4emeOU6MeUQwerpznhA62tBwsb3k+sULnn35JS9/9JrLmwuun12zvr6i61vTIQLS1OK6DgkNppleRCrFk9WYLIhDglE8fbDk2VwjCkCgYmyPTCnkzd1m4QmUrluRk8A7t9ijac4mLpa0bNBaulbn60zLUpMFkKiuB8YiziZGmITbh4n9kEh+x+3dGzZXgcSarmkIK480jjQXdqGTYsNcxwtgGs3d5+JpRzsX3/QyJqBFyykGSEGIIkQ1WvdmteH6Jz/i1R/+ITeiHPPMrJmHdx+YxmPxYZ/59PW3ZfY8Mx8GpmEEyWjOjNmo76IZl5XeWR7igRZjXthTnhk0onWVij0vmmyvIkKaRtIw4mPp0mcTUzMB5tLg8Y4sxuYTFZw3BlFO0UTEpljAVdjPd+zu7i0ue8fu/gHftjgfePnla+7efSA4Txc6NtsLHh7vuXu8I7TC5bMLvO9JKeGDJ0ttShjYI0EYjgcO9w/EYbRiqaydzGJGbTP/TUN/ecnqYoPvG/bTiKry5u6O/8P/5T/lf/s//Z/zrGuRyw2uX9F1RRNrEo45G9itVqRZkzeicQBZIUS8emN0iBAtMhMUoiipFHBZT85YtlLPI3WZ+i8MKmP/zngiXqKVXznS5IGQR0Ic8WlCcqKXxFoiG53py7hDU50Myv6uqoVgLsziSOKLUantu+URwkumJRIK1JLziM+Czy2d82Rs7DNpg4rpXKEGtDkPouZIpbK0Ku1sNVGdw+ozrxm01oWFPXYCBH5go1gulsl1nsaJdPm3KkiZGk+7XdM/v6G9ueTP/p//GlUlhGCsVDHWkvPG/MrjRCoSwILpmgWKoORxJO+O6HEiJGPmBEAlo2rHEXzAu1A0VQxsC4ixbJPaiFsRXddcRoGCQGptJWQDxLPqAiIIBYDIzmzji/i76YSZFktwrrjDZYI41n3H5cWWzcXKGDpitqKSEtNhIO5HY+moLKMrFNBB68rMqTDGzRY4VHBJKbbCdh7OaXGLEYJ3i5CmipIdNOpxWpl0FuRn5yGYlk2jQMxIzibI4+ozUJ5vb7o0dbTGtoFs4ACeSZQUPG7d025WSGu6earK27/8Fb/t1+9IkNAeGkGXStMusQWwmLUU6bVDpuVGYPlYechKz+xEn9WaVJXEWyuNf8mNbPOaEzqb8EbILcH3oNaNz8qiBVCXh0id65dTnlUCiZPSmUHxCebdxOM3d9z95IKHVx1XG2HVQO+hSVIK73rgtnDUF9SuCYRQEbJTmWKzluXc9JTUV4ESqdcIKWLRUo65FPhns1wnPPTzV9SzukO/n8sWF8XFp9Y+38RDLApC9BbhoppITvgexeNv+CoBrlr2mD+xkFJkv99z+ewLvrr5EVu34fbbXzN+uCdMMz0gOhcKYSQ5JTmj3E0OUtfQ3WxpXlwjNxeMjRDVin0vwTZ4gSQZ3wrXz6756quvOH78xOHpgRhj6SIWRkMyJkHtLNY0Lldq+CTsbu+5v/rI6nJLt1qRRRmZTanVB1QaU3oViA58ELOB7Hv660um48Q8TyYog9ocJbYOvAppjAz3T0xXW7rLnllnnm0v+OnrL/nLb77mMM1lju0fohiHnDPH41CKSHMGCc4x1/lkq1aX+/zZUf0DHWP97O/gBfUgPv+esz9X2nfKNteuGXSK3D4dURw3F2tc54oVniVQdURBOLF+6vuJVIsk6NvA9fXWKO+yY7+fTOG6iBg5KfHoVMdSob/vHurf5vVXuUWoltijeRnXCt46wK4ITloXKhC0Zz56DoMyN0poM9Oc2T1F5mmmdS2p7zgkhx4zz55vWG08bQ+hbYjRcf9w4MPHA+o6upUnM/D09EhKkdVKaBqYY2SeIv3mgqZpaENPSsLd/ZHH/UhOgHZIMak6I638QFzTsz+dAuAJHrKLsDgcfP5Wn60fVYgpldGG0705Qaz194Vbcva1kmyU91ueVSlfw9ZajAmR0YqUYKr3EqwDYoWeQyZFQ8BsDK3QyxrB1Y58RjGnFMVmOA9Pn4hdwDUrsgqHR888RBTlOOyJcWSaDxyHI51uGaYJxURWc2caEN4Wi+nthJLh+gB+QqIlUjEqec7EFMkaLfl1kMVYUXNSVFyZtfV27ct9SVkQotloxYhTpfGe3jlWwdM3DX0oLKmYSIcjx4d79rf37O/uOXy6ZTgeeffmG9598w3vP37g4XjPlKflPgQcrXSs+i3dak3b9Wxvrrn84guuX3/Bzesv2Gy3dNsev14ZCKaKrjKMkwlGerd03xWjs1s+4owu7YPRxZtA0zb40OB8KBnE2XNJBaocntJNE0vTyZjlYFkrlhZoJbSVGe9TQj4vwwP2zs6VscUi9lhXu6OMmBSRRAAXEhfXAd8n+lVGPx6IjztUk7EhSgc0L/PjBaQAhv2B/eMjl3MkqNF4J81kUSYSU44c88wxJyJSZrM92Xu0aegu1qSQjMFxc0meZxPyTZmrF6/K85Z4uL3l8fa2MDAj490DU5zRLISUSWo2wC1CIzbyZucXl/ggwbrbtRtZhi/J84zkSFEwspEfBH82siG5jC8VYuEymaHWMc1lH/CW8JHnovquM4/Du+KG4jjePdI2pk0QmobLF895PDwxziM+CBc3W0QcqzZQRzjVCTkloiaL0d5YkqlQp5PmAkTXAjyXlV66po3HB+Ff/Zs/5ziO5Kz86TffkOeE265o+5Zu1ROahuCCFeqq5T4X6rlg6yHPVqATcNLaWIdGvAbr6FK64RkM6i2OCGVtutKIc/VaY0MoHsE7pXOJIBEXJ1wakTTR5ANtGmjyTJdHAHrNbNWEBwNFiZ/FkwstHlBZAlkCM6G4DAiajmRNyzHUhl4RYUBjKVicXcPWNaywsVKkltMZsieGgvfp6dnk7E5Q95ySn3/2T2U2Uc/A/c+4jHL6ZetQkCKlXWuEysTKzmqUJnh862m6k9XpT7/4irVrCUnYjyN5Nru+XA7I5Batux6xwla06OukDONM03laHDhHcg5XtAq88yXHsaaQF2dsF5eW/TIayoYK6GwioK6wJZaYVsCBqj0XU3FUCOU5LsxpJ47gG4t/ropYgjhrwjiB4AwAcdmc38b9nuPdE27KNCq2b+IXVzPF9JbIsQgOWg7urRBFCDZWITYuSlm5kk/30lWgEpZ4kAGfE6141Hka8QQFnSbyFA1wzArOaqxc402pbU/ZxCkJWdaDnJbRKVH57b9+R1aGpegF28w1LZ2OOh9jRbSdeGkAUwDgQtGrjIDP071cblSlBbvln8uCFkGyPyWKUu1V3EL1qX7IiFE1KrX/BAyczsGLJT5208s5ObWHz1F+N1uRxGd1UbnJ9nOac6GyyFI0pHxO6/9+En8aM2AZI/BL5+sMWFwWT7En+YFC4AfrpLOXl6pVYLupFppeFwptXxXJHZ6GmD0kZZ6Of8U7/tUvhyybbEbxbYtft4T1mt/78R/w0xc/YXjzyIe/eEN+GFhFoS8b/iyJWNgakySmFEl9oL/acvXlF2xfPSf2LcmbmEhIivcm3qHqiD4iraNnxfOXL7l/8ZIP795weErMBVJOZQGbt30RjCuQEhTQLyWGD3d8FFlms69vntE2raGk3iixeIhemVTBJ6QVmlVLv14xY+ikLAhXVWi2rcBrJh9mxoc9q/WKVdPxcHzi1bMbDuORX71994Osl9/lS5YALHjvyyZx6qCrnI0X/EMf3G94nURPz0rD74EV9TtO3eU5Zp6eDmiMNALBr43iWbJFXR5Ef/a8lvhWPkswEZ71ql2ujeie4/5gyVEZV7DNztbB2d7zG0P/50J833/9EGC0xJvyTynryfs5Z9rG0YRCoxdTR2/aDh0g5Q3DMLM7RIIbSSkS54QXR9dsaJoLPn185HDYkwj49gppPMOopCHyuJt5937PlGbaPhDzxDAZbarrMqtVxjeO0Gy4uljz/KrnanPJPCX+7M/+ksPxjlk9Sl92jQLGlqT8JCho10bO1mATHF0blvNexr6+c+WWv50zQc46sCbWYv+WC+397OqevcsZe0FZ4sZn9+Szjd5mO+dok9KoqZcg1ukW73CusY6VgqRMnCKqg7GoFlG6kryIWeGpQkoj8zTCfEQzPN15Pn16oO9H5jgzjAfGabBzypkpRqOqhlxmwhMBs5gVXzrRtavtPNkI3KQYmeNMmqOBPGmmKToEUmzxNIKGYKOAcxlpKewVE+e07zMquaMPgXXT0jceL8pUaNX7uwce3r/n/t17nj5+5OnTJw67PR/eveXu7pan8YkZKyYMFOhZtxv6zSXbq2vatuXi+ppnr7/g2Y++5PmXX7J5dkUbPD44tPHkIniomhg1c8gzxzgxppnjPHOIc2E9SvlVbKecGJAitSyyZz5TtYIKK0f8Ml5wDgMu4NMCGJzYkUs+VECCINULu9hBevvlvVFZG9+aPkRjoL6TxtgX3lI/VzqBKR0Y056LiyuayzU7+QSSSuJPOXLbC7UWBMHhNz2us3Xpg6fFGzA+w3GeuH184nEYyepYidFxBxVGp0ijDAFy52n7Da5oJATgi4uLhQF0fNyxf3yyhH4c+fTtt8RpIsXI/tNHs/6aE5pLcYNjzpmdJmLXcfP6Ndvfe026WZE7K7hRmKaBw9OOaX9EUmFiaDbGhje2DDmbQ0YpAtAyh43ZGFKuRcJAEe+sAxtLweiSgyQkTRw/3HKkrAvnuP/40YCNrmG/XnE8HLi6vMb7gHp/ihlgxUjR8tCcS1FqXUW3RJBaVhhwHVO0hkc6CeIJkJ1jaITBCXSBpuvwrrF3qfmlRQMqcxQgpRnnIrhklZ6wxCrJgoipxlvRYkBDzlIlTqCuUYoNabneQjbLTonFCSESmCAfaOKBXke6HOl0xKM0KD2ZRnNh/hozxtizFjmya8nimV3L4BwjplE1FyHrBvBkWhH62gxSa0mm7HA5Qo6oWqHdeHPJaNTyuFAe1whlPMAeSlsXVqMs4LHWa+qWe2fwSx3aOXPgKfnEAhqXeO4K88WV2FF/QmoOUp7N7GwU0NXGnRfUG8MxdA2uaQzcTdncBDDWQOXbGOPDbDNd2xCdEJ0UILjUKPPMuN8RDwfcnGiKjXcQR984QskbxmlkSrGktULSzDAey1KwSjfnSIwziCMVJ6Ks2cb9MCvXqskQnKDOxm4riJVjJM6RlLBRwcJ2VCgUjYCqkNSVDrxgBiDCBCRNSEw1pNbVidQ75IzZoCUAWyOT4qYh5T4rzRlE55yYYw8nbSvvzH3EAcQIyYNXNJs1Isn2WtPQKzWGnDFGnMO7XACKE0qgWc+ynt/u63cHDtTkTDGEFRMAzJKKRaDd/EWB0X7qs1rCGvFG7T6vbK1jZwi+E5tvS0DrHbHw5hVPyrnQu6HSEATLRWpYrYgVUFD2755I/a0k7Q7UVwG807yQPZ+nTr5gaKNTNdpKtF8lVlgIz/mzBLMiad99KUbRatxptGDpFp+BIwZe6A8iAV4qO+L8fE6gwpIrl+OqvQhXZg8jGTx025brm45N3/Dp7zHnYhMl5onbrTf4rkNuNvzRv//v80//6X9A/6j82f/3n7H7r77h4nFiM2caIskXX9my6UwoUwfd5Zrtq5dcvHxJ2GwZfGOiVh6q97R4u0Y5G801B8f6+oLrF8+4uroi7o/M41hsJn3RebBuIWIEHxMuCoWmlJFDZPzwyAf5lVE/vxp59dWP8Y1HC11JsQCTiEQH0jQ01xfk5wfatw+MTzvyGAt1OuOdiXaa1oQjxkSabP5JgMY5kia6tkGlwpl1k/jdv2yey2h6dX57mbE+K6pUv7MMzypTgeXZqUWanH9PfZO/1Ut+8I+ff0l+4zcsaK3UfxdyzkTN7I8jnx4eLfmWFW1jlOBMXN53AQbOP0FKsYY95V3ruLjo7WzzTJonahJmdZJtROd6IJQ4eJrbXMoH2walAK16Kh7O7Ul/6FU1Es6PNXgIxT4reI+NRXjwDXf3d+z2wnFuidmeDFEbgWmbFduNCd4Ns/JwUOK7PftB6VZmLRvEsd+NHJMwxcz+YSxiTB2qyjCN7A4J30LX2/jXxbYnSc/qsuHFF1/y8W7kae+KYGyJfVKeFVg2VcH2H3NjACSx2XRcXXQ0oXRMpY6CyFmM/xwsMNEku3OqqYxklQTptFqoCbQuX09FxfmkO3Aekn9oPKTG8qyZGEcTzcXjgtlJhtDh/MpGDdTZnHA+ErMsLiwGDhexSnWouEJ+Mr0bcY44zuyfHvj22/e4zcgwD7igDONxOa+kWujsjhwT8xytq2ielFYQOSFJ3QctSYk5E5MVMDnWPS+WOfIMzi+AuGomF+FHX7rgZGMoOBFacXRO6LyjdY4mKXGeiLs9u92O+3cf+PDtN3x685anjx8ZHh+ZjgNP93eM4w4tU6EOTys9F+tLNhdXrC6v2Nzc0LUtl8+ec/36Cy6+eEX77BmyXUNQ1Oo5nBM6CUyHgek4cng68PjwxOPTE0+HPcfjyDFHDmSOeHLXoqsef3FBc3VJe3WFX6+hbYmNMawsTjgbNxKPZCn7u4W+rEXhXHXpRC1rZMmbWEQMg/N4a6/gXMYFhw9SQDZP6DzqA0EynlR6hLrMPh8PkXffPNBdtRwOT2z6S5rtivaiY553zPNEq51pCEgRYMPszPI8c3zcMR0H2u0addZaTylDzAxTZDeOxL7FSSBOin9+TfPFNdOmI7fCEAxoSl4WgHRWs5StYHO36Vm9vCGrMh8Hrr98BarMceb+2zfMDzviw47p9oH0uGdOmVkTs0AKAe1bcmOCXxSrMEnK4XHHp7fvebi/J6WaK6jp/4uUkRIrYC35K7oZmkESOWP7nzhrJov9grzkhuWWGahX3itHy181Wf4zTxP7uzv2j0/oy/wZgClJkRhxc2TeHxjuHpj3R1zMFR5Fy1BBhgV8tvzKbEnJnmGeAQhN4L//H/632b66YZwHDikxpMRxnpizWdh6kSK0JxY/i7glklEiotGECJ3phViuXyjSelKoqHa4tUlm0dLE7QIREWscgtJoRuYRySM+zQQ94PNIrzOrHOl0pmMmqMHCjRjbzQDgE6ifJIB0ZN+TXWDwDTvxTApzHplK/REQWjJ9+d3V6409g22ecCngCyCgCLMP5qKhZuMYqSOBrlzv0+jNAhqr1QkWnzM4i3362VU5gQAVEDP3h3J9ciogijGlvT/Tninp/gINi5yYXcCn+ztery9pyhhV07eEriFPsWQ4pz3TTEMFRhMljfsjXKzQ1CJZ8dkcTxrn2fQrLjYbpm6FsitCfJ6179hu1vR9x6ymT+NCQIJjTpGn3ZMJefqABM/93R2pMHarhtP+4cnm6ht7VudxKrHOxgZyLPatehJvz2pMl2TLlZzyMu+voQEfmGI0rYJSN4xlzcTlDtgu3hKXu5JL8yTXmykGcTVOzBJUzepz5QIdAb8wtUzjIpaxFNqAX/c06xVN1xK9Q3VEcsINE+P9I8dPd4z3j+Q5WpwWjyvR3UZRrMEthYqcs5I12X79O8j9fyfgwO3dHf/Ff/mv+MNnP+by5oLLyz3rj4nmMNOJY68tqoZEC+fCT/YqDItFkT/WAy3BYJnQkaXfTvlnqt+vdfhNVGuZ06nqjxV4WbCi+jpP7Euy/xkX3x5hcSzInMO6+a7+rFJdmBZLF1FFo3k0twE6AZ8yrTO7m6R6+qzPCv6SBGMjFwW4K7/LovRZz/033cyamBaGjp3K2ZlXoKEioDVxUGDOVrBmB671bK42XN909CtoZfgNn/jXvxRLAtU7tleX+L7j8sc/4Uc//hlNaLn7+hccv/lE/zCynhONqg21OaHJDYhwzAltPO2zS5790e/x8o/+iO7HP+Zps+IgWNkmxv1KXtDFoiHbzKoD13u6yy3damMKwaqYLqHYTJW6MndmAbrslpbgIRAT6fHAoHCHwyVlc3nJqr0iB0vWg/hF7EGcQxsImxVyfUl+fsP09MQ0z2gGhwnhWXKoSLYxmfGw47jvaJoNDcqQZtZty83lBR8fnv7O9+Hv8pJCcXbOkiPvPafJOVvDp0KpLOe65uR7S/w7Jdk/1Os3B9MaLsyt1IrHlJXH3bHsxMrV1ZomuO8p2NvPn6p6AzJPOEdwsO5bGtfgNLF7eDiRguXEFLKfPqUNy3uWS7wIoX7nNP7mm8QZVFLiTwiOtmtomoZxGPj48QN1dnkYE+PkidmVDiQ0zhSqL69XXN/c8M3bO+6fIkl6dkflMO1xLuEl2sjAnBizxe9TwtSQs5JSZooZJuU4ZsbpyDjM3FwdeXZzQdNtuXz2gsN0IFZVKOQzAOp7k5vOOn0sHelKcj3d1+V6nwExp06u/T7NcP848ul2xzRT9AbOoQT3GXBT13sVpqR8nteyzcnp6n8O95RcM5cBVcyvPScDY7xTmn5F8AFtTCAzMzONk81Cu8LIqp9ZNWNyQl0EVdom8fpmS5sHvv3VLziOR/pNy//7//fPlmsXcLRtZz7Omsk5kQozJmJFj/hA9mWWXK17EnNmniPTNJNSJMfZANJkc5amOO2WTmK99K4wtAQWu8hOHL0IDUCMTDFy2D/xdHvL8eGJT9++5cOvvuXjmzc83H4gjSNpnBmmAYPbG4IE2tCzWa159uwlF8+esbq6or++pm3XbG9u2Ly4obu6wfVrUuhs1lUyjbdOeMSRQ0tygSSBJN70E1SYMGrqRGICojhc8NC2uLbYUoWTu5Go4LPHSSBIMDqvMx2cVgVXRJLRwiLK2Wyhk4EszDMyTehxRIfRRLhSMlDReQMDWgMHQnA2n+tdEZbLZ9isnBiOSXHB9sg4CfSOpvG4tiEJDJrodSZIHfa0PCoIxBg5PD1yfNzRXF+CC0bLT4p3gfXlJT/+x3/M9Po16Tjz+O0HVl8+wz3fkjYO+oBrbDRoruiIWtfbmbw3ToSmiHSmnPHthtXNJQLENLO5usSNEw9v3vPuv/o5h/1InAZUPL5bIdsN7WaDBk8UzP4zmL1azIlxnojRbGa9F6YUmYaM5ID3pj/glrzMACwTr1WaMnecU0RStu9LeWku5NJlFAQvHtVSTGA6SXZF7R7nYSKNs9HHnS85cDagJWcTvcyZLM4Ko1w675zm3GuRFMXGWJvLNW7T8Hg88K/+7M/Ls+b4/S+/4tX2guPk0ctL+osN/XZD+9gizpw4ohdjB1a7VO8IrkEknMB8LcW+GjLinOB9oMEzJ7PWzsLSfBKpazsTUEQjZGMguBRxRV/A60inA32e6TTSM9My0WAihU6K4ryegOACTZAloK5lCi3Rdex9w1EbZvHMaWAKnpQnfJ6YNDEVjQMFOlFrNGrGp0jQAe/A1Tl0V5pMrjEmMcosYqBcCqYvJ2e2fTW+LaVB2cs1k81LkJPSV+mQi93RrBnHTMoDpJGgMy7bGEWD0qqa3oAIKXhk1dFcbPB9by4cJbp+8/Zbfnr1nM1lQ3COpmtpu5b5cDSntnJMrsT9GSXNM+PTkenpgH92AVOEpkGCxbDgPZcXF6SbZ6T7HfnxQBwzkpQmdFxfPePZ82f2bDvwRYE/5shuv6NpAr6xZ//Dxw8G1JdYJSK8e/cO3zamjZATtx8+olOEOTOPk42sZWi7nqub59y8esXq6grpjBUy12LZecKqp7u4IA6RtD8yxEjQMmLiHXOebb93phnj1THHcamHEsqUJlKBEOpNDfmUtzoRNEdmMr1bFWjITEYjiZgCU7I90XtH13XgIM2jOedMiXScyMeRPIyQTES1UWPnJWdil0cPuulZPbsmrHvbm5Py8OmWeZz4bb9+N+DA/R3/8k/+hH/3f/SPuHx+wdWzT2zfCP6YyuwaLHhiod7ZhIF1dlPteiFLQVx+ZCE5lTKdSYuIHxaz0pJDn6jBpgZylrwpZx21okJZfqq+Pu8C2nvYjBXonMhjJM+mrLogh3JmBViKfRcczaZl+/yC519ccPtxT3M/0sxKEyC4TE4O1LFEO75TPZVXzNAWFV0jQp2YFrWQsY5tucJnifNZ3WZnoycsYhFUK4hx/fbg7PrP2ebcQt9y+XzL9rKl6Sbuv/3FX7sWftNLSrIUmpb/8X/8P2HK8PX9Lc8ur5keRz785TfMdztWMSKaSS7aKEFSvLYYc0RJ3rHZXnH55Re0L66Y28DsXEngqyKsgRykQsklLzaa6gW/7lhdXtBfbBlzgjgDyYJnUaBFsM0dTEwFW8tePCFbR+Pw6ZZuu+Lp7hZaR1ht0QAqAbKJB4lAlEhsBHfZ0726on+4ZN7vkDGVkQKlOjU7FVzOjLs9u7uGzbqlX22ZjnC1Dry8Uj7d7xbUeLHg/J1W3EZzEgwY89WSBQpV7gxwqxSCs2LgXDDuH4rtsBzL8vr+58rZP9VnBIo+ilgi/bgbcewQ5+h7ux+G7ebTJS8Jbg0DS0Ev5sTSeIfvHXJ5QVO6va7MdlaM9MSqOHuepYICekaLr8d+Tgf9/PXZ+MHyvrVotbDjBJomELz1D3wwVki0IX9LEkWtHBKb6YxkNM4c5sAQlSElsjMKa8rCHO35C+KZ52xyUSI2h56LvVMRpXXiSNnA3BQd4wif4sT+8MDjU+Lm+hJxW3A24qMlwT6d2nfP/AwEKP2qZeh/udOnMZjztzjtL5Rr7M7eUQpAWL9eAYHTe54GDSqzQ07vJ5/zEySff06ZbdWTn/ScMzlNTMm64NKuaZoArTcHgXlC00iOBuJWUcJ6Lg4HOZkuQTkxmwUVQrumXfd0XS0g7T6sV2vatrMCxnvT6MmReRzJh5E0R3ROpHkmTXE5e8U6ldM0MU1mYxhTIhQrEC9Y96wUfTWhl2yz4tYQsTjZO2cd9Glijpl0OHJ/d8und+/Y3T/w/utvePfNtzx8/Mj+6Q7SjM3JZ8yg0LFqt6y3G7aXV7x4/ZrL5y9ZXz+jvbzENw2ry0u6mwv67QWu75idI4l1NslKUKOBTiLMLjCKMGK07CQmRhiR8quMFQJFlnzp9FSwyJL/Qjctz/ISLbOBq0kVl0v3OGdEkympp4gbZtLuSB6O5GEgzxM5TTgSTRBC5+h6T7/uade9JeXOMWpkijOzRpLLTBr5Z7/4YEvewfZ6Y6wOtefaNYFZhJigx9TQawd9mYnVCZ0d6XAkHY4wzrg2LMWtOGF9fc2m3yDRCo79zx5pVj39xZrcBpJTphxJShmDsbhmXcQCOIsUbS973qMaf885R/aedtOR4sT97omP9/fIOJpl4OWWiy9uaG4uuPjpV/iLFXOwPEbA7MDERJD79YrjPFNHMzRnY+YkX/KFoglT4oerm1muwySlyBIDB4wRYoDy0ul1vqiO1xgvZG+5BGV0q2s6fAgm6Gg8ect3xM49JRtxsFz31Cle9gfLeCzHznnxjf9OWDQ3minjpkTft2zWK65vLrl72BD2O4gDiJJC8V93DqfmiSAaQUIRBXUIdq7eKcHkBGmcAT7TwrSogzfmvOAk4/KElCKdrCY6mI80OrOSxIqZXiM9yZxJVAmFTVPDtTGTbaQjFcghS8sUema3IoWWWVrm7Jm8MAdHDIGcRtI8oPNgLJXyZllK0a2ZmKPlbA4TonOedZ6R4HFERAJ1ZDiKCZA7sBomOxNcxS2xvg4egaKlV6Ry0oqw9L1E0bJV2dfsBnpNuKL50EimxcABdY7ceMK6p725on/xnF99/Sv+4k/+BIAvX7zi+uLKFPwRc1AJwfRRFq+zZWkYW3aeGB+PjE8HVmM0C92i2TYXFs2275Gra8aLew79J3bsiDGSRehWa65unrPermn7zthmwZNFmecJH0IZTxNuXrwoY6phabJ88fpHuMaDF+Z55sPbd+wfHtndP/Lp3QeiRJo2sH1+zcufvOblj75i8/yGsOpREWKK+JjRKeHFs1ptOPYDcTC9AZoW33V06455OtK0Lb5p8d6agcenB3zpzqsTDoeHkiQ5nBfG/ZOdR3FECMGjh8FE6p3gi6adDdMLLljen9S0Q9IClHsTIovmxpDnVHTzaizEWCbiC1vyVC9X9mFGebq9Yx5Hftuv39lYgR24lFk0h29AvM1qO+eNUlgq/ZJyLQX/aXpPUTUlZNuyTz25U1J4omjq947gh47q9HP17+cP6PKdCxBRqEYYWulnZbg/sH+34/h71xyfw9hkNipGNafMG5VC3Yv5SWfvrYhKunSRTfkSK1qxoFLnBk7Axtn5lkKi5A2nU6rBUkxDrwIln10Bhc/O8KxYOw+2n/+MbXjZ+I64rNYNiglxDY+7v3vH2mGd/O6i51/92X/JanPB65/9ISvX8vDuW56+/YAOI0EMhcuaCpABSSN4YXQOt+7ZPn/O6uoGXfUcPMwBkit3Ti1dTNh8peDAN0Yd1UTKnu7FNT/5R3/Ier3m04ePHB4euf30gcPx6ay9ZQmMWZ+BFgpezqZUqllJo3J4euTh/ha/7diGhr5ZlQK/OnGU4N943KpB157mZoN/2BDnCc0eLbZEVc7HC+Yt+3ikezbSXnR0fW8UvocHnORiqeNPDBT9XU0ilSUnZtFTFe5zzkjxLz4XeINzIO4cuNLP/u0EaMhnRe9v54DP3k9Ozz18JyLI599uj5YUsMCUi8eYeNgdwQmbsUHYsln3VVh3Oa8qtrl8jlTql9lwehFWq5bgLsg54X1JFKq14HeOUD/7itI2nlXfMkxxudUnp4XzuPH9n1/O1xCLhYI6xSKMIw4fPM+eveDN229tvCU4xCWQVEYpDMSKJHbTyKenB/bHA5nZYkZNjMSUvomFaovN8lnQN4BDnIB6vDQ2u6uelE1oL86J8XjkcIA0Z4ajoNrY7lCFGT4DwfTMRsvAKi82a33uECCfXYfvXpjP/1VUSmEg1A6i1HjwGaxcgdUCtGaoqsV1bS9jaHZzzsCj8hwscbqAb5pIyUb03ByQmFAfy6hBoG0bcgykPJM1lu5cYQyoFjV8XYpx087xpOSYx0yMjta1yxkcnnY8vb9l9bMVUdU8rL1B404z4j3BB5qmYW5bUhjxMdp8pHeF4FwSX19gEu/BF2spLxUlMDitrPWgShBH4wMhC62CJpuvng4Dh9t77t6/48O3b3i6v+fDmzfcf/jA/umJKY1IVZTGE2gIvmGz3nJxec3VzQ0vX3zB9RdfsLp+Tnt5SW4cYbNC+xW564nOM3rQbJ34oKBRSZrMZUGE5FxhENiazqqlMFkmvQv4Jcs519+Ts85qFKUpt9s0CIweavmGdanrHKkvD7arCyYrmszmMcWZnO362By2Izjr6rmmsc8V6ypXN6i6skSFYS5ztkn58OaW1WXD0R2ZtpH1doPfdGjjiuK83XuQ0h0xKq3irRD3DV0ZN0nWNrdGSvCLLWaOCb/tTffHCTE4JqdEygiFGCCSczEhCjYuo4CE6oFuFy2V7UWdFWGzZAanTMFiTnCOru+4fP2K69//Eby8ZLhomL3FK5cxHYwMq85GovI4Mmskq9i4WE7EGBdwoPZtqk0aGMBgPuZacrP6DNtz7YoVmmSPr8wYnDU5yhadcUgb2F5fcvPiOevtZhGNdCmXohs4jIx3jxw/3hP3R3zRPTiPU4oUAKo03Cp+fB78s/L1L3/N1+srrl/f4JqGbr1ivd3SrjoTzR4FJKOSScH85DXZ/uUkEZzFkagGEEdVpmwz4R4h5jKWkG30oO7pTjNeEg2JJkdCjgS1SfDASKMDK0lsZGalMy2ZLpuDQdBMgGX8KmXKcEJgFpilJcqKKVwy+TXJd0yu5SiO0Tsr4F0iOiH7AuoWAOZIJhRvg3o7o2acJssZ84zgadwI3pN9AAkowTrLQHImbLfkDrlqnFUo6FT4c3YeCsu+aPFaDLGTso7qWqq5hWYqT8K2b8s/XQiEtiW0bRH1tU5yFou/PgSIZsWeCuBv4wvFLUKEqluT1Gb9feMJbYsETxYhZmPfOScE10C3Zt2vaHzDPBsYPMdIEvC9abq0fUt2Qq5NgTPwQ7Ny1Rl4IO6UL60vL8CZdfg8z3SrFXcfbon6NXy6ZdbEOqxYX2y5vLpmtVkTmqbQ7I0h51yg317A8xkdInGMjMfEPM5o33HxxSueffEScqTtVsu+JhkOj/c4b7WYBsfu4RaqQ4GH/dM98zSYZa13tMFzvLs3+8c5k44T83Ey+0jf4Fc9682K0ARyisxpQlxTHCCMaZXnZL9SdS6rGYVaM6QkCougbIlB1Qntd/H63YEDlj3hTMCXEKwQ9tg8a8xaClRblFmVOZlWQHAnknLBScpstRYl1coQOO/Y2KumVSdvVeCzIPrDhcd3r2+d/5dS0LlSsgH44u/ZeG/jBWqYrUoRI9GaD9oDXD15c0plDkvM3qgIKIYyY24B61RYnRdV9Y8L+w7bRJsS5xQLmFXP4Ted72e6AwV1Vv3+98nZexpalWkbYdUKbVBCEDab/gev5V/3EhGkc2xfX7J9+Yx9Hnh29RWvnr9i/+v3vP1nf0p+d89FjHQacMUPWE0+mSxlLtB3rC6u2XzxBazXTD6Q24qKFkRfc6HaFk9gccWCxnQcXKs0Vxe8+qOOF198yfFxz+7jA7/48z/lV7/8c4bjzqBhNVqvekdmLvaVlhJS1jBT5Pjpgduvv8EHR9uu2axtczVIsPgdeCGGRLNpCJcrXG8zWdmZ3kNSU2f1WBHiFEgQxwmdIk5bnDORmYuLDX3XkYZxqbCrir5WhPHEJ/3tFN5qx2n0Tylz6kKONnZRRXn+Vm+p9fB/y8DA3+CDT58oy9gDZ18rkI49o+oY58TD44E4N8xz4uoyst309F1TNvdiBbUAEbUIlLPzjCag0wfIBqqkWizWzuFnJWf5gxidtWsDTfCnpGPJNE5x6+wUT6dy+qo9AzWu5EzbBPp1T2hhngbGcUDV5pLHYzSvZil0ULEEI7QBCcLj4YkpHhGXcdqgLpYcJ1hRU5wF8lK0amFdVQjGihnzKcdq2/pYpUx+GIGAjaOV09F6SfRMCLYIYCFkiYiza/Xq2SWX2x5/Zpt0AlIs2AmnmHsOIBhS77DdK5kgbbGpOg22lfeUM8CrzKPmnE/vf34/659rsXP2efVfnYJi3WHNQpruya6D6MxKLY5GzS3gqTt7I3sX07LIEnAofdchLjDOyuF+4Pb9I5JmYhFlmncDD28+cvP6Fbn1aIZGzaKv7lu+a2n6RDNFtJ/tuU+ZOU4cjwcO+z27px3r/Z52vaFZz/jYEtrG6JveQ3BlxNvONgCNmKqzS4k8zaRpZNgdePr4ibs373nzzTd8ePOG3eMj95/uOByfSMWmzlZaQysGyG62F6Yp8PyGqxfPefn6R1y8fEV7fU24uEIbRwrGMpu8Y9LMMRXdD2zsb05GPZ+nRBSzbUxiglVZHUdYPr3+wnnrnHsPIRi13NqPpXi04jkjUDqsWv1yz5/Tso+7UqxQ7cGSMTbmaWaeZ3JOZWzS8h5b3xaDnReSKJ14BpcIcaJNjkG7ZXWIOManyHiYWPWRYR7Z9hu211dM2wP6OJFjKcihAE9KI86KwocH9h/es3lxTVi1pMYxi+lJ+JIDZlWyx+wRgRnTdciFqegLQFTxB2sEuUUnStGFxSWGblB6gIgXJic85cg+G0wTNJtXed8TtmviOhCbcp9MCgTfeNbbDTc3z7jdvOfx8YFpnEle6C4u6MuzpDFxeNxZrFJhriMelNyijJWZ9WvJVbOx/srdNt0NVdM8wMZVRK3hlERwoTWgQ2xPdyUOSbFtI0GeZqb9kXG3R+eI0zI2crbXU4T5CAHft/i+RR38+s3bJd4MOfF/+n/9P/ijn37Ff++LPzZniq4jrHu6zZqub2mGQMgTY0omFpcdPpu+jBdzwgjiSGqQ3JRtzCYW1k7VZRAo7E0BjXiXaFymyZFGI01OtDohJNo8s9JEp5GVTnTMeIVG4/J8U+JrzkrCE6UhuhVRhMl1zGwY/ZrotiQX2EtgwKwMs/fYEEEC9agGcAGXW9Bk4J9kJkzLQI08tDB7fFJcTkhOJJdIMtPjOKqjVasNohRNK1m2Yk5KdvWZzmcpzucbszUVK+uoZA166hQbFG21kTq7DgFs/Mg7pGnwXWPd+vK62+142D1xcfEMBJquo9usGXdHiyNatEjUGINKLnT1iXEeGaeJPquNNlUXAwSZMvNuYHw6sn94YjhOrH1Lf3HB9uYZzWqN71pS8KUDX+W8bdSG8hxXrqliLlHOCU3TUbugHs/q8pphSviPn5jFMWZlzOamIq4AsAKVAy6A8552taK5uoHDzOFxx/2nB47zyCTK5bqlf3nDzeUV/3/q/rTXlmRJ08Mec/eIWPMezpyZd+yqvsVis5stkRRBAZREiBIIECCgXyB9EAR+l/6C/oRA6gsFCKIANgiSEESyu8hmd1UPrLm6uqabN+c80x7XEIO7mz6YR6y1T568VV19swHFRd5zzt5riPDB3Oy1114LdVPYg4IeOs5ePDEQ01ub+vXtY9Pf8DaPQ7tD44DzlvitvWP3+prDzS3btzfcvr4mRiE5T705Z3V5yfrZU/zFGX5eGfCWrUzE9QPxcIC+R4eEZp3Y25PHoJQErSXWvQt4ccRJh+K7QQe+O0FCZ7QRCoV2NhfmLlvLGwdRimGUY62ykyJqlAutUiwATowQKMAJjerdFBCjIwdOzTwfnew8veLBazke7O4dp3r6vvI3nWA/TFjE5QndG4OysfZ0dD9VFXImRcsA9SULYamnkaorD75v9PO/CVhAn4yanNVq6oMbnWQ5jkm5Rtrmt10PMozlZZM4o5Mi6mVP5LywWHkuLipWTUAO92zffvWtnz3d8Mlnj0OnojTLmmffe84Q4HsffsSv/uRfxu8yn/6jP+T2n3zMatvS4PA6IJIYhV9EKgaBzjvmzy95/C/9mPVHz0mrOb3zJDUxlyobYye7qigPW62eUeNG38vmQaoK7yrqZsZss2Lz5BHN2ZLl5YYvPv2Y119/hbYtOcYCOJc1UYRhUAv6HELuIrs317i6ol6smM1mNOvHlkVyUrIFwlCBW1ZUj+fM7s4J17e023vyYUDUWX9zALEMhy90qTQMJoLklXjoyDmxaGraQ1syWMVTlIdzrGVx/ELMSDmgtThrXqz93RDj+xfug/d+O0Dx5731W4GDnwd6fDPa/8avj3H1seRoeouMJ9n4/8bnGAblPvUcDpGui8QkXJwFEyrEaKQC1ru9eL0TxXhE6MTAFfNGRhsyqtUW5tRJoGA3ery3CVW2wtYJGHjvc45DePIzq/u39ds0NbOmYTlf0FQ125sbPv/8M5r5kt2+Y7dtcSS8izRFxdw5YbmuWK/mdIe2MGOYMgyjs2GekVHsJI9oZioAwAkSgGP6Z6HbiqsQIKViqccSMjnaFQNjSxQlejzox3kQz9QZx5U9Pzkox/F5UOoipS5bA/s28/Z6y/6QiA4DH6UEAwqI9b23/TDldUrnmAIcTMjByRp/AEx9EzgYryCAZlLsaA+3xCGUjMHRqTQNHI/GUTXZqEpj7lnL+KzXS773wTNc7Hnz+i33ty2ffPxPub27Pd5HzKYC7WHmggGWyVrO+SogM0VjpuojsT5AMPHflLNlrWJP1+3p2z2xN/q76MxYYF6QyqjrINYxtghFOUmIZCQmuv2B/nBg9/aaN19+zcsvv+blF19yf3NDe7+lbe8ZiEWKz+MJNNQsmwWb83MuHj3h/NETFmcrLp4/4/zpc2aXj3GbDbJc0otpBhzIHHLmoImBREAhRqQfqHPm0HXodke6uacdIm2MHGJiKE5tHM8CcbhQ4esaqWvwoZzzYowqsU45WjKD4qzV27F9sYMihEVZL1IijFPdgTxEYrSgLQ1DactWvI4CWJkDKdZ1wZWyKEwHABfYHSKTHoxmLh+dsdmcgQT6qCQv+KohVA2aI1EN+nLiDYTCAv9Khbg9cPPV18yfPGK5nqPefLtR4Cgz+nK2F0aWheaRMTRtBduD3p/sAwPHwfaZFgGu0w2TNHF7e8su9uxzT5SB2lXMKiHWgVR7kneFzVLK4ZwVglXLJevzMxbLJSpilGnvWG3WPP/oAzarNbHr+eqzL8we5cz97R332/uSxYVhMGCOaN2TQvAWWWq278pqCvWqaPa44KYyqijgRAnBUzdzXKgY+62XEBDFWX92pfiQ6UgvLmtnTKAZ9GBncrWYUy0bkkb+6cc/Oxky5W/+yk/43o9/RHN+ZuzJpsI1Dc28AAT7LYcu0Q9lzTnTyVCnICazJi7idMCrM8HZ7Eu8F3F4A5GdEFwujINIYMBrJmikKjoCs9RR6WCtCjUy05aGwc4aHb1vM9S5MM2SBCINg1sQ3cyY2X5GL3N6mVnrQq3ocmDAMYjQJ491IgAnPQQDrSQrh5xBDISY60ClbhJDtzInIEfTRVDrdBBUp+Bs8rnUbK1z3kDsUXNGzEZP3tdJsmaKkcv5M3prdlyMCjKFQSClhSB2T8ZALGdoFUhVIAdPaOppvq+3t3z1+iVPmyWhqqiaGbPZjH1dkQ5SgJZMRWEEZNsbqYvcX13jX22QxYIga5p5TXbGqskZGl+zXp5x+fgp3b63NrtVTQoBN5sTxU+FC0lhyKPavmfsHpWRqZWf2TIDvceSjJgzKRtwEAurMTsTFGyLmOZCR/2FIsSotm/UO6RpkKYhh4pW4D4PhOiYDy2PyDw+WxNmDYOqnXGzCu+0sL7MT1gsG/vMwnar06aUx9jXeRGqZkmYLWmjkO9aYmv7xs/nrJ88YfX8CXKxIc0qEx5PETSi3YH+9o79m7e0NzcQWwIZU6QxscRelNZlUhWoamuDKmJBYMqR7vCX7xr3867vDBz4tb/73/Mf/Hv/PvNHax6/OGd3Gznc3jNcDeTU4dyMlJUq+Ikin1WtDRAwUuKyHoX4tCAoZipkytqP10MExTbVaab8+DqK0zYGnFKobd8WRIwBRganJiYi2RwZyVOW1yz1GPib82piWwmpHYvLJeuzGc3tjjCMSGxx8k/cwvFwPA2WxuBOOYktsGzmWM3Eyfv+Wa6p1kkN1DF0MBPV2jJpVnwVePLsjKeXDU3e8o//+7/Fz/70d/6czwVwI0sKycawcJVnvlnSxZb56ownF4+YZeHVTz/n8PkV806Yu8rayZQ5yTLOvSN5RRYzFk8f0Ty+gM2C2AR6K3fGiyOL8TxyccqdOFPF1gnbKWxAA7FUIQesX2rlufz+M5p1zXwzJzQNrz//iv3dLdolY3x4j3qrHdJookHOO4iReHPPnUC9mDObz5jXc+bzzUQNUs0mMuIgzBuqR2uaixX3rytyX+PjwFiMnLLNswPSkNje3uFXFe58RhUcm/WSH33/Q1JK3Ox3xl4Ze/V+R1cqzikizOrAZjnj0A50fbQ+8K5EXceF+vByJTf6vlv8tj348xgF76HOv/dTppT6uFf1/a+WYx162RnTn66o0A86oMmRUiLnFud3OHGsVw1NVVwa0amd3vi8UxBLcerGzT4+9xGVMJswvgd9Z7iOOesH9y/ffPbpO05fWRxLa/2TCU6Yz2qaugKF+/tbuu5As1ggPhHqRK0RkYi6hKj1z14tleU84HLDcIj4OFid/JjBVh1jYig22+j2Be0f20Ad+w6CM0oqSSYgwLJ4ZRrdQ8BxBAJO62u17HtjppUOB3kEBkaGyDvowPjed8Y5ZyWmEvQLTIKFY3vcQt0XSrspZ2U21o1GwfmJIv5wXsYQ4PjlpytSy2tcOaY1Q3840AMqmRACPtRYLbg9U1RQrNzHhQrx1dEmKiRxVKEi4HHJI9rQttHU2sfvHr0ezEF1MjLcAqH2Rp9tMkPT46pAcqXsT9XKGwqIGfsejT3kHp+TKV17xXnTsxHnyJroBauRjomYlXTfsr+9o9sfePvVS77+/EtefvUVb75+Sbfb0ceWXgesB5KnwtMQWDRzzjYXXD5+ysWTp5xdXlIt5jTLFRJqUgGPhyGRqsBeM3cpsY09hxhJPjKrPBINoBhignbAdT3aRW5u7ri5u+P2sGXfd3Q50ZE44NCqJqzXVBdnNJfn1OcbqvkMV9XgQhEps+BcnC8sQ1cyE74EzkKBTArOpZAUTdlAgWEgDj1D3zEMg7WNNKnIohsScOLxYn5F5R3JJ4imDq5ScXvo+Scff25Cd6NtcErsE2+vruiT4/yjS5ZPLti+vaW93ZNaa6Wm2brnTMELmRwH+l1Lv21ZDblkPi0Qtza9qehJuGLLTgzRuOxz2f4nFHTzY3LRMJDp9VpeP1oLHzzNaoFvKtyspjpbMp8vmb84Rx4vGFY1gzetgtFGBHVU4kixKyUg1qYzA3hhfrbhxQ++z0cffoRH+Oij75XgXnn7+g2vX7+2DhwivPz8C7r2QE6Zvm0ZYjQRzpwI3qHZ2D9S2stphpyjsUoUpHYsN2s252fMS0nBSCoWFaqsVIOSWmPT5GEwZlkJryaAkjEdZXbJF7rxMAwPWXxZWazW/OSv/sTAlZSJ3hHVhEOzHgHjoJbAEhcmf1yJVrOvVlpjukxmm1wGr47KGWOmCWP2XfEacbk3ZYCcqVNPnVsW2hqTICdq7WgYqArkVgGKI4/fBYV5UhFlTudmDGFOEqFzDYMs6F1Nj6PH0ZX+HFGVThXEAzVJTetGXCS6gT5XVqIpIGp6CnXxDzyJahzbGHCxpUJYuEwismBh9sub3ZQsJQGYiw8xdmSz9TwCz2Pl2+iPqtjYqxq13PuMp0PygMsdPvc0qafRRJVNiJTgyF4saGwqsio3r99w/ebtg/lOGokuU4kJvvrKE2YV8RCsrR5KJhGoCkgGh9izu77Drd9SnZ+xWsxolnNUPO0QIUEdas7PL5EfQhUa+kPL+fk51WrB4IVWEzFZ0D56pDGDSCZ4AzJHaDOXeCmVtuFSztlBM4e+Y7vb03c9s2ZGXq5YzpYszjfU6yWuqqwuPxmAF7y1IlXN9Clx1/e0KC3KLiVcHJh3PXd9z0EEqSsTItWEDwYgMlL3x85NZR1nLR11xvLiYhdZKfkw0FcVO5T7nPDOM/ceP5/RLOboLKBekRwt8ZojGnvi0BEPB/LQ4dRsrHeuJBLtO7OAXzTMHp3TbJZ0qsTY07UHvv6zn33Dt/hFXN8ZOPDbv/c7/O4f/RM+Wl+w2CxoKs8seGbAXIQuZ4IXglPaoiLonW3aVPrd2vFjQeUxW2Z/cd9wph9exh4wh8UyOg/CbL4lfHjwc9WxXo/pOxVFojK0kaFNtAPsa2FVQYWaNXTlkEylErJ2VOua2WrGYjmj8ltcnw3tclp6tZaShJ93d6ORmWIceUdS5JvX2Id95DKMbTmsPEEnYTlH0YfA6h7HhGsSGHzmbDPn2fcvOH9c8ye/+d/xh//w79Afvr1bwSm11inHvqsihMazPl/hQuByc8Gj9QW7N3e8/tPP0bsDK6lZlAaVudQnm3Hx9KLEpiKcr6mfPLRYqbIAAQAASURBVMJdXtAt5wy1FERTjYrnR8Dj2C7S5ULVPx1fFwCr27IgIpOdVYPWqwXnjx/x/G5P2nZW9xc7olrWKOCmwC5lE11Sb7S1tNvT3d7R3t/TP2pp5kuSZKOXasH4g+BnnuZ8gXu8Irxck9uI7hNkh6gvmWQAxSXoti3b23s2y4bz+Yp9GlguFmRVfu+f/gltHBAXSh/W7+b6+OM/44c/+hGL5QrVRNN4FrOG7b6b5kyLyOV7Q/pvi/NPnZjTff0XKDV49xXTLh83y/s+44R6dBI/l9/lyUk9XS9S1Pskjd1CFFLibrvFavbWnK1qmsqVNnrjPTx8FhkfUR9++5hpOBUcFOeOtz85GqeP9A5AMN3raUnJNx9fyvhUDoJTVovArK64unrDH/ze75LigKD4EKlnHYu6B2/gj2C9n5uqp/I9qXY080CfMjIMmO8cShap0KiLRyRCcZyMeaUj5XK0VYVsoBSHCxgThipjucZDQGQcvdOa/im7Nmbw84ntnMbonb8IJy86DrqInHQ7OYFqnGfskIOY+JBzVss59N14V9M9fXMqjuw1sCx42fCM2gXGLjP4OKdc2BamfJ5znBgpUzmCy+ArfFUTmgXZ1xaMJgU/4IOjaRyLOnDwgnMPgYFmMcMhzHwFmMBZXZT/nYMUhSFExAe888SxD3RWYoz0Q0fXHmj3e4auM9HE2BHyAqe50L6tBtm6wCRS7Ol3Bw77A+3NjpvXb2l3B958aToDt2/ecri7J+aORDJwA6GmYuZqlvWM9WrNo6fPefLiBevLS2brjZWBVQ13msm7HUPfcwgVfrGgRblNPbuhp9OEVMLQBEJWQlIT1IwJ3yfyENnHxD4mDikbiIEFL6ahUcTzSnCmzhkwUBlzTVzpWC22l0fTY3oWpa5YM5UKAaPGS0rIvmXYbulubti/es396zfcv35DdzgQswVRIm7qGuNDTRUCdRH9GtvrORy4ikEjX98djskEhavXdww6kGplfTHQas9ss2L+5IL917cceuukU4kUETrbSBVi5Rj392yvrzhvP6TWFVkcPYAYEGQ1x/ZdKY974SHwKdP4HYFYy9ZhLf8mg8XRN1HAOxaPLvil5lc5W6443NxTh4rF2dLmvghDUph4RtQSJGb22x0/++nHfPLpJ9zs7umJLJcXPPngBU8+fMH8fM2imrHZbIjRMvZPv/chP9ofzK6mzBc/+4R2tyPFyGeffspuu7XuBzFyOOyOzLSs1rHKWbbUFe0Z8ebfNrOGuiplaQVI8Qi1Cux6Dl+/5e7Tr8h3dzSq1M4RJmYWtubUbHOYNVTLGT4EkrzrIQqfvn7Df/Zrf4ef/OAjfuXDj1g8e8zh9o7m7RXzu3tmuwNVaUlqzpeW5Ewmph7x1uJWJJQuDeYbOxes5R3GdjIc3XrRu6GlUgu0a+2odWDBwIJIrR1BIwH70+jzhWKvZhWL4gBJPIM0dNLQ+QXJ1UTn6V1DR82Ap3PGGIgIUYQuKVFKQCcBJRMJCDOcU5KHqEKnEaHFq6MRS7l5DAQwqY0DoQ+4rKjPzF1N8jVZAh7lgMM7aFGzEQUEUKToChQUgbENpZ0ZMs4faj6sRjRFgk94jfg8EFJHQ6Ih02iiEcV5R79skKeXrD/6gIvzSzQ7/vb/+29Ns322WPLs+TNiAQZiHEw5P2c0x+IaFf/Eg1OPpkxMkdi2NPuW/n6LdheEpCbQXajvIQTWmw3r+YLKVyiZpmlYrldQB7pxv5bzLYsrMYYQpbAEnQXxWta9iX6XOKqwCX1VsVyvefLBC5aLJXdvrnBZmK2WU1eYmK2zh3iH9wGcIzkrYcrOMThPJxDWa5Znax598AHLy0u08uySCbbmwjyczmrNSLa9NgKeWcGriXSKUfoIMaN1TaxrWl9zoGKXwLnESoDG4+c1NBVRjCUnmtE00LcH+t2e2LYQU/ELpWgw2D2MSVtXNHsUZYiJru/phl98l4Lx+s7AgRgj/9F//B/xf/4//YecNzPC3BMacJJM6ENCYdIaqd+ol856NJd6LRgzb6NmwLF7wanjO7EJ3mEOjIfOEVF9mH9zJduSHjjQlslKR8/bnDIpfUCzkPaZ3U3L7m4gpkLBH2nvzoGkKTs1UUdPnFPGcLw4ryOFcHIeT516HriojFTuIwX23Tjq+L4HQnDY6yZK/AiYFMTUskNHLbRc2A/ulBrlhfnZil/+G3+d3/0flry6vyLz/iBUC8Aw0u+INh++8fjaszsc+OjDpzx78pzGN7z58nN2X7+k6jujqKmhrNFFE/NRE4LJ3hHmS5pHZ1TPzpCLJX1TM/hMQiwoUQtORxQ+aCAUNN0XZ8wejkkkxXR+hZSMCikOpPJsHj9mHhpqPLQDN1dXEDNdTpZB88kcwdLn2zlbs5qApEaxljxlOw0hNedeJEMQhkatJeNmCXcDuUtmgFEYuy7gqLQit8qwHRi2PYvZkizKXb+nQljP5/TbhGqcaJzfxZVi5NNPf8aPf/zL1PMZoNS1p64dQ5seAljvBK4P1JMfREnfcrN/iYc4ih3awSzvbhI5/csxcD/e7vH90890/GwLBKSo8o+sm37I3N7vS1/iBRdnS2ZNQHVEmymO7QlQMZUbnD79+wP9d299Uqs+PvTPfd/pJ4901LG+ugrCah5YzCucKDlFYrSMU8oD+/1bKr+nqkHCqFaOaQl0PVlbRBtUdKINM+oJiH2JjPc4DuopDqQwioeCFIo1llYZRRGcQhHCSqedFk6eTqe5HOfV+iEv54HLM1PlP2LKcrSh48iNYJYUiq5yBBdPFq5m0xux5+TY4SUYi8CFyij9ouS2I0XTmrGSBjlZn8fvHz/9IYNMGdWqnZpzLq7U8BIQp4zdeKRkdF0RkqpmC+rZJdLM0XpBkoBTZbXZcbZZsmx6gu+oQsIfZRwIVeD84hKnYs5gjgYyeKuTlpStC0Ef0XZAY7R2b2XYnQQobIOh7wp7wMRwco74HNDkLAMqYq2bYmLY79nf3HN3fc39mxuuX72lvT9w/fINd1c37O+3BoRg57bDUVPRhBmLxYqz5Yqzs3MePX3Go2fPadYbCIGI0iVlt9uxu99yr7AXR7Ve0YqyJRJRshfCbEZmZmrgamKQpISLGfqBfdez7TsOXUfbJ+vjfZwplKJGXzoyZZGpTbGIQ50lO1LptoFYqy/xDu+EkOtCXS7OccqT+ODQ9QxdS2w7YjswHA6kEjL5UFHNKqq6pmqsjaLUNTEAEkhJGaIprf/Jm1vu+pMzW4S+G+i7ms1mTXBCH3toHNV6CYuG7vaAUyMDazmTrLwAgmb29/e8/fIrLj56wfnlmsY3pWy0rO1SE/0u22e88rhvs32mjn5RYa9Y8HD0JSyOEDSbLkTV1Cxnc+aLBfFwQCK4YAKyOSlEE7s0+l2xE7nsQ2clBzHGkcyE9RI37aI+JctwekWcYz6rWZ6fGQuyH1gvVqVsIPHs+XP2262JGQ49n/z0YyitPHfbLbvt1lpHem/ChGo1xpozmhKpaBN4TLC2EqFSRxwScd+R28Fwv9Ec2mChAhGre5eqYX6+YfFog8wdn715xfX9UThaVfn9P/pj/q8/+5j/3f/2f82P//f/B8JihduscZsN9WJFPd/hDgdSNJYCWspuTXEFshB0QFyPp6Ei4bUnZKVWKz3JCD4X3z4NuNTitacSYaY9S40s88A8t3gdcPR4tSx2xBg0qo5MTZSGKBXqPAOOTma0fsHg52RfEUVoxQCBXkqbOhUTIVQlqmnepKOhL8F4RXLW/UKyQ3JEc49HmZ2Afr4kWpyCxgOqxmipK8+MjDiPc6ZpZU+cGWQUB7dSouwEVKZxBAuIxw4YFD0jKUCE6bNlRAdIPTn2iDM2SuMCTq0TTMbWUw6OZr1EnLdSl3Lth44/+eozbuo1v/rB92mqmtl6yXDoiPsdxITLUnzfRERIpczPIQb2qK05GWLR+hAo3Q9mdUPAU1UNKUfrcBM8zhfdL+dKVyEby1w2sMVsY9xVmNYlUstl3SCgKnjfsFifUYWGeP6Yw6Mn5G5gtd6wWG/wdW1+V9F3sCC+GB9fsTg744lai86UM/V8xuryAqlrdmlAAgyl3DAEszkp2/w4pdiAItxcSiO8Ki7Za0OyMrzrruV+6MmzCl3MGUj0Qeic0nslOBhLD70mhr4nHg50hz2x60/sn5JE7bxQGzspopI+FEZE13Jo93Rt+22e8z/39Z2BAwCvXr8i5oSrHWHmkMoUUIfUkr3DizeHsWyMVARVjiqfUoLVIzgwBu/vCp4lbMIeiviJtftQPda0FZVhlZGK58phfkSMkubCiJZpspwrS9nZ5zpnit7BO6uvyqaSLcX4jKKE011nCkVQp9Y8onYA2H2N33a89/eJuo1KuXAcg58n/vZQKf4h0CBSRH3cKHYyigM5cnZkySSn4DOzjePx8wWX5w0ye85sPse5PJWEvI/0bGN+IkxUKfOn5zTLGR/+4Af8T/7Gv8bj1WM+/62f8vJ3/oz8ZkeThFAEuBATBEmq1nNarBPB7HzD7OkT5PEZcTknVs4yUM4c5lwOfo8JEAZxJnYVvLVqiQY8SHAl2Mgla1GyHA5UE6IVjQ9smjl5UA53O4gZuVEkHRicMoiiLlsD+2ith5wqtJHDzT37mzuGrifm4diuJWdy7NE80GmmqoRwvqSZL4j+loGiNl7Wo2Qp7fIUnxPSC3QZhkzlYDi0iCqL2Yyb7bbANQ8jsHfisX/u67NPP+HZsxfU8xmV98waCH4Euix7Oom9fdt1XIy/0GsM2KcdJfLAMZ2CM8agdAQPZLqvsU7cAlfLD2pRKZKM1cZKEbgUc2BjUvb7luCVqnL4sCq1aeHko8uhePIdx3s55s2mn56CPKOpzKPWgL5/Usuwv9up4HS4pdhW59TKUzZLFosZKQ9cXb20spFyLw5jB2hTQ16Qo/Wy7w6JthWk6ug0su8zXZ8he7wIYE6TjG1anRZndnSIjvZppMNqAQ9Ol04WGGuTVN6vm2FHyVh7fbSlVi6m1FUR8PqWNfPu+Bi24OijcLtr2bU9Q7acj1lNi99Ex30qSPZFiLcqLa8UlyGlg6kQi/1smpuT53/fBBZJUcY2b+PrFWsRKRjlemoHnDPiFQlCqBrq5gJZXZDqGp8d6/nAv/nXP+Rf+5VnfPo7f5+7u9fEoeXzLz+ZvnnoBz7944+pv37J937yV6hmNdEnhr4jBIfoWCtq4IsPAZqApkiOkZQH+r6j6zq8M0pm5eyc84XVpSkWHZ7I/n7Lfntgd3PH3dUt16/ecv36Dbdvr+j3ke3NLfvdniH2CEqgtvZRvmIxm7NarjnbnLNabdis11w+fc768hG+mXNISh4GDl3kZui57jquh8TWgbvf0ldCF8Qy+3WgQREvNF7os1INA/QR10UYIvuhY9f3bLuBwzBYVopSNwtQAO2U88TOy35kE1j9aBDMWUbKupbJOXYYe8DlVM6IBMNAbHu6w4H20NL3PcMwmI+CmMa6SEH6MuICVdXgxJNiRINQAb0ztfHb3Y5hanVUVltUJMJyvsQWeSJpsmynM5/DWvY6fMo4lyELSSNOA01Shqs77r74ms2TSyr/iLoOdKFsxsLeHGvlDX8dA4MThtkI9gkPQbyyb5MW9X+R4ruN7TBNX6heL2jmM4hmB2K0k1STzavPx3kSF1gslzx58Yw3V2/pdaDPkdXmzGrGs5KSgaMaE+L9WM5s9HMn+LpicVEZLKfKj+dzNCVjwMbI9z78iBwT3X7P559+xieffcJuf7AEROm0MFsvOXv0iNXmjKaZlbI1M5deQWIiHVra7Y6hs77oZg84AZkpIs0mehiailBXUAnt0JsW0DjXagrwdylyNySuc6IRR57NcZsz/MUFddsRdvfQtWRNFlQXO5eLrJxIJEimckpFolFTis9q5TKafbHVEXKPSx1OehrJzEjMdKDOA157nFqbwmLZUDyDOISKLDM6mdG7gEpgEEfrGno3o/fWqSCLpxMDBpIYLV4Quox1hihA7WRr1YGECWASb2u914zIjE4inQwleLXyBg9EMk6jAQnpgHeOeTVDnNl2A8dByfSqxGwjZmdGCfTkpGQxl3A460lcYb6KufnWpcvlAXRAciSEMd6AnIXURSrvWWw2LJ9cksVPoBpAO/R89tXXDIs9H5w94nztaJqGxXJFv9jRth2alSGPilVW99/gGfpIur+n326Jux1p1iBi9tey2Q4fKpwE5ish5mjJgTHbUQLcmBJRS0mmMLHMxv0NFgAftTSsDHBKhjqhmVXM6zmoks8v0Zjw3urvcb58qJX6pGRAmQeoPM1mRTWfERoTaqzqijCrITj64iskN7IMDQCNhk3gpLCd9KhNJzFbpy5nmhAuq62pasb84oKMR5ZzUh5Yf/CE5skFaeZJRLImQkrkfUu833J49ZbD2yvSYYvPEWO1eMjZNBvEWDuusjPKWKTK0BtQnPr/P2QOAPRDz5v9LT/6wfc4f3XP5sme2atb6q5HNFC5mqgmlGNgtDmPWYx04ybxmWyZbKSoN4/OvW3fSdG3XOPPj38/ZtsFo5Vl/ea/YUT+x3ihfJMU7QNXvswZ+jOWyI1GBCiqknaAeYqgScl2pZzJMaNRp7o5Cx5GzYJvCeBUTxzf8ro/J6M6vm7qyTuOZHmbH/8u5fNPqCwpW99WQ6Mj1cLx9AdnPHu2RIJy8/JjUr8nnjgZxwpoc1qZqMKCYAIvi4tz3KJhfnbBhx/9mPXsgv3Le64//pr4aseqD9RFDTxDycSZ4xOBzkHzwQsu/sZfpfql5wxPzoi1N1EdZEzLT8GBy7Z5xxZZla9sNWi0bKCW7ymoj/OCZMeAEl0ge2Worf6pfnzGsx9+nyH2Rq+7iaTU2xPXgBvLYooDPCSG+x2H6zsO+y2zYU0IVRkPJbhAjpEWgbrCny+onq6p77Z0+3v62JuzihBwWCVcxGFUVw4J7RS3qKh9xcWy5qq+Kyqm718bv9AYXMvzltZ7de2ZNQ27QyLjSks8jg7Macb0nbv5uRDCdKD/Oev99NZKsD8CA6An+0UefP8EEEz3ItPXTswBZHJIGRkxYBkfN4oG2l6ISdntDgU0DCzmDVVVRI3Gbz2enccAkHf2/gOw8Pgb641uH5DTCBCUAON0nAoaMoEiRTtEykPloortnTCfz1iv16Dw6Scf8we/9/t0pW+u94F6PkNbSLIksiYNLft2T7dPHFqj/Casy4Y179Yp2B+hiCkvMJqMcWxLVDBZ9GLQx3HPHF9n4q4nEcS7k1+CaOsvr+CMSm+1/wUAliMg8+41OicPp0HImti1gwm7iZsCEmOemb1X59BQ4UJAm5pcecgR7xwu1GRn+hQjXXp6Zj3RHJiea3qgCeKSwuzKMtp2newcitGHNZvjqt5Kkpzl18Vbq8K69qzX55xdbNicLZkt5+y7li++/PxkEGB/t2UYemLf4yvHMCgRjwZjSYlTvIdceaqmxsdogWiptR7alvZw4LDfc9hu6bYrhrqmqUJp0WZrJB0OtDc3bG923Lx8w6uvX3H1+i03V1fsbu/JUWn3HVEjglDRUIcZi+WCy4tzLi8fcfHoMefnl8xnS6qqYrZeQz3jvrQc7ZIBA3d9z3XbcZMiuyqQcmKoPbGu0NrjNNM4Qbxj5hxVTvh+gH1L1XdIP7CPkX0f2cdIp5EBOycToNnKL8bEQs5GlkvJnKwsOlGM7XD0ljUshsZE26QEh9b6Lw8Dqe2slefhwKE90PYdXRwm8VkHts69dUiQKoD3JC3BrSo+Zhpv2ejAMXAoix7wbG/2vPniDatHS66Xb5gvViwfbVg/fcT9bQ8d+EHwklGGkiV1RxsZk91zZ+1HY2XpBlf0fFI5D6ZuGiM7QErpwyQOVWyh6hEIkJP170rWUSmlFOZz9TmjweMFkliHIuqKiIlpukLkluKqaUogjstnT/mJg8cvnhHJzDdLludrmmZe9n65p2IXUs6mki5C1NJ2EWsPJ1XANZWVkGjmox//GB0MHMjAzXbL9vAVfeypZw3rsyWPv/cBz7//fR4/fcpsPkfEIyniE1Qd9F9fcfPJZ9x8/ZLUtlQ6loAaWC1IYT4WX8aBBrHuEIxieSf2bDpP4bPPv+Af/P4f8GK1JAShu1wjw2N8GvB3N7h9yxDbIrwnY74bRyblAacdDk8tR7855rIffEUu4oUhD1SljWHIkZkmmmwihB4IWHAtxRZmmnJGNkTX0EtF5xsGqRnEMUhN5wKd8wxgdfKFVRAVhnxaxz6yeqTYXsEKQse69sp0xEaWlNYMCB0Zr0qdLYsb1faatTy07HHwBkYIA46KBqFH6IGZy2gQ+mzaGyNjN097zqq/TGyQknAw2Fm9MaRFM16s/PrIFtGS4CyZ7RDYnJ3z/MWHPHn2nOyCaV+dbG8V6CXRk0wgvgrMVnOau5rWCVETpbgWIWAKOok0HEhbT/f2hnazoqpr6nBGEyoQE2QcYiR7igijgJTuA2KJxmn8c5xYVjLNRQFEsLJcKcibK+1EESvPEyjlAkUjaYaVumBne8qjHlDJ+icDGoI4XFVRF1DgomkIIeCCJ5KtlIDCEi+GLGo2sW1hsjPj84xkBCk1UlLeFsThq4Z6s+ZRqDm7fMTVy1dkryzPVmhTEcu+cc7s2ND3HK6u2b18TXd9A4cOr2XNFv+gE6V3SlcH5GLF4uljqtWS2+7A7u6erjfQ8LuiCH+n4MDrN2/4u7/+G/xb//N/i7MPz3nyes+HVx1dd6C/66F27KRGnQd1I8jM6CDpFOYf3fd380ZuCvSZXnEabozZuClOGW2jFOromLmfjOhIIT2+eGQDaKn9FOeLGG+24IhRHJEpq+ecL+8V1DvCqmZ1seLi0ZL1l/dsbwZC9HgHtcv0GbB8+Xuvyed/ZyGMlP/jqJ385tQBlzEA0aOREiGihOkDbBSi2gE7EEm+49nzCz748WOWZ8Inv//7/O3/9D/m6y+/eO99jo6sHawGvyXN1Ms51axmvj5j8+gxTx6/wA/C289fM7y+p+mUuTqCy+Q8oJrx6s3xxcT73HrB+sVT1h88JZ6v6aswBVGClLjB4ZJVAXtviuJ1qKhCIIiQYqLIN9tojAvDiwmoWwNdG0lxDA6owK9mrD98wrO+pTsc2HU72kM/ZZLN97HeGqjiUkYPPd31LfdXVzSX65IZCEYx5+jo9MB82VBfrkiP1xyuZ+RDS86paJbazHlsaXa7PSKear5gOTvnbLYkqfLDFx/y5vaOfrs93RB/LpD0l7pOs79YO6emmeF8ZyJF5AK6fHvo/200U973tqNx+Ave2/GDRExLY8rK67svt/0+ggr2RIbeicq0r9wIoKmO5XA4KaGi5OnQixH2u5bKVwAspS41muN3j8AF0547diWYELvpXqYBGQEKjlZuQio4+dx3x7MEJTqWbxWb4VCqEFgt5qxXKw77W/7g93+P/X4HahlD5wJhcU7cdQzuMdFd0O9v2Kc9HYm9HmBo8U7xpbY6pkRM1lpP3Cj/cYRQx/DIbkxB1A5cKTZVYUTwKe8dx0JFvrGajuyD6WFL2a49rWlzFVSi6CUcQYCHIybj543+QgFvRUZgpoilZYd3Y+lPMiBZrd0TrsKFOcysfa9W0VqNtntSztO8y4NvdSdzfnpnJ/+egA1X1ivTn0mSZVOzolGJfcalaOr7GZz3Zcw9fQfOz2gWK+ZderhWxtWWrOZdUzKQ1htIkovymA+CNh6/qMjaEAcrD4it0d/b/Zb97S275Yr9fMG8rqmbGvFY29NhYL+94/rtW3bXe65evuTq5ddcv77h/vaOru1QdaW9pxAIVNWM+WLJ5mzDoxcvePHiAx4/ecpqvSn1/ELEcUjK/aHjdr/nPg3cxYGrtuNuSOwFulCRM1NdMhFw2TrB7Pd0WfEpE7oe7vc0uz3x7RU3t3fc7XYc+oEOZShhQZH2Q7Woaxe226AwiDlZ4i2YRo3yPIJeDgOvvSreKa4o0+eUGfpI7Hq6tqPtO9q+p+17Ykolf5sQPOIDzldICCClFlysVC5a01+uDy1XQ89dP3xjrrNm8qDcXd/TLGq29/fc3d+wudxw9vQp/Vdbhm5Ll7MFNG6smXdUGNNu3w68/vwLFpcbNk3A1eck500ojCLFVJhBqsfe6ga6yrH0S0pIW4Ia62qgJTS1vWwul61Z563W3gAyC6xiOVjECTFZRr0p34VamVdSkKZiMat5sZxz8eIZKlDNGnwT8KEy0UGctYlzo1ZECeyKKc+q1poxm36Kx/wdzZnaC5WvCDoKU3pihiErTQg8evqU7//wh2weP2K1XBkVWyzSFlVSN5B2e+LWFM3doTedqsmTK6UsWFY71YHlxYrmco3MhI6BP/7k02/MtxOzH59/9RUvr69RgbmAm9e085q2ruhDIIWKXjoLtJCSoXVmA/OADqY7UXkllYy4KricaVNEneKI+Jypc6YiE+hosrUsDJqtda1ICZ08GYdKZT6fzEmu5uBqOtegMiNJoMeYAkP5LxLoc6AvnWxASwnBaFdd2Z/51Lzaea323eICWhmY1KfIHmcMSEYAqAR3Gs2/FGtBmXOHZk8Sh5OaChPfHIH3B/9zo8iwnYQFrhoNLpIj3kUD37Q1DQaXmQVh4YQ6iynpq4EVufIszi/46K/8Ej/6K7/Ek+//CHWe4I9hnSvClH1KNIs5s+UcJx63WjBbr9le35GGw7HevUgE2nM7Unugvbphv1rQLOZUTUNoGirvGOLAkIdC/S+0e+eKqKX5tziLz4biXzm1ZKkr4+EKe1zFSolH/2jUd5v8nGIf1BawgQSjFoYzIHTUNdNczkZnWixafLawshb0qYAaGtQSfRyTx9YlqUBhhQVGASooRPfsCoPUWWeqBIg6wmrJbLlCYqRezMiiuDrg57XFjGRC0efJQ0+/P9DtDsTOBHuNzWn6TFEgecjB4+eN/dfUqEJwjiDGWLh/df2N/f2Lur5TcECx9hV9TLRDT5ZMPatYVj0zEoeUEJcZspiqJaPTazV7fjKCnEbH3/ieE/eZ0zB/pNHn8ZfywNUqDtoxWPZlkUyvG1Gr8S6KFpYMmW7X8/rTWy6fzjhfztgEoQpYKoGxByWIeIITXGW19qH21F4IYpm7nJUhZ6Ni/ZxA6ijwd8wyHN1bmd77IJ46Gap347BxGEfHV07GKaPGGpDIbFPz4kcrPvzgnH2349f+q/8Xf/aHv03O33QyvvUKwupsY3nv5Pjogx/w+OIp/Rdv2X91Tb7d0cREcMmq2rQ428nEuZJCrAKLJxcsP3xCeLQiNhZ45ZwMFCjUR+u2YzoKwTm881QuUImbtAZkbB3nDCPVaEHIWP8H4ENNzALYPVF56nlNNavBO+trq8myNjkWFLGs3FxEw7I5wXHoj5RRsukXZAi+oUcgQ6oDzcWS+vGG5mrDsDsgcbAWVihWqeYIKvSlRre92zE/WzJfzri+vyW2HefLFXeHPX06pWm9v0Tln+fqu56Pf/pTfuVf/mvMVmtS0iKaIrY2TmLw8UAe72PC//6C1+md/0XeJmWBTztb80lgVajYE1jwTnxdXP1qLMTW43+uUHhNzNmQ8aYuryv72VpbZoLzVsM3DKhWjBocCEdh/ukLxgH6tqc/AXpOM9/CdKhZsPHtFkRQY3okq5cPMuoNOGazhhAqa4eZRuGuUoOYlV1c0VfPiP4jkqzp+zckaUlVx8AtqtdUuS1ZQXOEgivO/MTcMMKliAEuhsIr6hXTB9EpTrZdV0CXUdY5l/IKkeMzymjxtIyFmxwvRdEEdSU8ebTg7LzBVe4BADBqgIyK3yOrwphmcgRVT+ZKxyyFKilb+Y89U8YnIQ9zXBacm+PmC6jO0bpHwx6XX5N6az8qmhjpJPa1eYyGjBnC8SGN7CkPJ3YEGNXWnlCyKuLR7IkxI0PEpQFSIGggDYnXr674A7nh8OoNrfakauDhDrPLOY/zjqry1HVAJKFEcjYg0Fceao/kygLZtkL7iEZHSpm+69hvTUNgHhrqYG2YNA84B91uy+31FW/evGZ7t+ftqze8ffOG3e2O9rBn0LErdoWjoQoz5qsNq7Mzzh+dc/nsKZcvnnHx6CnNbIGmRBsT7aHntu+4PrTc9j3b2LMdIoeUOUgBBEoXiYRMuldeAlkdbTegKCFluv2BdLfD3dwSr+/Yb/e0XSQlA6xj+U99Bas5bNawWeGWS3QxJ89qpKrIVUVVVVTJEyitBrMgubQmUwgieM04LfoMQ0K7jhQjse/p25auHxiGSCqMN49HXEBChQ8NIZgInRYASVUZ0kAaPL/3+RW/+dWX7OI353oUtXPOOkf1Q6Q79MQEi/ma2WLN/qYnMZBEceLJam1rnUAlUGdl9+aar//0E5jNOF8v8H7OoBG8L1hyyciRSxBZdIFUT84qCpBoPo5OIF8uwfm4JybPkClBUj5fwrF0VFWQ4AvjBgss8rE8MyuERcNiVhUtCBAcOaWJQYpIKb0/WtdRCmXS9nHWXhjniNk0RkRsT97udry5uuLN9Q2HvgfvyCLMFkvW6zM2mwvqZkbUiKZM5RyVmM7FsGsZdgfok2WPOfJixzWgJFqNuLqhWi1pzla4mSA5cX171BsYLylGZ0iJHBxtMAFNSQPdvCZtFuhqgd7NSF1L7rMxIxGqktBQTWQVsvamgyCBSk0U2qt14rJODQMuZ0JOVJoJMlBjrxnZHEmlAAMVyVUMfkZWRy8zOgItNZEGFU/ygcF5eiCKI0mgy9DpGEienJUPnthAqEkLS4REhRPoc8YRcK4mV1ZK0pUzyaujwsTGg2aUZCBI7smxxfuauojfJY0knVG7QCVibUTFAkyvUlgG1rbPGD/lfByTS6q4lEAiqh3CnpAPLOjYuMxClDAUEbrlgs1HH/HX/pf/Nv/Gf/Dvc/HhB1TrNf/oN36Dw7ut7VSIWYkpU/tA5T2SMt55vCu+LJEiH4xKxmvRT0iRvtuy392y2J4xP9/g8wqCtcxNSU07QyE5GPWCsmZSYfJGVXKmAL0K3koHwDqZjck4Kw2nnPHmw0nZg+qMySxoKQ8qPnvZ+t77MVAD0dLhRBhSxpUyryCOfhgYktlQnFh5TykpmM6Ck64p1s3JT9/lxAAFCSVuKiyC7DIqJvzr6oZ1U6OjZXUG4Qmmn5a6aIDfdk9uO3zMjBxLj5U6DJKJwaNNQOYVbl7jmsCQE3nIaJeI2xZND0vEfpHXdwoOAHRtx9dfvaLb7iyLVMN8FpiHzE6VSig9LK0eLzjrZ6mlPkdGZfcRMX0fOPBO8HMEGUZXn8mxypljwFRcSxGmliJWR5wt2Bmdb6UABQ4roVKGXVcyYyWz68aVaq9zJ/ekagjzGCwk60831bC8r3TYQZFlPB5IJiA2llKMYj0njuwY7NhvjsFZee+xlELfqcE2aEC1tC+EUiLswQndUNHHSE6BX/kbf5Of/f7fpT+k4vB/++Wwev5msWTz9AlRhMcffsCLxx8w3O25/+ot3RfXzLaJecwEEsmlgtoJGesFPDCgTcX88pL68Zp+HhhKLadpkIxIrCGTyNHR8N5NrI6cixPipdSBl8BFyoEneaI4OintCsXwHueVsJ6xfHbBxdun3Nxcsd3fkzXhxWCsODJOilCYFO/JOcfMBRpXUYtDBtOoSE4t4+WEgBlrcdBsVrSLO3R3gJyP7W6wvxu4IHS3W3brhnVzblnqrHzw/Dmvd/f099t3dwnvCwL+slfOiVevX/PjvmOmKwSrs5/Vgba13thTIv7BXYyr8+E1GvkJVJDT1Tv+tfz9zwM6RsesjP0EmYk5wE0Vpp0yfleeXAtDoDfL+fG79UhHzapYjbASvGO5rKenkaLAawCTEpyjqTzey+QcU77l4bjoz/nzIQ1YsEz8fFaxWS04HHoObZwomcfRPd3g4/CVDHjOSGnFU1eB+XyO9579fs92t3tArx+ictutGfz30PAhWSvyvEbdluTurTyJAW2VYVTWxcbIOSzbhNXeZ80mylom2qiFJtGUi6jr2MnDybHgQguYMIIgD+zcBJq+ZxkU+zCKII2mQop+zKnW4UjqyFjJmKgjqWO/T7x9u2V36Ekj+0HH2mWmoMTqDhM6tGh7QOdnNPMLpPHoMBDqlozg9jtSu4ehRXIsAqbjKWVZBYf1TFdcGYfi0BbBJSmokOg44w6yLz3c7ayMmqA7oPtrU7v2Dud3fPnxlvazG+b1jnqx5x/8t3+nCEA9vKqmnjrpiBotO/a9AapiYxiCJ7sElcM3Add53OBQjSUz0rG/vuXOCY1L1GSGxQyRzP7ujuu31hZutz1wd33L4eaevutImjB5WYejovaB5XrF+eNLzh894vLRIy6fPGV9dsFssSJUTWnt17KPkbuuZTv07GJk1w/shoFWlSgBDR4JFVQBX1f4poZZhQ+ViYDlTFDFpZ6oFkDF/YG4P7A/dHQxTR2MphIBKf+VFlgpl+x0zlOCAopOUSkn8DjzGWOeKPUulZKxGEldx7Dfc3h7w/3VG+7eXrN9e0V7d0ceehQIrmKxnLO6WDNbNEgTimaO0BPpiWjMDL3w+pC4fQ8wcGojunZA1FH7xjZHhqaZM1ss6ap7RDJJhhIkWWY4kRlKBk9i4v7qLbOvv2b14inzWY16C/Ape1FKa7+xxd1Ya5xVcdm6PNke0wmYG8fwqB1VAvSSJBlBwiMYbf9KpW7ZF22h8qZiKwo4LOX8d5R+61YaYnvJatVhwvFO/MzRLx2NjxpzQbA2atlAvrYfeH11zZcvX3J9e0tMkWa54OLZUx6/eMH64pJmZd2GUsxUGJXa9wPpfsdwt6W/vcX1kVqEgCBj4qkYQQMiHHhHvWhwwdmy9A/PjnGecxHC3e/2/NGf/in/+r/9b9F6wdEQV0vk8pz60QXV/kAYeiLGAo1qQb6ozZslV3sjXhLJWag1W9tSHIgFRC4nglpG2muyNoFqufho3AKyNGQf6EsZQcZzkIpenP3MB8CRfWAQo+oPau3eSjUyk/NQBqZ4dyU54CebPe5dh0fdWPLrC2ivuCrSZ0USOHpjDmQxtRnNGHXeOjB4X+F9RYOVcyY8cxzRW1eP5DI5BzpLLZR4Jh+th1gpk+SMqImUu3IGuW6AtCOESOUFV4QuU04sZjMev3jGRz/6EU+fP6PZbIhZ+Xv/7d9me3d3nO7C0jkMPS/vrvjek6fU4qkqz2K5olksGHZ7cuyBZKwC55BkoW1Sx9B19NsD3dZU9SUrmjIe0waIORrgJ8b0neKdArYlPZ7ldoaXbDsYTZljK3cDEPLElx3LMY6R0OhDFFCusI5k3IfFFoxacnnc70XrSzUXsUEDAZ1zpjE2xkteDCxQK2+Y4jp4ABi4UfdDCnzvrcwiay5Jl1CAfitDCZqNfdP19LdbDm9v6K9uYddSJUs8eay8PDmhk0x0kANUpU2rimMYBtr9nqvXb3nz6pUxob+j6zsHB37zf/wf+VvnF/x7/7P/BcvVgsWiY7GMrBbCfVtqQ0mlltMVhc6jc6uT12f0GBnrnN+5HqiAP/yNfY7CAyzxmM48btKywEwYxF5uC63UuUkRKlTBeVOO9L5saLGerwV9sENHTavAFZpZznk6XHI2OsyIcKm6qdbFla0wUm8tU3mkN49aCd/0iHX6vepxQ4HpCICtdRk/U8cD1r4nlfpx+2hFqshqs+DsfE4VMtLvONy94Xgn334Z+KK44FEv3BwOPP/eD/iXfvWvcxEWfP4Pfp/tH31O9cUtl1kIovSxJ+VSR+ccgxOG2pObGRc//iHrX/4eenlGV1WmCZCVoAX9O9msoxqkObGFUF3GP5WDUaXUCWIlIZYpyBPap6NgSgFdsgi5qajPzzj/4BnnL1/z9s0rUjogqYyGU7w4kstWQzYow3bP/vqWbtvC2voyq7f67FSCAMQxeMXXATZz8ksHxdgENTckk8kyEDXhnBBzJg4Dfd+Ts6nIVk1Dr5GqBMRSguOUrNThz5myf+ar7zv+9I//hF/96wtmiwWzyjGrHKE4jVKyxw92pVn8b9zKaH+nP4+/Oe7VvyC2IQJVFaibmvnMnH7UWlGFKrBZLsoKPgbhWoIwRREH6/ns6H3pESA0IK848xNz4CSbTQEJoBwkY53g8bO+ef1FHsx28/gxrrS2GQXpJjSUh9DA+OfUNQRj1Dgx9dzlfMZ6uSD40sbztN+9GKFbOUNlQdIZWWpco3jf0FQzXFWZ4JV6NA5oyiQ9mP1w5ihLUSrWlMmSDLybdhpM7U6zgTCmPVg28IQalbUxaimUp9NynzqiNyevwRWBqtFx50h9HafCcbSVMo7vOOcloAvOF0XyAtg6GbUVJ/Ela8FLUZc3BX+kQtwMqTO4OX6eSNrgmKH5Bk17c5PEStls7dlzl9DjwT4Zy1/GUEXG8Sm3LMWoJ0nmtB9uGXILh1sGybhDy6BX7Os7nj2teX7Z0Pa7b640EdYXGxgSPmdcSlhXGmOU2VyZF+hl7OxT7rVkyXwWJCa074mHLbtbR5CMr2ws9/dbbq7ecH11zX7f0m4PDH1fApeRJ+VpfM1qteLy0SWPXzzn/PEzzi/PWT95TLPZwLwhEshR6RPGHoiJLiWGnDmkzD5mOvHkEJBqhp/NcIsav1ngFjOoK/CFChz7IrrnkL5Dm9rOoWy1zLhAEkfUIoKLFtTel3KSCiahKjspvRiVtpBpp7AlY+B5jJi6dml3JzGRh0TsY6Ge7ml3ew6HPbHvyRoNCA8V1XxGs1xQzWucVyQEDnEgFZE1bQeurm759PrNzzMrdubGzP7uQL3Ysliuud1ec7FZ8+j5E9L9nv2hQ1qrg/bFEU6l0EbEl+wySMro4YD2K6rl3ITYGLP9xrTxJfOSVU2gWY52bLRV9rnGBhr3uwHuUxzwjUeBAiIYvWf6uZSfj4Qkq94odcSC1ZyPrx/vBUr56XHPp3d8zClwkfLRY3LFV8SUyWnAVTWuaWgWCwuUnCvMnIB4X4KT0v46K67r6d/ccfjZV1z/7DP2r97SxEg9nQE2DiJC0sTglLCYExYz6nkNLhNT5pAO01l1vN8jY2632/N7v/17/Mv/5v+U2WpOCg6aClnMCBdnhNstddvbM3WddbERcLmI9Wm0UsxsoZ6oUZ2d5iJCjVHxGXBapAY1lzBZCygQSFQMriG6ilZqWqlAKnqp6J2j945eAoIwqBDFM6jQpZLtLWlX1ZNiHRnP7THsS+XQsNUwanGpoSiIZFQbq2OXSEqZQZWDmky6d4IvWgYLHQgaUckwVHhxeJdoXI0KRAnEbGVYg4ixCrKVMHl88buZ2C1OjDlk5+BAcBmfrKtbFXsqHajEUeVogbgT6rpieb5hfr4hB09MaRr7B/OtOq2tP/7sZ/zw2Qs+vHhMJYHFes354ydoP7BNiTz0ZHSq8w9YuUrfteyuriEE3KxmcX6BLJdUhSKfNBNzPGnze/SRxu3inaD4KcA2Bl5h6pyU2o3MoLFy6OihycmnjiyiUo6IJX2O3X9GYUsHbvwOa2dpAVBReCtrtCjET/GSZp3E2QpUY8mmMW4aV9Hkc9l6ylhMYXGEFRyoRkLxd4iR7u0N159+wdXPPqV7+xbfRmblM6TYG2sfL6TgcIuG+nxNWC3oNbM7tMQhkYZogrW/YEbw6fWdgwPXV1f87h/8AX/tl36Znzz9IY92c+Ihsjt07FMm5kwbBm4GbzSUQt8KzozgmK2BUpuUv30wTtv7ZZ06wL73mnp7FkPpRgfTvM1CMdWyYE8c0oI0KyYG4oPDi6DR6gTdiDqXdk5WS2eIVc6JlCOpHDJjFtJ6H59ktgpF2aoKi5NabvVh4cBxQR8DE5kAj5OHPUEKjmUE5kuOVD/7Ru8U8RnVyGyRePJ8ycXjOXm457f/zn/O//Bf/S2GfY8rmvjjGB9BnFxElbJl32cNj148J4Way8ePuVxs6D6/4vDJa9LVLcs82FGnEaXDUeHF0zslSmaoAounl1z+0g+pvvecbjknSQAN1GUATjerYu1TmqrCYwrlowM7Bf+qxGg9ZUUMPYwpGeV6qnuCsffkmNlzzuHrmvl6zebyktlsQdoNNo+YJm0q42x6FAntO/b397T7nfVrrrFsigpeqoISKeqEvgmE8xXNs3Pa+1v6m1uGYShdOAwsMgZIoVvlRNfuGYYz6tkM+pb9bsusCgRna2fKCv6CgQEbnsztzTXeCXVds8CxmHXM655h6Avl+QToG6mj8GDRji87iQO/NV62JSwPfzIZyFEID1KKOKlZLBasV3N8cVSqINZiMI+0dTsYdLIFZvH9SPkrlxSA4KibVQ4PZw7hmN0dxeLGM3pUtpZve6C/0PXwvWMAKycHgykvj7dvYzDS5Mury0eVAJTMYt6w2Syo6tIjuwiAjQevvbEiuzNyXjPkGZkKxOFDgwsLfDXDZ2C+JnY9qe8ZdtdoGhhIJatUxsRJqS3sjaZ7xCKPwkVlcdghPdpdsfbQKt+0fzJuOLPXUtJDY6lRFhMZSmIZ1TE8U2TqKOP0WNL2IBjHnLYqBCqcqewLptA/lrI6c9A1JVKy73Kpo457coqAKaO7EKjmlwgzPHd0cSC3PUNxaEemC3J0gcp0nTzn6XooIY9QbqQoSqjRiTUrSRw5t6TDLZGEHyLVfEeuWmISar+etHEerDZVXn76JVdfv+KXfvXHPH5xSZQe0UKtLXMXvIPgUE+p87T97VEq1FT3Y0u3VW5jNGE2TfRdy36/4/7uju39lpgSvaaxoAdPRZCauplzfvmYzdklzz74iKcffY/zy2fM1yvq1ZLUzGhDoO8TQ+y5GTru08B96jmgtM7RKfRi/dGlmREWC1jMcesFs4sN9XJObiqovXVcOBwI/UCoakSVvs3I4h63PJDaFlIkdT2pjxjRFQMGfIX4ihAafFWZOOBYQw6QTY9DxjWci5+SjYqdsT2YU0KHSByslKDd7dlvdxx2O7q2JWbL8AGmTD9rCM0MFxwx92hKZEyka8gJ77yBFd9m/ydA0Rztm6s7BiKhrskxs5IZZ2dLLr7/mGF/z/Bqj2gimOtttkRNrLlWIR86br96yebpU+rZgsrV1HOjKI+ZdefcJJqmyYAxL25a9WMwf4JclD1w9DNk2hMPd6yijMmZ8ZwxTECPYoQP9hDl/h8yMcUXCnqmMA3N/T/an2L/T7KKqlpEmrXUent8M+Pi8RM+/N4PqEPD9v6efd8T6obKma8zQqWC+Ro6RPL9nu76nu5+h0TLuo+hfaF/UThbqPc06zXnHz5mcbkg1sKByG/+7h8xDO9rNV3sJUK72/Pmi69ZXZ6zXCypqgZZLAjnG2aPdnRdS9cO5K4/6ixg9ffG5O0hj92uDEoWIGFdakS1+IKjb22AgOJJzBhoiM7RS0NHxUE9gzZIZaKDgxMDCAqQlJ1nUF90sfQkNjIgSdzoD9j8qtq5r2oJpInlU9gPWgI389cDKTsG9eTsynN5BiKdOmZEvCR6DHSQrOiwQ8ngMyFkaueo8CyyqVSPiUNxiZhG72KcyUROQggKEtHUoXmP6gC5I+hArT1V7vFaE4ioS0Tnoez91Hh2OfLb/92v8et/+9f4rX/4D7852yUA7vqej19+TT9EfvTsI+azhs3jc2LX0rctw30sQtIW2prclrE02v2e7eu3uLpi9fgxc4SwWlMFKxvQEhRP5TdibcM9MpKQpr2rBXzQMavvOSY0xyNNzTW25P0xcYuIJcr0ZO9RgCEZAcjibwkGuKHWsWSydWYr7B5yiRnsJkfGt7GHffFLbL9MLYszjC2Gj3ns8mwy2ndjl2jp+uKA3A0c7u65e/uW/f0dYUjUU6LMPm/ImV4gVWKlG7MGv1wQZg37w4Gubbl9e8X11dUDtvx3cX3n4ICq8of/9A/5v++3/F/+j/8hzz66RA8925sdd3cD970yC4GZCn1B0McAIogNftJSo6LmAsE4H8cFZd9lf6biqAek0NfAjMe3R0h6MsFmf8eDp8CS7mhwjMY50tTLPZYvcnjCSG9xowPqoBGaixnnT8+4uNxxvduzjxlPdQpBlWc7inGMXQzG30z3O75exvirHJplA2kZkGmcxteKoXjGgLDa46RMYmviEs7DoJEnz5f8+MePefp0Qz58xe/8o79Pe//WsuN5DHfGHVc2ukrZ9HaELDcbfvKv/CvctQMfPPuIKgm3n1/RXt0x66yfdJKOjG0i7wWngSyZGAK6XFJfnhMuN+T5jOwD6nwRJBl7kB8RAhl1BurK6jvLGhpHOBegIOkYCClxiKb8frLZVHOhelnbMC1op4pQzxqWqxWr+Yrh0DKklkgqDNNCT9NkZ1BODIeOfn8g9R1ptkBECC4gGXq1gCIC2Tuq+ZzZk0v6uy2Hr14jh0zqI7UqzvWEbOsyIuRBabd77m/vWTeXLBcLtv2OR+cbDn3P27ttERIb98wvFiFQVfaHHZ98/FN++Sf/EiTlcrNCcCRuObSJmArYcuLIHW36u0HvSTD+vr36vtvX07+cuJdivau79sCy8cwXM+ZNZe0W1VrGjMDYmK2dnNDpY0omQosjLOYUaAEIp9uZnq3symILJvr36O7qaIkmD/Xn2qTjc8mDf+kIPp2Oy4QBFdtzhBBOxm4EZ2yfbTZLnj69ZDGruXr7is8///RBSYG9z4NfozIn4azki6rY6VBaBXl0aPF9i8YW8Z6h3dEPh3JjAxORUATJwQZ5ZGeVErJTgEYB9XJ05kuK793xOoIY9qxSgmsRC3oXC+HRozmz2voyG2Brn3FavzvO0qgnMC4n54RQshIObA4VqrqhmjVICHR9R9ftoQCmmgfyYUue7ZH5HE+N9xXS1NQypw81ykCvPTkKKqmArXribHA80Ka/j2s0c+x/UR6+sFS0ADKGvLSQTERLyUhWVgvHejVnUQVW8yV1aN6/6rK1PNNsBNyUBkb0SVKh2WqwPeIEVwV8CGTvcTGZqGxy9L2Nx36/xTnH0LX0fUuKA93QM+ShhNimk+0kMJ+vCM2cxeqMx89e8PTFRzz54CMun33AcnOB1BUaAjFBO0S2+wOH3YGr3Y67fccuQatC5zwp1LiqYTZfUW821Os1brNEzubUqzmhqdCqQr0wDC0Sanzf47oel5WwiLBe4w4tuR8gJ+gHYorWikAUQg1Vja9qQj2jrhrqUBGc9bM/btQSUhWHdTyfXRE+y4XKnIZI6ge6Q8thv6fd72kPBwNcOepLuKq08vImiNYDqTeRMBPjG/BNRfJjq6/3X1I6mYy2q3IVmjPD0NH2Oy7P1sxWNX7mOPhE7tO0XzRngljWrFHo+8jh9Wte/fSneB848wHvNri6Kvt6tJXCKO45grByssSt5vj475JwpMQdpyv1wf9L0TAwcbHx/TrVdbtpx48uk051nSNLcGRjWSJKC3ifJ4bD+L0Pt6pFM4rZjNEOhxCoNmt+9MMf8eLJMw6Hln3f4WY1Z48uaZrGRDGziRjLMBB3e4a7Pe3dPfFwQHJCSklh6Ww/jaSSEV8ZU25Wod78iT/7+FM+/+Llt875OGJXb97wX/6n/xn/q3/vf8OPf/mXyCSCF6pmRn1+TrjfIrd78uFAjNZ20JU7sDkrTCIRwuiLMtbQx5JMljFCnbQFlIaOmXUgcJ7W1bRa0btgLc1FjLEjjsE5svgiJOnJGgyQl2htpMGACGc9NKxN+VQ0zFiEMSbcbL7s7xY/mLAcmlE8AxVZEuozOZUoFaEWK5+oNFrpEaW1YeqxrLgnSIVLCSfJ2rhKoEZI4qhFGJLdgUkv5gJKWW8woYN8IMWOoC117liQmWum1sjMCVVT43wg1FYi1afE/W7L7/3u7/D//E/+E2LXvneuswh9ivz+n/4Rt89uWYSGD2cbYkyEecNyvWbXtuSuRzXgsPGscdYpLiv9oeXmq1cszj7jIsNaPG4xJwQBX+ZMDZiU0lXBOVdo/4WtqxZYGw7ujoE/gkgme0VLK/KJCSJG9R99KadmLKZEDFiJyxgdTgmpY+m4Fp0xjXkqR3LOTcCAE09xGUyUvCQTSx0iJd6nVDxPiQUtW0nHH5TEn9nyktDLGXIm3u/ZXd+wu7mj2+9hMN2OqtikqczcKdk7pApUTUM9q8kYOBZ8KFpHFLbCdwcQfOfgAJjhvLm9JZNYrues1w2bjWPVZJq+Y+FnJJfZi6ONpYdmCSi0bG4pDvqpRzwicFMALUch+jHLOgbJp9dRnOzUuSy1rqgF+r7UzBLKwTFOg6BJ6W4Grr+65+rVGZebwHqp1OKsJiwf786PwYEDCa44UVI2D9MCndA0TrUB5Hgqlhs+XQzjwXTqMBdsoIhr2MYYaZ8j2JBKe4eR3ZByNvaDGH0+aqJewfMfbHj6bMnFAq6uXnN/9RIhEQuN7HjHU+xxdFxwhPWS5z/4Aa6ueXH+hMebC/pXO7afvUXvW6ohWiubIpjitELUk4AeR6pr5o8eM3vxgvD4glRVhFCRnS8HuJsofzrWEQUTf3ShBAOl/nMMA0bF8RE0MQR5pBSORqWgytnAE0qblZiS6RKkyND3uGjosVc4SDJEXJzNX8kCiq8Joca78ruyLskKvQ1aLmOPd1a6sFkye3TO/OKC4S6Th9YYKWO/+BIoSFL0ENndbfHrJdWyZrlYok5YLfbc7A/EiR71iwUGxiunzM9++lNEHD/+8S/R1DWbzZL7Q8uQDtaLd3Q89egefhfXKBxjsZLS9x3b+0SQRHCZys2Ksx4nhxPNU7A47pKxSEDHU2C6yqHHyaofs/TTF5vTYZo2JUs9Pvxf9nrfW48x8cnfR89ap3E4vugIbohG5nXD5cU5m82apvL86Z+84YsvPkML82ncE3127NKcVisGyaXOeNxvaiFdtQG/ws/MUQJgf4N2ezT2SNrjsjcRp5QMVHAFQJER2xjhUAUtPeBPH+LPG753fm/tDA0MqCtfWksW5sAI3mKsATe+XcxOuwJY5Cz07cDt7kA3JKupJJCzWFlFvSA0C3ydULmhbfdIUfmn79D+AJUWteSAkwqpKhOrWrdE3TN0iut3aBEWE8oWl2/fJ+NJMAHXp2Mgxc1Q0BjNfdBMUzs+eLrgJz88Y0ZPExJvv3zNV59/9e1DmmF7t2N9fka9hKgHRBocRa9FElkyLgguWDZ4FHoDJWkkJiEOSooJjQMptkR6c77KE9RFD9xLRTWbc35xwerikrPLJzz94HtcPn3O+tET5ptzfD1D6pooQu4j/RBph8Su7znkyC5nWoTeeTJCtVxQz+fU5xfMzi+oVmtYztC56Q1o7cnBdDFq53B+MEcxZgYVQkrU4ugQKh9onKcvVFPFQRWgWeDmK2arcxarDYvFhqpeFAadkKOSQxEnU8t4ZicQtXwSNh4xkruebrc3YGC347A7sN8fOHQdfbL5rBDTSKhrCAGcJ6H0KRHTQIyREAJtn/nZ9i2vdi39e0oxj/Ns9mJkZt69uaWaeTabFYdhT5sPLDYVyycrbl99Re4izjegmVCE22IuYFu0euTdq2vuz96yPD+n2qwIdSkvdhYkxBRB3LT3xix9kRyZav3HjTra6/dhqXqylkbQBdWpNHSM/91oh+WdPXNyTcH+qAMx2YtyFpwgC3LyBsmFWQjmexQnLAPOC+fPHuHzY2IcuNvuqeZz3Kwh1Q4nAy6B7yP57p72k5fcf/wlh5dvcO2BQMLrsbQC0cJgS2QRJHjq+QxXBXJKRKe8ub5ju91/65yPtPs0JG7eXHP98jXDRy9o6mBdkpy3jiXiTXy0crjeobkHLS3ZVKduA8GJMRwZ5y9PbSCVUvapkaTOSgmkpqdikIaBml4aolQMHqIIUaxuP40dCdRA3Zitk1aeGABlfbhQyi+FqReInj7vOFVa7m8Em8QWXRGvLI46yVU4SUSUXhNBoFUrixDxOKeQE167CVhz5bxZhLpMk4dUgVjXkoW39pfWWrMknSQDCdEWrztCavHpwDK3nOU9ZxpZ58xMlQbP3gvz1ZrV08e45ZKrm1vSzz7hD/7xb5KGkcX6cD2XoxYV6PPAJy+/4oPlJR98uEKdUC0aKndE3FSt1bYLNYlkHQYypNQT28zd9TX12ZpmtWJWV1R1hXOBiDEmU47FBSkxzHQuyREUQEymBTluOgSnjix58ssZ25pPXAZKCbEFiadcQh33/vjgMm5/g2MEY0Wb9oN5cU78lDBwbrRFI7BgnyqaC4PABvFY9FfcLaF0MBhZUPbsHhMQ90Ni2LZs396we31F3h2ost2Rdw6Xx4oMY0tH65OJn9WEeYNUnj4OtF3Hfr+jPbRTHPNdXv/CwAEFnDdDs1jMuNgsOFv1rA7KLvV0UtGWDFzOtslNO9P6jdpEP6zdPaI3ZZGIURqPBrwkpyZn83g/YBMSxrVZwIjxjSOKDIYkGw2woGFqfa1xzihnrrQxmwxONhqLiKmHjQdUtn6qowChBKP8aaEJjmFH+dYp6NeTw2yk6E7X6d46fT6RiWY/3peJgdhYuQlwMAQNb1hwTANJhU0zY71oQHq6tuerT3+KL8GtRbfH53rw3Vh9vJ/P+df/nX+b5mLDcr7h+5cfkr6+5+vf+GP6L9+y7BPzBF4S1vbOowSSBjpvqHG1WbJ8/oj1iyewmjHUNRIqgit9fKWYGWcGVx0mneytRERVpqA/kwv1qfxdmLIL42vG4ERGmvj4eOU5BSF5h1vOWFxsmK3n1NuK3RBN5TVjGgI2wgXtDKgE1AULWFQhe1IEyVJYEBYMeLU67SiKeqFer0jzPXk/GE1eHUgmlTmv1EGv9Hcd7epAs5gzny3YHfY8vbxk17a8ubtnpNH9oq8x87Lf7/jpn/4xdaj4wV/5ZeoqsFjM2XUDw9DhkUK3PB7Pv1CAQI4Ge/wGVUfKib4f2G33BCn1ePPa2lo6hx+drJFFksucOxhpl+OV9ZjzcjIeHsffT8+kI++HE1BvWkDlHv9Zn14f/O1YPlVKk44fbIfeWAMxHmjA1JIPY2pdnq25PD+j8p5XL7/mp3/2J2hBpI9gWbnb4gg7jJVlPzsKcqVgmXXJigsdYfOYuq7xXQvpgLY30O/pW0vf5RwnMHS8x9OgWCfbOxoY9xdgWHDMBokcw+ZyiE6aLeM0SGFnyQl4U8AciwUcimffddztDgwpoTSIeBPQHTJgpRWzxtEnpe0SpJbaQ+XNWXU+gevJ6kEqnAQkzKhmKxb6GJwQyUgaQFskl7WsQ5lPLewlyzq/P7YZZZtG22VRkdN0dLIUFvMlz56+wLX30N/z2Zef8eqr1z932X31+UuyZB5/sKZeCrnPVFLhXYM6R3DBMuRJ8YOifSSngRSjKSsfEpIiOY8CtnGiWdZ2Wpsb5SqambXXevT4kssnL7h8/oKnzz9i+fgRi80FNAskzIxWmy2TG+kZUDrN9Ar4o5SV957QzKiWa+r1GbP1hrBYkBc1qTGwNspR5TqEyrKgQXHNjFzPca4x0bFQmU+QlJyKiKB4CA1SL6jnJu41my9o5nOq2Yw6zFC1Dj30BhqJ83hRfFTqpDQD1DFDNH2B4e6O3dsruutrbt+85e7mmvvtPV3XkjFRq8oH+/zlAldVjDWHLgdS7o0tJo5DEn7jk0+4S+kbtfLvXqNNGoNa5w0Aihq52l7h5hvOX1xy++aMbXzNoR9YuNoIQJoJauf4WCbU7g7cfvU1zbKhWi8JTU3lQby30huknAs6JfrUHff/iQtXVvgYbBxX/cQQKPOXp9+VzOT4uZRCotO4YbQHIlNA5WRMIJyMy5hIGgHX44BNvz/6Wzr5Rqf1yVmN/p+9gvOszjemhaKJZKgKXsEPkbRvaa9u2X75GtnuqTRRAWMvK0r5xaShMpuxefaEi4+ewMLRB+XQ9ez33w4MnF4OIXYD/+Dv/TovPnjGT371r3LbXiNNTbVZMWtbYt8T08DQ96TsCHl8Vqa+7eORM03cNIcOlVAYAw3JzRncjN4tOLgFmZpBag54eg9DcAb8qbVHzDiSCkO2Sc5iwJFKAkoXjFMqSR5L144TNfWoOZlfV2zpxFQWUKwDlpZS35iFoNAHpc49rWYkW/mPYNlsYxBEsg64PBByx0xbjFYfcARELdmlKszFgPCi1EHSSKaDtMflFrSnzgNNGgwQUKgV3BCtVMx7qqpmfXnJxeUjrl+/4b/4z/8L/tHf//uk/M0SEmX0SdV8k7JBo9g9zOdzYuXxjy7pDi13b97gVcliMxZUSMn4So14iIn97RU3r2vCvEZqmM8f4b11+8jI1OnGi580PbQsEj/uv1GZeEqe6kjKK3stg9dy/wWkG5Ni08ye+D1YucEYJ44JwFI0gBPBl3n10xotJ2WxHe6EGeRKxwKVohWXx9IT/yDuVAA3xosGZnisdWolAdm1HN5csX/5mpvPPuPu6y9xh5bGeRov+Ej5HiWR6EQZvFAt58zO14TlDHVCFwe29/fs7u+5u74h5zxp4X1X13cODhSAkiElPvviS370+EOqumY+91xsKjbbzN0hs4+D0cBH8RoxDYJc+qpahs/sQAG6j9hOOQSkBHCnNZuWPbIDZxxIOXEIp3qvkkU2WkoxJ3o0KKORSZoZ65acd/jRQHpDgKaFOx5MpQ7YWdRsuijRPg3xpHy873HAHrrBD8GAcXsoY3jyfqdZyk1MwS2Uupwj6mU8OY+okjUVlC6hvufsYs2jJw2rufDxH/xDfv2//s/YXr+aDqepL/F0a+MkgJ81PP7wOYNmas082ZyxiMKnH3/B7rOvCDe3LFJPIBLVHCaRmpSttV/rHe7RktVPfsTlT35M9cElh3ltWRpf6mstSpsAffEOKa2Exl7KFDoPahoKqsnAGVJpvm4slamQvNC+M+X9epLnLotOnIemZna2YrZewRtPjoo6q0MuUlSIZlIyoaNu39LuW7phYCZF4sQ7vDp86YqhzpEkESuHX82pLs+Q5g05GOU1p8xAJhej7rOt0WQn3LQ2BSH4QO4jMUZG9skIQP0irwmkFWjblru7WwMxvGc2q1gt53TdQBxK8H30GKYI51T7Q8Z/Ty95uLZPBaMe/HtcetO8H4G8pHDohjEpjOqC+WyOa0rA6VzJEj1wO5nW8zv3C5BP99x47wV9nsimE9NopNP/eYyJh2DE+E0PwLcTHAAZqXfHOz4Oxvjy8fAtjrUYk2m5mvPkySWr+YyrN6/59b//P/DJz352dLZP56D86ZwvrddG21HWldoBbPoWxuNy1ZLgPWE2wHAgVwHt71DJ6G5X1qWbDnW7zXyk8brTbx4zdA8t3elaOK4rmX4GRj/04xwe/YhpdCaNi2LHxtyq1a76iWEwjaZko9WKpx8GDocOv1hTV0vmC4h9oktGTMUVFlbsCXKs+x4zENkFqJeE1KKpR4cDLo56LZSlF6d1I8VBenjZTWcxgSYvY037MatgsqeCisNXNYvVGjQxdDvi/s9vRxv7yP39HS+aM6rGk5K5W4lIqGbUUkOf8QlkyPRtSzqYMFNKHZLTVJ/syx3V6qjxBFfbmRwC1WzOanPG+uySy6dPOX/0iPPzc1abDc18RpjV5FCRQyABKQtdSuxj5JASEYxuWzljCmmybGJdEypzXLuuN/0BEmhj7b28kINZ0iZ4qmgK/wYCmOJ2KoD+kKGPiTh2LCjtuGxup11mwW3M5JhJOhhDYFDqKuNdIPmKnCwwsWMqE9sDw/0td69ecf/Vl+yvrti9fMn929ds7+6IfUtAqXzNcrXg7OKM9dmaahbociKlSJcGUk54HyAJf3j96i8EDJxeGRNzlQR3b25Y1BWaBmbB8dHFJU++95TU9fSvtnRDKgC9gfTJCPLU4ujblruvv6Ib9khd82w+Y7aZ0+Y8KjWAKC7pGK1N2dyTrWz7lId/f58dOPnB9ByuuE4jCHD6sWNAf7QrJ/XrFkdNr57Eid3RHpx+3nS/YokWR/E1T2xzLEHL2CmlT4lhGMA7fCW4lEn7jsPtlrura/r9jpla+8KRIm9ZWBO4M0FrR5jV1Ks5vnakOrDrDvz2H/wTvvz61c+d5+O5YYHNYXfgzeu3/M3Fmu3dnoMbcKsF83iOJtPAGLY7huEw6WCBWC5mHO9p8Ow7jORfBkcC6mpimJHdnEFmRN8ADZ0EDgjRQfRiHQxKQjEpdFhwaeWKBvzD0T8f58Lq3cVsIuM9yHSvYwBnsbKNpZYOAeN0H08dwJfy2AS9QJsT5AFRoRIxxquYegIa0dwiUanCDCEUPRdBqdjnnkETtfNQGXDUa6KThGgHeQ/xALkl5JZGo+kNaE9FRgfrnNLMVyyWa85XG9brFf2bK/7Jb/0Wh/ad9oXvXiUIz0Wr4vXdLbuPTEjYOUd9tmHZttxv7+kPPU4TkgbbbzlTS2VDlmF/dc11SmhMJI08qWtm555KpJQNMCUPAFRyaUs6xl0COSNl1UjZO+oorZYNMJNc5laFUdR4StpYEFJioCLhrsd51DL745IcW5kG56xatICSboz5is/xQJS0CC6CiUuOS9u5Me7MxGztLinCwoKxsGvnqDL07YHD2yvuX71i//aKtG+ZoVTeWTnBENHg0GDsmCgZX5KPyyePiPOafd9TNzV1VfH1zR05mp39LoEB+BeiOWBGdbvd8X/7T/4f9Hd7/uf/yr/B5vk5z6LSa8vwVSbft4QQqF3FITq6qPSpIGwj8wDKBCkjxWsMlMdaKDgNKt4Ns0u2aHKCYdDRWDAt0snJPA0OkCIGZ5n+cZE75wo4AONNutKuZKwh8cWoe2xh5iEjWUy92Ztyr6nRH7N0ysnB956oQopj7Q3gIo7UiJMTruASD0aA8uzeeTvSnTE1ovak1KGzxOJx4MkPlszWkOM925c/5e7NZ0BG84i0yrFrhJyMl/c8fv6cH//kl3F1xWK+4GyxpPvshrvPvyZtb2liawqevtTXaMZlARfIziGzmtXzF5z/4HvMnz2mWzSkUtM6lhBwclAnlOSMDeDV6PY5J+ufq4mkY3cAyDoULLEcaWo47sOByhOqo5wwOJwZOKk81Xpp4EDtSZ0gVTDMaAz+I6iY6nTqEn3XM/QDKVoZQV0ceVNmB8GTRRnIUAVmmw2L55e0b+9pt3d0UQmlDdQE9pBJGhmi0u531N2CauapJbCsZjy9fMzd/nP7/BBQ1amP/S/immpnsef+/PPPmC/X/PCv/lXm84aU4f7unqGPIGPda/G8Tpyv8frLCqy8CxbYehwPJyHmyL6NoHuiQjcoypKFD9ZlxFTsjE4vJ3WxR/9u9CPh5Hf2nTCCcBOUJCe3cYLOTTjD+59iHIV3/v0uEJEZBVKnQ5E0jW8uNpETHQVhZD9lQhAuz8+5OD+jaTxffP6Gzz77BBGmlmqnlwUvti81uQLIjVTo0tJPDHXXUhcqrsIHAa3JweNdAp/Q1KIxWv06UkC7wtZQEHekg8rozI1zC0cGlR7nQsf/d2abcnmLyxAaZXNROlYg039KyaacDrkbc+/HllLW245Jb0ZVcZJKKZan7w4cDjukaqibNcu1gZWp3RO7RO+3uMFTzSL1zOEaj5cA4lEa+7w6EaKWWs1UGNEJxnZJmqcSqtHpHZfUxHgoDzLt7LI+cnF+Kc6alkAWVQ7bHYftu+1O3381TYMPFbHrJzHLlDPRZWthNgzE1JN0wDnL+CQimgcLD6RgsVmocSxcTVM1VHWDItSLOYv1hvX5ORePn3H24kMWqzWri0vm6yW+mRPF6Ko5OvqcOQyJbduy61q6PJC8J9egzsQnUx4Bq0zXHkxFuuvRUJGWDTJriJqI3oItyZnVYkaVIyFn/GGgv9/T7Q7EfiigQGaY5mDc5GUuMlY+kIxWL30m+Ux0Ayl36Cziq4i6YL3RpWJAiFGQNJD6jm6/4/bulpvbW9r7W3a7LW3X0qehBJ6lBnUxpyn/+VrYH/Yc+pYUrRP4YRjYasen7fYvDAwcgUYh9pGvPvmKR88uePrkCb2P5JCReWB5vmG22dDf9wxDy1wavLP2ldai0JI4S1/Rdz3bl2/46k//jGa54tEPP2S2WZIrOd6XmJbPKD42+f1jxn70WcalPo75Nx7g5M/Tzzk+4PhRFmwIk1+pcpK1PP2IEoQ/+IhyT6e3MCaWRqBEKGVXOR/LJNJgAFawMydH0wCpPFQxE+/uufn0K95++hnbL1/i27Z80kiWN8E80bIP1PrKL5ZzZmcrqnkNs8Bhf8tnX35lddN/gctw0czQ9fx3/82vsd/t+f6PfsjFxQVhGcznjZF2v2f3piHufBFRLG0k1fZcpgRg31huJmunUoGryC4QXWAQT1+C51YyPY7oxPauQiGZkRwoDtGxxaWUL7J5m87+9BA60nGhjHMyok5q54gIxyx2uUspYN/4XqcelQqRhNIT8bRi51mVHTWmAZFQvA5ISmjO+L6hajziPM7b+7s4liIVkEMjGJ8EdEBzh0sdIQ3Ukpg5pcmmm+adJ8dIr8pi3vDkyRMeXTwmbNaw3ZGKRoZX5X3yk+OAWBLUkVX47O3XfHbzAS82FyznDfPNnHW64O7umt3bG4Y+mcB68aOcJiqMPdDGSHdzx9sEyQeqxZIzgbBe0oQKUcegkElEzdaxaATHKVoCQikuyOSSKGA672Vam0fKd56AIC1UaCmxpZXZjAomx3nPjD6hnemjTtnoh46qPab3QmEuHcFCkVxAAiA5K3USnfqa5pSJRGI0xm/lwLtchNAFHQ60t9fcv37N9s1r4u6eOiuNc4UzBzhH9koUTDDZO5hV1Is51byhT5F9u+df/Vf/JsOh5U8Ph5MY77u9vntwABA1BP7VzRX/n7/3d2m7gX/zJ38TljXVOjK/7tl0kPpEdhkJ3mqMSoxmcXiZbClkjpxL1tgIpKksflc88pMQu2T1jrHJN68xuGCixRmKdHzFqGFgjiuQM0OXGAZrGxPFkb3Vm0eMJkZWsitKmLVndjHj/MWGJ0833Fy/ZbvvcFIzqqya6vnRYB1DivedhiPQcTLWJ/+wLVHuXUYErAhkEKwV4wSiJAbtkSqyPqv43o8uePa9Nb7q+YN//Ov81q//N+TUHdkW+vB7KVlaG5xMNa/Yx551WHJ5+RjtBq4+/4ru6pqQOuaiR2qPU1KClDPBK6GpcJsliydnLB6f42YNztVUJZOXMad9TLBNz12E+hArG4hJSwmQsSLGDCfOG2IpbmpZYpQkZVQjVUZBG3skHQ9aMeTVhAoxFoF4Wx3Z+hlKAhcLRUlBBoWYGNqeoWtJORK8L2wBSqZEkSQT0JUdpj1weU71+Jbu5o6+3yHduBmMvmXrOqNtpr/ZEpcrmssly6oh9T2rULGsKnbDMIFNp5nhd7PE/6yXnrTNUVW6rqPrWkSUKjjmc2MP7NvOlH1Ldv2YhdfjH1NA/e339F5q+XToybs/NiugJjaTNHMYMmnb0nYF9AkLmtrELW1MjyU94y48fqy+13ZMtNbxHXJqJHQK0KfXv/fJxt/lKVA2l21Egk7epcVxPkUgZCTRywQajpRWA1QtovEiXJxt+PCDpzx/9ogvPv2Y3/3d32YY+iMU8c74G/WxIqs3x0LKZ05tBnRi1Uw/wkRDIZY6vBloheIM/PO+vK/YsPG5JqBJmcQHR7t9CpZMAM7pmI43YJtQs5I0ESphMQ9URT15mo+xZWt51LG1mY2rJ2mg7ROvrm/ph4hRWI2VlEg4iaTY0R52uFCzOGtoNudkBy3X7LdbUttSuRmux/RScihty6yECtcQ6jVeIelAkkzqYmnn6qgJ5eES04RyBK8MY3PfWFiKlra5GXFKVTsePWr40fcekfc3vPniY37/N3+D//G3f+vnrMaTzxtAksdXJoaUNBPE03YDiYTPZveldlTLhhwHskvoXqEf8GjxqZRaPLO6pmlmVHVDXTWsLs559PQ5l8+ecfb0BZsnT6jqBWG5IlUzuuA4DFamkKRn1yXaIXJ3aLk/dHR9RHwgO2ubK2I1okOKDIdET8fgPAOeTiDOAjJvDODwhlx4cfSrBbVaL3d/GBhu7xnu72Hf0g/JdpMLaAhoX8DlLGhU0pCJXaQ79NRdwrU9Jl8GMWfyEPEhkn1FVSc6Z73g6wT94YDurHvD7d0NV7fXDHe3tLstfdeiyWqeXfDU84bZakE9myHBMeTEgHV96npjRvzh68/5o+0Nff5nA4Kn2nqM53F/u+PTTz7nwx++4Gp3x2a14uz5I54lodu2tPdd6UBg4JUngEbbS5KogT5ntjf33Hz9inoxZ54yi8slUaQw4WTqM05h1bwb2B9B1n+2S955b8EFjr5VCTBH5un4i9HcGEDxjq8zMS+PoejR7jM6vFDMovkOxvgzcWRrgIk3ps/MC27fcvfFa97+9HNuP/8Kudqyzp65uBKHWN16VitBGgCqinrZsLw4Y76e42aBFIT7w8HYPd/u7D64Tn2C/f2Wv/e3/3te/srX/Dv/7r+LXzSkyiOLhup8Q9isCF2HeI/G0lZPlSGPLSmLOCFjLblptJg2VCiaTJXtQzxtYVftxdGpiSxbcwVnPeMpwIC4Y5Z08kHLOS0UR7eAW2K28xhnFsB4PEq1nC9lou181JLQs+82jf4j08vmPFp7Zp3RZXtFRyIyWMmHJmPVifG2pOgUZBmsoMJXJVmlkCMDEWRApUfznhz31LllTk+DUpMJ2Zh+WjSvxDmaxZyLywvO1iv8YsGh66x1aOlOg/58UGgEAM9WG1bLpTFunbOMdQjUsxntvEaHlkgkTJB66UjiYJm8sbW29+y+fsn1eoGgLPMlzfkZVaiI0Tr44IsIsBSGXzlnR7ahTYWhQKbZwMSe0zI3OqrKTwB++X8pYMsIbE5729oxpgfOVgETpHzWyesp59exzXFhEGcDjCYQXkctBPO3jAmkxtYSQUJhEKSB3Ge661u2r95weH3FcHMP+47GeWqxbghZM+phEKF3mUEEmQXCekG9WRaR3MShPfDrv/4bfPbTj4lDXxzE7x4g+BekOXB0Ov/4k5/y7NFj/tpP/jqsZswfKxc7GPqOfhgYBk8SzzJ4vAjbTo2sJmbYjQg5LiItzqP1lc9j1paxhuiEFTDeyHRP7x9cnYzHsfRgNLNWt2I4bj4MbF/vefuy49HzmvVCmFUQPfiICZ9N6IYZOJwJUIwCilkts5FVjoeYnhySP29MsXrjPFlBnQLA8TLbWDS5dQwe9ORnHKkzojSzGS8+eMQPfvSER88Cb774TX7r1/5Lbt989XPvx3oWZ+rFjIsPntCsalztWJ5tWM2WbD9+zdUXLxm2O2ZkquBxWRk0otla3qjLRNej9YzZxYrZ5QZZz8hNjdSByvvJWGRvAjJSem2Tj/XgUxY3m7CkbX4ph2AxPKMRKOrCMh4nJRAZ9SacamFHuCmo0BgJfWJ/fc/N27fc77ZW51nULyWBS8exd1XFbLVgvpxTNXUBtCxotcDSvmesITKV9Uzyil/PaJ6e0d5sGA531pYol8wmgldHLc44Kvue7vqe+axmNvMMzrOqKj548pQ/++pLhpTeH1z/c1ynwnXjFYKnqgLqLYu8Wi/YHnrudy0PomhOQAqKT/WXuT8Zg/kjmHbct8eSIMQTcyS1A8NgYlUuwGbVMGuqApQdlWzhIYYxwY3y8MsfZitOvNqR4nYS1D5IVuv04+MPpDiUnPzyARsCpKgin96GifoWInkpiTKobmQyGO08VIH5omE2n/H8+XM++ekf88XnX0AphzAW0RE4mh5+fKhTWm25J188bnOyS17bexv7QUnJypbScDBq6lDGeLR1mM0atWHgtF0Y0/yNZ8jDQTt5lbgCAI8gm3UyKbwgxBlv+RQ4EXkIxo6ZMLB5iJqJKXFoB9RVqAZz0NXyReZoZKIq4PGuoaqWxDCgocOF0h1DMmnYMTjwYYb4BpGKUFW4YDYg5Y7BgboDioM4oIXl9ACqUXO8cwEG3i2jezgqihO1kjeByntyirx5+5Y/+Kf/lJub2/e+793r9uqOP/mdn/L4ozUXLy4YcsQTccnaWOFNOV+SEmYVOTWopKl1HX20jM3ojRVn0XtHU9csl0vOzjZcPrpk8+iC5eYMFxpSqEnOMaTEvhvohkyvys1+YNd23LU9XR+pfI1zlbWozcqQM0NM7PuBPiqHmDlkpQN2JKgrUiUkjDoqXvHekQ4ralF8yrhuIN3uGG7uCYcD6dDRdx3dEIlFVM3K8ipQIQ2Jbt8R9j1yu6fPgswGy3wq5KahqhISapqo1N4COJ+UdHdHur9je33N9fUVt7e3xNs74n5PHDpErVTLVQFXN4Sqwc1qtApoSgYQOOgxf6DPShvjt6yK918jG3C8sipDF/n681dIgHr5fd5ur2jWgbMXFzy7+5Cvdj39XUQiNCqWdEDQAgpWCCutuLu+4as/+jP6rufDX/krrGcVrq5xLuN8KQN0MvnsR6Cx2FU9CfTfXePvPuSpCdbpRw/+oqf/PvnMMWk5MZjfSYIc26aajybTh+nRnxp90vFbJrtN8VkhxYhDCU6QIXJ4a6zK3au36K5jrp7GBSpGDRHLTicSCSupDPM5588fc/HhE8K6pg3KfXfgj/7kz+j7dPqUf+FLFYZh4NXLV7x69ZIPf/A9awUrgqsqax9atC/y/kBKAzFny8DnsTpzPCBGqU1TlzC9qmCeVvGzFKETy5qqOFKGhLHfEm6ycZbNL5SdMVAuYzuevJrFtAgoUqEy6nnJpL0l04SNqcORqeZKJ6oRNDKgwDtf2staj4hehVReK2JaaDVCVqEu32uAeE/IPS53VKgJiOKo3IxKhJgSwkDWnhj3pOGGWdqzomclmUVKLPLALPfURWBWGutu8eJHP+LJs+c0oeaP//Fv8V/91/9f3t7cYCUDP3/OjwBWpk89u9xTJ89K5iRJ5BrOLy+ps+Ouf0N7OOBUCDKWcZji0MxZMi+nnv7uhu2r1zTzhmpWM5vPqV1lLGhXyrOzlWbkI8sf1UwyRx2yJUd9EZQegRlj4CT7u4wsGluoSmHFTUvumC5w5dwZH3fSXlPzg0ZsKIsrK0uZPDw5+iQ67vUxbiqvyymXGCIhLlM5Ez32org2kg8d99c33H/yNduffcnw5i1h11GLo0ZhyKgvLdVV6RB678jBRNxnZyvCvKFL0Tr6DJHYR/q+P4Ig4o7M7e/o+hcDDpRJcs7RDgPXuy1v2ns21TnLxwsetY5hC8MhMQxGfY7eoV44eM9QMuojUV8omUI5frb6cRGMcZxOdgqxvuXkopg7/vi9WcoRGNAHrxl92XEZqRNCqJByuFldjDlvFq8aPuYsIjWKWcqkwZwCeUdkKxVjbu12vr0+WSn0UT2WR/z/uPuzp8vSK70P+73DHs7wzTln1oAC0I3uJtkcxBZN0ZxkO6QbUg6HQhd2+NZ2hO0739p/hiMctoMRlEyblEMybYkyW6JIqpvNBtgTGkAVap5yzm8+w977HZYv1rvPOVlVAApDoxHeiERlnu875+xxvWs961nPs1k9he1rZRtLBWcgbmaxhBxVGds6FNWuLM3MM99vaRtHiobDw5scnRxy/fQjslME84vpF45Mot2fcv8rr0Lluf/q67x26wHdO4/55F/+Ed2TU2ZhYC5J1Y2tkETI2WiCZT2xdrRHe+w9uEF79wgza0m1RbxhpApYqxRVRXGVxmnKzLgVKWMdKAupZAmbMQhGL/ACooygQskKRvuUcV5qxK53j3eHnYawHesQoXQJTCESlHlSaxDvsB7dcacLhXNFtwIwacyILGKSul3EATEZVzuqwyn985pUxC3NGOFECyCDHktYrOkuV8zbPdp2gm0qgvc8PTvlqisKpxvU8adjDei52KH1lc/qup5uvcY1QuU8+/MZ6/XAat0hkrHOvUThNGMWNz64P+L72FyvnddLIrd53C1Q9BcMY5JntOgSVatddT32QhMNi6WtXbFCks/f3mZ8jop2w4ZhYjbP30sJZ/nppvDcaVdt4tX4jp3qVGSkHu784vbjNswZHe1xTNsJ07aj75fqQDJ2DYrysKG8JhnvPdNpw/HxIfPphKdPHvHxRx8RY9wwQD57O2yvbYlvRXyqLNvbc2PZAJx6OA4ZO+1WyK4m+xaxDSIDpgg/6ZY3C/eoY7LlfW1j4ufbhzsAwk4hgbCxPSph4KXj2SSV5djsmDSa3ThgS7wwJBmBVYtYdXe3xmkyaQ3DEKhDJMaMd2D8BNsKdUxqXdi2GGPUVnN1jZ8kGqddYLBI9piqoZocYp0jmiXEJTktixhS0XEoHSrtZGyZcLou7cR80QXIoKCtKaCN5Lxh0YQYWXc9X3YLQ+T02RW28jS39oi+R0SofY3LtnhCG1zlNfaGgIQakzIxlmMY9GpmGUHtpKCQV9vZejKhbSfUbYutHFVVEbGklBhCz3rVseoCq5R4sehYrtcs+kDIhtlkTmMrBGV2pSzK5kuJrhtY9IFVyvQirEiIt5qoFtEpbBHrXHU0WCoR6DrC5RX58grbdaTFkrBa0K9XhELfx1fgPBSa+BASdt0h1yv6lDH1GrwD75AkNBPVwVjkjCUQkiAhEi4uiVcXLM/PuLi84OrqirS4RtYrbAxU1ijbpnLYypG8xdQVyVn6PpWZWQuuwnQDEn6a0TFDzjs2v0k/fzJrwQvLcI1rPMf3bpKWkdP3n7C4WJBFtQZsASINKmZWYYkhsX5+yuO+A5P5ynRKe3yIm1QYa9WyroyfjMX2Fgx8ee39svjxJpZt0kDz+RDCZ5adMRbbz/3apgAZF/9dnarxfXYnb8glJ3NOBewkJQhqRebKuFBarLi+uOb83Y+4+OQx4ewK30dqAaNDCFix6g6DIVkdjzR1Tb23R7O3h60hmEQ3JL7z5tu8eH6mDZ+fhDVS/nv64gVnZ2fcff0BCYObtLQihKsDXAx0IbJed+SY8LAR6E1llSw1fMnRHc4pY0C8J6NCr9Y3VNYTjKWyXtdqK9hkGbKuc7YUQbqSlRErzPa1zQzDCLyr+oWOYbltPEd07ExEG1FmWwyWFUbPsYwrj94ESQzWeJwzZBUJ0VGt8lmOnjoHVLpPna08CZGenA02gjOe1jo6k8mmZ2o8Jkf6OBAt+LDEhjUTAnMnzE1iZjITk/HOknPEWk+7t8+tV17h5r27TCYt2Qi/9a9+m3/zve8Qc8kBf0Q6t1knjOFqseBf/cHv89rNW/z613+Fo+kUKmFydEhlKgYRhhen5G7Q9TmpQK7Pep5TibWh71i9eI6ptP7xGWa3DNP5DGcNQ87EcddKzZJFdDxRdG3bXa9l80CWa2rV9tgw5h7jc7jNn/Qto4bR9ljZQEV6V6p9dbljZHxO9bfcCIBs4aayr6VphzaGI8rIs8bijY78WWvxxuJyYFiuCOeXLB495fqjx4THzzHLFU3OzJwrVuq6JiZr6L2l85Dbmvpgzv69W7h5yzoFLpYL+hjJMdGvO+IQdnLPny53/zLbzwUcgBL3C9LxyaOH/JP/5p/yd/5H/wE3T46QYOjPInHdkULGh4QTx9plYm2QAEPeFv1a0LEJ0qUdiySzCUzb8YKC1sI2mO/u1xesNiMCvAUPtOgz46pRZnysN6o3YAsqTJltyoV6P3pzipTuMBixxKSZnSuWfPqdqk7w+RP3cvEFZa5vJ8HdPnhsiqGxKzbe3BTJoJRl4+suADmTgGbPcu/VKfdfmbB3kHB0/Ov/5v/Lo/feLvT3H7wqi4FmOmH/8IjVas3tB/c4nu5jrzoWHz4hnV7S9IHWCB4hE4kjlTA3iG2Jlcce7nH4xqvMv3oPe+eEOJ2QnIraZKsKx6MVko0647kt8CmW20WV1I7ggIw3hAYPSZBks6ZTrqyUe2knNun5yzLWWoz2IeIM1jnqylN7TxSvyU0qiW+CioqMJQWQWJDtcnO6yuOpihd1xtlxocokI2ASVBYzb6lv7GNenGKrloTH5IyjeL0WWqazKryXcyLmgLOGCs9i3RHCQNNUyHqFZINzrsxnjZjSTx5kvghYe/jJRxwc7fPaV79GjonZpOHkcJ/r6xXXq0EX2BHhH/2gc+nQjGAO26JH/212krztNgI+Y6Acczs2wpsKxIno+VfSiKoQy5BIaUWIgdD3HOzPmE0avB/HTsYkodwLMqYMqlEwJpzjOXBlf7cza9tzMhb0AhqndmLXWKIaIESIcQRAxsWvAEHovoeYGEIkpsRyNRCGuBU0NSMYwc55E5wzTKcVd+7c4PbNI1bLSx5+9JRnz56wOxry2Ws7UhDFeMYOzLaIfvn66/criGBzYUoZwfuKJFOk2ocm4Scem6bYPJBCR4orSENJ6so5LTaJY6zeTE1gNs/qZ+6EzfcLyiIzVpjuOW7dmDNrGn1mKCvC9rK+9BmUOGmw5GxBdCrVbNxZLFiHrxoF92xLP1j6IdOHHqmnSNViZxVVGWj1dYM1Hoz6hIe+JyeYzj0ZD9ZjfFMKeY+kCmlrJAlpSOoKkAOIMhVGZZ1Ru3F8fmXn+RifHxXjRQuRHBEyzqnOzE+yXby45urbS05e2+PurVukIVGhglbeGpwVyJm6bfXeSInUDarVYiCKaqoMOeLFE3JU1WzRZyLlRAqRHCLZCSlH+iGw7taslmuulh3X/cD5dceiX7HsIxgPYsiuwhhHSAUYyCr41vcDXdfR50xAgYAcynrgy41lFLRY9olsvRbbYU1Yd6R1hyxXSNchISg70Xu1n00RUkHcnXa9hmEgL1cQA37S4Oqapmmobca6jKSBlAZWQVgvO7o0EC4v6c5PWTx9zMXzZwxXF/h1j82J2gLeYdsK09bYSYNt6k3UFu9opOHgxgkXFxdcP3mB91+QR/yQbWSA5Y0/+Zhb6H3SXa8I1x3BG67CgspPONw/5Oj2LZbnK7p1z9Dp/LSViApQqpWwMdCI5n7r6ytefPAx0/k+J689YHb7mHp/CtYhIgxjzCl/ZCtps9mXL4Nnf/buFnaw1t0C4gt+T3OJ7VBqMVUfP2XzQZL1Z2bzhTsjaJvYWaYNjdmK2KG2f6mPXD98wvmnjzl7/2PC6QVVF5iJY2YMRraldkZHVYNoQeGnLe3BnrIrG0efM9995x2+//33Wa2HbXL8Y2wiI5Ch5VQcAv26I4tQNxUpR6rDOTkMDOsOlktC5+niUFiQFmcMqZwyW1pcDqWVZ6fH7YHKCNmCNZ6AIRcFeFEPcMRo3iVmR+hzTMxM0fTarP3bizrmh6Wq3P4MUxgdZV0xIxtY12sV6dNXLBZl0pUxVuOIxuFci+RISkKyCUGoMyxM1HxKNLc1ZExWa8pxzLlyDRMHiAI+KUdCWGMFqrjAyJKZycwNzLwwdY7KCin0JBGaylPNZ8xvnDCfztUpzVgdyREpbJ0vvt5m58Y244UuLJ1Ft+K9R5+SLPylr/8q86oh1wZzNGUih+ScWD4/VScw2drsWoTGWXI2mJzorq+4ypG4XNFfXXOzGzh+8IC6rbDO0iMMSa+PlDVp1CoaC7SX6jDRfIlSx5Xyrvxy3uQ143jBZhzK7nxEeTa3Ghi2XP9x8d8F+sqIwE4TZ5PFiai2hUVzdzeeV1Fxw7HGiwPDcsHy9Iz1s1OWT14wnF/i+0CV1YbSZFRjDRUoDc4QLKTKQVsra2BvTvCGs/MXPD89I8XEarWmW64J/cB4Gn7axt6X2X5u4ABQkljh6elzTi8vuHP3Hn/33/s7PDg4pOEUL0+xYY1bQoiGHsPEGYasy03aVBAlZmM2XAKzI6alIoaaDI6F16iiOSo+/6BadwQG2ElCRXYCv36tBjARMLnYoo2jDmxuVlPQJ2KmwpKNQyy0RxPq6RXNkJgYqB0MyWiibnQOy8p2kRrpQi/RsHe6ReP/fxGqrslwES4zBl8CbDaFZm4N3mduPZjw2lcPODr21LXh4Tu/zwff/iYp9Bpbdha8z24WaKctt+/dgdpx4+gGh82ExftPuXz4GNcPKq5Snr3kZIPUWucJWNKkZnrjAHtrD47nDK0nOjDOkowmCo5Sf8jIAcjlmPXAK++onMdvFga9oFkE6/T+KWNDiuRTApYoGphNsZksBZkuHrK5XzSg6fl0taeqa6x3mGQRV+wRg+DxNFIV/2eBEFVhNIO1lapqS4VJWSfdRV5W3DdKJMwVuIMZs7vHpLMl6WwFaak+6iYhkpWuV/iYMmTW1yv6fo923uKjowown0+5uF7Qi/oii9GZb8NOC/8n3D57T4Qw8PCTj6mqmpObt2mbhuPDfWJMPHzygsVyUOEuFBCwVjvM4xVTz20tyD5Pm/r8DW4YEf/x58K4EOyuFiKClETNWqUtSkysVgOkpMlIhtl8SuU9iHbDN6vLBmgqD39ZUtKGTjnu0Aai2CwyfUr0vSrM7tp1bd5SkvHVKjAMUY/KjH2NHZs6LH0fWHVrXWAy9EPS/dSD3BTxxir10TtL23puHh1y7/Ztjvb3+dbv/jb/+rf/JUPf/ejriyfZyWaWkh3Bpm0iX6h8uchxGbWNFMAbh/UtpjlAxGHMhJqISR1xWNAvHMP6Ulky4+Uy2m1T9se4UG+z+90m+QbvHQsag05zGU12q1ptK7ddJMqMtNmogGvCuI2riCUly2Kx5HrRERLqz10qcGs9vpmAn0JltSuGBzzOtSQR/ASQpNouWFxbkXKiH3piP9CxxDUN1rcqtOqnGGlw8ympWtFJRrxBUiB1GWe8gqIlDmvY20T+TQUkYjQ2EHW9swZfCzdv7HEwr+gWpzx59Cnd+stZne1uoQ+0FzVHrxwyiTUVnlE4zlqHs5BjwtUeLzU5RNKgsS8lTawHEj4PmGBIxtLGgSFG+r5j1a2R1YJoHRMcXYb1MLBerVhcL7m4XrPoOi4WHYt1p84QvsG7BlP1WFepD7roSNkQMl3f0fdrhgzJahcfOwLxCmKNd5cZMsZFLBYbR3DI0aekY1/WU/lifRgCoWeDXFnjcHhkncmsIFRKH28SJghZLCkZAkorX60H5GpJHQPD4oL+4pz1+RnL6yuk7/ApMLEWV1W0bc1kPmE2mzLZm1PXFdYagslEMgfthNdeeZ1/8+ibXA5rnnSLHzusj136seM2xiCS4fzJJd/7/e/zl/7KnyGZxIt8wcGtQ+b3jzkKPYuwZvnwBVXKTI3KjFmlE4GBxjokZXJO5OsVLx5+SsgDN01g2twli1fxtgLO6cjkyEBgS/8ZL9QOsLpr8/xFKd0O5rzz3h90EnZ+d3Neth+0aSiU7x8FDD4HRgib4DTW6d44ahFMAb/600uuHz3l8uEjhvNL7BCpMaXA1M+MRQUnoAJv0Rj8bMLBg5vcePUe9dGU08U5333/Pb7/4QcsV50yi34MZ6JdxkDOxfjNOL777T9mNptx/9VXyN5Q1TVpb07qA37VUXW9iuRdJVWSR6iMam7pU6M5uhb6yhatrKE1ZSxOdCQtGJBUGj+ignrZgFhbchVU4yBndfjImpfZzUgVG36nXpgivCrCxuKwiNUZo7+p9025x8e1i7EZmIu9tCsCxbo+JFuRTEs0CUwAmwgS6GhxBJyxrE2CHMkyQIgbrRDqTG0dLufiaz8geU0XE1bWVCawZw0zCxOEtpT7vah4Nb6mne8jlQrD/tF77/L7n37Ceq0Aw8icDV9wZ28xlS0bT0ouk0RYxsDHTx5z6+CEX7rzgOAcrvYcHh4wEUvuevrFNSkGDMqUdaWOqI1BUiaGQFwuWfUDw2JJDAFrDLOTI+r5HFdXYISIfuc24G7gOFQ4d2RuwGhbKIB9SSikQPybZ3m79pEKO9hum38y1lFG80Lt9W7X+xGkKD8tedk4UkBhoRTugRmZK1pvejHYJBhJxNWa/vSMxaOnrE8vWZ+ew3JFnRMeHSVXQfBMcMJgYbCZvnKYaU19OKfemyKVZ7FecXa14Hq9ol8suTg9x+w80pu86wsj3s9u+/mAA7JF+MZgHVLkt775r/jbf+vf5fXXX6F7tmJ5XLG6GLgOCRPXGITaeCaVpUt6YbMo+mgQHQUvn7+d8R0paVo4pg0KpD91ttxA5QH5onp3Qz0ZC9ES6EePbxWaEWIX6JaBoc/E7FhnwVuw3ujseUEls4B1Bj+z7N9omDxuqVqLMxGfE43zrO12hmTT9f/Mwz5OvYz79kXb7hiEPhQquGYMVNZu53AlATrzt3/ieP21I+7cPqCtMh+9+Xv89m/+p1yePSab7Yyw9mI/v2WbqZqKu/fugQhH0zluyFw9esby7Jw29TgEm2EwfQGJ6kLTVfSs2pvS3DvG3z6EgymhcSQ30u/1qNMmKdZYMDqIIEK16eRXaiEz+ieL6jpofNFinCJQqGh1obuORYYtBKSsNGcxig7qOxN1Bhs0IPYpEHJmIDM9OKBua25ND6k6uH6+4OzyHBcSbkiYqBN3zujCY6BQk5wKp9jSSTeAdWTrCqXM0O7tE48P6fcuyOtAzGuQQhsWtQgTNDGX64H11VrVvueHLFJkP2Zq5wlRk+YNJfJPYDPGcPr8OZfnF5zcvMNf/I2/QtNOuHvrBs5WfPjJYxbLji3NnzLD93mK/kv7uJOkfe47P/Ov7VNSEoCRnVMYPTmXJ8lATKJOBqbTzq2tmU5qYtIO/Uude/0Q1X1ABYKW3aAznuONuVnEtvvfhUDXh909KovM9nkFw7oPxKBK/huAu6Q+G2/lDDEVOlxRoB+fSY1VCVu8fI1kmkqBgddfucfx/owXz57w6OEn9N16w074UcKUKhCtFfcGXN2h3uxep7FbLeOoTFnHjKupJwcY3+JzwKaO6L0KF/U9MQ8qbme3xa6gcedltsCYxO3ABTtMhnG2dAMWyYZsuh0/GEGEzZpR8B7GotGQMqy6gdVqIASIRVBTK2GHq6ZQzanbGldPsdUM8XtE4xGrRFMDmgwCXtWQcFVD71SZ3qaEbSIiLXVV4XyDcSV+yQCdY+gXSEikpPoDGvCy1rd23O/xROxQZQVSUXyqBA5mU/bamrPnS148f0bff/mxgt1t2ky4OT3BhkRTN5owGqGtKwgJ27REBuIQi6+0nrIsMuqGsU6BJGoNOOl7Ft2a86sFqapps2EyRGYh0xunVoXdwNAP9MPAermmW3ekmLD4TYKXYyZLJKCWrmJLbSBbANMa1d2I1iBWrR3rqipMK0jdQJWFWgzeW3IDwyQh644sBmcy3hkdwcvC9fU1WINtauq6pa0mZKfMpBwgEzFpIEfIYglevcpjGIiLFXK9wMdIXF4Rry4YVktiTjirQlXiFYT2TU3VNNi6IljojA7wdkZg4nny7Iynf3jJ9x5/wllYcxp+vGubd/KOTf6weeA07zo/veLRh0+588pdFv3A89UFR9ND9l895MZwi48Xl3RXa5w4BVfKc2cyOCN4W9HguewGTj/4hMXVJX3oeFBX1If7NNMJptJRiZSSrr1JCzylnOveCHxhQT5uu7kb5XfH95mdf/+wbWNzuPsabJcerS7LGj4G6jEvLKrpI2unZG0eg4sZhsjy/JLzTx5z+fgZ6xcXmPVAg6cylCYMKHVbn/Zo1X3DuYp2b8b0aA/TWlzTsLxI/PH332bVrbZ7+oND+UvbyznAOCYBkjNnL874nX/520wP5vyFv/gXeOO1V3F1zeRwHxsyLglehHWMpCEwpAil8aBaUKDJVMZIQBjI4rDOUIvFmIxlIBjVCtlI4ppMMpa69qpDYD24ipizWoiGMtaXxxx3tB0vOZAkHQEwDlNGjTddZ2NBRj2G8oMCwusaUfTEMIUZZsk5IbkMzlqLuApnW5wUsAshGYOYRMiBSjKVKGjncyAZBzHi7IDNiWQMMQYmuWcuCUSdCebGqMVdzpAHZVHlhK9bZnsH7O8fMG8mDBneeviQ3/zW7+K915rE8pkb9IsuNhsNgJzzJucCWPY97376Ea/evMUeDZWrqCpHanq89yxiJOSIR/NVby1ZbMmrDVhLn4W+61iVZmLlK477NfMbN6j3ZrR7MxXeIymALZpz5zI6Z4zBe2UQlTmpH/m8jvfrBiEa/1HyoMRY1JeRyM3jIZt1Q7UFtYm30X5jBFG0k6hi8drEs6KuEFZGBm8m9YFwfsHi0ydcf/yE4fIKrtfU/aAtA6fWsFI0Q4KoCGHwltx6/HxCfbRHfTBnlSLPLi84vTgnxaD5UXFYGOOzkQJi/cliAz9f5sBL1BcRrpdXvPvhu7xx/yu0hxMmNyfU52ua1UDbC9Ng6KxQm4rKGWIJmuMDLkV1whhR1KjE9LFjMnaV8s6DMwqhbJ+kH4LAiN6iqQTcKHrCgggSoTtfc33Wc32ZWBw79l2hwRSNhCQZIxnnnFpbUCra0sFU2xalHtVOH4aYwRuzwX5lPHOyXXB+kBLtLgqsh6jdkSRgCzXGG8uQIkl6qjpzdGPGg9eOuHvjFodVy6ef/C6/+8//EU8+fUfn1iyMFK4xgMpnruXXv/HL3H79PpPJjBuHJ9QRnn//I64fn8JqwIvBkNVfmgxSSL6iM2iuaWluHtHcvYE/PiQ1LbmudZ5zRxV9TFo0RS6dZ1QF2FmrYnhNpdZKSYOOKqLbTdCRIk44ThiNFEYjRn1VrWowGAzibKFtlYVILNlrV2Nxdc3F9SWr1NHOp3z9z/4a9x/c58HBLc4+esY7f/w2l12HM4HZfI+TG7fZ2z+ibSY02eGzUZqSsRg3iulEFOU2WvhZh3GCbRrq432awznrqyUxrTFZj8EpLkZlFH3NCfIi0l0NVEcz9mYHpCzcv3OXTx4/ZTl0m8Nm03H/2W3jvGoIgevLC67OThli5M//xX8LZyuurhYMw0A3FEE32X0SpdghjQ/t5sbe/PULA2J5HDYQ4GcQtE0StFGm1mdekwlDzND1CTFLhphp25ohRFZdtwEGxtEHY4pgoVHS5LoPxNHNooBLn93vlJRhsEV8S1K50wLXfdkm5dtDlpIwKsvDGKXz6TduKyCNeSqW5FCKtzeOG0eH3Ltzi6P9PS7OXvCtb/5rPnjvXSjzdz/SscLozoxsps0NU2h/m+7YS4esoxQUb2rjPM5ONHa4CtN3hfqccX6l4pVlrMBW5XhTGePKel524IdyCj8fAzfMnpHxUQp+Zf1I6TVt4+PYETBm9M+WDSC8+QbZcFrACpIDcRgwVY93U+qmwlYV2XkyDkkeISHUKoJozebaKi3R0zY1cUiEOEDuyElwtoADxuCqCjM5JFvtxFElkgwaGyQpyGlKJ2gHNNGdLvHMenLOxBRJUoQDrcNVdfHf/sm2nBLdqsfPDNZnpnVNbS3OOEytokwOi4RUuqQBSZlhCDConZuOEARCMDRdh1su4fyMdRYmUZgNiVWE4CqiwCok+qCAbrKWuqpx3oLzWN/gqqaMcyUdr0qiGgsGjDU45zVJaxua6ZRowdYVla+om1rZZhjico0PCZ8MLgNVq520lInDGkNW4anKkTJUzQQhg7f4SUszmSCVIzqIFWV0zipDrBtINpBSou9W9FdXpMUSFyJhdYUsFxB6tbZzDTUKuNRNRdNOqKcNvqoxRggk3KCduKuw5vmzx7wYBt47fUTI+QsB/C+zfTYOjPEOlIXx8cOnNAf77B3ssehXVG3F/sGcm1+5xWpxzYsPn7C67CBBzpbG6GiBLcVAZTITKtLQs376nCdhwLqKo/t32b99k/pwn1RrdzjIVodptAjW+6+wBTfgKdsCYUf/54uP76V/sfMJ2+0HLYhbxBEwG32UPBYQ5ceWEUQsDZXSWHEhsT67ZLi44sVHn/Lig0/ozs6wfaLFUJM2TCZw5UAKAGwgGsHXjsnBnMnhFPGZaPR5SsWD/Yfmsl9ie2l0NWcuLi64vLrgzo2bvP7gFZzzGFeRvaedTnHHN5DVmj5fE1PaFGUOHTMoMC8g5BzJOej65HXsT6ipbSYbh9142mey8djSuMpFsHUwTs9H1MbN2DgbZ9GNMWoFy3idBZNgdNEawWLVbEkF3Bk70Ftw2Rnt8ho09iZN5MvcsMM3NU7AZiGmSF/s/jwDWX3KcAgVojbpCF4yJgSEqMVlirQ5IiScERrJ1Dnq72UFhJIxNJMpN27dYXZ4RD3bY1q1fPPd7/Ot999GUmad+s0N/yXxoJeAPxHBWks2mYt+xTpH5rbBpExwBiYNsxtHhBxYXl2RhkAyOqosSTA54QzU1mELWCZZtTQunjxBJDF0PdObJ+xVnqquME5riLG+iRRGuAg57twxUq4tdhMHCkdLf76T820Rfn3PhuVcCnqc5gSbIU4Z80LKiIWOuuacN4CfStKMoytZn2WjrYMKg8sZVgND19FdL7h6/JSLTz6le3pKXnXUMdICU1ePe1ycRoTBQKgc7LVMj/aoD/ao92ZEa7i8vuL84pTl4lq1OIre0cuP9Ze92j/d9nMFBz67XV9f8w/+0T/gjQdv8NWbr3D0yg36PtMNF6xyIlxEcoSps6TKIWLpoxZO2ew8EKMM5kgVKv8/3jgvL3rbgmEXIP6iBWWk41jshgadKKwDB9aB9cpULHMA5Z1xIxQ3irXEbCFCipCi2h8mQxH5yyDqP7ql1uXN3gq7KO9Ikdmi/Oz8fEx2pSTnGph1AXNGu/xieqz0TGaeG7caDo8aZrOWtFrzybvf5/TJp0X8RZMbRRmViv7Z1MNay1/+638F21RUVMyaKeePHvLpH71FfnTOPAh7eBKxXB+HM1NyriBbclMzu33C/lfuM31wm7Q/oasrclWVMIsCCwZyUeg0O+fGWUvlVdSmMoYWg3eObK2KtBUEPkRV/IySilikfoAdQSNKwMk6LzcKebnyU1ucERxqueK9w9WOum145fXX+Mav/ip3XrvPyeyIvdkhREX733/ymNo3TJopbTOh9i1VcHgRFVUsvLYx0RcoznOlsEq6kNm6odqbspwZYpcwOVKVYLhJTiSTEoTzBV1TM2k9e7M9sgiT+QHrrqd//pxYfGa3KMHPcNvp4q5WC959+y3+xt/8W7z2yn0++uQJd+/cZN11pMvFTv2v3akkhUFQXh01B5CXQQH57NfJ+OjvJkclOflsV9mWmWsB7Urpc93HTFgNrPuIvVaKZUq7Ijb281+s+M725fKZn93T8RneFrUlXZHd10c822z2ifFnokUqZmTvFGBhY6s1is8ZRqaBt56TowPu3LnF8eEBFxdn/N63fod33voeKcVymX4EMDAehRn/fP4ijOyHl66HoRjbG7KoAJV2GDxki9QW0KKs7la4bkZag7GCr7OGrZRJ/UCWqPe4GRf+nXOyOedsmESjDZJzmfncM5vURSis7JjZ8DYYLYsYC+2yZojJGJcVmBvfWzpMQlLf+tUKocFuuv0ZJGKMx4hlnIUXseXc6fyJyRbnLdM5dP01/bAmDB29c7RtViV6awne4aSm6iwYTSStRBV824x2bC9GgZc2yZU1FrGGJJEkmS4lQhT1Sv8pwIHrxYo//s5b3HvtNq995b52fJzHOouzFvKA9ZbJdILJamGcc2boepJAGgJRiuuQDHB5zmqIXC2WTC+vmVwtODhcsd9HzGSG8zViHLVraBrHvquYTCEmlWwTPMEa/Z6SzIeUCSES+kDICZylqRtmB3Om8znJWZqmoWlqqrqm9pW6EViPGxIuZmoczsDQVtRGSHGCtdpRtM6yXndMZ1NNLq2Ad7imUrFDZ8iVAvxRiip1DAySkTgwrFcMy2vicoGEQOiuMcOamkzTOCZVw6TyTJqavaambSp8XWEMJKPjMteSsSlhhsAfPHvI9fCTMUF++FYYS0bHVS5Or/jkg0/4ytdeZ9045vstwXrqg5r9kz2WFwu6QUhLLZJENnLIBSDL1CbTiLID4vk1j958m+XZFYcvLrjx1deZ3TxBnFK6QxknTAXYz5tgacba+XN58meLhZd/ML7/5WPcROiX3vzyGzUujMEGMEY97lPEG7PFIjcYnWBSprZgcmZ1dsH1h49YPn/Gsw8/oTs9x4WIM6aAuQZyxlJpoVsieQCitUz2pszvHHLwyjHuwLPOkTffeYu33vuQMMRyrV7a2x99deXzDMLdnDIXEdN+tcaExMx5VlVFPtrHYmixLCcTWK5JJiA5ayd1LOGM5lG2gAYQsVnIIWs3vgpUTSIbjzG+sE6ELFHH8yViTMBQ48RjkiA5lXV5BHlj6ahaPYeoptfIcXvp8IwhY8GMcXKrXi/jymk0PzBlNRjXnozqiznU2ciJYJIypEISetEo7IyhMurGlSXhCBCFqsg1VqWY9xJRH4eMF8HluPnOIBnqmnY+Y//2LQ5v32J1ueS7L57zn/zub3O5XABaxI5sWitfzOrV21U/V+1tPwsAKmi+vF7xh2++yYPDG3zt3iukPtBUFYf3bjOZTzh/fsrVi1P66xUpDwoGu62GRmXVrcakTDf0XD1/zmq15OL8gsPFFTjH7OiAajahcp6hNBUipdE3gvNllRWdAS15uT5f2RrNw3d0m8qy99LxGgxe1P1CnVMoLGA0USj3yZb0o3VXIum9yihiWe7fkaMm+nMvQl4PLJ+fsT6/ZHF6xurZKeH8ErcasDFTY6jxeJySm42QxDAgdM6At7R7U/ZvnFAd7XHd95w/f87jJ5+yXK6QQZnJsdOmgGHHGezngw386YIDAGdnZ/zeH/8e+39lytd+5StM5xW+Ffz+iuph4uI0cbXqqYxQ1Z5zY1lFSzSGjY6I2Zhc7CTcpvSpS8onFNXXsZhmkyBTCovPdtJUpXLsG+eywOlNlpNihJX3WO9UtM4AI2WqiEflUvQEoyrpkcSQBu3oxEQWpQb1CVK2eCsbpEwPZ1sgfZGV12eDuzW2BI2ymEmmGh0VTCRLwLjAdOI5vj3n5t1D7t47xvtrfue3/iH/5pv/hNXqaiPOIaMdoFGHgM9ugvDp1WNu37rLSXtIPF1y/ukz4uWSNllaA8SEx0FRY7cbn1CLn884eu02h6/dQo726JoK7yw2qcdvtKOmBEqrQM+/TeCx1HVFW1VMqamsxWfwyWw6duMMm82GFIUqiLIJpFBdy6puS6DJIkWAsczFj/eK246TiHNYX1FVNXfu3+fXfu3P8sbrb+APpuAq9m4e8+Crr7O8WnGxWGKywxuHMV5n2cZSRNjcWWK21M4NtGWKgEvlqacN9f4EP60ZLg1pKL1QYwoSDiONL8dIToEKlTOyxrBeLRhS0HESVc/bBOOfdrPWbqipuyi2iPD8+VO++bv/mv2DA6p2xq0bR4QYCfETFsueIcbxU3T8xtqd+328x3hJnf3zm/lcEjAyQoSXwcHNM18YMeNzn7OKdYa8nX3Po0q9oJXn5rhGinrefq+MaebOsyvj+dm8sulay+Y8jUDVOGax2yUXtqCBbF4x1hRgZQTJZAseOF3IDg7m3Lt7k5vH+6yvL/j9f/Ovefedt8h5J5E0X3w2d7eMoTNbwHW8b6wbQRezSTLH+XNTDn6DzFtHwpJwONcgYglErLXY9gA/XTFkByZjK6H2GZMzgY4hr8gpFqYFmKxp3HY22uo1YjumAWBcZj6r2JtO8M7h8lYQSU9diat2m04XAjNZnHbdY0JQRWKTjAIVpjyxOTCsrxGgFsFRYVGk2DmPZKcspVzWFMakRP28fTVl4gzee9b9kr5fkPNAriY0dYv3LYjFzyJdXCLxsrihJIpsFmKSXpUy8iHjNUITETGCrWB+OOErD27hJfD04UPWyx9fb2DcUs4slx1XZytmvzzTNdJV1LWFFMB7BWW9o2obmpxwIqQQGZwlWUsMkT7ranKdO9bLyCp0NN2aabdm1QV6gWZ+SDOd0U72mE4qTN0yLfZkIVv6lOlCYjEEHfPL6oCgQiAKvFbOgXP4tmU2mbA3n+KamrZtaeqGpq7x1jG4NUE8VAGTEpXxeAOxdtQOhKAjIlbpxsvFkpjCZoTBeofxHuMMVJZcAIshRvqhZ52E1HcqwtmtkH6N9CvC0JH6JT4XjQjncG2l527aUFUVrvKItwQyMWeEwGtry7kv3dGfNcD70rYFOHOCpw+fYwQO5t8g9GuuiEzrKYev38LWNS/qpyzef0ZfqLCaHisYpeycSIWwZyv6JKzPl1yGR/SLpXZ5k9Ds7VFPJtjW6vqNCstaO/o4lWc978gRjCF/3NmdYn1XjPCLT9XIICox7TM5FWirRmSE4fTDU9L4IFi1ZUTjk2TBCfgsmCGQu4GLjx5x+t6H9OcXdKfnVCFRi9PikFGjRbWGBik6SxgijmZ/xo37d9h75RB37OiqntU68J3vf59Hj58BbNbOXXbal7q6n2kufZEj0Hvvvserd+7y53/1V/G+ItSJydEByTrmqxtIFtZXhrjukBgK5b/oKWGoGZVqBs1ZpMamDucUhLPo6MkgmUyxNEyRmBMpOqKJROuRZLHFyjDLTn5U1jJjzIYdOy4PYyNpxJU2xSalCVTySQXKKeCBIyWz6f5tYBoxKq5axmF9G9SCs+tUKyhHnInUZQTJFvjSSsCg9pVWtOiyaP66GWQowsCRDM7i24bDvX32m5b9g336deA33/w2l6uViquX4zGlcJYxmfz8ra3gRkGOPndnjyfFGD54/Ignp885H5a8dnyTo+kes/k+88NjxtXxxfCUfrnCIXinjG5rlUFjRO97J5nUdfRxoO/WDP0aXzvicJv54TF1O6XZm6k7DwroppxJkrbM7k2OFDcPsKACkZvN7DzvegibZqwC9OOYoGxigf5X877SOyxXQcVYR1EyXeYVoKi9p7HKAAthICw6Fi/OuP70CcuzCxYvzkhXOiLWZAVbGhyVUcHIJMpGDgYGY0ito55NaPf3qaYtXRhYLBaslku6dYd3OprTrXtIO9pyZptr/f+dIOEXbetuzd//B3+fTz79mP/N//J/RTUXTu5PGGIirgN1D4SExEg00HtHyBCzFu1GRhrQNiYKRWtg03ksIm+Fii1mO8M6ClGPK4pBk+8xxhpTkkrshm6eJRdgwmGd2yhWjgFGki0ggSmT6kKXEq7KmAOYnFRM92uasyV1iNSuwjsFL1JpjTmr6vZjSfBlZsQ9JXkpdCbJgreuBNFCTbUR44Q7r+5x/9Uj7t47YDp1fPtb/5Tf++Y/ZnV9rsXert8cFI2CL96iyXjvaI3j7PlTLh89RfqBylhVDhfwpmZkQyhIILjGsHc05eRkn0lbkZ0lu7QBAzyOCk9nsg7Q7nRybdZxjdqo4FGNpXIW540+4Ak9f1JoaDEhKVPFAhQkIaOUKmAjSCfl7cKI3pfEwGmxmATEg9lrOLh/i4Ojfe597Q38dEI2hi5FTO2obxxw5yuvcbFace0DLhYV9yylLhFkVImWjLZGVBhRku5LTjqrKM5gJhX+eEZ9ss/64oLcB1JShVwN/hkh6ZxeSnTLK4brlqY+wOfManFJ21Q0dc1q6HWh+CmHlj4/n/rSDxERYoxcXJzx+NFDTm7eYf/4Jq8+uEeIkY8/fUy8XpFBkX/R4kwK02UDzACjCNuYuG32XIHkL/z+zUPM9pdz1hmy8VfKeBsbEIBR+HQUxNLKfvTCLSdu06WR8SW2YAa8DEjoGFCJD5iNriGyA/7tnrfxBdmkopjShTGmgFTGFLcHfbsr9lXWGry1HB8dcPPGEd36ij/4/W/yzttvqmK9bI/9S29RE5YxOWZ7JtgFMMbCVDBYI2ALXU+2pP6MwxghSVb3jek+dRoYsrpEuEaoPRiJGFmToiHLktF+KiM79qG6mMtO7B0FscbrbUyZ+5cyIvYFgNOGfUJhjxpD3w1cXa1Zd4FUkgkFffU4YxZiDmSzQuop3q9VsM75kph6MCOIYUvMy6j3tt4TxtZUtdO40V/QdUtC35PaOdNZjbc1pp0hw4x03ZBkjZBQnvUIQI/XUzZrVRZts4qRwiBwVHWNdzVXZ+c8/OTDH+Pif/G2XnW8/+5H5Czcvn2DVx/cJKWAFatzv2Rw4JsKZ6bEGHHOEr1n6DriuiOnTDSQJBL7FX0S+ij00ZBsxbzPTIaAwVNXDe2khbrBFLCpiwnX92qVZaJa4yYpjrGio2ZlNK1paqZNw95shm8a6rahqSomdYszlj7reBFe6cuVcWolFmqaxmONOj0YAzElnHN03ZohFrVyV2inzuG8zlH3qSd0PXm1QGIgdSuGYUnq10i3htgjYY0jMqksbVVxsDdlPmmZtC3tpMEWS+dEJkmmMsKfew5/7nniv5pc8yZX9CMD5k9g28YJ/UtKwuNHz0kh8hf+8p9l/8YEIXI4P+buL72Kty0fX67onl6oOCWU7rjmQx5dq1wuonIh0V9dsVoveS6QlmsObt7g6JX71H6fulaWXUexPh7zOjt2+Hbm/svc8SalG+ulHcHW8pfN8YxJnvZCZBMMRLaFxjbilTzBlOfYqIaVyQkbhcY6KnQM1Q6J/vKa06cvWJ5d8fy9Txien2H7nkk0tLbCisUSsJLQ7qAW0wNquylYmtkeBzePOb5zC7fvWbMiSlCNlrwdDbNF8T2/pI77422bplgZT7NF/6EbBr739tsMkrh94wY3Do8QZ8h7U2bHJ+SUyRZ6d42s14RhwJW56FGTxIrVIlschgFLwmZDFXu8LwKGTtTVKVVINgwZMBGsIVnBGX3IpND1pADDRueUNp1/2aLxOx0GzVMS27zWWINxdstGK9FUYKd5UMDnwn4w5fuSqbB2iq8sEiGFgSARL0JPwoso/dyAiA4ceFGIXOnpo0jduN+l6YgBZ5nOprzyyitMZ3s8vbgmeMcnpy80t8+bqL89lh+ADehv7Sx6P+TaR4T1MNANnTISnKPLicZZmoM9ZllYLtekmHXEIEUSltroeuZQBoEVQ4XQZaHvepbPXvDUWpaX1+wdHjPbO+Do9Qe42QTnPWIUfhnKCMEoRCkUXQPyJp/bOfLt9bVs8kUVmihMntEhalznLUVnaMvMpjC3DQlr1YHAi9FzHPU61injuoEQB+JyxeLZKeePnrB4/JxwvSIul1QhMbGG2le4qGwQERhIRGvAWpK3JA/MaprDOZODPbKzXC2uWXfdZl+XyyVDPzCOOW7yxM88p3/S2586OGCMYQgDf/Tdb/N//nv/F/6nf+fvcnSyT1yBLHvquGS1XtMvBvrcMLEV0Xv6rlI69k4Q10drFBscl4BREkZ/Pmb0m2XCbAYQNJEcE9wNG6H0aQpd1RrBgSpiDolhMXB5Gjg5aVlWmUlZCEHnzYw1G9uWbBO0Na5t8bbShdMqpcyOqF7x70l53Psf9kwbtnuZGZWTjSkz6GYU3YhkBhIdVQVHN6Z8/Ru3uHlnxv7M8+zh27z5x/+M1fUVo2osO9/8o25F5z2H833SWcfZo6f01wtsHH1hBYzbdLCN6DyoOHBty3SvoXFCXiwx05Z6EPA6j2axsDehiZEQMlVSR4HoVCl1QlF4dVA7Q914ZUmkSDfEQglSJoBzkBwqMhUTgYEsoowGVPRQx0BUgDApt78skkbBnkLltAJ+NuHVP/PLHB0d0hzss86Joe9IAl4cflIxv3PMg+ErnPXXTHxNXYJOqYaVuVDY6hqjctFK0EXfJXa6YFDPp0xODgmnV/TrSF73up9myyCQUsaGbsX1xTl+1tJUhtmkhcqzWq3ohn4TMH/aOPMDUcyd1y4uLvivf/Of8sbXv8Hf/Z/8hxw2E1ylvuTx40/o+qj1J4aUtsDA9sbbsizsFz0QO7nel9rGTvcYdDefZ14KxGaHjm7NFgTJOW/n4M3uMzpWmru7Zsa1axfu3y7qOyX2eM7kpYRmR4S0/IqYURZwZ55SEt6pdsntk2Pu37tJt77mW9/8V7z3zpt6b7x0nb4c+myASoRY6KJS7l2Muo+UFfnz7zNF3V/K7Ldo0abnrxy5OO2nuIZ6sk/tLZMKaiPk0NNbQWxfhDUSIhFM2HQphJfHUMZjGoEbvZiyofyOytQbumL5HZGSTBTmgzW5xGRTrJT0jxs7PRIxWYvIGASzXiJiqI1FXLEaHOES9RIkmwTJkAmoxoHFogrtvmpozIRghNRH1qtrjPE0zYTWWybtnDTZY0iBmL3epmkYh91K7NdkN4+Jo9G1xzqnscXVheH2s0ksrq6u+c53rvHeszefKxug65AoJcaJFiyVgj7t/hRfOVJTYVeO5AwsO0JUnlwik2NPXEEQ7c51w8BeGMhiaGNmfuKUvup0vaytITlHrD2bXuBoGegsQVSbITvHpG2ZTVrmkwn1bEpd11Te07pKr0HMpCSI8ZA1SaycxzQ1sVHnGWWPZcIwEGPcxIEhJCQmIoIpzjcxRbq+Y3V9zXJxRUiR0HeEsCLnAUKPJFVx95WjqSumTUM7bWkmDZO2oW6Vwgyq1G6APid+bxb5vz9+l3fefUxPLmDmz34bWVa74oSIwTjH2dklDx8+JsoNZpO7+LrB2JrZrUOOX7/HGZl4sWToMlYCtbEbEa9KtiweS8KmgT4bVk+f0F9fcv7pnO7qkpPXX6E52KduG5hUDEnHVEZwDkojx5U4PQoiwQ4wsH32tz3k8QDH3x2D8ctxLCcZGcj67zGelZ97a/E5IynhktA4cCHjUqa/WHDx8Sc8/eBjVudLhhdX+BB09NE6jSVGIKl4KTJaFiZ6hOAq6tmcg/t3uPH6PZqDGZ0JdENkEMNb33+Xi/MrjWNqV8Soxv+TbJ/VG4CS+5QGxkcPH/Lx44e8ev8+f+Uv/WVuHp/gXIXfn9NKIngDbUW4uEQul8SUMKUbHEuzymEZ7fwQIEYMEZcGfNVQuRpvPNY6BEODoRHoRZsqkUyyYJyhsgrojbutjF4ttsuNsQWFyvHl0bVg89rIOBvvcdmuG668jrIKRdSRZMPMMAZjK5xLYNVNLYtgJJVKPWELW3h07wHVWfLlmU4iRKONglzsXnMS5rMZt2/f4ubduwRr+ce/9S94uLjifL3WfG97VGxzlh9eKfzQzRTB3pwRa3l+ecVi9Q6/dOc+X7v3qoLL3tEezNk7PiJnYbm4ZlgPeo+I0PhKQdkSR0cBcy9CPwSuHj9heXHJ5fQps/19YhyYnhzSzOZUbUPVVviqUmAAHf/ojRCdo5hhaIN30zDZHqv2DVK5D3IZAsibymjrRmT1f2Uc02yCQgHFjKV1ngqLCVFHwkJk6JYsz8/plkvi1YKrx89ZPj8lXi+xfWJiDDNfUbti4Okt5ETIid4IgxVyZYnTCn94QHs4xdUVua1ZDB3n15cMXY/FMPQDq+sVO8OPn7+qP06u+1Nsf+rgwBiUnj17xn/7L/45B9OW//n/+D/i5PYxEhY4k1n3PUk6wnqgT4lka/oK+qRe8d46cjaEUlBvE3nDrnjfxhpQv3lTPI8440j/FLYUU51N0T/O2IIEBgaTkT5y/XTF8NUANNqlx5B8xsSSTI8qFjJ2gT1SeZKD4DRUJaOziWJsSXrzBtjYoOBfsNkytTQGiZFK5ZxyHbAwEIEBY3pslTm8tc8bXz3h+MGM6f4BNT1vv/mbPH/8gRbFeZzW/nKhxhjD6zceMLsSPv7md3n+zke4Rc8kGS2kCzwzFl2CUqdUB2Dg9PQ5p9++Js1aDr7yKn2OukgK2Kpm78Fd1WdIEbJQtzX1/ozaeSa+ZhISe3PL/sGEKgsm9oQh4r3FuAK0pEQAfONoxNIG6LLO//Q+F/w5kySSx85eOfEjMJmyMhecc1QzR1N7prOWaTshdAMhRAYnJVnM2JAxlWF+7wQn+9Qnh/i2VpoQhmQy0WyRaklSrBa1ajcYDWJWkErF2/y0pj3YIx4fIYseggrdjLZ9Si8OmOwhZGI30K+WVIcz9vdmpOsFr9y6xZATF1eLnYr1J9u+PIIprNcrLi7O6Ls1D157nYOjI1KGfgg8e/GC69VADmqvKcYWQOTljs8W4S/3Hvzwm/QHtMdFBJONzpKM6CzaIxqff8M4+rIFC8YFWEYUuxST22Id2GHcjLu2Wc5LAboLTn4OTJBtwfvSoZXYZFHRpFRYJhv9BHRcZzKZcnR8xHQy4YNHH/Ds6SO1krIvx8GdM/hDT6JBqL1FxDCgwpnjLJ4h68hE3olSZRxpBDIwdlucj4udtSBl6XEtfiIY16hidyV4K1ANiHjSkHBeRczisFaR1JEqKBZjSvFbvlBFEyP7B57bN/aZ+EaTHhmv5RYINuM5KICBohYl6htlHBhrVKdCPFnUZlLnNCPOKFCQuktIAWsjloidCrgpGIeI8trM2J1UpET/Xe5Bi6eyLZUz5Gog9AMhLPEuIji8rZjM9oHIsF4Rhx6LKl9TOox2nKMtna7SJiFb1AYt55HLuhml+Gk3zZOFi8tr3n5nxc2TfSqrHSTJGSne58ark4wXFekKKeAHT3AWGwuVVCyJrGyMbo25uiBkIcRMP0T89ZJjESazDlc1GF8jTq0Ua+vIjcXUFVUWYsr4rOKmjQDWM5lOme+17E1r6klDU9VFeVtt9oxzRO/17yXO187hrSfVHoMowyFFUgxUtcX0SpNPoSMGHTGI3pERhjDQ9WtWywXrxYIgWW2Bc48xCnQZdISp9g5fO+q2oppU+LbCNX7DVMhppL0awLGaeC5rx+qHsPl+VtcXRpAUxqwgpUhOwtvf+4APP/iU46Nj+v6UlF9wMj3k6P4R1kUWT87pH52zXnZkUeUBj6EqXdNRc0ddDTLr9VIBlKsrwmrF+YtnHN66xf6NGxy8co9mNlF2hxE6IObIKBgqZjuOJrIJidvkjpLfpU0UfznsFVBxfNsWPdSYokK5xVZWBJI2YHxWYLEWcF2gv7imX604ffSI5x98zOpyQbhaU8VMA9TG4/IWELaUMUOjYqORTDBQH+xxdOc+t994jeZ4RrSJp8+f8/1P32cVOt577yPWfUBBge343M+Scrx7jkYr4E8fPub36+/wb//Fv8T+dIJMWyoLk8rgphV9U9FlIXU9JkYkBCTpM17hywUqoss5Qugh1Ziso1QT12CN2o5GDLU4alNhJBNFRcnrsuTVXoX7QLvOIqpDEvVib+NsSeh282kdkTMK2JpxXRy1y4rujckax7KObRpnlVkmgi/FpyslpzHKkNCOUsIRi1ifUCOQEw7BOYN1ZR0cma0WxFuqumHPt9y6c5e7d+5CVfE8DDxcXvPw7BRjLHVWdnEqhyhl7ftpL7mgekxJhNOrS4wIQ9dxcnzC4WymLFbvOLh7i3o6pTk/5+L0nP56ScyZirxx/7HGUJd1oBLBk1jGhCzXxD6y6HpetC3zxZLJ/j71pGV+vE87n+GrClOoJJW1RGPHfikhQxgBcRmBcdloIxckB+vyZg0f9eKU3K3MagVnbPElUhZ4Nppb+RQxMRMXHWRhWK+5evGCs0dPWF9dk1cd4WoJ646JWHXfMFZHZ5I+w4gwIAQrDJVRkGPi8Cdz9l+7S7M/Z71e8fjijIvLK7q+Jw+BbrFgfb3axDDMj5Nj/+y3P3VwQDd9XJfrNe9/+jHn/YLbhyfciIbaQwiJIMBZwCyC0nW8YzFY+qwIUEKTxNEZWwpVexTTGSHkcTZ1d7J3N1kagcFsFElyVgtwUxBzg1qJVaiCt8NgM3gB77QznEnkYnmEL6MFGUyydOJY41hXnq5yDBj6ZNRG46VTUhYQ2Uh0bM7VNqUvSH5JBPVGSlrMYog5gUvk1FFPYX4w5f7dI27fvk3dGKK74pOHH3P78A61qxlkCUaPC9JmYfhRW50sZx895vyDx7hlzyRbJhbEZDx2q/u1KYoTyVpyyrx49pzuaSQ7x6efPNIi3BgQi/ctzY1DcrE2sgjt3pS9u7dxVjg3jirDyfEJd+7fx+WMpIAxhqMHdyGqryh9j7GG46MZXRdZrSO+H+gt1G1NJjNIxKREJJHHYtHq7FhOaBfMqviKdw5f11RtgzEe50FEe4Hrbs0wBFyCSeWomznYjJnWJBOxBrLxGwcMPS6lK5qR467r2gaFFmsQbzCV3veuqTCVZ6vEa0qCoAKY2WRyEmI3sF6sMFOLazVBr4zj5PCI68WSmH4+gWe0qnn88FP+y//P/5v/aG+P1974Kl95/RWsNbz17nt88NEjlqkrHTK/KdhMKUBe7rzr3ST8wPr/i7dxBdlWhoDsLKxjubiTDMsuPDC+vO0qjESA7Xd88Q4ZPvN8y86nmk2Zqr+T88ZjWWmsu28TTM4b79+xM1E5x95syoP7d7h984jHjz/hD37/W1xenKEJ/fYItgvOl4EAzUje1NNhHTgLxRJ1ozI9/lxGILAcozUYUSEhBRS2eiMaiz22muBdixdXOnWCsQN+6pmJkGNHv1qojeOQNnIBpswi6ynUYxkLcecNde11v3MROrJjzl8Ay5eux9gtM0QxLLqOq1VHiOVgyj0oY+VgYmEVQEiGTCQuI0Yy3nvsxEFWdozISF0d7ydTtFwM2WjC7GyLtw7rW4Lv6FcrYrdmaVGL1sme0pWjQBCiJIwdGTBCypEx/XVO0x6xCWmEW7ePOdmb0l2e88mHHzD03Y+45l9+izHx1lvvcrA35ejf/nPU3pJSD6KWYGJQG9+mwnmnSR8RH3rc4NXaTzImuPIcqur4MAzIakXOhlUfsc2KXizT2TVVO6GazHB1g68apG7B6YhfUzntTMe8oav6pmUyndDutcxmNb52VJUmiTYFcoiQBlIckBRAEojqCNV1DaZBjNCtEzlHQlSrMSSTYmDoe/p+TUoJax0xDQyxp+vWOke6WulzLAFjItZmjElYm/EW6spQ13rPqrS9enVrJ1xBwE0oKnP3P6+U8WV7w9IVLWN3/ToShsy3//D7zPZnzG/u4xvPjbt73D2eMdw+4VPzDpcfPUNCokoZU0YxJStrzxmDNV4ZFAjZegLC+vyS5WrJ+dNnzA4PeEMy+zdOaJoWV1TPo1PQZNiMdSjzLI8qsSPjz5oCjhrEStHuGAN3YQZpcrihl5tC36aAF9WG35uVim4NTUjYblAl+lXH5bNTzp++4OrslIsnT+kur8kp0SShFU9tHD4nPB7BkUwG48sYjhBFCEaoZzOObp5w4/5tJkf7JJ85u7jg229/n++9957aUedcGLOyGScQfnbAwK4Gwe7Mc0yJ58+f893vv8UbX3mVw8MDaCpqmeKcISehv1oiQBwgp0ROaVOIGckYo4WkLXRulyJJAsQO66bUdUaoCBgcDkONYaLnR4zmjgideIJR5XtvtBEXMXR5nDPXWJuNapRZUzQZDDhnimDd9l6wprQHzDgCIToykpMC8SgQWdtMYyNkpY/XVke3LGNvWnNwK4LLGWdU7cw6HZ0wFToKMcimwK/qmtt37nJ0eMTJyW3cfJ8/fPgx/6/vfofHL15AeWaC3V7jEQAb79mf+FqXemkEr0fw7Dr2PF5eYGvPsFixN5lxY++QyldMZ1Nme3ucPX7O9YtTuhjUiaGMNlvj1L4Xh8fiSo2ThsQQrrn45FPWZxfUsxnVtOX49g2mN46omwbfNjhf4WdTXFXrHlpLbVWDI5NVc0KUuRVEoFgrGqPP7jheiUEFuKHYJKuluDU64iRZMElIJpGLAGB3uWB5dol1huXimounz1k+O6NfrKAP+JRojaNxNbUHlwUZBnqJm7yyNwrySV3jGo+dt1SHc9xswuAM16Hn7OqKq9W1ss6WHZenZ0VwvYzM/1RX9afffkHAAS1sM4Zv/t4f8r/7P/zv+Z/9B/8hf/HBL3F0coSfTzCzZ7QfLWme95ytIC1XDNaRmZCpME5vkD6VQtwYjNHQIkjxvByFxEbkdosibzt2GlAsaEKYlZKulKG88UynIItN5Zg3Na2HFCPROozVuVMnhuenHSJCDbgePnrrnIfvXPDsMnGNJxhPKHupyaYtCuha+InJm+Kl1AOlKCpzUBQ17yKYlkU7884ZIJCko9mLHN2YcPfuCXfv7TGb9zz64/dYXj/kd37r/0FYPCd0g3543nZSv9SNKdBdrrj6+DHhckmbDK2x1Fiyy2zHIY3O2BvtrFqAkKiz4MQSSay6cyy5BBaHZcXw4rJcm4wzsLCOy7c/wBuDF0Xur+7d4aH5Q8gRkzKVqzh57b7SnqKKYdVty803HtCt1yy7NV0YYN5S3b+JpKwetDlgZw1mb0KOPZK1k11PZxtamXOOGqiqikqgNQbjPV0Q7XzHXBBEITpLduDqCny5PjkxZL3fKjw265iFieVcFQV9Yxx4VaxIUUWvXO1w04ZmPqPfmxIvFkjsSwN8K2ioXve10q2i2s+klFVZNwjDutf5zVJsf6Zs/ZlvtrAxcop8/3t/zH/89/6v/A//vX+fX/qVP8PXvvoV2umEtp3wwcefcHZ+vbHKETJu7AjtWFpu8rofdzPbcLtNej4fgs1mwR3fstPJL8CNWGX5bBACPvumbZQx5U0v7/KmJaMgz4hKMl7Dcj3tdqZ2HI6SnPG+0sIhJ5w3HOxNeO2Ve3zl9QfsTWve/t7vcfr8yeaUffH2o59wS6YhkZKOLAylK23IWHGabKMAgBjZaIxgtMhhdEpxZdKvoOtZIkgAC95WWGcx2RCTjlQZhGwqbLMPrsJhmNjMsEzETrCly8+GtSEFLFHANBeqrbWqX1K0qz9/35jxGlFsYjWGdn1k3fUMUYhZgU5M3gDLGoMF60aFg4yknjisCN0Sb9Ruz7pREuvlaz7eMwp0KEBgTIWzgq0crnEM/Zph6IhhIFUesRX1dI9sHEPvsN6oeKaE0pWG0bbBOodtMlJb9vf32GsbhocLzh/rvPjPelt1A299/0N++Y37zFpHNqXYtp7Ke4x3atHoKxLqK53Eks0aGxPZAUH9tyUnhrBmSIl114FbIK5mue5o5vu0sxntbI/J/JB2NqOeC4O1SF1jXMXYL5o0ainUTBoms4bJvKWZVOo0UyjAKQTiak2/WJD6gRSTPo/eqSu1N0CkDwPr1ZL1eslitWQYevr1mrBeEfsVcbUixkQ2hpQGhmHNer2iW68Ig9JvIYFNOJd1/MFrwuoMeGdxFRirc9HRJvqUdLTBW0zUeHV+cc75+TnXi+uf+TX84m07TvXZvEAPSXj7u+/x1V/9KjdfucOQAx0Dhwct09lNJES8d1w/PSNcrJUSKEoxrwwYcVgSFVqEZ7H40s1bLNYsl2tWZ+fElDi8eZPDo2Nuv/oKZlrjncXUDj+pSw4kahVG2oz1iNGREytj7JRCE0/KCipaNxjVGHICRkbvdd1PV3TNHAWs7jV+yfWK1YszhuWS69MXnH7ySK2GF0uk62mNfl4j2lmsjBZNWexm/5RsnpVZ4i2To0MO7t+nnc85untEvd9yuVrw+PSU73/wASGlnfV63M8RpB5p9j/7kkIBCAWtL64u+YNv/xGL5TV/+Tf+Ek1TY0yr4m4pUh8fbCzq+nWHM4YaUUavUfaFM4ITPT9gIEXN26XDiCUzINbg8GATYjJOHJXx5OyQ8oz3YominfRsDdZWOFuahOU0JSkU86KDow4rllAYeLnkQLaMIOn9AkjCi8Z9IeGsYWKhthkbA5IDlWSaYjHrUPX+iXW04vASlS2AbEah8JDKcp+8WsyKdewfH3F87zY3bt7gqJ7zLx8/5h/9/h/w6OKCZEYwuQDL7PQ2GJuHP8E25n4iG920nLM2RI2lGwJ//NZbDK++TuoHXn3wCpMcaCqHsS1H0ylt1XLmKlaLa8JqTQwRZxVYdcZirTIAGqs6LIMIfRJWF1csFwsW3mIqz/r8lOnJEXXTUk9bXFOzd3KDdj7DOYfxDlvX1G2rTI8C8iTjacrJyOXeF1QY0ZqACAzlSTMR1fUaAlJ7jdddR1itMMaQhsD6/JLLZy+4enFOyomuK8yfIeNDwsRIYyyNM/gUcTisUBgruYxFQPCW5B00NfXBlMnJAe5on04SlxdXXC+uWfYrjEDoB7p1t0kw/zTZArvbLwg4UDaBEAIfP3rE3/u//ScMf/Pf56/9tb/J4A3VoWdvmBIqi1wEruKaLgGuIiY2VN8opQtvKEjeSAnbmd2VXUR8nNfadpPM2B1CkWMpYk9SSnZXUH0RtDt7teL6NPHk/Utc0pNaGUWr33rzOTEJPhtchKfvL7h+2iMxk6LHGbW8c8ZsOpIhFwO9sYm+W2yMXVMRkFiCnUOyil5hBTGJLAFrB1yTuP/6PrfvH3Dn5i1u3pxyefEh/91//X/i+uwhse8ZdflNRmmUxe7vy27Ls2u60yUu6FyxFSEXpdZkKM1wDWGjnYq1gkkJJ6rinxGqHMiF2lWUABiGgUzCGAp6n0h9pjJFHzwJ/fVHKnQmGZszYjwPP3quIoCl45et4cl33kZiT0yJIIk8r3E3D+lTIkgkEqkOZ0xvHJNCIOWIrS17D15B+gEVB7fUsykH9+/gXMWAQWJiyAnqCjf0CjSQkarC1TOm1tN6RxJhKZGhuAu01uEks0yRkAYkJe0YlTt3pBlGqzPWvrbMDudM15G4WHP9fEFcrWBHzwFRZFRyJq07wtIxDYa92Zw891ycnTOvG/YnMy6Wy5/sOf0xt7wzIpBT5N233+Txo0/5a3/9b/NX//rf4PUHdznYnzOdNrz5/Xc5u7gi5Kxo8LhwbbadIvxHbJ+lWP4gyuX2pZ2fyc7vmpfJBtv8qyzLBawo0WMrkLh5YHUx++w3m83vj+yFDXegHCel2z7GqlSeHVDF/ExVWQ4OZ7x69y6vPLjD115/lX59zemLZ5vE8afZvIVZlclFE9RbR4qFBSAW7I7Ak5iCUY5nQul8peGpqXBOOlVrin+BcWoFlgZiSMTsIA8YBnJc6TMhGV976mqOY6DPARM0YYsCo9lsFhXGspQYLwZrvXaoSgHwhWi8Gc/8lvpvRxGYXdbKZtNnVK3aPM44tAemHxaTYGLEOk2QDFp4mPKZklHmhyuvYTBUm3Eqbx1VW+OqGtt7um7Jsu8wVllH1FMq66iqIpqXBgZzTYqlY1UcUUwDdmKYTyc0VUOi5ub+LT6o3mcd1j/djfGZLYTIx58+QeLAn/mVN3BWiLknygBmgrE1GItvaqbOYqsaW1XgLH0/kNeJZIWcDDFIcYsIEItejvF0IVBdr2lmUyYHKybdimY9oe1PyL6CqkKsnkeMpZ3NtMucK6wkTAi4GKmcJnQ5ojOlfafigquOEHotZrwnVx5yIGdhvV6zWC5YrhYsl0tEhL7rWC+v6VcLhq4jhIAghGGg6xf06xUhdDoTbo12DtEOpHcGZxU0qyqL96boDyngnyIY78lpIIdIHgLz2T7n52e8/fbbP7cEcrdzPBagmmqNr2lsePboGc45Xn39DievNyzWgdZNmN484Ki/jZvUnH70lOXZkiBZ9TmM3QC2IgnJaeOmUlMskEXoh8zVRw/pnp9xMZ8zLJbUBzNs7ainU+Z3blISPupK3Y7Ggi8VBqMpIK7OJG9n6p3J1MZgccSshauRrX1iRQGRLJiYkW6gW6+JMdE/PWPx5BnDesH54yeEq4WKmJVuc1XGVlxhBxopo4LGqPME2pCIZKTyVAczbn/tq9z52ivKymodHz7+mN/7w+/w7Pw5fRy2ba3CaNNtvCa7r/1srvtm3R51CEQ23fcPPvqIdtry63/+18uzrFmeDxHxFdJUYCAsl6y6nkgBw0ZnnVx0Y0oB7UxG8lCEuNXZSUzWOOpKFxgd3UxF7LpCgYFkICfDSks0MBqfc2mfWUwBewRnHc4KwaYieKcAnTGJ8Qwb1DbWW2UICQrENhJxKUEKSAi4PEDscKmnMUKNozFCYyx1Bk8eCSoIEKOQImTPRp9mtn/Ayd277B0c0xwdYm3D43eueXR1rQaIhg2NfmxIbHIQI18syPxlrzMwKvOOric6hq+5w3K94unlOTcPT7hcrZg2LZ3o+ax9RTObcHD7RC1cBR3/DgOSMrV1GKejZZUYZWNbQ2U8hMgQEjEG4tBxFQaWV5f4usY3Nc1sSr9Y0UwafF3hqop6OqXd29OaB5TJO59rYzklTND8yDctJNmIGbazVh0uQiSsO9ZX11B5+sWK7uqK1dnZRoSzP79idX7J+npBiBGT1H1iZhoq4zBOXQicZBXiVJsQxBtCMvQ5KbNo0tAe7FEdzKHxtEeH5FlFt16wWi9Z953uYx+QLtCtV0U75OVnEH5w3vonvf1CgQOb2d6UObu+RPYn/ON/+U/5K7/xV5GJwR875k1DrBO3Bk82wmWf6WIoc7AW4/SQDEJImjyOxf8mdo6J/ksdyG2Hb6wWRmV8KZQt5TwrKpYFbAfPPzhlsbzi0QcNZ09PSaEIkRiHM5ZnTxaaTGeoUo3LDhnKHKpT2tQobrZBAL8gg90FBsZCQ1NUx+jxpgVKZj1c41xk78hxcmvG1792i8MbUyprkbDi3/zWP+Hs6XvkGBRTK11NY6xaM/2Y9+HqaknsBia2wqaA5KRaC8UrJJbCQBRroTYepIgliiLhDos3VbH+yDoyq5KjZEnYpDNrxpmSSsvmDzGrfKEo5doRIDk8riiWCgOZ5arHFAXxnsRysebyxRmDCfQEok1EZ8FXihxbi2sqZu89xESQoMdVty3rV+7jUVuu2PdkZ/E3DshoId8Tafb3OLl5h+wbhuI73h7N8SXJanLEhozzlrqPDCGohVHliZVTTQxjVdEVIZAZGkN1MKM5OqDbO2e4vESCqlgbo0WHEZQxgZBXA+G6ZzbfZ6+dYeYDdeXpU+J6sQTvtgv++CT8CQSiz37mcnHNP/9nv8knn3zEf/9v/C2+8ef+HL/0ta/gnOd7b77N6fklKWrw1ZTNludz+xnj/P6Pg53vsgI2XZbx35ufFybR7sCqjPFpTIp3Cv6RkVCKz83v7uzSVj8BXgpAbEWVxmBU1vzN+3ZjkNLGLTklfOM5ONzj7p2b3Ltzi6ZyvPvOW3znj/+AD99/D00iv9Rp+YHbpHW8eqfi0YtAXoMj0hNLN4Vi1Qf6wFoFDDJghWx1zArRUKCjLzqLKVkBRMmRHAZkWBHWPVEsOfVY05NTR8yeFANtJUy84CuLnUxIVggxYsPYSxEMKl7ka+Fw3jKr21KIOVXv54vJelvIQK+HMQZni2+20flGshsnfpTZVURJcja42uFNhbEFJEgJEwPOJ8Rph9KKilZJYaEoNVnpg3qKHMaWBKsk+0bzbawRQifEEEnZ4H1LXU9pqhrrLDF2CB7CCkkBaxyV9bjG4qYVN24dc+f2La6ev+D+rVeYtt/+mYMDoM/T5aLjatHRNLkIuWaGPGCtpfJ1GY+qqRxMUL1Vs1oRXSIHBQdcp2NRfsMk0e7f0K0IyRDSwBAD16sFvmmYHi5J1oOvycapU5HzHJwcUzU102FOinP6riWEwHQ6pXIeYmJYrQmLK/rFktWqZ+hWSks1WsDv7x2QUqZbr7leLFguF6xWK5zzhNDTrxZ0qwV91yugkTNDv6bvV4TQQw4FWdTiv6oNVVNRVeBcopl4prMJbVNROTBOi5shC7WvkT7xzltvc/biBffvPuDF6YutbezPafu88wpsmycKzp2fXnB5foHJidsnRxgn5Inh8OiAm9PXaI8OWPWBs1VH6hLRJGLW4SLH2BVV+zuDcmnq4rQUELqYiFcLFlfXvL9YQOMxdcV0PuX+L30V5z3GWtq9GdPDfc0HvYIHxtrSJDL40jTKIkTQEVUx6l1uLKREDmqjJ1mQIbJaLEgidFfXrM6vCTEQVh3Lpy/oLy8hBdJ6TV1EdbWD7JXFNKpjF/u7nDNYhwBDTkTANDXT4z2O79/g3lfuM92fMkjiOkV+9w9+j3fe+1Bt3naKhXEJ2YI0P5/rDzpuKwghRM4vLlkPgb3JnK6L9IDdmxfmUkXVNAxnZ6yfvSCkTGMsrVN4JluldFuyjpeICkGPXF8rHoxQGaG1BmxGrCeZxGBUdi6JjsFm48ioeG5IY4MskhAGIBqLyUkbdzgqcUSj7CCs2h8aa+hEQXcHVGQFArK6QLmYqEhY6bX5EiM+DtRphc89U0l4hAlCbaA2ZfyvFN7iKECGKWKXwt7ePrfvPuDG4U32qxbpNM/zKx0n2ggfF0Dmc9f5C5oOX3rbzTegMJNLDlMapxH4+MljHj5+wsFshv2VX6OxNWRhPplw5CcwbWg5wDaebrnm6slzQtZrYCXhk05L6Zi2w1nLflUVxkwiZNWVW/c9g7UY51i1Df1iiWtqfGVxlaeZzpgdHiJFwN05x/zoSIW9k4545ZRppjO18y7gw/TogJwyoe/oi5Bisob1xSXri0tWF+qsIjlh+4yPmTolbM40GCauYuI9TqwyzlB7QhFlOWYLwQi9h96AbWuO7t/i4M5NzKyhz4m1SQyhU4YkhmG14vr0gu56oTFinJX8gov5p8Uk+IUCB7a9NKELA//Hf/j3aaqGvcMDbt56gD/YxxmYmooTs0fyAzyN1NkScqTxnl4y3jmETJ8MXdyqY28YArvttBExGJ+QovgqZpyNlSKfpwVKyqpKLCWpj13i9NMFF891XgWhWKXp+53UZbkQJDlytnjvVYwKNqq7n6l7dk7HlkS2RQhHMKDMOFmrnQmbGdIKV3ccHE64+8ohd+/tcXgww4Seb/3uf8nl6dt89OG3STEwqnlqgDGKwf6YrUYRoX94wbSzVGJxYvFFUA4xm3ueMsNljSr1GjHKUEA2Qj+Slart0KJDrCpSI1qsN9lDWYDVNSJRocddS8SBzhNBAQl0S6gicI0KriSECiALbjB0BoJxBKv2OXbQc52tQBcIixc4MdikVDgqz/Pnl9phSJkUgtIDW/3GEeCo92dc3TjWeauUoXbc+NprFDIFthOc8czu3CT0ymiIOWHamvbmESEnVbQmI22NbTyNy9TNhPrwCHPjiv7sBfGqR0SBIm/UOipnIRphGBL91ZJ6b46fVbS1ow+wP52yP5tx1f3si4Qvuw39mre++8dcnJ8SJfIrf/bP41xFJvPmW+9wfnFFDLnMywvGutLJlZcelh+0PH4+qH5RsfxyRN6OF33+ORgL9dFKcPzel8LJ+O+Xvsd84V9HcGLDYjI7wIApQEUuAnh2C1VYhLr1HB0f8Nqr9zk62COsl/x3v/tbvPPWdwsdvf/Mfv9kC8ykdfzyV/eomyXpU8PVasAV5kvEEUX33RqjDi4qB1Vo1EWyyRqMiRjGJKxCLHQhsLheQHcNqzNyWCDWkZMWVSIBYytCDCRnkemEWTuhmjcMviGsV5CC0oQNZDE4SVRWODjQ39VnTS+ISnqYzZjGpsgy41nV859yJsRUHGPs9gJvkNstqyDFgK0amrZCfE2gJuSMlaw6ADmqzWQBLkYZ57FHo7eyjmRECktG/CbWZ5upqpkqQNOTQ8QaR91McE2rRVDvMUPEZMHgqV1N1VYwF155peHXv/Ead0/2oPXUVVWsU/9ktqvFmm/94fd5cO+QN964g/f6JPnW4WpDylEBPwemrmj35tjaE/pEDiBB6KtADkJIGRszcRBdLwWEQIrCeimk1YpsHe7qiuwc2dVgvI6leM9yuaBpG9rZlMlkRlXVHBwdsH90QFNXGKBfrlleXhHWPUPfs16tGcJATpGcMov9A531HQKr9YrVYsV6tabyjpQiw7Aiho4UdFQrJiEMayR02BzJJm+1FmpDO6lpmoq6Be+FuvG0k1o7zJUh56QMnJy5PLskLtc8f/KMvut49913fgEopy9/v0ihbVvV1Xj/nQ+pKssv/fJXiRHqekIzqZneP+EVEdrplMXpJcP5iuXZFT4JtbHKCizPl0W1npxRUM+jIqyhsO5WF2cEyRhr6VzF6uwc5yuMscyODti/c4JxjnY+Z+/mSZniEWb7e1R1RR4iuYwaEjNDPzCEhG9ach9YLxZEEYZuzfLiitXyGsmZq6dnrC+uMVVNWvfYdYdLOgU9MzpuCKIigwWQ1M0g4hiMdsdjTgQrZGdwzYT92yccP7jNjXs3mB7OVZXdGJ69OOXs8lLt914651vVlHE0bnQq+FndHp+1zt7991agFx49esy3/+jb/Mqv/grGW6x1ZCfIZIKraqrJDNM2LFOmWyxJMSGpgDESqcnaLCn/Bof6Eih31IhHh1QBKc4AxuCsUwDK6IhBxpGMwZpaVeZRjDpLpkfoRUFWZ42CUSK6jmXVA3AFHBg95h1CJeqkITGRxODigJE11gQcJccLHU0eaEm0qKZULQO1BPy4FhbnqwAM3iC1w1hHfbDPyWuvcHL3AbN2j7cfP+fdjz/kO0+f8fTymmzKOJ4UwfJxrfjJ4YAfuI2tB93f7X0LqhmVTeZyveDN99/l/s07zNopkczkoGV2vM/k5IDUDayvF1r0r1akIRLCoCCgCI6MHZ8PY0H03HsDRgwuS7EUj6SUWfS9jm8awBp829DuzUuNZbDOcnDzRhkV0jwcDM2k3YADQ9/TzGfEYWDoO8JyhfM1YiAuV8RVh+l7JEZySlQ4Wlsacsngy0iQz7nYHJeq0AFZ1BEnZbK32NkMT8DvzakP59hpzWATqzhwtV4izlJXFeurJeePnrFcLDYNrj/Ja/uTbr9A4MCYcGlKmUVYrpf0w8D/87/6x0ybGb/263+BX//z/xbGZvbalmqvoZ51XJ4FVotAt4q4VNFUDQJ0TjsAXZBi1T0aFe52isYEEMYCdnzd2rEglxKAlNKUs4rEZZQR4MSQlwZvZvoeA4hFMlS0unAiYIvAXIn1MooIlMPf9iXLZ9idH8jLRcj4d2NyoeIphcbYgeNbDfdfOebeK8fsH9RgDY8+/C5vvfnPOH/xIaN++meWnHGnfvwrZ8xGhLHKo90LGBwUOpS1lZ6bQuMaO9x20/cT1H5E55lFVL3fJLX7qlBVUCcq+EIBFDwGn3VhVlRYVUjVgVWPUF1No9L3GBcOnUOrUZrbIBAxzLA4HIglpqSz+d7gcdisOgcmGbrUq6d6UqpilIQsIxS/V2+EuBg4f3qpTmxZEAvnH326aRr7IPiqYe/uTXJKhBgJKWKmDZPbJ4QcKSxL/NGc+c0jcpehM5irnrRaqx2QZCBql9S4otugd4SPiXC1oJ9PmFaHVHWDMWtm0wl78xmX6xVSkopd4aGfRxI6akk8efSQ/+I/+8+YNFPe+MY3+LVf/jqVr/jOd97k8mrBEJICBGZbTG2tCHn5wdmMAmwflq2gFju/uE2yKC+/nA7JSy9uvmf3d4vQqdk5d+Mv7TIUXtpB85nP2tk2bIHNnzFa6diRalHAtPZMpjXH+1NqEzl/+pBPP/yQN7/zR3TrxRee5590q1ziK7cTx/MZtV9zel5GaIzlcplZ9GyE+ZbBFedNfX5xRi38CrBqSgzTTp7F5UAYBsLiGtdd4MISMQlDxhhLzoNaniaQaOnJWOOZNFOqaYXUDdfpghxC6TkKZFOAm+25RATnPL52G8pkKvu4jVXj9XT0Q+T8es1yFUgbR4RU3Gx15McYUywVLbZc/6ryeNtC8mVGN2mxl7f3pPJgQExCR1fGe6dozJSOphUFVpCGynpMWxF9R/A9sevohkRlM77yuGpK1WYdOYg6u5iMxztHO9vn/q1jTlzi48UFT04fcr44/4nvhx+1STm3tmq5ug5AZn82YX7zkBQjOcbibmGxDprWUTUNkiCGTOwSmI4YEoQIfQKnSul5SGqpmSMpC0kMAUj9kmwtyXjtJGZV3l6vl1R1TdM0+KrGOMvB0RGHxwdMJxO88zrvuVzq+EJIdOuOvutVWLYPLOZXYISUE6EfivjgQGWt+nynAZGBLGnDujO5BwYtRjxUtQUHTe1oG8dkWjGd1fhaf1Z5ryMx6PiBN46hC7z73bdYXS8Z+n5zbn8RNwUxlULUrwNvfed9Pnr/EfODGX/1b/wG8z3V7Llx94ivHx2xPL3ixcNnfPq9dxiu18SYabFUuvLicLgyaumMVXaORCpjqdAiI5Yn0Qh0p5eFlQP9+SUXj54Ahmo+Y3bjWAH8GDi8dUzd1MROi4+TO7eIXWC9XBLWPa6u6Jcr+sWKqm0Zup7FxQUxR3LfI+sBGw3JdDgRfFZgoDE6NugEFRcUAdFYY1Aq/JhWdiSihWpvxnTScvOVe5y8dg+/X1PVlmUe+PCTRzx58YL3Pv6Y09Oz7Tq3s23vhfFbfrb3xmfvtS+694wxxBB5/933OTs9442vfZWbd29hqwrja+3Uty34mhgT3ek5w/WC3Ad8iNp91U8no00hzMjuUuFZFZTtyURM9hsgAOup64SjAmMRa0nW4m0kjWNeRuuICYZ+1PVCR3tyVgFIitigWg+C822BJSKkHpdUtT7ljA09XgK+iNFiMk0e8DJQmUwlqThyBM1Rzbh6K04UrEUqz/TwkOnxIXdu39FxgnqPs4sF//HvfYv3Ly6QpKy7cexi15PkT7J4/Ow1frmJakhJeHFxzuHhEdWkJafAWb/AtBWztiWLw0nLwZ2bdFfXhHXPerUiLFbkPqjWahKciIoDlrzBGmisCskm0WU4idANyvwY/xdWa4bLCx1/MBbrLKuz8/JsCaSsIwWMLhOChIipHCkm0jAgIWKdgliVGFqjbhjJGLK1VNbR+kqdG0xUIDEnYooY6/DegTNEyWQPOWZlOzQV7fEB+23F5OiA3FQsuo5l7Ak20w89GMOjjz7m9PkL1ovlttGFMktMsQ39Rdl+gcCBbQQcw50mlZlPHz8GA9OjA974+td4cXbO7buv0dYVN5optu1ol5HL5z1yHYkxERNUYpi5BiOWPpqicClF5MsxJLWmclZv0rRBejWEWCj2fsoC2HRcyswvBUWqaBBbqbiOGExCRVUETCpOAmTtGsk4qqBBwxq3LcrKaTDlL2ZkDhhTOnG75bwUtqIh5UCWFW0rnBzV/Mqv3+bo1gGV8zR15oPv/z7f/O1/wNXph1jJiHGfCTk/3WZqR29VMbs2bgdXNqrmmDLGqsf26AerfGS7KfQoSbozDlsUfCWrVU+R6FNdAgNCBBnTdFtEX1D147JP1UhDBxKp0P3iFh8d/dVESmImiBi8qI6azaOIjcGE0X7JFXcKQ51sKXy0YxmwdIURYY3SB4eUcFb3RR0khOWwUucLAZdBzMCLsysNZjpoQa4d5x9/SpSkavDZYKYNZ/szqgyT5KkGdNRhCOXzDRSlVsqxO5tJonSu0f/cWp2bkiHquwybACWYIsr28wlQo8oyCE8fP+Y//0//If+L//X/lq+8+ireOkwSvv/Ou7w4vWAgbRgEzvnCHihF6GhBVCh2mxlZxkv8+eNRYGJnsf3cr3wRlWfc7/HnZSX7/KdvgQit/jZsB73NxwGBnX0t+yjlOrmCMlqb1dZRMpW3tE3NyeE+EHjne3/E7zx9rDZ/MZKTdueN3RlV+AHH/2W3y/MX/NHv/hNeee0b/MavfR1jjwF9Zt78cI2g3RjjDG9+sGDdyQYZWfaRZV/u6yzE5MG4MlttiMZRO4uzqliNBDBxQ70XI8SctwlWjAyrDms8s9mcad3SdUOZ11MLIazBeLtRyd8Acc4x39sjCwxxoOt6pf/vjIRQCnXnbBFVUmDSUpT0RceKNG5r7BEsOUdSCLjJHr6e0FCTxGOsjhoY8Rr3iOVe0J0aQYZNiiw6wmAKaw1xOioH1FWLrzxVXbPKOtce1wtcqJhOWurJDOc8OXpk0LndLBU5V6RscROY7Fe49ie+Fb70FmPivfc+4f0CaD24d5Nbt27jjaey5YmzBiq1mTTZYsWRkjB0EdBRvBQyYYj0IdMXeykdrRj1JTRmJckMMRFzKFaxCgJfh17pzc5hnI5mXZzOOT/YZzptVVegML+8rZAYSP3AuutZLhes12uuLmflOR27m4IkpdumMAAJY7POtRfg3xJxVjBOnSZs5VQzo3VMpg2T6YTZvKVuHVYV8LTDlhLOeFZXC/rrjn653gADv8jbJnaV//ZdIPSJvg988tET7rx6h+l0QrSG6qBmPrlBNW3JKXH19IzuesVwfk1MQi0OjOZRUTS+O2NopMKLukSN5s2IB3FMrFNATBLLZYcsewToLhYsn55q8yFHzj76WBlGUePRk5MTiJncq2OFWIMMUZ/vukIGBaiSjCCACiWnFIqdnRS3hYwTS5XVmSSWal6AZCyDZAYJOFuRfU21N+Hk1fscHB1x+/W7mDazyj1LMg+fPeOf/ot/zsXVNVLo+xhK/vcDr8Cf5OX9wd9arncIAy+eP+fy8oqv/srXee1rX8VXnqZusEmoJoZqb48UExiPWXUQBsJqQQXYrG5UNaPWlH6u30X/MyUuWoypkeQx3egs4HSM1Vom9YRR2SMV0CEZz8TVGnezFMONYpOXIzkHRCJWMjGrRa3NAZcGqjQgRc/G54gn4iRhjY7E1KKvGVKxts1Yo/EnyLaWGQBfNRzfuMnt+w/YOzxk1k7YCw1XOfDffvAOTxYrYhJ1QsuaQ4zpxZ/GFd4dYxlrkCjw0eNHPLs44/6te0xnU6IkYsp0q47aWeYnh8wP9sh9pF91nD5+zOLimjj0pJywWdTm0FrN84wWoiJFtBj9rzVaK4zPQJcSEouyj1FR4uFsC3RbMQSzBF1ZsUZFT8NKmQtqq2h0fEAydVVT+8JLcRVUHmcdvuTLqVhnKkCj90AnkZwNyRhcXeHaCdNpS3W0R3NySD1rMLOWq/Wa0/MrrtcL2lmLJAUkl5dXrK6uP5OT7Q6s/uJsv0DggN6E1qqC6Ngly6kIcRjDO29/n2dPnuDriv/ev/M3+MrXfg03Nxw+aJgPFa5OyNOOxUXA4MucqNdiCFO6GoYk7qWHbUslHq3hLL4gW2OQ31KppNQFGhz0GltGKujmAot2f4zddi1NVqDAWLCODVVSu2kOSaZQcGWMh5gRlJAiAz7+fjmenDvqJjKZO27fm3H7zh6vvn6Ms5Y3v/0HpPCYb/3Of8HV+SM9NmMA9Ucf6XY/7TWbnezRrQPrbo3vHBMcYhKDBDDQWEsmFvu1UcRNizzt1Vndn6wzPAkp3q2aOKslldBLUoQXwaEzfKkwDSjo4iawaP8NFQPTn1lVIdCfSgAJJWmnjJGAZEXvRupao5wBPBafdS7OAE6K+GUZOrHoLNs4biIGalHV1Ap9nyC0uYKSvo5wQJXMhoGYEVJQL/ARtCBBXPbE82uMWDqBKA7ramwZOzCoH3MqgRFE59qwpHWkv1hQT6a0dc2kahDjuHkDHp+/YFCMTO/zDZr5J7+9PMuauLw44+P33+ONr3yFmyeHyDe+Rt3WvP3O+1xeLbm8XDBEvZq5FN/G2gJ+5K2I5g7lX9h25He+eef/f8T2BRF742Qyor67lMsxmdnt5oz7JaYAhRpRxkGBDbOhACUUFpPNendaa6gqx6StOT46QIYVV5enPPv0Y4Z+9dIiviE+8dM/2wDXl2f81m/+59y59xV+49/5H3D33is0bYWv4W//xgMFw1BA4huvzhhiSSbIfPh4yaPTrjCphI+fdKQcqB1UlWGxNMzshGTnRLuiX0dW3ZKcBWu1k2pFY4FOKmVyHMixx0iD2riq3jeobkntI7OJ4WBvxr27dzF9hCFinWHSTrDeEYahsJ3yZn2xYxLCdjbSWsdYGZqRXSaWcWQM1C4vSoYhIeuBykeqZg+b1K7MZKOODhvWiy0dT6uxxIwijluQjs1trPdLRtlp1qhK9GSWsW7Nuu/o+xXWJqZtoyKvzpKcw1YeZxokOWIC4zy2BuN/dqDwD9t0YkMP5OJqxeV1z96swRpH360AYTKZYp3H1jp6V+Go64yhQqLGrxgz/RC5XnYEMUg3KAXU2NJZNsig8+tGEmJiYQQJElfkqNFx1ANZDCuG5RVt26jVpQg2q2WhxEgMA4vFklW3IKaBbt0AasFX+0r1K7DEDDEMQMY5BaKct1QWxBmqqqVuaiaThpDBVQ7jMrV3NLWlbWvaaYOYREpBC5SkOc+H73/E9YsLYvzZu0r8XDZTEul15nt/9D0WV9fcvHWD2demxDpT45jM57zxq7/M8t6Cxeklj956n9XZlbqDSCaU4ktZgzoGOIr6NXgtBlENj2Jsj+A1+dedKMSTVLQ9DP3QFcK6xuvVwyd443RUEIu3qj+QcyL1Qe9HA1JKVpvBGWUGaDOieKUL+FJ0qh6SIVuNSlESA5FgM6GyTI+Oufu117j56m329+eY2nDdqYzeOgaenZ1zuVySRJmrOX3W5eYXa9usXQhD3/HBO++xXq+x1nF8fMxrr76Ga2qmR0c00wl5vsD1A2G1pH8O/bojDQMuR2IWJpI1iyrX1xowWbAEjFjEeJB+wx6F4u5lFEy2adiIkzsUg7S2wjkd+lCUWbULxDpMTmUEVrWy+jSgwoURnwI2a47oyn45HabTkVQyzmR8GScYv0Cs5q5JhGgNNZ7pbMr85Jgbd+9xcHiD5nCf66bin3/3zf8fe/8ZZGmW3ndiv2Nec/1NV1netO+eHosBBuAAIBxJIIIBkLur3SW1XC1lPmkps4qNkEIhRUiK0McNhaTVfuF+WGFX0nIJgmZBECA4wAADDAbAuO6e9tXlK7PSXn9fc4w+nPPezGr0DGfANtU9/XRUV+atzGtec87z/J//8/9zc3TMN27fYFaWMd8P597H8cZ3U2jyB42mBgpjjyFnnS7nFFWFMZZ2K2fYH1AaQ2FrlEoRWULSztFO0B0E688kP6SYzzFlSV1UmNoEkNWF5oJshNy8R4oImssw448EqSTaWsCu6kSBoDR1BFJ8HFUOxypBkihFqpLQBPYO7WUc8Ys6ZkpE16OGmQmIuP5YCzHXtEJgk6BxVwkwyiNbGUmvT6fTobe5Du2MiSmYiJrFeE5RVsyWc8qqxNiayWTC0fExJuYep6OpP0///SjEIwUOALFbFoRhvPMnFFHvo1rwPCxEdY1QiquPPU3WSigWlnVy0nbC4f2C6WGNryqsJc4VJWit0V5irAwbdlSODTPi0EynWgAXCvUgHXi6I9kkheE9NVYgMr5PEZGmYDXgaPQGiF1+59VJkd90jnzs2wb4jKaL662PHW63sjEMhW8ACJysWT+jWN9ssb6Rs77Rpj/MOXxwndnoNn/6h/+M5fyAopyDsCuARAhNo3z+bkQ+aJGxSdZtMXlth6qsEcpjo81ZZUxQ/3ahqEsIfuZKhFks4R1dnYbujrQ4ASZ22YT3OFwcRwiLU4IiERLvRXQ3ELGQDmBBEJM5IWD5CBC4eAQDPBCgAoMNxb6MKvMu2p4AiZfkQqOkJIugQDAdC8mnIVgnuRX8EF7LhydC4WMBcFIutiK3wUQitCMkuKHECZ8wCCQJGs0GTwAitAnnX0BIhF0VgZKgN6BiURnhtGBy6QUYTzkt0O0pup2TaIkrS6gr+u02R9NptP8M7zveiO/KtfGDxGw65Z/+41/HGMOZ8xfYOneea5cv0c7b7B8csvvggLv3d5kvi3g/BW2Lh67jeIueVtj2NPfbDxDNrf7QAw/fL+G8ihN03/sI7L39/YjVYRUR1ODtDA1/8qMNOCCkIFWaNJG02znddoqi4pvf+hMWiymmLiN7iIeAvndzc7HGsL9zh9FoxGKyZNBfQ6mEvJPxub/02bCURevOy088g+5kiJjUnRt0MW5Aw7K48SBQiGW0k3qwv2R8mCLrNvVsyP6DXV5/6wZFWQQqn3OI2hKOcvQ3tgJXKmypybIULTxahs6yI4yp9LsJn3zuMX78859jcjBmdHBIXVWBNrxiWQR9FamC7YxwoXh3KJZVtbqbHzrf8aIIYzhxNZJBULaqSio/J1EpuWyhZDv6Wsd7WDSjOytOWngMkC4+76kukSd0C4UGhMYSHBeEhCRtgRAYAZSOql6Cr4I9GB4U6CSl1ZJcPd/n3CBlMbnPrBqjc8X7HfNFyUsvv4EO0ji0Us3VS9u0JAipETqloa2KRNPpdcFLnPXUlSW1DtICJxN0ViCKIkC/SRJAwqoOx6o2WGOwlcWbKhYPcU1rwNeypqgWVIsEnSQkMnSwfNZCylDw1/UcY+dAjfMF4BFegW+hZI53gto4hKtRWgRGRyJRSkZlbUWv1yVvZbTaGUUdElEvDNZZ8lZGnmXkWUplSpwFfNDiqcsSU1UfXmCAU8uf90zHM1761sucPXeWc2fOYduO0gtcktHqpLSzPq21ThCh3jmgXCwoF0tm40mcC5ekQpKLZp8LzYSQV8lV8RQgNIkSSWgP+KBg34qLqsdSCoHxYbjQEsfuPDFDE6uxBicC404JTxqRybC/m7BOy9h28KKREAEf9nQhQlexcJYKRyk9opOzsblO2m2zffki6+c3cSlU2jKZT9nZe8B4PMF5+Ma3XqCuzYpNKUQzePnuruvvVqzeU1y8ytmCW6+9CQj2el00kkuXLqLbOaigj6Uri8wSrLWYyRi3VKi6QhgDdR11owQ67uFKerQLmgF4AyJwtoQPbRmPw/pIwDeBadOscl4IhEiRRiNEUKQ/WYgV0jfrQ9hnEpEifWAHKCzSGSwqjqi6yEkI3RSJC/PyhN8Nr+dZBtMwtNR4naCyFpvb26ydO0evP8R5ybJ0WAF/cuMm33lwP+wtzUYuZRhjW7HM/nzu8X7EqogVrFjTTQFbOcPhZMQ3X3qBo6NDNgdDMqkxvQEt78iyhgVsaQ26CCWoii5VUTI9HrEcTTHWBttQL1HGRfZfBOFlaPwE0D8KfeqTe17KANgnQgXrax/sT40Pa70SikRrEqVJlAjaXU7SZOJ2pSkXtIV8bAA0IvSlC/aUHh+cSjJNkufkaYLJFLKTkbU6pN0ueq1HiWV6vGA8m7GoKxKVUNUF08mY8XjMchm0vU5rO7xTPEr3+CMFDnjvscasUP5VoQ00CbWLyNDu7j1+90u/xc9guXz1Cbx3dIcdur0wzzcZLBlPFxwfF/hJiUhSvErwTuOVpbIZ1kmkENROUNowpx6660ElPhRn0WYQt1oAm2qvIQevKMKcdCpPOpYnxZZfNQVjcRCpOlLIKELUdPaDDYtULm5I0QrOGYSck2eSvJWR9RTPfmadza2M9bU+Rwdj6vKA3/6N/wejo3u4uimcXHME8av/v3viF6KfcfbieTKfcbxxN8yJJgJU2KTvv/ZmKCAIgi/l0RSzXCKiMqmMaL0gqJcGCk8QhMG7MLMfC/ZcKirnkL4MPqpC0BZJBBkMAkEbTRqPafOJwx976moK3IMkFuTSsrptBUF4MPeCtpBoNLkLnrwKKDFINDUCSYUjuCGcPspNoeKAKs6fCR/EcEIEUEL6cBPamMi6+H5VLFYasChdLYsn89SewKLwRJFGHwoMu4IrXATWBK42LGcL0nlBvtFGSwl1HSjqWrJ/OFrZLPmoMP9+h/eOvQc7/De/+l8xXN/kr/zSL/HZz/8Ybthj59YNPvfJZ2jlCXfv7zKZzrDWBc9bxGru3YsAjzTU7IDhvdOHaeCat399EqupgRUjIfx1wlCQp66n+Goifuf9qacNv9iAizImsh63+rmmu651fD/ek2hFliW0UkUn10xHB+zu3GExHwebt1Nv7b0KDxhvWEz2ePk7I6RPQSbIJOGVN17FmTBXL4XkyaefJMtzpBBkacanPvOZIMRrg6jRpStPkaRp6IZ7z+XNNkoMUc5jFxU331qnkzt29x9QlQXzsqBYViACe8IYx3y5AFcha0Oa9uimHukE0tuwd7gaZ0B4T5ZrnnzqGg+6bfb39qnKmoVZsJgH0TnrTBRSa7RmJAhFWVkOjsYsSotFx3lqd2q8y8fCPgCJ3kfRprrELQqkLknTBCk1jZ5HAJsJDClCV5Q4CWFlvPPdiTila8bWfEyEpKKxs1JCor0iy4Nw0nJ+TFHVYRpXBEFejSNLBBs9TUd7imJOYWu+9OU/fG8vmHeIujbcvHUfCHfC2e11nv3EUyRaY5FYa/EWtAoJvMyCYK8SEt0SJMZBmiKSFL1YIpZL6qgCL6RGFBXKWWprsdZhasNysQz6BvjgnmManpZD+KBIX9sq2IlJgfAGrVTQy3B1OK9As04nUtPONFkmqesw6qO0JE2D+GOaJwg8SZ6Rt3La7Zxev0uWp0FNPY4VOuep6pJcaVKpEYnn+OCAytTgPA/u3Gd2PHnfz9G7GU2NE78DL9jfO+R3f+fLPPnUE1y8dBHangqLVpreRodzz19j89p5qkXB9OiYm6+8GcYNKoutAlCoRZhNTr1arbdy9TqhcAjpv4xjPz7yC0VkFCpsBOpr71Y5hYoLsAZEvO+scGFGmqiPxAmztD7VwHFRPNCvmhM1la0ppMBLTd7rcu7qZS4/+zgyS0m7ORUG42uc8HzzlVf49rdfpCyrIHwZQaFHqYP4/UWzJzY5imc2nfGdF15kMZlw6cplvHfkWlM7RzLo0dGKMkupJ1Pq+RxZGyqxxLpwf2kROrtaCKxoXA0awOQE8FsBuT4COJxsvcILdNS9QQb7QwDnBN6KyLqMWmAepChXLAGJjflaYKg5H2Cl5roRhHXfq6Bz4yQ4KbBaIls57bRDO+8g+j165y/g8xbf2n3AaFFwa3xMkUjuT0c0TbvmpnHxvZwwBt7/Rg38+Y52GAMNbiIydiWWpubN2ze5IQRZkvDZJz/B+c1thHTMyylKCYbtLlk+ILN9nLHoTous08HWNaas8JXBLkLDxzuxykGlC04/QspQB8T3JfGRlU0Q/rQC48IaK2QoaX1kOiDCOu3jc/soiOujoGloyjm8PbVPizhmIEPzsFIe1dLoTk5rvU+2MUB1W9S1oagNs8WY6XLOZDalrCqW8wWL+ZyqqpjNZhhjTu7lt93XpwXyH7X7/ZECB1bhT/VtmgXgbQfOOc/Ovbv85n//z7j2+BNsrJ1hONjiqSefY7it6QzanK07HOyV7O8sGU0t86XHmQJvWyRKYpwKs7xoVC1YWh8Ur4nCGDG/9w21VZx6bwKEDzPbwvFQki6EpHHye6gEiT/UUPpPCghxavY7sBAEYCmwtgBR4ZwnTSzrm5KN9Rabm+v0N9r0NqDV0whdU1e3+erv/XOOHtwLM1Qy+P2GGfjTh/fdU6v2eB4sDmkP+qSDPpe/8AkSkQbPajx2VjK8dA6PJ89zkjTl8NYdivEMIcKsoLee45sPKIsy2IIlGqUks709fBQC04lGSsnkaAo+qLdrIZHOU9kKqVgNeC19oCMLIYMKrfd0fCCFudjELb1DoGMmY1fXm44phkaQA7kX5FaSR70BjSBDUmMJWKCMAICjpiZMjMUbPmpVnDLECx3A1ZGLnUMfttNmqMV7txJrbECN8EohIfJeEHUKadgMOv608QRRt+hF6yIVTOKpq5KiWNIWHbJEk6YJqQ1FqIoCm6fMMz6Q8D5YgR08uM/v/OY/x1YV08mUV159lUG/w5Xz22ysr3H77j0Oj0YsliVVXUFM4IhJYYPRhjGgeHYjeucRYTZ4VfiL1QdewUPuFBVcEH9RnHqf4UA1wojN73tL2MxW4wPhNZoRGalkFJsLbJFGOT8IljqUkKRa0WrlaAntds7k+IA3b99jMRsznYx5P5GbqijZuXEPnWqSNEEJjdQpTsBidhwU/51HacWDB/fQiV4l0i+99J2IjYTj//TTz5Llwa7UO8e5C1c4s3UOX3uKZUlRQae9ZG0QOsHWtDC2BdGmszKOycxgELQ7mk43Q6oOxnaZjJeMJ2MW8yMSJRkfHbG3v8+ZZ9Y5s71BVVUc7B+hZbBRlVIhrMUYixY+anYQQEwbwEnXdCSFRIrAChGEr730q6JPeQHRUxtnELVBqtB9CpifD/RYEccMdLguG6aSbLA4wYqeukoLRbh2XHgbATr0Plhr6RypNEIKqmpJvZxhqhlWepJEIaxkPj5kd0eRliW+lWLs+zNW8N3CA4fHU/74T1/k8596iizvoqQkiUmdcdE3xziyTEddFIlyjrynEHmOrtoUtcFYh3UKryu0dyf2c94zzzPqusZbuxJC9M4GzYLIuJEiqGc766lKi1lR1QPYFUB6R6IkeRpYAGmSkiaCLLEkWpFnKWkrJc1StA5AR9oKYEGahj/WG5I0Z21jnZ/7uZ/nH/7af0dVBueJ0dEhL/7pt6mrGgHUlXnPAb/3L05GF60x7O7usVwuuXXrFl/4Sz/OYG2AwzKrCrq9nG6vDd7T3uwj04TR7jHjg2NGuw8wLgB+lXfkELqDcS9e7ZuEfdDT2L/F9dyxAuKJybgiyB+HVkz8We9Xe3UStT7Cqt3c+4FFoH1Qj7cExXorouigEkGYMlN0N9do9Xqsb2xy8bErdDYG1M4yKmbc3rlPt9+nNeiyu7vHZDqPOVrIa+DhfNe/7ftHOU47CQlgOp3yyiuvcPPWTbbPbnNhe5ssTen3emR5TtppU83mVNMprqjwkXrtimIFlHSECHoQzsUGjQgsybiviFO0+6aLH3m84QzHPV5aFffrsDM37RgZfzaIxCZNBhD3Lre6Bhw25lMReAgKijgBVgWmsZaSwcaQwcYWbZ+QyoTuxjpTA3/w2uv87luvU1WG0sV1+B1O69v97j+QTs2pOA1UrQpZ51Zf1wSwrbaCuTMYIXDOMC4LhASrJalSpFlK1uvQ7Wa0t9awVY0tKqrZguXRMba2+Npiaktd1ZjowONtYBhrEVzKEGH0V0FkQXvwJwLDNp47Z8CJ4BbkvAvTI94hBCglA7BAYIoXtgwuN1KglCZvJ7RabdrtBJtrTCqp6grTTUk6CS4L43tTs+RoNGIynbOczem2WzhrOTo6eoj99d0AgEf5vn40wYEfIEbHh7z4rQnWegaDNZwtuXr1adI8J+mkyESRtQXJQYk6sgiXMD0uqZYG6TVeKFIpg7iElVgX7ApDlRTtVGLtYJsbpFkA40LTFB1NNNTgsEH5mIicPChcVOIn1hvSRpFEj5Ie54NdU2VGWLdEC2i1ErbPDnn2+Q0Gw4x2a0jWViQ64f7uS/zON/45o7177Nx5gzAjyWoOJ3ilNj3mpnB6d9Bp7zyvfP1l7nXu0m51+Lmf/ytsbPYprGGxXNDd6PD4M48xmU1D988ZrlzcIFcplamp6xpT15zfXwSxmDQJdmNa8eD1t/DOonNNmmZkWvPgjRuBLpQmZEnK5PYe9WSOFwKZBPGp+d4+ZlmEYytCp22+qAMFHYEXOtTt1lF7j4mFmsOR4dCx0yDwtGhUCRRNwZmjVp18G/+T1PF8GmxUGvergp9V3yEOmRBVNfCiocQ1IxI+JinNSEsU4SGACERjIx0x7yCIGSipRBAgiRirkw2DQFB5FxIaEYQSK+uoraEolkFVnTgnLGTcTN//Rev09eicZW/3Pv/g//tfk2pNXdccPLjHz/z8X+Op557n3JlN7u/ucvf+LvuHR8zmC5zzKKmxcd7Z+uAlvALlY3KIkMFuVJwUZU3vnwa0e4cj4H3oQISZ+qbT0NxfJ+wA512DKKxIBE3HuAHmgnCRj1obAd3WKiUVnnaasDbooYRlOh1x+8brzKbHeGff1pV778N7T1VUVEX10ONCCPJWu/mIpGmGrcqwcTtPsSjZ372HUiJcyVKwc+8uUkmcdQjrWN/cpN8b4IzHOMHW+XOMZ2PKaonA0W71ybJWVAB35Jmi0+ngvKPfzzl7bpvhYAMnBIeHY27fvsn+fsXWmkYJQVlW1MbQ6bUYDPsUywIpBCqRzBdzJot5GGEwJhTxQuOxq9fz3vCQr/tK48CvPnc4j0FDRlDjTIEtjzG+Ar8gaTmUbAcg2WmcSBAuIyiVaFAiJEDEW09G/QPfdEYFQkXwCBnnPonsS4mzEp200TrDSEUxt1TViGI5wdWacq7Y2ano65r6FNPlg4yqqtndO2JpNG2VBFq/l2He3DRDYCBt4EBZT+i6akHakYiiRNWBXlw7gZwvyUUQJjTWgJekWR5E/kwd7NNqg7M1VVFQVkHXR6+SyOCHLZAkWqKzJLrrKOrakKbBbrDVysnSDCEScII8ycjylDTXpK0EKQXL5RyhJWmerUBtLWRcfwRvvvkmL3zr24yOj7h27SpVVVDMl5j6wztG8PY4WZ9ORmmadf3oaMR0OiP5+rc4f/E8xlm01Dz31FN08hZKSLI85/zjj7N1tmS8d8xbOsFZgzU15WzOYr6IlscCLxSBZG4j21DH7lzYx09AgsggFJGBJwITEMIYQZOrNTpPzb81OZPxBicEUiR4ISmco/AWKzxeS0gS8n6HRAnOXNzmwmOXabVbqDToI+yPD7HeMzizRXJ8zMHhEQ/efIP793dXDaemM3s6pJR/7rEPW9S1wUymLOZLjvYPeerpJ0nzjLTdQScJIs2QeY43NZWSuMUCV6RU8yXUNdK6MHseO8aJCMr2EY7FRYamj7lTs503oIFcndWgyERkZIVczKyaNCFPq1aaTWFQoWkWRi0swMQGkxdBT0ZoRXcwAA/tdoeNtTWyJKeWCTvLkqdEys3ZmN974zXmVR3YDEpFsCNYTn+wkO33H99tNl6IYNd9/d5tDg4OSdOEtc0NWu2c3cNDtJRkaUKn06Gdt2gP20jrSa0jW3ZpdVuBQVDWlIuK6XhCOZ9hm3FBfBi3wa00gUJTy8ZrILBmXbBLwoVOLsZ6cD7WApyAgyqIxAqt8E7jigAMiESRdru0W1066wPS9Q4iT1n6mtF4zNIYxqMjDA6ZJBwcHzGfBdvGYrFAArPxZOXYJGXUMnuEQYDvFh9qcEDE6tqYGiEE4/EBX/rdf8FP/KWKZ5/+FJPpEd3ekMG2RnYSOsNALznamTI7MhRzg6vCTKgSGUpLaquwUqAc2Ogo4AmK9Cp2ul2kNAkfCkAv/KqzpEVAIx3xRiLMgUoZEjMpAr00jXP/xtrYoQzFpbWO2hQkiWZ7kJB3E3qDlLW1Ptvba+Q6Ybju2Ln3Bma/Ym9/h9df/R3u3nkNa2xgLcSFLdQh0RqQEwS0iXfrgn3w1n32xA4Ab778GkqpWGM5nv/s5/jCF7/I0fGIsioolgsuXLrExuYm0/mE2WKCs4aNtXV0miEShUg0Os149tpP0EkyUp0gHDhrOPfEFVSakiQaISXl4RhtPEonZHmKlJL7r1xnMZpAGgADrSR3XnidujRhqY9WN9N7DzB1hRNRnbiuqMsSlEJJhdGScWEpbEUqfPBoR9CuwnEsqVlSU4hYeMdE1kJAoIUKpbxvMGxBEq+LUIjEbnTczSJJOZybWGw2owqK09NK4WeCW8OpOawGAPKR9uaC+CVeUHkoS8tiPKe9PiDLW6TlnMRW9POUeVkxmy4JadQHk4z8eVQ1dHHL6CoyGY/50u/8C/7ka3/MF774k5y/eIlO6wrdbpudBwfMZmFUpaoqqjqIBDVdgtC4j0JyoqEQ+IcFQ0+BZkAURQLwEc0/AQB8eIMR6AldYLn6+fC3jSBPEPM5oaSLmMR4CNY4BM2LPFO0BFTFlNdeegPvKoqiYDoZ0ZzzR2WP8d6zXMxX3y+XC8TkhFnhnIdZA42FNz09Poh2PWEmcDoehWveAUKxv78bZnZthReWVrtNkiVBIMxZ0jQnb/dwOGbjlExbOqlFJjmJmNHLa1pnu+SJpy4LJsdjTFmzrBzFckmeZawPByzKkr3DfeyhoyyXWGvjSI6lNp5luQRvSZPQETkZG/PRqtGvVOlF7ESARXqLMRK3qKmrCa5q4U2FynpIpSFJwOcIuggVOlSrrlM4qit15OY6VDE5XYFNPqS7wWg5yp+JCi0rdKqxRuFsTbtVszHost6B5XzCZHbIq69+55EpQuvacXw8wZRBmCr41Gd0e0MgXF9GgHcCJ8JR8FrgVaCUJ2mGTFJE5bBRcNj5RsNGUiYZdVVS11VgDtigM1GmmqxOwrEVEYixhuViQaIEiZJonZBlabCvEpC3c5JUk6YpWZqjZYJwknaWodMEnUlUqjGmRmmPSBT37+0yHK7R7fWoHDhnOHiwyxuvvsyNN9+gLEsO9vYAPtT6An8+TndKwr3vVs3ksBbWteH669d56423QAha7Ra3b9zi0oWLPPeJ51jrDUjaLbJWyka3TWvQX3VTD+7vsH/zNuVsgStqqqrCmToOagnq6EgEhL129a4CLdnFdVyLsHOuOo2x4LNRi0kTCyABSgRGXu3DdYRQGKXwWYpxls76kDMXL7C2tUWSKC4+fokkT/DOMisWHE/GTBZT0Al333yTV19/g7v37jCZTDHWnBKH/vP77ocZGFgVkQAIrLUcj8Z865vfptPt8Ilnn+biuQs4pfB5TqI6QSV+0aKezZBphjIOO5thjSHxhMLPC2rnEDbai9OoLImVsFyTxQQRy2aY1q3y3wASxVzdN9kxsfgkrrOAb5o5QZgOEWjuxjtUmqJbGZ21AdsbZ+jmLfSgh3ZQHE55fTTiq3dv8cn5jAeLBcu6wkVKsbIBVKrsyajroxbfq3l4uhO++jkBh5NjjhnRSjIOZ2M67TZaCjbXN0NuNhozzxZRC0DRToMGVr4+wBkL1pOWFSJTFPMsWNo6h3OW5WiCtTbohUgRhOudBylP/sT3JpXAK4lwDmdsGB9UoTFkjcEnCvKUrNcmSzQta0myFJVoZKoDGNTTVInAKktRGXyqGU1GjKZjlsuCrNPBeMdiMsVWNdWyYjaZYKp69T4+zPev8O8ypPF2Jcb3Mpou2ttn3DY3tnn66eeYzif85Z//BXSW4VwL6JBmUI0Uk8Oag90Z85HBGstiYakqj7Wa2gas0fgU4zW1Ay0dxmm8V9ESEVpJeL3KBmRKCo8WntoF2lmw04BExRvIhZtJqyBKaK0Nns1YnJwhRFDU14lmfT3jyae3GKwN6Q5zukNQAr75+3fJW3f56h//GpPJIbVZUpcznBMgY4d7JR7SnIv39gKVUv5A533z7Fk6vS7G1Bhb473n8jOPoTs5Kk2RWmOd5RPPPIeYG+zREozj8rUrnN0+E2tpSWUsWqk4/wQ6UaRZRsuCqD1OOoQWocjaHdFIGpVVzXS64PY3X6coSlCCvJ+z2D9G1DXDfp9up8Og3+PB9bcQy4p20iJLEjyw+/otymJJQcXcFVQ45os5hS/xovEOSEhco2oe/q8JiurNRiY40SA4cWiIDADhV5obMsIGCKKyclAbCOKU0Ukh2j9ZDIF4fVK4WqAAFlLg+xmDa2fI+i1Gyyl700NKZ5kXNXt7R4HW+l3OW3DHcOR5/v7e5wHqj/d6eN1uv0+n2+f5z3yO3nCDZWUpao+ta+bLBcfjMWUZKLq1Cd3EKGOE824lINoYJwVhHKIFnlp93vhFAGCaDljDyonJrnUNDfkkNX4oMfKRKyJAy5C8KCGRMlyzWSJwpqJaLjjcvUNdFZTF/KH7WEQA6f1ULq7r+j0sXAJ63/TEAQZrWwFYdA4vodvrkrdSvA++1EmWByVqKZBSMRiu0+30yfMO3kNRV3TabRQWp+CZp57huaefoZVnjI6PUU7y+GPXkEqxd7DPnd37HB8eUxYF3nqsl1ROcv/BhKPpgmUJ44UJlH5C8bEoDMbEkRVBFDds1CYFTuRIrWMXUqPzASrvQZIgE41Iu+hkA6EzhMhA5oHeLEKiYwXYaK8h4roqmqS0SXxtoEiK5przBk2F9CWVPWQxu8n5LcdPf+YyX3jqLLevv8JrL77Al37jN7n55vX36Hz+4JGmSRAFJtzXa4N1PvPpz5LnHZRSKKGpTFAWDzePxkkZknSpAxBrmyQ1iFF5A1hHVRXYug4ChdasAIKqWCKlR0mJkgLtA1i3mM9JlSdJNK1WiyxLcT5c+2mWBh2HJCHPcpQNopJJmqESQWWD0KCL93jtDK++9jpbW2dY3wjMltl0wmuvfIfJZMzR0eGHspP0bxqn55ZX3zegDtDv9Vnf2OBzn/ssW5tbaBHUxtuqhRQKqTS+rFgcHDMfTannC47u7jCbjLHOUBeRBeRDTpKEhTpSiQOLz8X1OxMaJWRgm3gXWYANJTloHbmoM5IQCg+XaLwErVPaGwP6Z7coa8twe5MzFy/S7Q+QEoQGmUhsXbF3cMCt+3cZTabcubfDm2/dxFgTu4oBFHCRov1+XBNJksR1972Ld+oqP0RLD5sia2trnD93HvCsrw+4cP4CrlhiFktEHcezasPiwR4YizCBRYBzCGMRlQk2sgRBOulDJ75pEjcaTTo2YU4N+tG0/VbNPxHAfenDGG4Y9QrFJNYG21QpQ37Z6WCcoz0Y0Or30J0Ww7V1emlGkqXUSvMHL7zEl954nb3FEiWaBqNfNQ1xDqeDBkKTe7yb4b2njDao72autmqcNOCJOFUEC2KBLsBapBAM+n22z2yRZxlpmnK0f0Qrz8jznFaa0Wt3aCUJ3bwV2LIyjAm5WYGtDc6GF3LWMXqwjzFVtL+W1MsFtjYhH4h2tTSjJ4lG5inhlx06SVBa45VgOV8itCTvtmn1eshMh7W90wEtqJ1lvlxQCce8LlnWJZUJoON4Mma5nFNXJgA7HmbTOeViGdlhgdnQsAbeL3DgvRCj/lAzB07l7qcf5fBol6/+8T4bm+tcv/4yvcGApNdjMBjS7bVo9wd01roMtiXlPCCao8MFh/tzyhkURYWXjvl8jqoVwiu0dJGuneCcRElNJoPoRaZDouK8x9hAT8yUjt2JIHAUxmI8SgUlUudKPD7M8ipYXx+wvtGh21fknR6DYcKFSz2caZHohLR3zGR8SN55gz/4yq9xtH8fZ2ucTxC0ELLEORFnVE8vCI8ecnWwu8vB7sOP7d3dgVVnPMTrT73I4nhKcTBFeNg4u8X6+loQhAjlMp/89GfY3D6DtYa6qvBYts+c4fabtyiqMhSVruZnvvhTdLt9PLBcWnyrw7mfep55uSTJEoYbA9ysJBOCtbUh7VabdqvLUw9GJA7yJCVJEwSO1//46xwcHjBezJgsJixNzZ3r1ylMiU50sM9EMt+fBOaI1GiZ4JYVwobCQhIs07RrAC5PmFsWNL4FtQyKZQpB7hV4T00jghSAgpDrWBLhyYSKwtw6jDrIgJxKArCkfTh0rg7dUJ1oZKZxVU2aa7JcB4uZOKP3qETjNgAnRfd0HObvx8dHdHpDfuQLP8Fj1x7D1IbjyQQhPfNFuCemsxl1beOOFkYvRHSnsM4FxXrkavbbRwFQKUUcy3FRdK+RJwpXqm88En0QzHMNIGCjL0ZEsp13pBqSJDBSvHNkaUaiwLua5XxMvZyxe/8udTVffdYT0NM/RNX9aITH2oeBh+OD+w99PzlOo0Jx+Mz94UYYS4jHY348Dp1crTDOUFY1axub5HE0qVwuuHv3Nq08oywKNIrbd26SKs10MeN4OiHLUsplia2DmJHO2uQZbMic2kkGtVrptSghmMyWWOdBSIz3HI3mESgKTJNlYUCEpMELC26CKUuE1XgbbFGt0yjXwuuQQCmSMD4rTbQ4VKdosUTwIAp9CfBa4azFW4dEhd9HopVC6SWKFhs9wxOXzvDc49ewx4e8NrO48tEir1axw9KEUBOWVUG73QmWxjYotBhjUVmKVCow7XSCkCIIPqoI0BlLgsJ6ixMC7YJNrtYK59MAtDmPbbdQGlIZ3F2UEGgJpqpIFaSJDrPQaYKxNVrroN8gokYIwblGywSpFF6Bqgtmyzm2rhEqrBeDYZ+dnXs82Nvl0uWrvP7qK9y48RYfnfv3B4+32+Q2FnhN8Tibz5jOphwc7PPMM89w/twFtNL0uwNA0srarHX7DC9fZPtqQjWbM9jYpCoLyrpi7+5tJsfH1KYGB1VRx1olFGPeWnwEFq13YA0oEVxRnEeohCRvY0wBSpK2M7I8g7Kkt77F8OwmWkuElgzPbZIPuljrIQmq9FNbkElNJ++wfXab+3fv8MbN2/z+H/0hZVVRVjXGuri/yFjknIAmHxXA6CFg4DTbLgIzMro/jMZjjkejCAwOqCrL+iB0kPvdLr0kQxnsF5pYAAEAAElEQVSLlgpqE8bWrMHUBlcU2MUSa6PQqABnanx90rVt+JQYu2LxujjChTVhWFTKKBYKIlEUZZhRV1mKyvOw7hRVKGjTjHa3S97r4ryn3e8x7PeRSGaV4bismBwc89pkxO9ef43RYoFAUL/ttArh8VKgXZRI/RCd9lURGv8niPlr/F66yNCI45aT2YzZYhHYklIw7A5C7qkSjIq2oFnO3ngU7GClIssy+p2MVLRQUiN8GEVM8jw6uIV7dnx8zGK5xHuHShIUQZtGa41MFCrVSCFIpSLLM1SeYPEsFmHkWKcatMIpgVeapTNUtaE0NdZbJssF4/mUeTyPlamD1oIjCNoWJePxNID0sRnciEt+FMaBPtTMgX9dCCHQSUKapzz/6c+ysbnOWzfe5Md+/Gc4d+YZtNaYGopqhrWKciGYjiqqpSNNNeOjJYupYTkxWGtRSlJWUBQWnCCVOZUJnX9Ig66x9BgnESJ0xZyrMGaJJ4hEZYkmb0s6AxU63WmLNPNcPL/FhUt9hPZovRYAAWV58eU/4vXX/wyoODrc49Zbr1EWs5WaNb5BYj+4C/EHZQ78ReP0SESz6aRZ6NQJQZjJBja3Ntm7/wDrImVLSLa3t0hViieU3teuPs6ZM9sUVUGSJmxsbvDJTz3P5tnNYEGVtVEyIbUgrMXFDtRyuSCbV8wmUybTCctlyayYM9rZo8QGKpNWHO8eUozmKCVJ04xEpxzf26NaBC9bJUFqxXTvmDqirDIsb5hpsJ6cqyo84iWisgiCNWItbEBXI529oR6nyHAtCIkQPooSSipvgj9rnqAHbToXhiT9nONqwmE1YryY4xzMJktGhxNMfUKhf+j4f0DMge8VDYtksL7Bj/7ET3L31k1q5zl/+QpCJUwmM46nM7xU1LXF2GAv6qNATVCBj8KQSHCN20EA2gRhht45F/13o36A8FjncDaAL1IKnDWI2JGMPgnheaWknQoGvS7tdk5Zluzt7YE1CG/ZuXuLulzgXCNG1iRU7y4S/IPGe8sc+MFDyGYaNESWtUmTFC8cdaQWQxhZAM/W9ll6w2GgGDpHnrXZ2tjEGUNZV3gp6fX7zMYTlsslrXaH/mAdKxKcC0V53h0G/QEXus1CdcPaHjUkpkUN3qGlQEvF4agICWtgj7KoDKURSKVRSlMxRMgeOushsi4i6SNUvgIXvJeYeP/6FS1OIlQQubSIYJ/ofPRbF2EO19coUaH8MQn3+fQTKf/uL/4on7i0zYtf+zP+6f/n1/nNf/kb3Nq99YGcu+83NjY2gg6FE6wNNrj22JM4keCjsjRJEhgEXiCTFC8k3rrVDO9iXlAbF6jm1oQCQQXmjQCEsygNudYkUqIEJBEozDSBiSYlaaZRWq20gpQMAIRAkPgw81rXobiclwvevPkmw2EfmUiElLz88su8+NKLAPT7A5bLJWVZfIBH9sMTUsowi45gfX2dH/+JL5KnbTqtLpv9IesbGwgEy/GUzGusqajKkuP9PabjEWWxxDnH5OCQNElIswTvHLPJmKyVk+YZdbEM7I9WxmI8o1wU9AZrrG1ucTw7ojPo0V0fkOYp9WxJd21Id9glyzIQnoWr0N0crTTTZcl8UVAVFcJ7tNbcuHmDO3fu8Nrrb7IoloFVdKpYCArsJ0A0vD9r/fvBHPjzEQW3YfW/t9PSAbIsI09TJPD41WtcvXCBttK0AV/WeBPERI0xmKKknM+D04lzga1la+yyABfAgOACBn6xDOO8SoU9G6Aow3HQEic9KtFo73BFFccFcvJ+l7TdwteGbrtD4sBaS97rB5cT7+l2e7xw/x5/dv8O1ngeTMYsjMHGnOEdj0Yca2xcHd6L0/5eMQf+oiHj+KZUkn53gBKCVCd0Wi0unbtAWRQht1LBuWzY6pAkaRjhQtHSKZlKQUiUUhgHy/mUWbEMzE2tSFTUAmvGebVEOkcmFTqRiDTBeBvGhJxnXi2YFksWVRWOV1VRO0NtDXk7p6hLprMZ3nuU1hRFga0MZVkym80RIjgoNcwf+ODytfeCOfCRBgcgKIhKIUgSDSiquubypcf4+Z//ZTbOXGBZzLC+pN0fhI5r7dHktLOM5cwwOV4wGy9RWpFkKYf7BeNRQbFY0mn10CpnspxR1wotNZ1BznJRU5SWqrYkqWJtsw84tAatYbiWsrGdIxOBTlKkgH7H8fhTfUyVcv3VEm/bvPTCb/Pya7/Hm9e/RV2VEEvCRy3eL3Dg+48T8lj4UoYuXhNCoFQaigjnaazSnnjqKda3NkKBpzU4wc/9wi+wtj5kWSyZz2dMJ2OGvS6mLPG1YW93j537u3ziiScRqWJpwnlKZUJCgo7evtZaFkdjXG1QUuOdJ81SDnf3qb0NHsDRYeDw+l2EsAhNYBzUjqP7+2EGXzrQiuVkSl0HloomWL0kNgpQEu0QkaRCU3mL0Ypkvc/w0jZqPWPpFuxM9zkqRpTWILzi+GDC9GDGd2MNPIrgQBNCQivvUBZLkIrh+gZCalSacfbCRdAZpQ2+DdYG/QqhNKUx1FUdlGztiSOEdTaIzHmxom+7lSBgM2ce5t60klFDwKG1ItUJaZKEggWHMTXlbIxwlk4nA+e4dfMG89k00Ffdichd/DSnaAMfgwM/SDRDPKEjKU90IwRkWYtOp4s3FuM9a1uhyDjc26MslrS7HYYbW3hksDRSmu0LV1e05yTJaPeGQddFKZRW5O0BwR4vgkSqjY9sE+Mss9LgvEJLhZSO41mCJ0enPdL2gFoNkEmPPA1FTO3haO6C+4rwFCXUlQgCmiroHVgfvNS9EGgM3jtSV9PLKrYHNVe3E3768xd4fLvL7ltv8Mo3X+KrX/5Dfv+rX2b36MEHcl7+IpFnbTY3zyCkYrC2yZVrT0OSYIXEC4lQGqHTMKID3L9zB5nmCJXi3SnxKq1WeYASoJQnk4pECrQIrKqWTtHSoXQAGdJEkeUpdW1IdGAheOcDS2Vexc6QRWnFzXt3+O9/5zc4u30GpRUIwdHhIQeHhx/0IfzQh1KKCxcuopQmSzN+4Wf+CptbWxyNjxkdjljrDhB1AO8VguViRl0H/Y1MKjqddmD8eU9ZLNBZAnjssiTvtNFJSjkvsMuavN0m7XWYLibodoZuZ9Fq2SMTSWmrqCED02LO2sYGUkheefVNXnrxO1jnuHv7LgDT+ZS6DEyB4Lby8DjF6Xg/C4oPBhz4ASIWzq0sp9tu8cknn+bxs2dRziOMi6NCNcIaTFViTdB0kjpB4jBVsWJmEJ1OqtEYhEfrqPPiwRZLRJ6ClGR5GpoBpiSTGq0T8nYLLySmrsk6GZmXaAv3Rsc8KBZkWYdv3LuFEYLJsuJ4uSBY9AaCohZBINV9j3PbgAPvRTxq4MBDIU7YBkpKHr90lUGnBzi8t0wmY9IkiawBhXeCfrtLt90L42Y6wUtFojXGWSofmjKp1uSxUVhbQ+0M3hiU99SmDDoVQtDOM0pTsSyXTBcL5mVJZetgje08xtvgKiXEit1YG0NdV8ynS8oyrP9vF2b8IBs5H4MD33ec7i/FR0RI8gO1X7O2vkaSthFSc/nKZX78iz9L3uqAhzTJgsaA9WBTpGhsimAyrqiNw1Q1WZKQpAmLwlAsJd6nDNc7YDymFiEpzHIGm/2wYCkLrmZv/1Xu3nsJRPDaxAlee+nr3HjrhYAwR9p8mK95tKig7xSPHjjwtvCcUMBXcSKWFvejOId+UkwIoNsZIJM4B+09zloee/pJpBZgHQ929ygXBYN+HytMtDODp554kq31reCl6h1VVXNha5tup8NwMOCTn/0UatjmxktvMJlOWRpL6SpULjE39xHOBAEV55ntjSnnS4TWyEQjteDw/h7VcomSYTYX7zi6s4upLE5Gz3DAjOdY4cmGfTaunGd4YZPS1zyY7vNg8oBJOaN2FuegWhiOdsdURc07xaMIDpxenE9bRvq4ASU6odMf0BmscemxJ/BCsywr+t0WSMnxZMZ0usRaUFqjpaaqapwPTCFrGr0Qj7EV7XYerxOPs46yrFAqbPRSCKSUtLKURIfENG+1MKbixisvc+/WdYQItNJGzPBRjg8jOPCvi+aq9XCiDWAfBg6bkEKSd3uBBSKg3e0zXN9CSoVKJEmSsHXuEsJ7nA8ON73eOlonGBu6RzrvBXq7lAhh8aKLlDkWTd7pQ7JO3hqysT5kbb3P3hyEUqS5RkjHvd05h8ch4UV6itpxNCpxyDCDbSwOw6DleOJiyqefGPLM5XWubAre/M4r/PY/+w1e/ua3ufHWW7y1c/M9S0bf6whjPuoUbhm+uPbc5+l2epTlkptv3WCwtkHe7tLfPEeatZAqdBCllCglSZRASk8iZAAGfBAMbmcpWapQKrBTlIoKJSIUg2maBIaR81AYpFJYa7h9/x53du/xJ9/4448MLfxRjiRJVmv+YDDksatPIFwoEM9vnwtCwr6m1co4s7ZFp9PG4eimGejAGJMynHfrPMva0E4zEhEKjYIarRVWRrFQ58iyHBSMJiNwjkQplNYkWnP3zj1+90tf5tbtu2FcwTZjeY19LTSd8rfP4Z+O9+vaeeTBgbeFVorPPvMMidZI6+PInuPJM9t4Z7EmsLSSNCNLFMIF96dgRQtSajAWhw/dagJ1vZzNkSowVFSiEVpSLudkeUan26PV73E8m3Dn+lv0szZv7txnIQWHRcH94yMymTAtFquxPyUkVkqs93FcwOGliOyQ939deKTBgbfFSlcHwvHC089zpFRBp816WmmLtm6hddAkU1lGfxByc4tHakUrzWilaRgl9p6iWuJMDd5jq5LZchFEDL2nrku0TkDCdDGnqEuQKrwm0d2AmPfVFdPZJBzPFVP7JN7JveH9jo/BgX+DEI1NnBBx1itQNgWSNE24fOUx1ta2QMD5s+fo9to4D+tr27TbAyQyenHX9IddvJMhqfQ1o/otEvc4zrXJsoREpiiRoGXGjbuv8Ud/9GvxTYTXnU4OOD7a+wCPxrsbzWz1Ry5WOEEzZxUWBiXVymTARXvEZkY42OkI0jQN4moy/q7zXLx4kU6vy9kzZ7l4+TImhSs/8RwuF9wtj5gsZ4FpcqOAomI0n7Hcn9D2KV2XIhKF1OG1q9kc4XykwSZ4Zzi4v4cxFqlCAmCNYby7j04T2sMu3Y0+lbAsqyUHkz2OphMKU+GFxxiLtzDam7Gcl+94OJqZ0SzL3o+j/31FI3Dk4+bvVnIJ0WqQQNcWKqHd7SOkptsfkKcK4x1VbVFJTrs7QCcZtTGBPhZVrZ11OBuKP+8sGxtrtPIc5zzL5ZLRaMR079ZDgksyig5KGbrL+KDsX33IaMXGhHGqj3r8eSj5u/yclEipVqwRpRUbZ7YJ11oY8dk6dxGtk0B3FdBu94KAFmFcpTvcJGt1sRZ0kpEkPbKsQ7/boz/s0ts4Q6vTIk01QlpGM8diGdcQAZNlwd2dMWhFolOmkxpray6dyXnqsT5Xtjt0NMwPHvBHf/AV/uyrX+N4/4DxZMT+aP89O4aPWuSdPkqnK5AXBK1Oj2vPfgZJ9MzGI1wY0UqkZLGY0Mpz1tfXQ08vzq8SrdCkJNiPOUmiNUfjY37ny19iUS4x5p0B1Y/j/Ytup4vWwQXo2pWrPHbtGlmeY6wJulBROLTbaaMQlFXJsirxzpPpoGkxrxb0B32yPOf27TscHx/z/PPPh/np6YSiKlhMZ8xnC+7du8t0OmM0GtNkCT6K3Tr3wRcM7xRa6w99viaFYL3bY6XFI0IO+vjZs1za2KC2YXzQQ2ScpGH8UkikkpS1wS0WJCiyPMcrSWErjg8P6GUtsjxHaI3KUnZ273P/cMTN432KuI4rH8RPG0YhTXEoTukHeI8UoSn10CVwitT60PfvcnjvqeuPzpqkhEQKtQIShJBsbZyl3elhRRgLaWVB5DCIP3uqugrCiJ6oS1IGBkBVBXclJchbLZyHZVkEPZuY4+o0oSxLTF2DD+Mk1tpVfXt6lKC5z7+bCOf7GR+DA+9FCBGo5ELgrI2zzMG25N80bF3DI7ZJfBzff3z3dVyc+rdVVRqvnVO/dOqWCCjjx5fDhzmkVAipVl3mQDm2f05g7+N4f6MRAZIiOCE0m/lpr2ER6YBApA6e/FvoDLtIKArdp5UgZHyNU3JMH8eHKYQMf77nqTvR+gigwjus5w/9dKQF+6CIf5JKnVw3H8f7F+K7najvGf7UHi0eeuzjs/coxTvegH+Rs/2Oz9zcriKKk6zMZeO9/XE8eiHexlj273TTRvSo0Xlo9KVWgM5HLBH/2K3gz8X36v2cSIOdzPhIFA6f5Kw9+xj5WpdkcJZf+Pf/NuZMj3tf/ioXpIDhgPYnnmBPZnijUdQU1gQkaelJEkmWZ3gblJCd8zjrgxKuCHoHiZZc//VfY3r7ZphJJaql4+kQrO32vGOx84CdV15Z+fl+mCJ0Vz6cIYQgTbIwD+hPCoOGJt7P2qRpihee0lnCdLjAe0GapGglQxHRKA8ThljTNEUrjTEVnU4rzLJ6w3g8ot1pcXg0YrEsqKow67QCo+IV2lCVhJAPJZ4ni+F7I2TzvcJ7H4U5Pzy0xB84BCAk2ikQBisF3kmEtyAEnW6fn/zF/wlPfeGXka0MvERIz+7rX+Of/pf/J4rpIcjgChH0CoK7RJCv/6A/3A8WzrlHbvMUp3k8QrC+MWAxWfBXfvZnefza43z5y7/HL33xi/zCF77AP/4nv44Sgi98+nOUtmTf1GxfvcTd2T4m8fzYT3+R5y9+FkmgA7/0rW9y4w9fQO9WzG4ecuv+Pe4dH7K3XDBxhkNtmCSGyWwHp4L6MlWFK5Yf8FH5ON4psv4Fst5FvId07SnSrc9SFYa6dgivQudPRNtX2QKnSaSj35esb/bptTrBYkuVaCFopxkaxdwWrA22aMkcRMlsvMN8+oB7N17BCUGqSubTEQfHO4yOdimm+8xmh5zkKY/OPaW1fiT377fPY4tYsK2cQWAF/GklyRNNr9uh1W6j0wSpZLAZdSE3i14fwbLQO2pjqKyhNjXWBX2Sjk7QQlHVFYuyZFlUJIkmy3Ksd0zncypjCPaLJ/v0d/0Mj1gToCgKVBTc/KCiOSZShhFfH8c6T099ehReBGs6mSboJCVLstMVPB7Ispx2uxOB4HCuXaTxNwXg6kXj381Dq6fCI0VgAS8WS7bObjMYrtPuDVkuFlTLKTu33sRUc4ypWM6nIdcTwS3FOnvy5k9/Lu9Wt/uKYQCn8rj3dtzAe48x5kPPEgFI8oytqxdXBX3D/j7/7JP0zqwjgNo4FrMFy3mBteHeT70jF5JUp6S9PlVVUU3GzMcTZqMjNs9vc+etm5TzOa6uqZYFUiicdygR1hnjg4Cl8KuTCXyw+gLfLd5td4RHb1f4C8V3xwObLSacU4UQjuGnP83a5jmEzvjc3/5FkkubLHyPfm+dJYLLv/LLnMEwrmoe1BVHM4Mdz1iWM8azY4pFgZuXrA02aHc72LoK/rp18Ly2EWkMs4uKS7/0ywyGAzItSbUikYpECc5gaKuUVyXw4qt847/5Vb71h1/BeImSHlNVmLpafUSBonGvf9TiUWeMSCURXtBudcizHOccdW1QiUZJSVWWeGMRNtgaBYsrRa4TtNY44dEiwYlgaeUcdFsdtE4CncydohUJaHXaUcgqnC9PEMAbDC8iBaytDzDG8eDBHgeHRzR2XC7Y+K4Q7Aa1fjuFiSiM9H7G95qZ/EiFBxc3h5BYOpQQICRJq8/l536K3tnLaByemgpP98LzPPGJn+StF36XeTmNCWxwkQgikfzgbY4POB5NZP0ECE4Szd/5D/82n3jsSf7mL/8NVJJz71u/zNPPfQJ1fMzFquLmrbdItefQeZK1AcezEYW3DM+dRQ4zJr05wiaoWRgbcZViZ/eIpCiDZkyakxiLskGkNM0gbV2lygwqTxh0W5zd3uTixfOcO3uGL/+DX2dyeACR1jnaP/pgD9dHPGTSDsKTQpJ11jn/3C+CyLBeoDoXUO2LOBsEpawhaEMog/cJTmrAgPBI1SGRKa6qKCWUsodKFEZI5kclvi5ppZZWK2FRKI6XjvWBRWvw6RWGlz/Jhad/HusFa90OthwxXYyZjibs3fx9fv9Lv8p4dEiaQF2XJ/v6Ke2bDyoehbW8WWtWfxPHs6Lmg5LBItZ7gjc8QccjyVLSLKHbbTPo9+l1uuRptgIHjDFh/NO60MTxYJyltjaIltUm7rEyahc4vFTBEg0YtDu08oxFsaC11kdoRW08R+MxxgTqurXuhHnwNhHZR+DQAjzUXPigz/cKNBGnmJfNF1IiZYpKcoyzOOsRqQh2w96vAPdwHThsVWGbPKnB4H1oBTaUkGApHu1go0C0VCq4z8iGrg4b6xvknQgwKU2StXn66ef47Od+jLpccHiww59+9Q8o5lPqsohgU3gN78OIsnACTx2FcBsB8Xe+Ht6v8/BBn+/vFifDuvFc+eDgdfnpq5x//DJ1ppBKkrXarF/YDjaGngjKCLxT4bg7gbGWRBe08opee0jlPIlSrHc7KK0wxjFdTOm2MrJEM5kcU3k4f/lpTFlwuLvDW6++xtalSxTFnN2bbwWrU+NJUHjhcDEnd6v67tE5ru9FnvbRHysQgmzQR6UZ7c01Oteu0v3cj/L0T/wssp+xlhus9RyWmv3RnOVoj0G7g5lPGI+m7I/nLMczxPGcqlxQ1AWuMohakA86OGNxdY2vogemDwuVcKyQrvVrF2kPe+g0bGQ6SWl3BmSqoNtbIxmc4Wov4Uw5ZefF77BTONb7bb7xm7/Jt778FbSUlMUcb4Mi+mrRi5OsXmjwNgIhDVL4/gEIWuv397x/N6LIKdpo03FHOFqtFttnt8Mm4ASmskFszZogXIOhrusA2ggZPbAFCsG5s2fIW3lEqwVohXGeqrJ02h22NjepnY02eQbvPNZZ0iwLc09VSVktsb7GmBohPEL4oEeAZ1ksqWuLkJr9vQO890ync6bT2Sl9jLd9zA+oaHPOrZgDj9x9/q7Hw0m7BJCKq09/np//t/5XnH/u84Hx4SVSV1iVoquKf/H3/4987Q/+CV54REwwPZIgifSoFdrfO5xz7zoa/a+L7/fallLw3PNP8//6z//v/OQXfyH8rncwOsYfjLC7D7j70ovcunObSVHy5uiQuXTcqyum7YTBpXM88aknmdWWnVv7sDdj8voeo9eO6VaalpAsbMncG2Z1ydQ7phrmmWPuC4rUonLF8MyQJ55+gqefeYLLly9yfmuTTlvi6gV79+7xz/7+f8tyOmd2POb+nV0OHnysYP9uhUzbbH3ib5LmA9p5l1Zvg7S1jvMZtRdURlMbjbNBKd4aibGB/WQdGBKUFCAdwqYoVLAzFQKlU5KOwcspZm6oioJMa6RyFEVNkkvarTZ5K6GuDd1Oi3Mbm0jVotPq081TVOrpd6Gnxvz+7/0ah1PDFz57mT/5vV/j61/9HbyznCCGb9f2eH+cibTWJEnynr/O94qTbqCL+3boJmslybIEohNIYAKE+WMdu7FplnDxwnkunTtHr9Ol02lHTRxBXZfUZRX+VBW2DlaxznusdRhrwx9jsTbYoVblkrIuWSwLHJ5uu4MUAuNqdKbxieTweEq72yPNWiyWBXfv3KWuTBTBfZgd8qgArN57iqJ4RDQHxNvOOUGbB4HSCUKmoYMbfzpJNKkK4rHCWYQ/6ZIKERyDRNQIavSH/GrkL7BLlFRBmFSdiJOG8UAJUpPmOTpJSdothhsbqLSN1DmXrzxGq9XGWIMUNbevv8adt17njVe/Q7udUS4WTOfThxhtzYhpo3P2QYwlNJoDH4RY+Orzx3Gd06N4MtYtDk/e65D32gAIJAjIum0e+6nP0VrrkShDpiVap+RpN2prCYRQOCvJdB8l0hUr09YGbz1rg7MIERqxeIdSknbepagXVGXBspgymo1IRIatDYdHB1hTY2xNZ7hOJ1O8+p1vs3/jBrdfex3lHc5bbBxLEPhTaNbpz/zBAQaNWPjHYwWnItyUoUhuHgFQaUL3zBaq2+czv/TX6V+9QporWs89y7f/5A3mywrVgQfX95mOp0wODhnt7LEYzWkPutjFgnJWUM5KfLGE2kFVgxRgBdSC5WhBgKIDMr16fedh5TLg2Zu+AalEaAmJRCQpad5CC0/a7dLq9HlhmHPp3Bk+8elP80Te59bXv82su8kX/t7f48zmkBf/xW9x95vfQCAo5zNcVSEBi1gBA6wIdx9VEbEThPEhyp6IKK330U/V0WppkjRFa8Xm1ibtTgfhBHVhmNk5GhUcB4Sn0x2wsbHGsD9g2O2TJ0k4h6bm7NmzJGmwtDLOgYK6dlSVQRAojcaBMRYXrWusc9R1hXWOTifH0qEyJd45nK3DQqIUy2KJE5BlDqUUvf4VtNaMxmPm8znWOu7fe8ByXsTP2rAHJN5/VM/xBx1Nche6SRKBI1DLLlz5BL/07/1vOP/4p/HGAEmwSiMPCsUyxao0jKcg8EKGDaVJGD74HPGRj5Pk+uHQSnLp3HnOb59FSk/WTvh7/8l/zGc+/akAipoCU8xx+wccfvMV3rp5k6PjY27vHHDzwQOu799n6WseWEvZ65LeO+SFG7vsHx+xmBTkCxi9uY+fCLbTHt1WjtUaEoVqdfBKoTKPFCVaaFoppP2cje0Nemt9KlOz+2CHXltjSfF2ARp+9ld+jr2799m5eZeklTJZTDHLGoTA1ScMM97xU38cD4dA6pTBmSdI8iFZa5Ph2aeQaRslNDrpULsO1iVYJygrSWkk2JCoVi4O9MkAsksTwGIZcUDroHYGqRNKW6GdQNLB1TV1KTAyAHxLl6GdY1aUcFywrCuUGnN/b4lHkqkWvU6XCxfX6LQ83SSjtflX+cxnN1g/k7J9e4cLD47Y2NzktRf/hGJ+ED9fDlRwqgHww3BVnE5ovXf0ej0uXrzIzZtvIWXIp3rtDp12lzzL6eRtOu12APO14vy5c2z0+8HmzprYzTfY0iBKi6wdsnZgiR1kCak4AfwtETRwlKakNlUcN7CkiQ5ivThKV2OkJT2zSX84xDjPYnzMeqeNb3tGszmldac+S/i70UL54Y7T13JTZAlyrUmSYEunlEbJFO8ExliEBKmCU5QwBcJavDUhz1tpAXiEtavnbhwiQj0cgD6Hx/t43nmYienxCJWgkwyZpCTtNovjI9rDDXrDNe7f8vQH6/QGQ/JUsbW5jatr2t0eF85vc/v6W7z66stMp0crSotobl9/UjQ2r/koAEXvXZz6bCs9CBEbJSKcTymQQoP0XPrkE1x47jG8SkjzFkJK2p0eg41NKlej8GQ6WEu2sw1S2cVF9pCvHbgWUgYr+MAEETgLtkpIhSTTCYlWyETgRUK35cDVaDxnyik6beGBxXLOaHrE3t4uOtFsbA24jGXz3AWeeP6THOzcYTqZsn/3LrOjY2hYwqJhpQfWCPCBAEHvVXzowYFI6sETsPZEafILZ0mvXeHH/+7fhc1tNs5ugbfkQrE3ntO5vMX9wweMXj1itHtIcbCPm85w8wJfOorkEGwNxoUi39YgdHiFUiBq4sofkjxssCYjKqeHwSdBY7Ht5wa/DGqmCEAuWcoReAnJIUI4RJ5ycGad0XjMhfVNbDnjsR/7HNeefZb1wZDh2gXGP/1XSBD80T/5R9x94euBJneKKxBuzY/OxflOcaIM2mwAzYIbRCTb7Tbtdovts1v0ej1AUJRlRFA9Xkk6nQ46UWRZSqudc+7CWa5eu8rW2jrD3gAlBOVySTGfsX9wwGKxoKjKwA7wJnYaPPPpjIP9fZIkRyeBEaKTAEjMFzOkkqRZQtbW9HudODMZ5h1rY9EqIdMp1lRx4dQY5+j12nQHWQAgFNy5tUNV1KHm5J3ZBB/HuxFi9f8V7hThASlzNrYus3XtSSqdkHsPJuyAqbfUXiKURWiQSY6tS0Je6xFKxdvyg6UPfziiSd7CWp4JQS/PefzCRf4P/+l/yhPPPMu9+3cgsTz1mU+SaMntmy9y9+XX2H/zDvN7x7z+yg1u7exQWMvxfMn+eMxRMcVlgrrbobCCajzHXr9DtSzwlUBUAjc2YFtUdUG7BqlTZKro9XJcKilMzdw7bCoxlcPPasbjBfd39tm5t4urlxzsXqHbTTHVnEGWUk7m7O3c597eDvuTQ9S6Ymu4gVIJd1++hyttuML8D08x+P3EQ4m0zhBSI1VCb/0SF5/+y6StNXTSQyTrFCichbLWLIoEi8ZaQVELShMgPiUkxsOKEeQlXoARHkkQpnRRKyTgsD58bQE0TucYY/BSI5QEBBawvkanLYSEaQFlUYAoSMZTDufHODNno59x/sIGU1NQTySPfeFXuPDkj5DKnLzz/+PbX/11sgymkxHOxg7oD9F1IE+JhELoFPcHA9rtFnmWsjkcsH1mi621DYb9IZ28Q7fVItMJAk+xWDAZHbOczVkuloEZElXJbWSKOBMQAN3Qy6UM15RUYZ3RCQJNO9GYNEPIkFXWVYnVBusslgyfSoRS1DiWdUXqPVkr5+LFi9y4c5fRYsl0vqCycRbdN13sH65z+ucjdo5FsAwGaGcpg04XVxusNSRKhfEPD1oEi1lXVxEQcEF53tlTAwPN854cV3fq5cSKSRDI6+HHVmbVJ7R2ZxHOUpdLlvMJx0jEzn3yVoe03WEwWGdz+xwXLlxgMOxz9dpjXH38Gvfv36Oztslzn/wRXn/lJXqDDkdH+0wno9gfFzia8dD4Lh4xHYp/0zjNShAIhPCYpkkpQFhP4sEriVOS4fYW5y5ehjRh68lz5OtrQBi1budt0rxLy5+jn4b1XspgGWqWKfMlYZTHe4RwHB/PqKoJicrQOrhSKJUwnUzIkpREJbTyAERUzjNc79BpZeSJpNPrg1OkuaTbNQyHm6wN13HeBntELXEXgx7NaLyHrwquv/gCO2+8wWj/kNl4ghIapTXFfBHGT4V6aBT4bUfqPdeZeLfjIzFWoACvNYPLVxhcfZLP/Z1fITl3ltaZi8xmjtnBIbPFFAsc7B5weG+Xyc4eZjSBhQED1DU4g3TN2FjTPWxQTomI5rcizp0jg4cyp4u1ZhGIA1DC+nCTCIGLs+kIi0sVUic4XyEUICVC1eSbXZKsRbvbZ/vMGc6c3ebc+hbddptuv8Ogm/HmCy/xT/9v/xkH168H4OIh5kSItwv6vJfxfo4VNPNmpxdaEY9vr9vh6mOXGAz7EZgROBvmz7ROEF6gRUreatPutul0WrQ6Oa12i06rTZYk4D3VYslsMmU6OubVV1/h+HhEXdcrOxPnHAhJWdUs5wtSpYNfrg7gQJKmGFsFQcpUkbdzOt0OWZYHyqMIlnvtbgelddA/sGHswJia2pYYV4bXqz2j8ZTFrGDvwSF1WRPc5T4eK3ivQkZymJUC5TXSV2xe+yR//e/877jw/OcxQpN4gzcOYSW5cHitWZial772W/zJb/3X3Hv92wjqMJUoQHhxaiTowxEfxFgBBEBmfTDgf/k//Duc0y2efOIZtlotHn/uSZZU3Ny/x3euv87YVmxe2OLlV1/lO19/lYNbu/ipY3w0Y1aVVHhmpg5Coq2UZGNInecsKxvmCR1gFZCgjcBZDbVALD3Ky9ANSBStTo5qS0plKbzBpeBVYBHpDJJ+Rl3OcaZgrZ+TKIPEcPbcOlIKymXB8eERk8NDZrNjNi5ucubMWeajBYvS4JVi+soDlruT+PlPkl8hGuDghy00CI1IMtYuPEt7cJ40a9MebjDYfI7aQ1kbrM2Zz1sAeCep6pTaJngLNWBtGO2Tcc9ujqkQMnaUHL4O43jeC3AghMUrUEqcoAUi+t5bGwFDwIeEz+FWFGljDEI6lJZ4X1PWBdLPaPcStra26fU6XDnbYSPPyNM2bTfj+kt/gPCWP/3Tf8btN78Sxw3ep6P8QY4VnKrSGjBIa0mv1+fylctsbW4yHA7Y3txk2O3QyTIUCldVVMuSYr6kKgt27t3j/p3b2NrgakN0D8ZZD86FUZE48imFPCFYCgkSlJRomaKkQimFSjQy0QglKBdzpIQkSdFZQpKliERS4qmFozQ109GERCZUtaHyjkrA3d0HzIpluCbcv1688L2OR2GsQAlBnik6/S5KK5SFVChcVWOqGrzDGoPwILzE28DYcD6MEiiIot4h53M+3JOC2I97h9ds1tFmSPD04833kvCEBjDeYxFY9GpAQCaaVqfPYH2Tre3zbG5f4vylq2RpC6kEb77+FiB57hPP8md/8se88vLXGR3foVzOCPyIBO8djuBm9H7ARO/3WIGUMpKmXVhDgbCTS1SiOfv4Y/QvXKC/uUG3N0S1W+TDnFa6QeIEtnbopIXzKdNxivAKqUKtpZXi+HDG8fGM2vggGCg9R4cTrA1golaKPE3IkpTRaI5OsqAZlmrydoqpDWmWsj7oMhi06ffb1JWj22vT6+fkHUnekiSpROsMQ0HtC6bTMfPlGGOW7OzdpZiNGO3e5/arb3J2Y5Px8Yibr79JOS8CSCAdHneKNSQimyWc9feKWfDxWME7hNCa1uMXGZy7zOf/w79N+9oVkm4b4XP2Hhywd+8ed6/fZTEp8MaxPBxhDqaIooyAgIisgEAN0d4HxoD1eCFDMe9BWYHyAq8EdRiPCvQScQqJjOCkjDWAd27FEFRCIbUMSrkIZCmQxuIUCBTCBPLyYmcMekbRXjLaPeTm9bc4s7bOmbPbrG9usLm+RbJ5ns/+wl/l7tkX2blxg9Hduw/BkTJ+mg/flPP3Ex4pg1q+9y7QlKRgc3ONK1cu0em0CLlA2FBC8pOyubFFO+uQJhmJTkjSgCjWpubenTscPNijrgxVsaRYLCmXS+qyYHQ0oq6rmAz6ExwoIhPCQ1VXlEVEqsUJfc17hxegE0WSpqRpRpbnJEmGQNAZ9ukOh7Q6HYSWqCRDCIlWirKCypVYUdHvtWi3MrRWLBcli9mS6XT+DgyCE7GhjxK96f2O1V0jNMIbLILO+gW2zl+FSpAkHuU9Qgm0UHhrsd4hVcrTn/4pdm+9wv7dN3GLMVYE4O6HvW/0/YYA0lTxqWtP8B/9O/9jzvaGiNGY8a23ePNPv0XRknx79yb/8sU/5Y27t1hfW+Pm7fvs3z/ETmsSF8SKLJKgJmIxKJyDoqjxIgWdhspR6FDde42MnWnlPE7W2KUNqtpKsTAlbm6x0uMbZmoSugR1UVJP56FLKA0HhztQTRES9vZ3SfMWSZJhfI3LFCrpote65FfXOHfxGfRan1anz+Tbu3ztV38bP1oirWM2mUcS2g/fVSOSFrK9jpQZnbULnHv8J+gMr5ClLbwWTBcZRVlTVBWmltQ2QXmB8wJDivcqjA44h1RhPWxWQ9/wXUWA6qyzoZ2JA4I9qXc+pPFCIVVY4xuBMykF3oAXDik9wksUMtBdrUeiUVoglMBa0ALqas74YE65PKDfKqgnCxZnNlgbtDg33Oapz/4Ky1kNnfOILOX+W3+KKRY4W73D0fmIhAgFhSCAKmmS0u922dzY4sKFC1y7do1z58/SauUoIXF1hS0qjo+POdp7wPjwmNHhEfPJhPlkQrVYognjIxHWQ0RWpYrsr2Z/bu6roIp/YkLcOBRJLcP9LATSBZAo0UlwQUhTVJ5AnqLylG6S0ts4g6lqZvM50tTMplM2hwMuDy5y8849RtPpR6pb/IOGQKCVJE0U7VZGIhUKgbOGoipPxLydW1nJahHBAAGqyavjMWzybMTJ1+LUvzfxEKfgbXiI8CfYlPLghUc3Qpd4nKiD8LQMQtHL8TGzScHO/X2Gwx3u3dph+/wlts6c5crlJ2l3hyRZi0986i+xff4Kr7/6bfb2brNYThkf71OXC5qW3UeJRXKSb/pmWQUPSZaR9bpYIdm6dJEnn/8k+WADoROMB5WmKIaU0zaldZjKsVwEJ5m9nX2skTgcxlukEMxmBbN5QV0bIDgFmdrhXQD3pBDhbwRlYVm5kwhJlsiwzuNoZRn9XovhoIfxgl63y8Z6n+F6h/XtLsNhG+tKOv2ULMvZ6LbZ7G9AXdNTXe4d3SMhZbt/lv2Dfe7sH/Psj/wo1XTG7dfeZDTewzqBcxalBM4+zFP5MI2WPNLMgZNb6PRzKiQ2bC55G9nK+PT//n/Opc99hkG/w6QsmB5OmR1adt66y96t28x3R1BFqHFRIQMfMHbzRaB9eQ/GorxD2FDUS6mw3iMMSOuRArwU1Mrj5Qk21nhoNgmI9KBWUGawuVNIvIqUcGcDkik9VrpQGFqPFxarbKAiawVa4jNIdEKr3SYfDBhsb3Nme5OnH7vKet7jX/3qf8Hua2+wdeUad779LY7v38MjUd4ADvs+rEPvF3PghCkgacDv9fUh22e26He7tDoZDoeUCRKJ1ppWu02n02Gtu4YWiro2LIqCxXLJZHbMeDJm58F9xnuHQTcgzrThPMJ5tAybUxgnE9HGhqCqS1iYrIi2b86vslAV2RxeRlpZtL8RSFAK70FlKZ1+j95wnazdpjPoBAp7BBQqWwTgwVSY2gTxHWtYFjXj4xmj4ynFsogiLWJl4fNe0Zd+WJgDAIHOI0i8weZDfuTf+7/wxc99km67Sztvo5VCaYkmAIxLAUsAB/OjG3z7d/8BX/mN/5ZqWeBEVC74kGwKTbyfzAEpwv30zJWr/OTzn+J/+z/9j7n8+HMwmjC69Tpf/sOv8I3rrzFVnpd2bvPy3g4H0wkiEVSVxxcSYSGTLZwldmwkTiWQaqx0+ExBuw1JCjIN4ICXYATCQiozEimhtPjCYmoDSuNciREWL5vMB9AacKDqkF0mGkGFL0ZQzsDX0NfQyhFKI1JJkltIoLfW4dIzFxmcW0e3c86uneOXfuyv8+1Xv42blbz0W1/ld/7Lf4ypzPty7B+ZkAqRdmitbTPYfoo8W6M1OMdw+ymEyjG1YVkoDg5rjJXgE7xPwLcQQuMIJEARBce8c6H4E4H9Z5s9WcT5VyGw+GhFG9ZsKRXWRfsqJcM8a2wUeBzSsrIbFquupQ/ggAOhAlhtnYvgrUeqGkeFt5CTg1uArBkOhlw4t8Wli2dpJYrajRDLGS//2T/i4P43uPvW17FmzsP5z7u7hnwQzAERAX3vQSvNcDDk6qUrPH7tMa5cusqZrTO0Wi1qUzGZTti9d48Hu/eZjyYsxxOW4zF2WVAvS+pyiQYyqdE0ivZB5C4AA3FshADcSEJjweKxOBwWRxCGFBEi8PioceaRInzfCOh5JZGpJul0aPW7pHlG1mohpaSoKxZFydJUqDyDLOPNm7d5cHgQLfagNjWOSHfk/WMTfFDMgUTLwKxUoQOcxWtNeI8zBlOWgYGHb6R6UCKCA6u8K36GmMuu+Hdvvy3e4Tbxb3/8VDQPx5V85SgUmAthLQmvpbBCUjmFQSBEilAp7W6Pre2LnLv0GBevPsn65nnSLGc0OUZJGI32mC8O+c4LX+Pmmy9j6yKwgr5rfvZwIflvEu8Xc+Dh5/YgJUmScunJJ3jqc59BpBlJmoNKUKpDnvXI8ha1l1iTcPigoCwty8JQFjVFUbO3v6SqAvPH2jrktVZjTSi6vbDRDQK8CdeyFCq4m3iHcwqcwVOCj/e+l4FZJAyJlnQ7bawDpSSDXs5wvcvW9oDhehfrJBtnumxu9tlY67O2lpMmEusKFosjjsd7PHhwj2pZcLC3x3w6CymB9Xz1D36Pw8M9ajtHRkeFExGK9+5+/6FjDvhTXzVIkBMOPVwjGfR5+t/+Ze7+3h+g++ewgz67i5LpkWP3hZvs377LbOcYOyqgsEivAghQ2jAbgjzlOhPm0WSACqFBnl04QF6KMI8YQQmBCswCGVeS+DQyfiGjKIqPC16YNQ8UR49H+zCb09BvZB2LXqnQPnhrSgNSGionqIXBL2rKecV4MuVo9y6ZgOTSE1x4+kd59qd/kdalbda+9HtUd27w0p9+jcnOTjx2gpO+x4c9wgbd7edsbA1JtabX7dHrdJHS47EomdBqd2nlHdrtMCoggNl0yt1bdxkdj5jNp8yLJfP5lMrUWFOjjA0JhYydBwFSCzQydCRUo1jvV0W4j/Nqyp2wBppdqvnPB19CfKSdOoJVIgiMWTBbLJkfjEi6HfJuGykFWStlOOiTtzMynSGlwsga5w0iCT6saxtdsjxluayYjmdUVR0VuRvy7MfxFw0hAt1YeIkXCWubmzx+cYuyMOSLB7TXBgyHA+q6IvcLKp3hhMJKjU5TRCtn+/JjkGn8UuGx31Vo7+NoqPOOT124xP/17/0nfP6zP8Hm1jr17dc5fOsu3371DX77d3+fb9+9wVg4xgJqpRAupZyXwc4uy5FRnd4CkpRES3SusK24QScCdAJSg0pBJIElhsdLS+CICIR20PZIK/EmWiY1NGRvg9doHUHC1aC6w2caWp1AHauLwE5QxC62pFQaBcyXkvv3Rsymc3S/Q/9HttlLR3zip36EoeqxtrbO/du3WRxN2HnzHvP96Qd5et6XECplsHWJzvo5st5Z+tvP0uls0mr1cGrI4XHBaLykriuW8xxIkTLFC7Vad1ddxGYkUDbuPkAc8wt4fbBEQ4ROEz4kVU6EPcQ4QHo0gS3ohMdFTZvTneYokr0Si/WxOy1jd9ra2OVSeRhr8B7hEzAtrFPsL6dMZzXH04pz54ZkqqSTlPzy3/q3ef2FJ/jn/3jG8b1vhBzD63BtipoPu+SMANIsZdAfcH77PE8+9iTPPv0M58+eo521KBZLDg8PuX//Hrdv3+bu7VuMDvaolgWJh9R5tLMkKBIEKYLEhzMQjlGQao6cTCQCHc4mkrAXK0+EB07GTSDMS3tObIJlFKPFB3qwdR7vDZWd4oqCIktQUWuo3e1wtreG8ZbKWZyAz1y+Sn3pMkVtmEyn3NrbZX82DQr7zXhKfK0PS0fx+wmtJZlStFoZWkp8bfHOURfliWWktXgXcmQpwh9xklLTkLGbaL5+yCCwAQHe4T2IU7h2uHff/gPhL3PqlwPzJDyfppkqsgjvUdgwcuAN1pTMRzOWs2Me7N7k5o3XuPLYczz+5CfYvnAJ5xyz5Zwzg36Ap0SKq2bcvX2dopy94zE7GQX+8OQK3kfNMxFA2f7WJteefZ4zj10j7bVRJGih8T5DiSHetClmmtmiZLksuHVrTFkaiqKmMAZroZgLnJNgFd4qPKBkihQaIUIOLX08Wip0DJWUEfQKwqNIByIHH/0RjABRg6+xpWFuARTW1SxnBZOp4cGDCd1e2FO2Nvuc2VrnzNYa584PaLdTBsM2w/551nqbnOmdo6yX3B/uMB6PSZREOuj0tnjt1Rf51te/gqtKQpXQFO2xofwhYQ880uBAQ/Vq1L6Tboe0s86zf/tvsvmjzzO8+gR5vkbW63O4u8/RgzG7b91n8to9zN4+LC1YgTQENXHvcVbEGfXVaQsnygcqdkANT1DdE4sK8F6eTPaLuLSfQs6kbd5383wnt/hpgr+VJ4uA8Go1N+9cFK+JXUvvBFSh8+GkCxf2smA8Vrysv8Px8Yiz5y6SrW8y3p/yiV/4azy1pjnzW5/k3mtv8Oof/Cum+/vx9Vef4r04Ve99xF2jN2hz/sIWa+s9qqJES8+imKKkpNcb0h+s0271SJIc4QVVZZhOJuzt7vLW62+wXCyoqzImhA7nQUlIG4aACMmdFAEgEA6k9ygRy33fEAv86gaXhIR0dd3Q9B/i1RIFFE8+Sriyaw/We2xdsRzVLKYTkizYa5XjKb1hn7ybk+YZaZoiVYZzwTJRAEm/Q3/Qo9Pr4KxnPptztH+MMc3M6of4fH9AIWB1yBQeKTXPffKzXNxMGFZ7dAvDYP+I/kizrGb45TGtcxeQ/U3SpE3pHPPRLrqu2BgM2Z0UOLdacD6OUyERDHt9nLVc3dzif/0/+Fv8zBd+kuzsZaqbb/HCH/0JX//6i+wcHHDj1j32liMKnVC3O3idIJ2HOgIvmUYmbSBBVTmYhDDOIVFaYhOPzyKAZ3wo3H3wMQ7nJaSE1hmEs3hrA3vIhyIz7EMmutXEDyBEGEsLFWmkjClQWSxYDfiEQDVIoAJbGpbzisIY9sYO2ZnjOjdY2zjDU1cfo273kX3F3/0//y/ou4x/+P/8f/N7/93vYOoaU5uP2CUUwBqpM1q9TYaXnmOwdp6sd5bu+mM436b2imIJR4eO2TzBO413HWSS4pUKe7RwsUiPQL10ocAXTYdWRBr5STQ/76LytPdREcRHMMcT3GlixeKij7qCADqckgXw7kR9HSJrAIeQDuE9tnYIFYwSrfVolSBl8OaelbC4c8BseYhScH5jyOf/0pDeuU9j0yfprxuK5V2qchq6jqu5lg9fNJZ1eSvn6tWrfPZTn+aZx5/hzNom7bzFcjrn5vXXuHH9Ojs79zk+PmY8GoW5f2dp41HOkQEpkAhBgl7xAWI2R6McDo3fTDNqGbQh8A2920fLYrkCjuRDLSmCxkEEfXwEFhoLxLqsKRYKoQRpliKtJfHghEAmCa1Wm3YicK6i8I4sz8m2zwP32Z9NEULifFRfj2wHaLrd0f39Q1BEnA5BGMPo5ClZokmVwttQHJkoFKmcX+XI+JB3SRGWz+aWbfbhpn8nOQEHVv31hgjECp9ddf4fek+nCv6HFoFwKayeo3ld708ep3ntOKYZRlaacRWwZsFyXLKYzTg+PGL3/n2uPfUsVx67xubmOmVVkWZrPP+ZL7K91uKf/KNf5f79ORA1sxANushpO8RHMvxJ3RR4sQIlJFJLehsbbJ07z/D8OTbOXyLt91BpAgVYozEmZzI1TKfHLApLWRlmsyWHhwXOAF7FtU3gnUY4jRAKL4LdZKKCILzzDmfivSLdqnbSUoWc23uEkIFZ4MJ4kCDUT1pnQSsKH5gr3gQGIZJyAfPZguPjOVJqxodzjvbmHGxMOdofkuewsdXlwvk1ts506Xc3qYyl3d5iMhkxn02ZjEYMz2o+2d/k3NnH+OYff5md+9exro73dlxhVvd083cEND2nwOwPPj4UYwUScFrxk//+v8uTf+MXyS9dYZlJKtPCLJbce3CH119/kemdknJnF3/kYDEN3R0P0ngS4sXFw/QhT5zr9D4UguFDhH+MtMCAGofHvRQrBDJQzThZraIi+YoK5U8t7k1yElehhmIsRRRA8y7i2M3Igg95pwwXMhJ8opFxpdPdnKSb0huus719hssXr3H16kXOnl+jVpr5eMLX/uE/5Ct//z+Pwi4P+7a/m/HujxWIU39OKJw6l5y/uEWn20KJkIxppUmTnDRpsbl5huFgDec8k/GcyWjCZDRmMh4xPj5mMR4h8aGbEJ/e4VYLvSLMMoVkIv7tY1LhIzsAgFPaA/7UpsbJEfaEDWZ1efgTMR2PxIVSAxf7TRZJTbgAA1IqabVbtLoduoMeg/UBaZ5QVBVOQmkNdW2onEOlKc5CXdXcun6b2WQe3tr37Fb/4MDBD89YQdQSAM5cuMLP/cp/xOc+92MMxgfMvvl1xP4ea3jm8zG+WtJ+4kmyK4+z6A05spayGDOZHvOtb/0RX/3aHzMvXBROsh+qZO+9HCuQUvLUmcv8B7/0N5lNjvmrP/kFnhhuMt7fI806vPTCi/zuV77KnTu7LLxjr1oylo5aCpY6wbdSCm8pygVeJah2D6laJGRktotdJDhTI7VAtCVF7iiT0LGiqInIXFjjZYORe6QM4LC3JhR9pzNGZwABMsymx6wxIogmoMPSgDDhce2DvoFOQQWNk1VVmVTBuU4JWps9HvvkNc5ubrC9vsbVC+e4duUSZ7sb7L98kz/6h/+K/Z0H/MGXvsLR0fiRzR1/sBCIdEBrfUjeWaO/dpmLjz9P1t5EZhvMig6jowJbO8paMxknOBSCoC3gpUSophIIq6wXIeEW0p9YmTUwrQ/jfe/0Ppp7sg7frjo7wXYrJOyNvouK6zgu5g+nOwCnnk/EDcEah7EeLZMoqGYD3iAdhgqHxuHwboFZOjp5xqWLgsFGjSrPkBZzZodv8Pobv8nR7tdgpUPw7tyX79VYwUOzyLH+SbOU7bPbPPX0k3z2U5/h2aeeYa3TY3405f6t29x48zpvvf46u/d3WMxn4DyJkGRKkAqBwiGtQ3uP9pJEKKTwsaCUsZnjEKueV8j2BCf5RCy533YLxRyDkz1exFbzCdwvV3me9ZYKi8FjouCsSjRSK1SSkLfbtHp98k6bNFUI4aiqkllRUHjBvDbceLCDSCUPjscUdRwlbcrUUwXru7VfvB9jBQJItaSVpaRJgnABfHE2gK3OGLyzq/y4ya8CIzM+hw/3WNPAg3j0G8DAhRrSeR66BYw4ybuaXOx0hnIaXFjlZzLkaKePxgpwcAH3jacjLN0ibB+OgA/HDB6PpEJRixQrUzrDbS4/+QzPPvsZtrbPkWQptq7IMsmffvV3g7vOzTcoy8VD4EB07Xzo3vmLxnsyVrACXhoGlqS3vcW5p56gvbXBxtY5kkyTJm06eQ+tE1yhWMwto6nhxq0Zx8eGonR4L6hrCzYDK5FCkYgk5LHWRSd4gVQ5SarRSiMIlqDOhoTbC78aqZXNcYwN3gAyhHcqfcxjfGQGS4n3jtpVOC/RWkV9gILaFmGL95Y0hV6nRaulMXXJcJBy+eo2l69scv7CJkoq1oZtsjxBSZjPp+ztP2C5nFNMZkyOd/j93/sNHjy4yWK5RNga70yEVgTe24f3KQ9/0XX9h2+sQES811vaG+ucee4TbDxxiUOXMR8veO3+dZaTGQd3Dxlfv4d/4GEyhVohLIFFEp8nNAFE3Ej8aqSgafj4uKCsZsEcJwq3ACKyBiJUFYCFkyIxoFGnQYGHF3fRIMHx35sFodkSQqXaKFsS5ia9D2r7sUYWVShanRBUtsYVNfVCMjoes/dgj/t7+1y5epkr5zdQ7S5P/Owv8voffYW9l18A+726Tu8dcPAXiYDNNoMkAI60nXLmwjrtQQtjDc56UpXSarXp9wZ0uwMkmv29PUbHI/b3jxgfHVMsFriqRlhLS0oSqaP+lMd7Gzt8bvVK0vmY958IrKyK/rcll80GdBp9Xh1FEYHQJjxheiV+nuZnVqwDwnyjIaKizmKWC+Z1TV0UlPMFWaeFE4LOsEeWZgS9C0dlLcY5vPK0h22WywJXRxSyycweAgNOb52Pxjl/VCJYWIHxhrPXnuWLv/gf8KnPfpJhMWf51ptMXv0O+cEh1hnkYkoqDe7ggPLWbdzmNrLfwbkFi/Eeeb3kTD/nbrmg/MGxmI90tLOcv/bTP8czF6/Slo+TkPKVb3+TG6++wvHBAS+9/gZ70znOC2ZIyizHttpYkWG1oFIehCbPW6gkw6sM4dMwCqIF0nlUkSCkx5rAAsDY8Kc2UBqoTAAIdLoq9l2jqORMuLGVJjC54j0UE5AVJd0267rDSQM6mqYLT9heM/AZIKGuwqKgBOg21AJqyXKn5rXxq1xPBWtrfX7kR59HOcGyM6GjHD/7iz/F0YMDfMfzxu073PrWDRbHsw/x9aRAtkm651nbukhveJbO+iXywTXKMmN+pHlwOGexCErz1guM16BUKBpcFIZcVVEyjAHFh04Q+7AAhz057renk6e4hxOdDJol0fsGIGDFOGh+zdKs15waSzwd4cFGf0ApRSNO64QIFYD3eGsw0iETiVYJZSHwMqUyE3Z3JZXoY8ycjXbG+Sd/iruHDzg+vImQ+7h6+W6ejPcowpx+A5JrpXnyyaf4qZ/+KZ5/9hm2h2coF3Peevk1rr/yOtffeI29nR3mkwnSOjIhSIUKnBvr0bgA3hNL/DgCcnI6ZRjd84qTTEsQuR6hm4h4qBjzNMok8tRu6Fc53Op6akD2uGkrJAkegQuyp97jqhpnLL4yFJXDVx63rLFtRZomKK1opTnKObSAp85uYa2nm7R4a2+PZR1ssVdg7Nsxp0co3k6LFoIgNphlKCFDM8s6nLPY2oTvXRgEEC4U/0qc3KHNvbRqppwCBZqIrt1hBMS+/dgIxGrU8+TMnzRzHoaDmq9ivXjCWuDkPTWjJiuwIT6xbH5eNK/scN4hcSjhKa1henSX73xzzN69XZ587nme/tSznD13jiTJ+fG//EtcuvI0ty+/xB9/5V9SLMYEBQx4aGl6xJoInhPBRyEkUivSdptLP/opLj3zNA6FNAIlFN5mTCcOY5aYQjFbOEbjkoMjQ1UmuFrh8CgUQgTrbylUsHEVNl4TCusdWAlGhtl9ZEyqfZOQgwvMaxMBWeGjVSlhpNc5i/XhThWEppv3CikkQmiUbFhhEqUSEpVjLXhTUlU148oyPSpxVMwnC5YLw/HxlIP9Cd1ul+GwxbnzQ7bW1xl0N0lEymQ55kAf0V7v8TcubDIfH/Dm628x2t/hpRf+hHI5o1kfV/vFo3W6gUcGHGhuyYfp0DJW0npzgx/5H/0tnvvLn+fIK+5NR9y7cY97L19nNp1g7s/hcIaea5wLFkKq9CgrsEJglcQCxoXETUQxudOryQpb9rHgjwWVtE3n3qFkZJH6yB7wzXiAf3gx9yfbU0DOxUOL2Wqhajag+DvxyWMCERIfEenIqyRGCYRziNpiPAg7RRSa8aKmHC85eLDL4aXLXHniGlm/zy/+z/4ev/1f/GfsvPpS+OzhyMYF3q7e0aMTq3eIx9JqJ7S6Gb21Ab31NsZXaJHS7bTot7sMej1arQ5VZbl38xY793aYT2fUZYU3Fuk9iQ/IYuI8yps4AhA6QyG/9Ccbg+QhWlvzjhrbHHfqXTZo9ulN6XSc9CNZ/eLpnxE+SlwAEeZEKoImBeCsw7mS0hpMVaGmM3QaHA2yXgupFVpKamtDY8PDxuYaykv2d47wdbiGg6CSjOf7u73bH+5YzTG6QEVFCi5d+xRPPP1T6MWI41e/w/Rb36B3vMuGKxiUBcoukVVJ9f9n7z+fdVmy9D7sl6aqXrvt8fdcb/v2bW8G3YOZ4QyGAAEN4SnGhAASEZQLiBEMfdDfIIb0VR8YQshRIVJBiqIEiQwKgAgCGmB8e3O7rzfH7rP966oqM5c+rKx6332uaXvbDJkdp+8529RblZW5cq1nPetZszn1+Sk8uM/w0g6rocUsjxiEhms7I+4fLqgFrY+Wnrv038phvWVcDnnm0afY39njdD7DuIo333iNr3zrqxzcv8tbd9+hDgbxJZGWlXMsB0IqDd572sJSA4U1VIMB3g8IYqEGoiUGgdhicYhEkhMttQkBLSVI2qkm04wlKBBgvcUWCgxBxFibU1u5HZ4tSEm7pVgDTpRCjklI1LapNEG9TldA0I4GeAOlUQrjOoJdL4MIYTkjmMDBUc3L/nuYZcP13R12ioInty9xEo6ZfmyX557eYnp9hz/+z34PWf0y7uEK7BSKMcVgh8H0JtuXbjKcPsJiOeLouOZ8llgsHCF5Db9E34ORlDsEmf7sNRnB7YD9Hv7cyJa9x/Hqjt+ulMDoeb4OerLdlD5U7DPg/SXixczk5jBmo42woRe1SznISCaRTFKxYyxtigglg9EuIi3zaEmnBsySKHPOF4fY/evcHP0N0tnL3H39j0nNHJHVT/AePuKhio8YEaqq4vr1G/z6r/86f/7LX2LoSh7cvssr33mZN773fW6/9RaHB3ehDQwwFKA6AggeVY/378kF54+hSyZY1qfbusAAUAhgw9e6yAcwmSW4+VXpg0AVG090pQiWpHYh2b61njbcIzsJkRRrVk2gns0pB6pFMJpOKAYDfCE4K0h0YAuq/QmC4817d6hjQEwupP0Frku+AAwAZWmZjoZMBiPaVU1Ta601MZFC6AlWHUvAdyDABf+385c3OovIWlug43asPbUsEIlF+v83G8CgWTN7u+uLtsHTFdJpRyVlKuSOQl0jss1gPfVXzBjyBXAgx6sxIdJo4ExkVQcObq1YnD/g/sE7fOaLX+b5Fz6JKyfsXXuUazceYb5oufXmd7h/723atgbSBRtzMaHz8x3dO6RwFJMJO1ev8tQnP05xaQ/jhkyrMa411KvEbBY5fHDM6WzGcmWoF46mcaxWY4wMMXgkWWVTRosY3YU2J2RBBWC11Bpia7CFweBUZDbHZgavgJGoGKyICp1mhj4pZAfbGKyzWGtwzmKNMqWccSpSC7mrgCE7AFqoZBpiWBESOFtR1ysOD+c0TU29WHH5yj5Hh44QGlJjuXxpl7IaMXUOV4ypV+fIdIqzQ1785GVOju7w2muv0iyXWJNytCsb++nhhps/3/ELBA6wsRfyCyMxvXyVL/39v8vzf+W3OKsK7pzMeOfVt3nrG6+zfPUWUtcwC7AMhLjSANhYDE5pQaIBvuSMoFlbmo2PysG94UK9kkEXm20TRhLOe2zpCSlSx5YkmUFwYQ+bnmpoJIskifQZyQ4s2HRQBMFuRp7J9A4QsIGK5oo6Z7FiSE1E2hZsICxb2iZxtmr49skZdw8PeP5jz/HpT32C3/yf/n3+yf/uH7C8fYvZ0SGSUm9m03omfm6jS24r3c1lLYBEObBcfXSX/et7xCjElBi4MVvDCTvjLUbVEBMjZ4en3L93wJ0332F2fIoRGDiPNw5rLSlpX3MnaY0QZ0qqdI6Ay3kFyQyT7MytdUYB06/U/qBwZn3/Gw0qgA0+hlxcV93vW9asFe2EkQ1cWmcvJP8lLRvaVUvrVoQYGdVTRrtblMOS0hUILUki5aDg2vUrDAdDTg5POTo60w+Ujl65AU79d6MfnWPROS1+usvVp56lKDzMHPO7D2iP7+EWpxgJWAkMHUQpsbGlOj9j1daY5RnF9pjRyFI5GA6mPNhf8sqDM0i9vNV/64axFuPhheef5e/8tb/NzcuPcP/Nd3ntzjssDs945fuv8M7d26xWNS0lLY4WGA7GrKyjKT2hqDDesio9yToaDK4aUgzHVLaina1ItZBCSzQBCVoaYK3FDS3WeryxSgi2MCw8hViWy4QzjmpQYStYNjV4gysKDNqDuXAO7xxtyIKiMRLbSECDPBEDEWKrpANTRiRakFa94Viue3OJharQ07fzkN0YYk1YtLz1jbe4/+q77GyNuHFli4PnnyLalrZtSTZxcvyAyzeucnT3iLD4JWp3Zzx+dB1jJvjpFtef+Dg3nvw4rprSNEMeHDacngaapiJpzQXRaGbWJtEGEX0AgNpvY3LpHcCG3YScKU59O+L1fbC20abL2z0MJkj/382xhg42r/fQ78MaqDBAgVaaJEFcPgxszmXZhMSkDqtZgKuQ4FjOI64ombNCBg639Qgy3uHxZ77IzuUv8eY3/yPmx6+yTqj8AmkR2C6wtWzv7PD8c8/zuc99li985rM4ge9+69t896tf47XvvszpwQNs0zKIkcp6SjF4Y/AIVjRJ4PLcdq2Zc88fWIfr1BIJol5N6oK/HP5378IagzGZWWCM1vnn660zw10pAlgRouinaNmhfq4GkxbXXTezQpJE/UyJSEyQWpq2JtYr2sUSPx5RTgYUg4qtUUkAFilxbXuHwjnun51yeHZKE9sPRp5+gYYBBoVnPKooC0toV8QQMUlBAYmZeZsTFx2Y0ukKSK7USGz4Tnmom25y0adVOVBjMc4hKM3clQWuKLBWkyTG6ffpssTe4Ky+tRgjIQRiiEopjy1tU9OGlhAaJAXtIiapX1Xdrrb53hwXS0i7EtAoKjVDQhN3JmBRKvvyZMnr3zxhcXTK6cEpz378JXZ2t0lJeOalL1KOtnDDMbfe+C4prBlBHXPp5zHerwzBAMVwwPa1K9x84WOMrl+l2NrCtIJdWWKCkDxNC6eLOfePAotFol4l6kUkJg9JcBYsXs9KAZdMLqvV+CdGheZSBnOssVlPwCCpE7Ds9jX0teEkZQ4Y18+dsghsT08xYpDWkGzXjcQpqOPQ+ExAWvXajfGKTBiPceCMx1lPioHz84bQnrJYBKqBI4SWxVmgXiYu702oyoLLkwlpvMXh4R2cqcBHBpNdPv+lX+f3/9k/Yn52CCZtsAfWkUUfJ/4sXvaHjF8McMBIzqith/MF46ce4/rHPstjv/3bHKaKV15+g1e/9jLnb9wnHC/hdAFtgjpp2Wdaywd2/YwFDdATkgND0zsPvQMga0Gh1KeDc5AWVVTIWxhVJYPJkFoCJ6dnrGJai4p0AX8GBjq/wpjuPljXJ27s+i5wjHmhmIfuq7eYWReBEEil176e+HzvgbQKhFAjrVLMH6SG5uyI6XjKzpMv8Wv/w38Pd3CH3/9//efM7t/h5O6djKL+LMcm+q9z56whpDz3KVdwWUMxcFy9scN0e0gMCWMdg6piMpqyO9rCxsTJgyNODg45PTrh/PSMMFtS5Tq3UgQbI4bYt7Lqk3ZkQDG/KJuZJA8HzV1piLFrQHrTOXRWxc+N+gOKcgqkjlns6AUMYWOJGz0wJbOdO6ABs66btR0qISBRcEYdlRgjy+NTlssly8WC6fYWflhRDTzGF3qPDm7cvMzV65d4+eVXOT08xTlHW2s9pqA9X/+7sR4dxVQkQVHxzOe+wAu//iuMJyOWrxxwcnqOm8+Z1y3ORJJ3rJyjbSOFKyiMEIzBtC2+aRiWni0v+OmYZ5c7HJ0uOWrCzxuH+7mNyXTMI088wvPPP8f+pV1SrLl3fsrXvvNN7r1zn7PZgiAJU5QgUBvD3ArnGJIvSbYi2orkHGK8br5BiZ1OKcfbeDfA+zlp3tKahlWYkQYBLx43dASTtJVW6XNgJoyrkkExoF1FHJ5qUII3LJsVpnCYolRqYttSWo9NhrZuSUGIITBfzFikiJGILQxNsJBKrIkQIKyCgnKlqMBhaaHIBqP2EHKJgXPgKyg8yIr2/Ij2uOb89iGLkykn5+ds7W8x2R2zszvhV/7yr1H99oB/+Q//Od/9vW8gIf0iJZnef9gK46dMrzzFeOsGW3tXuHTtSYzbYzaH47PA+ZlltSppg0ec0RpuA0LM56hZn7cum0ejjC6X7ahWfeiharpOQl05WA/uSr5WB7mrM+pyYkGQCwrm5N+Rzn/ovIf+bGYNEHSo78MZQCfaxSjrB1mpsE6pr97aXN1mCKGrmS+JLdTG4rzH2DOILbfun+BlC7G5VIWIhi0F8DCT4Oe0KPI9X75yhc9+5rN8+Ve/zNOPPcHy9JQ/+eM/4btf/za3XnuN+fERRRRKYxlZz8AUqiOQwBhV41FHPSdJcsAfRdvMgSaQggi1MYh1WJf/GIdzDucLfFFQuALrPNZlvZBM4Y8xahvKmIghktqaFFtCZhlZr8KmISRiiliJOBEKDE4siaCArxhsD2Pk86TzLVeROixJIUFI+B1PORzoevMWN8iU6gSFcdw9PaJNMYNWXaD4C7K585KyQOULJoOSwrssvBkJTYuECJLD+oeToWbDH0L3bueNyIYWQcKRjNp6Yz3ee8rhkOFwgi8qfa8ZHMBYbLYX1nlSztZ5q0wzZz0pJdpWdQ9A33sbG2JoaeoVbb1kNZ/RLJeEdoWkVjtN5ZJPZRRc2P2Q9QfEqR8XO82yDDBIBplSEO699V1ms3MeHB3y6c99kRuPPsbupeuczuY8aoXJsOLV732ddqPd4c9yvK8uQX5YyaXUj3z8ea4/9xRmMmEw2ibVGoAvG8vp+Yq6nrM8Fx6cNJwcRySVIA5rPCmfjcY6EKN6FNZgRVk4kpEWjfVzNwvAGsEafQ+x0xvo71eDf+vUR1ZbsW47agrb68AltBuNiWR2gj5gJ0Yryay7zAmkZHAUaktEzx/r9GyXuGK5qGnqBd4LMSRmpzWrRWR+fZ/t7SGXLu8wmRbsbO+CE5bNgsVqmytXr/D4k0/xL/7pP+LV732Dtl1hrHbDQPQcugh6/PzGLwY4INqLNmUEyA6GXPvcp3j27/xV7I3HeRe4//23ef1r3+X0m68j542CAm2nDiK4pL2qRYTkMm6cU7op95hPqROvyZSkDaVi4MKGtAlMTBpgSmIwGLGzt8XW/g7nyxnLZsnibKY8cMkegbEXAn822Qpk5Eo6MQ82shx5IWSBFOkiyg3no7+qACEqgprrXzuqVWgirUSGySBN4Kxp+Zf/4l/w5Cc/yWPPPMu1Fz/Go08/za1vfp1/8n//T3nw9mvqtP7MVmEXWq//mURROWUOGLAR5yyPPnqZyU5FshFvLEUxYDSasFWNiPMVDw6OOLj3gNODB7R1ncsH0D7lKSFR3QdjFUVW8ZmOLYAafZOBgS6LkDGeTtDKZ8p/WRqsVbEy6PIKgvOGstSsQ0raqjIEIWagwHk9MFJUIKADAzofMhq03U4GAi6sw+zDSFyvjw51l5RolktmKZDalsnWFgMzwY8G6vxYwXhwpePRJ64xnQxw3nH7nQPqZdS67Pd7H/+tHBsOtCRV3925xLO/9puMr1xHTpec3Hub83u3mZ6eUqcVhyZy1Do8lqKaMKpKhqHFmRaSZq4lwUCENkau+YIrZcVpbtXzZ31shiQ229rhoGQymbBsAu/cvcfi4ISXX36X2/dPWEXDylRE70kmEmNL8J5QGGIKpK57iwDiwRQwGlLub7O1t8d2NcWsIhFPMA0tK2xKyChS+hLnHCFFBoOConBYpw5HVRRUZUVhCkpX4AtPMkJdtyRrEOeIbaLEYIOhbVqCz2TAzGyqVqpHYJ2wOJ1nR0No6pbVbKEIoRja0IJXkS6CILkLjRiBgdEyBFvowVOMgQoJNYf3FpzMVwxOTti5uctze09RDQt2t7f41d/5TXam23z7D77B6cHxz+Vd/zCjmuwy2rlCm4bcfPolpruPMZzs07QFh6eJVWNZrgxBnBrdZIgIxiiF20RdUZIkK0ptCpBJj9a6HHyn/LVeGyB1GRqDdpDIInkp5YySz7lGo7Yz/2TnD6x1g8gLW8+RHBMqrbgDm7s6e9YBouYuHcl0amoZPdgIhnRtB2XPick1sQUpJM4XJ5StYegv0ywfkMIhu3svEFYzmvk7+kx9uLyZiVqHqj+zYS1FWXL9xg2+9Oe+xBe/+EUevfko7XzF1//0a/zhP/tnHN+7B/MlIwyVdXhJVDicqM6Sw2oXp8wCQEwW7k1owY8QJREQMBZxltHOZYajCcWwYlAOKKsBvijwRUk5KCnLCl8UGpwYbUkYYyS0gRC0A1BsA2G5pF4taZYL6tWc4XSLGFrq+Zx6OScsV6TcySRJosszK2SlQYRmljvegmoeSIg0y1p/V4SqaRFxlNMRvhiQhkJoNcnljOFkOed4cQ42i1fn1/rwG/2ogINeqmj9FTYd0UHhGZfajcBGQwqBFFp1dmLq6/i7n+/8HcxabwA0mRKk83v1M50tceUQ5yt8OaCshhTDIYPRmMFgiPEerNcyL2M19OspoRaJ+m7EWcR5ovEgBrEJyqidqEj4vsQv0LYrmuWCsFyynJ8Tlgu19/WK2Cy0/h1NMj4cNMWoV7Ebf7qElMMRJGJZMTt8h+98pWV2ds6nv/gFHn/qaZ56+kluF4brV65QVBMODt7m7ruvkUKbS0E/+iRO5wt2iVOQjo2vXUCsYefyVR5/4VmYDrHjKUk81bCCuuTBSeD0bMn5YsV8FlisHG1TaCcQKUB8DrwVLOhUHXu7TtTkrTFYn+1yijhjsI7eBoACuik70arwny33hsimyFoovltXCcm6c10bW3otjIQmKa3LKUKJWpqYDNaWufw4KnPBC9Y5UrQsF0tiahFmrBYNs9MlZyczdnYnPDJb8Mgjl9jeHbK/d4UggcOTY2bzU67ffJrf+At/GYvwnW9/RffMhrk2G/vs5zl+McABuuNMU6pbN27wxX/7f8Dq2ac5WwYOvvc2t7/zBmevvgtnK8yyzfW7RgWmRFsU2vw/Rf/Xh3TmqOQALAffnTTo5j1k8KBvY5JpZ0XhGQwKJuMhk+mQYuRpQsP5Yk6IMTuAPGxNcxcE1qyC7kE3HrrDxPUXWNe796jd5hW7nzMZrRbNoAg4Z4kkrFgWdY3xJVUcUN8/wH/3u0zLEdeevMHXvvc9Hrm0w7/6t/46/+V/+H/k5P69n+i9/SSjfzcuYUrLcFRw8+ZNBlXBaFQRY01ZVIwmOwyrMYUrWJzOePeNtzk5OmF1Pic2rdYlWpt7ja6jLzUKm6ozG1l66fQFtBVW12PX6hKkKCzOWZyDquruNutPGJNrA8EXNiPdkgECQxJFLH2pmaAYE7ERpRzn14aBGPSPxE7oSu+7F37Ja9FurIFeFFOgWbWs4kzXjXe0TWAwGTGYDgkp0KYV42nFcHyJGCPGwrtv3aNZgpWO4v4LYIV+bsOsy05MBo+KAdNHbmALz9Htd/EHxxx++2uke+8yXc1ofCCUBXa6zWBnl+GVG4QA8/MTOD8hLM5JoaE9XeIKgzihFMcTN65w+OCA+0dnv/R9yj9sdImi7sD+1BMvUFYltU+kALfevEt9UlPPGw4OzmiiwQ8mSst0nibUtKmGYYU4Q4qNvhdb9Bk/fAllhSsrqmrCYDDCOyG5ktavCKXTJHwMFEVB6UsQYTwZMhmWRCIpBi3Pcp4Spx1XrAalblhq9kkMtoICm0sGGtq21UDTGorSMmyH2FJbKS22skhggNW8Zj5QxfVWIvNmpSxFQXulr1oFH6zR8jcyi8AUUE6giBBLJHhCu2Q2b+GsYTYTBkWLHdaMpwOe/vwLHB0eMTs9JzbhQ97Mz3BsoEPWDBjvPMKNJ5+njhVXrz6DK7dpQsnJWcP5eSCkkpRUqTriiVZXkILfkV7FPR/oWossnb8IqGvbPb2Na5ZYTAmRdqNULK1bD5pNJ9IDgksacFkyeIvZyFxn3RnpZIFk7YBm1kHK9rqzrJo2yAKFijzrn2DR7hapk5sBIzhns55B6pBhYlMSpKCNie1yj9IazI1rlKPnOH3wTY7v/9dIXPRZsm5Gfla2vdNUMtYyGo149LHH+JUvfZkvfelLXN7f5+TgkO9/69t89fd/n4O336EIkTGOYRZdNmgJgdEG5f19J5IKhIolILSI9pnHkIzDeEc5GDOcTnn02Y8x3dmhGg9xlXZgMF5ZBM57fFno+8k6E+R9GGNUxkBKpKhaTrFpaBZLFvMZ5XhA2zYsz89Zzc6ZH58QzuekxZxUK8sgpXWCxYhkBYTcIhGTCz40a93EVrPYtdanD0WodraYViPSRKnRSRIhBNqiYRFbzXjS+YIKHCXpiix+VmMd5WtHgoLCOYjKFkgpqSBjBt7M+sf7v3RllN33klX5l26vWOdxRclwuMVwuoOvxpSDIUU1wJUDsAXOemJmUYrxeT+mXudDgCCJlLTvfRJPx8dNRsEkTcpZBR6twVJi/YDJeBtnEu1qSVquaJcrFmdnzE4PaeoloVmSUshievQ8gpzLuTA6f1JEu2uUKHNocXqH1761ZLk4oV3NeeHjH2fr+ec5uH+Xp54TUoCDW7foyoWMNX2nFKC3RT9NQMhkY9nR+LXMRpkfSWD7+hWe+5UvMNjZxpUD2lSQQkEIlvk8cXgcOD9PnM8jdWMJocCmIRqROWwsVIyVESKmZ+pYtNxaw2FNcpqEsgq62Kjz3dNGMpfOLmdAoDsXejC3e651WXc3xECySZ8zakLSSeqTxN5bda9j3osxg39WQYPURtU1MAViWsQF6iCcz1pSmOPcEeezGXVTI5KIaZed3TFFOeTSbkXhKw4PbnP58k2eeuElTs/OuPv290kSSWvF8l+I8QsBDihCBrjE+Pp1nvnv/1X8zcdoRbhz600Ov/MW59+7RTqa4xqBxhAl9ugy2Sh0isMdhmRyfUpP7ZaNyrwP2Fwdhab/BZSOOhpVVEOPcZGqcOzsTZkcDzk5m+faFAsxC2n0F9u45oeMdTGEol7rv29+VzZ/IaNuay8sSewXfLAJZIU3hhEjjt54m5cbgzQLnn3pU+xVjnBzxpNf+B7f/Mf/FaH5+QgbdUa7Gnq29qeMtwdMd4cMihKJCe+GjAYl46qksJZmueL4/gGHd+9Tr1a4KJTkWrCU3ouydu89T2Z/YG34aDazBIoKvDN4Z3DOZGDA4KxQFF3RgWzMuH6AdZodBaeOR9p4hy7hk0HEkUIiNil/36KtXCC2QmwNISZi1KC/18XoMKwManABYMwKvW2kPZsxs4ZoYBp31WEtINqEGFWANR72r01ZrWpuv3mcK+p+gSzRz2MY+paimoSyTK9cZvfKJc7u3WK7bmnefIv61W8zOT9E4gq8oxgO2b75KHvPPgfbU1ZNQ5jtcPbuW5y9foYsFkSf2KWisJ5dXzIot3jj7Jz7nMFDq+jP0hBQhXkSY1/xwuXHWSxr7jRnzI9bmlXLW0e3wY9YrgTjBoivMJVBksNVBdEMqUm0bUApME4BWGM1w14UuKLC2xLnPN4XlBassURnkAJqCykkCmcpvcM5z3gyZjSsdCenliAK3Jlk9DOygJpzBpOUUeQxlBgVDSwMLjhwhmRhWMBASrxTbZPxeKSCSUFoxjWjwYjQBppVjVmUhJRIpqEl0qYGg1dqajTQ5M3tIgw9phxAMUTaElIFTWR5Itx++4hwbkh7gaVAaJbcfPZRjt69x4N375MESjE0P6/1ZTZWt7GY0RZxtM+yHnL5yqN4v81yVXJ+HjibqbJ7zPRuMQWIU2oouRVVStqOC5Oz8h1ZF9aHfhYNy+WJva5HSkiu94qSkZlOHwI9l7XVV8wdgRQcynLFF1TsDV3gRx/1JyfrUkHTZbm7n16PLiFhZOO+8+GkAlto/XXX69q0GlImAfF4s4UB6jZxlhITX+FtZHjtMntXH6coEg9u/XNiOmPjA34mQ4Eyi3OOyfYWLzz/Ap/7/Of57Kc/w87WNsd37/GVP/gjvvWVr3D/zbcYRxhaz0AsRZ4pBW46KrYh5mA4ibb4TQgtEI3D+pKqHFCNh4ynW0y29xnv7XLtqScpR0OksESrPlOURDQQraPOWZe+wsTmjHN0KmKdz3YvhirCKCbGq5pUKBMxNg1huWRxckp9cs7y+IjZyQmL2RmxXhKbQEoRJ7YX3Ft7ojEXHAhRIqFeIjGqBoqvKIoKNyoZlSUpDpEkeBy7k20O56fcPzuhTiG/Wb1GNz6qcoP3u6wBqsIwKgsqb1VboG0IG6Bk98SdaN9mfsyk9ZYVFBiIWKLxFNWA8XTEaDxmPNmhGI2hGODKCrGOZCwYT5tstqOqPCGmWznru0y2swBWW03mUh6lfmZbIp1tAGsLFb+zgteHpPBTymGkGm0znm7RrOYsz8+Yn58SVyuiBPLb6MGBzV3fVxl1rciTUCBUCKvmkDtvNHwlrjCp4WMvfZq9/SuczhZM9i7z2BPP89Zr3yRJ/Z738JG8b1G2imQwo8vKJ4Hd69d44c99genjj+LMABs9LA2xLZnNIvdPlhzdN7R1Qd0IUVRC1MSRAgPiMLHEWo+0npgipmsJnEGcniKr1G/EKEihGzYzZ2Q9u1r+afr4SLGNroXsxtekAz6639PhslZc//Wu9FuyLRbBepszeVE74dhuTkxuOQ/Wl3jvEQmsVi2hqambY4rCslgGJKleEcEyGFdMt6ZMBwbZjpyd3ueTn/4VLl26zv/n//1/5c6tNzG9ZsnmDf/8fMVfCHAge5QMr1/j0//jf4ftL36KU4Tbb7zF3e++zuLVO9iTGlYJuxJM0HZ+QsrRU+67LnqwRCKd8r/0ydHscECPMr5ndO+hoxGi9e+DYcl4MqIoHCG2YByDccX2pW3mbUO7UEPR86Ksee+13/exLwZomyCA9JtBNn528zY7+HX9RXUyFNVMbaKdLQmVw3nL7Xe+x1lzRPOxTzF54VO8ebbgz/313+X+K69z+/vf3Ah7fxYLUdFvRYsNo60h2/sTbCUs2wUxBobFiMGgYjwcUeBZnM04uHfIwbt3iYuaCoPLzlpX4tlteHlo+o3R2MJuMgeM0v6dV92Aamjw3uKtggMdTdQCxuuFO1dxU4DSmtTXtjohI4x5/VizLkXI19Uskd5AEQ2xhdgIbeMJbSS0CjTFlJQpKhfv2WRDbsXggChC2wYWR6eE0unBK8Jwd4IfelpptIeyAeccw/GAonI0q5aLx9mfzWD1hxnGWqUeW8djTz2J354wbBe4g3cJr3+X6sFthu0ckwJx1SDOU8/nnNcLju6fM48tzkM79JwPPDJP+BBxpmWCoxh50sDz8b09mrM5by4WOfPBxcX0Z2AIELNRGibDdvBMfUUUx1kMtFPLUlqWIbIAYrKkpNnANgnivIoRJu0mQHK6Sa3VAH5QwrhiOJ2wNR4zLMpewMw4oSgM1ngqU2GSClJ5YzBiKQoVAfHO69mRs7kpGa3/tkaBgqh2NIE6nwatGfeeMjmSVWpz6Q3WCN46vLGEqkRiRFaJ2ni8KQlNoKkaKCrqUBOCZ9kukdQSJWjAKPR7HRu1y8HYYQtHcmPEl1AkpBWObs+Z319xulfxzLXLFF6ork3Z/+TjHNw6gCR8WNPaj3oYAY+ltQ6qCWbvUS5f/wQ3Lj/JYDhl3sDh8ZK28TTBEVpLkk5wrMg6OIbO2hpya7Q8TSiT9AOC8NyFpgszM+XYOKstgVPMwPCagmpzrZaK/mr0oj6C7futbzydnpJdK2Tof747cwyQNk7TDizpgAFJEe2Eod8wWWdGOr+jcyOiYMTn5xZiEGIwBCsgBdPxNuIjpdll+8rnOLjzL/hZ16l2wl/OebZ3d3nhxRf5tT//a3zipZeYDAbcevttvvYHf8RXf/8POb5zl1FITJ3Hx5YSsvibwanHosJ0pms3qFuiEQWDXDlgOJmyvbvL1t4ltvf3mW7vUIxHuFGFTMcEZ4kmUseogFPOBpkcLBpjeuDIZiBJrPSdKozR7iPW5VroYkByqqZnQomfjtjZ2SbNa1ZnZwyPjjg/PWJ+cspqNmM5O6derEgIJZ2QYg628pqw5AAsqFZBM5+DMfg4xAwLtkYjyqLgvFixbGoKu4tLwr3lGcsQ1u9Yuqt+VC/8vefSsLBMBiWVdxAi0kZskF6wr8upKeBzMbbptlHq/xiFTMoJw9EW4+0tpttTiqqiLCvwJeI94hwhJULKPpmBZHNmx+SSjbgOmo1RNoCRhFiTxQ61Vt2g/qa65xZRyhYxQxoxQStgk6E0BucFO7KMhxWTFGiXS85Pjlmdn7OYnVPXC9qwwtEJW3b/pU/yZBIpYgUviYGNkCLN6pjbb36HtlmymK94/uOf4fLV68SsX3NwfMDy7D4hdzH4SIdkm9UFyXmOx5cv88yXv8ylp5+iMYZmZQirkmZuOTsRzs4Th+eRem5JbQFhpCKA1uOiAzwiBVBgYqGwjDFZY6LtA3Et9RFiTCTbZnBWvfrOFujQ2e0AgK7AtzO+ti/F3hDz68OorHXQf22ddDVZIVNLFnSuTe62QozEpNVuxnisUXtkjMlimIYYatqgoEFTB4rKYO0K707w4vCUbE1HSCiYbg/ZnuxROKFuJ0ymeyzqGf/NP/qHHNx6E1AWs4at63Pq5zF+IcABA7itES/+W/8GW7/5m/hV4P5br3Dn5VdYvnYH7s2hFlxrIJh1NniDbtMZB+kl5mW9pzoqOGTH4YOHGINNCQ9YEtWgYDQqqIYeWxqlPFql3Ozt77BqW44enNEuIzizdgK6/++at65vND+04QJ8deEm1ldYL+6HJoyHvp5/J6l3rt0MJLI4nVMNSsrRiNnBMd9e/SkmCc99+iX2ppZHn32Sgze/T/OB7IH3u4GfdKgFEhMZb03Y3p+AT4iBtm0pqyGDqqJ0BakRTs5OOLh/wIN7D2jO55ANvSfjMBuHDxmxXtNHyNoCOcbIzADrDK5QYMB5oaw0U+is6YN9yZRHbCeERXYGpS9NkE2aV/6sC8ifIde2ijIVfHcN8KUllYZYCq4xhMbQNlpnG5pIa6ICqt16dwquGhHcQ6BSEEGawPnpGRjwlaOophS2IAjE0GK8MN0ecuXmFoe3z1kumo2axT9bQeoPN/S5RYSi8LhhySuvv8qT4wFbjz9KsWpwoSaGJTZFrVGMkM7POHj529y6/TZz55hVBcV0TGUsJgTNLMdEPF1Qn60odw1VVfDIoMBc2uPOnRXLZrNH95+NYVBnaKca8sz+DX7nxS9z1e9wvGxxqyUH7YrD1RKxgdPFOas60/laCAhBLLYqCc7QtULDaH0p1uoJ7a3Sib2n9AWF1frRwmq9jvOG0pWItTjjM5VVCNkwphgxNEpZlpRppQo2R6OMABFUiNbYXA3ZRX6xB/9EwDqrtYrWYqyjdKoymrwWk3tXENqAKwuisxSNpW4t1OCC1qK2KSGhVQaDdRjj1SmoIzQRU1rMsESkRWLL8nzJMrS0i5JtVzHeq5jZJfWNAvfENvH1k17k9OexvCzg9i5z5eaTLNMA565x/dLHoNrmZBU4OW05PTdY6/s+41iPJKcVgg8RdrtuMj34K53quel1+rtj3pPBhN55RNcPoFoEVin+sg4IUwfSZSaeIIiV/udMju67/6qOQBaOxZJMzDF9t0rWOkPGbvgCHWUxHxCyIc/e1UuLGCQImCKfX6ZPv7ZNA67FOKFGkPqcMi0xAxjul+w/+gnO73yL1fxw4010QMtHsBKMUVq2sYzHEz7+8Zf4jd/4DV76+EuU1vLOa2/wx7/3L/jWn3yF4zt3GYgwdY6haFbc5bnqQCCFTJT2HzKvrcVgBgMm27vsXr7M9v4+k50dRtMpg+mEYjAkFY7kLXObVK9ERDtcmNSXnYhJPeDTOQwayOaa7hxoO2OI1vTUd2tdlocw2t0oCq702NGA0fYItz9lPL/M8nzG+dExZ3fvszg4JCxXhDZgMVgJFFpUkN9xTg1IJJGoVwvaFDDNkmI8ZLi9xXhQwVjfvVnAI7tXEGN55+yBhkMZIPioywo638AaKAvH1nBAWRgIgVjXpJDLJwy9zbkABmzYoe6sS0A0FlNUDAZbjLcuMdq5RDWe4KuKKLBKKhAnMYO1FLrHk8HmQLKvv5UMtmQ2hXNFvxO7PdkneYy2uQP6Uh71fTJI5TxOtO99JLONouCdw5eeohyyN5ogdc3s7JST42NmJw9o6zlBIobUd2Top+ICcJIwsaHMbBhpDPfefZM/qg11Dc+99BLXbzxB3QQ+/SuOw3df5/WXv8qynkP/LD029FN+2WCcinRiLDeefZobzzzLcHeXBouNVhlxK+F03nC6gNks0i4s0jhMKvFS5TVjVGRQtHTHZWYQYnPgazZ0r8gMcICgkJoYpGMOKBrb36TJe8gawZhOPyutWVkPj34tdj5u56tna92hvw//ekKZLqJvU4IhuIjxmd0luuhjEhJFZvcm1SXAsVjCwb0ZqW6RpmFvb5umTpD2mGxXbI13OF94SI5PfurPM53u8H/7j/4BZ8cHpBQxhCyk273xD3i+j3D8AoADlmQs40vX2X/6BeoQeHBwhzuvv87pa7eRgzm0QgrSLyjpsgfdi80vvlcl3tw5HcKaYXwN8D4k4BXJnQAEbwxl4RlWFUWR6Y5W0WcDjEcll/a2iU3kqD5TsRljs1ry+pKmM+Qbi/JHGRf6ym78fo8z5H+nznok0bKDZAjnDbSCS5bR9pDV/RO++6dfJSC8+Inn+Ff+xu/i/JjvfvX3OH7nnQ+gLf10HAxjMmMg6Xy4wlCMPMYnkghePFU1ZjgcI1hOz+asTuecHZ0yP5+xmi3xSZRlnMtzktlEqU0/Kd1B1dkY5w2DoccXjqI0OG+wTjA2YW3C+s7grI1Jd6Xe18xBQZfs7QzVxXl66B2hh0ISBSa6Q0IDCsF6k2ujBOsFVzqsdShWkwit6LmXDxlxZIECLvQOLvI6r0OkXiyYnZa4wlEMSgXZBdoYiQS296YMqhHvvHGPZtnQC2n1Kbk/Y1HrB4yuO4F16vxdf+Qqd49PcIsZo+WK+O4dwju3GSwXOGnQEFYXlGkaODxmVBSYQcnybM4KGHiLSwnfaC1rI4HFfEY6M1B6BiS8dEf9w2Uqv4yjNzpUxoB1/M6nvsjf//W/xdai4M7xMa9xwt0msVzMOTpbcNLWHC0XLFcBV3jwGpsFEqZtEbzScKxbH+rd+WgdZVFSFV4ZPl2nm1z3q/Xi6swZRG2haJ4qxUSISuXWPvMJg8VmhzLlS2G77JM6CN1m7zDnmFSQzElWWc7OjypzG6SEkopYRnxwmMKpkJWHKnq8s9ShIMRIXdeYpMEMRns+x2hIQQV1k0Qk1lAG3eRBJdmaWrh3ek5IhzSDFgkBn3R1ZtIm8X3e1kc9Ih4CzJrIpUuXmU5uEsQwP2uYLy2r2hGC7ruEIxqzZmn0tffda4/r8qrsGJKVvzpwWMyGM56P3a6GFlDmiWn1jHBWa11FtP1kRylLgISN3xGSy2VbucShi7Ulf2avsN637evOAv37Zvm/SH4XHYtMkp5LolnKlOmsCJjc360vTUtA7s9tXAmmIUrLaiU0s4TdGTLeucmTL/517hbXufX6PyLWp3l2Gn7Ss/sDBe8MYCyT6RYf//hLfPlLX+aTL34cZxxvvvIaf/ov/yXf/dpXObl7l2FKjAxUEQrTqQqss3uRrn+OVbYAgviScrrFztWrXH/sMa7ceIRqPNZssBOCdwQrBKsMgWUKRLNm96VOeNh0Pp/05SpdhNhpffR96/MZG7OtMSRil5XEYKwQk/oNtiqwfspwMqLa2WKws8NousV8us3ZwRH12QxZrYitUWBPwx6sTZikT+tQynSoayS0pBhx1uGwjKsSPyo4C8KqrZmWQ4auYhnqTbLoR3J2dH6NCHhvGBaOynuqQtvJpdi1lAOTBZFc54p3F0nrf/d/rMO5gmI4pNraYjzdpxrvYasprhggxhJCq0CKGIjagaC7Jy0BMr2EmMkgT3e/JifcrEFtfBa/2whDOwO/flbWOEMKUQFJ6UpII8YbWgxJlIHmiyHel2xXFeVwzHA85vT4AfXinFCfIybhRJN0jk17RO+zOQNDVEejDoHje7f55lf+EOMNL33mszz77HMc729x+dI+QsvL3/kaKTRA2gAbfnpClGKypGZMWko7GXP1Ey+w9+hTpNbQzgMkz3IG9++fc34mLGaeZumIbYGRoZYc+EK1ASR3e4k619KV0me0xCRym0E918Vme2AsVjK4K1ZZYpu2VcCIyWVIptvA70n4dnO+CUpdoFhj1uuln4QOoNV1JX2tF4BKJnbdR7rgIiJZ/BKEgmQFVwhiHW0STmdB18Wi4dq1hvNZQ72sufnIHtv7Q3ZGJYuioj6p2dq7wp/7V/4iD+68w7e+8kc0y59/+enPHBzoKH+dW2yt4cbTT3Hzd/8a9faIg9e/z+ntY+5/7zbp7rl254l5MUjqmETvCfIVPTT9XPYBXT/WE90jRx201zu42eCIYFLEWqG0luGwoigLDcws2hMzJpyzbE0mtDtCvYgszlbaaiP1kWO+O/PQTW1+7/1fft/U8CED0NOnWLdVkfU3189qrNbghkRcRurYYoNnOhiyOpjx8p9+jTrUfPrjn+W/9z/793j+K5/iP/33/9ecnzx4n7v5KS1QfWk93XP36g5b+2NaWVJSYvEMyhFlMWB+NuP0/gPOH5zQnC/VGU+aV/IGXGHwET3w+2WwBgb6UoL8p6wco4nX0oEitz/pPM/sL8hFa7Lx3JuCQEAWOuk+Sx+ro7/m6/VGSG/GWj3c+jWQaYyCYLzWuqUERWVAFCG3TgirRGiE2KqgW2ebOrtlI3jRP9FqPVW9qjm9+4B6sWR7f4tqMsSWVqltZUFRKGVue3/K4Z1j9Yvp1uIvf7j6Qw/RuuKUhGJUYbywuz3iSulIt95h8e2XGZ4cMYmRCsnMb40QKgxjscQ2UFghOUcdE9E5FdqJCWm1pVM6n2OBcjJkGIU9McyMJW2KrfVdNH6uM/JjjPUNf/LmU/ztL/0qn7/xBJ+6/AR33ngbf94QFwua+ZLz2Tmz5YKztmW5ioQAIfd8B8C5ta10ngzd67+tgaqkmAyZTkeMxwMGpacwAhsUxVZUTdqRN3T2JJNoKyQAkYhYzSYmSSSJmVpkshaJrOu/U8pBpEFC/nkjGKeAhjOGKIJJSQHrbFWwEQq1Ez4ZxuOSqnKENlIUBU3b0jQtS1tgktGae6t7uJVEkKgssDr1orsaEVdgChppuT8/oZUW5zxmKPDZHaqdIVeqbWZv3efkzvHP4P2vhzGO6bXHacbbxOQZD/bY3rrE+RKWi0QbPKHtXos6V6lDLvN/VDRsrQ/TmaN1gGc2o7c+OMCsKctW1pV9Wu9r9N1mVEGiqAOP2v2UZMP20TPFLowMaHcycN16E1Eqat8BqdO96almZBBqQyA5BzUW1SkwEfUtyOeHRBLaxlEXqWZEU4qEaLDicDgKX0AMzBaOdu6I48fYe+wvcPTOPyeu7vOQd/BjjQ8MQIxhMt3ixZde4rd+87d46cUX8cDb33+dr/3+H/Odr3yNk/t3qWJiYhwDEgVWOQMmZUE9pTN3oEALiPWUkwlbly5z6eYj7N98hK39fcrxGHGGJgXaFPIeEc3+42hzgJi6ILVz7/LXuxrm7nE2q7l6/A/A+dxWUtl4MdsOlxMbndqkd+CKAiMFtiwYlCXD4ZCd6Q6TrUPO7x+wPDpmeXpMW+s5oLXOeh+OiMESRDkTKUC7FBY5sJ1sbbEz3cJtw/HynL3SEyRy6/gBs9i8R2jtpzlMBqcMUHnPZFhhJRHbVu1UiH03uLSx3IH3LLdcnQ3W4gcDhtMtRjs7lNvbVIMJxo1poidkweSYDEmyd2tzMrADCyB3lurYP3qPzjki2a4kbQu67imwaUhYR4yStaI6VqiYTkQfYxyS96A1FmeEIImQtKW0E+2wVW3tMJ5OmO5MOH5wwPGhUC/PEBQA6PUX8p8OVJQMOgmBEkek5eTuW3zzT4TpdMhTzz/Pzs4eSVqe+sQnOZ6dcu+t15FQr0HKn+Dd96bNdN6Htm2PzuAGA5753GcYXr3MeRsp2hKCZ34eOT2uObi3YrEwpHaAFY+lwtmSTgweqxo6jo7ZpedoJzWKZA0BtDRWTMfispi+NTvZIe+O/85B7Q4Ck3W+Nuz0Bgu7z8GKAh9rt70DCOzGytAV1lXr5Kvm6emp5+oX+AwgkLWq8nnUrR3B5XIxS4gNhESSwMlMGJzOiBkcHXih8nts708ZFRMmoz3qGHjp07/K7Uuvc//uAbfe+I6qlfPz88h/xuBAt9k7uC8yGA342//Ov83hpz/Bn7z7Lne+8wbnByfEeyewCtlbygFTZzRSpntvOA3rOO696EDXVGZTXRQ2mAYbDAST/2hbM8OgLKmqAldagkkg2m7GGkgpURjDdDqk3tuCKMzOV2vP5CEGwXrIQ/99v5/48OWw6cysb1/6U09rKLVXJ9mpXcRzRALj7SGr0yNe/do3KeyI0edf5MkXn2N0aZvz08OLIMNPsizf8+vdxo8Mt4bsXt5BipaSioEfsDXaYVSNiU3k7OCY43uHxHmtbAGjsJIzumi9UTYAoCh2/rhOW8B5FTX3hcMXlqL0FJXtwQKRiJD1AnqhqnwVu75xI7J+Fz2tADpT0pUVmB4MMvntrH/HOrcxD+v31t91pi1aq+wFSZECBRNS4YhNYrVoCbV09qK/Eqw1FyRpuYFP0DSR1ekMb7QhVDGpsBS4woKzuEq4fG2Xk8NzmthmFH7tPP2ZH71zpS1sJrtj/MhzfWfKVogsXn4Vc/se4+WKQSa9pvz6PVCIYNGWhTaWOYtp1IFPSpfXdyGkpsUuapyxDCYjHru8w/37Ryyj1fedxXUkF2/+csEzereDouSvfOk3+Z//j/5dzOIceeMubXPK3Qdv8+BkyYOTU+btOXVoCFH6mmuQi5xUV0BhN9LB2dgOPWYyZDKdMJ2MGVUVZeHyHOegHy0H072c8i5MPUhgMsJnuxIFjDq3xmMLT7K5g0dXe5mEZKMGdtZAAcmZnjJJUhErMZIp1oaurW0w+fMtWG/xFLjC4wv9WVuusKVFS5ojTdMSUySgrVtbhCZGJGi2KDlFI4Skxi8K7aoBb4irBBWUz13iub/5El988TO8+R//Ef/kf/OfEBc/mw4GRTFmcvUKV198kbvHLZfHNxhOblI3Q9owwJghIkJMLUky0VeMUkoj4LIDtmlGM3bbW8xuvXStqjrnMa8VrWcVHGv6qYpM2v6Q7IkospkSIIO6+dpIbm6TwYQNP8Lm5fpw9mFd82w2/i39Z7ouGWDXH0X/TKb/gjFrP0XIZ1KyWlLmI04cktSPitYzS0LTFBR+FzsN7E6vEZbHHL/7z7E0P7Vq5a4jAWhQNZ5O+djHXuA3f+M3+NQnP0HpPO+8+iZf/4M/4Xtf+waz+w8YBBgbz8hYSjEUaNCQjJZfJiwRdf1bY6Gs2L18mSuPPcaVRx9jemkfMx7SSOIs1YrzWSWDNMkoRmSNsnys6xmbnV3vrMIm0tP5i1199SZA0J1/nfilSlvmBWZzByxJOeBIxFxP7rHYqsAZS+WrrI8wYT6dcHyvZH58SFioCCGi57FWU+s685Jp1zEiqxXBGVrvKYuKQeGYlBUmwM3tfbzzvH50l0VbX/Bbf1rDmHXAXxSWrfGYgkSKAW3xFomNBsj24tT2v9+544JTfoT1+LJitLXNdHeXamuKDAYkV/XsIRXzbOn6H4ohi0Z2fQCkD8o6IM4a05fugCXGtKZiW7MRXK47jqyNS/4towyhlINSg15T2T5m/c5F8LmMhpSIqF6M9QMm2/s4X1KUnpMHd6hn59A26it0eGM2QZ39sCJYIo6WRE0dG87vv823/vD3kNjy6LNPMRiP4XTA5Uce5fz4kNnxgcYmP42XvPHXrgSq3B7x+Gc+wc6zj5MGJS5WtIuC+XHk+GjF7DSyOC8IwWNliDEVVkqIXveLUVul5SDS76NuSBaA61kPDvqOMR2E0uummIzaJWVRdaUkou9QMLgLJflru7uRl92w053caXewrL//XnwhMxC79piiwt6S0eSUv266+3L5nDDKJBSxIIXeqhPqGDk5X7KqA6UTtieerYlnMNASyZEfs6r2aILh6g3Lr/3GX+A/v/sGi9kZ3d2vR47x3jeu/OmOnzE4kNQpMBYk4H2Jf/Qx7l/d5f7JCfffeIuz779NmgdYSi5EE4hJEWKxa8Rs49AGsgOYv9W/7c4gbMKam4S2zsNYU41M/pt3JrfUG+KrQo8JWWcIDDlwlMCgdOzsjLW3ddvQNrkWpuf5s/68npbyIWMT7DDwHgu8/sH+xzc+ISPo+kwmI6PBKHkvNkvSMjGcFKxmc777ja+xtzvgS599gS/+zd/ln/4f/gGLg/s5W+YRmh9LD0WFlsyFm7NYxCYm21MeffpR3ERYtUJhPdPBhOlwghHL2ekxJ/cOaWc1RYLSedUXsGpgjAgScvOTbCAyYKfAQJG7DxSWsrL4Mnce8KLVf9LNXd7k2VHoQKP8AHmGMwhl7IX3Zi6soc5x6pw8856f6gAjJRfk8oScPVH/xa4d2lwv4ApL4QzRORWykqhzkDK7OC9bG/Oqlvz8aHwVUqKeL3GlzntlHK7wZPIcpoTp3pjZ6Yx63mDEcfFl/3KFqT/qMAY8ifGkQliCDNkpt6nOzpB7d5nUNQOJuCyxZ9FzwFswQc1KcBBsi7WCMwXJqpqyNNqHW/JB2MaIESHaxJXRgMeqAXfqllOj7dNIqddQ+aWbcQM3dvb5u3/xr+PKIXL0gJOjE77zylv86StvcquOvB0XHLmG1jhM6fDBg9GaXincuiRqs540O+UUBqqKajBgOBwyKAaZYooG/alj8qjzkQQFINCvmZSR/tw2yRqHNQ5jLcmRvTYNuBxeqcvZIQiydk4xqBJ6Zgi4lB2iDnQ2ps8QGe/AWWU2FTk4TOBT0taHwVKmwMpri7W6XtGsaprQ6inp1E4QhWRU9TlFZVpEiRpRdV48CZLDbTtsVRC2Hc//zhf49tf+lNv/zSuk5iMWtAL8sOSx517g8EzYHlzh0Uc/AXaHs7OW1liCCJ2IWBfkSXdGdIFw1wOwe5WgGg+Q21nmQP+h866j+xsHPtvt1IFBsC7z60372q4ZwKPsj2QkU80Ak4syxNA1qjMYnKgB7hIIP5KvLkqpdcmsSyDy2WGT1Yxl7nZkjGpdpNxCy+Y1hxesStioqn/yNHXCmpLx6BLWzEjFc4x3D1mefhNS6NUHftJhMk1jNB7zxFNP8aUvf4lPf+qTjMsBd969zbe/9g2++41vcnLvHlVMDKxnJFBJpwehSYooiWQcUSyNRKI1FOMJe9ev8+gzT3Pl0UcZ7ewRCss8BuoIwaAAnc1AXdeCyru1oGwXCHSAfRdk9PUo6+fomZkPATwistn5mow/YKQLMLOqu/Gk3PqUnJE0XihxuP0tpuMho60xfjSgqErO7x+SFnMkNPr+EFAtfTwqyigipBCIixVLc4ZznsF0ythX2BKW1vLIzj7BJN48uk/dthd94J/C6LKu1ilroHIeCTUmQQiJ1OoaVnbWOqDKOF4OqqGXX7QFxXDEYLrNZG+PajJBipIWC+Iyy4qcDVcRwYsR29qL6vQayAGl+rb6PZ8jmRi7ndrdj/pTXds7XSLrUlHTgUG5bbkxuWuGyWUM2d+SZAjGamlSZpGEmFgEUYdgOGGyb3FFyfnhAYuTE1K9IErs4Y1uz3eSOprkbAgpUVISmzn33vi+gskDy+Wb1wgpsWwDbjjEnJeY0CI/5m5+vzaInf0ptqc8+rlPcu3jz9N6D7FkeSQsTyzLM8/8VFjNBGlKHAWWEpNyTJZFhTtRV0O2152ooFUm5cP3Iu8XC2n/cb0vkcy08Yjryr7yvee93ZW/bFwZuhnqEnu2/4WN3PHF/d976nn5SdYI0Wfp/HQB05V2aClGSmBzoiMl1SxRtenMkLYlUQJns5aFaamcZWdasbs1oPKO4bigmE7YGW8TElRFRbN/Fwx4o2whNZxdbNHN08bjfkTj56A5oDU5drrNjb/219j/7T/PN+qG+1//Okev34J3T1WsKBg9EaL0YkEp5gPfmo26/g0r/oHjfZzutU9H19LAaj8jrBUKZ5iMh4zGA1zpSDYpQ8aq4dPexYotloVlMhmyWrUs65qzk5n2zDUmt2/JDtAPAwxsjh8WRNjojtChY7LxL91Hqp0bV4mlNHhj8UPH7MEDvvXNb7F/4xqf+Eu/Q2UL/sn/6X/Lyd3buTbuxx/qN3c6vYlIxFcFjzz9GNefusFseUp7HKlcyaQYU4nj+OhUgYFFTWkcpdO5ZkPUj7jGgrzqnCgKacEXBl8KZWkoR5aiNFiv9WN9fXLf29JsBCIb62kDZe5KUDpmwAX66cOv48KX18bmguHp/iKi/WulAyg2nRSdPGtVYM1YocylKik4LQNYRVKjv7sZ0zvbLQulb6UQaZZ11ujwDL3HDjyRAN5w+ZFLDCdD7r59j7DojnjWjtCfISpBLvPt35Mzhr1pyd7VCeesGJrIrk0Up8eUbU0ZGxxrzVgR6OIyl098N4BRIZAiCzFYPMlZQhmYt4JtwUrCtTVmYXEmsVMZfnU44E/bxNelWdMofwlHd4inFDm7f4+mGHLvnVf4xh99hz/5/hu8eXbOnabhrm2YjQvipMBIiWsTqVHnK1kQ5/S9OOijPWfAOcxogB8WDIcjqmqoPcudngEpSp9NssZmdyQhObjTUh51aFPSIKLN5TdWyFkiPVtidjpTDKQktH3dcrY3EnNgoJY1CZDb5YpziNNrimR9EadChS5pL+WsZ0hZFIQYaGOiGjYMi5LlbMWqWjCfzQkp4pNTtpQNmsGKFrtKRJdYtRB8BSnArNHScqCMJeen57z89mtcGezwmb/1m8TbC+59+52fukhhn7lHA34GW7z65ptcufExHrn6GFs7l2jCkFm9op4vqIMlxULpyvlMMGIRl1kzIplqbjLNtF9gQHeSPXwTgmz4nNqScv1v2fxbF4znkjZrN2qLvcUkj0kRcd15kPPOxvRJie4+O/0gE6XXtOlR6g+cMDBYTJI1A7L7Vl9tJhgbN44hBYmjMQSTASZj8LajwWqpjMUScESByUS4efN5ike3+dYfvkaqz386AaQBMUJRDXjkySf5td/4TT7/uc+zNR5z/527fP2Pv8K3/vQrnN69SxkiY+fwKeJMoi+xQ2nmwXiiSTQSkbJgvLPLlZuPc/3JJ9l75Bp+PGJpoUmBxqYsFJo1P5Bc6gNY15fmdUyNTZ/5ov+c//8DEy35Zw2989+FmV24Ifm92RwkdkykFrVF1lhMYSgrh608vnJsWdWXKMuK9uSE+uyUuJhrqRAWI0lLoDBEgrKH6kRM4EyBtZ7B1oRqWuHrJYvVkscvX2PeLHnn6P1KQH/y4Zxld2dKlUvk2hhpmoYUFGj1ZqOevsPz8n8l06wTHl8OGYynDLd3GGztUI7GUHiidQqqRENP6jHZlmS2Tp5a9f/z1pIUwNgctHfB/los2uVUcpJ1mfFmzXp3RujtduuhrzwDpEsCZ92W7Pc5ZTolZwl5+Xhr+k4zxhZY4zEjx7jw+KKkKAbMjw4JizO9Wi5ZQC+nv48QEliCrisx1M2cO2+/hhsWPG8+xagcsru3z2pxhpHE/OABqV3+RO/XZFZF/28M1XSP3UeeIg62iRHswmAWQ07vNZwdO0IzICaDiSWIy4CKJeV31gX7F8+YhGRwXTZ5+z/EELuOYPSCTl11kzbCtq5UK77n0iYLkup2N9nnWx+C/T124uOdHsl6Ui7gEPpXm32d7A+YDqwiB4YqRG1ySaAtDN4W2gWjCTjg8KhmWJxQOktbB/YvTZgYRzUdc2lrj7NVCVef5a/8zt/jj//lP+adt1/RxIZZ27fumT5qmu/PABzoJnz9IJP9fR7/m/865V/4DWa25N47LzO/dR85WoFoyyZChuyU94nJaHvP1tvkH2bJ4R+07jJrcE1j7a6RJAuFKJJbWsvO9pirV/cZ7Y1JhahqrVvXoZI3gvfah9slqKqS4WDA0i6pmyaLc2RHqKut7PQIDB+8US7Q19lYBPl35aGffZ8p70UYu76laGaCoDTmZVoyEEM1rji4c5dvfvd7fPILX+TT/+pfYlol/rP/4D9gdvBAKT0/xiLsDmubj74E4A171y5z9dGbVKMhbYpsT6AQj2kds9Nzju4cMD8+x0XBG63jdynhTEcRpn9+o/uxLxVwHoZTQ1k6fGlwhdHuABuBv+k2mUmsX8JDc7hpacz7vaiHTNH7gQLdHIhZ1z92YEP3/a62Np+yghqBnvKIZo2MRUEO40jBkELKtZrKINBDmd6gWQEXFf0OUQh1q2W31lMURRa3yr2dK6EaDjLCEi7c+w9ypH7ZRufo6XwJSQzOllwrJ4wxeCNIWuJjQ9kqvdtKBJ+dj26uI8gAigLKsWGw4zieBWTWEBvB+4JorIrqZRNWWY9znhTUlixKCwX4pWLtcdMh+iUaQsIby9NXrnH38C7nt+5ycP8WX/vWy3z/wT1WfkIclLQxsoxCFEfhveoMmEBqM5NHolKDDSpkFCPYEgpPWVWMt6ZMt7Zya1OLxyKxzbs3t/Y02qbK2pytkHUdJKR8qGcRoaSqntZaQoy0QbNWrvC5rjlp9t7mTCEGa5UpkHxeSbkFXQQkdaJFejZ447G5lanziiqbTK02hcclwaZA0RRUtmBQVqxWFc466qamqRukTpRiaRoV4TIu4Z2oxkVlkKLSs7JuwLecvX6gpk4c5SfHPPupZ/ncX/51/und/yeLw9lPcW1l+rUVjBkwHD/LpetPUG4brt14ga3tJ6nDhLNz4eRcOJ9BCFqvmyRTgW0GBMw6AH/oI3jooOtZOH0rYtMd4Tl7tCF85bKXH6P2m+h1CLINFjpfogsDtdxkozcCXUArJuazp4MXI5L0fruGi+kCfba/4/xfo9kwycDARuYayD1wyeyhdQDbnRumv5rJjAE9DxFDwGkZGVAHSzkYceWpK9w/aNm+9jiHb30X4ScsLclzbAvPpWtX+fTnP8dnPvMZtrd2OH5wyDe/+jW+8Sdf4eDtW5RNYGwMA0nYTMpfz7AjGFG9ABymLNi+cpkbTzzF1cceZ7i/SxwWtE5oSQQrtBpDaotDw7o1tYA4WfuH68Wwvu2Hz+X3c5UuvLcuatAP6FfBxvu0WLUv+blSByTYHECabMsN2EHBeHeHgfXsDKcsR0MOgXnbastT6aqyNYUjKIulKzGoz2ZZb8KxdWmHQbXFSeFxbc1eNeFBccoyaqnrT2tzGxRQHRQVJmkZQQotNq9Niwa3CvRsuLLSudJCoMCUE0Y7u4x2dynGW7iyJFlHkI49pKCuzfMsnUJnN+cdo2iDwpGS3kAXiEoSxGqXF5fLcTr73vm+XRzcgwQ278d1dEiXie9By27nZv/NuC4rmCFKA1FMz/YEFY41YvF+wHC6i8NhTcHcGMLijFaClo3SeY+iDXgAkyDSog12Dav5A+6+8Sqj8YQbTz3N1mSX+8UdxBUk7zKN5sfzyfvyID2+dEv4AldWuOjwoWSxarBLx+LcEJaWVFektkLLYTLrDoN0pT3i6ELrdWgW1zbd0DPAunn+4AUo6wQB6xi9FwPMdl+MEK1q1vXR+kPXzVa0n/HeEj0cX3Xzs2mvZaPUKOsmpM7u9GZibXd03+SERffpyROCAeOwYkkmsVg13HtwhpdAbBraZeBKdOzZiq2dLfxY27c/+q8/zenJIW+/+31cdOTGrHRIWdfu8KMcPwNwQFhXRScKDNsvPsNzf/2v8L26ZXHrAWd3j4n3Z3DaYJPWIEoiB/1kASKhE0l5z7boEZ51zvx9x8MBdzL92jGSsJKwRlkDw1HJcDrAVpaQWhJo26qoB0EHSGj2SMUJp5OKECY0yyWhaUgxAU6zSy7f3QfEoxefR977754W+yHPdHE61k6FBYlNnwXHac1sCKrkmpqW17/9MpPpHjc/+TF+6y/9FncPTvmv/8P/Pc3s7MNm9AcO292IEUa7Wzzx7NMMt8e0SfuZjooRthHmpzOO79zl5OiI1ATKTNG1UVvEKFJvescOg2bMHbgSylID6PFWQVG6HNMnMrl7HXAn6Q+D/OKzcdswDJvAwPs+/CYw8OEBtBq298/dGGP6ww6gE7Nad7dQCpMRrYs3FsRDbKFU7gqyAmmlp2W7nJ3s5igZiE0kWUPb1NT1iqLSOkBB6cuusIymA85rraE3Rls8iXzU5uejHmot9DWqDbJ5L0VgNCj51LVrVNKwZwdU5ZTirGFwvGDaKMPJoyV1nfS7BgsaNI52HHtXS6odQ3s7slgJbR1JFASbgS0nuGCVqYOhqSNTW7G7NWW4d4N45y7fOnqw7oCRobRfFozAADe2d3hi/wp/+I2vcn7njOZoxbv3TzgIgVYCs8qykoJYFjQ4IhFnDeIMMZdn6Omb1ek7urxNmAoKDAPvGRUVlfUQogoASqdWrftbmxfkvSZOgU2sCkEJxBi0l3IUQmgIMWG9o25a2iYgxuCLgmUU6thSDbwyFESIREajATFnkqy3lLa7tmS6tPSOfgoBmyy+EJxVoSKrqqSaqQ4RFww2OWxZ4sVRliXWWpaLJTMzI0lL2wZc0oxzR8mOBD2HRoZoPJBg1iJuxSIec39h2d+9wvLpKzzxt77MC7MT3vwv/piTt+//lDoY6JnuqpIrj36Ss9lVxvvXeOTmHsPxcwQuc3IaOT2vWS4cKQ6yCFWhjp/E9VkmF69rMmirgXHqTa0RDSgk2/W8PFTUqjsvbec+OWWK5HYTxqSsqr4GZzs/IuXkgM0U5Y46bzLybPNpIdlWk9RvMC5lOrueGY51ZjsZcs1tziwlsEmBK22nlrOXPYpgev/1AmggWhOt7dVsxiYUpEhoAORJpKTzdTo3uIOGtAN+5wme+fS/ibT/F47ufG/tWP84wxhwjunOHh978UU+9alPce3KFdrZgjdefo1v/slXuPfGG9hVzch5xuTXbNTe6hvNnQgkkWyJHYzZv36NG08+waVHbzLY2SFUjpWNBCuItSSgTdLrT3Z/jADW4rLjvmZkdgHCD37OD2TEiXaz6Er/ehgnsxRyHpSUs4MaDGQmg9N2qILaGOMMg8mQkS9oxRHmM8RZ2pzZVn3rboXpZ9m8aiQF2hSRmVBUBYNhqe0bS4fUkd3plNFZxWox/8nPig2mpDEwqDyFszRNg9Q1oQ7YlDsivc+2tZmt6LJT5ooxo51LTC5dYrA1JfqKKEKIAhmwVUWWtOmJ9ZuyC2D7FbuR/U9J288atO2lxKzhkkvDrDhlZEK/n/t9vnlNJAMOkjOz3d7LZUQba6oLAGNeEzbvdTb2ckddT2IoiwF+atkuRlRlyenBHeazE2KqNb+YcvyrIdHG0tbsskuJ1fERt197De8H7F27zP7uFdrlklDXLENDatuNt/Dha75jE1/4Katzhxi2L1/hk7/6ZYbbVzg9DcQVLBeOw6PAclFAGkJ0uJzMMjhMspr8NKiGTI7gFRgwZAtwcY1Jl5D7QaOLGTeGCWreO6ELIxvv8gcADl1kaDaBn81vv18QtV6DuVgwJxS7NaR7FWP6rh3WSPYXvJaIoXOTDOALLMpxaNqas/MlRdExCUuKwmvX5tIyGHow8OwnPs13X/kTbr/2/aw1sVG+3N/JRzd+RmUFaxRosHOF5rmX+N7pDFaB01t3SG+dYE5bzDJqDWhHATdoNOTUCK9hQLIy/Mb0dAfIQ+NCprZjGvQnTGYAiGCTAgPeC4NBwXBUYb0KVEWjzQtNdiLoEDghB1H6jEVh2d4eEptt2rrh7GSmW9JadXg7ztKHjfcAA6zBgYcX8Q/YEGuST44Ss7GTrnZ1tcQOLZUfYFY11dkpJ4sFMThe/9pXqeezH3CzHz707lS4p5gO2L9xBXHC6ckJzoFtIraJLM8WHN+/z+n9B8S2pbAWm0SdyLx2tP+qPo5xOhXOwWBoqQaWsjL4QkUIje2cypxmyHRVnYrUz+v6oHuIUsR62h6e4XWJwA82cu/HZdFHSBltzMalO67k4R+ULHaWTVpGq7GWyuoeEYk6GW2nkq4AQWcAi6iGM4ZIWDWs3JzkLJUZUZSOaKAYGm48cZW328DiZKG1vVFNWVdz98s6ujfgJJGcI4mhSFA4y4vXLvGlZ5/k7puvMvQD3MJQ359jzleUeffYfKaZoHMaPFCAGQrTK579x0qSXzCeC8NTWC2EUIdefVyyEnqMAalrJArlZMSl3UtcnuzxveWS754eIjHpvHf0w1+SYYBpUTI/OePrb99lcdQQVp4HIXGGZR4bFrWlHQ8JwxKsIcZ1a6B1S9qNhdbZvJhwotwjh8WZzBgwEZOEImVRIqtBX5RsJyRiItoFAIsRSxsDTd0QYyS0LfWyZtlGUhJWq4amCQqKeUsdWtrQUo2GiLfEFEmSGG+Pcs0zjEdDhsNKHdQkeOOwxuCtU+ADwecALsRAck4dZBJl108aAZ+DS+vxsQBjcE5bH8ZUE+qED4mUEnWAKAETGkwByVn1LqoBFENoWtp7S87m97h77R0GgzGrm5d59u/9FnvXLvNP/1f/MczrC+/ux3Mv9H3tXrrB3/47v8vv/eFdrtyccvX648R0jYMjw7KZU68EiR7vC2jJoUAHkOv+ciYSkgI8F3zCjYNdM4Jdrad2cslxfwZ+6UW1jE0IkRijMhsUbVJQuAMGco2ovfA5G3GlRvF0B4AnVzbmoEO1bhQSUAOj9rm7ddv5Jn3svxZRWwtxdr+1MaUXNv7DwHTSMoYOSO5PEof1iqvVree0DkxaYXu8Q+k/TjW5CXyfH+dNd4GVcY7R1oRnnn+Oz3/hCzx68yZhVfP2q2/yra98lTuvvYldNUxsySSzBrTNpyFkcD6hLIDgPcPpNnvXH+HmM09z6eYj2NGAxkNjE7UTFX7OWdyIggxr5181P5y1yqTr53kze/7wyftDPvvm7xs23o7+2+YZVzr8evd0zMiEJnW9tbQSiG3EGIcbOOLAUTtYSaTOfklptGSQmIF+YC2jqvTpGFbMjo+IqWG6t4sbVQxMYmgCz166wr35ObeOjxRI+NDH/BB/Jf+iM4adyYTd7QkSIyYmmqZeAyVmjWPlWBCsAq+qI2LxwxGT6R7DvX2G21P8YICIIaQMlTmHWIeRRCL2eyB1QJrJGVt0b+s+zffeK9DlPZCB4JQSwUQ6cTtjurWbbzoDYx0lvIN4EBWZi0RlAVi33ptm7W5rxtj0riOmAwfWzCGMwXgt5WyjVb2oYsRWVWG8p7lrWZ4fI2nVX79L4nSX7bzdymr3hdnBfQ4GI0ajikv7l2maBfPzM9rBiFYWSGi6F/hhL/7Cj/Tvrzt+ypInXvo45eXLLBYRoqOdJU6OG87OLNI6JCYkmizE6bAYbZWe51mZT6m3j/llZZau2ViXm/v4g0YHlWx85QL1vyuU3rSdG8b2A665DqpNX118cXLW9rYDj4wxyhini7/yVaRbnZLtVHdti8ttkPWsShgxRFEdm5RAbCKmQN0kFvOWWbHkdHBOUTmoDOO9CYUMaW3LCx//At/86le4/cYrmC5RqA1RSfLRCw1/xOBAdvroRD4M7dgwvrqFAW4d3Ob8nQfIgxmu1to0FY6yOau/2beQfOD2VfRr6rPJhqQLsx5eJw9TTjoOlNDX/xlUF7XyntGoYjCsoDBEYu8ASBKlGJHrXAWcV1EVrVuKeGfY3ppQr2pC27BcBHq608ZzvL+x7gCRD5jOC8HjD4vAcQFUMM4r5Sf3+16dLrQ0wqx4643XqS7vcePSJdxwxJUrVzg9PKEOqx/is947uscc705wWxWLsOTk9ISBrxgOBxRJSPMlZ/cOmJ+cIG1DhWZcTQ7qLQoGbOIcWAUGysowGDqqgaGo1DFMqVUgxxrMBlW/C8A7dVq1E2bjTn+Iqu/3m/P3RPQXvnnx6/3p19FyN38yr2XZ+JxcwCz9cQliItZ5jLeqRGjAeMEsLKFNfU10p4jtUgbWWpDU0LSR2EZsFMrpBDcoaG3CTRyXH9nlThtolu1FL+CXdqytfZfNw6ra7Kdv3OTv/Wu/zZZpebRwzM5m3H/tHcKD85ylzc2QLDp3+SAX1Vhi+7Jj+5qj2mlppGWyA8NDODuHFCIuAFZIQdthRSKpVWeiTZEHNjBwDR+7cpk7s1O+d3REiGvpswv3/ws+2rrl5OgMiUKNZxktSzwL41kVBbEQbOXzss6212bzLh2rLP+9o8CUFlsNqMZDBpMxw8kEVxRYZ7GuQJqANRbvLSKhdy6NyYd/dg6tAClo1sda2lp7DS/mC5Z1pE2JerWibUNW0Yc6tKQUWMznSmdWOg2LxbJnfq32tnBe27I55xgNhnjrKJyjKDyDoqDLBOo9pFwXrqKoRlPO6uyo5hLWQmlLLWMxQmhrTPAEqQmm1TMyeFITtS2jEUzpicOy775ACMR5zYNbdxm9s0NRefZGI946vs0FQaOfaAjWDRhtf5JvfO0W1aClKK8xHO6S0hhnI217TtsaFaoypdqyFEgSVO2598cktydbL4PeXvfZ7i4qMRnrFUwyBGmVdm0t3hmsRCQmbSMaVlmLxqqhDdkbdI6UtH2p6tuZ3jlXf8L2kU+0YMUq/TczqTqqqUFrjrvbfvgUuJCZNiBOepqt2fi6ERQDf8/RksP/RE9jf8/5Y5TamzJVn9LSJsesWVKmhuhg7/Kvcnr7+yxmb/3or7kDr62lHI7Y3d/n0uXLjAcjlmczHjw44vjwlKZuKcRSeZez7urC5pATSASUCYArqCZDtvZ3GGyPMQNH9NASVccLiClmP0/XdD/L+SzsKOO64bvuDl3ZhfS3fvEF/IC1v+mcmewNPLQu0/on9Cwx9AwYS+ff5dp2Z3ExEdqG47MZh+/c4v5bb3F+/IC2XjBA2znGXtepA30u3DUiidDW1EtHsfAMXaL0MCwdthwxnYywBt48fKAMix/zzLAYdidTLu1sURaOs9MzQlOTYtIA2OZwKF++D2w7spcxiK2oxtuM9i7ht3aQsiBaR4oG7TrjSCmjYB1DKD/3eg+t778HCbLf1AuB9wkV/d0YlXTtrOu/b22uD+854HlPJumD1tR9yvu847Utou9q1h1f+p8u9pAcaOpFNDDUmCBqTSuD3T12MutpdfYASS2YXJ4hWkWn7wAKwEikoGZRa4vD8daAK888xf6lS6RQczYZ8ODubZbHRz94XW+MvkxJNMuNMbiiwhUDQlQgva4T8/Oa2QnUswKbSpwYkMzc7TLiTtbXlPg+GY2u/mctAvPjl6nmQ7dLxDqrSRvJbHJjtNS7+wy5+HtrPfr8HKIJBpGurHcjPursVi4Ht+o4ZgbvmvEl5KnPTAYRsgiuJSvSKVMwxzMkiEmIYmmTpbFCaIV6GZidrCirJW5QYMsSrKO2kYYhz7z0Bd545Q+48/br6Jlgsl3kwh74KMZHCg50+Eo3ir1ddj/9SeKiYb6oWd5rSEenUDdaUeGA1B3k5iKs9pDh27zuh4qmbbYT3FycuWTBiMFn/M9ZS1E4BsMSP/SI1V63qXcG1rgCAp36de+/IHirtWZ7u1OauqENx4Q60ReXv1/8uHlfsvl1LnoSD8/tD7M2uoPUdkIvSlGkjRSFJywammLFzuU9jt4+4fbgdaafH/Pbf/d/wmPphH/wv/z3+d4rL/+AD3loZEuvr08YTseMd7eo6xWhbsAWuJio5wvmBw9YHp2QVjUlBi+dMU7d2U/H3OrOeOugKC3V0FMODUVp8UWH5ZmcScy1iAboqXt5Qo3ZWJs/YAI/yKC9z5rrfzKvD+lTWpu/RzZSktkw3e+ahz7LoIrZkp+7+zyLsQlDwpVKuVYtC11bKeZOBqw/2pLPYoEmRqKsKMuKoqjwRYkpPUkCO3tbzM9WPHj3qD9k049w+PyijT4JmdeNN4aQIpd3JvyVT3+Kzz72OLZdci8Jh2/eYnX/iLRqsEY0E9H9/mYEYKCaGC49UjG6kmgrLdcZbsN023B+IsxTwiTR0nk2j8mEw1Ev5pzfvcdQItuTCb/z+U9w+eA+f/SN77Osta3kujrxF3cMy4Ir2zs8ffVxHpleYjZbcnxUM4+R0CSSeExRUW17ohUCWieoao6S2VSswUtZ73vxjnJQMSpLRkXJyJcMi4LKF6TQkiS3KXUQk7Jckmj2K1mPOumAWCRaZSoVBQiEEJH5irZZsWwaQgyEEAlRsMmQGlWEjiE7jhLBW0LT0Nnwk7bRTJMFV3iW0xWl9RS+YDIZ4YzVDHcQXJmD2hh0T5n1ceA6e2TJ5WngBxVDZ4ltYugaQlGzWC4Rc46sLMYZ6tTStgmxFtNAaCxUQz2Tmjln336bN5YN7fE51UvP8sgLj1H/uWe49/97hbZuNRNOPs9+xPduC8/Ojae5+sinOTseMNqrKPw+szksljOOHgQW8yVNUKZOp5ASTUAyy4PcTSdHvX2I0NH6owiYmEE5NWTGJhWhyiUcmj3RoMB6iwk1oa1JsWE0LMHAqm0JGHymm9loSH4DlTUm09PZyCEYwGk5R+fc5XPfRD2PLNI7jXqEZ+p/duDWgWTqny+RA62Yz2KzDox+mJfwfu0SRWcRW6qtrpOwCp55rCkHQ24+82Vo7vK9r/+fCc38R3jLaoWMdxSjIZevX+Pp557j2rVr+GQ4uv2At195g4PbdzFtZGAcRVKhT2e0rC+lQJcfbkWIzjPc3WHn+jV2rl/FT8esiMQEjTFEDE1K+d1riYnp+luSy4hE+k4lPbE4O0N9hlEP3+4xfpiJXf+eoXe+EQWP1i6Z5Kzhxq91/psY1RExqvdTBl1r9emM+2+9xe1XXuPs7gNs3eC7TDaZ7UT3mTlwzt/toJGYIs1qxfxMn7HcGjIaDijQ2vdHLl/m1skxMX1wNrFzLdYBmrnwvcoX7G1tUThHu1oRmhUhtBr0iLaQzpW0qmmU77tjdlAO8dNtiu09zHgbKYc0mMy4U16NMR2WIn2IIw/dzcMxpqDMhO7dmtzSWoN8/S118XWdOKtgoLXKViHGC4m57izvNQgykNB9Vvf/vd+zQWZDTN8Bo7dXm84uQof1GGu1KweCq8ZM9x0SI4f1krQ6h64shYyHyxocQLSz2ABLvRDuvP06fmvE/vVrTLd2OF/McGWljnD8wRlkpdTL+o7zGjaDAU+8+Al2rj7Cch6oF4az08hqZamXCRO9dlyzamN1b0S6NwgmJ/K6U3s9f2uHKSnF/if2I1W/zSQt5VAR1/zGBHreVsewls52r6m0ql/hdMGn0Pu4fdl7Dyxs6m117Ud5b5xmUa2RLgQ0KDiN0XbpxmDF6RrEkGIgOCH5giSOJsD5ImKYo23VI0UJ1iZC5XGV5emPfYLje3+J/+/xf8JyMaPNLTIND3cW++mPj545oNw/xMDw8iUe/bd+Fxlvc+flt2nfuQ+nLTQho/DqxZuIFhT2KA70p3C+7A/t0XzQ4ZAzTMpK1Yt57xgOhoymE2xZkFyuJpSkB5Iohamjfkn+3Y55YLMWgVgYT0bsX04slktOmhkGRy+olwPWCxFHF/l2z/ueh3g4yJSLi/UDh/TPC5CiqHfj1MkyCcKqITYtqRTu3nqNwVj44md/hRvX9tl+8mnsG6+RQvtDfNbFjxSgHFWUgwpXeAZmyNCXjKsKmxLnx0fMjo8xdaOOBYKR+B5MpNt4BrDOUA2tMgaGnqLo+pGqWjBGa4P6gzs7nLY7ih4+jT408/9+z3Zx3t+7DGV9sxceYOOzNs9n6X0LLl51c61s/F4XQFllrRhxed7Ucw01pEa3nSEf5ugBGlNedSYRFy2hqvHDClcUSn83icnOgNlRQT0LPbP2FzxGfd+xeeuCwQMBwVnL9WLIVV9wev8BtIF7r7zLwZvvsFrOKSRSZCytK9PYOOfw1uALQVxEPDQmYjxUe3AlKLvo4LawmMOqUcaQUk71joREqFfIvROtRb4pbF3e57ef/xzff/Nd5g/O6dtx/IKPnfGEv/Ebf5Fi3nJ2vqIODacr4VAiC+8J4mmtMjCMKfFeqfDiIMUW2jYjJxm4UzVBXfalx/qs/OwLilxa0NHJnbVZzd/i0IC/60rurM0UU20na6w6ewYVbFutgjpWxhBTyg6aIUokhTXLaM0dtbnWfMOwzVYZ/DOEwjJrGgpXqOhkHZA6UFUVZVGSxkPtOmKMioHmln0GQ2E3GEtWnRljDd4bRtMtVtRYSsR62hgg5hIosWCaPmAlOVKr3Rgk1HA6Y/7aXd6VgCtha3fKi//mbzA/mPHg62/3tuXHWWWjvcd46dN/m5VZsndpm2p4mVVTcHZvxmxmODkzxGCJJBUeS8rsUJHITiwsG7yMTqzr/dXJ064rCurqtCd6FljqztKI9Qm8fr0awnQyonBjHrlxjYBw//CY5bJlf2eX81XDfN5Qh4BNsW932DEBlDYbsdjuREc7SakfYg2IU1p5d84YEslAshbSQAORzhFPuutt13M9r7MNrsyPPfpgymS9GZc7LgTDYmFwD0a4NuEGS8aXHsFVwx8JHLAWxK6BgRc/8Qmee+F5hoMRJ/eOefPlV3jr+68wP3zAQGCIoRBty2dFepZFAGoJtMZTTEdcefQRrjz2KONLu6RhQWMNwQp4R8pZ+B402VBklJRbSTuLcxqopAgk7QoVc1tgZQFLv77NxYP1B85qhw1tml/Z+L5+Rl6r2bZ34suIYIKyHaVJNIs5x3fuc/fNdzi+ex+7anPbQg1muzOhkxozG/fQZx8x2moztLTzyNIKtoDCj7GFo0kwKAv2xmMOTs9oO/+kD2i6Z1gDSputPLt5HlUlW5MR7WrF7HxGvaxJmXttTe+O0yX+u2sKFlxJNdljtHeVamsHUww0GNJ64PxOu+BywwUz/c1109uH3Smt24avX6mCFN3zSfcNFMTRP1ZZOsmg2iY5CZMXhMFeeLe9qOAGaKI2IXeTSg/d64ZjYdImw6kDi4SYWRFJUu5g4XDOMdm7hISas4NIu5jRiRJutjrsquyCoCsktSzPjrn79puUg4rpeMJwMCYZi6kqZJl4iCP/3tH7kZvzDEU1YP/xm4ThADMXwiLQLAOxdhjxSuPP1CZjopJ1nF5sLQ6e2VAG5P1q938CS3cRDM1nniQFCDC5fFjP9QgkSbiO+QXaYc6o3ksHGnSC5Pnozh/UxZ4bWk9Wd2eSFjIbYBNJ1za8spHX6Hz0pHtbLNJCEvWjtX1tQRTLMrXQRJJEZsua1WpFDNoO2w8s1jvSaIQzJcZWvPTF3wJJ/LP/6v/B0cnBegm+73z/9MZHyxwwJYY6ryGLKwpMEGb37zN/+x3Sg2OYtVmOFn2BMQtlxIwaA/3Jmg39BcP9YzrRKi6jaC85aKiqguF4wHA8wpWemNuVrFFObR3U9+gUya1Y1syCrq1WVXq2t8ac70yZny1omzU1vN+dm1F0x0Jg48cejmRl/TXpDfwPWCDdDuh7WQngsNZlo6ktNeanM3a3ptTtiluv3uLNS28wufRxPvFX/w2+9+1vcnrr7R99jgtLsTVkJYHV2RkDXzEdTkCE+dk5Z0cnhGVNSUbgXA7k01rFP4vkarbGgS+FwdAyHDlV8Hd6WkmmqpnckqSr++kche7gVaChcz4+YO08PKWy/otAjx5f/Ka5+KPd53TvbI1WbKCS0l1s/ZsXT8/3fF0v2bEiVFAQLF4SPhmly/rcKSn/3sPOqERIq4ZmtsQNSgqf59AmJtsjRltD6vmMJEZLFx5+sF+CkWP5fofE7LRuu4IXrj7CoBbuv30bb2B1eIKZLxn2sH++SEEPkHSNU9xQ2L1i2d43GKfVozafW8UoMdqCwRHUCyjyIdY5g0Kizd5G0ST8fMU2jrEpWMxXPLu3y8HROW2u7/tFnnMDlGIZ2RJfFbx765Dj43OWIRGdp42OBR5jHSEVpMqRCovzjpCygEPfyrNbrH494db2td9d6ZhJGiQ44zA+S3lF5WSnpCKAIUZ8UeQDVFWVDRDbQGyFwuVsv8uZBVxmd1zMUvdP6TJ1KWXApqtHT3H9fqJBYqSxAawhtYGmXlJVFUU1YCcpS8sVjsGwUvGi/PldCZDLnQ1CNIhYrHOUQ50TawtSSnjnCc4TY1QNBudIpXZYaNuILJeIacA2UHjwluX5gpO7hwyGJedDiI+Ncd+1mCb9eOKE1jLdfp5ye0gINeV0yqppmR0JTWtpg6VtPG2k7w4RDYixSj/NKtY9G2fDSdNSEA3FL9C6O7gm70+xAiEzQ2wkSaAoS65f2efq5UtsTbe4vL8NDo6Oz5gva25cv8n5vObNd+/yzju3WC4W1E3or9/5GJrpbzNLMNeCS5cjjZr9dI7Uoa9JsKKdgNRlVmaESQkbhZj1kiRo0GLfg05/wObauC0uzIf0AZ6W0GgAY8WpL2KV9ts2BavVjFTC3t4uu/tPcvf8kB/WqHQJuLKquPnE4zz/4otcvnyNZl5z6823eO3l73F87w6mrSmN187n1uTg1xDFqG6GCNF43GDAztWrXHnsJlvXLmNGFdEaAhCzwKeC+HpmpqSgCz3Q1wl66nXVdGS6r3NaZiPqZyI54OrW2Ac98kPnv+lQ+t70bii70813F7wrP0TLHLKIIYINEWkCy/mC+f0DDt55l/mDQ8yqoRBDYSSfB7pWIpqLtVbwzq8L+El07rlBNXMkBMKqJq4afFXle1L24CM7e6zqlpPVImOaHUiTKf8ftNQMFNaxt72Fd5bZcoGESIrpgrnrW3bmOQ0CLUIwnmIwodraoxrv4osRYr0Ca0KGNzo7f3HNb3i89KwMc9Gn7z6yU9Cy3XnQvxj9iTWrN9sKazBpXaLaQQOb1HZr7YV56TQLyMCy6QToZPNMkP4z+8nofPl8T1rqQ896EWdJzuAnU3bMNVJccRpbYrNS17+bZ4ENPAz11BOpbZk9eMDZ3h6TyYit8YTRZEqMgTpGTL16z/t92Lp0bBgr0rfg88ZSjbeIydGsIvNZYj6LrJaOFDyOEboG3UNX1vkQurW63mQX4zHZ+MMGMPWjDL2+zWeG5JKzmLJdNvochTXa4MgY1SQTQ7L6s947EPUVjOQkZwc6GcDELBy4IcJt8nmUVPlETE4iiIpO2o1YQhkg3ZpM/X2lzG6xVhMUVgxQIJJoU2IpgjWBwkC1bClO51QnBdXWCJMck4GhHDjsaJ/Hn/4ExvwXOYSL73nfH8X4SMGBxCovdIvd2mf8xS8R/ZD7r7/DyZt3kaMalup0qe0wahxzlqdH5DYN/IXd/CEfvpmFNxv/Bt2wQE8JSkJROgbjAZPphGJQIlmJWtutGGUE9EamQ5HWQi0WyQsJjBFEAmXh2N/b5vzknNPjcwStuZI8O+tNJ+pJZUT0fZ+rc2K6Voj5OS7MyYfuuzwRzqkdaxMYhyStf22WNbGqKMYVq9mc117+DnZrTLm1y6VnnmN+cI/Q1B/2ARsjG2wLZemR2FKvAqZS5kJylqYJxDYRmpip8Yq0Oqs1ujm5podxbsvnvWU4Up2BojD4wmJsREx28rqAysDDrS3lh5uki/P5nkcy+UqbAoaZgZEPFXojsb5ODyoaMrCUPviO5L3/2MQKul6yHVe+Awi819Z60kJSVnVGU9eHjuRfS1E7VDSLFcWiwlcFtlAnLKasyou2bfolSGB/4Oj2quJhDpMSH79xnd+6eZMJLXVwLE9OOL99G9/UWAutg07rxbQgpV7IRoMdwM4Vy/5Vx3gSWVmlhbZJK6G815KD0QhmJwJGhbl8FtMTSWAN1niiNMjKIkcL4tYR9hA+u32Zr5TvYlaSxet+ccfQOh7d2qc+nhGTpVlETs7mnERYMGARhbYAmwYQEtLo3tEe1EFbFfYtuEznCdFxT23hqQYVrnQYl2tIYyAmDTRTjCyXM5rVkqoqMBJpmxVtDBTVQMGCKBgczhXENhKXNd5pq8DFUrsVaHY7ErMeRR9VSKa9dy22cuZL0wAZDcq0diQvAtOCJOoQqGsV4ptujSFFfFVSVRXYhE8W7wuch+Rc7xGK1fpuwWrtqR1Q+YSzBZAITZsdJENsl4SU9FwKGkxIbCC1MIDsISGrFWG15OzWfV47PmJ1NsNWHlJAujr8H3oY9i5f4bEnDcv6W5RbjzOvVyxmjvlyl1UdiCnRtoGm1bMuuZxthHzuamcYyYF/B+Qmg3aCyMef7ev3HroDazRjZxIiAQkB4xO+qNjem/DU44+wt7VFs5ohLrH16D7RWISCalxxMp9z737BcmlwTpWmk1x0akUSKdNOsepQi8mCZsFp8GMMRlIPZNhosGmpQEAESVZBkA5vNAYbVaNCLF3JdfeJ+e8XzyYR3Qs9ffb9DibT3VukFylMQpQlbZph7BaT7Uf5xK/8De6//VXSh1DPL3y2MbiyYPfSJT72sY/x5OOP48Vw/51bvP6tl7n12us0szNKBC8Ja+KaGJ/ZlREh4LDlgPH+PpcevcH06iX81ojaCI2Iqvs7p0J1gGRGR4oJfEEXADqXSxUkslitCDGqQKkrNHFjDEjqS0A+8Jjf+Lo8TBPuA73u7xkIyN2dEF1/MSZEYp7nqOVixlIYg20T8XzF+Z0DDt56g+M7d4jn51QpURgluXirnTciCpzZqmA0HlMVA1ITqGcLUmg0mOlvWfdGaAKrRY0pK7z1iDXEVUOJZauqOF8te/V9Ba4vlqdtBmeduwlCDIGTo0OWqwVN22iJFlo+0Ek+pQ1T3QItFjccMN7bo9qaYgY+C4rnPdUJiHcT/APZrl3Zxvo9KPMoqdir0wJgSWuATH806wvETG63mftj8kYzRhlZOfh/bwC7Xhg9WNj7anLhJ00HBGwEvZvziWFdm56ZbCkJMUS8GKrRhJ1L10gxcHrygNisQJQRsZkIXgMECUukrRccHdxjurvN9mTMtatXWdVL6nO7+SI3nuR9LwYou8JPJxRbO7hUICvP6TmcnBpmp4awchCHmDTMgIpXX9DQd4vQBzMXLv5e8XfZAFh+VFDg4ZHfJ5JBwXWvC2sT3nssBSZFMCmDLdkOxYiTzNgy+fezwL0k7TZkOtaJWXevwGra0WS2gkb4qF5b9o+7kKOHn/Jz2oyudiwy8lpct38ElyyYgkUUBlEoVg3jWc3WMuBsTVganKswrqAa7vDEsy9w9tUHxLbJa/6jBQk+UnDA5TYO1fU9pp/8JObFx7h3eMj5u0fI/TlmFS7YDhvXG7fXcN/Yg++x5T9ofAigoAGoBmnOCWXlGI2GDMZat5liWivh5o2lIiRZn3QTje0Q2g0qV/ez49GI/b0dmlXLYlFjTJexN2tnE+hp5Bfw1Ifuu3+ebo465HMTCPmQTajxijqYWWSrQ+RNhMWsZquqcIXl8PCc6Tvv8MwnXuJf+zt/j68MS/70n/5jmvqHLC8w4EpHDDUWy8BVTMshA+tpFivmx2eEVbN+Wsm1xrkso6sT79qVOQflwFANSorS4AqjatT2fRzc9wOE3vPND5qiTSNrLv49R9kddbRDsKX/2Y2XJJ3Pv17AXcu2/tnMBs7zYQt68/VKh6F3a0ANnrWGorBQiTr9gnI6BTVym48taD113RKWDXHY4k2VvxWZ7pTUM0t9Ljl79tHWNn0kw5CFsRwxc/UG3vHMeMqlsqQpHX7V8ODeXebHRxiEVOQzr9DkqxEwucycUhhuW/avV4y2GsQHUsYvu6Sy81BNYLJjmZ1E2hVgBCdKpzbWMd2eUJQDzk+PsHVDc3CErTxhNGJxdo4XYW46KvUv5nDAi9cf47n9mywfnNGExPlsQZ0M523LnEjrPMlrnTUpqTcpoN5jzKhVZgck6AswjX5ACpG6bTBzQ9s2xLaBlGhDpCwKkiROjh+wXJwzGgy0Q0BoEGuohiOaumW1Ul2A0lfQqvBd4Tyrpma5qCFE2hRoc1tEPbHJQO3GA+ce1z3KluLaE9zcnN3fQ4AUCSEwN0LbtgwGFWE4xNnEcDxAEJIp8NnzjiIKJDltMWrEYQuPM1Ci9arNtCEY1cBp5hETBJsCMSQVOBQVQIISUoBaa1cf3L6n9tYIz/zap9n91SGv/sM/4N633v4RnAvDeDrm3/1f/C6Xn7zBH3z7nHt3Kg5PGs5ORywXS5rGIWJzaYjLWe60MVc2B7LZWTSmLyORrjVVZ2ZTrrmWnM2T7Grn9inGajs5kURhDdWo5MYjl9naKljNjnjr1Tc5np9QTiYMJ9ucLALReI6PF6rfkJT+nXoQIrvUYrCiLA4xOqddJkgd0qyKnlQ3QIWxWiS2WEK2+x7RolNc6p7P5w4Hpqdr5w/M+wItNzFmzRI2dg3qouuvO59SPru7YCaliHUOrBBiw2J1TpKaA28p7IRi+ASPvfgXefNb/+UPftPOIYVluDXh8aee5OlnnmU6mbA6mnHr1bd453uv0Z7MGCbHAEtJrpVOgSw9TQtEdH8PtybsXb/K7rUruPGA1lpao0GTkFuBRi1BMdbgvKMoCsQ49cVECG3Lcj7jZH7Gol7hy5Kt6ZSR93hD3wlKSb36HjuWRV6+fcZUTBd8KvDSk/o6lqEB62w+53WPh5RUhM9aOs6NWMFEtSuls7gmEc6XLO4dcfj2LY7fvUs7O6OIgaFRppMlgjissQQMtiqYXtrl8vWrDPyA+dmM4/sPWJ6ekeKKTijb0AlfC03dYpYNg3KAHw4ofAFxyf5wRAvcPj3p10xfO3+BobgOhK1xDIcDnLM09Zy6WZGyL2aMggMP+yZKVrHYcshwa5fBzh5+NEGyAJ/qyuovGlgnvnpL8l7/a13Fr3e4yWrqy36yPUmd75qBg+77sWNvGLQjAlrSk7LgZ0dEXl8rrw+7Dq4vsBb6PdZFgJ2zBr2nKA+BCP1zm7XuuWYnMvhrqKZbTONVVjGwOD0k1o22oO4qXzd8QsWqA7axLI6OObl3j+GTj7G/t8Pp+Q6xntPYSFw2fdnbhZiAdSyl8bxl//ojPPa5z1EMt2jNmPOTyOxcWK0KQutJocLGAcYUeu9dd6HMrDEdu6aPV9bz1nu7JvVMDtUOcRv+/I8CFHT+trICyP6oMcomUCAy5TNQX7IRZRC7nLW3hZ4/hTf8/6n705/bkiy9D/vFsIczvdOd8t4cKrOyqnpiD2y2SEg0YUgWIQv0wA8GLQsCLEBf/QcY/pMMw/5kwTBkG6JsQoRINZvNqu6urq7K8ead3unMe++IWP6wIvY575s3q6ubld3Nnbj5Tufss3fsiBVrPetZz6pr2Icd+66n7wZCsiSjQHBVNVqyJCAu5rIfSxFjNJndXYgjpVOFy22rJZW/G0zMoqwJnatJg68kmVWG1U5KGPZDZDcIVdezWu9Y3a5pSFQzS9toS+Z2dsrf+t3f449++C+IfZ/nWIkFvp3jWwQHtJVN1dT8yn/xn+N+5/f49PkX3PyrPyL80Vdwu9Ogw2hqwYSoNEQkTwIOoECx2EcT8E6wfP/48yafWjed6CjtZDZpmM0a6qZWtDLTSI6NgzU2i4fkMoJ8NXcWCcUNUiEZ6xxn52dsdx1DvKHvcpvG4mwWwZ2SRfu5CIg53Pc33ePPjX0lf45O4hLUppQIQ2ATAqaGxckchsj15RuWy2u+/4Nf4T/8z/8z/uz3/yWvXr78+WObD+ssH3/3Q9b7JZvdjnnTsmgmSB/Z3NyyW61xIeGMoTLay7kAJGrEDr6u91BPDHVrqGsz9qzWOyr6AsJhdphvLhn4iy6m43E25rAgR2BHxmu+D0KN7bnGoFwO2Ypyim/42DunOgrqx0cvulYEsqK2xXmQWkiDIUVdTyNzm1yPmRQYI0IYArvlGuMdEwOm9RgvLB7MSRJ59bMl0nkS/V8giPgbchytSZsStTH8x+9/xG8/eMJlt2EaHNubJW9evkCGgcrBIDrvAir+7qLLtQQCHqYXltkDg52ICjEFfRZGdEyNBd8I01NhMof9FmIwEBJBhHk75+LhY2IMLG/fYFIkbrfEzQbmLQ/OZ/yvT36bf/azz/jx69c/18T9dR4Ww9w1uD6y2XdcbSK3m46lwMa2pHoCdQ2u0gG1WTwnJfX6LDnII09GOYADoNnw3cDOrOm7Dmss29WGMPT0Qzfqvwz7NRL2bMv5EYxzVM2WEAbiPmCdH1PXzlVY4xj6jtQNGK9ttTDotXF0Ddh7tjgbpNK/Kw1jPWoudD4szrEaLtJ3W4bUs089tQwYmwhE6ljj60DTTDSoAw1CU8CJFqPEvEV4a7GVo13MVdjRBOj32BS0HCKoQr/DkFD6uoqSOKgiaRXZyJZ6MeX8nUecfu8d/L/8Ef6HjIJof/4Th4+++z0++OhXOH3/Kc1P/5RdN3Bzm1ithNh7QvIgHuernF2SHBhksRMhO1o5WBi9dUMa6do61pLrQ0N2rvStFkgZFBZIlqr2nJ1P+c5HT7l4dMLrN1/wyR/+mKsXN7y4fIE7OaFdXNDh2A9W66AD2p4Lc+jRjQISo99hjpBbq1ma8ozi0GOdo7IC0iHDDi/gUo/Fg2nACDY5Ip5Bm1rqeMSgAYtx6sj6ITMNCjgB465gE2KUvF7otGOIJ8duYVYSL+BDSvRdIg6O2bxm3VtcAPEnf+6TxhjwFtfWPHr2Dh//yvd5+PAhZkjcfHXJm0++YvPqmqpP1OJoDfgcwGpTOM2Gd5KI1lPNZ5w9eczD957Rnp/RW88QI1J7ra0VxkxeQnDW45zPuiGasd9s17z86iu++PwzXt1cYWvPk3ef0U5ntFbZKcbYgw3J047iMprDdiA2h3XHLmUGC1J+sysiY3nfjLmrQJCii6S+oE8K+laA7QLd7ZqbL55z/dmXXH/1FWG1opJAYwzVKNmmoEMQiLVnenHBo++8z6NnT6ltTXV1QxcSXRcIQ0BSpPRnR5QanYaA6Xr8ILQzx2y2oAuROjZsreXF7Y2KOpL9aWtHkODgn2pLtMp6zqenWIQuRmIU1a8e52KeFuWraImeuIZmesJscUHTzkm2Ultq1UdWxq1+4qjtcdT+Uc/5de+n/HU0F5DtfQ7m838u2w5JafSpSvmvquorTPS1AD+DfIdg/nANX898v+3qDvfwtkC36DmY49MbncvJJDoStqqpFicsOt2Htv0VQRI1WmF9PEylBEUkELcbbl69ZHa2YPHwgrPTU3arJWHoiSVpdwcgKFd9ABH9ZML3/u7fY/HuB/TBsrk27DeC7CH0BklOsyN4ilKTvjPPC+soG5wxZRzvjsv4nTk84cN4/uL+9zHocudp5I9zWlObS4i1LaUKJ1qsEaatZz5pWcwn1LWjrgxVC5fLW65vb1guBza7Pd6T2SiBKA5xLpcnOVyFxntGWYQqKKvsW/LepAmOnOiAEdxVFpP+Mz4nBa22WY4YBQdp6GNk3e3wJtGuBpbXG+bOUM8aLU9pakw14fGz7/PBh7/Kn/7oX2JHfYSfG/D9Wx3fHjiQs1/RGM2YGENz2cGXN7AZUIcjZ75FRkpHKSE4tJ/gEHn9RRCno8BNfz76k4AXwcRA7RwXZzMePztndjGFOpJMDuLMUWkDxe/TwLPgF+O5hYJDU2qUnFFaSTOpODmZsd1sCWFHCtnrG+k5v0gIkKOQY+P0tonxtTE6HgC5+7skY23zECLWCNvNFmthVk1ZXV/z/LNPqaczbl5d8eD7v87l1TVxGLi3XO8YSRGoKs+7z97l+rbl8uqKk+mc1nk2t7es31wRtx2VQGUASeP7y5CXR+4cNJOKdupoGqs6YqVIK+9gI/p/73m8bQxNucA/9zDj0JqjHyVT08bfZ5e2vKZM3AP97M4g3R2row3rFzryRlMycMXf1KbuKlRU+3x+6/T3+8zgzo5OsNmOifrssRvoNztc7fB+ivWWYIX5gxPSvuLNFzdKjf2bGKX+OYcC3IKVyPsn5/yDJ084rVWasru95c3PPkHWG+oKjJaiY7MYoXFkWjqIh8mZ4eyppVkMiEuEqElw7622+c3inuKhPUucvwMIrCQR9hB7YbfbcPnqtZYghdz7u9sSX1xSTz3vv/c+Hzx4zPNuz5+8fpOpkQdFdDhQPP96H4lQuYpFe8IqrIluy1CrCJ2jBu+RugJbaWeUkbutAkLq8aXDOhSD6g1IfghATMi2J9ABQt9YncgxEQuQGhIYi9igwbrRALIbogICQ1QadRZhTS7kRaDnkZigkkP3hBGkyIvd3bllPQrCVtJqJYoAtUnOKbJUetSFiCAEElEit8AggWaoqduGiMM6/VcZp5+fwBAJErDiGDy4WcWksUQf6KWj2jqCWFKy+GQYUiJqr0yNgFyVa7OSMh1SopnMaJoWud2xvrnhF+OAqXGazFpuViv+xR/+kHc7y2YLu60QBqdUyWR00WCJQbMs1qkQbCIcjRkgTrPoefgSVjUJyI67s0iCPipLwsFIJcYnam/GRMJsNuO9jz/g3e+/z/zRgsuvPuXlqy+5efGGqjbQ7+mWN2xx3A7gqJi0c6xxJEm5tRpjjbUA4nKd6B27nDi0zVLxS9943nv2hH51Q79aUSdP3A90fSSEgWEQjJ9QuTmR3LbOZDqqs4jo2JX9KuW2fKNvkVBxNWRkGxximsNeMsIqJpGkI8QB8IQwsNsndnVPlXbsN+uvP937/oI14B2TxYL3v/sRH3z4EdPJlP3tlpeffMGbT78krXdMBCpjqfXpZU9OPZKEZvB923L2+AmPPnif0ydPkLYlGmGwep/WqPimiYaQN0LrtPNEEqHrdixvbvnik0/54rNPefniBX0cWDy+4MHTh4iLGCtKX1dVTtXJweCszt0DSUDBHs08H3yi0c0s0WhiFBtLJfHgDLg8X8kUZLTW2RnBDoHt1S1XXz7n1U9+yvqr18Tdhla0ZLLK096IgsoBQXzF6ePHnH/nfc7efUb78AyfDK0xTNc7tpuO2Adkv0fkCFhACEMi7XqqSU8zCHVT09ZTQrfRdtzO04XckUSO1g75Hk1O3DnPOw8fMbGGYdgyDGH0SUag7o4lMKgEp6dqF8xPL6jnJ7imVQG2HCjJCPRpqe0Ixtw74/0ymQN7wIwtRstrxha15PsxeZ82h8yyro+EpAw8Z3anydphBSA4BgeKq3gsfnh/bZTyBUZhw8NYmsPyPYzv6DjqKORKaYyx2OSw4jHNjOY00mx27PZbUrfVbcqQW1LmbRIySJYg9uyXt9xevqGaTZhMWuazObv9hrDZIOmYb2E5XJJeqBGDrSvifIZxFWFI7IbAfjBsenUMNaMdEQmIeO30Yw3Oet2aIjlQ1vFX/FfLbMa1Nj7PX85RWliWMS1QJFZ1XqIpbWlzgiCv/8rBxVnLe++cc3raUtcGVwuX6wnXyxnXNyveXN9Q1Y7tZs96s9NuKUnogyOkiPUOYx3GeqzJZU6SkFiE6EFiBKP+ixR2sSnrQF9ffHUpbDkBSVmfJammkCSIUcsFH3SBynosp7ikoM1s/h6Pn32fP/3RHxBlnzsc/ZIG+S3HtwcO5Gj69IPv0MxPGG5vsKsddhugjyrIHQ93puIz6MCWExxmxJ3T/tzPhK8Hf+brRsmIUjEr72hnnmpaYbzObjPye1L+dP29btil5ps7G3kBNZSQoJQW8i05a6hqT9U2mF2XOVMeY3wOgtMBfTgM3t3rLtFn4aPfG+fD/R+9b6RL5rEcs+uH3wkHY2wthBDodjuaiSesEq8+/5LFtOXdH/w6j/53/wVf/PEPWb159fWhP0JRnYOqrvj8i8/AW2bzE5pmwrDt2NwuGTY7XBB8ie8BbNZruPfYfWVpGsdkUuFrg3W5zt4eDUm57Z8Ta38dpT4GTb7hdVLOfxSd5blwxwjeGf/joT+6KODAmf2GS7lzHRx2aLn3OnMEhoz7YClidVgvuBrcAG6Ih9jseDqZAzqfQiR0PX7WaG0eBl9VzM4Mr7+64m908fvPPdTBc8aQQs9ydc277zzEAC9evOB2eYONIbcm0zGJ7gCkiE8Uu+8aQ9N6TNWp05HAiKG2jpQSQygZPqin8OA9qCykLSy7vCRTZLtcZnAxUlktpdqHjnB7SzOfYmdTqhCpnMHFxHAUP5fY+a8TGPDGUlvHbDLH+4Yh7hBxRHHK9slBijhR9fF4qKlHhtymVtRbtjmgHG/I6PfFEERRerykTOvI7y2Tt6D2Igd0h5TbOzl16ssCKemYmBe1rzniE+e7M4zo5J26Su6twXw/BYDG5CwCR7/P702iYESISBR2GKIMbHtHG+YkX1PVLV4MxnucaAtEiUqHTUbw1mAaDZp8bHH7GtfWmDBg+ogxCY8jiscaQawjOXVWUtjDOmDE019Au5hhW8Nmv/uFnrcx8OTZBf/4n/zPuXj8HpPHLa9fP2d5UzGEim5oCLFBjKdI8RxkcQzJpTz2pRwgswTu2TVnnJbp5F/GKIfyjpy5TxJxMWKcxxuLhEi/3bLd7LBVTX024fH3PuDd519guh7Z9ez2PX1yhGYCxqjWg/OquyIyNsoAxqAxRTuSGvKM1q/Wag13CrgKnr3/kN/+2z+gMQO7y0tWr95gJXL5ZsnmtiN0htv1nn2ukVWXoiJh9RpMRYwOUyVt8Zj3tEOgU7Z7uRPQWHu3d7jNGfaQgjqnzkGvQFjfD/SDUNmEbxeZ3nsIIo53QTEGnMW3NQ/eecwHH3/MoydPQOD2zRVvvviS5eUb0rDLQW8OAkW16VWezxAEfN0wu3jAg2fPOHv8GDudsCWyw4DxFL82xEgC6qoadQXCruN2ecurFy/5/LNP+eqzL1jd3BDCQDWf0tQ1TVPjK49xBmzKwUFuO0lWBcpjYw1ZqNGQUsyvOfIppfgeWcNDslhgzs4ZW8A+pQlbQ+6cIqRhoLtdcvnll7z46ScsX7zE7PbUItQoY8CJsmE1W6jrs1nMefjBB1x85z3qswWp8aTkaE4WLB5c0K13xM2eYUgQekr9evEBQxfoth3tIlBVNY2v2AXHvJ3w+OyC59eXRMnt2sYwhpxxP/jY87ZBui0pBeIQCZFRHG8kQFECdR1DX01oZif46Qm2nZFspetVcjeZe+NbhADzU7ljX44V6cvat7kLjUWywHf2y8byr1yaIzYHqrpQSgcJkaxTkFsU6rwyxBg1CCtgW/aHjdOg+A7L4OgobIBUFmVO5o2+a1k/hzfcOcexiF3CY7NGhW/nTBbnbDcrhmEgpkHH3BYe3AErr/Wu6bsd69tr2uUJs5MTpvMpk92U/XKppaL3ncXRz9NU7OTkFFvXDDESxBGAraQsJJswyeN8jQ1OdXqixVDjnNc2rhnsMe7wTEVSFuw7sL/MvWerj+YvDhccukQYxKJChBmgS0ZLl8bPz2JRBg28ZRjwqaZxMy4WDc3MY2vD5GTBo0dztt0jLm9usHVitdxydXXLm9sVt6s9hIQ3jpAkgyUaD5qkIsbKXjZ5RWgpQxKXNQZ0LSSKKKhgoj6IZAQZRZBztw8xxOhwg6N2hq637HeR3XrPZD7FVVNwgm2n/Mqv/m2e//Rf89M/+zd37Pi3cXy7mgN1wzv/wd+jfvKI5ScvWd9eE/Z7GGLuUHBYaIegVTfDn1uDff+4jwXc/7NG4AeHJG8gzhraacVkMcXnvsjF9zvGJg5B6PG1jvH2eBEJ1EGylhRyT2ME5ywnJxP6cMowDCzTnhCMbtSlumrkuN27qfvI/tuyzscO63EgeydoVY/NjK8rd1A+VzMbLgrWVtngJsJ+BzgmruZHf/Ijus3m6L13B14kixC2NQ8fnVE1NUMKWO/ph8B2uWS33kCIunGmhMtogD22aaKJb98Y6sZRtVDVMuoT6e1EvYRCx8yBmeFoHO+PnXD3Qw6DeueWDhDK4VzHlE59mRnPdNxu5/AYD3P4bh1bLku4Q435huM+ODAiqPL1eztyAKw31JUl1ULoE4QDx6T8s6KgFQISI8O+ww8ttvU4Z3Vz8hFbCbG/Pzf/HTpE+JX5Cb/56DHvPHiMS9qyrkuBLg7UVkg5jnTkZHEW0ydArKBqDSfnnmoeiSaCllXrRh6C0pFztY4xGn9WNTRTmMxhe5MvBUgSRsKel6xv4BLhZs1mtqSZXPIrpyf8yZMH/NnrN0jQWnSAZHK162jH/kpHkkUz5X/ywW9wefWGd6oLXl2tebHe8XLfc50SezzJOaJ3I4kWE8dWc0pbiRAHtfvOZ7Ol62EE1KIFX6jnlYIDMWSUPOU03BGig+TXlUExlBZLBy83X49X2mGmhoxUQKQEXBmwLsJYd8CAMhIGxKOqckdgB2i/0PKAStvYEuV1gYEtIXlcbPCTGSFEnAtaXx0NzlQ5M6niXGLRVmcixBQYomYEU6bvRqP15io+5hGJeByJij4mwGF2FQ5H92bHf/ff/H+xk0RYOOyixi77n4P9GSaTCf/H/9P/gf/yv/ov+eFP/4j/+z/9b/jxn1zyxYsnLNeP6fqaJBXOGqJRDQBrVFIxGXWsjpkVJUAQMRibDrTv4uxbHWtbWVInMARipeKBDCpMhhEkRnwYkHXH7auX3Cyf8vIVnM+mfPfjj5msA/vLLV+9ueIKrW9vfE1T1fp0gtKdJaEdb8bgxECyyKAGwRTQGofKw9XE1BG2e9bbPbsIv/qb3+Gi/ZDd5Zq033Lz6oY3L27p+8CXX7zk+ZsVMSa6XtglIeR6drBERJ3mbDeOW8+WnUgiY2hYfltsfSqChBmAEVMpXd8lpI/s9sJqXuH9govv/SdcfvLfsl89P3rC5Zy6lmzlaeYz3vvwO7z/nQ+YTFo2N0teffYll89f0m3W+JTwrtJlmAG70kh0AMRVTE5PefD0KedPn1CdzOhsopOk12c0s2aswRqnWiCValTcXF3z1Zdf8tmnn3L14iXLmxv2682oqWCcdoLyXmHSkDoq07LerDQgHEdNRWCt085MCqDEcd811h6BLMpAck6ZCykmUiqgVg6A0N85MRhb4QyksGd3c8XtF895+Wc/4/qrl9jtliaBN6VLjT6pJCq7Eo3DTScsHj3k9MkDJg9OCbWjN4ZoDNWkZX5xQdwE4rbjpu8Imz02BwLj+VJi6Hv6fUfVTqh9RVPXBANPXMVghOeXr/T6j4CllMWTrfNI6lmvrqitoe+6UdDveE4UECeSWy+aimYyo54vsJMZ4irtTJH95QK4jTquxiiAMz6XfO4xc2/GPeBuV4CDb1X8q1T8H5c/J7cKhNzlIjvqIipCN87vHKynlJ8rRczQfM2L/TowcLiWgxi0zoq3JYXKZ6rSPYdssTEUuEXwIELlLdPFGcN+zarrCLulPh9hbEVd5mfhtg0xsL+5Zb24ZDJtmbQts9mUZeWIu7c4BJkxYMq9OIcYz2Y/sNsaNhthv7N0+0QYwItVoUtsZkplCESUTSUkQpKxNbCxuU71HiZxNBCA1WvI+9nPOw6AQjnB0e8z2K46EzY/A7UDJncJiESdUxH2neHm5ob5BBaTQN2cUbUOP3WcOE/yUx49mxDp6fvAcnnK66sNr69WrLaBZD3L9ZblrmO7jgxBk002BywGp20S8zzScl2N+iwmyykpGGUlC+5iM+stzwux2kFCYBsM9WDZBWG371mutkwXE2xV4ypPiDUfff+3+LOPvsfP/uwPlZX5tgn4Szq+VXDg5Dd/QPtr3+Ny33H1+jXbyzek3Q6X2zUlZ0DCUZB7MA4/93bvx0Xj298SFJZoLZ+7qN+bmPCVZTJvaKa1UtnuWcaCGJbY+v7nyuGvjEtfeZKjc1yIdk1TcX52St8p7TBtBwxjvyelDnGM/OWzlojzm47iUN8x6fcu9gh4uBP4GkaDrIbAYRFCr4JaZoiYDfgoTI3Q7jeqIn3PpB4bcINSULGw3W3xda21wpue3WqN9AGfBI+qHLs8ZMihPt4aMB7qxlE3Th1DCjKpeFv5fH206Wv3+dbjm+Lxo2DrPtXtbQNeXLNxutm3x2pvmTKHDabg8uM1vX1TOpz0XjuiMt4FiBg/SLNzxgu+Mnh/yIaPAuwFgMnnHEKAYEj9gI+tKsI7qCaex08f8uJnl8Tw7xp9QAM7X8MHp3N+9+wMK5FhveX65pKrz7/E9b2qwhcttwhVyglno86c93D62HD6zOKmgcFnxyeiLVfzJu7sQXNP8k5uW6jn4BtNgIPGyhbButzf2yhzw/cguwHpd3ywOONXplM+w9LltPrY5il/xl81MABw2s74J3/nP+STLz9n82rNEBIJQ2csG29IdYsEiEXd2wSUHpQXtbXKAIhRPU6nm7yz+pqYMkCQiv4Ko8OnugXlF5LBgaILcNAc0AE9Wo02G5US5FNeFhjTNGMwn3dtHKPaJHK4BvUQD6yHcj1l7Ub0OkoJRQEffF7rosGuSCII7HZ7qqrRemsv+NoRnMVZrQe23kBKbIc9REO/71kub1ndLtnsd3Rx0O43WchXRIMeiSCDIC6Bd+rQxQTXsNy+BheYvPuQlgU3/+ynP6esTfeuXbzh8vZz1sOGL5973rw5Zblc0PWTUVsgEcGjNcAJhISUhVT2KGOyajiEDL4oPqmic6QsUGxtLh1LIBHpHclrgGZqwdQCccCYgZQ6Ll98wR/+fuLFywt+63sf8e6TJ1x833E9f41g6W5v6QSi1dKUGAQJmv0NoFm9TOkXEtiItmFW9XtTCCvJqKiddSQs15s1P/30U568M2Px/hnnjxa0bs7Tdx6w/mBD3/W8/92HfPb5G7ptoOvh+estr5Yd613OtSejoInTKSkc0YpHdyZnHccAT8Bl6rxBwZL8O0OufXUeqppkDV00BGlyt4zjWpl7hzOYyjM/P+XZ++9zfnqODInlqyteff6cmzdviENHbQQjMXdriHmWWFQazOHaCScPH3H2zhPqswWhcnRWML6mrursJIOxhso4hr5nuV5zfX3FZ598yueffMLli5eE3V6DgRhVHwQhDj3b1YrrF69IXU/dVBjref7JzwiDisAYa3DGKdhhHCZnjq0xqodhHM57nPeqSWIFX1U0k4bpZELbttR1rZ0QrKEPvQqb2RxkWUh9x+bqmteffcblzz7j9vlzZLuhFUeb/agcTo/EqGQ9vp1w8fQZ73z8ISdPHhLrmmC05aVJ+uz9pGV6dsLs9ozd7ZLtbqstWvNYawZaiMNAv+uoJwN+2rCYLrD9nsWiZkB48eaNBtHHQXk2mVYiZ/MZdeuIfU/Xd2gtP+OednBB9AwDUFUV9WxOPVvg2hbrHGJUxPPA+5cMlpeJjGaa3+JAG3v43ZhkQZQlwMH3FZEslFgy1oXpkwPFIx9URMFDBKyzY/tDa3SOFi2C8pnpONA/upZDgCrjtVpRH3TcY/JnjzZ09I/1HJLn3bhxi0IZGAU73GTC7PyC0G3ZxD2ShXcLY6CczdpcxYYQux2rqyvmp6fMT+ZM2pa6benXO91b9cPLnWiVWRKa8zOefO/jXJ1n2e4C623PducZgkPEE6Pue0ZQ7RG0y5MwaMtQiUQJWOuhrAdjOBZrHFNYeUxKS0dTWHv3p8HXfPYMmN5zclRfLHc5yj5RZexYAh4L9SqfMyTDetNzdX1LXQXqFpr6hKoy2uGMSOUTlXO0E0/TOmZnU84fnbHaBXosb25WXF1tefNmzWrVM4QcsyXtmpEGhc10qnpta4sdQcqReJjHRQBrhZjUxUhJ143JzKIuKYi83Q3Mt3s2qzXVtML2M9yQGKyQXIOxHpOywOG/a+CAs573f/dvcfbxByw/uWR7vWS4WUPXg7SMNePOHqLC4+N4Av2593635vwOSFCCMZMDS8nOuTW0bc18MaNpGzUGBSQTjozFYTLfxxkPsMCdDz8KvA6vAKFpa84vzth3Ayms6Pc9BygtW+2RKnJsnn+R4y2haXHKxoza0WGOfiPFwVaKztD1DNuOqakhdSw//4Lte8/423//H/Cjf/ZP+ckP/yhfdzr6qFwfbQzb7RZjE9WkZYqOaxx6whBwRse/GEmbhUTuUCkNWGtw3tI0hrqxWK/4dUqSNRxldIjfFoTfAVTeYnze9uOd8gFzBBTIXdDgDvviGIM5/kaOfy7AyVuv9K2HcDR3x9McbaRH50UUVLWU6aeOtfXgKoPrRRO2472Ufzl7lnseSkiQEg6vG1cLi7MJr537dxAc0F7y/957H/CP//H/En95BX/2nO3yltsvX8ByTRuzErTkmZyfm3MQDNDA7AwuHjdMzxLila1SyugLo9HASAlOGd0Wo+DA9AKml5D2jC0SrQHxB32VKkC0kb7b4WPEpB3/3qNHfLne869fvhqdJMuRsNJfwzF3DbPe8tHJO/z45c/o+x1JDNHmdmS11psLGRAoVIzKq52PVlljNo0lAloepOvC5i4xgtEHUlKoxhyAgNIHrtD+S1ZGTH4o6GuJh1Ts8SLKqsGjmNB9IHkc3Hs2vfyuvLzsWSnd+5vkzz3KmOea//wh+ro+0O071r4nDgZqS0Wn7fVyjSPGkkJgudkSu8B2u2V5c8t+tyPFyJAvwWaxRLVfkSTCEHq9BWt07InaRaG1VI/OkacV659d/7lTKaTA/+P//f/ijz//Cc/e+xVuLiuG/QITLUYi3iUCA9GIKj1bEAlIMhgKkkZeJMWp13FOWXQwiQrAadZRcgom61PUDqKW7lhvcbXl5OGUqRHM0mH6wPVqyfM/+RNevpxw+fI5/+Hv/C6/+f33OZ0v2PcD666jX3fsZGBHQAaPGI9zmaxrizunz8xaqDOgozYxjlPLyIB1IHXNar3lZ598yeKkofEf8uHjM3COduo5b09wVnj47Ixn7z5js9pxMp/w2ed7/uCPn/PHn7zmZtURrWOImjW2ZQzeAnCP282RH368mxjJdtyo+j/WQdUgRtj3sKstVUjfjJ07g/EOUzlOLs55/PgJbd3QLTdcfvGCy+cv2d0usTFqOYGoc12IxAkYMKSqYnZ6xuLxQ+oHJ4TaMthEsE6BKqcdOaxTlki363jx/Cu++PRTnn/5JW9ev1Kl/n7IApFHugAGUj9w/dVLNrc3+KqwAmB1ea3tD4utsBoQ6l5t8q8d1nsgaxtUNdZ7rNO2je1kwuxkzsPHj5jPF7Stdq4a0sDJZEZrvbak7QOrmyWvPv+Mlz/7KevnLzDbHS0q4+YK6CUl625IzuKnU87eeco73/2Q8/eekeZTgjckWzimujZcbajnM9rzE+qbGbvNLXE7ELO+uWBxaHu8/WZHPdnh6oqmqXB1RTSO2lg8hu4bipIrazmZzzEk+r4nxjS6c+boXw6/M2vA4uqaajrBNQ0YzS5r4xk5dGHiYEqVTXqwsSUhofM3U8RHD5mjr9lLKee4Y8YzjCelfEQztNY4SgcPSeX86jc5p8wUj8/sAUYfuJQf3D/uMI7J3VPsgTxf4oRCcRfJeiL55Pe3npKUwVgFd4zFVBV+vmBydsF+u2IIw5iIL/FGwSjEaBniECLDasPudsnJQsGB2WLOsN3RrbZ3wfE8lMka/PkFjz78Lpves98kVqvIahkYthXEBqJVfFzAO4O3BhtjBkMMCe1GYxwYV4JSnRda/55ZDxk4V3um7DprM5vwiF77Na/8Tpxy5IiXn0WZxsYKpR04OCXtJZNZZ2rJreTuIFZZJPt9x2az5ey0pZnomktDGsEy19TM6pomeabzlkUH28HhpxOqaq06BDGSdoO2MkUVrCWZXDICRBWFtamkhA9aGMmYMQ1RXA8ExCSiUTFhY5xqssREFxLbfc92s6fd7fCNx9UG44Qf/Prfpdtu+cPf//+xWb25+6x/ice3yBwQonUEDOz2xI3SlugjkZQjmZI55+33dzw/7uyER38v1uhtu16J7UwOrBJYUQEd7y3Tect0PsHV7oAe3ov1f95xuIwDEPD1i88/iYpmTNqahw/OCF3gegikIYKvFAxLgoIEJYOVb/qtjIjjCzn+rOM//JxAQspr83Q1DiQRJOGNYb/vqSc1dVVxc3nFy1evefh7v8PD736Pn/7Jn5KG4c6pDFqTOT+Z0A87trsdU2uRqgFridse2XW4kKiM0/ZuGVk3okm7wvZ1VjO+datfnZfsYwqlVQyIooioUv94q19jWfzFFs4dZsW9390/7j+OAp7fN3x3n8i963vrqQ/SPF/7sPLcDF9/1CVSNcpEsc7hvWPwSbNS2fBjcjVGNmJa/JlIQyCFCMlijQeEGNUJ/HfxqK3hd5++z6PouLzZU9c1r7/4gs31NS7FXKcKeFTxmkNiTQA/gYt3POdPKly7I+UShDFJkJfqeJSNQLS21NfQnMDpQ5A97K8UIHBH9k4MmCyon7Zbdi9vsCHxcD7lH33wAS83S16u9xT1dt1XTbY5b3f8vq3jf/+b/zMqVxH6DV1MvNps+Cr1LK0lOq8kMGPHtmJUDhoPbUPtK7wEKjsjbveEfiDs93gxGsd3kSTh0MYNPzqrY83RyChIh15XngwwRwiSiQBlcNV5OLAK4OBlHSHBZTEVClB5rbn7Nn3f0X5TJsz4ngNtGYrCZbZXY5lCBjjEkvrAfr3FtaLtCuuGSK79ZVDLvO9Yr1fs93tWyyWb1UYvIWmXZxOFSnLtYs6LxZTL9nzOP9kKXA2mx7jA9OwE87Bl/YMt/OtXsP/m9e0aRxDH51++5HI1Y7n8kP3ulBAaUnR5HMnGJatHkzsOgQqVZYaM1vrarL6esqSAyZ0ipZDussBT1OtPWnrC0JOMECTRLOZ89OE7nJvIfN/xwz/4Ef/mixs219dczRpud1tSbQkmsOk3xBhAIiZpJiyZgHEW4wRnNb9rKLw0i2p1ax/YmBISAypylaniMTIECNFw+/qWP/z9H7PfrfnyvYe89+5DPnr6gPNJhfhE1Tiezuc0dk47h9OzOVdr4ZOXN7DutKQhWlKSzMrLNar39zFjs+AWX99bEiOzQFt+6ZhLEDDKcugC7FKgffCbdMvP751b/SPrLVXbcPHwIYuTEyRFVlfXXH31kuWbK8JuRyMpO7laNVt8nwgk62gXC86ePOLknYf4xZRQV6TKY7zHNw3eVdqWcLfh5vqKF8+f8+lPP+HFl8/ZrfOzKtoiGRwUMRBjDggjfd/Rrzc5YFQ7mPp0515Kf/s7A2Y4gFXWYqwDX6kdtxbnPb6peP3ZFzTzGbMHp0zmM2pvSadnnE3mGFexu9nw5vMv+eonn7B5/hK/6ZmJpTaGyqg4o1bHWIJEgjH46YTZk4c8+Og7LN59ij1d0FWGZBUwKf5LTLlsalLTnMxpT+ZsbqbErocskOsyezIlYej2DNuOph2oJjXeO0QS54sT3rl4wGdXr78GNlngdDZn0tTEvlMzVkxgHq+CzeqMVE/N+4q6neDqRttdQgZzyWvcjIH8GM1n2sSxPzX6Svd9IbjjVBWQwFDU9jOIcOxf5QtOop0jxvebAjZGzfhnwAiUKn9/jd1zpQ7XeRR3FBsBjB0SDm50+dmUm8sMB3P0osNnChByWYRvWtqTM+rlNf1mS0yZvn6H8atbSYUKWqZuz+bmlu7hBVXraWczqumKfru7m2zNNzA5v+C93/gN9ljCYOl2if1OSMEhyeVSYq+YNsrYclbUL5SYy0RUK8VTysPUvjhnMEltWBk9Zwwpl1aMs8jkLiBH7celADXH9QZ5LRTQpgiOazLGYNR5RbUG8tgnk0tMEs4ZvHHKCrWJOARCnwhdR7/bM5lo+0Er2g0nmQT9oAwuqfB4ZpXDVR7cnBQGVpua5c4zJCH1kRS192Sy4MVhCvXUgMEroGa1BapB2QKmMGwsh25q2Vc34hVgTYZ9DNh9QG47xGrb9rayzJuKYAzvPPlVJn9/yo//6A/YrV5/a17gtwYOSFXRGUe32XG7vCJu9thtoVFEbBxIY8bnmwP7O4G/woBHrzly1I6duq+dS2eWERUitEnwdUXT1vimwjgHNupWNz6z7Bm+xX59/VK/OQDN0zifM1B5y8nJnKGLdPuB5WqrryjOo7lrMt/Crvn6B/w5V0cxUAe7ee8cSoUpvnKyln0fqPc7JpOa3XbLy8+/4NF3P+S3/pP/lC9+8hO++NGPjt8Ooq3CFospm30ixAHvLd5aZBiQfsAlwSTJna2KwvF420ABBgx1a6lqg/MacQtxDI7UZh4ydqOYTTqeNH+54y/Wg/XOO8f7Ob6Ku5Sfo7n+tXKhb/hcU7LFhy3LcECly0artWrmwIARjVt8bfG9ZRhUTb8kTUcDnKdGColuvUWsoTIzbaFUW9zEsXg05eqrJX/Fsehf+CgjKEb7Tv/g4UOens4ZXl8yj8Lt7ZKbyyvi0FHZNCK5MceyHh2PooM2PTGcv1PTngSCD+CVrasbaI6Hss9hs08nljHISQ6qEzj9jsY6151qsRrRn8nlHjGDSm7dQX9FSpZt5ZHK87sPH/Lf7r5iE3JtMeRn95ef43/ZI206+tWO28tbXl2veLPdcu0SYbrAVJ5o6hHfpPEwrWFaYectbV1zamtm3tFtN6yvlsS6wkUh9Yl1WEOXs+0JfQjOa/AZs9MhiUIpHOdiksNDg6PgHDUUriBhRy6fc9mI5Nff0Re4N64m/8+YUjfGgXGgTtS4mI7RBGd0AZbi0YIIGXSSRAMDJAYCjsHWhCqQ+sjQd8igrcz26w277ZYYAt1mmwNnLakwxuDEaacAa8G6PP/yGI11mgZ2WuJgFjXSG3xnSD84w/6jj7H/9SeYXf+17gX1pOEHf+tX+M73f4Pt0LO8mXGzrOljSx8syTgEFWFSH10tXnkChVKJOXTxUcez1C8fXpOcjNjPaKCs0oJ1nQmYATdtePTugu//2jPen9Tw8g03X33O51ct4iIff/QdHj1+xNXtNa8+/Sk//fQnvL7esKNm8DXJNRowh4iVgKHC+gpnHE1TUyIay4CxhlglhtAr47DSwNv2CRsMVdOwjz3Xby75g399w3L1CNzHPH20IOK4fHlF1w2cTU85PZvw+hL2vWE/JPohqN5A3iWK2v/bqHCF4pzypuHyfBs7QpLtgUHr+fMQSmbdhAH2RqirxPydv8vtz/7ruw/akksbHLPTEx4+fsRsOiP2gfXVNcvLS3arW0LY0Y6dhUowqO0LExZXN8zPzpg/vKA+WSCVJ3mLqxy+bbGuYth33Ly+5IsvPuOTn/2Ul1+9YH27InZ9FpHLd5OpWUWpvFDFzZFWz6jDICkzP7TsA+TQRuz4EE0oHGaoAxco7SIj0FtLd32DaSomVyfMT+dUYujOzlkvFtRi6W6WLL98yfarN9S7wNxWzHDUqYTSyoaNRhkDbjrl9Ok7XLz/LvOnT7AnCzpnGYyyhJBSw62mLBrBVpq1nJyc0M4XDNst7CIpswd05amgY7/vGPY9VZgoIAssZjMenF3wxfVrbYla2IsJmspxMp/ijaUPgaEfFJw6xHZfC5aN9fhmQj2dKmsggwNSEgwFzAFtqWlyjXlZ91L8tKPjnsvzNd/ryGSb41+NY5Xz9MJYduCkAAj51QkN5I4/spQM5D1A0kHssfhUh+sRVaY35Mz0/fZ6eT/I3Ve4c4a7paNFW6TsA4IG0NZoKU4zO2HT3KpegghDLrst245FhQmjoIKC2w3dfsd0doaftNiq0nV8dAWNKL+n2+1xIdLWLcPeMwwdMSSMVOqoiFE2WBS8yeFtEEhR9S5yaaAxonoVViEjMcqPV6w85a0yZctW2rYXYIRDKFIYF5LbEGbGhRn3kmxnRhpIym/OTtM42bJ+jctlh6OSbC7skUgfAt0+sFvv2dxuqWvDvJpQOUtMkZiEOIScQkhgtGyitpHGWxbzitOzluW+JknN7TYSd7pbJoQQPU4q3auiQVzEJqesPlvmiwI+ShC3uUTJHEARsYjxGCwxCSEFUjTEQRh2kWEf6PcDUSrtnlDYCt/i8a2BA+/93b/D6Xc/ZH15TffmVmvsTQW1gS4pWlMyTN/k54oiLDov8iKkTLajF41O3f1dNZ84ZYQ700CtgbpytK1qDUip00bRRnvkJN4P2Y5l6e5Uc339hfrFMBoTI4p2Wes4OZmy250QQmCz7dCCTTIluUR+5q23NTqs3zRod340HBpv3n/V8YlzaYbR2r4hDAzdoBk+KyxvrlldXjF/8gw/n3/9Iw2IC+CFyaxBpGba6AbU7baYIVCJ9kQuugGCOoemdCYx4JyKENa1wXvN7igwkA6GtXyoyW7V6AjInYsqQLIpPXGPAuy7ly+H58Xb68/eepjj6Sv3//SN7yl/LZTHsoHeZ4CoU3T/BLn2Viym1LfJ4W8UfNupsfYNtCWjt0ukjlE8CLKJjTBIIiC4NlIF4dB6DuYXM7arju31L6Zw/tdyZFRWtw3hg0eP+J/+9m8qEDf0VJVlvbol7LcgYWw7WOjCLo5d1vR7Y3CNoZoaXB0QJ6N4vnUZQDCMbYoO8aMqdpdY0tVQzSCdwnYGww7K1mZ6bQQRqgxOJBi6jqHfM03w3mSKO33IP3/5mm0ctB7VQjiq5fyrPG5evOKq96xuluzWW4a+g7ZSxyxpGYcKbora9qbCzCZMTiY8mMx40EwxKVKZiO8CwTkYEoHI4HvNhIUcbB+x9clZ3HHtqHeRX2AOIoBlwRx7kuleOcwIKOf3FqGZgqiNNrF8NeOXw9otA1/eE4+u1XCovY2H14yODjppYgIbkCDs+0QcIkSlr4e+x0piu9nQb3ekbg/DoPWkJl+rc3kC68cki5Z2uEqRKhN1Daek6FcEXCItE+vLFeZkjzyZcPL3v0f/T1+w6/qvgX/T6YS/9bd/h6cf/IDXlz3L20AfJ+y6wBAsGI+plKIcpdhjvT7FabNTJ0cslzI0BWApjxOrNh6Ts3Jau6PtC9HNwUSqmeHBxZQnj+a8v6h5dXUDXnAWHj96wO/+5m9yNl/w4s9+xpfL19wOO1b7FdHWVNMLrEvEEEEcEhMpDkiowHpslaicOs592mOtx2BIw07XcxSMcZC2iBisaVXTBehWt1xdWWL3AaurJf2bG/70xz/larXl4uwhpw/OeflyT5NO+OqrG4YhZc2S7BYnxXcOplxyEGNwoxtw5Hvc3Soo+0UqSupiFCwSdF6FCFZblN1dDiUa1ITJ+cOHPHz0mLquGVYd6zfXbN5cMWzWuBT1UeSrOYD0mo2t2pbJ2Snt2QnS1ERnCRadA8PA6s0VX/zsU55//jkvX7zg+vI1+60aRCuqPVKWdZTi3ptxaYkk1SE2xwscxBa9CDXGckCYRltgyIGscuD1ZyOIKKhgymfHSBwEM/Rs9nu6N9cYETaz11y3LXUC1nvspqfaRRbJMbOORpu4EtB9NKDMWb+Yc/LkCQ8//ICTdx7BYkrnlVk2AM7oyjCpmA31W6yzuEnD5PSU6fmS/WpFP/RIiKO/UcpkYwiEXll/Dk/tPTJAnYUYk42jifLW8uDslGnbIiFoVjXkcttsOo9NbymLMNZTtROq2RxTVwpO5nGL5MDRljWtxrLkagTJ7Qe/vmFpNlkz8sXE3n/Vfdf32PqOwpxlnmT2jCmR6NH7rFXWUky5bWkRtytLoNj3oxg+TzzuBP1HYAeGQ239nSs97CWqM2XuVK1pfKvObzKC9w31bEE7PWHXDaSgfm8qq75cI2oOBUh9z269YnpxSt02VJMJrqkJ/W58/ZDjz4fvvsfk/B0kVYSdZbuF/c4Qe4+VCQSLS+orV8ZSicERSKLAKEnxbImGIH3utmJJySF4JGVND6seUAzKALK5AwkoeJPGcXNaCpCsliqUZ5TptxaXEc7MrjE2s3INkAPvEoMZM65jBRoOJXyDOLy1LLeR5o12irIOnLdMFi21s/Qplz9YIcqAlYAl4kwk+Qq38Fh3Ad4ynTbw+oorlsR9hBhUKNPoGhEsKSZlXeRtf3QTAMHm+NKMa260wUk5QRFILuumRIh9pNsNhC5gvCeGzCKSQUmT31LS7lsDBx792veZPDzjxZ9+Sr/ZqFEr3PGR/mPA5Tt7Cz0XDv7W151CDsHzcZA7bnZHqVlrQSKFjOusZTqpaacqnBdJOKPOwp+PxhxCwYLWf+2ieYuRk8Pm7qwwmVQ8enjK0Hd0/Z6htHUcaVFHzu/R5/7FD7l/aXm47jrBx/eSsq/d9ZGuj7TTivV6w+r1G84fPeTh44c8b1v6/T6fT6kvF49n1NMKqLAYWlMj+0Da7zFdj00Jk4qgIAcmUc6iOgOuEqoGqjoLEY5qUHrhInEEDm2eQyNxZLy9e4BH+Z77Brz86S+Zhy1BIfeD+LuQQdn4xk+5N2f07ynXZB3+VnQcxucz/uV4DZTf53vN2UKlSuq4Oa8MAtuDtemgkHTv2o1ozXcM+pwkt1ebnk2ZXO7+ZoMDopmaspmvtlv2+y3dzrOKgll3XF9fQuioyOLyNs9BcyhzFgfRg1/Ao49qZo8iyXajOP6gbLIDWd0cHoGRAz3TosL4TlSQcHoO01PY3UIaGDMCusnlzd6BmERa72Df4yaCtA6faacOSClfyLe1I3zD8cC0yGrPVfea9XaH9AMWw9DtCbbGVROc9+xlOIB1laWdVEwXE6q6pm5bPAlnIj4JYeOJXSTQI8OM2lfs48C+G4gxB5CFKWDtIYAf62PyUWpaj5w7gDuGYYyrbC76Iz/0+/tJeRp5DStT8cCzvQ8QjLs/R45k/iGZzBgoL8+TQ9D37CNITzKWfhK42nVampGCtvzreug6GIKCHMYcNHpS1IynzRwsq//wwug+RtQJq6pD9wfZksIW0hmTR6ds/y8/JFyt3rK9GB4/fp/3n33E03c/YDA7vvjyEutahJpuGBAijbNYbzUALQ7xeK779Cgz7tlq87KYFAKFeYOQMu1XW0BFzTBl9oAlEUU0Y9VAez7jwfkpj+YTXN1y1jacPzxne3PL4vFjPq4aTl5est72nDx5l6ELbDZ7+j5xNr9gs9kxdInFdMG+6whDTzIDHku/6xhipKoM2EQcNgRJCIEYhG6/xjQWbMA0htpWLOo5w7rjy0+/5I//9Z/xxesl+J/RzmZc3wYqP6dlQl8EYJKoO5h75Lnc5jGJjLPw4Akcze2jBybZn0pHwZc1BussfQxaP+yEKIKzC/z0HcL2xTh9bZ729aTh4tEFJ2en2ASb2xWrl1fsrtfYLlFh8Ua0jR8xAwPa2QZXUbUTJvMF1WyOZOZTMrDbD+x2S55/9gV//Pt/yOWrV8qOSRGXyr0qK0CiXrd3btwdFXyMY/2yHPuAgBGLz35lyu0Hx3IX8po0OXA8qgnXxAkH+z+aA4EYSWGg7zpMjCxXK3rrmYlhHh2NWGZ45tbSYnH5M5Io7TtYg51NOHn2lCff+Q6Lp48w8ymxdvQGBqNMhShJAyK9M10x1hBEMJWlXkyVPXAyp98ukaDJgbH8UYQUelJSwNtbj/UeSfD47CGPzy746vpQl2yA+XyO8479bsvQD0gOkF15QR6yYvYMFl9V1LMZ9XSqpRjOAl71Q0qLwTKZDgM/ztsSII+JMns8l9/ior6NTXz/NUfvs9aMSaBia0etg6xXI4CxOaSMRfFAOMw08vZxAKkKwFHKpHTJHvtx+aHnSNBlFsrBFuo/VQyyo7Ogw2VyPGSpqoZ2umA6P6FfLYmh43gPKlthKtcoEPue9c0t80cP8W3FdDajm83YbHU+lMNiOb14SD07p+88w17oN4FhG7HiMuCpW4fHUmFovTCvDd55upDoktDJQC8DzouCDNGQpAKEyjp8pUy5YdAaVudUvNVaBXxTTAqGZpHII9WCw/qTUpJ23+PNQAy5ZJZsN4I6Y9YogyCJISUhWi1Bi9FjaEE61tsB7/Y09Y5J0zBvZ3hvEOkJaEccm5+UGCEyYK2uqXbiWZxOGFJkuduw3KkekPSaABBntOOQlH1Wr9mZw3UDY2mBZMpcAQMNjPmDGCElRx+hG4TdTplBYeiooiMMqukzJCH+Il3P/pLHtwIOzJ8+4Z2/99t88tULbr+6onu+hHVferlgjMt0qrcAA3eOe8HU1wJnDh72/bGxh8VcRl1rIRN1U9HOWuq20XY2omJsMdPaFPx8SxB558py/Z8cBA/1F5n2zb1LMiA5S2BQQcTZrOHBw1P2fcfV9ZoUyw2pm6TOE/fP9Bc77tjqn3eeYzDCAJ4+qijGdD4l7gauvnrJs+9+l3/4j/83rF6v+PG//OdI6CkEl8m8ppo4GAwOh8eyz+12TBi07cfRJ2DBxCMD76CuLHVtqCqjbVKOjaNoy4/iI6UcKBjJozpm58pqu88YeMuY3B+Fcbzvvui4Z2v5eUSa3zqSpS7r6JdHNSIFMCB/nGDGhOPBNEZFRMtgHZ37EGSUbcgcxoSEEZd7h6uAi7Nq/AopZXwI5QOjOt9xGJAQcNS5QUxSp+wv1Fv0r/4YQQ4Ds6bh+x++RzOpiDJgsGxub4jbNZUkzX4d2GcUHXyxOo7Jwfm7not3wU06ZQfkznfe5ydRTNHoPDCSV4wVbMqvU9YdfgGzB7B+rUlgFw8xfumWkDzYCLLdsV+uSfMZJ9OG//h7P+D/9qM/ZtcnxFisxG8WmP+Wju9WZ1y4hm3Xcb3fs0QYXI0xFd7PsHbCLkUkBIpGgHeetq2Z1p7JpKGqKzyJKk1oYiK4mmHXM6C0Rj/UuKEnsaUbBmIOgg+dCtCvJreDKCCBIVP4OYAJ5bUlKDeWkZp4HHHdPwrAdBTzH5gAObg9Bg+M1ReOjIWCMh3vAEfvGa/HHM5nDNIFYumhmXJ2MIneq83nq7z+S6Uuu3TYKQy8zBaweQ8x6owxaF5NaguDhWUP14H+eiDtJNNRDtlFUGf7w1/7Lh/+ysf8/o8+5c1qwvW14/bWst8aDA1IhZh6rMowJeDC5Gem7kWxUElsdgjNeYxKgwABAABJREFUKOSp8jpGOxtk4MaidcJatREVIPCGYCq6Tcdut2c7RNaD8PyrF1xdX3JyOueDH3yP7zx5jG898fETzpoFTiy3yxXXyy3t6QWxG9iudoR94p0HT1gvtyxv1zhnGEJkvVlhbMRPJ9zc3LJe3nK2mNL3e/bbHV2/4/zxOZttx/X1mpASrrEEDx88eZeHszPids/Lz1+zfHHL9eslQ9VStQLVjPVW6b1NVYPxGJdDMIEUzRg0FYVzzUiZbCiOF/1hAusUkhGbGpXbJdFm9kCMFQMJ2z6lPvvBCA5QprVzTOZTTi8uaOuGuO3Zvb5h++aGuN5iQ6TG4sfiBgV3NE9ncE3DdHFCe7LATSdIXZGsIaRE13Usr29YXd9iIzR4tWEpi1Ei4xpLIrkraBa4K/+lEqqmPM8Oq9AXFp2I9hWH3GIxd4TI2WTJZYmMLdr0JHZ05lHqr5FDJ9SUqCO0AhMRFlbboE3E0GDxSTA2ajtQUY5TshY3n3L67lOefPQh50+fIPMJoXIkZ7Q3u9FrCklryw3KVjOZnp6S+j2uqajmE6ppi21qwtBlmrwczFhSICP2PTZOMUkIIVBby0kz5SuOqrDQwNxZy5AiQwrqG5uDCXNG5VukPGXnqNqGZjLFVBViHZLsoSSI/CZDrvvPjAxjRrOsPJCDn16YuuUziv+sc1jG7zmyIKNtGn3t3MHAGGwO8VMGGk0ubVC/O+Wg2uR2czJKV9lxzzj2r44+y2pWWlnHEVNYJ+m460Eug0GQLNKof1NxUEmSn6uMfqoptjmPgDhL07RM53M2zYSh2yGSxjHKHQEprpjNQ953e7bbFdP2nOlkyn5+wu52o+Vn6GuNbxBbE3phiJbVOtCHGokRiTWkCpcMLhpqEjMfOZ1YTmaOuqkZjGUwsBkGNsOAryvWu571plPBVgTra4xJWTtM8LXJWfqEy+VuWEjJ4LzukRJl7ChcWpOLCDHZQ0kBGvRjTTaBB8/ZjIJPylQTQGzW4sm1/glPFEvCMYTAdtezXK45WdScns5p2pbG11QVBBewkogSNQmZUFFvq6BJO7HM+prptKFtdR/uQ9L5JWptrFU2BNbgkmrZqR3LT9KV+9HYB9FIQctwcoyDEgtDEIaopUO7/Y79vqaeOlIfGHrh9OI9QoyksGOzvuWXfXwr4EDd1JyenSCffE53s0FW+5x5MarZYO3BtL0NGCi73OhbHS1Zc5gcI7Y+TiRGZ2s0dhmpQQRvIpPGcXox5/TBKdWsyX6nEnhKbd9BAOVthz7kO4btbZd/7BiaMpmPXiMJZw0nixn7B6fsdns2cWAsvEzmkMS64xMcDOOd77/pUscwVPLiO3r5HfaAoCZHEWHtaTrQ9YmuCzS15erFC/7kD3/IYjHh2W/9Hl9+9gnrrz4nEfGVV79WEs4q3XUYgrbIiUGFy01mbvB1gNmgPq21uZUc8XgER6tdrrig0JLyczt+DtnI2KKjgEFSUlpZ3qDujEl52zFt5F7pyp3uFfcviryhlblj5O4zI4sqjTPmcLVlJmX3+ej/xeOW8VpHgZsS/5RSG5OfnUYU4/xTypWKOTpvcS7gHOrBmIyrmcxuC3lcBdIQGPYdyTqsd+pIfVMw9TflyA4yYnj/6ROePX2MX7RMfA2vlqy+eoHZ72lgBJvKGFQCIVvCIEK7qHjwzFPPIske1g1WO/ONrQ9FqXYE3UBKPCgml5znOM0asC20pzBZgNkeNnnHIbns1TwSY2J/tcIaz+njh/zD99/lq9sr/unnnyPD0Xr+KzwqVzFrZiQXqHsQNiTT01Q1vTiGnSFWWhdM47CThsXZlNPTKSfTCaeVsgYkDjiJtE1NiFDhCGhP8n6I+L5TNeYQiWng0Mok3689CkCLIqQpDxTGGiVg1AMYFfOLO61OI+k4u3iPulb2n+yU3dXkPKzl0Xgd71VjZMGh/mS8nsKAOAL9jtkGhwvKkydPNldD0+SJ5qEP2Q4IMOiYDHnyFYaDsxhvkagBkrEgxsMywHVHfLnG/+pT/MMF3T/7KfL5wcFYPHpAtaj5Vz/8IV++styspmw2M/bbCkk13jkiHuNateVWazCtrbMtdIi4HNgFJKlYo+TOBBjNmhq0/nKs+zVgjeBNwjgVdErSKQXfD7RNyzsPzplOaq7erPj8y+fcbDa89533+cH3vst+05O2AWsrJrMFcYCH7yw4f+rYJqi9x0XwyWSdkAfEpPW9Yg0SI7aCqqnohki33dF4h4RAt+3YbNecPDhjvd2zvFlhEHzl6E3i4cNzzpuKP/ujL3j56QuWVxum7QW9a1E6XFF4z4T5krTIDmKKR/OG0ZXJU1YDm2QOW8/oJOdfjhR8W4JNizExTxN13AcZDmrtkAXCDL6qmJ+ccHJ6RoWnX21Zv7lme3VN2u4yqJpwuUNB6eatJX+OajJlenFOe7rAthXRO7WDVuvCjRgmvubjD77DdTvj5vqG3XpN1+8JSdt7lrWmcb0hpiJ6lvJYHFrQxez863Yu42slw09HcShw0JIaNzyK/dXAUjvBJJ1vaPRlBCpjWGA58Q0nqWaKZWpsVnJX3aSUhCEz/IKv8Ys5syePePTdjzh//xl+PqOzEGyuYrJ68oMORzFxCnw4Y7DOIOIwtcW1NfV8hp9MiPs9KYbRLPlcVjnsduxXa5ppi7UtQWIeo2I3D5bF+wpJQoiBIZcpZC23Oz5qOaz3NG1L3TQYa8f5VMRYSyg/JsVKAGts1jSSPK3N+PyOP0afY/Hl75pT4SACaChmOZ/PmIOwm+RsfTmP5K0h+4kFtIg5FhCRDLIYDWhNBhmsYyzXLJ+BIWZm5yGAS+O61fdpuUJKEYwbwSqOrg9jlNlSfMux447OZ2891XRCPZ+w21Sk0OudCofg92jLISbSvmO/XDM9O6Oua6pKa9/LdpWs5cF3P+bJ93+NFBpuN8K6s/RDBUOFBPXvbDI4iTQuMq0clYNJ7ZjPW6bzKX42pzeW7RCwteV6ueL11TWr1Y5+AEO2KxFSjDmLHyE5RCoMHmutdgyxjMw3k+1WMlpCUfx1sMpoOI4T7zjojGNrJM9JIsnk9sGpMIojIQlDsgzJs+0G1ps9q9WW9XpHfdIwqRuij+xCIErS/cpEjLNUVqd5tELbWvq+YjatWSwmGIQ4dIRBoDBRbO5+k3R/V40vyToc9jDH896dp+X4vQBBLH1MdMHQDLDrEsvbPXVtqQ34hWHSnPC/+Ef/Fav9l/zsp3/EP/1//p+/vnD/LY9vBRxIMTHcrJH9gO0GpUWGMjAmi9EeedLkn8vqL8chEszf582vvG+0MHe8MzA5uE85qEtB6+WcMJ9NOH1wSns6xdRmXGjGW2wqmd57wd2dOPE4SJTxu0PFVAnMjt+aMyVGsuHUzdlYh60d88WU6XzCbhfUeTr+4DGK/IZgoPz+iNp018LLnS937+fob6Zs+PrHsunIIHS7nqZq2G+2vPriCzaPHmF8g61rPZ0zTGbNWKMZjfKzhzgQraiTSsIWONpyQFwdChg5g/HaesS4gmTnGmY5hNAlvMZqK61jTYfjZ3E3mNdOCuM4GZOrW/Q1ig7rWI4bw/h+ORjzO2NmdIMvmY/8pxEdN4d5Wh7JcbZ3dGUKSm7kEKzkoEGXRBpF0jHHoEKZoyOHRbPPeUNUGp1SEFXYSbDOYJ2MtzYmN4szmkRVoUPEx0xhF6WrityJjv5GHcdj0jjHfD4juYSLEYkdty++YnN1SZPiyBgwkVFMsEoglSLYVWt48Ew4fRaRZhgDloJt3mENFCNvs2ae/fpFlWdvK5icwpPvw9LD8rnOB9dDHWHIdQrWZpd7syIaS99OmTxY859++AHLfc//+NUbLZ/4q60qQEIkbjucr6hsjUkbAoGAoQsdPYahzR6113txSagdWCv0ZsAOgvQ9bgikpBkp31gqLCSLdYEuxIOTlQJ3FCINjG0lSoSEO0yAY5AYuAsKwF3Ab3zR2+5Wv4zlByZzbu+/rziAx2+7a/nHN4owbrclOj52Zo8LfqXQT/P9eJevIU9AsQdlzNJ7ypRWkNnQeP0qKWGrBl9Zgs3UfwtsK1ga0q89g33E/osXRG71iivPs++/i51bPnnxKUN4l+3aEsMp3lUgHjEJ7zwY1e2xUmnQKD5nS4pzpjbOaRhJ2XCPmXkpJUTyWiNirJBkwBptqRWGwLDfYBo4XVxggVfPX7N+8ZIXr95Qz2Y8ff89LI5/8y/+R65vluBqhiGRaGiaCbPFgtdXW+rJlPPZCY333F5vODufsziZEhjYDR3z2ZSzpuXN5YrGeaaTmtgNIJbT81POH53TS2RxPufd9x5ruVEFdaNB3e5qT7/vib3Q1lOms1PWUrGNEKNFxGO9UyDCiO59MWWAMBIiOJ+1Avzo+GjGTKx2NChsxeIDjVt/3iXznLIZSBv1fVIkxLvggDEGW3mqWcvpxTknJwusgX69YXd7S7dZk0JPRSTnvDWYzj3jxViM97SLGfMHZzSLWS4n0P3RGstisaA2FSduSi1we/aAly9e8ObFK5Y3t3TdjhiHnLHTvTBlYbIClNuiOO8NMYaxblxdxrJQy4Z297vRXOQouNCPzbFPmUXPbMrtbTF4Y2mM48zWnJqGBY5GoMoCp0n7bhGI9Ai2aZk8vODkvWecPnvC/MkT0smUzlt6o+0eY35kqQBD+fNTKYkQTQConqmBqsJNGvykxdRVbntocuuzDBjFRBqUOZD6gBkizhp85Zg0Ld46+tyKWN0cYQiBruszQHc4ijtQ8lKB3KVgMsPWDdGanFsQIOGto8TBB6unKvXW6cgXnYtROJqDj2KkzM2kzFprcN5jgBijZmWNPntrzF1/T0o9fhqBAZGkQaVERNxoa0wGBcauJJKyVo0K7BWGThHEK60PTYlJil3OzBJbmAKibRKds5ioNfUuz1XJ80Qp82kEvQTJ2mYKXFhRcAsDpmloZnN8c0OI2/Gjj131WJ6RCC4k2PeErsdWrXbc8P5IXNZTVTOkXpC6CbVJWLtHPBif91YC2Bqs0+siUVtthTn1hgcnLSePT/HTKR0OqWGz23G1vODN5S1XNxudSyGy23Zs9gO7/ZCZFl5ZLcFiXYX1XrUxjMeIo5RWWJKWpxijgntlNon6wao7rLOyAEKSf05ZMFFQTTeT7aLOUGFI4KIhZEZdHw37XF423XS0U49NCYkHENLlzI5kEl4lMK8dqU2cnU3ZDXsQIQyRTRdyotIQJZFVOnC29BWRMl2zmcoJDyGzScihsM7hJJYhObogDFHoomeO0a42fcRHAwGqasFJ+4yh/yO+jeNbAQeGfceXP/6E3eUtadvDkNQqllSlWgMOLaeO/sGxt3847vtwd9pV3X+j/t3kiWREF6j3jnY6YTJt1XCZLGAxZuEPD/EQiDJOtuOL+ZpBLSqplODTjEqux/F9oZho7YxSyXxT00xanN8QEBXpSGZ0ZjV7YJH7EcF9wOAeMHD4Tt4yfhysTjaeow8NJIma7XGCI0DyGO8gBFLQDSj2/XiuISoNWPpIU9d47+myCihJ1BCnQ3B1nF0XbzGVti30jc1aAyYH6sUIK0JfgAwEBSMMpFBa2ZCz3Jk5kjLd64iyViiJeUgBjgT6RjfiKIAuztW9sR5Bg0O3BBmRwMJYOMQwB9qQ/iLl95scKNjMv0vFsSOLeKVD1r5oMoqVcW4UhsAYmCQy9S0HGJk5YLzFeoPzh85vIwGBwtZA26j1A3WS3J4GEpERxP0beEgmFUYTOXuwoF6o2FIdW5Yv37D57DnS91Ro8J08mu1PWortJWd1LJw99Jw+cHgXxtZgJsdnASBmAXwOgMGx+ZISROb1Jdn0GaudC6oA8gC6K9j1qm9QQIoSI4pRoCbsO7bLJdPNnLNmxpNJAyYcCwD/lRw1lt8Nj9msO9Yu8irs2clAT6ALhj0dPYKYGhq+Pk+SEFKkI1BLQIxQS87SVIYkOriSM7uN9+ydzdTV4sCUm82Z9EwZpdSuqtd793Pflga7c/y8DeYtL/mmv98HB45pUam42doRhwy44eQAPowgQb6H0Wjk1zjGbCMpHm13R/ueGKxotiWSX2cETA5Eiz0QwLcgNdaf4KVCXq5ymJMvWRK7fsuy26igk/QU6oxzDSEaQuiw1uCTwVHhXKV6JUaptRhU8K/UI4957ZSd+iKoCiKBmDpIIbMIhCF0uj9ai0ivNngYuH1zyY/+8MfMJ5btzTWu6/nBB+9TNTWXl6/5/NOf8Sd/+gliKlw9xTAlUeF8ze2ywzrPbDqn9TX7fc/kVBkuXepZb1fMZ1POz865ulwyszVnJw2zpuL161tOTk45OVlwtX5Dc9ZwcjalbivOFye8+/QxjRfak5oPv/8xly9vsfE1QTzJN3RDJAS1p8rgMGNAagrLzVkdr6it8MpUl8EcUQZibv14FPAeTwcDJqurjwrqRqnMkiqSqagf/wf0b/4HSAPGWmxd0UwnLE5OaJsWQmK/WrNfb0hDj9PZc4SP6b4aSURjcU1NO5/nkoKGzhsG9Blbq3oA9aJm4ScQEtPJlNnihPOzC65fv+H6zSXL5Q37/VZpsrml8nEJQSp+Wsx+QF70go6lZnGV03BskU0u5NRgXtdZoWUbY7L9zs9AtP7cGas0YhwTHKfimYmlEVVxdymXH6Cigp0zyLTBnZ9y8tH7nH7wjPb8hDhr6ZwK9mlAZ4/crlRW7tEDNEo7ToaQBGuh8gbTVlSzCfVsSnddk0yn82ZcVUIMAykGUox4gcZXREmcnZxyvjjh5dXlaKLWqxUTZ0ffwWazEzmw2EaylDEYX+HqGlM5ki3Jq+zjIjiXGY0m06OTIWX/y1iN7OSevkvxWTRuToeEf0J9xmzfjTHEFACL9X60k4fS3fLzkS+EHK2N7Jc5M/7eGqN09kQu9U05q804U0g5wMuIv7WiuhLl+k1mfyQZ10dhphqj7KeUy1jEKNChPLaDI6WvtQf2SFLQ17cTfNMSdirqeOTu3Yl0HNnG7jvCvqOtW1zlqdqWnVkBUFWOB/M5VgKdUT2MPkRSVADDicficGKoDUycYVoLrYOKxKR2nMxqLk4q7Kwi+IrgEtMTy/y85uxiztXthv1+IITA7e2Km9slq/UeCVryu9sGdrueGBIxdUgaaHyLNTXGeH0WQYXizdhuUv+llAhB/WptuwEihdF52DPF5o4SSQ5ugMsQVjIM0bKVyKyxhGTYdYH1ekd7U+GdZbrwzBoVJ+wNBIOK5ksPkqhsxUltYWYYUks/zEEgDJFus2Toe8RYkvU4sRpPWasdDKSwnPO1il5niSMNJaQpsYfB2grjBEwkxESKhjRAHwWCR3wiBOgGuNcD5Jd2fDvgQDfw5pPn7IcA+0x5LIFdYQ28JZ7/2u+OY/2jPx8gmPLFFGt/MB5GB80bh5BwzlJVjnbaUjU1JhvHlDdaZ/LPo7J/NjcZKCgKk8fHofalBHUHI5VGmpP+1mWupyBEm/usYnDO07SWs4tT1qsty9utXkMCnDrQKQMp2vCo1CrduZC3+rbfRDY4ONPlfUKpb1dF2VzbL5aUFKU3xuCsJ0nChoGv/vW/YvNS6xZd5ZmdzrCVofYNk6aF6IjDQBgGXMrAQPabyxQYH7NLuAp8Y/C1GRGEjAGMz8NaQ4j6jKyokbU5si3U2fHlmYGh4mijF671TyIqjlKc03t0JVOYJ/rXfA1SIvNxcIU0Gvcy3pKykSroAMd/QwEFk7d1yaCBGfEOnSEiiNEs39hGHHNQ+01KSzaooRxb3Omo5Y3OIqIUSYuATVivAEwdQLq7ZcYmb8wmQtoHhm2H8x5rK5wxnL+34PbLjSp9/w07Cm21aWoevP+I+qQmpcSwHdheLkm7PU12J7xR8fZQ5zer7ccPIFODnwRmZ2BdIpTygeLRZWBgBFeO4jjgQGbKYICNB5MUReO7egGTh1C/ht02+/xyN8YtaoX7sKe7uWXy5gT/wDOJkdY5tlFyxuWvBh2wWJ6ZU6IYdv2WLQNLOjbUBNMSxJKMVZSltTCtaWY11aTCOaXs+qhMAiMZEM3rGePA+9ybWHVJKlPhrCd6DSS1jvROBP6NNu/nHvf3laKCFO03vCEfZcqXuOPOnnW0DxXed2YnMdqA/JroDz9HUCQv39MREEqhH4bcpaEUm4Z0ZMuynczMq5JPRIxmQQSlW2rbEqU1igVx0Am4QLra0v+kg7SF0ybfYGJ+Nuf0wQOWW8HXJ/S7KZu1ZdcpRTMFRdhkgFTlOu+k1E6tsdU9NKWkbbkgaw0lDHk/sUazMwASkGGPhJ5UapHjACSCg9pbqtoTJLFd7vjJn/wQm3pS1/Fr3/2ID7/7HcJ+z49//Md88cXnDF2HdRUh9AxBSKkiSI+IQ9Ke7arHWY/zNZe7JdWtoY+Bvu9xXnDmM8I+4rRChto5drs9VaW6GeITW7vGt8IHH7/H3/87/z6vr9cMXc+ibpmfXfDOe++ye7nn8rKjtwEjldK5Q8R5h/ECQ0ScZNV8g3dKcZcYSViiGCRYkhFS1o0poK8p2VKOWloZ1ZpJRAr12WI0y2ksxngwHjd9puuOAeMt1bShnk1oplOcc9AH9ssNu9WGfq/CgQovqQ3NXk/ekwxVO6E5XeBmDcGZrJCubBfB6p4oUNUVpjLUdUs7P+Hs4gEP33nM5YvXXL58yfWbS1arJftuD6EvPUrUn0o52WKzr1USJxkYa6om36uM/ldxt4XynoMfoCCBya3JJZeygMdQY2hwTPFMRbN2DYkKwWMyCyb/MwZpa+oHZ5y/9y5nH79LdX7G0DjEZVZi0EyhNXa8Hw0MS0JG/USTs6bYzAYQsHhoatyspT05YTddai/7qIpAldFSuCAdsd/Q7Vb4RYOIJ8WAM4ZJVR9sVsmGI8SYmSpy8D+O/TIdYIuravAVYqw2WkGwJmJx+Ro1kTN2ICnOpVGjaZzc8c1KMk5yHJAyY8BaS4pCzPbDe5/ZB7mcpPhVR+cxgM0+3ajRJYwMgHynxNKOUASxFu8dtvKjkKNIRIJmnnW+aelGHJM6aQz8Ic9FIfvmjHXnNmcLCoBlnaeqa5yvMc6p/UyizIQMpjD6rrq+60nLZDalX3kkCwuanGwuwzrO65Tou47YdThjaSYt7XzG6uoS9iDWMjk/o24m3Owj612v28pgsKnCmwaXPJVYZlVi3lgmXmVo6sownzXM5y1Vg+4ZThATcN7SWMOJb2lOWmKEvh84XZ7yaLNhtdqwutlQe8/19Zab6xWr9Z5hGDBE9v0KxFP7ibILJGVmgLaQSlh81ssy7igmE6NOagb5MjdWS6usJsAEyQlDMM4SrcFEwza1SD+QNgI2ACsQR+NbWm9pvMN5fQrJ5nWaIgwDpgKMxxuhcYZJ62nrSoVTDYf92+TSQVvKg7NXL3kNJAXPhQKcqX5SyiwyMBjrMdaRLOzDDu8CIVj2naHpHa2dYKzQx4QbtZR++ce3Ag5ISoRNTxoiaZ9TlMaB8UfAQL6h8b6yl3wcEb7N+Rvfn7200WiU92QaR663MpKwAs5ZmrahnTTYSjeuZE3O0mX84hiMsBrQ66I/OKZ3A8d8HVKERiDlPr0lk12cxKLMKagar8mUP8niMCcnc84fntP3gd22R5xuZmYMAoW3tYIpl1Du/Rc65G3fa0BaIhO1eY4YE30XSSER3EC321L3U9r5lHY6Y7++wXktjwgpq1c7S7fv6PeBOCiS/TWix5GjbqyyOnxlM/Wd7FgcnGeT9RCMiYfnLofzGY6YD0kIuaRkdJ0yElkyaDGmLGZzN0A3dxCJ40HS52Wz337M7NCpq1S/EcE0Wj4Tk2CibvpJVHVZjGaKRvDCHIIf3SNE1dpHQZoyYGbcVCWqZgXoXLXZEcFopsJmmoZxhiQBjBq+qjGEIIRM6EhHZdkmAgnSkAi7nnpSY2pLNJLVif/mHIeNP28G6Hq73t6wiC0XfsF+tSXc3NLGSItgPZjqqDwAwEF0EK1hcu54+H5i9ijQ1zIy1kvy2iTAH1gDkrLNsHmGlEcEI8tD165qsWJy6fEpTB7A8hrSRt/n82u7co68OcVuT3+7pp61/N3Hz/hyH/nvX70o/uQ4Ft82TGCTqvZ6POoeVkotdg6TvIKtzkDlqRYTpqdz2ukEZz1elHLtEzRiqEUpdySbEfFE6HtCiAx9JIWY14XFpHA0uOVifgk3VE5XWhneudmjXxVV+fG133Sio2NsgUGJt0Eih3KCI9CgfDVJX1POWXbmLCioCpdZvdXmPxp1QmwSfLLYISntuDCiEIhBey9HPb/6V1GBhtc3MFQwE20xnG/l0dPHnJ6ckepzklyw7Vr2QRgkEkpNrXOYLEIWYwYojSAhU6QJY6uwJEovNzbhSCQJGGPxWnxKSNqNwZoCrML8bEFVaxu2eVNRVY7lZsmmW9JtriEOPH33GT/41e/xztPHvPz0c/rdjtZ5Jk1LTEaHzSTVXLENYrQ/tDKKLSI1RmriEJHUaY8dk0gxUFdTrIN+v6ffd7TtFOcb+mGgCx2DD1SzhrPzc87mJ9y8ueLly5fM2ym/8p3v8ejxE14tXnL1Zg8pYn2FNRFjO2ydM0ZOmUkSkgrCDjkYRANEYy0xqf1NWXjXZyp5IZVgNBM6DlzQ9x3yJ5Lb/2UwsbDpylSvPM1iyuR0QTtpMWgZR7fbs9/s6Pd7fA68jDkkSbQsT0jW4ict1XyKnTQkrx0orHOILX3oFTCKSO7vDcZ46sWMi0nDbD7n/OyMy/PXXL56zdXVJTfLG/b9XmuAjeAkt1Ij4Y2namrqpqGu1HI+efiY2nqMCEM/MMRBEwDZOqakgtOSIjFEDb6TBoNJIkYSLiW8QB0TdbK0GKZYGiELMVrVAxBDyftrz/KKqp0xPTvFT6aYypN8Dko0UsUWZqYpvnzJGqpfeKyfLdaAdUQRBiPQeuxiSnN+QnszJ27WpM0wdmbwqD5B2G7Y3TjwjsnFCdPG0/eeDx4+4Xp5y363VzZJ7syVehWXLDIuBew+mFeDcy22qqHyiFW6vyTJMY36i5LXt37VDLpJShM3jsxkzIBlLg0o/nLR5ylz1Tn1sRRQijixSs/O4Khep5aJalJkNOQKsB8jHKYAQwYhYlLQLHwSQp/ou56+HyAIKQ5a4y8JY0RLXGLeh1IipqiNBZNk3y9/TA4GQowkI1ifg72cWWgmU07Oz3n48DE+P1PJW4SM16oMAcl+ZFVPqKcLjK8VNOWwv48lpuMTEmQIxH2H9B1OlG1VQBQx2laz73vS4IldQILFiMdR4XP5QOMMTW1oaktVKTAwaWqms4Z24nA+0qU9u04YCESTS9us4K2nbmsmE89s0hLCnKHv2W521HXF6nrL1dWSq8s1q+UG64Srq2tWqy1BemUQuOzvJIsxNQbPEARjtUzC146UhJCU8amtMbMNygxPh8Ma1TpJVVl7WqpTwNYuWEw3sPOJnQus6x37dUecKDPGTy21NwSMnjcFZb2kIW/nlto5JlVN2wy0tafyjqG0iY2QxOp8FfXER9Qt2+JkMlBPwPqgdsig8aa4nIdSpkrCkpIhJMMQtA2vCZHGe2zl2YU9Dx89oGladrstv8zj22llmB8aQ8IEk1W7XFmpOlAlCwOHYPEo83/vdEc/ZFf4mGdT3kt5BrqIRxDCgPeW6aSlKawBA/GYdo1kK6ndC0a1TJOX2XFW+ugyZbxCk9XOM6KYNyWf26ikLLhkrcv15XrhMQeoVeO4eHBC6Adev7qm2w8QTe4LqoN1YCLcO74G9/6CRx6z8n8Z/1+Mi07WmAwhRiosEgOb1ZKzB2c8evcZn//JDWISKecpJAnDENhvtoR9B8Nxqx5GYe3jyzUWXKUgiTn0NFH015qRlkMeK2Ck42u5gW70NmfcNGOVlC7lfQZ0cp1XCd6spdQy21IWkPSzbJaeP1B98jwwZbQOT71MAnX2ChCRxmelAMEhwI/REEXrN5NYQkhHEyo/XKMyHXn6jUj/YYko9dQ5gzWC81A3Flv5HBhkRwwUZLG6iRmvrbKsFZzRuCdrhJbb0KWV0th2ZgzC/6rl8X/OofV8h9BYSNjWMX0wIbmkNNYo9Lc3mNWSSlJu7ZjnoKCaCk7/7S3UM+HsfZg/NcRGgRVryS311IRFqyrOyaCJtyPQ1gpjr2qOwTAYRedxmbo5U3CgfmHY75RuVtaEg1FTT4AhJcx+TYynXCxaLpoWL44eUTRHdLXGr4lg/vKOmlwTOFq1QpJVx9jVDaaBwUWk9rjGY70dgxShlHfle8xfowghRlXlHQY26x2r1YrVbksXBnX+UjwYW4MOeuKwf5S95C9lAO8dxTMeJz1vQV6OXbXjQL8ACIcyoJEWkunjhZo/foiBEZ0+3KC+NuYblIzgZSeV2ukk8dqNxA5CZQTbi+oNDEZrSWsYkmhGRRi1CaTOHjlWOYkxYntH1Xk6ZyEkXj1/yXK34b1f/x1OHj7RTIaAtZFkAtFWygDJ9TUhRFx5Bvl2U9R5HaIKf7lKqFrBZ30XkcSQBg0w0sB0WvH4yTtMJi3eGd5//ykn8wkhdHS7jsV8ysur53zx1Sc0k0dsdyseP37IxaMLRCLPnjzB/s7v8OKdS37ys8/47ItXhF2kIhGtw9qEMQ3GVBjrGaIlRLT7gx0gJhwKbFuvmSYRsOKR0GGtUmCjBHAV52cTPv7+B/zm938LE+D558/5/MsveXDxgGfP3mN6fsrTj99nu94i6w4rHYNxhKigeV03hKAtQZ31B8c2JYypAa2LTkafe6mZxiplWfVJTPZPzGG6Go7oeVEpS2OmXUHlFALGVAh7jDP4tmG6mNNMJjgsu92W3XZHv+uQIKPWgcnT2ZB7lmOwVU01URq08RV4jzhLyGzBZDKsnylXCcOhL7zDi6dqGiazOYuLc84fPODNy1e8evOK65trNtsN290WJCC5zKCqa07Pznj0zmMuzs7xdcWzp+9SWWUppaAskCFmxfG8hyZJpBAJw0CMqjJuEhoAhEDc7Rm2O7qbG/Y3S0zX61LDYhgwJLRYO0sYigJg3V7f464WyNmcqjG4akJvJOulusxgVQFEDQ5S3iMO7AExjH6UMeonBi840+BOoQ2Red/T7zr2QyB0OwKRCmUHOoTYD1p/niAEVV+fVTXztuVV9jNSjMSoCiC+uLly1+wlIBktOXFNg61qjPOabLPk7834Pomq8p6ssitGocCUs/mpsE7yPESfRzGvow9HFigVYcjXiTFjZj7GgHWOyWxG3bT6EbHIBco4psUnlvLz6OVCHAbWt7fcXN+w3+51TcSgwd3oN+n1cAxolKA7UwRNBotKWWmy5oDyJG2pt9vsIMG0mXByfoE3MKRIDGT2ciE9K0PIWIf1Fa5pcXVD3GugWQCb490nkcOIYSDsdsgQ8L6i8h5XZyfCGK2JREj9AENCAgqwmYrKZTFCa6mt0HiLs5HKe9pJQ9PWqpGCxnQ2j2uIHTHsMLXDVw3WqTZE3Tja1uDdFPNkQQg9p2cNj54s2G0im3VHO6v46qsXfPX8JTc3K4ZOF2mKif120CRBVADJ4bCuwfmJsq5MZsI6l+MCM7KEdWeVXE6V+Tm5jF1yYrAPeh8bD9MqMt317LY9+83AdGJxjaH2lh7oJGRQHQXhjccZQ105pk3DbJqYzSZMJjX9bsfQD9kRLN0t0ugAlnJnySWSmvbNm2Vh/rrMhoi6p4LqUlSmYt8LfePY7yNhH6m6iLgBh+V/+0/+M374+/8f/vRP/4Rf5vHtgAMiKnwT5ABvZ8rjSBUYs67HVunneLdSROYyfQm+Di4UQyvm4GgbzVq1bcN8NqNpanCW6LTuuzBVJDvZxgGp1EfmdiD3HcD7lwajsyoCgUQXI10/MKlqnNNJ5QrdO2VmQS4e1olkaCctFw8vGPrA1ZUuGolJA9ljf7Q4xWUc7kj//2WOEoEeAyB6z9ap4nQYArFLmOSwdUXvE0NSzYHJYoKva81kC4R+IHUdNsSssyUHNDpnqIv/glcn0zmL81YFCW0h5OhmUvrVHmIEIUUZjbeQHVKj9MA4qFNq0eBC540i10EiMehuqM9fPxOBEBRUcs7iXC7zdVmoxopmyo7GaKx3k6IhYbAm6wlo2Rohwm4bGEJGh5HROYoSCbHoXugGZu1BMPAYMzgANxngsGAGfW3l1fmqfJmIKVPZNSNiTHYkMZlGOd4A5oilnH+l9LioAIHJFOWU4ni/f93HseJxAkxlWTyeMX84ZT5pmfuaydUSXl0yyQ6eKS/Ou4gPOdjPhuLkqef8A4s7G5QWm+OnlFRrIDplhQdRq1BbMIFD5qMwMPJ4lmeX8ueZct1GMBMtLTh7zzAMwu6qOEgZDMpoTS2o9sPlLRvnqN6z/KMnD/l0fcuPblbaCox0J7n9bRz/K/tdJqbhVgK3JK4RlliCqTB1jWtrUhVUJ29SU81bXFtBfdS6Cx0MSZJLB8vChZgiIQSGMDCEQBxCVn3ONzba93vH/SD+zt9MBqLzoJZgnLe8thz23t/KunirkOHRa0YH9N7Jy55RJkE8stnHKl6Ew72WLxJHBzd7qIXria1qnHe0zlHVBuM1a9GX/SIlRAK20ntOQ7al3sA+akTQJXUaB8vk5IzT9xte/fgFIQTWV2t2CeZXeyZzS5Ip2CkpToiuQaJTG201gA1DQjxadkZek8ZlhgBEE6iqGuctyQRSDESJkPY03nNyNue7H73Pb/32r9NU2hJrOp0wrT0ur6MhJr5nv8dy/evcrl7jHbQe2rrmZz/5CY+nJ3z/ww/58Ol3WUzO2e9+n69evQZxJFNl6qrNgmGWJJ4YNZscU8xZYaBPWQ9HFb+TNVhfg7WZBQGVa3l09oRHp8+Y+AW77UC/6nl1teLTy2v6uuYf/N7vcfrOBe1Pa6rNEps7Sdg0AJZuv0OGAScKWlhfkeKAJPUVTFJVb+vsWOtsklLhnVhVxRayoEmJ2nWtmJhtTWSkbusU8oipEDejfvoP6T7/vxK7wOrNFc18yvXtFefn59TW4S5m1GcL7OuWMKxJ5Dp4Qw5sVTQvRkG6gWG7Zdh3uFmD81ZB1NxO0OQ2RAkNmIqQGCg131cGZxtmVUUznTI9PeHk4QVvrl5z+eYNL1+9Yr1dE4ceEaFuppw9eMx3Pvoe7773LtPJlMl8hkmHOuwQNUEgoqzRyttxvRWl+hgCPgomJVLX0d8suX31hqtouN0NDEPEScRp2iM3ywtEcSQDPbBl4DZE+s0tu6uG9WnNYmpZNA5cRWWhMg5rKgiGKJrwKKCN4a7bq0GM2i4FsjXg9JXHtU2uR5/iqkZ74qaRWI3FEMJAGDpCP2DqmklTgwl89N67fPbmdQbvZKQ5F8bguG/lJ1NaMtqmxrYTFZ+2VuvGEXwBpUrySkTV88NAn5IK2Maovo6BOOSOKSXQpyR1dB6o/Vc9naLXFUMWniSpAn5SO+arhotHjzh/8ABfVQpcZdurYcC9+ODIWFsj9ENPt90h3UBjc1LFNTnQz7bZqA6BJoUc1ll9BraisFAtNjMvDNY7rFexUUSZWqGP3N7eslqtWd8umU3n2LrGG5M1Xg5sYkShd2ss+Ao/afGTKcPmlhT6w5bB4V/KtlF1BwZMjLTtlHYyYXqyYHO5xFtPH/Z40WRZCLomyhxIUUGqEGEfhGmA6FRIrw/CEAxDH3Xu1WgbS6cBfBh6JMWswaQMcZO8gjLWKDvBWprWUdcV84XjQbT4Ck5PWh4/PuPy8pbVcqsJvRBZr3esVlt2u4FuG0g2klKHDMp4VYRNctmZAqrOOm2LKLr5GKOMsVScPQNCyCV2wiCwH4RdL+z3ke2mZzftGfYeaZ0qVCOYsSGQ6m85D5U1SGVIracPnu2sYf9wgaTETdwQuwERFcS0otmkUfssJ7K0jMaTkhBFsE59hJgZ6IbcqUVgkEQXYdsnpr0wS579tqOeOezE4SvPzXrHerv7um/yb3l8O2UFkI1vpuWM1Ipjrm1+5X3r+A3nGyPv8Tg4YSPjtGT8rdbuuaRATlU7JpOWyWyCryoVmxAVTyq4u8AhCE1ZPCLFnOk2ubfqsTd6fB0KghzIDIYQErfrLcu00RYlzuOdo6q8okGV1/o+o31urXV4Zzk5XTCExK4PhLjJw3ZUU3KcYR6dx18QHPgGZoaMiKtuNNYUCn8gSWSIgogaQiOJ1O3Z9ntM5kIvzmZUk5rGNdiYCN0OM0QqKeCMZjtKVlXPo++1NtOgshqtDrPRuSKagdKsr1LzHaIB2yBa7qCeaCHpY0iEIWd8U8QYFZYZ+0DnJB4UJkMa++aWGrZkI8FmI1OBryy+UgdHyGjg6NybceEzKuUq+yRGoe+ErpM8hiXbo8GSdTCpM+0tHYx+ycJV3o0xwqjFKPp36xIxZAVcQIIQQtJN2xzVhmafUVXwdfd3me74tphpjMcye0BVXA2jYt5f41EYIDFGHDa7bIlq6jh9tsANPQ/F8WA/0D5/Q3O9VAGpKjs/ojGXA+1OkAGq+Rmcv+eZPEqESkWmJGbg10OIFbfrxDYkFeW00NaJyiii7yQPj80ihxm8SSh7G8A5ncsh14lX5/Dgu4l+B/0SkpZYK4aqjDOk0pOveoF+w8m2Y3Yx4z968oTXu4432x1gszjWt3d4o3RrARweT4UAvWuQtkJqQxCByuLaisl8wmw2oa48DeAlYULExIARg42qAly0aSVp+8biTMZR94WyOx/ZuSP7dd+ejU5hXpty9H1uuzWe06LnKj0pjXn79P6Fp3wxaMfXks8/tqwq12ryAy9HFrCAw/tHnYN8bU6gdvhJTdtOmFQ1M99g+0jyg9adSgdpyLetAfwoCBZTboNYApPcaYCGmhZ7ZqgXE+Juhz85YfL4GdXsfbbhlG03pe8bRCrNGFZeWzwZDbKMzcy4FApcmsUmFaB0piJG2A+REPdge4Sed58+4oP3n/LBe0958uQB52cLhkEIg/D8y5dst1uauqZtZ1zfLHnwaMb5WctH733ItLUgPW9evubF5y9YyhsWZsqjJ8/43g8+5sXNNbfrDZv1ntAHsD2aV7IU4TqXGX0porbdijpzovosGItxVh3+BH2n55hMZjy8eMT7j9+jihWf/fgnfPbJCy7fLBlqeHF9w/Vuw+nEcfbwhF2/ZbhdMzGOB4sHbKOw2mxpzyaQEl3XE4ZB26FFBYotDUkcNgrOgrEZcM5tEJ3ofiW22HkzkjOVwaRgxDE4UOayZio1s+i8xRotV6grjwyJoRsYuo6h6yAkTWyQAf4SYINep/c0swXNbAZVRS9CH6M64iWpYWymgycGOVZK0KKwiMFbg68tdTXjtKqo51Mm5ycsLi5o5nNev37N1fUV+77HN1NmJyecXFywuLigbVu6qDVxldUgzSTBZGEY41RIz0ikKNBXxtPEChsF+kDfdfTbLeurK7rVWv2XPGRlxhRTEIkMwJ7IVgLrFFnvOjZLx/66JZzPsPMJk9qNKvu2mIRsw467dRRx5jG5IEqdxyhYkDCId7imoZ5OqduWvfOItZqZz081FSEciUgIeKmI1hJDzzRfQzNp1RT2IWc0OeTnhKN7VODceo94j2TV+LHjpBy+gtqB0HXsN2u2uw3Dfk8YwqjhFfNGWLLsReZZ47dix1X5H7Qu3+bxsCYzFKxlGAJ93LNa3uCbiul0pu377AFwOhaEPrK4ClT2A/1uT+p7FvMZJ4sFzWSC9RbnXNYK0zZ2CnoUkq9qIowaUyV+yel74wzGOWylnUZiCEyiBuD7Xcd+t6fb72mrStlTRhNVYmzWoijAhtawu7qlaifsqkNLw7L7HTM9ddvSuW6CMlKFhHG6vieTKRdnp+xSUNthPDGDMDHXlSq7TJNI2k7QUdUNzWRCM2nw9dFKcAbrjTKifUOIAzGqw+2pVEfGoIlPAhjVzUr53uqqxgCL04b5yRMePXrAer3T8ekHNqst6/We9XrH7e0aDKzXHd0+MpZ026hjlyxQYUXLWpzROn4hJ8ZU4EjXXUR9d6OaFvsY6YICIptdz2q9p51ULNqKylvaSsBWpNQSrIpTEwfqwiSvHTKbII+1lW1VWWKK3N5utL1hcvgkGMkOXTA5hM0iqxRETh30QzJJcDbqXMtCnynpE0+i1x6iMISIEcduF/gf/vkfsdv1/LKPbwUcMORAWwpikpHFIqxnOBiGf8sPOvbdTKYjHcduxhrqxjOdt1RtxVBZIoFgtM649PgcggrOyJDY73tSitQWmsZTVy4bH3LW9/hTdVmPpavGKN3TKWX2+s0tsQs4q+fwzuGdo64qqqrCGENVVZyeLJjOJojAbDbl7OyUfjew6zskxBLd3R1kOEJG/m0PufddcTpknJRiHFYSNnZYNzA5VVpXv+toZjVtPcEl2A4DwSpjA+t08WbalxyJbRdF5kLxKy0DDfaosEqyyJ85lFeESN8luq1m561TAGGsVMlBIOS2mUdbhLbK0YDeZBQ/QwMqRmLH7ZsYlYWASVhn1OHIQUWh+6sWBFkltQjvKJ0pCgy5vFfFAA2VetWqkmsMasPHyZM3Tp1TtVcBs8KUKfemnxvpuoHQZ8ORhBgE65IacHNwZszRP0vuiPa2WCjfk2IzMqLLFET7r/m4I2qE6HOpoDmv6M3AuRgeBsPJ1Zrq5oZJGvCNvj4YSOEQs9kj1l01MUwWCWvV6UtQNB+JCTYb4flXcLUW6lapddMFzGaGplGBGpM3p8ppP3GXnZPo8phmx52UmRlAM4XpGdStdi7Qlp7q55ujrnfOw74bWG031A9mPD2b8u+//y7/3c8+5XXfvx2z/GWOewwkE7JjkrOB3pOcyQJhoJPHahsi0XKqGqGyTrOjhbWRg3BB56wMQtz27Pd79vuOfhgUHBAOdPrDQ88TWQ5279j+3Qc+j193/yigQ1GNLHSc488p4AL5/sY/lr/lz7j/Eo6u7fjjHYdFHMsfCrp3xHA4LqMYRXESWEdVOSZtw8lsxsxWmC6QrGdTBzoCSYK2DCxr2QqWCKK9zc0ohOVwwTKRCTUt1aKmOT9hd71m9uR9qgdPYfKQLs3pQs2+tP7EIS7PAaP6ORXap7tQgMEQosU3nmE/5EcjhK4n9RtsK5ycTvnt3/gNfuu3P2axaLi6WvOv/uCP2az3DPvIJ599yXK1oWlqpvMZm/U1J6cN3/vwGX/rVz9k/s4Fs9kJ62pD28x59dlX/Per3+ejj1Y8ee8Zv/Nbvw3G8fLFa7768prNNhKGDjG1jocZMBi89cSk8zraAZ+CqvInrXe11oMxBBPZmQHnHQ8fn/NrP/iYZxcnXL285MUnn3N1uaLvVTDvdrnidrPmdHHGs48/4PTBGevVjn0XefjuU6SpWW475ouWbjfwxcuXXF1dMq1brt8sWS97pE+EEDCi9bdiLAmvPuYRdlbE3cbA02ZApuCFcjSFcwcASR2lNa31Du8dlavw3pNCIO4Hwr5D+h6TAg7Nmqtwn85J1e5x2KrGT1rcpP3/U/cf3ZYc2Z4n9ttm5uKIq0IhIiAiE6ney3xVr6qriqIXi4v9DXrePeIX4TfgkF+DE3KRAw7YxR40VVVX58t8qQBkAgiEvvIodzezzcE293NuIJDqAVWLjhW49x7hwsSW//3faPBEMYI8nEztd60zTyEIc2XLmJGIOXN2a1GL7msDbVhSzVqWJye0iyWzo2Pq5wvOLy+Mtd45hpxZ9x2DGKoBVSpvMidrNr6C4jiRzP5UTTgnNM5Ri2Xbu82a18+e8ebzLzj/8iuG1YqQMpUqAavJ1in9kIg4epQdSoejJ7OLA/1ujdvc0KxuaLdHVLOW6JJlNzEiVpN9Yg48xh5vZmOxfVQtIF8CWcCEHHVVhWtr3Lyx8g21wIGfUgHmiPhBrGOFymSvjOiTe/fvUCtsr1c4jNtotA3GNTWKasXQA4iz5EUqxNoeC5ZoLsmWTIqRYdezvrlhvV4Th4GAM/LNYnMBeF/63XtLCHnvi9MtJTtfFXRtxjtf2qWaMFOBzXbLarUipsR2u6FpW7waiZ0rPsU+S1sEebEdRR0pRrrNlmHombUN88WSZj63By/s9lrmaAyGuKnqSxlznUJJChXFlsfog3gjV8TQps1sxmw+Z71Zs1rd4GcNvmnwAn00tJ06X9CdFBsXfDCEGN6TpJQXv6VebqnGgsDwpS3gmPBKzpFnLSkGUi/sekGHgE8G2T9UVYqh+jKBppmxPFqyWCyo6zDZJaqZoZDMem9k6TFZDax606eurDlzbA2dkLIiBPAGqHcihFCzWHpCmBGPAkMf6U9n9H1mtx24vLqiHzouztdcXXbsdpEYMz7UbLc7Ym+w+xE05Q58S0tzZpyk0kVArNTDmQzoElxsrYzH+xV9TAw58TDAsVtQL42kvpIKvDOUdIrgIj5DJULjYNlUxGVD181YHldsemWgJ0ZbP8E1Vn6ngsbiIzAtor2f43QK6jopCdOCKK8qk919FIY+FrSokgYlSaCdLanCt+/KfyfBgeb01IR9n9ARCqIFqnEYFPiGTPZfchx+e1SWYnPBQMY7h29rqnkLbUUMwlB5kncWxR4yw7Zns9oRFIZNx2q1BlXOjmbcvXOKGF77G0khc1HMIgXuJwKV4kNLjBfETc8w0Z7bHZvgNmURQuDy5JrjozmCQ1ywmnIXgNH418mO3D/wXxEYeOd3CrFLSUNP/TbBNl+27DYKVXDUjSPnHS7YXOYh471HvNK4ml4Cu9G+VSihcGAf39Dyh3jwlbUvdH78whhF3dvSlExITkbiHQe7Xe8doTaiwjGIUFfVrScb580ghuZspSyTYUXeCzsZ2WaT0PfJiAuTKUYtyJLSdXAKcMmoWFQZkkVLkzpiUlLMeAd162jaQAhumk8ttfBGKOWmDFDOqaBJTCHs0Qb7+csFS65ZiUOehjipUJWePJrzKNGx+iymhOo0B+MWPIx5TR+wMbc8m+OvWG3f2TFC8ao2UIUWiUKeVUTnSeveCKfcvnFQdpAq8APWyhAbGhdgvvQsTzCnNIEW7tQhwaqDz79KvHrhqeuGpU9Ukhiu4WoNoXbMFkqOibaBthaqIASvEAqEXi3aX5WbcaVLRKgsOLC4A/3WksmO0XDeSwvnYbaJDOdvuLhbce/0Q/6X7ZL/1xef4wY5IEz99o8jKh4xI6jSk7ii44KBNRVaLYkaC7IEM8BTJPVWS+4kIIxyf+/RTJwr6lDJ6NSjuCCXgrPAwchPYykNJm6Bd8mwd43BLbTXNxyjBYgz2P6IWjp8f+w/J3KwT0owYazpeLu0a9xc4xfedvidf0uhFK9pum/dR5hEjKMuGMv2bFaznM+Y+Qrxiex6dDvQ32zQ2JuzVdZaRgqRm5KLM4FaTX0oiKWZVsS8YrNZoTmzWm1ZHNfEGEAykUyvHh0E762kyxofWORLc0KdZW8sW23tm/pdJo9t+dTWwMndOzx6dMb3v/8hP/rhR/S7gX/84hmfffY5//gPn7DddWgSus7qMvEbfHtJ7te8ehW5uLygCp62nRE75e7Zexz967u8fvSC//j//vf8f//Dz3n06g1/96/+Of+z//m/4ovPn9FUn/D5H17y+rwj0xHUgw7krPTS07sOqxEaqN04HsIwzrUXc9Rbx/JkyYcfPeTu2YJh0/H8i6e8fPEKzUrja7oU2WwGPv3sS07/xTEf/OQDPhoEN2S0BxoHjbegWrDqjvfX77NZr6h84LNff8XvP/2KzcWKbm0ZtUFnSCwt8bI52Xkk7piW/ltO+Cg/il4aG9dlxZj/Fz9F2v8B3AbxxUkTawkbYyJuDTUgueAtxBXk37injNA5hICrKyPh82JrYizyn8pxdJJRrrDfTf5WCR4UIwNVNaRC7ajqBhcCpyi+rpgvl5xcnDOkyNHpCa6qLCiQcyGCtntKTnDqDSCT01Si5L3isrmNhmxVupsNl18+49mnn3D+9CvizQo/1XhnHMHGteDvhwxbjWxV2WpmR6ZXZVBFhsh2u2Wz2bDrdgxxwPke1FjrzaEenZdRMshBoH4fyZlGWYojSilvrAKhaQlty+CDEemN5wEzRlMmDYlaheAdVQgMyYJ0FaAu00ksXQfGzHi5fPnpcHgqKlcZF0ZZX2Bt2lJORZQVUscUibEn5UQzbzht71A3NXVV7ctii61rXQksGBqqQKjCZK+IuCkJhOxRvWDBAWpD/l5fXbHZblgsF9RNsCSRC4ArcVaZZLJS2g1qJg6JHCMOmxMNVuqRUxGa4kFK55WDstW93M8TAnOsQ1NxaDLErVNDmLpgpI+ubajnM27WK1bra+anC0Ib0DKOkhUn5btW04yKMdbXTYvz1aQeoAQqdCwetaRHKvcaU2ReedQHJFg7JnXWUQQVUoLUJVwSGKwDCupKGRiMKTzxAVfVtPMZ2XkGhJTN5k72FVLx3cwyLPOnWkg+YfTYUyFtspmMhRvMdGfWgSxCaByVCPNFQ8oNcYj0XcPJnRqVTLeLXF8N3FztWK07RBybVcf11ZrtuqfvMiPUc+yYYWWwsfA6WHA8ewfJ4Qs5t3PCEOF6Ewm+Y74NHK+3tPMKX1dIXdAiyYKLikwkVM5b0HBeOfKsZjuvmC8qmpUjDR0pOtTVZR2rtS4sdQ+qgrqCyh2N77LPXSGoFzV+jZwTGsYSkIgQ8M7jnSNpj3OJ/81/9ff83/7PS1695Fs9vpPgwNGHHzHsBnabAR38VBwjxUjQaXO9bdAVePaf5YYcGFtl6Y3RNcEETQie2cmC47vHzE6PoKmJYp2cdn1iu+vorjdsr9ZsVlurBdp2dOsddVWxrKpSV1T6D6vcsgEVPShHHT0vM5RFTECID+CrkrqkLGIK26Y9b+8GLvprbi5uSg1NABWG4bDudtT2ozf69nB8k3H85xxy+6cWp3LKpmVyFvAe70FTDwzU1QhNDFShQrAuB3nIVnszRCQpRL1Vzjva1pRygRAskrxfEwfqUylBFCFFZeiLM5ygqqFtK5q2IudIjANeHHUd7AxjlG40sItidgIeLc6yGgSXwmlR4HwigosmUCn+gSstd0QF1TS1S5qIEDUXGJ0QE8TejKJQe+rGESqPSIH6jgpfHFNLI7XafiljMwZHsiq+RK0P6/4tmBFL7akxSfsiyEcnRJKxoDoxAqEsxrqbpyCV2WWj8hFMKOSYiduOMKsJoUa8cPb4iOefvPkz19R3e4zQRBcc1cxRxcSdMOcoOqqrDfPNwFKgEQsMTKAr2ZcTKLA8cdz5SGBhQZ0cLYKfFLoIL57DxYXw3oMFD+945lxTBeFqrZxfw+Ymc7kFBliJ0MyVxZEwO1LwZng1lTF9izfW7eKfodlaGy7vwPo19N0B+uXwp4BUEHcdJ+eJ+XHixil17WDD3lL4Do73WfBfcJ8VSmTNDZEViYFADImMB2+91wlGhlfNKnwl0x7WQsY3lV05KZF+W/fqciF9zOMUFaLMtx31coIR3jIN0luy7zALDyXoeeB4T8ShZZOlRMFucztgvVfodhS4SWbvyHtsQU33tJe5o5wzA+DgOSYlpbdfw1lAYDy3OwgYNBVV3dC2LbPWslEzcahGC6TMWoblHO2N6C9hHVu8Kl6sLdKAEkqAIEeF5Mhdot9siVUkasY3c2RxxqbLzPtEq44YPZmKrB7JljFLCcsSlWCNZIOputIiULKShh6PJ+dE1oF2VvG3P/iYv/2bj7n/4AjnI//469/y2aef8uzFay7PV9ZmSzy+ntNUM9QpSXqoatpqxuNH73P//iOuL3d88ps/cLRc8ujBIx6+/yHPn73hl//jP3D5699SHbX87Gc/5eHDh+gQ6LvMJj1j1yWIW3IK5AI3R6wkogqOWh1uUCQPVFlJAZI4VAfqCs6OZ7SzQIo9m+trXjx/xvXqhg6lbhpcU/Gjx495//77LOZLju4E6g62rzKx63n21QWdCv5oQXPS8vLmmrOTOQ8enZBF+NHiY+Znd3nx20+5fHnOm+eXSLdDcyAT8FUwB2bSbzLFrAAkF3dWlKhmGfkpQeiNc8DNoNpZZFRGTp390pUMqesZ+h0Zc6TGzjkyuc2GZAl1Td021u7OVwVG76zFn1hrQYoDPDmgxVYat+7o/FncoDhbJRieQqJetNxpa47PTri/fY9d3yGVZ358Qmhbpn6/ZZePjPC5/LO699JtAEM/+qwM6x2vnz7j2WefcfnsK+L6hlBqqAtGkYi1kjN9n0kIHZkNiQ3KVhO9ZkM9pMx227Hd7Oi7WDoiGadKdsmyEhlru1ye9VZAXs0qmGKNBU4/oTfFgi+urvB1S+8rMn2Jm1rmXNWQlZqNCDrUNe2spYvdgZz5hmOM5+g4H9YpQKbFIW+ZlDKVaaaY2XUdOMfx8TFHyyV1005Igb1tJ4W02oIVofJ4b1wgEbtvaxFtNzLyc1GQBqGuqNsGt/Z0fc96s2G+sNICS6wo6sb1dgCfKash50SKGXGepp3jq5pBSxA/qwWusRZxgkwAMxhFcSkJRSabUb1YsLegQHO2+XMiNL6m9gERZRg6+t2GetYgrsabcTulXVLOxucRQLynqmuCDwUFoLeAaIeaRrFuCam0vq2qirqtGRFFOQ0lgGPZaKEk2ZJiVBxCxBGTI+GIEhjE02Xl8maLHxy+qZA6IOJI1KWU0WAVZrprcYGKk66mOw19agTG4ryNnggZK2cQMfi8tbBURAK+EhonVE2Nr4zJ+exOZnXdcX29tXLapFxdrrm8WLG62iEehs46JHR9ImuC0o46xp7g54TQFESHK92hHFGV9ZDxu55F51ntZsy3A1VjJSKizhLcpZGblBAKKFXhfWkrz7z2HM0aLtqWbhNJkhFvnF8q2ZABo50ve/knZTZlNHqK60Xh45hQQWqlgdttZLfqWMwammUmVZlf/PzXfO8H/4Lf/PpXf2Rz/+XHd0RIWBRJ6XVbyK3LW6X2cTLCDqXNn+vMHl4LpgL26fImXKq2ZnFyzOLoCFfV7FLmpt9xvd6w2m7Zrrb0V2vyplDDO/MIRDzzWcPJ/IimqsjJYP3feHejwT9GiSiEJF0spIxunz0vNUqTkz9G0mOm7xUkIWKkRcA+rDtJhUNL4E+NzYFBPHqa3/idg+DD4WvZSINyyqWGOiHDFnGdYa4BnAnw2Ge074l9JPURidnIbphiAbeHTCiQM0+oxIg5JBcfIBcnfE/SoQU6PzrsVSU0rVBXkLOboq9TEEoOWwHa84yb0Y39v0spwBihH2vkPB6tDqKhKZGdURKZZCmmkljMPuvoBAhJHUOEfiix9sYIa8bah3EaBFNmh/2OFXDOMnKp3K89u0Hech6Fijk5VV0zxJ44JCRmfDLhq559nb0a95h3Dl8JdZPptoXhXPZo58n3GucoZvKQbJ6Do5nXf2LB/ac8lMXxjCc//YBVf8Gpeh5LxfJiRXN+xRzryJCFqV+2ZNCwDwy0c8eD79cs30tEl0njVlMI3nFx4fjqZaRdOB69HzkNO4JE8HBnBifHgetV5vUqU1fCdgv9DVxuMusbCK1NeZp56iZTLROhlK7kkcywFWZn0Bwp/ZapoFBkHygwcihwOdOdX7Gaz7l7fMR/+96H/B/1Ff9wdVFGpChpvh52/WsPDyzweAJ3UE6BE+nZ+ECXQGqrhx3zSloILlKpzxlyxqeBCkcQT4XVUdu6NCj6ECN93xkZoRZZPD3AQXBvrL8/cDRuL4kxoHgo98o50oEzD/vspvMQgtVoOit/02E8cR6FFJP8HBcI2IJyB/dTMmRS5MAY+FOsT/v+vvI7grllwj37jei8pYq8x7UNR6fH3Du9w/HxknldUw2ZiAUFq+BpmobYRrQXnEYLimRwmi0wgDcD1DkjaSt6Z7fdEfxgUPRqSbN8n1QvkNCS8oykLYj1Tle1DGouhrsTKURtIxLL4Zwn5wEnQnJWhtMEx+liznv37/LowQlNK/z615/zq5//ltdvXrPdRZr2mEoDwxCR4MnOjPVMZrZo+NH3PuLf/Mu/5/7REb/6j7/g5//wP9Eu5vzk7/4ZP/nJjzl5+D7zs8958fJLfvur3zBv5jz84CPuPbzH3zd/Tzie8/LlG1bnG7argSoovgnMZzOqdsmDO0f4bU/3ZsX24oYsmV4T29STU8e9Oyf84HuP+fDRAzbXV3z6u9/x+y+/4Dp2uHnD8dmMj95/yH/5X/4bwmzBvLFaojcXHZ/84je8+fwFT796zY6ALheEsznn22sePTjh8QePObl7yvHpgkc/ucvxSc3VF6/5PHzKm2eX9KsB4kB2DaltyVSgcdJn+KLbfFm2Oi4jRSZi5QKBBryrSuDAMpTBBVy2tpRxGKy16NAXiPbovlumcJQx3nuqpqKqa5z3lsFMubTik7fKwPZb83Dl3zKQ3Vg6eNDmNwSCNweqnc1oF3O6lIzIq65wvpqC3SNBsVND3k3ONpYJD+KoEHRIDJsdl89e8OIPn/Pm6VPizQ1V6mnFMoKgk/xNZeRiyazuSOxU2WmmU2UYQ+1RSd3AsBuI/VBKMYuNV7o1SFScuqmRya3RUC2iQSd48ThI9mjOOD/qGqkq1I1UiYdJNavXN79TqEJFqKqvi0r24vKWTTiKKIw3pAoVIVQHk1VuvNT1S3HIU4x03YCvAlVrTPt4I240oJQr7SQtWJwoBM5FblgQwGwvV8ZMcylnLbcYnKNuG9qcaTcbhmGg2+6IXUdTNaWuXUEgEYubURxrMqSBoe+IaaCpaurGSBZVvSEgEMZ24epKx7Oix3SEXZLNYTvgjxFnrcmdG1uU7/2AgPkS87Zis12xWV0zWy5o57WppWTEh94ZCV3MGR0ywSnO+wlpIVNwrkzXga02Zpn7vkdzpq5r2tZKfkWVjCd30A9W7qXOI7UljlIa94xjC0iXcb6nutqSBZZHgeyU5emSdjHD10KqMiqOatbgK/CVEYF754BEHHaFPyjhspKyMZDvl1lm7I2WNZq7XYJMkKxE0wfj+vLWuaMKnio4lovGgggO7q4WXF0suLnZIqJsN1vOX19yfb3hZpusXTcwxAEhUvkWFxRNvSFuJaDi6XJmG6EbIruuY7ftaeaeVr3p7wn0KEX+Vag6ghNyUFxS5m3D6XLJxWLLdrVj6KzEL7oOrxb0IHjr3Fa262HbdKdCLn6UpohYhhkVR5eshCpTGdpt1zHkSCUBNPDs6Zqmuc+3fXwnwQFXar32K9miAyaMDgXZ257qXxgc0P0GLXgErKYullrYZEzYKlzfrLnpN1xv1tysVvRdjw4ZuoLxnTI/lmFNfWLoIilmQlUihO/KzpfXDDQwZqMhp8jQD+Q+l3o3Cu4bbhm82M9DR24POoOpNmW6Xvnf26iAt//+iwID04n3o+nsPhJCyGIstTGRfCIYMxJpMJbtZjYjJhASaWfGBdls3UJqPbUvm6L55b2AQWlccDivpSdtnhSnRWh9IR8xCaJp1Ldu4ixAR+bfssFyuv1cKkVgj5u8bE6xyKkUCJvLrvgfHoJB1PphGAEf0/dcoLS2ocRVSlkJAsmIc4ZEgXV5cvBWf0eYDKQCpmYkKTFFKdNUpYMpHKPWU0sqMWUUmooqOYa8JabSq7kESMQ5nNqaTCPqRbRkd/KBkzMFLQ8CBCOkzz6TRd+9/v+THxZLdQHu//A97n54Rv3Vloe5ZXa5w51fErYdpdvXtK3daM+MfldwnL7XcvYRyKxnoLTT9NCJsB48v/tKSXXD/Q8rwmJLRhnMSsQL1G3k2MNiBlVQdoNws/LcrJT1OjNsoU6elY/okbJIoMfGsj4OZd0qy4/gQbabvHnB1O5emWwdU+Be2Kxv0KcOr5mPTub8s+GYT7Y3dEMqcGILdI1ddP6phyDUUgGOE625g3LmAqtG2NaBoarIztiNycmyYqokjQzqCWLGnhbEjStG6xjoSmmg641vYOh7Y7GHQq41wvk5KCkYJYitha8JtXFgTQjvX3cH7xcnFl9qpoP1UhYw0rQwGIw6K/1uh2WW80GQW/ZeTmZ/D8WKsLivyZZc+Ba8yJ5mwITIfkGWlqq3ZXiRlk5gVlkXiKYm1FUJHqp1KKkDLoKbKf0skjuLnA6DAIN15MAY+VUNIVHj8BKostBlZYgDnK/Q7YDkGal3VM2Mihk5W8cA5xzJGZ9G8M50bLa5THpwz6UsKqVk/Ae5J7iBe3dP+dEPPuKnf/MR5Mw//E+f8Q//8Euef/WalJWmWUKoLZ6haoRTquTYQeg5ObvPj374fT56eJ+rr855+rsvefHyktzsiPMvuRjgpz/4Hv/if/Vv+eQ3v+C3//AL/u//3b/jgycf8fDJE374wx9TL1u++vIln/zmU776w1P62BHaGe997yHvPbzPx48fki/XfPHLT3nW9ay3PX2OoJnTNvDTJ+/z048+ZNHU/Pwf/5FPPv2U8801rq148sOP+NHHH/ODJx/y3t0jvnq15c3FwOZ0Tt4MnF+teP7qNedfvWSbA33TsvqDwbufPX3Frz75gtOH97j76CE/+/GPePLkiDunM9xug7vc8PrGYODZKRvVYhZYn/G9k3ew9tVa3VrVzFDWo5UgxaxoMpcyhEBTN9ShNv2TEzlFS4joWA50UO9cLC0VI2ALlTmfrtRGK5ZxNgpD099Zi/M8QubF9Nzhmhdkv9fVoN6jY53TCPFWK9msrbkgzljfk+bJpvAywvRlIgMUoHZC7R2utFm++OoZzz/5PVdPn6GrDW1WGnG0LhjZbS7jjSNJgLpCgKEfGDTTExmAVMbDWpAp2mdybx1XYoyjhidpJuZIyPvgoR7sm9GF1clhkFtt+cZuVxoCvq5wYWxgeEv4Tf/lrKUvvJVVxFJWYD3VD+fzYNkciics0xt8IDhzksZyFYquss86NFn76pyVpq7xVYU66ys/RiE8hixKJaEkzqOaiTlNte+WJJEi30APOgbghCFa4Ng7R9s0bMTRbbd0mx3z2dI6a3lPJhnRqETjNkBxOdEPO3brGxyJ5WJGVXtEDNafc7L8IHJALM5UbpNSsj1RrEDHiPZUxm40Qsnyl8SfR6g9nCxr0smSF9sbuqtr9PiUajazKjwta1UcSYruJE+dbaw9taBxb8KXLTLZBoYOyPTDQM6Zqgq0bYsA65evefWr33H88c/wVUaCsy65MRKocPgib7Ohwjolph19TFxvd8wuHdvYc3K6ZHG8oJ45Qmt25/J4SdMG6sbTNGK0aMFbUCZFEkay6qtC0D3qXk2kQgDlnRiq1bupS4z31s7SiQOX0TxYALxyVJVHSaYWZw2LhWe3bVHN7LYL7tyZc3W94fx8zXrd471webkhR0HjDnIg644YjaunCi1eHF3qud4NLFbQNB4/V+gDWYzg1GdQTQXp4JFsiY8gsGgrQvCEUFnzGFWepzdsu56YBVKRRTgkybTOBSl1Gnnas2qQPIKYXyQ4xOdSShBNPosnxUjr5uzigCJUVcu3fXw3yIGsxnaeC4sRbm8AvdUO7q86vhZ+1iJMhInWPUPXD1xeXgHQxYHNbsN2tyWPISUcxtqsBi0FGFsmDkruIuSE89VkA+rXxLEdI3kEoogaw28VSpoqZYzBfvzWqAQp9zEKFyZ4+Sh6pxKM6ZkPJPkfc/anwMPha3/k89P7chAo0SKAMnVdUQeh8oJIZmRIt+xDbY6pANm6VIzupbgCjVH92pQpGEN0pYxN4kWYasZG4aeFoEyTTp0brDYnIOqtFzOFIbs8pBY25hHCOEUuDc+3jwaWWn83RYjLe2IAyuADubCD5mwOmsOUimpib+NYnZjVTYKqL5Fwj/gG8W4irUnZSFmAopSsqnAKLpXpy2PpXbH+JO+ZqTOjfjZDKmUlIkhypCTUrjDKTopcbKzthIaCM7ll81bWTB4zFmUNSHHstBgH/7mPUTnO5jWuzly8ecUH7RH3bjKzyw3VzYYKiywXniL7Xkn+jrbN4sxz90lDfbwjOuv64AUGhKu+4fcvHF+tEh9+dI/mbmDLOUnW1FlogpagFIiHxcLWkc4yYZ44OoNuJ6xuIORMHpTrazgfrBXiyVnhPYiWHK5aqE+VxX3YXkK3uf28qhAypTZf6Tcb+us1R8cn/NsPPuS5wL/7/ef7dj5l+34bsRyPo6VmrZENQsSTakiV4GY1zgUT8UVAjoad+dJa2rcGfMLacpXgl8HqzDDzJcOgcczW6P7mDzPzY5BggiCNLzIZZCbTR+RVEab+ICpkHy4yweEqT900NE1jDvAQmc3U4LAK69XKGK77ntSXgEUhN5ruYfx1vIfRvh91UTGQLTIyTtCUjpi+Y7GOsZRgDGBYjXo9b2nq2owmX2oTcRakrG2e8rGjUjPoV6sb0s6IwpyABEWdIQlSjHhVouvpKsHNBWEgoswk0+pghEte2GlPTA1JxXJmEk1ejTK6CCozqA0ePPQdSQeS7nBu4OSk5kc/fMzPfvqEps58+rsv+PUv/pHXr84Jrgb15CykLpprkxNZrNf2oIKoZ1E1LNrauBXOb5AIjcy42g589tlTeue49+AOP3ryiJPrR9Sf/p7LZ8/Y9Z9w00WO7t3ng4cPWCyWDEPk/OIN129eAcriJPD9Hzzig7t36eYNl59/xWXrWa/WptdmDU8ePeCnP/gBd5YL1us1l29ecXH1hu2wZX73Dk++/wE/+vh73Dk94vXLS379j5/x/PyaBx8+4ac/+IAPf/Rjtm827F4N0CdSFlKXYFajseL6Ysv19ktenG/oB8ds9mMenTa89/2HbF9csbnscZvIELNlvya5rFMbVYtgawG8yJSHKUBinFSFGDmQjIiC4AJN1RB8sIDqkCxINwym395CDtj/SwmOc7iqwje1dQhw3urLxQNWSrUPnu0DA1J0raFqJksBy5QVh7sg9gyhYsmCULoaWRzBdJLpdwdqddvB+1Iql6eglkdpnKPKmd3NiqtnL3j2yadcfvGMtNpQZ6VCqCTgtew/58lZGcRRHx2xODklZchXV+j60gIoKPvRwVjfUyYNgwUHhkTMmUogJ4M6x2SOJSVbLmoyTkcmfFdkRXFAbQLzZO85VwIyZby1CEQpCAJzMqz1X0wJLQ7jSHSnOe8TAH/EFJ8CBLLP+FoYxE1oS0u2GH9AGoxgUby3deA93odp6p0c2LwleJNyNCSquAmlYXprTEQo3nu8LxwdXU/OGe+E+WzGpqm5ubym22yJRz2haUz868hhk8nqSgeISN/tGPotjRMWsxohk/NgY6h5QjGIWvmoUwytg+mmNAxlHwnZWdBh5FtAlSAeX9Z0Eqy0ypkDqF0Hw8DQ9ewuL6mbGqnnBFdPnHTWqrHYsZpwPpg+3S8J+10O58iWay73oagRjBaetGp2xGx5ypCsE4poAC0IW3XTfhxr9VPKbPtMzB03uy2uSnTDjleXV8wXDe28ollYS83j457lcsZ8XrNY2HguZjWhqWzOscSqbxw5RrQvZMMpT62xNThCAId1+XKlnn7kY8ua0ZxKN6OxjMqQC148y0VgVnuGmGmbmtOTIx70cHl1w2rd0bYNq5sN61XP+nrL9cWaPgVil+i2O/phQEJNTpGXFz2qW9NxIZEboT5ZGH+Et1CnA0saxjy1lq3EoQEWTcXxvOVk2XA9q+hjJJJIRCAg4m/bIWOiL2MuYQmm7bvQWBJSpbQjF7NrQzBujZwU5y2BmdM3bOR/wvGdBAdyGkq0eO+MHHhjt42pdx1vZ8Hf+Rm+LtjGSKtYpCpHZb3a0hVhnWPcG2OjBTdKJGfQ/xEK5NRKA/ZkdqMa2LehEZgysxYD2ddkeedovGVdIofPX643XrsYqvYoznpUC3sJcBgMePsYjdF/yjh+7TvjGMp0zQyGGsiF1kgzWRJjyDmr4pMzeN8wQJ9xEbwac+ohofet28ecfE1F/x2Mx97uF0TtmgY/K3a085h5bGlY1VIn5kq9mrM6yTym+xnPPwYHxvcsOmdM3EKOUABmhUxZQB1aUCgMalCvEgjSqbGMOSZpyHRdZLfNDNEIE3eDEjcjAsVKNFzZ8F0XC3u4/TOfwIz/fihTWOq2REvpBEakMmYo+z7RdWYwDk4JOaF4JJjTQAk8pFw8Wi3lzB7j4RIKCkKQEh2dTLYCq3blnv5zHlN+pVLq0wptEgHheJeoX9/gbzbM+0RTtkUGXIRcUJFT9ZGAeCU0HeIK+WOl5EHps3K1Snzy+8Snz2DddqyXytFR4KSqOQmCC5m6H2gd+GKQqcsMamPqHRx5WDbWhiz3glwoL3voh1KNU2KFsYgVfwRH94XVK6XbmY0/iQGdEO8W3BgGht2OoRLu3znhzpuXJnsSZeVS+Ez4RuPvzz0iiQu55kbhBugY0N7DLCAEFKHXREoDblnTnsxxlUOD2PryBukVVSRb8YEr2UDbY8UITlj9RMoo0bLcmtmrKNnXFh9aRwbZesdiKZ8X7NwuTzK+9E/FVRVN2zKfL2jbhqquSSkRnCc4N/0+7Has1mt2OpDHlheZyWITsFaBB4b9NPRiv+mhXLt9o6V8YAxOl+CDc1ALLAPt0Zw7R8ccz5bUtaEcrAuEGQwhBHOUZoJXy3Tl2NP3g/VqHqwdZV9qeseMondCu2sZsqc/m8PpDHeuHM2sjMH7mtyLtYViVJsRzdY+01jF1eST9f6zDJbuLGvnBnyInN095fEHd7lz1nJ9ec3z51+y2lzigKpqCVWgGyJx6EmiZCq8eIIqvnIcL0758QePeXx0xJunL/nNP37C64s1UStShn4Tef78DU/fvObhh/dpFwuOjo5ZffWS3c2Or56+oPnFb1jOl5yeLPjo4ydcXF2SfWYdL3j97DNePDrh/knLELdk2RHqRB0SzbBDnXB23HBUK77f8OrLLzl/9Ypdt0Max517Jzx5/zFHizmr6w3/+Ivf8T/+4tdc73piXfODJw95cP+E+w/eY/Pimv58w6ZPVKGxrHsV6HxFTFt2r6/4RH7HyXGD+8kTHn//lO/FH6Bb5eVvXtD1A3010IUKFeteUI1Q5uxAk2X1paw6LcBF7amkwVNb96MYi1xxBGeomRQTMffkOCAlW23B78SoEcoiNSfKC74OSOUoEKG9zaGlHFBs3yvCyMVEqecet+nBDilxQUP/GdjSWuoGZ/xN4gXJqeytMbsGkgSXM76gGnPJSNfObDDpB7ZXN7z+8ikvf/8ZV0+fkVYrmqRUAgFHVerJcxYiyuAEP5vz4KMnnJzdNQ6o+gVXsYNNN90zjKhYI7aLcWAYBss251TQHXmyb8bY39g6WVQms2vMNkgJOnotMl1GMkUxJ9TXeO+NbFR1slnGYMpg+fPiICs+mKOeCtnipBYOHfYDXWF2TSo8SlY77RDrAOGN/NllIWPks33XTXbZyNcw6GBtu73VqvvC6ZINHoQrzP6j/SYF7Uvhc/LOFZlfSpicrVdVI50+WS7pr9dsLi9ZtTVHp6dI8OZYecvC5sGGdFiv2Vy8IW2vQSrS+oah36Heuk2gZtenwUp1vHckTdO9as7EOBhRuJRUnhpHQNK8R7qVBJaRPcq0b/IQ6TcbcnZcvXmNSuDkXqBZ1FbCoKUTUAm4OFErO1QrG3MHy4O9irF1RLl0KUGuQpjY63/8L/81y8ff49UWUq+4CLVUOF9D9uaQip9088hFlWIszN/CkGpWXSJsNjRtoJkNBL/jfL6haRrmi4rj4wonyunpEUfHc6oqM2sB78z+UbPTnRn9qJqsytH4Hnxp1Qq5JKiyBQsp6KViD+RkyEFx1r3Fh0xV214IlSJ4FkeBo5Oavh9wriUnpd9lrq/WvH71hj4ObLcbLt9csV515BitvWRKrLvI5faapmuou5a4c9SugsrKnzO2DxEtxIomhzxC8MK8qVjMGtpZQ70DHUZeDi1JwYJQJtsYFH9kzAq6MWA6BlHHQOLoQ5WPjsTpmkvHkP9/CQ5Y6CxPQtAEXlnVkzH3DR7jn+N/vMshnrB1b70clSHH8kcoNacH154m2CLdLlkdecqZXT+QhhLWIe6zqhzK1AOpqraGRQxOZ1FPR7xFasVbmN/xgRMqRempsC+Offux3hog1Xd85vCLf7lDp7e+JwWha1DEFBOaIy5QetKOwqnU+HuHhgLvEmsLlQus7O270eKrkl3J2I+QOBOWfgy2aCEsKT2wrauXqfOcRrKkTKagDcSCOWlKdVsAYByunG17Tm0pRa0lqyhDn8akojnyCjFl4zrIijiD0AXnjHBcYexTnDLsusx6k9n2Ssww9Jmu2yEBQijQ/pzNqHGw3Vm0Y4T8j787cex2++4eMpY+iH2vHyy4IeLImo3IC6VKEV8ZREtm3lqNlSyMjozQlGBEWU6joTVCA0zeSQl22U8nbmrn+Z/nKA6XZKrljOZsTlQrGWpUke0O1++YATXFd0tMhPJOLVCgAs0duPdEae8NxNrYno2fQLh4A7/8TeQXv4XXWvHmD5d8eSOcPQg8ul/x4Z0azcJJlTj2kZlsqXWwjNcAIQm1WlbB11qQ40powecC4lCQZP5qzhATVBW0J7A4g/UbGPoDGTOuaSAoIJm07ejPr9keHbGoPK13rFLEZcdIHvZNIvYvObJTumYgdiNyZSCqY0gVGgPqleQS+EgWzzZHPBmviaiBSsCrWCutXEofKEz9ORO3Pf12R7frjJ03JrIUY2BanDDB8MfXJmu6PCjc1gFTtq2wsWXdIw4Ovuuctdtq25a2bXHO2L2D82y2G/ptR993BF8TAsSeqe8wztjdtfCAWApH9vdQfuoo++XgHg4CVQe/7Cc7OGgcvqmZFWRD09a0VUXjPZUKXpQggbpyJMQQHb2195Qq4LzHqfWeVk0WKBTrx5xIRjAbHKgvQxXYbW+4evOSk/lDq6HuO3TwOB+pfGCI2YKMReKqYs+cTfYjFhDTbAFk52F5tOD0+IhhGHj21Rd8+cXn3FytQWYFYSIUGlTS0KMS8R5Cypwdz/jhRx/wk/feQy9WfPW7z3n+/A3rThjSjExA48DmasNXr97w4eqa01nNyckRV/WMbtMxXOz49X/4FeubgUcffcgHHzziv/hf/GvuP7zPF89/y2+e/oaf//LnLKrAvarGNQlxHcdnNcf3W+Z3z/jRkwe0DLz4/TP+8KtPOL+8oJpVPPzwMX/zk59w1ja8ePoVz1+85PdffM7Ves02RlbXGy7Xax7eucvJe3dYfn7E9VVPI8rcefrk0GhBkuwDGmF7nvj3/8+f88Wrl/xX/+t/yQ9/9oAn64y/isQv35BSZtDMIDqt7zwyWZWeqcpgPASlx3bOzoI2u7vQX1krluLQWilBJvYD0XvLAuexnGAseJvgQeY4FpQfbsz2QzooPRMn+zZjTizpoQcBvgLPtvje6NxameBEJOyM+8cjk52mRUfmZPB4J2LrLo1FeqZjK+/wGQIKQ2T95oI3T5/y9JNPuXn+DG7W1BkaPMa+MCYxhAEbW9e0HD24z6OPf8B8ecT19Ypms0VeNVYqWPbwoSmqmg01kAYj0jtIToyOxDiicpAwc1M3ojzZEyYVCh9SKQvMItauroy7uUpWwy3l/4lSloPZByMUGqw81E9QwbdsskPRNcrTNHZMsqQJkzOvI8+4PWuyJsB+coqVmDIxayFyzgW9aa0aUyq2Lpk4DKYvvTcnPFlZkitlmzFZYmas7U+DtarK3QA5sd5scbUjBEd7tMTQmoUgOhsr/O76is3FOXG1QhRedxsGV1CXI0oWLMiLEVbnkrRzZaByQdK4ssbQZImrSdnuOSNGyU9Z5R4L5kJgd3ODSqCezQhNS8aCrVZFZsiwvd6blggHp5x0u4h5CgNaEpjgg9XoI1Cf3aVTx9BnSy6po8JPtGcF+2EBlJzN6czjvi8Eo05JyRNzJO4yQ+pxKDc3CfEbmsoxmwsQOTqasTyacbSsOTtrqWvTr/N5bUSJVUNwDl+D6kDWCESrAMyOIaYp5GaonwoJpVtKsIDVKDcglVx+jwpUgck8qMRg/kokuAo5rpkvhfnSGFiGPnJ5ccX1+Q3rmw2VQNxV5G7Neui43m5oNy2DRBbMqOa1za8zdBxiqGhXbOTCo0tbVyznM46WDd3OgkW7aASMZHBabAY1WSGHNotYoMDycQeyUIWoQlJfOJNdaZ1ubCi1k6lV6bd5fEfBgdFJKw9uoQ6mkGUeB+QdjmtRWLeOw499LTDw1u9j25TpEsXYmv6N50/7n2Mt9xTpK0JvSMQJ6rp3mkZZIFMmyG5wJAFSbJOHEPB1YSCTg3sdQQiHmdhDBTL+cbBu3nn8yfXwrvE9+NLbyILxPTn4vTxQVjUjX5zVmKpMEeI+DnjNeFfZIlXQZPXH43m+difFHhYHLhxkpbMhCfD7jUFWchSGPhM7y0RmJwzFCco62LwFitEi9L053ZZALBBHtY4HMcayjOT2fYkwdJGRIFANn2m10VlLTCcjLoGzXqdjjaCtl8xup2y2yrY3o3foE9tkKISxBeLhUhwRAOMWmWIEkjlsYT+5DwVWHcvQepK1zyzKwmum0UybhMSeEChng8vJW3tr2iolIGPTt18Ho0KW0ov4P99h+3h+NOP+R49IxxHVHcd+RnO+Iaw2zGK2ChUxYuixP7HPBeZXIPx3PwzceZIJy0iHBXWGAYZOePVCePqpsrqpWNeOzevE65tEfZ758uXA03sZlwP35sp7Z3BnUXE8g0BmUMdMIzMStTf+gimAE2ytOrX7CkWpO2ESPyyV5o7do/bFNrslF0oGIcOw69i8uSQetfyrkzNufvq3/A+fP+XFm8tbQYG37b2/9BCE4GbF8N7Q0dFn2OaBtYMhOoOrNwCZPg/0KA2QJFlWOmeqXOZjgj9Y+ZXxsJR4eh4d/wPhMKmJcZAOHuptQ/YAAj3JdqFsvBHSt18gzhfCwLInRu6BKgScOKpYEeoK7wNVY6fM0Vph2X2YIT5ddyoR4/a9TPN36CmU93X8ju6tUCfGh1BXNLOWpm2p2sq6wjhPm4WqQMd9KG1GRahiYKgD1byh6VuaIZL7ASls6U6t9hlAvSBtTd94BgeowRNjt2F18YzlvY/I7Q4/gEQB5rgwx0lFll2pGdaCHLD5UzGmbdUEMuCCMl+2fO/DR9xZtlxdX/Li+StW6w1DNmcuF6SXeoHkEAd15Wgqz+M7FR+9d4+fffQRd8Oc10+fcv3iDf02oSmQcVS+AZfpdiu+/PQL7j864e9/9kMefvwRN1++4vLpS4ZB2a52/ObXn/L7L1/wd//i7/g3/+Zv+Ju//wHHj1q6ecf5est2c0P74C73Hiyo83t4hGbRsjw95XSx5PrFM/7wu8949dUL0J47997jn/3N3/HjJx+RttdcvHrOF7//govLSyoPnTpevHzBP/zqdxydtLz/k4eF6C/C0yuCwlVWUoY0ZII6vGuIOLYXV3z14pxPnl9w/3hOdTpnebJk+fqKC4UsmcElKvW27MaSs7KaEsZWb06mQ3IN/gbnFZFLkAuUjpw9MUXiMDB0Hb0XYt/Tdz1pSBO7uRRZMOrR0oPX9GNx2kesqIySQw7qskcD6uAe5eDTo95xk19UuIimUqHibk0Bfy2s/5YvN6SA6bmp9aLYZ4b1Na+//IKvPvmMi2df4TYbZlmpcdSM2XlnnDJkBgE/m3P28BEPf/Ax9558SIzKsNmyw7pXjO64lVjoJJJMjmWGaG3bzKkX06HYni1mxYEpO2IQSrmG1UUwkimKlgCBmFPqvMcVZJY6q+O3O9rP/WT+lmx9LEz2Dsvgq5od57VUw8K+jHMUWCpl/gtatnxghD0jStKOPq5IeY2TjKaafuuJg5GfppzpnSsdJOyucspGdpwiKZb9gOIL2jPGSCpQfcilJGMvO8cyU1QZdh15SNxc9AQHJ6o0R0eI95bkSUrc7thdXRFXN4Rojm3cdCQmrMXhSgRkGkN7xWxdvx+Zr9llb6npSdKPoTBfHNmIY5d60m7LsNsQUw/BkwmMvCAqubTlLmc8sLvejjV5MXugVfDJyn1zE4i5sh3mAi55fMRatwchx4QW2k2wvavYzWaUQjiGLygGvHXZUoycve+02IRK2iXWmgirTEo7/KtzmrZisWi4c7ZkOfN4LxwdLTg5OeL4ZElVV4Ta09RzvNVuQLFjtXQ6ELJ1Ohl9RudwUlkrcEbfsrT7lgxipS1SdL1IKU1IueijQF3DyVkL3pMyLI8X7O5uWV/fkIaBkJSbi3P63TVJlO1uAz5Stw6JriBGCt+JLz6CjMlJJXhoGsdi0XJytGSzUbrdzpKMZBBXiC5Lua7kqaxohFdrKcWy4LpDktIB6x4a76gjbPrEfDfgN9CeNCTViVPk2zy+G0LCbBuuTCN7xSD7HZO/+ftfO/Qdf7zT4lXQ0XCDyaAcDc4p8HDgBE/nG53+XCYJcswFGqZ7XA9M0LfDgM8oXVwxYJM4QhVK3dWoHIs2GGGA7M956/EOtfy3cvyxMTs8DlyJ0agQkKS4qEgy+EwuMOFUeBr6bqCuBeeyCZ5oMEQvpS5W94pretzCJSbFaNbxWk6AYPU1mOOQopIG0MFPGYjdegCJkxMvIwKt3H+3y9P5LDhQjPuU31GfU5SgCGl05Ivh7ybnmn2Hx2C9Yn0ylnPnIGXrD931yq6DrjdhHIGhyFuJ+2Ee5X06dHJK7ehYhnErjlM+t1f69rolKg12aGzRRtSYxRenqES2C7plLFlw3qL5Ilqut7+YJi19WC2YECjkQvkv2bTf9iFILTR3a6oliFdOaHmyrQkvX+O3HZW1oLVCj4iNcwWj/5Y9zN/znH4UCKc7oi98MGVtbDrl5Wt4c53ZUcoScgU7Yd1lttcD1693kKANkTv3Ku7eq3h8b85RI5A9D9qO47CjcZFKISP4oHQBois8BZmpa8JoY6ds9zo/g5NHcDlAXLEP7tgQkAuBPXGge/GKmDOz7z/kv37yEf/1//a/4X/3v/8/8Nmnn39rIiSJY6c1kcRL4BnKCwaushC7nhw8tEbeycxD7ci1kAJEJ9RZSyYIYrJsc0/C5UTVU9a7tTzzasasoLZ2yzNPOuSwfOBQdt86DrL0YPogs29fWHnEBUJTU9eN+fQpMQwDu92O+WJRjFqrcwzBm0xyGMGn99YXczSaC7niCCum7EfT8If3Wu53jBmI7veTS0V4mQGBd1B7qnnLbN6yWM6Yz1rqEKh0DJIUh0RGSK4j1FDjwLfFaXOEXWQ39EjsGbLCEMkyoD4TQ0V0nlx5Y5jP4EJD1baW6UPQVBOkguSJChqNqGx8HFU1SA7RfAf1IAOqPVUdePD+XR5/eJduWPP61XMuLy/oB0VCRcyeKEAwGZS9o6oajhYtZ8czfvDhfZ7cO+Lu0QzZ9rz47CvOX1ww9IEkC7ITXDC2BIP+DqTYG2xerR7TSWVVn8mzutwRbzr057+iXTb8s7//mPn9u/zQ/S2vL15z72zJe/dPuHfUkN9/QKgCzgtehX615dXqHN3ekHbXNE3FyWJuWaLZgourS1aXF9xc3zBsO0LdUOHZdhuePnvKV6/u8/js+yzOZiyOG2ZvHLs+EVSJGiFmKqmoqC2YmT3puuPZm3NedA95b1khM7Mp3JCps9JZsWkJzhzshZAxdI45V1VVEXxN7IUhvgEuOAl/w4pTcr4iRSPQG7qe4AWNhuoR1YIZGEMDtniNB0nJoiSXTUY5JlSALW+9VUUz1rzfcqLfsX/frqce/QNkbCtnzyRYSc0I4x5J3XyRIw5FYqJfGfngq88/5+rZV+TVilozwaqcASM5TKL0ZHqUMJtz9ughjz/+IfefPCE2FbvY0QED+xjm4TGVcRTiur4f6GOP5sRYQ5/Zl6He4u9RC2pAcYxKICCX9K4bkUmpjKkUVKXb622d/tm1QvC4UAIDKbHdbNGseO8IvpoqowRGSqJpcor0KvRg5fyaETcihqyzQBoG+t0Nu+01fXeJwb43rC4qcG4qLRZxJLVAwYRIUUFjIsXBAj4KUsovjJW0kP9NMlT28nV82qm8C9JuYHNV0TQNoW1wocETcAJdH8ldj6SEJxIOVp4wNQi6NSGH01NCQLeBZ+UPp/t1emjKeSwBEMqatvKARCAS8Rg/SDKEp3ekYpMa8aM5y6GgNnW0CUc1eOA6uHKdSiGolfpIWzOh1VBqD7PW084HdruI9h7xBtN3tlOmAImOsYFSTot4Q+iOQZQyl4IF97WUQgzJiN1TysTYMQyZfhsJ3ub/aLHh+HjL6Z0Ns5m1xj46WrBctlYqV3lQ4y/bh+msP4h6EMmIJCsXUcjJ9KVIxtJwCdEE2RnHV1GnmpWce5JEUnaFDyMj3rM8ajhezIhnRwybLRWZ1VFFv24s4RiEpq2sNLLsydHZGzP/44b0ZeMs2woni7IQBFEhp46tZOLG2o6LNiWgX+axrKURqSJlv+lIzJm1cNoLtXNWpuMDLsAub9kN29JW/ds9vpPggGjCFfjNVD85vfkXnuzACd8bireuxv4DB9uzZJztMNjZHtI5Cpfy/YMyB0XL16wFR4qjgDJjTkpUamSY3N/FuHsLY64ykansd7TcusXplg8f4dsMDLwzALG/z/178vXfx+izmmAzuFSB0CZ7dygZNFdI/VBFUkZLSYkr4zDGgqbggN8rfBExP2C6tk5LRtSi80NM9FvottZ6iyzFWTdhCOYAH7b+GeklLLKY9kN6MPVvZ8qtHKQ4iyOfwhhUGEdl5Eco8Hwnfso8pghDrwzRnL2R4DwJHAS+b439qO/2RtTBNQ8Sp6NO3HMzsO9NLftMQcowRGXdZ2ZDIjjBSRnTLCbvx0CKs+cd69tFrJYua2ldOURyH3FqhuC3syj/+qOe19B4trsNd6qW931L+3LL8nJDGBTxkGqsRMSCxXbHGXQAN4fj9yvqezB4ax00EkpqhJsLeHMJG3HEoKgETOOBk4B2jvUwELxn5z1XQ+arVeKLc8dpK/jY8dEdeHDqWM5qjmqFqqVyGX+UqOLAapuot5DnGPpEIQS7Pg6qu3D6PUg7uNqCDBBLIKHCAgyuAtdD0oTudug20xy1zNpA5YsS+5aUxau84d/F53wvP8D4jZc0dLhN2QjH2MZrWpi3MK+ROqC1x3mPTwkfMwyUjhdYH+5O0S7T30Q0KiEqFdBRgle4vfgekQS4gyU4boLy03Ng5RWdMcJppAyu9+BrQttydLTEi2dI5hT1zkNO1lXABxQlDpHYD8VwN+indS0YN6HsSYTeHri3ZTz775j1PcJaisEhJUVSUAN+3rA8OeLodMHx8YJ5VVMl45UgpzIaBt8dx0ULWs3NKsRVZDx+G3G7jmG3JncDtXr6lEp7NkfKYhsldqAJX8+ZHT8gNEtEapxrcFoby3JKOIlkV/JqogX+aAIuq6IFJgqW/Ysy0EmkFaXrNsT1ttSz10QXSBEIpRWdS9y/f8oPnzzm/Qd3+PjBEd+/u8TdrPji6RdcPDunWyd6GmKw+Uy+8NxoxGnAF7JEklpgIDty8kioqSpBdeD162v++//+/8OLV+ecfnDCh9+7ww/unXEcHPXRnMWyJmhGKqFLO0KvrKMybz262yFxYH685P0P3ufunVM2q2tePn3G1atL8pAM+mzeDk6Urlvx8vUzLh7fYTZ3nN6Zc/7cIUNPyObgZgISPP2QcVnwUjFc7Pjyl3/gl2dHzJ98QPuzeywuLlk+XXEzKCtvZTpeg+kgwQxfALVCPhEleEdI5t6kOMMPAzVG2KeFCDRH65OuLkxBgFE/Hy5m66ZjzOMykfKVdnNSamZVJ6TaRKhcst62ZzlwOvd6RUfPd/qbKTsn2BYxR2l0oAt2sUTYxRshYYgJiYnues3F06e8/OT3XD57QVqvCTkSJGNNDSltEDN9jgzOERYLTh495MH3nnD24SPCyZI1mXWObDWVgL+QVFBKV6CRT6A4DKn0nE8xsy+zKCQzI7JyNLnKT2u/PdoDtrs1lxrrbAGanMo8jd0kcr5tUoh1gTAEVEXwwYIDMdN1Qwk8jGzwJcDnTBSNXWJHcZWwgF1Sg9eL5kJmaPOTUmS73bC9umF7fUXabg0xsdmU59iXTJi8G+3yUQbKXj6X5MzkJelY0kIxmQ/t+vL+eE4dizQU4oAORsrpCsmhE48XR+U9/bgUObC3bq3u/e+HZbAHcZNDM3X6wuG4TSqrPIroWCZqMeBMMr9I9uGxjFo3n3eUpI2pcz146fA+xgBB8oJ4T1VVtE1Nl2IZfptzV/aLyP6JDEViUzLmrcZzgmA18daC2xAdJekrVhqSZTDETnlY5yuCVCiZNAirwfgjEGWziVxd7zi/uGF53BKj0M4rzs6OOD1dsphXgKepato2UDeNBeLJ1nrQma1tzrKRhapGNGcc0YglC2Ghx+G18JoIRuSsqQRMcoHKCM5bG9ZZ25DnHkmRpnF0q4ocO7JkmnmND4Xo1HskFB+obHjVwcqUxzWgnjpY+8rj5YztSWazgRiN0FhjxprDu7LXDR1t22SPFpGim53qVAlvpKtFznomf1ZcwLtvv834dxIcSKnADSdvfDzeMtoOXv6zjlG4jp7M/kX27tuh41uksBYcVz440fQxmc6lmg/jBCSs/omsSHB7gcd4/YMbLxNtC8aVVntQeSNdyYffU7UFepDp3p/qbU/ybY/yLznK8x9yHuiBZprgge/6brkPHUGFRm7nsfqaGBOxH/bProYqMFI7ezFPkeL9k4xTiIDzYso8GJmJ5rEj/Sj8jIsgdspuC8N2v36mmFGJqqvcAneMSROmRNvXHm9fKzwFpItjPmbupWiIsfwZz55IvAALnRhTt2TwLhP8HhhSRNH0+y1/Tcbz7KdihFTm8reO03CwJqc4TrmPJHvk1TiuGUr20y5o92G1ZRTjLpcxnD4g47XU7ErAByHUvkSs38pO/ac+nDkPqgNEzxkVD7bC0csbjodktBHJbGJ1RblXtoRT8aznD4Tjxx7mO/pCEVxa8xr7eu9JnRETqDPnaSgBI09Ac6bCc3x8RBJYDzuuX224fLWxeR+EL+eJuydw707F4wcNua6YzyPvNTXZNVynLVVKeJeZBcWnvU+rmP/aHMPyDmxfGXpgXCNJ96gIV+Y+9j2zXc9wuSL/h1/yz5uGV23gZjuU+Kj+k2btWjs+82u+3y5wO7iD4xXXzLSzTHQWS6fVRnKmXTTy0rKZLKMniLfFeav3uQjaZ9JmZyzpKeNrRxSDRJfwW3F09qZU8Rj2TsYBPcveUjuwylI2YRwcEqCqPbO2scDtNrPd7VilgbqvUBJ11VL72vRUVrw4htJHethubaEVJELO+dYzvVvYHJqNB6+NG3rMSLjKFmLw+NpaxNV1be0KvZGRkmOJJRjc2zsjk7Ksv5VbOSe4JIRKCCniBqhd6SfNgBOjXsuDOS1ZYsnUCaGqmc9PcOoZdmsLkEllnIkxkkeukjzCnIyg0Tkrz8tZUTeADEgQwtzRLmrSzQ1Xb87ZXG1w2Yw3Tc6gkwopJfxMuPfxA370sx/y8eM57y8cZwrrrWPoOnNMNUxt7tRTWoyVGpyodNcb+l1P2y5ZPrjL1fMbZinTJ0dszIhKOXN5ccPPf/FrPtCHnLy35G+fPOROI8xSpurN4O1lRxy2VCq0QTiZzzhqamrnCbMZDx6+RxM8zz75jKef/YGLNxcM2Wqt+6xkV6M50223fPLpZxwfNfzzDz7kwY8fcHH+itX2GpeE1MMuJ/qZI0hFGjyNn5E1010l3rxZsXqiPDg7pjlqcVySskez9We3xMfknRblYf8kGO+AxjXB90TZILki+V+icmGZtRgZhp5+6EsrP3O0XWEMn/h6zA0hU0jEdKzzn9yXwgy/B2qPvuGkX6b9gGUnD4/JpBrlRJ7CXwpWRuNc8R1TKQkCVTchDCQlJEbSzYbrr17w4pPPeP3ZH8jrLW3O1GIcAyO3f8TmqhfFty1nj9/j/sff4/T9x4SzE3bBsUuRKCavMqP5uteGk4MmB3p4fFfG52HvKBflPRU1HoiGaUQK2kBzBvUHCQK1AMEwQLJSIXvPjA4BnAvlb7shcYGqaZhKYsX0Gwdzc2iHjLZV1mQEhGVerdWeK45vJsWOvluTug3E3X7uDkumRvP6UETeEoXjk1nCbT+qhRup6I88BZFGOxZT9NNZFIq96bKB5kdUqhO17hWabgEQJsi/3Lq9r93Z1+bmYCrH3yd7bnzmcv6pGmMyxTMORcWCBC7vg22GwjK0hytlJWaeW/A3y+37BisLCWrIk+AcTT0j1C0hpnJvRtxt4zrqUSkBg9G214IIVsZSGQEo3UFELbsipGltK4asG7nGvHO4xrrpWItKa7s3JlZ6dQwDbDY7Lq97cjT9dP56x917O+6cLtj1A4tZy/HxnJOTObOFBbFyNl0owcroNBveARmAwdqfZzVdIkLOgmq0bmZOcKWMXaV0dFALpEylf1LhvJXChQaUBlFDDIbKAhRjBnOvyRUlmr4ukI6RGFBEmM9qTo6O6Drh+iax22Y6ZwShNoQFsZEiMRlZuSs+yYhyF90HDA5iOqgm4wLRCsmZIEaG+G0f30lwQJ0jpkDsxVJdoyFXjK1bobavbcs/4yF1/NjkSpWvjkJGbdLGHbvXLu883eS0lsxWltLmbcikbiDFNNW6MCm+t27l1jPZbTjnqGuDJh7WTJmbdSgtecfvh8GOd3rvf94xjVMZ+70G3iuq6SEOv3Q4pva3FkicK0o6FEbUHEtPNp/3NUPFKckHd3/LcReTg967QmAjh0PH5KlnQZNYgOZA+I4KJueDWzy4jpQTjZ87VOQiTLWLbhyCMbLwth3vpRjigFr7kKFTvFd8UJxTqwGEwnIep2Tg9KzvOnT//ugjjNtkr3UObInD2xr/zkb25pw7gBczlQJ4MfZl2wuH0Wfd15lJQSiMCCnnTD8566OOHMjQf8o6/EsPYe9oOaVuPcfLBheVRXbc1Zrmek11s6HW/bPlgswupZbE8vi+gqoKhJlMoKIJLlb2fE4K0dZG9jBIImo0JtrSYuf4aIGrKta7jm4naJohtGYix8hN7NltIq8vIs/fQK4iy7ny+GRG42r6vscdBxZ0aEglkrNX/Aj4GSzuwPURbFdQWSecaS85t/fN+q7nZrOmeXNFi+MHR6f8d2ponkiBpuUDGfkXHnfqY/7NvZ9xdeNZ945tVraSTLFVYvve2IxgPUC1I8fl2MDZzHAfSC4h2XhL1FkrTamhnjVUjbENa1KGXcQ1pcSITHZuKuuxjZD2snyE/lCMqgnjiTnvPiCVGcoSPOKNnGvsf16FilSb0x+jsYs7cWitUOtETBiKAzs2gBiDplOm8xYS7Y8NtRwQ4sr+OXzhQxCBtsYtG+rWmOzFG4KiJ+O8UnmZuDRGJ+pWIFJAPfgQqOsAkki9o99khiSIDgRnzMuxEnYe64rw8BT53Zz6JjKva4iJ5COqY9upCOqnzLGMc1F+99jiFJQkGfEZV9UczRc0Vc12u2N9cYN2kSo3JOdR8Yh4UkyIeKo20M4bTh40nDzwVAqph+bukvuP3+POHy54vXpNHSMhDVR1Qw7O0FypIBVjMnnlPavrDbsuMeRAlhoh4Bx02pERNn1PVMUvatplxVEF7mpLGnqyi+zoSLEnDx4P3Lt7xqNHD3mzGpCzMxazOX2/5ebmmm63o7+5YRuN4CxLIMYdtIEY4c15x+evnvHDDx/x0cM7vP/BHVavz3m93VGroyYgOeAqj1YBcWqC2QWiZmJSqlBRhXpy3Mij0Z9tzIXJ4XTGBGzt+FLCR8W7hG9vaN0CjYpSkfKOIUZb/zGSKqv99sEzCMXeoeyrMt8AGlC81Y+rERqmGFGvRhasakGJ8buMWMSDXOik7FxxbA/tk6nvijkgKMGN+6RsIbUEBMWdCRlcSnQ3K26+esnzTz7j/PMvyasVTRZaHwgks+dRBhI7zUTn8csFxw8fcP8HTzj78AOqk2M6L/SSSYVgOQFDTrfgv9Pj3VLchzveXlM1+PVbLEe3/yrixI3yRsuTlXl1Y6eHrJBMnjoFP76H7nkDpiSQI4SK+eLEUD4Oc5jEnJOk+k6tvg9clPGd0L82h+Zc+n0gpKyVrxk873hpf+wtw9Hhuv2PSb4dXvvWyWEKIpAVl0qLOQSwbhFJjTxxJCbWd5ztG1yDP36Mtuh4Ltm/Nj1N3tui44tjC8Rb/E9lPSMc7GOZhna8PXdwicNbVsB5T9Ma8d84X65EJ6wUppQoSAmcjEnDgsRxGfIYeEeKnQ8wlhEUuks1X0JwOC2ZemeFOlbF50rAbsx0V2gWQ9SQiINNQr+FzeqG68stLxaB3XZLUweOT+acnh5x9+4R7aymChWzWWA2r5nNaqrKSAHtObz5CAgueMJIkl4IcqVMwsiB51xGnDf7QxSlJ+tgSQDvcLXQ+ApHVcZ1H/xPmkuX5JEXIhedZ7PlA2SvZHXUOTBroGk75ovA9bURmGdnmjoXUvqkxpWiGibeNaWUSnm7J08mOLOHjOjeFongCF5JOfLsq1//FQv4jx/fDSGhGIEZimVZEEYW3VtS1QGH2Xj9C5yPKQBw68LlWvkth7d4DKO3ODYWLZ/Xt6RXJuMRqjpQt5U5SYytK24719NlxmyGWmuJLIUxfmpvWKRkCWBYcOhQGX7tAbm9/f/KwzDwb5338BLZ5qY8w62Q6Hi7FCEtlKxBNqb4bIa6llICJBsRYU6TUXFryh17B5+yCSgok0IIudcDJqTECXVdMYSePGZ5x6fIB1nzzNQbVSZywzxxX4p+/fHk4AZlRAccToXux0S8TMNlr8v+XxagRAULKuZrau6PKkjdK9FRuzMGLuymxszImPnX6X2HJIM0mMAvPVFHAkHRSRlIaRuZkznChyUKhYPGgjtIQWEbmeaQE04D7jsSF+86pASMcll3VA71jkqUhVRUnRA3PUOyLrJNmbsUS8K4VAQIkBwc3XHc+8jjZ4neFyZnNXvXixESXl4krlfQZWeZIjK1gs8KEum9sNKB/uaG3TYaXNmqx4xBWg3C3ClshszFLpG90vjM81miaSoWdc/ytOG9s0CKZiCMBoQryHepwJ9YiYF7A7opc1TWrpRgNg6Iam2kvCskh4mTecub4aYYFoW086+dCFU2w5atc1yFLRdDZO0Gsnj8LOCCECWZnB96oCE4oY6ZWhKN85aZGfuiZ5DKchlehL7OhLrCWbNjcsy4weTy2GhAx7SLEybA5yEJ4OioesfYxhYRpGmo23YiGMxFXs3qltpX1N6RxNP4UAhUlX7boUOGqMhsNvULH52QfQlAWXBvW2njRv+a91B+jqmkEe5wCHdyIPOWdrng6HhJu5wRKm+1u9GioL6g0rTAt9GxBRVTg4YM4K3uWKQlz4Tcg0vBOnaQDZ3hHISKbeogdmiO+FDRzo7oU01ST84BVWcIiSKHyBTiQRNaI2m+FifCiSdphVPHrGnwEmjaY44WS97Ia+g7vPO0VQXO0yvE1NPdZJ49f8Gryyc8fFBTOaXrIV9H3qx2XA8DHZEBR5IBpcK7THTGrj+be+6cLDmqG7rzN+xutmyGRJcrQtuSgidJIssA3lMtWuZnd5mdnNA72CWlcYW3IZqxLfUcr0KzgHk152//7id4v+C6qTmaB6J4msWC4+UZ8n6Du9lwFRMnp2dstx3rYUfvB04enHB8sqRuKxbLOQ8f3ePq2Tnri1esYqJ2QhyitYCsaqJGUgn0ko1BX7wnVIG7yxkXNxs2qvQipTbXHDYzVilwKYuQZjEOAomRfhByXBHSYF0KNJNIliXOcUpiGMHgqKu1ZPlHPvzSHx1h33JUC2y9kAiKBZJGZN/h3vhGZ+9WAsXeM9LughAo688yluZsj8mICk+tyrDacvX0GS8//QPnXz4l39wwV2jEWU12uWpC6Ml0Ivh5y5333+e973+P0/ffwx8tiJWng5KNdNaetdy8jcFo9+3Fgt34gWc4ygfGvXJgD7xDPKB7vcfo8JoA3I+RwQJL6eZYCz92Pig26oQYGDPEnhBqmz9vz+KqYoO+DbjVvejK2cgB85iFLvMATETF7tbzvstefftpx8O99dota+nPPG7byJoTGiNa0L744rhZtoMs+/DTFNP9K4/Dr75Ttx5+QIprM6kLk5uaLailMtb9Tx8HKai0lKYblYPz3QpAYA9UVRVtO7OgcvloArLsYexTi+MDV2bsrpCloHLKmO1z5ULlAuJKcAyD+HtkIubzWHlZgtIYyHgPbI0Y4ZJKRHOcSE7B2oZuV8pusyHGAXTL5cUN50c3XF0e07SBEDxHy4bjkyUnp0ecnizp+4RziapxBN+Yw08AdeZElzhizj1aBt+XQLz3rrRCNDvCyuEyqCUDcL7YZYWku1BRCtbWFxxajEuHL62Es/GAqKMvSFTvhKYR5gvPbOlZryF1ig6RJM6Cv950uAcrXZBMjAnVhM8OgmcM4g3JsRsy/ZDY7TrqRabKQt9d8ocvfvWXLeA/4/hurH3vwRsEJFceza7UNcs7HCX3lvP6F12o/BxNomIkTofuJcH0dxEPtxzBWx6r1XaVRR8qX1itzTgTmIIJIwRrhFqKFniQF6KD7brj6uqSoSvMWyM8VmUfBxnT6F8LBgi3pMBffbwlpd5+bXSADz+i7I3YVMbV7b3qrJm+39HtdgCkrkerQE6lRlGcGa/OavME9q02xOrLNEGOSt8N7LaCcwHvnUXlKER5YgaHk7G37DsEepk64x44mNeypsbgwfT041TrwWvvGqrxWgmc0wmGZwqYPdO5mNEih18q58/7X28N7eFxCNWXEhgoS618fq+tJ0OtnMdiVmOH4wmEbePtTNhYkDEXDgfQqKSYiYM50ofESFp8LotHqMUpxW4opcT6Zst/qmPMGChqhkwN237LST3nQZgxO7+mfXbBvLPSlixQdAO+B42lv3eAcAx3njhOPxRS3ZnRLRTNaeMSd7Bdl+4R2JhV2RFiLoRQCt6xvblGUyxtsppScgCqHoMHghCM5CoZM20eYLuLVC6yPFEerYRN74jeSCSrCrS0NkRMZ0gL7TE0C+j7yd4zhS1AbXqlzkroI3noWQ8Dj46O+W/+7l/wf/3kU/79V1+RyaVV3F93RBKv0iXaVVQJoovmeIrBAnHB4LQpwaDIkJAuwiwhwWB9UkqT1AnRCT4HmuSoJdNrMuSK94UPw+DmY7GmKyST+408WuO3FgsTa2MQ8yhCoJ7POJov8M4TqgrtB4Z+oCp1t1WoYWbQxbDxbFZr4raHRgj0kJV+GNjtBoahtzIdpUSfxokY7+mtX78pYJDyba37th7CSgVCW1PNa0MmiTFluwQ5J3IJEISyP723NoAERxUtS9RnheAJroI2kAfrc+6SEoeelHfm/GWM9GLoISbEzfB+RiUzYqogVZD9ZGA5J2WNO5x6ctlEmoQgzkiffIXTTLftefbiNde7HTMV3KD4LtNtE1r3OGlxweSrZCUPA9vVmjevbzg/PWIjif75jv7FOc8/f86rmzXbrETvCjFsJumAuh7fKg8enPDw/l1m4rhebxmGXDJYjiHBsFNSJVRuTpLM0A+sN8p6gJtkHUfu5URb0DweV4JungolSMWwqHj/xw13ljXtgzP6CO79D/n49EOoG17crHi53XD04D67bceb63Ou+0se//AxR/cX3Lt/h1YCyw/ex/cONzTIF+f0m56u70l5QFO07g0Z9Oqa898/5+UH73H/5A71/SXVb5VaodJEn0oCQl3hoyhLqShLp1LQHtanXWJH7rfsujekvEWzWIviVEg4S0A9o2SxgFBU68zjJqe4dHVS6/ntcQRxZQ+bBtK3ZM4+RPCWwrn1mt7eQkJZ32PrLusVHlMxnguC0SOEqPSXKy6+fMrzTz7l/POn5PWKNmUW4qnEM9b6JjXywSE4/GzO6cOH3H/yhLP3H1Mdz8mVJzohlRaAUmDIPhh6bEz2mOlUWg9OQQ35+hOV5zDG8sMaqLdlgDJZBBP2XUrsZSwzMMJDkgXERAuaTIwfwMo6rdzRe08uwTo34jFdybAWJJWWgOnXDwvApBiJKVKrkUabaTWWi7kDGfjHjrft2MlIO/ibg9f+mN17254d/wOTjSkNpDyQcsR5c3KDt3kzhGr5pn497vKXHm9/V996b6qoVaZc5t48teCABVk8xmhfELdjpjolhsH4JQ7Tpm+rFsUCRFVVM5/Poakn5MDF0z/w+PQBlVeqSqmC0vkIKaA+IbEuUPxcaun3J00CxBGVaXrVqekaKZD9XIhLx50rI2I1h8neztkCCS45jFkoFwiH4pwVNBiHWLbOLdtEGnZ0m55Qe5wPLOYNi8Wa07M1Z2cnXF+taOcVd+4uOT5pmc1ryGJtEr0jOAel64OhbzLOZ0OLusJHUEgyU4pWDqCegYRTwXlXSph0codsZbrp3lEr1DNBDSTL8GcREgNVUE7mDe7hMVXjCbXywl2xXW3JXcSFFhcrNAkRKw0wvZpLG1S1xGshYdTiV+VkwVuC4lwgabSuF9/y8Z0EB4ITJDhcUItaiTnGVj+lFjwAppWN46/KbU2Z+Hcc73z9rWsU52ofSjRH37nCppotYyMj277ILZH2LtFmaVtwBZrnK1/griP+fSTvM2RBYfrbn2VchV+LrP61x7skv+x/HqI1bhnchjiQnKl84mjRMGsE1R19f0O323D+5SUAu9W2lE8ota+Q4Ehlc+YSoi3oJEbDXkuGwxxSgyaOgmmEVQla+rHu522sghgF7vSEZTMdHiPK+LbU/vqjftMxqajxRsu9O2cGi/Nuul9VneBsY5bgUAW66a+3z38YWDiYGT247O3LT+pzhGdqqQUbz2VQQ4w4pqh0KQEsIzlSUiFNPBzLkdtAVPddHnzAB4uYdtvdnzFq/5RjND1LgAjB147lvQWuygSX+fD4jHtRaZ9fcrLrqQEqiCVS7IHUgPQwCOQ53H/iOfnI4xaRTvKe+02hcpSyAWUx89R1wqVMUIGUqXIiKKQuUWVHLIOVBTT04Cpytjpor46EQ5MFu1yZoVo8SQaSRrpN5vKiY/fYoXNHIlPB1NIwAxrAHcHx9y1ocPEJ7C73xsUUAxOQAHJzw+Vv/4D/oOPO43v8zeP7XPQ9v3z9gm1vNZdvbY0/+0gCNzOQTc9OM1ksjj7yhWhw+OSII0nfdiBveuJ8INe1meNOivNRakEdJK/gHKHxpg8qj6tqKi+kwbKDI5poH5WMJpemWhD2G0WAwqlBqAlNw3w+Y7FcEHygqgJ5SGzXm8mvDyFQ1zXzumEXaoiZ9WZbAr2WuUnJelunsSQuH+iLt4XIiO8/3Op7wcceNlVQdAdOxciPMNY5hrrG1xVelKAZn7TIw2zZi8IkLS7gfCBURk+YnSEdgk8k59BoRnyoAx5H3PXEmOm9MjilDx2EDFcr+PQ53fwhq9U1de0JPlO7RJRE1IQr962ldsHpSPEkBdnkrIyjOBwuBNrlkqqqYNgigxoiw4Ejk9OA+qowuhtnxerNFZ/85jPcuifkgdWLC/L1JdtXF1ztIr2viK4uhqlCELzUOAZySgRR6lJjnLoBRfbtrbQs6NKKFu9xTUAaRxLoYyJmQX2FS9AQUXUEZ4R/m92OV9dX9KGmOVqSESrvee/+A6RNpMaz/OAuj1C2agR8H8sjOknUi4AcC2EhMAizR0s+ko9Yn/c8e7OhWiXqqiJ7R5cHolfwA7SwODZWbekH1tdr1ruOmCKai7wcHfJSTsVoyCZzQnKpc0aVNCihX9Kt/iOadojOIFPWlZEL5oKUo/RK1z3z7aSzUMhpIPalO0Q2IuYIpQ5ZJ2Tf12yQosy+Vl55+NkxAVMy4qMdMPrMVh4k1OJonKe7ueH1l894/rvPuPjyK9LNigWwdBVNIa3rc8JwEkKSQL1ccPT4IY8+/pizR4+pj5ek2jOUoH8qCliS7XvvnGUHiw3gktk1EVB36CzvSyAtSWLsYTLZdkYSd4hcHOWYqk5s8JMNOxk9hTM+j+39IkIuWCqZxk1E8YXLiapmGBI+GHliHluZlmsd2lAHVuH0T3Pel6UVW06nT7H/xmF51a2zfaNbe/C5Ay/6a+vlz7HUxvPoxAFjrrY5eOK9ofvUTXbT+HMquCtD/HY56CHC4NClmGz/w0cdb7e8NqmB8stI/yUly04J5jjnQeKtp1e1bmAxDpbhHoc4f/0+7L6FKgTapiGHUMj84NVnv+H9n/0rQuVoWwhVpncD6moroyzrYSxJO4x4KGItZ8tnpBgcUoxFzYYUk2wFQ4bSNd1wOO97PpLx/GKlACr78gCsFMLKixMpJzabiO+E4APDNnNztebNyy11/YbdbmC29Nx774R7D444uzsnxcRy3jCbVzRNIHgrvxJJVnXo3RQ0yWksj7ABdM4TnCsBSJP76mSfpPRjK2pbW2Ob6hyTIXkEhIyEQI2hIJNXXBuQKjGkls225fp6RdcNpChWBhMsISrJeMKCs440KWcj1Y4JcRkvQuUs2JGy4nyD96EQbnpDZ3zLx3cTHPDBGGZdZiRsMP3iykY72HHT8Rc6w9OmHAXXP/Gmx0CDjpsTI9aK0ciS/N6jnQSKFDhXpkTfTEmY42EwE980SPDGoorsFUbZ4RaPH7f4dOJ/4sOMx6EI/Kb3p4u+dV0zJrSkky37rIWgxgRwGgylkVOm7wcLhIgFVgrerfSK08Oz3rarR2VFESKj9qdEy3T0XJlKA8YvHKoV1DKu4+uW2XjrqcZfMn/2EAvmoIGCN2GWFCa20ZwNkp9zUUx5cuD04PqHDv3hrfi3rnWoFw+5Bg4V9/j3+LserB2XSgtJJ7gxwEOpFyvlG2OMDuzzozE5KZqEZZNijybFUYPPLI/nvHl+8+cN3F91FIOwjFR2ysndBUenMxwDZ1XLB75mfn7NcuhpNFE7rC1gUbyOvX6SAMu7cPeJMLujJIkTAOawkYlkpak9bTujqje4HfjsmPnEwxOh7jPdOnMTMxvAqRBV6IfM4BPRj0ScvpQTCU49Xq3e3Wu0Gu+gpKHm1XnkZh3gLhB782dhgmen0r2gOoL5A9hdwG4DbG1uZITMYT9TTuSrK5q2guNjcr3lZ6fH/Kt7D/h/PHuG/BNaUOacGWJm0Sy5GLas887Wfh2AQsJTnBQrjHNoF41oMGUSWsoKlKQJa55kXbmTKj4E2lnD/Ciz7jvorLuIds72XbDAmpaAjBVT62iJ2L9xU3mBJuDqivnxgsXxkradUTur3R/oaNoWL1BX1n+5aVq8OJqqIcVIzsURCaaPPB7yQB4iKRorPur21xyLWEfB5vQd4vYgnesm3DcT9bDavbv5jMVyydHREbO2xfvijCUp7dnsiIVlsweCF4J4grdsSMrQd9YBIsaOXbcjDsKQDbo/pGitJTWSKrHgbYwGI+oiq+5L3rz4nOMHDfX81LISOeKpi3we61UhFnI4xfZfFCEkc5wEsaBPcKQ8Qjqtpj4ET8SIzUJIhhbBuqzE644vfvsZl89e4pL1lq81U/cDuBqtA0PMRBQNgtRAVJqq4uRkydGywfUD61dXpFVn8Rwp3QOKFFV1SGihHhAv9NGy5eIqVCCq0njMSBMrxUqSeHN9zc9/92s2GR795Ecs3SP6bc/u9YqrT96w6QPhwXs095Z8eXHFrK25e29BfVRxdbPmQX2CnxuRYkzKZpu43nSstwOqBv3OztNpRl0GH3Fzx+nZnLuzmnCV2G06NjEziBLdqAVcMc73NefjIVh9bBaPihBzR6srpJDsqKqVzgwDcew+IALeUBPWp9dksk4aV0ATOTpiHw2NE405vGibfYJc8oFKO1SIMpUh2Jy8bQ+O8secEyvrsf3ixCDPAev2wm5g9eqcF7/7PW++fEq8vqbNmcZV1LnsCwF1jj47BhGqxZI7H37E3e9/xOn7j/BHc1KZ76EoES1KXJKhtAQmEjc76+i8v+0Sj6/LGMmYPm3659ABO9D7U+zA1qMrJRqSi1OSLOilybKdOSd8kS17J18R5/GVBT6lqlnlTSm1tLaGUHRlMXknO0n25tcoc13hNXBqsiZm488aCcet60FAssc6lbzt4L97XvfH/n15x+v74NFBKdf0d3ne8rqKEIsR4ISJ/V+K02cIGjvL2I1gfGEkk3QFyPxNYYxpavXAah63hGNCDIxBgyz7WPZo2ztr8D2NtfcVIqk4oh4R0w1JzfdIoqZy9PbNjCrHbtxT1w2tC2yGzJCKztEyQiI4VxC4YgjnnBI574sHkIL8HR+yJMX3YyEIhnIYzz3xQ5YB0f1C3H9rHJtiR+cxC0UiJ4e4hBNv6CcEXOk/LRlRRx4cQ1RyUHoSN7kDAtvtwHbzhsvLG05PWyrvCQEWRw1HxzWzeSCEQDurmM0aXBWshCCDJAtDjDyuUkpQcuHYmYh2vUMlYSXPB5xqOJyYnDaEcSEFVBjZ6Iei6pPzzOaB+bxiPvesKkg7LWuzKFBxpJynkoeR4sNAikLwGMGwTwQvuEqoKl86j1gQ7Ns+vpPggIsDzkUjBxFj5jTKooNY3eE+n45DN+iPHNNHJjf9YKf8keMbFNCt9/fy3Mh8hmR1sJWfNtrhPUyterDAwKHDJg58FSwCDyWYUJRhUZD7TPOBRXmwP7/V42uFVtNDvFsaKiaw3PhVc34RwXs/KXaykodEDuP7GJStkG9YrG1vB9+6zMH0WUDJJGkuUdXxPux9plKO8X73tnh548BznuIMB88z/jrVZr7jmd8aHVMEmdLLmRJdTGWObcZzTmRiGbP9FJqitVEYf/cH1/Z5f+m3j1vL4GBdTvemk/yeDqdAVIZ+IA6eykF0Fv2sHLgAIQg+KN5DKvVRzu13U9YDxVpqLsUrs7Z5x11+F0dpudSCq61mf4HnsdTMXl3Tvrmkyj1SMXV4kGxVAoMUMyJAPXOc3XMsT4XQJpJXvDPuPLIZfOPg1W3m/t0dDxbCs5vEVh3HZ8JP/nbOfWB4veX8Vc/zKxBVtoOyTrCKmXXuGZwHDXhJDK6yjC4gmiwDGEBcpqmE+6cN9489MzpaNbbhicSyKmrTys2oj6C9C82FlT44wHUQG/Y8rwCxJ6/W7K5u6KtEJQ3HVcBhrbf+tJH27mPIiV2rnDYNjSTqLpOHbFwPm4HBW6sjY0wXvBqEvy5kelrkaMqx7GODIruk5merRcqbWcVsWdNrx4S+zaMDYUo8j9bZuLHHvT4q5BCQqqZqGhaLOUdHS9rKWvwYv4QnVQ6JGTNsHXWoEIUBC1RUTUMsBkDGsoL9EOn7Du2jPeu4+aaE6oFcHS1PuwTTi4ebl9EyLyaqyNShYNa0hBAY+h7ZeEQz2QVizlQlKCIlzZOUiYBUC6qh63qGbUcaMrtNz3rTMWRHSrDptvTakzUxDANDrSD1vhl3OXbdhnkaCKoWiFBArPZRJz0rZKfoODFJiZqQWALfLpBT5OWbC371xRf8yyff5+FPvs/563PS9TVhgEoHNHlEKoII2RnpW7+JvFmd25gmm/t5CDRtTRoyGzJZEkLE5YgLcPf+HX70tz9muVzw+vevef7VCzbrNUkbojd4ZlYKm3TAhYo0JC5fXvLskxeczj7g5L5Hj2t6V+G7aOVs3pBXfVzz1cs3/OJ3n3IVI93xMR/ducP1qzd8/g+/4/zXr1h1gd3iCD1esIoDfl5zdNRwvKjIRP52/RO+/6OHaOW4ehk5/+KcL5+95nobya7GSTBkEoP1IffW9soPiSopdagIZ0fMjhfMrna0KFFgaulWZVsTUphQFNBSM687Yu7IacN290vi5j9A3pFTYBgidD1D11sveuet5tgHogTTa2IIq6y+0GL1BvXvInGzQ2PE59Ie04uVWrp9ad3BTpj+f7gnzODev6zctg2Y7CRDqDTOKMN013P9+pwXn37Jq8+fktcbWvU0YvDmsURiyJmeTC+e5viYsw/e5973PuLk0SPC0ZKh9gxeiCIkzfu71LK/Yi57T8pDTa7hrcCGFuU/BT2KUTGW1JpL/W7jToss0IOxmboMkSGXjjB9jw6xENrtjaGRi0icI9QVIs5KZLV03UIJPhjiJltXk5z2NsbEFT55zYqqkfqZTrYwlAdUbH1Y1ttN5vf01b/i+OavmbyZypIP7f7pucv9lQSkIZm0JJTKuLqR30fG0Z6eO6sll0YTcnSM9GCqR7vz0C4cAwCK2YhJiujf+81Tq+iCMz14HvChMrvXG7IpFweebK10Uxwm8uxbY1VeyoLZoHVFPWuJAtuc6MZOYuVK3hnSxpXe4jknC+qnAZEwIVnGFn2Tnfm2yzB2OGOvzrTckNnoDrKfpseCT+MA7fWfHviBmh3qdULWaC5ogoL4MZRCImZFXEDFjKQhJYahY7vdcHPlqINjyD2LRcXyqOb4ZM5sNmc+n3FyumC5aKjqgHdClYSqMoSF+oiUdoc2J2Ynyxg5mNZcqTcr46Rq6805V4jLA4bm85Yz8Jkd1rmh9YF5M2MxXzBrE/06ms/k1bL+IhPKS8UXdKv5F95Zoj24TFNBXXuqyhOqjErm6voN/fDto3q/k+DA6uKCsw/O2DWOzXZnFpavisetTKG2cZ9Mi+ZPecQH2kJgCnlObx96dt9wrm/ywm79bV7oGFWnRLhHwX+rCmCMNJbHmdrzlO94byQwhzy17xaCBzeh/Omh+LOP0Vr9xgt/fazKnhizEN57I/XyhRlarfZPDwxicRYwwB20Hiq1O5LzlKz3cKs0wJhb94zIcgArcDIujQPG5FF7laVEQWtYr9j9khhl2CTcx9NOa4fbKLjyMiMycJLsh/e6d+JGqJWWBSCFF6HQbVjnNJ3EiSkHKSTqbu9XhLBnHD8MhIA57M7dXtZOix/kDVYbEwxpf34EqkpoakeoFOcNMaCpNJ2KjpR0YrunzAdpv0xwggSPr2vwjiQZNBhhzHd+FKMkZ+qqpmk8uduyaGYcYVgu3w14lyEUhhHZry3HfkqbubI4kYKOzRMB4TiXeVTkHlJUtutItxGIQj0XHr1X8eMnNQ+lh1Nle9/x/I2N+2breXE+8PxKuRxgFxODMybrLicGyUQxUrHsRupRpa3h3knFSZ2Yp0yrxYcsD5DL37kY1r6G2Rm0p0J3UxzqgvTMY9tMDySl261ZX55z1CRS3XOndpwtWl7ebJmajBdjV7A986eOLMp5uuHe8h4u1wQf8ZuB1PXsdhGt67JOPEQhbRNx29NtemgCTWNt8CRbBrJSoU4OHy0wFtX2kHpl0IEhDcRoWUkpWdsRKnsLh5sPNi7mXFPVVHXDrG1pSqtCV1pDSTaCvpR8geSag5zaiFPLgLVtS9cPaNdZRlSVrttZYKAY1/tm7YdKgAMZWjasP7i3SU9pURYGc98jB+x1TZlhGFhfr4g3kWZe0XghNQ3qqsJYDF7G7EIAVxFjRiSShkjc7ei3Hbttx8XVFavtFudruj7RazJUChlXC9QKMpigvN7sd2DuQQtbRXk2TTAGvF2pPvfOiPJM5ltv+Yggyf7WDq5f3LB7Esk4wqxFanOAkw7EPqHBul04DFLpKw+VwfhT1xtvBYW/Rhw77a2lmsNq8/st7ZHwwYePef/RI1yKbGLPLnbk4HB9ImgmpmhBAQWJoMGTusCbL99AFhYy484/u088dTSVoK4iRWW9vmJYbdg8veAPnz/n/GpFXi5x7ZKqXRDzFTeXO9bXWzqt2QzKarchhkBcKW9edHiJtLMZXirSIMxCRf9mze7FBc9vttz02TocFETXSEQmlUJK5KGDqMTtwOpixabvSd6hmowPRQc07J2OrOAKokcLyiQNazTeoMOWtP4KhjeAlsBdRsb65hitZjl4gyaPGTM1h9/q9stajwOx29Fvt+RhwOeMN0DR1EZ3KsMBZGz+TtHP5X7NsXN7x2T8TDHCfWHZT8kc4sp5anHkbc/N63Oef/o5Lz/7A/HmhloTtSi1GBdBAlSMfHCQima55M7j93n4/e9x9Pg93NGcofJ0KFENYTB2mTaiP6bWxKY39kGKvQE7OueHppQhHsY67tE/YvzMiBzVg4dlOlURJWbkqOq+BnlsDy0H43RgxIwBvJytnlrUEHEX3RpVpesG2romhIrgK7oh7c1wxmcsZ1Jbh+agWt17oDRxdjrBmkfbeCSt/GZD848c32gcC7cHBfZR1/1zZ6TwZSg2cw5RmcYhF/nhcAetg02GF3o5CggYMJdlH9DR6Wp7NGohESzzlsrAOczmDSr4rLhicCTZXzM7T2jn1LM5rqrsWs4jzlC5gppsG3okJ8J0Ncqz7lWOxYm1kKfPiE6ImtG+H++4BNltbWSRgkSwkgAd2f05XNOlRFZkXKzTc8q4yG9NScn0F8fZiDT360B1b/OPoy1FT05oiDSOj31PS+ZDJrT5OGmCtQFUnDPSwxSVzSqyLiUBm/XAxeWK5cWatl5QhcDRUcvJyYyzsyOWiwXa9czmDYtFTTszvUAliCZEcoHUHqLSzZFQcul2VTqKMJZGCRqVEBweb61epXAFqaN2nkXbcrw4Yr3IbG/WdINxvVjJb1mrCEnE/AyHBXNwpOTohsQuZRYpEfvM0CvNTOm3Pdt1x7d9fDetDGOkdhBcpqqCwc8n1vyDPOeUARq9tz/DI9a3fpe3X3zHOSZh/o5zTGt473SqSCkvtbofi6jK12MYgi1Wd8Dm64x4xjJeWJ2ad2OJ0aQAv0Xv/08cf+o6h0pJyiYtwRAnSFKCt3Y4UsZawLoTlO9anWyFqytEfDF0bMwdgjqH5rxfbAc2NaMxVAhv7CU1g96Z0MzkKZqI3yvnUenuxffesZ+imof6ajJSxPqul2UxkSSXJegLYYnGPF2rqHITqChkISWKMSS4AE3jWMTEEC07PZ53p+bkV5VQO6XyDi9mGgURvCuR1MmKsPIF5yFUZlzkIjyNR8FRBSGmzK5X6DBmfrGI56wR5o2j9uDJOFWDJWaMkHCAHNlDwsaZHMfICy44fF2jtZmDwy7x+tXFn1hL3+Ih5sTkNDDkhDiljgPtZk3rEqHM6XjvYxWLz2UIKzh75Dl9rEirFkApDvc4zyPdhwK7AbY7iIOpuiOvPDoW7s+2LGVL7RLhTLh/X1hvjNznxWvhq5fCVy+V1ysleoiDsB4yK42sVOh8bQZLTPhWOV723DurWbSD8UEUO2cCvRTDVFOJ11RGTNiewOoV9F0JGHHw+QB4SDLQX14Rjxrmbc2//f7HnLua/9NvfsOEcBqd0bHU4E/YcjFFLlbX7O5k+rkw5IocFRdBemN99OrwriaKkgfoVjvcrMbNPMOsNii5D2ZslrKWsdQs1IE6Z1w2/gJrNjBG5CxrkHJCfC4MnONGxSbUZ6gC1DVV27I8WrJcLpi1M6pQAVKIuwTnCzGhWDnEEAc2qxU5JavFDoEqBHZdR58GkkKfIkmKph+jjeOYjf/eLiMYZenYVnqMWt6KKstbNUZK7DquL65wKyFJpJoHjmYN1ckJ7SyQMKhzEiYmcrC2TjkOZhDmnpw7NtsN19dXXK83+Kq2XtCVR70j+UhuBE4CHCVYCvxfPpluf7j6jPzgh+S0om6OSap0sUdlZrBX5wsjSCqw57FPt7VmcsEyGijEXaTfDESF9viYcDQjnid2sQOt8ZrQ2OPJ5NqQFMF7XPDEqiFnCM7Yt2MaGHwgizKWKIrCom5Zzo6ofcX15TWff/El5zdrogRzop2QkwlkV4xdlwSyQ1cDV19e8Pv6DxyHiubjM7YuMWshDD0vn77k+tkrrj5/wbMvX0EMSFiQ2jnRVSwf3OPOwwd0z1eEjRmuMQs7FXL2Bt/tI0O/5Vc//x2vnp5TtS3pukO2ke5qQ9JAJcEcFC9kn8l5h0rk6OSYJ08eczJrWH95zupizabv2amnF8hBSskilhlVj0ULSw8LZ104chpIeUvOivgH0J6guyLPnembYRgYYoTWZL+vqxJ4L06NTr8BRnyX+4FhvSFut1TDYOyqRVmNDOxS7KevH6MQL3aEHDghMgbNjYF/6gsjUDuBIXPz5g3PP/kDT3/7CZtXr5lposK6TXiFsaf4oIYo0xDwyyXLu3dZnJ5RzxekytbToJaZNItcpmyvlEy+hEA9a5kdLZnPl6zXN/hkAQine71CBh0S3XrD5uaG7XbDrJ1TVwFVM/5H3b8/DgSw5gNb05w4lUwSczykqqiXM9rFkl3TEoeOlGIpLLEbGHY7us2Goe9o6go0s9tuyTnz6vU5wTka78Fhyat0cH1hz3eE1bz33Y6h72nq1kodMlNPee8sUKkjbOBPxgXMcbfVccDhNd7+pI/yW98Zg0nu4BLjetyfK6ZEjuZ8ClLsd0HqBte05NgzaCyPap0CkmbUe5yvGEMl3gVcYbRPKZZrlGKS0gGCMk/qXCGpFqrgDd6eFTcMDKtrhmFnySuBrIJvW47v3+P0vYf4tmVwDnUZH9yUvdYhQj8gSUc6Grzu6dZHlTTmeOqqpm4bdpqtrOxqVbaWkVgqUAVPXTucj+RKJxo0zXLQKET3Y3vA+TNtX38btTHqM5c9earRL2coAcLRBj8sfxWVr5VAvX3OwxicHnKjlWSLlY+0lpjQWFAhmRwTu37H0EWqsCEIXL654XwWuLyz5ORoTr/dslzOuX//hPv3TpgtaiPqThFXKa72UEgXzf2PxS9xBaFiHQ3GNrqoljbaBSEsVu7nAC+BunIczSvu3dH/H3X/sWTLsqRpYp+ambsvEnSTsw8/l2RmZ1ZWVnWj2QCCAQSThqCHPcET4JXwAJhiBhEAAqBFMADQLVndVV0k2SWHk02DLeLEzBQDNfO1IvY+l2TdWyLt9+4TEYu6m5upqf7666/EyRGnhit6+k1iTFaGihrQIR5cE6xDWsZ8pjLXBSsp8I0jxTIcLpL0fybgQBpHchrpFh1u13MoXjl2rI4mWKFQHNQ93jVlaiRYJ9iPzqz55XD0Ub/JCZZ6EtgkQ0liwg+1BzZ084dIOU+990UckLZyfSKOtm0ITcN0HAX8h8IFfqfjx05GCsvD6kXFg1UQm5msbT7spSZgJBh7IDnDOWt/YrNkFvDU0gDAgIEIccpMY8Z5KcJsOos/VvE/7/NM35qH3NUYwRkttQTYIoUaVFgd94EhU1mXKkqgtvg0W81mzcqLOlNOLenN+VKdI7QW6Dtn1yYF6XNBaFuhaZVmhLFOezFB8MXCcdLZ5tGIWvW1KF1bXlindjbD6hulCZaFmVvMYE6tPSZAJE3WSc4JtAEWnTPmgDP3zDkjgkoSxqjESGGAzLfBVmjZDyjlMKFtZ71KoaHfx3/UDPvdj8MiXZ4tOHkUaFp44lY8kzWL/UQ7Rpriw9VXz/vaxNwxdbF2nH8YCBcTQ85GGZTy2lASwAk0Wsk1Au0aLs9hcMB55qfniXMf8TkZYuCUVZtYnQEucnIuvP/M8+kbzw8vR8Ys7LaZl6/g5T7zKsI1Dq9KIhPcyLNHjvcuYeESTMUnKt336sXMjJmCeLglnLyn7G9hGg4OQX1JNV0LhWF3x9XXCQ3w+Oyc//rnP2Vzt+Gvf/iBTbKQzqZSKfH6Lc5cRgnLjtHDGIToxcbSQVhYtj40Lbmx0hNLIgh5jNb7HMjezW0lZ+6qM5sSWkeWhia1dIuWoXFELyRf6lxQ8lQU+zP2eHViTHXT6qO7QNst6LqWrutom5a5JVgtjVGLXZI4pn3PNE702y1DP0BSc/qHge1uR98PRFXiZFmz4yAGKEAF7xi/4z2qPlQeKwKmM0gjMAssAkwDaZpIQaFRNCxpV2tEq+J4cZooToM3+qFTj8ZEzqUDSYKcrHd9HEbGKRqAgif4BinspqmewwMvQERYtB0uBCaxjEbOJeB30b7fF2ppMciiamKVwUCPKug7bfd8/90Lvv/gNT9/7xGf/kc/Y7/dEsfn7PsRSQ7vV1ZGlC1I8zmVbjZm15KrO63OXWM0JVZNw5P3n/HZp8/4yQcf8fr5Gz7/u1/yxec/cLtNhLBiUmuplzioaudSxyulNWa8y3zzqxcwJsbrD+n315yewfuPVmg/MOx7bvsd/X6H7BM3377i7//t37N48oQPnjxi/fQRYfUtLirTiGmUUMAsCfh2DWTikHnx7RvUCTpkQvY0Glg0J4w0DDJZ2+TgrOWXVz748D0+/eB98m5k++qK/a6nzzD5Eph4QcWTdSpkGgUSES1lU5PtzyLgI4RMu/qM6fZzVK/JMZHHCRcc4zjS93uGbmmaHOsFbtkyDSO7nFkVtRAoML4qebtl+/1z2pMVYbWwHuQhcNAokFlT4qiR3DzX7JQrIODmV5luhVH5Y4xFPdwCcY2RfjfQbzb0mw1pv8OniUaEFtPcceXDbTQyWRyL9Yrzp084e/qY5mSNBj/7FF4OJVBaQLw8lzqYjfFtS7Nc0nVLnA+lblnmdVnXc54mxl3PsNszDj0xjeSmNf0SCVYqUNmmx+zXYtekAIcqtu6c5CLmZiDgtB+YBrMV5k+6AoRkkkDbtvhlRw6OUTKDJnZxNL2kZB0ppGnxTWsdp5RZCkWOxk0xUGkaeqZxMBC3BDypsBGL0htVm+KBBawWuDxSIXyZgaN7/qcyz1UzTTI/XINEL6XffL6/dwmOrlsUACNQ1XqVhGtalmfnaJzYx5Hc74onW4CA1QnL9Snt6hQtwm5taI0JK0pMpqXgnEfE411TyikOjFUVTPDOiwmyT5G823Pz4nv6qxfkHOfr7RZLTi4uWV9eMrWNtb0LHmK2Ms8USdNAHHo0RUvuHI1nHUVXQyJKL4rgmYBXz1/yN3/9P6Cq3L36gRe/+lsufvLnBrJ5C2BxGfXZOiRVjbBMYasc3Y959OVwE+oednRWuVIAtGbSDyDBW8eP+BxvQw6Hr83zbABjDphvIrW82VlXESPjFWZCiuTcECWRxok8TMR+4HZxQxz3LNqG61drXj9ac36+gsYRWuHs8oT1xQrf+iIyakyB+bJRcMZKzJJJ08Q0RVQSaRKaBrx4opq2DGJx0WrZoDimEfq90O+EOBirjmjtIbNaYrFVSgLTFS2XZLCYKE0TaBcNTecYxlteXn1P1j+8b/5HAQdurq9pX7+kvXyGOMW3njRiXsuxSty92SAcuflHj/t3z5r5sXc9WZdQvu/QyYOfx48fc79K5jamaODAOFk2q9ZW1Q+oft78aDWvtjCCQBMCjfPsq0LPMThwr5ipbpzvOL8/9iFH/w4UB8N4BRPJwOrso1qf03RcZ5eNHtP3Pe0q4NuOsRkZpohmpS33OhXf2B0PdYRpn/EhEry18ZIiy26Ub6XpPN3SMiBTtqChIqiuCHU0rZHKs2bQRNt4goeU6rgelHmb1s06CuAtGE+mdGvCLZ445hn5rPuQeDUhkFYIrUN8xLIzZp6lEdocWI7KMCWGyYx6EDvHZRdYrQKL4GhEab1HiDQeZgn9wjhQMr4RnAdNpcSlBHNOPDEqfT+ZfkGJk9RD0zjaJphoiWBtWcR6rlYnIseqMv72oc4cM9d6pBHENZCVzc2WPKV3vOMfO+H0Rx4SJMDidEG7Es6C8EFzxuUtdG82LHcTQcvm6A9vFUADRIHQCRcfBRbvRaaQiNFemzMGUpX5J45ZON41cP4Ufv5PhWcboVs3fPBE6SSVANeyTzVTbyCScuoji3Xm0WNbB/1WefNK+PpFwz+8FMb9wM4FixNGD4PgS6nSsQnzFSAoN8WX0r0aA58+s+fizrF5ngvNG3wVrq/xZVamNNBvN+TdnpPTBf/FZ5/yN1dvuNvtZ8ciV4f87Tvx1rGfenqJZB9o1w1hiASvVpvvADGBuJzLIs+U1l+htDP0aO39G4vAlTdavbpE0kwmExAWYcEopsptAmuKK4ISvvFIVlNyd6U+J9jgiQ9IU8qacibHSG6KVRbQAsZ5H+bavu1+x36zZdzuSDHTdRv6caIfh5JJccwlcLGAAw4O6Cb3thoowTbFhmaqL1zu87Htr3+X0a9GJpv6Mc7mk2Tr4d6IBe1SJrB1FClKxSWTMkVlGhP9MLHb98Zmc1KCKykUTePOSsYi75ythuXBUctbpKwz52XGdWpAV+tGtb6YZPuClixzsjrKb379Df8DLef/q/+cP/urf0JQYd39gs+//IZhr8BE4xaEpiEEs9nTFK0VKEou7dcgo+MWVFm0Cz776H3+07/6C95//xG+gX/7r3/J57/4hpubkawt4haMzhT6YwYvGafOhDEnK4fw2kLwjHeRL/7ue66+f8Wuf0F3Cv/kLz7kzz58Hx9ahECKME0waOZ207PZ9Mhjx6JbE9qOPoz0Q49qwCehDQ3RiYGzaSKmgZQSIoEQlkgOeOmItIxiIoNOsOxlaGla4fLkhFY927sNm80t4zSRxFvveif0FIAg1+lV2trmEp6rIjES05Y4TlbXPN6QhxeAksaJ8W6HiLAns10saEPD8vQR3cUp8W7Pfrcn9pGIGEZaJv6cz42ZPIykoSfECRo/B5iWedfZxarr47AktLAsXSE1HcJKJ46EqYrnDI04GpS43XH7/DU/fPEVN8+fw65nmZWFOEwZwzovKJ4RZXSO9vScy48/4b3PPmX99DG5CyTNTAmj8Xo/l1m5Ig5WY6OK5dm6KAkSseAklVVQTUHdjZyzbkZy1AL58N+DDZgfrXbjmFGU55tqSRLJjOPIsNsz7HbEccBptjr7smazE8KyoztbE1YNIxObac9Q2BwiME4j67YjlB7qiB6YazDjxnaCI2kaSOOIxmg2lqKxpKZP4VywAKdcy71rFI9QyruMK1ewFoe4xsAV5woTqpShOm8MBe/nfvRa/uudME4D/eaO1A/zgIbQcnZ2ztn5I9rV0uyemEiq84Hu7AyniTxsGcaRmCeqhWu7E9YX77G8uERCh9Xot2SM2ZdL9xUpgEBt1V1vt6gWBoHZwSBAtI4A7WaD3F4Tc8Kr4nGWjBLHGDPJWUmD+AqmKaSIjj1x2JPjOLMkD/OlYOJUX9HAXN+07CfTGxg3lknWbGKjMlMOQMQA0yOXq0w/V7a2GgInDqvdV9wRDcdF0v9+x5HLczSe9XyKYG55ImMsIinGRJMw6URmQsgECaXVqEeks72SUu6ikMeRMUdSP0LaM5DZ3dxy/abh9KRjdbLg7PIcHzxNF1iGtRVRVQMgDsSbXkOxsRllEkhejFHnYdJMVGXKMIqiwVlHIQ34KRPalmYRaRcjoc2MkzEunHP4YIycRCVKZrxTglgbykXnze8Vi0e//uZL/sd/9d8xTf8zYQ74hefk/IxePDlH0j6aM4cyC+/VAdcHk+xh8H+/4OTgoL11HEf+Dz7znfiBHAXn5XsO+9Ic6Nd2IpoS6rE+viKlrZgix9935HCDodGtN8XMukk+PJ/f5pj/Bz2OxuFYmMQ7IXhHzqkAJhNxOvTHjWNk2A3o0gCV4DziG5Ibrb6XQxBSRG7N2JaBSlqzXSUbHtx8OqnQ7NomkDtzElIVBRLL1ndLUwIVD5ojZEfTeMRbHZp99wFp9sEZ/UeEclNNTEatpq/ax5QsKNGiueYbwbdC6DyhFbTUT1mZm1YQH+eVUEqKKzjQOqFrhEVwLFtP65TWS+kZXEUKS1Y2mwEXb2KeEgz4iEo5P2MDmHoq5uyXMW4aZ/TDknkxh1hLazaMrh6P/I58iG+sPtOo3r4JppXhAnlIvPjuJSn/ocCBtw9XxKOQjASHX3q6peP9bs2ToWFx/Yb17YZF6e1ca0ErMCIRpqL9efK44dFPHGE9sc8WZHvPvEFqYUhUteZcSg5WZ/DxCcTJ0QRH20ULxNyROSqgVcwlPu2Urk0sFmX5PBKePQ18/OGS8HeR7Rc930pGm8zJSnl2FnjUKh1a2iiWqVzOYY4ZC5thNlcB2hNYXyrbK3D7UkaRjmK7aIl7HxNyu6PfbJEmcOqE1kPrHVG10EIPcelvO243d1ztbjhZP6Zxnm7R0k6ZqW8sIJXJKO8eiEIeHVM/sNv3dHFN01gbPQPojJGVPcYwckBKSHAsupbRe8uwxWiTVU3BlyA2N6SU9gSBzkNn7fNC09I0DT6EEkxYgOAr/V6s1Zs3VUNjNUyTZUuHkWk30N/tyEgJmNXoRyEUL6xYsOpBpzoBy98eDjSbh7Dbkd2v5QVz/XWNOiriWZgEZb80FehIjgltvWWdC+AhzuGdtQ4UrLvDNEWmKRnrSdUAFbLZVC8kB5OLpshOsoXxwy3sD3oiKQ4M21f45QU0e7xfENqGNJY9QTMpHxSuja1lzynpQPBLCVqzrS+fP+erL7/h48s/5Wc//zknzYqoDd98/S3b/UjORm9W50gpgQRaHxjHgUzGZ2815/GWtml4ennGn//sA/70J+/hxPH8xWvurnbEUfF0JMXaEjYNMUYTqxRzFi2zVFhq6kzYTZQ4jLx+fgPThjF67nYTbXfCxeMz4vMe5QXRt4gPpBTY342kSTg9PeXk8pzd7Ysy5xxL75hyYipOuNForRwjhAbnW9CWKQkxTrgQ0OCYmEixpz1t+clnH/InH/8E3WRefP4D3331PdfbHZkOXOkmQCICeI/mYkBctnnuXGnDd4fGPRJPCKkn7n4NeTPPSY1qQndRSNNUmBUZQsC1Bp4kTMk7ic6gkQLkiTRtLRu736PTgOsanG8Oc/+IJl/hizr3K9uyCvvOnltpW+g0E0RoneBzJm62XD9/aToDX3xNvr2lnSZWCCvnjTFjrjs9mVGE7vyCJx9/yvs//Yzz998jLwK1K/ikSqpZ/NKq0InBHjnLoftond1lDKpejf3LpsCetdCq3ZxlnnUWlIPtqK7mQ2S2xB8GvFVRtkpTVkiJ1A+Mux1jvyOnCae5JFoMqEji8IuWbtlBa2wQaQ7G3iQgTCPAOY93ztq96eFcql/mMP8rjQNxvydOI8E3xc21oHu5WKAna3bTnpgG5raHQAgN3WLNYnFCE1q01GI7b4KJ3rfGCAlh1riwuM+AGReCtctFSymRJay22xte/wCbcUKSwRJN8CyWC1bnp7SnaybxjJoNq/aCk0CzXrFYrhjDDakI9gmOCUcKLSyWSLMC8aRsHU5UITR2D3P5uw6QxcpWEps1zZ1bGie4gtgncaXAp3TtmcuvIE5KdCZ2rmLlYl4soJ/2A2M/2FiUuTaXypb7VEfaidA2Hb5b0XvHNNfS1vsphCbQ5IamFVwzWuetVIAZ1TkpWCOYQ9cB66CAWsxzDP0clwH9vseME9a/DljLXFYjZV7XUDHnXPa+GktCjAcHVsjWRjrnQu8vkFXOSMo05TXmXFkHukUbWLYdwXuWyxVnZ6e0pRwxxWg3xOkcL2RVshjjYsI0LlQU1wS8a/EukNUxxsiUMODWe8Qb81waxYeJmO/IhU6paq1gnRPT3MEXgcQJstJ4WDbCauFog3VFcF4tLs2Z/bR9CMn9QY4/CjhAEoILNN5owftmoGajDSYq4eKP8k7qcS/tcjCwyvEvR0ddFO7wXPW2773sCBjI1cmrTIOCidUsT4mq0lwTb5udoVcm+FM3f8ilRZrivCtCdGrObdn86kao93aJepQlc3/l/PEPPfrlCJRRjahYLVQIVms6RBj2I/vbnTlx88vtfsQ0Ir7BB0HaYO30Eubolw3qnm8Mc+Zec3Ue6r6phXVrNfAu2GfMSTkH4pWmU7qlL9lhS6W62hsuGYBT68XmYvMSecmRsI+nJO4SuEmRorqMUDTExDJwlZpV56AwCzSagrjDOdMM8EULIJBpnNKERAgGHpAt9+AkmyAN1RnQeUwVZjBM1C66vkbU6n0dB6HE4AQvJoRj16Zl4y9IZ9I5y3S8hCogUjepqNk+xzniOLFoFvRaXao/zHEPnysn5DvH8lFHt4BH3YonbkHz6obF1R1nOc91dvVwgIsQi0J8uBBOPs50F8mMtkAjzMruuahDihyyo7WvkQ/gNeNDJvjp/nmWjd/5Mp31KMAubI8s4L3SLBPc7hmGxBAzuYmcPxL+4k9O+fOfwKOTPa0mfI01hWMRYBNMg1nxuJT94ZeweCQ03ynj3moQne1jJmpU4lhE0RjJabIuE63jf/GTz/jvP/+aHzY7y4CUHgbvEEJ+65hSxAVHksimT4xq8yNOCt6hweaNKeZlmCamviffeRbny9KSz5kovkrpKmF1nlqo3e2qI01ra384JqZxYhrLxo85hilnK19ygg8ebQOuawhdy/JkzclqSds0eOdm+rkUWqAWRCgrjOPAMAwmwJaNpYCDvBuYmWoC6FQGv0yQ+XhgoOX4lyMA4Z4NV+wu1VlbBt+rMQVq6wmhUI08TdMSQjB669F+aWulBh1F9CwqOVp5VirlIyEEskskL2gw3ZusiShKDECI0Ap89Qb2h7Wd48Cwfcni4iPU74FTOzUnpW622JG6zWaMwVHncfAm4FgNk8L25pZf/v0v+eTpJf/0J085PfkM3y5ol0uev3zJbpzY9L0BNWkEdfimJe03Bmo0nuWi4aOff8j54ws+evIBP/3kfTQlvn/+gi8//4rn375hu1Gm1JJ9zXT5ef458dZ9QSxQx2E13cXBdxLIOSDLU5YnK7rmEu/PWC4XnD7asL58RdNf4aPSX2359T/8msViwZ99/CF/+p//cxaLf8f4N18wRtDWsc+JaRhR19C2HuOJgUQhxrEEDY0tfD+R4h7NA5ePVnzw2Qf8+Z/+nMvFOV/9w+d886tvuX59R86OSazELqqWQFWA1j7HWV9vGkWyB2nJGvAugtyAewPNxnRqjmdtNkBtmibzdZw5tq6twrQTOR0roNu+kzOkcaLf7FhsdizGCV9K+1JOlqH0Vg4gtbXMvdUkB9+orpSaqFFjGS1DoHWecb/l5vlLvv/1l/zw+RfEq1u6aWKBsMQTcsKaMYqJXoqnOT3h6Sef8sHPf875s6fIydLYCJJN5FLVQAAHksVo8yJo3Tszc+Bc96hZgEzk4FoW+6LY/i+lJv/g0Ty0B/XyzYes2grGfrQa8SBN6YpWdCPGibgfGPc70jiaT0Uq5ZsGrXgfaNsO15RWPs6ubbfbznvNcrmibVvifrAsZdkHa5VRjdUEA2fSNBL7nmk/4JsOcdaTvmkdrV8TJCM5spkG0mCboXOeRbfm/PIxF5dP6doVGW/ssgIIMHfFMI0RSgnTlKLpzLjSKlFMd6FutCGOuNCZOnwyoE9EmHLNwrd2XdOEOm/+mSRjd/qA+BYlGhAsDc4FovdE36DOIRKMsZC1EKtMKbiK0dUbKWWwtMAEIkp2mEZNqYPLoSX7ljyNRM0IHq/WElIpQJQP1tKuiFdM08S426HTNIss10RILveoalxkEcQHwskat+iIiDF2j2Ie3wa65RKXO/ajIn4ki7VPNf/THcCBfJimVTdt9pUd1A5C/+j45Ggb1VLP746fvDemxrKY974KcGksgIESnDcWZHGiUkpkyQSfcWI+b0PGExEdrczKJ05P15ycLjg7PWW9XrBetZycr1ienxCWnhDcDEzUivBMYctgZaK1LMVJQ8ZZu1gcLngDbqfMlIRhEtIYSVnZ7SZuNztu3tzQ7yamqSQiFJt3mL3wiAEGqLVudULjDcyhtgoWeO/pp/zsk7/gb3/5P/4jb8iPH38ccCArqZ+QtdGE6FoYihP0LrbA73PMi/NdXm0FE8pMVge19+o8gWCehLNhp0ZeQLJ+mzohLtF2jsWiQYNtGJitKqg2R/O5GOj6FeLIGfb7nn4/GDpfAseqQkv+EbxnHp53gR9/yOMdKMQRUOBEaIIjtBZ1SCniT+PAtJ9K39JyZs4C5uxKf9AGNAo6WW2ac1ZfL5oPmJAWZ1JB1aFaq/eOcgtSX2oIXSbNiKlQknutzFl2nAEI1kbNPFfzNeQQAM/Gx75bnM0bUTlQnKTWxVXaoFgQ79NsLGomUzDbWimBWgCM2jrGOdMCaHyeg3fr0lCk593RYNzDZ2zOak6WMaUGENbjdNllxk4sSCtxjEwZpmi+IvPgFZjZzkUclkWvS2W+ZvvOnCwq1ZgRsb6vm9vtv9+6vXe8vX5rz+u2bTg7O6FtlAXQZCXESMAcRdFSui2Hy/KV3RGg7WCxCoAJ1LhQylnyg6/nPlBQ4y8tMU3Oh8C84prVhzVQyszZVGkxxZL6ci23dyObO0WTY9UmPn664C9+Knz6KLHKI03U+yrYtXrq6DzrHlxbaLoFtBeZ7hziLRDLa+r1l7WUFPpNT/PimvZszfn6Ef/ls0/4V59/WxziDEGQqIcL/A3HmAa++v4L1qtL2vYS8QvEqWWzGoGuQRbBerMDs4YMgiZFxwl1wbY8Z0KnEZjr7YMQli2LMkfzkOh3I+JH0qhGA09KKgJ4mgTNbmZvNcGxaBraEAiuOpp288TVFk22CY/TxP52y/ZuS7/bM02TtZIKDdrkA512LsIttQF1ezheAplDh4/5CTFjMNdgchgTqTdVDze+lJjgCrITHCwcrmtZLpasFytWnQmaBfEopr0gZWxTThAzcYpMfc/UR6ZBSVroub6hca708S4aEJV9F5zN23cw8Sr7QrOB29l7cplvSqEhF1FJvNnu2ppR0xGqVe5pyspXX3zJfzsObP7jf8YHz57x6Z9/yNl7l7x6fc2r1y/56uuv+Orb7/Gh5e52y76/ZdEJz549pV02PH78mH/2l3/F+ekppydLdpvE3/67r/jm6+95+foVd5uRcXSoWsY2J+vTLqZcZeUrNfD0WkACA08dHvXg/QnaZHL2vH498ovPX/LmpGMZGhaPHrHcZLbbPft+4vrFNd9++4JPP3zGkw8fc/fiCevvnhOv9sQMQZTWK5lI6z25ceiUSHmy+u8cIUScbxmHnhxHluuOn//kJ/yTf/ZnnF+suH1zzdXrGza3O8YUGcVbDa1OROq+5dCS3SMK2oyojMbgcxNJBqY0kqYXpP2/g+Hro4lZflVwOGIuZT4OpHW4zgC4HAKa4mHCixLUVNpTVNKuJ2576EejuqPkFC3wdA51jlDWSN27tf5VA4L7TxAQGt/g1TFue26ev+L551/x8suvGN7cssyZhTia0u0iqQVLUZXoA93pOY8/+4T3f/YzTt5/ipysjVomZuiTmraRiJ/Pq56EFP/OmOIyL9uZ6SAFcLq3eMp7K1OpbhxSg8lDFb35Iq7oYBzqtK1kyDblSkzyIkhOTOPINPTEYSClESmFDbaqAwiEpsEvrZ1rEmGIEy+vr/ny22+L8LMHMe2RtmtpmpY4WagzuzVycIlFFU2Rqd+Thh6dVri2wRckQXxDu1iyOFnR33WkscfYOM4CYdfStEtCtwSxNpi56oaUoF7F7IeCCafiiuaU/Z5riQcmrpeiGlNj1i+AmDJTyowx4WMizdT5BhccQRLiI0hA1ZFwZIw12sdMVMhUnaxUqscEPERN82Zcu2rovGbMFls7uvIaDOxRaZCwRJoT4hAxlf7ALmV2w8RKc3ltaZvqzLbmaWTY7cjRwIFjE23nxQw1R6Bdr+genUPj2e22XL15XXQSyjoS4fT0jO3k8PsdTaf4JhvLbBxxGnAuILGwCMokOKxWE4QW7yAJczv2ypR+kOT9jWyC4iJoySPYSqgI3IND1e5h8Us1Z7JYsGzLx0oFVazlr+SMz9mEjtVMfOOg9XZPgrMS6cWi5ZNPn3FxvmZ9esJytWSxaGkWDWHhUT+hLpf4oSQlXOn2VeZlyr7M3wI+abEFhQE7JWVKwj4Kuwl2uz3DMHJ3u+HqzR1Xb66IvTe6qxqjMuOLPcmgAafmx1JszThh6yoJEoUkI6+uvme72/0BffPD8UcBB8b9nq8//5xnf3ZC03Q0DUxDLN6rzMb/9z6OUDse/GpHceTgyOuWQwT6LmChwqWizCq7pYbTBJ4yqdDdVZlp54IURyPPtXc1wKm7bVWlPVDwDbSYN6GiY/Cjhz44z3cF8+8cB37HMT76zOOyivIBoXGs1y3LZQsu0Y87dtuN0Z0e6F94Z235gi/10klJYotZPbMYVEXhBeb6b8CyXyXqNw1gC/1csYZp7rdrtDRJ1qYvNEaxUZlQErjJqFKNbVBGBbMvPQ66qwFTtFDhCrugBvi1h7czv128IgHrP13Bi7I/adnQnViWJDgTEly0BXl10LWO1hu1zGGGTIvRtXMqqelq+UvmQcq8zWrfWymPKkLXwnplU2MYASeERmmdiVE5jN5mfZphGjLjgDn5BafDH+hp9esleHwXkCbYXUi57I1/KANUAscH83sWiXRKm5TzHPB3PeFuT5PSYeUegRrmUFigvjh3PPo0sH5fYZmMUliG05f3ZT2Ql2pwrmKxYCrda5zZa8Myy+nVrnMVNJh7G5ekslI3O6v93m0hbqGZlKfnys8ewQfLHcvY02alw9bJVAe/lhGUGEvSwd7b9lxAjDWsnsD4CqZNGQM53L/6+uyU6eoG/a5j+cmKJ9Lyp08uuXo+ctuP+KQExIJIAUq26l1HmkZevviW3XrHRx+vAUfTObpoY+ycsU2SKKQJRmAMJnYUM2k/WieCznQBtGZ4Ck1UxBkTwAtt61mddKxOlojAXkfyZPNCFAs8gzkKGicklnmUS0ecEoAbsyOTmKzOMys5Jgui48Qw9ExjJEabV845og/MJQEODr1EOQqgH6yBuSxTD/98MXCVd1xBgRllyqWgsDIGxCaDF7vxAuI9rmlwIdiar3o3ipVoZMgpkpMw9Zn93Z7NZmSzGRnjyBAnU+X2FmWkHEmulBe1FvhJUHLjCtp2/xjHiaEf8G5vLJpGC6vKwFkTycBAAZcRAk4Fy8KnA7uh0K1dsCDkq6++YxozH3/0MaP+JR89O+Enlx/w2Z885ed//jGff/Ety+WSq+trrl5f4Z3nP/rz/4i2bVgtOi7Pz5kG2G0S//bffMW/+Vd/z3a7N9E5Omq7Ybs1pWsQiqoxJ8BssroCF0tx8AubLyvEEQYRXr7YsL/bsJDMWSPkux2bMRLVM6bI/npD++1LXv3kFR/89CPe/+xj9v2ev/mXf8Pt9ZUF72L3cJpGpmnC2sB5XBayRmIeUQa8zwRRLk9P+fT9Z3x8uWZKyutN5vaHWzb7nslZm6spK1Emkpieh0estRaCuAmXnWWbcgJuifocHfe0KTDurw4KrIfwnJyURoxtkchMORKdedZu2ZCCh7E5CFBS6qeJJnI3jMRtT9ztCcNgOiCoAe8FqLOlUNZxNeAzAabWvdv9acSZhkBW9rd33PzwnBeff8nzX3/O/s01yyychoCPJthmIH5mxDE5x+L8nCeffcYHP/8ZZx99gK6WTChJktlusbMPJUid29sVhp2WjaK6hpXxmWv5TPlpl2BJE6h+zhGyUAbYQIUSWDqZq2vLR1d8pOwBFiBozgZuabFd+9FEGHdbcpwI5cxncME7Qmf97tuuZSjhRtbMWNoQqyq73Z7T5YK2bWnbhnHsS3ni/WTVbNFyIk6jCY1PEQ2Z2i2kshudD4g34MEgI0dSIWULuE2XzZELzV6PMFdRAzlr0qYq+6vo7DdWvaSUlCkVn1yroTZHJqtYOVVSJHjbj0VxavXgzgWca0zAE6NvT2r5JMUjzkqPNFn5iHhne1tOM5vFcA2ZTXptewl2fU6sgwMKNKCrE8L6nCYbUCiugXaNhlCYJ5k0JcoqhpSZ+pFpv0fjVFrhMbcCpG4lBXeNTnDrBeH8hNFndpsNN9dv7rF6f/nX/2/+8n/5v8WtO7YZTvY9fYw2J0aP5mC+TcoF9FED8itAPGcB7WJnbHu+bua58FuPuuYfxBqHX2V+rEJCtXxBVHB40yxzycqfcpxjrqBqlHsmRCNBEo1TupBYLb2JFS89F+drPvr4Pc4vzlmsFrRdZwkFn4k6WIeiFMl1fy731hgl1swzYcwSsnXrECfQLkACcbJuPLthZLvN/PD6jqvrLftdz36zZb8Z2N3ubCPOzLYmScK7TPCKIyGTgR9dcHSt0gZHCNC2gbb1TC7zi1//G7794fPfPu7/iOOPwxwAdJoIZNrG6nen2ki9BD5v12X+Dsc9hOowie7/fgQQ1LDnLUVYuf8R80nbJJMa0eFIcy18QbHK94haBkaLxzaL7BUAxAyc1Rc2TcO+ft9xjF+NyFtBf41g4IA8153jRxbg8dj8pjV6/DrhwCuui/Ionek9LFeBplWUiWG/YXN9y7Dp0en+91hmLiG5CGYUtE49CK6oaeciBGjfMQc0SkGCZQ72ar1+ZSLOtUcOXMhIsFqwduEMHKjoY3ljBQB0RiIOQ6NH411Rz+q340z2P3RKq1ZvHkcbf/OzlazJNhzzju2nWAjqPHQLIZd0ddtAxrFYOtpGCMH6mlbK0/GJ2bDrYYrWfyi110yl0Imlu1iuhBCEmM0Jcx5cU0AasaySZNNPiKM5vuloSKRcstHhQLzDtwFpTVBuv5u4vrlDNfOPWLE/eryrXi00wuI0sGwdHyxPeNILi5e3rO92dJrRxoJzCQWAopQYOEEXytmHgYsPA27dkxq9391iXp/MWJgrZSNaNOBmPYzq6x1tyKm8dwYLCnhQHZzq5CF2Tm0Lj05hh/Lofc+fPxEudaCZTKCzxFZooPQkt8+axaBKzHhYH/ZcOIPzz4ARrn8JcQfJHyxfFR72qvTjnva7V2xXKy6fvc9/9U9/SloJ/5+/+4Yxw3gEZP4O2zpDv+Xu9g0n58/osmWd+5TIOkIOzO1qpwz7gbzribd70qpjWrUkPMkHA90wJ84jRQPElIEdIBMslz1xisQYzeGjgHWlREtF0RzR7NAYiUPPLicWq3VpVwhevfmqmJOTY2aKE9M4MYwj42AiW4gU+qo7BPpSFpN3h8H9MXBsfk7rjCxHta2lVqkC1FrfdLwhREz/RMA3NG1H2zQ0TTuXFahasOXUfo8m5U+KiRQhRRPyG+PEMA5kSUW4ELJawEcAbQOL4Bl+2sB/9Qn87//FW5e0v/4ct/qAhTT4cAn+BOcbvDZ2KZlDarPYbQMwShtYSrYtmbCYF0/oTsjTwJs3V2w2O+62G/7qL/+MJ0/Oubxc8vjJJSen5ygOChisGZaLxUyrffli4rtv9ty82fCLX77g1asB71s0CNkbJTxJtMBKvLHNavBYgjQrjyh7PbY/ST60qZWYSRrZpIHtTU/rPVck2qSmGyANzgvTOHL18g1f/Oor3j894dGjc/7Jf/zPWZ2e8rf/9t/x5s0dN3c79kNvatYoEoK1SfOWadQEoT3hk48+5OL8ks8++ZjPPnmP/jby1bcv+eJXX/LDizcQlSANpWCEpgiRQhHyK8+4akgyuNyT4hadejIbgio+WYmkwaUF4VclDhNtsjk1xYl+v6dpMId0uSC3e6S32t2KiFlNvEBOxHFi2veMux6/79GmxQVXarVKSR8HcTCzwaZ/YmvIAkKPzKQdUqLfbHj97fe8+PUXvPjyC4Y313QxsXAtbcrmdxFJmPjXIEJzdsrTzz7h/Z//lEcfPoOTJX2hzxsRXysiZHk6sfK8rGWupBIM5gLEHflMVjqYD4KFc6Lg4L/UQ6hCwjb/XFkbcvRZRrISqpCkFDZDBtMSUQue4zgx7vfsNxum/R7Jlvs+zu+qQLtcsD49wTcNEnu6Uj/N0X57fXPF2XrJ0geCDzS+IRNn4b23YzwL3sehpxkHfLvA+QaHkEqnp3vtdQRUGpAWlUBtLGhZ1cIIMBqGzVkO9rOOZQ04cy0DEsFLQ3YZ5xp8aHChnf1kCR21bYCoEbOrmKAWJVXnjcXQrc7wvkPEMQr41Smhac0HKGvS7Fk9R6Pf13vvSuLmvsuuc65PxQQuHcDJKeunz1iendI1tsEnFrSnF6Wrh5JzxCUlOCWlidTviNNAIB1YA/ngg2gdG0CaQHOywJ0s2BKJU0+O8d5NzDkSxTE5T2wactuS2ZVzBSWRCsvOGJJFyLQiY2WtziUGZbrPrN7fFRiAoqHDDK5IzVDVrbL8dFJasZb5J2VPnpOvJblVc+0OJfhEkJHWjYjoHGhfXiw4O19yenbKybpjfdLx6PKEk4uViQA25jRlwdY+SnKxAICCcZiMCaOFFWTrNJOygRbBNyRtmCYTBL7d9dxu99zejHz55Q9cXd8x7kdrjx4VjfaFkrMxOLMDX+Cx0glOc6bxwqKFdScsumJOg8N3nu9++Jbnb74i0TNrm/wBjz8aOJCnkd31a7jwtMEzNI6klKIZOcyC2Vk6Ot5hnA4vrn/XQFkevP6BgyZHv5Tg6z7IcPi4ei46T14hJmWclJVSnDLmja5+8SHILUJRcjB01hIulMyEWhBNUatLx19+fD71RN4xDjWIr6trHp46nsdh39HxI37tUQTKHJFIsmyPl9Kyz9gSKWWmMZEjPIwUp8G6DQTxtN6uSevmmDMmCmIBmYEi5nHXy9BsjknMvqCXdl62OSi+cTSd0UJDub2hMaSwRmbifLl8PRqTwz26f8n1HOuZ2nyqrYV8ULrO4R2k1s7PWq8J1imngBFSXQRbnKoZ54S2M2ObFVQczQLEK95r3ULBeasvPJ5z1Pl1uI65BAItVCqZb1vbOkJjCL1NbaNDhYL8ikBW624wjUKsbRnrMqiBc5mGLjhjDQRHSsL+buD69aZMtd9tA/jth761mUiA9rRlsW5Yd4EndCyurlludywkk0snAqkB9NF8nlrl5Knj0SeB7nIiNYe2l3q4RQe2gGAtDHOpmy6mRCkAQQnEpbzneJlVwCqX23/oDzyHeNDCk0/gny7hg2tYPhbeP4eu3M8kBgjUe5hrDFqnrXCg39XrKLbftdBewMl70L+AbU+hFRxmu1Nrazh6mHQi3t6yO1uxfHLOz58+5h++fs13mz2mBf67byoZJTTmhDUqJJdKZisaW6C2zMgjTIm8bxg2DZ5M8IFpsaAJDSJFmKqyFZwF5Y6Gha5pCIw7KwcThJgyKeYjoDAblTom8m5gj5LGkcVySUJoWnMeu8bW3pSt9/XUD/TbPXd3d0z7AR1Hu+G+qGjXepFKI70Hof3Ycfy6g705PK1Hj9dFVt7iLAg+eLiKLJYsT064OL/g0dkFJ4uVtWbTXHonW3ZKyaSUDNjLJqoWI0yTMo6JcYrkEE2ssxETBtZEDmItvfII+wVsRrh7W+k4x54Ue+uRrZNlj8reJjgTjnVlohYUS8SVLK4pkWseERTvvHV78A2qmXGaiDnxy199yZura9brFY8uTvnwg2e89/QJ+x4uz1ecrFtUE7/69WvrUjEoX3/9mu++fc1us2e33zMm6LzDhYaUorFXlLkbh62p+05GDdZqIEaWecu17i7FU0yUa3Rsxx19hlVjQcdqucDHhmE38O/+9S8YN3f86Z/8jI/ff8qf/pM/ZX2y5sXrKz7/4ku+/OpbxpuBZr0oJYuO9XqNNNbZ58mj9/hP/uqvePRozdlpy+urgb/7h2/48uuvefP6DSlGQklUxOzJJQMtpe2e02TsDXGgnhwzohklIkTbM8LE4J4bqwU46F8cZrgAwTmmaWIYe1ahtXPsWsKyQ/bRSjWo5XYm+uWBaRrptxuGzYbF/gK3nGiaFRoCSVy5B7UGRzHxvrpETDgsiOAL1d7FxLDZcf39D3z/y1/x+suvGa6u6LKy9i0hg5bsnpKYUAbxhNMTnn72KR/89GecvP8eadnSp4nROdT5sgotdVkDUQTTKKnshaNzO/hZ5rvlnIkpzS0P6858XCl0sAI2d2bNgtlfPXiQlZ1QTYNqtmQUzNnqGCNj39Nvt4y7PS4ngji8ehDTuUpk6yazWtCsFiQywzCw2+15fXV1L+BPKXN7tyGcnrJYrcgpsr3bzKukWrSaJxKMpTXud7T7HWF5UvPc1kmkdBVwJbOqKWMopP3L2aNYqY86V8ouC+OAI0X6Slev7m+yu2uieYJzQhM6um7N+vTCSvSHCe+ERbdisT7BNwuK4BSiZo+ItqGLNLSrcy7fD7iUkeCZxKPBI11n99QpOLOxFSxydc7Os/dg82V+xOa0lV4VMMY56FrWjx/R8AjvDSNONKhviVqlCiMuRzQlxu2G/e0tGkcDytC3dp95txFolgtOHl+iwTOMI+wH0t0Wyfcd9DYYe0NDR2hXSNghEudyxpyyBcBzDFSdHj3K9B9mx70cYwENfhNAMDN159eUkTtea/def3DycmEuVGapitX+O3GEoIgmvEQ8IwvZEyTRLQJd61kvWz7+6JKLyxPOLs9YnixNK2PR4NoCzoiVDSRimQMc7ELN+Kgnq7NkhBMkCBKT2YKkTCj9fsPVzR37Xc/ddmS77bndjFxf3TH0kWxtDSwOoiuJO9MYIRtw6FGcWBchyRBapQvCcuFZrKBbOfyyYSDyiy/+gW++/doGzOn9vMQf4PijgQPT2PPm+fc8OT2nCx1jJ+xTPNz06vUei9HcmyUPIoB7x0NE4f6E+9Hj2Ms/tv7HfZsKAEBBOOOUmUarX/biDXWvll0OJkJr3fp8ehbthRBo2gYJgvZFne4eu+HHLusI/Jj/5n5Qrg/ee/y45uLs/oYxuZcNO4pwdMK5TNe2dIsOHwzRnMZIjop3DZH7DmUcldEnus7aWAXf0C2Wpfamx4vpbOWsiFhIUoM2h5AGZcdElgTS0CyFAEg2xXHXCAHrpZ5Laz/nBdfkwhSYJQdRlWquyyXpPH73DZgenhUs4MA2Q0rm3QWHdvadFjwLOLUepM7GzTCCWjdo7Ii29YSmKNUKFg3O4ocCubTDKWUChYpydGrFCJf1UcEDS/trccbLOWlxKkokXOsgpWZEUiaOmTgaNdgd1RHMS6IE3q7zSOtQ76yu9s0WTWXTeOBQ/qEO1zqktaAvJHjiVqy3I+3NLd0wWjtHBzIBDUc0NrsFzQm8V8oJpi6SA0YXzDY2Vflfi65AzVYJVC2Y2STlEvBXgUfxR+UHWAA2jx9Hy07sfQkgQHsJH5/DeyNMIRO6gZlL6ufbOwMMtfsBpbtc/czseLhCEQ/dOSwuYXcNuil+WB1PDiYoThP99S16tqI5XfBPP/mYb257vvuf/qaYouOV8tuOUsqDDay6yCjZ2kK56hCWtg0xo31CpmwbqkKl/jq1wiGjYVpbK++cMXOSI7Zwcr62YC8mhmkkD6aCn7QCrKXlxgRxE8nNZADAONG0De1qBd0CWYCmxDRG9rsd+82G/X5HHiZ7fxFE1DnzpQf0qewHP0qZqcZ+dpze8fxxLWCGmd2U9QAMSKlNaBua9YKTkxUXJyecrpYsQ2sflaM5Dgl0UlwERgMDhn6g70eGcSKmRMqpuJyl5WzMRFHLTDhFhlLa9ibB//EfzKa845jinph6Yh4Rl3BiQruSrad0LkZJqJm+Yt2k1GyL1XenqSo9i7GwxBHCgpQSL59v+a5/jW89Jydf8/jRY8Yxc3p6ynKxIAPff/PKCF3qGYdYykEiMSlN25C9EJOJS6ZiQ800Vr5ZAQgqUe/Y8GVALQCp4rUhC1kySigt5ByZiPPKlBSXI+IdwQeyJoZdz69+9RX7fc/d3cf8p//8L/n5X/6Ep+MnPPnZpzz65ed89813PH30lDhODLuRpl3w0WefslguOV+vePreCYJwd5v5u7/7mr/9+39gP/SIE0LXkWNk1EjyGU25ZKGZg6xK9zf2kSI5onpL6l8Sx+ekYYvuXsLwEgvSD56k3ZvMOAw0ubVAtOtgLfi2QbsWXXZoW9Zhvc9amReCTon97S37q1tWj7YsTla0K7EyCqzaem5Z6AQp1CyjC+u8/9kel5h2O26fv+SHz7/i5Zffkq5vWSRlJY5FEX9GMlEnot0d3PqE93/2cz76+Z9x+t5j4qJlFJg45CCNgWXG/bhd6mE9l72QymAw419fa5k9nevgD0BAnXTFCyn7tZdaCni/KK96i3NiovgPKVvJgvkjikyJ3A9Md1v66zvyfsBlpXEep46IGDAgSrNs6VZLXGN10D4Erm5u+PLLr2eauSWohJu7O1Ztw6OzMzQuGfqeKdd7wpwZdjU2TInY74m7Hawn6ErHD+9woaVpOrrlijxZ6Ya4QGhXEFpT7C8Z13nrdId1eRxqa0FX5oSJlix9MsBPcLRdx9n5I9arFZIMeG7aDucaEyN0h7BGyj6TVYkKYbkmdAur6nKOhQ9Mmq39HKWDg5R2t2X2ypyxPpiNehw6Sxz+NkaxOQSSwYcO9Y4sSnK5iBEa883aGxojJ40D+5tr+s0NmqZ7c+so5KCaMLzDLzua0xMIps3ghwm92eDiYdPKMfIP/93/E1m/R/fzv+R02XC7bNn7WorblPa52fQfEnOMlNXG/pDxr7HLQYzzwCL47d0LZI5/DgCDYPPMloErwFj189TApbLXOPFmr5LZYx8cC0l4Mk4nTtpM18LJacPZ+QkXF6c8++gx5xdrVuslvnVWiOPVtFtSmkGqpNlakwognrkNaWhQX0pRvLd268B+shKXYYzEOPDq9Y5vv/2B6+sb+v1EnGBKMPSKkxZJpmYdssNNjXVlEkuy5GxlWgEhZAgojVeCE5rGSrxdwISFi5DqxeUFXdPRx7HQWP+wxx8NHACI/Y7+5g3LJ++zWAjjpMSiJj9zcOHIus6YJUfL4OjQ+4//2DyUB8/Pq0wePH8IGme+cU0hlnYZKSsx2cblMLGbXESObP3YRlADzNkdKZQp7z1Na+quVfn+LSzj+Dx/7KIePvxji/AYXPith9adkNki5wQ6EZyybBu64BEdiGPPMBl9z3v3dpioMA0KWQhtoG1a6BZ4cfRxQlKah7qeo91lC2SjWu/2GDNjzLjoTMRZfN2dkKAEORDRzCjXnaxmMmxsDN+5Z05/fAw4OI/kA+EXUVuQgMulXlDAFID1UPOQD+KFFXQ8ZiMWN6SUF7sifJjnSTPjN05mkbX7U8QVDK3SGU0NuLa+E9R6nZcuDN5VumepE67AQGWRUpzJcgqVqpaD0HQNYWFtDMdN5OZ6S86l80EJXv/9j3pVgjpldb5kP+5xKXPGgvPUEq6vaLc9TWVaCPjCkEQtOZ0VaKBRSvvGxOS0dFuwJey1MNEVo0JroedxBIiX+5UyjNnGpTtilNfXafnjOJY6vk9aAAjBgvopgXQgPjOZCZkF/Wc9gQIAzP5uASS0Ls1yrnO3BOz5sIb23DoYsH0wywtQ0UwWKKS7nny7xT/qWZz2tEwIpeXRnNn+7UdOie3mmvXFGpeVhcuMDMQcCS5Ze0zyIevaJ8bNHhc8TQgMq9GCLW8KzV4tB0k2INBHc7xFBQmuiKFa71+XZQZlspjDV4OanEz0bco9cZoYm8A0JfIyzfd8GAarix4jeYqHAa1j4I+N09HAV5pP3XsrpltNy0PbXZlxtVDUwYxKRWtNZF5qqV3RZLGaM+bTqm056ToWTTDF4nm1WCCVkimom69UasQjDENkPwxETai3EobslKTRakcbyE2pjVy36KrM6vHHFrQy3XzFNrQ0i1O6cAFujbiWpIEYi5J0sUsgSG0x6yfLvj9wqjOK71pUG2L0ONfhPERn4oG3t5HN5iVOHK9e3do9zo6cvDEgRHBlUUjw1jKs8cYSykasx0kJ9g4U7yPtsvnmSdn7XK4U4WLfsuIqXSibLod5eRGCsR/HKSLJEXytHXfc3e75Wl+yHUYmlD//i5+zWq55+uSSRxdn9H/5F6zblhQzQ29g0Pnlcs6avn4z8PL5hqtX1/zqV19xdX2HOEfbNqgKmYDmYDbdFfpzNgqw2ZxK1R7RPKKyB71jGl+Rh9doHCHdURXu317ckAYD2HS0spQpJ3IrhFULp0vS3UjejmhKhWEhqDpjq2lk2O3ZXl+zur6gvTzHxwjeetynmloXu49eLWDTHOcyKIfgNTPt9lx//5wffvU5r7/4hvH6hlVUFngasGxwAb8GMoMqYbnk2U9+yrOf/pTV00vysiEGIfuDloTRvWpIXgI7qSw2mV3SA2gvM6B3bCXfcivnHfu4Q0H5V8GQ8r0mXlee0/K7aiGR6mwygBIwTqTNjvFmy+72jmG3w00R0/UwlqAiuDawWK9Zna5oFg1Rld0w8s3z50yzxgSzU5JzZrffc3F2RmhbxHkr3aLE7XIfIMgk8mS18LHfQddB29o88J7cLji5uGS5PIVsCu5N2xHaFt80FnDlUstfewjLwb7NY3oEpjpnaW2HQLaOInhTg28WHd2iLd0cPN4FY/rmCoBo0RISxDsyVa/K44MjqoX+BliY8GFtPXmosD3cSe+s00JppveW616d23tAQmKeD7FolSW1lpPzdSfFScZpIu739De35L6f/ftYTZc7+q7qCwRPs1rilwtSzmw2d/zwxVdof7+rVIoT//r/9X9h/eFP+U8/+wwWjzhZr7hb9KSdsXqNzqgFs9HDfPaOnLL5qzlRBfPmLgLlSt6d/dd7P52r7Fo3z8Ujk3z0eQew4TDKtja8A+vQM4KONOJYdUoTMsEpjy5XrE4WnJ+fcnFxwtnZissn54TWI8G0RbTsi1POR2CUaWNMGi1G9aVExVs7ylourkDKyjAqt3eT7bv9wHY38vz7a3749jW3N3ekMYN6VAOeE6SAAxoVssfHhsZZV4OsiSy2T/vCkAkOFt7KK3Kyc1K/oPEmdjj2W8Z+Y/qq4wEE/0Mef1RwII0Dd69f0F08wbuGpg1W+1mTzk4OhbLw1gSx43dzXN96y0PnbT7k3b/PzqLdVFfom7aArX+mJV9sU7Jg4HgjqAIp9ojVPtqCCI0Jcf1G8cGHwAfcBwDma3nHRd2jwFbn9sc/9v57SyisQK3ilkzbOZaLgCOTpoHd9o5x2CMFMHn3RykpZZrG7rXLDm09k/dEc2WLCIvOgnjOFVelPJ6iCTjmtmzQTmaDjIAEq9d3IqWlrpQNvRoiOVyz1qllf9xHNeeIfP77bWKJcdgdFjzkkrWct7TyXVXw0N5bs/YWfd/LSmh1CuoXHLsXR9+rjqopMAefs0quzt+kD7K+RSt8zgZrVtKQmQY1cCAfpsqx2F0uLNpKFnWuQaRhP27IanQzLX18/5CHOSJC2wRy07FQx1I87RRhHGBMNAET9oGDhkB5c1mqrB4Flpee3EVGsQ21koHUhpNQ7EEGpvKYdTC1QDNluL1JiIOmdDioWf2szNn+GrALh5aGoZxX9BAd5ORIfSZIifsctGqgQFbbh4NQBaYPMWoRPK4XmeXoOutjlH18Be1j6C5huIM8HUxpfa0HpIjIyc2Ae9WTljf8lAUfLJd8t7datfzW2vjxY+oHXI40auhJEFPPb8SRci6ZIRMAZMjku57oPUMTGPZLy7Y66/LhRfBZ8VoEA1PJM3oltJ7FesUiDiz2A5GpdGdQo7I2RmVV5xhiNPX3lEn7ZG2DipiPqW1n+l2PZmUYRhNTrT2hKmWGcjOPdWDqpDm2t8c+EUe/Vzszm5Mj7xphVgHNBpLaBLVyCjpPt16xPF1xdn7KctnRNcH6Mkt1D+spGkDg1eOcJztF1ZGz/QOsd3gpKM2qBKzlkyw8ufP4yyX9IzWv/7/7+/v7zPGRrLWe0oMfcGFC1DI0SsRoPMUtyWI1lAK1W4DmA4NJU4aQCSGQYt2jHCqOdnEKoWoMKF48UvUX1ETBmG+XjWfdE1IRiUsVuD1aK8xByIN7hjmoUindDrJTyJNpCjgl5xFJGYmNOcaINZbIQpw8qpHJaQG7OprQMA6ZH15sePnqX/HFF8+5PL3k8vwRn376Ic+enrIdMierlvXKQPDvnu8Y+on9LvP5F9/w3Xff0Q8jwzDa9FC1Pt7Y3oo2qM/U3ufayDwzslgLQ2EEJhIDKQ1MuQcmnNuSGbinNXA0pyqLiJghKWM/0Pd7puWKdt3BmIgnO+IduH2ixe5NZY14BYmR4XbD7s0Vq8eXNCcniPMQSpeSIzo5IiYJ5zyOTCsenzPjdm+MgV9+zvNffc50fcMqK2vnaNXKHkSFSZWomYmAdC1nzz7k0z/9M1bvPWHq7B5Oks3fcAeCdtWKMkzHlaVYUqXFuFv3vFrHVdgGVGHLup9XniJQ/cEKSEktP3V2voj5lL7BlYy0JRHMqTd9qup8mJPQiAk6pikxbXu2Vzfsbm8Yhz1dTlQuhL3fKPLdyYrl2QrnPdvdjpdv3vDLr75gzKmYIingnZCycrfbMcVoInpNQ9670qqt6KXCDFYI1jVmGgem/R63OsG1jdlYgaZt8e4cOTGAxLsGJ8FaRVLbbc4jZOOlx95LmeMlWHOushXLvKwslfqe8rzMT2cTC1brEDV/B2VDFC0kMJkZgpbkK+0JpajN6+EeFM+PmsaeO0aVQ6jm5bBHHBgPB+9OS4mCOYC1pKXo9E8T2SXIibjd0G9u0ThY29+yUo/1t9AZU8E3LYuTE5rFgnEcefPiFd9/9Q0M8a1Yw8WJePOSm6/+hid//r/m8eUj9nHk9XhN2k5oV2x5xsRnNSNJinhwLSWi2F2l1jlW7Sg9mr4PbYsWx9E6DxzAk+Obn1SL6LP5BfXIKKSEUxPUDCRUJrzsaP1UxPqE9cqzWq/48KMLzs/PWJ+ecnq6ZLlsWS4CQ57YpwGhdN9Bi36YJXtjND8habKOJsETy72LYusX9aQsTNPE3e3Eqzd3bDcDu+2e3XbHm5d33L2ZyFMwVgAessdlA65c8kgSXDaOgMu+CE8nnHpCgV68ZNoAnVMab63OvRPaBnwjZK+M0x1/9w//hu1uA1JUxf/AdQV/NHCgirFIjqQ0gRe6RUNMI7mfQAs/mMqbrcb5H/dtbx1zoP6Ox2oUpg+fK4crLe3Uxjwmq1klGWXcyhDtO7PqIcMjWgkz8yIQUetV7YTJ6durpwaJM2J6HNW/6/reBQzUn3J/LH9kaN4alPkjLZPlvZq6fgtOIjFaPeG435OnRBymd3+SwjBMjMOEd4G2a2gXLUPbkPaDOXHFKM5CvrkKDZqBSROkEVLn0FAqropOQzVEhQlqZQQlI5TlUEtfreeDsPtgVY9PeA4M6rCVvMJsxOQQSNfNi5LqVWa6kwX+R0atZAHqNJPj7+Tg7h9vj/X75ntY33Ucm1QnuYBZxxTA+XZqNEcmOwuYCuXIH5VTq5bgs2RGq1CkFA59cE0JSvVoHP9QRwXXFB88ixBom8CjbsEn7Qkn11tWVxtOsVY01eTles6x3K4Aywt49NmCcBEZiTY3YtmcxcT6ci7VGOVeZGfmJ+PJqWHaCXd3E9cbx6NLaJuD9kQuTIJ5+kiJgya7CnHKJJCyI2fhyxcd27ueVQfPnkLnhVDuclKLESWUa3oIthzdx1infeaesnXF8VTAncLyQxg2sH8FMtoeNmN35TOEzHB9A8CZ/4B/+uiMxV/8jP/T3/2K55v97Lj9LvctTSMyRRbdyuroCORGUMl47RBaVDIxGQyj6ojjRBojOiaISgoRSi9qsiKaD5os5onjG0+37ljlJf3Yk/yEG4w2rs7RtB1N24DzDHFinEb2/cAwjuhoTvWAkIfJkP5db62QktoE8O3DhXm0J5QbUbQc7gMAv8cx00A4/PPNoS7FOQiBpms4OTnl9OKMy4tTVssFC98YOC1igAIKSefWaqJi63uKJppbSsSsm4aWdoWme+Id5MZD40lrx6TbMgbdb77tTqyV17QnTlsCAypDaQzhioNeHObCrDJRz6OByhSatL0mFYzEPONMCB5Cg/PNrKthV+JKK1X7qzrY81QVMdX38j98cdFrNugQ1dw77u2qzjpsSMnCWy14DbrseqYYEVE8wUDxZFnKnK2LhjQecZ4QPBJgygPjbs/3X17xA1f48BW/+tU3PHv2jNvNhouzUy7OzxjHic+/+BJNxiS4ubllP4wmVihifeDrfaRmv60G24yY0VBdYaJZC1+j2qubyOOOOO7QfgO6wY1XMN2Bvq0vAcVexsx+s6NxS1xw9MNA0oR0C9yqRVeB1ArjkAk5E/Am1aVW8hcypN2O/vqO/mbL4mJAmqYwM4yy7ArtOmMaA0GsQKJFGPcDr7//gW9/9Tk/fP4lw9UVy6ysnGOpQsC6TySsPjihuNBx+uQ9Pvn5n3L5/geMnWN0RTRQHeRsNODafzgpWay8wYL4+4R/KYGi1Llbp5Ay663W9pcCc+29UoQObXOmtjEUZNbelvqfymykumk2V7WsnSBi4EDKpCEx3m64e/Oa/u6GPO1ZaNmwvSOqI6K0bSCsOugCkcwUEzFXm2ZM18M1mvK/iaQrIXiaxYLQ90zDUKfXvBcdwtlMThNpGGAY0a7DhxaRVJIn1lbOiY3MsfhgxsCuWnJxyJnovEbvaW1XVeo6bqWDw+y+17NSDCg5Ap0qo7SWeqoeVEdS+QDTmFFqNrjeF/scmff/++bjwT4pZS6U/cLYUVZKYHbRPjNnOWIk5PmekBNeE5Im4nZHf3tN7Hf4nGZw4Ijhf/80ELqTNRdP36PtFgxDD2MycWOtrR4Px6gQt3fc3DzniWS6TuiC0Hmhdwb8OF/6tBeWrxa767TeUwqo8fZGWNk3830VCrtA3/G6o9GsC8xFarcHcXXNmJ6Ak4R3I6oRj8O7TNNNnK/h4nzB2amJDJ6ctXzwweOiK9DRtIEmCJMmRk2oS8SciFHnLj4GoCfTYxBFnSeJQ1yw2A9hmFzphKGkSdltJ968uuXlixs2dzu2dzt2mz39JpLGFucWeDFwTBVIQhwMdAsS8NoU1mxhYWTmdVLFMINXmiazaIX1UlguAsulJwfHkHf8u7/9a243r1DJSLZuRr+TC/d7HH+8bgXV4KHzAvIokmpEU17oanT3I2nJI0f3/oO/70jc8wR/5LHD59baoawwTZE0JiRZ/XsJ/0lOZoM3o4dy/+yE0qXKl+LlCtrPY/AgiFc9clCPz/U3OfDv8lpLdHQUG8+/vwXv5bID2DbXOlh1DV3rwGWmqWeaeuI4mpBX/DGESkwVf8rENqLaEILgguC8HHS+cslqKnPdqgVgBamMUhJtrvRvLxlABaWKkZQh0kppqhd5/LOe1tEmw30DNUfX6FxraBvGsVjhUQgvBhbUXsRm4B6M//w5FvhUEbzDPlhN7EOprONbWfqz1/k4fy4cPOQDMGBAibO6d1NBRJMxBsYBphFqR5qKyRWf3oJoAQ2O0LRIgJev33D1en80lv9+lse52vrosM59ENZnKxyJM9/yk7Nznm4S7YsrumGc5asqGCQTVtaeQVvTGnj0UcP6GeR2JNYyi5IRTHLwMXL12xyMvqHPns2d5+aNcPtmh8uZjz4QTlZKKKUkpQQT5RjMKeMVMIdIlH3vGYYVt5vMv/6byMnK8SefBUKYSv2vaSDUe+U5zId5DnEoV5hjK7HzrUtWc4k1s903LmDd2HPTBMMLG6vqrHJ0zqTEtN2xf35L6zseNYZMR8fb9uA3HP2w53Z3x7I7QZ3QhganhsIHlJRGZvOgE8RATpkUSwSbEpozRCNXZoSIFkmOkt2RbNnjBpbLJeuT0TIZDoYUUVW6rqFbdChCExx7UWupFkfilNApMu570lSc4MkEn2aO+aw4qUdeenEYjhdlTQFVe1pF6txbI3y4adQbpkdPl79TsbWFNiVNw2KxZNG2rBYdbdsQxJeqBFfWi1JpP5ItEHNJ6PvM3d2ezaZnsym6A3FA3UR0ieQsQ0kXyCV47tSRc2D65gb/oatcsXceguI1kXRkGLck2eP9ChHrPz9yUB+XMn7zvC6OuTghp6LwXVSppdTrOFfbtUqh9JqTRLKaXZ0TB+VDXZ7B5LqfVRfeC1ZeUtN2ddxLJtTW/kH87BgPO0z/UjObTczM7lNFBotT3AS8eDQF8KZV4MTNjIdGAgTPNOy+2YgAAMvHSURBVFR184G7zbd88+1zcs50bWC1XpFiYrPbE8QECmPGFNhLO0ElGGih1R8RsjvYTkll7wuAT2QmhMg0jZB6RO+gf4nEBLElb25g2P7InZ69HqZhpIkLUKEfesY0kbzCIiDLQFp62DvSGMkIqdx7BwRJTEPPcLdhuLlj2u4Iy8budyg8LsX6hmelcYHGO7wq43bHm+9/4Ltf/IIfPv+C4eqaLkfWEliIo1HweCY1/sOAJ4fA+Xvv88mf/hkf/PSnyHrBREKDFABB5nXnOIxlTd7MM+vYbZjXrjxYv8z6w5UtUWY8tdAxy2FSWnmU7cteTLcCStlUTXJknf2LOqnFBgifI0wR3Q/s3lyzu3pD3O9oycYCQolZiZrITgiLBcvTU3zXsR9HNkPPr7/9iimleX4+TO+mnHl9c8Pjiwt809C2HWmcDnoK+eA22tllNEeG/RbZ3NEGKxkQX81q9aOsftvU+620VlKeY4I6PmYG5d59qd9Wy3Wpvsp8t+z9Um6c+Ud+vkmHzPTR5lp+Nyz6EMwf3dqDgwUYbZ5DhpvqM769Tx44I+7gj3KYJxb/zDPNMu9idHHJE56Ei5H97Q399TVMI1Xw8+3vOtzCpms5u7zk9PISCQ399Q3bl2/QYZy/6eG7s0aufvkLrj76JYuP/oz31yvyeeRV2hO3sTBaWoTGxtIJIuEQRCcDZ7JYu0Yb68M5HYdwB5Cg3tO3Y5RDGGhlsVI4ChorXTPjxVq8NjIRYw8psWgazlaBJ5crHj0+5fHjU07PV6xOW84uFoQu4L2xPsYYmTSRvDEOM5A1lhnhi36aL9pTYqK5zhNRJoWYYDdE9vvIfjex2w1sb/Zcv7rh+mrDsJ/o9yPTmNDJEVyLp8GpRwjWMcNlElaOpeKpHdHUYcmcDORESsaIrr5U65RVC6uFZ7kUus5YA8O056uv/p7t7qaUkh3ppvwBjz9qWQEZ4naPDj3d8oQhGWV38mIO4uyc6bvmzo8c+uDn73McGwz40YBbdc5oaVam0t4HtfomLXQ15k3meJFo+f9heQfvabrGsmPHoMCPGJx3X9/s4hydOw/GTd7+XR+8/tgjquc7q+gaUheco1u0+MYT08iu3xPjBJqs9dePHvaZ05RoYmKcBrxmnFdckLnLgbzjVGqmNyeIkzKNhpz5UCiq5DLuR46dmo9v9VBW8a8lKyBwSARWB+veeR6ofFKdWuwzjumCR0oGR47q4Vrvjfph75rpZnp8sUf7nZ3W0eceAwxHrJay3XLgy96fs7Pt1cM8FISYTANi7IXYm2Dk0S4/66xlxSRAPDRtICwaEM/dXU+/r/0qH86h3//IlYpTr0jAtw7fgs89Hy3P+CA7mlev6PY9DUbtz74ELxGC2VRDdpvM2ePA009WuJM90efZn6si6ij3BAddEJIPfHPV8MVz5fvvJ3a3ypMl/PlHgfcuHN5NMzulnm7pOkax4WSBiUA/OTZD4tVV4MUL4c2VcLNNnD2yrgvOJVoSAetNnsQYa8fUQ18kNWq5drnTZX6Ux8p15RqTHm3G0oG/MBZBvhFSVDTauIm3D3OUOt1xZLi+ol2sePzhGf/FR0948asfuBvfzQR61xE1cru7Zr1a04Y1i0XHcsrklBjJZBJOiweYgXFEexg3jt1yaQJdQLf0qLMMWSMOpxCctRuLXpBUxPS6hm69tDXeOdjt8SGwXC5ZrVbEKTIMI5Mm2ikRxR+S9SmTC83EKSYmq5QRDsyFnLPyfpko1burtrGm/kp2fl4Sswd0bEM5fEcGfMn95CI+OH+PUdCatmW5WrJYdKzahk4ERy42LBe6bEKymvr2rEsi5CnT3/XsdnvGvmfoe/o4gO/JnTFjGu+RLpAXgraeZhFwtzcM/+IfYBHIN7c/eq913JLjHftdoPGB1fKE0CzxEmjUkaKQothE8zUwOjjYFYF0vnj3cynH4TuMrVRaNRZ0TymgVf0EtRsos6BrLmBEvU2V8mvYi/qqQMrRe5i1IO8RFO9tszYPXPCWxJCMcwkrf7B+6Zor/diYApUhmVMiT1ajG8ISgj0WsJrSOI103ZKYEre3+wJ4erIWg1Cy2Akpglf+EDQJUPqK5JolDZkkprPgRBEiSSdSjugAwhbN14hkGF/C8Ar0fi3yvXtNuTVRmXYDvmvY9z3bYc9ysSQ4IZ+0+GWLto5pglEzrTX7K7oBRTB0t6e/vqa/esN61eLbDocrpV6WRQ1kfFYkJaa+5/W33/HNL37Biy++JF5ds0rKUjwrcTSFsZfEManpDOii4+zJe7z/k5/x9Cef0V5eMLSCigl25ZzmC8uqUNqDgQV6WvQHLE584CsVX+AAIJW5XV5ve2ehy1OCXo7I5UdbrStBYm3fbEAFSCnBrFoaZg4K2zZFUlTi7Y7tqzfsXl+R73Y0CZY+4MVsWySRHbTLJevzC5Ynp+QM+2Hg5fVrvvrhe1LO8xxXKHPXHsgK17cbzk/PWS2WxGFi7AfyOMxvOPZXAkLME8P+FpyHJhA6QdwCGrNNdW+ba/4pQtHFts9jfY8mcLQCa+a40tVzqX53M0JgmiDzFdXLkUOep66ZI7/o6OUG50jVntCj237wb46BgXpY+c27fKDDY76eZy35rOzT0glBSotvipSk6MTYb7m7vWK/uUbSNEtZCfelcFRNrkaBpmlZnpwg3rPZ3PH6xQuun7/E5bcJifMZZrj+8lt2L7/n2V/8J7jbzHIV6XaJod+To5JdwmljbUijN/FZCSZyq7kket083tWHrbHPwWY9jEXk3vqzBJWtCadadLhsXYqqCQ4Wb8h76BYtrVM0D5ytOt67XPPhR495+t4lF5cLFuuG0HkICfVKdpGUlcklxpxJjSWL7PtNQ0CkIaqzx50DCUjT4QgMY2SYIsOUePVq4O5uy9WbW66vtuxue4bNxLQvXUtiALGWw94HDAR3lVyMZgguGIRUSgUzYuUkhVU1d4gLntZn2hBZhMCyc9apoPN0jZCDsJsm08OYN7LCKPsDH39ccADQnEm7Hf4MFk3D1I4MrRBHSjqvzPZ7O/bDBagztff+0/r2ax8Enm8/8fBF93KC9pw4yBNSMljr5YL1aolrXMmyHs61xouVogUUkRhXrl8Z+p6hH6zWtW4yCLPOwRx06uFc5l3m4VjIvR/MIEN5oDqflVs8f+TDASl/z/x+gZwQIk2zoGkCqpGh39HvevKUCOJNsO1HD+vucHe7QZkQFpx0LV3XknxvYjJS9oV3MEU0G60mjplxH2kCNI2gwZc+5FqrwKDUigm1NuwQBUqJEOuwHqhnR9d+7KfKwck7zIGj184OwvEsqvfm7fccyg8ss3wYnQe/vTPWlge/2mcdZofOT83yCoXyBGZkUzLdhmFSpslYYvNbhbluvdJ41Qm+DTSLhqZ1XF1tubvZA7ls0u86z9/nsLOvSrXqQFohdI6sI4/Pz3h/uSa8uIFXb2izzrFGHeZ6/YIQVo7FY3j8UcviMhPbyRgQzpZULvFKvWZFGKOw3Xuu9oG/+XLgl99m7u7gZNXx6YctT561hLAhO1M1LhJyh66b5Z8TyFG4u4FvXjq+v3I8vxp4fTOSnOc/+8/e56fvR5br29Iv207DY7X5xyUg6kproxqwFBtXAZuK3+VaWpAPZRK+Om4O3Il1R9i/VvKGgwCbgrbAaNeScmLyIyd5og2e/+LTD/nrb9+wmSZq+uy332plyhNh0ZKyYzeO5gS2HW5Uq9POhnxHJwa970eSF/Z3mzlb1PoGaVrQjLpM8DbiyQvZWSZZp4y4hu7shLDqaPs9bbfBiXBycsJqvWbsJ7a7na2zqKR+IqTRGhmokGMBoY1xbc7MXI+ZuZch5MGkO+ZgVJp6PnpZ9diOQC97LB/Ug9MR/eTYRnUdy9M1F5dnXJ6fsFx6ll3Ak2nwOIGglt3TGBE1EbdQ7n2edBZXnPqeNI2kGMkpmunvvHWECIIER+c94hqGtmSgYyRf737r3Z6mCXY7pNnRXCZcHojJbLvgcL5eX3UKj6yUyBzEz8P71iGzAyXOGFVG9U5FOEoLVqp4tSxrrrFaofm7oiytOaOS5u+aM5FzwCCHW/DuU8G58nlBZzBD1R1NkcIoczJrvohgXRPK/oUWGntOeB9wJGhKWVyuM0URCcUFMoaFOBPFyhnEV3upGDyarZZaIdcxPxQxFoDAxAEH6ckaoV3C7hbd/wB5y2+4crtn5ek0Rmqd93a3Y7VcsQwdYbmgOzslbiZ0yMRUOiNWZqiUuTlGdm9uaU6v8OsTA5W6hDqHIyHe06nDTYlxN3D38gXf/+rX/PDrLxivr1lkWEugQ2lUi35TZtDEDoWu4+TJE97/k5/w5ONPaB+dMbbC6CA5V0ox3GxrtWhvaFXIn+uujijSsw9WhqmwB+RobKqbavIataDlyCOo75vvytvjW90BQaxjg5YKn+zwzj7RKeT9yPbla66+/Z7t6zfIONKKCWSK1gZ4Edd0nF8+4vHlU9rF0oQkUzQWmua3bnkFMur6MCHQO5aPF4WK3TJFYw8cV+XY7wmHknVgHG6RXUNYeKQRnFuYMGE+7CFCcS8LQOGOKPy+aLuo6r2ROv5bxASLH46kVH9vHu7qw1oXCSGV0gkOIIAeSn7ne3zP777/HQ81eA7FlQfWiaqWquhiC4RD+Yrq7JZrYeaqJNCItd5TOgFSZLu9Y7u5Zpr2NJimlVTi0pEbn6sv6z3des3y9JRxmri6uWJ3u0WTGjim6R2m1pwMFeWkcSy9Z7dYcHZxyt3eMuNJEjoWQEbM4ZiZXVmKzbOxyLnaeZ0ZYHVMcs5l7VW7+XBs7XXOFdsnVi5kelfBhPnw1oEAWC8Cjy7WNC6zaJTLyzWPLjo+/Ogxl0/OWSyU7DOJyFhEfu0aBA22n2SBSOlAUcoGonhiLuVqNDjfMU6BaYLNLnG36dn3A29eb3j5/Jrbmw3b2z3TkCA5fG6tTEqMO1QFWhVKLs/KPMgg3gTWc9GLyQopV92VkvkXcM7GxbsMEpG8RNTRaIebGlZdw9R0nJ6tef7cGG76Flf0D3P8BwEHrp+/YKLl8oP3WTSeGDLbMZmAkvPYCqvB4nGQ/PDD9LCOZ1nX6shxiNPmjzky/A/9v4d/3PtKLQXa9mWqVYwmH/l4hfpTgt1aRWb7g9hjTmaqpCJ2viaXydvAwNE1Hp/QMRx6HITey0jP3s/hcyqX+t6FHx/FAGtpfJcT4kww6dGjpaFUU89+c8d+c0e/763912+chJmUYLsZMFJfZNmcsVh26OmaXvbIYFmwnLOJGB2fmZrytmJZCWFESOSFaReI90WQxgZddRZZtY2kOky1TGAezjo+70A2yns53uofUhsebh7HJzz/rYeNSjgI0BwN1zHL5K3jWMGG4++/9wHz38fuDUX5ub48Z2UaYeyt9V46mjaVRpwwpyQ7LIO5WtCuO05Oz7jbbZimuvke3+9/rAG6PwfbZUNz1oJOrFYtj9drFpse+eEVixjBw1Qy6m7CxN49lploBdrI4tyzuITsR2JxqH2w16ZY2OHZ5sY0wN2V8vWLyK+ulF9/n7geA2dP1/zkz5/w2Wee5eqWkTsbFwWJM7DNLF6rpvWzu4MvfpX4219HXvSwmTyydPzsT8/4+NM1zfKGIU80pUNQLPUCRo01s6TFbswaTHUtlJjkXYeAsW/KedXEd1iY9sJuYTGAOPBF1qWOfirTR8ZMHAd0HOnWJ/zzD9/n+Rdfsx2Mrl/j3992P7MAjaEQaZqMZpgwSqDavRJXa+4yxMzUj4ztSBqsReHEhGYB75mc1bc48dZGztsAScqEztPQ0SxaQggIwnLRsVgsaNvW6r69x6mQxokxJia1TEcVT53tQBUpmZdW3UcerPkaxR2v8VpoXL3eQn08sLBgBh6kfGnOpa7M2WJEIXi65YLT0xMuztacni4JQfDegmvnlLa8N+UJlzI+BxoRdMzEyTHcjezuduy2PdOuZ9jvraTAKxI8uMKg8BbILHyD+AbnPaOabN3vcsiEOW3JamMljKAbvCzmLGTJ7dlFV3ZAEWQ9KPKUCahywONLizFSYXEpRoGue+0DxldSrDytBhWFSZSdCa5paTFb3Xjk4MjPp0AJaDnaM8rfrtCFxBcEyAmq3q7umGIc9bBP11+9fbBOijjLl1IcfQM7XJmLHpUiuqUl0yaVnG72XYpfo2QODBYOU1VdYcFk+7wopc/8AGmPxBs0Cy4u4PZ7tH9B4HdsRKtAVqb9QLNuGcaRYRppXWNCw+enpLuetBuY9hNopsN0Vay8IJOmieFuw93LV7Rnp7Snp0jn8a0gvkHIiChx33P94jnf/fJXPP/yS8bba9qcWItnhdDi8GUWTSi9RlJoOX/ylPd/+lOefvIZi8tLhuCImki5qM5jWe5U47RMmQsFMa3ATnGd6rY6l/7NqeRap8Yshmu2NJez0iP/ReeSIxETTvRFtNC5AFjHBJ9tf0YxpX/q72qdGMSjKdFvdty9eM3ti1dMmy1BMwGdBQ1HJpLAyeqEZ0/f59mHH8Fpx+vb18Qp8s033zAdlX/OwRv3g+2smbu7Le89esLJyQlpmpjiiA7DYU86mhqOjCcT445x5/FdwC8bKy8TZzO+BMbVq8pJS3BUfWkO4Fops7C36RzIH5gDHOzuW8dxCQFF8LJ+jtYbf3jtvMKO7YpyBBnMz9WnDn8rVRRajvxtqf77PY2Co3fpgXuaMeX5VpKV4qXItLtjf/2KtN9gQDlVOoQsReizXGISyF5wqxWnj5+wPD3nahgY7rbIGC0Rm9M7yxK0xEMqyvNf/2s+/Sd/xen5T8AJ+3FkGiN3tz1jnMjZAkMTlU0Wo4m15Mwlg6EYS8jMbNF3KPbsQMT5EabFHL8oc7PToiBdtw7vHK2DLnjOT9Y8vnzE5fmCi5MFjx+tWJ86Ti86XBvA9aQUmXJilGjsRW/BujVOUobiD0Q1EWOnDUpDzEKKGSSQouPmbmCz2XNzc8fd9Yb9bs/mdsf11Y5pP5GiGJBQQROOWccUeoLNp3oftFyuK51TrHStiKsKCBnnrWQgISQR+iycOLWkwaLlZHXCerXg+u4Vv/ji3/DNN19QdccOsc8f9vijgwMAsb9j9+pbHj05YdmdQBdJY2SfrbbQ+sUdX1ydUO7o73dcvD546sfimHuZIe4bmh8ZU6uRNGMwTuZwtsUJFI68++PYrW7u5Xmv5kQHsS4HqNq1Vtn4muV/1/n/6KGH7753IfIgBnsQWL7rwwv9XnNEmFh2cHHWcXrW4f3E3Zsrrl+/ZHN9Qxz6wtn8zWdn2RFlGkvvboHQNax0bY/nHp0iZX0cTrf8dNjw5KSkCcY+4sTjA3gnJvbtKhU1HfoWg2WOjgxWHfLf1CVCZkM123fu01Tu//ojn1J+1kDk7UH6jcDAvRfqbxhjvfebxTYFrcw2H9SSggy9MA5KnpgHOnPk5JS9M4sgbWP9clctSa2MpgrM/I6T8jdfEhiKK+ZlxTGyDmsWqwWrRaBddPjbnpDMQVokmJrDOVefTp2QfaY7g+V7AbnMTM1oXQI4OP11fMSZM7bfKVffwbe/hpebyBghNEJoArFJ3Hp4zcTaQeMcjEqjhQmUbcmikKLQb5QXXynbF3aea6u24XS95P3LNS+/v6M97zldLRk6YSETNOCCY5mVdjJQbI5Hg53jUYwyE6p82Sy1JLjFMZffwJFTG2Bx6ji5zOitUQ+rrwqgB5+YMCa2Nzfoy8DJesl/+ZOf8Pntjn/1/Q9oAWl/4xQE+pj44dVLVusz/GJFWLakyWqOo2bTFQB88gaMqIcoxGFi2O3Ztx3r1QqSkrwneE9KYpRLD2RPLiJXPjR4stENs7XrCiI0IeBDsOBBSzsrTIDwdoroOJCmiEtW+1q1baxBjpRszsH5r8HgHNQfAwP3JvOD11T0qL7U5znrOkcevoLgudjDlovzEx5fnHGy6miCwwVBXMKJ1fmDQ1NGkgE2Xuyc4xhJ28zmduR2s2fX9wxDYhgnYp5wneAXAW2USSLeeZquo2k7+oXSukze9cwCJL/l0PHOMpX7G6b9FTl7spwx5oYkl6ga+0doyjV6JLvC3BKYlUNsiGtgUN1xVczhVKjiUIehfmAs69DPwQCoJKuFLXRk39iiMvtm4QxHrLHjTNxcFzyzHsxG1wDm+D3H2+1MdfaH7GdO2WiizjrNKBHndKa3u8oaKCKKUr5PvZRs5+GaTcyuGK/jcpXCSBTNuGR2X8QTVPA5k+lBe0KYaOISF1+xG7/CwtnfvPEc136nmJn2A+gZi6YzurlEFm1Lc7JiOl0Rr7dMvSULjEhrRsZGMJGGHcOtZ/vmDatHFyxOloTQmHijKsNmy90PP/DdL40xMN3cscqZTjydeHzJ2qs4ksvsE+Rmwemz93j/Zz/n2U8+ZXF5Dl1rfb8pUEwRl7HMfLGVM1Oz+Apayg/n1G4tORAO/z2ABXUyZD1ywefAuf7PjK7mjCYFcQQXZsFI53y5Z9aOuHbD8uW9LquVXMXMsNmxffmGuxcvibd3NDGxwJlmF4IpTGRc13Hx6BEffPQRj5895TYOaBJub+548eo18Z42lN7zPY7n/Zgiu3Hgv/lv/hv+H//3/yvjtKfPkTzOqg33Dg8kjeRhS9y05NUS1y1xriEhBfxQapvFAx4oKNYGTwoYkPUYYDk625KBtrUhBkTKfZtQywLqu71zs19U13/SZHTvkt2+DzjeD/zr9x4LGFoW/D7IWINe25v1oCFT2QLU5BAFKMxoTghK8I5WFB8Hxn7D9uo129trNE5zy+XK+isu3ayoEBWiE85Oz1g/eUJsPP3dyLDfc/v6DWmaZvv4Dl6ujVLOfPP3/wbc/5m/+t/9H+iWJui3363Y70zUuQrLhuI45BwP99HVkoKH8cXhe+a786PO7jy65b/MDlHWUmYgEJqW9bLl/OyMp0+e8sGzR5yfLjg/DbSLiewjY9qzHxKJTJZMcmXeRMvuiDdtOAQiTRG2tc4+qjBlx5gcMQl9HPju+1dcv77h+vqW3c2WaYiM/cTY2yx1JZkqeERDwW511ulIqbD8XElYOGtNOMc6Wu6xN90GE+0HUaFxwrIVVi0sW6FrFd9kzi7WZHfL337+L3lz+5L//l/9t/R7Y4KJ+0Mwe999/AcBB0BRK3wmLCKLZWBMDZMmpmG0/sjOz0rVR2+zY35MHjzBg/n5joBOD8bjrc9+a1DL5jC/3Fq7jCkRS2/f6nS7Iuc6ZwHnzz0KdVVwaoq2YTZOx18nvH1nf5eATB98ab2g6r3o4d/xBb31XYqpCFuv1WYhtMsAThmngWHYM42TLbT42/OJx18Ro9EcnQsmSNMqTdeQx0QaEklk3hgqhbueqqvGMZmQnvPQtFKcLkqLyZpt0XnIK12nlh4cys2OJtK98a+b+/E2obPY4Pyi3/GoFMZj5NQevz+vfvwDOJSDVKdlPoVKYKwRYaXs2jxTbKOKkzL0ytBn4lR8y5oOzpCLmn0tSfCNwy8bwqpB2oYxKv0w4Zwzg/fvY3jqOlIzflkz4mF9sebsbMWiE95bLjmdMu7lNesp0eEsGNQCZLjDMkmihBWcfepYPMtMS+vnrkVkt8RUc5YfbO6sl/D4FN47d2yGzDjCME3sXvZ83sCYGvr34XwROG2Ei84xhIiLE55MUAjZ7mfj4ewMmtbzbKe8fA7Pr5UYE9df3/J9vyWcKidPlpw+7lifeVZLSGNg1cBJk1g4CDohzmrPOlFcAn80b01gze5ZrelNhTXgQiljKplTDeCeZs4j+AHuvrXlKsni8lysvBFnMvv9lumuRd684eLJY/43P/2YV8OWr9/c/U73O8aBV6+/4zT2PFp9SlaHk4D3ER/M+cvqzeHFyKgkhWFico59s+d2uWXRdiy7jja0OM2kknV2avRwR8Z766OtEXJOOEwtPvhgaz8n6zcvBYRtPGHZkJyxBnJSkpZuFVSzWcKzPHut1dM/0gSoD1bKXl139W+9/74K9s7CX3pYyzFD52HRsVovuLg859HjC05OlrRtgw8OcQnv3WzbXMkuSgRVZ8JGKZHixH4c2fYj+6FnmiYrPSjZackHgDWNkeyhiUb9XK4EvXvN7osvjmqNfssx3uIlsPBCv7+lCRckn+jjDmSFwXkli62ltqfudcVBPCa21SBMys2o7UDfZRrf2u31ULoHWGI3aQHxsgUQpT2dFzFWVLJMvmJMgxpQVGbXsYshiK0Rvf+YUVT1cNtrkFleVHcQp/7o045/mCGzj8hHY2ID4mqb2lQ/q864gx5BsdbGnMuutPcyobvs9kiMJL0iyhaXJ6ar/4l0+w+kyUQIf1tN6nEvclUljYncT8iU2Q0bvHpOwhLpWpqTNdNqw7QfYW8Z7bYEwV5s941pZNhuuXv1hsX5GWHR0TlHu3LQj2y//57v/v4XvPjiC+L1hnMCS2lpxMppEDX/UBNTUrTruHz2jGd/8ic8/ckntOen5DaQvWOSskrn7LgcAFSlBH4yX2elPFtpo8zLtY66VspYNRFKcUyY8b6KEdqSrzuzUuvkUWMMOLGSSO8Dkg/imIIFjk7N3gXAxUza7ti8esP18+fsr6+RaaLFmBD1gqJCcsJqfcKjp085f/qY0DbosCf4YN1L0HkPP76/9Tjs73bOb66u+et/8T+QUuZkvSaOPeN0AD0zB1MJ5rPlPJF2d+xuWpxvCStHbroyvw+aLnML5lzbBlo7bKc12HwwN8VW5pygOF5Hx3P2QRxgpTrmV+Yj8zbX+9eAVQ/vf3d2u5Y3FRvsSrLwAUCAmI6NZLH2eMnKIaUypNSCNy+OLJZwaYJRyeOuZ3/9hrs3rxh3O2MSlPlaY4q6fYhaQjoBYbFg/egSXXds08Q4DsR+YNzuIB2t8ncYVHGJTCDFkR++/gV/0e+RbsVy1bJYOJrWEYIj+8JYcJakg0wufq2UFrmgb+cnH47iA//3cCIZKSxepTAkRIq4uAXTwXm6bsFqvaRbLEji8M0S1y6sdAjHdogMk5C8K92PrHROGclM1pZwUvCC+gbvq12Q4ueO9JOyGzL7fqLvE99/+Zrbq1s22x1jP5JHRZNHsrF/TNfsoAmTCsNNsivyRGWfkAOob2NW2DRaS7BqDWxGyHgx4GgVIssWVivh9KRhuWrxPvN3X/w1/99/+X9jt9sYs0e5B3b9MY7/QOAAkDNxv6ftWkK7ZH3aMWWjLqUp2YantgHO0F8VcKpBkFA2ytrLDI6NR7EQR8FweXh24N5xXtVY1Jkuaj5OoYipQkzWAuvgH9h/Z+ehfPQ8MaqjWFSnvfeEprZu1PsndLQpPTix3zCYR25Tff9bn310zXU3swiyxJrFeKEEMdGP5aKjbQM5Twz7HVOcSLWN4+941E0nJ+s6AJ6UbMTa1YI0ZVI/kWJCoo1hRUvnYL4GgwkYwbnM1EQz2aHQ0+q9IpNdvX1Hgbk7+PHVDzseukOtYR2bA+r7e+ABbx3V6auL992T7t3HYaErcz/f8nd5dD45KRuhFGDAi1FNc8rEMZMKY0D1ICshCi6WgLvs9BkliBA14UWYxmy94DkE2P/oQ+uZVrKn0p0tePT+JYuF49TBs9CyeHHF4m5DV9oDZOw8XS0Jr4zlTukuhNMPPO40kXyer88McdlI82Eu5QyhgfeeWf9YLw73XWY7Cc9vEjfDjrsN3FwLZ+fC09PAx5eeR2vHohWa1BMStFilUdfBk2dWEy9Z+fBx5PkL5bvXW168grWDzQ189+0dceHoHjnOnwjDJrI4a7i4bLg4dZx2HUrPbvJcrOG8yXREHFMpA1EaB20GGe3afDha+cf17x5yB80FLB9bW8NpZGZjqivovJYxDZl+3NP3A2Ec+dl7j/hnw2c8v/4bhpRmLOk339jMMI4FGCg0OwIiGeec9YRPgviAl4biY5DHxH63Q+48cZ3BCyG3SKmzB6PBO5QgIC7PjnlygFeSJEYHXq3W2nshBYfzwnq5QGLkLmUmFwlitEItgZllfcUQFcqFugfGYTacNRKsrQSZHSOKzcJ7+yfpYPc5ejuYwv1ywWLRcXq24uLiEavViq4LdF0ogaYDJiRas1dJzlgDuegOpMy0m9hc79jeTOy2kX47MOVMzJCL8rKndmnKjEnRqJbJVKVT4fm33zDd/bhq/TvvtQPXrdllxzglfN7iZUnKEfGNAROuijxZOYmIlP7ccm8bPrC0bAy94yAa+o5ZBg8Cm4OJLFuf7QEWXGuhPQtegs3jYOekSecE8uxWvMvAVVt5tAccmGk6BwX3zqVend5//K2q8+pcw4w5SbZs8vyxx19car+koINl+y77dgETNeE1ojpA0dhI21vS3d/C9mt+397Xc+Y0Ktvn12jOnD59ZKyfZWTZLAgnS8L5CWPfM8ZEmKwVmBMpTrG1N0xDZLi+5e67FyxDQ+cC2o9cv3rN66++4dVXXzLc3rBQx9p7usq2VCVKpneJIYPrOh59+AHv/+xnXH72Ke2jc3IbiE6YKOUSIsUcOpuLc8QvZQ5W8TnzlcyXq/fs/j49l4uKlOy32aTqf9a5bc65HIJ9G0BqQkpLhCdlPEBKkGnvdUVoRkrQkHY9ty/f8Oqb73jz3Q/E7R6fTbTQoaTyvxElLE94/OQZzz54n8XpijFGEOialv1+b+23S2cgmdfgYW5VYKA+vB96fvXFrzlfLVktloyLNWkwTZODVTxoKDmsFGKY9ow31yQaVi7QNQ1BGiQ4Y31kY25lLQKzhQ2Xk4FivoiV5trNQA7rxtWOMmJ+5UNv6p6HVOxJqu0+TQbRuoSV663CqPrgU+Qe7FGutDADsqtaHiXIkyM7UD5Ls86CiQZQHM5V1eKJ7ArBwCtxHNhvb7l784p+c4fTjHO1rOkACtSzjAUYIAQW52esHl2Q2sbuYT9w++o1eXpQNPQjps1LAznTeJDxDVnO8YsFq5M1p+uBYTeRY7FJKdm9O9rvVKysD60B/m9zlg9+9Zwk05KSq6UYxYd1BFsbznzAMSVu9j39FPn25Wt+ePOGZ48veXSxZH3SMsQt2SnLdaA98YQ2gERSFlxoEZfJ2YQJs7RWJiFW+txPIy+ue25v91xdb7i52jL2ys3LW4ZtJE/JQD0XyGrBiZb4VEqZRcrZEl75EKQ7LaVE6ux+Shn5VECEGo8V9rgXCN46+QVJtH5i0Sin68DZRcvF+Sm7/Q3/4l/+/3hz/X2Zl/6olP2Pd/wHAwfiNPH86694Ej9g9d57dO2K1XpJSpHdMDHXLFYAQGwCzk4YcM95m1ffA5NRb4byzgUCR48LmEpVhYSPXjNvCmZYUkzkpGjA6mH9QR3VUbLgpYBYFUtVKSCOpmkIbXNwHKto0iF6f3CCh4Vz/7ofeB+H/W/ekN563/zR+egrqxaCFrAgsmqFs/WCResZ+i156iFHVOcm2r/1cCXIrojW3c2ey/NTOh/wzuPbhtiMDN6MpThD1upY6dFlVpHwPMHkEn0/0oqnlcYEyxSc88VwFUNddCi0XG4dmh+nNx1t6H/g4/CVvyfS8GNToh5lTs2UgFycHxVyFPJkY0Y8xDT1c+f57EppVBDa5YLFeo1ftGQcP3x/xfX1Fk2/53n/hguyuNAoss2qITUJ55QnzZqTu5GT6z3rlM0BKlPYV7HpGlQ24E7g9H3P8lzQxl6bjpi3uTj9IpZFTlo22gDrFSzehw5YNnCzU5bXI19uHa9fCJ/vM7JUTleR799r+egD4f0nCy4XjsZHliHTTomFKo1TxI+0HrolnD2BDzeem9vAdjcRR+W775QfXivXrxLffS3EnBnbiC73rM+E0wvrjb4bE0/fa3jvMnCxajlrJ/oseJ9Y+8yaxLItavXpcF0Pp4QCbgHNpY1T7s3ZqMrHtXxZXRG6243Emx3xbOD0bGLtLANbSJC/w31VprFn7Decni3IeJxrCEWUCoxGSeNIjRxsX07kOLLve8vyd4FljozJEXxrZQVFTVgRoua5zaG1J7N5EhQaHEGMUSRe6LrWwFgxlsq4H1BxOImWtZPS+aSAUKKHTIJNoDLhHGVfADSVNBnFTikH9oCDEA5Up0JvNwPmjC3gPc2q4+z8jMViyePzc05Wa6O6iqPxgQqJ5ZhLm1ghxUSTjXYcRKyd7m7P3dUNd29GNpuJaUqMyQENofHWuWKZoXVEnfC+AefwzqM5Mt7sGV68gfF3qj6fj5x6hv4aVgtSf0PTLcmywMspmYB3AciI+hKGMQdXB4YTVCVB8Wke79/Kpqq3h0ON+GFvrxnBai4VnCM7Z9IHR2KIUvEXLNiXEpjFfJjrVX/gR/cLOTz3m/aUd751fv1h736bNFjcPSnhXPk+AaoaWU1QiGSkAFKSJohbxuEbsibC7oq0f8PvCwwAR0EPxGFif7tjfXlOvx/YtzuWjbF9ugsDB6Ypku8mpmyCkaGMX8DON2723H7/gs4HggSmHPnhq6+5efOGdLuhS4kWR04TkapUBPtsAKBbdDz64H0+/JOf8/iTT9DTJYMzH2wSo7AnKElqM/6mqs7shxz2UxvT+bF72YAjP7LOrdnNrJXDx7Xk838OY1c+yotYi0oLE+ZyRy9ShCrtfVmVoIpMibwf2L+55eaHV/z/qfuzZ9uy67wP/M1mrbW709wu+wQSAAmCIAiBouWyFbLDdkU5KvTgt4rwQ/1T9eaXeqrmxQ5ZllSS7RKpokSRktgAJCiJRJvN7e/pd7O6OeeohzHn2vvcvEkkgETDCZy8++yzm7VmO8Y3vvGN60fP6K/W2LFVAMhYIjCI0KVAdJ67J8c8ePctTt98gPGWdrPhYnPDdz76gG//4DsMceTw6j9pnMvjMQaePntO9foDFtaymi8ZY+Rms8bGhE9CfElcWfESYex3tNdXWN9QNTPs3CNSxHglV5QyOkYZCSxKJIW2X/q0XLGuj9vXeKibcNgMZtIzmFgeKScyTPu77FkU5NRfQwYG5NZaNEZp4TpPMku1mNf5fUXU0hplF6vAXmYH5UBi2adMEipj8N5hJNCub7g+e053fY2LCmADt9gCJdgxBaIrR72Yszo5xs9nREm8++ZbPP+r77K+vJ7ktMqcf9XupHunRk66m2v+9F/8Q77x9/+vLI7fYjuvWK48m41n148ECSAhCyxKFg4EGPeCx9lGnAJVeV/dB8aY5sBLzhVSBNiym0cW+CRBMJEUIcZI1ycVJA2Bm82ah48es1zW3D1dgkssjhqO7xxz1M9YHtX4Siu41NbjvAEiYwqMowGxDMmwGUZuNiOPH19yfnbNzc2Gzc2W0CWkt6r6LA7vapypiclowCmlg9K1CRMNFj/1t6WUeMwMQBEt4czBKsz+okkKQHlr8OowYok0NawWnqMjDSQ0M7UvlqslXHoSESRqieypfz8rW/12+/kxB4ChbTl/9oz5nbv4xjKfeeJYETsYhkz1k0QRwLilzPWyf1yeO3SQX/77j9PKJC4LiOJvG6IYjX4XPnb+cjFpQgRJYDWhNZe6MbpBGov1DtdUObpSvNZbVg4Tz/tjN/wJNyWveDwlC5v9/Rzem6hBO9GlTHbQneVoOWfReFLsGdotfbslhREZx0/tPBeqZtkYhjHStiMnxwus1Vw8Yw3eWUI2hAqyamL+ycQRs79cUhT6fgSH0vNcznE0Sh8zZPv8UCl22mVf7teXunGyOMn5iNPxzy2D4Wfd5HCxv/o7J62LbASR8kaMIYyGrk10u8So5WBvb8l56kquSWy8wc9qmsUcX9WAQaJR1DTa/UHyU7RJrEU019B6GKUjjRVHzTHHo+BeXFNtW2oRkldfrLguhXAYDMQaju8YTt5w+NlAMKLZzOVFQkkrn/y3coYlgcGqI//6O4nFCWwGePDMMH8U+P6542xtuV4nrjw8e7Hjg6eWt99sePsNw6pKvHsKd4xGOmsLde5Ya1UUvFokju8JcXS4MfH2XXj4THh4mXh+I9TOcL4Vzq4NZxfwbDkiNtJjeP9s4GgF905qHpxCPzhW84b7y8DrjeV+HZkLNKI2T5kd7sCoMBZspeBAdQ/MFuJ23zc+v28EUgCfIv1mS9P19GOgGQIza9iWaJe5naP6qiZx5Pr8GeCY1SsqPyOGhA0DVWWJIkRncUYN/klrpY9EZ9hYCJKovMvRUYszXg1HYydseEwJQiTGpA641wQMk0s2pIwmOu9wsxpn1ZhotzsVaYpadCxKNvNN3puJKIOg9Ghmr5UchFv7c/6JepCTMnvNWt1jih6LAHWNnzVY55gvZqyOVqyWc2azOafLFU1TIQhV5ZjhGQgEDvLwU9JILEZVmwVCjAx9S9tuaNuWodM88pgqrAc7q6C2WOdwlSOliDee5njF4mSJYcfmySPi5frTLt+ppbFlvHiECx5/XNHRMp95DDMSHuOXmhKCz3mYB+r+0aroZG7TnMrrsxjdH5tbeUxv/46CltkJ0PMhL8qD3AWd5/u8YUemkntzMIYHw16u7UcYWZ8WEDh0al5+j2oIvkzS1suXLKZorN2XMLE56iualw6aXmNMAOmQNDD0z2B8Qmi/i+k9qd98+rSRv6YlILQD2/Mb/Gs13dCxG1qq2ZJqNac5XsAwEMctu26gSer0qdq4OsakRNi1rJ8/Jw493dBx+ew5YQjMiVSoOKMVLac6kGhFaDFUzZLjB6/z+ntf4N7bb1OdHNPWlmD1jAjI1I0iGSAQDlLzyhCnl2ImL5/rn/xYzTKNFEdi1h2QSZIwHTwuR3eKSSPuIeGdxxs7MQ2M0YoSJmbtmSCYLtBfbrh69ILLR0/prtbYMeRq8ynjksJAYECYrxbcf+sN3vj8u8xPj1lvN6z7nu9+9D5/8Gd/yuV2w8vuYWGEfFITETabNY8k8rm33+Hknbfon1p2/UCKLR7oDXunF122HhBJpL6lu76garxWzpjNMbaiZGhHqxH1klghZQymih+HqTb6p8mJz/acuOKM7gXYpl0zMzqme3SHlOvbY1q+pjj6r+wPdLzsoWZK+bwSsSh2mFVA3R6wcyWq6KYRIIZcpSsy9ls2l+d0V1ekcaAS3cKClGtickOS6DZgDDR1w/z4mOXRiiSRdrvl+3/1HS6fnamg68E4vnzH0+UngIC3DsaRF9/7Nt/+//w/+Nx/8t9y9LmvEuKSYQwY8exkpJegIxwL7SFLK0rxgwxGvIpKOqMsv7TfR/d73ys3+Gl/L/HdIAGsau24DBqElDIjO9D3PZvNluoq8eKiwnlYHS84ub7m+GTB6d0j5suKEAOroyVV48EJfUxsup5BRnZ9YN123GxbHj18wc31lnEIpDFBslgzo3KNBoKDxTgt1poSmBR0TiSjv4vNjFiNvCijyE22NlJs4DSN6747tCoB0SJWGW+1F2azGfPGMW9mVH6GdzW9FRbLBWW2F52Nn2VKAfycwQGANAbCdktdz8DUNE1FWlYYGenGiEwpAweH5wH96WMT7dCh+xH+9Ce27MBMb5T8u2QHNolGbmLCSS5JdPAViTRRY0z5MUA5FJzDeY+tPKkbIGUp9r1kGHtr6VOiQOYTbvYTnctyZYAkjGS6mrHM6oblYo43hu1uw9h3DF1HGEZk+EmiD/pvjInnLy45OWk4Oa4Rk/CVp5rVjMPAmIKyA/LtGFDxniwmqJElzRcNvWAk4nKZGucyYbXUgxODcTZvXiVMqo9LvugnGn+Falic2Vud+bNB5T7pOv7ab5smXDGUgQR9SAwddG2i7/cVHzBTwEmxhPwRxhuqRU01r/CN5jwnMVyeb+j6IV/KT7/xHCL8pjKwMECkGiKn4qn7hNsOuD5oRQLDxPaWnF9vLJigG1XtnEZk9juvphJkHvyEJ+b7dYacf6lO9QjKIpjBTAzNcsbOwdUYuL4YsVJjas+mjfTPLTe7jssL4d5MqN6F2R1YzNDMp7RPXzAVmVo40FQGZ4T5Au68Bu9eW54/EZwYnlzDR5cNTzt4ftWxMUL0nk2feHEWeFq3LJaGsYdFZXjrJPErD8C/Bc1KMVM4sG3Lci6OkodqBc09qM6h3+l12mxsFGFC49WYDX1H33a4LnAXy//57/wW3eqYP/yTP+Pi6grzI0XrEv3uhrY5Zn7nGEGBP6m9UtolImkAKgJZiLWAOV1PNMIuRi6dQywsncHXQu0tTrL8lqiQWylHZLKQWDHKDQJRayNXuVQqSaisZ9UsYTSEPhHDoIZ9ceKn/KOQaSkHHVoq4RQbcJT9BkWCOOgiS0DOc1cExkNTMzs+YrVa4q3l5OSYo9WCumlY1DWzqtYoP+pI2ZRwSTfBOJqJouiMxYqZFKiHsaMdd4RRK8H4mQLQYYyIHxh9VGDAVtja0fgGxFDXDu+FoethjMjL9NNP0yQRuw3Mtkh3jTiDNCucGbEuYMyIsbXSL7GaMjAla8vtLbTsR7J3pl4m7ZUUGHX+X3JqjApWTWCB2X+wmQ4RMpVZo5IRM+l57DEfFd2SohNZTIgp4vUKB/8lh2KKQB921eRA7O/3VrPsL3oyW7IxnRzJWkzUTTBFwWYtCQU4AoaAsQnvE2HoCPGSEK+JoVWm2PhDws0j4EeXqfw0LY2RYdPBnUiMkV3fUjvHsq6ojhaYEOm6wDAO2ASNseocig6/B0gD3fUV7faalATbD8wEKmOpcDgDQbQiwQCMVnOr7735Nm987vMKDJweM9SW5AzJKBhkrdlX6YFM8c9Oi7kty1bOw+m3Wwf9of04TYSc7qGTKWVwMSRdZ7PZHOssCRVhHVFnPwpgHRKFsR8Iuw5OFJwoaRcm/88BRGFsO3aX19w8P2N7fkXqe2oEh0UYSBIRLCJWGVKLJccnd1gen5CcpRtH2qHn4dOnXG3WYJRxVIAM4Fa5uVc2UQbGZbvjXmX5T//+/4nxn/1/GTZbnqWBbgw0oq7JYeaUamoJIiPDbs36TIgysLz/gLpZYHAY59G0Dw0OmVKLVGQ/XqX/D9aNKaKUqC2RJE3rb1ozeaz2bW/nvlopfw/CvvLvGZSYiom9dNgWEcVJIDhTkmJSiMiiAqPW5FSDFDEmURmI7Y712XO2z89IXafCe7BPD+Q2ZDgdU9ZSzWcc3b3DbLWkHQaubq45++gx3dX1rW7765reRWQkqQ3Ztzz+y2+xvPc2b339t3GVY+yF0O+0olhU3Q8FtIrNKVOqjPrFmRmaVNtFycP7AOEtEchDP+3AdsncDbW/CyvPagpHHIUUQw5uaI5/GHq6fodxsGlbLq5vqGaeo+M5x8dLhiFydLJkvmqYLWaMIpxdXLMdWjZjx2bX0fYju3Ug9QKmwpm5aoDgcVLjUQCApOCIiVGBkDzwLqdQSqmIUVhd+QyKKbMJXE4xKQ5NlIlFk6LaM6RAU0VWjeXusbIilnWFTw5jev7ye3/Mf/zuH4MdMyOm9OnP1jf5uYMD49Dz7OEjHmAwsyOcXzKbeYYx4WLKStvZUT6EhW/1hew98LKCbu31xRr+Sa5wb2AU3z2JggMhJjxVdlj52OsKvUmvXI0SY3JZjlrLcAXTM91MPnheeQ234IfD5w935vy6V6VWyMtvM2SpbjBaPsQSaaxnuZgxW3gSHeM4EMaBOI7s1huG/tMWvbq9EShDAdo28PDhBYsvv0FdOZqVVXVuZ1jfbAjtmDM7DL7UkcuGodaM1vIuWAgp0jOgqFut32nV7JPCIDCTHCFlJKa0A16aJgWZNuYnny4/xyaHDyTn8QVh6AtjwJIGQyxlmsryMTlom6eP8xZfO/zMZ+PbcnWx4/HjM/peePXc+0maznGTKVaLusG4xLKqORFPvWuptgM+ZJ2Pmr2mW6kkKsACVq9bXvtCTXOaDzc7fYOOaXGc7d4nKQPuTF6PIuAgWLCmwYQGO4NURcR6qqRlDxIOi6PbWc67wOII0t1Ecy9XpIuZseLAuhyxQHUerBGCV4p/4+H1JnF3aTG15+6mZvl4jnwwsnmR6KLkyKtBkqELia6FOgjGJoK3+NdnONdifY5+lnEsN59vPeUx9g2s7hjGu8L1BkK73w7VjGHa4iQNtA+f4reBt1+7y688uMv813+d733ne5xdXsCrtqaXmqQE40Aceuq6obaeToLmpsaErRzBWaX1F7AhZf3lXY/ExM45jHeEMTFfLYlNjbeCz2q/3rlcmlIjb86qoR3y2nVOI+zGBEy0NJVhNV8iYyKNiRQMMa1JY9Ba0OSOmAACyYdu9mjKc8VIIb/WxLzX2xytFkDrXNqmwdU1zXLOyd0TVqslzjtOlksW83nWAsily9Q8IEXNbSQGJI7YkPA5Z9p7j4mJsevY7dZcXl1ydnXJLoyYuqIyTusku0RvR0YXcMYjPuFcxNaJRgRPjx0i/eU522cvpr3wx24Sie0ZGItdrZDxBuothg3WaO3oJD6X2LOYVOXULtmf09kp2vO1A6RcHcOZWztOKlDmNBxy8Dem9R+zQ2dNApcdIFEgTAoOYiBZM4FkHJ5TomKDKYed9TUm23uT5C2HiuW3nApzCBLkLzgAJvYZ6fnvQOa8s2f6lY+yWumhSOomyZU4DNZXeF/jTA8mYW3E4+kB71fcvf8mZx9Gdv0PiLQ/wQC/ugnQdz0vHj5lsV5z5/UH6hAuViyOlmpEt4F+iKRtyxAFn8vTlX3Xick2hZ7JC2ymYOt6SDl6rCr8YOoZx/df4/XPf47777zL7M4xqXIEYwhWS5Edmmly62rBFLT45XNMDsCfg7IV+ijtxxB1TMtmKRaoPc3xkvvvvI51cPf+PU0BkkiUyJAiQYQhJsRZ7KJmXtWadxwTMQUF7qzJ353tk3GkvVlzfXHO5uqScdtiU9QKEMaRpNqDHAaaesad07s8uP8ay+WKXRy42e04v7kmHIgPFgCi3P2nAfuLiOjjx4/4N//77zJPsHpwj23oCcOaITs8ld1PXUNxIgIhCeMmsnVgqgpZCb6a4azBmUqB2Wx5agqAyab7HiyY7NnsOJvCxp3GKqetHqAI5oD9eQgcTMM+GRKf5EwVx7881vlYypcWNufBNpa/KK9h9LzWpkEr1eBJIAFPwgw93eUZm+dPGNc32BgO9iMm0eHSDTnuo/qulcMt5tSrBdHAbrsldT2hH4gS85736fZ1VWQpBoEgZmRmW+Z+ZKgsd0+XpFGZAH1oSSmQRkHTVz0hqm3pKEEa7ZNkBJfz7bVr9mBK+VemPdHeGr+SRoIpnzaNbE5XsLoGbGZnR6fOtzGMIRF2A3E3cHGxpZldIQaapma+mLM8WmJrz2bXs2lbunGkD4EhCaQag8EmiyupZknnm1XoHgkup89EvR4xyADiLCKqGyI5PaIIKkZTzr08rjnVIkWQFNWESKpFZxip6Fl4WM0Ms0Y4PZpxNF+C7/j+w2/xrb/4fWLqy850cIb9dMzeH9V+7uAAQN/uuDy/ZHW/prI13nlqkxgQojGZhmj2Cx6YdnHZOwbT8y+3T7tYDo3sskoPjZkyWcUQQiKOSgdUPfU4XV8Rl5n2ivxZujnrhHHO4XwxNBO3NPqL9X5wCbeu79a9mpf+8JKRMX3OwetMVqGzFtUYEKW22UDTVKyWHmsjYewZhx0pBvq2p123e3r+p2i3DyCZ+qDvI+1upD5eUDUq5DFbzejGgThGUhC8cXpoxpQ5VrnliLBkRvI4RHXKfAYUvMkCIZJTOtJ+3y6b/vTffbTq8NlXAQP7g/Ulw+6zbC/1161Nvkz36T7sNP8FS4oaWQojDF1i6FExqnKQmv0VZxdG8SFncXWFq1VjADFsrnY8enLOMCT1eD9lmbNPeZNq3DYOKsNR0/DO8ojlZqB6dsVqUKXmcnwXn60sRwGaE7j7Oc/izcBYDYhXDTgbP77MJxGYwyWctNJBcuqEhOT44RPPoyct7z8MPL4K7KKFZKnEg/FqlGOofcXnP1/z5bcip00Lg4oHOX05Kcm+bnVhP6SD4bIwO4XYGOZ+Tn1ZI2iFFitKubdjoLZG0egkNCFyVFteP17w9oOa01ODtS1pTPvyhnl+FHzQoukXxsL8gUZ3UoDNh6gGxcFcIPdzZYBhwG93NMOKul1z8e0/J61vMMinwQaAxGbzghAj9+6+w7I+onaGZFTBuY8jMvY4VxOtgkAqBmEnhzuOge16S+y0xClRoDa42iLeqxltrc5NQMuBCS5PFmuM1glOIEmovEdmev9xhBjXdMNASEKMY0b4c+oabj/h8q9MteuiIlXe547OQKNTJW5bO4z3LJYrlqsVJJgdrTi9c8pitcBYw6yqaCqPSQGJCUkBiU67oB9V9CkmrAheLBYtbcQoxEFo+8C623Hdbtn0PSMRKsH6hiSG0QujJMQmgg147wi1Y+Y0n3nla6xEXjx7ynh99alG9BNbfwNYpGro5Blx7qgN+OoOWIeNjkRNwiMuKkBAlfeyfe6uycY/RlkBpeSg2H0p2mlZv7S+RQ4wK0Nmw4hGjfMfJFMPDvP8hcw8Ec2BNik7/ZJF54woPpRytZqPH2W3jN5yAep3vHSRRkFqvd5D71/AJJINGo2zNtd6L1tuzgWzer1iUPDEWKzU1AaM6cCOpHAO4yWVrJk1S+4tBl607xO75x/vtJ+yxWFkN4x0my21r/BVhRjBHZ8yu3PE3GipvuHFJcOmhVFyudYsuAV4Spk5kx2L6dPVnjKOKAZnDc1sxfHpHY7vnnJ0ekKoLYMRRpsI1mFUEj6vJ90ITRabmUy2T9EFLwvTvfwXawr93YBz+FnD6YN7HC2X2DGq+2AUCIqiQNWYcjk1b6HyNMsFvq5xSTASMlgQsTHhonD94pyzh0+4evSU9vIaG0ZmxlKJZsOrRK2K+ZnKc3TnLu996Uu8897n8fMZ188vWLdb3n/8EX/1/g8IMQMEJYf7E+7wEzoEK4nhas2Hf/YXvPWrX+TozglvjIHnY6Tb7kAkM06ZyJlIsWYjMQndZsvAC476yPHpPZxVANzl6ETK61GKztjHruPAQTzYm6fHHxupH5UQtH/tYUrCpKafIwu3UhUmf6C4E3qzNqf5pEzXU72BhLUm099HHGUfTzgJxKFle3XOzYuntDeXEEY8ewFlOHBp8v6WyMCn89TLJf5oQbAGExLnz15w9uw5MaQJMPk0Te3CNN2foJVYHn732xx/+095+2/9PWwwhGRJacbmJtBvdkqfz9R+FcjN52AuWZvUG1aX/6WxS6mAdGBe3hNFHXBjNMWvgDiT++Ut3lTEYIhxzG6Swddzai11oawaoxT9YRzYtSNYw3rX465aqmaLr7VEd4iJZEyRrMWI1YCDWPU7IKfBWEK2LSXFXAHIUBR1DLpfW0y+p8xcNnogmSIwaYzqPuXXkyvrWKuaJDNv8CQqE1nMPEeLmsXMMZtZmrnlh4++y7/8w3/M2dXD/L1u75v+LPyRl9ovBByQGElDi409NtU03mDnibFHBZaMUYcWC+KzwxKgIF6H7VW7wivofn99Kx7FwZvy4ncGmtpzdLRgNm/A2X3KzUuvnbapnGJQBEaCRGII7MtcsfeGygPhAAwp5s8nbHkvYQOvvlfZf375NwvhWKOlM+Yzx3Llmc8cyEDfrhnHjqFraTc/HjBw6/LyZmpyesCu7Xj65Jz5bEE1c9SzCkmRqvKMlYrXuEzfkpdy5Q2KpUSbN8wgxC7oAWwdde2ovcX4g7JPVjIAU7zEKSMwd/HLh2ZZ8rePmT1C9yk330M78OBb/jo2H9PlHObRcWuM5XCyGYPJNVrDEOl3wtjr5jPppJXbLgeNySzfgkLXDdbP6ZOwvuo4O18zDGk/Zp/qbj9lM4KvoVnV1N7wzmzJvQ7qRxfMrjfUovRP2ae1TeCOAGYB9z/nuf9uTXRbTQc3isJaeUXfGjAeTPbrTCRXWLOMpuFmY3l6afn9P9rx4iLSdpYu6JFQScDGRJUSzkfunzi++M6cr3/B8daqo5K0F6vPdorNOgml3HEBcwNgqpzOEBPDLvH8cs2TZ4n1TSTExMx4qiFgSKqhYNVMuVMZvvL5ht/4lQVv3euZ0eOiTKwKnRTsAQiT+80qOECt6QXLOxDO1aeLaf+2YsxVBgKJbrfF9Dvq9i53VjX/zd/7T7j4/T/h7MX5p5I0S2lktz0DSZg7r7OsjjAhEFJk7HYqIDjPFG+rwMFUgkIE2fWEIdLWQUHWaLBLrw5FXZOsxRkHKZJE07skRLw1GJfVpEWm6ItNKihV+ZqmnjFremaVZwxWxcxyCTNrrM4NMqqiaobaQTYvGpPAGqpFw3y1YOw7bBqprVb4qGcz7t29w/HpCYJjsZhTNw3W+yzipChNSilXZVFnOIVIHEeNoGEQo4OXUsKGSBgT/RDoh8S2j2yGyDZFgkngBVurwOJgVStEOdwJfMASOTIWlyyLaBn6wHCz/nQe0ye2jHoNLdKOEBy9nOGbY2w6wpqRyAabloSYECc4fAZ1izOg4J1uUWlyYApAsDfa2YM1f03bBwRtlrOQA4mZl2L2+d5VOJgMKGRQgL1xnvL5MAl8IXvV9Ff1ijns1swUONRKEFHxKg0hoUJtSsO2RXjTaDpcMX5lqu2esklosQwY6UlcMvZnOK6w6ZyZb0mbh/yHf/9NduvHILuDzvvsIksGA1G4fHZOs1rSNBVXmzX3j05pjpbYQUjdQBgCXQhU0z4Vs/icz31c/mDzOSeq3ZTL3C1Wx9x9511e/8J73Hn9NVjWJBMJBpJz+xKSOTpesjSMVYCinH97E9BMe95EFJoG5/Yd7p8000/JkzfW4Kuaqm6oV0f4/N2mqJg7qyKJSdXyRxKDKItAnMVjlVExRkyI2CHRrTc8f/9Dzj56RHd2QTWq7kuVibNJhGQco0R6IyxPl7z1xc/x7q98CbNc8PTygs16x7br+ej5c8aUMuCU8nK9PQ9/9Prfi0lvNjdcPHrEO1//OvHtGb3A7tFjxq5jTEkF8w56q2RheYQUesZ1ZEyQXKVEgKbBVjXGqmBtKuBXBo1eubxumz0/cj/4cdqeTaDXUD57cpyl9MceELwlMqgfAkYyUJI0hYBcZYeElUDsWzbnL9i8eMa4OcfHEWczMJ/Tmcp2kYPWCLl0oTXUs4b5nWP8YkHb91QVhDASh5EpDfZTb+u6C0+lPfP7Ll485fL97/Er3/gvqU9Pib4mDRs2xw39uqdNCsZbkzBOz5UURFMnjKbwJAGx2ncp7edR6b8YDwQl8+KcKrfgsHavE1amqhijKa8pIcnkihfKHnBeSxmnmO13I9SNameFZIjDQAqJPgb6MeGrSoO0B5UHjICzRsUPgzrtxquGQpFHmsbb5ACb7Oe7RSbWm84PB2JzRZKkooES8zhrmpATR2UMdWVYOKGqDKvFkrvHM05XDXdOV3hvGOIN55uPOL95SJRRQSk5mLc/1Vn+6dovBBwAoV3f4HzFg3qG8xZnhWUNXS8M4pQja9hrCtwSlisWOj/9hjG9/xUfdgDSlA3NiiGidbiN0brSkqOHRiBZBTeiCEkM0SkNeRwCYRhzUlo2ICZvjoP7ueUVfvxii9VSrlXsfjWV2yj9YzigyebyOzbhTWK18Jwez2hmHjEjQ7+j3d7Q7zpurtaMP0Y6wcvXeMDYzL8Lu25ks96yqo9x1uGtY9nMsAvopEWC9kU51AuvovjyNikb2SRDisLQR3CiIodNhROr9cJNyohfygfKgfa6mANPSvZdejDuk2tcxuKlMfjk8lcHBtnHxtAcPC4vz8bHKz5PJoT14HNToV8ZSJY0qs5A3x2AA7K/iuI0knSaFSFCJeUYxgCXNxtu2o5+iBp5M2gOlBzS9n6aphckXvApcmob3jBzmvMdbrtlJlGv1VECjGrOGo3aixWOXzOcvmvxR5ExR/dc7oZ9Z+67eMLaysaeND18OxheXBk+ejry4dPA9lnCjbBIiaYsRQeN006azRzvvub49c/PePtuoEpKA7S6/084n2gFKaX2H1xLggnowlsevp/4q78KPHkkdDtLjaFyCSuRhVj6IOCERWN57/Wav/v1iruvrantgI1xzxhAtw5HOUDzdx6kkETANrC4D90zGDbgdhAqlHWTgQ0X1QBtx5603eBl4P7C8t/+nWN+/68qnp39OGOtYktjv6ZqaurGEPqAtZGbJHTtFl85ovV0VgHBvTxzB9YT654tYIzDJTVCKjdimgqyuj/WE2PC4ogxEURLPooIKWhOnxWLs8qG8r7GuVrF1VIkhjwprNsbgKghgju0/PKcco5qMefodMXx8ZGWs/SWxgltt6NqGlZHRyyWC6z1OOd1MpmkjKYYJ2dPgWOr5WHHiARRMoQxWv4xRELfkfpAuxvo+4EutnRjpIs5iuiE5BLGRYy3GqFMDs2HGZAw4JNlmRwLqZB2x5PHjwntT0s113PHpIA3A/fe+g1eXD8ljmtI1zhf5Zd5rbqAAROVMZFppCZvSib3euaw8bL44I860osBevBMBspkArMOeHmTIQh5S0iqW1EM0OLlTMdv3v/KekuScAfCZLfOgMINPqyrPoEcOp/ESV6nGQgtJVszQDGJe6l8KgbVNnIkspAAxEi0G7BXOLPGsSWGwMXzh/Sb7zHc/IDbu/9n10pKRUqJdtfy9P2HGEnEkxW1ddyZH+GP51TdEWPfM4w9YQgkEWbGUQrZWlMsbo2NSkY3owjWe45XJ9x5623uv/ceR2++gSxqdqlnNJboPcm5AxBFcFbZkPs0q9KXpYKFzfoVkp8z07kwiXpN47xf9Apa5NGSSCJXGnB2+oqQHR8rGYTOQK2W0tPvtEJmQwqVM9RYRAIMkf5mx9XT55w/fMz2xRl26PFG7SJrNSIdJNKTGIxQzRveevdzfOErv8bx/btsho6HTx/z+MkT/uqH3+eDRw81Spttj6LM/+M0vX514rwVQrujv9myOjri/v37jGPg6vkZfbdjzCWxD332En+vibgQMFuhNRD7HfM7d6iPTrBa2xtJOid0vck0ZQ/NpbIdg9rYCtweJkvctt32v9+253RJ2wIl8fL6KHPC5IOxrPlSgeAWv0FkckvUybQIY7avDSaryacwEsNAd3XF5vlTxvU1Lo3U6JwpGb5TSeJ8HTHPLwtI5amWc/x8TjKGECPt7oqh7YDMXvgx/J9pd0hZbLg4NyHx0bf/kJPX3uEr/+Xf597pghmCs3epveXF0zU3m540BJAKW9msBeWwktTPiYVtY8HEqe9Esiv3IyJkhRVSUoyS2KwbK7kKmYGo61WSEDJxO2oN1TxObqquoKyfiNbyMjhxWlki338BYgtA44xKqErM/kPREtCL25v4ucsUGNT/aCqY5ntqFTUVBjY2EkNEkuBsrthGoPFC5WHZJJq65mRRcXxUMTvRYBMkbnZnfPjwB4xjSRvJAEQRcfxst/hXtl8QOKDO2/bykto13HvtAUeLGrOEaBObzjAMGU03kUL4mPjlwC2H61XzroAKP04nysceALrRhjFOiFihrJuiepxXnUiOTBQlfphQLet0AuOMClzZw5jcfvBvXYM5+Pv0R7P3EMr9v3yfecM1ObexiOqQArWPHC0t9+4umTVqpG82V9ycP+P67AyHoVv/tIbkyxcDbdvz4sUl90+OcN5Q+4b62FPZCpOE2A+M3Zgdw9uEMwM5fz5HHRFigLFL2Ki1kStkXz7IQCIw1W4jfcwAKNeohoAOXqG+gmjOaz719+kJt+9roqhNhq0aP8Xh3++/5VBjWtWTATl9esldz855Nk6QrJhrDRJE9QSCEEbDOGhaQYz5EjLmYfLBkyQ/lS/P1xXNckZyNRcXGy62O/q4NyIsPuf3fTZpBcaAbSyucjgn3GvmnG4js/M183GgIm+y5cyOOVhrQKLBHsG99xrmD0ZSNWh0voDN+d7Kr3tHAGTc4zM54My4i2wvduwuDM1g+No7jjAIcYQu9+GYEu++oRbf4sjx5tueB/ciy6rDyj79IZUhLUvvYCua9oFR7wEvrG+E9iLRBMODleVkZuhTYkQ4XVpisGx3AlY4vgu/9iuWz98bVWTMagqFSB7nAvof7HnFJrRWfRQBvINq6WiOI7vnBwLt5d8MFNmgndnedMzSgDut8bOar/+dr/D9R1tuLq8/9XiPseXy8hm1d6zcjMoY5qsFZrvDxEDsVS+iakTV7Y3X65IBGGH0RNvSGU8llqqqaVjgksU4m8sYOlyuo21SyEsvlzRLWrKQXFJx5hqsrxArbNodXQwMQSuG61JxWPGkgpaUPffgsW1qlicLTk6PODk+ZrFsmNUGK4lxWOGqCu89zmuZRIt6CwmlPEsIpJBwuexqyjQTi8F6j7WGmCIpJgiRXdvRbXdsrnb0YyDISBd7+hCImAl8FpMH2RkII/Qtpl9T+cRxqrmX5iwx9Cmwvr76iZyFVzUhITJg4g5XNcSwZeyeU3mn1EtjcUTSoMCFGl41ES0PVbbLUnVDgAO/+9Ndgxw8EMMtz59Szuxwv2eqIV7O5JITitX9d0o5YP9502kxUTk/3hv7F8l+3uTzQ521cpcOk88Hcp10IRt+xmnWTGEfChgGjIkUYb0EEFqM3WF8h007jk4XvHn383z3L/6SAUeWXN1f22fUbindi9DvWoZty2I5p+1aKl+xms2Y3z0mdgPj0DOELTZqSUOFgHJ5QZ1BGY8pZb4MVTXn/v0HvPHOOxy/+RrpaM7GREar1QmSUZEv8vlgTNYegKxnkgVKxd6KmKdpjMwre+RjTMH9TWuksnxO3hdMUnvQppzSYPL8iMoYSDE7zV5TxiRv3CapKG1sB3bnN5w/esrzhw/Znp9jx4EKwWU0OaL6BR2RPkVsU/Pm597lN37rG7zzhffo+oEf/PAHXFxe8uz8jO++/0NC1PKg8hmt82gNl+st3//gA77+jb/F7OSE+0mQIXJxFhnHdjp/D60qUPvNGQihZ3N9jmu3GBLWOqr5gqqa4ZybzirIdnKh48Hexs5nXcqOV8qg2sQCyU7o4bjtRzozP0zK+fzqwOn2kB1NAV7SBynAkQ58ORP2e4CetZbCFi6fUXtL5Sqk79htN6yvL9hdXtJv1tg04lCHq2wJFmX0pele8r2CpqsdHzM7OQarGh3jruXZw8e0N9uDPbBc06djuE4s1JdYJTfPH/Otf/r/5J133mD5+d/kZOEZ7t0hjp4qBbAt7VVgHAUjDmtUPwPASFQ2q8l7hckGiTmoWnPQ/vprzaWUJQdcyy0WQUTJl14AVlRLJgWI6HeX8TXWT+tbX55AVOh3Cs6h1ehMHuNUBkHKObEXSD9keQjFxiwGoD1YBzqXrXWIdaSoZQoNQmUjtU/MvGFew3LuODluODm1HJ0K9++dMg4X/Lt/+zt894ffJpmQS1bsQRdjfvQ4fxbtFwYOAKQUuDx7AqFj9YV3Wczn3Ksc3luu14Y+KA2PQkMV9p7EtP5fOfsO/v0xAQIKlCeTHx5TIkQFBziwI/fvsJhJEhz2SpIJk5QWWDuvSLeUN9t87QfuzSuv8+DIKopyh8ZKWYglqbysoNJyKNYYpQXNG8/qqKGuLf2wZYgDu+0N7W5Ht9nm7vysJ58hJcP19Y4PP3rKF959izvLJSYkTLKEXkuMKAVVnTCN/GSF23LrZUfND1OAMUWcjFoLPRrqxmK9wTrNnRdTNhidNzoyBxsjgpHCLpD9hlam0NTvHHj7L4tTHUC/H7vz/aNJnItEEf8x0+aioWsRk4WasloqagilCGEUQtDKDUOfWQNj7pZM1y3pU8kAzpCCAlp15ZktFlTzOefbgbPNRo2tg55Ik9bATz/+CugYZvOG46OGe/OGN2ZHzK7WLNqOpUCVu9aAymIUx8HA4BOzytH4uSrVuqhq0HkMynltXvHd03luc3q7gWoOr78OJyeOoffMazhZaOm1cRDGkOiGwIM7YF3ENwY377G2nVhMpZ526aKUf2R/Fk74ZRuAKLgEdhC++EXL5992DCExpkQYod0a7hxbnNT0g8H4SLMyHN0VjO8p5eARENW90+uYqNlMYp0Foa8cKrqYwC8S1R2Dmwtxt+8rNaK1X6RCdfa6ge75Be3mXZr+Df77v/91xuGI//f/63/5MUZd6GLH+c0L7OoOx37GndURVoT5WhkqbYzcjJbonEbzK2EUqxVdXI04lwXYHFUuS2i8JRnN4UwGqlwz3SRPVeAaAevcVP7JOrB1zdwbTAV9GkiVw1Q7tl3HEIIydESBtyToG30Z3ATeYJuGZrGgOVlQL2vqWoGuFCP1TEEBjBBjj80lN0qd7JgUYHTJQIqIRDSO7vDWUzUOZxvGoWccA/0Y2fWBm5uWy6srhnHEeKt7mCid0hr9PpGUq0l4JI0wbjFxy2q14G5TcWJq6mj4wYsXbLv+xxjDv66pMRXWT3n63Q2s3obFXXp3g3Uz6maWN6El3q0QDFFCptvAnt5y4EuXyjT2k77zk1qx1GQftS/OvpS0AD0rzUvA71SNonwOJdJsJsTCmJJ/Wk4NJoNxMm4PDPRyNFNSFKUIz03u5f7oz7XdjdGJajBZyT7HuWJm0SEYJ3hJELckeUYKZ3gGdptrrrZPmVdrdjcv2BeA/dm3FCJnz17g64q6bhjGQKgSs3nN/P4JYezZjoFxN2BzCo8nG8373sQaZQIUafgkQoiREFSo0tUW5xxis0BjjmpPeg4pZQdCppjRLZGurENQ0im1mem/h6fcy+eIguvK/lT7Q1kHQTKwYQxpSsETJBYBHNU/ccZQWT3fwzBgkjD2I9uzS84+fMKzDx9xffYC3w00xuQSkApyKGNAaGWkmi948913+fXf+lu89YV3SEQ+fPgR73/4IU/Oz3h09pwQ4y2b5adtIoJku2LX7Xj8+AnVrOFoecSdew/ou8BmDSn0FN2QHLuZIqpm+qxAGlturs4YUmJ5cpfF6hQ7c1irkdxYPGwxmExtM2a/dqGk9pisRyVTeskhW5JpTEvUVyEoZQxEPqmDsoup6zrrd5nsZ5jMFDDFWcwfnSh7hJCSVv6qjeBSoN2uWT9/wtXlGaHrcWnEZihk8h0KebX4GHkbC4BramYnR/jjFdQ1fYp012sunj5nd7V5pWP96VJf9/d/Ky06b3i77TX/6p/+T/w3/5d7LO+8yXLhcK8tmaUlSdacC6xjII19/iS1Vwv4VoCX0v9y4BMBfBJ7YE98zruwCKQSKMpaJSJ5b89r+oBmn/LGKpJImSlgDmx2k8zkzRegU6n/EK1gHaR4AHNJdvQz+JOMSigabs+1WwOYz31jwRtNV5AUc0lhg6HHmIi1AWMjxmq6+nxmWa0sx8czmiaw3j3jX/7rf8S3/vJf049bkiTdJydg4KXg+M+w/ULBAYCUIpdXF8yeNdx9/U2qZsVMPEOEcZcIcVADrqwo41BruHTSIVBw4IqVA9wczM5XtVduqladbtHDJqXIOAaGIdCkBO52DDpvI/uZIyUfTgVtvDHUVaWGpGXP66UcXK9or1xIGastC8mUDdBkftvBjmP28e6SH+as0Mwsy1WDcYFh17HZXNPv1qSop8FnXztz744PMfH4+SWzZsFrX/4CmJFZM2NWa3oB0TCEliIZku/yMD1Zd9E8HRLqKA0pIqOQhoSMnmrucJVRFfhiMJpiOBxi3flwL6kXJWp+MGUO2QJlyKbIUmEc5I1nD8683AfFKC03ob/fosdJiYJk2mSplyqJMQjjkBi6yDgmQq6klocM2GNDKTt9helkK4d3nmZWsVgsMc2c6xfXjAe8/D2S+9mAArCfolF00140jqXV2HuVDax9f+o/KWcTjajTenx/zvG9OWI2wD6Cbo3BWwsuIoEpO6csd3NwEc7CrIa6geUKVZQVq/Qu2+MYSVGIQSmCtooYEsaMBLtPcymLaNpSlDmuZofsTZEyL32TVYtFuPPAaIlD8SRRR80aSxgMjXVaRxcVTRQzMNjEmKDKegYh+1euSK8cACQCEzt/wkQtSK1zt3kTTlq4BtKVTvXyEXlpUAn0MtJ+9JSzPz1CTk6ot5Hh7OInmgNtt2VYLrHNkjh0rIClGHaS6MRho2FMRnPoA7iZAedpXEUylspZ6qrCezdRPUHLGDlr8FVFbQxeNNpmxlEj6CJELGPSVVtZh6kN2JrF8Yr5mBgENSBCYJzqQ+tBPjGsirGaTM7iMYg15GRSdeLMwSCQt98w6N+c01zImB2inBKX0NQuayyV9zhbEUNiGCPrTctut+Nm07Lpeq7ajhACzlnNN3SCqXIuozEkIil1WvZuuAGfmLmGk5MV82pGdz0ympohflrD8dO0TNwXQcZr2FXUiwUSDJubc+pVRZRTMDNcFVSEyXqCyaBniRlPR1vZD9lb+Rz0Z37JYTN5/91z8/JnFNXwmOVb98rA7E9pvYeyTU+rYGJ6Zccg5SSQPPcOI5rIS/0p6Nw4cD735sgrotUiYJQJY7CQfJ5Lmf6aTDYLItFAcgkXOiReMPAUY1rskOiv3mfz4ntsaUlh+yNH7rNsxhi6XceLJ8+o64ZZM6cdBnw9wx8vOJbXkADdiyu6XUuSxCz3dS7sRUBwkqZnUopsbm6wz58z1p5lZeBojniBSquWOKsUY5F0y9/fWxi3PBH9B6uRzGkg9geEkXiI79yaagYzmQW2/D6VzU7TGEraOw1an13BC48yGq0kTIgMmy2Xz8548eFDLp48Z3txTeoGGiwVZnKoo4yMKKsMb7nz2n2+/Btf5XNf/hKm8VxfXfP8/BmbruVmu+bR8yeMMXzqyPGnbqL3fX11zX9c/3uOjo/56le+xjtvf56mWvL++99nc31BSAMOoTKGAvSV/qgyaD2kyNhu6UchjCPjGJgdBer5AlvXYDTvO6WYnXOHzUwrEd0/p7Qcowd94iCH/WCVfczpLX835sAuKCCAgVKD/pCuLWh0VvZzzboiCCeTNytJSKJl9hprtVThzRnXL56zuTwjji0uKavVTdcyuQgKzhuIGEYRkjFI5amPV8zvnBCcqvJbDGfPX7C9XmvQ6NYd//RNzVKBMHLx6H0u3/9LpDqiPrqPP7LIsKRtj4hhS+wj/Tbr/iT1LiSzn1S3h+yHOMwBSjTxY/M8dS6X2rwVV9M7y8X+Jia25ll4XI6CpLKcpfCQ9Ex1zkOupvCxuTG5iXmeoukQesioT6Xpf1oytLy6eAsm+1MFVy6frnZ8CRbmx1YDsVEiRiLWJkyKVIzMasNy7lg0hjt3a05PlqzmHm8NlWv41n/8Xb75F39A229UA6FUQ8h+wx5E+dm3Xzg4AErTOju7oDlaMnM1q8WC2ke8bzi/SYQkSBwzp/iAg1gindlgK+1jCNWrHO0D22Ivp5J/nyL0ahhE0VKG4zgqbazOdT+zETktVlMcxsn6oMSHtXycx1Q2l3Rhjx5O11l+379/ikrfuuj8moOHt19DNjyiGqNEGhs5Om44PqnxLtC1G+LYIWGAMBLH4bPwDfn4h+w3XbHQJ+Hp2RVv3l9zZzVnuTxm1SypXcP6+prHH31Ie32DdMOtDLGUcp5Wyrfr9l8Voyh3PCaIkSY56kXWR3Zk9DECNk+FIkCTF91BetGtbs/zwxThrOLQFxoSeyPVGIfIwUUdGinFkZuAgcJ+kfwZBlLZYPQniWorhCD0bWToE2OXGAe91cPpCvsZY6SU9wKcpZrXNHVFVTX4ZsF6jHQhpz8cIKk/VTuwyQ5tMBHBp8RdV/G2bTjZtFTrNXMlGRefr7C9lPWQr/34bsNr756AicTOEwNIFTEukUZHxGK99p+aeBbGGuMM3mXqs2j/h6FWA9EKrtK670SrQoL5oDBeHb7YO7CC9WrcgSEixCFfo2EfrQ8mR67MRPcnGUxyLCo9LEMcISVCsAQC3uUSX0ZYLByqxd8Rk9LNk4HaaDnKlOerc1BZA6NMhU6MlayDcrAmso9kMobqakN9x1G9bQiXkW6d4EAjQVCgIFb6SwiR7cUF8r0P4OwFu6ePf6LpIMDl+pqw3XH39E3mvqGfG2bisKNjGBPbODCnYgiqtu8teLOiquY08zmLxZyqqtRlSkIkTnTSUSI2Wpy1hDEQhgGfFf+HFOn6nsp63Agiib7vGUKgH0eGIaoRJo6ifqnHRzoQ9BRKSQoBIomQRsYUCTkq6HJNZ9V/0BSBUfT79DMS3ggWi9gSm7KkqBGAEAKDBHZdT9sNnF9ccnlzw27XM7S9xoGNCj9VDQqUVIZkR5ISKGEYENdCk1isVrw2q3nr/j04W/NXH35A2weutj0/5ep+xejmf8drUvsCZx5A4xm6NbZe0Mx6sDugUV0LRpJHo37GEYtKNUbBgiLc8Sqj5yXQQMG6Agbkt7i8xyZUVdvqqIHdc3YzS0+mW8jPHwQZBB12NQSFH9VxU/DBHLzWCBilkBqRXHkpf6mAggA+X5fFGqc5q5kt5pxBcllNmwYYO5K0GNaElDLAlKh9wpqeNO7++ov8GbRSx3x7s+XR+x9RVw27eU1YHXGyWNGcHnE0avpbh9DtdogoB7AwCNzepQZUYHS3XtPGyHXfcTrsWLx2D3d0hF8tqReegEbuS168mAIEmX0ol31agcHkx4f2VHFECiX8ZVggL998aZYyHw5Yn0bjwFHSFOexVnOanTHUOaE89QP9bke/3XL17DlPf/ghl0+eETYtJibmomrlPveDIAST6CXgbMPd1x/wtd/+Bl/5zd9gvlqw7Xf0IdCnRDv0PD8/1+oExbn7DJuWJlUbZQgjF5eXXF1c8etf/HWMqWjHAVc5ri4vCEFFj1yxl8rIZvC8AmKKxKFjexkY2p7Zrufo7j3mJyd6wJU8SJswLlekSKLOZ+kfSSRT0ifULjO2OGV7oBeyfTYxQvV5kaInoWuxpAZO9PCcN64v0VSYxN7gLGa9zXu5Cm4H0jjShYH25oKrF0/ory6QsKM2+/s3+8vY27ToljiiaRw4T71a0hwd4Zs5gtDvdgy7jtiNSCyuMAef+NOPe0k1MAjD+opv/f4/579459c4PrpLdAlZzbl39zViOmPsAjepo+tGohiICu6ooxELAWRyyawXJEWQ7GqawpfVKLget2pQSQbenMksr6RpAianBie9WL3mEHOkvvgXiRBur/OpvyeBxDxnTI7J5ovU9a4TQcsRSg4U7F1H3c8/3ncm0/xNBhewlhglHzsB45Qx6M0WayOzuuFo2XB6NOPN1+9wenqEqQIfPfoOHz3+Ht9/+Ce0/RrDnjn8sRv6ObVfCnAAoO8Hnj16xNvvHWPZsax2sDwGU7HuA7uuiPeMqHqZ7P2sgku95Oz89WjqS072x6K+ZcNWhGsMgSGMU4kzOVQSmQ7+fT5TmXSJlIMFBlcplSqWkkWvdO7z81O0oqQf6KG0v7RCX9xfaxFHMmkKpGElUnvD0XLO6emcaia07Q3ddsOw2xJ2W7r1mna9/YzAgVe1vMqSYJzlcrPhT//Dd/jal7/A3/7qVzlqGirr2F3dUKXEM3nM9XhOinEyH5xTkmco/SnohpR73SQFCfoYCSkxSMQHo5HziqxmbJlqDFs0Op+VkveBQFP8eQ49cAWMJQ/LPje0vGAyOLJQz/7WC6HVIC+nkJRpIwZlx6gBkqLSnMMgDIPQbiLjKKQxAwO5kMeEQzH5ORTWlSSw3qgIXN7YLtcbHl1d03Ujt+f6Tz+8hwABgLeWJImlcbzdLDntEu75GfOum0AfA5OgU8kaEqMo/Ww2IwZ4/6/WuCqQ6oipBdPAuNV69lUjmFwTyFrLzfmIqyxVJXhv8E5pqeuzEbzgG0PdgG8MoU+EnWhVukqdAu+EzcWIsYmqgdkCrFXBx3YLtrLYymoZxcqwvdGUJ+sMrrI473AedtcaYfWNRgUw4J0l9Abrjeac1YbKG4ZtVFJC5bQoizNEIuuNUM2E2qn4T5LEsFNns55ZnBNwysxot2AbwVZ6WHormBp2a0MjFY1pcM0W5zM4kMGDJPt6ymofJTY314yPn3C/eoeFq36i6ZBSYte1NFUiGcFKZCaGhZvRZ7EDm6xS7EWok9DUNfWsYbZaUNeN1tImEYeRru3o40BdOwaELgiVdSyqitS29LsdDi3z2A8D267DG0ccIY2RuvJaDaHt2I0DYx8YgiggYw1YqzXLowJI5FJppqpZLJfMlx5fZz2BIjxkszMH+Kxm750nxoiJggpT6Xr32ZFJxjBkWuYwBtpu5Hq7ZYyRs+sr1ruONCaMNZjGwxixIWKtxXun1QhIpDggfavXWnWsXj/hc++8xhv1nJOh4ve/9U3On1/sWS8/q5YGwuUj4nbH7P47JJQRUlUgLuDMKdYJMURwtf7EJp/TRvuyJHJO+8dkjVGC/5I3SmUF5ZzUnGd8qMJuMGBL3yeMBBCvka2CHqDOt5n26wz6WiBpuUOtjGtviQyWa5pA0NK5tzo5TcBAhnz3KtPJIEmjylZcTh1z2GQVJrHZySVqmogEoMeOG6zZMqaOoesR1+PdFXG8yIyBn+kIf6yZvJ8V22q73vLBD37I2++9qzm2Ihw3c2Z3VqxCwnjYnUfCTkuJFt2BYu67XItBK5tEhr5nM/R0ceCoazl+/XVWCSpj8XWljqMxjDkSXHLFxeoZX+qpC6g42aFtB1n5PE3VLUohCkOOUuaXH+pVAAoga1I1+0BBTmfKoEfJKXcxIUOkvd5w8+KMy2fPuXj6mPWLC9K2o0kqcOhN5n3m6xslMkjCV3Pu3X+NX/vNr/HV3/gN7r5+nzEFzl485X/73d/l4ZMnXN3ccHF9fSBC+NnNAzN9ntz6/ez8jA8ef8TX/9Zv8fZ7b/HNb/4JGOHi/DljCApsTTTvzFYlk2UBS2CMkXGXSCGL9g0d9XJF1czwrsI6n1M4Uq7iARStDqMgsoAKvaE2XMrl+SajwggauebAxsqBnY8FDkukeF/RB4rmk812YzamwwAS8c7inSGGjr67oV/v6NdrttfnhPYGF3pqVFCxOMkFfyhpb0G0AlcBvMRZ7MxjFzPcYk5yltD3XJ+ds73ZZDbTy6P82Yx5sXWVETmyPn9Cf/kQd3KEsTWzpuLuPc+8SSznDc+e3nB2tqXfBUIfwFSIi8RgVXTPZCcE2bOnbFKj1Gifq50bsr1dIitaBrAwM0q0XgpqbwpzhMnXkUOGwBS0YwIwD7vokDmin8v+nKF4b2kPNE7soz0IYEtcsRxdJmVxSU3LNZJZQxhSDFgbaFzCeGHeOOZLWMwTR0cVi8Wc2cJxvXnOn/37/x9/+f0/IYqm6hjJAommlHj8+YECpf3SgANIykj0h7z5ztv4xRZv55wercCrAzeESBxFOdO59FOZgPoZBx7XJwEDE42RsmscHPqv9tZFIMaU1UELilwmez6cprdIRhiLBW4xRvOZKldhM+qMQY3QVK73peucqgwcXtOtmcwECJR7MTnvJW+mzgiVEZaLhuOTOb4xjHFHu7uh321J/cD68ophu/vZ2xj5Popuw9V2y3/4wYf86q9+mbfefJNaYI5D3nwbxsDQtWw2GyKaE6R9te+Gw3xCMUb/FIUYNGIzSKIKYFzE14aqMlSV12izUUPM2Fy5NCe8Cyl/XqYLZgVT/VtpZupnJgyUyWg4GBwO55NgshBKyZFgAhJEzL72eYRhTCq4OETGIdL3uWSL+gYZCONgzu1LPYo1RKPzsZqrMRXEsO06LrctmyEwESE/Q5tC9+zyuergzL3nnTv3eRBr/PkZs/WWJu33XQfTWij7vwWwwuaqpes7dpteAYBc0dQ2YIJu1rZScECnf6DfgCGqTpsH6wRjIt2FgAfrwdUR59X2jh3YOn+2Be8C7aV+nq+hqrTEfRwVHDA+4aqkYEIN7XUGYyxYF7FVwDfQbXSOOaclN31jqTLw4CtDXUFTJ2azyLCFNKpDYiuDnVmsEdYX4GbgbcI1YJzQrXWO+zpOQIetLNut0AcFExpvqKzgF3D+JNH4nmVK7K6EIebMZPvxbdDlMzEMHWa9xe46bHgldP2p2/XY8xcXj/jGnXd54ObMFguutgODC1TG0rgKExKjM8RQY8YAw0CsLe0GhjEQJbJpe7ZDx2reIDESh4DHsGoahu2GfrejqSp85WiHgRA1qtC1A2EMLHyFiZahH2nbkTRmtlHIjqkvcvVJc0R8jmR4R3IGMRZrfWYhFVVqfVyiZSXNxIgCezZo+TprLSbnMHZDz3a3I4RAu91yvdmy3e6IxrBue2KbU7tshUIPUeeFBWs0iiUEREZIHYwjfuW5/+CE+aLGi+eH3/kh65v1J2arfeZNRqS/Ybx5gbcWXy1JYY3zc7ztIeocHgqwajyIQ8TeMtYkl7JThXedkyknMNuXqqdYsnNus9RdPpetKQrq+X8aatI9WrJLagQtUu00j4mcrBf3xmQBDD7mSOS/3XqcAY3plQWHIDuUee8vz4sF49R4tEnzlZPRsmBiDJJ2OCskMzDKDSZcYcOWNN7g+yd07WO26Yxw84I96+Hn1wpQsw/AZIHCXcdsPqPtlAbtZguauwuwx0AgmA1x12kZP7WgcgBDsoGfsKJCn2G3Zf1c6PuOcdfSb9as7t1hfnIHt1piqwpXGU3DkhwRtBYrqvKfcr+YcpZLyqahzqN9lQgyYy/fWVk0xmBsmhyRiX4sWWw4v94ZswcGYsQnkHFku+vYnF9x/uw518+esT6/YNxsMEOgSZIjylrazKDXPJrECFTVnAfvvM1Xvv51vvyN32B+Z8VmaNn2A//r7/wu/+Zbf0rbv6Qh8hmzBl62m8vvz8+f8M0/DxzfO9ZyfDPH5977PCEFbq7O6cNIZaaiAirbwh5ISggeIcpI7NdsLwdSv6NeHjFbHbFYrnDNDFfVpFyZxlqrLMpcptFaS5BElLA3mw89vfJs0TKhOH3FidwH9PS9erGSbbzCBFFXVdelVjaJiBnwRqniY9vS7zbsbtZsLq8ZtlvisEM5jfuyuocme+nVIhRddAaMtbhZg5/PcV6r8YzjjudPntKud5lB8fIYf5ZjnoVYVZWVm+tzfu8f/N+5/7lf4b1f+zv86tf+Lr7y1EdLnJupsGRVcXnWcn3dESVCn7IgYQ7kWYeRmFmd2bjLqXvKytqHyiA/X3whIJm9oXioBaFDZlSM1JichvvXOM+f0E0TXJjK8imcDJMBZlBDyUxA8oQxpnzGZHDSeYuThBhlfi0ap2ltyWByNK+qLMfLhuOF4+SkZnU0x/hE21/zgw/+I0+fPySmgcnJmYRsf3HtlwccyB2xXV/y6P2ee6+tOL4Pi1WNnXmaReLmesfNTUcMSalIZaRg75yVPi2b+CelFMCnBmOKASJB0WNnLCImi18UJ21vKJTo7aQqmREn7zXKWJolq+8fXke5pbIYbl3jwXOvuC8jYCWLLwnUlWUxr7h7d8V8adkOV2w3LzBhJA49fdtlcZ/P0Ev8UU1EI3XWsG0HXpxf8WvvfUHpuc2Mk3v3CCHQh5Hx0UO27Q5BMEHDOFMeqkEP81IbNX90KR9nDFruxCaqwRBqS6wTVa2Oq68d1mitVJM0d0kFDJmQxYlFINn8M/svn/Kayo74Uis0pul3FIzQ1+vRY0iknHg2jokQEmFIdL2WXAujKEWplMQT9oJ4Zv8cxhKtbm5JBFt5/KymOVowRiFFYRd6xoLc5jd+ljaFTv3sKSctK/f2aw/4yt0HrJ4+x683uAIcO81zl8KuRYHlgsbGAN16gO0BBhfB+D2wYL1GyrUfNFphgsEG2WsuTM/nLs/+QJ+/xyYFVQrA3I5g82tHrwh/waMk6bWGPHzJ5LlmDpapFcTrtWqqhGQcMyFmQHr1Qwdgg2oKKD+1vB9NnUggfTbELUil124HNXiNBVOrmePnjn5ItJ1Q1ZbaJ2prEA/9jVL3LlIPI5iRw4ynj207PoEdBbfZMexawk+5JyTgRbvl38tjvrR4jc8dr5iHBba2jMOg9ZKrxDqNbMaetE2MHnbthsGCbRoiQtcPhLanrS0yBt1CknDpHKHtkThSzzwRQ4xai1mN0wTDSCcWIx4JCekFlT8Xtc7KenJm/xjR88U6ohESHmtnmqpReaVE5/OmzC+SaiIIglgFK1NM9H2HRFXqvtzccHl9xW7Xsd1t2XYb4igYPyMOeS8zaN4kCTKjSSOdI5IMxiWMzYwVm7h7csQb9+6yXCwZn2347re/R9f//MTptA2E7RlSOeazY7qdZeZX+GqBRMn5umCwiB0mskAyuZxZoZWSSFb2W2Q+55StZSYKccnzLhzWkh9uTFLnLVOCdQvIWhJYEnnB6pdOV/+xagTT2EqO5pOP3r1jPBnrGRAqi6lot+ilK1VW81gLBbacNZk6axPWRIyNiIwksyNGCKYjygbsBUk6XHjB8PyPkf6SYsz/Yk3H0gzjOPLk4SOSRGbLObVz9N6xWsxY+ROcwE4sfYoMbVCnPTsJPudBSWbY1aj+R7e+oe87hu2W3fU13fVdjh9sOb53n+poBXWFqZ0CKs4CXpkCKWZ6HSSj8HPKZ10RtbMHtlNxVMhsy8L0iLkCAgjWuInqXKKZ1qh+iEtCGkZSP9B1PeuLS86fP+f5w8dcn58z7rb4EKkFKuPUeS7Oo9UKDIOoxkA9m/HW22/ztd/+T/iV3/pNFvdWBJN4/OQp//M/+cf80Z//Ge1wUGK6GCc/q5F9KcAWk/Di/Dn/4B/8j7z99tt84+vfYPXGEa6uef+H3+fyxXPCkCOfxkw2rMloWdGn07WZSCEwbEb63Yb2+pL+6JTZ6ojZYomtZlTzBdZXWCOqR5TXn7NWhWrz+pyu0GS+juwZnJLvY1rg8tK6z3a6ZOFMYxScNyRIqj9U2X3iceha2vUFu+sz2rWW/o5DwKWYUwRLgCN/B+S8cd0xCvEzofaFWEvV1Pj5AtfMEBxDO9But3TrNpffi7evmY8DOD/VOE+WQLZkRDh/+pjL5495/v73qGPLl77+96jmRwpUO3BeKxYY49jctEgcc+qcy6BlxJgJ/sqfLnvx5jw/JGQWTtkPXdaZmK6n7Ltm2sdV2sDuXa6D177cT39d25PP95DRgQOZP8jmOZTylZh9dS0B44TKqwCx+IS3qhHgTMBVgdoakkROTh13T2bcO7rL3ZMjlidC8hv+/V/+Kf/yD/8J19unGFs0GIoIYzq4lk/prH6G7ZcIHMhNRiCQzIKUeowZmDVzXK2DIAjXl1q7TRdOQXwzwpQnUj4NXvEFB854jjh8HC2Q/b8ZUUxRNJKVhTgKHcaYnA2TZ0zJYxJhH/1HJ6v3uWJBiVAYmJTEbrEfPqGVS528QpjgrBTzFJesai00s4rj0xnVHIZxQ99tGNuOuffYKGwvrogh/EwPmFe2rCgSwsgf/rs/YtXMeOvOHbxzvHZ8zF0DQSLdOJLOntF3HYTM3HDa9+o0ZhXvciDscSKVo8hTYIhKbU1jYhwsVa1MjhRj7naDsftIljn4XQ+2Qu3JNLeykxxMF5me2M+vQ0Eqk+MlAkoxFUECUxRj7IRhiIxDYAxCCFq6Lu+zFB0vczA1NeRVqivknC2rFPXZao6dL9lcXmsko+sYkoreKA9KPrNx13PQkayoT5U0i/Lk/jHLkwb/3FClfZQ12hxRSOrwT4SQfGlGci58ZnlbTeXClWwIBz4ZBE9MYcpttCJ7RZLDuTB5+GCL417G6CD45pIyDkr/Fl9tus/cZZLvOeX3H5bETePe/yDtgQcEvGSQI79f+kIr3S/tmG0/n+Uw5CAlu5D8I5Dy6/ptoJk33D89ou062psNMahjUkvKzu3+/kzRTTgYu0QGU3JlvHSzYfvhY7rb6k4/cXvW3VCliqPmDg9mr3E8P+Jmu2PsdqyHLY6AiSPjLhBsoDNCl0alblinDGuBVCqspkiKkWFMMGpiRN9bdegNiHOKwkw08qhjFFB0KMp+/luvTIHa5A4ySheZ1fijBfPlkto3OFcpO8EU2oUyA4yQo5VBAeOQCEEnWRgCm82Wvu0wYrlY37DZbBjGQN/uSOMIeKjjfkI6D1hMVLqiGiMB44RgE5IGqjgwW3iOXn+Nd7/8OY7vnLK73PDwL37AuAv8/GgDpSVILfHmjF0U6jufx7RLUphh/ApnDVUMBIFkvOYTW4sED5ImZphNSgWOGUXUPbici4kUg27sRvZ55slmoaqMLtqIIUJK2FTk74RgDpydzFQopc2mFLXJf1D0IhlFBPf8MEORwDIGcIkYI1ZqPdcPmhTl7uTydxSrWIAwMaW8A0MHdkToieEGocelHp8GwniOuIFgrlHFAXV6Xkpe+4U1k//b7Voe/vAjmlmD/SJUr3tsZVnOaxYPTvDWckOiv4Y49AxdmJz44kJkTxKP4HOOeh8Coe3ZXd9w8+KC4wcPOLp/n8W9u1THC1zTYOoKjFLVQagMmZmS51lmrQDT5lekz0DtCESwzuGdzeBjeYOlcQ7vHL7MxaTAXRgC427H9vqa3dU1u8srLl+84PLsnG69JfQtnkRtnYqnIplmr7ZiTMKQ52YzX/LW597hq9/4Or/6ta9yfP8uwSXOz57zj/7ZP+UP/+SP6ceQe7vYuT/bdf5xB9RMLNqY2Y2r5Yp3P/8FmtmCD6vv8uLpI/pOdTAqrc85gXkW3ZosutyigKSBmAJD6InjQL/b0i4WuHpOs1gp2DSb46uKwtIlMxJUc0L7ETm0t8zB45zKMq39zCqh2GRgjO4pqgWkf7dWD2trEoTA2HV07Zbu5or26px+c0kMIyTJYt96X4cZUslkGyfPtETWF8h/E+9o5jPmiyVUFeI8Rgx917HbbJRNVWzKci/5Pj5zAUqKnXKg45Dg5vkj/uCf/2P8/A5f+c3/FNN4an8MyZNCjbWGxgkSI7vtQAopB1IEbxoFCJzuhxQBUJOF9rKhZA/W/sRIesX+ZiavnAMQaO8UFQbQK+9tYjod9lt5f0kjuWXFZyHThDHKwlZAe28/F2kikUSIgkkqtBrjyKzuqd3IcmZYzBrefOOEOydLjlZzFs0MXxla2fH+h3/OzebF5CuarL2w1zL7bIN4P077JQEHDh106NqW548f6ibd1Cxqzzh06nCcNOzalrEfSdjp0J6QJXPobGeQ4JUTprzv4BJeRmjy5DUIVBZXV1NdajGS7YlMyTHmtr9lgHJAoTQbZ52W2MtfNUUfFCa6fWmvuuSXndLya1KUExlxlWHW1NRNzenpnMXKMw5but0Vod0Qdjs6Y7k6P9fN7ec18w6HOP8bJXGxXvO//t7vMXeee6/f57/7r/8b7h4fczdF+jFgHFyendPvOvpxmN5vUIR32uwP80Ozw2YhRxOSCspFwYVEDCrmJiScy/meTilB1pFLTmbLvyhWm/SxA3nKazoAhExRwjVle8tlU3BIskiyKjQ4Rq04kCIpCu02MA564KZi505Ue4MEud2HRvOYo7NKe3YWa9XJs7Oa6DznV2ueX94whr1QDEaFwJCQP+42ZfcnaYIadMZa7pw2OGsIxnH39SNke0O4umAZR2rDFL2fCgtlxx/DtBsJ+1zFSY4BdewRYFTjzqSgqQP57U7Uv6NkbpTldVDFyGZHPh6k0xfDcbLvy+9ysBRl/6dbmglx/0sWGqdUzkH0muTw9eVa0anlD55LTLVHlNmeGQ6H25QczAGDRtBng+XB7C5DFXi0GYimpxLVMpCgUzlZkJyCcUhGPphOkNMt0pjwlxtS9dk4IBF4MlwTLz7ga3cdX337LbrKwE2r52yfSNaTCIx9oI1ZddNXmqdOlZ34grqYfQgmV8BgGPdWp4dbaj7J5PWcwRHvYMzOmvNM1l0pY+iAyuCaimbRUDU1NkElXlljmebpo7ID4iikZBjHSNd2tG1P5S3d0HG9vmGzXhP7xK7dKXAQhdQN5LwDvVdndNBzPqsLFpsaJAasjxpdHgeMtKyWidcfnLC8c8QbyzvcPN/wl//8Tzj77qPPZLx+4hY2pJ0gs7sENzCMLdWyYlYpy8HERiMwZpjSM8QmkgkYcVhX45zq8gh7EEsMxBiJY4AUoBJNCTNQREvU6FSA0CRRIK4Y0w58UiG7UNaPKWCwfklh+5FBhMKCUhKfzSilssxSVB0Ik0pNHb1IY/IiQyBZTFLgaHKQrORqFQnjsjaFBJABkZ5kOsbxnDBscXTYcUt/+SGrpae9+B4M1wemwc8/peBVTasGaPpEGANhDHz4ww+o60pZklZYzRqWr90BZ9jMHOOupTu7InUDSWAOuJyHbHLEtzKaehFTIHaRbd/S3my4ubhk9vQpy3t3Wd6/w+ruHeZHR/h5Q4wRX1c0zQzrKh0GrYd2a/9UfRsV3BMgGj0fvYWqyhHJXGnEolVRbArYqGr7Q9fTbjdsr25YX1xyeXbGzfkF3fqG2PZYgdpaauMUGLAGpM+pBBWSAabRRjqB46O7vPvee3zl67/J53/tSyzv30Gc4XK95n/8R/8Lf/jHf0Q/DBMQ89Oe1z95S1PE9/HTR4z9iP/P/y4P3nyLN954m5n3VN7y0aNHjO12OpNtZjioI743X43VAIBBS9TKuGUcW4ZdBa6iaubMlivmy8OUAwWMrYD1uRQmxd5SfyBJgiTTPlKKiUjJZ4f8en13bXRtKvQQVDC8H4ljT4wDfbtjc3PNen3FuNtixgGXAlU5yGXvUJrpuyaWPrC3ASIqPmirCt946sWcuq7ZDgND11P5iqvLS4Zb5Wf3h356tUrdZ9Mmu0UNT2UCwM35Uy4ff5/2nTeZ3/8S4zhj1VSMpw7vIosq0adIkI6+7WAUokSiGXFmjpVaz0yfnfOklQIEgy31mXOuxQQG5468lbo1dW5+KrNutYx8ibIffMZLfQdM6S1CAXKygkj+Hi0x+/KczWKECYyTrD+g81YijDFfO+BMwtuR2sPxwrNqHCcnC9567Q6fe+8e85Wl245cXV/zgw//go8efz/7DU6ZZpNPk0EQuX39P8/2SwIO3L55kUToW549/ICzZ49484tfBO+pZzOOj04Z7tdc3fQM7agpBjhwTfF+Dj+IiTvycv9+kt2rkFF+gwWCbuUWTKXJzMmAiFWj22h+a0IprTElQkpUldNNySgdq9uNXF+v6Xe5KsCrKGGHoMBLOMUEtU4GTL7UFDApgIz4SlgeNYpOLRdUNfT9mrFfE/stod2xubhiaDuty/vzbAe3anO0W9A8peu25VqEs92Gf2Z+j//j3/3PWM5n3H/rDVxtWayOuL644OLFGV3X5UizdpARg4l5U8if79DDXbMOUq4hLcQEKQjjKPSDIpxaIs7gK0NVW7y3KlJnUgYK9DXGFWdfQagkaRqDJGiEyViNShdqqTEYnObPYen7pKBABgdSUPp9TCp6lwqFXvY0+49NZ8oho/TlQMQ4wXmDryt8U9MOgbPza266kWFMt6d+StPU+iypqQllqpweO8QGFvdfx9tIf3HBvXFgbsBVCgy4fGsK3uSpYW870YfTX4VwzRQBMgaomMYd1LdyaU/Wkf2FaS5oOchzQNmm/euyWDhaNV6/N8iB+Z0OsEMowufT30CvaaqImQ6+v6xX2QMYBXy25X3cBh2m99mXXIB8bkz3aPTe0jhwfvGMIQVi6PFJ561khz/l15b5c7gdlt8dTEQqEyH1I1FuR0N/mjYQeNg/J1xF6vWSeWg4nR8xeMMwd4yDlowd4lYdwGRgiHqDBowXVX6fECM07OoyijJRQeRgUZI70WTHw+Ey4Jt8hTibazFn48LmGZjVxYRIjEHL2JqBzlmsqzHG6F6ShNCPahBJZLvdcLNZs9ls8LVj6Du27Y7YD8R+QCRhjSeNqKjFxD9NEyJkveAqQz33kCzjdiRIhw09aezwruVkseK9N1+ja0c++uZf8uiDJ1w9vvzMxuqnamFk3F5TuRvccgWpJqSAVoewII4kXo1Eb0kSERtwWRVUc7C9jlFSAaqC71dNQwyGlDoiCW9KWp/F5qg6RUG+5LRKBld9ZiDFvWCatXpNkhJlVzQ2n4sZQBCTxe40vyMblYpuGmMLEUArLOf9XsEA1LjM+bIKYmZwwGZhK5NIUVEuGbcM4ZJh9wIZO6LcwHgG2w9Z34zQX/OL0Bj40S3vIAf2zG7T8v2/+j5fkC9y594JqQkcNXP8vRXHy5qw60Cgu7hi6EMu82WzqruOpcPgsFTGEkh4Scg40F917DY3XLx4TnW04OjuHY7v3mN1ekoIgaqesTg+ppkvsFWNqyp8VWErp4CSc5OTlrJTmXKunrVmUpZPkjToIjBstvTrHWPf0W12bG9uuL66ZHt1Rbve0G92xKHHpsQsX7MCAY4apb8LfippGoFdUuHke2+/za/++lf5ym98jbc+9y71YsEuDly+uOB//if/iH/5b/6Qrh8OzupfFDCwbyXF8uzqOX/0p/+W//Tv/Gc8uP8ab775LrPZitn8mI8+eJ/d5pqQBqwoWFezt1stmTlAAQBTZv9F1ZWJA8PYM3ZbdutrbpoFs/mCxXKJb2bYusY2Ndb7DKyro6mOVsTaKpczJadlpUwkPtQoIwdhFA0yKRHDSOxb2u0Nu82Gse8Z+4Gu2xFCh5FIg7L4Jp+U27ZZaVM6KPu/Rcjlhzz1fAbO0osyWGUMXN9sGPvhIML98qf+bNuUCo2ZjtmURr71b/4Fzx5+wK/99n/F53/t72DqGcd1w/HRffr7K6rVnBfPN1ycrdlcb+j6kWHoiDLimWNtgzNKTYyjEGKuJmOyHTohRiZrS+gTUhjBMbMNyClIpXSUKcaZnqN7XKA8uA0Y3EoJK/bQLf9QWWnGaPoPRnUNdBhEGQM2f3pmD2geqdqgtY3MGjg6nvHa/YZ7p0vuHC948PqCX//au1xvzvn9v/xj/t03/4Bv/oc/oNt1+q0pgyFke+TWkH+Ss/qzbb8k4MCrWwoDKQw8/sH3OLl3j7iYsagsR/MlVb1ktxu4ud4wDGN+R474FovX5hIp02Qo1j0fd75fBhamFynAMMbEetty0vZ4cQiqdj2EgRQjY0gM48g4RsYYWB0tMZKIynCkawfW622mnLL3BOTwusz+a6fLMHkB2UxRVoq7/kRMCngSzQyOT5cc3Vng6wbnEu3uhu3NJbHd0K3XbC8uCf34C0Sete3Rz2yo53seY+TPv/99zq6v+NqXf5Xf/Mqv8uCdd1mennJ9foeqrnn26DHtrgPJqt6HoENetUkkBwqLYSlgs0Jp0s0mBV2D0UJwQhiEMGgg0Vd6fc4ZvC/POUU5jSKFKZns3B0I34iyEoADSnqOEwShawNjSKSgWgLF1jNiphSCIuZTyuXpBpav2ZgpnzmkpCq9zlA1jmbegPN0IXK1bdl0kTFxe6xl+s8EMHwWTQC38Jzeb5gtPbOjJX4F464jbSI+CJWbWN+A0uaN1Rz+g+B7mRXTD9YqvdhD8ilT7aDO/RsyylAAFeP3H5RJO/rc3kdU8cGRTGHOy1G0u+uke7210OZ5OasajEA/9LqfVBRpBf3cwmqWDEhFJtkQXHEc9O+lFGGe+sBtDKi448WQEPL5l39Jh/eHfvYggbC5UsDlABAo+POPGuXS10X4WllzUZ3Yz7g9a8/53e/8Ia/P3+Srb32NysxZLCtYJNJmR4gBMY4QhJjTCUxKSv2NRpkC1pDl3XWPL8r3ku8m5xDrCb+fAMY43TOsw3ir4owpgItMAkCObPVFUgoM46Dk03HAp8hIm6NdSjPuu45210LUOu1X15cMQ69atGj6AzFm/8ljncdYIaZMq07DwVEzkqInGktvDGkIpDDgw5qqscxmiaqpmFuPjIbrZ9f8+b/7NinrivxSNAmk7RkhCbOFgh0Jy4iQ4o5Eh/PHWuc6OUJIkMYsCpoj79NeHYk5f9iSqLzH+4ohBFIciTJgmOVovFr6JgEpYV3W90lG93x9ka4lY7LgbMQ5RxCrjuB0/Ov4676uNkWhn0bSpDmEBeucao8UFlkG8DAGcQo0FJV0a1QvQp1QwZgRY3rCeEUXbhjGNRJ66DcwPof4FNrnFPr9L2tTXGAPXKSU2Ky3fPC9D0jpHVZ3V4QYmc/m1MczfOM45Q12TU13uSbsOmI/knCTgJ2VLFsomjYiSGabRcYxMY4dQz9wtWnZnd1QLxeEYcRVFfPjY2aLJbP5gvlyRbOcU80a/akbjNV01ETCOodz+w16RFRJfwjqpI4jZ48ec/nsGWPbM+w6LS/XtaSuw8REJYm5sXjrqIrgWgpUxuNSIQh7oiRGSYzWEK1jvjrib//d/5xf/epXuffGGzSLOZdXVzx68Yz//Xd+h3/9R/+Gtu81fTal7DC+bCD+fJvanUxO2JOnj/l3f/RvOT2+w29+7Rt8/r0v0DQzFosVjx9+wNmLRwxDtw8GwKQlbURT7RJ7sF7NnpRV/EfSGAlhYNht2N3UbGczfF1j64pmNqdazKjrBqzDeZ+p54AbJvZISRsp9liSLAQaIzFG6HtCGBiHjjh2jEPH0O4Y+h5JWaxaVFNAq9PsQX6xB8DAwbDsY7/6OAJiDdV8hm1m4HKCUNKA4uZmSxgjY0kd+RloC3yapmNrpn7U/P/E9uY53/n2OR9977v81n/xEV/9e/8t86MHVPMFHTNet5bFomE2MzyxgVkPm82OcRhJYx4T0TSDZKKq8CcFAE2OkKjNnHW+yIzsHFmZNL9upToW1kGJqOV9KFPAlDn28v0JtyZwbiZTNCdBSsn7djFM855e0pgzzpTBaAV9G2uoPCwXnvmi5vhkxWuv3+G1+8ccHTV8/3tP+dNv/x7/27/4hzx58T5jGBEje1zVHFzjL0H7pQYHSgttx/mjx7jG43DMHziOFjNmzZJ65rjednRtJLZ9LpSeLfIsQJPhxFvOkQ7EqxCZg+cytRAMMQoXFzeElLBe56ikxBgjIeqijjGSohqyl4srMFqrXhJqwI0pezMH3yEvf5/sQ30mPycJSeM+R8dm9VYBbw3Lec2dkxknJzPERoK03FxviEOLGTo2l5dsL65+/myBH9F0gakYCShSGlLi4fMXXNzcMKbI3/7Kr1HP55zeu0vtHDYIz54+ox86UlCa2DTE5dQh7Rd2YZLJwUYhTKwOBAg6beKYMDZNeecqvKJqpL6yOC8YB12nG7g15LItuilJSoTBZFEjUXYJMY89jKOCRWV/Kvvd1A95+OVwCljQvEmjde2N/ogB4yz1oqGpK+aLJZshcH695bodP1aF62fZjIV7bx3zm7/9JRpvWF/fsN22hA6icUTvc264Hq5FIL5ssGUJ+FIyCHDWaAqO8yTnFAzpRlW5FqiyCJyzoqV2yUu+GBlpf3jjstER1JGPNiP4os+F7HBXKTMGPJig3+Eqz72jU/pdS+x6/byDJRuzM5DiBCxPjrkBjTDa/bWEnJtYDh3JiDPcxgjTS9tUSQkwB8+V5qCkTwN7toF56d/DI8e+9DtkVofodyUxt8/hz6gJsB170h3LRlqsa/DWU1WGuRTQbCDElA0lRV/CqCybUjFAjCuUnuw85cWeJu9sv74NILn2cF7PyeaUtEk9NptzhQKStNRWu23pZccmCWG+xAbdJ8RYbOMI3UgcVCdnfbNWOujQZRZCpnCg6QPOWbyz2KQ1mccYkTCSOcw66awnjKKf0Q95pAZOj06o5zWLo5oxWv7sj/+Cs8fnhEFH+2eRg/qTtQRyg+zWXP/gGc3bv87y9TeJNAQJqudAwKYIzlO7GtKcEAwRi7UKeoKK9SaJaHnARJRe9XRyJoZYsrhdFnDMAFGyQGVZzOakMbHZbQn9iG0aLe0aDGNIRALOeZx1k8I98JKtkIXpxB6IwSorQZKmjAkgJucHF9BKMhuhCCaic8QkzW1GBkzaYWJLiGsG2SEuQDViumsVHtyeo5T925JZv2ztVfPOGMPN9Q0/+N77fO5L78IdQzv2LBZzmsqxeO2E4/mMannJ9sUFw/Wa2Ed8FHKVVjXukVtCb854aiAQGUMkbHv6bU93fqmAjDXcvHiBrStcVVHVDb6pwXt8XdPM5/i6wXotieicw1c+O+CRYRgI46jU8hgZh4HLJ0/ZXV5hU9JzJWlUcQYYEWU5WIs1Vqu+SMysBKVPJwOjBAYio4CxNfdff40vffUr/OZv/xZHxycY5zlbX/M//aN/yB//+Z9ydXVN1/XaCy+ZiL8My3yfww1Pnz3i6bOnbHc76llNCJG33/0cd+/e4f33V3z08H263ZYuBLzs0/XswU9p5VYrUlFmIInuDTGMDJsNPcrosd7h64ammWGcx1oN4BiT03hdoSWW+iUoJJSEEAIhqM3OEAjjQAhttrMjDplYhBnzw7DXrT1IPd+fo2YPEuTdfwL5k7OYWYVZLXD1DCOw226YzRvCEOjaQctsiqZDFDDo598mC4N9yT+TWVyRtrvgj/7VP2GUgf/6v/vveefLX+D7P3jEyaph7i2Vg8ob+r7n4mzNzdVAt4EwKiBQnH9sdsgzQ1dS1s7KKQchBIzJejKoyJ866WYfBMjXiHGq6VI+I1NDD/ztV94l5KP/ABTeVyeTDBRk5q1RhQp1JfVvxU6onGHmhbpyLOdH3LnT8PobS+7eW7FYzZkvZwQ78lc/+Ca/8y//KQ+f/IAoI875POa6t/8yrOvD9jcCHABAhNiNPP7gQ75wfIfZqcPEyApD7Rp2rqfziXY3TNH6XCeEQ7Eh/Sz2a0AOn3wVjVby/w39GDl7cXnL6BRQS2XiR2vrQ8/k+Uy7u2WyMEpx94M8mltMgoKS5XCgcVZRzGwAeQuVdyxnDXePGo5WHszAZntDHwNdu8XGwPbqmvZm80sHDEDpwlyKakoQF8QYtl3Pv/3Wt6is4Rtf/BLNbMHizTnWe2bLJc+fPuH68ooQAuKy4yxKR7R5505ZiGyP8t3e7KdryMhg0atJ2SvXkjIlwqQGIFYZBhM1vIAD2ZuLo+RNr5Rs0ZrKmbmmQ11u1ZbHL8nOHCKJTlW6kxgCKVNUjQok1RX1vCEkw7pPXFzvuNn1P3cz0liDbyyhSvjaMwoMgzDg2TQN3WJO3ESaEHDWUlcV0vdqXIvmeUplqSpHihqxMUDllNLbpZRzjrWiQ2O0nJF36shaUb9KMg3fZQE/h6V32v+lHKIlixllgC8VQzT39ZgnianUyXCADIF+6HUZZ96pCFoBIJbvuu2UG2DI/qkrgEHKnxlygNqqsVHOvFgMj4xlmhw5l8ky1jT7g7Ns+m4f1U+eMgGKEZa3n8Mtr+i0FsOm/OjayOsxHn7RZ9tEIh+9+AG73Q3L5V1OH7wJ9ZzVbAGxok6RcRy42axVmDOIOtYJxKtgT5RcDSTlAahqreQQdc2rYFFGZDJzn0n1Oulg5GiydnI+NIIBCTCMGkE0Nj8vDL6FIUE0+KYmhIT0owrluYhIpv/UBaWSjMJYLBbvHR5Nc5IEwUbEDjqJYtAJIQPEgNmtkUEFsY5WS04WM2ZzxxAim6sNZw9fMPbxoE9/uSyLBJB29E/+grh5ir/7Lm71Bn42IwwdyYxI5XD1XXw1Yq0lpkggkFIDKF3YpkAyI4m0Z7LkvHQFg0OO3Oc/GXXgaldxvFrRdj2b3ZY+BLxzVM7uF8CB9ViiVfvVwPSvAi9FHAzEquhviqLfZxPiBMQpSCdKS0+5pKshIHTZxBVSGDFhg0ktpIEx3mClx0qLkSti+x1iewnS8/Hd5W9GK05Ou2l59INHhM8FVnePWI9bnLXcW51y/84xd1ZL6sWc3dkV/fWGYb1lHEa8mFwnXrXatTxcUaFX+n9la4yzBBHGfNanmBjHlth2RAMdCqZH0fJnxnucqzSlBB1b69RhSSkhUSnoRsUUkJQwY6CKClJUOHQ1GyrDlNqSMjir6Sw5dSFFBC25OEgkOsvR/Tu89bl3+NJXfo0vffXXOb17lxQS55fn/IN/9k/433//92j77nZflvz5zBj9RbdDIFKDsBpZf/j4ff757/wzKj/nb//Wb/PFX/0ydTNneXyXhw8/5Or5c8ZRqfkqJp5wUkCAj1vg+8fqYk/YXAbs4ghxbNntSpnSDAEYgzFaTk6KbXVwMKq5KZMT6HGIhH0ZQnMQGTZ7m/HQfpyu7RCHLudteavTa/Le4+YNUte4+ULnXhK2bUfX9WrDHoxtYdb+Ise6VA9RvXRlWmEgmkRqr/j2v/7fmM9n/JezGteOHNVLOtPgrGc587SdYT6/oqmuuKRjt0MBfukBh/c5pSBEYilTiSMSCWMiplGriblqAhSM0SpnJvnMoNFmQI0fcunYCdj9eP8drqNbwIAoBFF+mT7d5BKr1umeRkJMJEnECdQ+0NSexaLm7p05J0cnfP6d+zy4vwTbErnmX/zhP+eDj77Dn//Hf0XX70iiwcUYf95VhX689jcHHMgt9B3nTx4xWyxIBvrdFl/POFnWHM0quuWM7S6y3QY1ngSlkYrN+YuTFaH/3gIIyLudepQWQ7KZmpQ9SDlErmLM0FMWIZpymSTXSJM9NJWp7cp9SR//TjnwTkENResVc0gRiUHrIzuLt8JiMeN4OWM1q2h8JAwbttsrUhoJMRK7Hbv1lvXlJRJ++YABbXKLzFGakieEza7n4bMXfPH1t7lz9wRfWV6fv8PpySmLu0e8/73vcXlxqZ8SEikoY8A7j1EX4JZ/Y/J/y0YnMDGTTBaUmmQERRkgJSulxOKVMbIHB0AmIUqTYWJjUfGpYlxmGLmkQExYlexv3eSpVM4wY8qcM0SEkUig6CN4ZQ3UjhATLzYdm25NCPqan3dLQVift7x4coObCevzG6RPDCkxOsv8ZMXcGqpty8xbfOWJfSAlBQtcspC8GgtGCPnwDp3Wfh4w9GHMUV9HConBakdWg+zB5KiDUlUe5y0xBFwQqqTMDXFMaQfiwGY9Ti8G16i6CEl9w4i+dgyRi+2GXgIpixhaARl1m0jGZONV62lbY2gNhKRmbQGeylmVRXsVpDAa/I65fKLxmuZgUKZ7cXoMKDBgoYqZlpnZ9GP+eLKuHhyg4nnOJQPjQWpDlL0gYmlBsjhiCdbX/Ez3jZAiz9bPsNszToYLZicPeP2tL1JXFS7VGODk5IQ2JtpuIPSBKhgwkX6MSB/1oiVB5TFmRpUMdnCIUy2OlAwiGTEpJVsPAQVr94hJys/HBGHQDh81kq+2qSHITjtcLKEPKmoooot3DFBbrU/pFAEyoqWajFGmTGWAGEgxkEKHYcT4iIQtxFHRJGtoGFnUhlESlRFmVp2Wxq+4eH7Gkw+fMw6/rHt6aXlnCz3h8hmxb6nvtew211g/wzV3SakHuwF/grdzJM5ISXTyJ4fBq55O7ElOjUNjnKZqWJOdBJSFICr2m/KctWYfl0xZ+FFiPpYzKCRmf0pIDgPKVH4YKAJsHMwjElEUHDAGIiPYNNXCLoIk0QYMAUTBDdjpTi4GO6xhPEdSz5gCMlxTpR52Lxivf0DaPb3Vj8LPIL/nM24l2qmtqNorwri52ZA+SrwO1EcVu3HE4WiqhuNmTvXglNWsoTla0q93dDc3jOsdfT9AFDyWyhh8JvQqOKBl04wYnAg1pXKUMIruxUrjjyQsxqogcOwCKffnJEh4YCVYLJV1SFKtKQM0xlIbBQTKj85OfU4FzlIWI1YgaQSGbBQIQnN0zL23XuNXfuPX+dyvfJH7b7zO8uSUHz56TNv1/O7v/yv+1b/5A9ruNjBQ2i8ukvzxdqiWr6CKAgQpRZ48fYy16u6vVkc8f3HOl770Fd58811++J3v8PTJQ9bXl4wSMRJUOwSmQ+sWwH4AXhd8XKGyvfp/pIxjSQO63czBD9wGIIo9aAnFEs07xkFeeXlTxnkxTMLF+7TQPVtwYvw5h2u01J9ravx8hsxn+PmSdrej73tiSAyhrO3bY/uLZIKV8U0vR7RFtSOcEbrdFX/wO/+EsxdnfO7dL3D39V/lrfd+jWY242i2pB0SdVVTAw1bnl10dF0gjYZBAkZ0NQcTGfsRYyzeV3mgE5U3Ewijc0HXfbLkTj7sr2J489JzB9eO3Fo/hUmirpkaWaUCTn4nSQSflKGiaSkDiZAzECNGEou55c5pzfHRMfdfO+L+6R0e3J8zX4x881t/wA8/+Cbf+eG3uLp8zmFprNvj+/K6/sUDgPA3EBwAuHzyhHa7oVnOObl3j8o6gowsmiWLquFk4dkuIo+f3jAOMaObDqWpFX3KgxzV4sBP3qTWJsY4RYGnQINVvnJJki+VB4D9tnZgtBXQoHxP8TQPFtuUrFz45AfURYhIFM3JjCMGy2I+42jZcHS04GhVk4Yd25tLbq5e0O+2SukJo6pm36z3u9XfoCYZohUR3v/wI+4dHcMPhS998fN89Ve+xMnpCc3xjGZW89GHHyEhcXZ2Tte2pHHMeUeyzwrJm7sal3p4x1JTJ1cRS1klNJ9rlDz/w3UqBz/IPrhahpVMOcw25MciyYbbrCjz8t9EZ94+30zFLDVCVX4HweFshcWz7QJtH2nHX6yzcPd0xayCJ0/P2Fyq4FTVbzGyoJstWFeGZuFZJssYI51LhMoyH1XUa7RCdT3QVoZZNPRJq1mMJIKFxWLB4vQuxMDNxQXDMBJIZI0bddidsJjNWdw9oet2DBtNQwgHEfiEQbNRtJSkiEZ2XMrChaNhwJN8woREVKl0eqf5nip2uQ8hjAJOhERErCVY6AxEIt6Dd5YQs79jEslaBUCK9EgUWpPLHOYfG9RPjHnfsaKggDPQ54C3h72kSk6HME63Jyc5fcLtWRFuhNpDBwwDOv+qvRGmmjqWHv2goTLqzbY/W7gppcjlxXPczZpZ0zBbHjMMkbqecfzgPlf9jmGzZpCBPg1abWQY9UbGHKkPM1wEGysYBbzVKiRiMDNLsE4rFJTwjskWXtEZiBFkADI4UBhaReXSZL5JSoDd54HMfKmppYOZOafGuslxNUmwElCCpNb2jkkRKJt6DAMhdtB3EKBeON64t+Dzr9/h6uyKzWbkZhd5/4On1E/OeXF2pQ70L33bb7yWiOyu6NsrmN8hzpeY1R3q++9RzwPNvCVul9hwBCYheEY5wVvV9SE6nIGqnjEyMiRBywFqyonJiqIStTSVrQx9N3B5eU1EU1AkGqIIOE1FMk7jREkSRuwEopVoopoBBnUdc+pbykXoCmJnY46EZVaBjbpfGM1drdIuo74j2I4QI7M0IGlNMFskXhEvH8HFD+hTD2mA2L66O/8GtJfLhB0a4+1Ny5MPH3Py2gnz2Yy0gF3bEcbAvKqZ3V3RHK2YbXbYs5qtv6C/vCENgZhUjHRaYoLaZmIzeKAuXill7TKgbnCI9Vm3guzEl2SFwijIaTlo5NIVkUmT1WvJbMRswFtjVNQUiDYh4giSCEQF8UW/o2ckecdyteTea/d4+wvv8cUv/ypvv/cex/fvIcB//P73+L/9D/8Dm3bHtu3o+0OF+o+3XwbWQGmHzIHDf0GBjEdPPuD3/tU/5zd+/evcu3uHd956mzv3HvD48SMe/eCHPPnoA9ruBpssAWVdFRLXoU1UyF3Tc3n8DcqiK8xQeem9kxmdTXvgVmni8rwxWduGPQhhMoBfSL7l/cXWK5nBUwqhzccG+h7jLb72uKrBOof1NX4+x8/nbHYtVy8uGNqdMs54NRDwix7rV5WxhMx8QhOl4u6aH3z7D/jen/1rVkf3+cb/4b9ifvo6733177KaVazePOb45JgH93tOH55zfn1NCImbqw27bcfQj8oKMxGDI8kcZyvms4rKe0QsIafkFj0XADmwrDVlM+g+bvMmbkANe7l1P4egVgF4ikhsEqHATlnVCySRJFG7BUkiQ3uN9YmmaahdxXLe8MYbRzx47ZTlYsnxas5q1hDlmn/3zX/J7//BP+LF+UeYHDQSsco+/lj//vKs68P2NxIckBRpr67oNhva/397b/Zk2ZXd5317OOfc+WZmZdaMKgBEj2yJZpPdTUkWaYVD4aBlhULhJ9PhCIX+OD/YYYcdZJgKPVhsimKTEiE3u5sA0QMaQBVqyvlOZ9iTH/Y+N7MAsJutBqoKrP1FJCorkVl57j3DXvu31vqtxYrReMre1WsYD1KXjMYzRjtDrAksVw1tY7G2f/DGQEKIsM3Mbk0q+mYhIUCoKAb0O7ntCeyDnsspp0vf0+8MY+r3khDQf1v/9X6beWkHuq1VSqJBcEgZqIYSQsGgKtidjdidj9FasKnP2SzPaJbnnB0f4Z3Ftg3OuTjH+cW85n4u/eYbAZu248233sI6x3uPHjKaTPjKa3eZq30IiuFwQvCByYcfcvT4MYuTM1zXYvvszvaBEIMHASBVdD8W8WHniItBkLEKQNiU3e8Xk0uLw1azTFpPXzEQgN4YT/TVA8DlRFTvebk9LZcWNHQs574oXgUb4vE4EXsavfc4D01nEQ60FRwtGzr3/EtOhQTpBW5j6TZx9+k20OiAKQSN2WCDwQSJN47T4JEuiiFFWRCCpy4FMgQ6LRBW0jlHi2AtBNP9fa698QrLhyecny/YFF2cLiAEhQgxWYtElBW6HGE2HScuZgLLMo6nLNNki9B5ugDHMiZ5px4aB2qgOPeC+xZmwUdHYhRlUSDwcc9YCby1MQhUgib1oQagLECUgs45goLGg/LRJE35mISWlcB72LSepYz9pK2PYWipoErBkJVgUzWxIhowKsBWycwsQNlFMcpoqNO1N3TQyAvFvSFWwispGHqwPmAuVRlA/B3GQ6ugKyRqUDC+vsvMAif3nsHVE3B2w7333iG6vUvuvPFllNpN/gMdXnp8MFhjYi++jaW/KghCG6AzBApU0Hgbu5SVVAjpQSdBSBIFXdWnflLJhhLxf3pLlPxUMpMIbCsO+hEVWkNRQpGMLDAXiqE3ScgNiODAW5SP6erQOlxwaF0i8ehCYr1js1khuppKghpKbl6b8JUv3GJ3NuWBGnB49FMWy47Of3IQ+eKylVFT12Z6SJoVxVjzpS/fQe5c4bRbUw7PsXJEGM0ZhZKmqWg7j5YjvFdIOYkVQ4XCG4tEphgwZZJT+53vvSa8oLMWUxvUoCSYWMERhEMWIWY6vQDpk9dfGmuXjA9FnyAQMTcZgoaQBB8Zfe6j90uLdxuQDqFA45A+PuSVDMiwjjeodEiWaL/GtZ4uGFyoUW6DqJ8QukMIL351wM/icll0Xyi5NWkEgg80yxrTGcaTMcIrulWNKhQH+/u4oqQQisF8yrwqGe/MWZ+csT5f05wt6eoW4xwiQIHC4ylTR7IUAiXiiGkHyf8h9W+LWOTvQpp3nzY20cchTZYA+opBmZ4bEGMHn9oYEOBSAsdHKRiTkjuWOIrPeoOTAoqCYjTlyvUDXn3tNe7+yqvsXr/GfHeP0WzGD3/6Pv/xL/6Ct370Dh8+fhwFinRsz9ss+tMiBM+Dh/ep65oPP/yQ//53/zk3bt5mvnPA9Ws3+eDGde6//z5PHt/HNmuCa+M5ilH3U14Elwz0t8nXPvru17G+Re5jwoC8+P7L3cV9jHVZXOiFAdLPbb/30inpY8A+vHaibxeM1UdSa3RVJgNrjRAaGzzSObrViuPDE+r1motJBFy6b17k53u49N94zEoG6tUZUgZO16d8+/95H1EM+dVvvM2Xv/Z1Xv/VbzIcTRH7e0gxZTQ/xoeGwyeCk2PH8rxDa09ZBkwbK8RwsQ1DpsC4L0bqhT8RfDIZjv+/j+lVOh9BJL+xS8fafxYnj8X73weXyvp99LdK60kM5jwCg/cOZxu6TY3AU+ia0bhkZz5kPp2xszPm6rUp+wdzJuMB3hiOHr/P23/97/jeX/0pxyePiPKDioKGeP5x+i/C51IcgPQgtZZ2ucRsNtSrJYPxlP3rN9BKMRgKbhxM2J0P2awbFosVXeew1mNs7BuNF5PCS5WEgnQ5JdvuC+X7Qh4NTx0D8ecutyr0T5oQsxvbr1+kLi//9KUruA9GY/AhBAyqkvGoYmc+RunodjwqQMmWum7ZbJa0zYqu2yCFj5lz+/FM30dexQtP/772NlPLugEE7z94zB/+v9/mwZe/yK9/7VfRkynXB0MUkslszsGVqzz+8EOODw85X55jjImLhgjRzTrEZOjWjVWQwoyLvjcgBpsu9apdWlz6FSkaogkIPmXy2SYl09Ziq25vf65XmdNH/+9AFABkP4ItsH3dXkBQMo6AkQrjLRtr6YzDBU+guwi8nzMnh2ua1rJcdOB0fADT0Tg4azyhFthQUCN40lqmTrJXCFaVoPSeJgR+4CXCOl71kpt4jIAzFTgXAb9asj46RfvAsRB86OF6iJMkbIh3mgqBN+uaydmG0FpkFxgpaBR4L9mlZORBC4sJjo1yFCGOgRRKcH4w5Z2r1/iP3/0xr3fwKpKBFoxLhVMFXRunQ7QjzVljmNkQy1t1fC40InB1PkO2Dc26xfhYIeAcCA2jSjMdl2zWG3wBTWpbscTKAReSJ0ERX5NJbQF9x7FRMB2VyOCoG0utSeZY0TxRiFi1EEQMfQXJYNGDT/MPnYZSXBQU2QCdhBowlWJ2/QBRKQ6+9Cq7Jyt461mIA+lYmtX286MH71O7lo2HQg/oXIgqhwVpAtJ6BigqAh11HC8XC5BpwgCNphCx7cYbG1uJBmljr9Od6QKY1B9yuddHpDYETxSTpGBrZFMItC9iMCgcBIMQHQCCDuVbpHWEYAnOUrhY7oxpEF0DxSCW04YOzAZlO0aF4MpUIUvFtStj7ty+ztHJmsenG45XluQ5+AIHjp/E33CspsUtz7n/l3/J3W/9BnduzVg1p3TVMUW1QItdXD1jcW5YLg7pgqKQtyjEPFWEtUilcKqMAr+NylsQGomOAoCLE2EQgAPvBMgBQqSeVJee2CIWh/vteU9vdJ9W8gZEbNwJaYHwytKP+xIioHTAOYMIliJ0+JA8YoTFyBVFqVFYVKgJdAhvaJolHP4QvzkhrD7/wgD8La9ND7YxLNpzlqdLpBLsXNmhay078xmT8Rg/VIxnY2a7MyZXdtmcLFidnrM4PKHb1PjW0Bofx0YLl7L60cTQhT4TG0Nyj08u+P2oyp5YFRB/NgXuXJjW4XundBmdLyQ0WFofs4kyhXGddxgUXgS0VAzGE67s7TK/dpX96/vcee0uN195hfHOjE3dUjvHww/u8b/+H/87b373L9M4t0vv4Quwjn8aiO10BcfR8SHOWR49ecB07hkMJty6+yrTvR0Obtzi0YMPeHTvA06OHrNen+NcB8FvpwIEYizVb1T6gs/Lubbtpv4TeCrBcylRQy9gAUkjejqRJy5+pF8rQ4gxWRyRHX+pFQGURJYVotRxtKKOrW0+jqyhrTsWqw2tMXSm+xvvlc/D8z0a9sm0cY9tdVHbkmAd2HPe+vN/w713vss/Xq/Zv/0VZjt3OHjjCkenkrqpGY0U850hJ8dnLM9X+M6zXHQ0tSWYhoDE2oB3IhkjR5cP0kSQEGIrj+h9Q0IMklw/klLEZEjYrpuAgEJfjEj0PiC8Q8voZxS8xzsTdQcJmpDGXwsIhrLQ7F+9znQ8YDydMJtPGA812CVHD49ZDzTWnfBHf/x/8+5738O4jjTPjMtbxM8TInzKV+Tz7IuSSjPd2ePq9ZtM5zsEHV1Mi2KA7SydCTSNY71uaJoO6wOd9VifZtGHqDo571HJ/dT3VuOkh8Pl1xkC/Ve2pS5PPVHCx55EIvVnxeRELFu50LliKXKhBeNRxWw2ZWc2RslAEBYlPG29ol6dR9UrwPnJMefHh5i2TUHPs0dr/dmc9/TexU26xDuHEILhYMArN6/zysFVfvtb32Q2HmHXNW1dc3pyzOHhYx58+CGLxRLrLO2mJiTjE+0CWsTNoBOpIFRKRCpjF6mfqTcYFKmmLYTUhybFVqWOPWZha0QDbBeYfo69FEmE8mm+tkyGb/1orRAfbn0Fg5CkLATooqCqBqybjto6autofcAnb4Tw0b6HzxifjAGVUh8739tRMwQKrdJMZx991tIiGQUZQ+k9UyUZu4CXAYfAK8ljE4O460HwhTSR4QMEj7xES4mSIpbKW4tyMAWk9EhEPKcC3nfQBtAicJ3ALWAj4P3QZxoEpYBhCGyAYRDbPsN6d8jqyozjdx9zEOC2gIFQMBpwrzFsXJx/6ADlAreQdCpg8UyD4JXhiBu7E7pmzbvnq23yOXioNBxMBwyEpW0sdLHFfS3g3SAoReBmoXjVCwrneCQDZ8QCNy0CYyE4GBRMULi27bvfsC6gHbwbYK7g9aJix1tq6VgEWHsobSx7NAJ2BpIdBNhU3QCsAzwJ8LiquHb3FVxwzK/u8s7JOX/05jvP7Pp6+oISCFVSjGfIakynhviNQQOVLagsjKWgaBwmmCRGqdg2QkFA44CmFJhpgR1pGFeEMo7Kkx5C1xG6BoFHeIc3Xey5sKDlEKE0WkcjWm89oJGFRhUDQqnxwiBCjRYWWQoKY5GmAeKoNdNsEC6apynfIrsa5wXBJ0MjAfu7BVd2RiA9a2f5+jd/jcFoj9//gz/h9HRFZz5f2YZfhOHuDl/77W8wu6pY2EMGBwVfeONrhPoaD+/DB/fOWJ9uCN01VNjBiYLarrFyThATvHd4K8D1PhUmBuQ2YF2cLKJkifMKQ4kqBCGYtI4EkIOYOZSAiqMr49M6FqoLWoRsUVLggyaIaptEKLREaYczC6xfI4SlFHE4rHEGY1ZIXTMuC0oNoj2jXZ/RrGvaow/g9Kfgk2nxNgfaT914dmitKYriGf22Szs00pohoyHgtZvX+MIX32A4HjAbjxEhUKmCgVC4dUezWLM4XbA8PaddrgnrDmFjNYAmIEPA+GhcqYVAhijDX9R1RqO5WDPQOwdE74AYwEdBqJ+D7hHI1IrqBSx9Rxf63vRYESGURg7HDCdDruzvcvPWLa7fuc38yh7zvR1m8zlCK+Sg5MnJGW/99dv80R//e777/e/HkdbPkBACTdPErGwvfn1GXPgRxPdWa81sOkfIgoODG/w3/+S/ZTyZMhpNMG3N+vyMH/3wHR48uM/5ySnL83O6bg2hQwaPurRG95UBKm3St3GXuPgjhSFPfQ3YVnj2+bvte3P5k0t5vl488DLGcS70M1Hi51IrVFmgqypOTRiNMd7Tdi1KCZyxrJdrurbDWvdMxZ8QAsZEo9fPak8mUoIsIiENHYUAUlMMhwxmV/ln/+L3+F/+1b/mzR/c596DY4Iu6bo4Ue30eIUIkrPTDWdPzlmfW9oGEB1tawlBRZHARakOrRCyJKAoKBHB4kOHJ7YVyCC3ZpQp+4uUKrUfRLPwGI87vHVIPDJ4vHdY1yKkp9Il08GA8XBIUWjKoWZQaW6/co3RqEJriZQdhar5d3/8v/HW238KIiBlwLRrrO8Ioq9aTl4o/rNdx0MI22kXnxZ/p8QBAKEKiqJkMB5z69VfQaroTqtkgRBl7DH2Dus91jq6znC+tDSdx7k4P7nvP5GyIKg01DzJk6F/RIX+RMTSNZ+yDltPQuefljMD4H0MRFP5ohapbypYpBSMhiXT6YjxUDMeD5FCxPmrbU3XxaBTq4C3Le1mg2lbjp48pt083z7Fz0wcAPrHvUzTB/rfI0JgPBjw97/yJXbmO9za2eXuzZu0pmG1XnF+dsLi5AzrHOvzJacnJ6xXK2hNDABlUn19KiXsxR4fEKqfgxy2pm6B5CyvBM6H7dzaWGTQZ5Ki1B18SNXIYrsQe+u2dhS9IunoW1uSktmLD0LiAaU1UhWcbBrWxiYDrUu36zPWgn6WONAvweLyQQmi6usvFvXobBzL5pXvm2pilU5fBdHPkg2XPuKSHJf2eEX45MQvwF8MKorLd1Js8bGLLG3oQ+h/PqTSw+Q30As6aQSlE/EcadEnE2NpYLzt430uBYyBDokJggFwQysqKeic4V4KMgnxutiVMKwK1sbgXEC6+CoMsBACiWNPSm6H+PmjIDkOgqDi65gIwdfGI+6vajpv45g3ATpdi0+kZE7gDVUwDo4uOI6C4L6Lr1OIWB3ztUrzuIsiEzKZOgVYA+cfuZ6895/5ovbzEUnKH8WFXmh2hntMixHaBcqlR7mAStlAi2CDxQItlqUQ2EmBn5W4cQXD+DxXATAtoW2joV3bYbsW6g7lK8bVFFHE0Xrr9QZjBOVgQFFoRAGuKvHeoEKLCJ5KB4JbY7oNhZB0zRrTdnHSgggUvqP0IY0/jY+a1sO1gwE3ru7w5GTBo0XD1Zv76GLED394P41yfHpD9XcKKZhenTI/mDLeLfkn/8M/Yv/2DTb1kMeHNaenK5pFx9kTSbMqqa2OgbnYxfoRXSvwXqIYo0SFdw3WSYQssc5Fr4FQEtBJjHUpW+uRwoPQ+KCSmVrqWZUegYZQgOhQqkbraIHn0NvWMK1AiJauPcWGDYUOoBq0DJi2wbcLynCOq5fo4DBnT2jOj/BdB+050ePi+fNsxYFPRgiJLhS3X7nFfHfGtWsHSCWYjsYMZIE3DuECpjXYtsO3BrOsMZsO27TYpol/OouxBhUCItiUZUznNvTl6irNVu//fiEOhHBRYeDS1/tscSMDQktUVaCrkqqqmE5mTK/ssbO7w5VrV9k92GO+N2c4mhLwVJMRXkrqruE//Nmf8yff+TN+/OMfU9f1M88kPktxINJv0+MGSabMmJQFk+kut2+/xm9+45tc3d/njddf5/333qNetzy4/5jHDx/x5MlDTk8fUW8WeNsRvEWlXnGRvKEu+x7IS0kZeFoIQKRQPHDR8vKRI/1I2IJLHz79uZ0YJuKfSIkqCqrRAKk0HsnulQOatuPJ4SFSBtqmZrNcP5fH92cnDqTE5rYF4rJHltxuwCGk3n7F7sFd/uk/+5/YbDp+8pO3+frv/AuK4Q5CCjrjEXrEZrFhfbZkcdxxflZTVYHFYk1Td6zXLZt1ixNQliXOKbyVsTWsczgagghxapYuKBjHODMl+qSQ0WPGW7ztLgQNH9DCI0WMaZUSKK2pipK9vRmz2ZzpdMRwVDAoS6aT2NpdDR3f/96fcu/e93j3p3/B2fJh2itIJDoZZAqEdJfGmn+2k0ayOPALIJXi2q1XmEznFNUIpTRaF7Rty3BYMh4OEFrhXOD0vOP0vKYzDtvFGdvOSYIsCLIXA6JS6aQkCKJClb4e+qfOVlfmop4pePA+9cXFEYRSeAaFZFCWWGdQSjIYVIxGJVoLenfiru2oNxusNTTNBu8M+1fmuLbl4b17MTvVPv8g47MVB+CTAmQpYp9oWWpsZ7ixt8fvfOtb3L19k+DjaDBTtyAF6+WKJ48fc3R0yOrkjLapMdYilIoZVB+SGt3PYJV4ETPC+NiG1AcSQnAhDqhY8uRShYiQcutOGGTaygrilAzrcO7ipcgQ+9V6w0SXMlhKKVwQrL2jAbwSOAfO+afehqfekWe0f/jZ4sBlLsv58QUKfFw0BOB7U9B+q/+zSir7QCa+/lhmf9FyctmIKP47yfPjI0cTLn0OH8kgpE/iyMGLmeJCxFaFwMW93R+NhSQaxsUxigYhueqGJG7Eo3EiTmIoUs9qrHiW2yOLT5g48CxIgfLRA3srUAFaxp/wnu24RYJA4ZPmpNjWs2xf8C93YbwY4sBHEQzKGSM9oXKCoZHM/JARA8ZyhtQVrbAY6Vjbhnt2ST2SuKnCDDR+UCDLCmkcWgQqL/CLBbaraVtPqD0VsDOega5wtKxXS0wrqMoKWXqc9vhCoXBoYcAGfFfjbI3xLUqBMBbtA6pQBO8pRYjj15RmOtZsGsfp2lCONMPpgJOzDedNL2y9aO/5p8tT96OUIDyjyYgvfPVVDl7fZ3xlysFrV6mKAzbHhrOTDzk5HLBcS4QYgNyn7krWtacxEPwEzQgpPMYrnNPEwmSB8zFwL5THi4a6dgQVJ0oIK1CqBBHFW60kaBCiiHewcKiipSgCiALnBa2tscJQCI+SnuBPqbsFPnSUas1QebR30Jyxevgum7NjQr1E2Brh7fZ1h7/xHXm2PHdxYLtpE1ujx9lkwrUbV7l6/So3b1ynKkqccSyWC3Z29xjqMnqNNIZu3bA+X7A6Od+OoHNNSzCWYC3WGUzXYbsuVv+k0UKx7S+g0gIsUjwRtisDeJGcypXi4M4tJtMpk50Z450Js+mc8WzGYDJFFZqilKjhmGqoGasBR6tzvITvv/UWb/7nN3n3vfd59Phwu8496xLyZycOfPK1LGVa07b+PAPGozFKK778xa/wL//l/8hXvvw1vv/dt3n48IT1Zs354pCjJw85enLI8uyEplnRtRuc7fDBoFRMJPg0Ern/7dtWA54+lE86sj5CgYu6ndB/LgS6iHsApKAoS2ShkUom0cBTVQOCD2yaDmMcbdtGUTd4fHAXPQnPmM9SHIikZNClqur49/57LqIlgaQYTfHW413NcLLDbP8VvvD3vsnX/8HvMpzuxckNztC2DevzjoEqqDcth49POXpyxmK5xgRDJTWLk5p6aWg7i7ciZvKVwnoPUqJDFPVDKvUOIU4ekCKgVIjT33xACcFkEqe+VeWAclAiVKxMvnGwS1GVDEclBI8MgcMnf81fv/tnSGn44L0fcXLyISEYegvbvippO6W+TyiFVLGQxYEXQxyAqEgXVcmVgxuMJxPmO3NM11IVmsFgQFHEi8o4RdMGfD8Cxwm6LmCcwKQLy3tPZxxnq9j/rmScZGC9AykptI6l76ncqOsMeL/1vxqUBaOyYFCVCDxVqZOTuaEsdTJTcnRmTdtsCC6WsnZtQ9PEEtXVeoHvWvAujQl6MXgm4kB66FyMGuwFmT5jHzjY3eGNO69w5+Aqr9+9g9aa4bDCrGuauubo5JjjwycszxYslkuqsmSzXrNZrfCu3wjFAMWFcDGUIvTGNwLh+9KyeFhByejemmba+hDS9INUmkY0uvLO42LBAj71h4sQHfIBuv5DxPLvrftt/3s+cpf2+fMUavAsgsu/vTjwcS6HI+GXMN75+AIvPvK5f0oA+Nk/99Hv6D/6eoZLnuvio0KESKWJMRsc0r5ObPfmMvW6xU2KTPd3H35eSqwgQhyL5UU0oZSA18R+99Avsv3xPruN44spDkQEkgLJPjNuc8C+uMKN67eQRYHBsbItK1PznjlmPYJ2BGvpaFMgYc6XqCAYhIA5Pyd0LVKUqFajAswGBWUxoDMVbbdm488JtBg6pIiD1IQwFNLG+emmjfO7idMOSwSzkeT6jQPG0xK85f57j7GyQJUVy03L0bqJrSefcH8/JWN9XpsWfy79a+xNfANaK/RI8lu/+yV+4x9/gXf+8oTl4YKdKzep6ymtFajiKrUtWdaBulWYdgx+QsxWaXynMSIglcdTxOe4jGu4MxLnNcEHQpDIokTJOCpPBJEmXSjwKvoXlDVKbrAh0NnAuj2nsyuE8AxKzXTusb7l9PQJ1AvK9gxWZ7A6pjl9nNKUL+486+cuDiQuj0IUIlZxzWYzrl474O6rd5lMppyenyFLxXQ05WBnl1JoXG3AOHxrGA2HFFqD85imptvUdG1LUzc0mw3dpqFt2lhl0JmYcU4b5W31nxQURUkgMBqPmM5nDCcjXv/qV5jMppSDAlVoUBojoaoqNpOCB2XDa4ceWYz40U/e5o+/8x2sszx8/JhHjx/TZwp6o8ZnLQY9+8qBj/OUKCgkvZuz1gW/+Rvf5Pd+739GiIr33nuEliVVqTk/PWV1vmR1fsLZ2RGnp8ds6g2LxRl1vSJgsaYFH8e99q2Wl9fui9+/lQy2f4/xVVxjfUoMSaUIQsaEYlkgpaQaVPSjb32Apm1pu4ZqWLJer1mv67gp7NtR+2Thc3puP4u2go/TV4pwKW65iFLjmx3NBCWByewq//C/+z0IHXd+5Wvs3/0SUpVoo3DB07WWtjasVm2cPNMYpFIslksWZ4Zmbejqjvl8jukM601D09bYrmM4VDGh6wPGWqz1jAYF8/kAEUJ85mvN3t6c2WyMVppBOYpJHdPQbB5hvKUqi2hWKA1//hf/hh+8/W28iOLChagZPchEX2fSB3gXOuNnThYH/osRVIMh89kcpVW8MArN3pUZV/avEChRuorZSOdwNuCcAlXG0iIfS5ON8Zwt6thHIlU0+vIBqTVlWSKkJBBQWrOuG3AepeNcUIlnUMQHc+x5BJV6s53vUq+bp22WUR1tO+rVmtOjQ6y3COexpn4hTUs+e3Hgk4l97SKKMj7qvhK4fuUKr964yRdff53JdMR0NGJvMuH0+JjVekXTNGxW63SuDacnJzSbDXUTAwlrDQiJCwFn47xysX3okzaIaaaxEFFZVhIvBda5KBar5GArQhKcHFIotJSYNo5nggtzG0MykwMIF67FP9vB+NlmnP5LxYGLo/zljvfy1v3nfR+/1G96+t/qn/UyXFQ8XN6ub98JkVogkolOX+8YSCdZiO1B9Sb4vbIdvxi24kN4tqf2E3mRxYGeAsWEIRUlw+GIb1z9r5hXcxbtmpNuyemgYzWVbKRlLX2cMLFp6I6OcE2HaGpE16AC7OgdFGV0TEakSo94DzZhhWVNJww2nWOJZ0LAC0ElA6MQK03OQlwvBkPFa2/c5fadA5qu4U++8wMO16klxEchKNPTV0wIhAp8+ddvcvu1GX/13UfszW5y4841OoZQDiiqfTZW0LkSZwasao2143iPek2wChcMQRi6MCQUI1rvosmHFfhOolWFkgOsN4gQmAxAoWOPq7R4r6NEqJb4cIKlw1jPZrPANksIHXpasLc3iMZrh49wxw8Qj94ltA24jud+A/8teJHEgcvjxiLx8/F0wu7eLqrQTHfn3Lpxk2v7B7SrDaUomE9nDHWB946yrPDWYNqOYC3B+2g2Zj3BOLyx+M5irUMQhQCEiD5TWiNlSvxIyWg0YDSdUAxKJru7jEYjZCnZNBsW9Zp7Dx/w8MPH/No/+gf8eHGft/7tn2E6w9HZIfc/fEgIfitAhDRHL97yz/66eJ7iwN/kwn8RQgiKomC+s8Prv/Ilbt96nbIYMh2NmU/nKKEwXcvDD+8zno0RwOHREWdnJ7RdzWJxSluvMabFdBZrLN7FeDD40Osy6W2P1xkhlcfLWB0iVRQFlNboIgpA/X1R1zVlVaJUlBsWiyXresNytYxrtfdbcamPUuQ2qxA+Yob5bHg+4sAns/Wg2Cb5ZJINHNPdfZqm5ZXXvsK1u1/l13/rn3L95hdpNis0HcNqQtcJ1hvLpk4eVZ3FW0O9WlJvYD4b07Yd6/Wa5eKcet2yuzcBBD44TGcxxjEcFMymA5SEqiqpyoqyKFFaoIVmWA2oF8d8980/4f/7/h/QujUi+YJJFJvNkqZdbscRvkhkceBTRAjB7m4UB64cXGd3d58QOpqmpuscSlYUg2F0xgxEMSAIHBpdliilcS4kgSAG0dbGnrfY6qLx3saAJFhs1xKciQZIQiJUdM8URYUQnrKq0EpycvKYzeqMowcP6Zoa1734QcazFgc+WsoEJFsIsTUOJMCNg32stbx29w6v3XkFu9pwc/+A8ajCO0fT1FFp9g7TGrq24/xswWKxQCpF5yyrxZJ2U2ONidUaIoBL5YjJcMcR/QMsAUOI/a6ArGKva8DjnUUEaJ1M14ojhFgp0M/LfdH5ZSoHPs9c1BRctDPEzETs+w8p0BAXGjkhbSwvNUV87vg8iAMf5ZLnOEJIbu7dwQwkLZYwHlJdOcB2HWXbYpdr5LpmIGB5fsrE7zMaAu4cVw8QYUBJiaXFsaQaSCazIUtTc7Y8w1mDFpJBEMyVYFxVFIXm4XLJWfAYKXjt1Rt88Uu3WTUt3/7OX3FW2xf8af6CkOLIEKAaFNz94i1Gu3tMpzcYDPdokTg1xppA7QNtNwRf0NWxsk4UA2qhQVQoXeF8h7JtnGluB5RqiGRI0BrvWyRnFAzwVlN7jzGGICRerQmcYVRH1zq6w5/A8jBWA1QCnvwkrvGEXtl9rm/bL8qLIg7Az4gdk4gqBBzcuM7e3h6FUlzd3+fawXX2967QrNeE4BiOR9y7fw/nLJPRmPFoxHAwYFAOqVQcl1iIPkFUMhgO6bqOumkptGYymVCVJb3hrwkOYw0Gx3g0QknJpms42yw4OzvlJ+/8lB/ee4+TxSmPHj6Os+uDSFUCfvu64qXRZ1Wf1Tt6wYtQOQA8lR+IzvEfqRhRBbqo4qherfnqV/8ed195la7pODo65uu/+ZvMd3Y4Pj5mvV7TtA2r9RK8xTtLZwxt29I1LcZE07nAheDkfTQB985dbKTSKATvHN7FPvHhYEg1qDDW8ujRI4QSSBWFgtPT0+1mrG8fDE+9wFQWSmwzfB5TKF4kcSCSKilS9a9Knh+xPVclXwrNq2/8GjsHd+i6ljvXd9m//gZe7/DKq1/FBkvbrNmdvoKUJd4ZuqbFtjUeSWcMpmvx1jCaDHDOYY3BOhef+wSKIlUNSBWrAqTkzf/0h5i2QSqJUhveeed7vP/TH1yMxk3ncfsyXkCyOPAZUVYVZVEk5dqncuBLowzT36vBiFuvfQEhJVJqhIgjEOM8TItNH877KCRYi2kbQohGhE1dU6iCwWCIUoK6XjGd71BVJVIquq7hwf0P6NoNtumdjF98lFI//5s+RS4vbn22QYpoPIIA5318CKXxZKUqECq6hx7s7PLF119lNCiZTae0bYP0gcloiAwSZy2r9QbjLG3bslwsWS2XmLbFdF2aSRyS4zFArDAw3mGDZ+Uc69TyIVLzWx8YQJwz/3mlfwA96/P9IvB0dUDYPhMuNgV/9/i0F5vnjVAKWVbp/oX9q9fZG88YCPjwg3vIpmA0KXFuja8lwc5QosSyQYqayVSxMxtw4+5dbt68wf/5B7/Put4wFIJKSoqiwArB2aZmRTS23JuMGYwrVuuaxarmOQ2U+dyjCo1UinIwZjSe4oNjsruH0BoXJKqYo4sdOmPoUDhdUqpYyeOJniBSRhMrYRWlLBFUoDU+NLTNEViJM4rGCpwnmpBpQ/vkTWx9Eu+FbhNHHP4dIRpxvRjP87hefnz3LIRIe600VlREEfD69WvMp3MGgwGz8YRJyvL/8Cc/AhHY291jMhozHAwYloMoDihNITVaaaqqoixLFsslJ8cnCCW5dvUqs+mUADjn6Ixh3Wz4v/7w97HWIhD44GOMEQKmMyxXS7zv+80uasmeroLguT9Lu677DIT9p0vcLp++j1UM9GXlpMy9EPRj8bb/RhBJfo9JHq1KtCoodMk3v/Fb3Lx5m01bs17XBB8TMZ1pKUudXOHBmlg5YjqLc3Y7YRyI7Z2pLdf5ZBQnHAQfN5JdG2PGQqGLgrbrePjoETZEe8IQwrZ14OnXdrmOMFVBPefzba2N984LuCcTl66bIC8mUMQxhdG1qawKBJrhbJ9v/cPfYblecPzkmN/+r/85o9EuXRewzrBaPEGVI4wDHwRaCrQSqTWhw1oLSB588BY/fPvb298uksfYyfHDmMj9HPNZmB5mcSCTyWQymUwmk8lkMpnPIZ/mdl5/av9S4nmro5lMJpPJZDKZTCaTyWR+MZ5j81Emk8lkMplMJpPJZDKZF4EsDmQymUwmk8lkMplMJvOSk8WBTCaTyWQymUwmk8lkXnKyOJDJZDKZTCaTyWQymcxLThYHMplMJpPJZDKZTCaTecnJ4kAmk8lkMplMJpPJZDIvOVkcyGQymUwmk8lkMplM5iUniwOZTCaTyWQymUwmk8m85GRxIJPJZDKZTCaTyWQymZecLA5kMplMJpPJZDKZTCbzkpPFgUwmk8lkMplMJpPJZF5ysjiQyWQymUwmk8lkMpnMS04WBzKZTCaTyWQymUwmk3nJyeJAJpPJZDKZTCaTyWQyLzlZHMhkMplMJpPJZDKZTOYlJ4sDmUwmk8lkMplMJpPJvORkcSCTyWQymUwmk8lkMpmXnCwOZDKZTCaTyWQymUwm85KTxYFMJpPJZDKZTCaTyWRecv5/8TyyprN4r40AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1280x960 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def create_loaders(train_transform, test_transform, folder=\"./road-signs\"):\n",
" \"\"\"\n",
" Utility function to create loaders from transforms.\n",
" Used mainly to speed up creation of custom loaders (in this project grayscale).\n",
" The same transform is applied to validation and test set.\n",
" \"\"\"\n",
"\n",
" # From the docs is_valid_file is normally used to check for corrupt files, here a cutom version is used to quickly split train and test\n",
" # this is done because of the nested folder structure:\n",
" # Graphical representation of the folder structure:\n",
" # road-signs/\n",
" # ├── <sign name>/\n",
" # │ ├── train/\n",
" # │ └── test/\n",
"\n",
" # on top of that, the same is_valid_file mechanics is leveraged to select the validation set (5 samples per class from train folder)\n",
" val_paths = set()\n",
"\n",
" for class_folder in os.listdir(folder):\n",
" train_folder = os.path.join(folder, class_folder, \"train\")\n",
" if os.path.isdir(train_folder):\n",
" train_files = os.listdir(train_folder)\n",
" val_samples = random.sample(train_files, 5)\n",
" for sample in val_samples:\n",
" val_paths.add(os.path.normpath(os.path.join(train_folder, sample)))\n",
"\n",
"\n",
" is_train = lambda p: os.path.normpath(p).split(os.sep)[-2] == 'train' and os.path.normpath(p) not in val_paths\n",
" is_validation = lambda p: os.path.normpath(p) in val_paths\n",
" is_test = lambda p: os.path.normpath(p).split(os.sep)[-2] == 'test'\n",
"\n",
" train_set = torchvision.datasets.ImageFolder(folder, transform=train_transform, is_valid_file=is_train)\n",
" train_loader = torch.utils.data.DataLoader(train_set, batch_size=32, shuffle=True, drop_last=False, num_workers=2)\n",
"\n",
" # no augmentation for validation and test set\n",
" val_set = torchvision.datasets.ImageFolder(folder, transform=test_transform, is_valid_file=is_validation)\n",
" val_loader = torch.utils.data.DataLoader(val_set, batch_size=32, shuffle=False, drop_last=False, num_workers=2)\n",
" test_set = torchvision.datasets.ImageFolder(folder, transform=test_transform, is_valid_file=is_test)\n",
" test_loader = torch.utils.data.DataLoader(test_set, batch_size=32, shuffle=False, drop_last=False, num_workers=2)\n",
"\n",
" print(f\"Train size: {len(train_set)}\")\n",
" print(f\"Validation size: {len(val_set)}\")\n",
" print(f\"Test size: {len(test_set)}\")\n",
"\n",
" return train_loader, val_loader, test_loader\n",
"\n",
"\n",
"transform = torchvision.transforms.Compose([\n",
" torchvision.transforms.RandomHorizontalFlip(),\n",
" torchvision.transforms.RandomRotation(10),\n",
" torchvision.transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.05),\n",
" torchvision.transforms.ToTensor()\n",
"])\n",
"\n",
"train_loader, val_loader, test_loader = create_loaders(transform, torchvision.transforms.ToTensor())\n",
"num_classes = len(train_loader.dataset.classes)\n",
"\n",
"images, labels = next(iter(train_loader))\n",
"plt.figure(dpi=200)\n",
"grid = torchvision.utils.make_grid(images, nrow=8, normalize=True).permute(1, 2, 0)\n",
"plt.axis(\"off\")\n",
"plt.imshow(grid)\n",
"print([train_loader.dataset.classes[i] for i in labels])\n",
"print(images.shape)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "592f05e6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train size: 788\n",
"Validation size: 100\n",
"Test size: 200\n",
"['prohibitory-no-stopping', 'misc-dead-end', 'warning-steep-ascent', 'mandatory-keep-left', 'warning-slippery-road', 'mandatory-keep-left', 'mandatory-keep-left', 'prohibitory-no-trucks', 'misc-pedestrian-crossing', 'mandatory-keep-left', 'prohibitory-no-turn', 'prohibitory-no-turn', 'mandatory-keep-left', 'mandatory-cycle-path', 'prohibitory-no-turn', 'mandatory-cycle-path', 'warning-curve', 'warning-slippery-road', 'prohibitory-no-transit', 'misc-parking', 'mandatory-keep-left', 'misc-bus-stop', 'misc-bus-stop', 'misc-gas-station', 'misc-pedestrian-crossing', 'misc-bus-stop', 'misc-gas-station', 'warning-series', 'mandatory-go-straight', 'warning-slippery-road', 'mandatory-roundabout', 'warning-series']\n",
"torch.Size([32, 1, 200, 200])\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1280x960 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# here let's create the grayscale dataset, same as before\n",
"transform_gray = torchvision.transforms.Compose([\n",
" torchvision.transforms.RandomHorizontalFlip(),\n",
" torchvision.transforms.RandomRotation(10),\n",
" torchvision.transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.05),\n",
" torchvision.transforms.ToTensor(),\n",
" torchvision.transforms.Grayscale(num_output_channels=1)\n",
"])\n",
"\n",
"# no augmentation for test set\n",
"transform_gray_test = torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor(),\n",
" torchvision.transforms.Grayscale(num_output_channels=1)\n",
"])\n",
"\n",
"train_loader_gray, val_loader_gray, test_loader_gray = create_loaders(transform_gray, transform_gray_test)\n",
"\n",
"images, labels = next(iter(train_loader_gray))\n",
"plt.figure(dpi=200)\n",
"grid = torchvision.utils.make_grid(images, nrow=8, normalize=True).permute(1, 2, 0)\n",
"plt.axis(\"off\")\n",
"plt.imshow(grid)\n",
"print([train_loader_gray.dataset.classes[i] for i in labels])\n",
"print(images.shape)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "53deabdc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Color histogram shape: torch.Size([7, 192])\n",
"Edge direction histogram shape: torch.Size([7, 64])\n",
"RGB Co-occurrence shape: torch.Size([7, 729])\n",
"HOG shape: torch.Size([7, 900])\n"
]
}
],
"source": [
"def color_histogram(img, bins=64):\n",
" n = img.shape[0]\n",
" c = img.shape[1] # num channels, useful to compute both grayscales c=1 and rgb c=3\n",
" img = (img * bins).long().clamp(0, bins - 1)\n",
" img = img + torch.arange(0, c * n * bins, bins, device=img.device).view(n, c, 1, 1)\n",
" hist = torch.bincount(img.view(-1), minlength=(c * n * bins)).view(n, c * bins)\n",
" return hist / img[0, 0].numel()\n",
"\n",
"\n",
"def edge_direction_histogram(img, bins=64):\n",
" n = img.shape[0]\n",
" SOBEL = torch.tensor([\n",
" [[[-1, 0, 1], [-2, 0, 2], [-1, 0, 1]]],\n",
" [[[-1, -2, -1], [0, 0, 0], [1, 2, 1]]]\n",
" ], dtype=img.dtype, device=img.device)\n",
" gray = img.mean(1, True)\n",
" grad = torch.nn.functional.conv2d(gray, SOBEL)\n",
" magnitude = grad.norm(dim=1)\n",
" angle = torch.atan2(grad[:, 0], grad[:, 1])\n",
" directions = (bins * angle / (2 * torch.pi)).long() % bins\n",
" directions = directions + torch.arange(0, n * bins, bins, device=img.device).view(n, 1, 1)\n",
" hist = torch.bincount(directions.view(-1), weights=magnitude.view(-1), minlength=n * bins).view(n, bins)\n",
" hist = hist / hist.sum(1, True).clamp(1e-6)\n",
" return hist\n",
"\n",
"\n",
"def _cooccurrence_matrix_dir(values, bins, di, dj):\n",
" b, m, n = values.shape\n",
" codes = values[:, :m - di, :n - dj] + bins * values[:, di:, dj:]\n",
" codes += torch.arange(0, b * (bins ** 2), bins ** 2, device=values.device).view(b, 1, 1)\n",
" entries = torch.bincount(codes.view(-1), minlength=b * (bins ** 2)).view(b, bins, bins)\n",
" return entries\n",
"\n",
"\n",
"def rgb_cooccurrence_matrix(img, quantization=3, distance=10):\n",
" n = img.shape[0]\n",
" c = img.shape[1] # num channels, useful to compute both grayscales c=1 and rgb c=3, same as color histogram\n",
" img = (img * quantization).long().clamp(0, quantization - 1)\n",
" img = (img * (quantization ** torch.arange(c, device=img.device)).view(1, c, 1, 1)).sum(1)\n",
" bins = quantization ** c # the num of features is actually the square of this cause i do 2 mats\n",
" mat = _cooccurrence_matrix_dir(img, bins, distance, 0)\n",
" mat += _cooccurrence_matrix_dir(img, bins, 0, distance)\n",
" mat = (mat + mat.permute(0, 2, 1)).view(n, -1)\n",
" mat = mat / mat.sum(1, True)\n",
" return mat\n",
"\n",
"\n",
"def histogram_oriented_gradients(img, orientations=9, pixels_per_cell=(32, 32)):\n",
" # orientations: Number of orientation bins\n",
" # pixels_per_cell: Tuple of (cell_height, cell_width)\n",
" \n",
" n = img.shape[0]\n",
" features = []\n",
" \n",
" for i in range(n):\n",
" # Convert to grayscale numpy array [H, W] and move to CPU (scikin on cpu only)\n",
" gray = img[i].mean(0).cpu().numpy()\n",
" \n",
" hog_feat = hog(\n",
" gray,\n",
" orientations=orientations,\n",
" pixels_per_cell=pixels_per_cell,\n",
" cells_per_block=(2, 2),\n",
" feature_vector=True,\n",
" transform_sqrt=True # power law compression\n",
" )\n",
" \n",
" features.append(torch.tensor(hog_feat, dtype=img.dtype, device=img.device))\n",
" \n",
" return torch.stack(features)\n",
"\n",
"\n",
"# test on random tensors to se shapes\n",
"x = torch.rand(7, 3, 200, 200)\n",
"ch = color_histogram(x.clone())\n",
"print(f\"Color histogram shape: {ch.shape}\")\n",
"edh = edge_direction_histogram(x.clone())\n",
"print(f\"Edge direction histogram shape: {edh.shape}\")\n",
"h = rgb_cooccurrence_matrix(x.clone())\n",
"print(f\"RGB Co-occurrence shape: {h.shape}\")\n",
"hog_tensor = histogram_oriented_gradients(x.clone())\n",
"print(f\"HOG shape: {hog_tensor.shape}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b23ffdf5",
"metadata": {},
"outputs": [],
"source": [
"DEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"\n",
"def standardize(X):\n",
" \"\"\"\n",
" Standardize the input tensor X (zero mean, unit variance).\n",
" \"\"\"\n",
" mean = X.mean(dim=0, keepdim=True)\n",
" std = X.std(dim=0, keepdim=True).clamp(min=1e-6)\n",
" X_standardized = (X - mean) / std\n",
" return X_standardized, mean, std\n",
"\n",
"def extract_features(loader, features_to_use=[\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]):\n",
" \"\"\"\n",
" Utility function to extract selected features from the given image loader.\n",
" Returns a tensor of features and corresponding labels.\n",
" \"\"\"\n",
" all_features = []\n",
" all_labels = []\n",
" \n",
" with torch.no_grad():\n",
" for images, labels in loader:\n",
" images = images.to(DEVICE)\n",
" \n",
" color = color_histogram(images) if \"color_histo\" in features_to_use else None\n",
" edge = edge_direction_histogram(images) if \"edge_dir_histo\" in features_to_use else None\n",
" cooccur = rgb_cooccurrence_matrix(images) if \"rgb_cooc_mat\" in features_to_use else None\n",
" hog_feat = histogram_oriented_gradients(images) if \"hog\" in features_to_use else None\n",
" \n",
" features = torch.cat([f for f in [color, edge, cooccur, hog_feat] if f is not None], dim=1)\n",
" all_features.append(features.cpu())\n",
" all_labels.append(labels)\n",
" \n",
" return torch.cat(all_features), torch.cat(all_labels)\n",
"\n",
"\n",
"def extract_and_standardize(train_img_loader, val_img_loader, test_img_loader, features_to_use=[\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]):\n",
" \"\"\"\n",
" From the given image loader, extract features and standardize them.\n",
" Return a new loader with standardized selected features.\n",
" \"\"\"\n",
" \n",
" train_features, train_labels = extract_features(train_img_loader, features_to_use)\n",
" val_features, val_labels = extract_features(val_img_loader, features_to_use)\n",
" test_features, test_labels = extract_features(test_img_loader, features_to_use)\n",
"\n",
" # Standard scaling, good for SVM/Logistic Regression/MLP\n",
" train_features_norm, mean, std = standardize(train_features)\n",
" val_features_norm = (val_features - mean) / std\n",
" test_features_norm = (test_features - mean) / std\n",
"\n",
" train_loader_features = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(train_features_norm, train_labels), \n",
" batch_size=32, \n",
" shuffle=True\n",
" )\n",
" val_loader_features = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(val_features_norm, val_labels), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
" test_loader_features = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(test_features_norm, test_labels), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
"\n",
" return train_loader_features, val_loader_features, test_loader_features, train_features_norm.shape[1] # also return num features"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9c4107b1",
"metadata": {},
"outputs": [],
"source": [
"def evaluate(model, loader, loss_fun):\n",
" model.eval()\n",
" total_loss = 0.0\n",
" correct = 0\n",
" total = 0\n",
" with torch.no_grad():\n",
" for imgs, labels in loader:\n",
" imgs = imgs.to(DEVICE)\n",
" labels = labels.to(DEVICE)\n",
" logits = model(imgs)\n",
" loss = loss_fun(logits, labels)\n",
" total_loss += loss.item() * imgs.size(0)\n",
" preds = logits.argmax(dim=1)\n",
" correct += (preds == labels).sum().item()\n",
" total += labels.size(0)\n",
" avg_loss = total_loss / total\n",
" avg_acc = correct / total\n",
" model.train()\n",
" return avg_acc, avg_loss\n",
"\n",
"def train(model, optimizer, loss_fun, train_loader, val_loader, epochs=20, verbose=0, plotting=False, patience=10):\n",
" if verbose > 2:\n",
" verbose = 2 # cap verbosity to 2\n",
" \n",
" steps = []\n",
" accuracies = []\n",
" losses = []\n",
" val_accs = []\n",
" val_losses = []\n",
"\n",
" step = 0\n",
" model.train()\n",
" best_val_loss = float('inf')\n",
" patience_counter = 0\n",
" early_stop = False\n",
"\n",
" for epoch in range(epochs):\n",
" # early stopping check\n",
" if early_stop:\n",
" break\n",
" # note that here, if the loader passes low-level features, imgs variable contains images expressed as low-level features!!!\n",
" for imgs, labels in train_loader:\n",
" imgs = imgs.to(DEVICE)\n",
" labels = labels.to(DEVICE)\n",
" optimizer.zero_grad()\n",
" logits = model(imgs)\n",
" loss = loss_fun(logits, labels)\n",
" loss.backward()\n",
" optimizer.step()\n",
" step += 1\n",
" predictions = logits.argmax(dim=1)\n",
" accuracy = (predictions == labels).float().mean()\n",
" steps.append(step)\n",
" accuracies.append(accuracy.item())\n",
" losses.append(loss.item())\n",
" val_acc, val_loss = evaluate(model, val_loader, loss_fun)\n",
" val_accs.append(val_acc)\n",
" val_losses.append(val_loss)\n",
"\n",
" if verbose > 0 and step % (10 ** (3 - verbose)) == 0:\n",
" print(f\"{step} [{epoch}] Loss: {loss.item():.4f} Acc: {accuracy.item() * 100:.1f}\")\n",
" print(f\"Epoch {epoch}: Val Loss={val_loss:.4f}, Val Acc={val_acc * 100:.1f}\")\n",
" \n",
" if val_loss < best_val_loss:\n",
" best_val_loss = val_loss\n",
" patience_counter = 0\n",
" else:\n",
" patience_counter += 1\n",
" if patience_counter >= patience:\n",
" print(f\"Early stopping at epoch {epoch}, step {step}\")\n",
" early_stop = True\n",
" break\n",
" \n",
" if plotting:\n",
" fig, ax1 = plt.subplots(figsize=(fig_width, fig_height))\n",
" ax1.set_xlabel(\"Iterations\")\n",
" ax1.set_ylabel(\"Accuracy\", color=blue)\n",
" ax1.plot(steps, accuracies, label=\"Accuracy\", color=blue, linewidth=2, alpha=0.7, linestyle='dashed')\n",
" ax1.plot(steps, val_accs, label=\"Val Accuracy\", color=blue, linewidth=2)\n",
" ax1.tick_params(axis='y', labelcolor=blue)\n",
" ax1.set_xlim(0, steps[-1])\n",
" ax1.set_ylim(0, 1.05) # accuracy between 0 and 1\n",
" ax1.grid(linestyle='dotted')\n",
"\n",
" ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n",
"\n",
" ax2.set_ylabel(\"Loss\", color=red)\n",
" ax2.plot(steps, losses, label=\"Loss\", color=red, linewidth=2, alpha=0.7, linestyle='dashed')\n",
" ax2.plot(steps, val_losses, label=\"Val Loss\", color=red, linewidth=2)\n",
" ax2.tick_params(axis='y', labelcolor=red)\n",
"\n",
" fig.tight_layout()\n",
" plt.title(\"Accuracy and Loss over Iterations\")\n",
" plt.show()\n",
"\n",
" return steps, accuracies, losses, val_accs, val_losses\n",
"\n",
"def test_conf_mat(model, test_loader, nclasses=20, verbose=True):\n",
" conf_mat = torch.zeros(nclasses, nclasses, dtype=torch.long)\n",
"\n",
" for imgs, labels in test_loader:\n",
" imgs = imgs.to(DEVICE)\n",
" labels = labels.to(DEVICE)\n",
" \n",
" with torch.no_grad():\n",
" logits = model(imgs)\n",
" predictions = torch.argmax(logits, dim=1)\n",
"\n",
" codes = labels * nclasses + predictions\n",
" hist = torch.bincount(codes.cpu(), minlength=nclasses ** 2)\n",
" conf_mat += hist.view(nclasses, nclasses)\n",
"\n",
" accuracy = conf_mat.diag().sum() / conf_mat.sum()\n",
" if verbose:\n",
" print(f\"Accuracy: {100 * accuracy:.1f}%\")\n",
"\n",
" # since the confusion matrix is evaluated for the accuracy, it can be safely returned\n",
" return conf_mat\n",
"\n",
"def plot_conf_mat(conf_mat, classes):\n",
" conf_mat_norm = conf_mat / conf_mat.sum(1)\n",
" plt.figure(dpi=100)\n",
" plt.imshow(conf_mat_norm, cmap=\"Blues\")\n",
" plt.xticks(range(len(classes)), classes, rotation=90)\n",
" plt.yticks(range(len(classes)), classes)\n",
" plt.colorbar()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b8c0b8cb",
"metadata": {},
"outputs": [],
"source": [
"LR = 0.001\n",
"\n",
"class ModelWrapper():\n",
" \"\"\" \n",
" Wrapper class for logistic regression model using low-level features. \n",
" Useful to define directy a new instance when training with different features while retaining taining results.\n",
" \"\"\"\n",
" def __init__(\n",
" self,\n",
" features_used=None, \n",
" train_loader=None, \n",
" val_loader=None, \n",
" test_loader=None, \n",
" lr=LR, \n",
" classes=None\n",
" ):\n",
" \"\"\"\n",
" In this constructor, if features_used is None, the given loaders are assumed to already contain low-level features.\n",
" Otherwise, features are extracted from the image loaders.\n",
" If the loaders are provided directly as low-level features, remember to provide the 'classes' argument explicitly as it cannot be inferred.\n",
" \"\"\"\n",
" if train_loader is not None and val_loader is not None and test_loader is not None:\n",
" if features_used is not None:\n",
" self.features_used = features_used\n",
" self.train_loader_features, self.val_loader_features, self.test_loader_features, self.num_features = extract_and_standardize(\n",
" train_loader,\n",
" val_loader,\n",
" test_loader,\n",
" features_to_use=features_used\n",
" )\n",
" else:\n",
" self.train_loader_features = train_loader\n",
" self.val_loader_features = val_loader\n",
" self.test_loader_features = test_loader\n",
" self.num_features = train_loader.dataset.tensors[0].shape[1]\n",
"\n",
" self.lr = lr\n",
" if classes is not None:\n",
" self.classes = classes\n",
" elif features_used is not None:\n",
" self.classes = train_loader.dataset.classes\n",
" else:\n",
" raise ValueError(\"Cannot determine classes: please provide the 'classes' argument explicitly when features_used is None.\")\n",
" \n",
" self.model = None\n",
" self.optimizer = None\n",
" self.loss_fun = None\n",
" self.train_results = {\n",
" \"steps\": None,\n",
" \"accuracies\": None,\n",
" \"losses\": None,\n",
" \"val_accs\": None,\n",
" \"val_losses\": None\n",
" }\n",
"\n",
" def build_model(self, model, optimizer, loss_fun):\n",
" if self.model is not None:\n",
" print(\"Warning: overwriting existing model, optimizer, and loss function.\")\n",
" self.model = model\n",
" self.model.to(DEVICE)\n",
" self.optimizer = optimizer\n",
" self.loss_fun = loss_fun\n",
" \n",
" def train(self, epochs=20, verbose=0, plotting=True, patience=10):\n",
" steps, accuracies, losses, val_accs, val_losses = train(\n",
" self.model,\n",
" self.optimizer,\n",
" self.loss_fun,\n",
" self.train_loader_features,\n",
" self.val_loader_features,\n",
" epochs=epochs,\n",
" verbose=verbose,\n",
" plotting=plotting,\n",
" patience=patience\n",
" )\n",
"\n",
" self.train_results[\"steps\"] = steps\n",
" self.train_results[\"accuracies\"] = accuracies\n",
" self.train_results[\"losses\"] = losses\n",
" self.train_results[\"val_accs\"] = val_accs\n",
" self.train_results[\"val_losses\"] = val_losses\n",
" \n",
" def test(self):\n",
" conf_mat = test_conf_mat(self.model, self.test_loader_features, nclasses=len(self.classes), verbose=True)\n",
" plot_conf_mat(conf_mat, self.classes)\n",
"\n",
"\n",
"class LogisticRegressionModelWrapper(ModelWrapper):\n",
" def __init__(\n",
" self, \n",
" features_used=None, \n",
" train_loader=None, \n",
" val_loader=None, \n",
" test_loader=None, \n",
" lr=LR, \n",
" classes=None\n",
" ):\n",
"\n",
" super().__init__(\n",
" features_used=features_used, \n",
" train_loader=train_loader, \n",
" val_loader=val_loader, \n",
" test_loader=test_loader, \n",
" lr=lr, \n",
" classes=classes\n",
" )\n",
"\n",
" log_reg_model = torch.nn.Linear(self.num_features, len(self.classes))\n",
" log_reg_model.to(DEVICE)\n",
" log_reg_optimizer = torch.optim.Adam(log_reg_model.parameters(), lr=lr)\n",
" log_reg_loss_fun = torch.nn.CrossEntropyLoss()\n",
" self.build_model(log_reg_model, log_reg_optimizer, log_reg_loss_fun)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9ca4040b",
"metadata": {},
"outputs": [],
"source": [
"features_list = [\n",
" [\"color_histo\"],\n",
" [\"edge_dir_histo\"],\n",
" [\"rgb_cooc_mat\"],\n",
" [\"hog\"],\n",
" [\"color_histo\", \"edge_dir_histo\"],\n",
" [\"color_histo\", \"rgb_cooc_mat\"],\n",
" [\"color_histo\", \"hog\"],\n",
" [\"edge_dir_histo\", \"rgb_cooc_mat\"],\n",
" [\"edge_dir_histo\", \"hog\"],\n",
" [\"rgb_cooc_mat\", \"hog\"],\n",
" [\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\"],\n",
" [\"color_histo\", \"edge_dir_histo\", \"hog\"],\n",
" [\"color_histo\", \"rgb_cooc_mat\", \"hog\"],\n",
" [\"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"],\n",
" [\"color_histo\", \"edge_dir_histo\", \"rgb_cooc_mat\", \"hog\"]\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "213266fe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo']\n",
"100 [3] Loss: 2.2684 Acc: 40.0\n",
"Epoch 3: Val Loss=2.2921, Val Acc=27.0\n",
"200 [7] Loss: 1.6101 Acc: 50.0\n",
"Epoch 7: Val Loss=2.1178, Val Acc=29.0\n",
"300 [11] Loss: 1.3771 Acc: 65.0\n",
"Epoch 11: Val Loss=2.0474, Val Acc=29.0\n",
"Early stopping at epoch 14, step 371\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['edge_dir_histo']\n",
"100 [3] Loss: 1.9794 Acc: 40.0\n",
"Epoch 3: Val Loss=1.9587, Val Acc=38.0\n",
"200 [7] Loss: 1.6408 Acc: 55.0\n",
"Epoch 7: Val Loss=1.6360, Val Acc=51.0\n",
"300 [11] Loss: 1.3314 Acc: 75.0\n",
"Epoch 11: Val Loss=1.4644, Val Acc=57.0\n",
"400 [15] Loss: 1.4773 Acc: 55.0\n",
"Epoch 15: Val Loss=1.3541, Val Acc=61.0\n",
"500 [19] Loss: 1.2145 Acc: 80.0\n",
"Epoch 19: Val Loss=1.2710, Val Acc=61.0\n",
"600 [23] Loss: 1.1811 Acc: 65.0\n",
"Epoch 23: Val Loss=1.2153, Val Acc=62.0\n",
"700 [27] Loss: 1.1335 Acc: 80.0\n",
"Epoch 27: Val Loss=1.1683, Val Acc=62.0\n",
"800 [31] Loss: 1.3060 Acc: 65.0\n",
"Epoch 31: Val Loss=1.1315, Val Acc=64.0\n",
"Early stopping at epoch 35, step 893\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['rgb_cooc_mat']\n",
"100 [3] Loss: 1.9313 Acc: 40.0\n",
"Epoch 3: Val Loss=2.1116, Val Acc=34.0\n",
"200 [7] Loss: 1.1786 Acc: 65.0\n",
"Epoch 7: Val Loss=1.9724, Val Acc=42.0\n",
"300 [11] Loss: 1.4066 Acc: 65.0\n",
"Epoch 11: Val Loss=1.9212, Val Acc=45.0\n",
"Early stopping at epoch 15, step 397\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['hog']\n",
"100 [3] Loss: 0.1267 Acc: 95.0\n",
"Epoch 3: Val Loss=0.0626, Val Acc=100.0\n",
"200 [7] Loss: 0.0188 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0333, Val Acc=100.0\n",
"300 [11] Loss: 0.0160 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0243, Val Acc=100.0\n",
"400 [15] Loss: 0.0074 Acc: 100.0\n",
"Epoch 15: Val Loss=0.0195, Val Acc=100.0\n",
"500 [19] Loss: 0.0043 Acc: 100.0\n",
"Epoch 19: Val Loss=0.0163, Val Acc=100.0\n",
"600 [23] Loss: 0.0039 Acc: 100.0\n",
"Epoch 23: Val Loss=0.0144, Val Acc=100.0\n",
"700 [27] Loss: 0.0036 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0128, Val Acc=100.0\n",
"800 [31] Loss: 0.0051 Acc: 100.0\n",
"Epoch 31: Val Loss=0.0115, Val Acc=100.0\n",
"900 [35] Loss: 0.0025 Acc: 100.0\n",
"Epoch 35: Val Loss=0.0108, Val Acc=100.0\n",
"1000 [39] Loss: 0.0021 Acc: 100.0\n",
"Epoch 39: Val Loss=0.0101, Val Acc=100.0\n",
"1100 [43] Loss: 0.0021 Acc: 100.0\n",
"Epoch 43: Val Loss=0.0093, Val Acc=100.0\n",
"1200 [47] Loss: 0.0013 Acc: 100.0\n",
"Epoch 47: Val Loss=0.0088, Val Acc=100.0\n",
"Early stopping at epoch 48, step 1220\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'edge_dir_histo']\n",
"100 [3] Loss: 1.6493 Acc: 55.0\n",
"Epoch 3: Val Loss=1.5038, Val Acc=58.0\n",
"200 [7] Loss: 0.9741 Acc: 75.0\n",
"Epoch 7: Val Loss=1.1874, Val Acc=66.0\n",
"300 [11] Loss: 0.6844 Acc: 100.0\n",
"Epoch 11: Val Loss=1.0544, Val Acc=67.0\n",
"400 [15] Loss: 0.5982 Acc: 85.0\n",
"Epoch 15: Val Loss=0.9830, Val Acc=68.0\n",
"Early stopping at epoch 19, step 495\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 1.4186 Acc: 65.0\n",
"Epoch 3: Val Loss=1.9677, Val Acc=39.0\n",
"200 [7] Loss: 1.2446 Acc: 60.0\n",
"Epoch 7: Val Loss=1.8505, Val Acc=44.0\n",
"Early stopping at epoch 10, step 251\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'hog']\n",
"100 [3] Loss: 0.0453 Acc: 100.0\n",
"Epoch 3: Val Loss=0.0647, Val Acc=100.0\n",
"200 [7] Loss: 0.0122 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0366, Val Acc=100.0\n",
"300 [11] Loss: 0.0077 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0268, Val Acc=100.0\n",
"400 [15] Loss: 0.0079 Acc: 100.0\n",
"Epoch 15: Val Loss=0.0214, Val Acc=100.0\n",
"500 [19] Loss: 0.0071 Acc: 100.0\n",
"Epoch 19: Val Loss=0.0185, Val Acc=100.0\n",
"600 [23] Loss: 0.0051 Acc: 100.0\n",
"Epoch 23: Val Loss=0.0163, Val Acc=100.0\n",
"700 [27] Loss: 0.0031 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0144, Val Acc=100.0\n",
"800 [31] Loss: 0.0018 Acc: 100.0\n",
"Epoch 31: Val Loss=0.0131, Val Acc=100.0\n",
"900 [35] Loss: 0.0019 Acc: 100.0\n",
"Epoch 35: Val Loss=0.0120, Val Acc=100.0\n",
"1000 [39] Loss: 0.0017 Acc: 100.0\n",
"Epoch 39: Val Loss=0.0110, Val Acc=100.0\n",
"Early stopping at epoch 40, step 1021\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 1.0591 Acc: 75.0\n",
"Epoch 3: Val Loss=1.4051, Val Acc=57.0\n",
"200 [7] Loss: 0.8623 Acc: 85.0\n",
"Epoch 7: Val Loss=1.2197, Val Acc=63.0\n",
"Early stopping at epoch 11, step 288\n"
]
},
{
"data": {
"image/png": 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64GX3YQgycToYWxXB8zzAMCBk7FhHCBRFYfHixeN9GpcsdPsND7r9hgfdfsODbr/JjQmRIzQWEFUyjyxdBlswYWzm27thzM8Hz/Po+s1v4K+pQfq998JWUTHOZzvxwLIsqqqqMGfOnLCQj47BodtveNDtNzzo9hsepqL9dGXpSQwyM1Pa9hw5AgDgAwFQiUkgCBL9706dTHkdOnTo0KFjqmPKESFKxmwHgiWMBEXBc/gweJoGNzAwXqc2oUFRFObNmzdlnoZGGrr9hgfdfsPDeNrPz7D40946PPt+HWh2/JSZz7a68LMd53D4Ym/c39Xn3+TG1CNChYVAMOvfczBIhAwGkDYrAICn42/bMRXAsiyOHz8ulXLqiA+6/YYH3X7Dw3jab0dlBz6s68GB2h7srOwY8+OL+PnOc6hqc+GP70bva6kFff5Nbkw5ImScPQvGoFeIbm6GPyhORSYkAgC4/v5xO7eJDqvVOt6ncElDt9/woNtveBgt+1W29uE/hxrx8rFmtDrDK6tONDql7VPNzrD3LxXo82/yYsoRIdvKlbB/5CPS323f+S48R4+CTEgAAHBeL3id9YeBoiiUlZXpruEhQrff8KDbb3gYTfvVdg1g19kOvHGqDV1uf9j7MzJC1b1XzM4Me38soA7JMXGG6PT5N7kx5YgQwzBIWLNa+jvQ0IDef/wTEIvneB6cxxPh21MXDMPg8OHDU6r/zEhCt9/woNtveBhN+/np0IOj28dAXYhsNoTIQ0aiGeMBt085bpqNr1han3+TG1NHOjIIgiBgmTMHZGIiuP5+sE4nEq9YC9blQqChAYAQHqOSksb5TCcWCIJAamqqpKqqIz7o9hsedPsND6NpPx8T8q789YN6zMpORFayRXrNz4SIksUwPh6VPq8y9zPAcLCaYj8Xff5Fh+utHXC++AJYZx9Ytxu5P3gMCStXan6WdbnQ9r3vAwA4twvp998f8bNjhSlHhCiKAkGSMGRmItDfD7AsyMQkgAv9mPXKsXBQFIWZM2eO92lcstDtNzzo9hseRtN+co8QIDTJVhKh0L3VbByfIAQru7/bzIa4z0Off5ERaGpCy1e+gjnVQpNYxwsvovHe+6S/1Wj5yleQdM21SP3oHWBdLlxYvwEzd+8ClRy5ZdZoY8qFxuieHjR99nMgLKEfqu/0KSlHCNATprXAMAz279+vu4aHCN1+w4Nuv+FhNO0nJzoAwvpCegMholTVpuz5OFaYmZWEP39qGf78qWX4zZ2LYDHG55nS519kmAoLkfODH0h/J193LQDB86NGoKkJA/sPIPWjdwAAqORkJKxYgZ5nnhmbk42AKUeERMJjSE2VXuvf9wHIxETpb7Zf9wipQZIk8vPzpWaBOuKDbr/h4VKyn59h0eHyjfdpKDCa9lN7hJp6hcqxTpcPPppVEKUdle0jfvx4MZTwVrz243ke7X0+RVgwGnr6/ej3jyzJau/zIcBETwoPMBza+qL3UHO73XC5XNI/vz88IV4kNqzLhZ5nnkH6/fdpenh8lWdhLCxUvGYqLIDv7NnBhjOqmHqhMYsFPADCZJLyhPxVVTBkZiJ9yxaQiQkw5uaO92lOOJAkiWnTht7kdqpDt9/wcKnYj+V4PPZqJTpdfty7egZWzcwY71MCMLr2U3uEmhweHL7Yiz++W4vUBBMSzaFlJt4k5YmCeO333vku/PNAA7JTLPjxzfNAkpHJ14XOfvz0zSqYDCR+fMt8pCWYhn2+e6o78PyHjShIteKxTXM1yR/L8fjR62fR6vTirsuKcPWcbOk9H81KSe/l5eWK7z366KN47LHHwvY3sH8/2h59DKbCAmR+/eua50U3N4Xl31J2O1hnX7xDHFFM/MerEQbDMDCXCrFeU3Gx9Lqvqhq2isWwzJqlJ0prgGEY7N27V3cNDxG6/YaHS8V+5zvc6HQJT8x/2Vc/zmcTwmjaz6fyCDk9AUm00DEQwJrSDFHDNuyzYwmG5dDvZ9A7EIj7POK13z8PCIU3HX0+tA3iHdx2tBk8D/hpDq+caInrvCLh+Q8bAQDNDi/a+rSPX989IOk+nWxyKt578q1zeOzVSgDA2bNn0dfXJ/175JFHNPeXsHIlZu7aiaK//AWNn74X3srKsM8YCwrBBnt9imCdTlD2lLjGN9KYch4hkiSRdu+98J06BZ7n0fzZzwEABvbtg/3WW8b35CYwSJJESUnJJRGamIjQ7Tc8XCr2G88WEtEwHPu1Or04WN8DmuExvyAFc3KVIQ+1R0jdxpskCExLT8DF7gHJ0zDW1Vd//aAe+2q6pb8fvKoES6alxfz9eOynlg9gB/GCyTWN5uePHSGQh2/L80LHZTkeLU6PFKpLSkpCcpyJzKaCAngOHIB17lzF65a55aCbmhSvBZqaYVF5ncYaE/uuMgogSRKG1FQkXnEFEletknKDBj74QBdSjIJLKUdjIkK33/BwqdiPm6CRn+HYr9Ptx+sn27Cjsh21XeGFJKXZSSjPi75Q2oKl6jwPeMfBK3S+Q+mFCDDxXah47NczEFD8PVieULLVKG3PzEqM8smhwW4zar4uT2ovTAupZre7fGDiCGG63tqBCxs2Sn8HmpoQaG5G0jXXAAB6nn0WA/v3AxASqxNWroDjhRcBCDlFAwcOwP7Rj8Y+oFHAxL6rjALkrk3CaETCihUABPeca8cOeE+dgvf06fE6vQkLhmGwZ8+eCR+amKjQ7Tc8XCr2k1dITSQMx35vnGqVttuc4WGW+1bPwNc3zsY8mTdjRkaoCrdiWipsplDwwTMONgrTEYrTcxeP/dRVcz46+rHEcyMIIMmiTVriRUqQ/KQmmBS2l0NJhELq34098QkKJ197DRJWrEDjvfei7fuPov3RR1H017/AFEyKdm1/U5EMnf+rX2Fg/340f/kraPnKV1Dwq19Knx0vTMnQmByJV6yFe9cuAED3U3+AqaAAhuxsWOfPH4/Tm7AgSRLz5s2b8E/kExW6/YaHS8V+CeaJ2YJhOPbrHQiRiGgEwkiFwl2MzDX2dlUHjsg6vo81WfTRLPwqMkIPUk2lRjz2a1IRocE0i0QilGg2gIqSVB0PPH7BxgkRRCN5npfO02wkQcpClU2O+Dsr5P7wBxHfm/HyS4q/qeRkFPz6V3EfYzQx5YlQwpo10jbb0wMUFOg6QhogSRJZWVnjfRqXLHT7DQ+Xiv0WFNixoiQdLi89Yk/3I4Hh2I+RiREaoizUt1UU4Np5uTBSBP51sFF6/Y1TbYrPjbVHyKXyBgHxe4TisV9xRiKumJ2Jxh4PtqwtVohLqsHzvHR+JEmgsrUPaQkm5KYMvcErzXJSrpolAhHqGQhIhNRPc/jJG1V4/Dbh4V9N5KYCJvbj1ShA7do0ZmfDXFYGAGAdDnCBADiPBzw3MZMexws0TWPHjh2g6fCbio7BodtveLiU7Hf/mmJ8beNsfGZt8eAfHiMMx35y7040j0We3YqZWYmYlp6AaBkmnsDYhjddPg0iFKdHKB77zS9IwSdWTMd3byyPSoIAgRSyQfv2eWj8Yud5fHChJ65zU0Oeg9XtDmjqE6nJjkic5J4iuezBZMfUGWkQWq7NxLVr4a+uBgCwvb0gc3LAeTygEkc+ce1SBUVRWLZsmd59GcCZlj4cb3RgQ3kOclKi3+hEDNd+71R3osvtx40LcyPG/KNhT3UHut0BbFqUF7eqbrw42tCLs60uXDc/d8SabI7W/LvQ6cYHF3pw5exMTEtPGPwLw0CHy4cdle1YXJiK4swEvHayFZ1uP2wmCtfMzVHkaYw04rHfvppuNPZ6cOPCXCRbjIqqpgDLYV9NN443OgAIuSUHantgMZKomJaKmxflAwAWFdpR2xnuWU+xGaOSpFjR56Hx+ulWzMhIwMqSyFpNz75fh3aN8vEutx/PH2xASWYiLi9OH/R4FEUhu2Qenj/UjFUzM1CaHZJYoVkO/zveApvJgOvn58RVEafOXQIEktI7EMAbp9tQlpOEZdNjr24DQmExQJAyONnkDNOzUucxide4z0tLDWrz7EP3Sl1q0IkQhDwhUeKb7emBMSdHaLyqEyEJJEkiLS2+H+RkBMvx+OWu8wCAMy0uPLF5QUzfG479arv68dyHgi6Jn+Vwz+XxCePVdLglXRGO53Hn8qIhnUcs8AZYPPWOoCHT2ufDw9eWjch+1farbO2Dy8ugKN2GnGTLkHIreJ7H49uFB6DzHW785NbRzQv81e4adLp8eO9cF26tyMeusx3Sez0DATx8bRlcPho1Hf0oSrMhI9E0YmXmsc6/pl4P/vqBoH9EkcBHlxVJHgtA0MX5W0O9VCJ/QqY/UyKreFpdmoGXjjYr9n1lWVbcczcSXj3VinerOwEIoahIDySVrS7N0NiHdYLXZU9VJ2ZlJw0qYljXPYA/HmgHzXKobHXhyc0LpGuz93wX3jojKGYXpFqxsNAe8zi8NAuLkVLoGjU7vPj7/os409KHd6s7MfvOJCTHEWbNTjbjjmWFePGwUKauFQZsdijVpEWhS1EVHJhaRGjKh8YAwLpwIcigTgLjcIDnOHAq0aepDpqm8cYbb1wSoYnRhHxR6O4Pl5qPhOHYr98XmrPtg8jha+F0S0i1Vb74ihDJ3fdfOYMud+xj0oLcJufbR+Y3RLMcnnjzLD756zfQ4RTa37xT3Yln36/D9/93Bj1xXAc55E/jWl6DoeAv++rxo9fP4uc7z4WFXzplui2ikJ36+Ofb3XjqnQv41kun8Loqt2Y4iHX+XZB5cXw0B57nFbpAbX2+MJ0gET39ARy+2Iv9td2a5ddmg/Zy0+9n8MPXzuInb5yNWehQJEEAcKrZGdN3IkGLKMnROxDAL3eeR3NbOzieQ+9AAE5P6DsvHQsRvj3Vnej3M2jr8+LJt6rxo9fPYvvpyNexJDMRv7+7Ar+/uwJZyYL3tM9L44zsN9sZZ7sWgiCQagsRO4+fVdy3ACDVZlKE7cTQmCfAIMki+EfyhpGndKlhynmEtFzDhMGAxNWr4Nr+JsAw4FwuBBobYS4tHYcznJgwGAxYs2YNDIYpN2UUMBlImAwkAgyH/NTYbxTDsZ/8aTV7kJwDLZCDeBUO1PZIN95n36/DI9fPifsYItw+5YOGJ8AMKZQnx57qTpzrGACfkIaXjrfhwatmSq59s5FEZtLQwm/yp9+RQovTi4vdAll75OXTuHf1dMzNCxfJ6/crF3y3jwbH8YqQRYHG/GpxevHm6TaYjRQWFdgxvyC6AN+HdT242D0AhyeAO1etHnT+yYlwRVFqmDeB5XjYbSY4PQH1V3GmpU+aR9+4Zrb0OxERKSS79UgTGnoEm20/3YbbKgqinqMaat0eOX5481wpFOejWTzyUrg0CjNIPuiJJge8DIe0tDQQhEDmGns9SA3+LhPNBvhp4RxsJgpf/vdxxfcLY7hPWIwUspMt6HT5wwQZ1YKVscAkI50vH2vGy8eaYaAIfPv6OZiWnoC7LhO8wo+9WommXg9YjgfH8bisOB3LZ6Shz0uju2PkiPhEx5TzCEVyNSesWSttM7298J7StYTkIAgCycnJY64IOxEh3mTiSbgcjv3kN7V4kzwBZYKr+LQnh1xh9oJGXkc8UOc8DPiHXyFU3z0AAoDRYMC5Djc8AQY9/cLCU5hqG/KcVOdJqBegoUBeEeX0BCRvHqMiFAOqBFaeF0iknJxp5Qx1u/04UNuDd6s78avd56OeS2OPB3/aW4ddZztw5KIDMFoHtZXcJkVptrBS93VzsvDzOxbis1eWhH1XXibuCTBhHqBIHiF5R3r1NYmEBFkib7QGt0kWI5KD/1JtJnz7hjl4bNNcrC4N5cwMpvOzriwbz9yzBHdeNh2i9cQSc4blJO9QfqpVs51FrEQmxRoe/kpPNGkS6cEglzIQwbC8MA9kkMs90EFCSBAE7DbTqOcSTiRMOSIUSRArcc1qaZvt6YH/wgVwnqlXRhgJNE3jlVdemfKhMQAwUkEiFEcJ7nDsJx4PGNrToZz83L40XLhMnl+xaVFe3PuXQ16hs2Vt8ZC9NXIEGA4cz6G9ox0GUunJKUizDZnAqBfdkWgI6lVVRHmCoR61p+ymhXn4yvpZigW9z0tL52QxUkjQ8KTFc/073KFFmeM5bHvtzajzj+dDHqlkqxEpNqOC2K2cmYG7LxNyfLRyVuRVRk+9Uxs25q1HmvDH92rx6slWxetycm+KQJbUsMnKwtWevYvdA9hf241mh0dBQI0UiZLMRBSmCXllImLpEM9zLDqrDoHjhf2Jdmp1+qSwU26KVQp5Jsp+c4MRLRFaRCgtIf7fz7l2N3af7dR8b/vpNsV4DbKc2Uu1Ie5IYMoRoUhVE4aMDFjmzQMAcAMDMJfOBOcbmbyByQCDwYCNGzdO+dAYMDSP0HDsJ/ceiJ6QeDDYQiN/downKVMLco9QSgRp/3hBsxwIgkRmZibMBkpR+vtudSd+ubtmSPtNlZ3fokI7uGF6hHieD9PIET0qcrtcOTsTiwqFsNaNC3JRnJmARYV2eGlWCjn5aBYPv3Qq7BixLNoi+mR5LARBYt6Sy6LOP6eHluaay0vjdHMfEi0GfGx5EW5enI/FRXbps1qLdsIg5dY8Dxyu78W5dpfidfkCbKJiW5LkFX5zcpMUhOdgfQ/+/H49Hn2lEtUR8tTekOXtqMUWtWAwGHD7jRtgNgjrh0i+5OKDRoqQSFGpLHE82jV75UQL/nHgIl450aIZQtay82CobO2LmjclT5SW3w/UXsupBH1VkyFx7Vr4zpwBABhzcmFQVVmw/QPof/ddUHY7ElevGo9THFfoJEjI0egIur/jVcgdqv3kN3MxlyIeBFRPxfG+Hw/kiadDuYlrQfQqEQQBk4EK8+T0aeSrxII7lxfhzuVF8DOstMANBwGWC0tKFYkRD2Hx7vPSUm4JAGycm4ONc3MAAGdbXWHfVTcoVXsXojUwVevn9AeiL3Rquz73YQOe2LwA68uzwz6rdW2j6c6YjaREOMLCpbLTj5WMfu7KEvB8sebYI7WOEMHzvOK3G6uXzWQ0Ij/VhovdA+hy++CjWcWxDtSG9H+KMxNxoskpdJWPsv/jjU409XpAkYSm7tRQfkMDg9yX/u+NKhSkWjEtPUEhkPne+S5Ut7tRmGrDlbMz4z7upYwp5xFiozRWTVy3Ttp273lb8V6gsREdP/oRXK+/DsdzzyHQ3DJq5zgRwTAMtm/fPuF7PY02PKrcDi7GLpux2k/szi1HPBkwWt9PMBmQn2pFZpJZEVIQIX8i18otiAcFqVbMzUtGQaoVKVZjsOpoeJ6WT6yYDooAOjs7wbJsOBEapOpnsEokOQmKtWpJC1rE2BNg4KNZzMhIwPdvKsfP71iIGxdohx+1cpb8DKc4J7V3IdoiK7cLz3N478ARDHjDK+zEfapbK2h5MvbXduMP79bi34cacf+aYqyU6dNEI0KP3TRXChep7fTER0ISFCwnjjv0mUjXRE6C+jw0GJYLCgIKHo8UqzGMSBxtcIRVTvpoVgi/avyWeZ7HX/bVY9uRRvz2P9uRn2JGgtmAspxk9PuZiCrMRWk2mIM5NpHO3xtgpe8na5wrILQn2X66DQGGQ3e/X1McMny/g9+jmx1e1Hb146aFeXjk+jJ878ZydPcHcL7djberOsJy2CY7ptwjfjRBMcvcchhycsC0t8Nz4EOw/QMgbVb0vfoq+t95F7w/dBNhOjthKsgfi1OeEDAYDLj++uunvFdInRcUYDlYyMG9CbHY72STE394txYzMhPw0DWzpRv9YFUtIo43OvDH92oxMysR39gY+v5VZVmo6x5AT78fb55uxyyZGBwQKp0FgA/renFZDAJzkXDtvFxcOy8X+y9047d7LqCx14NvXVs2bLHAh68tA0XMRpLVhG//94zivX4/A5bjNbWEth5pwo7KdmxalI9NC6PnP+2/0I2/7r+IRYV2fP6qmXGfo1briPfOdWHv+S7csjhfQYCq2lzgeB4WI4WSTCGM0qzR4+lPe+twstmJzUsKce28nDCPkDfARkxqlRMhgiDRQmXjy1tPY0VxOu5fI3gf/nHgIvae78adywrDcm3kJOtvH9SjvntAEVZZOysDtp7QsW1RiJAnwMJmMqDfx0h5UyISTBR+e9diWI0UWI7HY69WosPlx9c2zsI71Z04fLEXd182DVeVRW5x8ey+OrQ4vfjK1bOkRVxrzj33YUNYuXxjrwff2HoSBorAY5vmKsLDbj+DDy50gwcwL3c27r58Oj5tIEEQBHiex+ycJPQOBOAJsAryUJhmg9lAwhdgNcnq0QYH/vBurfR3itWIGRkJ+MVHF8HlpXG0wYHXgrlULx1txhun2+ALzq/r5udi85LIlXWxtjApSrMptILk0hwFqTb0dPZpfW1SYmqvaioQBIGkdVfB8a9/g6dpuHa8Bd+ZM2Da2sM+yw3EH6K41MEwzJQnQmp9FCZGjxAwuP1+87aQ63K+3Y1zHW6U5QjaVrEmMf5uzwUAQHWbG3XdA9ICCwjVYJ0un+ZiJSdCw9VkEdE9EJB0hHoGAsMmQiVZifD5fHDTCAs/CRVXNOy2cFE8UejuleMtCiKkFVL68z5BSPBYgwNOT0Bzf9EQaQHieSFJNd9uxVuV7QgwnNThO8VqxC8+ugiAdsWUKFi49UgTrp2XE+al8dAsUiOcj9pTJmoCHajtwadWTgdFEnjvXBcA4N+HGjFd1jEeEHLL+jw0aI5DQ68nTITPbKCwbHoqspLM8DNcxPyeFSXpweRvgTR5A0riShCElB9zqsUpHeeJN6ulfTz3YUNEItTq9IJmefR5aOw8G7pX52sIAmqd46H6UEPYl44249OrZkh/O2UNZ5PMgnSGfN7cvCgfB+t7MSc3Gd39flzsHkBGohkpViMsRgp9oCWP0DvVnWh2euHxMwgwnMJTmme3wkiRSLGSSLEaUZhmw8H6HnS6hIdvn2xuvXe+C1fOzoTZQCLRbAibx3KP2/+7fSG+978zml6pmVlKwWBROsFuM8EaoUfZZMWUW9WihcYAIHHd1XD8698AAPdbb4GgtE001SrKGIbBzp07cf3118NonDjNJMcactJw+9LCmPvxxGs/h+wGLPcIbZwbnq+hBfVTr1i67Ne4IY5Ux2s55AsOPQJJmKL9Fq9ah+JMIddGnjju8jJxEZcnd5yDN8Ci2eFBdrIlLPHd7Ytvf0D0nLEl09LQ72dwoUMpT0CSBJ54qxpOTwCdLr8il0YOsTQ93CMUOYShDo11dXUhKysLBEHCQ7OwqTxJ962egX4/oyAgcgVnrXMqTLNhZpbgYRTbbsixqNAueZ+Sg6GfaMQ1Whg1wHAwGUjUdw/grx/Uw2qisHpmBmwmA2o6BNItD1XZNZL1tYoFbGaDFPJWy0c4gvlnPM+h8UI1mFUzpN+vSEBWlqRjRXE6vDSL92u6pZYd0m8uOLcOXeyVHg7knpiryrJw/fzcsPNKtholIiSHx8/g17tr0Or0wkiR+MPHKxRkSCTkZiMZppi9ujQDAYZDdrIFa0qVeUDieWqFzyc7phwRGsyjkbB8GcjERHD9/fCeOo2sr38N/XvegSEzE6kfvxveU6dA2mwwzwzX0ZjMMBqNuPnmm8f7NMYdysTi2AlEvPbz0qEFTu6FWlQY6fkfuHFhLl4/KVTDqBd2MXzCcjwYloNBRlRuXJCHQ/W9aHF4Yy5fHgwmQ8g2wyFCtV39eOFwE+w2I1YsXouijCR854ZyAMD/jrdI4QOtPCF1FQzH8SBJAhzH42L3gGQjLVXpWHIx1MhOEVobeAOsdF4i9l/oxv4L3WHfsRopNPQMwE9zyEmx4Me3zMO/DzXh7SplHsvSaULhRphHKKIXiofLG5pDJEEiJztH+tsbYMO8I+LivLjIjuONTgCAM4pYYXufDyeb+tDnpXHFrEwYKTKMyJ1ocuIXu87DbCBhkekMicT1XLsbhy72ItVmREVRKpZMS0N+aitaHOFily1OL2ZkJMDlpaX35+alKDq1y71WWjk36vl9W0UB1pVl4Qv/OgYgnAQ4xc7wBImr11yu+RAjD3l+TNa+Zm1pJlyFNAb8LFw+WhFyE8vskywGfDxC25FoidLi921mKswjJM4Jq9GgyLeanpGg8HYBggZTs8MDP81Jvwf5dZoqmHJEaLDETcJkQuLaNXBtfxNcXx+MhYXI+f73QKWngzSbYZk9e4zOdGKB53m43W4kJSVNaVFFRpFYHPsNI177yW+C8vCbIQr5kqtOyzVcXjzSJD0xA4CP4ZCoOneRKIlJo+QQvESNPR78cvd5KUlaxHD0STpdftR29oMH0NztRqfbjxUl6Ui2KJNLtYiLOmzppVkkmA3odPsHlT5Qa+DEgqwkC64JVoAlWQz496HGiO0oRJgMQiikk/ajz0uDIAhkaWgviWOdmZmIozJRvEhEqN/PKK4Bj1Bolgh+L1L4Q55z1BulIq+63Y0dwdBjaVYiFhba8dTdS9Dh8uHbL4cEaSuDatPXzgsRMZG41nb1Sx6nd891YU5uMrKTLZpEqKnXgxkZCRiQecFsRioiYUiOgQjZTBSsJgpZyWZ0uvxo6vUq5r8oZ8ADMPF01Co9NcRQ3uPbq/DV/5zQ/Iz63A/V9+JUsxM0y2vqSIWNhyLR1OtRhJ7FhyiR1H3rujL4aE7zfnWswYFtqp5wU0lIUcSUo36DhcYAIPHqq6Xt/j3vwJiXB9I8Ml20L1UwDIP3339/yleNyb0b0UiJGrHYT960sqIo5PlRiMJpNA0WIb+pyj0k6pJ7rfCYXPXXF4dWjRx9XhouL42mXo/CczYcfRKnLDRxqq4V/znUIOUyJFuVYoRqWIwUls0ISWCIpEFeHaXVxiInxRJTR/JouHpOthQyigaTgZQWbG9AqF6ymcMXIvHabpybg6+sn4V5+SlYPiNN0VNKDoIgcO28HKycmYE7lhWiwG5Bb28veJ7DzYvzkWozavYDA5RzwRHBI0QQQGZi6J7YIuudpuUBJEkC6YmhcxWJq7xnl2MggP0XupEeoQGqmEMlD0HazJRiHsihRZDUZEAkCwWpNuncO2VtRsTz43kONWdODOn+F62qUX2Ohy/24kBtD45c7MXe813S6xYjhZlZibiyLAtXzwmFx7vcfvx85zmJ9DIsJ3nkWp1e7KhsR23XAOblp2B2Tvh81CJHkRTAJzOmnEcolmTfxLVrAaMRoGn0v/02+G8/MqW9IIAQ2rnhhhvG+zQiwkezcHlpRSPB0YDcu/Hn9+uRm2LFDFWSqRZisZ/opaBIQjHf5Mes7epHnt2iCG2JkLve5TdftfdDq4pF/hTopznEmR4Tdsz0BLOU3zAcj5DDEwpNZGcJT9ieoA5NJOInhzzUIS6gYqIyAMzMTgpLAh6sE7kW3D4aNMtL3xXKuAfPIzQFw0kiXD5aU1ivodcDb9CLM78gZdAeY4lmg6QiHmA4/O94C7KzslCQapWSxuWtKZbPSMOB2h5YjCTaZa9H8oyZDZRCMPOlo81SnktGohkPX1eGxh4P/n2oEYAQlsy327B0ehpSrEbJe+nQ8DjJ7b+iJB0HantgNpJSzzC5F8xmMsBsoGAxUVJCcYrNCJeX1vQIqRd5q4kCw3IoTLPhWIPgaWvs9Uhq6+L5kQSJW2/cOKT8SK25eddlRVg6PS0s8T9ZowUOANy+tABXzhbmf7PDowidun0MarsGkJNigYEkMDM7Ed4AixaHF1uPNCPBbJA8lWpoPcxNRY/QlCNCXAylyFRSEhKWLcPA/v2gW1vhP3cOlrIyAMHKC68XfCAA37nz4LweJF5xxaQnShzHwel0wm63g4zilRgPBBgO3375NPq8NB68qgRLpqUN/qUhQv206/AEMAODE6FY7Cc+1amf0uQ3y+c+bMCS6alI1iBCckG3eIjQW2fapUUAGJ5HSIT86X84OUJOrxia4EHTDIxGA361+zyWTk/DHUsL8MmV05FsNSIvRZsAi6SCIglpXPLqrNKsREUy8IICO4rS4+u63d3vx3f/ewY0y+HWinxsKM9Gn4eOSZPIZCAVBHbrkWbcdVkRvnh1Kd441Yq6LsGbt/9CN66anYnizMRIu4p6jF/esRBnGtphsoTmaqrNhO/eWC7o70BZpUUQAtmJNAazkYwYkrIYKczKTgpTKZ+dkxTmldAiCTtlOj89AwH89CMLkJFoku6xCo9QkOgmW4zwBVhYTBR+cccicBwPrVuyOi/q1xqq5I29HiwPehJFjxBFEqAHXOBMqTHf/ziOh8tHa4Zh3T4mphwmEXI7adns8e1VMBtJ/N+t8/HIdULT5EdfOYNmhzdqGFirik73CE0BxEKEACDx6nUY2L8fAODetVsiQm3f+hbYPqUCLFgWSbJw2mQEy7I4fPgw1q1bN+GI0PFGh3RzeOqdWvz5U6NHhGbnJCHBbJA0Q+hBck16BwI4WNeDeXmJOHsk3H69AwEcqu/BosJU/ODmeeA4Xmp+KOL+NTMQYDmJrGjd2Hiex47KUOmwPGcmoPLIqBe3s619qvdD++/u9+NwfS+WTEvV9La9erJVqrg5L6uIypCFTYZFhKTQBA+n04mMjHQQBIGjDb14YG0x1s6KroB744JcbFqYByMV8rKJoTGb2YA8WaLtFbMz8YkV0zX3c+RiL7w0i1UlGWH5U6eb+6Qx/vdYC/57rCXmnm1mA6mwz5GLvfjclSVYVGjH4fpeiQgBQo7TUEERPHrqKrFOJhprMpCSN7O7X9Z1floqHryyBARB4KsvnAirQBTOOzw3x+Wj8fLRZjAcj+LMBCydPvjvUCv0Jn+tsdejIEHn2t2o6Qzlu1mD3osUqxGdLh98wfBiJEIRS4GD3JMnhmaTLBSOHDkS1/3vfyda8MapUCuPnBSLlJgfbzK+S+aZi+T99NMcKltdWBUUuRRtQLMcTjf3ITvFjKwk5W/YKLMTRRJYMysTs7LiJ9uXOqYcEYpVBydp/Xp0/OjHAAD3zp3I/OIXAACE2QJASYScW7fBVFQEf309EletApkwuIfgUoPRaMQ111wz3qehCbV7eTQxKzsJt1Xk458HGgAM3nj16fdqcaGzHzsqDfjVneH2++2eGjT2ePDmmXb8+s7F+Ov+i2jq9YDnefzgZqH3HUEQCnd1s8MLs4GE1UhJITK1l0eeYzSYR4jmIhOl375dg2aHF+9f6Mb/3To/7PzfP9+FXo3FTO4RipSLEgvEfZMEiazMEOlJshgHTeg+2+rCi0eaYDaQWFeWhcuK0+Hy0VIPrqI0q6JCxk9z+OBCN3qCxxRDSBc63ZL4HUUSWFmSoTiOVsdxUZ9nMBgpZTVVcWbo3qFe8DwBFt/YehI8L4jhfXl9acT99g4EYDNR0rwxGo3YuHEjvDSLvn4/jCSpCG15/EoviygY6NEozzdSJBYX2sM8PgGGw/s1QmUczfJYWxqdpPI8HzV/pmJaKgrTbKBZXqpCrG53Kcih2N9MnTgvJ+JyJFqMSLYaYaQIzb59OSkWqaULz/NYXJSK3oEAkiwGXLNmcdTxqKFu21KUZpOIkLwPnBxJMptSJIH8oEJ7vj1EYLrc4SX1IuRzUU4Gf7X7PG5amIdbFitFgOUtNm5elI8bFoSX8U8FTDkiFKtHyJidDevixfAePw5/TQ38dXUwFxcrSI55Thn8VYI7ufPnvxD27+6H/SO3jfyJjzM4jkN3dzcyMjImnEdoKBVOseJoQy84Xlgc5uYJeRnyG8xg1UeiLonLR6OjowOZmZkK+4n5Kv3BJ742pxdNvR4QBBSic/Jj/jYovLio0I4vXi0shnJCtqjQjptk4oHy9zYtykN2snKRkI+hMM2muDmK+TMdGot9JExLT0BZTjJuWZwPI0XGlEMFAPXdAzjW4EBjrwe3LM5HdrJZ8g7w4BEIBGAymUCAiJhLIYfLR0tP96J3Qv60X5hqC2uv8cqJFvT0B5BoMUhEaHdVKHS29UizBhFS5hjNyU3GdfNz8MtdNUi2GvC1DbPwf9urNPWBTAYSG8pz8N75LjAsj0+unC69d938HEUbhwE/A6cnAJ4XPBVfe+EEZmQkSHNAjr99UI+zbS5kJVvw3RvmwGIgcaymGU8daAcBAleVZeHjl0/Dy8ea8daZdsXDhGgTH81JJNZionD9vFyYDCTm56dIOTQLCuw41ezELYvzFfPmyMVerCxJR55d6Mh+a0VoAeZ5Xtg3F96bTcS8/JQwde/3a7rCfm9iaCwryYxcuwUpVmPUB6PNSwokVebHXq1UzIfpGQn43o3l0t8EQUjXg+M4dHZ2xnX/U4eY8lOtIC4KOkonmpzYUdmOy2ekKwjplbMzsbOyHf1+Ft+8ZjZKZSrwDMvhS/85HrVJrNx7Z1J1UdAKeRlHWO/rUoVOhKIg6ZqN8B4/DkDwCpk/+1mQtlCZYsLy5RIREuGvGVon7IkOjuNw5swZrF27dsIRIbkH41Orpo/ovp8/2Ig+j9Ao82e3LwSgvKEMRoTK85JxttUFngeOnTqDDVddobBfcWaC9ITL83xE0TmzRixfXv4st4E6LCCG7wpSrbh5UXhbGLGqy0iReGzTXOl1tdSEVhuLz181U1GmTpEEitJsoEhCQcZiwcXuAWwPdgVfVGhX3JhnZibiYFUD0tLTQRAhD0DvQADd/ULp+eJCuyKJXO75Er0uTaqGnPJE5QDLIcVqRE9/AP0+RtJbomTJJlqLrPgUbjMb8INNc5FqM4IgCPzs9gWwmQwwGUj8/PZF8NIs3qnuhNFAIi/FgkWFdvAQ7P6z2xeC40P9us61u+FnhCRe8Zz7vLSiHL/PS0f0qDQ5vOB5gTxZjRRYlkVDbQ14PgkEIeTZ9PT7cfhib9iYRFvJ972owK7pLfjS1TPRMxBARqIZ/ar+VL95uwa3Ly3A0ulpkofmibeqUdvZD5OBxLeuK5M+m2IzKrwkWvkzHS6/Ivwr5DEJ5/qRJQVYOTMdz3/YiFdPtGJRkR3LBgnNmVV6OUlRyPVQ7n/q/afZTFhclCqFuF883IR5+SkKImQzGfDE5gXw0VyYDQwUCQNJwo/QvP7hLfNgNpDo9zHISbHg34ca8Z3/nkZhmi0s108rCVonQgKmHBGKp0VE8saN6PzpEwAA146dyFARIVNxMaj0NLA9IYl2TDCSMFIwGAyK/IKJBDkJsI5wxYNfJTLmCTCKUM9goTGRrJAEgctWrgmbf3LS8tcPLuJksKUCEBKd21nZrlgARMiri+RPifIbHs/z0g0uUt6EmENkVL2vDqF5aTZMSVvdlmE4KEwL5es09noUC3R5Xgpqu0KeGJEw/udwo6Sr88TmBYqQiFwmYNvRZlAkgdWlmRK5mJWdBLOBxOYlBThQ1xPW/d3tY5CaYFJ4HNXd0X00K3mtclMsioonuXKyNahX85EIPaLUlWK/f+dCWONLrRCkum8XIIRdRM9AYaoNBEHAYDBgw7q12B7Us/EEWNR3D2gqF7u8NP5zqBFemsXHlhdhVnYSjAZtrytBEJLNDRqeWQNJKq4Jx/FgOT5IxELjyU2xDEqEClOtEhE0G0lsLM9RFKl0uwOoahOuYWaSGcuma54ynnirWtHwVIToXep0+fC/Ey0oSrNhbl6K4CUdwv1PTTySrUZ8/qqZ+MWu85K2ktY4zQYqLKwW2kcoP/Gb185GVpIZRipk44YeD9r7fOhw+cKKRrQ9QiH7+QZ5qJvMmJyrdhTE4xEy5uXBskDojOyvqkKgoQFkQogIBerqkHLTTSBtwg2cTEgAmTj58oMAwW4tLS1x2W+sIC+nHckeOTzPSyW5bU4ffDSLv+2/iGf21kmfGcwjJLYx4MGjrrE5zH5y9/UHKuVh8Yl8v6waTLFv2VjlisNmAwmeFxYcOVGLRIRoySMUuWcRAEW+iJ8J73I/HJxp6cOJplDSdmOvB/PyU3D35UVYU5qBefnJ8Pl84INF1OICEq2EXn5j7/cxqGpzI9FswNy8FFw7LxeZSWYQBIHr5udqJvaK+5Ov72oi1DsQkOyaM4LSDVptDhwaeSUejS7h8qq4oqDQHsdxcHR1SPbzBJiIJJ5meew624F9Nd3o6vejKN2mUG+OBC1NGnV5trykneE4LJ+Rhtk5SShVaS5pEiGZaOC8/JSwfBd5AnI0VeamXo+mtIE1SEbrugdwsK4XW48042Sw995Q7n9q4iGek0hSKZKQ+q/FCvm4pqcnKGzOsJykOJ2TYkGiSo9K7aEChGsmzt93qzvx2X8eHbF+g5cSppxHKN6FPPmajfCdOgUAcO3cCWN2SMyq9+//gCErC3k///mUKJ+vra1Fdnb2hAuNyatpRlIDQ61/E2A50Awf9TNqiE/6PA+cr2vAotIiyX48z0d80gZCC3Gk7vOvnWyVFgN5pdeusx3YXdWJe1dPx9JpabhhQS4CDIeMRDO8ARYEobST5DFSLWQJZgMyk8xScqacGD207RQCDIfpGQl4+NoyqMHzPAYCLBiWAwFC4f7XwrFGhyLBuMXhRWaSGetShN8bTdMY8AzAZDYrQmOKJFkVEVILR2qRhmjvifaXe3nUv/M8uxVP3V2B3oEARo4WQlORWqvCyhNgw9SOFYKRQS8bx3FoqK+DkbKBYXl4AmzEJHa5TUVvK8vxqGztk8rNtRJvBf0r5bmryZF833abCQ9cIbQqGvAzirYkWvMlJ9kCIyVU2WkRGTkRjiSyeL7DHbEnXIKJwl8/qMe+mtADiZxIxnv/k3t1ZmQkICuYmyfO02SrMe51Q60VJv8dt/X5JC9qYaotzPZaXqbCNBv+8PElePlYM9441Qaa5Ual9+BEx8Ra0cYA8XZPT9q4Udp279gZVhFGpaZOehIECHZbu3bthOw+Pys7Saoe+dPeupiE7GKBOsbOsHwYKVH3fpLD7aOlkBZJEChfsFhhPx/NKdolqCE+4UZL/hS9MurzEHpN0TAZSNxWUYAVJen496FGfOFfx7BVJakvEqEutx//b0c1dgV1XEwGEpsW5WHlzAxsKM+WSB3Dcuj3CR20I6lG+xkOX/73cXz9xZP40/t1mp+RQ33NaJZTCP4ZjUY8eM0ikMHfWrweIUA7jCS9p7E4ivbftDAPv7hjEf7w8SX4/V0VYZ8jCALpieaIlUpy0CyHY40O/OHdWmw90qQQd5RDXs4uQkt8kOX4MDLepOEREn+/4u/EE2Aj5oTIvTZiePRiz4BCcyfSnDSoSII6XBaJuKpF/9QVaYBQFCEqgXe5/YqQuDfA4iXZvI7kEWp1hrfuEGEzUWhQXQ+1/eK5/8mrAadlJMBsoCRtIQAxN2yWI5L9egcCCk91UZoNqSph0Gg9xJT5dFNPUHHKEaF4PUKmwkJYyoVKAt+ZM2Fd5ym7faRObUKD4zg0NDRMyNDYsulpWF8ueA663H7NXIqhQF2dwbCcIpxw5exMlOcmR/y+fHHlwaO+SelaHyy/SFzYo3mdxH1oVZLIm27KnwbVnhL5/qvb3IoqqJUlGbhv9QzcubxIKiuWqw1HWnDiScLkOD5M3RlQLugcx6GuuV0K7YiLdSQ1bSB8nOfb3XjvfBfqZQ1XhfHQYW1I5PsjCMGjNRINab/3vzP4/Z4LOHKxF2+daVeoOA+GSJ4MdYm7GBqjSEIK14m/XzGHzkszmvOKJAmFN+VwfS8O1vWEhUG1wixAeChMrYAejbjK/440r3KDjWF5HgrSog7rahEpILqUg9VkUITf5OcxlPuf1m9u59kOyWM2lAc2uT1PNodCyW4frSB5hWk2XDM3R6GzFSnvCFDmWU5FQcUpN+KhLORJMv0c78lTiveoVPtwT+mSwETOEQKAJNnTVbxiZTzP4/fvXMAjL59GsyysoBYepDleupESBIF7VkzHZVF6UsnJCc8Dze1dSiI0SH6RFBoLEgmzkVT0GQJCT3JmIxl2E99R2Y6fvlmNAMMpbm7ypz+e53HZjDQUpcuaNkZYcKvaXPjm1pP47Z4L0muRFiyKJKQkY60Ft7vfj+/+7zR+tuMcWpwh9Vv5QvrM3jppkec4Dqm8GzcvzMPVc7KlxqRy78UHF7rx1RdO4Kl3L4SNU8Q/9l/Ej18/i7rukPjj7/Zc0CRiciKpRnufD9/+72nc//fDeE/WE2owqMlULAJ/G+dm4+l7luDBq0o035cTbh/NSp60/FSrtHCKv19bkMD4aS5sfm8oz8afPrFU6nQvQu5pEGGJsKiqPUDq8UUjQiVZgghjaXZSxNCWfB4/+VaoYldNuLTaawDhjXg3LcrD7JwkrC7NQFGaLWw+i97+odz/FBpVwbnojvPepIb8nvHm6ZBYY7YqP028FygIju4Riohxj3P0eWk88nIwB8fL4LNXlGB1aYbmZxt7PPj2f4Wuxk5vAHctn4a7LiuK63hDCe0kbdyArl/+EgDgPXECyTfcAM/Bg8L+UgXhuv59H8B/rhqcx4u0ez4+6TxFBoMBK1euHO/TiAj5jTPezuGVrS6ppPU3b9fgyc1Cmbx6IWVYLmJisRbkoTWSIDBj5izF/BvMUxLKERJu3nabCazqRuyjWSRbjFgyLQ1LpqXBR7P48n+OS4StpsONow0OLCwM9aaSe0oIgsD9a4rh8tFSh2xx3J0uH7r6/bCZDMhONuNPe+vQ56UVHrdICw4g2MjP8Zrj3H22A21OH9qcPrx8rEV6fdXMDOw93yU9NX/xX8fx8HVlmJWdhI9euyZsP/KFS6xC8viFvBmt5rIiClNDxC/SE3C0RWt/bbekreSM0qFdDXXeRiQv0/IZaThUL1SjLi5KhYEiFXlgFElI4Sm5R6jT5ZdsVyAbo/j7PbT7vPSa+oFBvO5GSiCxHBci/ermrpEW1cVFqYpmoepQmV2W+/PqiVa8X9ONjEQzvnVdGdaVZWNdmZLoh+/fjneCLVGunB1ZsDHSYi7XtKqYlhomJ+GjWYlgXCHb/1Duf4lmAx6+rgwWA4XEYGl+WU4y3jojhMvXRFjnoqE8L1nqM3ZlsLs9IIxXfs3E3wVJEFJelZZNOI7HcwcbcLg+VPk8FT1C406EPv/8MVw/Pxd3XVaEPi+NNU/swfsPr9N80nzwX0cV5Gf6t97A6pkZiqfZwRBL93k1zDNmwDx7NvznzsF35gySb7lZeo8KEqFAw0V4Dh8RjuF2TzoixLIs6uvrMWPGDFDUxHpi4Dheocga71OXfEGQl/Sq824Y2aKuVSGjhtwjdN28bJTZPGAYBhQlKPdqeSxEfGx5kfSUJ5IaI0mE5bKoQ2IWI4VPrJiOv+yrl157VpWjo3VcRff5IIE4dLEX/w2SlM+vm6mpWROtOkfUPNFK9hZDHEConxggLFSFqTbsr+0GxwNlOUkozUqMOP+0hBWr2lwgiGC7gJwkaQwi0hJMUq4MAJhVC0RJViIMJCGd4/MHG7AnKKp4ZVkW7lhaoChtj6d4Tk18Ii06dy4T7nG5ditmBUX1ZmUn4TNri+GjWVzo7Jd6y0XqQ5WWELo2ov0ssuOpk8vF604QBMwGUvIMJlsNYTaKRDQ+uXI6rEZKyo1TPzDkpFgUCdWOgQDiyc2dm5eCmxfno83pDdOp+tZ1ZXjrTDtWRSEYs3OScPPifLT3eXHn8vCH6LKcJNy4MBcdLr8iGXwo9z8DRUrXTsS8/GTcsCAXPf0BbA42xY0HCwtScN38XDg9AdyqSlb/yvpS7D7biavnhAjSZ9YW4zMQcrq07EwQ4Sro0UJokxXjSoQaezzYd6Ebz91/GQDhprq6NANPvXtBahyn/vzqmaFJPi8/eUhhkKEg6ZqN8J87BwDwHDwkvS4SIdISurFz3pCb3XvyJPwXLoB1OmG/4w5QScofxlDw+3cuwOWlkWA24EsaqrKjAZ7n4XA4MH369DE5Xjz46osnJGVmIH6PkFx7SB5eUk8Vhg0lpoohHI7jIypbyz1CNhMFh8OB1Ox8PPzycRhIUnpKBJTCitfMy5Fynng+lKBtoEjcffk0eAIszgR1SLSStVfNzIDdZsQvdp4Pew8ID/kBQsWYuECJREneduH3snCYHNGIkEgWA0z4b05OYOS5EskWIxYW2nGV7GkXiDz/DBSp6P0GCGrHACRBvfPtblTKNIKKVCFENRn59vXKe4+oTQMIJcY3zM9VkMkVJZHDo2qoK/PU6r8iUmxGqaJKRGaSWcrTKs5IRElmIpKtBpTIGrGW5yXj53cshMvLwCYrnxbtt2lhOW5YkIcEswGvnwpVaX1kSQEWF9lD5yUjQilWY9h5R/MaEIRw7RmOCwtZmQ0UspNDPbfE/ceDTRGEOkuzkxRKzPF+HxBI4K2Lw7WeRur+RxAEbqvQ1pKK9fubI2hRzc1LkdTvAaE1zCsnWhFgOVwxKzNMEV3cn+gxCv09+Yt/1BhXInSmtS/splSYZkNli0vz8zcsyMOD/zqKp+5aIr02Lz9F87N+vx9+f6jywu0WGvWJMV/RM0RRlGKbYRgQBCFtkyQJkiSRcPV6dP/mtwAA3+nTMJfNBgECXEICOI4DabOC4zkQBAne60XA64XRYoH39Bm4398LgiCRuG4dOIsFRqNRWOAYBkajERzHgWVZaZvjOBgMBs1tiqJw9GIveAhuz0jjiGVMkbZpmgZFUdK2wWCAwWDAokWLQFGUdO5imEccx1DHZDAYwLJCOEPcjnVMJEliwM+ABy9cD1n/osHGRBAEaFpQ6+UB8DyHZdNTpXHMy0/BjQty8erJFpAEiQDDwE8LC67TE8B9fzuEXLsVP9w0V3NMXj8NjudBBnuFVcytgMPLgON4BDgWjgFOQcw5ngcBYbEUz53jhac5ghCUl9863YpOty/4eQ7eYFhEPaZki0EaE0GI5focSIKEj+FA03TYdbIYKAwEGHhpFhzHod8fam/B88J843lemns8zyPRREb8PZkMwvWgg3/Lr0eiiZSumTg+AgQSjITwe1JdJ57nsXTpUsVYxX2mWI3o9zPS+ApTLYrxmYMSBeI4CtNsiutkogjpOvE8D5ZlFePw06HrRBAE3B6/VG7P8TzEKFEsvycDIdiPCF4/I0UM+ns62eJGfXc/Bnw07lg+DRYDibwUE4rSs6RxAEIeC89xsNtMSDJT0jmzLAuCILBs2TLFdTKSBKwmEgwLXOzuR6vDA5vZiNsW5Uhq5BzPI9ligDFoI/E6UeA0rxNN01IbC9H7Kb8v8DyPWxflIsACz+6rE9TULaN7j4h03/MxHE41OsABKExLQE6SMeI9wmAwYOnSpWAYRrLreN73YrmXD/hZnGlxgiAIzM1L0RwTAFAEIPpkLcHmxOKYpgrGNRjY2OsJS4pLtZkUrnI5PndFCYrSbPjpW1W48bfv46e3LYi478cffxwpKSnSv/Jg5dfZs2cBAFVVVaiqqgIAnDp1CjXB1hjHjx9Hfb0QVjh06BCampoAAEc62kFOmwYAYNrb4Q8Sq/cOHYLT6QRhsaCrqwssw8CxdStOfPwe9LzxBpCchM7OTvA8B29XF7Zv3w5AIGY7d+4EADidTuzZswcA0N3djb179wIA2trasH//fgBAU1MTDh06BJbj4fF44OoTPAI1NTU4FdQ5indM+/fvR1ubEA/fu3cvursF/Yw9e/bA6XQCAHbu3Am32w2WZbF9+3YMDAyAYRhs374dDMPA5/MNe0wAUF9fj+PBdibxjCnAcujpdcDrFciBw9GL9h5nTGMCIIzJ6wPPC72ESPCKMTEBP7q6hH04+lxoaRPi84FAAN3dPaAZPuKYGprbpOvU2daC999/H/4AA3d/P9z9wR5kbhcGBgZgt5mQSXmQY2GRlWSWrhPHA8lsHyyEcDP857uVaOp2Be3ag26HsP3j53bix6+dxq931+ClV7fDSnKYnmaV5h7HsejsFMI7/R6fdJ2qGztw9+924RtbT8I54EFvTw/8NIe2tjZU1wghNa/XB6fTiQUFdnC0TxrTwMAAmutrIl4nA0nC1dcHp8sdNvfOnT4Ov094UOnt6UEgIPzmTx45EPE6nTlzBn6/P2zuPXJ9GdbPSpWu08HaTnz+T7vwyMun0NzWgYF2oUGu3+eHw9ErKEvLrlOfo1caU3kqHzb3/AwnXScAOHrqDDq6hZwKp9OJ7g7hNxTL76mu9oK0wHR2doJjAoP+no43OvHq8Wa8dOAc+n3MkH5PJ0+eRHV1NSorK6XrVGbqxRcqEvDHe5agqq4Ju0834e2qDhw5chhJlPAw4XD0AgEvCIJQXKfjRw5FvE4+n08aE8uyYWPqOHsQ+alW0DSD7u4epNiMo3qPUM898To19Xrx+P+O4Kk95/DYq5XYtfvtyPeIgQGcPXt2wtz3Io1JPvdMBlK4R9GC1EWk69TZ3hq6R3S0SmN67733MFVA8CMpDxsntp9uw0/frMbeh66SXnv8zSpUtrikcJmIPi+Nm367T/psY48HH//zQfzfrfM1k6vVHqGWlhaUl5ejrq4OM2bMGBLj7v39U+j5wx8AAKaSYpgKi5Dz29+Aoih4Dx1G91//AoIgpac9giCR9vGPo+ef/wBBkEi986OwrFo1rKcIhifw4HNHpafyZ+6p0BzHSHuEOI7DiRMnsHDhQmk/E8Ej5Paz+OoLJ6QnVY7nkZZgws/vWBSzR+jgRSf+8sFF8DyHT6yYjitnZ0njOFjXg73nO2EyGHD9vGxQJA+eoPCTN86C54UE5p/fvkBzTK+daMHLx1tAEgSykkzIpdy4efVC/OA14QYnPnkBwJLpadi8OBcZSRbwINDb74PbzyInxQozBbh8DL657bTiqZzjOdy3uhirSzPxy53VON3qBgHgydvmIi1JCNXuPtuGfx8WcmREj4nRQOK3H10Ao9GI2k43fvzGWZAEKXlMbGYDfnvnIvx85zlUt/dLr8/OSQZ4Duc6+iXvye/vWgyr2ah5nX6y/Rzqu/tBkQSe/eQy6XoQBIFHXjqFzn6/dM1KsxLh8jF49IbZMJuMYdfJ5/Ph7NmzWLBggTRP5HPvN2/X4HhjL0hCaPJa2+UGSZD41rWzkW+34NkPGnCiyQGeD7biSDBJ1+l/x5vxyolWkASBL1xVggUFKYpxfO7541LlHkEQ+PyVxXjjTDsudnvA8Tz+dM8SGAyRf1vyufeX92uxr7ZXukf8+s7FSLIYo/6eXjjaij3VHeB5Hp9cOQOzshKRZjPAYjbF/HtiWRaVlZWYO3cuKIoK+z1997+n0Or0wWyk8Ns7F6K6vR+/3F0Djudxw/xcbF5aiE//9ZA09x67qQz5qQlh1+l3b5/Hha4BsByPn946FzaLSXNMVR0D+NXu8+B5HrcsLsBNC3LH3HvS2OvFD16rlMb0x7sXRbxHEASBU6dOoby8HGazedzve7Hcy+t7PPjx65UgCEIan5ZH6JtbT6I3qFr+pauKsWhaOnieR0NDA2bMmIGmpiYUFAw9nHcpYFxDY/PyUhRy8ICQLzA3P1yb5YML3Zgne70o3Ya7LivCvw41aBIhs9ksTVgAcLmEJ2ejUYhHyxPe5Nvyqh71dsqmmyQixLncyPrmN6T9kTYrSCLkYBO3+155Rdrm+vqkzxMEEfpucALHsu33M8GJHX7uQxmT1rZ4Xmp7LVmyJOpnhjqmWMehNSYvHZBE9gCBHLp9jGKxjHS+4jbDCSEpgiDh9NKgWR6m4GcuK07XLJHPs1vR5vQhwHARx0RzvHRune4AkJwMDqRCgFPcPtbgQGGaDZsWJuD1U61Sgu8X1s3E4qJUBNcTaX9luUlYXJiK4mB+CMNDmhMJVnMoBMyT0utiiIxmOFCUIfh+aK4SEJSB/bQQSvEFc3vE170BBmW5yajpFDwjq0ozYTVH/j0ZKSJImITwnng9+v0MuvoDEGdxTooF374h1PVb6zpZLBZUVISLGYqfaXZ4QBIkzEYSM7MSUd8tnONP3zqH4swEODw0CBCwmilkJpqlsCogqH+LdqU54P/trIGPZpGZZMYDa4uDoTtZTyZZrpjZQMEQTC6N5fdkMRml60ESJEwGSvG7kX9efN1mooLXgMA/Dwjercc/Mh/9tNBslmF5zM5JAkmS2FvTjQAjNOxcPiNNuh4URWHx4sVwDARwttEBT4DFjAwbZmYlobarH219filJ2mAwwBUM/ZEEIfVMk//OMpNtkv3k5+5neSlHjwgWBWiNqc9LS2NKthhH9R4RadtsJBVjinaPABA2/8bzvhfLtokiFWtSpPGZjRQI0LCYKCyali6NaSKK544WxnWkRek2rJ6ZgX8dbJSqxvbVdOP1Lwplsn98rxbz8lKwujQD8/JS8K2XTqHPS0vJdftquuMunx9K1ZgI84wZsCxYAN+pU2C6usDLElUJi3afIS7oigQANuh2HQ7YcXLgsSyLqqoqzJkzR/HDDDAcTrf0YWZWYtxJj7Vd/eB5YGZW4uAfjgB1FdX68mwkWQzgeCH2HQvkOjevn2zDvLwUlGYnYV9NN8629cFipHD9/FyFcrCY5CoKGrY6vejpD2BefrJ08y/JTMTVc7LxdpXwNN/a2YMAPU1x7JUzM7A/2GNM1AjR0lpRJ6uynDBWb4DFkYu96HYLIQt5R25hbKGk3k2L8lCemwyzgYJ4/5e/b6RIXFWWKSjg8uG2HQiwuLw4HcUZCShMs4Vpl6jxyZXTwXI8jBSpqFhRVytF6qCuGG+E+QcI7RnEar/CVJuiRBsQqv3E9hRiE1I55BVRfoZFk8MDX1B5WavCzhtgpYTzaGq9Woi1akwOdUNW4bgUvv+/M1Jj2J/dLkg+7DrbgfY+H8xGUkHgRftxKflSReGNC3MxMysJz74fqjAUK4bkGkpiu4vHNs0FSQpkKVLVmLxc/p8HGvCpVdM1q5DOyPJAI2kGjTbiqY6KNv8mKmJtlSEWNdCD6JpNZow75fv93RV45OVT2HehCy4vg6fuXiKVw4tVDatLhRL5p+5egruf/RB2q5BHdOOCPFw/P3dMzzfl5k1S77G+V1+B5ZvfBABFV/pIYEaCCKnE6dR9hsYaLx5pwjvVnchPteIHm+bGfC4NPQP4vzeEENF3bpgjeTbihVz878aFuZoVH4Nhmkp+QVyY67r7cbBOyAW5arayiknsEcZxPJyeAH7wWiUYlsenVk3HmlJBf2RhoR0LC+240NmPi9398DF8mKDb/PwUiQiJpERLLVl9UxObcv7lg3pJAwkQFlr5NZALsM3SqKqRk8AbF+bixgWhihqvSrHYMRDAs+/X4a7LipBnH7wJZ6TPhCtAC+J+QxVyq24PLap+hgvTNuJ5YFGhHU0OT1hxhhqeAAsjScAHoUpQiwh5AmxIyDLOUuMrZ2dicZEdJoqUmr4OBq0GrGYDiRSrEW4fA5eXlu4DrqA3JtJDiXxfr59sQ+8AjU6ZurVI7BLMFKZnJKDPS8Me3JdasFMLckHMQ/W9+OTK6ZqfO3IxpFsTqXJutDESSuGTAWKVGMvx476ejBfGnQilWI146u4lmu+JniERq0sz8HppuKhaPBgum0++/np0PP5TgGHgeu11ZH3tayAoCqR18IVhJDxC6oU0Hs/HcEBRFObNmxf2uihu1uLwws9oi3Zp4bkPG6TtF440acolxAJ5w1WrcWjTeVZ2Eu5bPQN/Dj4piwu1WnbeR7M41uCA0UCi1RlaPI43OSWtn799cFEiQiJsJiFEkJiYBK9K90fezXz32Q5Ut7mwQlbmer7Dje/+73SYMJ24oMlJEKBU/N1+ug3bZeqzWjd+tUdIBM/zmv232vt8CAVmhwa1R0h8LdrciTT/AKAoLUHKt7p9aTgRLki14v41xQAgCc7JUZ6bLEkHTE9PACWFNjlNeQJvgMWPb5kHP8NF7QOnhYwYe5LJUZqdqNDeKUyzwUQJRKjZ4RUKKAIsTAZSqmZTt5gQ7ScvWwcgkXDpc8GxrynNDJvHsUBdeq1Wmhbx8cun4bkPG5BgNqA0e+ge4eEgwUShINWKZocX1w3yQB1t/k1U5CRbkJVsRqfLj1sr8iN+Tq532tTrjUuXT8TA/v3oefZZAECgqRlZX/86kq+9RvOzzV/+Ctw7dihem3XoIKjkyO2KRhvjToTGGsMJjQGCknTi2rXo37MHTGcnBj78EImrVoFMSIBt2VKQNht81efAdHSEfZfr69PYY3xQ33hZjh+TbsEsy+LUqVNYsGBBRDIZiKBeqgX5jTqSXH8skHuErBpPzrEiWSMcJRcrfOy1Slw5K0sSipMj0s1efl48z8PldsE5oGymyalCnc0OryLc0uHya3Yd53lIZfRyyBV/1a0y1OE1QOkONyn6gwn5TaxGT/XBOskPBrlHSFyIntlbh6vKsrBqZni+HxB9/mUmmfHjW+bBS7OYkZEQ1sNJHn7S0nzKTDLj/26dDz/DoTDNpnhC9mn0cBsIMEiyGDF8RbDYkJtixY9vmY+67n4YKRJz84Twq3rOysep9oqJ9psxa2gPHLFCTdgj3ZuunJ2J/FQrspLM49bSgSAIPHxdGRp7PSjNin41Y7n/TTSQJIHv3FCOFocXs6KQzcwks9Rr780zbWH6VYOBdbnQeO99KNm1E6bCQgzs34/Ge++DJfi3Fqa/tA3WuXPjOs5oYsoRoZFAyqZN6A+WSLpefVUgQhYL0u+7D4Dg+WH7B+A9dhSu7W9K3+M8XnB+P0hzfE+EcqhzhNQL6WjCOojXS2uhjYSVMzNwoskJQFB7HSrkXgvRS9LnodHnpeN6stHKy5GHRfw0p9n9GwAG/ErC4Q2wsJooMCwHiiSk86JISgpdiDgrE/oTkZ4Qmh9aJAgAPqzrwYd1PWGvy0M18jEtn5EGs4HEySYn+ry0oOCcZlM0fjUENW0GAiwogsAf71mCAMPh9+9ckAQc1fuNhvruAbQ6vaBZDkumpUrq33IiVJKViGaHF/XdA1g6iBBmtPmXkxLKV1ITtVjCV1myfCcxvMOwPBLNBmwoz0aHy49TzU7MzU+JKSw40shJsSjGCITPWTkR0rpGVqt11EmHuulqpDALQRBhqsvjAZvJgLKc2DwRg93/JiISzYZB768b52ZLocqkCM1qo4FKTkb6/feBShE0/RKCrUh8lWcjEqHx9P5oYcoRoZFg84lXXQkyKQmc2w3Xrt3IedSjyBGi7HZQdju8QX0IAICBQuKqVQDDAMMhQqocIXKM4rkURaGsrCzs9bQEE3oHAkixGuO6ycpd6OpwXzxYNj0V+XYrvDSLksxEPPLyKXS6/MhMMuOnH4msMyUHw3JIkikdi4mi6rCIVqgIELwacnXjZocHpdlJ+L/t1WhyeMAFq44SExNRmJ6AmVmJuNAp6AiJbRLksJrC1ZIjIcliUChpyz1CckIwLT0BF3s8ePq9WgDA7UsLUZhmU3TjPtPiwj8PNIDleHx0WSE2zs2ByUBi06I8BRFKiNHz9sGFbil0Oi09QZMIyREtaTbS/NOCvAEvEL3ZpBZErwbNcshMMmu2YhgqnJ4Avv7iSQACufnJrfOHvC+518flpRWhTzURkttPriQ80lB7hCYL4pl/lxrknm+t5H+32y1VXQPhFdkAkPWNb0jbbPCzlrnhlaAi2h99FKyzD8bCQqRv+cy4e4cm56yNgpFQyyTNZiRfey0AgPd44N61S3pPoRQcFGADgKyvfR2pH/sYyIRQ07+hIDPJjK9umIUvXV2KxzbNHbOEP4ZhcPjw4TD7iTdU9ZPgYJDfMJlh3JTTE82YX5CC5TPSkJZgQmJwEexy+yN2UVfj7wcapMUJCPUeU4dF5DlDs3OS8IV1M/G1jbMwMytREYMXJSF8DCvlpHA8D6fTCQpCHsumRZFl/o3B/I9YILZcECEPM8rDjy5ZtaX4NwCFRyjFapRCrwqvTWaoIjA1wRRzMqXcQyi/xmqvmPz4kRBp/mkhrCosztCrOnlUDZePxhun2rD7bAfOtbvD3o8GsawfQFi+TrxQe4Tk10wdGpPbT956Q408e/RKwMEQ733gUkE88+9Sg/yBT+u3Ul5erhAnfvzxx6Pur/NnP0f6/fdF9AYV/PpXKPrLX1D0t7+CSknBxY9slsjTeGHKeYRGKiM+5Zab4dy6FQDg3PYSUm4WGrG2fuObIAwGmGfNAmT5FWTi8AiQCKuJithWZDRBEARSU1PD7EcHF85YmpDKofAIsSMX3itKs0k9u0TPzGBQE7FQaEwV8pIRoZlZiVhclKo4rggxR0X+pEVA0O7w0CwqspIwMysJTb0eHG90hp2PSIRanV7F61YTFUbueF7w/PQFBdEWFdql99QLpYIIBcnewkI77DYjaJZHms0kdbaWL6ocx0ufj0ciQb4oygmXPFn6qCzZO9q+I82/SMi1W9AWTGiP1yNEyUk6x4clADsGAnj5WDMAoQlrPKHdkfTgKq8nE9UjJLefzURJ80WNSDlasWKy9qmKd/5dSpA/8GnJOZw9exb5+aEHPbU3SA7HCy+C7etD7g9/MOhxqeRk5P7wBxg4cACuN99C6kfviPPMRw5TjgiNVKKbtaICphkzEKivh+fwYQQuXoTz5f9KXiDP4cPK4w7TEzTeoCgKM2fODHvdF1yYO91+9PsZySMzGP7ywUVpm9boTj5UFMgISWNvbERIHSYQy5HVHiF5aEzdTDLfbkWSxYCCVBsKUoVzkBOp0uwk2EypsNtCN5FABN0OA0VokgKtcIaPYVGalYQjF3tBEATK80Kxd/k+Dtb34O7LQyEekejk263ID+a8yENxxxod+OeHDUgwUZiZlShVLKmrkaLBqPAIhcjudfNy0NXvR7fbj/drQlVL0YhQpPkXCVfNzsK/DjYCiE2rRw75Yh5gOBhIQimoOMjCMVZQE93BQmOi/bR0iURoNeSNB4sLU/H6SaFSMd6Ho4mMeOffpYSXgqQeANr6vGHvJyUlITmGnJ6eZ59FoLEJBb/+FQAhRBZrLpCYXzRemHJEaKRcmwRBwL75I+j8fz8DADhfehlMb3i+BwCYZ80CYbMJbnaWBaFS7OQ8HhBWa8xPGwzLgeF4cDwPi4GK2P18JMEwDA4dOoTly5dLiqOKMCDH491znajp6EdBqhW3L9V2i4qQa5cMxSMUYDj89YN6HKrvxZ3Li1CSmYAZGQkKz4xatTwSaDa8Em8gwIZ5hOSLhEm2WHa6fXB5GXxtw2xkJQtVMHIiNS09Ad/cWIpDhw4h3ZaHs60uGCkCDtlTeVluEqrb3MF9k7itIh+3VuSjstWFf+y/CEBIZBRLpMW8oDanDylWI754dSnKc5MVi6E83s/zgNVISfkhWnk6NhMFihSaoPppDu8G83tWyrwEnkDsvx8FEZKRXVHoj+N4BRGKRqK15l80rChJR1lusqQQHQ9WlmRgdk4SDCSJHZXt2H66DWYjBZuRgsVIKTx141XxBCjDXz6aRU6yRdL+URMhuf3SEkxwBHP75DAZyGEXX0zPSIDFSMFHs8hIMg1rXxMJ8c6/SwkKOYsherzavv8oTEWFkieIdbnQ9r3vo+DXv0LPs8/CUl6OhJUr4a2sROOn78XsQwcBAN7KSgCIWGo/VphcVzQGkCOYzJdy883o/OWvAIaB83//hW3psrDPEFYL0j9zP9of+wFYpxOWOWVIufVWeI+fgG3ZUviqquF4/nlY5sxBxhe/MCgZ6vPS+MGrldJC9qNb5o1JFQtJksjPz1fYjyAI3Lt6hqRUK7aFONPSh4WF9qhVIfI+W6tmhhRweZ7Hofpe2G0mpCeaImquHG904FC9UOnwn0ONMBlIPHV3BfLtVklzpak3/OmG53l0uPywGAV1XIuRUnhaHrl+DjITzbAZKawsyUCzwyOF2uRhKS/N4ly7Gz6axQe13Th6UQjxfOu6MpRmJ4FmQ/klZiMp2e/QRQdePdkGOUiSUJAGA0XCbhN+mvLZcNPCPFwxS9B2EZPCAaC6zY1Prpgeli+mnktCybUBPf0BTSJEEIInSr1Ayj1XQ02IDzDhC6yawEeb+1rzLxpsJkNUz0c0rCgJzcdtR5vB84Ln00+zUPOEeD1CaQkhchCvErsaCSYKP7t9IZIsBslDecMCbT0cuf0+e0UJfDSLzz9/DAAwKycJ39w4e8QeqBYWpsBPc7AnTB4iFO/8u5QwPz9FquCdFoNophqOF16E88UXAQj5QSKSrhHIjVg5nbByJaxz5yJhxQo0f/kroFJSwPb1oegvfx7mCIYPnQgNA4aMDCRddRXcu3aB7eoG3dICQ1qa4jO81wfCZALb2wOeZkB3dKDnmT+BbmmBr7oK/upzAADf2bNgWlthlMVitVDb1a9YxOIVdBsqSJLEtGnTwl6P1GLAGSEHARDICEkIfa4K04R+RyLcfgbP7BW6ns/LT8FXN8zS3Id6Ib+togAEQcBipJCVbEFHnw8tTk+YzpKP5vCd/54GAJTnJePrG2criFBJZoK0IH9y5XT0DgTwza0noUZVm1sKAcgXcJHQyL1JgtdOsN/RnmaoYaJIhVdMWVEnEzyUjUOd1KhOjhXxwBUlePVkC66ZmwNAWHx7+gPo9zFgWA69AwH4aA4GikBWklmTCN0cTOzuHfBHVArWgtoj9KPXzyLJYsCs7CRJEf6+1TOw/UzboArxkebfaEPuBcxMsig8mUD8RKgwzYb15dk43+HGp1fOGNa5EQSB1BjJhpb9VpSkg2Z55KdaR9SrvGVtfDo0lwLGa/6NBT5++TT0+xmk2IxYPYQcsdSP3hE1v2fGyy8p/hZDZxMJU44IjXTWv/32zVLVGOtwhBEhQKgeM2Rmgm5tA9MWEuQTSZD094ULgxIhLUHFsQDDMNi/fz9WrlypcA1HqsiJlkBKs7x03ur2AfIkzmhPzD6Zl+JLV5dioSxJuCjNho4+HxiWR7vLJ+XAACqCEvRuiKExSpULAoRXwSRaDKBZTlGiLQ8Ril4ZuQaRyUBK9vObw0uxTQYS6+ZkYUFBipCcKyPrMzOTcMeyQjAsr9BFkicAUyQR0VOzfEaa1HwTUOb4uH0MXj7egsNBz9oTmxeEESqTgUROsgWfuzL+xU1uu57+AC4GK6YCDCcRn5UzMxSht0iINP9GG/LrmJVkDiNCQwmNfWwEy/Fjhdp+FiMlqW2PJDwBoe8bwwnJ98MV35woGK/5NxZITTDhketHV2hzomNyXdEYMNKuzYRVq2DIyQHT3g66pQXmWbNgzMmBado0DOzfDwDgXC4YsnNAt7ZF3Zfv/HkkXnFF1M+o82nGqgkrSZIoKSkJs18kj5A1ygIhzzNREyGxOgmIToT8dDihEVGYapMW98Yej4IIaSW6ih4ho8bTvcVA4falhTBSBDKTzFhQYAcAnG7uk9zJcvzkjSpYTRTWzgq1J/AzLH68vRpOlwkupjOsRYXLS6OhZwA0w2PzkgKQJAFvgMWBum70eWlkJVnCqnnkZfLxLMbyhcnloxXK0lpl+wXD8BbIy+frZGXjg/X70kKk+TcaCDAcfAwLhuXRLyv1z0o2Ay3Kz45nsnQ8GCv7nW7ukzy6dy4vwoby7FE93lhhLOefjrGHToSGCYKiYL/tNnQ/9RTAcbCUz0HGgw9KfVcAwPGfF2CePXvQfSVcdtmgn1EnM45laCxf5a3qcvvx5Fvnwj5rpMio+kby6iunR2j6KCr7ykNezY7wHB8Rco+QejESF1qKJMIbfMo8Qgdqe3DHssIQESIJnO9wo66rH219PnxqpZB3c+28nLDjRxqfjxY6k3e7Q600LEYqmK9ERezSJYbZNi3Kg4WkQHMcnv9QqHqaX5ASRoQ2LymQRA7VisPRkGI1wmqikGI1guF4Sf4AEEJyaiI0FNIiwmKkkGQxwEiR6JBp5sTSvFMNrfk3Wth2tFmSEZC3bclKCrfzeCZLxwO5/arbXdh9tgOeAIsN5dkKGYjhwqCQxZg83czHcv7pGHtMOXo7GoJY9o/cJmXbO196CeA4RYiF6eqCMSf6k1HCisthXTC4ErK6hHosQ2N79uxR2M8bYDWPr9UtWw45EarvHsCfP6iX/pZXMJxqdka8mUbzCJVmJ+KxTXPx1N0VYSRG3U28PRhCAwQC98apNmw90ox9Nd24/+9H8NUXTuDN0+GevEieMBF2mxFf3zgbX1g3E+vKssDxPLq7u8OIbFG6TRFGFPV2kswGaQ5pJTbLF+h4km43LczD7+6qwE9unY+SzMSwpqsrStJRMS20MA6FtIiYl5+CX925GP/v9oWYmRXqdVSYGv8+tebfaEG+mMsT5LM0qs8uFY+Q3H4uL4PjjU6ca3ej0+0f/MtxQN5uZtvR8Hy4SxVjOf90jD0ujV/xCGI0XJvG/HwkrF0DAGBa29D/3l6Yy0IxV9uyZTBkZYV9L/HKUBiMsttjOtZ4eoTmzZunsF8k/Z8+L413z3VG3JdaFFDeNkRsbyHCF0Frxx/FI2QxUihMs4Vp/QBKkUPxXB+8qgRf3TALn141I8wD4vLSmi1ABlMr5nkhGXtxUSpKMoXu4UnJSWHVqRzHK/JyevuFRGWxwgsQwnsuH6241nJyFA8RChPEDNqRIITmsdnJFgWRHQ4RkkOUMqBIYkjqxVrzb7Sg1USXIglFxRcgqHoPtTJtrCG3n/z6vni4Ca+fah2x44xl78OxxFjOPx1jjyl3VUdrIqfeeae07fjPv5GwcoVQLrhoEVJuuhGGbKVnwrZ0CcwzZwLBBTVWIhSWIzSGRCgrK0tJhKK4vrv7tZuFAuFaNEyEBR5Qen4Ur8uJUBzKwT6VNlCfh8bMrCTMy09BeV6y5sLvo1l0un347/FmPPt+Hf72QT36B+kD5pGdN0USMJAkzCZzWH6Qj+YU1VU/ev2stC0nOF/9zwmFLpJriERIRKfbh9PNfZIekYEkJZIkyg4QBBT5VUNFgOHQFgyN5dmtmgR1MGjNv9GC1vlZjJSCsC4osOOnH1kQV1hyPCG3n1XlsY0k7DkUTEblZWBs55+Oscel8Tgzghgt12bi2rUw5uWBbm3FwPv7QDc3I+0T9yg+QyYkgBsYAJWaivT77wcAWJcsCapRE2D7BwCeA5UUueIqrGpsjJ7AaJrGnj17sG7dOhiNwoJAa2jDiIimUJufasWtFfmS7pCcUIXn9GjfpDeWZ2NxkR1+mourl5TaIyRPzga0c2LeOtOOt860K14brBWBR0WUjCSBto5OZGSkgyRCN1M/w0bMN1ITHLmnQt7jaihqwEcvOhShC3mi+BWzM1HfZYWHZkckB6bV6ZUq6wpSh0astObfaMGo4REyG8hguFLw9qnnzUSH3H4JKi/WZFKAHi2M5fzTMfaYckRotBg9QVGw33knun7xC4Dn0fu3vyPn+99TfMaQnY1AXR1YhwOc3w/SbAZBECBNJjR/6csAAPPs2cj66lciHkdNfMbKI0RRFJYtW6ZoUSIPja0oSYcnwOJksJIqEoEBILWh2H22A24fo/ByqYlQpEV+sH5r9d0DOFDbA5rlcFlxGspykjX3pz5eVpIZ6Ykm9ETxaAGQOqnLIaoyAwJROd7oQLLViHy7FSYjCbvdHvbE7PYxONPcF7YvIJwIyResObnJ2HVWSOiVl8cPFXKCcsWsTEm4cThw+Wj851AjDtb1Sq8NNflaa/6NFuQeoSvLsjA/PwUEBAHIzUsKYDFSEYU+Jyrk9rOqpIdGkggtKrTjH8HtzUsKRmy/442xnH86xh46ERpBpN5xO7r/+EfwHg+cL7+MjC98XqErlHLjDeA5HsbsLDCdnWAdDvAMA+vixRAfNXlf9I7Uct6zaVEe5uTG1stluCBJEmkqjSR56XVRmg3LpqdJRCgWL4XY3FJOqNQP49EIVTR0uHxS5U++3SoRIfX+egcCONbogJEkYbcZUZhmw9c2zMbRBgcYjkNxRiKe+7AB3f3KpNLEYDUUzXIoTLPhoWtnI8BwUhf7Pi+N3+25AEBQqzYbKJiMRiSYDfjFHQvx2eeOSirF6n2LCPMIyZJ4FxSk4MGrSmAxUpiWHn8fu9LsRGwKCiWaDRQuLx4+mVKDYXkFCQKGnnOkNf9GC3I7F2ckKBrZXjsvuvDjRIXcfupI6kg2Sk2xGvHdG8vR1ufFsuljc73GAmM5/3SMPaYcERrNrH/Kbkfq7ZvR+/d/gPf54Hj+X8j84hek9y3l5dJ267ceAet0gkxOgq2iAoTFDN7rA+ePToQ2LczDTQtywXI8SIIYkz5jgOAa3rlzJzZu3Ci5huW5PUYDqcjViYXAiDdguUfoBzfPw2snW/G/40LYbKhNIOXhJnnn83VlWVgyLVVSl27r8+H3QcKysNCOL11dipwUi6JVgVpUERB0kn515yKYDaHcGpsJUp8lOVKsRlAE0NHZifycLBgoEp9cOR1/kzWe1YK6wak8NEYQBJZMG/qNeWZWkkLRezSgttv68uwhe4S05t9owThIHtwf3q3FgJ9BitWIz6wdeVHC0YDcfiZjZE/jSGBGhtD3bzJhLOefjrHHlAsOj7ZrM+2TnwSCx3A8/zw4j3bjTypVKFHmXG64330XpFlIuuR9g5ezEgQBA0WOGQkCAIPBgDVr1ihUVeUEw0SRilydSEnOgBAy6fczEoFQh/fkYoyRCFVjjwcdLl/EXA25mJ88GdRqopCTYpGEBR2ydhKRFgR1FZHZSEpqzupQlzoRFQCSrYKSb1paGhheUKLW0qRRQ63KO5Qk4/GE/BqU5yXjY8uLkBClsWo0aM2/0YK8JYtWQ+CaTjeq2lw41+EOe2+iIpr9tIi+DiXGcv7pGHtMuas62lUNxrw8JN9wPVyvvgbW6YTz5f8i7eN3h32OSg49jbve2A7SJjwp84GR1fUYKRAEgeRkZRhOHhrbWdmOFqdXSiaN5hF6dm8dKltdof2onrrlniUtjxDP8/jBa0LX4uLMBHznhvKwzyg8QhrnkmwxKtp5AJFDBGoCEq1k+sYFueB4XhJDtBgpmA0Urp6TjWUz0qVSfzU5EyUF5ERKXa6tVdY9kSE/38AwxfW05t9oQT4PjjY6kJ9qRXqCCVnJFgQYTpo3I1ltNdqIZj89WXpwjOX80zH2mHK/gLEQxEq/7z5pu/evfwWvdUxS6TkgLULyJefzK3pXaaF3IICjDb04VN+L9r7oobSRAk3TeOWVV0DTIfJQkpWImxcLaqvNDi92nGmX8l78TGSPkEetI8TxijHLK5W0FhulhpC2h09+c9dahDOTzMhINCtIV0SPkIogyXVYfDSLbUeb8erJVhxt6MWVs7OwrixbIjRiyfWyaSnw1x6Ec8CHrUeb8cqJUK+GpTIBQ3k+SklmImZmh4QIL7UFS+jdJmxreVbigdb8Gy2U5SbjezeW4741M3C+3Y2f7TiHtyqFqkG5PtbAIBIKEwlq+8nn0qVGsMcDYzn/dIw9ppxHaCyy/i2zZyNhzRoMvP8+6JYWuN58Eyk33aT8kNwzxXEggqExcBxA04BJu6v0wboevHCkSXoq/eiyQuSkhLeAGGkYDAZs3LhR4RouyUxESWYimno9ONbgUHzeR0d+WpZr7Dy5eYHkcTnd3If9td2wmQ34xjWzUZqVOKgoYiRlX3MEj9CRi71w+xgsLrTjgbXFaOz14CdvVAGITDSMqgR7keTsv9CNk819OHJRSAiumJaKJdPSEGA4ycMjJjyL9vvua+fgVHmiHLK/1YuSSCAIIjyRfKKDIAiJGHe6BYI/VI+s1vwbLSSaDUg0G8Bw4fPsUhFQVENtv2vmZUttXaK1w9EhYCznn46xh35VRwnp992HgfffBwB0//4pJF93HQjZj8iYmwOxk5apeIbiu5zfDyoCETrT6lKEdEaqfH7/hW7Udg/gpgW5sNu0jx3pJqDWmpmTm4z5BUJ5e6vTix2V7Vg6LQ3TM2z434lWqe9UeqIJ6bIy5IbeARwKNkudl5ccMSdGq4O8GnJSQ7Mc3j3XiWaHF+fa3Wh1CpZfNiNN6jwPRM6VCPMIGQU7HG9yKgiguFhGahxrMBg0PSPi+QDhjV/FFiNywcNLER4/g65+f0y5UZEw1ouQskGvMM/iEe+caJDbb+m0NGQnW8CwPPJShi+aORWgk6DJiyl3ZVl2aFVI8cJ22XLYli6F58gRBC5eRN/rr8N+yy3S+0nr18Nz5Ch4nw+pd9yBvldfld7j/X4ggqgiq2prMRKCil1uP/68T+j31e3246sbZoV9hmEYbN++Hddff31Y1YTaK3P35UXIDd5cf7bzHPo8NPbVdGPTojy8Wx0KLaifruWekeQoasmKBSrCwiR/yr3YEyJYIkiSgIEkFPlJphiSpWflJGF2jhCuUo/bSJHw0SxqO/ul10QiNOD149XtO+Dy5SgEFQFgybRUrJuTBYblw4jdF68uhTfAYjJ0LsgchvZOtPk3WlASbuGapcoS2MeyWGG4UNuvMM02Yu1TpgLGY/7pGDtMOSI0VoJYBEEg40tfROMnPglA8Aql3HADiOCPiLRakfPYo0JYjKJCoTEIeUKRoE53GQmPUJMjVNkmdjRXw2Aw4Prrr1c8FXkDLHjwYeEc0WMCQOG96nAp85nWlSn7rzXLziMnObLnQLFARcgRkpOaTle4PcWydzkRiuQR+tjyImxeUggDRSDVZpKqiswq0mIykNh+ug1vnAo1aRX7hb16ugO73DkggiQo0WKA2UDCSJG4eVG+ZrUZgEtOuE+NjywpwKsnWnHjwtxhebS05t9owRNgcLKpD3truqTXRI9QSWYiFhXaca7Djc9dWTLq5zJSGEv7TUZMNPu19/nw2z01YYKwZgOFe1ZMU+Qa6hgcE+OqTlIkLF8O24rL4TnwIeimJvS98grsmzdL7xMEIZXaJ21Yj4SVK0CazTBkRlb1VXdjHwkiFOvyxDCM4kbwr0ON2H+hO+xzkRb1flln6h/eMg9OTwA7K9vBcDzWzspEc7DHVYLZgLerO+GnWWQlW8JUjmP1CM3NT4GJItDp9qPF4VW87w2w+P07FxShrUg5QukRyIiWR0jt5RI9QiaKDObICK9nJZnx7euFxryXcshrMFw/PxfXzs0ZEe+Jev6NFhweGs++X6d4TZxnBEHgi1eXguP4S8ojBIyd/SYrJor9eJ7Hl/59HIcu9mq+/865Trzz9SvD5Dd0RMalG/AeIsYqNCYi84tfkra7n/oD+IB26wZjdjbMxcUw5ueDiJAfBIxOiw2DLBmYinBzZxgGO3fuVFTdRWq6yoOHy0eHkTZ5lU2CicKHdb144XATXjrajNrOfqlUviDVileOt+CtM+04qvFjl3uEIlWNUSSBr22YhS+sK8VHKrSl/tUJ3pFCY5GgDmOZDMrO3ndfXoTLi9OF8yF4dHV1geeDOT+U4JGazCRIxEiRIPX8Gy1o9xpTVXlegiRorOw3GTGR7PfaqbaIJAgQqop/9fb5MTyjSx/jT2/HGGPN6G0Vi0MVZK2tcGzbhrS77hry/sKaro4AEZLn02woz9b8jNFoxM0336x4jY6go/Lgc8cAAI/eNFfx+tJpqShKsyHAcLAYKYVeS333gLQ9MytRaiqqpUekLJ8fnLwsLLQjK9msCJHJ/y7PS8bXNsyKmoejVfGkPraJUhKhABPqLG81m5CTHaru00uW44PW/BstaD0MWC7hJGlgbO03GTGe9mtxevHg88fQ3CukDrh9ITL26zsXoaJIkN9wemjc/vR++GgOf9t/Ea+eaAUg5Fv+5NZ5WFmibBQt6LGdxeun2jQlWwJ9XWGvTVZMOSI0mEbPaCDzS19UVJClbNoEKjFxkG9pg1ERn5EoGpOXCUfKk+F5Hm63G0lJSRIhoAc5uFdWJl+cmYDr5iv7NMk9UXUyIjQt3Sb18dISVJS/FmsVT7LVqCBCdpsJjgEaNMuhz0sHvTPa363vHsDT79Wiyy18/6sbZmFefkoYETIbSEVYUK6XZKII0EHXOqEau47BoTX/Rgta1YqRPI+XCsbSfpMR42m/7/73tNTDUY6rZmfi5kX50t+FacDnrpiJX+4+D54HeoKq+T0DAXz9xZN4++tXKEL3b55px9/2X4x4XMYzdTSTphwRGuvQGABY589H0rXXwv3WW2B7etDz9NPI+vrXFZ9hHA4E6urA+/0wFk2DqSBfc19cmEdo+Oq28pJuKsICzTAM3n//fUWvnUihMRFuWRm51kIi94rIPUKFaTaYjQIR0vIIrSnNxJJpqfAzHJIssU1hdQNTi4FCstWAnv5AWMKhGscaHBIJAkISUOoxCaGx0PkMyIgQSfDo7e1FZmYGCILU2xrECa35N1rQUhiPxfM4kTGW9puMGEn7eQMsGnu1Wy+pcbqlD++cEzwzViOFjCQhbSIvxYqf3Do/7PMPXFGM+u5+HG0Uwv4uL4M+L422Ph9+sfM8bl9aCECIJIj6aYDQmFp96/eRFrRgamDKEaHxSnbL+sbX0f/22+BpGr1/+zvsd9wBU2Gh9H7g4kX0/OlZAEDKLbdEJEJyj5DFSEUkLvGAk3nJIoVsjEYjbrjhBuW5yIjQY5vmwkez2FXVgaMXhR8hD+Ant86Hn2E1n7LlZMATzB+ymChkJpphNpDoR8j7w/M8/MGQmslAwmSInEcl4rdv16DJ4QEBAuvmZKHT5UdT8AZkNpJIsRrR0x9Av48Bw3IRdYvClaWFOaQOlyRbjEiQeYTere7EPZdPE75jNiE7K1Qll2/XtVvigdb8Gy3IvXWzcpLwlfWlYaKalxrG0n6TESNlv/Y+Hzb9bh863fG3Unpi8wJsWpgX9TMWI4Vf3blY+ru2qx/X/movaJbHs/vq8WxQJkWONaUZ+Me9y8M8Xc3NzSh8PO7TvCRxaf+6hwBuBDwoQ4GpoABpnxJK6XmaRufPfq54n7SEysX5KB3oSzITMTcvGXPzkvH7uytw12VFwz63xUWpyEg0w0iROFjXo/kZjuPQ29ursJ8oRmigCBSm2VCanYQ5uaF+PAGGQ2qCEUkWIyiCkNSWRciJx5LpqVhfno1VJRkgCEJKRPYzHDhOiGV/5T8nUNXmQqxwemn09AfQ3S8QoGRLsPlpggkpVqOiu/uz++rR6dK2u7qaTCQ7dpsJZblJWFRoxwNXlGB+QQosESrmDCQQoGnw4HFrRT5uWaxNdHVoQ2v+jRbkDwMsx8NsoC655Gg1xtJ+kxEjZb/H36waEglaPj0NNy3IHfyDKpRkJuLTq2ZEfN9AEnj0pvIpHy6dch6h8bwRpD/wAJwv/xdsTw/cO3bAc+QIbEuXAkDMOkIjQXy04KVZ0CwXsTkmy7I4fPgw1q1bBzL4dCyGxuREQR5C8DMs3j3XhRcPN4XeN5LITrbg0ZvmKqpzLpuRjiWynlvy5qQnmp2SJ+dnO87hz59aFtOY5Od1oFYgeD+6ZR7ygt6Yfxy4KL1/uL4X6+dkIUtDv0idPCvmAc3ISMA3rylTvJcgC43NzArlgVEED6fTiYyM9EuqWedEgdb8Gy2QJBFsD8IPGv69VDCW9htJtPf5cKShF+vnZEdUkdcCw3J443Qbege0q3QBgCQIrChJx6xsbfFaOViWxbv7D8GXUQb/EPvm9XlpvBJMYE6xGnHt3NhaIyVbDfjMmuIhk5VvbJyNJLMBzSoJEZIkcO28HMzMGnz8kx1TjgiNpw4ElZiIzC9/Ce3ffxQA0P6T/8OMF18AYTSCNIdCPbx/7DvQi+EfOsKP3Gg04pprrlG8pk2E5A1JOVhVNy8/zUnfk3uE1KX28pueOofn8MVe9PT7YTZSWFGcHvEGqdVDSU7U1HlDEXuNqUJj6jHJQZEEHr6uDKea+3DV7JD+UYLFhKygPpROhOKH1vwb1eNRBAIMP+xmsRMFY22/kYDLR+OW33+AdpcP6+dk4U+fWBozGfjxG1VRE4FF2EwUdnxl7aAq20ajEa91peGdfZUxHX8wfPOa2fh4MGw+2jAZSHzx6tIxOdalikvn0WCEMN6uYftHPgJzmeBF8FdVoedvfwMAELLQGBclNDZaEMMBakIiguM4dHZ2KuwnLhJyoiDPm2lxeHFAI9QmEg557o26Gk5OWFjVYrT/Qg+2HmnGcwcaInqwAKFSSw2zkZIkB9RtPCJ2n1c9QUfKJRIxKzsJm5cUKIQY81Ms+OKqHPz4lrm4aZA4v45waM2/0YRIkludXrx2snVMjjmaGGv7jQR+s7sG7cFw9e6qTuyRteeJhqo2l8LbGw2eAKtIGo6EbrcP754bmXLyhQUp+Njy0fHs6xgappxHaLxvBARFIfeHP8DFOz8GcBy6f/d7JG/YACoj5D3go4TGACGB+MUjTWA5Hnl2K66J0cUaCVVtLvT0Cy5kuUaFHBzH4cyZM1i7dq3kWv/qhlnwM5yi7FzuETrX4YZDwzUtemoSzQZkp1jAsjw4ngfL8VIYKj/Vin4/C7OBDAtNxdJiQ34cOb7+4gnMz0/BF9aVYnp6guK9WJuuyvHS0WZUtrpgMpDYsrYYaQnaSdxGisCZqnN48XQWTAYKV87OxJWzszQ/O9nAcTye3luHY42OwT8cRIrViK+sL0VBqi24j/D5FwuONTqw9UgT7r5sGublp8T8vZ9+ZAG+sfUkHAMBvHOuc0KQ1wudbvz+nVr0+2MT9SMArC7NwD2XT4vLfs8fbMB757ogPn4kmCh89soSlOUkR/3ecFHZ2odn9tbBE+yt9+45JfH51sunsaiwKcK3Qzjf4ZZkRe66rAiXzUgL+wzPC16j7n4/3qpsx6f+eijsQYgkgPVzsnH70kK8d65Tssd183Jw7byh3XNNFIlVpRkRhWt1jA+GTITcPhpJlkuvDHMiSKRbFyxA2j33oPfvfwfv96Pte99H4bN/kt7nA5GJ0E/eOIuegYDUw2tufsqwiVBDz+ClnAaDAevWrVO8puVOlntyIpWlm4M3nGXT07BsehreOtOOv31wEX/74CIevKoES6al4dbFITVodRKzWFJPENqlziK0lKIZlsfxRifOd7gxKzsJFdNSJYXpSMrSkTxFDMth++lQX7FoGlUGgwHzFy/FO2/XAABcEQjnZMSLR5rwxFvVcX+vtqsfL312pdAgV2P+DYaefj8++ZdDcPsY7DrbgT3fuFKRID8YxHk2ETSEAgyHLf88irqugcE/LMPOsx3ISbZg49ycmOz3zrlOfOe/Z8JeP9boxM6vro0rTyceeAMstvzjKFqc3rD3rEYKXppFl9uPXWc7Yt5nUZoN37+xPOI5B1gOD207BQARvT07KjtQlGbD3gshz/YnVkzHipL0mM9Dx8THkENjDz5/bCTPY8ww3h4hEZlf/hKMBcJi7zl8GH3/ewUI3nCjJUu39fkUjUxHREdItQ+tBZ3jOLS0tAxqv8wkM75xzWx898byiARNTSy8dIgUaN20spItUvPRRItBKqk3G6moOQOmKAuYK0jSlE1XtX8OkY6gfqrT8kCJ4DgObR2d4IPPlVptHCYj+rw0/t+Oc0P67vFGJ/53QlAyiXX+yfGzneckD2d3fwC/DZLQWOEX59kE0BD6+/6LcZMgET9+owpePz2o/QIMhx+9dlbzvcZeD/6sUXo9Unh6b60mCZqfn4IXHrg8oqc1EixGEo/fNj8qcdtcUYCrywb3yn7/lUopLJdkMWDp9NRBvqHjUsOQ3SOnmvuw6Xf7sGpmBu5aXjRostlEwUQhQqTNhtwf/gCN994HAOh88knYlgnVULzPB87rBWkN15rhwnqNDf9ctNp2qMNBHMehtrYW2dnZUV3rFiMlldBHKnVXEwa5AnOkROSPXVYEnueRYDbgmb1CQ8zBFqhoxER8ypcToUjeJbla9IICu7StJmGRPEcAwDAs3jrRAJ5KAUFE7uk2Fnh8exX+c1gIrS4oSMEf71kSs6eE53l8/5VKvHKiRVPVnCCAGxfk4YG1xfjsc0dRHWyVAgDXz8/BY5vmhn9JhWMNTnz2uaMAgK+9eBI/fqMKX7yqBCVcs+b8c/lofPafR3GquU/xujqE9Oy+evz70OChFUDolyc29zVRJGbnJCnyOs53uPG5546iwxU9jL2mNAO//djiiCT7d3tq8Od99RGLFER4AsJYCAL41/2XoyQrIernAeBL/z6OD+t60djrQcWP3wbPs6Co0yAiUHuW4yU1+KXTUvHU3RVo7PXgjqcPgOOBn+88hz+8WzvocUUQANbOzsR3rp+Dzz1/DLWd/RE/OxAcn4Ek8OJnV6Ag1QoCBDISTSAIAge/fTUcnsgVYGokW4yDeq9IksCfP7UMvQOBsIdB8MCn/3YYla0unOsIzeHVM9Oj/s51XJoYMhH61nVl+NjyInxwoRs/fbMaTQ4P7lpehBsW5E7okNlECI2JSFi5Eim33Ya+l18GNzAA75kzsF12GZiuLrR89WtIvuF6pNx0k+I76iqWwTxCfV4aH1zoxty8ZExT5cR8WNeDAMOFVTExHA+1M8VgMGDt2rUAgGaHB0cuOmCgCOQkW5CaYEJJZnjLEK32GEA4QZHrC6m7t4tYVGgP2+9gN7poYTPRMyNfgCKJ5s3NS4mpZD8aMTMaDXAb7JILdrxuphe7B/D03lBn9f21PfjlrvNhfeEi4c0z7fjnhw1RP/PvQ43YU92hIAkWI4nv3FCOrKRweQI1rp2Xgw3l2VIYpHcggJ9sr8aOr67V/P3+ctd57K/V1r8CgNKsRNR09oPnw8lRLPByLB59tRKrSjJQlG4Dx/H45rZTqI3BQ/PmmXbsqe7ERg3v6IkmJ362M77mmB9dWhhzWOaxTXNx/a/fB8fL2t0wgyvrE4Tw3axkC7KSLfj45dPwjwMN4IZgvzdOteHIxd5BCaOIT66cLvXOksNIkTHNnaEgkrfpsU1zcfsfDyheu3rO8NIQdExMDJkViE9Hq2ZmYNVMoZnbvw81Ys2T72DVzAzcvbwIK2dmRNvFuGCieIREZH/7EXgOHQLd3Ay2uxumaUXwnxWqGFxvbFcQIT6YUCzHYB6hv35Qj9PNfXjpKPDMJ5ZKnogzLX34U3BBTE9U3gjUFVyAYLempiYUFhbiqXdr0dEXyttZVGjXLM/Uao8BhIhQi9OLFw834UxL6EneZhbIzfFGB14/1QYfzWL9nGzML0gRWlgYKWm/g3WLn5+fgiSLAc9/2Bj2nvhULH9KHa5oXrQwHc/z8Hi9sFotIECMW4uNd86FV97840AD1pRmICPRDJIgMDMrUZNkelUVNsWZCaBkY+Z4XiIH8oWvPDcZn7uyJC417R/fMg8BhsN754XcDYbj8fALR/DdTQsV16m7349/HBCImYkiMS1d6ZleOj0N376+DI++WonTKo9RNHS4fGA5HgwnKJoHGA6PvVaJr6wvxYd1PVLvp2SLAdka2lN+hpPaKLxzTkmEvAEWNZ1u3Pu3w9JrhWnWqIn/gGDvR66bE/MYynKS8ZNb5+OfBxpAsxxomh60PYSBInHX8kJFYvk3r5mN7n4/ajoie3TU4AFcCP62xLlgNVIoSI08B2bnJOGrG2bFfIzRxrLpafjO9XPw0rFmsByPklQDblqgE6HJiCETof0XuiWis/9CN54/1BhKHOWBvTXd+Olb1bhreRHunEClghONCFGJich78kk03HMPwLLo+ePTsC5cCColBZTdruh6rtVpfjCPkPzmL+T+CPt6Q5bkK1aMAcD183M1PRtijkZObp6CBAGAUfX5C51u9PQHsDtCYqNIYLwBVkGCgFBozEuzuBjsP/bC4SY8F/RCfGHdTKnf2mB9xoozEzEtPQENPR74GQ7NDg/a+3zISragPE8I321alIdXT7RiuUZlSSy4aWEeXjvZOuhTOsdx8Pl8sFgsIIjxa7oqL0G+YUEu3jjVBpbjce/fjkivl2Qm4LUvrg7zzsnzONbOysTfP70sjPzd+7fDimM8fc+SISXzZydb8Pd7l8MTYHD1z99DW58PR5oHcMtT+yN+5wvrZuJLEfRSfnHHoriO/9UXTsDlpcGwHI40OjDgZ7GnOryE+w8fXyI9CMrhDbBY9MOd8DMc3qnukn7HLh+Nm367T1GgUJqViO1fXjMqXsKPLS/Cx5YXgWEYHDp0CMuXL4/bK55kMeKpu5fEfexvbD2JbUebpb+/f1P5JVc2/pm1xfjM2mLJfnqLwMmJIROhn75Vjfn5KXjjdBv6vDRWz8zAU3dVhHUY/+mb1fju/07jx7eEN4gbD0yk0JgIW8ViZHzuc+j+3e8AjoOvqgq2JUtgv32zYqFhNZKYtV6TIz/VihaHF2YjqchT8ERwcS+fkaZ5QzYYDFi5cqWma1z9+X8eaAhTMd2ythgMx8NkIJEddHGrQ1dGipT2JfdIyPN45LpEakFELVAkoZCY7/PSSDBRkmfs5kX5WFuaCbttaOHcWxbn44pZg3/fYDAgLTXk8o8WthsteAIMDtb1AgDyUiz4+e0LcarZiaZe5bWq7RrAH96txdc3zpZea3Z4pPwQA0ng+zdqy/J/94Y52FfTjQDLYU1pBjaWZw/rnG0mA759/Rx88d/Ho36uINWKLWuLh3UsOcSHDgNF4uqyLLx6si3sM9fMzdYkQYCQV7aiJB3vnutCu8uHqjY3yvOS8ZvdNWFVmo/eNHfUQ6Xi73cs8dA1s7HjTDvcfgZz85Jxx9LCwb80QTEe9tMxdhgyKzjd0geeBx6+tgw3LMiNmGyZajPiP4cbR5QI9XlpvHGqDadb+vD4bfHtdzy6z8eCjM8+gIF9++A9cQK8zwdfdTVMxcobu7ZHKPp+pQorldvdE9C2Q6QkXpZlUV9fj4T08H436kU92WoEVERoTl5y2BxRJ5CKYTHhfLUXBrGhq7ySLB5okafUOCtShvJ9lmUxMDAAm80GgiBGPVma53m8daYdDbIu1029HkmA8qqyLFiMFP7+6eV44XATfDQLjgf+c7gRNCvo/ghNfYXzfPdcpxSS/OTK6Yr2IXIUZybiX5+5DAfre3HPimkj0sPopoV58NMM3j/bhOTkZJCqfVqMFD66rHBES7vlv7UFBXasLs1Epcx7abeZcN+ayD2cAOCq2VlSWfY75zphMpAKteNr5+bg5kV5WF06+ikE4u93xowZoKixkQPISrbg31suxzvVnfjYZUWXtHbOeNhPx9hhyETo+nm5+P3dFYN+bl5+Ch6+tizi+31eGo+8LGg5uLwMPntFSdQbw/bTbfjXwUZ89oqSIfXdiqb1Mp4gDAakbN4M75kzAMOA7emB4/l/IfMLn5c+o5W7M1hoTFy81J3SvRESmSN1n+d5Hg6HA0RSeLmpOsyjJhs2s0GT2KhLyG2y6qxoi9pn1hbj8uLBE0YDDAenJwA/wyHJYoDdNjzCMxzwPA+apiEGJ0fbA/Dchw343iuR2wFcFRRzLM5MxCPXh/JObCYKT++tQ4DhNMve0xNMEcNPIpZOT8PS6UMLNUbCLYvyMI3vwOLFc8bEq5tsNUoPEVnJFqHrd5wejXVlWXj0VeEavHayFR/W9Ui/4S9fXTqm+TDi73f69OljdkxAuP/HI2Q5UTFe9tMxNhjyHeVzV5bg8/86hm9dW6Yonf/gQjcIQMofWjUzA6ui7Ofzzx/D9fNzcddlRejz0ljzxB68//A6zSf3My19+Omb1dj70FVDPe0JGRoT4Tt5EpbycvhOCcSw+3e/A5mSjPR77gEAKTdGxJLpqYNW6PUHdVQ6XX70+xkkmoXx221GRbVWfqoV3f1+NPZ6kGQxKkrGAcFuy5Yt0yyJD/MIyc7pm9fOjqhIq35ClOekRKvAUnexj4SaTjd+EazKuWFBLm6rKBjkG6MHg8EAu90u/Z2VHL83K1b09Pujavfk260RQzpfWDcTr59q09R0AYDv3DAnppDkSEOcf2OFkswESchTS5k4FhSm2bCgIAWnmvtQ3e6WpATyUiz47BUlI3ausWCs7TfZoNsvOgb270fPs88CAAJNzcj6+teRfK12bzvW5ULb974PAODcLqTffz8SxjnsOGRW8MjLp+Hy0Wjq9SiI0PyCFHz82YN49QurB91HY48H+y5047n7LwMgeBJWl2bgqXcvaFZHfOvlU/jWdZG9S7FgoobGAMCQmQFDVxdMxcUI1AkVXZ1P/j8krlwJc0kJLEZKSHzkeGQlmzXLTOVQh9JqO/uxMFiG/qOb54HjBRl5giDw4uEm7Khsxx/ercW3ritDqaojM8uyqKmpgdsUvoCqvRvyHl59HhoH63rQ0OuB0xPA1XOykZNsQYLZoAiNJZgNikTKaB4hUXNkMMjJ1Bun2pBoNmiWMY8FWJZFhjGAroARBEHETCbOtPTh7/sv4valhcizW/D/dpyDw6Ot2C2ivc8rKVdfMzdbodJNkQSWTksNI7oikixGvPbF1Tja4AibP3l2i0JHaSwhzr/S0tIxCU3ISfpwOtA/ct0cfOxPHype+/YNcyLaf7Qw1vabbNDtFxmsy4XGe+9Dya6dMBUWYmD/fjTeex8swb/VaPnKV5B0zbVI/egdYF0uXFi/ATN37wKVPLotXKJhyESoKM2mGRpLthilstHBcKa1D0UqIcbCNBsqW8K9Dn1eGmdaXDjZ7MS/DjaisdeDVTMzIuYI+f1++GVd3N1u4WlMrBoTCRFFUYpthmGEHI7gNkmSIEky4jZN06AoSto2GAwgCELaBgCGYRTbRqMRPM9L2xzHgWVZJN90E/y1dTBXVIAPBEA3NwM0jaYHHkDRf/4Dg92O9eXZYFlWCvFFGgfLspIIG8fzICDkC8nPnWcZ8CQJgiBAgAcPHgQIeP00OI5TjAkABgYGMCOvCJ+9ohjv13ThTKtgUxKCTcUxpViNwt54Hn1eGjsq29E7EABJEPiwrgefu6IYy2ZkgCKEHmMkQWBamhWFdrM0JkNwHRLHSRCEtO0JsDFdJ4IPjYnjOQSCGirDvU7iNsdxMBgMEbfF6yRug2UACPv0BRiYDYPPva+8cAIXOvvxxuk2FGcm4IzGbyMSEkwUvn9DGfJSE8LGJJZSa40pLcGEq8syYxtThLk3Gr8nj8cjnfuoXicI+WvifGNYfshjWlGSjmvnZuOtSqGCcvn0VFwf7FM1lnOPZVl4vd4Jed8bznUaq7lHEAQ8Hg9ompYEPS/1McVynWIBlZyM9PvvA5UihEBF746v8mwYEQo0NWFg/wEU/eUv0ncTVqxAzzPPIOsb34jpeKOBIScquHzaT6UfXOiGPcan3cZeD5KtSi6WajPB6Q1XEG0KkqsHr5yJ5+6/DHsfugpNvR488vJpzX0//vjjSElJkf6Vl5cDAM6dE0IGVVVVqKoSNFFOnTqFmhpBfv/48eOorxek5A8dOoSmJkGJdv/+/WhrEypH9u7di+7ubgDAnj174HQ6AQA7d+6UCNf27dvh8/nAMAy2b98OhmHg8/mwfft2AAIx27lzJwDA6XRiz549MM+YAeM3v4HzV12JlI/cBtgEkkg3t6D+M1tw6IMPAAD19fU4flyooqmpqcGpYChNPaaqcxcAAK6+Png8Qgl5pDHVnK9GICDY/cDBQ2FjoigKzc3NSDQSWFSQDHScA89z4DgWHxw+rhhTitUImmbQ3d0Dl48BRwfQ2yNUe/l9flSdEa5Ze2uLdJzuXodiTOerhNwKd38/3P2CHonL7cLAwAB2nGnHd/+1D+cu1Ea9TsePHpbG1N3dAzbgG5HrJOyvG3v37gUAtLW1Yf9+oay7qakJhw4dCrtOdXV1SDSTyEgyw8x5UVV9btC5t//0BUmLxRNg4yJBRpLAd64vw5H33x61MUWbeyP9e9qxYwfmzJkDnudH9TqJYzKShDT3GI4b1piuTO7G9DQL8lIsuCbdgf7gfB6ruVdTU4PKykosXrwY58+fn3D3veFcJ2Bs7uU0TWP+/PnYsWPHpBnTYNfpvffek7ZdLpf0T+5gEJH1jW9IHh3WJdynLHPLwz7nqzwLo4ocmQoL4Dur3dplrEDwQ8wefvq9Wuy70I3PXVmC+cFkuA8udONbL5/Gx5YXRU2QFrH9dFtYzs/jb1ahssUlhctE7KvpxoPPH8Wpx65RfP9bL51SvCZC7RFqaWlBeXk56urqMGPGjAnDuCM9RQzs2AHH1m3wHTsGPriYJ157LQp+8XNwPB/TU0R7nw/ff/Ws5BG6c3kR1s3O0BzHayea8d8TrSBA4IG107F0erpiTBzHobKyEuXl5aAoCjtOt+LFY60AgLuXF+Dq8lxpTJ0DDL73v9PgeR4kQQa9QwBJCH6nb2yYhfJ8O1iWxf3/OAqSIDAjw4ZvXTtb8ZT02edPSB48uUeIIAgQBPDHuxfDYDBEvDYdzgE88r9KySN076oZWDMra1yeYAOBAKqrqzF3bkjBebC597cDDfjxG+HNSp/+eAVWzMwAQ9Mgg3OPoWlQwTExNA2bxQSzgZo0T+U+nw81NTUSGRrtMf37cDP2VAlenO/cWI7padYJd4+I1yN0/vx5zJo1CxRFTdj73kSce6JHqKqqCqWlpTCbzZNiTINdp4aGBsyYEV4Z+eijj+Kxxx4Le11E2/cfBZWcpOnh6Xn2Wbi2v4kZL78U9bWxxpBDYw9cUYKLPR7c/exBqXMND6GaLBYSBADz8lLCwmhNvR7MzQ+PFRal2TQ7dkeqBDKbzdKEBQBXkKWKbk15nFe+LU+mjmVbrtQazzZBENK2OGnF7dY+H4jkdPAmEyzz58N3+jT4QAD/n73zDnOjPNf+b2bUtVpt7+veu41tbFOMTWimEyCF9JAKJOckkJCTL4U0UkhCOimck0ZISCAhAYMpphcbsI17b+v19iat+pTvj5FGo7LFq7V37dV9XXvtaPRqNO8zRfc85X56n3ySIzV1FN5yG/e/fJDmnggamiEWlz6nAoeNumKnoekTkfWL70BbLw+90cD+1l5KC2yGoKLRg0iQjP0x77uYCKMJAhfNqaErrCArKudNq0yZk9cpICAYpdP6Msay02419nF+fREH2gLYrRLdYYWyAosxj+sW1SKJev5SYvsJeJ024zj0dWycDpsxJ1EQccUTxYfrOA20nH48TvTce35PO+m4cEYFl8yJSxiYE+X7WD7ZcxpoeTivp8S5l238cM/p6gU1RGSVco89o33MaLhH5HKcEq9H231vNJ97iqIY+564D53uc+pv2Xyd7dy5k9raWmOM+Xc1HV1/ewilp4fqb9yV9X1rXT2K35+yTunuRioa2crCnEqo7r5uLp9aOZkdx3V9jTm13hNqvjqu1MW5U8r4y4ajRtXYy/vaeey28wC474UDzKnxcu7UsoyxgFFGfyIY7YluqqrxtUd3YAtHuLE9yJQKD65lywi89BJoGqH//R3/bIbd8843PmNWnzbD67LynrPH8YMn9TBMopS+1RcxQi5mVekE5CzJoZIkMWfOHEOLxmWTuHFxfVZtEPcAiaDmJOazxhez7VgPu5v8bG/s4YLpyfL8NXFxzsXjiwnFFL5mKgdPTzbuCcXYF2+OOK3KQ6HDmtGCI11LaTBQVI1dTb4MuQG3zcKMKg+CAIfaA9SXuPotiU/Yb7DojchsOKSHE6u9Dq5eUEtDV5CvXZnpbh4LOFH75QqPw8pHz+1fJ+h0wqm235mGsWw/j8dD4SASmTt+9zuiRxuo+8m9gB4iS0+AdsyeRawhtfFxtOEYjlkje1/LuZZ8XKmLcWn9fX7z4gE+fv7gCMovblrElx7Zysv72/CFZH5501nG9h7bqodeErpC5rGJ9SeqJTSaq8YAQ/Au6nDR6CxhkhZBFEWK3v0uuh/8KwAXPfm/BF2FHJyyAMjeLT4B849/QhelJ9R/1VEsm16RorB161ZeaHexLZ6r8qN3Lcha/SQIAt+7fh5f/MfWrNs3N10NDqLhamkW4UTz97b6w1z+05dp8+uh0MpCO2s/cx7Fad7CdC2lweB/HtnG397M3rH8o+dOJBhV9B57U8v4w4eX0le/soT95s2bNygy/vyeVqMh7IUzK3KuljzdcaL2yyMVefvlhrz9+kfTV7+GbVy94QlKlMjX/eReOn73OxyzZuFesQJbfT3uFcvp+ttDRtVY4LXXqLj9HyO6/0MmQv5wjAc3Hs2Qiwe9j9VgiZDX2Xcfm4RnaDBjzxRETd6Y1qrxKL49iJKA2tODVlmN0NKEpKpc9c+f8cgNn+PohNkomtbngTT/+Cc8Qr4BiFA2jxCA0+lM8Yw4+ylx76vhKqSW26d2nu//BnPnZTP47hN6zow5yf77T+4xSBDoTR7veWpvRkXhiXqENhzs6JMEAfzvK4dIZNi9tK+dhzcd44Z+RPeczsE1HY3KqqF/BHDRrHyjRxi8/fLIjrz9ckPeftnR9beH6H7oIQBa7/mhsd5ziZ6761v7BJCsJqu9916avvJVAq++iur3UXfvj7OW2Z9KDJkIffqBTRztDDKuxGX8B4yy9tGK0c7moyYC0VI5HqV7N1YJbJMmowWi9AZCeHq7sSgxrn34x/z9XV9AURcan9FUFSEef44pakp38IRHqK+KvwQSnggzJElixowZhPdsB3QyY+tH9DDch3I1pIbGzB6hdG2VcEyJ/6lUeOwGuQpGZd443IkvJBOKKSmNHRP46xtHuSnNW5hNpLG9N8I/NzVmbTnyn7hHEvQ2D9VevUfakY4A63a0kF5m8L0n93C8O7UhbSok1h072M/7Og609XIw3nB28fhizj8FLRhGOxLnXx5DQ95+uSFvv75R/K4bKX7XjX2+n54ELRUWGuGzoSDw+uuEd+yk6F03IhUUEHj9dbr+9jecc+dR+pEPD2mbQyZC3cEYL9yhV3v9zz+38Z1r9afvox1BHnzj6FA3e9IxWG2EkYJZvK2ztAbFYkUqLcJWX4diL6S1oR1RVXEHfVhjUd759x8SvGQG4X17iB44iOgpoOK//guAF/a08eDG5LFIEImBQmPZeprJsszmzZvpDeunzEDem0hscB6hZ3clO9S707udv3CQrce6AXjnWXU09YSJKSpvHukipmis3dacMv6rV8xCVlW+s3Y3mgY/fnovNUVOjsdVktM9Qqqq8dE/vMnbDd39zmV2TSH3vmuBkQ8VlVUuufdFDsXJSgLtvRF+/MzebJsYEgQBvn7V7GHp13W6I3H+LVy4cFSrw49W5O2XG/L2Gz1o/cE9FL37XUgFBSh+P0c//BEcs2ah9viIHj1CdT8VbX1hyEfU3G270GHlWFeQumI9X+iV/ZnVLqMFo/1HxewRUiULkc98gepZ4xAEAeWBf4Ig0FI5AWfIT3XzIeyREO233oJ78WJQFASbDU2WESwWwnLSy/GJlZNZMkFXou4rNOayW/jB9fOyJv0KgkBxcTGhmJ4YP5Ay7huHO/t8r6/mi+nbtJvCeg/HvT6H2gNZPVZzagt5//LxaBr878uHafaFeWl/Ow9/agXBiExYVlOaugL8461jA5IgqyTwjatnp+yzzSLyzavn8OHfb0QSBb5//Xz+3z+3Za1qzAUfXD7hjOjTNBxInH+j/fodrcjbLzfk7Td6IHm9FN9wA6CH4hyzZjHxYT3H6OhHPjqkbQ6ZCBU6rHz5n9t479njuOnscXz6gU388qZFbDvWw3ZTl+bRhtMpNAYQdBQYF59i10Mzmijy+oorWbLxSeqO7UXr6SHw2ms4Zs1CKigg1tiIbfz4FK+Mx2ExttPdBxHyOi19traQJIlJkyYTeflNYGCPkDlnZ1ZNIZ+7aBqyqmXMz4z0nCO7RcQXjnGoPYAcJz8Jb5bNIvLTdy/AbpWwiiILxxUZBO7CmRU8sOEoUVmlpSfMO2ZVZnyXLxzj++uSGj3fvGYOdcWZOQCTywoyigFAT9Rf//kLEEWB2iInyyaWsCNLH7ahwmO3sHCAFipjCZIkMWXKlJHejdMWefvlhrz9Rg+Unh7Cu3cT2raN7r//3SBBAAyRqA6ZCH3x0hm8/383cPncambXeJld4+W87z9nCPeNVoz20Fg0LVH5dy8dZP3uFopcNhZbk9VTggaP3PB5bnzwu1Q1H0ILBglt2YJz7lwiBw7qRMhEOhIExx+OGY1Y05HeRd4MWZZ58dUNqJoVURD6rPBK4L1nj+Orj25H0+CGs+p1rQ1JyPA2XTSrkqd3tjCp3J2Rc+SwSuxt6c0ayvvk+ZO4NKGnk4ZV03UiBLB+T2tWIvSzZ/fRHpcOuGxOFe9fNr7f+WSDWSqiotBBRaGjz7GyLLNx40aWLl2ad60PAXn75Ya8/XJD3n6jB6Uf+xiHrr0OBIGiG27AMXMm0WPH6P7b31B6huaEGXqvsVKXkSMEuqbQTXEtoNGcLC3282M/GpDNY3KwLUChM8pCU8dyayxC1O7k7+/+Ap/9+7dRG4+BLBN6+216n38Oz+pVKQnLiUThox1B+hITl4Rkh3tBSA0jiqKIt6wSDnSgaXo1mpoll0gfK1BT5OTb185FUTVqivqutrhxcT0LxxVRX+zK0EOyiAL+LIndi8cX8+lVfT+drZhSis0iEpVVntvdmrHd/a29/N8rhwHdLv+zJrPB73BDFEVqa2tH/fk3WpG3X27I2y835O03elB46SW4z9mA0tODrS7RUFrAMWcuhZddNqRtDokI+cIxFtz1FL+8aVHKU/npkM8w2k/kvkJHhQ4Lsi1JhGYU21iyYgIWTcW2aRKxQC9KdzeoKt3/eBjnwkVEivUEdldvN2/+9gECopW/tki8LfYRctnTxv1xguCySXz1ilm8e+k4orLKx//0Js/vaTOGrt/TxvfiQo3pWDG5lPs/uITKfjwkCfz9rQa+/u+dhGIK5R47v3n/WUZIqCsYI8G1Kjx2/vsdU3nnWfX9Vqvp+25h2aRSXtzbRlNPmF1NfmbV6MJemqbxzcd2Isc3/ImVk09IBHSoEEWR8eNP3OuUh468/XJD3n65IW+/0QNz1Vjiddff/oZzzlwKL7l4SNscEisodFipL3H16flpGGT3+ZHAaA+NLRxXzGffMTVjvddpZcGMWmadNZOZKxZw9llTWDmtnKVFekjLMXcuUmmpPlhVafrSlxj/t98iqAqe3i7E55+FJx7j2g2P8ImtjzKtq//KvmBU4Z6n9qCqGr9/9VAKCRoIrx7o4NcvHjBe72vx89Hfv8FHf/8GP312n7H+eHeIr/17h6FN1OaP8Mvnk59r6gkZy4UOCy67ZUASlMCFM5IK1b94br+xvH53Ky/s1edS43XwqRNUJh8qZFnmxRdfHPXn32hF3n65IW+/3JC33+hB6w/uQSz0pFSNxY42EHjlFZqGUDEGOYTG/nPbufzy+QNZ+4p998nd/OK9i4a66ZOK0e4RsllExpe6WTqxhO5QjL3NetuIHcd97Jtezlnf+GrKeLlZLyEXJAnH7NlE9+8ndlzXv5n43KN8aNOrPLXsWjSSico1oQ4WFYl4xic9QzFFNcQxZVUlEFFo743y3J5WfvqsTiQEYEF9EYmAWLbqr7cbupFVjV89f4BZ1YW4bBb2tPhQVA1JFHjtQDvvXzaeYreNu5/YTTitzP6V/e1EZAW7RaKxK0mEPFlaZvSHaxfV8tNn99ERiPL4tibO3XiUumIn33ws2eX4S2tmDlj9NlwQRZHJkyeP+vNvtCJvv9yQt19uyNtv9GBUVY1d9bOXOdIZTNGpSWAg5eKRxOlwInudVj6xcjK7mnzc05wMP/VGMkX/Ys0mHZ6lS0AUaYgIVHQ0IgKlPW1c9ewf2O+tRbPoobXyAjvXrppA4aUrjM92B6N8/qG3ARAFeHpXK55ogK/+/iV6BT3H591L67n7unn97vs3H9vJ/S8fIiKrfPxPbxnrPXYLNUVO9rT4ueTeF/l/V8ziP2/rhK3EbeOs8cU8vbOFYFRh46FOzptaTkNX0rPocQzeGwS61/ILl07niw9vA+BLj2xLeX/pxBKumJc92fpkIJFjkMfQkLdfbsjbLzfk7Td6MKqqxjwOK3deOoPCtF5TmkZKWGS04XRybaYTylA0ue/+cAxfMEp4204kTUMSBFxnn83+Z17miKWQzmKJqd2NWDUFtxxhTudh9ntr6LZ7KHHZUEO6t0VWVDqD0ZRS+/oSFyWhHm7Z+k9ETeXXc68mUFrJ2a42ZFnut2ris++YyqNbjtPeG0lZ74/I7Ik3RW31R/jMg5uN926/eDpep5Wnd+qkbv3uVs6ZXMbhdp0IOSzigErW2XDDWfX8ZcNR3j6WWkkgiQJfu3LWKdUESbjWzz///HzVyRCQt19uyNsvN+TtN3owqqrG7rxsBnPrvBQ6Mptujs+iuzJaMNo9QruafBztDGKziLT7U8nEtsYeHFYJSRQ4cLwL9Q/3U9FylEnlBRR6nETHTeR+71z2F3n4wK4naZ0wg/LjB7FFQkiayrTuYxxzl9PqsyIcbqFt63H+veV4hpK00yZxY89OJFX3QK1q2MSSGctYuK8NdckCSOQiZUGhw8pfP76MtduaiCkqEVnlty8eJHt9ma7a/K4l9fRGZCRRQFE11m5rQtMwcoc8Dgt2qzigdlE6RFHgtx9czD/eOmb0NBOAc6aUMbvm1Cb2i6LInDlzRv35N1qRt19uyNsvN+TtN3qQvWqMU181BvRbIp+t5Hm0YLSfyJuPdhttJ6ZXeVLe293kx/3oQxT2dDAh3GnoAWkCFN14Az95+ShPFc/AG+mlotDB9FovWl0JjVt2UuTvQADqA230tkYpiAY5FJazt9NQNIrOPw8O6fk01XY4a+vz+MIyh5v8BN7zYc6ZUpa18zzAlIoCPnNhMuG7oTPIE9ubs4792pW6arPXaWXx+GI2HOqkxRfh968eNsa8f/mElO2dCCo8Dj59wcgLoYmiSEVFxcAD88iKvP1yQ95+uSFvv9EFyeNB8iR/H211dSmk6EQxZFbwvSd39/mX6BA+GjHaQ2MRU1uMPfFEaTMKezoo6m5NESZULr+G5ukLDW2ciX6ddBztDOK96ip6L72aYwXlhlemINCD+K+/4247TjbIqsYlS6cgiQKiKLCySAE0mtq7OHq0hYffOnZCeWDfvGaOQZpuv3gaSyeUALro4tKJJca4956dKcRpEQUum3P6d1+PxWKsW7eOWGz0PiSMZuTtlxvy9ssNefuNLkSPNXLsv/+bvWcvY+/Zy2j83OeINTYOeXtD9gi9vK+dhq4g9cWpYTBfONanp2A0YLR7hGJK3y0oAGJxLSGrJCJbbUhyjFhJWYo2zgKlE1XVkFUN+7SpFGzcRntlDccLCqhqPYKkqqhdXUz8yq1MvPyTHJo8P+U7ZEVl/LhytCllaBrYBRkNAbvdwbH66QB9tuLIhrICOy9+YRXdwSjjS93cfN4kjnYGmVpRkDLu6gW1zK310uxLdnCfUlFAhWdgPaLRDkmSWLJkyahv8TJakbdfbsjbLzfk7Td6EN65k0PvvB7HrFl4Lr1UX7d9O/svupiJjzyMY0ZmJftAGDIRuvu6ubyyv51PpOmwNHQGR3XT1dFOhPrrxQUgW2wIgu4pefqSDxGxO1ksFPPCXl2fp9JjY3JDF6CHKPdYign7AwgIhN1ejo6bSX3TASyRMFIwwHV//xGvnnstr51zFQgiJR3HkcQSRPfMlHJ1AQFBlIjadeJrbog6GHidVoMgO6wS0yo9WcdNKi9gUrlOkBRVY8OhDnY0+ihwWFgyoSTrZ04HiKJIScnpu/8jjbz9ckPefrkhb7/Rg9Yf/ohx/3s/7uXLU9YHXn2V1h/cw7j7f3fC2xwyK5hT680gQQBel5X7XshXjQ0V0Syd1c2IWe1YJBENDTESJqYJ/P61BuP9T14wxaiGaq6axE9fPMzBqERXSRXdRRUEC4oIz5iLpUoPNwlonPPyI1z/tx8wfcdrrHnlH6z+z29pu/felO9VNRV/by8hu15KfyKaPkOFANz/0iH+/PoR7nv+AN3B6En/zpOFWCzG448/nnetDxF5++WGvP1yQ95+owialkGCANwrVuhl60PAsNcBvrKvnaOjWFl6tLs2Ex6hiKywpaEHRVWZX1eE264fqpjNTm9YpqknxKaiZho9SQ/S0oklnD2xhF+cc7VeTXbgba55+F5K3VbavvBN/r2thWm7NzJlRhlV4yvY/fImXH+5H1HTmHB4B+MbduOYMgVLeRWRfftT9ksQROwOJ45ICIsSNXqXnUyIaYKNch+9zU4HWCwWzjvvvHzp7RCRt19uyNsvN+Ttd2ZjyEd15Q/0TvNmdIdi+EIxLpt76oTqThSnUjtmKEjkCO1v7aU3onuvGrtD3HnZDB7Z1Ei3KuKNV+U5lKSHRBTg61fOJhRTCDs9HJ0wm9pj+xA0DVEQaGzqBGDvjKV8+Lq5eAodxOrm8A+5hMvW/haPvwtBUYjs2YPc1oZ92jRERzI3RwA0YPEb63jdWzQidjxRHaHRBEEQKCwsHOndOG2Rt19uyNsvN+TtN3rgXrGcQ9ffQMXtt2ONV4rFjjXQes8PT335/IrJZRzrCnJuWhn9uBLXqCZCoz00FpEVuoMxmn1JDaGGrhBbGrpp742gBTQSrf/ev38966edS8eMBXz03InMqink5X3J/KyIXScyMUWlrbkDLIXYrSLlHjtqMEjBr3/MjKOdPHjT/7D8lX8zd9tLACidnQTeeANt/EQor0AQBJw2iUAwhGS14YmMjMfvVITjThZisRhr165lzZo1WK2jt5hgtCJvv9yQt19uyNtv9KD05puJHm3g6Ic/nFSS1jSKbryR0o9+ZEjbHDIR+tKaGWw/1sOKfvSERiNGfWgsprK3NbNs/rcvHQJgkarvv8tmwWkT+eI0Cz2Xz2TFZP04BE3q0zFbgghpOOQoghXqi10IgoDvmWcQ21pxBwJM2/MW6y7/GFVXrqHqvh+gdHYiKArCwf0cD6nErHZsBW5sdjuKCp5o4GSbISuspzERslgsXHzxxXnX+hCRt19uyNsvN+TtN7pQ/Y27KP34xwjv0LXuHLNnY6sbeguUIR/Vhs4gD2w8Sn2Ji/qSZAn9K/vbEeC0I0ijBe2BKP64UGKBXcJukegIJENgEYsNBJhU7qa5J0xZTTmzJiWVnoPRpA5R1KYnNlcV2nnvln/juvpq1HPnoobDhLa8jcMqUel1UBxpY/55E3m7oYT1t/yA1fd9jfK2YwDUNB1EFUS6iisJFJWBIOEOnzoitGRiCW8c6qSi0J61yevphPxNNDfk7Zcb8vbLDXn7jS6YRRT3X3wJsYYGEEVm7th+wtsaeouNh7fhC8do6AymEKG5dV7e97sN/PvWc4e66ZMKRclsXDqS6OiN8MfXjhj5QG83dBvvfeWKWdQWOdlx3Ed7b4SYolERLmJBQQOlIR9uuwVbcWq+jpkILZ5ZS0Wzm4J4GxSxuwvpmSdpXLcOALtFpKrQASiU9TaysS1EQ9TCnz70DWZve4nzX/0XTl8XoqZS2tmEx9eBv2Y8FpI6Pycb7182njk1XmZUZy+3P10gy3LetZ4D8vbLDXn75Ya8/UY3pjyl/6Ydeuf1Q/r8kInQuBIXv7hpUcb6Qoc1XzU2SGiaxi1/2cTrBzsz3rt8bjXvWqIrLbf6I2w8pI+54eI51BcF6HnknxTYLdhLilFVjRZ/GFnROGdKKRNKXQSjCnN7VMKvJy9aweFEdDqz7kv7r+5jYVsvHQsv43jdVJzXvhPhE+/l+C9+QdWzjyJqGjY5SunRfVRLMrGWj2CtPPmS8267hXOnnv7eRYvFwpo1a/JPlUNE3n65IW+/3JC33+kBqahoSJ8bctKFr49+Yq/sb6doFCtLjyas3daclQSVuG18aU1SHdPcbDQUVVI67Absbj79wCb+3z+388imRsaXulkxpYx3zKrEU5Ra5SA6nYiuVCIklZXiXKArSwuCQE9ROQDvOXscC6ZU0rnmnTx21adprpxgfCZ66BAH16yh8w9/QOsj+VwNBOh94QW6//kvAq+/PkiLnNkY7Yn6ox15++WGvP1yQ95+I4fwrl0ndftDJkLnTinj/fdv4NUD7fjDMfzhGE9ub+KWv2wa1VVjoyE09u+3j3Plz17mlr9sMtZ985o5PPypFTz8qRU89/kLqDO1LnHakk8hwaiC0t1tvC6qLMUi6aGxhq5UT5xYkNrCQnS7UjxCGtBh87Bn8x6afWEiooWAW+/KLisaseZmpj74S87ev4Gu8y6ie+JkiD8RqYEALXd/l0PvvJ7eV17JmKMajdL14F/xr1tHaMuWEzPQGQhZlnnqqafyN9MhIm+/3JC3X27I229k0fSVr6L0BlB6e/v/MzkJTgRD9vN9YuVkDncEuel3Gww9IQ1YM6eaL1564r0+ThVG2rV5tCPI7X9/O6WVxvnTynnf2eMIRBV++dx+XtzbxvQqD2vihNLsEfrDK4f4dnOL8dri9VJf0sHeZj9dgSi9EZmCuPii6ErtAyc6HAjO5LqYovJyU5j6Y3qTVl95jVGOKCsqYkEBpW47pW47k9v3IZ21ALmmisjBg8hNTQBE9uyh4aM34z73XCruuB3HdL0XWXjrVuN7wjtPLps/HWC1Wrn66qtHejdOW+Ttlxvy9ssNefuNLMI7drB36dKTtv2cWMHd183l0xdMZnujzsLm1HpTEqdHI7QhSnAPF769dmcKCZpWWcC3rp6DIAiEoorRcd5MfszLQEqXXcFmo77Yxd74517Y08a8Oi8FdgtFhYVY6+v1bHpAcLpSQmPWujo65Grqj+4GoKswmYsjqxqS2228DkZl9u5rwRUN4/jkHcwfV0TbPT8kvGMHAIGXX+bQK6/gveYayj9zG7GmZuOzWvT0bY0xXNA0Db/fj8fjGfWinqMRefvlhrz9ckPefiMLa3091Xd9vf9BmkbT1+8a0vaHTIS2N/bwqxcOcOelM1JCYaO9fH4kQ2OvH+xg3Q7dm1PusbP+8yvxOJL5VObO82YVZYu5UawgILqcqMEQUqneBLC+JEluHtl0jEc2HaPS6+A7187FPnWKQYREV2qytLW8nAWPP2u87vKWG8vrdjTz4XMmpuzbayWTWdh2EOukWRQsGY/77w/he/xxWn/8Y+TjTaBp9Pzzn/geewzHnDkINpvxfVo0imCznbDNgm+9hWCxIBYWYp84ceAPjFLIssxLL73ExRdfnK86GQLy9ssNefvlhrz9RhalN380a3+xbOOGgqELKj5yepbPj2Ro7PGtTcbyHZdMTyFBABGTp8gsHui0pnqEyv/7vwm+8SbuFfqJMS6LF84d9yJpoZCxTnSmEiFRS+107ytKEqEJZW5SIeCfvYSnHSu51qETGkEU8V55JZ6LL6brzw/Q/utfo/p8aLEYoc2bAbBUVGCtq0Pu6h5SlVnnH/+EFolgqa6i+mtfO+HPjxZYrVYuv/zykd6N0xZ5++WGvP1yQ95+I4viG28c1nHpGHKy9LgSFy/csSrD8zPay+dVVR140EnC9uPJRK5L51RlvN+XR6i+xMmi8cW47RZuv2Q6tvp6iq67Fmu8g3y115nRoDSRYK2mESHBlDckRMJE7cl+YmsuWkih08q0Kg/nxY9rOKawp8XPofYAvaIV2WLFbk09bUS7ndKPfoTJ656k9GM3I5pCanJrK6FNm2j4+MfpefxxtBPo3qzFYmgRvdWI3NSM4s9U3D5doKoqnZ2dI3r+nc7I2y835O2XG/L2O7Mx5srnR+pEVlSNXU0+AMaXuih0ZNrInDtk7u4uCAK3rJrCT969gJnVmY3/bBaRaq8jZV3Ci+RevhzvNVfjueQSRJcLweTWlTs72bD8KjpLq9m64AIm15Xxoxvn88VLZ2CJe6TsN9xIKKZydNwM2gNBNE3DvfNtuh9+hM4/P5BSPm8pLqbi859nyvpncZ51llFhBnpS9fHP387+C99B2y9/idye7InWF9RAqoK10tEx4GdGKxRF4Y033hgVVYunI/L2yw15++WGvP3ObAw5TpQon//UBZOZW6uXXL+yv507H9nGe5aOG7YdHG6MVGjsYFsv4ZhOdObUeLOO6Ss0lkB/SXrjSlw0diW9P267ToSc8+fjnD8/Zaxj3lzCW7fhnD2b9kgdL6x+DwCSKGR8R+H55/OfY04Ui41EYMuxayv+hgMAeK+6EimtK7Pk9eKYPQvR5UJuaSHW2GiQGrm1lfaf/oyOX91H4Zo1FL/vfTjnzsk6J6U3lQipkUjWcacDrFYrl1xyyUjvxmmLvP1yQ95+uSFvvzMbY658fqQ8Quaw2OzaTK8OpIXGTrDBqK47lPSYpOcVmVH2iU8Qa2rCWlsLf3jTWG/J0svLaZNQLDY0NKLRKDabLaWaTA2FMogQgBaJIkgS1poaLNXV2OrqkFtb8T/7LKgqWixGz6OP0vPoozgXLKD4pvfiufhiRLs9ue00j5AWPnWtPYYbqqrS3t5OWVkZonj6No8dKeTtlxvy9ssNefud2cjpiN593VxevGMVv3jvIn7x3kX68k2L2HF8aKJGpwIjRoQafcby7D48QubQmDlHaDBYMaU0xRPnsvXNcQVJwlZXl+H9sWQhXzZJRBQFNA38Pj+aBhYzEQpkzwczkxbnvLm4zz2Hup/9lClPP0XpzR9F9CZtENqyheN3fIH956+k5e67iezfH992mkcodHoToe3bt+dzDIaIvP1yQ95+uSFvvzMbOceJ0rvP+8MxbnlgE8/fsSrXTZ8UjFRozEwOZ9dk9wjlQoQKHVac/WgPDQYJhWozBEHAaZUIqBplZXoCtdWdPN5qMDsRUqN6GMtSVUn5LbcY6621tVTcfjtlt9xCz2OP0fWnPxPZuxcApaeHzj/8kc4//BHnokU4589HUxSEeH84LXL6EiGLxcLq1atHejdOW+Ttlxvy9ssNefud2Rg2VvDk9iYe2HCUl+M6QqMVI8HoVVVjR9wjVO11UFZgzzpufKmLS+ZUEVPUjOTnwSAQSSYuD5YI3X3dXEDPScqWwA16mK03EiMSjmB32LEWJD1CWig7EfJccAFqOIJY4EYNBvE/8wxKby/Wqmo8q1chOp0U33ADRddfT+itt+j++9/xPfGkIb4Y2rSJ0KZNYLFgrazEUl192nuEmpqaqK6uzrvWh4C8/XJD3n65IW+/Mxs5EaEdx3v4y4ajPLjxKBp6EvB3rp3LXzYcHabdG36MBBFq6Arij5OUvsJiAFMrPUyt9Az5e0KxZEVDf6ExMyoKByZcTpuEpkEgGOC6xeNxB6Mk6E9fHiGvSY5e6Q3gW/sEAI7Zs/GsTnoLBUHAtXgxrsWLqfzSl+j593/oeuhvRPfrydjIMrHGRmKNjbS2tqIGAhRedmlG+5DRDlVVOXDgAJWVlfkb6RCQt19uyNsvN+Ttd2bjhImQPxzjwY1H+cuGoxztDOJxWCl0WvnPrecaIbJzR6mqNIxMaGzHcXN+UPaw2HDgqvk1XDSrkmBUMfqNDQecNglRECgtKeWKBbWoO7oGJEJmiC6n3sNM01B7e/scJxUVUfKB91P8/vcR2ryF1nvu0Ru2xslr7OhRmr78ZVq+8x1cZ59N6cc/hmvBgtwneApgsVg4//zzR3o3Tlvk7Zcb8vbLDXn7ndk4oV/L99+/gVf26/ov7146jm/PreaceBm9OU9oNPcbGwmPUKIXG+j92ECvEGvvjRCMKrhtFqqGEApLhyAIuGyWQXuDBguXVUJDIxQKE4zIOE3q1IMhQoIoIrrdqL29KIG+iZAxXhBwLVrIhL88QHjfPho/93nk48eN5Gk1EKB3/Xp616/HMXcuRTfegHfNmhQhx9EGVVVpaGigvr4+/0Q5BOTtlxvy9ssNefv1jdCOHfifeALfuqcofteNlN58c59jj332v/CvW5eybtrGDVkrj08lTugX0+OwoAGfXDmZ9y4dN6oJT18YESJk8gjNiZfON3WHues/esPSldPL+cDyCcQUFVEQkLKUsY8kzplaxtQKN0cP7sMmgujqv2pMU1VQFLBYjMq0BBFS07SBBoK1vBzn/HkIS5ZgKS4icugw/iefNLxE4W3baN62jda7v0vhFVdQeMXluBYvRhhlNytVVWlsbKS2tjZ/Ix0C8vbLDXn75Ya8/fqG2tOD57LLCO/cOajxEx7+B87Zs0/yXp0YTogI/fKms/CFYzy+tYlPP7AJQYAr5lXTExp824SRxqkOjWmaxo64R6jUbaMqnpOz8XCnMeaV/e18YPkE/vDqYV470IEgCHz72jlUDiJ/51Rg0bhi2ntdLJtchmSRkDwF2KdMRnC5sNbVAaD4/cht7dgmTiB6+Ait3/8+SBKeCy+k6LprEQvc0KKX1WuyjDDI4yAVFVHzrW8Zr9VgkGM+ny7U2NRkhNrUYJDuhx6i+6GHsFRU4Ln0Erxr1uCYP39UdIu2WCysWLFipHfjtEXefrkhb7/ckLdf33DH7SJ6BufVGWnvTzacMCsodFh5z9JxvGfpOBo6gzyw4Sg9oRjvv38DN509nkvnVHHLXzbxi/cuOhn7mzNOtUR6iy9CR0CvhJpVU5j0kJh+m2VFAyAW/69pWlZxw5HEtx/fSVN7D7XlRfzwxgVU3H678Z4ajdL8jW+i+v0U33QTlvJ4jpiiIMS1iaSCguT43l6koqIh7YfocmGpqkSwWLBNm0bphz5E90MP6X3M4mE6ubWVrj/+ia4//glrTQ2Fay7Dc9llOGbNGjFSpCgKhw4dYuLEiUjSiUsbjHXk7Zcb8vbLDWPZfn6/H58vGdWw2+3Y7dkrnweD5q99DaW7B2t9PaUf/9io8A7l5OOrL3Fx52UzeOGOVXzx0hm8uK+N+Xc9xRPbmgb+8AhB07RT+n3Z8oOArOEvs7K09QR1hE42wjGFWCyW0gMtgciuXajxhqhdDzxgNEoFEOIXjOhOEiFz6ww1GCTW2pqxTU1Vaf/Vr+j8wx/wP/dcyntiolFsNIJz7hyqv/kNpr74IjU/+D4Fq1aBqZ9a7PhxOn53P4ffeT0HL72M1nt/QnjPnlN+HmiaRldX1yn/3jMFefvlhrz9csNYtt+sWbPwer3G39133z3kbdX95F7G/e//Mu73/4fk9XL4ndejmEjWSGHY4kRzavXS+e9cO5crf/byoD/XE4rxpUe2AuALyXxy5WTOnTpw1dmXHtlGTyjKL28664T281SHxsytNcw9xhQ184JKIUKjKA4dlVWiskZRURFRJXO/NSU170oNm4iQLU6EzB4hU8J014MPInd0UnHH7SneGjUYJPS2fl44/L14VplK7h36NrWYbITZpAI33iuvxHvllSg9PfifeRbfE08QeO01PV8JiB45Qsd999Fx331YamrwrF5NwcqVuBYtPOmJ1haLhSVLlpzU7ziTkbdfbsjbLzeMZfvt3LmT2tpa43Uu3qAEpMJCqr9xF4HXXsP3xJMUv+vGnLeZC04KK3jgY2cPeuwtD2xizdxq3nv2OHpCMc773npe+uJqvP10sL/vhQO8sr/dSDw+EZzK0JimaTy3O+ntMO9vTMlM2pZN5MiaReV5pPDG4U40TSMQCKBpmYRBC4dSX0eTREh0JIiQOcE66RGKNTYSO95E5x/+QOmHPpQcYyqzD2/fTuuP70Xt7aXw8stTKtXUcASpIPU0lrxeit55HUXvvA65sxPfk0/if3IdwY0bjTHy8eN0/fnPdP35z2Cx4Jw9G9eSxTjmz8c5bz7WygqGE4qisG/fPqZOnTrmXOvDgbz9ckPefrlhLNvP4/FQeBLzeiRv39p6pwonhQj1pVCcjqMdQV7e386fb9aJk9dp5dypZfzy+f186bKZWT+zdlsTW49188mVk3l5f9uw7fPJwL+2NPL2Md0jNLWigHGmKrtsnpVYvMWGIGQPnY0UEo4aRU2SyM4//pHI/gOooRCeCy801oseD6qpz1giNGatqsIxaxai252SLJeoOgvv3InS04PS3Y1t/PiMPmORPXsA6PjNb1LWa5EwFPTtzQlv20bwtdcovOJykCTk9naU9nbdHZsgxbJM6O23Cb39tvE5S1UVznnzcM6fh3PePByzZ+cs4hgKhQYelEefyNsvN+Ttlxvy9jtxdPzudzhmzcK9YgWhHTs4+uGPMH3jBkAvuwcovPSSkdxF4CQRocFi+/GeFHIAet7RjsbsMcPtjbqS9Z9vPpu1Q8xDOhVs/q8bj3LfCwc43JH0XHzlitREXTnNIxSVVcNLZBHFUVHplEBif7yFptBedzdyPLdHbksS0tKbbyayf5/xOhEac87TCYUZmqahBuPaQD4/x794JwB1P/1Jv8KLKdsYoCN914N/BaB3/XOITie22lqoraXqG3cR2rSZwIbXCW58g+iBAymfk5ub8Tc343/qKX2FJGGfOjWFHNkmTTL6oA0ESZJYuHDhoMbmkYm8/XJD3n65IW+/vhHasYPuvz1E4LXXiDU0ED3aQPU37gIwOgq4V6zAOXs27uXLOfbZ/0LyelF6ehj3v/eP5K4bGFEidLQzSKEzdReKXTa6Q9HMsR1B7nxkKw/cvGxQ245EIkRMSbv+eDJvLKaX+idCZJIkpSzLsowgCMayKIqIotjnciwWQ5IkY/loV5ivPLrdqAADuHBGOedNLUPTNGRZxmq1EpVVVE1FFEQ0NHzBMDFVQ0MjkY+sqiqqqmKxWFKWFUXRK8viy9nmMZxzKi+woWkafr+fKbX6PDS7ncQMI83NAGiA6nSghSNoaGiahmC39T2PSAQ1GkMQBCMJURAEIu3tRNt04U7zevOyZfx4rLW1CA5Hv3PS0BAQUDUVQdWXhUIPlvJyCi+9BOeFq7FYLMjt7fS+tYnoju2Et24jtG2bUYUWP2GI7N5NZPduuh96CNC1kRxz5+KYMwfbrJm458xBqqlBg4zjFI1G2b17N7NNFRLDfZwscd2mxDKALMspy1arNeU8VFUVRVGM5WzHaSTPvcScwuEw+/btY+bMmcb3n+5zOpXHSVEU9u7dy7Rp05Ak6YyY06k8ToIgsGvXLqZOnWrkyJzucxrMcRoMnLNn4/zGXQb5MWPiIw+nvK77yb2D2uapxohm5I4rceELpRq7KxilyGnLGPvdJ3dxtCPIlT97mfO//xx3PryVtduaOf/7z2XVMbr77rtTMt1nzZoFwO7duwHYtWsXu3btAmDr1q3s26d7MTZv3syhQ4cA2LhxIw0NDQC8+uqrNDXpXqgXX3yR9nb9h3r9+vV0d3cD8NRTT/H1R7elkKBF44o439WELMuEw2HWrl0LQCAUpi3+Yx+LyTzz3IvEZJVoNEpnu+5haWpq4tVXXwWgoaGBjfEcl0OHDrF582YA9u3bx9atW0/qnErtKhfNqsSjBfnIslpkWWbnwUNomoqqKuzp7MS9fBnitKk8/8YbaNEIsZhMR3sHosNBe3s7L774Ysacju3dS1f8e4LBID09ehjx0Ja3ORr3xPT29uJ36UrWPr+PQCCAYLNx7MLVdK9YjqW0tO85vfAC0XgT1472DmIx/Vw71tVlEOO1a9cSDoehqIgXI2FKPvMZKu77FXu+8v+Y+O9HKfryl/EtOxv79OmQlsCuBgIEX3+dzt/9jubPfZ4DF1/C3qVns/O662j+1rc58Jvf8vY//4kWjbJ//37DvifrOKXPSZZl1q5dm3Hu+f1+norbt7u7m/Xr1wP0eZxG8txLzGndunUoinJGzelUHqft27cD+v3vTJnTqT5Omqaxbt26M2pO/R2nF154gbECQRvBesCjHUHO/8FzHP7u5ca6Tz/wFvUlrj5zhBJYu62Jx7Ye77NqLN0j1NjYyKxZszh8+DDjx48/KYx7/a4mPvKHTQBUFdp59vMrcdksWRn3vU/v5e1jXYiCyD03zKPAJnLHw9vxhWOUum384IYFo/opovPhhwk88ywAJbfeQsGcOcZThO9PfyawcQOaplHzjW8glZdnnUf46FFav/2dDG9PwZo1+NeuRQCkygrs06YRfOllY4xt3DjKvviFAecU9ftpvuOOpEdIEBAQsM6cQeVnPnPCT7Cy309w23ZiO3cQ3LqV8NtbkVta+j/JAaxWHLNn4zr7bAqWL8c2by6i3T7iT3tn4hNsfk75OeXnNDxzOnLkCBMnTqShoYG6uHDumYoRDY2NK3Vx7pQy/rLhqFE19vK+dh677TxArw6bU+MdVDl9OtJFn3xpWgXmXCHzsrm8fjDLVpNmzbO7243lOy+bidtuzRiTWL5sbjVLJ5UQUzQ8DisWSeTW1VOIyHqbDcA4mdOX+9r3kzGnxLKiKGzfvp158+YhSRJWTyGJLCYxGjP0epTuLmyTJlPxX/+FFokgFRUhxnOMmr/1bVS/D6msjMo77oBQyMiFstXWEjt+HIDAs88a23YvWYoWD2cmxlqrqwc9J4vXi9LjQxSS3hz58GFijY3Y6uqyztW8LAiCsWzxeChcsRxWLKc0Pi7W0kp421bCu3YT3rWL8O5dyMfT8tdiMcJbthDesoXOX/8awWbDuXAh7mVn41q8GMfs2eByDctxGsyyeU59nWOj6dxL7MOWLVuYN2/eGTOnU3mcFEVh8+bNxvV7JsxpoOXhnJOiKGzdupV58+Yl70On+Zz6WxYEIWU7ZzpGfKa/uGkRX3pkKy/vb8MXkvnlTWcxrlRPoH5sq/7DOBQiNBIw9xS7cGb/5dfTqzyAJ2XdlApP9sGjBOZmq6LL1Hg1EECw2w0iI1itOGbMSPmsIAgo3d16EnT8YjP3KbPW1xufNwsyupYsJrRpU8q2rNVVg9pf0emk+P0foP3nP09Zr4XCBDe+gW0YnnKslRVYK9+B5x3vMNbJXV1E9uwhvFMnRuGt24gePpz8/miU4IYNBDdsiO+oiH3KFByzZ2OfMhnbpEnYJ03CWlc36GTssQDz+ZfHiSNvv9yQt9+ZixEnQl6ntc/wVsIzlA3nTClLESgcLE5W1ZisqOxu0onQhFIXnkFKCJwukCSJGSZyIxWXGMtyawvS8mV6nb2mocRj0ukwGq+ausgnYKuvM4iBtb6egnPPIXLwENbKSsL21J5rSk8Px794J2o4TOFll/VbfmkbP47Sj92M4vfje3ytoYCtRfqvNssFluJiLMuW4V6WTOyPtbQS3LiBwOuvE3ztdYP0AaCqRPbuJbJ3b8p2BJsN24QJBjGyTRiPpbxc/ysrQ/R6R1V14clE+vmXx4khb7/ckLffmY0RJ0JDhddp7Vd0sS8MNhP+RHGgLUAkrgM0u3ZwBK3NH+GNw50EowrTKz3MrRt5Yam+IMsymzdvZuHChVgsFqw11cZ7/qefIfDqaxDP4VE6O7Nuw2i8GtIbr4pOh64ZFAxgqaxEdDlRgyHUUJCClSspWLlS/5wzlQhZq6vpfV5P5FMH0PaQPB5cZ+lE2zFzJs1f+7r+ubj6dfTwYXxPP4172TKcc+eeoFUGD6G0hL1VVSy86y69iuzYMYKvv07o7a2Etm/XSVCa2KcWjRoEyZ9tmzYblrIypPKyFIKk/4+/rijHUlKCYD29iXn6+ZfHiSFvv9yQt9+ZjTF3RE/WE3RKT7FBeKqOdgTZ1ezj4beOAbpHKaqo2CSRIpeV+pLcxPuGG4IgUFxcbNhPKi5GsNuNMJbZu6P09BB6+21Ejwf7pEnG+vTGq67Fi3EtXpx8v6QUNXgMpasbTVUR4nF0q0neHTA63kP/nh01GtUTpBPxe1POWEINu/2+X6N0dxN6axN1v/rlSTs/0u1nq6vDdv31FF1/vb6voRCRgweJHjxI5MABogcO6q+PHIE+yLsWjRI7fjzVu5QNooht4kQcs2bhmD0L55w5urhljgKRpxLp9svjxJC3X27I2+/MxpgjQicrNJbSU2wQrT9+8uw+uoNJvaQ2f4Snd+oVSAvHFXHr6qnDv5M5QJIkpkyZYrwWBAHv1VcROXCA0FubMsa3/+o+pNISar79bWOdufFq7PjxjA70UkkxsWPHQFFQfT7jfdu4cdTf9ytdgLGnJ0W5Wu1HUNH/xBP4nngSweGg/JZPYx03zvQ5ncCZw3hKdzeW4uL+DTFIaJqWctNMt186RKdT1+NI68SsxWJEG44RPXiAWGMjcns7cmsbclubvtzWhtLV1f/OqCrRAweIHjiA7z//iX+hnpfknD8f15LFuM46K4NwjiYMZL88+kfefrkhb78zG2OOCJ2s0NgOU6L07EF4hNJ7jZm1kKzS6Gm4moAsy2zcuJGlS5carmHP6tWILrdBhASr1ajwglQPDIBt8iQCcS2Nrgf/SuX/+3LKmKJ3vhOuvx5LURGCLVNLShAEpKIiNNMPv2Zq8JoOJa5OrYXDhPfsTfGcZFOklltbcyZCSm+Arj/9kfCevZTc9F5c8UaN2ew3GAhWK/ZJE7FPmtjnGC0WQ+7o0MlRW3ucJCXJUuz4cSL79oPp2Jjzkrr//ncALDXVhpfOtXgxtokTR80T8FDtl4eOvP1yQ95+ZzbG3BFNlC0OJ1RVY2ecCNV4HZS4M3/E0yGrfRMhyygkQqIoUltbm2E/tTeZvVJ41ZWEd+4ksksXrbRNmJAy1r18OYFXXiV68CByWxu+xx7TyU8c1srKwe2LI5kzpPYXGutNhut8jz2W+l4kjJaWk2Mpy606Ue7qou1HP0KOC2X6n3nWIEJ92W84IFitWKuqsFb1XU2nRaOE9+0jvGMH4W3bs+Ylyceb8P37P/j+rXuNpJKSOCk6C9fixdinTx+xKraTab+xgLz9ckPefmc28kRoGLCnxU9vRPc0DTZROiqn6lj6wkkiZBtFnecTEEWR8ePHZ6xX/MmeYLa6Ogovugi5o4NYUzOOGdNTxgqiSMkHP0jLt76JFpPxP/0M0cNHkIq8lH70o4PeF8FEhPrzCPXXr0wLR1ISrR2zZ2MpLe1z/GDgf+YZgwQBRI8eNUJkfdnvVEGw2ZKhtxtvBPS8pNDbWwm++SbBN98ktGVLiqdM6ezE/9RTRr81saAA56KFuBYvwbVoIdb6cVjKy4xcrpOJkbbf6Y68/XJD3n5nNsYcEToZobHn9rQayysmD/xjqqga6YLesqktx2gNjb366qusWLHCcA1rmkb06BFjjOjRdZAspaV9kgprZQW2CROQ29pRuruJ7NuXkSs0EARBMBK11XDfVWNKb7ZaKx1qJJyiYyS6++5gP1iYm88CupRAVxeWkpKs9htpiE4n7mVn4152NhD3Gu3cGSdGbxF86y1DbgB0Yhl48SUCL75krBOsVizV1VhralL/amuxjavHUlk5LERpNNrvdELefrkhb78zG2PuiJ4Mj9Dzu5M/gKtn9C+kCJn5QekYraGxyZMnZ9gvEQaD1Kqw/lB2220IViuNn/kMWkweEgkRHXaUSGQAj1Ag+xsWCcFiTal0G44KKvP2Eog1NWEpKcmwn6ZpRHbtQrDZsI+SJEzBZsO5YAHOBQsovflmNEUhsm8fwTfeJPjWWwTffBOlvT3lM1osRuzoUWJHj/a5Teu4emwTJmCfMAHbxIm6NtK4cUglJYMOtfV1/uUxOOTtlxvy9juzkSdCOaInGOOto3ry7qRyN+NLB/5RH4gIWUdpaKw2raooPZFWHCQREm021GgULd4EdShESLA7AF+f5fOapmUlJgD1caXp8N69unZRKAyiQPTwYazjxhHZvZvQ1q0UrF6NtWJgYpuA+fsEqxVLVRXEHX3p9ovs3k3bT38GQOX/+3/Y6kZfxZYgSThmzMAxYwYl73+f7gE8fJjgm28S2bXbKN2PHT/eZxhSi0aJ7j9AdP8BMkYIApLXi1RcjFRSgqWkGKm4BKmkGEtxMWKhF8lbiFRYiOT1UlHohWgUHI5sX5VHP8h2/eYxeOTtd2ZjzBGh4Q6NvbivDUXVf+1WTR/cj6a5O302jNbQ2Isvvsj555+f4hou/+xn6H7kn7jPXopwAi7jFG/MEIiQ95prQJERnNk9OVowCPGEdNv48cSam9EiEYrf/z5jjGPaNGp/9CM6/u/39K5/jt71z1F04w10P6RXUckdHZTfcsug96nsYx9D8ftRQyGcCxakEMV0+3X++c/Ge77HH6fsEx8/kemPCARBwD5xIvaJmRVsis+XJEaNx4kdO0a0oYHo0SPEjjagRaOZG4yrkCvd3RDvqD2o/bDZEL2FSIVeJK8X0VOAgICmqaBqoKrJZUFAEAUQJQS7XSdexp9OsESvF0txsU7IiotTkvHPFPR1/eYxOOTtd2ZjzB3R4fYIPb/nxMJioIsnmjGlooD9rcnn5dFIhERRZM6cORn2c8ycSdWXZ57w9nLNz3EtWtjv+4opLGapqKDkox9B6ejAnkUmXypM6j4lSBBAeNv2E9ona20tfek3Z9hPVvoYeXpCKtQ9N+k95gA0RSHW1Ez00CH9L970Vu7qQunsROnsRA0Gs2w1O7RoFKWtHaWtfeDBQ4Do9WKtrk7+1VTreVDVNVhrqpG8XgSHY9RICwwGfV2/eQwOefud2cgToRyxu1kvm5dEgcUTBqdBEzURoXOnlvHhcyby2oEOfv/qIWRFG7WhsYoTCBMNBN9//p18kcN0Axs20v2Pf+BetgzvddcaP05qIEksxYICrBUVfYa5LH2sd8yejRaNZtU0OlGk208zyyf08YOaLsp4ukKQJGx1tXr477xzs45RIxGUODGSO7t0T5GvB7WnB6XHh+LzxV/Hl3t6UHw+3fM3zFB7eoj09BDZvbvvQZKE6HYjFRVhKSlBihcISKUlWErLsJSWIJWU6v+LixFdrhElT8N9/Y415O13ZmPMEaHhDI1pmsahdt3zUFfsxG4ZXOJnjdfJz967kJisIcVJz/LJpSyfXJpRTTZaEIvFWL9+PatXr8Y6DH2rooeT1WZKR/beZANB0zR6HnkE1e/H//TT2KdPxzlHV2a21tZSeecXUXoDKVVpoe07CG/bihqOUHjxRVhra7FUpt7gHHPnUPbxjw9rf650+xW/5z10/OY3AIj2TKKldHfT+pOfINodlP/3f2WIU55pEO12xH60kPo6/7RoFCUeZhVEEUQRBFEPh8VJh6aooKl6Hztfj06iEgSrp8cIzyldXcidHcjNLcSam/tsbQIY6ueqz9dnongGBAHB6UR0OhEdDkSXE8Hp0pedTgSXEzHxuqAAS1mpTrDKyrGUleo5eJqm/0kSUmEhgt0+KHI13NfvWEPefmc2xhwRGk6PUJs/QjCqhzgmDCJJOrkPAi6bBbI4GkarB0CSJJYsWTJsLUo8l1xC90MPAeBauvSEP690dxPctBmlJ9naxDFrJkp3N+Hde7BNGI91/HhsafaMHjlM7wsvAqD6/UhFepjDWleH0tOD94rLcZ9/fsZxiLW0ILe1Y588CdHpzNyfnh7Cu3Yjut1Yq6uINTbS+8oryE3NlHzog1gnTkyxn228qd1HlvyZ7n/8A7mpGdD1ibyXX37CNjqT0Nf5J9hsWAbpsZM8Hqgc3FO9pijI7R3ITceJNTURO96k/29uQvX5UQMB1N5e5O5uVNM52P9GNbRgECUYZLgCo4LViljkxVpVrYdma3XpAmtlJaK7QPdaeQoQKytzun41VUXp7k5RLlfa21ECAbRQ2BA2FR1OLJUV2OrrsdbVYa2tQyrIXZpipDHc9788RhfyRCgHJLxBABPLTv+LvT+IokhJScmwba/ggpU6iVEVXIvPOuHP+599Fv/TzxivSz74AQRRJLx7D52//z2gJ1QXXnpJyufMibDhnTuN5ZrvfRexsDArEVX8flq+9W29fYhFouDc8yh+97tSxkQbjhnfW3j5GkS3m/DWbQBxAjU5xX5mMpUtP8bsjcrQJxqDGO7zbyAIkoS1sgJrZQXOBQv6HatFo3q+U0eH3uqkvQOlswO5sxOloxOlqws1FIr/BXXiEH+thfrWwRoMtFjMyJcKb9vW71hLZSW+ujqk4iKkAg+ix4NY4NalIzRAVdBish567NT3O5HHJXd09O8h6wdScTHWujrskyfjWnY27uXLB60iP1pwqs+/PE4txhwRGs7Q2OGO3InQ9sYeHt3SSCCqcMW8alZMzq3Nw8lCLBbjqaee4uKLLx4W17AgihRde83QP29PrexxzJ0HoHdrj8PsdTE+10dFkOhyZSVBmqYRPXQo2UNNVuh9/nkKVq9KyTlKr4ITXcnzQQ0GM+wnOJ2IBQWITidSYaYauWvZMgKvvQ6Q9f2hIHr4MF0P/hX79Ol4r70mmU8ViYz60Ntwn3/DCcFmw1pZOaQfd03T0MJxYhQMoYV1gqT4fDqxau/Qm+u2t6GFwnq4TxDQZBnV7zdIi9zWpofM+oHc0oLc0jLUaQ4ZSlcXSlcX4W3b6PnXvwCwTZqEe9kyXMuX4V66FMk7POf4ycJoPv/yyB1jjggNp2vzoMkjNOEEiNCxriCbjnZjFQVCMYWDbfp27n/pEEc7glw4s5Jyz+j6YbJYLJx33nmjpnRU6UitGEq4381K19b6TCKUrTRasFoz8oG6H36YyN59KL1+PKtWZXxG7emBvoiQy43oTpb1q6Fgiv20WIzgG29Q8sEPYCkrw1pdnbF9cyWb4htk6GUA9L78iv4jGgmjRSIIDgc9//kPvrVPULB6FcU33DAs33MyMNrOv+GCYMobIgeHgxaNEmtuJtbYSOz4ceS2NtRAEDUQQOnpIXrsGNGGo6idXQNvzAyLBam4SM9TKi+L/y/HUlaGpbxM9yo5HPqDiaBfB3JTE9Fjx4g1HNNlFBobkZubU4ha9OBBogcP0vWXv4AgYBs/HvvMGTimz8A2eRK28eOxjRs3aqQMztTzLw8dY+6oDmcOzmETEdrf6ufxrcdRNZhdU8iHVkzo87uOdgZ5dHMjAIvGp1aaPb2zhSUTS0YdERIEgULTj/NIwzF7tuEx8VxyCZosE9m/n+iBgwBYysuy5iake5Ige/l+tKHB8C5F4tsEKHr3u3DOnZvxBJtChAoKEJ2mxrDBoGE/TVFQfD46//gnAJxnLaLsYx/L3CdP0taqz5fFAicOpbub6OHDRA8fpvDKK9E0Dd/jawHofXY93quvRhyGCrmTgVzPv+Cbb6IGg7jPOWfEGseeTAg2G7Zx47CNyyT/ZujeJj9qr1/3KPl7UUPBeKK5hGDRk7ATIpdiQcGw3DPVSITQ228TeO01gq+9TmjbtmTD37hQZ/TwYfxPPGmalIClqgpbXR3W+nps9XVY6+L/6+t1ZfJTlFM52u5/eQwvxhwRGtbQWLue22ERBV7Z125clC/va2d2jRenVcJpk6gstONxmHI+TIKKhc5MN6ttFOoIxWIx1q5dy5o1a0aFa9g5bx7uc88FUcB75RVEDhyk7d6fGO/b+miQKDoyCWa29hrW6hoiu/cAENq61VjvWrw4pZVIZP9+fOvWETvWmLI98/dooRCxWIxnf/c7Zu/ek0I2+mpLIlgtYJFAVlB8ffdMOxFokWQ7ksQ+WMfVEzvaAED00CEc06dn/exII5fzL3LwEB2/ux/QSa/rrBPPSTvdkWK/yopBJ40PF0S7HffSpbiXLoXPfhalt5fgG28QfP11gm9tIrJvX8r5CYCmITc1ITc1wRtvZGxTcLl0kjSuXm/fEm/hYq2txVJePmyEV9M0on4/6558kksvvxyr03lKGg3nceow5ojQcIXGVFUzcoRqipwZTyav7G9ne6Me0nj/8vFcYFKdNrfY8GYhQqNRUNFisXDxxRePGtewYLNR8r6bjNf2Salqx9Y+noyz5QiZw1jG581y+vEnV9HlTPEeKb0BWn/4o4zcDLHAnRJqU4MhLBYLM3ftRotGUc2EJAsR0mSZxv/6b2O7wxUaM9SdBQGsVgRBwLP6QiPJO7Jv/6glQrmcf+YwqjLYCq8zDKPt+pUKCvCsWmWEnTVZJnroEOE9e3Xv0JEjRI8cIdbQgNKVPZynBYNE9u4lsndvZvsWiwVLRTnW6hosFeWIdgeCzWb6syLYbGiRqFEBqAYCeigxkFgOGutRVaYCB776NWP7gtUar8rzIBZ6kDyFSIUeRE+hXqlnfl2oJ6dLHg+IEgjx6IQgoKkqWiikf2cwqP+ZlpWubmLHG1F6fHqj6UgELfEny7ommfm/oujLioLociEVFel/hYX6PhR6EAs8uiK7KAGaPl7TQNX0bcZi9HQNTdbkdMTouCpOQzT5wkRkndBMqyzgvvedxePbmvj3luMAdASSP3YuW6qZzS02Ch2Zh8AyCgUVgVFzE80GwWrV+4YF9Soca032vkDZkoKzeYTsEydkrLOUV6QQ3p5/P5o1QVVyu8FkKzVRGRQJg5BKcn2PryWydy8lH/oQltJSfXxvb8p2VX8vmqqmPIWqkQjdf/0rgsNJ0Q3X9/mE2vvCC/ocCwtRo/FzUtPoff55tHA4Rbogsm9f1m2MFgz1/DPLEwjW0Rn6OxUY1devxYJ96lTsU6dmvKf09hotW2JHG4g2HCV2rJFYQwPR48chUchghiwjH29CPt50cnZYltFkGSUUymhEPJqg9vaixu13oggqZ5b6fX8YvVfGSYIyTAd3a0O3sTyh1I1FEqkpSpZEt/uTN1+XLdULZfYIZQuNjUaPkCzLoyo0lg2lH/sY7b/8FdaaGhwzsns2snqEshAhS01NCrESXU7EQg/BN95A8fciulyENm/J8gUCQmJ7kqQL7wWDyLJMa2srFRUVCGlkKLJvP8E33kD0eHCffTaKPy0Upmm65pEpL8n32GNGjpRtXD3u5cuzzrfn3/9BDQSwlJejqclzv/tvDyEWFOC59FKkkhKUzk6iBw+iyfIJ9Yw7Vcjl/NMiJiI0SnOgTjZOh+u3L0gFBUjx5r/pyGjfcuSIofckH2/S+9gNAYLLheR26xWgBQUILiftnV2Uer0IcY+JFtPFPFWfv8+mwycDgs2mC2nabHqhhyjqHipJAklEkCz6f0HUPVzd3Sg+n9F7MY9MjL473knGcITGYorKPU/tMV4vmaiXe5gJj5nsHOsKMafWm/U9u0XEbhWJxJLrRmOLDYvFwpo1a0b1U6Vj5kxqf3iPEfbJBtHhwDF7NrFjx4wwiZCFCAmCgG3iJMI7dgBQceedCJJE05f/HwDO+fOo+trXaP3hPYbwIaSW4YsuF6rfjxoMYLFYmPPLX9J21zey7lfPvx7VF1QVqdikN+TxUPK+mxDSRBwDr28wlsM7d2YlQpqmGRpFosuJnFYxpPb24nvscSwlxSidnWixGNEjR7BPnpx1H0cSuZx/msljINhOLxIwXDgdrt+hYKD2LWoohNzRoYeRolHjT43/F+12g+wY/53OjPwiTdOolWUsFkt2mQ1F0UmHz4/q92X9r/h9qP7eOCHR9C4CGiDE8wrduqaT6HKnvJY8BVhra/XkcJttSPlJmqrqoTafT28M7ffHcw8TOyDo2xUEnVxZLLR0dsIllwy06TMCZ9ZVcYrwh1cPcyBe8r5oXBEXz9L1Q9JDYAm8sLeNS+ckWweYk6VtkojLZiESSz61jkaPEOhPlaP9RjrQE79gtVJ+263Ejh/H//TTqMEgtvr6rGNtkyYaRCh68FCK8KPS24tU4Kby9ttp/Pztxnpzzk/BBSt1YhOvNtEKC/XcoWyu/Di6/vIgJR94v/G68PI1OOfPzxyY0qss+/mihUJGiE1wudCaMzVkfI8/nvI6sv8AmqwQ2bObgpUrR5W+y1DPP3OOSe/zL+Ba2H/DXtB/+MI7diIVFek/smcATofrd7ghOp3Y6uqGZVv92U+ItzzRr/XRd74Ioqh71goK+mwMnQ7rEMJppytG5y/uScRwhMb+75XDgJ5z+vWrZvP8njYe2XSM1w50ZB2fzmtiph8xiyRmhM4s4ujzCMmyzFNPPTWsVXcjCWtNDSUf/CBln/oU7mXLso4xe0YiBw8gWCwI8bJ4Nd7dXnS7sZSXAzrJqvry/xif8V5+Od4rr6Rg5UpkWebpZ55Bqijvd79EpwOlJ1ku36eYojZw01bVrFqsqEZVjujxpIyTvMmy4NixY7T97Kf41j5B98OP9LuvJwL/+vV0//NfWduJDAa5nH9qOGmHWMPg+oKF3nyT9p//nJbv3j3k8Mpowpl2/Z5q5O13ZmPMEaFcn4gCEZnGbv3GumhcMfPqinj9YAePb23i2V0tLBpfzAUzUktTpfS+VXJqGGy1abxFEkZlvzGr1crVV1992uUX5ALbxIkGyUjoEyWqxsw5AbYJeqm+FosRa83eDiNhP3tt/0+noteL4jcTIU/2gVLyPLb24bEwt+6I7N2bHJ8m4GhOUA3v3Amy/rAQ3Lix330dLMJ79tD90N/xr1tH7/rn6Hn8cVq+/wN8Tz+dStb6wak+/zru/199QVZ0IcrTHGPx+h1O5O13ZmNs+Ukh5+7u5rYak+Jq0j0hPdThtlu4ZdUUAPa3+DnWpd/klbTvLCmwM6HMTUxRcVglLpheQVNPmDZ/hFHoDAJ0u/n9fjwez6gkaicDot1O0Q03YCkvN8rzJXcBSnsHaiBAcNNmLBUV2KfPQItGsY4bl7UUH6Drob8TOHIY9cBB+rOera4uRUBRjUSIHDiAYHdgq6tF0zQEQcBSUkLU7wdBwLNqFZqiZOQ1pPcwk7yFWCoqsdbXgaYZVWK2iRNxzJ2HpbSEaEMD3X97yPhM4vtyQXBDklD1/OtfOrnUNKIHD9K7/jkqv/zlARtzjuj5p5z+XoCxeP0OJ/L2O7Mx5ohQrqGxQ2ltNTRNM4hQoTNpzkRXeoBwLDVb/6r5NVw1vyZl3XuW9q8IO9KQZZmXXnppzPXa8axOba9hzgHq+M1vsE2YQOWdX6Tg3HMyPqtpml5dEgwS2rGD5m1bKS8vp/7nP0ewWok1NtL8zW8Z4+1Tp1L60Y/S+uN7jXXtP/s5AK4li3Gfcw4dv/0d9mnTcMyZjVRWCrJMeMcO2n91H6LLSeGVVxraLOlEqPTmmw3vT6ylhdYf3IPocuFevtyonEvXNVK6u7EU6+rnWjRKaMcOwjt2Yq2pxrN69aBsqKVfc6YHA6Wri+j+fQM2Ns3p/BtDZcB9Yaxev8OFvP3ObIw5IpRraOxwWsf5iKwSjYe6zOKIZi9QQm/o7YZuQjEFr9PK1IoCLKM0KTobrFYrl19++UjvxogjvR2HVFzcx0i9Esy/bp3xurKiEqm0xBBbFNMk+xMijtkEFJUeH10P/AU1ECC0eTPF77oRqagIgMCrrwK6cGOK1lAaEVJNZeTWykpqvv89vUrE9IRrrarC844L8T/zLABya6tBhNRgkI5f/wbQlbsHTYRMOTqei96B/+ln0uY2sMjhqT7/nAvmE9ryNgCacvqXHeev39yQt9+ZjdPnl3iYoOaopXAwjQglvEEAhaY2Gt975zxDVygS059In9zRzG9fPMg96/aw43gy/CErKj2hGM09YYLR0emGV1WVzs7OnO13ukMsSCdCRX2PNfUb09CIxmJGYrX+frIkXiorxXPJxQCU3XwzZbfdSunHbkaIC0Aqfl9SrdoipZAoJa3PWQLpREiLhFNeC6KY1c1v3kffY4/RdNdd+J95ho777zfWR48cydQ76gNyW7ux39l6vSk9PUT27ye4eXOfoetczr/Sj37UII2DFVQsNP3opdvxdET++s0Nefud2RhzHqFcT2SzR2hCqZuGruRN0uu08pNn9rGryUdMUZlUrv9oKqpmkJ0E7n/5ED959wIEQeCZXa38/U2939MnL5jMkgk5tKE+SVAUhTfeeIPVq1cjjuE+OyfiETILNWqaRk93N4UlpcY6wWLBff55iHY7looKw/Nira01vEM9/3oUua0NpbPLKJm3lJUhiCLt9/0aubPD6BUG4H92PeHt23GetRjRkao9lNHLyQSlt5fo4SMoHe2ooSRhiuzbD0D3Px7O+Ex4x07cy87uc5uJectx5V1LaRn2qVPwXPQOQlveRm7TE8vDe/bge+JJ0DRKP/4xXIsWZe5fjudfglBqscFVraUQShPRPF2Rv35zQ95+ZzbG3BHNOTTWoROfqkIHTpuEz0RuvE4rqqYZgomq6eE2LKspYwMRma/9W9eoMZfP3/f8gZz272TBarVyySWXjPn4uOQtSnltKembtJo9PqIgUl5ejiNN06Tkve+l6J3vRLBaaf/Nb2n98b3EWluT26/UNaq0SMQQBkx4bGKNx1JIEED04EECr71O9NAhCs47l5IPf9h4r/OPf6L5O9+h95XMKqjogQO0//zndD34V6KDLDEP79o14Bi1p8focWYpK8MxfTpF73wnFV/8IvapU3EtPovokSNG3lDnH/6YdTu5nn8JfanBlu9Lbjfu5cvwXPQOnAsXDOk7RxPy129uyNvvzEbeI3QC6AnG6AzoN9IJZfrTfk8aETKTGkXVEEUBh1UiGJEJRVOTNhvjVWWjVUDRDFVVaW9vp6ysbEw/ERWcew6xY8foff55ACPkkg2C0+QRQiMajWKprck6NtbYSGjTJkBPULZW6JIK1poawtu3p4zVwmGO3XYbWqzvMGpCRFB0pPZWix1tyOrhkErLjOXQW5sQ3W5dUHLb9oyxCUSPHunzvQRkUx+m2LFj+J5+GseMGdjq66n4/OcAEP70ZwJxctaX1yrX889QlJaVrBV2ZmiaBpJEyQc/eMLfM1qRv35zQ95+fSO0Ywf+J57At+4pit91I6U339znWMXno+krXwVA9fsovflm3CtWnKpd7RNj7ojmQoQOdZjzg3TXeUqOkNOKy57klk6bxOcumsbP3rMQsZ+6eJtl9JdjqqrK9u3b8zFyQDF1ZZb68wiZW3do4Pf5kdI0fIyxppBb73PPE96zF6U3gLUmkzhF9u3vlwQBhghgNqXtbOssZaUprwvOPw+lo//u03JzS7KjfR+wVFVT+vGPY62tRenpoefhR1I0jSC1BUZfyOX86374YUMHqmDl+QP2XFI6Ojh2y600fu5zdJmkBE5n5K/f3JC3X99Qe3rwXHYZtvqBFbwb/+u/cK9YQd1P7qX23ns59l//rfdBG2GMOSI01NDYw28d45pfJEMKE+MeoQqPgzm1XupLXJS4bbisySfNvc1+o9zeTJgy9uk0eMKwWCysXr16zEn0Z4OhNCwIRvuMbDBrCgmCQOXUqdj6GG8mQqHNm2n78Y+J7NmNtQ8PUjYIVguC1RLfR90jlC05WbTbM9elNaMVbDZiTdk7d9unxBW3NY3Y8eP97pNU4Ma1aCHF736XsU5uT1VglztSu3dnlNuT2/kXePU1fRvl5RS/5z3JpPM+kPCYqcEQqJn7Etq+g57//AelV29oGXjtNZRT2HRzKMhfv7khb7++4V6xAufs2Yievu+FANGGBgKvvkbxu24EQCosxL18OR2/+c2p2M1+MeaO6pCeKINR7nxka8q6hEfo3KllnDs1GVZIb5fhjL/ujwgVuUZ/3FlVVZqamqiurh7zruFE81KpqKjfEIs5R0hDI1xYiKqqWe2XnoQNeiK2tbISRHFQnaNFdwGC1aonV3d30/7b36J0diGVlmCbMIHQW3robTAd2G0TJlBz93cIbt6cIrAI4Jgzl8h+PZct2tiIbcIEANp/9SsQBCxVVRRdc03qXEqTHqfe555DKiqiMF4lZy6ft1RWogaDSGltQHI5/xJeq8F2njdXiQlOJ0pvANHlRBBFlJ4e2n/+8/i4ENHDh4keOoRj3lzKP/3pE9qvU4l0+2nRKIE33sBaVTUqm+yONozl+5/f78dn8trY7XbsWR6mBkJ4x06saX0dbfV1upr9CGNsHVGGRoQaOkPETI1SF40r4vxpZVnHOtOIUMJDZCZCFYV2nDaJm5bpIorjS90snViCx2Hh9kumn/D+nQqoqsqBAwfGvGtYU1XUeNm42tt/+biZCKFBS2lpn/briwgJNhuWAfqTmbchGZo/IcLbdxA9dAhULSXE1hchsE+dYixbqqqQiorwrFpF/X2/MpqvSt5Co6UIQOxYoz49TSP09lZCW97G/+S6lIRv/XOpPdNEhx3fuqc4/j9fRunupuTDH6byy/9D9V1fzyBBMPTzLyFq2d+8M77LlEPlf3Idx2+/HaVD92JFG5KNKHufe063LxDeug3tFPShGqoyfrr9/M8/T9ef/kzrD+45I3qpnWyM5fvfrFmz8Hq9xt/dd989pO3EjjVkXNtSURFK98A6YicbY84jNBTXZltvspz4kysnc+dlM/oc67anbv9fWxrZftxHVyCZS/GepeOYW+tN0XD5xMrJw9LO4GTBYrFw/vnnj/RujDgEUaTw8jUEXn+d4ne9q/+xViuC1YoWi2GrrWX5xz/W59iUfCIAUTTIQ/lnP0vzV7/Wby5NwQUX4Jg7h+DGN4x1RpNVlwstmvysYMv+NFf8vvfT8+9HccyYYZTyA2iybMTxpZJSrHX1OOfPw1pXh326TtzVtNBQZN8+rBUVhPfsQXQ4MsQjpdIylCOHUTr1PCTRYceW9rRoxlDPP3MOU19ESFMUuh54ADUUpuT978uaTK4GAlBejmP2LLBIRj82M2LHj2Mbd/IU4oNvvEHnX/6Ce9lyI7wwWKTbr+eRfxrLobffpmDlStRgkOCmzThmzsBSWpptMwMievgwHX/4A4LVinvFCjwXXDCk7Yw2jOX7386dO6mtTfYzHIo3CMBaV5+hPaZ0dyMV9dFY+hRizBGhoTD6Vl+ykqW+xNnPSHBaUz1Crb4Irb4I5R47pQU2ekIxvE5rVsIzWkkQ6HZraGigvr5+zLmG0+G98kq8V145qLHln7lN17BxOjly5Eif9ktvbSEVFRkq0VJREdXf+TZyayttP/1Z1soq+9QpOGfPJrJ3X+a2Xa40QpA9FGutrKDsY5lkTenqMsrbpZJipAI3ZZ/6VOqYNK+C2htA0zTafvJTUNUMl7hUVITUU5T8/AAJk0M9/8zkMbJnDw233kr5bbfhmJ70vAZef93II+opKsra6Fbp1cmRIAhIXm/WRPLokSMnlQglGsH2PvccRddeM2gPF/RvPy1+T+x84AFCb23CUl5O9Te/MaR9VINB5KZmfXmuH9+TTxJ45RWKrr8e5/z5Q9rmaMBYvv95PB4K+8mFHCwcs2cRa0iT+2g4hmPWrJy3nSvG1hFliETIn/zhqfCkJpV++/GdfOVf2/nps/oPUHqOUAKrZ1Tw/evnc9/7zmJcSfbGnKMZqqrS2Ng4Jl3DucA+dSq2ceMQi4v7tV+6R8isWC0IApLHg33y5D4FDNVgKONzCUQOHTTacED2ZOn+INjteK++Cvd55+KYmf2mlUmEelEDQSO3SfIU4H3ndQBYqiqxVlchFXr7/Hw6hnr+ZVS1yUrGusieZBVbcMPr2T1CJo+Xeb/NiB46fEL7lguUExR5VFWV5tdep+Xuu/E/91wKMXUtXKhvM34M5La2QVXyZf2ecNJ77nt8bVwQtJ32X903pO2NFuTvf0NDx+9+Z9x7bPX1uFcsNyoxFZ+PwGuvUTSAZ/1UYMx5hIYSGmv1Jy/uck/qj0hTT5hQVDF6i1V5M6t0QBdUhNHt9ekPFouFFaNA7+F0xUD2S3+670uoMT3E5LnoHUhFRdgmTgTAWl2NY9Ys1HCY6EG9ZBxZQTOFck7EkwB6dUfhZZf1OyaDCAV6UQNJ8iB6CvG84x162K2iAkGSUlzivsfXovb2ovh7QSDDMzXU8y9beX/6OsGk46XF5D5CYyYiZMp38lx0Ef6nnwZ0j9DJQnpukBoIQD+q5umwWCzUPP88MtD9t4ewTZ5kvJfwRpqVyNVIBGko4oFnKFHI3//6RmjHDrr/9hCB114j1tBA9GgD1d+4CwDf2icADK2g2nvvpekrXyXw6quofh919/6435D4qcKYI0JD6T5vDo1VmIiQpmlGZ3mHRfcEuWwWplV52NucGgtN9Bs7XaEoCocOHWLixIlI/VRK5ZEdA9lPEAQs1VVGWEEqyv4jl+6NcJ93HrFjjaiBAIrfj2P6dBzTpxM5cIDWH9yT8fnCK6/ICMMNFZqi6IKJgpCFCAWMpHLQe7QJgpBy00tPoO596WVQVQSbLSNfbqjnX1YilB5aFJPb0xQla28xtbcXLRaj/Te/SRGZdC5aiOLzITqdBhk9GdBCoZTXJ9r2Q45GCQQCuFwuBPPxskgI8YdDwSS+qUUiMITzRMuSO3UmIH//6xvO2bNxfuMug/yYMfGR1NY8UmEhdT+59xTt2eAx5kJjg6268IWTruHmnqRHqKwgebOIKZqxPbs1acp0BWlIeoROV2iaRldX15CrVsY6BmO/wosvNpb76mEmeZMeIamkhPDOnXT85je0/fjHKQrU2X7MRZcL7+WXZ2gGDQWx48c59tnP0vy1r+N/ch1KV3fK+0pvb0piZLZKMDFtnX36NEAnL+nJ10M9/7IRofQ2G0U33pDcJ6czK8lQAgHk9vYMpW3V56P0wx+i+N3vwn320hPatxNBeg7ViRKhWEsrMVO4KyFZIJp0pszL5n5zJwJNyV455zq7/550ox35+9+ZjTHnERpMaOxPrx/h+d2tvGNWJTVFTva26Df0ErcNmyVJeCKmp5+ERwhgRpWHYpeNZl+YVp9+Q3l+dyu9YZkZVR5WzagYrumcMlgsFpYsWTLSu3HaYrD2k0pLUHp6sJRkJ0K2ceMo+eAHEAsLsdbUpOb+pDQKzeLViPbddPVEIZWWGpVTsebmDHKl9gZSyIxYkEmE0sPElqIiEnuo+v0p5Gmo55/gcOJcuJDQ5s3GunRyJNrtWOvqiB07hhoOU3TjjSg9PcSOHaPn0X8b85FbWjK2b9ZAOpkQ7HYcc+cQ3rET5/z52KdMyTqu669/RbDZcc6bi23yZMPGWkszReZ2MPFjpwYCdP3tIcQCN8E3Nhpva5EhEqE+covSW72cbsjf/85sjDkiNFBoTFE1nt+ta6A8s7MFTdOIxJuoFqcJH0ZMXh6zR+jdS/XKka5AlNv//rax/s3DndgsIqtym8KIQFEU9u3bx9SpU/Ou4SFgMPZzL1+Oe/ly/amzj1wLqagI9/LlgP6Uaq5eMmsRaYqM4HCgmZJX9Vwh2QiF5ALRbkcqLkbp6kJubs7ouab29qaExiRP9jBL2W230vv883hWrya8M9nEVfH3Yr7ahnr+2epqKfvExwlt32EIIWqRTC+RVGOTCoEAAD4mSURBVFRE7NgxUBQ952rcOOzTpiWJUCBArDmVCEklJWixGGokkpGArnR30/nAA1grK/G+8534HnscLRrBe9VVAypbZ4OluJjyW27pd4waiRB45RW0mIz/qafwXHQRBResxFJaSqShgd7eXtxudwYB7X3uuYxt9dXzbUD0oaWUTeH8dEL+/ndmY8SJUE8oxpfiqs2+kMwnV05OUWo24+V97dz3gq5oe7QzyJ2XzWDN3Oy9m4aKFl/qk5CsaonKYWqKUkvnw6a8H7slM8poJkcJ1Bf3X34/mhFKy1PI48QwWPsJggCDudnGYqkeIRMRslZUGD9mktdreC6U7m4sZdmvrxOFpaoSpasLNRik4MLVOGbNxP/Ms4AemlN85hyh7ETIOXs2ztmzAYgeTZbWmpOTE+jLflo0aiSAm5fNMEsGZAuXea+5Bu/VVyEVFxt2FGw2BKtFT6D2+5FNIpGV//Ml2n/5K7r//g/8Tz1Fzfe+h+L3E3j9deyTJuF/+mnC27YT3rYdNRg0yvPFwkIKL7oo6zxyRWTXrpQedP6nn8ZaX4eltJRY43GUeLuQ6m9/C9HppPFzn+9zW2p4aESoL4+QYD+xBP3RiPz978zFiBOhWx7YxJq51bz37HH0hGKc9731vPTF1XidqU9NPaEY77t/Ay/esYpxpS5e3tee8nqwGIjNH+1MDSmYvT7ppfPm9xzWzO3aLZnr6k/D0nnQ7bYwXmabx4njZNgv/QdfdCfJhm3KFMo+/SkEu53e518wOts3feWr1P/ql8Py/daqaiK7dgO6TIBj2jRizS1E9u5FdLuR29qS+5YlNJYOs9dITRNe68t+PY8+im/dU7jPWYF90iR6Hn+civ/+7wxBQNFkKy2WJEKapuF/4gnEggIslZUpydyCIFDy4Y8gFXqwlJXRcf/9xnuWsjIjb0cs9BI5eJDWH/0IZAXnWYsIbUl6ghMkCKD3hRdOGhEKbd2asS529CgsXUrp+27Cc8EFxJqOJxsFC4KhD5WOIYfG+vAI+f7zGJ4LLxyW/LSRQP7+d2ZjRJOlj3YEeXl/O+89Ww8leZ1Wzp1axi+f358x1uu08omVk/DGw1MJr9H24ycWox8oNJZOhKImspNeOj+QR0gSBebXF6WsO12JkKIobN++fUhVd3mcGvuJrqS3URAEnHPn4pg2DdH8ND6MyZ7WqkpjWW7Wq93KPvVJ6n76E2ru/g6IyRBMX6ExM8zJ0+lNTLPZT9M0/M8/D6pK4KWX6fzDH1HaO2j90Y8I79lDx//+H60//BG9L7+ii1omPmcK+6iBID3//g9df3kQ/7qnUHoDBDdtJrxnL3JHB65FC7FPmYJUVITc1m7spybLSY0kr1fXinLq13bo7SQJAgz1bQCbSaH3RKCGQmiyTLShgfDu3UT270eTZbr/8Q8Cr28g1tJCKC2RGyB65Ki+4PFwAA336tUIgqD/9ZO3Y9YDOhH0J44X2rKFlu99n96XXhrStkcSQ71+A6+9Rvt99xGNt6LJY3RiRD1C24/3ZIgL1pe42NGYXWX2S5fNNJYTvbvm1GQXN4tEIkRMNzx/oj9U/OaVOKElSUpZPtrea5Tunj2xmH9uSXbXLi/Qf1BkWUYURSKyiqqpCIKAwyoRi8WwWCwIgmAs37pqMrf+ZRNhWaPEbcUu6j9EmqYhyzJWqxVVVVEUxVhWVRWLxdLnsqIoaJpmLGebh3lZlmVdlC++LIoioij2uRyLxZAkyVhOJJirqqr3borve2J9Yh6n25zMxykxj5M5p4HOvaHMSUNDQEDVVP0JHzLmhM2GBmiaiiiIwzYnsaLCuFYix5twKkrKnMpvuYVYKITa24vgdA48J3eBcT2pvYGM46RpGrGWFpSiIqxOpx5+Cwb1OZnm55g7FwUIbtyoN7vduxdLURGu5cuxzZ6FvarKmJPW6zcqgUSPh+DbW+j6458QBIGCyy6l8Ior9OMRCiN3dSEIAmJJCdF4axBN0xA9HgSLBevkSYS3bEGQdRshgICAVF+Htme3fpxE0bCZ+TiFm1uQBLBWVmY999p/+ztCO7bH56phnTCR0pvei++ZZ0DTQ6GK3wcauBYuIHL4CEpXF9GGBmRZznruCQ4HajCEIAiGDdxLFqNZrUgVekFHpKMDzeeDUAjLtGkDXk/iuHE4zzqL4FtvoWkqjkmTiBw6jKapdP75z2iyQvjgAZwLFyG4nKfNPSJho1gsZihLD3SPkINBOn7/B/36OHSIym9/e1TNaTD3vbGCkfUIdQYpdKZysWKXje5QZgw/Hd99YjefWDmpz7DY3XffndIoblb8SWXPnj0A7Nq1i1279OTMrVu3sm/fPjRN4+0DjQSDQQocFnYfOEIglCRTbx9uwR+O8eKLL9Le3k5dsZPZ9k4um17M9CoPTz31lEG41q5dSzgcpqUnyJHGJjRNpcpjY+3atYBOzJ566ikAuru7Wb9+PQDt7e28+OKLADQ1NfFqPAekoaGBjRv1qo5Dhw6xOV4Fs2/fPrbGXeLZ5gSwefNmDsWbQ27cuJGGuMz5q6++SlNTE4AxJ4D169fTHdcZScxJkiQOHTpELBZDlmXWrl2LLMuEw+HTdk7m43Sy53Tw4EGUOFEYzjnZP/Qh7DNnsG/evD7npEkSqqrQ2toKFmnY5nQkEMDn1x9aWp54IuuctmzfTkNPD4IgDDgnscBNR3sHsZiM2utPOU7r1q2jpuEYLXfdxZu33UYsEiHQ3KzPCVBkmba2NgouXI120UW8GpcSiEajdHR0oPT0EBg3js3BILa6OmNOqt9PMBikp6eHyO7dHPvVfcacGu12Y07bXnmZQLxkvSUS4cg9ukZTV3c33bL+UHa4vZ1IPLemo6ODaDSKVFTEW3Y7sXjuzv6t2zKOU/j4cbbf8mmavvY1/Hv2ZD33gm1tdLR3GHNq3L+f6NGjRMIROrs6Ubq7CYXCdHV345g7l96CAnp6etDCYfZt2MCOHTuYXlrKvu//gN233UbDJz9F15Ejxpx6enoIOZ2U3nwze6dOpa2ggPCePez61KdouOsbtP30Z7z43HODup7EqVNwnX8+ByorwV2QPPdkxThO4W1bh/0eEdq2jW2PPcbeeChyKNdTV1cXHf/3e9687Ta6jx415hSLxZgxYwbr1q0b/D2ioYGOeLPeYEvraXffe+GFFxgrELQRFEZYu62J7z6xmxe/kKyjuvuJXexo9PHnm/vWnfjLhqO8vL+NX950Vp9j0j1CjY2NzJo1i4MHDzJx4sSsjFtD4N9bjtHQFcZtt7C9sYe3jnTR0KUnyS0a5+Wb18xleoV70Ix705Eufv7cPgRB5Ip51Vw5t/K09J6oqsqWLVuYP3++sZ28R2jwc4pGo2zbto0FCxYY5+SpmpMYidB4+x1omoprzlzKbr1lWOYkyzLNd9yBFgqjaRrld34RZ9q1dSJzIhql/Y9/xFJYiH3cOGK9vcgNDSAr2M47l6Pf/BaFhYVoaFR89rNoskzbL36BKIg4Fy3CecFKXFOn6scsEqHlc59H01TQ9FBh2X//N9bJk1LmFN26jfZf/xogxTMiOp1Ufe+7aNEo8uEj+J9/jvD2HQiCgPuSi+l9cp0xvvDyNRRddRVda9fi//e/ERAMj5Ctfhwld9xOy+c+D7KMVF1N9Ve/knKcuh54AP9LLyEIItbaGsruvDPj3Gv8wheRe7oNj5DgclGwZAn+F14w5qehAQK13/8evueex792rR4iXb4My8RJHNm9i6I33zJCY4m5JpZtkyZS9cUvGsfD989/4nvqacOzVfHNb2AtLT2hc8//8MP0Pv9C0huJ7rkrvuYaCi65ZNjuEZqm0XTrbcacqr/5DYSSkhO+nmL799Pxk5+iair2CROp+tKdhkdo69atzJo1y2g6OtA9ItLQQMu3vm0cm5qf//y0uu8dOXKEiRMn0tDQQF1dXZ+/tWcCRjQ0NqfGm5GT09AZZHZt3w3e7nvhAEc6ggYJSjQxTYfdbk/pkutLJDYmGlmakqbNy9edNc7Y7msHOtLygCT+veU41V4HDqvEBdMrUlpqWE1lsYnlY90hREH/zvGlLmO9IAjGcuKkHexyX/ve17JZO2kwy9nmARilt+Z9N485Hec00PJwzskdr0Y61XOSe3sRAEEQ9UqoYZqTxWLBs/pCfE88QcGyZTjGjyfW1ETv88+j9PbiWrAAl0l7ZcA5ORxUfPzjAPS+9BJ+U4f0WEuL8d2iIOKYPp3gG28iWqygKDhmz8I9TRdkFAQBm9OJVFioV8vFU5Ukh934rsScwoHelHLyxLJj+jQsdjuRhgbaf/EL4z3nwoU4J00iEB+nXw+6bWzFxQgIKduRCguJbdmSLCsPBo33EsdAi8aMe4TS2pZx7mmqiur3G2MEBAiFiR4+oi/Hd19AQHS7kQoLsdfW0Bv/ntBrr6O9+hq2QADBVD6fPm8pXtmXsFGsuTl1TCCAWF6esu/py2I4jKooYLGidXUSO3TIOPf0fdQTzRMtW4brHpHIaUrsr9LejqMiqdc22Osp2hP/nRBEYvGWKVarFUVRcLn0+3f68evrerKWliZtjZBx7g00p2zLp/K+N5R2VKcrRnSm40pdnDuljL9sOGpUjb28r53HbjsP0EnPnBqvkRj9pUe2Mb7Uxd3XzQWSpff9eYbSMVgNiEPtAXrDMm29ephOEgUcFon9rb3sb+01xnxpzcz+NsMT25qN5Srv6Vs6L0kSM2bMGOndOG0xkvZL7Tw/vGXM3iuvoPCSi43tKn4/vS/oIY7QW5uINTdjmzTJKJEfLIw+aXEoba0UVlSgBoNYyssQJAn3srNxLV2C6vNlnZdUUpIieCi3tuq2EEXskycDmdVpCdjjx0oyVZ855s6h7BM6USu+6Sa6HngARBH3Cl3XyaylZCkvp2DVKqSiIrr+8pfkPALJHERju7NmEoyHSrKVn6u9vZlJ7pqWtbdZwQUr9e+vqkpZLwgCBQO0zJDS3pfTdJMUf6akQTq6/vKgIV5pnzE9maxt/p4+mtbmAjWttN0s3XBC0FL1u9RgENHlGtL1K7pc2CZPInpAP5eHS8Mrj+HHiB+VX9y0iC89spWX97fhC8n88qazjLyfx7bqicrnTtXJ0oMb9Yvqu0/sNj6/Zm5V5kb7wWASwI50BHhyexMbDifF6hbWFyGaqmAA9rf20uoLY7dKFNgtSGnvA7z37HH88bXDTK/yUNNHQ9bTAbIss3nzZhYuXDimnhSGCyNpvxQidBL0XMwkRDJpGYHeTLVg1aoTJkKxltaU12o0Rk9bO16vF9GT9BgLopgh5mjsS9r6jvv/FwBLeRnV3/wm0PePuyNBhIqKDC0hJZ7vAeBevgzBakUqKTZK9c290+xTJqMGg0QPHUxtFyIraJEIgqmM3L1sGb516/Q+cxYJTVEQTA9sA/2oO+bOAVVDU2Q8F14I6MnT5vJ4TdPoFkWKVDV742eLhFjg4fgX70SNRLCNH6/3kTNB9WcvYjHDTOS0PrSI+qtWGyrSldTV3qERoXRCFTl4COec2UO+fs3aXmogkNFfL4/RgRH/RfM6rX16dBKeIdAJRaLMPhf01/1dVTVEUeAzf93C2w3dxvpxJS7+/NGldAZjqJrG/71ymMPtepLhlx7ZBsDXrpydNXH7/GnlLBxXRIHdctp2ngfdbsXFxaf1HEYSI2m/6OHDxnJ6r6zhhliYGdYWC9xZRvYNXTG7I2N9wm0vFQ6sSQQgpbUpEaxWtFgshRiafzC9V1+F74kncS5caHhUBEFAKilFbmlBbu8wvDmCxYJ7WWoeo2jydCg9PUQbjulq1SaU3XorwQ0biB4+jPfqqw2yZq2q1omQrCC3d2CtTIZ1VF//EiH2adMytIkEmw3bpIko7R2GV8w+YQLEE20TKP34x3AtWgToDWf9Tz8NQKzhaIYXajBeFk1OEiHzeWeG2IfKtNLTQ/CtTThmz06Z/2CghVKJ0FA9QkKaQnj0wH6cc2af8PWraZquUm5ue9PbmydCoxQjToRONfoLjf3qhQO8fbQ7hQSJAtx19WwcNgs1Nt1cZQV2gwglkE1FOgGP48Ql9UcbJEliSh/9jfIYGCNpP2ttMtHRdRIbg4LeXNUxezbhHTtS1g0WnQ88QOC110BWqPyfL+Fb+wShLVv0JOX407UWjeF/7jnUQBDvFZf3vS9pHiGxoEBXwjYRIbNeUcHKlXguuQRBTL2WLaUlyC0tRjPYvuYjul0IDgeiy4VY4Mlo0OlevgxrbY2ec6RpKL29RtsMa1UlCV+E3NKcQgTkzq6UOaQ3pLWNy/6AWHnHHQQ3b6bj179BEASqZs/G39yEZmqoav7hFyTJIItqMFNFWTlBj1BfCG3ZQvtvf4vodlPy3vca67sefJDQlrexVFVS/fWvD7gdM9J1jwbjvcqGgnPOwTFrFk1f+h8AInHiONjrN3qskfaf/RSlN4Bj5ky0cNKOSiDAaPwl0FSV0Ja3kQo9ffawO9Mx5rrP9xcaC0WVlK7zNV4HL35hFaumpz6dzKjysHxyqnJtNkHFMwmyLPPqq6+OKW2J4cRI2s8+aSLF738fhZevMZJUTyZK3v++lNeDUZVOQJAsRkNQTVawxxOgNU2jM979O7xzJ91/ewjfY4/R9de/EnzzzazbsiQUlI390J/OtWjMNKYUa021HgJzOjNIEIBgS5KFtnt/0ve+CwK1P/4R5Z/9DJ4LV2f03RILPLrSc5wghbdtR41Xtlqqkq2Cuh78Kx3/93vCu/UUgFhjUozPPnVq6jZdTuwTJ/a5T3I8xKhpGnvaWiHN45Gu9Cz0o/ys+nyowWD/HdhNjajNKLx8DWW3fJqqu+4C9PwxM1kGDDVuubkFuauL3hdeIHLgQN/fZd63tNDYYPKZ+oKluJji97ybii/cYRDVwV6/gs2K0uMDRSG8fTuR/fr+l912K474uTzaENq0iY7f/IbWH/6IWJbGwmMBY84jJGa50SUQjCoEo8kL+frF9dQVZ4a7Vs2oYNWMCnpCMXYe1588srXYOJMgiiK1tbX92i+PvjHS9is455xT9l1SURFlt95Kx+9+h2i345g5+CRTc08yNdCLe/kyXEuXEty8idDv7jcqpBLoff4FlK4uXIsXZ2zLWlOTuu1Eboqi0PF/v6foumszSFt2JH/4lbgmS18QBAH/U08TeOWVjPdETwGx1tTcp+Drr9Pz6KOGB8ZSXobc1k5wwwaCGzbgWnZ2SpjQPn2akYwM4DzrrH4T4OXW+A+bAOUzZiAdOYJMMtSW3gxVdNj7TCAPvvEmwTfexLVkMaUf/WjWMdk8QqLHg/fKK43X1poaYsePo/r8RqgxnVx1//WvhN7eimC1Un333UgDhFfVtNBYX3MYLApWrkydwyCv3/SEc2N9lpDxaEHX3x7SFzQN/5NPUvLBD47sDo0A8kTIhFBMTiFCE8v6b4dhLq23SWc2QRBFkfHjx4/0bpy2GGv2c86ZTc13vo1gt6ck/g6ElH5jvb2ITr3SUuvtxRVfdi07m+DrG5KfKU71/CRgra6m7JOf0HuCaRrhPXuN94IbNiA3N1Nxx+0DVvI45883vBUF55/X71h9v7P/CCs9PYgOB4LDgRYP5fifedYgQa6lSym68Ua6/vxnQlu26Pv5+gbKPvkJvNddh9zSgmvRItzLlul2FQS0AVo+JJ7wBQTGL1pE20svp7zf8q1vGcvVd39nUF3ig2+8SfG7352SCJxAtl5jYlpytOgthOPH9XytUAjB5UIQBLzXXEPPv/4FQOhtXVhQi8WIHjyAc968jO+JHj5MeM8eLKVlhj0TSPSBGy4M9voVnE6wSBmescR5DKBGo2iRyAmFjE8mzF5QTR0xWcERxZn9650F/bk2AxGFkKl784TS/p9CEk1XbRYxo6LsTIMsy7z44ov50NgQMRbtJ7pcJ0SCINUj1POvfxmJzc53vIND111L2f/7Mt6rr075jFScmhRthnPBAgrOP5+ClSspvOxSbJMn6T9UQPTIEXzr1g24T66zz6Zg5fm4lizBc+mlA47vK1G399n1ehXdypXGPpsb00reQqQCN6Wf+DiuJUkPV3jPXuwTJ+oEyGbTyVRCn6Yf+2qxWLJ0W9N4ecMGbHNmIzh1smOprEwZL4hiSlWhbeJELNVVVN/9Haq++pWUsX31zsrmEUonV+byecXkubGUl2Xdpn36dHoefxy5K5krpfT00HrPD/H95zECr7yiEzDTD7oab52iKUrK5wZCx//9nraf/pSO//t9yvrBXr+dv/9D1vCg4NCJkBoI0PTl/8fxL95JeO/ejHHp8D/zDK0//BHRo5kyBMMFS0W5sVx0w/Un7XtGM/IeoTg0TcsIjU0s658IJcae6flBoNtt8uTJ+dDYEJG33+BgJkJKjw/i3hpJkpg8ezb26uoMGwrWwaWg2urrqbzjDqKHD9Py3e/hXLAA2/gJGbo+6RBEkeL3vGdQ3xHevZtoWmVWOtRAANfis/A//UzK+kTFnSAIFL/nPQQ3bTZyTXjXjYP6/pT9tlqxTZxI9NAh3CtWMHnyZLzV1RSvWQNArKmJ5ru+kfx+txvRkfRclN1yixGSCuxOSpa4lizGPmVy1u/M5hESJInwrl1E9u5FKipKaXrrX/cUBSvPx1JVhaUskwjZp04lsm8/vv88hu8/j+GcPw81GiWyK7k/kUMHKb/tVgqvuIKuP/4RxedH8noJb99O19/+htLegffaaym85OIBbRbZvw+lQ5dNcc6fj+r3Ya0fh3XC+EFdv7Gm41nX+59+Gmt1FUp3jxG263rwQaq/9rU+t6UGg3T/42EAWn/wA+p+9rOMMVo0itzRgaWqasgVqUYVpSBk9fKNBeSJUBwRWTXIEECxy0qRK3vs3ReO8dV/bccf1i/6Mz0/CJIx8jyGhrz9BgfRlRqOFkQR//PPI7e24lIUxDghKfngB+j8wx9BFHHOm3tC32GbMIHCK67A99hjKD09OKZNhWESmlQG4X1Qe/0458/LIEKSSR9JdLmwT5pEZN8+5LY2Yi2tJ1xSDlB+261EjxzBPnlyRi6ROVwDIFgsKRo/WiQMcSIUife6AnCfd16fnihz+XwC0SNHaPvJT43XNlNyd+DVVwm8+iq2yZOy5qZYqquIHjlsvE6EzFIgK0QOHsQxY4axjcDGjbT/4pfGkODGjVmJUO9LL6HEG+h6r74azaQj1PGb3wDgufQS7JMmDur6VXuyh+T869bhmDcXyVQ4IDc1Zx2bgNlbpsVklN7elBwkTdNo+d73iTU2UnTD9YaGVDrk9nbafvELpEIvZZ/+FGJawnwisVwsKBiz8ihj7vG0L9dmKKqgqJoR7prQjzfIZZXojSS3MxY8QrIss379+jEV2hlO5O03OJjzfWyTJwEQeOll/M+u5/C/HiUWD724li2j7NOfouKO27N6EgaCXsV0C8Xvftewqm33VXXljGv1gP4DZ5s4KSM0JXlTE2odc+YYy90P/wNNTVU9HgxElwvHzJkoophx/gmuzBxIs8aP2XMT2bdfX7BIuh5RHP7162n+5rcIbdcrwCrvvJOKO25Pzqk0M3/LUpFJ6KIHDtL81UzviLWq2vDQ9IdIvJk26ATB9/jalPdjzc0Z+VRqNIpv7RP4nngS//PPo2kaalxawOxlVH2+QV2/mqqmkJd0qIEAijl/bADvUrpMQnjbtpTXclubUVHY/fd/9Lkd39onkJuaiezZQ29aI1VN0wwPlTk/b6zhzP8FT0NfHqFgLC0s1k9+kEUScdqSzrSx4hGaM2dOPrQzROTtNzhIBW5KP/oR3CtWUPqRj+jrvIUggMftIvz660C879e8ef2WjvcHQRBwzp2DbZgT2NOrg5yLFlGw8vyUZN/ogYOEd+yg+q6vG+05gBTFbNATzhMIb92mK0UPEebzT41E0GKxVKmAeN6U+5wVlH70I5Td8mkjjym4ebORyyRYrAZx1BSF7of+Tqyxkfaf/xwAa2UltkmTjM0KlsywpTknZSDILc0E4l3bIUmO05EoUweI7t+PnFYGLhUXZSRQBzdsMDx4Wiic0srE3KJE8fkRRZGZhYUEX3qZnkcfJbxrF70vvYxv7VojB0kNBKAfsqr2BlKkEIB+k92tNTV4r0nmw3X+8U9oikL0WCPdDz+sf98A0DQtxX6BtGR5LRo18rpix5vouP9+wiZSOVaQD43FEYrKhKJJtj9QflCxy0ow7hX68DlDuxmfThBFkYosT3J5DA55+w0eriVLUpq1im43AgJ2mx3fP/+J57yBK7dGCrZJk3DMnk3k4AHKPv5xHDOTvQg7f/97Yzmhtq2YQinpHiFLTQ3Wujpix47hPGtRTmGLxPnX+9JLdD2Q7H1W9qlPEtiwkcKLdWVq++TJ+Bsa8D/8CFJJCd5rriZiyg8SC9yEtmwh2nAMx6zsfRYFQaDslk8jWK0Idjut3/t+yvvWE7gOEn3rQBd/tE+eYiSAg24zpcdHZN8+uh56CKnQS6ypyXjf+87rKDj//IxwEGRKIcgmaQNLeblOWlQV1e8jsmMn8u/uN4QH7AcPGV4o28SJWIqLU/raZYPc0Z6SSG2rr0cNBvsW6HQ68Vx8MT3/elRfoWkcu+VW4/10EcnQli34n11PwepVuBYu1L/zeGrOUtH170zJiVODQQSnwxDZDL7xJtbaWhzTp/c7lzMNY44I9eXarClysmhCMdviukD9hcZAbw3S2KXHkwudZ74ZY7EY69evZ/Xq1SndivMYHPL2ywGCiKqpdLR3UF5XN/D4EYQgCJTfduuADTat8bCY4aUQxZREcfO2Ivv24Zg1K6f9Spx/y9JCd87583HOn5+yTunoQOnu1omCplGwahW9cV0kx7TptN/3a0BvYSKVlmQNXTnn6nlbmqal9DwDvVrNtfgsgm++lfE52+RJKF3dRt6OGZbSEuyTJ5EILjlmz0aLxQwy2bv+uYzPeFau7DP0qXR1p7w2V/CJbheSx4PS04PS4yO4by9tbW2UlpUiCmKK5ydRJah0J4mQ6PFkahnJCoVXXEGs4SjW+nH9qqInIIgizgULDDkFs70Tkg4A7vPOpf3XvwFNI7JvH85f/RJBEAiZWuoU3Xgj9qlTCW/ditzVhbWyEsfMmdT9+MdEDh0yCGu6N20s4Mz/BU9DXx4hl81CMDL4ijGvM/lj1hOK4bKd2aaUJIklS5b026Ikj76Rt18OEARdZ6aoKLML+yhFNhJUcOFqep9dj6W6yuhqryaIUB/NUCWvN6tY5Ikicf6JO3cNOFY2kRCpuBhrRQU13/oWiCKxpiYj1BI71ojodKHQiWC1oEYiBDduRLBYUENh5LY2vRw/7ZhJxcWUfOQjhN7emlFubykuxjl3HrGmJoIbNqR+rrQUx7x5uJYuJdbURNGNN+B/9lkipjL0RIsQ0PWm+sv/SvfgmD1CotOFWFioE6FeP8rx43iLioxjFDN5WhLtPMxtPbxXXI77nHNQw2HafvpTYkcbACi44IIBxSHTUXjFFYT37EZ0uSj54Adp+9GP49+XJFr2iRNTwl5yUxPWmhpC25LJ5Y45s5E7u2j/1X2A3vIl4bG0mhLBY815InTGo78cjcMdyZjrQB6hQkcqEar2OvsZffpDFEVKSjITH/MYHPL2Gzps4+oJbtiAzWrFmaNnZCRRdO21OGbNwjZunPGDah1Xj7Ldl7PHZyAkzr/AAMKvajCY4mmwxPOEjL5tJk+I3NGeFLyMySjd3Slhtz73xW5Hbm/PqjmkxWIUXnqJvhyJGJ4Q0FumCIJA6Uc+bKyzmnJ5QK8IdC1dgtzaSuEVV2T9fi0aRY1EMkNjZo+Qy4nk8RADkBWiBw5gMydQm/JzEh4pM7ESPYUIFgtSQQHWqmqDCKmB3hQiFN67l8ju3RSsWpURIovs348aCiG6C6j5zncQ7PaUBHYz1FBqb7jIvn2IhYVED+pSDpbqKqwVFSn7LZvmL9psSMXFKF1dyO3tWb/jTMaYI0KyLOMLx9h2rIe5dd4UQnOoXZdpL/fYKbD3bxrZpMC57VgPM6pGr4T6cCAWi/HUU09x8cUX50M7Q0DefkNHwfnnE9iyhcM7drLgumtHeneGDMFiwTl7dsq6ouuuIzR5Mq6lJ7cZbuL8O3eA7ufhPXvAlMCbrtEker2GcrLS0YmlLNlzcVBtLSQJrFbk5uyl4+bk9fScKamkNH041to6pLJSlHa9DYnoclKQlkMWeO01wnv2ILe04rnoIrr+/GedOKR5qlI9Qs6U71eCQdra2igvL9dDYyYkmtGm5HsVJe0smoiPmYjEWlpo++lPQVaQ2ztSCB6Ab906wvHQVs0Pvq+TTocjKyGyT55M0Q3XG9Vjkf37dSHL+Bydc/VkfcHlQrDZ0KJRlM5UqQfJ69WbEvf2DqhYfqZhzBEhSZL4zQsH2dXkY3ZNIZ+7WE8K293ko71XP7nGl/TfWgMgpiSfjN4+1s0Ni+tPzg6PElgsFs477zwsA7QjyCM78vYbOgSrlcrPfQ6X3499lLQlGC5Yq6uxVlcPPDBHJM4/F+DjAQAKL8/MURGs/UsJCIKApaQUubWVWGNjShVUX4raZoh2G4IgEDueTGguuuF6Aq9vQBBFCi64wFhveKESc8hSiu+YPo3yW2+l+et6M9d0HSqA8I4dRj5SQhso674VFlJ42aWooRDWujpkU+6TIIiUlpQiCJkeNTU+b9fSJVirKlG6u1EDAULbtiHY7CnaP4kGvt0PP5yiIxXcuJGSD38oJTyq9iZJU2JegiAgeb0Gaav4whcI79hOtLERa02NQZIi+/Zjras3QoXOuXOSny8uRm5pQenuJvD660T2H9BL57X4b5qppH6sYMzdlQVBYFeTztx3HE8y+Ec2HTOWKwsH7rdz1fwaXj3QjqxofGD5hGHfz9EGQRAoHMWNA0c78vbLDXn75Qaz/SruuJ3Y8eO4zj47Y5wWzR56MUMqLUnxniSg+PqvmgKwVOqhrFhj8n5rmzgpqxigaDrehZdfjmNuduHMRK82iPf6Sv/OQRJNS0lJSvuW6JGjiIUeVJ8fAfp8iEloB9knTsQ+cSJqNErjZz5rvF/ywQ8gWC1osoIYb2GSLqYJemjOXFGX0BFKb1VjJkKC1WJoJrmWLMY+eRLhnbtQurtxLVqIZ9UFhPfsTZE0kIqLkFta9NDj5s2GSKVZLVzx+QbUOTqTMHZmGkcglHqhJ7oeN/mSpYiTygdOZit22/jeO+fx7WvnMq3yzHpKzYZYLMajjyYF7fI4MeTtlxvy9ssNZvvZJ0+m4LzzELMkEjumTzcSjPvqO2UpzS5g2ZcXoWDVKiq+cAeVX/4fKr5wBwCFV1yJfeYMCi+7FPuk7PIjkrfI9ErLWgIPel5TAqIz0yPkXr4c0eMBQcBak50UOWbPTtEOAvCsXkXN976HdVw9qqbS3NKMqmXqBKlp+kQZdpUkqr/zHWp+8AMs5bqGknN+ahNZgOjBg6jRKB3330/rPfcYOUvp1YTmsBsmD5Xc2Yl96tTk9o4eRbDZcM6dk0KkLKbefNGGJCE1J0wrfShkn6kYcx4hqzV1yhFZxWGVaPUlCdKUisEpbPbVguNMhMVi4eKLL86HdoaIvP1yQ95+uWGw9hPdbiruuB25uRlnXIsmY1tZQlTV3/omsT5aRjhmzcRu8kgAWCsrqPjsZ7OOTyAlR6e7b2+TFjZ5hKyZ87OUlFDz/e9BLIZgs+F/9tkUJWbvdddSeHH2PmTRw4eJHW1AEERqFp2FxW4zEpCNffP7++1XJzpdGYnQBatWET18GE1NhqEiBw4QPXyY4Btvpn4+nQiZ8rzUYACxoAC1t5fogYMUXnIJCALO+fNwnXVW1v0xNyk2ZAoEAWtNTXK9rweKi7J+/kzEmLurWCWRReOL2XRETxQLRhUcVsnIDwKYVjl2pcb7Q/5HKDfk7Zcb8vbLDYO1n62+Hlt93zmPidJ/Y/z48VjKylKIkH36dKJHjmCtrUlpFXIikLxevRFoQUG/jXWDb20ylvsiTIIgGP3kHHPm4vH5kYq8SN4iwxOiBoN6vzWTRyf4xhvGcsH55yMfOZxChCyVlUheL7GGBpTubmzjx6cQFQDRmZlq4Zgxg5rvfQ81EsG/bh22SZORCty0fPd7GWPFtHJ70bT9wKuvprTi8D+7npIPvB97P4KIZiJkbNPtxlJdjWPOHKTCQixlg1f/PhMw5u4siqLgsiXdhMGoTInbRncw6XKfWJYnQumQZZm1a9eyZs2afNXTEJC3X27I2y83DKf90nu7JUI15oarjpkzKb/1FrBYhqyILXo81P38Z302eE2g8PI1hLZsQbBIeC56x4DbtVZWUHTtNRnr2391H5F9+xCsFmp/+EMEm42i66/HMWMGvlde4YX2Ni57z3sIb9uO6vcjFRdTfdfXAeh57HF8jz0GQOnHPz74OdrteK+6CoDwrl1ZhRilNI+QZ9UqXAsW0PSVrxJ8PVVrSXQ6cC9fTn+QirIQIU8BjmnTcEybllx57FjGuDMVYy5HSJKkFCIUivcX84XjIlw2aUz0DjtRWCwW1qxZk38qHyLy9ssNefvlhuG0n33SJCrv/KLx2qjuMjd0tVn1FhuCQGjrVho++SkaPvkpev7z2KC/RxCEAUkQgK2ujpq7v0P1t7+NpTSzxH6wMDdETXiFBFHEOW8eFZ/8JJdddRWSuUmpqaoteuSwsWytq8W1OBmWslQNLlnbMXOmQazMEN1piuMWC0paQ1bjvUGQXKm4WPcAmRKzpYIzP8+1P4w5ItTmi9BiygcKRhV2NfUQU/SkabNidB6pyHdOzw15++WGvP1yw3DazyweGN69B//zzxPesxeppATR40E0tfLwrVuXHLs9tYP6cEEqKspoeDtYdD/8MA2f+jRyPLSXqGxLhyzLKfNOhJg0TSN65AigV3hZysspete7KLx8DWW33npCStKiy4XnootS1xVkRijM4TDBlETuWrZswO+w1dVS+8N78F59VXIuY1zsdcw9Xj2zu4k9fv0irfQ6cNsl/t+/kv1YJvTTdX4sQ5ZlnnrqqXxoYojI2y835O2XG4bbfmZCILe00P3Xv+FasoSa73w7c7BZtzCLDs9II9FTLQH38kwykbDfZZddRu0P79E/E/dWKd3dhpaQdbyuGi55PHivvHJI+2OtT+2nl54jBKkVeoVXXI7q70Uq9AxaoVzTNPxPPW28Tp+zNsYeOsYcEQpFk8tfvHQGrx3o4PWDeua80yqybNLYZsZ9wWq1crVJYyOPE0Pefrkhb7/cMNz2y9ZpPb3NQ/INU8n5EPOFTibStYey6Sul2M9mQ3S7iTU10faLXxjqzwD2CRP+f3t3H9vGed8B/Hsi9W5RJ9mOa8vSkmNeGsltYspO6sR9y8ikTbcWWMgaaDoUC2qqy5bZyDoxQdEFGbAZ1B+r+0fTUciy7o90m6k0/xTrUBLDimQOuojsmsl2XiyuseQ4XmyRoirLssR79gfNM99J8SSexft+AAHU8ah7+OUD6afnnrtHd3uyJ6q333sPOou0Z+7HN5YysW7dio68UaRKVmZmtFGs5v5+bXL1pR/+EMtnpyFWViD+4tu1NH9TuvnK8w22cH0ukCQBXa1W/NN/ndOeu+OWLvRXcVdpMxJCIJlMavddorVhfvowP33WO79iSzCoS1eK7IkbdywGgKabrxBC1r2pmjo6CiYnAyXyU9WcIggAWuy3626O9ZZb0HLrreg88Cm037u36AK+WL2Rf7FTZ5W0DAxgxzM+dOwbhu1hlzahXV1ehrq4mF6PzURrjpmuEJq/PiRka2uGJAFT59P/2fR2tuDlw/fDObjDyObdtFZXV/Haa69xnkaNmJ8+zE+f9c5vy8GDaBsagu3RL2oTi0WJEaHmrPXDWtZhxGS9tQ/vSz+QJGx78o+L7lMsv6a8y+Q79u9D25D+xXMliwU7nvGh9xvfQOenCkeD8pW60WQlLbfeiq3f/CY69u/XtllsN97T/PeOV/2zUskkZo8cxeyRozj3xBNYPHmy5L6zR47izMfvzvlKJY29gaPpTo0tXkuhvQOwtTfjw+RVXF5MF0ZDu2zoauPcg1Kam5vxpSJrE1F1mJ8+zE+f9c7Pum0btj/1pwCAxf88idS1a1j54AIuBcYhWa2wPfpFbQ217i9/BSvvnwOamtBdYkV4I7UNDWL7nz0FqaUFrbcXH9Eplp9lyxa03/NJLP3PFLZ8/nOQ3e6abxWwVl0PP4yFn/8cTZ2d67pWXf5Ct9U6f/Qouh75AnoOfRWpZBJnnS7cHg6VnMB+6ysTBQsQG8l0hVDq+vnqmbkr+PMTv9a27+krvyqz2amqikQiAVmW0WSiNWjWC/PTh/nps5H5SR3twPU5Q0u/+hUAYMvnPqs9b9nSiR3PPrOux1xPkiRVnGRcKr+t3/oWxNWr6ZXh68j2pUe1U2hSkaVSalVs0dpKrs3MYPHkGxh46SUAgMVmQ+eBA7g8Po5bvl18nlGtV/htFNP9Rsk+xXth/sb6Ynt2sRAqJ5VK4c0330SqyNwAqoz56cP89NnI/Iqt71XN/X82k1L5SZJU9yIISJ8O23LwQbTs7qu88xqIVOFaagsLC0gmk9rX8nLuep1XT51Gc96dyFv6d+Pq6dMlj/Phc8/hf//gMcweOYqlU6fWp/E6mK4Qyh66zEycBoD3/m8B73xYfNFASg8NP/LII7x0uUbMTx/mp89G5lesEKjmxn6biVn6X+f992lX9nX94dcBAIODg+ju7ta+jh07lvOaldmZgrXULLJccrmT3d8/joGXXsLAj/4Blu5u/OYxN+cI1d+NIaGFq+mJb5YmCW/NJHBvv4y7PmbuO2yWoqoqLl26hG3btvHURA2Ynz7MT5+NzK+po8iIiLWxCgaz9D/r9u3Y8Z3vQF1cxEfXP9fTp0+jL2tl+ta8ydnNu/uRylsWJJVIaEuvlGKx2bDzr57H4htvIPmzf0PPoa+u07tYu8b9REsQAkgureDXswksr6aHAbta0+vhDPDS+ZJUVcXU1BRUtXDolCpjfvowP302Mj+LLBfcmbjYKvCbmZn6X8vuPrTddad29qSrqws2m037yi+E2oYGsTIzk7Pt2sxs1Td3BFCwUG29ma4Q+u7vDeHsR7/Fpd/euLNiV5sVkgT09dT/XO9mYbVa8dBDD3GtpxoxP32Ynz4bmZ/82GPY9Td/jbZPfkLb1minxtj/Smvp70fnAwcQ/5cTANKX0i++8QbkQ4cAAJdffFG7nH7p1Cm8c9+NWwJk5gfZvvBInVudy3Sf6o9O/gbxrJXmLZKEnd1t+Fh3G1qtjTXBbz2pqooLFy5g586dDT00vFGYnz7MT5+65Je96GqDTZZm/yuv7/hxXPjuX2Lx5EmoC0nsPv497Q7ZyX/9GQCg84EH0D40hM4DBzB75Cgs3d1Izc9j4KW/N7LpAExYCL0SmQW2pFco3tsvo7u9GZYmCf09PC1WjqqqmJ6exo4dO/iLoAbMTx/mp0898hMrWYVQg40Isf+VZ7HZsPv7x4s+d9tPXsn5vtR+RjJdIbSqClgBfPbO7bBm3e6dS2uUZ7Va8ZnPfMboZmxazE8f5qdPPfKT2rLmjjTYKST2v8ZmutJ2oLcDfXI7fvfjtxRsp9JUVcX7779vismCG4H56cP89KlHfpnJsc27dtXtDsv1wv7X2BqrbK/CP/7RPjTZtkNVBX7x7kfado4IlaeqKs6fP4++vj4ODdeA+enD/PSpR34d+/dDslrRdvfdG/LzjcT+19gkYZLlnGdnZ9Hf34+ZmRns3r0bQggc+ef/xuLyKrrbm/G3h+41uolEREQ3hfy/mY3MdKVt9i3Snzh4G76ytw+fzztNRoVSqRTOnj3LJQ5qxPz0YX76MD99mF9jM10hlBkAkyQJ9/bL+PI9u/D79+wyuFU3PyEE4vE4TDKAuO6Ynz7MTx/mpw/za2ymPTVGRERExZnpb6bpRoQ4tFmbVCqFt99+m/nViPnpw/z0YX76ML/GZrpCiGq3tLRkdBM2NeanD/PTh/npw/waF0+NERERUQ4z/c00fERofmkFT74cwZMvR/D1F3+J19+7tC77lsKhzdqkUilMTU0xvxoxP32Ynz7MTx/m19gMv6Hin7wcxaOf2Imv3T+A+aUVfNr/73jN9xC62wvXqlnLvkRERESVGDoidO7yFbx+9hK+dv8AAKC7vRkH79iGF/7jrK59y7E02KrI9WKxWLBnzx7mVyPmpw/z04f56cP8GpuhI0JTH8wXrPHV39uBU+eTuvYFgOXlZSwvL2vfz8/PAwDOnTsH4MYpMovFkvN4dXUVkiRpj5uamtDU1FT1Y4vFAkmStMeZY2U/tlqtEEJoj1VVhaqqVT9OpVIQQmiPi72P9X5Pqqri1KlTGBwc1H7+Zn9P9fycVlZWcObMGQwNDWl9crO/p3p+TsvLy3j33Xdx9/XlGxrhPdXzc1JVFe+88w7uuusuNDU1NcR7qufnBABnzpzBnXfeiZaWloZ4T5U+p9nZWQAwxfpqhhZC5+auwNae24SejhYklq7p2hcAjh07hueff75g+4MPPqijxUREROZx8eJFDAwMGN2MDWVoITTQ24Hk0mrOtviVa5DbW3TtCwDPPvssnn76ae37ubk53HbbbZiamkJ3d/c6tN5cFhYWMDg4iNOnT6Orq8vo5mw6zE8f5qcP89PHjPmpqoqLFy9i7969RjdlwxlaCO3Z1Y1zc1dyts3MXcFQn03XvgDQ2tqK1tbWgu39/f2w2Yq/hkpLJtOnIPv6+phfDZifPsxPH+anj1nza/SRoAxDJ0sPbO3Awdu34ce/TM/bmV9awevvXcLj9/0OAODvfjGtXSJfaV8iIiKitTL88vkfPO7Asz95C6+f/QjJpVW88PgwBramJ0X/9K0PAAAH79hWcV8iIiKitTK8EOpub8YLjw8Xfe6nT3266n0raW1txXPPPVf0dBlVxvz0YX76MD99mJ8+zK+xmWaJDSIiIqJ8hi+xQURERGQUFkJERERkWiyEiIiIyLRYCBEREZFpmaIQSiQS8Hg88Hg8cLlcCIfDRjfppubxeCBJUs5XIpEAwCzzRaNR+Hw+2O12jI2N5TxXLivmmFYuP/bD6oTDYbhcLrhcLtjtdkxMTGjPsQ9WVi4/9kGTECbgdDpFIBAQQggRj8eFLMsiHo8b26ibmNvtFpFIpOhzzDJXKBQSkUhEOJ1O4ff7c54rlxVzTCuXH/thZfF4XAAQ09PTQoh0ntnfsw+WVyk/9kFzaPhCaHp6WuTXe263W4yOjhrUopuf2+3WfhFkY5alud3unD/k5bJijoXy88tsYz+sbHR0NOcPMAARDAbZB6tUKj8h2AfNouFPjUWjUSiKkrNNURREo1GDWrQ5jIyMYHh4GB6PR8uKWVavXFbMsXrsh5X5/X7IsgwA2mkbh8PBPlilUvllsA82PsPvLL3RYrGY1skztm7dirm5OWMatAkEg0EA6V8KPp8Pw8PDiMfjzHINymXFHKvDfrh2Pp8Po6OjUBQFExMT7INrlJ0fwD5oFg0/IqQoilblZ1y+fBm9vb3GNGgTkWUZgUAAiqLgxIkTzHINymXFHNeG/bA64+PjmJubg9/vB8A+uFb5+WVjH2xsDT8i5HA4EIvFcrbFYrGcoU+qrLe3l1muQbmsmGPt2A+LGxsbw/T0dM4IBvtg9Yrllz/ik8E+2ICMnqRUD8Vm9xebAEdCRCIRIctyzveKomjfM8viik32LZcVc8yVnx/7YfW8Xm9OdvF4XLjdbiEE+2A1SuXHPmgeplh0NZFI4PDhw9pjn88Hp9NpcKtuXh6PB0D6P5/MUHHmnDmzzBWNRhEIBLTh8n379iEQCAAonxVzTCuXH/thZePj4xgZGSnY7na7EQwG2QcrqJQf+6A5mKIQIiIiIiqm4SdLExEREZXCQoiIiIhMi4UQERERmRYLISIiIjItFkJERERkWiyEiIiIyLRYCBHRTScajcLlchUsY0BEtN5YCBGZWDgcxvDwMCRJgt1ux/j4uNFNAgDMzc1hcnKSi1gS0YbjDRWJTC4Wi8FutyMUCuXcGTcajdZt7aR6HouIKBtHhIioQDgchs/n0/Uzqj2ttR7HIiKqFQshIsoxMTEBj8eDyclJuFyunLk6Y2NjcLlcGB4ehsfj0bZnTrHZ7XYkEgnY7Xb09PQASI84eTwe7XXZP6/UsXw+HyRJymlX5tiZr2g0qj0XDofhcrlgt9sxMTGhne5zuVwF7y3ThuHhYYTD4Y0JkYg2DyNXfCUi401PTwsAIhQKadu8Xq9wOp05+3m9Xm1VcyHSq29n9onH48Lv9wsAYnR0VMTjcREMBoUQQiiKIrxer/Y6RVFyVvvOP1YkEhFut1tk/3ryer3C4XBo34dCIQEgZ7XvQCAgAIhgMCji8biIRCICgHaseDwuAIhIJKLtn90OIjInq4E1GBFtErFYDOPj45ienta2eTwebeVuWZa1L7/fDyC9gjcABAIB9Pb2aq9TFCXn5+RzOBw4dOgQJiYmco4dCoW0fZxOJxwOB3w+H4LBoLZdlmXtuA6HA06nUztWZuL15OQkHA4HvF4vr0ojIrAQIqKKMqeh8ufyuN1uJBIJyLJc8rVOpxOxWAw+nw+JRAKxWAyKoqz52Pmv2bdvH06cOFH1z1EUBV6vFyMjI4hEIvD7/WXbTUTmwEKIiKqWPfpSrZGREUxOTiIYDEJRlIJ5O/UUCAQwMjKCw4cPo6enp+BKOSIyH06WJqKKMpe2r3VycTQaxfj4uFYE6Tl2LBbL2T45ObmmIiYWiyEWi8HhcCASicDhcCAQCNTUJiJqHCyEiKiALMs5hYeiKHC73RgZGdFOVSUSCYyNjZWdZ5OZl5N5TaYYKXesfJlTWtmn5cLhMKLRqDYfqRrRaDSn8Ont7cX+/furfj0RNSijZ2sTkXFCoZBwOBwCgFAURbvSKxKJCFmWtSu+4vG4ECJ99ZYsy0KWZeFwOLT9Q6GQUBRFABButzvnai6v1ysACIfDIUZHR4Xb7RayLGtXbOUf69VXX9Xa5Ha7tWP7/X7tSjWn06ld/ZV//MwVan6/X2ur3+8XkUhEOBwO7fXZV7IRkXnxztJERERkWjw1RkRERKbFQoiIiIhMi4UQERERmRYLISIiIjItFkJERERkWiyEiIiIyLRYCBEREZFpsRAiIiIi02IhRERERKbFQoiIiIhMi4UQERERmRYLISIiIjItFkJERERkWiyEiIiIyLT+H70KNkQzdDLSAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['edge_dir_histo', 'hog']\n",
"100 [3] Loss: 0.0405 Acc: 100.0\n",
"Epoch 3: Val Loss=0.0810, Val Acc=99.0\n",
"200 [7] Loss: 0.0200 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0503, Val Acc=99.0\n",
"300 [11] Loss: 0.0041 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0386, Val Acc=99.0\n",
"Early stopping at epoch 12, step 312\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['rgb_cooc_mat', 'hog']\n",
"100 [3] Loss: 0.0605 Acc: 100.0\n",
"Epoch 3: Val Loss=0.1259, Val Acc=98.0\n",
"200 [7] Loss: 0.0120 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0941, Val Acc=99.0\n",
"300 [11] Loss: 0.0152 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0843, Val Acc=98.0\n",
"Early stopping at epoch 14, step 362\n"
]
},
{
"data": {
"image/png": 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d62LhjAwKsjMwDAPDMDjU1MmvqxsQAlRFQSAoyHDT0RtGCIHA3H7JjCyWzM6O8zjfHeah/z2MIQQzcj2c7QyAEPj9ftLT01lVXoBbdVoeB+q9vHjwDAWZbjr9YXTDoDArjY6eMIYwUBQVBVg5L5+FM82LXNTpV/vq6Q6GURUVAeRnOPH2aggEQojIdsFfX1dBYVaa5dfc6efnb5zq84txinZbUyLpayoKcDqdll/16Q5eqmlGiexjCIGigEJ8euHMLJYU5yCE4Pjx45SXl/P7d8/Q0N5jOUX9AERM+pNXzKK0IAMhBJqmEQiLSH77nGLLJjY9tyCdrGnZ6LqOEIK6lh5+XnUqzilROsfjZOXc/Lhz77Vjrew90ZbQz8y7goLCynn5XDojG0VRCIfDZtm8VU9PMAwo+Ht78aSn41DNchLCsDzuvHoO03M8Vtm0dgfjyybWr185LS3NxZWRZpXNwaZOflvdaDkZQiQspzmF6VxRmhv3//RyzVneP+eznGLPvdhyunnxDOYWZljnoY7Kz984HecUV05G5NzPSGfmDW5yM/Is14b2Xn5edWrQcy+adjsVVpUXxF0j3jzRxh/faxmkbPrSHyzJoXJWtnWNcDqdPF/dSGt3IOG51+cBd6woYXZeOoZhoOs6voA2eNn0K6fLZmTiyvZQV1fH3LlzOXq2i1/uPZ3QL7acpme7uXJOXlzZ/N+RFg42ehOee7Hl9OFLiqiI3ABGrxG/eNNsnok6DVZO43GNiL3uKaoy6DUi9lqeKtcIBPT09pCRkYGqqENeIxKde2Xu4W82YWC/n1BDA6HGRrJvuAGAtscfx1NZSeaqVbhLS8lcdRUdzzxL/u23oft89LzxBtO//tyIjjVeTIlRY/XtvQNqjfIz3Hj9g9+hbNq0Ka5dszIScXZUVeE/cIAjhw5x5MgRAA4ePMixY8cAc5X6kydPAuaquw2R6LWqqorm5mYAdu/eTWureQe6a9cuvF4vANu3b+epKrOvU0tLC//9+gk0TWPbtm3mP0ogwK9eqzGd2rr5zbYdHD/XTTis8eTvXwWgtbWV3bt3AxAMBOnoMKN5vz9AXZN5Z9Xb24uv02xTbW9v5+DBg2a+3j7E1j8e4B9+cwivr5Oenh5afEF8nZ30+v2Ew2G8nV4aGhvjnN4+1U57WxvnvN0IAa2tbZzzmv8E58+3omnm3dGRI7UEAoE4J93QaWkx86VpGu+dOgNAOKzR2mreHYVCIaoPHADMhfyqqqosp+h3F+vU09ODr8sMcru6uxOWk6+zk95eM49erxe/36wl6+hoJxgwA+DT9fW0trYihOD999+3jhXrZM68qiOEOQurEAaGobN/f7V5/K4utm/fntCpva0tYTm9++47AJw8eZIDEe/+Tl3d5p25r8tHT0+PVZaJzr1Yp/a2NkKhUORcaSMcNj3ee+89K9jftm0bgUAAYQjLKRQKcf58XzmdP99qOVVXH4h83uDn3mDlVFNTEzk3jljlFOs0WDmdOXMm4f9TrNNg5fTuO+9Y/0/btm1L6BRXTu3thMNhgsEgB94xXRsaGti3b19Cp0Tl5PV2JrxGDHbuxZZT3YkTcdeIaDkNdu7F/j9Fz0Ov18uuXbv6nAY592LL6dChGoQQNDQ0WOU02LkXW04tLS0Jr3uDnXux5VRTc2jANcLQjTinwcppXK4RMde9oa4REH8tT4VrhAB6untGfI3of+6dOnWKkZBz4w1kXnUV9Z//PM3fepCzDz5I2X8+ibu01Mz/tpcI1NZa+xc/8gg9VVU0fvVemu69l5JHfmTtO1lcFKPG7nlqP5eX5PHFaysSvr7tUDPffekou++7ztq26aUjHG7yWc1l/elfI9TU1ERlZSXvfOazFGRmMuO7m3BkZ495jdAju+o42tyFIQyK8zL4//50sXVnpBuCL/z8LSvivnv1XB577RQCwdLSPP7qo5f03Q35Qpxq7UYIwQuHztLaHYy7M/r0ilLS01xkulWWFOficDj46R+P89bJ9oR3e5lpDj61Yg66rrOqogins8/vH35bw9nOQMK7vaIsNx//wGwURSE/3cFls/OAvru9N0+04e0J8lz1mbi7vek5adxYOR2n04lhGFw6I4vpuX01Xt0hg0ONXoQQZhkYBsSmAYeqohsGq8rj7/bqOwI0tHWDopj76DqKoqD2S2e6VS4vyYsrp3caO+nqDeJwOFAUBU3TcDgcAOi6bqVL8tKYOy3HutszFJV9J9owDMNyiua9f/ry4hxyMz3W3V5br8Z7Z31xTonSKoIV8wrizr1jLT2c6+xN6Bd7HkbLJvZu780TbYTC8X5OpxMhhJU2DIP50zKYlZ9llU2vJni3viOhX/9yWjE3H4/bZZVNkzfIqbbuPj9dT1hO6U6FD5blx3nUnPHR0R2I+z9LVE6zctyUTzer6kOhMI+9fpo9x8yAV4ncCgtBwnR5USbfuKmSbI/p5Q3o1J7pHPTci6aFMLiqvDDuGnGyrZczHYnLRtd1Xj3WyuEzPpyqQm66CxQFYZg1Cu29IXTdsJpz+vIen85Kc7B+WSk3LJqBruuEhcL+U+1WeTR19PLioWYCYSPOVVHgU1eWcOvSUqtsznWFON5i/hCe8wV54eAZ/GEdhcj1IvL/rypQkOmO5NesXfAFNIJh3axpiOwfnzbzm+ZUyPa4iYiwtnIG07LTBj33Yv+fxvsacb47xIuHztIdCFt5d6oKeRmxZaPQ0RtGG0HZZLhUMjwuEOZ1T6DQ3hMc9NyLTeemu3A5Heb3LiCkG/gCZrOwgllrlCitAAVZbvMaHymbroBOIKwNUTZm2u1QyEl3g4J1Hrb1BDGMxH7hzvP85v5bpRhpPSWaxhbPzqW+Pb6arqG9l0XFg7db9h/i5+s3p4ESClkX1uhfiO9DNJJ07Kq+LpcLZ2SlXlVR0SMnVXSf9p4gaqQKUgFOtwciaYU5RWZ1cvRHoLTAabU/HzrTRVt3iGgTeKbHxUcrZ8a1iYPZRye6LfY1VVHIT3dTqLWyYMECyzfqsWJeAS+82xyzf19F4YIZ2VzTr29ErPdVFUUYhuA37zSjG8KqYq2YlsW1C2cOeF/UL88Jqy+ZPuD1oYjme15RfB+R4dB1nbq6OhYsWMDSsvzh3xBDbPmNNr8zcpzMiOmDMxKiZXPpzGwunZk9zN7xxJYNmP7Hjh2LK/tERMsm5wLKpqwwg7LC4Qc/xBJ1vbwkL6n3ATz/7ll+sP39Ee+/92QHIR1+cNsHUFWVoiwna5J0jeZ3/vTsAf1hrOOcaOOJPaeS+tzBeOW98+z42rVUTMvCRV/ZCCH4+L8foWaQLgJvnepgcUku4fYzLFiwgNl56czOS0cIwc3/uocjzeM/id2LNWf5/V9dw5KSkXeGHctrRPTcnz9/Prf/xz72nx5Z3zcb0HzyfFcXbdPYz16ts4bIlxVmcM38Ip7eWw+YnTn3HGvljhVzRv35IhAYfqdR4IzphKzp8ZVtZ33xx4ztuDgzd/Afyv4/ojNz0gYEQYn2iyUzzYHfn7hj51Dvmz6CH3BVVZieEz+vxFA+k8Fg7rKQiv66IdgyzLQbifjdO000ecf3+/jpKPI1GIaA/9h9YsD21461DhoEgfn9PP7aqQFl/8f3z09IEBTlZ7vH7rsYDX6/n7dPd9hBkM2gTGrTWE1TJ0/trefFg2coK8xgSXEemz6xBICP/dtrfOzy2VZzWac/zAPPm31hfH6NL15bYY06GwnRyaHe/eyfk5+RwbS/uRfPpZeOudOWV+vYd9JsC/7kshJuXjLLeq3FF+D729+jrdtsZ1cUc3TY6fZePC4HDnVgcAMQ1g0C4b4RJi6HiscVf2d/6YxsHrh5IT/eeSzhZyydk8+Xr5uf8LW68938y4tHrOfHW7pp7gwgEHhcjrhRQYPhD+lxow9G+j4bm9GiG8KaQuND5QX84LYPDrn/f1ed4rFIQJHpdpDmGrx27EKJjrAqzkvnVxs/FDdKc6QEwjp/+u+v0xXUUBVzhGgsvSEt0iQGD3/ycq6OXA8DYZ1b//11ugd5X09QI6iZ7/ve+stZNX/k19GRouuCT/z0dVoj17qCTPcw7xhfYr+r79y6iI9eNmNS8zMVaG5qYvniBXbT2HizuDiXTZ9YYgU/sbzwldVxz3PTXTx6x7ILPmY07hPjdIc8pzCT7qBGIKxzVXlh3GvTczz8xaq57Kg9R1aak1eOtnCspRsB1oVpJIR1nd5Q/NDbN0608b/vnBn0PRkulZqaGi677LIBzSMz+g2dPh3TDBnWhx9GmjiPo3ufjc1ouOfD8ymOGWYei67rHDlyhDuvLue/q04R1Ax6Qjo9/f6HxoO7Vs+LG2KdLJ/+UBlbXj2BIRh0+Pq8okw+uawk7kbq0yvLeGz30O8rL8rkE0tLBr0Bu1A+d/U8vvfye8DgeZhoZud6+NSKMilu0qLnfaJr/kgQ3RdXrf54MiX6CI0Hxjg1jd24eCY3Lh7YNybKotm5LJpttpc/va+eaHVcUVYamWmJT1ZDCHqDemRYpILHpcb9Izd2+NENwTNvNbBwVjaqopDhclh3oUVZaeRnuoG+AOdsZyBu1F30GKda++aAyc9wke1xkaAVbgD+kE5XwAx+sjxOMtzjd7edLEJAOBTC5XaPyCXVSGV/VVG4vnIGq0dQO1yUlca//NkStuyuS+rGY7RcUZrHp1eWXdBnfPm6+dS19HCsJfEcM9keJ9+8pXJAMGO+r5tjLd0Jyz7H4+KbHxv4vrHk81fPo/aMj5ozkzdrcOy5n+1x8sBNl0kRBNkkx0Uxamwi6N80lnfbbWR/5Lrh3zhONHX0subhP6ILgVNV2Pv3H42bTCwZvvHrg/zqrfhJqtJdKivmFuB0qGz57DKcMf/8v3jjFN/83cBZP2OZnp3Ga/dfR5pzZAFNe0+Ixo5eZuZ4KMh0xx3PxsbGxmZqIdP6nNL9WllNY4Hx6ywphKA7qNHiC2AY5vEMQ9DiC9Ad1DAMweN7TqJH8rJsTv6ogyCAjWvKB9zZ+cMG6W4n37hpIYqioOs6Bw4coMsf5Ic7hh9lc9fqeSMOgsDsA3B5SR7TczwXXRAUdY8OrZUN219ef5ndQW5/md2TRbqmMdeSxWTOLsY1jhM4PfrHOqojIxS+v+ED5Ge66QpoPPD8ITTDwKmq/N9Rc+IqBfjzq0Y/+g2gfFoWj//5lew4cg6fP8wLB82h8G+fbue1Y628dqwVQxi0ng/y1LEjdPSaHUwXF+ewJDL1f3dA4+jZLrI9TtZVzuDzV8+7oDxdbKSnJ+4/Igu2v7z+MruD3P4yuyeDdE1j413N908v1HIypp/Nt/9kEaUFGZzx+vnmb2s41NRJS8y6MB//wGz+7VNXjGkevvQ/+3mp5uyw+7301dUD1g6zsbGxsbGxm8ZSmOi06ePFmX6LMHZHFu/rDWn0BLW4IEhV4MvXJZ5N+0L48nXzcTmG7gR585KZ0gRBmqbx1ltvjXvZX6zY/vL6y+wOcvvL7J4s0jWNJZqIcKwQQhAMx49GOecL8Is3T3P8XDeHY0ZP5HjM1eT7rwY8FiwuzuW5L63i2/97mFBkdMxnV5bS5W1n2vTpZHtcXD0Oc4dcrCiKQn5+/riW/cWM7S+vv8zuILe/zO7JIl0gFJ1PIXZNlbEiEB44JPeJPSd5LTJDdhSnqnBFaR5Oh0pIM3A7x75iTtMNCmImUtuwfA4Ode6YH2cq4HA4mD8/8WSSMmD7y+svszvI7S+ze7JI1zTW8f0f0PjVezn3T/885p8d1OJ75wfCOlV1bXHbFKBiWqY1supHO0e+TlIyZKW54p4LQ6eqqkrKalJN06R1B9tfZn+Z3UFuf5ndk0W6GiG9sYGwIVAzRj/bayIMQ8StHQbQEJnoEOAjC6cR1gSqirUwK5j9hMaD/pMzqqpKcXExqipd7Cu1O9j+MvvL7A5y+8vsnizSBULhdw8ScLtxzbmwGV/7s2X3Cd4+1W49F0JwLrLIqtup8qHyQvaeaB/wvv41N2NFhju+aFVVZc6cCxumP1WR2R1sf5n9ZXYHuf1ldk8WOUNFw0AEgozlzAGxQRCY/YWi0/hfMj2Lk619y1vcekWxlf7Y5bMYD3LTXWR7zGDomgVFaJrG7t27pawmldkdbH+Z/WV2B7n9ZXZPFulqhAAQAqHriEAAZYwmnFo4K5ujzX3rAUVXxQZztecWX9/aZmsWFDE9O42sNOcFLcg4FA5V4b4bF/LeuS5WzitAVVUqKiqkrCaV2R1sf5n9ZXYHuf1ldk8WOQMhAF3HCARQxygQmpnjiQuEXDEjwfIy3KS5VP7xlkp6Qxo5Hhcf6rcy/XgwOy+d2TErchcXFw+xd+oSbSuXFdtfXn+Z3UFuf5ndk0XaUFHoOsI/duuNzcjxWGndELzT4LWe53iclOZnkOF2MH96trUq/ESiaRq7du2SsppUZnew/WX2l9kd5PaX2T1ZpA2EMAyMcQiEzncF+eP7563t2WlOnA6V4y3d/PTVujE7XrKoqsrixYulrCaV2R1sf5n9ZXYHuf1ldk8WaZvGhK5jdHcPv+MIOHrWx9b9DQghONnWE/fajJy+VeXbukNjcrzRoKoq06dPn7TjTyYyu4PtL7O/zO4gt7/M7skib6io6+hdowuE/lDTzOf/6y0++8RePvvEXv722XfZdaSFlq4gXYG+asiPLJxGWUxn6I6eEEeafRec9dEQDod5+eWXCYfDw++cYsjsDra/zP4yu4Pc/jK7J4u0NULZt9xC+uJFSb/vbGeAr/zyAGF94ND7M519I8N+eNsHePFgszmVdAy/2lfPQ7cuTvq4F4rD4WD58uXWEiMyIbM72P4y+8vsDnL7y+yeLNLWCLmmTcORl5f0+57YcyJhEBSLQ1G4ck5+wtf8YT3h9vFGVVUKCgqkbC+W2R1sf5n9ZXYHuf1ldk8Wab+h0XSU7vSHeXpvPWAGO6vKC7l2QRFZafEVa7Pz0yktyOC25aU4+o0QS7Qw60QQDod58cUXpawmldkdbH+Z/WV2B7n9ZXZPFmmbxgx/7/A79eONujZ6QmaNzoycNNLdZpVjXrqL7mBf36A/u6IYRVG4YdFMPrpwOvtPd/DY7hMAXDO/aAxynzxOp5PVq1fjdMpX5DK7g+0vs7/M7iC3v8zuySLtNxQ6fRr/4cOkLxp5P6HYRVXzM91WOjfDRaO3r4Zp+dy+ZjGnQ2XFvAJOt/XiC4S5ZZyW1BgORVHIycmZlGNPNjK7g+0vs7/M7iC3v8zuySJt01j3H1+l43+eSuo9sYFQpruvA1peevzCqVeUxfcPUhSF25aXctfqcjLTJif2DIfD/O53v5OymlRmd7D9ZfaX2R3k9pfZPVmkDYQwDIzu7qQWXj1xvm+OoOjq7k6HgsflsAKjlfMKBvQZuhhwOp1cf/31UlaTyuwOtr/M/jK7g9z+Mrsni7SBkNB1RDiMCAaH3be1O8jP3zhlLZvhcapWJ+gr5xQAcHlJLkvL8vjh7R8cryxfMDL/Q8jsDra/zP4yu4Pc/jK7J4O0gRC62enZ6OoaZke477mDfOt3h63nGTE1PsvnFXD9ohmsrZzJX6yaS3He2CziOtZomsa2bdukXHdGZnew/WX2l9kd5PaX2T1ZFJFM29AUprGxkdLSUvbNX0CWw4GjqIj0xYuZft99pJXPG/R9QgjmPbAtbltJfjqXzsgG4AtryidkJfkLRQiBpmk4nU4UZeIXfZ1MZHYH219mf5ndQW7/C3WP/mY2NDRQUlIyDjm8eJC3Rsgw5/MxeoZeZuN818Cms4yYjtLPvt1A7ZnJWTYjWWS+M5DZHWx/mf1ldge5/WV2TwZpAyExwqaxuvM9A7Zluvuaxjp7w+yv7xjbzI0Dmqaxfft2Kf8xZHYH219mf5ndQW5/md2TRb6eVNF1VyKBkO4bLhCKrzEqL8okLyN+uHxW2sW/lovL5eLWW2+d7GxMCjK7g+0vs7/M7iC3/0S691RV0fb44wCEGhqZ/rd/S86NNyTct/Gr99L18stx2y7ZtxfHJM55JF0gpKSng99v1QiJYGDI/WOHzD/9hZW8f7aL1461xu0TW0N0sSKEoKuri+zsbCnbymV1B9tfZn+Z3UFu/4ly130+6j9/JxU7tuMuLaWnqor6z9+JJ/I8EXN//VxSkxmPN9I1jSlpaWZC10FRhp1HKLZGaP60LILawLXCsjwXfyCkaRqvvfaalNWkMruD7S+zv8zuILf/RLk7cnIovOtOHLm5AGSuWgVA4HDtkO+5mJBu1Nj+D19HenMzak4Ol+7bO+z7Vj+8i4Z2P1lpTg59+3p+ua+Bg43euE7UX127gMtL8sYx9zY2NjY2NhNH9DeztraW4uJia3taWhpp0QqFBOg+H++vWGnVEA343K/ei9HlQ/d24iotpXDjFya9dki+GiGPBxjZ6vOBsE5jh7lfxbRMFEXh0yvL+O4nL2f1gr7FUydr2YxkMAyD9vZ2DGNgjVaqI7M72P4y+8vsDnL7j5V7ZWUlubm51mPTpk1D7t/y/R9QeNedgzaLlfz4EcqefJKy//pPHLm5nPrkenTf5I68li4QIhIIEQ4jhlmD5XxXkGh9maIo/GpfPYcaOwHi+gllT4FASNd13nrrLfRI3yiZkNkdbH+Z/WV2B7n9x8q9traWzs5O6/HAAw8Mum/HM8+id3Yy/etfH/ZzHTk5zPrOQ7hKS/G99IcLyuOFcvH/go8xanrfzM+G34/D5Rp0X1+gL1Bq8QXYUXuOnUda2PSJJXH7ZUyBQMjlcnHDDYl78ac6MruD7S+zv8zuILf/WLlnZ2ePaBX7tscfJ1TfQMmPHwHMJrKR9gWK9i+aLKSrEYo2jYEZvXbveX3QfbsDfZ3MnA7zq5pXlIEvEOa25Wa138JZ2RflIqv9MQyDlpYWaauIZXUH219mf5ndQW7/iXRv/taDAMz6zkOAGQQ1f/NbgBkg9VRVAeA/fJj3Vqy03uc/bC5dNdhQ+4lCukCImE5ePa+9RqDm0KC7dsUGQpFFVrPSXGw72IzPH+bh9Zfzt+suHb+8jiGGYVBTUyPtBUFWd7D9ZfaX2R3k9p8o945nnsX77LO0fP8HHFl4GUcWXsb7McGOb9tLBGrNEWTpixaRedVVNH71Xpq/9SBtj/0HZU8+Ma75GwnSjRqr+drfor74IgDpy5aRedVVTPurLyd8z28ONPI3z7wLwCXTs1g2N9/qNzS3KJNvfqxywvJvY2NjY2MzUdhrjaUynphhf7qO0AbvMB1XI+Qwa4SiYaPHNbW+OsMwaGpqkvbOSFZ3sP1l9pfZHeT2l9k9WabWr/lY4OnrLC103VpqIxHxTWMqutFXeeZxXvzLasRiGAZ1dXVS/lPI7A62v8z+MruD3P4yuyfLxd/Ld4xxZGZghTO6jtAGD4RiR405VIW27pD1PGxMrRZFp9PJmjVrJjsbk4LM7mD7y+wvszvI7S+ze7JIVyOkpMfXCIkhph/vTtA0FqWzN9R/94sawzA4ffq0lHcHMruD7S+zv8zuILe/zO7JIl0gJGJGjZlNY4MHQrFNY2UFGXGvdfqHnozxYkPm9mKZ3cH2l9lfZneQ219m92SZ9KaxTn+YB54/CIDPr/HFayu4Jmb5iljq23r5+9+Yw929/hCfXjGHT68sS+p4zqwsrBBmmKaxrpimsX+4pZJj57p4bPcJAK5ZMC2p4042TqeTVZHF8GRDZnew/WX2l9kd5PaX2T1ZJr1G6MtPVXPN/Gk8escyfnLHUu55av+gtS33PL2fm5fM4n/uWskLX1nN3//mEPVtvUkdr3+NkBhhjVC2x8mKeQXcuHgmV1UUcuPimUkdd7LRdZ3jx49LO9W8rO5g+8vsL7M7yO0vs3uyTGogVN/Wy57jrVatTm66i2sWFPHoH48Puv818/tqixYX58R1aB4JSsyoMUduLp5LLhl032gg5HGpuBwqiqKw4cpS7lpdPiVmk45FCEFHRweSTBsVh8zuYPvL7C+zO8jtL7N7skxqIFRzpnNA35vSggwONyVeifaWy2dzz9P7qW/rtWqCFhcnXqMkGAzi8/msR1dXFwBqRl8g5C4vp+Av/gJd162oWdM0Kx0NsrI9LjRNs9paY9PhcDguHT3pomkhxIA0EJc2DCMurUU6cA+W1nU9Lh3N72BpTdNQFIXly5dbn9XfYyo6xaaHcnI6nXzwgx9EVdWUcUqmnBwOB1deeaX1eio4JVNOAMuXL0dV1ZRxGmk5OZ1Oli5diqIoKeOUTDnZ173RX/ei+ZKBya0Rau8lJz2+ZiU/w43Xn3hE1peuraCsIIPv/uEIH/u31/juJy4f9LM3bdpEbm6u9aisNGeBPtbYaO3Tee4sAAcPHuTYsWMAHDhwgJMnT5qv9wQBCGkG9z75Ci+9be6ze/duWlvN1ed37dqF1+sFYPv27VbAtW3bNgKBAJqmsW3bNjRNIxAIsG3bNgC6urrYvn07AF6vl127dgHQ2trK7t27AWhubqYqskZLQ0MD+/btA+DkyZMcOHDA9Dl2jIMHzT5WR44c4ciRIwmdTpw4wdGjR9m3bx8NDQ0AVFVV0dzcPGWdouU0nJOu62zfvp329vaUcUqmnILBIDU1NSnllEw5vfrqqxw9epSmpqaUcRppOem6zhtvvMG7776bMk7JlJN93Rv9de/VV19FFiZ1iY1th5r57ktH2X3fdda2TS8d4XCTj/+5a2Xcvp3+MB//tz3WvvVtvXzmib38y58tSdi5OhgMEgwGredNTU1UVlZy/N13Cd12OwAZq1Yx58knrAjb4XBYdxGKolLxD9sQAnI8TpbNyef/LS/lhsWz0DQNVVVRVdW6446mnU4niqJYacC6M4umXS6XFXG7XC4Mw0DXdSsdjeYHS+u6jhDCSkfzPlg6eodw+PBhKisrcblc1t1x1GMqOimKYqUTeUTTQgjeeecdLr/8clwuV0o4JVNOiqJw8OBBKisr8Xg8KeGUTDmFw2Fqa2tZvHgxiqKkhNNIy0lRFN59910WL16M2+1OCSf7ujcx173Tp08zb948KZbYmNRAqL6tlzXfe4VT373F2nbPU/spLcjggZsui9t326FmXjh4hkfvWGZt+9mrdRxs9MZtG4zouin1J0/SfeNNAKRfcQVzf/l0wv27AmGWfNuM8gsyXFxRls9nrprDdZdOT9rTxsbGxsZmKmGvNTZBlBVmcM38Ip7eWw+YtT57jrVyx4o5gBno7DlmVlsunp3LnmOtcSPK9hxr5WOXz07qmIaioERGjgVPnKD5m99MOKli7Igxh8P8mtIckz7IbtTouk5NTY2UIwhkdgfbX2Z/md1Bbn+Z3ZNl0oc+/eSOpTzw/EH2HD+Pz6/x6B3LKCs0O1C/cPAMANcsKKKsMINH71jGHY+/SV662Y/oY5fP5uYls5I+ppqZiR4MIoJBtPOtCF1HccZ/FfHrjJkdDV3OqRsI2djY2NjY2AxkUpvGJpLYar7AX36OcGMjuFxkXX01s7//fRxZmda+v9pXz6vvn+elGrMzdWl+OpfMyOavP7qAD5TmTZKBjY2NjY3NxGA3jaUwuq6jZmZGn5h/tfi5iM75gpzx+q3n0Roh9xSuEdJ13RpFIhsyu4PtL7O/zO4gt7/M7skydX/ZLwA1IzJ3kWEgDMNccyyGkK6jxawu74z0DXJN4T5CAOkxC87KhszuYPvL7C+zO8jtL7N7Mkx6H6GJxuFwYGTETOKoD1xvLKQZhPW+hepckZXn06ZwjZDD4WDhwoWTnY1JQWZ3sP1l9pfZHeT2l9k9WabuL/so0TStr2mMxCvQnzjfQ0jrC4TcKVAjpGkab731llSzhUaR2R1sf5n9ZXYHuf1ldk8W6WqEFEXpaxqDSI3QwBMlNhC6ftFMpmWnke2Zul+Xoijk5+dbU+3LhMzuYPvL7C+zO8jtL7N7skzdX/ZR4nA4BtQI9W8ag/hAaMOVpUzLThuwz1TC4XAwf/78yc7GpCCzO9j+MvvL7A5y+8vsnixTt61nlGiaFlcjZAZC5qix56sb+dGO9wEIRvoIKQoUZLonPqNjjKZpVFVVSVlNKrM72P4y+8vsDnL7y+yeLNLVCKmqiprZFwhlXb0K57RpnGzt4cWDzdb2aI1QdpoThzr1qxZVVaW4uNhaiVgmZHYH219mf5ndQW5/md2TRbpvSFVV1Iy+pjH3vHk48/PpjplJWghhBUKZaU56QxpazCiyqYiqqsyZM0fKfwqZ3cH2l9lfZneQ219m92SR7hsyR4311QgZPb0AZKQ5+vYxBNFZhIKawVeePsDXnn13IrM55miaxu7du6WsJpXZHWx/mf1ldge5/WV2TxbpAiGzaayvRsjo6QHMWqAoM3I9Vjo6dH4qzyoNpndFRYWUdwcyu4PtL7O/zO4gt7/M7skiZx+hmM7S4fMtGL29xEwkHdcMFp1EMRUCoeLi4snOxqQgszvY/jL7y+wOcvvL7J4sU/vXfRRomoaalW09796xk94DBzBiaoTaukNWOhoAuafwZIpgeu/atUvKalKZ3cH2l9lfZneQ219m92SZ2r/uo0BVVRzZWdZzoetoZ89hhPvmEmruDFhpdwrVCC1evFjKalKZ3cH2l9lfZneQ219m92SRs2ksu69GSGgaXTt2IA4egbnrQFEGWV5jag+hV1WV6dOnT3Y2JgWZ3cH2l9lfZneQ219m92SRLlTUNA1HTCBEtNrw9Ek8AbPjdE+oryqxr2msb1TZVCQcDvPyyy8TDocnOysTjszuYPvL7C+zO8jtL7N7skgXCKmqipKRAZHqwug6YwqQFuylN6TRGukjlJnmIMNtBkAe19T+qhwOB8uXL8cxxQO60SCzO9j+MvvL7A5y+8vsnixT+9d9FKiqGrfwajQQyva4WJKtUN/ut/atnJWDGlmwLjNtarciqqpKQUGBlO3FMruD7S+zv8zuILe/zO7JIt03FO1BH51LKHbl+YxQL+e7ggA4FIV0V18knTXFA6FwOMyLL74oZTWpzO5g+8vsL7M7yO0vs3uyTO1f91EQrSa0JlXUdYQQKIpCur+bsJ4OQIbbgSvSUfq+GxeSn+GalPyOFU6nk9WrV+N0SlfkUruD7S+zv8zuILf/RLr3VFXR9vjjAIQaGpn+t39Lzo03JNxX9/lo/ua3ADC6fBTedReZq1aNex6HQrqzQ4k0dalZkSH0QoBhgMOBq7cLwTQAnJFRYuluB5fOzE74WVMJRVHIycmZ7GxMCjK7g+0vs7/M7iC3/0S56z4f9Z+/k4od23GXltJTVUX95+/EE3nen6Z77yX7hhvJv/02dJ+P42vXMX/nDhyTWE7yNo1lxcwlpGl0BzVOnexbfT5aGxQ7lH4qEw6H+d3vfidlNanM7mD7y+wvszvI7T9R7o6cHArvuhNHbi6AVbsTOFw7YN9QQwM9VW+Qf/tt1nszr7qKtsceG9c8Dod0NULRpjFnYWHfRk0jhIJb67Y2OVWzRkg3BIYhUNWpPY+Q0+nk+uuvl7aKWFZ3sP1l9pfZHeT2Hyv3rq4ufD6f9TwtLY20tLS4faZ//etWWo/s61lUOeCzAodrcfWrJXKXlhCoHRg0TSTS1QhFceTlWeloh2mPv8fa5opZUuOtU+0pUTMk48UgiszuYPvL7C+zO8jtPxbulZWV5ObmWo9NmzYNuX/L939A4V13JmwWCzc2xM/jh/lbrHs7LzifF4J0gZCum0tpxC2zoWlo+QWcmjHP2paZ1jdi7LHdJ9CMqR0IaZrGtm3bpFx3RmZ3sP1l9pfZHeT2Hyv32tpaOjs7rccDDzww6L4dzzyL3tkZV0MUi6ukFL2rK26b7vXiyMu9oDxeKNKFytaosZiFV4Wu0/W5L7Pn1Xo4axZSaX4GWsyS9LFD6aciTqeTm2++Wcq7I5ndwfaX2V9md5Dbf6zcs7OzR9Tpuu3xxwnVN1Dy40cAs4msfwdoz6JKwg0NcdtCDY14Kgc2o00k0tUIRbGGzwNoGprbQ1jvC3wyPfEnT3S02VRGxruiKDK7g+0vs7/M7iC3/0S5N3/rQQBmfechIH6IfNvjj9NTVQWAu7SUzFVX0fHMs9Z+PW+8Qd7tt09IPgdDukAo2jQWGwgJTcOAuOav9sgyG6mCpmls375dyouCzO5g+8vsL7M7yO0/Ue4dzzyL99lnafn+Dziy8DKOLLyM91estF73bXsprjN08SOP0FNVReNX76Xp3nspeeRHCfsTTSSKEEIMv9vUp7GxkdLSUhoaGigpKaF7z+s03HUXAK6yMo7/8L/5/16opclrLrGxfE4+OenmJIrzijL5x49NbtWdjY2NjY3NRNH/NzOVka5GKBr3OXL72i6dhQUU/GQzn9v9XyxqO2luc/Q1heWmT+1ZpcH09vl8SBL3xiGzO9j+MvvL7A5y+8vsnizSBUJW01jMhIqKOw2100t6sBe3bk4+FTt8Pssz9TvaaZrGa6+9Jm0VsazuYPvL7C+zO8jtL7N7skz9X/gkifagj53LwAgESE/PwqEoOA0zUHLGTKA41VeeB3C5XNxyyy2TnY1JQWZ3sP1l9pfZHeT2l9k9WaSrETIiHaLVmGF9wu8nx+NCVRQcQsepKnGjxDp7p/707IZh0N7ebvnLhMzuYPvL7C+zO8jtL7N7ssgbCLndKB6Puc1vdpAOGwYOw4jrHwSwcNbUX3RV13Xeeustq2lQJmR2B9tfZn+Z3UFuf5ndk0XaUWMAx9Zci9bSgiM/H88HPsArR1vYVXIFxxdfxdYvrqL2jA9dCK6vnJES8wjZ2NjY2NiMBHvUWAoTW00YXS3X6OlBNwRCCFRhMKcwk9l56aytnMENi2amRBBkGAYtLS1SVpPK7A62v8z+MruD3P4yuyeLHQgBIhTiTLu54KrDMHBM8ZXmE2EYBjU1NVL+U8jsDra/zP4yu4Pc/jK7J8uoh0N1BcJke6be/Dqx666ouX0LvRlhcyZpp9Bxp8Bw+f44nU4+8pGPTHY2JgWZ3cH2l9lfZneQ219m92QZdY3QPU9Vj2U+JoxENUIARtica8EhjJSYQLE/hmHQ1NQk5d2BzO5g+8vsL7M7yO0vs3uyjDoQOtjYyZ/8+x42/+EoDe29Y5mncWWwQOj0JUv5bcVq3imaT16KBkJ1dXVS/lPI7A62v8z+MruD3P4yuyfLqNuAvnHTQj61oozXj7fy3ZeO0tDRy6dXlHHL5bMu6iaz2Kax2GU2zudO4x1PMQB5Ge4Jz9d443Q6WbNmzWRnY1KQ2R1sf5n9ZXYHuf1ldk+WUdcIfWpFGQBXzy/iJ3cs5X//6hoEsPrhV/jy09VUHW8dqzyOKYPVCImuLiudm3HxBnKjxTAMTp8+LeXdgczuYPvL7C+zO8jtL7N7sow6EIoNdKqOt/Llp6v5+98cotMfBgG7j7XyJ/++h1/tqx+TjI4VgwVCju6+QKggBWuEZG4vltkdbH+Z/WV2B7n9ZXZPllE3jX33D0dZUpzLi4ea6fSHuWZ+EY9+eik3LZkVv99LR/nH3x7in/50yQVndiwYbNRYZsd5pqe1o6kO8jNTLxByOp2sWrVqsrMxKcjsDra/zP4yu4Pc/jK7J8uoa4QONXVysLGT+29cyLsPXs8v7lw5IAgCyM9w8cLB5gvKZH86/WGe3lvPA88fSvq9sdONO3L6AqHKk+9wz8Hf8LGTVeSnYNOYruscP35cyunWZXYH219mf5ndQW5/md2TZdSB0M2LZ/H7r1zDp1aUkTNE5+jFxbncf+PCQV/v9Ie556n93PPUfj7z+F72HBu6b9G2Q818+alqygoy2PSJ5GuZYlcUceT1BUJq5GRxCp2cFBw1JoSgo6MDSVZUiUNmd7D9ZfaX2R3k9pfZPVlGvdZYTVMnP321jm/cuJDSggxr++vHW1GAVfOLRvQ5n3l8LzcvmcWnV5bR6Q+zevMuXrv/Iwnn8qlp6uSep6rZfd91Sec30bopus/H+ytWAuBLy+JIXinn82bwlef+HY/LkfQxbGxsbGxsUgF7rbER8MDzh6hp6hwwh9CSkly++4ejI/qM+rZe9hxv5dMrzRFouekurllQxKN/PJ5w/288f5Bv3DR47dJIiK0mVLOyILKOmGqY27OcSkoGQbquc/ToUSmrSWV2B9tfZn+Z3UFuf5ndk2XUgVBZQQav/t11A2p+cjwu6kc4wWLNmU7KYmqTAEoLMjjc5Buwb6c/TE2Tj3cbvXzm8b2sefiVIfsIBYNBfD6f9eiKDI+P9qDXdR1DCBw55lxCjkgglKEK68TRNM3af7B0OByOS0cr2KJpIcSANBCXNgwjLq1p2pBpXdfj0tH8DpbWNA1d1/H7/SnnNNJy6unpSTmnZMqpt7c35ZySKSe/359yTiMtp97e3pRzsq9743/di+ZLBkYdCPkC4YTbXz/eOuKZmevbe8lJjx+4lp/hxusPDdg3WvN0z4fn8z93rWT3fdfR0N47aDC0adMmcnNzrUdlZSUA7733HgBHjhzhyJEjqJF+Qs5IIKTqIU6ePAnAvn37aGhoAKCqqormZrPT9+7du2ltNfsy7dq1C6/XC8D27dutgGvbtm0EAgE0TWPbtm1omkYgEGDbtm0AdHV1sX37dgC8Xi+7du0CoLW1ld27dwPQ3NxMVVWV6d/QwL59+wA4efIkBw4cAODYsWMcPHgwzgng4MGDHDt2DIADBw5QX1/PFVdcwf79+1PGaaTl5HA4aG1ttTxSwSmZchJCcNlll/Hyyy+njFMy5fT6669zxRVX0NLSkjJOIy0nh8NBRkYGhw8fThmnZMrJvu6N/rr36quvIg1ilPzsj8fFZx5/U7x+/Lzw+UPC5w+Jlw6dER946GXx3ZeOjOgzXjx4RqzevCtu279sqxV3/MebA/Z97f3zYsmDfxjw/v7bogQCAdHZ2Wk9amtrBSBOnDghhBBC0zShaZo4sX6DqL10oTh86ULxn6v/VDy34QsiFAoLIYQIh8NC1/Uh06FQKC5tGEZc2jCMAWkhRFxa1/W4dDgcHjKtaVpcWtO0IdPhcFgEg0Fx6NAhEQgEUsYpNj2Uk6Zp4t1337XykwpOyZRTOBwWBw8eFH6/P2WckimnQCAgDh06ZH0XqeA00nLSNE0cPHhQBIPBlHFKppzs697or3snT54UgGhoaBCpzqjnEbr72gpOtfVyx+N7UaJBFeZosqFGicWyeHbugGa0hvZeFhXnDNi3rCADX2BgVd1gy2GkpaWRlpZmPff5zOY2VTUrwRwOsx9QdFJFBXPB1a6eADoKLuLnHBos7XK5RpVWFMVKq6pq5Wsk6WjeR5p2Op1WdarT6bQ+Z6o7jTSt63rcsVLBKRkPXdfjPFLBqX96KKfo56uqauVtqjuNtJyiZW9d71LAaaRp+7p3Yde92M9MdS7IdNMnlvClays4fKYTMIfKl/br8zMUZYUZXDO/iKf31lujxvYca+WFr6wG4Gev1rF4di7XLCgasC/A03vr+eK1FUnlOfakAnDk51tpp6GjCIGqKP3fNuVxOBwsXrx4srMxKcjsDra/zP4yu4Pc/jK7J8uo+whFKSvM4KYls7hpySwrCHpsd92I3/+TO5ay5/h57nlqP19+qppH71hGWaH5OS8cPENNJMjqv+89T+3nmgVFVlA0UqJ3CFEceXlW2mXouISOmnpxELquc+DAASlHEMjsDra/zP4yu4Pc/jK7J8uoa4S6AmF+ua+e020DR4i9eKiZjWtGVlOTm+7i0TuWJXwtWjM0kn1HS+ykir8vX0Vg2Ye4LRUjISA9PX2yszBpyOwOtr/M/jK7g9z+Mrsnw6gDoXueqqa+vZeyggzrL5gjwa4e4WSKk8FQTWMuoRPOykZJ0aaxhQsvbA6mqYrM7mD7y+wvszvI7Z+q7j1vvkngcC15t9+GIyuLnjffpOOZZ0hfcjmFn//cqD5z1E1j3t4wr/7ddfzizpVcPb+IX9y50nx8fuWAuYEuJvrPjeCMaRrLDfWQ7k69yRTB9H7rrbekmhsiiszuYPvL7C+zO8jtn6ruLd/7PmpONo6sLPSuLuo/93nC9Q307NlD87e/ParPHHUglBezMGmOx0Vjh9lEVlaYwevHh14vbDLpX9sjcvOsdIEewJGizWKKopCfn5+StV3DIbM72P4y+8vsDnL7p6q7IzeX/A0bAGj5/g/wVFYy79fPUfbkE4TrG0b1maMOhHI8Lv7hN4c4fKaTO1aWcc9T1TR29PLSoWZqmjqH/4BJon/T2Hmlb4j9Jd4GLj2yFyMYnOhsjTsOh4P58+cP8JcBmd3B9pfZX2Z3kNs/Vd31zk4CR4/SsXUr3q1bmfVP/1/fi6MM+kYdCN1/40L2HG+lszdMaUEGi2bnsvrhV/jy09X8vxXJjeSaSPpXE9ZrffMQlXqbuazmdYzekS0RMpXQNI2qqqqUqyYdCTK7g+0vs7/M7iC3f6q6F37hC5z8s09w9sFvk7dhA57LLiPU2EjLD36A3jm6SphRd5YuKzTXGouy6RNLuCMyF9DF3Fk6OrlUlLqgyqxIOrrMhggnXj5kKqOqKsXFxQP8ZUBmd7D9ZfaX2R3k9k9V95wbbyDz6r3onZ24S0oiWxU8i5eQc9NNo/rMUX1DvkCY8gde5A81zXHbFxfnXtRBEAwMhI51agQcZn+nDNXgslk5kILzLqiqypw5c1Lun2IkyOwOtr/M/jK7g9z+qere8+abeJ/das0B2PPmm7T84PuEGxvxRNYUTZZRfUM5HhelBRmDBj0NI1x9fjLoX014qq0XnzsTAEXXcaoKIsWqEsH03r17d8pVk44Emd3B9pfZX2Z3kNs/Vd0HHTX2+usTP2rs91+5hkf/mHgG6e/+4ehoP3bc6R8dn/H66XJHhvuHwwghEOHUOnHA9K6oqEi5u4ORILM72P4y+8vsDnL7p6r7eIwaG3UfoT/5tz2cbu/ll/vqB7zm81+8fWxiTwrdEJztDFg1QghhNovpqRkIFRcXT3Y2JgWZ3cH2l9lfZneQ23+i3P2HD9P10kv4Xt5O/u23UXjXXYPu2/jVe+l6+eW4bZfs24sjZ+BC64MRHTXmP3QI79atzPv1c30vjnLU2KgDoWyPi2/cuJCcdFfcdiFgSxJrjU00sdWE57uCaIboC4SA9s4epqdYVSL0VZOuWbNGqlWFQW53sP1l9pfZHeT2nyh3o7OT7JtuIlBbO6L95/76OdIXLRr18aKjxlCUuFFj3meemfhRY9+4aSFLSnLJ8bgGvDan8OKdWTq2RuhMpx8An7svv97OXoSWmp2lFy9enHLVpCNBZnew/WX2l9kd5PafKPfMVavM42WPrFYnmdqfRCQeNcYFjRobdSA01OiwrsDUaBo7440GQn01QqqhpWzT2PTp0yc7G5OCzO5g+8vsL7M7yO0/Vu5dXV34fD7reVpaGmlpaUO8Y2jOPvggurcTV2kphRu/MKraIUd2No7sbOu5u6QkLihKllGHipv/cHTQx3dfung7S0ebxjTd4N93HQfiA6GwJxPlAgr5YiUcDvPyyy8TTsE5koZDZnew/WX2l9kd5PYfK/fKykpyc3Otx6ZNm0b9WSU/foSyJ5+k7L/+E0duLqc+uR49JsgaKaHGJhr/5m94f+WHeH/lh2j62tcINzWNOl+jrhHac6yVho5eSvPjm8F8gTC56QObyy4WojVCmiHoDppBUYcny3r93CUfwHPZZZOSt/HE4XCwfPnylJtufSTI7A62v8z+MruD3P5j5V5bWxvX6fpCaoOiOHJymPWdh+h54w18L/2B/NtvG/F7A7W1nPzkejyVlWTfeKO5raaG4+uuZ97zv8azcGHS+Rl1ILTpE0t4/Xgrd19bEbe9ob33ol50NRoI6YYgGDb7AnndfYGQpyf56HQqoKoqBQUFk52NSUFmd7D9ZfaX2R3k9h8r9+zsbHIusF/PUDhyc5Pav+UHP6TsySfIvOqquO09VVW0fO/7lD3xeNJ5GHXT2OLi3AFBEEBuhoufvXrxjxrTDEFAMwDoTOsLhNK7vZORrXEnHA7z4osvSltFLKs72P4y+8vsDnL7XwzubY8/Tk9VFWAOs39vxUrrNf/hw4DZ+TkphBgQBEGk07YQo8rnmI+pe/1YK/UX8czS0WpC3RAEIjVCvZl9EamnOzVrhJxOJ6tXr5ZuCCnI7Q62v8z+MruD3P4T5e4/fBjvM8/S88YbhBsaCNU3MOs7DwHg2/YSYAYp6YsWkXnVVTR+9V4cubnonZ2UPfnEuOZtpIz6G7r2e6/Qf+oirz+Mzx/mpiWzEr7nYkCJTLgU0DTCuhk9hjMyMRQVVRjknTlJz5t7yfzQyqE+ZsqhKMq4Vm9ezMjsDra/zP4yu4Pc/hPlnr5oEenfecgKfmKZ9/yv456X/PiRCz5e5qqrOLl+A9O//nVckZFi4cYGWr7/g4lddBVgVUURpQUZfGpFmfX40rUV/OTTS/nJp5eO9mPHnWjTWLe/b64gh9NJ0GN2+nb5e9DaLt4+TqMlHA7zu9/9TtoqYlndwfaX2V9md5DbP1XdC++6C09lJfWf+xx1119P3fXXU/+5z+NZtIjCOz8/qs9UhBhdo5ovEKamsZNVF/lq81EaGxspLS2lvr6e0tJS3j7dzvqfvgHA9Ow0fvTiP1PQfhahKMz+7ibybr11knM8tgghCAQCeDweq1ZMFmR2B9tfZn+Z3UFu/wt1j/5mNjQ0UHIBc/SMF6HGRgKHzdmsPYsW4S4Z/XIio24aa2jv5al99ZQWZFBa0DeE/vXjrShw0QdI3YG+SRMdqkJmUSG0n0URAqOrexJzNn7I2E4eRWZ3sP1l9pfZHeT2T2X32EkUj19/A+GGBlBVLjtck/Rnjbpp7Bu/PkRNUycN/TpGLynJvahXn9d1s0msq18gFMrqm6Wya/t2evbum/C8jSeaprFt27a4tdZkQWZ3sP1l9pfZHeT2l8l9/vaXuexI7ajmEIILCITKCjJ49e+uG1Dzk+NxTYlRY25nn7pTVfBn9Y0cE6EQnb//3wnP23jidDq5+eabU/oOYTBkdgfbX2Z/md1Bbn8Z3R15eaN636gDId8g64m9fryVvIt4ZukohtHXNcqpKnQVzLSei3AYva0dkWKRtAx3BoMhszvY/jL7y+wOcvuninvgyJFx/fxRB0LXzC/is0/spaqula5AmK5AmD/UNPPlp6sv6uHz0aax6PIaYDaNHQv1BW8iFAIh0L3eic7euKFpGtu3b0+Zf4xkkNkdbH+Z/WV2B7n9U8m9+ZvfQu/uQe/uHvrR2Tmqzx91ndnd11Zwqq2XOx7fa80nJICbF8/i/htH1043EUSrCXtiAqHi/Ax62vuaxoxQCBQFvbMTZ9HF3el7pLhcLm5NsZFwI0Vmd7D9ZfaX2R3k9k8l98Dhw7y/YsW4ff4FNR5u+sQS7vlwBTVNZhS2uDg3bgTZxUh0toC2npC17bqF0znS3NdZOv2DH2D2P/8zSgq1rQoh6OrqIjs7W8phpLK6g+0vs7/M7iC3fyq5u0pLmfXQt4feSQiavz1wUseRMOqmsZqmTr78dDUANy2ZxU1LZlFakMHrx1upuogXXY02jdW39XXoPt3WQ09mnvXc6O5JqSAIzGrS1157LSWqSZNFZnew/WX2l9kd5PZPJffCu+4k86qrhn6sWkXhXXeO6vNHHQg98PzUHD4fbRrrDfedHB6nSm9mDiLSyKedPz8peRtPXC4Xt9xyCy7Xxd+RfayR2R1sf5n9ZXYHuf1TyT3/ttvGdL/+SDd83jDMFed7Q31LbHhcDgyHk94Ms3ksFQMhwzBob2+3/GVCZnew/WX2l9kd5PaX2T1ZpBs+Hz0p/DGB0Jt1bQD0ZOUBoLW04P3f/6Vj69YJz994oes6b731ltU0KBMyu4PtL7O/zO4gt7/M7ski3fB5q2ksJhByqGaTWDQQQtfx/fZ3dP/xVUSKnEQul4sbbrghJapJk0Vmd7D9ZfaX2R3k9pfZPVmkGz5v1QiFBwZC3ZnxQ+gdbjdaaxuuGdMnNpPjgGEYtLa2UlRUhKqOOv6dksjsDra/zP4yu4Pc/jK7J8sFfTubPrGE3X93HT/59FJ+8umlZvqOpRw+M7pJjSaCaCAUiARCDlWxhhZaNUJEJlUEgu9dvB2/k8EwDGpqaqRsL5bZHWx/mf1ldge5/WV2T5YLDhNLCzLihs93BcJ8+anqscjbuBBtGguEzZPDqfbNr6AWTbPSIhg096utncDcjR9Op5OPfOQjUq07E0Vmd7D9ZfaX2R3k9pfZPVnGrL7sDzXNfPaJvVz+0PYpMWosqPXVCEVZuHhe346RWqLA0fdSYs0xwzBoamqS8u5AZnew/WX2l9kd5PaX2T1ZLigQOnymk3/4zSHKH3iRLz1Vjbc3zL/82RIWzc4d/s2ThGEYCCEIRmqEYgMhf3a+lVYz0gEQgQChkycnNpPjgGEY1NXVSflPIbM72P4y+8vsDnL7y+yeLEnXmXUFwvxyXz1P762nvr2XbI+LnHQXv/+ra6zlNa6Zf/Guz+V0OukN6UTXni/N71sSJDYQQnVYyUBtLWkLFkxQDscHp9PJmjVrJjsbk4LM7mD7y+wvszvI7S+ze7IkVSP02Sf28oGHtvPdl46yan4Rv7hzJe8+eD1L+q0xdjGvN2YYRtyCq7kxcx61p/WtNxbtLA0QqD0yMZkbRwzD4PTp01LeHcjsDra/zP4yu4Pc/jK7J0tSgVC2x4nAHDr/pWsruPoirvkZDMMw6I4JhLI8fZViu0540bPMYEhvb8dVXAxAqL4evbt7YjM6xsjcXiyzO9j+MvvL7A5y+8vsnixJNY09escyfIEwLx5s5p6nqlEU+Njls+j0J55l+mLE6XTSHhMIFWS6Kc1P50C9FwCtYBqO7i7C586R8aGV6G3teBZVorrdk5TjscHpdLJq1arJzsakILM72P4y+8vsDnL7y+yeLEl3ls7xuPjUijJ+/5Vr+Mmnl9LeE6bTH+azT+zlDzVnAaxV6S9GdF2PqxFq6w6ydE5f3yAtOoQ+HCbjgx8k///dTvqSJShTPBDSdZ3jx49LOd26zO5g+8vsL7M7yO0vs3uyXNCosdKCDL5x00Je/bvruP/Ghew+dp4PPLSdlw41j1X+xhwhBL3BvhPjxPkeemKe64V9s0iHmy9ej2QRQtDR0YEQYvidUwyZ3cH2l9lfZneQ219m92QZs5mWFhfn8i9/toR/+bMlfPzf9oz4fZ3+MA88fxAAn1/ji9dWcM2C4fsePfD8ITr9IR69Y1lS+XQ6nQOW11BiXtenzbDS4eazpF9+eVKff7HidDpZvnz5ZGdjUpDZHWx/mf1ldge5/WV2T5ZxWYDkqS+sHPG+X36qmmvmT+PRO5bxkzuWcs9T+4ftc/SzV+t4/XjrqPKm63rcyvOqonC+O2g9N4r6aoS0s80YgQDhc+cIvPf+qI53saDrOkePHpWymlRmd7D9ZfaX2R3k9pfZPVnGJRDK8Yxstdv6tl72HG/l0yvLAHMo+zULinj0j8cHfc+2Q80cbPTyxWsrRp2/3lBfHyGHqrCz9pz13JgW0zR2ppnWn/6Msw9+m/M/+hGG3z/qY14M+Kd4/i8Emd3B9pfZX2Z3kNtfZvdkmNQlaWvOdFLWb86h0oIMDjf5Eu/f1MnTe+t59I5l5GWMLNjqj8PhoDfByvNRxPSYprGzZ3Hk5VnP9c6LdzHZ4XA4HFxxxRU4HI7hd04xZHYH219mf5ndQW5/md2TZVIDofr2XnLS47sp5We48fpDA/dt6+Ubzx/kJ3csHdFnB4NBfD6f9ejq6gIgHA4TCMUGQmansmiHMi2vwFpnLNzcjJpjziskhCDc0WHuo2nW3AzhcDguHf2caFoIMSBtfV4kbRhGXFqLrG02WFrX9bh0tOpzsLSmaYRCIWpqaggGg1Z+Yz2molNseignXdc5ePCglZ9UcEqmnDRN49ChQwQCgZRxSqacgsEgNTU11neRCk4jLSdd1zl06BChyASxqeCUTDnZ173RX/ei+ZKBSQ2Eygoy8Pnjv+yO3hB56QOHqn/3D0eob+vl4/+2hzUPv8I3fn2QbYfOsubhVxL2Kdq0aRO5ubnWo7KyEoCjR4/SGxMIOVUFX5ePnp4eAI6drodILVDv6dO0R06M9o52ztedAGD37t20tpp9lHbt2oXX6wVg+/btVsC1bds2AoEAmqaxbds2NE0jEAiwbds2ALq6uti+fTsAXq+XXbt2AdDa2sru3bsBaG5upqqqCoCGhgb27dsHwMmTJzlw4ICZ32PHOHjQ7Gx+5MgRjhwxZ8E+ePAgx44dA+DAgQOcPn0agP3799PQ0ABAVVUVzZGRcVPR6WRkDbh9+/YN61RfX09npEYvVZySKSdd13n55ZdTymmk5bRnjzl44+zZsynjlEw5dXR0UFNTk1JO9nVv/K97r776KrKgiEkcW1ff1sua773Cqe/eYm2756n9lBZk8MBNlw353m2Hmnnh4JlBR40Fg0GCwb5O0E1NTVRWVnLq1Cm2VPt4em89AFeVF3DZrGxOtfaiKArfumUhxj13Ejh0CBSFkiefwPvfP0cIQe6f/Sm5N96IpmmoqoqqqoTDYRwOh5V2Op0oimKlwYzQY9Mul8uKuF0ulxW9R9OGYeB0OgdN67qOEMJKg1kNOlha0zQURbHS0bwPlradbCfbyXayneR2On36NPPmzaOhoYGSkhJSmcmtESrM4Jr5RVZQ0ukPs+dYK3esmAOYo8P2HBvd6LC0tDRycnKsR3Z23zpisaPGXE6V6TnpKJHmsAyPG9esWeaLQqBEqhsVRcHwmX2XnE4nqmp+dS6XKy4d/ZxoWlGUAeno50XTqqrGpaMn5WBph8MRl462AQ+Wju574MABFEWx8hvrMRWdYtNDOem6Tk1NjVUtnApOyZSTYRi888471r6p4JRMOSmKwoEDB6wfnFRwGmk5RZtHoqSCUzLlBPZ1b7TXvWi+ZGDSTX9yx1IeeP4ge46fx+fXePSOZZQVmh2oXzh4BmBE8wolQ+yosTmFmXicffFgIKzjjqwxBmDErDE2lTtLA6Snp092FiYNmd3B9pfZX2Z3kNtfZvdkmPRAKDfdNWjz1gtfWT3o+66eX8Ti2blJH8/hcOAP9y1C9/XrL42bCTuo6WSW9AVCeqTNuH96quFwOFi4cOFkZ2NSkNkdbH+Z/WV2B7n9J8rdf/gwXS+9hO/l7eTffhuFd9016L66z0fzN78FgNHlo/Cuu8i8CNZDm9SmsQshN91l1Rwlg6Zp+GNqhNJdDjp6+zpbn+0M4o5pDw03N6NmZgJTOxDSNI233npLqpEAUWR2B9tfZn+Z3UFu/4lyNzo7yb7pJtylw/cjarr3XjJXraLkx49Q/MgjNN77N+i+xNPlTCRTNhAaLYqiWKPGnKqC26lSkNk3J1GaS8UVGwg1NuHIzQHA8HVNbGbHEEVRyM/Pt9qIZUJmd7D9ZfaX2R3k9p8o98xVq0hftAg1O2fI/UINDfRUvUH+7bcB4MjJIfOqq2h77LFxzd9ImPSmsYnG4XBYnaXT3Wans1s/WExIF2S6HVw5Jx8R7KtpCjc2MvNnPwWnCzXdMyl5HgscDgfz58+f7GxMCjK7g+0vs7/M7iC3/1i5d3V14YuptUlLSyMtLS3pzwkcrsVVWhq3zV1aQqC29oLzeKFIVyOkaZq16KpuCJ7YcxKPy8FnPzSHTywtMUcXeDw4ppkdtENNjTjy8nBkZaJM4Rk6NU2jqqpK2ipiWd3B9pfZX2Z3kNt/rNwrKyvj5uTbtGnTqD4n3NiAI2b0NoAjLw/dO/mDkKSrEVJV1WoaEwIaO3oT7ucuLsF/vhX9fCtGIIDqmbq1QWB6FxcXW0MsZUJmd7D9ZfaX2R3k9h8r99raWopjRlKPpjYIwFVSit4V371E93px5CU/6Gmske7sUFXVahpzqApONXH7aVw/oaamCcnbeKKqKnPmzJH2giCrO9j+MvvL7A5y+4+Ve3Z2dtycfKMNhDyLKglHZsKOEmpoxBNZ9WEyke7sCIbChHRz+LxDVXAMcpK4YobQ9769H99LL+H99fOEz5yZkHyONZqmsXv3bmmriGV1B9tfZn+Z3UFu/4vBve3xx+mJLC3iLi0lc9VVdDzzLGAOpe954w3ybr990vIXRbqmsYDet6KIQzEXXU1E7BD6wKFDaJG1W9xz5+CaPXtc8zgeqKpKRUWFtHdGsrqD7S+zv8zuILf/RLn7Dx/G+8yz9LzxBuGGBkL1Dcz6zkMA+La9BGDNFVT8yCM0f/Nb9FRVYXT5KHnkR7j7daCeDKQLhMJaTCCkKjgHqxEqK7PSWmTVeQCjN3GfooudaHuxjMjsDra/zP4yu4Pc/hPlnr5oEenfecgKfmKZ9/yv4547cnIo+fEj456nZJEuTO4K9C3EajaNJe4j5J4710pHa4MAjF7/uOVtPNE0jV27dklbRSyrO9j+MvvL7A5y+8vsnizSBULhmKYxdYhAyDltGmqGOZ+Qdu6ctd3wT90aocWLF0tbRSyrO9j+MvvL7A5y+8vsnizSfUMBrW+dMYcy+KgxRVFwzZkDgNbSgoisQi/8U7NGSFVVpk+fLuU/hczuYPvL7C+zO8jtL7N7skj3DfUE+qoJh2oaA3BHAiEMAxEImMkp2kcoHA7z8ssvEw6Hh985xZDZHWx/mf1ldge5/WV2TxbpAqFgTNPYotm5XFGWN+i+7rlzrLQRqQmaqn2EHA4Hy5cvxzGFZ8ceLTK7g+0vs7/M7iC3v8zuySLdqLFgTNPYlXPzWTanYNB93XPmWmmjtxcKC6dsjZCqqhQUDO6aysjsDra/zP4yu4Pc/jK7J4t0NUI9gZCVznAPHSlbTWOAiFQvTtXO0uFwmBdffFHKalKZ3cH2l9lfZneQ219m92SRrkYoFNM05nENEwjNm2ulhaaRNr8C57Rp45W1ccXpdLJ69WqcTumKXGp3sP1l9pfZHeT2l9k9WaT7hmJHjblUFU03cA4yvbQzPx9HURF6ayvC72fa3/4tijJ45+qLGUVRyMnJmexsTAoyu4PtL7O/zO4gt7/M7skiYdNYXzXhf7x2ghcONg+5v+eSBQDoHR3oMRMrTjXC4TC/+93vpKwmldkdbH+Z/WV2B7n9ZXZPFukCocjC84A5fN7jGvorSFtwiZUOvPf+eGVr3HE6nVx//fVSVpPK7A62v8z+MruD3P4yuyeLfIFQTNOYqkDaMP2E0i7pC4SC70/dQAiQ+h9CZnew/WX2l9kd5PaX2T0ZpAuE/OG+CRVVRSHNOUyNUEwg5P31r2n+1oME6+rGLX/jhaZpbNu2Tcp1Z2R2B9tfZn+Z3UFuf5ndk0W6QEjrt9ZY+nA1QvMrINJBWjt3Dq2lZUrWDDmdTm6++WYp7xBkdgfbX2Z/md1Bbn+Z3ZNFukAooPV1ElIVZdgh9Gp6ujWfkNHTgzAMAlMwEAKkvjOQ2R1sf5n9ZXYHuf1ldk8G6QKhUDh20VWGbRoD8FRWmgkhMHp6CNWdQEyxE0zTNLZv3y7lP4bM7mD7y+wvszvI7S+ze7LIFwj1axobrkYIwLNkiZU2uroQoRCh06fHJX/jhcvl4tZbb8Xlck12ViYcmd3B9pfZX2Z3kNtfZvdkkS4QCsY0jSkMP7s0QPriRVZa7+oyP+fY8THP23gihMDn8yGEGH7nFENmd7D9ZfaX2R3k9pfZPVnkC4QiTWOqYs68Odw8QhBpGot0mDYigZDWcm78MjkOaJrGa6+9JmU1qczuYPvL7C+zO8jtL7N7sihCknCxsbGR0tJSVv79M5zVM8lJd/LMxqu4dEY2qjr8shl1H/sYoeN1oChkXnMNnksvYfrXvz4BObexsbGxsZlYor+ZDQ0NlJSUTHZ2xhX5aoQiTWMZLieXzcoZURAEkL440k9ICIzubsItLeOVxXHBMAza29sxDGP4nVMMmd3B9pfZX2Z3kNtfZvdkkS4Qis4sPZImsVjSr7jCSuudnRi+Lgy/f0zzNp7ous5bb72FruvD75xiyOwOtr/M/jK7g9z+Mrsni3RNY+V//XP09AIunZHNy3+zZsTvD544yYmbbwYg/YMfpPhHP8Q5YwaKKl0saWNjY2OT4thNYylMOFIjpBkG753tGvH73PPm4igqAiB47BjOadMAcxRZuLkZvbNz7DM7hhiGQUtLi5TVpDK7g+0vs7/M7iC3v8zuySJdIGRE6r/aukM8f6BxxO9TFIXMFcvNz+jpIXDkKN27dnHm7+7j7EPfoef118cju2OGYRjU1NRI+U8hszvY/jL7y+wOcvvL7J4s0gVCUVRVweMcfg6hWDKWL7fSPW++ife5X1vP9Z6eMcvbeOB0OvnIRz4i5bozMruD7S+zv8zuILe/zO7JIm8gpIxsMsVYMj70ISvd+dvfxr1mdF/cgZBhGDQ1NUl5dyCzO9j+MvvL7A5y+8vsniwSB0Ijm0wxlrR583DNKQMgVFeHCIet14zu7jHN31hjGAZ1dXVS/lPI7A62v8z+MruD3P4yuyeLtIGQYwQrzyci+8MfttJaR4eVvtgDIafTyZo1a6SsJpXZHWx/mf1ldge5/WV2TxZpAyFVHdnK8/3JuvZaK623tfWley7uQMgwDE6fPi3l3YHM7mD7y+wvszvI7S+ze7LIGwiNskYo48orUbOyANBaWxGRyaqMi7yztMztxTK7g+0vs7/M7iC3v8zuySJ1IJQ+ikBIcbvJXrfOfKLrVq2Q8AcQF/Hidk6nk1WrVklZTSqzO9j+MvvL7A5y+8vsnizyBkKqMqqmMYDcj3/MSscus3Ex1wrpus7x48elnG5dZnew/WX2l9kd5PaX2T1ZpA2E0pwqHnfyNUIAGStXWjNLh06fxggGgYEdpo2eHnr27rsoZp0WQtDR0YEkK6rEIbM72P4y+8vsDnL7y+yeLNKtNVb8pf/CmVPEtz9eyV9ePW/Un9fygx/Q9h+PA1Dwuc9R9OUvo2ZmoCh9q9m3PvYf+KurcVeUM+Pv/u6CHWxsbGxsbCaCZNYa030+mr/5LQCMLh+Fd91F5qpViT/3q/fS9fLLcdsu2bcXR07O2GR8FMhbIzSK/kGx5H/qU+bQM8D3wguobldcEATgr64GIFR3YtKjcl3XOXr0qJTVpDK7g+0vs7/M7iC3/0S6N917L5mrVlHy40cofuQRGu/9G3Sfb9D95/76OS47esR6TGYQBBdBINTpD3PPU/u556n9fObxvew51jrovnuOtfKZx/fymcf3subhV9h2qHnUx012MsX+uGbPJvujHwVAO38e3/YdQ+4fO/niZOGP6c8kGzK7g+0vs7/M7iC3/0S4hxoa6Kl6g/zbbwPAkZND5lVX0fbYY4O+Z7IDn/5MeiD05aequWb+NB69Yxk/uWMp9zy1n07/wKCh0x/mM0/s5V/+bAn/c9dK/uXPlnDPU9XUt/WO6rhpSa4zloj8z37GSnf84hcDXvcsWmSlRe/o8jlWOBwOrrjiChyOC/eeasjsDra/zP4yu4Pc/mPl3tXVhc/nsx7BSJ/YKIHDtbhKS+O2uUtLCNTWDvqZZx98kJOf+CSNX70X/+HDF5S/sWBSA6H6tl72HG/l0yvNZSty011cs6CIR/94fMC+ueku7r62nNwMFwDXLCgCoObM6Doi737/PF2BC6ulyVi+HPf8+QD4330X76+fj3vdkZNtpY1JvivRdZ2amhppq4hldQfbX2Z/md1Bbv+xcq+srCQ3N9d6bNq0Ke71cGMDjuzsuG2OvDx0b+Lf5pIfP0LZk09S9l//iSM3l1OfXD9kM9pEMKmBUM2ZTsoKMuK2lRZkcLgp8ZfywE2XkZtuBkLRWqPFs3MT7hsMBuOi2K6urrjXjzb7CIXNeX90XbdOFk3T4tLRyagSpRVFIecTf2Z9ZusTT1h9gcLhMIonHQEYwkDv7UUIQTjSRBabNgwjLq1F5iMaLK3relw6mt/B0sk4RfMem451EkJYeY9NX+xOhmGknFMqlpPtNPZOQoiUc0rFcrrYrnvRfNXW1tLZ2Wk9HnjgAWJxlZSi9/t91b1eHHmJf5ujOHJymPWdh3CVluJ76Q9D7jveTG6NUHsvOenxkz3lZ7jx+kPDvve7Lx3l7mvLKSvMSPj6pk2b4qLYysrKuNcDAT91x48BcPDgQY4dM9MHDhzg5MmTAOzbt4+GhgYAqqqqaG42+yTt3r2b1lazL9OBoiJwuwEInzhB29tvA7Bt2zY0lxMhDFpaWgh3dRMIBNi2bRtgVjdu374dAK/Xy65duwBobW1l9+7dADQ3N1NVVQVAQ0MD+/btA+DkyZMcOHAAgGPHjnHw4EEAjhw5wpEjRxI61dfXs3jxYvbv3z+s065du/B6vQBs377dCiK3bdtGIBBA0zTTT9Mm1Wmk5eRwOGhubrY8UsEpmXISQjB//nxejozUSAWnZMrp9ddfZ/HixbS0tKSM00jLyeFw4HK5OBxpfkgFp2TKyb7ujf669+qrrwKQnZ1NTk6O9UhLSyMWz6JKwpF8RAk1NOLp95s7FI7coYOmcUdMIi8ePCNWb94Vt+1fttWKO/7jzSHf99Sbp8WX/uftIfcJBAKis7PTetTW1gpAFH/pv8Sc+18Q6x/dI3r8QSGEEJqmCU3ThBBChMPhuLSu60OmQ6GQOHXXXaL20oWi9tKF4r2rrxFtTz0les+cEfV/9RVx+u4vilMbN4ruvfuEYRgiFAoJIURcWtf1uHQ4HB4yrWlaXDqa38HS4XBYBINBUV1dLQKBwIicYtOGYcSlo3mPTU+G00jLSdM08fbbb1v5SQWnZMopHA6L/fv3C7/fnzJOyZRTIBAQ1dXV1neRCk4jLSdN08T+/ftFMDjwWjdVnZIpJ/u6N/rr3smTJwUgGhoaxHCc/tznRPuvnjHz29kpji5fIYL19UIIIVr/4z9E9+uvCyGE6K2pEUeXr7De11tTI46tXTfs5483kzr39uLZudS3x3cibmjvZVHx4D3Kf/ZqHafbenn0jmWA2UQWbS6LJS0tLS5y9fVrg3SoKmlu832xnclipyMfSdrlcpF78y349+5DhELora34XngRd0kJhMMogKKoiGAARVFwucxjxqZVVUWNDMUfSTo2vyNJO51OdF0nPT0dp9Npfc5QTqNJT7TTSNO6rpOZmWkdKxWckvHQdZ2MjIyUcuqfHsrJ6XSSnp6OqqpW3qa600jLKVr20eep4DTStH3du7DrXjJLcxQ/8gjN3/wWPVVVGF0+Sh75Ee5IB2rftpcAyFy1ivRFi8i86ioav3ovjtxc9M5Oyp58YsTHGS8mNRAqK8zgmvlFPL23nk+vLKPTH2bPsVZe+MpqwAx6Fs/OtTpGP/D8IeYUZrDpE0sAMwh64PmDVlCUDA5VxaEqw+84AtIWLMA9Zw7BSPWldu4cakZfk13urX9C1urVY3Ks0eJwOFi4cOGk5mGykNkdbH+Z/WV2B7n9J9LdkZNDyY8fSfjavOd/Hfd8sP0mk0kfPv+TO5ay5/h57nlqP19+qppH71hm9ft54eAZa1TY03vr+eW+er770lHmfuNF5n7jRT7w0PZRH9fjGpsgCMA9dw7OWbNQIjVQ4aYmet9513pdzZ78ORM0TeOtt96yOsDJhMzuYPvL7C+zO8jtL7N7skz6srS56a5Ba3SiNUMAn15ZZg2zHwvcYzCPUBRHVhbuuXPQzp0j+N57AHh/9SvcFRUoioKa7hmzY40WRVHIz88fMPu1DMjsDra/zP4yu4Pc/jK7J8uk1whNFu5Rrjw/GEVf+hLTvvY3pF1yCQDhxka0SC9+NT19TI81GhwOB/Pnz5d2YjFZ3cH2l9lfZneQ219m92SRNhBKc4ytujM/n+xrryX/L//C2hasq8MIBPC9vJ2uP/5xTI+XLJqmUVVVJWU1qczuYPvL7C+zO8jtL7N7skgZCDlVhaVz8sfls0V3N86ZM80nuk7w6FECR47Qu3ffuBxvpKiqSnFxsTWCQCZkdgfbX2Z/md1Bbn+Z3ZNFum/I5VTJTHPy/1aMXX+juM8vLiatogIlMsmi7vUSqqtD7+0Zl+ONFFVVmTNnjpT/FDK7g+0vs7/M7iC3v8zuySLdN/TK11bzzrfWjdvnu2bPRnG5zAVXI53Uwk1N5jxDkanOJwNN09i9e7eU1aQyu4PtL7O/zO4gt7/M7skiXSCkquq49qJ3FRcD5pTh0Y7TAKFTpzhz/zcQoeGXDxkPVFWloqJCyrsDmd3B9pfZX2Z3kNtfZvdkke4bGu+TwpGTgxpZiTftkkvIuvZa6zXf73/Pqc9+lnBT07jmIREytxfL7A62v8z+MruD3P4yuyeLdN/QN379Ln/9ywM8sefkuB3DNXs2AEZXF+65c/EsXmw1kwXePciJT3wS3/bRTwY5GjRNY9euXVJWk8rsDra/zP4yu4Pc/jK7J4t0gVBYN+gJaoS08euv4yqebaV1bwfOoiLSr7gC56xZABidnTT99Vdp+OKXCDU2jls+YlFVlcWLF0t5dyCzO9j+MvvL7A5y+8vsniwSfkNmzYzLMf79hAD0TnOxV0dODrO/9z2y1621Xuv+4x85ccvHaP3ZzzDGue+QqqpMnz5dyn8Kmd3B9pfZX2Z3kNtfZvdkke4bEkIA4BrjCRVjcRYUJNwePnWS4n/9V4p/+AOc06aZ+QkGOf/Ijzn5J7fSU1U1bnkKh8O8/PLLhMPhcTvGxYrM7mD7y+wvszvI7S+ze7JIFwhFB4yNZyCUNn++Fejk3HILanY2GStWkLbwMhRFIefmmyl/aRsFf/EXEJn+PHTqFPWfv5Omr32N8LmWMc+Tw+Fg+fLlUk63LrM72P4y+8vsDnL7y+yeLJO+6OrEY0ZCTnX8msYUl4sZD3wDrbUVV2kpOR+7ZcCQfUVVwekgc9UqAkeOoLe2AuDb9hLdr+6m8O67Kfjzz6J6xmbBVlVVKRikpirVkdkdbH+Z/WV2B7n9ZXZPFulqhKymMef4rsirZmTgLitDUZSE8xad+973CNWdQHE4SF+6lJn//E848s1lP4yeHs7/8IfU3Xwznb///ZhMxBgOh3nxxRelrCaV2R1sf5n9ZXYHuf1ldk8W6QKhaFDinMQOZEYwiHb2XN+GUIjcG2+k4qVt5P2/2yGSN+1MM2f+7j5ObbiNnn0XtlaZ0+lk9erVOJ3yVQLK7A62v8z+MruD3P4yuyeLdIFQlPHsIzQYRjDI+Ucfpemr90KkZiqK1t6OIy+PWd/+NuW/+y2Z166xXgscPkz9n/8FJ/7kVs4/+iiB995LupZIURRycnLGdVbtixWZ3cH2l9lfZneQ219m92SRLhDqGzU2sSdH186dNH31XgIHDyV8XW9vt9JpCxZQtmULZU8+QdrChdb24Pvv0/qv/8bJW/+U91d+iPqNG2n92c/wbd+O/513CDU2onu9iHAYvauL8LkWwmfPEj57lpDfz+9+9zspq0nD4bC07mD7y+wvszvI7S+ze7IoQvSrmkhRGhsbKS0t5fevH6RgxizmFWUyKzd9wo7vf+cdWn+2ZdDX8267jeyPXDdgu9B1Ov/393h/9Sv877476uMrHg/uRYvIufZasq5dQ9oll0hzpyCEIBAI4PF4pHGOxfaX119md5Db/0Ldo7+ZDQ0NlJSUjEMOLx6kazz8QGkepaVFE37ctEsvRXG5EOEwjsICCu64g3BLC95fPQOA3tGe8H2Kw0HurX+CsyCfYN0JAocPo3d1mX/b2kZ8fBEIENy/n/P793P+hz/EOWMGWWvWkHXtGjI+dBWOrMwx8bxYkb2d3PaX119md5DbX2b3ZJDuW9J1fVKOq6anU3jXnfQeOEDOjTfimjkTR1FfQKa1Jw6EAHSvl45f/sp6XvTFL5J+xQcJ19fTe+AA2rkWtJYWtPY2jJ4ejO4eVE8aamYmqA5EOEzgvaNoTWf6jnfuHN6tW/Fu3QouFxnLlpmB0ZrVuCsqUuruSdM0tm3bxs0334zL5Zrs7Ew4tr+8/jK7g9z+Mrsni3RNY/X19ZSWlk52dgAQmkbjV/4ahMA9Zw4zHvhG3OtaRweOzExCDQ20fO/71va8228j+7rr6D1wgPYn/5O0yxZS9KUvDRm8CCHoPXGCQFUVPbtfo3fvXsQgy3q4Zs8m85prSLvkEtxz5+IuLcE5cyZqWtrYiE8wQgg0TcPpdKZUgDdSbH95/WV2B7n9L9TdbhpLYU619qCn9zAz14PHNbkzbipOJ87p09HOnSPccg6jtxc1IwMRCuH99a/pfnU3jvx8cm65Je59emcnQgjatjwGQODgIbQzZ3AVF2MEg/heeAFXcTGZH/pQ3PvU2bMp+MxnKPzsZzH8fnr37aP71d10795NOGbx1/CZM3iffXZAfh0FBTiLinAUFuAsLMJZWIijqBBnYRGqJ4kgSXWgZmZaD0dWX1oZpzuX6AVBVmx/ef1ldge5/WV2TwbpvqF/23WM7MIu7rtxIZfOzJ7s7JBz000gDNKXLrVqXDp++Ut63ngTMJvF/NXVce8xOjsJnTwVty1UX4+ruJjO3/6O7ldeAcA5bRppFRWA+Q+xfft2q5pUTU8n69prybr2WoQQhE6eonv3q/Ts3k3PW29DgpEGent73Oi28UBJM5v01KysSHCUgSMzks7NwTVrNq7Zs3EVz8ZdUoKjqGjYu53+7rJh+8vrL7M7yO0vs3uySNc0dtsPfk9WwQz+/pbLqJiWNdnZGoDe3c2Z++6HyDxBRV/+MoHaWiu4GYys664j77YNNH7pHmtb+gcup+hLX0o6D0ZPD4HaWkKnTxM6dYrwmTOEm88SPncWvbVt0Ca1yUDNyMA1dw6umbNwTpuGc/o0nNOnm+m8PNScHNT09MgklQqKqpgLzqkqKApqWhqKx2MueWJjY2NjA9hNY1LgnoQJFUeC/8ABKwjKvv560pcspuf1PcO+L3T6NOGmpvjPeveg2c8oLw9hGHT39JCdnZ2wBiVQW4uakYFz+nTUzEwyli8nY/nyAfsJITC6u9FaW9Hb2tBa29DaWkHTRuwoNA2jpxejpxu9p8fq4G3+7Tb/9vSg9/QkrJmKxejtJVh7hGDtkREfPxFKWhpqejqO3FwceXmRRy5qbq4ZLLlccQ/6PVdcLhS3e0BApbjTUDMzUDPiH8k0AYpwGMPvNx+9vYjIX8PvBxSUNDeq2206ZOfgyMtDzcywylkIQVdX16Bln+rI7C+zO8jtL7N7skgXCEUrwJwTPKHiSOnd95aVzlh+JQB6R8fAHZ0O0MwRcJ4li0mrmE/Xyy8P2K35gb9HSUsj7wtf4LXTp7j++usTVpO2/ed/YXR14cjNZfbm7w6aP0VRcGRn48jOhnnzktVLGiMUsgIkvb3drJ06c4Zw0xlCDQ19AeAFjgYUwSB6MIju9cLp02OT+SFQXC4zIMrIMIOn6IVKMWusRCBgBj6BwLDBYEJcrkhQl4uak0tbOMSsSy7BVVBoBnn5+ZG/ZtDnzM9Hzc5GScGVqjVN47XXXhv03E9lZHYHuf1ldk8WaZvGNq+/nKKsi2cUlP/wYdp+9jNE2KxZcc6YwcxvP4iiKDR8cWDzVsm//hgUxapZ0Fpbaf7Hb1qvK+kehD8Q957sG24g95abUdzuuO1Gby9NX/vbuG15t91G+gcux1lYOCZ+44nQNLS2drTz581pBFpa0M6fR/f5MLq6MHp7I0uaCIQhzLQQCENHBENmDUsgYNZCdXZidHVNttLk4XKhejwonjRUTzqqJw3F5e4L1GIuFwIRTfQhBBgGQtdB182lYHS977kQZuDncJhBl0NFcThRHKp5bJfbrFkb8DBr3NTo8/77pcW8FnmgqIhQyHyEw5G/IUQoHPkbQmg6wtDBEGDoCN0wa2SFQHE5I8eKqQl0OlGcLhSn03zd6ezb5nKaTrHPnZF9HE4Up6PvdYfD/A6czvhtqmrfvdtcFNhNYylNpEZIvbguNt27XrGCIICsa6/F6OnFf6Aad0U5odOnrRogAL2rKz5IURSc06ahnT9P2oIFTP/brxE6dYpz390MmD9abS+8QPDkSYo+/zkceXnWW7WWlgH58T77rFlTEDlG957X6amqIufGG0i79FJCp06DoeO57LIB7xWh0IBgazxRnE5cM6bjmjEdWDTgdcMw8Hq95OXloY6gL5DQNPTOTnSvF73TZ/6IhiM/nuEwaJq1zQiFIDYde18hzJomo7c34UNE/0bXjRN9QVq0qU7JSDcDkvR01Ix0lPR01PQM6zkoiFAQIxhCBALoXV1mvqOPzk6E3z/yLzMcxgiHoauLyZlxy4YENYRKTDr2Ebc9UVqY4ap13g+2XzTJIK8n2i/h69YOA/YThhlkWoFnJDBG1819HCqK6kj81xEfMMYFj04HiupAcTrMgNPRl8ahEtJ00jIyUJ1Oc99IUGoG486+z3c6QHVEAmHDvGlKmDZAYO0fe7zYzx2Qdjrjt8cGwTGBsPlliYR/rXoLAQgj5qYueu3o22boOl1dXWRlZKIqkfca5g0hhmE+j/kcYUTfa24LnG8d4Qk79ZEuEIqeR5Ox6OpQZH5oJYHDh830qlVkXfdhRChEz57XCZ0+jZKWhqOwCMXtxpGTY95hx+AsLGTGP/4Dwffes0aKuWbPtl4XQtDp9eKONCd5cnOtO0/t/PmEeQoeO0boRB1ZH/0oHb/8Jeg6rY/+1HrdPXduXCDkf/dduvfsIXj0PWY++C2UtDREIIBz2jTAXHRWUZQxC5LMvkY9OHJzh9xP13XeeustPvKRj4woEFKcTpyFhVOiNmwkBLu6eG3bNj60aBFKdzd6Rwe614sW+at3eNE7OswmyGAA4Q/E/A0igsG+HziISysJtqGqfTUeqmpe6KO1QIoysJbIMBCahtC00TUDphoJFlQerNp+pNX5sge1SdwKpBwJOlaMiO5Jmnx4MpAuEIr++F9sgVD6lVeSHwiAEGRefbUZMKSlMeOBb5ijtFTVrGIfAjUtjfTLL7eeK243zpkz0M6eQ1VUpk2bBn4//oOH8ET20zo6Bl3DrPuVV0BRCJ87l7APTqihAREK0fGrZ3CVlBA6eZLAoRoAul55hd59b2F0d1P0xbtxFBRw/kc/AqeTwjvvJHTqNBlXLrugYKP1Z1sI1NQMuk5bFKcQXDtvHk45WoEHkJadzdrbb5/sbIwIYRh9zVj9HkYoZDZlWk1c/V4LRZq9ImmEEd+MFu3QHv3rNpu4rMBNUc0mOtUBCjE1gWGreY1IwCbCkb/aUNv0mOdm4Cd0zUwbhrlP7Dbd3B8j5k6f6B26iH8gYu7oE9QeRGsQYpsvL2S/yN8BzaExn5H4c/v2iwbDqIpZ06Oq5jZVtZqq0Q3rb1zTarS51Q6UbcYB6QKh6L/mRK8+PxyKopC1enXi1y6gBiXnhhvoePqXpF+5jPDq1bjffptwXR3hxkZcJSV0/OIXBIYacSWEFdwMQNfpfftteqqqAOJqZrr/b5eV7nj6l0z72t/gKi4heOwY53/0CABdO3cy476/s2qMBsPo7cX/7rv0vvU24aYmsm+4geyPXEfeJz9BW0cH3mefRXGopC1YEFcLBuYPa8uPf0zXkSPkfPAKpn3lrwbtg+E/dIiOX/2K9CVLyNuwIWU6DhuGQWtrK0VFRSOqEZtMFFVFSUuDMZzFfCr5jzWp6B4fROp9aU0HXYt73QiH6WhtJTc7GyUaVGmR4LN/WtfNIFRRzWk2VBUUNRK49UtDX42mpkf6l8XkIRIEW2k9sj2s9aWt4LcvULaaCQc0O/alreuXEmlCVRVzW/S5Yk4TIgB/IEh6RgaKle+ol/l5SsxnmM/7Pkfp9ML9909gyU4e0gVCQoAjeuJIQOZVV5HxoQ+h6zq7d+9mzSc+Yc002vvWW4MGQRkrVhA8UYfe2rewa/qypaQvWUK4qYmuHTsBaH/6aev1rA9fS/eePeht8ZMuRvvbhBoa4rYbXV20/PBH5G3YQMbSK6ztoVOn6HzxRcL19ThnzyZ8+jRGb1/ltve55/BcegndVVXWlAEdv/wVOB0U3nkn3a++SvZHPoJnyRJ6XnuN4PE6unxduA8fpmvHDrSW82jnzpJ7662kzZ9v5qW3l/b//jlGdzfdf3wVo6eXgs9/DsPnA1VFzcqyzplQYxNdO3bgnD6NnBtvtAImIxSi6+WX0VrbyLn55kifpbHF6Okh1NiIe+7cES95YhgGNTU1rFmzJmV+DJNBZv9UdFdUFdxuRnIF1zSNo2fOsGbRIulmWNY0zbzmr1kzKvdAY6M0gZB0o8beP3GSGbOKyfHYwwmFpuF76SV8L/0BDAPnzBk4p09H+P0U3n03oVOnaf3ZT0E3SLvkEgr+8i9w5ucTbmnh7LceHPB50//u6+jt7bQ9+Z9xnYZn/MPf4y4tpWPr1riaov7vjfZt8j7/G7q2bx8030paGgV//lk8CxfS/K0HMXp6Eu6Xt/6ThOob6N23b9DPmf439+KeO5fe6mraHvuPQY/pqbyMaX/91wD0vPkm7f/13wC458wh85qrcZWU0P7zn6M1nwVAzcxk5jf/0eqUrrW3Ez7TjAgGcJeV0fv22/gPHiL31j/Bs3DhgOMFT54kdOpUZHSSG8/CS0FVOffdzejt7SjpHrI//GGyb7oJNVJjGD53jq6dO1FcLtwlJXS//jpZq9eQ+aGVCZ2ifazUnJykbgyEYRA8fpxQXR3O6dNJ/8AHrGZbIURSn6V3dRE8epS0yy7DkZXcBKdCCLTz53FE5nqysbEZO5IZNab7fDR/81sAGF0+Cu+6i8xVqy5434lCrhAZSHOoUgZBhmHQ3NzMrFmzrDtDxekk9+MfJ/0DH8D/7rtkXHklrlmzrPekL17E7E2bQFHifqRc06eT/6n/R8++fRhd3Rh+P+lLluAuL0epqEDNzKTjmWdxFhZS+MW7rR/q7I98hJ7X9iBCIdI/+EGMgJ/g0ffIvv56KwgCBkwMCeZcSdnr1uF/911y1q2zAozCjV/A9/vfEzxeF7e/4nKSsXIlWR/9KJ4PfoAz//pvpHnS+kbFYI7owmmeCxlLl+L8x3/g3D/9c8LvLy0mWMlYuZKOp55ChDVz9u0E8w5lrFiBGtNUeP5HP0JLMAqj9ac/I2/DBjKvXhUXQAQOHcK37aW+HWPmjQIQ/gA9VW+QvW4dRL7f4PHj9LwWP/lme90Jul/bTW9+PnM+/3mr7IWu0/ztb6O3tuEoKsSz8DIcuTkoHg/OggIAet/ej5qeTsGff7bvuJpG2xNPmhN/RnDk5ZH14Q+jd3bS88YbuEuKKfjc5+L6f7U88gjauRbyNqy3Omgb3V30Vh9ABIM4cnOZ9tW/ju/gbxj4q6sJHj+O1taG0d1D2vwK0i5dSOjkCXqrq9Gaz5J94w3k/emfAhBuacH3+98DCo68XNxz5+IsLeXcmTNk19djdPpIm1+Bo6AA95w5qB4PYNa0de/ejSO/gIwrlyF0neD7xxDhMK4Z03HOno3e0YHiTsORlWnlL9zURLi5GdesWShuN8Hjx3FkZZmTXQphTqCZnYO7rLQvWAyHCZ48iSMvj3BDAyIcJuPKKxGhEFp7B2qae8ilY4Su43/nHfP/xOHAc1kl7rlz4ibzjAak/f/vRShE5+9/T/D998lctYrM1auTmlVdCEG4oQG9owM1Oxt3WdmgfReFEISbzoAwULOyzIB3/vxhm8LHCqOnh2BjE626RvHChRNeIyY0jVB9A66ZM1AzMsbsc/XOTrTWVtzz5g1Zdomu+eNF0733kn3DjeTffhu6z8fxteuYv3MHjpycC9p3opAuEDISjMiQAcMwqKurY8aMGQP+KdxlZbjLyhK+z5GdeD226DplifBUVjLroW8P2O4sLGT6330d7exZ0pctA0UxL479akQyV11FxsoVYBh0v/IKaZdcSu6f3oricOC55JL4Y116KZ5LLyVUX0/L975vdmgFsq77iJX3tMsv59yf/SkLTp1GdTpwl5XhP3CAcEsLrpkz+r6HkhJKf/ZT2n/+c3qq3ujL97RpcQvYKopCwV/+Je3/9d/W8azvKz+ftPnzyduwPu6HzFVSmjAQEsEgHf/zP2jnz5P78Y9ZPypGMBi/ozaws3rebRusC2y4uZnOXz8/YB+A4PE6Or1egjfcSHpp5M5O161mT721jZ49iWcvd0SCIisbra0EauL7jOleL52//a31PHS6HiXNE7ePe85cgkffG7TWTe/s7Bs6HKHjF7+w1tyzPvvkSatZFsBz+RJyP/7xmA/S6X3r7bj3CCFo72hH5BegKAo9r78OwOzvboJIIKS43fhe3o4IBOj45S+tDsz9Kbzz89aM6yIc5tw//0tCnzgUhVnfecgKAIRhcP6HP4rbJVrDaL3F5SLn4x8j5/rr47Z7f/Nbel57zZwbK4Lv9y+A04Ga5jE7GmsaM7/zHZz5+db/fdZ77xHYv59wQ6O1RE7odD2d//t71OwsRDiM4nZTeOdduEuKrc9u/elPEYaBIy8Po7eXcH19/HmsKCieNPI3bIi7qw+8/z5t//H4wDm5FAXX7NmoOdk4cnPNJuTpfU3IQghaHv4ejpxsUB3mzQpmUKP7fAhNi8xz5aHoi3fHBdt6dw89r+0mfO4coZOn0M6dM8ve68W9ahWq04F29hyZq64y13iM4K85jO/FF82Z9YsKCZ85Q/DkSVRPOmnz5+MqLcHo7cVdWjagdtW3bRvhs+cw/L04CwvRvV5zGhRVIdzYhN7RgSM3h5nf+U5crWX3a3vwv/MOaka6GSzn5KB3eBHhMI68PPS2VlAdZFy5LG4ATLilhXP/3z8hwmHzpmDBAoxAEBEMmH8D5ojPtPJysm69Ne6a3/af/wWAI9+cQFXoBkZ3F0LTcRYVorW2Yfh7ybnxxqQGsYQaGuipeoOyJ580Pz8nh8yrrqLtsceY/vWvj3rfiUS6QEi2duIoTqeTNWvWTHY2cJeW4i4ttZ4nmocoY9kyKx0bgAz5uWVlzPjmP6KdO2cOfY+p2XI6nVxz661x++fcdBOB995LeDeb+4lPEjxeh9bWRv6nPkXWNVcnzKOnspLQyZP07N1H7/638Sy8jMLPfy7h3V/GlctwTp+O0dVFz769A35ku15+GWdRodVhPnP5ctylZWDohJqa6N27D6O7GzUjg6K/+iscebk48vP7PkAIPEuWIIIB/O8ejGuaVBSFwmlFGA31EAmEtA6vObt1TjZ6e0f8/EcxiFAIw+8312sDs5ZKUUi/4grcZaUEjr5H8L334t8TDtPzRhU569ZZ2xw5wy9wHK2diaJ5vcO+J628PC7vie4qFUWhsCD+wu6eMyduLi3F5cKzqBL//mrrxzcRbf/13xiBAFmrV5uDGPrV1CUi/YMfjKsFUdPScOTnJ54xPoIIh+n+v11kX3dd3HIsvfvfjguCLDQdQ+trIjZ6eiE/3/q/9/76eUJ1Jwa8LbqcTcyR415X0tPxv7l3cDkhzIlb1fiBBYrDkXhiUiHMmqxIpa9r5ixcN94Ql5/QyZODHw+sz+1fTsH3jtL5u/+Nz4eiUJifT+hIX1/I/mslilAo4TGN7m7877yD/513APAsWhQXCAkh6Pq/XYM2zVufEwoNaLr1v/uuNV3KULhKiuMCIdXttm6+gsfrBtSER3EWFsVd84UQ+KurB9y4JSLr6qshJhDq6urC5/NZz9PS0kiL8QkcrsUVc00HcJeWEKitHfDZyew7kUgXFchcI9TQ0EBpaWnKdJrsj2v69Li7yyiJ3BWnk/RFAydfBHBkZTLzH/8BIxS2mkESoaan46msxFNZScGff3bIUWYZy5ZZAV7uJz6BCAVR09LoeuWPhJvP4Jo5K+6O2j13Lu65cwHIBPLWrzfv2qNz8vR3nz2bws/9JQBaWxvhs2dxz5lD1/YdKOkeOkpK4nyd04oo/vEjKKqK0duL1tKC3tOD6O1Fa2tH7+zENXs2mR9aGfdDXBA5RrS2K/vGG+nZvZvQ6Xrc8+aS/sEPEm5oMIdJx5C1Zg2hU6foPXCAjCuuIPOqqzD8foSmk75ksXl3nBn/XYtAkLRLLyV77Udxl5aandFfeglhCDwLLyVt4UKcscEgoGRkMPOhh0AB7VwLoZMnCNbX4+vpoWjhZbiLZ6OdP4+rJP5iDJB51SpEIBhpclLN5sK8PPzvvove0YF7TlncCE5FUci69lpEby/+msOIQICMK5fhyM9HzcxEcToxenqsqSpiyV77UXOggqqYa/adb8U1exau2bPNmpczzRg93QSPH7duFvSuLoQ/gJqZiXvuXDJXXYXR6ydQW2vWfoTD1uSACPM6Fz33i8rLAbPvmmv2bNKXLSV49CjB999HhDUUj8ecCNUVP0LVkTNwjq60Sy4hbcF8tPOtaC0tZqCcHd+/S83IwJGbg3OmeUMSnd1dO38+LoDxv/MOObGBkM9nTQQZX7CKOWDB7UIEguY8V/2u5cH33+974nTgLimFNDedNTV4XC4UzClJ1H590RzZA/umOYoKIxOe9g3SCJ08GdcHzujsHDYIwjnwmiCEINzYOPT7Iqjp8TdV+ghnvXcWFsRd90Svf0RBkHnQ+OtLZWVl3PMHH3yQb3/729bzcGPDgJYDR14eurdzwEcns+9EIl1n6ZMnTzI38gMjE5qmsW/fPlasWCFdrZjM7nBx+Qtdn/BpCSbCPzr0ebRTXSTbyXykRN2XX3EFqm4kDOyHOrbQdbO2RFVx5OSYE7sO0lw+EqLzAmntHWjnz+OeUzbg84Suo/t8YBioHg9CYM6qPswNXPDECYyuLrNPVkkxittt+r/2GlfMnYsrsphyf9fojNfhs+fQO9pxlZSYTUeRPk5aSwtqZgau2bPj8io0jfDZs2ZfMI8Hrb3dXMMvM9M8z51O1IwMjN7eAbXEwjD6Zpnv6UFvbzcDPZcbw9eJc+ZMUFQcWZlxNwh6dw8iFMSRlUXwxAlzfqY0j7kUjsdjLhAdqa3RIe68NwIBczLVjg60jg4Upws1KzPifhZnURHOadPMhbfdbus3s7a2luLivubS/jVCvj+8TMsPfsD8HX0DXFq+/30CtbVWE9ho9p1IpAuEZFg3xcbGxsbG5kIY6W9mqKGBunXXc9nRvubHxq/ei7u0JGEfoZHuO5GkZhvJEOgSTRsei67rHD9+XEp/md3B9pfZX2Z3kNt/otzdpaVkrrqKjmeeNY/r89HzxhvkRWazb3v8cWvS3eH2nSykC4QkqQAbgBCCjo4OKf1ldgfbX2Z/md1Bbv+JdC9+5BF6qqpo/Oq9NN17LyWP/MgaFOPb9lJcZ+ih9p0s7KYxGxsbGxsbmzhk+s2UrkZIxipSML2PHj0qpb/M7mD7y+wvszvI7S+ze7JIFwjJjN/vH36nFEVmd7D9ZfaX2R3k9pfZPRnspjEbGxsbGxubOGT6zZz0GqFOf5h7ntrPPU/t5zOP72XPsYHLEIxm38GQtZpQ13Vqamqk9JfZHWx/mf1ldge5/WV2T5ZJn13uy09Vc/OSWXx6ZRmd/jCrN+/itfs/Qm76wIVRk9nXxsbGxsbGxmY4JrVGqL6tlz3HW/n0SnPBz9x0F9csKOLRPx6/oH2HwjHBs9peLDgcDhYvXiylv8zuYPvL7C+zO8jtL7N7skxqjVDNmU7KCuKnHi8tyOBwk++C9gUIBoMEY9a06ew01zKpr68H+prIHA5HXFrTNBRFsdKqqqKq6ojTDocDRVGsdPRYsWmn04kQwkobhoFhGCNO67qOEMJKJ/Lo7ySE4L333uOSSy7B6XSmhNNIy0kIweHDh6msrMTpdKaEUzLlBHDkyBEuueQS0tLSUsIpmXLSNI3333+fhQsXAqSE00jLSVEUamtrWbhwIS6XKyWc7OvexFz3GiProcmwPuekBkL17b3kpMdnIT/DjdcfuqB9ATZt2sRDDz00YPvVVw9cSdzGxsbGxsZmIOfOnaOsrGyyszGuTGogVFaQgc+vxW3r6A2Rlz5w4cJk9gV44IEH+NrXvmY9b29vZ968edTU1JCbO3BF5VSnq6uLyspKamtryb6ARROnIjK7g+0vs7/M7iC3/4W6G4bBuXPnuOKKK8YhdxcXkxoILZ6dS317b9y2hvZeFhXnXNC+MHCF3CilpaXk5CR+Tyrj85lNiMXFxdL5y+wOtr/M/jK7g9z+Y+Ge6jVBUSa1s3RZYQbXzC/i6b1mv51Of5g9x1q5Y8UcAH72ap01RH64fW1sbGxsbGxskmXSh8//5I6lPPD8QfYcP4/Pr/HoHcsoKzQ7Rb9w8AwA1ywoGnZfGxsbGxsbG5tkmfRAKDfdxaN3LEv42gtfWT3ifYcjLS2NBx98MGFzmQzI7C+zO9j+MvvL7A5y+8vsnizSLLFhY2NjY2NjY9OfSV9iw8bGxsbGxsZmsrADIRsbGxsbGxtpsQMhGxsbGxsbG2mxAyEbGxsbGxsbaZEiEPJ6vWzYsIENGzawbt06du7cOdlZGlc2bNiAoihxD6/XC6TWd1FdXc39999PRUUFDz/8cNxrQ3mmyncwlL8s58DOnTtZt24d69ato6Kigueee856LdXPgaHcZSj/5557jnXr1rFs2TIqKipGXL6p4D+UuwxlP+YICVi7dq3YsmWLEEKIjo4OkZeXJzo6OiY3U+PI+vXrxf79+xO+lkrfxY4dO8T+/fvF2rVrxebNm+NeG8ozVb6DofxlOAc6OjoEIOrq6oQQ5vcR+zyVz4Hh3FO9/Ovq6kTsz9eWLVvinqdy2Q/nnuplPx6kfCDU/6QRwjxR7rvvvknK0fizfv1664IYS6p+F+vXr48LBIbyTMXvoL9/dJsM58B9990XdyEHxNatW6U4BwZzF0KO8o/+oAvRFxh2dHRIUfaDuQshR9mPNSnfNFZdXU15eXnctvLycqqrqycpRxPD3XffzbJly9iwYYPlKst3MZSnLN8ByHEObN68mby8PACr+n/p0qVSnAODuUdJ9fLfuHEjYLpv2rSJ++67j7y8PCnKfjD3KKle9mNNygdCJ06ciDtBAAoLC2lvb5+cDE0AW7duZceOHfzf//0fBQUFLFu2DK/XK813MZSnLN+BjOfA/fffz3333Ud5ebl050CsO8hT/jt37mTZsmVUV1dz++23A/L8/ydyB3nKfiyZ9CU2xpvy8nLrbilKW1sbBQUFk5OhCSQvL48tW7awc+dOnn32WWm+i6E8ZfkOoshyDjz22GO0t7ezZcsWQK5zoL97LKle/mvXrqWurg6A/Px8/u///k+ask/kHlsjmOplP5akfI3Q0qVLOXHiRNy2EydOxJ0wMlBQUCDNdzGUpyzfQSJS9Rx4+OGH2b9/P1u3bgXM5gJZzoFE7oORquUfpby8nJ07d0pT9rFE3Qcj1cv+gpnsTkoTQaKe8ok6k6UC+/fvF3l5eXHPy8vLreep+F0k6iw8lGeqfQf9/WU6BzZu3Bjn3tHRIdavXy+ESP1zYDB3Gcp/69atcU51dXUjLt+p7j+UuwxlPx5Iseiq1+vlC1/4gpW+//77Wbt27STnavzYsGEDYN4FtLe3s3nzZqvvQCp9F9XV1WzZssWq9r3yyiut5oGhPFPlOxjKX4Zz4LHHHuPuu+8esH39+vVs3bo1pc+B4dxlKP+7776bEydOWH3CNm/ebNVupHLZw9DuMpT9WCNFIGRjY2NjY2Njk4iU7yNkY2NjY2NjYzMYdiBkY2NjY2NjIy12IGRjY2NjY2MjLXYgZGNjY2NjYyMtdiBkY2NjY2NjIy12IGRjY2NjY2MjLXYgZGNjc9FRXV3NunXrhpwp2cbGxmYssAMhGxuJiS7cqCgKFRUVPPbYY5OdJQDa29t5++237QUhbWxsxh17QkWb/7+9O7ptVAnDMPxFOgVglzB0ME46gA5AqSDQgakBd4BLCJa2AFwC0IFpATqYcxExMo426+weJTrL+0i+CGH4JzfRJ2Z+D1ZuGAaFYaimaRbfMtv3/ZedQ/SVtQDgGm+EALxzPp9VFMUfPePeZa3/ohYA/C6CEICF0+mkNE3Vtq3iOF7s1TkcDorjWLvdTmma+uvzElsYhpqmSWEYarPZSHp745SmqR93/byf1SqKQg8PD4t5zbXnT9/3/nfn81lxHCsMQ51OJ7/cF8fxu79tnsNut/vwxG4AK/GdJ74C+H6Xy8VJck3T+GtZlrkoihb3ZVnmT3Z37u0k6/mecRxdWZZOktvv924cR1fXtXPOOWOMy7LMjzPGLE5Nv63VdZ1LksRd/3vKssxZa/3PTdM4SYuTs6uqcpJcXdduHEfXdZ2T5GuN4+gkua7r/P3X8wCwTv98YwYD8D8xDIOOx6Mul4u/lqapPwE9CAL/KctS0ttJ6JJUVZW2260fZ4xZPOeWtVbPz886nU6L2k3T+HuiKJK1VkVRqK5rfz0IAl/XWqsoinyteeN127ay1irLMrrSAIggBOCX5mWo2708SZJomiYFQfDTsVEUaRgGFUWhaZo0DIOMMZ+ufTvm8fFRr6+vdz/HGKMsy5TnubquU1mWH84bwDoQhADc7frty73yPFfbtqrrWsaYd/t2vlJVVcrzXC8vL9psNu865QCsD5ulAfzS3Nr+2c3Ffd/reDz6EPQntYdhWFxv2/ZTIWYYBg3DIGutuq6TtVZVVf3WnAD8PQhCAN4JgmARPIwxSpJEeZ77pappmnQ4HD7cZzPvy5nHzGHko1q35iWt62W58/msvu/9fqR79H2/CD7b7VZPT093jwfwl/ru3doAvk/TNM5a6yQ5Y4zv9Oq6zgVB4Du+xnF0zr11bwVB4IIgcNZaf3/TNM4Y4yS5JEkW3VxZljlJzlrr9vu9S5LEBUHgO7Zua/348cPPKUkSX7ssS9+pFkWR7/66rT93qJVl6edalqXrus5Za/346042AOvFN0sDAIDVYmkMAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACsFkEIAACs1r/Wn1ktlwDa1QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 0.7394 Acc: 85.0\n",
"Epoch 3: Val Loss=1.2289, Val Acc=55.0\n",
"200 [7] Loss: 0.7347 Acc: 85.0\n",
"Epoch 7: Val Loss=1.0390, Val Acc=66.0\n",
"300 [11] Loss: 0.3593 Acc: 95.0\n",
"Epoch 11: Val Loss=0.9881, Val Acc=70.0\n",
"Early stopping at epoch 12, step 319\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'edge_dir_histo', 'hog']\n",
"100 [3] Loss: 0.0533 Acc: 100.0\n",
"Epoch 3: Val Loss=0.0513, Val Acc=100.0\n",
"200 [7] Loss: 0.0087 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0317, Val Acc=100.0\n",
"300 [11] Loss: 0.0133 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0223, Val Acc=100.0\n",
"400 [15] Loss: 0.0083 Acc: 100.0\n",
"Epoch 15: Val Loss=0.0183, Val Acc=100.0\n",
"500 [19] Loss: 0.0075 Acc: 100.0\n",
"Epoch 19: Val Loss=0.0157, Val Acc=100.0\n",
"600 [23] Loss: 0.0022 Acc: 100.0\n",
"Epoch 23: Val Loss=0.0135, Val Acc=100.0\n",
"700 [27] Loss: 0.0025 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0123, Val Acc=100.0\n",
"Early stopping at epoch 31, step 795\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'rgb_cooc_mat', 'hog']\n",
"100 [3] Loss: 0.0286 Acc: 100.0\n",
"Epoch 3: Val Loss=0.1074, Val Acc=97.0\n",
"200 [7] Loss: 0.0213 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0776, Val Acc=99.0\n",
"Early stopping at epoch 10, step 265\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
"100 [3] Loss: 0.0186 Acc: 100.0\n",
"Epoch 3: Val Loss=0.0794, Val Acc=99.0\n",
"200 [7] Loss: 0.0105 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0528, Val Acc=99.0\n",
"300 [11] Loss: 0.0121 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0415, Val Acc=99.0\n",
"400 [15] Loss: 0.0075 Acc: 100.0\n",
"Epoch 15: Val Loss=0.0342, Val Acc=99.0\n",
"Early stopping at epoch 16, step 424\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
"100 [3] Loss: 0.0312 Acc: 100.0\n",
"Epoch 3: Val Loss=0.0829, Val Acc=98.0\n",
"Early stopping at epoch 6, step 155\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"models = {}\n",
"for features_to_use in features_list:\n",
" print(f\"Training model with features: {features_to_use}\")\n",
" model_wrapper = LogisticRegressionModelWrapper(\n",
" features_used=features_to_use,\n",
" train_loader=train_loader,\n",
" val_loader=val_loader,\n",
" test_loader=test_loader,\n",
" lr=LR\n",
" )\n",
" model_wrapper.train(epochs=50, verbose=1, plotting=True, patience=25)\n",
" models[\"+\".join(features_to_use)] = model_wrapper"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cc8c6a1d",
"metadata": {},
"outputs": [],
"source": [
"def summary_plot(models, additional_title=\"\"):\n",
" \"\"\"\n",
" Utility to produce a bar plot that summarizes performance of the models trained with different low-level feature types.\n",
" \"\"\"\n",
" names = list(models.keys())\n",
" val_accs = [models[name].train_results[\"val_accs\"][-1] for name in names]\n",
" train_accs = [np.array(models[name].train_results[\"accuracies\"][-10:-1]).mean() for name in names]\n",
"\n",
" # Sort by validation accuracy\n",
" sorted_data = sorted(zip(val_accs, train_accs, names))\n",
" val_accs_sorted, train_accs_sorted, names_sorted = zip(*sorted_data)\n",
"\n",
" x = np.arange(len(names_sorted))\n",
" width = 0.5\n",
"\n",
" # Define colors\n",
" color_hog = red\n",
" color_edge = blue\n",
" color_other = gray\n",
"\n",
" bar_colors = []\n",
" for name in names_sorted:\n",
" if \"hog\" in name:\n",
" bar_colors.append(color_hog)\n",
" elif \"edge_dir_histo\" in name:\n",
" bar_colors.append(color_edge)\n",
" else:\n",
" bar_colors.append(color_other)\n",
"\n",
" # Simplify names for x-axis\n",
" def simplify(name):\n",
" return \"+\".join([\n",
" \"C\" if \"color_histo\" in name else \"\",\n",
" \"E\" if \"edge_dir_histo\" in name else \"\",\n",
" \"R\" if \"rgb_cooc_mat\" in name else \"\",\n",
" \"H\" if \"hog\" in name else \"\"\n",
" ]).replace(\"++\", \"+\").strip(\"+\")\n",
"\n",
" names_simple = [simplify(n) for n in names_sorted]\n",
"\n",
" plt.figure(figsize=(fig_width, fig_height), dpi=300)\n",
"\n",
" for i in range(len(names_sorted)):\n",
" plt.bar(x[i], val_accs_sorted[i], width=width, color=bar_colors[i])\n",
" plt.bar(x[i], train_accs_sorted[i], width=width, color=bar_colors[i], alpha=0.5)\n",
"\n",
" plt.xticks(x, names_simple, rotation=90)\n",
" plt.ylabel(\"Accuracy\")\n",
" plt.title(f\"Final Validation and Training Accuracy (sorted{'' if additional_title == '' else ' - ' + additional_title})\")\n",
" plt.grid(axis='y', linestyle='dotted')\n",
"\n",
" # Custom legend\n",
" legend_elements = [\n",
" Patch(facecolor=color_hog, edgecolor='k', label='w/ HOG', alpha=1.0),\n",
" Patch(facecolor=color_edge, edgecolor='k', label='w/ Edge Dir', alpha=1.0),\n",
" Patch(facecolor=color_other, edgecolor='k', label='Other', alpha=1.0),\n",
" ]\n",
" plt.legend(handles=legend_elements, loc='upper left', fontsize=9)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "05b339f1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1784.97x1103.17 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summary_plot(models, additional_title=\"RGB Images\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8fa7e4ca",
"metadata": {},
"outputs": [],
"source": [
"def remove_low_variance_features(train_loader, val_loader, test_loader, threshold=0.01, features_to_use=[\"hog\"], standardize_feat=True, verbose=False):\n",
" \"\"\"\n",
" Utility function to remove low-variance features from the dataset.\n",
" It expects image loaders to extract features from.\n",
" Returns new loaders with reduced feature sets.\n",
" \"\"\"\n",
"\n",
" train_features, labels_train_features = extract_features(train_loader, features_to_use)\n",
" val_features, labels_val_features = extract_features(val_loader, features_to_use)\n",
" test_features, labels_test_features = extract_features(test_loader, features_to_use)\n",
"\n",
" variances = train_features.var(dim=0)\n",
" non_zero_variance_mask = variances > threshold\n",
" reduced_train_features = train_features[:, non_zero_variance_mask]\n",
" reduced_val_features = val_features[:, non_zero_variance_mask]\n",
" reduced_test_features = test_features[:, non_zero_variance_mask]\n",
" if standardize_feat:\n",
" reduced_train_features, mean, std = standardize(reduced_train_features)\n",
" reduced_val_features = (reduced_val_features - mean) / std\n",
" reduced_test_features = (reduced_test_features - mean) / std\n",
"\n",
" if verbose:\n",
" print(f\"Original features shape: {train_features.shape}\")\n",
" print(f\"Reduced features shape (removed zero-variance features): {reduced_train_features.shape}\")\n",
" \n",
" train_loader_reduced = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(reduced_train_features, labels_train_features), \n",
" batch_size=32, \n",
" shuffle=True\n",
" )\n",
" val_loader_reduced = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(reduced_val_features, labels_val_features), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
" test_loader_reduced = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(reduced_test_features, labels_test_features), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
"\n",
" return train_loader_reduced, val_loader_reduced, test_loader_reduced"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a58ca1e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original features shape: torch.Size([788, 900])\n",
"Reduced features shape (removed zero-variance features): torch.Size([788, 401])\n",
"100 [3] Loss: 0.1574 Acc: 100.0\n",
"Epoch 3: Val Loss=0.2247, Val Acc=98.0\n",
"200 [7] Loss: 0.0643 Acc: 100.0\n",
"Epoch 7: Val Loss=0.0985, Val Acc=100.0\n",
"300 [11] Loss: 0.0359 Acc: 100.0\n",
"Epoch 11: Val Loss=0.0675, Val Acc=100.0\n",
"400 [15] Loss: 0.0287 Acc: 100.0\n",
"Epoch 15: Val Loss=0.0501, Val Acc=100.0\n",
"Early stopping at epoch 16, step 407\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_loader_hog_reduced, val_loader_hog_reduced, test_loader_hog_reduced = remove_low_variance_features(\n",
" train_loader,\n",
" val_loader,\n",
" test_loader,\n",
" threshold=0.01,\n",
" features_to_use=[\"hog\"],\n",
" verbose=True\n",
")\n",
"\n",
"model_hog_reduced = LogisticRegressionModelWrapper(\n",
" features_used=None,\n",
" train_loader=train_loader_hog_reduced,\n",
" val_loader=val_loader_hog_reduced,\n",
" test_loader=test_loader_hog_reduced,\n",
" classes=train_loader.dataset.classes,\n",
" lr=LR\n",
")\n",
"\n",
"model_hog_reduced.train(epochs=50, verbose=1, plotting=True, patience=25)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "75657d06",
"metadata": {},
"outputs": [],
"source": [
"def pca(train_loader, val_loader, test_loader, mincomponents=1, retvar=0.95, verbose=False):\n",
" \"\"\"\n",
" Helper function to perform PCA on the given datasets.\n",
" Expects loaders with low-level features.\n",
" Return new loaders with reduced feature sets.\n",
" \"\"\"\n",
" train = train_loader.dataset.tensors[0]\n",
" val = val_loader.dataset.tensors[0]\n",
" test = test_loader.dataset.tensors[0]\n",
"\n",
" mu = train.mean(0)\n",
" sigma = torch.cov(train.T)\n",
" eigvals, eigvecs = torch.linalg.eigh(sigma)\n",
" order = eigvals.argsort(descending=True)\n",
" eigvals = eigvals[order]\n",
" r = eigvals.cumsum(0) / eigvals.sum()\n",
" k = 1 + (r >= retvar).nonzero()[0][0]\n",
" k = max(k, mincomponents)\n",
" w = eigvecs[:, order[:k]]\n",
" train_pca = (train - mu) @ w\n",
" val_pca = (val - mu) @ w\n",
" test_pca = (test - mu) @ w\n",
"\n",
" if verbose:\n",
" print(f\"PCA reduced features from {train.shape[1]} to {k} components to retain {retvar*100:.2f}% variance.\")\n",
"\n",
" train_loader_pca = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(train_pca, train_loader.dataset.tensors[1]), \n",
" batch_size=32, \n",
" shuffle=True\n",
" )\n",
" val_loader_pca = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(val_pca, val_loader.dataset.tensors[1]), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
" test_loader_pca = torch.utils.data.DataLoader(\n",
" torch.utils.data.TensorDataset(test_pca, test_loader.dataset.tensors[1]), \n",
" batch_size=32, \n",
" shuffle=False\n",
" )\n",
"\n",
" return train_loader_pca, val_loader_pca, test_loader_pca"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dacada29",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PCA reduced features from 401 to 76 components to retain 95.00% variance.\n",
"100 [3] Loss: 1.3563 Acc: 50.0\n",
"Epoch 3: Val Loss=1.0610, Val Acc=74.0\n",
"200 [7] Loss: 0.2957 Acc: 95.0\n",
"Epoch 7: Val Loss=0.3820, Val Acc=98.0\n",
"300 [11] Loss: 0.3330 Acc: 95.0\n",
"Epoch 11: Val Loss=0.2142, Val Acc=100.0\n",
"400 [15] Loss: 0.1562 Acc: 100.0\n",
"Epoch 15: Val Loss=0.1475, Val Acc=100.0\n",
"500 [19] Loss: 0.0823 Acc: 100.0\n",
"Epoch 19: Val Loss=0.1138, Val Acc=100.0\n",
"600 [23] Loss: 0.0521 Acc: 100.0\n",
"Epoch 23: Val Loss=0.0914, Val Acc=100.0\n",
"700 [27] Loss: 0.0639 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0783, Val Acc=100.0\n",
"800 [31] Loss: 0.0374 Acc: 100.0\n",
"Epoch 31: Val Loss=0.0681, Val Acc=100.0\n",
"900 [35] Loss: 0.0526 Acc: 100.0\n",
"Epoch 35: Val Loss=0.0596, Val Acc=100.0\n",
"1000 [39] Loss: 0.0328 Acc: 100.0\n",
"Epoch 39: Val Loss=0.0533, Val Acc=100.0\n",
"1100 [43] Loss: 0.0295 Acc: 100.0\n",
"Epoch 43: Val Loss=0.0484, Val Acc=100.0\n",
"1200 [47] Loss: 0.0286 Acc: 100.0\n",
"Epoch 47: Val Loss=0.0445, Val Acc=100.0\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_loader_hog_pca, val_loader_hog_pca, test_loader_hog_pca = pca(\n",
" train_loader_hog_reduced,\n",
" val_loader_hog_reduced,\n",
" test_loader_hog_reduced,\n",
" mincomponents=1,\n",
" retvar=0.95,\n",
" verbose=True\n",
")\n",
"\n",
"model_hog_pca = LogisticRegressionModelWrapper(\n",
" features_used=None,\n",
" train_loader=train_loader_hog_pca,\n",
" val_loader=val_loader_hog_pca, \n",
" test_loader=test_loader_hog_pca,\n",
" classes=train_loader.dataset.classes,\n",
" lr=LR\n",
")\n",
"model_hog_pca.train(epochs=50, verbose=1, plotting=True, patience=25)\n"
]
},
{
"cell_type": "code",
"execution_count": 190,
"id": "dd3c835f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 98.0%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_hog_pca.test()"
]
},
{
"cell_type": "code",
"execution_count": 165,
"id": "dd2bc848",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training model with features: ['color_histo']\n",
"Early stopping at epoch 16, step 423\n",
"Training model with features: ['edge_dir_histo']\n",
"Training model with features: ['rgb_cooc_mat']\n",
"Training model with features: ['hog']\n",
"Early stopping at epoch 31, step 793\n",
"Training model with features: ['color_histo', 'edge_dir_histo']\n",
"Early stopping at epoch 29, step 741\n",
"Training model with features: ['color_histo', 'rgb_cooc_mat']\n",
"Early stopping at epoch 38, step 963\n",
"Training model with features: ['color_histo', 'hog']\n",
"Early stopping at epoch 8, step 214\n",
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat']\n",
"Early stopping at epoch 36, step 915\n",
"Training model with features: ['edge_dir_histo', 'hog']\n",
"Early stopping at epoch 13, step 342\n",
"Training model with features: ['rgb_cooc_mat', 'hog']\n",
"Early stopping at epoch 39, step 991\n",
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat']\n",
"Early stopping at epoch 31, step 788\n",
"Training model with features: ['color_histo', 'edge_dir_histo', 'hog']\n",
"Early stopping at epoch 12, step 314\n",
"Training model with features: ['color_histo', 'rgb_cooc_mat', 'hog']\n",
"Early stopping at epoch 11, step 290\n",
"Training model with features: ['edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
"Early stopping at epoch 9, step 248\n",
"Training model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat', 'hog']\n",
"Early stopping at epoch 42, step 1072\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1784.97x1103.17 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"models_gray = {}\n",
"for features_to_use in features_list:\n",
" print(f\"Training model with features: {features_to_use}\")\n",
" model_wrapper = LogisticRegressionModelWrapper(\n",
" features_used=features_to_use,\n",
" train_loader=train_loader_gray,\n",
" val_loader=val_loader_gray,\n",
" test_loader=test_loader_gray,\n",
" lr=LR\n",
" )\n",
" model_wrapper.train(epochs=50, verbose=0, plotting=False, patience=25)\n",
" models_gray[\"+\".join(features_to_use)] = model_wrapper\n",
"\n",
"summary_plot(models_gray, additional_title=\"Grayscale Images\")"
]
},
{
"cell_type": "code",
"execution_count": 184,
"id": "ef49300c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original features shape: torch.Size([788, 900])\n",
"Reduced features shape (removed zero-variance features): torch.Size([788, 389])\n",
"PCA reduced features from 389 to 71 components to retain 95.00% variance.\n",
"100 [3] Loss: 1.1268 Acc: 75.0\n",
"Epoch 3: Val Loss=1.1602, Val Acc=75.0\n",
"200 [7] Loss: 0.2800 Acc: 100.0\n",
"Epoch 7: Val Loss=0.4484, Val Acc=95.0\n",
"300 [11] Loss: 0.2709 Acc: 100.0\n",
"Epoch 11: Val Loss=0.2425, Val Acc=98.0\n",
"400 [15] Loss: 0.1593 Acc: 100.0\n",
"Epoch 15: Val Loss=0.1637, Val Acc=100.0\n",
"500 [19] Loss: 0.0637 Acc: 100.0\n",
"Epoch 19: Val Loss=0.1258, Val Acc=100.0\n",
"600 [23] Loss: 0.0778 Acc: 100.0\n",
"Epoch 23: Val Loss=0.1029, Val Acc=100.0\n",
"700 [27] Loss: 0.0698 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0884, Val Acc=100.0\n",
"800 [31] Loss: 0.0495 Acc: 100.0\n",
"Epoch 31: Val Loss=0.0781, Val Acc=99.0\n",
"900 [35] Loss: 0.0387 Acc: 100.0\n",
"Epoch 35: Val Loss=0.0706, Val Acc=99.0\n",
"1000 [39] Loss: 0.0415 Acc: 100.0\n",
"Epoch 39: Val Loss=0.0642, Val Acc=99.0\n",
"1100 [43] Loss: 0.0290 Acc: 100.0\n",
"Epoch 43: Val Loss=0.0597, Val Acc=99.0\n",
"1200 [47] Loss: 0.0516 Acc: 100.0\n",
"Epoch 47: Val Loss=0.0559, Val Acc=99.0\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_loader_hog_reduced_gray, val_loader_hog_reduced_gray, test_loader_hog_reduced_gray = remove_low_variance_features(\n",
" train_loader_gray,\n",
" val_loader_gray,\n",
" test_loader_gray,\n",
" threshold=0.01,\n",
" features_to_use=[\"hog\"],\n",
" verbose=True\n",
")\n",
"\n",
"train_loader_hog_pca_gray, val_loader_hog_pca_gray, test_loader_hog_pca_gray = pca(\n",
" train_loader_hog_reduced_gray,\n",
" val_loader_hog_reduced_gray,\n",
" test_loader_hog_reduced_gray,\n",
" mincomponents=1,\n",
" retvar=0.95,\n",
" verbose=True\n",
")\n",
"\n",
"model_hog_pca_gray = LogisticRegressionModelWrapper(\n",
" features_used=None,\n",
" train_loader=train_loader_hog_pca_gray,\n",
" val_loader=val_loader_hog_pca_gray, \n",
" test_loader=test_loader_hog_pca_gray,\n",
" classes=train_loader_gray.dataset.classes,\n",
" lr=LR\n",
")\n",
"model_hog_pca_gray.train(epochs=50, verbose=1, plotting=True, patience=25)"
]
},
{
"cell_type": "code",
"execution_count": 185,
"id": "0b49ae7a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 99.0%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_hog_pca_gray.test()"
]
},
{
"cell_type": "markdown",
"id": "ba424de6",
"metadata": {},
"source": [
"# MLPS"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "fee28e59",
"metadata": {},
"outputs": [],
"source": [
"class MLPModelWrapper(ModelWrapper):\n",
" def __init__(\n",
" self, \n",
" features_used=None, \n",
" train_loader=None, \n",
" val_loader=None, \n",
" test_loader=None, \n",
" lr=LR,\n",
" hidden_layers=[],\n",
" apply_low_var_feat_reduction=False,\n",
" apply_pca=False\n",
" ):\n",
" \"\"\"\n",
" Constructor for a MLP model using low-level features.\n",
" The hidden_layers argument expects a list defining the number of units in each hidden layer.\n",
" E.g., hidden_layers=[512, 256, 128]\n",
" The default is no hidden layers.\n",
" Pass ONLY image loaders.\n",
" \"\"\"\n",
" if train_loader is None or val_loader is None or test_loader is None or features_used is None:\n",
" raise ValueError(\"Please provide train_loader, val_loader, test_loader and features_used arguments.\")\n",
" feat_train_loader = None\n",
" feat_val_loader = None\n",
" feat_test_loader = None\n",
"\n",
" if apply_low_var_feat_reduction:\n",
" feat_train_loader, feat_val_loader, feat_test_loader = remove_low_variance_features(\n",
" train_loader,\n",
" val_loader,\n",
" test_loader,\n",
" threshold=0.01,\n",
" features_to_use=features_used,\n",
" verbose=True\n",
" )\n",
" else:\n",
" feat_train_loader, feat_val_loader, feat_test_loader, _ = extract_and_standardize(\n",
" train_loader,\n",
" val_loader,\n",
" test_loader,\n",
" features_to_use=features_used\n",
" )\n",
"\n",
" if apply_pca:\n",
" feat_train_loader, feat_val_loader, feat_test_loader = pca(\n",
" feat_train_loader,\n",
" feat_val_loader,\n",
" feat_test_loader,\n",
" mincomponents=1,\n",
" retvar=0.95,\n",
" verbose=True\n",
" )\n",
" \n",
" local_classes = train_loader.dataset.classes\n",
"\n",
" # Passing classes explicitly since using pre-processed loaders\n",
" super().__init__(\n",
" features_used=None, \n",
" train_loader=feat_train_loader, \n",
" val_loader=feat_val_loader, \n",
" test_loader=feat_test_loader, \n",
" lr=lr, \n",
" classes=local_classes\n",
" )\n",
"\n",
" mlp_model = torch.nn.Sequential()\n",
" if len(hidden_layers) == 0:\n",
" mlp_model.append(torch.nn.Linear(self.num_features, len(self.classes)))\n",
" else:\n",
" prev_dimension = self.num_features\n",
" for hidden_dimension in hidden_layers:\n",
" mlp_model.extend([\n",
" torch.nn.Linear(prev_dimension, hidden_dimension),\n",
" torch.nn.ReLU()\n",
" ])\n",
" prev_dimension = hidden_dimension\n",
" mlp_model.append(torch.nn.Linear(prev_dimension, len(self.classes)))\n",
" \n",
" mlp_model.to(DEVICE)\n",
" mlp_optimizer = torch.optim.Adam(mlp_model.parameters(), lr=lr)\n",
" mlp_loss_fun = torch.nn.CrossEntropyLoss()\n",
" self.build_model(mlp_model, mlp_optimizer, mlp_loss_fun)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "7c53ca7c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original features shape: torch.Size([788, 900])\n",
"Reduced features shape (removed zero-variance features): torch.Size([788, 397])\n",
"PCA reduced features from 397 to 75 components to retain 95.00% variance.\n",
"100 [3] Loss: 1.4036 Acc: 65.0\n",
"Epoch 3: Val Loss=1.9644, Val Acc=50.0\n",
"200 [7] Loss: 0.7174 Acc: 90.0\n",
"Epoch 7: Val Loss=1.0169, Val Acc=70.0\n",
"300 [11] Loss: 0.4226 Acc: 90.0\n",
"Epoch 11: Val Loss=0.4731, Val Acc=92.0\n",
"400 [15] Loss: 0.1179 Acc: 100.0\n",
"Epoch 15: Val Loss=0.1921, Val Acc=98.0\n",
"500 [19] Loss: 0.0532 Acc: 100.0\n",
"Epoch 19: Val Loss=0.0872, Val Acc=100.0\n",
"600 [23] Loss: 0.0157 Acc: 100.0\n",
"Epoch 23: Val Loss=0.0581, Val Acc=100.0\n",
"700 [27] Loss: 0.0181 Acc: 100.0\n",
"Epoch 27: Val Loss=0.0460, Val Acc=100.0\n",
"800 [31] Loss: 0.0067 Acc: 100.0\n",
"Epoch 31: Val Loss=0.0395, Val Acc=99.0\n",
"900 [35] Loss: 0.0113 Acc: 100.0\n",
"Epoch 35: Val Loss=0.0351, Val Acc=99.0\n",
"Early stopping at epoch 39, step 991\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# lets try the firts one with only hog and feature redutcion + pca\n",
"# since we know we get ~75 features after reduction, lets try a small MLP with 2 hidden layers with 35 and 10 weights\n",
"mlp_model_hog_only = MLPModelWrapper(\n",
" features_used=[\"hog\"],\n",
" train_loader=train_loader,\n",
" val_loader=val_loader,\n",
" test_loader=test_loader,\n",
" lr=LR,\n",
" hidden_layers=[35, 10],\n",
" apply_low_var_feat_reduction=True,\n",
" apply_pca=True\n",
" )\n",
"\n",
"mlp_model_hog_only.train(epochs=50, verbose=1, plotting=True, patience=25)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "9c29bbd6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 99.0%\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mlp_model_hog_only.test()"
]
},
{
"cell_type": "markdown",
"id": "6c18f103",
"metadata": {},
"source": [
"Since we already know hog is performing really well on this type of task, let's see if mlp can actually do better on everything that isn't hog. Also let's try to not apply feature reduction at first."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "ec003ecb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['color_histo']\n",
"100 [3] Loss: 2.5809 Acc: 25.0\n",
"Epoch 3: Val Loss=2.5332, Val Acc=15.0\n",
"200 [7] Loss: 1.4550 Acc: 50.0\n",
"Epoch 7: Val Loss=1.9677, Val Acc=29.0\n",
"300 [11] Loss: 1.4424 Acc: 40.0\n",
"Epoch 11: Val Loss=1.8370, Val Acc=30.0\n",
"Early stopping at epoch 14, step 353\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['edge_dir_histo']\n",
"100 [3] Loss: 1.6374 Acc: 50.0\n",
"Epoch 3: Val Loss=2.1859, Val Acc=24.0\n",
"200 [7] Loss: 1.3934 Acc: 60.0\n",
"Epoch 7: Val Loss=1.6717, Val Acc=45.0\n",
"300 [11] Loss: 1.1071 Acc: 60.0\n",
"Epoch 11: Val Loss=1.4475, Val Acc=55.0\n",
"400 [15] Loss: 0.8751 Acc: 70.0\n",
"Epoch 15: Val Loss=1.3272, Val Acc=55.0\n",
"500 [19] Loss: 1.1162 Acc: 75.0\n",
"Epoch 19: Val Loss=1.2307, Val Acc=61.0\n",
"Early stopping at epoch 21, step 536\n"
]
},
{
"data": {
"image/png": 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WNfbytioxRT4vJQZLilLx7r56AHwq/c6KTty+cOKg98vW1SGcEYzt7ELbmj+C6e6WrWe6u8H2OvrcL/GGd9Od67hcrrEewjmJKtfIoMo1MqhyjQzjXa763FxkPvGE+HfC1VcB4C0/wXgbGuDYvQdJt9wMANAkJCD2ggvQ9eqrozPYMIypRehEkxXv7KvHzopO1Hc7UdflxJobeavKZ8eaAfCZZQDw4u0lePTDY9hZ2QGbi8FLt89HXkr/affBsI2N8DAM0h55BLELF8B94gQsa9dJNmDh2LMHiddcAwDwVFai/c/PgtLrkfXk76CJj1fcb7QqQhqNBvPmzRvrYZxzqHKNDKpcI4Mq18gwHuRqt9tFjwoQ6m0BICo2rM2GrldfRcrddylaeNwnT0GXmytbp8/NgfvUqQiMfOCMqUVoZnYi1tw4C8cevxKf/XipqAQBwGc/XiqLGUo06fDS7fPx0u3z8fbdi0QFaSgwHR3ofuN1AED8ZZdBm5Ym+5zSBPTDrtffAAgB8XjQ+/XX4nri99sKcJJ4pGiCZVmcOHFC9GOrjAyqXCODKtfIoMo1MowHuRYXF8sSj9asWaO4nWP3btR8ayXcp04h/uqrFbfxNTaEGBM0ZjNYi3XExz0YzooYoRHF75v1lJWjduVNyHnxBWiSksB0dIibWP/3P1A6LWLmzwfb0yOu59zuwLIrsAxEr0VIRUVFReXc5dSpU8jOzhb/DrYGCcQuXoyiTXz23OmFi5D3zzdgmjFDto0uJxesP3NNgLVYoDEnjvCoB8e4jRGKFPE/+hE0qbw1ienoQN13vgtvU1PIdpa169D880dl6yg6IC7OKY8ZIp7oVIQ0Gg1mzpwpC/RTGT6qXCODKtfIoMo1MowHucbHxyMhIUH8F04RkqLPyYFzz56Q9cYZxfD5U/4FvA2NMPrL24wVUacImW74Jgo++Rgx550HgLfk2D//HO7Tp0PcXcHYN22G7Ysv+O8FBbBFq0WIZVkcPnxYNYmPMKpcI4Mq18igyjUynA1ytX25AZWXXyH+7W1ogLexEfFXXgkA6HrtNTj8NZT0ubmIXXwBet57HwAfU+TYswfmW24Z/YFLiD7XGABtcjLy3ngdrU/+Hpb3+RPCtLSAs9thnDEDtMkU9rvWjz+BYeo0cHZ5RDzxRmeMEACY+pCXytBR5RoZVLlGBlWukWG8yzXhqivh2L0b9XfeCV1OLnyNDcj75xvQ+4Oibet544FQKyj7uefQ8uvfwLF7Nzi7DTnP/UXcdqwYFwUVR4PGxkbk5uaGFIeyfPgRWp94AkQIdtZqYZw2DdrUwQVjx15wPpK///1BfYcQgp633wFrtyH5e9+DJi5uUN9XUVFRUVGJBOGemeciUecaC+6fYr7xBkx6/z3oJ04UNoD7xAkQhoG+sGDA++WG4Bpz7tkDx65dcB87DusHHwz6++MBhmFw4MCBqOpLMxqoco0MqlwjgyrXyKDKdXSIOteYUPVUinHqVEz6YB0a7r0XrkOlAADHzp3wVFdDP3Ei6D6CwzIf+w0ogwG00TjosXj8PXEAwHnkyKAtSuMBiqKQlJSkKFeVoaPKNTKoco0MqlwjgyrX0SHqFKFw0feauDgk/+AH6LDa4K2qAggB09wMtqMDhuJiaJOSQr5D6XTQZWUNeSy0xBVGG8e3HzgcGo0GRUVFYz2Mcw5VrpFBlWtkUOUaGVS5jg5R7xqTEjNnDrKeeBxpP/1/YpFF4vPBffQovAqtOagBpBH2hamkJLA8d+6w9jVWMAyD3bt3q6bbEUaVa2RQ5RoZVLlGBlWuo0PUKUI0HX7K2rQ0xMyfj9R77kH+x/9DzKJAZ3tvTY0YOyTCDS+lkdLpxWXC+Ia1r7GCpmlkZ2f3KVeVwaPKNTKoco0MqlwjgyrX0SHqpDvQC0pIsU/50Y/EdWxXF1ylpeD8NYQ4pwsNP/wRrJ9+CvvWrYMeC6ULeCaJ7+xVhCZOnKj+UEcYVa6RQZVrZFDlGhlUuY4OUSfdwZgYKY0G6T95EMl33w1oeaWFczrhLC0Fa7GI29k+Xy/WShgMlPbsV4QYhsH27dtV0+0Io8o1MqhyjQyqXCODKtfRIeoUoaFo1mkP3I+MX/0KuuwJ/AqfD66jR+FraxO3IUNoumr77DNxWapYnU3QNI3CwkL1jWWEUeUaGVS5RgZVrpFBlevoEHXSHcoFRRuNSL71FuR/+CFiFi7kVxICT1kZvI2N/J9eb0gwdX8wnV3icqwkHulsQvVhRwZVrpFBlWtkUOUaGVS5jg5RJ93hmBg1iYnIe/01GOfMEdd5Kyvhqa4GIUTWqX4gEEmwdeyFFw55XGMJwzDYsmWLarodYVS5RgZVrpFBlWtkUOU6OkSdIjRczZrS6ZBwzTXQCZWoAfjq6+E5fRreurpB7Yu4PeI+qbO0azNN05g5c6b6xjLCqHKNDKpcI4Mq18igynV0iDrpjsQFFTO/BIb8fOglha6Y1la0PfkkOLcbAOA+fQZd/3yzz/1wbj77jBpCVerxAk3TSE9PV3+oI4wq18igyjUyqHKNDKpcR4eok+5ImBiFhqz6nBzEXnQR4C9/7j55CrXfvg2usjJ0vfIynPv2wdfSAgAgLIu2p55G9zvvwHn4ML/OHQiwZnsdwx7XWODz+bBhwwb4ztKst/GKKtfIoMo1MqhyjQyqXEeHqFOERkKz5hxOcTn+4otgnDUL8Lu2PGVlqP/+HWAsVgAA09kJAPA1N8NbUwPHjp3o3b4dnNcLzsNbjzi7HW1/XDPscY0FGo0GCxYsCNu6RGVoqHKNDKpcI0Mk5eplOHxY2ogvT7QOOiHlbEe9XkeHqOs1NiKKkCugCNFxcTDf8E1YdTq4jx0D8fnA2WxwHz0K09y5sG/Zgq5XXwXxBSxRnrJydP3jHwAjqUztU7ZUNf74QbHGUNaaPyj2PBtLaJpGcnLyWA/jnEOVa2RQ5RoZIinX9cdb8Pkx3rKenmBASd74ugdGEvV6HR2iziI0Eq4xQ34+0h95BKkPPICYBQtgvvVW5P79JSTeeKPYf4xzOOA6dgzu4ydkSpCA+/gJ2d/hCipK1zMdHcMe+0jj8/nw+eefq6bbEUaVa2RQ5RoZIinXr8rbxeXSusFl5p7tqNfr6BB1itBImBjpmBgYCvJhmjkDusxMUBQFTUIC9Lk5MM2ZA0rP9xDj7Ha4jh8HYfvvSUYGoKANpWhjpNFqtVi6dCm02qgzLkYUVa6RQZVrZIikXKkR3+PZg3q9jg5RpwhRVAR/Vhot6JgYGGfPDrTksFrhPnUKhOP6/Crx+fr1fxN/Rtp4gqIoJCQkRFauUYgq18igyjUyqHKNDKpcR4eoU4QiWpjKXyBRExcH05w5YgA129UFT3l534oOIUA/liPOPf4sQj6fDx9//LFquh1hVLlGBlWukSGScpXqAFEWK61er6NE1ClCkYy+pxMSAseJj4dx5kzxV8y0t8NbWSlThnS5uTBMnyb+3Z8LjXjGn0VIq9XiiiuuUE23I4wq18igyjUyRFKuV83IFJcnpsSM+P7HM+r1OjpEnSIUSRKuuIIvjuhXtrRJSTDOmCF+7mtqgk9SfVqTmCjrQO9raurThTYeLUIA1B9phFDlGhlUuUaGSMl1elYCrpmdhevmTsCUjPiIHGM8o16vkSfqFCF2AIHLQ0WTmIgJa/6ACX9cg4xfPArj7FlI+8mDiF2yRNzGW1srNmrVmM2gtDrxs/an/4SmnzyE7n+/BSA0gHo8WoQYhsH69evVXjgjjCrXyKDKNTJEUq6TUmNxY0kOrp+bjUmpsSO+//FMX3L1MJF7lkUbUadqRrowFW0y8ceJj0faffcB4N1ivpYWeKuqAPCNWimNBprExJBMMOLzARpePw1WhLhxGCyt1WqxYsUK9a1lhFHlGhlUuUYGVa6RIZxcd1R04N976rBwUjLuWVYwRqM7d4g6i9BYQMfGQZ+bK2vU6jl9Gu6yU0hYcTXS/+9hxCxaJH6mz8sDEFpbaDxmjQERDkCPYlS5RgZVrpEhUnI93WrH1tPt2HamA3Z39AUNK8n1zV214DiCvdVdcPtUy9BwiTpFKJKusXDQsTGgY0wwzS+BLidHXN/9zzfhOnwY+txc+BoaAmO02uA6cRK0wYCkb98qrteYzaM57AHBMAw2btyoPlxGGFWukUGVa2SIpFz31XTh7T11+PfuWrTZxmecZKRQr9fRgSJR0rylsbERubm5aGhoQI5EGRltCCFo/d2TsLz7Lr9Co0Hy978Hb3WNbDtNagomPPnkGIxQRUVFZfzw8Nqj6HF4AQAlE5Nw/yVFYzyiseeuNw+Iy3+7bR5i9CPvkhwvz8zRIOosQmOt91EUhcxf/RLmm1byK1gW3W/+S2zOKkC83jEY3eAhhMBms425XM81VLlGBlWukUGVa2QYiFw5VeTDJuoUobFwjQVD0TQyn3gCiddfz6/gOLhPngTba4c2i6+ZQbxnhy+cYRjs2LFDNd2OMKpcI4Mq18gQSblGc03lgciVU5XPYRN1itB4yWqgaBpZf/g99JMn8ysIgav0MFi/ZYh4veCcTniqa+BtaABrt4/haMOj0+lwzTXXQKfT9b+xyoBR5RoZVLlGhkjKVV5ZOroe+uHkOjfXLC6Tvrs3qQyA8aEVjCJcPz2/RhNKo0Hmr3+Npp/+lFeAOA72LVthnDkT2qQkeCoq0Pn3l8XtdTk5yPjlL8B0dICiKGjT0sZw9Dwcx8FiscBsNoOmo06vjhiqXCODKtfIMFpyjTI9KKxclxdnYP7EJFAUBaNevY6HS9RJcDwpQgAQUzIPmY8/BtP8En4Fy8J94gTY3l5wDodsW19jI9wnT6H1scfR8pvH4GtrG4MRy2FZFgcOHBgXLsdzCVWukSEScv3zxtN4/JOTeH5zxYjt82xjsHJ1+1hsPtWGirb+Ld3UOeocO9lsxZbyNngZDlaXD1+eaEVjj1O2TTi5Ts9KwOKiVFxQmAKDNrK18aKBqLMIjRfXmACl1SJh+XLEL1uGxp88hN6tW3ll6PhxeJubQ7bvfOEFcdm+eTOSb79d9jnb6wBtNMhad0QSnU6HK6+8clSOFU2oco0MkZBrQ7cTdjcDpzd6444GK9e1hxrxdXk7AOC5W+ci3hjepSZzjQ15hOOLrl4Pnt14BgBgcfpQ0d6LM612rD0IvPb988Ru8+Hk2m53g6Yo6LU0EvqQncrAUC1C4wRKr0f2s3+GNisLAEA8HnT9/eU+G7FSGrmy46moQPPPV6PlscdGLeuM4zi0t7ePW7merahyjQyRkCtN8w8tNopP1WDlKihBAFDd4ehjy3Oz+3yPM5AM09DtwpnWgGVMOsdwcv3tp6ewet0x/PGL8oiPNRpQFaFxBG0ywXzrLaAMBgB8E1b3qVNhG7HS8XGyvzteeglgWLBd3ejdvTvi4wV4eZ44cWJcy/VsRJVrZIiEXLWiIhS95yqS12uiSS8uU+PAS3a61Y7/7q/H2oMNaOh29v8FBWINAXdWnFH+QivNAgsnV5eXf0Fus7rhZaL3uhspok4RGm+usWC0yckwzpkD+MfJdnXBU1GhmC0RnGJPXG7JsiuyA/Wj1Wpx6aWXjnu5nm2oco0MIy1XQgi6ennrq90dva6x4ci1P+XmzgsnictG3dg/sg7X92DTqTZ8eaIVhxssQ9qHThOYh68PU+JA5NrRG13VtiPB2F9Vo8x4f8M2f+tbmPivN5H32j8Af4NYpqUFvvr6kG3HQzd6juPQ1NQ07uV6tqHKNTKMtFzPFVfNcBmOXPsLhjbH6PHIVdPw6Ipp+Obc7KEOccQ4LQnwPtVsG9I+ZIoQwyE1jvcCxBu10Eo+U5Jr8Esxp1ZUHDaqIjTOoGgaFEUh9vzzYb7pJnG9t6YGvtZWaLMyEXfJJYi/8koYi4vHcKQ8HMehqqpq3Mv1bEOVa2QYabmyqiYEYPByTU8wisuGfqw8ei2NqZnxKEqPl31vrJCe8qG66hyegPWwqqMXPr/cpEoQoCzXYL1HLag4fKLO7n42uRoM+ZOgLyiAt7oaAN+xno6LQ+ajj4LS60O2N998Myzvvw8AoGNiRmWMWq0Wy5YtG5VjRROqXCPDSMtVfQjxDFauN52Xg8r2XtAUJVpDzkaGGrLUZgtY8+1uRowTEuLNBJTkygQpm6pBaPioFqFxDCEEutxc6CZMEFbAdfgwbF98qbi9RhI8TUaphQDHcairqzur5Ho2oMo1Moy0XIN3E22VjwUGK9eSvCTcfF4uVs7PQXJs6EudlHWHGvG3ryrw4tbKceEGkp7joVqE6KAvMv55aYIUISW5skEyUJXx4aMqQuMMb0MDet5/H91vv4OYefNgvuEGZD39NGIWLuQ3YFm0//nP8ElqDAk/TG1mJmKXLUX88sugy80dlfGqsSyRQZVrZBhpuQY/hIIfUtFCJK/XshYbjjRYUFrXI4vPGQ8Mtdhj8HWT6Xf5tVrdsLkDSTBKcg2+xqJV+R5JxtxPZHX58OiHxwAANheDH15UiCWTUxW3re9y4hcfHQcAWFxe3LZwIm5blDeo44131xjT0YneLVsBAJ6qSiR/93swFOTD9MrLqLvjDriPHgPT3o76e1Yh7/XXYN+yBc49e2C++WbELV2K5NtuG9XxarVaLF68eFSPGQ2oco0MIy1XNUaIZ7By7ez1wMdyoCkK6fEGsYCgEtKsqs+ONWN6VsKwxjpcuBGIEQpWhJJj9ajt5OspSa1eSnINVoSiuX7VSDHmFqH73ynFkqI0vHT7fLx4ewnue+cQrC7lzuv3vXsIK2Zl4e27F+GzHy/FLz46jvquwdVxGO8tC6SxP0xLKyxr1wLgawzl/v3v0E3kFT9vVRWqr/8mer/eBuJjYN+yBfavv4Ztw0b07tgxauNlWRaVlZXjXq5nG6pcI8NIy1Xa8HJenjkk2DVaGKxcX9tRg199dAK/+PA4fGzfyqRU12DGgcWNSOpbDzVGKHgaUoVK+pmSXFXX2Mgzpr/a+i4ndlZ2iladRJMOSyan4qWvK8Nuv6QoYC2amZ0gMyMOhPFuRqT08nLp2tSUwHJyMvL+8Q+x4CJntcJTVgZCCJiWVtg3bYL1o4/Q8867sG/ePCq9yAgh6OnpGfdyPdtQ5RoZRlqurCxeZBxU+xsjBitXaY+x060Dd3eNjxihwPJQz7l0HrcuzJPFDEkVGyW5Jpp0WJifrLi9ytAYU0XoRLMVecny7Kbc5BicbFKuzXDN7Am4791DqO9yipagmdmJitt6PB7YbDbxn93O/9iEC5dlWVHLli4zDCNbFnyz4ZZ9Pp9sWbhghWVCSMgyANkyx3HiMrQ6cR8EBJQ5SdyGYRjo8/IQs2wZ4O9EzHR0wHP6NAghYK028bs9a9eh/fnnIz4njUaDuXPnQqvVhp2TMPa+llmWlS0rnZvxdJ4iPScAmD9/PrRa7Tkzp/FwngBgwYIFoGl6RObk8/lECwEFErXnSaPRYMGCBeIcBjInAgKOcKCofubkPw4hBIzfDzSW115OkgkEAEc46LX0kM6T179MCIGPYXCwtls8BkeIOA+tVouSkhLxucUwDCgQZCYawRHCy5CLzO9JGO9AcOzejfo770T9nXei8vIrYPtyQ9htG3/yEMqmTZf9Y21Dq8c0UoytRajbiQSTPGYnKUYPi0u5T9aPLipEXnIM/vhlGa792w788cbZYfe9Zs0aJCYmiv+K/TV3Tp06BQAoKytDWVkZAODYsWOoqOA7Rx8+fBg1NTUAgP3796OhoQEAsHv3brS0tAAAtm/fjs7OTgDAli1bYLFYAAAbN24UFa7169fD7XaDYRisX78eDMPA7XZj/fr1AAC73Y6NGzcCACwWC7Zs2QIA6HE40NXVBQDwuD045be9NzQ0YP/+/QAAV1ws2IkTRXsq09oKb2Ul7N3d6O3tBQDY7DbY6htACInonBwOB9avXw+WZcPOqbOzE9u3bwcAtLS0YLe//Yd0TjU1NTh8+DAAoKKiAseOHRvX52k05rR//36wLHtOzWmsz9OuXbtQXl6Ourq6EZnT0SOHkaLnkJFoRHNDHRqbmqPyPFmtVpSXlw9qTj4fg87OLnCE9Dmn1lbesu10OtHa1j5qcwp3ni6flgaDBrB2tiMzwTik81RWVi7OqbyiGoQADocDNrsNhATmxLIsduzYgdOnT8vmdOWMTNxW4MX/XZiK6VnxEfk9bdu2DQOBtdlQf+ddyHziCeS98QaynngcTQ89BK9f3kpM+mAdppeXif80CWMb90WRMbS9rz/egj9+UY7tj1wirlvzRRlONtnw9t2LZNtaXT584287xW3ru5z4zuv78IcbZikGV3s8Hng8gdLjTU1NKC4uRnV1NfLz88U3BY1GI1tmGAYURYnLNE2Lb49Ky8LbkLCs1WpBUZS4DPAaunRZp9OJGrdOpwPHcWBZFjqdDozbjZbVPwc8HsRedBESbloJrVYLjuPAcRy0Wi3a/vIcPOXlvDWorEy01ery8qDPzwdFUSCEQJuZgQlPPBHRObEsi6NHj2Lu3LnifoLnJB17uGWWZfkx+5eVzs14Ok+RnpPH48HJkycxZ84cEELOiTmNh/Pk8/lw6tQpzJw5ExRFjcic3thVh3013eAIwZobZiLTHBN154miKBw/fhzTp0+Hwe+672tOP3znCAh4K8RPlk/F7OyEsHP6xYfH0dHrBSEEWWYjfn/D7LPy2pMubz/Tjrf28i+qV8/MxJcn20Rrze9vnIX0uECs6JEjRzBr1izo9fpRnVNdXR3y8/PR0NCAnJwc9EX7M88gZdUqUaEpmzYd2c89h4SrrgzZtvEnDyH94Z9BP0qZzQNhTFOoZk5IRH1Q07qGbidmZIdqh7sqOzFTsj4vJQa3LcrDu/vrFBUhg8Eg/iABwOY3vel0fAyORhNoeiddlmaVDWRZ2N9glymKEpeFixYAtEYjMn/xKJiWFhjnzBFNotJtNEY+y0KXng7TrFmwvPceAMBXXw9Ko4F+4kT+xxIXF/E5abVazJ8/P2S9dLwDWQ53PsbreYr0nAwGA0pKShDM2Tyn8XCeDAYD5s2bBynDnZPGHyBNUxQ4f/hsNJ6nYLn2NycKFCiKAidR9JXmJFi+KYoC8cv3bLz2pMsmfeC7X55sE5cBPlhaOg/p/VWr1cLq9KG0vgs0TSE3yYSCtLiIzEnYj91uF5+fQOizFQDSH35YXBbcXMYZ4TsftD72GFiLFbrcXKSsugemGTPCbjsajKlrLC8lBkuKUvHuPr6PltXlw86KTty+cCIA4OVtVdhZwZv4Zk5IxM6KTllG2c6KTlw7e8Kgjnk2ZOHoMjJgmjs3bCAea7GKy5ReD8PkyeLf3poaeBsbAYxOdWmWZXHixImzQq5nE9EiV6eXwaG6bji9o1MANBJylVYDjtY6QsORa39OieDgYQBot7uxtbwd5a22kO83dDtR1hK6fjSo6uhFZbsdHobFoboe2P3JPNUdvdhS3obGHv7Ff1FBCubmmhX3IQ2kDpYrIQTbKzrw9t46/Ht3LQ7W9ojrT7fasbW8He22gfWg5DiC441WfH26HRancjgKABQXF8vCTNasWdPnftuf+TNS7r4rrMUn5/nnkPfGG8h785/QJCai9lsrxzxGaMyL6rx4ewke/fAYdlZ2wOZi8NLt85GXwj/APzvG+9uXTE5FXkoMXrp9Pm5/bS/MJj6O6NrZE7BiVtZYDn9MYPz+XwAAx0GXnQ3CsmIrDm9lJSiNBrEXnD9GI1RRGRj/2F6DY40WzMk148HLJvf/hXEIrSpCw6I/kZ1fkILPj/HxLwxL4Pax+O2np+Dy8srB/7t8ipg009nrwROfngQhwIOXTcacMMrGcPjnrhpUdfRCS9P4+dXTYNTx1pu6Lgf+8Dkfq5SdZEJTjwuTUmNxx+JJ+L1/PU1TePpbs5EUq4deq2yH6Et/O9Fkw/8ON4l/bzjZisVFKbC6fHh24xkAgFGnwZ9vniOOKxy7q7rwz118DNUXx1ux5sZZsmtZ4NSpU8jODjS7DbYGSel5732wViuyfvtEn8cGAE1CArJ++wQce/bA9sWXSLrl5n6/EynGXBFKNOnw0u3zFT/77MdLZX8vmZyKzyYvVdx2oEhNjmcrCddcI/YUS/7BHej+55sAAMKy8NXVAeD7kln+9zFizr8AxqlT+tyf8+BBWNZ9gLhlS5GwYsWgxqLRaDBz5szBT0KlT6JFrscaLQCAow2WUTmeINePDjeiq9cLDU3hBxfmD3l/TRYXvi5vF/8ezQKLuys74WE4GHQ0FhcqF6EdLYZzvfaXEn9jSQ4O1HbD6vLBoKPRYfeIShAA1HY5REXos6PNoiLxyvaqsM+W4VDd4UCLhbe6fH26A1fNzAQA/Gt3nbhNU4+LH1unA9X+QokAP9f6bieSYvWKNac0NAVzbMBVFSzXf+yoDvlOfbcTFmfAU+L2sWi3eUSDQjhqugLj6uz14NlNZ2DSa1CYFifOCQDi4+ORMIBg5q7XXoO3vgE5zz8HgHeRDTQIWpOonP09WkRd9a9zwdUQt+RCmG+5GakPPAB9Tg4yHv05AEA/aRJ0kqA2T3k5erdu7Xd/Xa+9DtZigfWTTwdtTmZZFocPHz4n5DqeUOUaGQS5ltb1YE9VF/ZVdw9rf26f/PyMpkXow8NNeHtvHdYdahzxfTu9DLodXnT2esSU9b4YzvU6EJGtuXE2Xrp9Pp785qwQiwnDEngYFqX1PTjZHHCxRKquk0tyzqs6esXlXo9yTTup0gbwynNDtxOdvZ6QbS8vzkCCMaAIBctVSdEmJLTQ5OGGHjz64TH88YtylNbz7rNH1h3FQ/89jD9+Ue7/nvw7ZS02lNb1oLqzF4Ol5TePAYBoCWJtNrT8+jcAeAXJ4c+Yc508idMLA4lQrpMnAUAxqHo0GXOLkMrgofR6xF8SyLSj/EFtFEVBX1gIwnFgmpsBQtD54ouIWbgQMSXzQvbjbWhAx1//Jv6tkRRvHAwmk2lI31PpG1WukcFkMoGm/DVdhmnBCbZmjKYiJIw9uIHnSPDjdw+Ly7/95kxkm/u/FgdzvV47JwufHeXdXYN++QranuEIehw+vLhFXohXEyFFKNw10+tRjnNbMCkJDd1O7K3my6J8cKgRH4RRXrWa0DFL5aqjKQRHAHGEhFyHHXYP2m38v6X+ZKJeDwOPj0O80V9fKsy1OtiilT3vvS96KNqf+bO4Pv5KXrmxrf8CABC7eDFMM2Yg9oIL0PiTh6BJTARrtSLvjdcHdbxIEHWK0LngGlNCn58Pb00NKIrig6d9PjAdHSA+Hxrvvx/5H6wLdLH3w3Z3g7MHqroaCgoH/Ral0Wgwbdq0EZmDSoBokOtYxNMIcqXO8G+iwx1C8EN5NOdk9btDehzhA11HAi/Tv0VosNfrRVPSMTUjATQNZCUMTuEPVkQYlguxzAGAQrjLiCNV4sIppLEGLaZmxouKUF9oabmTJliuP7gwH3/9qkK2DcuREItQmyRget2hRiwuTIHHx5/HZosLhBCx0Wswg+1dlnTLzX3G9+R/+IHsb8F1Np6IOtfYYKplnk3QcbHiMkVRMEyfDo3ZDABge3pQd+dd4JzyUgWOvftkf+smDD7wnGEYHDhw4JyV61gRDXL1jUG3SEGudf74iOFmFgU3W4/WYOnBXq/JsXoUT0jAtMwEJMbo+tz2wf8cxg/fOoQnP+OL4RakxuLRFQHlwMcReBSUtfQwD/rhIr1kpJew2T8Pg46WdTxgOALdAHvQ9Ti98DABpS5YrkoB0ITIrTg3lGTL3Gtelgu5LhmO4OpZWVg2JS1kf0LcXjQRdRahc7UfEB0bUIRiFy+GY/duGGfMgPPQIRC3G77aWjT//FFkP/cXUP63DsLIfdrajIxBH5eiKCQlJZ2zch0rokGuBi2Nx74xAz6Og36UmpWKckUgNogQMvSeUQpummgkkterh2HBsAQ1nQ78c1cNfnBhPrISTfjhxYXQ0BTS4gzoDrKKLSpIxowJkQnAlSrP0vMvBCwnmnQhJRX02r7lkpFoRJvVjW2nO7BgUjKmZ/FBxsFyNepCfyccIbhu7gRcMSMDDEeQYNThhS0Bq1GsXhNyXbIcgU4DTE6PA0eIWKYmWok6RehcdY1JFSHjjGI4du8GpdPBNGsWnKWlAMvCvnEjOl94EWkP/hgAQLxyRch15CgM+fmiJWkgaDQaFBUVjcgcVAJEg1wpiuo3s2WkEeRK7TwgriNE3v17MEgfhPMnJaE4a2xaBQxHmRvIvvtjsNfr1vJ2MBxBrEHTb8ab9Bm+q7ITP7gwH7EGLRZMCjQebba4ZN9ZtaxwwGMZLFJpCOefEILr5kyAxeWDUafBvFwzrpyZCQ1Noa7LgSMNVuWd+ZEGpEuvqWC5KlmEOMKvl35mkdTb02loeIOsrz6Wg1GnweKiVCwuSkVKnAEfS9Lyo42oU4TOVVeDt7ZWXHYdOy4u07GxMBYXw32cX9f50kugjEakrroHxCt/i3Lu24e4iy4alCLEMAz279+PhQsXyiqaqgwPVa6RQZArR7RiTAdHCGgMTYmQuhzykmNg0vf9olXZbsdHh5twfkEKlk4OdUsMlb6Uua5eD97aW4cJZhNuPm/wbQ0GYuRSul6tLh/+vbsW5lg9vrMoT6aovb03kGre0O3EiSYb9FoaLEdQkBaL754/UdxeqogJbqDgejcuhew9zSCChLodXvx7Ty0mJJpw03k5fSqVUr1QUFooisIVMzIVt//ThnKUt/CxmA9fORXPbDgt+3xmdiIMOhpdvV7Z/lutbry9pwawtWHujKnYXtklpuUHz1XK0QaLbDsfy8EX5DoM/k5wHNhrO6qxPC967jvRM1M/NH1uhkUZiibDW8XXmNBlZQFaDeD3NWtTUpByzz3o+sc/AAAdzz4L4vGA84SmbxLf4AIvaZpGdnb2OSvXsUKVa2QQ5EqdaRPXDcebJXt7H4BFZs16PnW5vMWOCwtTFQvYDQW2D2XuHztqUNFmx/FGK+bkmDE1M35Q+x5IZp3S9fphaSOO+OtDFabFhrX8bDzZJvu7oduJgtQ4LJmc6u+KLt++yeLCvppu0BQwPSsB07MS4PaFWjw09MCt/+/uq8PxRiuON1oxLSses3PMA/qe1NDSbnPj6Q2nwbAc7G4GF09LR1qcQRwbRfFNxYNZMSsLp9vsOOSvEi3I+5+7alDRbofLRePUgQZQYc6voCi22dxotrjwQlD2nI8l8LGhLty39tahqr0XGpoKyQrcU9UFvefc9J4ooSpC5wgJ16wA09kBiqYRf+klcOzZA6YtcINJvvMHoOPj0fHsswCAzhdfhL6oCLrsbNnbT7CVqD9omsbEiRNHZhIqItEg1x6HFy9vq0Jnrxc5SSb86OLCfqvhDhdBrhQCRRCHk0IvVaIGotQYdLSYvcNwBPqRUoT8MR8Ab3VyeFhwhGBeXhJarAHrQJfDAyCgCJ1ps6Oz1wNCgPMmJcGgDZX/QALABblWttvh8nKgaeBQXY/4+almW1hFqCg9DpXt8to1Df5WFEqHbrW58cVxPvW+usOBWL1WFmAMAPe/U4onb5iJrMSBZaT1egLfb7G6MbuPHqM3lmTjrT28RSvYbSjN4Pu6vB2TUmNFa5VBpwETHF0P4GSzVaycDQTm7PaxoEAhJkxZgtzkGFAUkGDS4XB9D17fWRNSswjwW4SCXGMMS9Buc6PB3+szNS60WnRZy9i2vRhNzk2toA/OVdcYrdcj9Z57kHLXXaD0esQsWCD7XJOQgNRV9yDjF4+K67yVlfCUl4NIfpzEp1wULBwMw2D79u3nrFzHimiQa5vdjcr2XlicXpxosooKQiQR5CpVfoZThyfbbMJFU9P4YFf/G3lfFKUHlBClh+JQkc7n7b31+OtXFXh5WxUAyFxwKbHyB96mU214fUcN3thZA6dHuRjiQBQhQa4vba3Ec5vP4I2dtYg3Bt6z7e7w13GGQnZXUXpcyLwEpA/1shYb3j/YoJg+/89dtf2OW2CZpHF3f5a9i6em47xJyVhUkIziCXxMGMNyIXE4AF9Zutvv8jJqNYqyDHZ3CXNeMjkNHCHo6u4KkUN+aiwev24GHvvGDFxYlIo91V0yJUiaiedlQsf2QWkjTkmKTx6sDS0syo7g9TneiTpF6Fy1CAWTeO010CQlAQDohHhQ/iDxxOuug0FSl4Jpa4PnzBnxzWYoFqHCwsKoketoEQ1y9TFBmSyj0J6CpmkUFBSI8TQFabFhez4NhAlmE6ZkxIsZP9KHixLSbKLhZpjNyglkRQm7IoSIb/kMS0AIkdXTCX4Qd9gD7vFwlrGBusYKCwvFIF2L0ytL4e5LEVLSO4RxKitCoW4eJVEOpP6RgFRxkAYah+NHFxdi1bJCXD+X78F1otmGxz4+qbitoLhZnF58JrH8hDuecC82x+hAUUBsTGyIjGo6HdhR0SH+zQbJ5LaFeShI4xNoWI4gLd6AOIliWiqx1oWDiaKi9ufuXTYM5/KDJRjT7FkAAM5mR8uvfwPCMGDtdugyM2GcOVO8AzGtrWLD1qEoQmosy8gTDXINfksdSQtJOGiaxoQJ2WK8xUhUZdYMQrmRbcsOTxGSjl1QGPoLGg5WhASlid9HYP20rHgY9RqkxOkxJaP/mCJerhNkcSz3XhTI3EqSKBrB7iSlMyDUxVHSwYJbfjAsh28vzMMl09Jl6wcTLG2WxO701Yk9HAO1nigpILWSXmRA4DyYTTpQoGA0GhXjg97cVSt2sw9+ieAIZAq+QUvjgoLBdQ4YizpfY0XUxQidy66GYJK+/W0w3d1wHz8BpqMDHS++CE8ZH6ypTU2Fcfp0uE/xRcp8DQ2gdLpBK0KCSXzZsmVqdtMIEg1yDb7RjkYxQoZhsOXrbeBIPGiKGpFgZekDtz/rSXVH4KE3XMVPdly/7IKDhhmOKCpMSkgVlP+7cnBVzRmGwdfbAnIFgASJBcLmDlg9gk/zDoUaNsKDfaAWIQD4zvkTUdflEGU8mFMbI4lNs/ZhESKEoMvhhYaioNfSiDXwcxyMUls8IQE/u2IqTjZbxY7xUoRzSdMUOELQ3dWF5JQURaXd4XdnBv92OEKwbHIaZmWboddSoCkKkzPiwRKCLWXtIftR4rLp6XhhwLM6uzk377B9cC6/YStBxwTqCwlKkEDKPXeDtVrR+jjfKM9bXY3eHTsQv3z5wPdP05g5c2bUyTXSRINclQI4Iw1N05g9ayYyp+oBikJMP+nu/eFhWFlsRn8WIam1YbjzvfPCfNyxeBJoihIL7QXHyjAcwf8k9WGkylewZWY4eihN0yieMRNUQyAtXkNTiDdqYXczsu7oA3G1Cd3d9RoaD1xahJe3VYnyClYgpX8P1Yjx5u5acVkpRT1wLILV644BAKZkxmP1VbzCOBi3rqDIhbNGCudh3aFGUBQQnxAPigKWTE4NKXz49Jfl+M75E0OuO44jWFwkD06fPzEJ8ycmoazFJspXyrSseJxfkIIZExLBcBx6u9pCtjlXURWhcxw6JnzBOjo2FglXXw1PZSV63n4HAGB5fy3ili4dsDJE0zTS09P731BlUJytcuU4giaLCzlJpn4L/AUrQkPN3mqzuZFg1PVbwwfg5ZqZkYEvd9XgaKMVhBA8cd1MEAhxGfL0ZovTC0KApNjQtGeAL/D3zt76wBzCaBNWly/krT2cBcztY2Fx+pCZaAy7nhCC13ZUg6KArEQTvjU/R9xGdowgZUsq4uC2FIORP8sRNEvOM03TSElNBQWJLAjw7YV50GooWdr4QCx/Ti9vuWc4ws+vJAcV/lRvbZCpR7o/qYsq+DC9HgZuH6uYISXdR7jmqYDc9Xim1Y7ffXYKv762eFDWTOG6D54HANx3SaFYEZumAAoUDHoDEkw6XFCYolgB+nB9T8h19/rOGmw704FHV0wHwPel63R4oNfQMqVUSnmLHTWdDsQZtHh65Rx4rWr6/DlLNLnGAICOCZ8+KlSjTvre9+A8cBCe06cBQtD44weR9L3vIvWee9C7YydMc+bAUJCvuA+fz4ctW7bg0ksvhU7Xd8+gYJiuLti/+gqmWbNgnD59UN891xmOXMeSf+yoxv6ablw0NQ3fu2BSn9t6g4KlhxI8XFrfgxe3VCLBpMNT35rdb+CzINdebT5sfhdIo8WJv2yqAEUBv//mTLFHVavVjV/97wQA4LfXz8AEhQ7swd4tpTl0O7x49MNjIQ9LpRgML8PhFx8dh9Xpw70XFWJhPl89mWE5/Op/J9Dj8OKeZQVYOClZrNFjTw/c00Lq6XDh3Y/BSpNUEWq1ulHRbgfLEUzNjA9JQ39payWONFhw2fQM3LYoDz6fDxs3fQWOJIGm+HPw9el2dNg90NAUrpk9uIrbFEXBxwZk8cOLC3H/JXyF5WBlwMcSrDvUCA/DolFizZHO1e72YfUHx+BlOPzfldNCaikxMmWKwMtwIdcSyxH8xn89SPcb/H0l9FpaDN6u7XTgyxOtqGy3h2yXlWgSS0hwBOAIh87OLpDUVNR3OUO2B4CTYQL0pfM/VN8tU9jD4fFx0GmiJzZIILrMI1AtQlK89Q3wVFTAkJeH/I8+hE6oW0MILP99D+3PPQ/7hg3o+Ntfw5bZ12g0WLBgwZBal3S+9Hf0btmKjuf/Oui0/XOd4ch1LNlfw6fhbjvd0c+WChahIShCL/qLx9lcPvHYfSHIVRob9NaeOhBCwHEEz39Vgc5eD2xuH97ZV+cv6EfwwaFGxf2FBKkqzOHD0kZ/BlfQdxW2La3vEbvKv+JPfweAY01WsUbNP7ZXy5QWqeXNzYQGS0uRWryClSbp+H750XG8uasWb+2pQ0WbvMYPAFEJ+6qMd59oNBrMK5kvG8u7++qx6VQbvjzRKsvgMuo0eOSqaX22NSlMi8OxRosoi5e/DshCqfv83uqukNgXqcvsdKsdHh8HQoDTbXbxvApILUmzchIVU+Ebup0h2W+CeIMtb1J+eHEh/v6d+WI8EQCsPdiAw/WWkG21QXFfFEXBbDajMD1OzAIbKD6WQ4/Di3abW1YnqT963Qz213TjWGP/mWXnClFnEYo2RUiXnR32M/uGDbBv2IDU+++DadYsGIqKwNlsYHt6QDwe2Nevh6mkBHC5QVwuUApKFU3TSE5OVth7//iaArELnNsNzVlk+Yg0w5Hr2UJIjNAQFCGKCjzAB/LTpmkacQlmlLUGYlkckhifVqsbq9cdQ7xRixjJg0vpwQiExtkoxYoodUY36jUoTIsLWT9BYnkpygh8rguanPQoFW12WF0+JJp0ijFCiSYdrC4fkmL1MktIcBHCbocXafEGGIIsIa1WN17eVgWWI5iVnYhlU9KQYNLB5vIhJY5XrGiaRoLZHLb6cXAG19TMeLz2/QX4735eWQKAlDi92GZiSkacWFRROo7MRCMSTTpMyYzHmVa7OEeaCpW79JRJPzVoaXTYPfjV/04g0aTD4qIUWQD2rQvyFN1WwRl5AF9AcePJVlnAd06SSdEyNZAO9MEZfhQo6HU6fO+CSTBoafxk+WQ4vSyqOxyiEhqOxh4XHl57FAAwY8LgLHKvbKsC6e0a1HfOZqJLK0D0ucYMU6ci+Y47kHzH95H2kwcVt/GcOQO2txdgWRiLi0H5K5lyTifcZWUghMBTVaX4XZ/Ph88//xy+4Vp0oqh410AYMbmOY2L0AUWDohDyAB4IVxQH+jspxX4E4/P58NFnX6DXHQhaVoqN0Wlo3DAv8BKRrlD0DwgNzlVS5pSCYmP1GsWMNWl38TTJfKTxQgvzk0PGLLj5gotSchwRlbhgV0+wReivX1Xg/ndK8ccv5EkVG0624kBNN0rrelDnT7fXafixC5Yen8+HDV9uBEeUf8flrXbF2Bup4iYdn4amoA+yhn56tBkAMCfXjNVXTUNOEn+fYjmiqIBKrTxSi5ReQ8Pij9nqdnjhZTiZ9eiXHx3H/e+U4olP5XWBwsXWvHegQVZI8/p52fjO+YGq8IIi1F8HegDYVdUVqAPFEXCEQ1t7O37z8XE8+uFxmE16f5+60Crd2UkmRfctIFf2pfQVV+fwRs+zMuoUobPN1TBcKIpC7PmLEHv++aDjw9UDoeCt5d+QhY718Kdss11d8FZXo/PFl2D/6quQb2q1WixdunTYKd5EVYRkjJRcxzNXzczE63cswOt3LMBr31+AAgULSX/Qg0hdB3i5Lly0CBQlufUpfK3b4UWsRFELV204+JhGBWVOKY07XI0bOkxNIpmlQKH/lvCwlVot7rukELnJMaLlTa8JVoQC2+YmB6y9we0upHBB1g2f/2+tVouF558vl6uEl7+uEmveyMYgUVCkFhMNTYUobnuru/DQfw/jZDPfyf3RFdPx0ndK8MJtJSEuwJwkE25dmCf+LbU+6oIChg/V9Si6KYNjcqyugZUW0VAUtBr+n0FHiy7AvixCwnn/+HATTvstXYQQUBRvGRbkKijKwZfjBYUp+O31M/HLa5RjLZ1hlJpsswnfmDNhQPM6lzl377Jh6C+T5VxGCI4OhrX0oPOFQMUIOiaG71h/jE8T9TU0gI6NhX3zV4i/7DLZdymKQkLC4MyuAsbi6XCfKvMPIorKmA6A4ch1rBhKjM9wkT5bBpK5Q1EUYmPjZA6ckolJ2F0Zmo1jl9S+UWrhAMgVoYeWT5FVexZIUbBUhbsPSa1H0vlIFTFWKd7Iv0Lq7jLqNCCEiGnnghVHQDqngRYfZIIVIYYTizbGxsWFcYzBvy3/XZvbh9e2V4OiKJxosoqfSxWPcOfS7mbEcUv70gUrpAvyk1GSlyT+La0NVN/tRGpcIFaqq9eL5DBZgVKUWoEE839XTUVOUgziDFosnZyG06127KjoQEVbr2i1U0LqYhWWWEJAAdBJXoYM/jkHWxn3Vndj5fycsMqWIyhG6MqZmbiiOAPmGD2qOnpFa1u0EnUWoWhzjUkJFzjNWkOzDrTJyTBMniz+7Tl9Gtq0tJDtfD4fPv744yG5cGjJg574FSHBDcdaLIPe37nEcOQ6VrCEwKTXwKCjxR5MkUZWLHAARkWfz4cvvtwgc+EEVypWIjgIWTymtGdZmLvpRVPSMD0rQdbRvM3qVswCktawkTbwlO6bIxDT/QWEB+n1c7Lxt9vm4U83zcHk9HhZ7Et1hwNfnw4EFM/LS8LTK2fjd9+cKVMa+oLlOHgZTnTfsBzBP3fV4OcfHMWatzfgiW9Mw2XTMxS/K7joPD4OJ5ttMiUomE+PNodVhoKzDYVxyLeRn9NWa6Buzv6arpC2FgOJT5uXl4S5ueawn2s1FFJiDehxeFHjrxbdbHVhT1UXtp/pwMr5ubhubqj15eErp2Ll/Fzxb+GaYv2usda2VvF6FSxCwYorIQR1Xc6wVtFgi1CMXgMKFGxu35AqaZ9rRJ1FKNpcY1IovR6pDzwAOiYGnsoKWD/8CAAQv/wyeM6EVjjVZWeDdTjANDcDhKDnP/9B0i03ywKwtVotrrjiiiG5cCiN5Dt+BdW5bx+63/wX6BgTstasAW3oP+7jXGQ4ch0rdBoaL9xWMqrH/ORI4E1WWr04HFqtFkuWLcO2LyvFdYVpcUiLN8Dt42QBqJsly+Eawkp1qHAF8tLiDXj4yqkAgLvePCCur+t2IC9F/nJytNEiLtdKFKUKibvqWKMlpEaOMA6aphCj10JIDguOy3F65TE5grWqL6Uk+DjBBQ1PNFlhczPQmDKRlhCDWINyOregcIbLQJVCUVTYh/rXp9ux4WQraIrCLQtyMTUzPiRWqzZIyZTKi6aoEOvMQAP1r50zQcyYC4ZhCV7eViW2zEhPMMgsdzoNpajcTUyJkSkqRKIIURSNtLQ00TUmuDeVLrVTLTbsVLBs8vsMHevqD45FVRuNvjh77rIqw4aiKJhmzgAA6PMngTaZQBgGxpkzEX/5cti3bA1xURmKikCcTrAWCzi7HQ33P4BJ77wtc7MN9WFtKCrkf6FajZiRZlm7DgDAOV3wnDnDxytFKcFyJYRgw8lW2FwMrps7QeYaOBtZd6gRXxznm1DmJJlwQ0lOn2/c7TY3vjjRitk5iZinYMF4Y2cN0uMNmKzQG2tvdRcq2uxYMSsLVJDpZnJGHCamxKLXw8gUIWk7jIG4xgbiXrpzST7e2FkDANhS3o66LieumztBbFAqfTARQvDW3jrkJJlCAsnf2Vsn+/tfe2rxo4sKcaLJivy0WJTWWcBwHBYXpmBRQTL2VXeHjBcADtV143C9BXuqBpYhxHJciBImpJQXpcWhvNUmU06lCBah4O8vmZyK0noLnBKljaL4DvRXzsjEhpOtsu07ej2BEgPbq8RlKSebrKjpdCA/NdZ/zMBBrS5fyHwfWj4ZXobDMxtOh5s6AD6m5skbZuLxT04qVgaXXgLtNo8szkmvpRW/87ctlWIGHMArm58ebcbElFjceWE+nvqyTPxMcKnG6rUh2WmbTw28EjTDkWE3/T2XiDrXGKvGogDgf1BxS5ci/pJLQNE0zN/6FnKe+wuvnPjJ+OUvQNE0jDNmgDLy/nFPeTmaVq8Wg5sZhsH69euH5HIkXi+0WZnQ502ENol/sJnmzBY/16aGZkZEC0pyPdFkw9qDjdhwsjXsw6Y/3D6Wz5KJ0JsgIUQsSNcf1R0BK0djj6tfE/2zm85g+5kOvLClMuz+gzOeAL469D+2V+Pr0x14ZVsltmz5GkR0NWjgYTi8tbcOr++oUdxnXkoM7rhwkuJnVxRn4JGrpiEj0Yj1x1vw2bG+z4s0Lbu+y4mt5e34z75AobvgN/Svy9vR2OMK6a8VXDOpzerG45+cxK6qTtR1OfFVWRu2ne5AV68XFxQEfkeCRaLd7sbRBgs2nmwbsBLEf185focQDo6WSpxpVbYGAYGWIsHKGEeAoPAlUBQFo06DTQop4lLFR0kJEnjys1OidaW/+LWC1FhMz5K7c7XBgwKvzGQlmvCji4vwvcWTQj6XKs+A3EWn09CKyoc9yJK5r6YL/zvchNK6HpxusaK9vV28XgViDVpcPy98aZTc5BhcMzsr7OdfHG8ZkGUuWog6RSiaXWP9Qel0MEyfjpiFCxG7ZAk0iYniemkmWe/mr9Dx178C4K0WK1asGJJVyLb+C1g/+BC2zz8X1xGZryF6z5WSXI81WcTljadaFb7VPw+8exg/evsQ/rA+VGEYCZ78vAyr/n0Q971zqN9tQ/oj9XNj7rB7xGXBuhD88EowhdaikrqDdFoNll10kehquLAoFV6Gw9fl7TgmcUtJWTgpOaSysoA5Ro+i9Di029w43mhVLJK36VQbfvfZKaxZX4YWa2iPJ6lSI738Df54kK/L29HV6wn+miKEAO8faJDsjwTFF/EyPlJvwV+/qugzQ0wJluMUFSGKokFS8vHFyfANPYV6SsHfJ4SElBLw+Fi4feywA/CFr/e3G2FM35ZkmknHyXEED7xbiofXHsUr26owN9eMRfmDq/N1uMGiWPsnuO+XNE5sR1UXVl0+FwadFjedlyvbztfHy8bsnERMkVhGV8zKwk+vmDKo8UYTUacIqfRN4jXXIOXOHyD5O7fL0u3p2FiY5s4Roza7Xn4F1k8/AzD0AHQxZV6W+iMxj2ujVxECQuVqNgUyW+KNQys+KbwFjkDT9RBsbp8YH0FI/7Egw2m6Kow/uH6MUpyOdF1yjB5eX0Cue6u7sO1M31WwE2P6lrWGpkTXVo+CVaur14PaTgcq25Wzc66dE3hzl1oQJqeHK3cRntYgRcvnz+gSEEQebGEK5oaSbFw/LxslE+UuSJaQsAprQ7cjZJ20/pJPjBGSb8MRElKeYE9VF+5/p7TPMQbzyFXT8PodC2SFKAVl5upZmbJtg1PGBaV8eXGG6E6TXsNuf3PdHocXDg8j+85ACY5LEvrD9ccV01Px4rfn4aqZ8jnMyE7Eg5dNVvwOR+Tp+iwh4jU6UAa7/dlM1ClCqmts4FAUBWNxoC6FxmxGxupHxL9bfvlL9JaWYuPGjUNThvznQho0TSTZOVQUW+8YhgmRq7Q6bPADaiCQQcazDBZnUIpuf+nswZ/3ZxESqhjHG7ViMcZgi4FS9rBUWSKEw85du0RXg8PDoLSu71YCSTH9p1YLypLNxYSMqb8HpkkXuP6l2WnS+JKhGkbsbp8sO00YW39BstfOnoDr5kwQe50JzMo2K1ppCOHQ0dER4sK5eGog01Q4ZrDyuq+6G92OkctcktZLEq4xofgiwP+OvjkvW1bqYE91Fw7X96Cm0wGdRO7CuZMWnxRS2Akhsv32h7RA5m2L8nBFsXJ2nZSuXg/+8eFGcJz8t0UIgVFLoyhdufYWRwgmpsTg8etm4Pc3zMKKWVlIizcgUcFiKiUpVo/MRCOyk0x47LoZA5jVuUHUBUufTVk4Y4X1k0/AWm3QJCch5e670fTTn/EfMCzM3/kOPJWVsKxdB+L1ouXHD+Lq998bUmNQzumvoNrWBtfRozDNmQPXkSPi587Sw4i/9JKRmNJZh06nw/XXXy9bJ30w9mUWD4dU8WizhbpohktwNlF/D+9gq0R/CoPwMJJWww1WppQUPOmDW6/T4u5vX49bnV6U1veENKI06jVwB1Xhrel0oMfpxaL8lJD9V7bb0W73iMoGIQR2NyOzIvWn4EmrSbv8x1aqOq3E0ytn45F1x8J+XtHWK8sIE5SQvmK4pJaEeKMWxRMSwHAEl01Lx3mTktFidYV8h6ZoZGZkhqyXFqUUzu9gutwPBuH6Cy4+GW6ddJ5v7+GDz2fnmEXrFEXxWV46jTxY3qjToLPXA6eHxR0X5qPV6sZrO6r7HV9afEARsrp8itdqeoIBCUad6LKkKRrd8UUh91eXj8WP3z0c9lhlLTZcNCVNVigTAArT48Iq/hQF3LO0AAAwKTUGHa0t/c7pXCHqtAI1QKx/XEeOwtfcDEqnRcKKFTBMmwpPuT+bgmGQ+etfw1NTC9fBg2C7u1Fz2+0o/Ph/YsDzUCBKlrow5fqjAUII7HY74uPjxUwRafDmUNJepTpDcPPIkSC4jk9/Dzy2j87oSggPI4PEZSrUaxFot3nQ1euRFTGUjuNgbTe+OSMZm89Y8cWJ0DgrozZUERIars7JMcsaZwLAtjOdIcUYrS6fTBHqz+VnkmT/CQUROY6IFYYBiNl1wfSlBAGh2W6CMhLclR4AVi0rwML8ZFmxx2mZCZiWKY/DUpoPAW/F1Gq1sqKK07Li8eLtJdBraFG5G+o9ODc5RqxfpIToaQ8qPhm8TpBBSqweE8wm2N0+8feg1VB44NIpoKmgZrYyRYjG23vrcLyRVzCf//Y8zMk142iYtHoBqSLU4/SBoihQFCXKIzlWjzU3zkZVRy/+8DmfKUYAsIzPX2U6MJ5wpRoE6ruc2HiqDd/1t/r44FAj9Fq6T+snIcDTX/Kxg7+/IbqydVXXmIoM28aN8DXzcQzEx/A/VsnbCPF6Qen1yHz8MTHlnWtvR8MPfyRaeIYCUXCtRXPbDYZhsGPHDplrTGryH5oiFNmXgFCLUN/HC36g9qUIMWwgSLe/sgHBxfKk+7W7fdixY0eIC0cgPcGA5789D+kJofWrlFLolR7qwXFC/cnhq/JAgLHUBeNQ6M01WJzeUJcKoGwREh7MLEfQ0O3EsxtP4y+bzohNUQP7CD0OIRy6u7tD5Lp63TH8c1etzMKVYNKFuNwGwrw8c5+fP7f5DN47UA+NJtT6UyXJ5iKEr6903dwJ+N03Z+IXkrYUWpqChqZCKn9Lz4tRq5EpVpw/U7K/sUsrU++u7MQP3zoku36EFx1pZiEhHJqbmkJCD/pThICA8sewHNYfb8H/Djf1840ASr3bzmWiThFSXWN9wzlClRlKH4iRIF7/TZ7jYJo1S1SS3EePovGhhwKf90PIA0TRIhRdP0YpOp0O11xzjcwkLs1IClfUrS8GowgpZewwLNenAha8//4eDsGusL5cY9KeVBVt9j5T7YMVFln1Z4rm5RrmPnCm1Y7Suh6020KztNwKyoPSHAVFTBhHfy6/KknmVoJxZO9P0t5jOUkmLMpP4cekYNUR5NRh9+DxT06K1Z9rg6xuGoW0cpqikZGeDlqh15iQ7Se4/ZJj9Lh1YR4mpQZqkRVPSAixtgUTrumpFKvLF2T94c/Zm7v50gg0TcHHcvjJfw7jJ/89AkB+DrWSlw2OI6KFzh3UukTW447rWxG6oDAFD1w6WdbWAwh9mRGUm+RYPW5ZkOtfR2NyUWGIa2wgnlOOEOyq7MSXJwefYfrmrhq8vbd20N87W4k6rYCLYivDQOAckpue3wVBSxShtqeegjYpGfqCAtAmEwyzZ8N95AjAsnBs34Gm1auR/cwz/Qc6Byk+gkVIm5YGpsOfxRPFBb84joPFYoHZbAbtz9STdoMObkg5EAbSiwvg3U1/2lCORJMeT1w3A3otDavLh8c/OQmWI3jsG8WK/bOCY376+6mFWJD6GF+wkiW8oc/ITsTJoKrIwV3Vpc8bAoITNc345GgTqDCdsf61uxYAHwAtrVOjZBFSenO2unz4qqwN/9lfjwsKUwckd8H18cT1M/H/3jvSZ1+qweCSWIQuL87E1Ew+E82roNDurupCokkXElDLEoJHPzwOm8sHt48NiW25oDAFu6s64fMx0Om0IXLV0MC7++rxVVkbLp2ejkN1PfCxBA9cUiS6Yow6jWLdHikH+wlqB/zKhGQ3HAe8tqNaVGz1Glp8vxKmIVUKhX5sXobDY5+cgNXlwyNXTgtxjUktMs9sPC1LgX/g0iIcabBgZwXvMhXOf399LgVLUFevV4yDIyDwetzgOE68DwADS3YggFi8c7BUdzjQ220Z0nfPRqLOIqQqQn0jVYQ0QvVoydsIZ7PDW1eH3q1bAQB0XCwsV1wByt8Kw/7Fl2j55a+UY34kBLu9BEXIfMstgXXsyMexnC2wLIsDBw7IXLnSm+/d/qDGwTBQvfKFLZXw+Di029zY7k8tX3eoETaXDw4Pg7eDAozFMQ8yC+zSaRmiu+MbcyZgxoRAFk+vh8GB2m6x9UCCUYfFRYHCgMK+l00OLbrpYcJbhAgh2Lb/WL9xKj+4MB/P3jwXV89STm0P7C/0uzaXD+/uqwchvAtEyfoS/EyUKpEDcXv0x8zsRMzNNcviUnRhYsxmZvNyP9lkxTMbTuPfe+RVqw/UdKPd5haVAaXzTAiBxWJRlGt1h0Osn7OlrB1Wpw9ODyNaaYSx9VczSBf08F+pkH6u8bu2BLwMJysYKW1zIWwntdhpaAoHartx/7ulaLd54PFxeGFrpazFilGnkVlkgusAzc014/q5gWKH0v1nJIZv3NrY48Lzmyuw5osyvLmrFgB/vba2NIeEdAQrVXNyzbhiRgaWSH4PxgG+LCnV3oo2os4ipLrG+sY0ZzZch/lshNhlywBAFiMUDE3RmHfvKjDfvB4ND/wY8Plg/d//wLlcmPCnp2XWJBkhxUQ4/7EkqfTDbDha1dGLXjcDigKKsxJkZu/xjk6nw5VXXilbJ7thD+FhOdAgVanbSehVJV3X6S/u12p144sTLdDQFGZmJ4aMqb84A6UHmcA/tlfjRJMVM7IT8dPL+UJw0oePoNwoZVfVdzlR3VEHq8uHOTlmTM+S1MOiaCxYuBCl26r6HJtOIV5DSbGTKgWzchKRFm/AlIx4bJXE/Si5E+flJcHHcmLArZthRSuf9DJVsnj1hUmvQYJJh//nl9n64y1igLE0LZwQXhkjBPjRxYWymj0VbXYMBkJ4uaYrNGXuC6n7UUPT6CumfFJqbIiLblEB7+brdHjxtV/eGprCt0pycOO8HGg0of3KdBpaXOfxcfjzxtMoawnMV0fTONFklSllPQ6vzMVo1NF9WmQoioJBS2Nurhk0TaEwLZDi/tDyyfjzhjPibyiY4KKeNEVjyuTQrLFgbl2Yi/R4I042W0VLlFbDK4XSa3SSv4J2h90DH8tBQ1O4bs4E7K3uQn23E6eaw1cGP5eJOq1AtQj1TcyCBfA1NYEwLBL8D+LYhQthmDQJXa+/EbI9AUEPyyJj6VJkP/MMmh5+GPD5YN+wAQ3d3cj521+hMZtDvkcbDEj94b3ofPkVfj/+IneUVFEdYqFGgU+ONIupw89/ex7iziJFiOM4dHZ2IjU1VTSJc0FvroOlvxgMJQTdJj81VrxJXljEP4C6HV7xphtn0MpiPmZkJw65IBshRDxvUiVAIwsi9a9TUAi7nV4cquXdKAlGLZZMTkVRehwq23tBQNDe1Q0CEtY1BgSUBnksSOh20gft3UsLEOeX8csIKFrnF6SgrEX+gKH9LSQEPD4OMMrnGWvQIi85ZsCK0N1LC3BBYYpsnVQJ6+71otvhRXKsHv/v8iliO5T+XDb90WJ18y4crxd6vb5PuYbjQE13n/FnK2Zl4pVt1SHWqMVFqTKLD01Rsus8WOEIrlcU/ODX0JRM+RWYm2tGUoweboZFXnIsjjQon5MfXsy3KIo1aPHjyybjsY9PoLK9Fwdqu/Hra4uRHm/EzQty8dLWQNPfeKMWDq9yFW0CApfTGeIaC+advfUw6GjMlFhVaYqCTkuDlbhHZ0xIwI0loS8guckxWHeoMWoVobPnyTBCqIpQ31AaDczf+haSbrlZVEr0EyciZsEC6CdNCv0CAcoaG8FxHBKuvAK5L70o9iVzHjiAujt+AKa7O/R7ACAtpMiGKkJKmWSDQVo/xTpCMRejBcdxOHHihOx6DTbhDxadhha7nQ/0+8JDMkZSDybVHx8k7ZhdWt8Ds0mH8yYlo2RiEi6akjakOCYAsIfJlpI+sIUHolLHeWmKdbXfiiDUjCEEqKiq6TcOX8jQk4pJycLFhbHSFUuKX543KQn3X1qE5ZICegdru3FA0lrD7WPRYnXhr19ViJYSlhDFApHh0CnE2Ejdef/ZX4+3Jc1aKYqCVkMPOHYsHA3dThACXJ/txqvfKem3aJ8S/WVBBiuOAJ8BeLLJirUHAy1Fgq/rcM1yw8FbUeRCL5mYhAlmEy4oTMElU9ORFm8I6Y0mYHP58L/DTfj711X45Ggzuhxe2Fw+WT+x4DE+d+s8PB6meCEhQGd7W7/PrRNNVhyq7ZFlTNIUJcs0BQIZlza3DzsrOrG7qlO0tJ1F74kjzpCnHtwo7mxBdY0NHc4TWoSPoigsSkwU5Rq3dCkm/utNaPwNUz3l5aj//vfhaw3NXJC10PD7wDv++jdxFfGNXIwQO4j2DeMBrVaLSy+9VHa9Suvu/GN7/wXclBDiTwaaQSYGlEqOLdzIpanZLRY3CtLieDfLJUWY30/la+KPKyGEb9Dq9veWAuQ9xYSCcIfqukX3h3T8QiyFFKnLRSh0qBMVGwpTi2fK4nD0Who3luTILFrS7YOPKUWqHEkNK3SQ0laSl4SrZ2bKFCQpHoaFxemT1aLhOBLyUO6Lv39dFfLgDw5gV1J6RqKsAk1RWLpkCbRarWIg9lBJjNEh3qiFXkuHBFP/9tNTIS84wRbC4MD5vuCtQXSIQjA31xyybbiClw4vi0+PNuNgbTc+PtwkBqtLizcGj7Gh2xnSGkU8DkVh5vQpA35ufSxJkdfQVIhyLNSs6rB78M9dNXh9Rw32VA+86e65ypC1gvveKcVbdy0aybGMCqpFaOgQT2jKMgFBy7oPULBwoWi6Nc2Zg4lv/Rv1d/wATFsbPBWVqL35FuT8/SWYZgTefHTZ2Ui5526ApqHL5KvSSuOC4i65OKLzGc9wHIeWlhZkZWWJcpU+X4Zq4RKUGKGPkpJb5LsXTMSeqi5whGBOjhlAcGYNP57heFSsLh9+9v5R2bqSiUm4/5IidPUGrjOhsWWPQz7fwRgx3D4WvR7++wQEre2dMtfYDy7Mx8L8ZFhdgV5p0hghnYYGTUPR4WPSaRBr0IIjBLS/OB4b3N/Lr2iYY/T46eVTcPe/Dobsx+XlQrLo+EDfzpBt+8Lrr7f0+/VlYFmCgrRYPLVyNlb7Cy8GKz2H6nrwcj/xUgOBgKCjvRUUMmSZagOhIC0W5hi9rNhfYowOj107Q1aY0qBgYdQFaS00TaGyvRcVbXawhKAwLQ6zc8xhG+oKrFpWIMYcrfMX0BRQcpWFC2iPCVPjSjrOYN328U9Ohh1XcqweV0zS9+saU4KmQuUjNPJVsmRGcbWSoStCxxqtuO6FnbiwKBW3LcwLKeU9XlEVocHDORzwtbeDVXJxEcBmtYT8UA35+bwydNfd8DU0gGlvR913v4fsZ55B/KWXgOnpQfc/3wQ0NIzFxYiZNw8AH5hNvF5o09KgzxlYU8KBQHB2/co5jkNVVRUyMjIkitDwrl2nl8H5Bck4vyAZ6fHhs1cunpqOi6emB3038HCr73ZiZnai4sOg2eJCh90DjhBMzYyXudSkKNXWEawV0riOVH/WkzsoE6yvwG9ptV6Ar7lU3RFoBtvS1g5C4kFRwE3n5aIwLRY//+CYzBIlPECumJGJK2aEto4QeODSQNPLX3x0HB12D8wmncy61OtmoKUp0b2j1VAhmWQehlVshCpYt4w6zYDcPK9sq8L0rAS0+S0MGYlGWayWIOP3DzSA4Qgq2u3D7vAO8HKtr6tFckpoFl9/cCRUsYjRa0Ka3SrVdgq2Emlo4FSLTbSMPHjZZNy9NB8P/udwn2OQu53ln+m1NBq6neAIgVGnQXq8ATeWZCPBpJNZYADgw8NyJUq6j8D+B/4GQQhBVVUV/nPchrf3N4jXDQXehazTUOAIryTOnJAgNmOeMSEBy6dnYG914J6dmxwjui3/sz/gThQKgF42PQOfH4uethpShqwI/fzqafj2wjzsquzEH78oR0OPE7ctzMM1s7OG3Bl7NFBdY4PHXVaGrtdel62jY0zgvF5QDIvM9HRFuerz8jDpvf+i8b774TpyBMTpROMDDyD9p/8P8VdfDc+ZMwAAbVKgyqyYdj/CneeF56KX4bCjogOpcQbMUTB5D4cTTVY0W1xYNiWt3+rHwVhdPuyq7ERxVgImpcZCq9VimT9rTyCkACHLhWTC9XoYfH26HS4viyWTU5GVaIKX4bDtTAc8DIuPSvkb90VT08S0aYHK9l5UttuxZHKaGPQrIK2WvLW8HSskaeVStp5ux5Yy3oX1q2uLkZ8a2E9NpwNlLTYsmZyqmFIuPKS7JIpQSiyfdegJrg1EArVZpErPgvxkGLU0dlQELClS69ntiyYCAKr38yUAzDE6aGlapgQBQ6vTRAgBxxE4vPJGrk9+fkoc/5M3zAyZ+5TMeJj0GtglY/j+4kn47Fgzunq9iDdqMTUzAQdrw8TaSShvsUMreSFh/JlBAqy/dceGIRTZE/jGnAn49GizbB1NUfiwMRYfNpYNen+cQixUi8WNQ3Xd4AgwKzsx7O9JGgNj0mswKzsRZ9oCBSpZQsCwJCR7KpjTrXZc6C/PIHVHFqXHYXdVl+x8vvLd+YjRaxWtP8HXqYDURZU8gCa+AjRNYfZ55+P7v9ukaLERlGenl0V1p0O04GpoGloNLbuOH/tGsWgBtrgCv2dBLBHow3zWMOQYoW8vzAMAXFiUihdvL8EnDywBAbD06a24/93SkP474wXVIjR4KIUU+PSf/QyauHgQEPTa7GHlqk1ORt6/3kTCiqv5FRyH9mf+jJZf/SrgBpPeBYWO9PQIK0L+/7882Yp399Xjr19VKDaPHCpdvR78ZdMZvHegAZ8N4a3q9Z01+OBQI3732SmwHAHHcairq5PJ9byJ8rYESlaVT44046PSJnx5ohV/2XQGdV0O/PdAPf67v15UgoDQOiRuH4s168uw9mCjLKBWQBonEeevfhzsZtl+pkNUgoI/Z1gOT352Ch8casQbO2sUg2MF11CnxDXW0MOfI6lFKN6ohY8hsDi9IZYhDUWFyKVHkilEUQRt7e2ihfC1HTX46ftHZNsnxepDgkwHgtADTfowzDIbEW8IvBj+6qMTsu9MzYzH6qumYcaERHgkFp8YvSbwgKJD08D7IkbSlJbhiOwB1+thxCKGfXHd3An4xTXTFWOagpUggLe4Ol2uEMvrH26U96x65Kppod9VsAgBwEtbq/Dy11UhLUukSEsCXDI1HUXp8SHxWYkxOrz6vfNkVrpfXjMdV0osffXdTvFaksbwVLb3ypQgDU2JLx/9VQyXopcUmE1PMOLF20vwt9vm9eteJgT4cHeZqAQlxejCdrzv7PUGetX5v5Bo0iE5Vo+MRKPM4ijN7BPOmaAo+lgONrcPs3LkL0rnMkNWhKSKzu7KTtz/bil+8dFx/u2LANsrOnHdCzvx3/3KxdfGClURGjzBdYQSv/lN6LKzeWc3AVzt7WhbswbOUmXzM20wYMIzzyD1vvvEdc49e+E8dAiszQZvdQ18LbzyIGSK+Zqa4K2tHbE5CDe5NklQYrNl5BSh2q5AplK4Bpl9IU2R5ttbcGhqapJdr7NyEjHb/8YHKFcHbpV0le/q9eK3n57CttMdIdsFv/1JLSIHarqxv6Ybh+q6RWuKtM+TYPENfsMO7msldbk4PIHPjjdaFR8ivf7Gl9Lu8v/2V3m2uQKB83Y3g+c2n8GLkhRkcV50qCIkrQFDAfD19qDYX2E5WJGakZ2IZ26ag6TY/t/aD9R24+MjTfj0aDNcXlbRapERb+zTLXvepEBQuTuoaJ8gPy0d6koDeDldOTPUbWfQBhqcVrX34nPJ9RguKDeYnCQTCtPiZBlgN5Rkh92eEMDtdsusFndcOAkZCUZ8y18vam6uWaxsLaWh2ylLgQ/m5a+r0G5z41b/y7cUqcIqXI96beDi7vUwcPtYEEJk8TJ5yTHITwsoRg3dTtGN1JfrSnqOJ6XG4MoZmZhglismSsVOSyaaQ/YTo9fCFMZ1LHCwthu/3Rxwtz142WSs/8lS2TYpktYdOyu7+PuH/0Tcf0kR/nTTHPzhhln9Wjn1WhqzcxKxu6oLB2p78MGhgfcmO9sZsp/oj1+WY1Z2Ij4/3gKry4clRal46bYSWSVWAPjjF+X41f+O48lvjo9utqprbPBILUJxl12KhKv4+kKUhgZFUUhOSgLT0IiuV19FzMt/V94HTSPtwR/DNG8umv/vEbAWC4jbDdfhwyA+H2zrv0DynT+QRez1vPc+MlY/MiJzEJ6N0pvGYN1XfSF9Swuu5TJYWEKg1eqwePHikM+kNzOfYu+rgSn6W8rasXJ+jmjFCA6qfMUfQHvtnCzcMC9H5m4RrDn9VZL++7YqzMpOxNLJaUgLasmhNE4h9feHFxWiw+5BbadDfGPuq7eYFA0FOIPkIrU+6bQa3HHtMjT2OPHS11UyxRgIVYyqOnqxq7ITLEdwQWGKrBP7/ppu0VqwpCgVRp1CMK+WVlT6ZmQn4nsXTBRLEQChHc4F919Xr1emCAowLB/M3uPwYr8kFV+npaHTUPD4jyu1BPZFbnIM4o1aaGlaVHYX5acgJ8kEhiO4ZGo6DtR0o7En9AWC9t8HBG5blIelk/kCiytmZeGCghSYY4YWMtHY44LDy+Ly4gzkJcfILFpahQar0mv5f4eb8La/UrbU+sJwJCQIWvgzLV6P4gkJijV1hHPc2etBY7cLGprC9XMn4O9f87+XxBgdLihMQXFWAuKMWrTZ3DBoacWWNEDo9XbxtHTkJcfg37trQQhBTZe892NhWhwSjDpcXpyBTafakGjS4ZmVc/CDNw+I27RY3TjVbENtp0NmBZMilYUwhE67Fwdqe8TrNdhdfC4zZK3geJMVhACrr5qGa2ZnhS2elhSjw38P1I+oImR1+fD5sRYcb7JizY2D26/afX7waBICN3+xDxgA0BoQQuB0OhETEyO6W3p37YKr9DASr78O+rw8eBsa4DpyFNq0NOiyc5D/0Ydo+NF98JSXA4TAfeIE9JMmwbZ+vey4w60jJEWsRCy5A4xkloT05juU9GFprEucXguWZVFTU4P8/HxoJGZ1eZsEpTibgR/T7eNERSic1UI4huy4fkUjOOA6+IFvdfK1SuKNOlwyVV51WGnsvW5GjHsSHkpCdptgmZLKSSnjTRobBADzJyUhTuKa+ufOGngt7dAlpoUoQUCoMtdmdYsWtUkpsTJFSGrxUqpzA/DXhVJsSo7ZhNQ4A+q6HPiqrB1uhsXp1kCF40+ONIsWMkC5zo6P5RTdXDoNDb2GDhuvIkWoLg3wVj9pawiAt0JKXSRNFmWLUvB9IM6gRWevBxqKgkmvES1sjT3yB7vHx6LdH1yv12qQkWBQdJMJ7qrTkqrXhBAcrO0Wi0S22zxw+1jZb1Eqwxi9Fg5/jSqOEFk3eIDP6gOA+RP5ZII1X5SFyFA4x202N/7j93ZcJbHKCQq/EOgdbC0CeKvctjPtuHhqmuzaWFyUiu+ez8ew/Xt3rawmkEBhOl+l+vc3zMSs7EQsm5KGublmPHLVVDz95WkAfO0sLU3hRLMVk1Jj8Yf1ZfCxHLISjVi1rDBknwK7qzqxc5yGtESaIStCK2Zm4cXbS/rdbmZ2IlYr+IUFrC4fHv2QT+20uRj88KJCWb+UYNYfb8G7++rxw4sKcduiUFNpfwy0zYBKAE1qKiiTEcTlhq9BkhXhf1r5JCnvnNuNnv/8B2BYeGtqkPitG9Hz1tvi55ROhwlP/RFZT/4OjT+6j1esCIHts8/gqayELiNQdI4w/aeIs3Y7QNHQxIW++Vw1MxNfnuCDQpVaMoysIiRVFAa/4xi9Bg4Pg/QEA+/eYQh6enowSVLEstfDwCOxdig9HAeTWSZ9kCu5Xvj98eulbhvhuLNyEpGeYEC7zYNYgzbssQ/UdIf0BAsXuGp1+ZASZwiq3xPoPJ5g1IpK0UB+y3demC9Wvwb4WLHGDgsKEpTvMcHDooMCjcNtS9PK6d3hYiUDli4+SD6Yk8Oo8KvX0CEWvnDQFCVaUgRxdtg9qGzvxWs7+FpVGYlG/OGGWf5tlGVOwN8HCHj3446KTrzqr3W1qCAZq5YVotniwmMfy1PFjzZZYZcoK14mFhNTQn/Lgryk8Tvtdg8e++QUAOC8iUk41mjBnqouJJiUH2tzcs1gOQ4Hanuwv6YbafEGLMxPFq1pUovVJ0ebFRVJQRGSugy7JDFo4eoLCRBC8N039qGirRfJMTrMywtY0YK/2algkcnyK2/p8UY8eFkgY/G+i4uw/ngLTjTx182Z9l48v7kC18zKQn2XEz6Wk90vgo9ld/vwy6D4tWhiyDFCP7q4EPe/Wyqr4goAuyo7ZT/+C4tSxcBqJe5/pxRLitLw0u3z8eLtJbjvnUNha6ScaLLij1+U4+27F/WpLPWF6hobPBRFQTdhAgCA7ekB28unIlO0BhRFwWw2i2/nvuYWQAjYczplShDA1wnyNjSAomkYpk+HVlB8CIGnrEyMFQLQb4sNX2srmh99FC2PPqpYvXp6VgKunZOF6+ZOQEos/6Ym7aM0koXf5BahwVsdBbeIYKHRarVYsGCB7Hp9ZVuVLHBTafxzc5PEsRj1fbv+pMUAwwXjClaeVyUFHLslHdmzEk3ITY5BdpIprDWKgCA9wSi+JccbtWEDTYW3YOkDpdfDiDdx6b1BSIkPR3qCAdqgQGOaolAwOXyBujOtdry4tTIQONtHr7Hg/ZoG4WoVFD2pFSnWoMVFQZazoaDT0LIgYoE135oVci+WupaE+VS020UlCOCDvwXlSAmK4ksDmM1mcV7SliLNfivSFyfkmWoODyNTggDeraOEcB6k50Ma7yTExtE0JQtMlnLDvGzcs7QAHEfw1p46/O9wk8zqIlVuwlW6FhqZmiWZX9IsR6WaQ1JOt9lR4c9q63b6ZAHyUkPYdy+YiPag9iDXzMrqU9EKPrcV7b14d1+9OBfpy4xB4sbV0BRONdtk94OhujHPVoasFTz64XHY3D40dDtlNYRm5STiO6/twycPLOl3H/VdTuys7MTbd/OFGRNNOiyZnIqXvq7Eo1dPD9n+5x8ew8+vDm9dGgiqa2xosBaLuNz9738h7b77oElOgrexEQ6HA7GxsaAoCr6m/uMR2B4L6NgYXhmaNg3QaMA085kontOnQVgW+pycfitL9/znvwDDgoCFZe06pN67Svb5zOzEkBRxqd8/uEv5cJAqKOWSJo4DwecvggfwD0ZCCD4/1ozKuiasumIuYoz8TVeqPFw8LR3xxtCf7zWzs3DNbD5O77/767HpVFvY40of5ClxBqxaVgCWI3h9Z424nvHfRKXF/qTfk76Vvneg78QIs4mfR1KMXtwvwCsADrG5qw9v763DGYmbiKL4dPL3DzaEFOt78LLJ+OtXFSHHkvbdCu4+/8KGE+L1qsTh+h7xM6VGr0p/h3ONhUMIuZIqTwsmJeG7F0yC08vK2m8MFp0mtLVCcqwe6fFGnF+ohVZD4S1/3EyiSYd2H//A/fxYCyaYTSE91SxOL97dVx+2KGFSjA4ehkVbl1VRroQQ7K3uwgeHGmXB/F6F35/Dy+Jksw3FWfGy/QgKVqBjPCdTYjrsHkxJj+MLYGqVz6tRR8uswDRFiZZGo14jO3+C8uBjOVS298LDcNBpaNR1OdHQ48JPL58Ct49PWW+xupCVyLvAlJTzN3fVYOvpDhAgxB3b0etBTpK8Bt+/9tTi5a+rRMUlO0GHZ28twbw8edZoMLctzMOWsjYcrLOILwxfnmgV4wql1/LC/BSxBtLiwhTRkgQAExKNmGA24bYZRVitHPIZgmP3bnS99hoAwNvQiPSf/UyMJQ2GtdnQ8uvfAAA4uw0pd9+NWIV4yNFkyIpQXnKMomsswahDfZCVKBwnmq3ICyrEmJscg5NNoWZhq8uHE002HG204N199ajvduLCotSwMUIejwceT0Cjttv5G6uQhSMoRBqNRrbMMAwoihKXaZoGTdNhl30+HzQajbis1Wp5hcC/DAAMw8iWdTodCCHiMsdxYFlWXOY4DlqtNuwyy/JZEMKy0jxGek6x558Py2efgaJo6PMmwufzIfW++2D5/HPY3nkXAG8edzc0+Jf59gk0RfPxJ8Qf3wECb3cXjKZANo1h8mSAosD4lShvZSUIw8A4Y0bYOfl8PrCOXn4PhPAuMr98+5oTAHCEA0XR0ErmN5TzJF22u72SeUO8xgZynhzuQNzCmVYbvj7TgQ8ONcJutyPnRCu+OXcCaJoGxxFwhICigNsX5oFlGbGQpdI5c/lYca68mDj/+eCXOQ7iPOIMOiyYlAS3v3+YMA8hlV94aBFCwLKhvyGGYcTYIWkMDydppfGLq6eI56Pb7sJDy4vAEgo0OGg1GiTHGhCvp8TeUcLY9RoaF+Sb4fax+O+BBhDJnDLjdeK1F5gfQZfdJf7efcLY/dcky7Hi/IRq0ASBZaGODMuyor+IECLOj2EC50s4HxQF6GiIFavF9aD886AkyzRo/z1Cr6XEsbv82U0U4RTnJP09iWNXWNZpaVxRnA6Hh8F/DzTy16D/KWjUADlmozin3CQTpmclYGt5OyjwrVvkY+eXjzVaws7J42P9dXpYscI2RfGypygaHAF+9v6RsPFFAHDxlFR8fYb3JLTa3EiL5xU3cX40fz4E2XT1emUvBh6Gg93DgBAOBg2FLLMRWppCfZdTvA51NO8GDJwzCt0ODwgIYvUa8TdU1mrHqWYrKIpGbZcTzUHKS2VHL1w+FqdabOhx+tBqdSMpRgejTguXj4HP5xPvC+UtVjz+6amw8+6wezDBbAJNUdhxpgO7KzvRbvfILGNTk7WYl5MAvZbu917+rfm56PWw2OdXpKs6ejEtKx4UKBi1dKCaPMeKUYFurw9V7YEXj4wEIxJMOtw8Pw2rw448AGuzof7Ou1C4aSP0ublw7N6N+jvvgtH/dzBNDz2E+CuvQtItN4O12VC5/HIUbd4ki0UdbYbsGlNqdgjwrjHzAJvu1Xc7Q/y5STF6WbEnAcEFd9/FRXj77kXY/sglaOh24tEPjyvue82aNUhMTBT/FRcXAwBOn+YDysrKylBWxhf/OnbsGCoq+LfKw4cPo6aGfyPev38/GvwP9t27d6PF77bZvn07Ojv5H+2WLVtg8VtLNm7cKCpc69evh9vtBsMwWL9+PRiGgdvtxnp/QLDdbsfGjRsBABaLBVu2bAEAdHZ2Yvv27QCAlpYW7N69m59/QwP2798PAKipqcHhw3yqekVFBY4dOxbxOSVcdRXqTCZop06BcekScU6M1wuX2wWKosAyDM7s2gUA8PkYnL76auhyc+H1etHVxafHetweVJSWQpuaCl9JCXosFlAUBSYrC5wkPshXWwv38eMoO3kyZE4fH2nCD17dhi9OtOJ0qw3tXT2wWXpC5vTUe1vw6pZT+Ohwo2xOHR2d/hvK0M/T6boW3PPKV3j6y3I0NDXjxEl+jC6XWzzOQM9TVRWfBm6zWuF0OvH2njpYrFbo9HqcaukV58RwBN1dXfB5faBpSpwTw3J44NWNWL32MNrtbnFOLq8P7e3tfqWHRXs7X+OHYRh0dHSCIyTk2tu6fYd4nnp6uuFjCRoaGtDYxFvsnE4nHDZ+fv/YUIq7/7ENd715AN/++3Z8fJB3p9jsNjgcDnFODe0W/GztUfz5gx1oaGhAV68HD7+1A+/trkRxVgI6K44gVetBZqIRO7d/DZfbLTtPHCH+c+MDIZxsTps2b5bNSbj23txyDPe/U4q73tiLM+Vl+Oa8bH5Olh4kJiTC7faI58npdMJm5csXOBwO2G1W8TzV+Us42Ow2NLe08Arduzvx4Ft70dTjgsVigcvl5hWbtgrcMsuMi6emoburC16v1y/XLvj81k1hTjRF8dcYG5iT08Nfe+XlZeKcpmsDc+rs5H9DXq8X3ZLfU08P/9CblqxBBt2LzAQj0mGF2dkIrYaCw+GAzdKNHRUduPu1nXh/xwnMzTUjReNCHGvDwvxk8doTrnOXiz8HPT3d8Lj5F8pwc2pobgEIi8SERHR0tIPjWNCAeJ563Z4+laAJiUZcUih/CDZ28fdR4fekoSjU1NSgpprPzmqxhFpeOuwe1FZXw9PVhCe/OQvTjDZxTr02C5qbGsERIs6poduJ1rYO/v7U6xV/Tx6GQ0dHJ3w+H9rtyuP+8kQrepxC2xbAYemGSa/BnQsyZb+nD7YeUPy+QI/Th+4eCwD+2uuxWkPchTMz9Kiu5n9b/d3LOULgtlvEmMVOu1s8T21N9eLzqf10KVbOy8TtC3NwpnS3zO0Zq+eVrG3btvU5dgFNQgJS7r4LmkTe+i5Yd9wnQxVAb0MDHLv3IOmWm8Xvxl5wAbpefXVAx4oUQ7YILSlKxXdf34cfXVyIWX73w67KTvz8w+N9xgRJyUuOCUkL7XF6RRO6FIvThwSjVubHvW1RHn7+wTFFq9Cjjz6Kn/70p+LfTU1NKC4uxtSpUwEA06cHXG+zZ88Wl+fNmyeaZBdK+mctXrxYXF62bJm4fOmll4qWhiuuuEK0KKxYsSJkWavVYsWKFQCA+Ph4XHHFFQAAs9mMSy+9FACQmpoqVhTOyspChl85yM3NRXY2n9GRn58vBtFOnhxwTURyThRF4YI//SlkThpQiDHF8G/SWi1y9XrA5YIxORmXXHMNOg8dgl6vR0oK76YwGA2YlJIKXXY28u++G41HjgIch9jYWGDaNPhiY+H1/+h99fUw//NNZP7hD+KcCCH409uHoYtJgEZvgMfOwUbpkBMTEzKnTk0aqhqdMLR68OzKi2HQ89dOWloq/6bKkSGfp09P20HFJuN0qx1nchNROHkKTh1rhclkhNFoHPR5WuFrwWfHiBjEaE5MRK+jF8VZcVg8l7eksIcsSE5JEWOAhPO09XQHvDGp6HJx+OeuWtxz6RXoZSg0WzxIT08HRdGgKCA9nW+bodVqkZaWCpYjIdfegkUX4MOPTsJgNEBvMIBhOeTm5iIt3YaGHjfi4mLx8u18O5T45DRQbfx7ZXxcnDinhPgEpMYb0NXrRUJiIijwGWQ9JBa7W4G6UzUgJjOanQRn2uwh197Gj04CPp94nrwMhxUrVmBHZTcoipbN6ZJLL8PWT8qg1WoxuygHbTYvdDottEkpcPtYUFotSubMwsTUOH5Oej1sdjvi4mLF8xQTEyO+HcfGxiLWX1V7+vTpYJusQG0VEuITkJ6RgaoOBzrYGFAAPG7GHx/Hu2yuvXQJaJqGxcWgrMUmuoHuumwWKIrCJ0dbxDnRFIWrVqwASyhxTl6WwGg0YuaMGdhd1Q2tVov580twen8jdDotUlP535Ber0ey5PekN/Dxbw9fO09iNY7FxIkTwZw8gtjYWLjAN6ilDTGotANvrJwMluXr3ZS39YrnCQB0pjgcabLC7bODpihMTGGQbwSSU1LEOJbU1BTxnmJOSYWTARo6LKiza5GdpcXy6en4wm8RmpgSuDayEo0oSosJWIoB6DQa1Nk4LJuciu3+wHa7l7e4Cb8nmqKQn5+PZjYeu3fXwermLUMxeo1Yv6q2y4kz7lR82/9bayLJ6PG24WBTB2iawj9Krejc3gmij8OhRjsmpRJk+eeUmxwDw8RcXPvqYczJMSM1NQVOLxlw09arF0zBPcuKABCwU7LE35M2OQcAr7i88O05WDY1A24vgxv/vgeNPS4QABOzUjE7x4zdlbw8GiTxVQsnJUGvoVFQwJ+r/u7lBztakJySgliHBRaXD14O2FHVAwq8y/TZrxvw+HUz8P1vBe57zOQVePlZ/gVIQ1PQa2ksmZyGi3L4edjtdthsgTEZDAYYDPJyAOkPPywus/5tjTOKQ+TkPnkKuiArkT43B+5T4a1mo8GQFaF7LypEbZcTt7+2T/wBEfDZZH1liUmZOSExxI3W0O3EjOxQE1lecgxs7tCYEXOYcuXBJ0s4kcKFI01Jli5LgygHsqyTFBsczDJFUeKyYN4c6HK4sY/JnEigcScFAC7eJaHLyebNw04XX8XUf5FQoECsVnBuN2ijEbRWC+L1ivvQ5+WB0uv51HoA9i++AGe1IvN3v4Xtk09AZ2YByAZNUbAnJCOlqxlOLwvaf66l87C5GVCg4GU4nGpzYL6/MjPtd6ukxOmHfJ4q23vFuIVWm0csjEaBwu3n54Wcg/6WtRpKlinFy4MvpCfesDgONEWJAa7CuNrtHnFOZ1rt+L8PAtkfwnp+n7R4niiK9rsc+Dn1ehg8s+G0aHmlwLs3GI7wShjxnx8tLY6HAxU49/7/E0w6XDd3AvZVd6Or1yubE01R2FzWLgbXArznKfjaC5T858f7s/ePItagRWFanDh2gV1VPeKcTHodAK9/7MI1SQEUjfzUWKyYNQHdvW60tDKoc8rHLoySogKVgzUaDbT+4HXerct38w6eE/8/QPnnkRyrx+KiVLF+z6S0eEzLjIdGQ4vraIqfq5bwlZ8JaJxuteP+d0vFbCUKgesjeE6U5PckLAffI4RzRoVcV3wclNALjuPkZSXqu51w+cfAEoKaTidykmLkjUMp+XK8QQuW8C6qTWVt+N03Z4IjgI8jMrfD0smpyEmKASGQxRw5vXzae3q8Ae12DxiOwOL0ITlWD4rig6A1Gg10Wi0sTp/oFrtkWjp2VnSKMTH/PdCIR68uhknDxxtVdTj4bTmCz4+3Yl6uGccarSAAylvtuGdpATp7PbixJAe3vroHzRY3mi2tWDgpCR29A6tdBQAtNq8/kJmS3bNrOgPPtzm5yUgw6pBg1OGOxZPw5OdlfhkDdy3JF4tKOiXFR2N0GvgICdwn+rl/d9g9oCkKsQaNLIaKAPCyBG/ursV3L5iIwrSAcsoQGk3+4rLZZhOWTknDzefloqeDD24XvCkCjz32GB5//PGwsmh/5s9IufsuRbeYr7EBmnh5UU2N2QzWYg27v9FgyK4xAFhz4yxse/gSvHhbCV68rQTb/++SAaXUC+SlxGBJUSre3ccHWVpdfN2R2xfytRRe3lYlpr4GbwtATKMfDNKHkMrwsH76GZw7diA+PhDYmPrDe5H03e8gbtkyvveSO9S07K2tRfMjq+FtbAKl0FNMl5kJ46xZYkSpY/du1H7723AeOAjbl18iuZN/mFRNLoE9IRmW5AyY5szpc6zCw1VQnM0xehSlh1a5HSi3++t9AEBOUows+Fcp/bc/pAULAf6BlRAfD06S6CocwuPjcPe/Dohp1wVhiqYB8uyrKZnxuHR6oJmqNEvkdKs9JAMUCARJCw8eaR8mpWadDy2fjEumpveZQSVNwT7TZkeH3YPdVZ3YVdmJ0612MXA8PcEgFmh1eBjFgoXSnlnhUsYZjlfWV87PwaqLipCfly1TDuZPSsILt5WIWW3SzCR51ljoMfJTYzEpNTRAWJrmzXJ8s86Fk5Jx68I83LwgF9Oy+Jc9iqJgkMgqOGU7XEB3f/R6GLRa3TDqNMgyy+vlcBzB7z8vw+ZTbWi1ulDTFXAzzck1y1qcAPxDtLKjF24fC7ePFa91liNwehl/jBWFbncgDf/r0+24dWEevnv+RNRJrqtvzJmABy+bjJ8snyw7Rpq/ua7wP8CHX+T4MxJPNFlhcXqh1VCyQn+XF2dgSkbgoS70EgT4rvbSOKIepw9dDq+sYlZWohH3XlSItHgDqiSBzh29XtlxnrtlLpZNScMLt83DvcsKMDM7AVmJAblWdQRcS00WFw7VdcPtY8X1Bi0tqyl0x+JJSPJfb58fa8HftlSC5QhYjsDuTxww6TTQaGjMm1Yw4OeWoEwFNzueIBnrmvVlqO3k59rQ7cSHhxvFuMbzJibhBxfmi1ZRADh16hSsVqv479FHHw17/J733gdrtcosRFJ0ObliPKcAa7FAY05U3H60GHYueV5KDPJS5AHPr26v6rNwk5QXby/Box8ew87KDthcDF66fb64v8+O8XEJQqq8dFth/WBrCalZYyOHt7YWnMsFm92GvB/+EPrUVBiKikDp9XDs3Yf2Pz0j9g4Lhni96N2yBVlPPglotfBWVaHj+b+Knyd+4xtIf+T/0Hj/A+BsNrDtHXDae6GfNRuJ1k50p2bDlpiKzVfegWlZ8Yhf3rcVUnhoC9kg+jCZJQPFKElP9rKcLJV9KH2qgrtoE0Jgs9vgYwJlIqR1eggJZC31VQYg3qiF1R/LQIHP3MoyG6GhKFmqb3BG1PXzsjE3x4ykWKGdBn8MneQ7SinwwoNsWlZ82CwjKeuPtyDeqMV7B/hYh0UFybLil9J0+f7aXrTblOM5KtrtMOp4d9SMrDjU1TeAEAMfdEpTmDEhEQ4vI8pJqsQkGHWYl2cGTVOYYDbKFKGF+cm4V/IiRghBXZcTFpcPJ5oDb7jCfNITjLi8WK6UAIBRq4Hbq/w7EVqMDJa1BxvEl8gfXTwdr++oQV2XAxwh2FfbDaeXxcG6Hui1NEpyzeKDz+YKWFsMWlqsW8VbSnj56jQUFk1KxuFGCxweFpPT4xBr0IoxMwCw8WQbblnA35ul8SdSS0SW2YgWC6+szckx41SzDamxelDgla+qDoeonPx7Tx1i9Rr8+eY56PCnlVMU31/s0yPNmJOTiKONvMy/PNGK401WbCkP9L0TELYRqOroxeKiVDFrUaCh2ynKITVOj52VnZieGY9rZ0/AtbP5UiKEEMz97SZYXT5U+ee4/UwHvvcGH8uZlxwjejzyU2NlSrVWQ+Oy6RlYd4ivy/bspjN8NXHJbypWz2eQ+jrrwRalDOolPiaodMY795yPS575GgCwuawdm8vacem09BAZCQUbpcTHxyNhAIHMXa+9Bm99A3Kefw4A7yILDoA2ziiGzx/XJOBtaISxONSNNpoMWRGyu334z/561HWFvkV+frxlwIpQokmHl26fr/jZZz9eOuBtVcYAsbaHBsY5c6BPDGj1rMUixvpo09LkFan9OHbvhmP3biTfcQdiz18k33VsDGIXLMDEt99Cw933gGlvB3G54DlyGPFJ8tIKuUHpp0oI1g9BERpowblwSFNtPQwnq5QcLn03HAdru/H+gYaQ9RpaI3tbD9Z32CDlTgmp1aayvRcZCUZMzUzAovxkWdmL4IKK2WaT7AVH+Nzq8uGfu2rwrfk5igUUW61u7K3uFuXdX9dvQN42hOUCioOGpmStNfrr2m11+TApNVZ82xU4VNuDQ7W8C231VVOg0QZcoL+9fiYyE434yX8Pi+s0EqV0gtmEBy4NWC+k4/EqtDh5ekN5iFVnZ0UnCOEfqAVpoQ+a+ROT0GJ1yUo7CEoCwNfDOtNm71eOUqTXt4/hxL7GvR5G1hPOy3Botrox2f8ArJRYNorS41DV3gt3SMsSgqONVrF/XEV7L/KS5RWUd1R2wuFhoNPQOFDLB3MnmnQyK4rgjuO7z/PLWg2N1Di9olvK4WXxQWmTqJylxxuQ4C8hkRSjF6+1rafbMTfXHLbukRRB0aoJumakSn6iUYcehxc9Dt5KJCj7FEVhamY89td0o9nqRm2nA//eUyt+Txr2MT0rVJG4bs4EURECEBKPJFgotXrl9hxKJJp0sLp8mJgcg7JWO7wMh3uXFSA/NVamLAJQVBQLFa7PgdDym8egz8tF1m+fABBIkc95/jl0vfYajMXFiF28GPrcXMQuvgA9770vZo059uxB+sPrhnTckWLIitB975Sivtspar1CGryQ1j5eUV1jIwdF873G4uLiECxVqakz7pKLYZo7F+3PPgu2M7S5IqWklPi7zxunTMGk/7yLqmu/AeJyAV4vLt76X3Sm5aI5h39ADeT5ILRqiIQi5PaysofigdoerJhpEGNN+sPiDM3AFORKyVws8hulYMTx9lHJWiobliPYfoZXSHOTTJiSES/ZTr4PaaE3QP5g2FnRiatnZikWUCytt+CrMr520bcX5mF5cQb+vadWsfGrgEHiHuUIEZUuqUVIp6EV6yYFs2RyKuq7nYpuOwBYe6gJZywUWm0usBxBi9WFzESjLEZG04c7SvogOdJgkX1GUZSsLo/AiSYrTvib6t62KA/p8UZZ24rbFuWhxeoSO9NfUJiCjAQDnt1UgUSTDrEGLV8Buo/mrV0OL57fzGeJajVy5dPHcuL8pPEnAh12D4rSYmH3MDjgVxgpCkiN1SMu14wmiyukv5g9yILS2CO3xnkZDtvOdCDOoBWzoC6dlq5YG4gjRObCnZaZgHiLC0mxeui1NDITjPjIX/NGWhdrQqJJ3J+GppAWZ0CrzY0epw+nWuyiwnTptHTcvTQft/1jX8jc39xdiwcvmyxzbQWTKnHXtdvdMvfdZdPSxcrUv19fFtLiReDSaekh65ZNScP8vCSUt9lkTYkBvoJ6bhLfriRvUv6An1uCPLRaGm/duRAnm21i8tILt5Vg3aFGPK9Qd0ugKH3wbv2e996H5f33AfDxQQLxV/J1hGzrvwAQyCbLfu45tPz6N3Ds3g3ObkPOc39RjCcKh2PvXrhPnoL5lpuhiYuDY+9e9Lz3HkyzZiPlzh8MevzAMBQhi9OHbf93CQDgFx8dF0uw13c58Z9+CquNJUINEJURwN9rzGq1ItViAXviBDRmM7RpadCmBpRhpq0N2uRkZKxeDc7pROtjj8v3owm9DKWxQ7rsbMRfeQV6v9oCzm6H3uvGbWufxqFZF4EiBBMOx4Ep+hm0KeGbnXKE978Lz/vaTgd2VXYOWWnfXxsoeGdz+2QxQh8fbsKl09IRN0BFyK1QWI4jBDarFZMkVpmHr5yKnRWd4sNAUF7CpfgCCDH5CwT3cwp2cwWP6eErpuL1ndXiA9HLcIoWoS8knc6FPQbHPwUjtQgJtZIAyGKWEk06TM2Mx3cvmIi399aDEIIYgxbOoPnRFBVWCQJ4q9ipxm50uPix3/7aPpyfnyx7QEs7wgfTT+FgmGP4nlcCP7gwH//cFShQ+e6+ehSlx2FyRpxcmZZYA9rtHjGQFgDmTzTL4rmCsbl9ONJgkSlmcQYtzpuYBA1Nwcty4rlweEOvB5ePhcXlw+H6wPeTY/TQaWkkxugRZ9Ciw+6RtXcJJriHGABsPNmKOInyekVxhuxz4TvB1ki9lg9uF7hu7gRUtvfieJPcrZXtb3Ss1/KZhUXpcWKmXpvETbqkKAWLC1OxqCAZ+6pDC1Wu/uCYaBELJjlWj1iJmym4aOYVMzKx5gs+sSNc8VKdhsLFYSqGJ8fpsdCYjO3+xr4A78Kem2uGxl8V/eix45h4kbzKfDikPfoWFaRgUUHgnpibHIP/d/kU6DQUntl4RvH7ecmDV4SSbrlZTIdXIv/DD2R/axISRPfZUGj/0zMw33oLNHFxYO121P/gThiLi8FZbfDW1yGrj0DucAz5tVhagjvBqBMv6ryUGMXeOeOFoQYfqoQiWHJ0Oh06/rAGPW+9jc6/vYDuN/8FXVaWuJ2vmX84auLjxcwaKb1bt6AlSDmyfb4ePWvXoqW8GofrexD/jetgmjMHGqHDtceD+Qc3YkrdcZi7WtD1xht9jpXlePP7XUvzxXWdvR4cqO3mb7KNVsUHKCEExxutONNmx4HabtE1clwS/+Lysrhsuvwmr9QZPhxKKboUeLlKe5jlJMXIHhC9HgYHarvRpNANXErxhARcKWkMCQDNFheON1rFwOXgub+ztx4vbq3EMxtOw+ryIS8lRgzwBfi4pP46lLCSGIu+kFdv5t+UgzHH6GCO0SM1ziCOOdhqBfTff4wQgm5PYOBOLyuzbiSadCGNR+Vjld8/fv/5KTy3OfBQCa6hpqQDVrb3iu4iAWnn+ZPN8gd+Y7dL8dq8c0k+HrlqGiamhLqGez0Muv09sJ7deEaMYZG6xb53QSDgv6zFLrM3rZiVhW+V5IiWzv7ahzgUYpy+KmvHF8f5YHa9lg45r9JTVd8ld01JeXtPXUgsaFqcQYyDEdxqWYlGZAY1UtVpKLTbeDksC/PSs7W8HR8faRb/zpYENZfkmWXPjOAWGvmpsVhcKH8B09AU5uSaxb+vn5uN+DBNyYnfGiYNZk5PMIgWawpAg0s34OeWIItwLXMA4JvzskXlTq+hMdtvnVw+PV32UjJe0SQmIummmwDwFihjcTHyP1iHvDdeh68+NMRgIAzZIpRg1OGXHx3HbYvycPuiPNz3Tileur0ExxsDZuDxiOoaG0Eo3jUWGyt/i9CmJIOWrPNUVMDb0AB9bi7sX30VshtPRaXi7q2bv8JblT7UZk3GbcksZhYWwjBlCtzlZXDu3gMAiOtsBed2wNNP/Ijpsw/R0lkP3fJvQsjl/0Ry8wP4FNbFQTfLQ3U9+PvXVeLfOUkmPHH9TFngI01TKJ6QIHvj7CtuJxi3wgNdkOvPrpQHgUtdCMHjD4dRp5EpVAD/9rrpVBtWLSvAooIUxfEKbUOe31yB33yjWB53wipbhKSsPdiA0vqesP2jAvsK3LRtLh/quhxosrjQ5fAix2xCcqxezPaT3uCVYmakGU8OD4PqTgdS4/RiCwSriwlR4DrsHiT4H1TBD5B2mxvPbDwNjvAtMDITAw9Jl5fFx0eawXK8snzfJUXyZpy9Hjz1ZTmae9woTIuVZeIICpXDw+C3n57CyRYrvD4OOi0d0nB1w6m2EAVLQ1N4ZN0xGHW0aAXR0BR+evkU/GkDXzS2XRLP4vAwfA0kSaDx3UsK8G9/qw2X5Bp86luzxEDneXlJ8LEc7vrXAVk69pycRGhpCqfbetEbZJUTgqztHgbwG8eWFqXK5h+MUmkUKbcuyMXsnERUtvfiX7trkWjSoct/roXfIk1R2PDQMhxptODZjadBgS/nIAT8T86IxwUFyXB5Wdx/aRFe2FKJo41WMBwR08fn5JrxzzvOw7/31CHOoMX5Bcn4y6aAKylYEQaAN+5YgNL6HtFiVpQWh6xEI440WMARYF6eOey89FoaHh+HyelxmJaVgIumpGJOjhmv7qiB08NXkU5NSxvwc0vIdOt1M2i3uZGeEBqcn5MUg60PX4yTLTZMzYhHapwBp1vtmJY19Cza0YS1WuEuL4fr+HFY1q5F/geS+KIhGjqGrAitvmoavvvGPlwzKwszJiRixoRELH16KygAtw6woOJYoLrGRhANX7K9x2JBkqTxqkbBReU+fhz63FwQd2hH5XA4PAyIP/3+3W4jXn/05wCAjSdaUGX4By7a+l9QIKB77XDs3g37V18h/rLLQvYT22uB/vB+sHEGGP/9KnDJvYrHq+p0hChC0r5bANDY4wLDcmJcC0VRuP+SIgDBjVcHrggpBd0KVZ/BsYCsfsuAdyuipSlZ2ruUV7dXY1FBSp9vkHVdDhBCZMoUwxJcMSMT3U6vGNSrRNUAAlanS27AB+u6ZXE4VpcPSwpTYPKnzvcXMCx1zVW096LLH+CaFKOHUadRdCN22D1ikGjw7jkC8YG78aTc9VHZ0Yt2/4Pnq/J2tNrcWHPjLGw61QaOEJxqsYvXActx8k7jflG+vrMG7x3s/y3WEqYRtZTzC5Jx99J8/P3rKvR6GHT2esSWF1WdASUI4F1neSkxmJoZj9OSvm6pcQbcND8Qr5Hpt1RcWJSKM/5moTlmE1LjeAUrPd4QogjlmE2oCgo+vmKG3GIKAFfOyMSGk60oSIvFLQtycbjeEtaiR1F8dl+8QYdPYuQvAL1+Jaqz1wOthsJFU9Jk2XaCO0unoRGj1yJGr0WsXotfrJiOW17dKx9ncQaSYw14aPkUcd3K+TlYd6gRafEGmbVIuv/FhaHWpvMm9d0bDADuv6QIz248A62Gxp9umiMq0vddXIhnNpwGTQFprgYwTPagG4b35U5NTzDKlCRpzNp4J+Wee1Bzw40ARcF8000wTp8Ob2MjLO+9B9Y6NCPM0HuNpcSIMUIAX1Po9kV5sLp84zpYmu4nXkFl4FC0BqDAV+iVPKCFWB3KYADx93sjPh9cx4/D4W8ZIkOjUUyzpykKWp//DV+Ih7G58d7BRmDR1UjpbMS0sn3QMV6AYdB4/wNI+s53kPaTB6GJj8eqZQV4dXs1tIwX/XhM/IcI3Sj4BSMj0Qithhbr60jT8OUWk4Fn+EitMYJVifLLVXgTJIRgd1UXjjUO/oeuoal+u2JLY4QWFSRjf023TGa7KrtkMSSM/8F+mT0Db++tG/SYEk06pMTpcdeSfFmwdHB6s5fhYHX5oNHwRR+D40TC4WM5dDmE/m/+5pZmk2gxoinApNfA4WHh8LJwehm+uGDQNRBObCxH0BnUHfx0qx1TM+Px62uL8fbeOmyVBIh3O33wMpzoehACsoM7sg8Vc4wOD1wyGQatBhdPTcNnx1rEooTxRi26JZYyDU2JyucPlxXg4XXHwHJ8P7KfXTFFscP5g5dOxrYzHWi1umXu2bR4A6olSo9OQyE3OQbJcXox8HpurllMOZeycn4O5uaZkZccA6NOgzU3zoKP5XuuNVtceHNXbch3+rt9W12+EMuTwS/zaVnxuG7uBHx6tAU7KjtxYVEKrpqRiS/9taiK0uNw64LQoN2rZmZickYcshJNfXZ/HwozJvx/9s47Xo66Xv/vaVtP7z056b0TQoAAoReVIqgoKIpe1Ou1/q6967UrNtSrKFdFFBWQDkIIAQIJCem9n5PTe9k67ffH7M7ObDnnJDmEAHler7yyZ3d29jvfnZ3vM5/yPIV87a2zCXrdrgkzqwv42ltn45MFwn2dx7VujVT0/3pGwWWXEjx7HfrAAJ66usSzAr45cym4/PLj2udxEaHBqMqCrz/JHe9exGVzUrUg6U7fpyJOE6FxhCgiIBDwu++SxITdRdmHb6Pr9p+CKBI85xy7eyAdnro64kcyF1OPLKJocQTD4ObHf0XLtr8yIPmYrZdxtGE6w/nFNNdPp3GgFaHX6kbr+/OfGXzsMSo+/WlmXHo5n7t8BnQWI+1QiOtGVtHAJLJFZnyK5GqHToqgqYlOraRm0NG+sGthPJbUmHPbZC1Bcl6T56uqm/w+LTqVek+qM0cSLeHAruEYq3Z12s9lC+kDdhGnM9Jy1iTr7r8vlFo8nQW/kCJODaUBFk8sttvTx4qrF9YyFNW44mfP87YFmYukExub+vnQeZM50hMasfsMwKtYqYaetPbrvR3DdkQDoDTPS6FPZn+ifbprKMaEUplIXOeO1fv5yPlWlC994TMMky1H++nN0umnGSbTv/R4zrE9t7+bQr/MgnpLl6i5N8yutsGs2y5uKGKjg3jWFvmZVpGHCazem5qDumI/33jbbM6fVmGP9ZLZVTy81YqMbUrrbJtcHmRKRR6ViWjAyhmVnDe1DDORwslljxTTDD5wdiNP7+pw1asE0/Rqkm3sd92y1NbG8mYRTQVrbp2di85urFxF/tkK78+aXGoLCUpZiEoyIlRd6Gd+XREPbm5lb/sQNUV+fn3TYuKagYmJRxKz1uIIgnBC4qujwSljkaxldD1fMCHb20bFG7Ue1tk1lvy7729/wz9nLgWXXnJc+zwuVlDgU6gvCeSM/Iy02LzWOJ0aGz/4pk/DNE16entc0RTPBOuH65sxg8ovfoGqr30VubQUwZvDDmXa1KzPC4CsxpE1FQwDIxzB7Opk2p6XWfHM3xANA1OUaC5rwDNlCkLCO0rv6aHtC1+g+/rrqDm8iwlFVvGhqhsjdhQx0J+hhF2ZlmNP+uAlyUuyRf7H/97LNkc0IxupyoW4I3qUbBE3EvP60Oaj9t9OfOSClE6X36EiO7++iEtmV7FiaqowdaSIUF1Cg+mKudX87F0L+ck7F4ypViB5/JPL82wl+LHi/OnlVBZ4+ehfXqE3FOcPLxzGI4sZHTlOPLqtLSeZc6I8kbLpGh45BVsSUOz0DrglDHTH95H+mR1DsQwSVBzIXgibDQMRjY7BGKLgVsV2oiigUOhXqHOkYaoLfZbNRFphbVWBD68suQjb+dPLM2rCkvjOtfP4zU1L+PpbZwMgiNaCKYoCW44OuM5hJzoGo6za3ZmxuAqCwATHQl5VYM2pKAh4ZSknCRoN2QgNuCNCSxut1JOTxGc7R5xipc7fUTJi4pFFvLL0mhOHwajKtx/ZxQfuepmP3L3REnXUNNasWTPmdcsZrcs1h693dP7gh4gF+a6uMbWpmdALL9B2HB1jcAJdYw997BzucBSROvHdx3cf725fdZyOCI0fAmecgXfaNIKBIAgQPGsZJTff5Gqd99TXoyTMPkVvdmEw/8JFeKdOQfB6Kf/4f1H5pS8BVlpKUWPIWuruPnkdkzUV0bDSaSZWVKnx/vvIvyR1RxA/eJCm976Xzh/+CFNVR0yPlXU2U/u/P6Lti1/CCKeIfPq1JBm+TtZ+9IXi/OmlIxktwMcbEUp6UQkCBANB1h2yIi3O1NWc2kKmOu6knYrKSQKWvjhIORbGZKpGkUSCXpkCn4IiiZSOouKsGybtA1Fa+yP0hTPF73Lh+iX13HTWxIxF551LGzgvravISTCc3m7pCCU6pPrDcbyKRFTV7dodsKIpJUEPhX6FQr9MVb5CdZGPgEeyF0Nn15NT/0kSBMJxjbhmYJhmht6MIOCyeACYVV3AzOp8igIKc2oKmFwWdJ1H7QNRth0d4KEtqVqX2dUFlAY9NJYF+Y8VkyyCURqgMt/LlPI8V9qksSxIRb6XyeVBCv0K6bNS4FP43nXzKM/zJo5ZYVFDEZ++eBpnJKQBkvOf75Vdtiu5asVGWlQnlAaYU1NAXaGH0kSH4IleZnN9186IULIGxlkLkxznpPIUIfC5dKqcn3FiYxxvPL+vmyOJ7rmYauBVLO+4yZMnj3ndcqqvn2rHN144pbrG3vrz5znSG+ae9ZmaQYNjKOx7rXCaCI0zDN128S5+z3sQRuhuEDzuxbX8Ex/H1HSUqkoqPv1pTFVFUBS0nqToooCixa0an+THOS56gt21lBARKy2l9P23oNTVElq3ntiOHQAMPfEEgseDMaGR7rJUJGXJxBJ8isjz+7pZtPFJdN3ACIUYeuopCt/6ViCztf2JHe0guMnLs3s6M0L2x1IjdMH0CkqDHju8bx2RgM/nI7kbJ7GRRSGnJUNyu/TFIVdEKOfzOYgTwKIJxZQEPfxs1T46BqLHJE6p6gaqbtht1Um8N2FLkMTUijwaSgK8eLCHcFznYFcIsggKtg9GXV1WncMxmntTcgLVhT5uPLOBj14whb5QnM/8fYvr/QGPxFBMI6LqGIaZiLqkXn9uXxcvHuxFFgUrTZoW6QsoEsVBN8F/4KNns79zmB89ucd+bmJZkOf3dxPTDPojKl97KOW2PbE0QGWBl6pCH7NqCphXV8SGw334FInvvn0ef9/Q7ErP+hSJuc4yhCxf1bWL6thwpI+OhN9YLg9IQRDIc9TU5CI8I50PiiTynmUTXDo6J1qfkmscLg+3xI/DGcFLvr60sTRxzmBrGUVVnabeVD3TWCKMJxPpnYFFfg+iKFJbm1vOIR2uG6A3KBM6pbrG8n0Kn7tsBgVpX55pwm/WZI8UnQo4nRobXxiaTnd3N6WlpaPeBgppESHfDHdruJB0fPdaxCoU05DlOJKmMpQg184bVll3E26tq4vuX/8GgOB11/FI7WLOXX0v3ngUMx5H3LeHmnqoP7KT5oaZVBf67FSUEk9FEDSH+nU2XY3eUNwVATLN9Dof+Zh+j0sbS6xF30GEDNOkt6eH4oBVg5d+gcumPQRW5OTfOzt4pSlVsyMlPLWyYU/HkEt0LQknsTt3apmtmLtiWjnvXT7RGlNiDryK6Dr++pJAzvT4A5taeHZvV860UBLJxTngkQjHdSKqnmEGCmQoHjtJEFipo2Q61KuIzKrOZ822Q5SUliIKAgGvZOsIhVWdPK/s6rD75iMWYdEMM6M7CqzUYHFAoTig0BdWeceSejyy6Jrvy+ZUcd2iOi744WqXAWkS1yystYvgd7YOsszxfRiGmRhP7ghjrgU96Z1WOErqbrTUEowuirn+UA/lZh/Tp06huihwwmmZXCrizshmMkrqFJIUEsOMOQRBkynXIz1h7n4pdeN+qhGF9O/JI4t2amzFihVj6hpz3iieakRvvHBKdY197vIZzK0rtPU3nMgm8HWq4HREaHwhGDr5BfkI0ug5dkEZOd2ShOizCJNpgpyICCVhOqICByfPZ/6mZ2zSET/kKOgVJTYvuoj9UxZx0ZP/x5T9lpdUffMe3nHPd+mrmUiV9wMcnGvJvse8fjxxK8WkD6UiDJ+9bAbff3y3q8W4NxRndm0hO7J0ME2ryuezl+U2gDWiUSKbt+CdOoUHDkc41D3MTcsmZtxxCwLkF+TTG45z74ZmlzLtga5hNjVnL05WdYO/pkVpCwMK0yrz+fD5k1l3qNfWBwJ4dk8XN581kU1NfTT3RZAEgXOnlbkiRR2ONJNzgXP6ifk9VkqqPN/L9Uvq+HEO5VqAfR1DdnF3LiQFW4MemW6s77+lP0JU1WkbiFqfbeIyZU3HlPI8SoIee8EMeGQ+efE0DnUOEE6sk0GPTFLsZjCi0huKE9vdQc9wDBPoGMysNfLKIpMSJppleR48ksjdty5jw5FerllYm5iT1PZJC4mPXDCZO58/RFwzWDaplPJ8L5UFPq5fUsdH/vyKvb2zvkw3zAz17HRkW/CSTvGQGWlIh5MI5YwIjUIa+iMq371yAWVlZeNyja0u9FPgVxiMqHa6DdzpnpH06qKuCJo1nvTf2CnGg2ytLCdEUWTOnDljntNcNV5vJGTvGuPkd40BI7bID0VPp8beDBh4+BHU5qN4PV47lTQSchVLZ2wny3gmT8II6fQNSMiaijdxMUve8MR8AQ43ziXqy6Mu3M2ysydjhFJhb6myCo7AcEEJD1z3Cd4RO0D13+9CbrFIQnHrYWLf+DJVhUUsWnIlcU+qANUYcteBdA25F8PhmMYXrpjJb9cc5KWDbu80ZbQF4957Ca19kbAvyGPzbwBB4A9rD/Fhh4s5WKkxb8Js8Ynt7a4iyIGwOmYxxc9cOt02fCzL8xLXDRcRSka8NjX124rwCxuKXB1wex0kMOhNpT6TC6gkCPzixlTqZSTfpsGImtEin44Cn+Wtle+TXS7azb1htrUMZBXfKw167HZ5gDyvZN+Que6SRRHF40VIECjn/ncljnNf5zDP78/0xEtiocOt/azJpUwqDzKrpoBZNSnlbSc5SQbLrphbzYpp5RimNd5cxeFOW4qxpFhz3X/cdNYEBiIqxSOIjRqGyeOOFv5cWc6RUmNgiRVWVGT6aZ0Ibj5rAnHNEpm0xzGaXUviAK5eUMPlc6qIqrrdiamkvfdUi5g468CS0SpRFI97Xkcjr69nSPn5SPmpOklPXZ2LFB0rjpsIfW+EgujHtrW52upPJZxOjY0jTBPDNOjp7qGoumrUzZ3F0sGzlo24beX/+38cOdTLtmcPUH9kF6XBVJQIYPvcc6hp2U9r7RTK/PWorbuJbEzdVYsVFXDEWtgkXWNo5nyiX/8pB/75CPM3PU11uxU9kgb6Wfn03cQVLzFvAC1oIKVdeD62cip3rT1sFzImfcWypc28o1kRJBSxw929SLqKLnvY3zHssj6wYNLZ1U1ZWSmiIGYrAxkT0otfawr9XDyr0q7niGuGy98LrKjA+85u5M8vHaEsz8sGhx2E8wYoSYTSF8nqQh//deFU/rahmY40Vem+tI6rpRNLXL5tYOm5gFUR5NSEeelgT1YSJCYKlne2DdkRIqfFwc7WQX61+gCiAO9dVs/Rllbyiq15fcv8GranKTmPhOKA4hrTlfOqbdVqJ7JFzvJ9Sk6rhU9fMp17NzSzbFKpq0j8vleOMrUyn6iqc/GsSrYc7edoX8Q1r3lZFJt9isT500dfQNNp1lhSY0GvTEnQw3nTyjncE6J9IMr7ltXzxBNPsHLlShRl7F10I8EpQJmERxa5fkk9Lx3s4R0JzZ//vmwG96xvYmljiU0uZUlETjQA2MeQHhE6xYhCnlfmmkW1bDjcZ1uKqKrKqlWrxjyvybk40zEXb0TEj7bQ+aMf2g4DwbOXU/HpT6McQz2VE8dNhJ7f101zX5j6YncabDCqupjtqYbTEaHxg5DQ3SgsKhpT+2EEiZb+CKYJUlRi6Sjba6qKEo9S3tlk3/UapokuK8zbvBpFjbNz9nLE+fNcJAhAqKwCLCJU07KPuqeesVIUw3Eefctt3DjFD1/9PP6oRW48agyPGiO6tQ+1pYWBxYsouOIKBEWhoTTAV94yi8/8fQt9obidaslGhMZ68dEME9EwSdKfLz+w3fV6wCNT5FDrznbRzvPJtqpuLjhdMP61uYUX9nfb0ZZkeiqmGa6uNEkUaCwL8ulLprHt6IBNhCaUBvnJv/ei6SbnTS9PFWYbJp+6dzOHu0OsmFZO51AM3TB45Ug/Q1GN0jwPlflehEQHVhJnNpZwzweXsbVlgJ8+Ze3XME3XHDojNi87tIrOmFjMJy+21H83Huljc1M/i+qLuP6MOqZV5tNYGuRDf9pob588hlvPmUhBUTGmIFBb7Oc/zpvMA5tbXXo+Uyry+MbbZtt/N5QEeGpnBw9taaPA775kJvWk0uEkFKt3dzKpLDhiFH1WjSWgB1a6rzTPY2shLZlQzEUJw9Kzp5QxEFb51L2bAUuscKbDA+5YkX5ajaVYelZNAbelRTANw+CMM844KRZGl82p4jKHd970qnx77kZCeoTkFONBAFw1r8YlPilJ0jHN61jn4vWM6M6dHLru7fhmzSL/ssus57ZvZ//Fl9B43z8zak/HguMmQt+5di4v7O/mP9J+EM294VPadPU0ERpHiBICAh5FGRMR2jtksE8pQpcUmltioxIh/+3f5aojVtheKLHuuhVZpEDW0A2DKDBrx1r2LM2MLoXu+wcoc0EQLb0hUmkGWYvT1zCfSM0U/JFhgqF+fNEQ3mSNUE8PrZ/9HB0/uZ09576FvvMvo7Ehpc2SLJT2ZMkjrN3fjaobFPqVnOJ0YJEHwcje+QUWEQrHUzcUXlmkMKDYBbC5Pj8dyUhPJK6zqanfXlxLHG22UVV314kkFvGXDvbYxaXXL6mnqtDHz5+2fJeGo5r9ngNdw2w80g/AK039nNlYwlBUZV/CXqN9MIpYW0BFvs/Vpl6e70UUBRbUF1ES9NqGtk4okogiCRkpoiUTS2xbg11tFuEVRYFFDSW2LYQgkCGZ8NWHdoIoI2At+sMxjTMmFruI0KKG4gzLhPed3UhENVzRMchtpZLvk5lYFuRwQnX5SE+YzqGjNPdG0AyTT1w4NWdEotCvcPWCWtveJZ2cCK76o6y7GDPS6/pyR4RSz798qJcVU8vdqUBRpKRkdEuJsaJnOMb3H9+DbposqC/iPcuOT1TQCTnt91KTxS7jVMN4z+sbAZ0/+jENv7+T4FlnuZ4PrV1L5w9+SMOdvzvmfR43K5hTW5hBgsAqzPz1s6e7xt4UEAUM06Cjs4PhDRtH3dyoqmH1he/mufNv4PCkeaNvnyiuVj1eBt5+MwAlAQ9TyvNcirQzHr075UqfQOzll+1OsKTeUJ5PxqOIlPa00vGDH4IgEAnks3XBBdzxX79E+ub38C9YYO9Db29nyt9/y5xP30zoV78kELYWy1BM40sPbONRh6+VEy8f6h3VeFiRBFSPL+frHlmgo7MTw7QW2lnVBfz4hgV83RGpGItT9M+e3sfGI7209IddnVy9jnqaqJYiQqZp2p05zrZ4v0dyFd2qhmlHkYaibkLXNRSjPa3I2DaDTBT+etMEFLNxumS0K+Bx36/NqSnAr0g09VjHY7i6nlLbpRMIURToGIja89rUE+bj92ziUFeIvETtU0lA4aYci242kcKhqJpVPLMo4OHaRakwvU8ReXRbO1ua+9nRMjCqd5juqmtyf65XFrlyXjVvmV9jiwqOF3JFhNLPtS1H+11/q6rKI488gqqOT32oieUd1heKs69jaNTtxwJnVGteXRGLsqTeTjWM97y+IWCaGSQIILh8eeadzxgx7uGRF/Z103QKK0ufdp8fP1idYiKlJaVEXn551O2P9RQ1ErpDshrnj70BWzkarKLboFcmzyczsbKQvPPOy6ga9catVmpR1zBNS3V4YmmQmTtepGAgFbXUZAVdVlAuuJCJf72HwuuudRnH+qMhJjz6N67+7ke56Im7KOzryDAafc+yCXz3unkEEjUJuRY6Mc+qf6meWIs5QnRyRlUBJSUlCInb//WHrEiEc6FqH8XVPYm+kJrTdBWsDhtNN9jeOsCafd2sTUR0Xd5pmuFaSDTdsNXEI6r75uJgd8hFtMByhd/c3G8TroBHckUZRipc1RxRl+KAQmWBjy3N/YQSabZcpCF9UZcEAUkS7XlNHp9HFjmzsZQLZ1SwsKGYhrSu185BSziyJIvI5C9W7eenT2fvkIumaf84CVvH4MjfXbpulBNeWeLaRXVcvbCWsyZnSh+cCIpytNoHPDKfvyKVckjXCZJlmXPPPfeYjUFzwXnM6RIJxwtnsbRm5JYjOJUw3vN6Gtlx3LN73g+eySjg7I+oDEZULp97ahZKwxvXf+U1QaKId6w/0mMl68mIkGCaSLpG8MylDD+7BrDuFpN+RNMK/BRcdin5Ky+g//4HGH7mGUzT0gaS1Tj1zbsZiYZpsoflz91H+9O/RS7Lg0gE/9y5DPcNsEMLMGPXS0iGjqzFWbBpFfM2P8O+6Wew/swr6KiexMKGImqK/JTne6kr9rO3fYho3GpfTq8ZMhN3doJH4dpFdURU3eWYnsSNZzawanen/Xd7YuE8nk4XSRRGFLiLJjR6kq3iH777FQ5950pXBETVDVfBrFNYMLPQOxOaYbq6uvJ9sou0jFS4WlccYE8iKnDRrErbQDRJdF4+1Jv1fen6O6JozZ8iy/g9EpEc40433/3SA9vRDZM8n8zM6oIMf7Bc30lMdWrZuIloLgXnJJxRpmzbrt7TybN7uxAFgXctbbALzI8HSfuZumJ/RvTNCWcWMP2QBUGgoOD4a5XSIRx3e0BuuM/nE8wpniSM97y+ERBcfhaH3n49FZ/5DEqiU0w92kznD3908tvnl08u42hfmHPSCgAbSgKnNBE6nRo7PoRiGoNR1dUhI0giqq7T3tFFbfVYOlTcF5/W/ghFASXrxdcwTHq01IVL1uKYl1yOtHUbHc3triLhZN2X4PEgBq02c1kUOKvKS+fzT1Hc24GZl7uFuLLjMAA9w0NU+UXiuoFfFtHrJ/LYnGt47rzrueHICxSvehghEkE0TabvXs/03esJz1/CnO98HW+Vlapzpo86BqNMKA26PksMBDAkiX5TZuWMCsJxzSZCkyvyeO/yiWi6gaZptHe0U1FRgSiItrJwtjXXWficDaIojNj+HFV1VwQnue56HNHTh7a22sdimCYtfRG+dfUcPLLIRT9+Nue+p1XmucxOk2goCaRFhHLugupCHxNKA0ytzKO2yM/TCTPZ0Ujh966biygIfO3BHXQNxRAFARFo72hnQm3ua1R63U0yOjMc1bKapOa6uYo6Rf3SPLdGC0j87eWUVUC6gSxY3mjJ1GBUHZ2IjgRRBHR3ZC0b0jsLnVBVlUcffZQrrrhifLrGXoX7VeeYtWOwwHktMe7z+gZA6a23Em9qpumWW1IXRNOk6IYbKP3A+49rn8dNhD5/xQy2Hx1g+QidEKciTqfGjh0xTecL929jOKrxkQsms3iCVZegIbCnYxhN95IfOXaC+eUHtlPoV/je2+dl2DT834uHiQ7p1Cf+nr3tOb4qwAXVs/FsdTuhix6H/kbQSmtIosDSqgCvdBxGFK37S5Ps19fgcKqep6U/TH9IJc8nU1Q9EbC0iIbf/xGWfeXT9N3zVzru+j/EfquDKbBlA4euuZbKL36Bouuvd2m2fOOhnfzmpsWuIs2y//gQDzzxCnta+nhvezeewpRVQkW+l9pEAadhGJSXl6dSY4d76Q3Hs2p0fe2ts/nqgztydpCNpCytSCKaYWb4hUXiuos8xVTD1hba2zHMM3u62N46wF8/tMxuiZdEwZXSOXtyKbIosK9z2BUNXD6pFK8scfNZqVqckSJWkijwwRWTmFtbyEfvfsX1/EhIEuzkrkXBshopLy/HtM+ITPSF41nTYLmQbRjDMc2lYpwuqzBaREgUBTuVFoq7v1fTNF3KySca5E4SytEitiMpUMuyzCWXXDJuKZxXI3AvCALXL6nnHxubaRuM8uKBnnFPLY43xnte3yio/sbXKf3QB4nusJTffbNn46k7vtZ5OIEaoebeMHevb8qQ0n9hf6rG4DTeGFh/qNdeZO94JlUIv7czZHdQHe4ZvS5Mz9LiMhBRXRL5STy/rxtNTi1GEw7vRIpG2NmVWS8wGHOkP4KpCEwRcc6YXs3c2kKKAh62Hu13KURnQ3/IWtSHoxq6nCJYHllEKiyk7Lb/oP/3f+fJy25hoNC6CTBjMdq/8lW2vuUaGp5+gNrmPUiatZ/2tFqQ0Pr1FDzyTxZufIqXX9nvsqZwFqTGdcMVaegLxXn5UC+72zLH75FFe2HK98n8/MaFXL+k3n5dFHOThl/ftJgzJpZkdD8d6BrOKJANemV0w6Sl3/oONjX1s2Zv6rdeEvTYmjZFfoWZ1QXIkmg7woMlJOj3SBQFPEypSBW8j5Syfv85jSyZUJwxxiR5Oi+huu2RxawqysnzThRS85ruGebERkeb/liQjcSlT7dPsTSLknAW+2fDh1ZMsh+vnOGOthomPLkj5et1osKAyRRh+0A06280iZ/8O1ULlS2VOZ6LdZ7HSl8C43qz7fdImCZE4/rrqk7oNDLhqauj4NJLKLj0Epre/352zZzFrtlzjmtfx2+x8c9tDEZVmnvD1Jekigvn1hXynt+t48H/POd4d/2qQtdPLIz8ZkRFfqpI+dLZKf2OyoXz6LjLJB6PU1A1emos3aE9CSPHxVeT3Yua6vGiZ4novXK4hymJx04ipPf32zU5RsKS4Vigig4xNseFX5UUti64gJ2zz+a2XY/ge/R+ADz79+DZv4d3Aaqs0F49iXDTUgbPOoO8c85B9PsRJNlOEa7f18mEBSmi5IyKPbiphc7OTioqKuyoUBIfuWAyT+7sYH8i5SSJgr0YypJIwCO7iI8kCIRiGoe7Q2iGSVWhzyXC1zYQYVNTv+szDnQNs6ihmOGYRvtgFMMwufulIxmpoR8+kTIWXdxQzK3nNrLhSB/1xX5m1RTyrYd3MqPKcmKfV1fE5XOqKAooGbVT8+sLc/qTGaaJIGTWOSVLlm5YUs+U8jymVORltEhb709uLxCKxHPOaxLHyiuykYJ0cuJTJK6YW01VoY/aIr+9yOfCkgnFfHTlFAIeKUOwMf3jxlMhOabpI9YJ5RqDpmnjmsIRRYGvvGUW+zqGWTxh/Lq7Xm9eXOM9r29UTHnyCQAOXff243r/cROhhpJAVkfjAp9yumvsDQZnbY/zou8rKwYEPB4PZvHoIWYtB+HJtSioijfjb0PMPGUFPZU68NRbkRDDNOnbthMjEkU00quTxgZ5+2bO232EofxipHM/zGBUJRzTOZTQhtEUD7+Ydw1TvPWctfZfVHYcsd+raCr1zXvQ/7KHlr/8CTEYpOCKK5DLyzAT8yAYBr9anYqwOYlQRDNyLtZ+RXaROiv1ZT1Oksp0/6if/HsvBxLj7hiKsnxSqR2F+eL9bjFHgD3tQ5wxsYQtR/vt7qfmvpbM7RytzfPri1gysYQlE63UaTKVpkgi9cUBLppZyYUzKzP2AXDNwjp2tQ1xoDOznii5dqUvXEmy51OkrFGDZ/Z00heK0xeKc/aUMgIeiSd3dmSdV58i2bU26Wna0ZBtPU2PwPkUCY8sugxVR96nkLO9Oz16dqLrubMAfKzkIFvX2BVXXDGu0YuKfJ/rJmw84CyEfx3woFdlXt/IkIqKjut9xz27gzn8xF7Y3z2qyd9pvL7gXlRTz8uO1djIcXftRK5QdK470PSIkC4pWSNCgqMAXiooQKmvZ+DAYfa9bOWPS/O85PtkDkxdSGflBM56/gHA0rzSDJNQjtoaw4SSnjYkXUMSBO59udnlEJ/E/ulL2D99CaVdR/lYRZiudRswN20k0NeV2lcoRP/f/w5AreJloLAMWU1Fg7581SwKHL8bWRIxTTPrxdojCxlEJ7mAJQtenXe+hmny712pVEpUNRiMahT6FZ7b25X1mJ7Z08XSiSU5Xe4zxiSJXDTTHRVMT63JooCmG2xtGUAWBQr9iquYvK7Yn5UIJY8lfS5GqisCy1C2uTeMJAq8/5xGAJ7c2ZF1Xq9eWGub1VYXHtvim408pI8tl5v6eOBEFZL1EYqgcyFbKlPTtFN+wX52T+o3Odr5c6rg9TCvrzaiu3bhmznzVdv/cc/uOVPKuOnOdXz4/MnMrbUKPl/Y383n7ts2oqLua43TqbFjh5O/OC/6EiZgpcbG0u66ZEIJ1YU+VN1kc3O/o+05M16jSCIt9dOYt8XqSDJECQQBQ8o8ZUXdTWQCixYy6AmwtcrHvC3P0jMcI6rqNM2fSX9JFfumLWbqXksAMr1V2j0GwepqU3RK87xZTQwnHtxKUX8nkqayafHFFL/zDOrf+24AtK4uItu2MbRqFUOPPoYRtiKlHjVGeXcL1/zzdl5a/ja2LriA6iIfXkdnkWCadHV1ZY1eJAucwVq4BEGwI3XDUY0fPbmHnQ7/rB2tg4Ri7vN+w5E+8n0yz+3rtmtvaov8lOV52HJ0gF1tg9y7IdW51FgW5H+umYNHlhAF2N02xP2bjmKY8M6l9Vw4o5LitALjdJNLSRKIqDq/XLUfsETtPn7RVPv195w5gaGo5jKFBbhnfROzqgsy3LlH84pKLupOUrhiail/f35HxrzqjpN8rGTAHkeWzUVRsJWtG8uCFOTwGBsfnNiC7kxNj5UcpFuNaJrGk08+ecqncJyaRKea11g2vF7m9dVG25e/QsNddzFafYM+MLKQbS4cNxH6j/Mmc7gnzLt/t87+GZrAFXOq+exlx+71cbLwZmfWxwPVsUj8e2cHb1tgVecPdPXZLunh/tHVX6sKfbb9gTN9mq2TVTdNVH8+ca8PTyxKOGAVl+pZUmOHZixx/V1w+eV0Lj6XI//abBOpUExDThCmCddcxaw/7UMQhAyn9DyfbEdYCv0KZXlekAXqyoO86HCaX9pYQsArE3v+IFVtBwHYNu88fE6n7PJy8leuJH/lSozPf57eP/2Znj/8ASPxYw1Ehln59N0sfelheoUPUfnudyH6rXoQUxCoqsxuZPvg5la7nia5aF+3qJZ7Xz5K93DMRYIkUWBrDrf39Jb7kqBCoT9FNh51uJLXF/tZ5kinvdLUbxuInjW5LIMEQaYSsywKtPbnFhIURYFZNQUZREjTTQYiakYnl38UX7ckcTVNa7EXRYEzJ5Xx3L7MeU33WjsW5EoniYKAbpqjtqWfKE40sGGMMV1UW+ynpS+CRxYzLEgUReFtb3vbiQ3kJON1wINel/P6aiC6Ywd7l45mynT8OCFW8J1r5/KR8yfbdgJzagtdhdOnIkaKAJxGdjjnzClC13ngiBUTMk0OVU3K8s7ccC4e6a3EpmlSU+jjaG/YtslI1gv1lVTRXj3JJh8AMW/mOWcmRBidkLWEz1ZpQaoOJO10KM3zUuRX8M6cgTEwiNraCpqOGYmgOK6cK6eVUVsa5I+OuzSfoWYt1gWriDvvvBWEN29m9/5Wivs6yAtZv5u80AD9P/wBQ//3B8o/9jGKrr2WXa2DqImQePr1elNTH5phNYBPKrdSSwvriznUFeIxB3kBuGZRLZ/822bAsmZ4xxn1/PHFI2RDXDMJejPJRZHfck13pkMGHO32uUyW0+fCI4ncsz7VUu7U2fn1swfY2Tpoi2SCWx9JFN0SAJPKgy5n8Wxw6cYYJh5RQNWNjHltLAumKTmPvUZoQmnQZZLphCgI6Jg5mwHGCyda9HuwK2Q/Hql7Lzmf2Wr9TNNkaGiI/Pz815Fo7ak/ztfnvI4/lPp6qr/+tZE3Mk3avvb149r/cROh7S0D/OrZA3zushkuAcUX9ncjML4tj+OJ06mx7NjVNsgL+7u5cGYljWVuEcBc13FREgETVY0jHGMrqlNNeUfrIGsP9HD5nCpqivwIgsDX3zaH3z29GyFBkrSEyrQuK4iGm+CIMSvKsO3oAOsO9XDp7CoME6S073r6rnXIahxfXg8DUZXDjgUAoHXh2Uxs3gxY0RwzL88iQoA+PIwsiQiGzorV96Kt1zA//p8U9qdqDgK4x7W3Y4g1e7s4f3oFUyryGBqK0NwbJu4N0FHVSF8sQnFfu02I9K5u2r/yVXr/+Ecqll3LZqWC8opy5teXIAqwubmfSFxnw5E+O50V9MmE4xrX3rGWpt4wc2sKyUvUo2i6wSf+utluFV/aWMKt50xiX+dw1rqgoEeiKKAwqSzIwe7U3JTne/EmlJF7Q3HimsGuhAyBLAkER+iA8iqWGGRNkZ8zJ5XyhKPt20kQYqrhIkHg5qiiYKUAk+mmsXALJxH6yN0bmVqZz8pppfT29lJeXsasmiKunFdNwCPx04SZLFiSB3NJ6TtdPrc6q/o3wMSygB3lTMdYhQpPFMU5bDHGG8mbB8MwE3VWDqKpaTz33HNccsklr5sUzmhaTqcCXo/z+mqg9NYPZPUXy7bd8eD4BRXve322z59OjWVHsg16w+E+fn3TYtdrObVFRNFOjYljuKi0DUT4zqO7XQueIKRI0Y6WAX78jgUA/HPjUbbtOEIyiVHUn7KbkDV3ob6kxjFNk9ufsnROdrcP8YEl1RT1dbi2K+lpo6SnDf/+AOmd/H3Flbz/0+9m4L4AgseDd/IU4ocP268bQ0PIoo+GI7so6WnDFIP0/+//kj+UsncIYBGvna2D/POVoxzuDiEYBuv3tPGbDyznoY1HqHAoOMe9ftpqpvDi8rey7MUHmZaoW4rvP8DF+3/AotJq2qsmUTGxhgFdwBs2aA/rlMVM4pKMKsoMH5X5c/seDrQHUCWF7W0DLGu0OpM6hmIuvRxZFPj6QzuIZbGWELB0gryyxOVzq/ilQy+qPM9rnwPffWyXS+m4yO8Z8U71hoSeUTKN5gwSuVuZc+7Cel/iMwRBwDTNMS1izsiOaVq2FQNRg8oKq6h7Tm0BM6st+wKvI6WZnnK7bE4VZ00uZcPhXh7c3Op6LZckBGCrgaf70o0Hgl6ZUEyjosCbUTv1asFJLFXdxCOn/lYUhSuvvPKkjGO88GpH6sYDr8d5fTVQfMMN47pdOt507fPG60RE62Sj0K8wEFHtaIITDTnSnTqCnRqbVOrPuo0Tj25rz7jrT9ZRgCWumIRmGMS9qX0211t1ZzecUU/PvzWqCn30hePEVIOirhZCjsW9LxTH2PIKZ774UNZxdA/FXHfp91//KQDe4g1yR+UyPLLIbH8Bvp69aK0DCAioR7uRi+sp6bEWwrhuEB8adoUtyhPrUVTTOZyIqJT0trHimb/RvOHPFHSlji8Z2egvrqCzupEHr/04n6gMY/zqZ3j2Jrrdetoo7WmDHVAOtlZSBjbANH8RP1t4Pa9UTMcwrXTMbod45LlTy+xEQHHQwxevmEFTb4QzG0v43uO7KfArBL2W7ceiCcUMRFTaB6LWPIdUrl5o1YWlp7tymXQmcf50dyeZOyXqeD4LE3LbqFj/z6ouwDRNKgpG7+xKP5fzvDJ/WX8EVdVQFNlFEj9y/hR+8tReKvJ9GWrDeV6ZPK9Mb1mmn9dIonzXLKrlsW3tLhf68UJyusbjcnbTWRP4+8ajLo2wbNjrOJ+2tfTbCvPWOAz6+/spKiqyLW9ORZTmeWwiXzmGc+i1xutlXl/veNO1z58mQtnhVSSIqFl9i5KGol1DMdfiYg4NYaXGVCbu3zzqZ2Tz9/EpVu9ZOHF3m4QiicS9fp477+0U9XVypHEuAHMrA6h5cUTBZzu8R31B+tMsIkyv+yInSwI1RX4M0+Rob6pzZM/MM+3HUdVgeNceCga62SgrlBkRJuhWZ5wRGkYuFQgm0lhHeyMcxa1yXeW1ViePgywkFaYNw0zQRguTK/IYCKvQ08a8zc+wdcEF3N4R4OmZt3B24TZu63iR0ub9dmpwNFRG+vnm2t/xt2kr2VF7A3t7UmMrz/Pwf7cs5YN/3GA/98EVk+3Hl82pQjNMJFGw0x/funpuai4daRAljbAUHmNaxkl4RrJsSEcyuhPTDPZ3DrOnY4h3nlGfsyYLMmuXCv0KpmnS399PWVmp63uqLwnwo+vnjxjdyubXtu5gL5fPqc5aG3nVvBqunFv9qtR2/OfKqZimmSFRcDw4f3oF500rH3WcE8uCNsFPN9rVdZ2XX36ZlStXntILdmNZHj3DVhQ3203fqYbXy7y+3vGma58/nRrLjqQ7dkwzMvL/kKoPcFpCmLFYIjXmQYpnGkOmI1uRpSxZisHhWCqVMBhVeWSrlS7rrmiguyJ1PimmgSYIHOwOIYkC8orzeP9t7+HQsJuYm4o7XeCRJYoDHkwHEWqvnsTOOWcjGDql3a1E9weYtns9le2HATg8M5UiFOMxZEGgYMBtHyNLAppuIksC5zQWuuYKsAu2Vd3AG3VHSpOkoLyzGdM0eeFADwgCL9TOY+ukRbx8/wpoPsJja/fQtHk3XeE47SEdXZSoy5MID0e4eM8aimPDFKhhREzetfdpdvUd5luLbgS/NZ5LZleN2CosSyLyCA1YznNBEkUCw/00HtxGa+0UinIIJCbx0sEeXmnqQxIErpxX7UqBmceQGrMjIKZVn6Lpo3d3pd+QFQUUljaWsSHRNr+0scT1ei4isPFIHz3DMQZz6E2tPdDNO0qyX/NerQLX2iI/mmHZhSQ74k4EYxnn0sYSmwilK4MrisKll156QmM4GXB2Mo6U1jxV8HqZ19c73nTt86cjQtmRvLAZhpmR/4fU4h7XHEJ9CcVm0zRc0Y5cyHbhGQinCEyyiyg2goif7FEwDJOhRDRo/YxzuKwwj1rZTcQMT1rdRHLRdVzwk+KMnniUc5/9O7ufF6l0EL3OwipiM89EkxXmTZqEHI/ijVkkqrOygfbqSVzRtB7TtBYiM1G07bzYOolQnk+20z2mafludQxEkXSVuG66UjVDMY2LfvYCH7toGnlTptDw93soDMeJlTby92krOXtyKZ39IeYe3UF7oITqcC+1oW4k02Bm1wHueObH/GjRO9jbOI9bz23MOZ/HCkUSWP78/eQP9THn8GakK84ccfsdrYO2d9eKaeWuyM+xCPklF/pkFEkQRl+8nRFGgOKAh66hKLF4DI/HM6KvlhO/XXPQdQOQjteim+cv65tsT8dvXTMnw4bj1YAxQgTPMAy6u7spKys7pSMXLquc14ED/etlXl/veFXa53e0DjC7pnCUd782OE2EssOZ/49quivkHlV1ImpyATfRE2mU2ESrakVTNZpmncH8UT5DH2XuY6ph7z8XPnPfDq5pSenitCQE0oqDHoqDHvpCcQoDCpNqCwlWF7A7YR2QbY+GKNFweAc1LVbHUHrqrq+kipb66QB4J05kcXSYjuoC9ncOoSpefGqUUoe2jRFNEqHMiJAiWx5gw1GNULAQ09RQJNFqC9fUrGmXowMxPvvPbXxufj7+ZBpQ9lDot7y6KpJpKUGgLVjK7Qtv4HMb/kxFpJ/CeIhvvPR7Wg43IpQdJnrheWAaMAYF8JEgiQL5QxaxmV4eoGHayN2h6QbMzgJmV43QKGQiWSydMlAdnXzMqyvimkW13P+KZQ1S4FcQBRgaHKKktHTM3VyjLZivhWeVyyriJLWB6yNE8AzDYPv27axYseKUXrDL8r00lAZQJPGYrVReC7xe5vX1jhPOE9WXBFz58aGoykfvfoXV/++CE931q4LTqbFMpGsrRVXdpYS7ek8XnYMx+29VN5BECbWgiBdWXEfBQDeHy+fyllE+Rx3DHXhUNUZeoASBrQvOZ8Kh7eyYd67rJdkRNfDlBfDKol3DIgBhQUaIp47DECUqOw5T3XqQbNCk1BxIooBfkQjWVKFGRGLeAH41tS+5vByl2pKRcJLIWWVe5tYVJtq/VXrKagiEBjnYFaI0z4NhmMi6lrV+KolH1h3gusScLO7YQ/N5VwHgC/qJFRbjHegjrPjoa5zBf+Z/kk9v/CtnduwCoLb9EJGf386hn9/OpyWZgfwSqK6hV7qSouvfjug7toJRBUdq1ARTVRHG6N9nmCZzagvYerQfgKvmpWQ3RsvsKIk5TQpJjjWa0++IOBYFFBRJoqzMIm/jlRp5LYT5djhEM0/W58cdEcv0mZNlmZUrV56cgZwArppXk1P36VTE62VeX+8YN1bw+PY27l7XxPMJHaFTFacjQplIX1TSU1PpyrPJP/0eic7KBpoLK/HKCsMxjUhcpywve0v1WBavwWj2gm0nDkxdxIGpqY7FBza18Nb5NXzy4mmYplW3I2pWpGhiwsuqqTfM1u4Y/nAq8mVIEuYId/O6gzRLgoBcXEz1N77Oc//YQs9wnHM2Pma/Xv5fH0MuLwesiJAnGmbC4R0Ude9FlK2W76BHYrZPp73bUrOOJI5T0lRXN93fPrQMRRK49lcvAqCFUrVFQa/MeVPL2J5YCGsriphcKtI6rDK7poBYRR4zPvq/rP/T35jwzEMuI1hB1ywZgv5OOr69md4//4nqb3yT4JljV2x1zp/pURCO4cbCMNzRMicRGSk1dumcKvJGEU/MBWcnYpFfYf2hXqLRKF6fN0P643hxrErU44FBx3GdrAtusm4PoLU/4jKFNQyDtrY2qqurT0cuxhGn5/Xk4ISI0I7WAf6yrol71jdhAnNqCvmfa+byl3VNo773tcJpIpSJdH6STkScBOZjK6fabvHnTi3nmd0dvLKvF4/Xy6f+thndMFkysYQPnz+ZdIwlJ/+F+7Yd8/gf2tLKnNoCgl6ZQr9CwCNjRFNjbuoN0xeKo+e7hSJ1UQIxdzRDlxQkTUXSVIRICBJpsIKjh5iwbzs1R/dAQodG8KdqNBRJYOErT1HTsh+PX0ErCbCjZYDSPC8+T2puk503gmnS3psSMJxRVUDQI3BGlczL7Ro+PVH/JFi1XLedM4H/vDcxTx4PeYaMZziGYOh4ZYkZ1QW8fO4l/GniUop72/hkYS/m5o3EjzShtrdjDFokSj3SRNN730vR9ddT8dn/RsrLbA9Phz80iN9jOal7zl5xbETINFk2qZSljSXIouDq+Fo+pYzVDkNMJ05EDb4/TQE7ouqEwiE8Xq+LJJ0IXmvF39ciNZd+zTAMgwMHDlBZWXl6wR5HnJ7Xk4NjJkJDUZV71jfxl3VNNPWGyfcpFPgVHvrPc+y7q3NOUVVpOJ0ay4Z0cbp0x3FjhKJWRZYoLbF0V/J8MnNqCinL92btPBtrOuN4cMczBxiIqPg9Er+4cREdUZPu4RgIlq4QQNzjTgMZooyZ4+LSU1aLJxbhyod+DUA4thzj1v9gU1Mf9HQz4fAORCX1XtGbKsyV1DhVbYeszzBNhhPRnp7hGFrUsH90XlkkEtcxgf7+YVB8zK4psNN533rncj52zyuUdGsIokBAkcj3yeiRVGu84fWR7OKXNRXVI6Ebpr1Q9ZVUU/DOy8n/wPvs90R376b9G98k8sorAPT//e8Mv/A8Nd/+9qjqreVaiLhuYALr+kyuHXFrOGtyqa1iPaE0kLPde3J5ni2WmA7naRPwyoRj2pjJR31JgI7BGEGvhCyJXD63mie2W++dV180pn0smlCc4X/mxGvtWXWyPv6KudU8mhA/XZg2d7Iss2LFipM0kjcPTs/rycExsYKb7lzHC4nix3cubeDbc6s5O9FG7wwxn8p+Y6cjQqMjP01fYyS9F1kQCEci+P0+BsIqL+zv5kc3ZNdjcbbPN5QGaOo5PuFNnyLx4fMn85N/77WfS0ZXkqrAB7tD9Dmcpl8491o6qyZS3nGEc9b8E4CCfB9nz6ym8/ArdhfagakLaa2ZQl9JJc4lRt21i4HmDv6yrp2ahNCjIAjkX3Ypeeeei+CQvzf37SXfIxCKWqKATmHApCq2CfSE4kQT41YMHUOLcb2vz3Kp9/nwxXp5/OPnMvhgH+0P7mUwolGa50GNWrVJ+QPdFDUfgLIgAkki5Msw+kwnr74ZM5jw5z/Rd889dP3oxxjhMFprG023vJ/iG99F+Sc+gVRQkHXuFxdAU54XTTeYOGfCKN8UvGtpAxUFPiaWBkZVQH7rghqGoxobjvSyYmo5D22xxCudRPwLV8zgxQM9Ga3vuXDJrCoCHpmlE63t3zK3ivBgH7Maa6ktGlun1U1nTaCu2M+UijxEQWBP+xCPbW+zU3uvRUTGiZMVkbpqfjV+j0RZnjfjGm8YBs3NzdTX15+OXIwjTs/rycExEaF8n4wJ3HbeZG5c2nBKE55cOE2EMuFcaGbXFjIxzWvMSYTSF1VRgGg0is/nszvT0zVGkvj6W2ejGyaaYbKpqY+7Xjh8XOMVRYE5tYXMqS20OxaTabfeUJyndnbgkUWO1k+nrtmyDtEl61TvLa3mxatuodAjUFBWQl3+IGKBzyZCuiTTXWHZQhT6ZepLApiAgIl45684qw9Ku1vsYxcEga5f/AIzHEGuqqLik5/AU1WJfOEl8MijGWNXZBFVM4jrhk2CABRD48pDazmzJ0RPrIniD99GS0sLtbW1GOEwQY9M0JPwEAtbBM8bC9tzLggCU/e8zGBhGd+7Z4h+T35qvrIslIIoUvLud5N33vm0feELhNevB6DvL/cw8OBDFL/rXeRfuBK5uga5rNQuiFaGB6hKKPIW6WGMUAgxGMzYfxJBr8xb54+tODW53Y1nNnCkJ2QToVW7OrlxaQOCIFBd6OfaRXVj2h9AVaGPty9Oba9IAtN8wyyqH3tXa4FP4W0LUurQM6sL7LHBa0+ETlZEyitLXOHwlXTCMAz7fD29YI8fTs/rycExEaE73r3YFrv7yN2vIAhW58d45dpPBk6nxjLhbmPO9npqg+8/vpvPXzGDKRX5PLevi51tQ5QUp4omBcHt2+SE1bKa/Jzjv3onx5hrH/esb+JdSxtcFh1JIqTLHj75ziWU5VmprNDatU5pIRorC1i8fCKKJFBZ4MP7Qh5mUiyyp5uqDqtYOOiTqSvyY0Qi6H39mNEogt+H2tmJEYngXfts6rNNk6ikEDA0VM3AxLSjRBsrp6OKMjFJYX6ohWBVGdEdO5BlmeXLlwNght2Rsz8+uw/kYmRds2NWtaV59CXUvV/yv43+aosIFQU8LgXldHjqamm46w/03f0XOn/0I8xoFGN4mJ7f/pae3/7W2khR8E2bhm/WTFA8GJEIgs9H/9/uRamuxjfjxHXD+sNx+sMqumlSXeijutCP3yMRSdZRjRPZcM7reEF+jXNjr3WNErw683oap+f1ZOGYKWaBT+FdSxt46GPn8MsbF9EbUhmIqNx05zoe394OwEf/8sq4D3S8cNp9PhNu88ts3V7uvyNx64mWvgimaRIKhezaDtOEzqHYiJ1fUVVnR+tAxvNOAbz0qJQTyTGOtP5ohoGop1JShpQiwLIoEInrDMc0YqKbGIsehfOmlbN8cplVt+Ko/XFOjU8W8SkSRjiCmCiU1rot9/iu23/K0JSZNE2YiYFJf1hlaDhKLCEYORjV7PnaWDGdxycuY1jxU+hXbGKj6zr79+9H13WMaKpNHyA8FEJW40iaSkFCPVk0DTuTJzoKt2dW54+oOmyaJlpXF8XvuIFJDz9E0fVvh3SXa1UlumMH/X//B/1/+QvhdeuIbNiA1tWFMQZF8bFg9Z4uvvnwTv7nkV0c7ArhkUWbrI5nV5ZzXk8E1UVWVMynSFw0a2R17VcbpwAPGrd5PQ03Ts/rycEJhUfqSwJ87vIZfO7yGWxvGeAv65v47D+3MpTDh+xUwIl0oLxR4VaMzXw9XdcnnmBGhmnVuqiqmkgfWfjCfdv4xEXTmFuXmX4IxzUOdIZYd7A34zWnVtHbF9fxwyf2ZB1v8sI/0gIf101kPXUeJiNCk/duJHz3Vl461M0/J6+gvLOJmwyTkjwP/YuWU3LpJe7P8qRIgXPBSU5ZMqUEQILomKrKsOhB9ejEE5Ylz9XN54LmV1CCVmosiWK/zMTWbaiywgRHqtk0Tfr6+pg4cSJlH/0Igw8/zGAi1VbfeZh5z9yHYuoUJ+xtLFEf66HkIELOtObws8+CLCMXF+ObNct6bvVqK7JTU03ll79M9Te/SdnHPsbQ448TP3wYtb2D+JEjxA8eTOkmAEYoRHTHDtq/+lVK3v1uAkuXotTXH3d0wvm2pMJ2kqBnE5scK5pv+7D9uO6OX7rm9URQ1n6Esj27kDCJn1eJp278jVVHQoFfsVvo/TlS0ScT4zWvp+HG6Xk9ORi3PNGcWqt1/n+umctbfv78mN83EFH5/H1bARiMaNx23mTOmTp619nn79vGQCTOHe9ePOq2TpxOjWVCkUQay4Ic6g6xqamfv65v4p0OvzgjrdsrWY+jmyaiIFBUVJSxz6RdhhP3vXLUpUUyEpzibU7Mqyuyz4+R0muabiCrmURoyv5NxLsF8vsj5JfPRlW8KD4Pc264Fnn5OQj+AJpuIIkCLf0RoqYEmoFXFl0KvqMR6h0xDx2Tp9EWF2gZimMm3us8Lo8sceeMOB3t+5B0gXx/SilalmXOOOMMe1sxP1XzU7d7I1Fdd2kgOb+iiq5mmuqKXc+bpknfvX8HXUdpqKcqQYT6/3YvAGprG1pnF0plBUpFBSU33+w6Hn14mPihw8QPH6Lrl3egHj4MQGzXbtq+9GUA5OpqgkvPILD0TAJnLsVTN/ZanmRnnaTFefo3f2XWu1cck4r0WGCqKrLX65rX48W8J/5qFegLED9y9kknQpUFPpsInQIBoYzz9TTGB6fn9eTgVWEFd39wZP8hJz569ytcMbeaG89sYCCicu73VvHcZ1dmOEc78etnD/DC/m7m1GbvbBkJp0OMmQh6ZW49dxJfvN/SpukLqzy1s4OigMKSiSW8dX4NkijwzO5OwEGEdMNOjQWDQVc0IJkai8R1Vu/pRJHErCRoZnUB9SV+ntzRAViE+u2L6+yUjxPl+V4+ftFU+++RMiaqbnBo8jxKe1poq55E1G9p5ARCgzSbCgNhlYrOJg5MWUj+f3+egsY67nz+kG0Jceu5k/jdcwc5v2mQssEh5tQUuj6vP6xSnq8T8GS/G1cVL8P5JUxpO8iM3g77eaef2IzqfNSXX6YkmOmLpqkq+w8cYOrUqUiShFxcjGfCBASPBzqSqecU+xl0RGEnbljNhrp5AGxr6be2jMchce6rTc2YhuGK8FjbuFNwTkh5efjnzkGuKKc0rtJ/zz3EDhzAdLTya21tDPzrQQb+9SAASk0N/gUL8C+YT8GVVyKXlubcf5KwTd6/mdnbn6ejewu9i94FvoBdJ3SsMDW3SaqpauiyzL59++x5PV7Y57oJppz7WvVqwSOLeBXRMl09BYLcuq6Py7yehhuvh3mN7NjB0GOPMfjEkxS/4wZKb70157ZHP/4Jhp54wvXctPXrcnapniy8KkTIac8wEpp6wjy/v5s/32oRp0K/wjlTy7hj9X4+f/nMrO95dFsbW4/2c9t5k3l+f3YBttM4dvgcmjgbDvey4bCVuvraW33UlwSYVB7kmd3W66mIkPW3bmQuVEktovs3tfD0ro6M15NoKAlw1uRSmwhtbxlge8sAl82pyti2a8i9UFcW+JhYFrQdsZ1QdZP26kk8/NYPu/y1plXlcyixvWCaGJKMUlEBuL3GfvecZbshGbodCUoPTPSF4wQ82VuwNTlBblR3DU3yMxRHDUw2mJpGdMsWQu0d5C07E//8+fjnW25uw7v/G7m12c6GCbgVlHVNQ9Q1DEm2VcKNtIJrNA2ty/37McIRRkP3r3+N1taOXFaGVFJC4IwloBuE168j/MomzITfGoDa2ora2srgo4/S8f0fWNGis87CN3UqclUVRiSCGYshFRYiaNZ8JZWrddMkL9RPr+/4O1PNtPolU40j+H1EIqMfpxP64CBqSwtaVxe+uXORi4sJxVMkq6k3zOzjHuXx4VMXTzvJnzg6jnVeT2NsONXn1RgYIP/yy4nu3Dmm7Sf+8x/4Z5/sX8zIeE3zRNtbB2hIa8GvLwmwo2Uw+/YtlpL1n2890xb2Olacqqz6tUYuA8LeUJz6koCr8yjpQJ8UTSwsKOTKedUc6g6xM2H9kIwIjUSCwKr/yCaylyy8HwlXL6zl6oW1bGrq4xer9rteS0avnCSoMKAgiUKq5TwREUkaempZbq1FXbO3l0XRdpAXhJEJf2NdCfcf6mVejmLifJ8yYkpDMk3qwxEG/vpXBu+/n6qvfNmOqHSIPpKJmLaBCDWFfldwRxQEfNEw4WDqLstMu5iapkm8udn+2zNhAkpN9tZo1/scxyOIInJZOYHFi8i/5BLEvCBqczPh9esJrVtPZNMmzFiCvGoaobUvElr7Ytb9LvD5KaqdRtzrt4vczRNM+mQSIRVZkli4cOEx7Sf0wgt2lKv0Q/nIxcUus62eoWiOd755IB3HvJ7G6Hg9zGsw0dUm5o8tqvNaR3+y4TUlQk29YQr87iEUBzz0RzIXj6aeMJ+7byt337psTPuOxWLEYqkIwtCQdaepJupGkikySZJcjzXNUq1NPhZFEVEUcz5WVRVJkuzHsiwjCIL9GEDTNNdjRVGsbp3EY8Mw0HXdfmwYBrIs53ys6zqmadqPsx3HsR4TptXWLSBgmAaCICAgEI7FMU0TRRITz4uouo6qqmiGaSknDw1x9uTZzKzOZ3tLP6IgEolr9lybmJimtUCnP35oSyuhuHU8JonnE6u6IAj4FEt9Oak6vL9jkIBXoSJPsY9pZmWQH90wj98+d4idrYMIAonjMBEEuPWcSSxpKECWZVpWiVY6A8A0MUyDqKrxhbu3EY6rCAniZJoGoiCyd/oSztyyyj6OxtIAcd0k7+KLUJ+xnkeRMeOqNcbEzlcdGkALKRTGMqNVAPleKfE5qWN1Po6Fw7Tv2kW+aVpRloRWj5aI9iTHk4SRmD8h8c8bHSYULMA0rfSlHg5jJI7JBNRoFLWlJfF9mBS+7a0IwaB9ribPN0kQ0AYGUPv78Tc2YqiqTYBN0ySybRtDTzyBaZoUvO1tFF1xOd4FCyj+0IcQdJ3I3r0MPf44Q48+itaa++ZFikaYfGBL4rgEtIFiFoQ8tNVOIeYL0vP3I+hHmxEDAcjLQ/J6kQoLUebMwVdZCYKQ8XsiFre/D0EQMOJxYrEY+/btY/r06VZqsK8PIUEwc/2e5LIy+7vRurrQNM2eaxMwEvVwb/RrxEjHJAgCu3fvZsqUKXgTnZav92M6Fb4ngB07djBjxgw8Hs9JPyaw1s7BwVRwwuv12t/x8aD9q19F7x9Aqa+n9EMfPCWiQ6+pQlNDSYDBiDuP3xeOU+TPVKD97uO7aOoJ85afP8+K7z/D5/65lUe3tbPi+89k1TH6zne+Q2Fhof1vVqI4dPduK7+za9cudu2yHLq3bt3Kvn37ANi0aROHDln2COvXr6c5cde8du1a2tqsC/maNWvo7rZqSVatWkV/fz8ATz75pE24Hn30UaLRKJqm8eijj6JpGtFolEcftTp/hoaGePLJJwHo7+9n1SprUe3u7mbNmjUAtLW1sXbtWgCam5tZn+hQOnToEJs2bQJg3759bN269YSOqX0gynt/tYp44g66u7sHVbW+l5fWvczL+9t4+XAvnZ2dGIZONG4dk6pqGIZOOBLmn6+00NzZT1eXNS99g8OsWrWKaxbVEo/H6e2xbBZi0Rh9fVbaLRKJ0t/fz/6OIcLhMIMDVkt9KBRicMj64QnxEEPDlknp4NAgX/z7Rn7z7AHXMb2ycQMDXe1UFfrp6+sllmg37+3pYXa5l+VTynjmmWfo7++n6Pq3E41abf/NDTPo7OxE1+IMx+IcbbOOzzB0OjutiFJE9hCLWtEUVdXo6enBp0io4WF6enrQDJOY10dvby+aYRCJRGnv7mNPn0pRzBq3T5GQRIEj5Q1sr5rGcEEJmqpiyDJ9y5cTSlxwBgYGCIfDCF4vu7/+DbQjlmFqTzxGR2L+1qxZY6fb4nGVSEm5PWfJxToWizJn82ouf/g3BLeus869/n77mHRN4+l//xu9v986pu4epNKyzHPvhRc4+tH/5OAnP8W+z38BY2iI4b5+BhzfU3din8PDw7Q0WR6DW597jr0PPACmyc5IhOGrr2bK008z8M1vIMyYgVJfj1ZWhnLNNZR+8FYiS5YQy091GAqYGL29LH7lKa566Ndc9/cf0fnlL9Pzm/+l6ye30/XNb9H+pS/T8rH/4vAFK9k9fwGHbrqZNXfc4fo9mWqceDxOT2LuOltbeemFF2DrNpqef55tX/0q7V/9Ggd///sRf09ifj6DQ4OEQiG0zk42vfwyIkbinFAJDfa7fk/J7+mNdI0Y7ZiGE7/RJ5544g1zTKfK99Td3c3+/ftP+jE9+6ylhTZr1izXWvqd73yH40XdT2+n4fe/p+GuPyAVFnL4urejD2bPAJ1MCOZr2E/e1BNmxQ+e4fB3r7Sf+8jdG6kvCeSsEUri0W1tPLy1NWfXWHpEqKWlhVmzZnH48GEmTJjwhr6LONZjaumP8pV/bXdEUlIRoRuX1rG9dYitRwfsiNAlsyq5bmE1v1pzmM3N/Xb05NpFtfxjYzOiIHLmpBJuOauBZ/f18pf1R3JGhOzHOSJC9SV+mnrCrohJQ2mQL10xPeOYHtzSxr82t7giQtOr8vnc5TN5YnsrMc3EL8Hux1dz1PTRXdGAYRp86cpZXPbT51B1E78isbSxBFEwEQWRCQe3ctbWVcyoKrCjJ3JePsEVKzh47/1sax2kZeYSokWlTFr7ONMr89ENk4/WXYloGvys5TEmlgat7/ubP+Dbj+7m6r//GLDSwHPv+l8AQv9+iv7777eP2zRNSByH0thI6Qdvpfd3d2LE4zy35QiHG+ci6ipTr7yIRff+iqbeEL0hFQEoyfPQM5yMqppc9fA9hNato+cPf7AjQhXf+iaDf/4z0d27MU2T+p//HBLnWfJ802Mx2j/5KTuqUvXlL9Hx3e9iqlpGBMs0TQLLllH63ptp/eIX0Xv7yF+5kvzrrnV9T/1/uIvIxo2Ypkn5//sM/ilT0DSNP754hM6HH2PF6nspGO5D0t03SGNF4IwzKP3Yf+JduBCjuZmO73/fjgiVfeqTxA4eYuiBB1yRItM0qfnlL3L+nrq+/T/EWyw1cd/UKRS+//1s/89P0zYQxQRq3vceFl9/ZcZvK/rKJkLPriZw0UUE589/XV8j3ojXvdPHNPIxHTlyhMbGRnbu3EltbaorMldE6OjHP4F/7pwRi6XTsf/iSyi99VaK33HDmN/zauA1TY01lAY4Z0oZf1nXZHeNPb+vm4c/di5gdYfNqSkcUzt9OtK/rME01umsFXI+drbXj+Wx4hCfO5bHgiDYj+301Bgf5xr78R5TkowkITrqanrCml0ULQoi1y2uY1plPoqiMLeukM1NfQwNDVGQX8BARLPfG1MNFEXBp0gIOOpycj0WUs3pzu4zRRLtv5P/S6LVXv7vnR1sONyLbpi8/5xGrl5YS75P5i/rmhLjFRhIRBxX7+2mczBGnk+mePoCunvD9jGt2deNmjjIiKrTG4pTkW+dO621U9naUM+C8B6iO3ciCAJF11+PEQ6zrWUQ0zRZF/OzxajlpsJaaG+hMOAhJilIhkFFvo/BqEpMMxjoi/D2xXVE/uXDE4+Cx2t/T0YkkqHBMzg4SEF+AUpFBYIgWFo+QGBSI3tmWiniGaWlCF4vXjmKgBUZLfApDERUdN1ECgSsxT4Ssb8bAcsjrvzjH8cYGCB24ADq0aOIgQBKlVWkbqVLTft7QgC9fwA0K00pV1ZS9cUv0P3b3xLdtt0a34H9GIODGH39CILA8DPPuC5wsizjmzGDyMaNCIJgRbymTLHOQ0HEFCV6y2rpL69lepFCc1Mnkq7ik2Dyre9FaWiwlK/DEUxVJX74MLED+4nvP4DaallehF9+mfDN76X0g7eSf/nl9tgBBF1n8P77GRyy5tV5XiV/C+m/oeju3cQOHEAfHEQuLUXr6UVU1dQ+ASmRokz/bfX9/vcAxA/8L/m//pV1Pr9OrxHpj9PHq+s6W7duZd68efa8vt6PaayPX81jcs7ryT6m5H7y8/MpeBXreqTCsdvdvFp4zUV1fvnuRXz+vq08v7+LwYjGHe9eTEOpVUD98Fbr4nY8ROg0xo5093knhqKaS0do5YwK20vsgukV6LrBb1dZIVxnYXSyTdzZjQYWiTkWF/qAJ/MUTbaxdw/H2N9pheTv39TCrOoCekPu+rKBSJytR/ttscbhqEZxmvlnejdaOK4BFhFSvX6i5WUEivPsrggzHmP4mWfsiEhpxCLZj048i6AawaurxCSFKTUFFE+Yze7nNrJm5goOvXiEq+ZXs+aCd1DftJvSt19sf6YRyTSglURrnuWyUgTHxa02X8EXGaas6ygFNGPGYhkdbfZXmnghvVha7+tDLi3FCIXo+e3vAKvoseTmm1L7SJOa0Hu6U2MrKLBa+Z3bmCY4/JA8jY2u9xuhEEY0NQ5nJ9viCcWsGe4HoDTPixTwMZyf0ELyyRm6Rq5j1XUGH32U7l/8kngynfjb3xFvasLUddsnzdQ0xIAfKZS9bsuJeHMz3b/6NQP33Zd6TlHwNDaiDwy4i9NPhf71UwB+f/YOytM4Mbye57Xnd7/DN2sWweXLiezYQdMt72f6+nWA1XYPUHDZpa/lEIFTgAgV+pWc6a1kZCgbzp5SxpyaY2eSp7vGMjHSZdwcxcncq0jk5eXZf58/vZyLZ1UR8EqYpsmDDnNKsBRx+0LZO6myIVtHWTaLjVeO9PHKkT6WTHS7ksdUg+f2dbuecx7D56+Yya+fPeB6PRxzEwBRFFxWG0YsRvF73g1rPo8qybxUbdWf9fgL6fGnzslLZleiLv0g9/oWEPFa5F5AYKiglJ1zzuacipREQDpREQTBnle5rMxFhExVo7C/kzPWPUr+Xj/keXHK6jm/T1mNWcXNaaHszh/+iJL3vQ/v9FQbtpHeWZamw6N196TGp8h03XEH0Z273O9xECMpTWgzsn0HA/9MEQvD0WovCgJ5w33WY1FwHs6I5yeAIEkUvuUtFFx+Ob1//jOd3/0eAENPPAmSZLXne700feBWjHAYQZZRq6qQq6oQfb7UeMJhhtc8x9CTTzL4+OOQZtBsqiqxvXtp/o/bEApKSV4+BYfX3psVkiQxYxw8507DjdfDvEZ27KD/b/cSevFF1OZm4k3NVH/j6wAMPvoYYN1k+WfPJnjWWRz9+CeQCgvRBwZo+P2dr+XQbbzmROh4UehXRhRdzAVNO77agzcynBEhnyK5fMJ0w3RFhKSM0INBf38/BYWFiILAtMp8Kgu8/GLVfg71hBgIpwrZ37m0gbOnlDIQUTnUHeLO5w7Zr/k9Ej5FyiBJ2QxDBZsIZbZXZ1MB6Bx0tzc7CdTk8iAdaa87NWLA8iYTPKkokhmP45k6jZ8uvJ6YpBBW/ATjEYpiQ/j1OPuL6lAkgasX1PLotnabBFljd47Vqk9p+9KX0HvcliOmaTIwMEBhYaFFhJz+X4MD6EHZNRfOUj9Dlu3vLBbXMSMR8i+8ELW1jdALL9jb9d51F7W3/yT1vrSolKm6mxC0nhQRUlvb0BNFmC44iJAgu286TM29Pyf5m1wRxFNkYgp5VjrU+bn62CIugixT+r73IRUU0vblL1tj0XX03rS51TTihw8TP3zYImuCwMFrriV+4EBGy70YDKI0NKB3d9u6S1pbG57OblqXv5Xds5dzbvlE5qaN5c1m5aNpGps2bWLhwoWn1fvHEa+HefXPno3/G1+3yY8Tjff90/V33U9vP0mjOjacmjP7KuJUcGo+1eC8aK+YVsa6Q702gTFMt19V51AMSRQoT9TQFPk9KEpKE6c0z8PejmE2N/e7PmNGdT4XJ8wpAx7ZsidwIJdDupLFZyq5aTYilM3DbFJ5Hkf7UovumY2lTK3It0lJ+0AaEYrpbE+Yws6qtmpJhOJUpGnwoYeJn3k2fb5U3vzWHQ8x26+RX5hP0wcuZ15dEVMr8zOiUQ9uTkXIRFGw2roHh7Ife4L8SGVl4Ihkmp3tnLv3H4DbXiHiz2Pb/PPIu2I5fOWL9vNGOIwYCBA852zEQIChf//bfm149bOp/UbS9HDSUmPxQynimpUEmWA6HXrFNCKURqwMx+f5MAhEhiGRChWLi+Go9R3EDdNu2U9+dmTbNpTaWryTJmUMo+jaa/DNnkXP7+4k9OKL6IkOGqm8DEFW0NpSbfzJ49D7+lz7kEpKKLn5Jorf9S46fvAD9O4e9IEBYvv3YwwNIesq5zx3HwgCU9+2xDo+TQPTdJPWNwkEQaC4uPj09XWccXpeTw7edETodGosE861SxAEF8FQJMGVGvvi/duYVpXPZy+bwf88uovD3Za9xtTKfGZU5TO5PC+DBAH40qID6SRGErMLK+ZlES20U2Ni+raW2GES9SUBljaWUBRQWLM3paKc7haeHhHSTZOORE1Rx2AXz+zpor54LhdMnUos0ZrbMeyOGvV785hQohLwCCzMC+GrtrzashE5+5iTxbpebwZJEASBYEI7SCoqssiYImOqGm39qfFqifTNpBuvp3frIeauWMpZFR72lwfpC8UpL/AReuEFPBMm4F+wAEHxuIjQwAMP2I/T1aczaoT6+ih5/y14J02y/cXcbzDBoTIeXreOouuvR8qzjiODCDnqhbTO1PcTWHYmpe97Hz3f+C6D23ZSUeCz6qB8PmL79tH5I6vrLrj8rKxECMA3fTq1P/i+1dHT0YGpaSi1tYTWrKHnD3ehtbejDw6g9yYIkCSh1NYSXLaMvJUXEFy2LJU2S+gESYWF5F98MVpvL6HVqxEwOXfNPxBefoR9BQVoHR0gCHinTKH4xnchV1Whtbe/KYiRJElMmTLltR7GGw6n5/Xk4E1HhE6nxjLhTI2JgkBNoc9OUd14ZgPfe2y3a/uke3pcM1B1g6GBfj7zHit0u6mpjxcP9pAOf5onV3qKTZYEV9roU5dMQzdM8rwyj6WpiOdKjV0xt5p7X06pJX9oxSRqivxsPOKOEsU1g2f2dFLkVygOeBh0kCdRIKt30yPb2jnfce50hN3nUX19JQHdGmfPb39H7Y9/ZB1nOltzIFmrJHg9MOx+zTRN+vr7mfzZ/051NykKpqoR9MmEEmMOeq2fcMlVV3DJVdZ7Y4cOUeBTbOXrwcceB6D8k59AHKHw0lmzA5nEBUBtbia4dGnOfbgiQlgF1kkiZAy7i5TNsJMIddqPk5YnNZUlFLcm3huJIPp8hDdvTo2lbXT1cTMWw9R0zLiK3t9P79//QX8kQvGECZRdfTWBeXMRg0HEggKEHN9VkhBKpSXUfPvbmKZJ9x130P3zX1ivRyJoyTSfaRLbt4/2r38DwefD09CAXD2yYnfv3XcT3boNZImKz3zGUq5+nUHTNNavX8/SpUtP2RTO6xGn5/Xk4E03s+IIC9ObFU4i1NYf4aDDu0sS3REhSHmNmQnl5mDAb8/rQ1vaONKT2ZXz4gGLHF06u4r6kgBl+R5uO38yv15tFSonu7oAAl6Z2YlC+ObezG6qZI1Perg4PaKU/Ft2fOeRuM41d7zAvo5hRAGiDhPUs6eU8vELp1JdmCIL7/jNi7QORFmzt4u1ne0s9sCOjhAf/uNGe5svXTmT61qGGF5tESFnZEUeISJkR7a8PjLc2gTw+XyIzmiCZP1cnVEmOcv5nI3AAHT95HY8ExpyjscIh10pqPTUmFiQbxdteyZPIn7goOv1so9+BNL0f4xQCCMcZvCJJ11mi/kXX0zgzBSh0vtSZFUqKUUfDiF4PfgXL8I7eTJSfj4AoTXP2dvFDx2i+bYPA1Byyy0Ez3QTtOE1a+i75692C13BW64CTcXn81kaTaaB4tBHyYnEMQkJc1W9txfvtGn4Fy9G6+jAiEYxVRVPfb1VUL1nDwBmNEps717ihw+z/+JLQBQQBBExLw/fnNnkrVhB3jnnYAwNoydEKscKfWCA4eefxzdzZs6o2MmEKIrU1taevr6OM07P68nBaSJ0GtQVBfjgikn8ds3BjLSWJAgEvTL5PpmhRBQinihe1QzLkiMvL2jP60ipoBcP9HD2FEsKIeCROWNiCXdKh2xilURJILX4O/2/vIrIB8+dxPQqa1FMd5+X055QklodjucP94RoHcjuDVWR50USBcJxndpiP6v3dDK9Kt/e/kBrP5WFOs0D7nb7mdUFiP3BrPtMH5MTqYhQpjiZgEDDpz+Ff26qDDeZYhEclUHSlKmUXnKh/ffgY48x7CiITkf8SBNScbGrJsaKNKmg65jxOPGmJjxTpiD6/fgXzMfUdPwLF5B39tn2e8puu43orl2EX1pnywqIPh/GsDu0ZYRC9Nx1lxXxcMA/fx6eujr7b63XSYSKMQYHCL9ktdmKXp9NwNI72ZKI7dmTQYTiR4/i7HM3VRWluhohEUkKb9pMaN16EKD6a1/LOWfJKJeQKE4Lv7yBgQceQMrPR8rPJ//iiyi67jp7++jOnXT94pcMJxSGzXgc1eHrBhDdvp3+v/4NubwcuaYGKRhE8Hgww2EYQ0So5/d/ILZnD4MPPUzdL37u6ip8LSCKIhMmTHhNx/BGxOl5PTl40xGhN3NqLBTTCHikjEhKYUBh2aRSntvXxe42d+GuJAq2yven7t3MQFi1iYthWl5jPQn/JVmWs9b5OJHUIEriZ+9aiG6YfOVf220NoBvOqGd/5xBTKvJdhdrnTi1nYUNqkUgvuHYSnjm1hQQTfl7J503TpGvYTWKc6ByKccczBxAEgeWTS3lhf7d9rKKhUxbp57Aq4XFESq5fXMdZk0oJt6eKqZ01IXKOIvCAV2ZiWaKl3pdJhEzT5JVt2zhz1qyUsNmFK9EHh+AeS4G6s7KBRbd9lEBRKoIVemkduqPN3Td7NtGEXkcSel8fUmEB+oClfySVlaIlyEH/3+4ltHYtpbd+gMCSJZTddpv9PrWzk8jmzQiygnfKZIJLlxLbsxcxGLTSR5KEZ+JESt57M73/90cAeu78fdbjT1+4fTNnIUgy0V27GHzoYXcxdmIOTcNwERvX/pTMS1k201UhEKCnt4eS4pIMcpILFZ/5tKWmnRxHWtTLTGuz982aRdWXv0RLXx9qa6tFMhNjNw0DIxSyW/O1ri6rG00QkMvK6H/4Yco++MGcabokklEnsNKGyYjZawVN01i7di3Lly8/ncIZR5ye15ODN93MvlkjQusO9vDb5w4xpSKPz142PWsXQrY0y0Nb23jr/Bog1dmVJAe6YaXGCgvy7Xl17uNdSxu4Z32Ta3/+NCKUJE4FfsUmQj9+ci9g1QntchCz5/Z18a6lqdROrYMATCoPuuqOZtcU2CQkmOhEGoiotoK0LAquaNMznz6fbz2SEEw0TV7Yb3UaeWWJ6xbV8s+NRwGIJwpnfYrIpi9fYtc+BZaeweAjj6D391N66wfs/aZHhJKCkqVBD95EAbmYzcBQgPrGRtf5mn/hhejDw8T+ZHWMGWIqSpdEeg2QXFaauW9Ad4gKymVlNhEKJfyQYvv2EViyxPUe9WgLA/dZJKzw2mvwNDRQctN74Kb3uMfg0JXKhfQCYv+c2fjnzCZ2YB6dP/ihe9tkg8NINzFZmiDMeFqKUNNANwgGgu52Oywyk4t8eOrrMeJx+v92L0boMSKbt7g3SItoghW5kgoLkQoLCa44l5Ibb7RfM0IhQuvWM3D//Qw9/bRNkrSuLrp/cjsD9/6douuvp+Cqq1Bqa7L+Vn1z5xDdtj3HZIDa0UHXz36G4PEQWLKEwiuvzLnteEAURSZPnvymvb6+Wjg9rycHp4nQGwCdg1GaesPMry/CNGHL0X4mlAaoyE+Jxf3vGqueY1/HEK0DUReJSCJbGmdTU59NhJQ0ImSYVpomL5hKjTkjQkOxzFqVpNJ0XDNo6rVqUvJ8ctbP/vGTe12q4nHNveCcPaWMs6dYzuCaYbL1aL/9mrPuKc8ns2RiCZuaUumgyeVBDvWEiWsGC+qLUI3MxSyJigKfWwAIKzrlLAAXPR6qvv41jOFh5JJUdMh5XP9x3mTuWnsI3TBdka6MhRVrXivr6jLOV1NVbcFHXZI42he2U4UAgt/n2j5d1NCGlopqFb/jHQjvfS9mJELbl79i7TtLS79TB0iQFULr11u1KquesVrzfT7yL7zQcogfBdF9+1Db2/HPnevSaMqW4gmtW0feeeflPhYcZMk53pg7+mdFZnSrRigdmgYeT+bzjv2HcqQcTSOjwgtTTZG20JrnKLr2WrsLTQwGyV95AfkrLyB+tIWmW25Ba2+3a7vUlha6br+drttvRwgE8EyYgLdxIoEzzsAzebLV/Sc55knP8vmRiK1NZQyl0pWmpqEnjDfHsyg7WctyGuOL0/N6cvCmI0JvtNRYXDP45iO7CMc03rqgBlU3eWxbG36PxO3vWGBHRSoLfXQkal2qCtwLwXBMo3MwSutAJGP/zvqdJBGKa4alOG1YqbGOjjY0bTayLLtqhAIemTm1hWxvSRWCJonSYFTlO49aqsRnNJZkLSoWBAg4yIZpwk+f2seKaWWuFJkgCCiSu+3fGe0pCXr48PmT+c5jKRXkgEdmfm0hjeV5fPj8yfx81b7MyU2gMkEon6lfxNmt23iqYQnXp7Xgg0WGRAcJcs6ZIFiRoOQYnQXogaVLCSfcqFPHarJ2/cucU1PjCok7C6ENUcpQ+hb9bhIijsEjSCotteqDHETAGEp585mmSd+f/kRo7Yv2c4KiMPTvp+z00uBDDyOVlpB/4YUI3ixEI4H8iy8iunsP/X/9GwDV3/4WcqkjaiVlSXFFokR37Saw9Iyc+81GoLKlxrTBQbq7uyktLXVFWoxoFBFcpMy1f0lCLMjPrvmUpc0wXTzSCIVcKtZJeOpq8U6ebFl39PRgGgax3bvtFKAZDhPbtYvYrl22Sq8YDNqdaGIggNbTk0ESjVjq2E3TpOf3f2Do6aeJbN5sEye5vBzfrFl4Z80k/4IL8Cf8rI4HmqaxZs0aVqxYcTqFM444Pa8nB2+6mX2jRYQOdYcIxyxy5xTri8R1Wvujtm+bnkgJBb1yxuK5q23Q7t5Kh6qZ3Pn8IXTDsLvBzITIYjI1VlZSkjUiVJHv5YILpvDw1lYe2dpGQ2nATo05ScvLhzJFEJP7unxuNat2d9rqwluP9hP0Si4ilIQzLberbZCr5tW4Xu9wFEl7ZZGJZUG+dfUciyyOIARcFFCoLfLzLAtZUzsfQRT5zcxMIpQNK6aVc960css2AvjdcwftsYRiGkGvTNF11yJ4PXgaGojt2UN4w0YQYMbcOa7z1YzHMQYGmFAa5EhPCMnrYdkkd+orfbHt+9OfRx2jIAgMPvUUAw89bD+nDw4R3rCB/vvvt0QIOzrc71GUTPKhacSbm+n/h1tN1vU+WcYzYYJNoIxIBCMcRuvtQ6mpzlrrA2DGoiOnxsRsqbFMImT095NfkJ+RGmv978+Sd+FKiq+/PuM94Y2vICgygpDj2pElIpQepclV5J2EIIrI5eUUvOUq/PPnM/DAv4hs24p6+IhV9O3YnxEKEd+/3/774JVX4Z0+neDy5eRfuBLfrFmY8bh1s9LTQ/fPfpYhGAlWfdLws88y/Oyz9Pzq1/iXLKbwqqvwL1yE6PMS3bePyKbNBBYuILhiBeIIETNRFJkzZ84b7vr6WuP0vJ4cnCZCbxIk01T5vsyv3BjBNFI1DDYe6SWmulNHqm5FgwQEggGfo2ssNb+/WLWfz1w6nWsW1jKvroi6Yr9DA2j0MXtliQKfwveum8en702lj3KprJbmpS7U6UXfgC2SCPDFK2cyuSLPjkPg+5UAAH+fSURBVJg5U2npxrCFAYXzp5dz97omTEHkstlVFAdzLwpOpJNOJ4YTREgqLKTk3e8GILLN6q4SECivrnadr93/+1ui27dTFFDI+9CnOKe+OqP4XAwcm0Fjcnt9aMi12OpDgxjhcIb1RxKCImcQIVPV0Lq6XIW86dAHh1xjNEJhoh0d9Pz2dwheL/kXrsz6PiMSzRB4dCPzHDbi6akxDQEBrydLTRZkTTEZ0Si9d901wudmaidBFuIzxki0GVfx1NVR/p8fTT2nqkR37yayeQvR7dsYfnZNhrJ3bM8eYnv20PuHP1j6RRMaiDc1Z3jYeSZORKmvx4zFiO7ejTGYivxFNmwksmEj6ejFikL5Zs/Gv2gRpbd+ACkvz0pJt7UR2b4dQZIoXbr0TXt9fbUgiiIVCV2t03j18KYjQm+01Fg6Fk0o5pUj1t2f11GPkyQy+VmUmkcyz45rhk0KAl6ZL185E0US8Ski/7FiMpF4nC2vbERVZ6AoiosIgUWMBEFgSkUez+zp5B8bj1Ke5+W9yyeOeizJeqKiNLf4XB36NUV+gl6ZUEyjoiBzsUsqSAc9EnPrilyvOafAp0iEYqnzpMiv8JW3zOKimZWouuGqWxoNcc3g56v2IYsiE8sspev1iQhYNosQ0edHzM9Hj0Z5+tlnueCyy2yrDWeBcf3sKVlrPIRjdKou/dCHrDqfp1e5njcjUZcFRsbneDwZBc+mpmUlE04Yw0OuAu7wSy8iJhS0zVgMqbgk+/uiEUxHXVPgzDMJr1tn/z34yKMMPvIoNT/4vt1BlTUiZBr0dPdQWlaKmBbhCb20juJ3vtP9wY7jkaur7KJy9+BGrhGCzM6yXEgfM1jfu3/uXFtKwTQMjtx0M/rgIGYkghgIENu/3+5EM6NRYnv2uvYRWLaMqi9+Ae/UqanPMk3UlhZCa9fS+39/JH4ge1QYrChUeP16wuvX03PnnfimTkVtb3f5uBleL6Xvv4XyD1hE6TROHKqqsmrVKlauXGlfB05j/PGmI0JvtDuW9C4sZ4QgGeUYiqbqFfZ1DHGoO0RjWUr3xhwhL6Tppt0UU5HvtQqHE5hbV4hhGEwpWmpbl+R53adUstNsMKry4T9vJJogZCN9Zvp70yGOEGVJ1jSlEzLTNGlPEKHKgsxaDWdXtkcWCTmCCUUBq8PrghnHfmemGQY7W627bsM0bXIK2aNFpe+/xdrWMMjr73dZwrhMTHMQ+vQaodFgxmJWO3cWZEunpMYiZ6SxTE1zRUeCy5fbXWhJRLZsRSoptfxRDIPQS+tcxMg7ZXL2cUaiCLKEd+YM0HSU6qrs20WjRA4dQh8YyIiGmKpKwUUXoz3+eNaoohnNJH7OKJRcXJKVCGUjORkGs2ruG7CCK69g8JFHre1iueUdkhBE0dYwAqj8/OeQCgsZfPJJIlu2EFrznN2SLxYU4KmtpeEPv884ZkEQ8NTV4bnhBore/naiO3YSeuF54keaMONxIlu2IAaD6P396L29qfo0VbW1o5wQYzH6fvVrhv55H5Vf/CL5l1w87h5ZRjSKPjiIXF7+pvDfkiSJM84447Q11KuM00TodY6G0gCyJKDpJvUlAVfKKRnJSW+xbuoNu4nQCJzEWSydjX+IokiJo0D4sjlVtPRHWJtoP1dk602r93TZJAhgZ+ugbQEBVvQqPf2WnvZJItcF0DTNnERoOKbZukPZiJAzNeZN00IqDhz/nZjT7HVH6yDz6wrtv9NtRtSODrrv+BWmphJYvISSa69xve5MReWqORH9uQuVBa83Y6E1ItGcXV5OtefMz/FDeo2QYbiKuU01M7oBVot+YPEiwi9vSLSNW+eKXF6WszPMiEaQS0up+PjH7ecGHvhXxnbxw4dt7SKpqIi8M87AjMcpvO7tiB4FPRRi+Omncx5XOpxRKCFLsXP+xRfhnT7D9Zza3k7v7//g3lDPTYSCy5aliFCOORtxjLqBVFRE8Q03UHzDDQD0P/IIgw8+lLJncZxrpmkS270bIxq1OtAEAUEU8c+dg3/uHHu71s9+Dn1gAO/UqXgmTmB4zXPo3d1o/X2Y4QhSSQm+GTPwzZ6F1t3DwEMPgaahdXbS8vGP41+4kOBZy/DOmIFv+nSU+vpR9ZFyHqNp0vO739H9i19ixmJ4p07Fv2gRGDreGTMovuGGN6SnW/r19TReHbzpiNAbMTWmSCKarhPXDVe7dvJGNZ0IxVR3KN9JAt4yv4aHtrSSDdkiMaqq8uSTT3LJJZfYoVtnm3uSkDyxw30nfag7xHxHempWdQGbmvpd26QTkiTSCUQSumHapC6dCDmNVasKMxc0Z5oqnYBlSyeOFV1DKeJhmqYrDZmxJhiGXZSs9vfxyCOPuOYVx4U+tG4dweXLbV+uJOSyMnxz5yD6/IRfftl+Xioupujt19Hz29+5tjfjsZxESBspIuT325YT6fuzHztIUeHb3kpo7Vq0rm4ERUHOUvcglZW52uA9jY22470ZzYyU1N3xS8x4nJZPfNJ+buipFMkxwmGK3/Uu9zEND9PR2UF5eXlGagyg//4HKLz6bSni4Eh7id5UilapraXi05+y5iHtfOz+zW8y9jtSfZOzU81JvMaKbHMpkP2GwTRNun/+c6I7rQ7KbNYkNhLfhSBJiIEgckkJckkJweoqKj/3OSs9mviMaEcHh4aGqO7sJLZ1KwCRTZuIbNqUGlMggG/qVIsYzZlN3rnnolRlj+y5xhyP0/H9H9D351Thf2zfPtsAGWDw4Ueo//WvkAoLs+3idYts19fTGH+86YjQGzHEePNZEwEIeiV+8u9UbYCeJTUGbn8twFUYXJrnQRSFrAXUTT1hVu3uIK6ZnDGxmM6hGAIwed4ZrtbObC33Lx1wG7F2D8dRdSODsDjhzRERypUZa3ZEX/Z1uIulWxyO7dkiQpPL82wdonef2cD/rT2MLIksbCgaseD5WOHUOsrYrzMNZpqce+65rnl1RoSGHn8CKT8f5cILXbvwTp2KZ+dOe6GzYej4580j77wVDD+7xn564OGHyVuxwrVpwZVXIObnE9u3D7UpU31ZKipCDASy3oEn1aoBlNo6vFOnYkSjeKdOZXj1s9ZxKErW6IqgKKAoBM48E0GWkasqiTc3gaa7DGHjzc2EXnwRMxojsGSx+/Mdxb/J2iMnFK+X0pLSnB1gQ088YUUb5swG0iJviXSgqWogirkJZLb02QgERywooPant1vzMsaIiRgIYITDyJWVtqmt6/Ni2SNLWleX69xQ27Lf9ACp+ihRRKlJGccWve1tGSKgA3/6MzXRKGJxMVX/8216//e3xA8fdo8pHCayZQuRLVvAUk/AO20awXPPIe/cc/EvWuTqTDNNk6EnnqTzJz9GPZISZpWKijKKxSObNnHwmmso/8hHyLvwQqT8/NfcdmQ8IMtyxnXgNMYfb7rZfSPmlZc2pkKnzjRXMtJTlu+losBrG5umCxM63yMK2UlQ8n13v2RdkI72hW0j1RnV+cyoT92VOomQRxLpC8XpCWVemMNxnUL/CEQoR0QoW5ExgD5CQeqBzpSo3KSyzIXDqWNUEvTw9bfNydhmvJF+HE5iEXl5A2Uf+EDa656c2zuhdXURP3LE9Zyp6dZCm9YxldTFKfvwbYTWriX/kkvwTp5s78f+LEdarerrX0P0erMuNENPPmk/HnzkEfyLF1H2wQ8mxpA0L5WzkghBVhAEgdJb3pfa3+NPYGghjMFBhp97DqW6Gn1wiOFVzwAgV7plDIzhFAFO/wzTNDFCIXtR8U6bhqeh3hVFAoscJImQs1hakGTyL7sMGEGoEsi/9FKXway1n+yRaNMwUI8etWqu/P4xixwmI0xCjhsJ/4IFru8iCWeXmDWu3ATNrn2SRHdEK8vNZHz/fnte/bNmMemxR1GPHiW6cxexPXuIJrra1KNHXe+L7d1LbO9eeu/8PUgScmkpcnk5UnEx8cOH3dtLEtXf+AZF112L2tmJ1tmF2txE+7e+jd7Tg9baRtuXvgxf+jLIslX/NGEC/oULyL/4YryTJ6O2t9P9698gV1VR8p53E9u1C627G6W6GrWri/CLLxHZvBkjEiG4fDlF112Lb9asnHM0Hog3NzO8ahVDq1cT278f38yZVH7uc3gnTUIQBArGoAV2GieGNx0ReqOlxjYe6eXJHR0oksjlc6tsc1RBgIml1oI/rTKfD62YzLcetgocoyOkxpykaEplHm39UVcHVRJJEmSYBof370VdORlFUTjYNWwXB4NlwrqzbTjj/QDhuEah31rMQw7fsLl1hXz8wqmuSJUTuYqlnTVHgbSi7QNdqTFMrsgkQk5SMlIX3bGi0tG9VlPkp7U/FbXKIEIOYmGYBv/617+44oorUl1jspRzeyeyuc8n1Y/TfbLKbvsPAPzz5+OfP9/9JsdvRfT50BNEyIzHwesdkQwkEd2RKqq1x5XQzPHNnYMxNGxHDrIROzE/D0QRfWCAvrv/kvF6ekF38Y032j5nUolFKkIvvoje14ep6/Q//DCdnZ1UVFRg6hpmlgI5p8CjkwAIsmRbVZimaaUODcM6HgeBybA5qa7KKdRoRqN0/M93APDNmkn5f/1X1u0ykEzZZdFPAvBOasQzaRLxgwft8QqCYKtKA/gXLiRvZXa5AsAmSXp3D4MOjalsKt6GaaTmVdOtQuz6ejz19XDpJaldDg0R27OH0EvrGH5ujWXGm/wOdB2tsxOtszNj/4EzzqDiv//brmFSKipQKirwz5mNb+ZM2r/xTXdhvqYRP3yY+OHDDD/7LF23/xSlrg69v982Bu6+/fbcxw7EDx2i7+67URoarM9aMJ/8iy5CKitDqa094ZvqyPYd9PzmNwz9+9+u50Ndz9G0Zy+N//wHZmEhjz76qOs6cBrjjzcdEXq1UmO6YRXq5irwfbXQMxxnfyLasWJauS1omO9TXKkXZ3Qlphk094b5y/om+sNxVxHz4zva7MeyKNBYZon3DUU1lkwsYcNhdwGtIIh8+C0pQ8D0eiRJFOzxAVwwvZxn9liRhpnVBfSHrcVxb3vqAn2wK4QgCFnVpgFKgtkvCBUFPt4yv4adbYO850y3Y7OLCJVntvbecvZEbjl7IpIojOgYf6yYUpHPRbMqOdwT4pbljQxEVO7d0MyySaUZBrXOBUYQRC655JKcqTHIHRHKRoSSlhrOVE/xu9+NL538JPehaa6IkG/2rFRUKZG+KbjsUgYefsjq4qqvz2pimhxL7OAhuzVc6+jAN20avmnTiB9toeNb38o4/siWLQytXo1cWkb+uy6m6ye3Zx3n8OrVrr+dcxLdtp2jH/uYq2NLEETKy8sRBBEzFs+qk+QsKHeltBKq10PPPIPe28vQv58CrHRkxac/ZW/m1EkqufkmgsuXW8fd18fgQw/haZxE3rnnJPbvTr2NFcljUo8eRR8aymq66jo/VBU8HpsEgGUOO1IEKr0bTgz4rfnIMk7nvGLmjsxK+fkEliwhsGQJ5f/5UbS+PkIvrCX03HNE9+1F6+qyvhPDsGQDFi2i5H3vJe/883MSD8/EiTT8/k7CmzYx+PAjxI8cQevuJn7okOu7TI9G5USio9F+X1MTalMT4Q0b6PndnQAodXXkrbyAgssvtwvOxwLTMBhe/Sy9d92VoSbvhNbRQdtXvkrtL36ecR04jfHH6dkdB3z1X9s52hfBq4jc8e7Fo79hHJE0EQU42DVs/51ef+IkaLHExT1JPpZNKuVdZzbw7J4u7nsldbGQRJFPXjzN/vvZvV0ZRGhKRR7Tq1MFiuk1P6pu8qMnU3VLF8+qsonQ4e4QeT6ZqGowHNUoy/MgS2JWonLHexYhICAKuR3dAa5eWMvVCzO9eQ50WS3iZXmeDF0igObeMGv2dSOLAssmlbr8u04UTqPYqkIfX74qR6g97WKXfvFLJz5Slm4S0zQz64MAz6RJaH19GKEQSl0dnoZ6AosXZS+ojcfp+9u99n6806ZReO11GbUopmmmCFautm9dRx8OIeQil07/Mk/q+LSeXmK7dgMQOHMpBZdfxuBjj2ffhxNpEZJsbeuCIOCbORNPfX329JHzWASr1sjUdXt84ZdeIu6oWUn3GnNGhHr/+Cc8kyejVFbS+4e7iO3dS2jti/hmTEcuL3cRoejWbQz8618Uvu1tIx5iehQrtmdPhkEupHUZqipCGhGSCkY+xwOLFtlRFjEYJP/ii1Hb2hh+ZjW+adMytk8VmI9NMwksv7PCq66k8KqUKayp6+iDg4iBAPrAQEZDQM7xLlxIYOHC1H4SacehVasYeuopy6TWMBB8vkQNWhX+OXMsEt/agugPEFh6BoEzzgDDYPCxxxl48EGi27dnnN/q0aP0/fFP9P3xT/jmzKHwmqvJO+98PHXZfcGMSISBf/2L3rv+L6N2Si4vp/jdN1rRpsJCDl5zLXp3t5Uue/JJAml1gKcx/njTESF9FMG340GyRTq9/ftkwFmP8++dHTYRSUY1Ht/ezvpDva76mZhqUOhoCR+OaeR5ZYrTIi3p3Vm+LDU7HhFX6NYjp94zr66I3zx7gE5H59S5U8vwyiIxzWBjWpdYTaGPmdUFNPeFuWd9E1cvqLWNTb3y8Ufa+sNxu3trUhaSBdA+GLVb/ieUBsaVCI0VoseDd+pUYvv2kXfF5Rkh8cCSJQw+9rit+yOXZQo7phObul/dYT8XO3iIyMZXAPBOm5q1Tsc0TY5+6lMuU9bAksWIwQAd3/0egt+Hp2ECRddcDaZJ8KxlmJqGEY3aKY3g2Wej9fbYRKb1M5+h8ktftPfn7OxRamup+sbXQVUREuNp/+a3UFtaUsckSQjeHGrQ6ccvWYW9amtb1tfNZAoHiO3KJIzgLjT2TZtG7Y9+mHpNVdGH3Kne9I62gYcfcf1thMKAVQ+ThNrebhGhNKI2vOa5DCKUtMqQHP5ogSWLLSsWshdiq52deKdNQ6mpQS4rtUm000xXTIgedv3il1Y0TxCo+e537NdLbr6J2MEDaO0dmIZOZNtW4gcSqTZNcxGtvCuv5MDv7xwXFWRBkpCKiuj68Y+J7dtP4XXXUnDxxce+H1HE09BA6fveR+n73odpmgw88ghDie+n7KMfsUUqs6H4HTdQ/I4brPnv7mbw3/8mtmsX8aZmwhs32qnj6PbtRLdvp+Ob38I7dSp555+HUl9P5JVNRLZvwxgcQuvtzdD+8jQ2UvK+91F4tbv4vOpLX7Q7ITu++S329PZy2fXXn5TUWGTHDtTmo/hmzshaC/ZGxZuOCI13aiz97kw3zHHtMhoN6YXPSWLUNRSjbSBC11DU9ghLIqrptvo0YJuiymkdK1uP9vPxv27i5rMmsHhCSda0X8CrcMWFV9jRC2dEqDio8PvnD9l/T6vMo7bIz6TyPHa1DWbsqzdsLUB9oThP7exgelU+i7J4ih0rnt2bSvHMrc3eXus0aR2pk+3VRvnH/wutsxOpqoordN0VFZKKihCDQYxQCMHrHZOhqpMYuaIyOe7aBUHIcKvQBwYwo9GMO1lBFCl573sBCG/aZN1xA3JZqato2XqujOJ3vZPwK5sovDq10AuKknHHb6ZZYyCIGUXeuTC0ejXBc87BjEYZePChLMdnWRbk9A1jZP2kzh/92KWmDJZbfN8999it+pm+bFkus8nfWlrNVjZl6f6//tXu9JOKixGDQZQqR5F4FmXr3j/cZUsPOMmw83uJ7tptkdihIfSBARAEu5bIHnvSBFc3XGrRRijkJrRFhdTMmoXo9Y2Lno8RChHbZ/mpDfzzvuMiQukQBAHRIfkwmv+b831yeTklN95oP6cPDjL01NP0/vlPxBwR2PS2/mwILF1KyS3vI++887J2CeZfeimBs84i/OKL6D09zHnwIYTLL4cxFNL333c/alsrgihS+sEPjqlzzk7X/d//udTaY3Ne/YaRUwVvOiI03kgv6FV1AylHAeOrAXWEMHRrf8RV/xP0ytQW+6kvDtgdZE44a3LK8710DcUYjqaECLMRIZ8iomlaViLU1h/lcE/Y/vu+j5yNKFp2G9mIUFQ12N0+hEeyapNa+iInTIS2twzw8b9utv++OItrPMBmR3QqXW7gZEKQZZSaGqsY1zGvYKUMtB6rSF0uK8tZlyAoSvY6obR95UTaa/rgoKt9PaleHdmxg+Gnn85IxUW2b88oDha8XvLOO4+8886zP7/969/AiERQamqo+OQnUhun3az0/flPGGG3SnTehStdtiDemTMouOQSun76M2K7dmfV1knCWuxzvpyVjNjHkWORH352DUXvfGfW76Tj2/8DWHo/yahZcj/pi7GpqhixGKLXi9bTg6AoLrkDva8Pva/PVe+S7btMHoOgKPaYwps2EX55A0ptLWpLC4MPP4xvzhxIRltN0yLIzvlPLNSmobsiiOlEKO+cc5CXLMHn841PZ+6r1NTiLMTO+hsZI6SCAoquvYbCa64mtmcPw6ufZXj1aksawHFzLCgKUkkJUnExvtmzKL7xRvyzZ4+4b0EQUGpqEDwezHic6ObNHLru7VR/8xsEly8fcX7jBw8Q25/bKsUJIxSi//4H6P3TH13yBEmoW7ZkedcbE286IjTeqTEtjQjFT3LBdHpEyAnDdHeIffNtc+yU2J9fcrdXP7Cphd2OgmUnKbrrhcNohpm17VwRBZ588kk7heMkQjvbBuzHX7lqlm2/MbncvR9FEuzappZEV1WBX0FxjOHXzx6wXeo/tGISZ6a5rueC06y1OKCwZEJ2YpWMigEMRl+di/CxQNM017wCViQicf6OtNBXfPazhJ5bQ2CpWyjPWYwc27fPqnsZQ4Q0fuiwq2so6UllDA5mrUeKHziIUuuulciwd5Akq5NLVTGGhtJec1+W0kkQgKdhAhWf/W86v/f9xEamq4Msm4YQWKmxrq6uEaNC2UxU7bFli+4koWcvJE4i2yKcLSox9Pjj+ObOo/P73x9TdCU7EbJudJyEdOC++wFcaUdT1+x0V3JfrqL95GNNJ/TiS/bz+vAwzpFlO19PBMYIZPRE4OwsG4udyWgQBMFS154xg7Lb/gOtt5fQ2hfRBwfwNjbiX7zYpY00VphqHN+cOZYJs6qitbbS/IFb8S9aRMHll+NpbMQzoQGlutqO+pjxOPGWVmKHDoGm0faVr4BhIpeXAyZaZxdaV+pfuhYTgDKhgeCyswi/9BIcPJjx+hsVbzoiNN7V9+kRIU03c2z56mCkz9MNk6ijfsDpc6WmXezT1aTT02QDYTUrwQv6FN7mqGlwkhenUrQzEnPdojruWd9Ex2CMIr9CcUDhkCNyBFZqzzmGJAkC6I+M7U5uf+cwexzCih9bOXXEQuskcukUnUwointewWo9Tur5jFTo6qmrxZOmqAy4pKy19g6rzmMMREg9etTdKp9UHB5hwXMutrmQLIZVW1sZfuEFvJMno1RVjSmcL8iS1ZqdhK65lLDFLCKDAKIgUlU5spqxd1Kj/Ti6dy+hF9YiSBLBs5aNeMymrjNiqMmJBAHKVswd3rCB8IYNidfHcK6PEBEywmHUjk6kokJXF2D6dq5xeTwY8Thtn/9CTh+6dBIxcOfvObOnh779B1wddMcLM/7aRWVPBHJJiavw+3ghen1IBQUEFi+2uuDarJq3yCuvEHnlFccHynhqaxF8PqtLzvF9JonvWBBYtoySm28m7/xUuk566SU466wTPpbXA950RCibbsiJIJ2IjBSheTUQH+HuVTdMOzUmCO4W+nQilI6jfW5i4lMk/B6J4qAHWRSoLwnw1vk1BDwSe4928V//2MXhnhCXzKqyvIw0w46szKouoL4kFVavLwmw9nMXcssf1qNIIp1DmWaXhmnywOYWPvG3zRT6FaoLfbbmULal5t4NzXzn0V2E4joClkSAE5++eBrvP6cxyzsz8drToISq7tAQ+fn5djRFqamxaoRMk+C5K0bZQybSSU8uEpR3/nm2CrRjQBnv0wcGXJskQ/ljHo/fB4l99P3pzxS/+0bLcmEMhfGCLLtSOKZuoPf1238n65UgpcIMVvmTrmlIspz9exYEgg6lba2jw66b8EyeNGLEx1S1kY37nNsm5indnBWslMVIJq0Z+8pChOyIimnS/tWvUv6Jj9spU7m83CZFZsT927P3pWk5SRBkRunUtlaiLa0oWdr4jwfO88g/f95x70fv7yf8yib88+e59KFg7DVCrwW8UyajdXUh+Hz4rrqKgunT6P7Vr+1orA1NyxBPHQ2ColiileVl+GbMpPjGd+GbPj1jO7mu7kQO4XWFNx0RGv/UWPZi5ZOF9M9bNqmUlw5adSSPb2+3Bfy8ioQgCNy97gj9YdVVLJ0N6ddznyJS4FP44fVu3RlVVfnyg+vZnXAVeHBLKytnVNA1nLpjvGR2Zl2OJAp2Gi3dsR6gN6zy8FbrLmg4phGJayzMUS+k6QbffWw3feHcd5FvXVCT8zWA95/TaBd2nze9fMRtTwY0TeO5555zeQyJPh/V3/i61QJ8HOH2jC6QHESo4Kq3YMZVVxrBGYGSyrKnJQuuuDyrEaoVms9EstYoiWQkKJuHWQYk2ZVuix86ZBcHZ3xOMJgiQqZBT29PSvMmDYLs3q9zsRQkeeSxaWpGK30u2PvNshgbkSieiRNzHk8G0q5ppmlmWGw4I0uC12uRTU3HiLgJTXJc5iiqombU/b54e7s1r5LI8Jo1GbYtoyHe3Exk61YEScI3Z47LfFauqh7hnSOj+1e/Jn7kCMOrV1u/HQecxd+nGvJWriT04kuYpsGR7m6W/dfHmHTllUS37yC6aydqUxODjz1uCUQm6vc8EyZYtVslJYh+P2X/9THkkhKLUCUKvuXycsTCwjekw8KJ4E1HhF7t1NhIEZrxxj3rm9h21H1XrjsYjFPF2Je4y97U1E9fwu4irhl2IbQoQJ5PzpkWytW+rigKFFYBKX+lumI/LyRa0QEunT1yKiLgkXnnGfVsPNLHvoT4YnpkrTesEonr+BSRjsEoumESimvs6xhif+cwvVksPAAq8r3cdt5kJpRmT5UkcdakUgIeiaKAh7K8sXUovZpQFIUrr8wMsZ+If1J6h0qui6GUF6Tk5psILD2DgYceIu/ss/HOnElkyxZM3XB1z7j2lyNt5Jk4Mevzot/tN2YTIU9uslH4trcCoFSOvU1brq6yok8m5F+4Eukv9+SOXKWf544bHUGWRk+NjfFGK+m15p0yhaqvfw3B46H7jl9ZbeymieAb+zmYUdOkqhldgWY8bpMhQVEQZAVT022CaG+XJEyjEDojLZIkCiKVFdYNj5rFay3ruDUNIxLBiEQYXrOG0HPPAzD8zGoqv/B5Sm65BTMeQ6m1IhPRPXvp/+c/CJxxhquLTOvuZujpVfjmzM4oRE5GS5L1WVJpCXpPL2J+vqUXdIoiWeMmCiIzGxvtmyH/3Dm2unayKNo0Tep/+QsEWab5tg/b+/A2NKDU1EAWzafTcONNR4SMYxD7GgvSi6VPZkQoWxouly2FL1EflPw/FNNYf7jXZSdRElByRl18SvbaGsMw2NvmJmN/fDEVqq0v8TNjDJo81y6q47vXzeP9d73Mqt2ZEvsAaw/2UBxQWLWniwc2t3Kga9hWpnaO09kpt/6LF4362WDZduQ69tcChmHQ399PUVER4hiNOEeFdGw/92QRaBLV3/kOmCZiYhF3WUkIQk6SIAazm5MKPrcVBTYRSkW7PBMaLPFCQaD8Y/+Z4ftUeusHbLXfbCi6/u0Eli61lZcNw6DnmdVw5DBCluRYesTHlaKSRiFCmjYmMUFPYyPeqdOIbNtO7x9+j6mqVPz3fyOXFNvq3HrvyBFbFxIt+Gp7uxXRymJo6yQ8gseDIEmYZCkY1pNWLCki5F+4ECMcJrZnT2p/6ZEkTFRVQ1FkzFgMIxzOaUqbRPcdvyK6c6f9Gfa+YzGkwkKCZ7qL/bt+8hMABpqayTvvPLsIufuOX1l1Zs88Q93PfzZygXnS726cNXlCL60junsXBVdcMWYByCT04RCiR3Gd9/bcKTKRSATDMHJeBwRByHqDNGJn6CgYWvUM4b17Rt/wDYLXTjDlNcK4EyFHjVBNkZ+GkpF//OOJNXszix9zGaYmC52TkaHWgUiGp1ZvWGXZ5OxpD2eh9J72IVbt7mDt/m56hiIc7sns6knirfNrxhSGTdYwL5k4MhlJpr82HunLIEF5Xpk735u6y/vSlTNH/dxTFbqu8/LLL49rKnfEjqcxQPR6bRIElv+TVFYKkkT5f30sNxHKsSCKaVGPpKmsU1yu5Oabqf7O/1D1ta9lNb9UnAXTWeCbNcsmQXp/P9GjR2np6MhZK2gMDdGeaHe3nnB6jcmuBaf0VrcprqlqY6qREjwe4vv30f3LX2KEI5iqxuBjj+NfvJiCK6+k6O3XZa0dyga5qhLTMAlv2ED7175O21e+mrVQ3VnvI3iU3D51yfPNGQmTRJfeUfCsZXgmuC1sTNNkoL8f0zQJrV1Ly2f+H6GX1jESBEdE0EXIEmOI7tnL8AsvMLR6dUbRuPN41NZUo4cRyz3/pmG4omLjBX1oyLLMeGkdPb/532N6b/zwYdo+/zlav/glF7kUvF7qfv4zqn78Y3bOmH5814ETuHb458/Ds2DBcb//9YY3XURovFNjHllkVk0BmmGysL6IgOfkTGn6hfzti+tYPLGYz/9zW8a2l8+tpjTPWmTimsGRnhBNvdaPTgCmVuaxt8NKSW092p/185JE6J71TTy1MyUY976zJ6LlKCf44hUzec+yCdlfTIOUuNu5ZXkjfkWipS+CT5G4dlEtLx7s4Yv3b8/53puWTSDglbh0dhWLGor57c1LaOkLj/mzT0UoisKll146rvsUvV6k4mL0vj6XBszxQlAUqr/2NYxIBCk/3+50SqLyc58FWc7Zyi5401JjCaIWPOdcfLNmIXi9dr1DLoxWVJxcYPWhIdq+8lXMeJx6RcYcSVBxoD/1fpf7vORK26UXE6tHj2LGokilJXgaJiAV5Ls0gOz9eD3ow+73xg8douxDH7T/Hnwi0/ojG7T2DobaHU73hsFQlve6iZAna0G6GAwiFVk3Iq5ogii51KuLb7454+ZGTHiNOcfRe9ddBJedmXPsoiMi6KwJSnqcDT39lGXKCgQWLyZ49tmEXnghdTzZBAZHIJCmqtrny4mkmNPhFNgcS7ekEz133mkRaHWIoaeeovAtbwGg7893E925E0GWuejTn0IahbilC2GC+zvU+voIrVmDd+bMrPYo6ZBLS5EjuW9w32h40xGh8Y4IVRX6+PQlmRX3rzay1iblICSXzK6kwKdgGCYPb22l1xFJmVyRx1Xzqvnxvy011K3NA0ypyCwi9CeIkNNAFaCtP/uP5V8fPZv59UVjPRzbzsPvkbjlbHd316TyPL7/+B4GsrTNT6nI45tXuxVQc4kmvp5gGAbd3d2UlZWNX2oMUu7zJ2BZ4oQgy3bEJcMLraw8w5/MiVw1Qt5JjTCpMWP7/vvuRx8cQMrPp/Caa6yap9FqWRIRgvD69VadDCaxUAiPx2OlxhJFw044C43TTVeDy5fjmz0HQZExo+46md677rLGP3MGZf/xIdTOzqxESPR4XGkmsIQS40eP4kl06qRrKyXhaWwctYjaM6GBkptvIvTiiwz860Frf6FUakz0eBADQcxI1JUyC55zTur7clwntZ7u1AIvS9n96TCJx+OpeR0DnKajrkiarqP19aG1d7heF9OUrbMhPR3kmzvH7iC0iJB1DVFbWhh88kkKLrlkTGMdESfQieyUfHD6wBnDQ5bOFiZdPT1UFBSMfB3IomHlnIue3/3O0ot67HHqfvHzcSWCbwScTo29TqGmte0/uLk1o14piWiiIHpby4CLBAHcek4jqm6S57UWxiO9YWJq5uKSXmOUhLPNviLfSmnMrS3MaWWRC7mc5pOoLcoeFbjRYWj6RoJhGGzfvn38z9fEwj6mzqxjRHptijCKZpN//nwXeRLSlK/To55DTz5J+KV1DP37Kbv9O7Jpk2ub/Isvst3eAfTeHqK7d9P/938kdgxDg0Opm4YsPl1mPG5/trM7SvR6kEtL8U5qxFNfT2RrKvqad+FK2w8tWd8jBoJZCWd4w0bk8rKMtJ7Ti6zq61/LeB9A3nn/v70zj4+ivv//a469k83mvjkSIBCCQAARvDFRUOsZ8Gr7bfuroL20VkGrtl9tLQXbar/f2ha+1W/br9oqWG88QFREqEgCKKeQcIQEQo7dZJM95/j9MTuzM7uzm03IEsh+no9HHo/JzGdm5/Pe2Zn3vM/+s7HotDQwDgcMqvRnymiA/WvXIv2qq2CuqkLBwz9F8e9+i5zvf08zRkH1EA00NoVdSrHizCLlmgBqd5cQEavUt2WLtgBlIKCJNVMrDbGOCYTdrQCiAsO5tlPgnE54d++Bv7ERfAzlM3D8uEZhGUpsqoBtRmXhUhRwEdh34EDUfSDytyFb0ewL5odXqvZRx5wJvtMvJDnSSDm1cChcY2Koxo0vKOCm6mL4AgKOdXkQ4HlsP+JEutmAm6qLFXeSKIp4Y1cr+vy8Zv1gcfuC+OunR6LWbz7YEbVOEEWsfO8AWpxetPWE32Bz04xYNKsU60Nurpw0E3r90o1ic2MnZo3JxLFOD7LTTJhdlqW4/AKcgD2t3fBzAhiKwuGO8JvZqm/MAEvTKMu1gU6g39pVkwvw3h4pw6S//myXVeQgzcQgwAlYumAieEFEhsUwYIXrXIFlWcybN2/Ijyu/JSZSSHGgmCsqYJowQXmg9/cZxtGjYZ01S0nTVytFnc89JzWIpSgU/uoJsBFuEFlpiuxIL/I8uI7w76D3o4+QrnrrpygKOaFmtcayMgT0queKYrhbu+oBTZnN4N1utD/9e1Asq63fwguKVYMLxSAxaTaU/uEP6Fm/Ht4dOzWfxXf3IH/ZUvgbm9D+9NOgjEZYZ8yQsqh8vpjlEdjsbGT/v++g89nndLcDYWVAHc8FhkGGThYibTbDNH4cxEBQI2NRRwE3FBXCUFyC1ocfBuNwwFxRgYzrrlPcMjkRTYCN5WUxzzHqnCNie9SVzAFZEQpbF2WLUH914YxjxwACD+/OXWj7xS+QedutcP7jn9K+PAff3r1w/t/zAIDMO25H2sUXa/b3fP45Op99DrTVirwHl+kGQqtLDairuQseD/wHD8I0caIm7k2Nafx4pWK3en6y5ZaiKFQdPgw6ENBafCK/H1lxVbV3kpUpMRCAoaQ4XHk9gRIPfdu2IdAe/TwZqaScIjQUb9hbmzrx1i6pxo3ZQKMk04o/f6QtdGW3sLj2PKl2Tf1RJ97YKQX0sTSFRbPiB3j2x9tfnMDOZlfU+sgiiADQ6vLhwwPRQdUVBXZk2UwApLegb80dg/98c6+y/fMj0o+mze3H4Y4+3H9lBYwsjYZjLpxU9SnrUKWtj8tLQ7o5cUtDVXEGzEYGgiAi2xa/Ls7S+edu4PNgEAQBJ06cQGFh4ZC6xoqf+h3AcboPuqEgvbYG1lkzJYUrgZcO2mYFk50FcLzy8Od7+xCQ+yXpxD4AcZQsnof96gVoDyljjltuhdAXth6IEOH3+ZExbSqMo0ZrlBONG8XvB4xGmMrLQ0qOH7TNBjEQ0I0D8e3bp3GRCH19Sp0ae20tjKNGof2pp5XtfZ9+CvPEClhnzULhr54AZTDA9+WX6Prb36XzXrRId3qiIMSMuVLGhBQyWlXcUOjVdyWZxo9H9pK7IPR0S+nsfX3w7d0Lt6qPm0zWt7+N9qd/D6GvD3xnl6YOj/3GG3DqH/+EyWxSXGPGARTkE3zx41H8hw6FrXoAnC/+A8ayMhhLSlD65z/p7iMGAjCOGgWKYeDduQtikFOUIABS0UhVUVD/wUNRipBzzRrp/DwedL/6GnKWLI7+HFVckroCe8eq1fAfOADr+ecj+zvf1j1HtfIf6R4EpOvV9fl22G+6CSZ10kFk7ahQtjKltkAKPIJtp3Bq5UqNKzGRbDLnP/6B3s7YzYdHGkQRGgRqJURWiCLZ0tipKEK7VLV+Nh1sP21FyMjqPxj3tEY3MlUXNgSkekElmRaYWFrTh6w0y4L5kwvw7p7oGiDeII9NX7VjwZRC9Pr1g1Pz000DUoIAoLLIjsqi/juopyKCIKCxsRH5+flDqghRNA0YjUmrnm2ZMmVA4x033wzHzTdr1vn27NFWrdZTemIoQiLHw1RRgZzvfw8Uy8JUNlZSUpQBQJ+nD6Z9++Hfr43TEVUuAzkAPO3iizUPR9+Br6BLxH2l9f4HkHP3XbBMlQqQ6mWT+RubYJ01S7HEqIPHxWBQN34p2NoK29y5KPzlL3DikUd1T8V34ACo9etBMQyyF98J4+jRGqUokr6tW9D9yr8ASK4375494DukoqxMVlY4GJjnNQ9UIRBQepPZrrgCvS++CJOIcGn2yJgVUUTw+HEEW1qlG5F6W0Rdokh4HddU11//hoJHHo65D+d0aZRPAKCtFqUqtshp27JIbtawwhI4fhxCT9hd5tv9pW5ZAE2xSlVmphwH5tm2LbYipLL8KfFLbW3wHzwUWildr0JEPFqkJUxSvG1Iu/RSWC+4ABRNg7Za0fX8C9HxVAkoQudqi5PBknKK0FC4xhIJBrSrlAL1b34oOnxEutYurchFVXEGntl4SLM+yAtK8cScNCM+WToPe1q7sbPZha2NnZrq0oJI4c/fmIE7/vJvfHqoM+oz39tzEvOrCtDq1H9zK9cJsCYMHpZlcckAq/Oea4iBALiODgg+ydoiF0mkTRGd6+O42Oi0NE28iGfbNpjGj9dkK2nikCgKBVVVMI4erWkiCkiNaJVz80RbVwHAf+ig7nrdPl6qmmKGggLYr7kaPW+vC597RLC4+v/uV/X7RLleehmU0ahbSkAm0NikNFLNufsusNnZEAMBCB6PVEOIZeHe+CGCzccgcpxUdC9E76efapUvlYIXaUX079sPwe0G43CAZVmMvfFG+PbsVWohUaxBm83E82hbsQLgeBiKtNWiKQMbNwNQL0YnePy4braUcr46fdoMxSXK9yxyPKCu+xbxwqEOaLfNnYvM22/TDTI2FBTAccsiiBwHU1li7kDP9u3wfrlbk70p+HxwvfYa3O+GswApikJ2VjboWK6wECcffxw5dy1B1//+FULAD0NhEQoe/qkmo02mP4uQyHGnlXp/LpJyitCZCpZON4dFe0FZthK/c+mE02/fYIlQhAwMrdQHUtPZF1BiFy8alwOLkcHMMVmoKs7A1katsiNnoV03tUhXEfpg/ym0dvvgDlmEJhXase9E2AI1qXDgPYae3XwYJ1xeUBTw8DWxb+yAFJvECyJoGjDQdEIxSOcygiCgubkZpaWlQ2oRSiZCXx+c//wnxGAQxtGjYV+wIO744MmTaPvVcgCSJSIz1CiWioynCClCjkWL4Hr5ZZgqKpRMNTY7GwGVIiQGg+DdWsuoJggbInzf/CaM/9YqQVFziZE6HFmdOx6USqFjcnKQdvk8jSIUVT7AFF0IUY/ejR8icORIYucQihPq2/Y5nM+HYmG+/nX4D+yHd9cXAAC7OnYoMnhcVN0v9Zq7hgoUCoKA7unTUTh3LlwvvAiurQ3u996D78svAIoGZTbBkJcHQ34Bgi0tCLZpi6ba5s6FccwYCB6PxgWmfHSMApO8yxUVP6acW1DHCqdWdrmgdn4R9xR1sLbtwrm6ShAXKkVBm81Sg9vjx2EqL48buyQGAuj861+jZM13dMBSPUM7FiK8Xh/4SItQZGIMz6PjmT9KFiYuXOGccejEUPanCA2gX+BIgShCg0Bu/hkPu2oMO8QPbVNE5paBoeHneHgDPCxG6aEhiKIm1b22MtzmQq/69Zrtzdh13IXvXDgG37hgNHa3dmP22Gy0uLx4c1cr3D4OT7wdjiGaU5aNb88dg5e3HwMb7MN35g68Zk9jey/auqUfeLw3OwC4+/l6Zfkbc0bjsoqBVW891xAEAS0tLSguLj5nFCFRFOH5XKolFGxr61cRUj/41S0bIgOF5esifd7lsEyfpq2BpFcPJzLQWG1REoFTH34I+t+fxb3eIjOMwieT2HfB5ucr1gHXK6/AveGDKHNwlEUowbYawZaWhOvVyEG66ocbZTRo3FY9b78dc3++O6xUnvrt76K2i8EgREFA0OlEy8GDKJwzB7zLBd7lks61NRw6IHg8MJaUSueuehjTNhsyrrsOtM2G4An9UAO1a4xxOJTj927cCPf6Dcq2vJ/cB9P48cq5xYXjNFa7yN5zQZUixOoESfd++imc//c8DKWlEDx9SusO24UXSsHd6emaMghiIADvrl1gsnN0sxXTa2ujg+RFwOfzRWXV0TYrin//NDzbPofzhRdU40PzCV3zhuIS4HNtfa9+LUJEERr5DIVrbMboTHywT8q2YhkqqgM9oLXaqK0XsVLcB8KrDdqbIEMD33x2G9x+DlNLMpCTZsIXx7uVDuwGhsKlE8IZHZGp9zJfnXSDpihNXZ63vmjFm7ukQO91X4bjh8blpWHRrNLTineSlSAA6OoLIDvBHl+x2oiMJFiWxVxVGvi5gNoFxSXQb0qtCKjjKKIsQqrfbFT2GB2tCMVrSEtRFConTIDzs20xx6TNuxx8Tw88DTvgWrNGcR/l/fhe3QdiJLn3/Rim8ePDihbN6PrEI1uMUHEKRw6WwNGj8B85onG10UbjkJVPEDkOvMuFUw8/glIAPYcPx6xRw9hsMBQXA59/rllvKCpSAsBlBUezX1aWpoyBZfp09H74IQDAt3efZizX2QXTePmffoptBjmIfpWlJcIFK1uEaKtFU8NIpvfjjwFAcgWGvmvB7Ubrsge1cTmh47o/+ECq6xSjhhfvcqF382bNOoqikJWZCTpCeaEoCpTJBNqqvWZk92KwuRmB5mbY51+FYEsLPGqZ96MICSmoCJ0br5pDyFC0LLAaGYzOtqEs16ZrHZpdloXSzPAFqrYI8UMQJKRuMHrNeYU40uFRXFYHTrrBCQI6VWMKMyxIU8UsxeuHFtl09bKKvChXHABUhPqH8TyPQ4cOnbZcYzV7TVWGSq5nkoEWadPriQXoKDLxLDe+6CDbyP0NJSUwjh4FUBQc3/4WWk+dium6MJSWwvflbrheehnOF14A7+6B4HYrDzbL9GmwzpoJQ2kp2EL9ZsK0xaKxNsVqIhtlEYqRYn069G3ZCtc/X9IG9IZ6jQ0G45gxmjpNYjAIkeOk1hp9fZIrPoZsaZtNX5FUKQaGwkJkfetbmm1Fv3oC5snhlzOTKi0/0jImp51z7e1o/6//jjsXkec1NXUo1X1aDAYVdxybmwfPv/+N7rfeRvfrr4fPVRVbpZ6zZUa1pmQDeB4izyvFLfWsQYAUnC1nLYYPK8mV07nO3R98gM7/+UvM+ckZkY5FCzXr2369At6dO2Pul2qB0kAKKkL91Z1IhNIsK372tUo8fE0lLp2g/WGfV+LA4kvKMbss3LOrqT38dnCkQz+NFQB6/dyAz6/F6cXvPwj7vX2cgKOdWrP+2OxwlkOry4uf/iu6DYdM5DMnzcRizV1zosZMC1WNFkURTqfztOVK9CAtQyXXM8lAH64xe5PFcI3pIQfmasbr7J+3bBmKVq6AZcYMuD1xUrWpcG80oa9PeWjJbiuKopD9//4fCh7+KQwFhfqHiJhXrHlGFaDUUQxlN89gYXKiewdSRuPg+84xNGh7OB5QVHW6DwaD8G6v1/T+UkPbbFENeA3FxWBzctD9+us48eijOPnLJ0DbrGBzJQu2fC0IKssNk5UV8/Rkha/rb3/rdyppF1+ksTSp424Enw+miRVgsrPA5uej9+NN6HnrLfS8867ym4z1vYpeL9zva9uciP1YpwBEVSqXCQaDUa4xIDpA3xLRG0x2gTHp6cj98b3IuOEGZVvHn1fFPo8UtAgR19hpwkXEHBnY6Jt2hyqFXe75Fcmmr9rx961HMLkoAz+u7b8XjMxftxyJWndEpQiNy7WBVVX47a+Cs14QclVxBm6cXoxXd0hvX+ePyVIKILIsi1mq6qiDJZHGrOGxp/1xZz1DJdezmVjfeZRrbKDH1XGNUTStBFhXnnceOj75RHdfvrNLt32DXiCzXko3oKMIxVAQI3uoUTQNymLWpJKrlY7BwGbnRK2Teo0lfh+0zZ2Dvi1bpX1Zg2Z+cno6RVFwqGro6EHbbJrUc9tFF8E8uRJCb58mzqXjmT+i4PHHQJvNimKjLm3AxCkFILvD/HIdqhhk3HQj0i69FL2bwteB2mrGpKcj7557pPWiqE3DDwalEhQx3Itq+ZjGlcM6e3Zcd62Mp6Eh+lghudKRgdW9vej96GPNOkNpicbSo44FMldUwDR2LLpfe01Z5z98GJTBADY7W3Mt6gWZj3RSziI0FK6GTw6244m392L5un04cFJbln3RzOiYGXUG2eyx+m8zf9tyBKII7G7phssTp4OyykLA8VoXmB5WI4uZY8KfmWExaOoQXTYxD/kZ4Zt8LBfVD+aNg4mlQVPAgwsmKut5nsf+/fsHJdcJBeEbms0Y35qg7h82uWhkVpNWczpyHVZCD/1Em7oyGVIdKbXlYiCKUMbNN0WtU7dViITneRxpOR67+3yMHlaUTiBzxo036o+NeOhxOinMgP486ci4oVgtLRJElq/mmAOMEWJVFaMphtbdVxRF9Pb2xrVgShYhVXVojweutWu1wb7K5zBg7Haw2dJ1ocTyUBSYzEzk/OAHSiyWmp533gXvdsNUEb//ozyHgkcfUVqdqFuraMZSlOY7FQJBCB4PBHd03bZI/Ica4du/P6EXPV6ngKGpqgq9o0aBztNmG0e2GLHMqI5qpir09KD14YfRtnw5ut98M8oqdWrFSrT98glNaxffV1/Bs3076PR0UJbEshi9e/bg1G9+g0O1V6LzL7FddQDA9/Tg+D334vg99+LYd76jVJUfbobdItTtDeKhf0lpnD1eDnddWo6Lxke/xQBSC4k/fyxp+se6PHhwwURcPUXfPJ1MuvoCirurWBULVJJp0Y2nUQdIJxILY9FRCnr9HB57Yw/cvvDFLAdDA0BloR2PXTcZC1dt1exXU5mPr18Q7sdlYhncWzMB2w53IifNhHmT8vDMh41K4HKsBLfy3DR8suxyBHkxqu+Xd5BdipdcUoZNBztQWWjXWK30uGF6MTIsBhRkmJFvT+wHeq4zWLkOJwU/fQie+npYZ1+Q0Pjc+34Cb/12WGbOVNZRNK3UlTH0V51Yx+XQ39u3n+Ogrs2sKRoYA734HXPFBOQ/uAxtv14h/T+lCo6bboqq/Gwo0MYSWWfPhujzgtGpEJ2zZDE6n31OcXv0168tHpTRGGV1ktdTA2i6q1EOGCamS4jvp3VDpEVI6OsDbTJBby/B4wHPMHC9+hoErwe03Y7sO78rtT5hWViqJgMA3BEKqtDXB+fzz8dUaGXUrkE2Oxuizysp0DEqomsqQAcD8O3fD8/2+qhxgJQxqdk3pHRFZpElguPWW9DS3AzLeedpN0S8IKVdcklU7zre1Q2+swt8ZxfYwsLY2WIhZTvY1ob23z0FAMj6j29CLC0FVq/u9xyF7m6kL1gA3969/Y5tufdepF81H5m3LALf04NDNbUYt2E9GPvwFtYddkXo+y804Oophbh99ih0e4O4eMVGfLJsXlQQcrc3iK8/+xk2PXA5RmVbsflgh+b/RGGGoMeSU2WFaXF6sXBmCThBRHluGh59fTcEQcTssmzcFmoIqk5yYmOkQhdkmHGy2wezgYFJ5ybFUJQmSBrQKkKXTMiF2x+E3cyixyf3qZEsUJEVnysK0pVgZ0B7o4unqOWlRysgDMNg+vTpMfeJh8NqxHVTi/ofCKmI5IJhUHqHi9OR63BiKC5GRnFx4uPz82C4+uqo9YXLfw3aaABiPHRlRJ3A/1jByYAk18qpU9H2lpQybps7F8ETJ/pVhGLW+FFZRxh7BgyF0deobfZseHfsgBgMInvJXeEO7zoYx4wBm5urKEK+g/oFHBMh9957dbOwKIMhOrCdopB7773o+utfIfKcFAQtu+hU9y+KYXXjiyiKQoY9vhWQttmkTCebDZTZBMaeLrUy0aFtxQoUPv44PJ99BkDKFLPOmBE1TlOBPIR31xeaVhexkKtE59y1pN+xmgrQgQC4juhaazJyMUtl35Ayy6SnS5acAcT9Of/3fzH9gQei1kdarrw7d0Ho0VqoeNX/lNEYsyRE8NhRWKomK1lwAND1t7+DilO1W40cPE+nx1dmAs3N6NuyFaOek/rkMXY7bHPmoHP1auTdf39Cn5UshtU1dqzTg82HOnD7bElhyLAYcNH4HPzxo0NRYzMsBiy5tAwZVunGI1uNdrdG/xDiMRSuBrWFx2ZiMb+qENeeVwSH1YBuTxBuHwdPIPw5gmq8GKM9sy8o3dAjawQp563z4/Gr/Mb5dhM4XkRZjg0GhgJNAWOzbTHbcagRVMceaPwNz/PYvXv3uefCOctJdbkyaTbJctHfBclHW4QYnVRnZTjP46umpvCDRBRgruy/j12sGj9sTjZy7r4LOT/4AdJrrtAdQxmNyP3Rj5D3k5/EVYKUY+blwThaqsvFRzxwTRMSix9Mr62BqWxsVHo1IMUmGYqKNG4l86SJMFdMQNHyX6F45Uo4bgq7HNUPSDA0rNXVKHjsMU3WlCiKcLvd/brGKIpC8W9/g9x77gHvcsUsDMlmZmmaxsbqRSboKEJAbBenjPOFF9GydGns7f98CW0rn0THn1eB7+3TKNfdr70et/ZSJH1btoJ3uVDws0dR8sdnNEHLemgsijStfx+I+L/3ww/h/Mc/kV5bo6xTu+68O3bi5M//U/fzAsdCCQfqN3bV787tdqOnp0f588dQXvvDt2dvlNXKWFqSkCUp2QyrIrS7tRujsrTWnNIsK/a06PteH1owSbEUdXulwLaqGPEifr9f8+W5QyZJuaAiz/PKxaVe5jhOsyyPVy8LgqAoNLwghNfzvKLmBEMppaIootvjhwjpxeq/Nkj+WFEUEQwF5wmCAF9AuqGbWBqcqlqrvHzS5VEUFlEUIYiixiJUYDeD43lk2Yy4eFwOLh2fgzHZVhgYOuacejw+fLS/DftPuCGIIkSIoClKylJQZYLINzd5WT53eVkeGzkn9bLenNTLPM9rlvW+m4F+T+rlgc5JPvfhnJN8jiNpTkP9PfWEgl1FAIIoSOnZZnP8ObEsREj7i8EgYDYrnyMfN2rZYNSdk8CyME2ZAkvVZFC5uUMyp7Sbb0L+Qw8i5wc/gBAqkCdChCAKYLIylXOX1+stW6+4AhzHgbZYlOMaSkuRdfddECgKlqlTkXbN1cp4OjdX+z2FZCaKolKpWxRFgGakB3VWJhCyDAmq6szSfST8fcjL1nnzwObmhufq9cJ38KBmfup5UJkOUBYLRCr0PXi8mmvPs38/ej//HHx3j+53JqrkqayHCGN5mbIMjkfH//0fnGtfgae+Hn2HDqHtySfR8+578B09Cn9TE7w7d4KnKVAGozInz44dyrL62lN/T5FzCrSdAsdxoCgKAheMe71RRmN4Pc1AEISoa08UhPA8QvsKPh8sU6cq6wWvL/QdiKAtFuX7YDIyNN8NL4aOJQjh75KmFFlXVlYiIyND+Vu+fDkGQ/B4c1Sgu1Qcc2DGjGQwvBahLg/sFq2ZNdNqhMvbf9T6r9/ZjyWXlsV0iy1fvlzz5VWGevMcCPWP2bdvH/aFmjF+8cUXOBgyQe/YsQOHDx8GAGzbtg3NofTcLVu24ESo6mlTUxMCoRTDtrY2uELm508+/li5ePbu3QefzweO47Bnz26IogBB4NEW8h+73W68H0qxdDqdOHZCWt/c0YN3P5DewE6cOIEtoWCy460nlM/xeDzo6e6GPxi+AeVnmLH23wfh7u0FRVFw97rR19cHhqZizunDzf/G/3wkKWZdnZ24aHQaGIrCxo0blc96//33FSVy3bp1ypzWrVsHjuMQDAZx+PBhMAyjmZPL5cLGjVIH646ODmzatClqTs3Nzdi2TSpsd/jwYezYsQMAcPDgQXzxxRen/T1t2rQJHR1Sa5OBzMnn82HdunVR39OZnFN9fT3sdjsYhhkxc0rG93SySYoZ5DkO7e3tEHku7pw+++wzVM6cCe7yy3GyejpsF1+MtkAQXTk5sFRXo6+vDz2hB39vby96Q0GpR0+ciDun3k2bsP1Pf0LzO++c1pzcTU348L//G+4PP0RfXy/aQy6yYJBDZ0enpLjNno3OTslS5Pf50eWU3Hperw/O0OccbWnBjh07QFksypwMBQU4zDDK93SgowN9V8yDfcF8HGFZzZzaQ/epLmcX/KGMrVMAAiHr2caNG+ENBfe2t7eD53mkp6ejvf0UBIGHKAo4deoURFGA/c7vYrPJCDYrS7n2RF5Q5gQAgUBAM6fDZjMoioKPF+B0uRA4ehRNn3yCnaFMqaPPPIMjT0nxLO5x5cr31OPuQV/IGtTd3Q1PyB3kdLngDbn62i1mZU7Nr7+BznVvw7d3H/Ys/zV69x9A92uvoWXbNvAcB9pqwTvr14OjoJmTIPA4FSq4KF97AMCnpevOqf3kCWz58CP0frIZp9a+onxP/oV1cIWML8q1R1HKtRc4cAD0f/8Bjb/5rfbaEwTNnLqcXfB5PADNoLOzE4FAAILXi86OTgSDkkLc3t4OnuNgv+5rONHbp3xPBw4ckJTmCROUOXH+AL588kkAwN69e9Hd3a38PfTQQxgMhpJS8BExUrzLpd8G5AxDicNYqGTdlyfw63f2Y9PSy5V1y9/Zhz0tPXj+u7Nj7vfiZ8ew+VA7/nhHtM9Yxu/3a0x4LS0tqKysRFNTE8aOHato2AzDaJZlrV1epmkaNE1rlv9n0yFsbeoCBQqCKOC3C6fCaGDR6/Xjp6/tBQVgemkGvj9PMj0/v/UIPvxKuilSEPHst86HKIrgOA4GgwHeQBDfe6EBNEVDhIhvzRmNSyryIYSsTSzLYk+LC795/yvQFBXS+IHdLT1Kd/ktD87DI69K9YGo0BgA+Ok1kzAmy6I7p5OuPvz0tT2gQGHmaAeWXFoOmqYRDAbBMIyyzLIsqJClSC4/wHEcWJYFz/PYtWsXpk2bpsjJYDAobzHysjyPWMs8z0MURWVZ77sZ6PekXh7InORlg8Gg+Z7O5Jz8fj/27NmDqaE3vJEwp2R8T50vvADv5k+lt1tRgCEzCwW/eiLmnILBIPbu3YuxnZ3gOzrBGFikXXstwDBgWRbeQ4fQ+ac/Q+zrA2WxwFRRATYzE6ZpU2EaNy7mnE4sexB8Tw/Y7GwU/eqJQc+p+/U30P3OOtAUjazvfAcdz/5FuS+IogjbtGkwnTcV3p07wR07Cq67GxBDv3mIynL+8l9JmT8+H04+8QRoixWWqiqkX39d1PdEcRx6Pv4Y4HgY8/PAlJWh7aGHQCF0H6GkRtPpN9wA+5W1yjxO/uQnQCAIQRRAgYIrLw/2tjalJYwoCqBZFiV/+EPUtSccOYK23/5WurZD85PP3XrJxbAvXAiDwYCWBx8C73Qq9zTztGnIu/sutD72OLjWVtAmEwqfklp/nHr8FwiePBl1D1SWQ/MwTBiPwFdfRc1PEAUpQ0xZpmEoyEfOww/Ds349ut94E2JovTI/igaTlYlgZ2doOQvBzo6oOWXdtQRsSQlOPfKoZn3O0gfg/PvfwZ9sgyiKME2aBMZsgmfHTuXZ1dPTg+wZM1B4/0+Ua49rakLbb36rnLs8j4JHHkXH6tWgWBai14tgVycoioK5YiK8+/eBomhk3XYrXG+vU2KKTFPPQ95dd4Frb0fro4+Gzh3o6uvF9OefR3NzM0r6S1oAcPyee2GZUoXs735Xd3uguRmNtVdi0v59mn2MpSXDHiM0rMHSVUUZONalDeBq7vJgcnHsoKs/f9yIo50eRQnq9gZ1qzubTCaYVJkePaEvXf6RqoOm1cssy6LF5cXnh7swpzxbyVBiWRatLi+2He5CR29Q6UBPUzQeWCspID//2uRwX3qKUuIbaIZW1svrKIqCIRQIGuCl4wDSRS0beuQbKQCIoJRAZunHGo4RogDkppu01WxDywxNa2onqZeNBoMyD5GilM8yqAJU+1umKAq2kE9bPSf1uSeyHOv7iPc9DWR5IHOKnN9wzckayrAZSXPqb3mgc8q6+Wa4MzPR8+Zb0gNKFOLOg2VZWCwW+HbuRDBUaybjuuuU4GHLuHEofnKl5vcbifp8GYaB/6uDENzuUJq14bTmRFss4XsBQ2vuCxRFwbvrC+TcfTfSL5QCVP1NTTi18klljHyjoXleOoe0NBTHcGXI3xPv8cD9r3ALDvOUKuW+oJYBHZIh39MD72efAaEKxDRFS663oiLQp06p7nW0Euelvvb827ah+5VXlDmpz52ymJF9++3hc7RaIYSsJxRFgQ3FPDEmE3iKknp60bSS4i4fzzprptL3DpACc+WMLcZg1J+fqteYvMzYM2AwGMBmZcM0ejQCR48qY2SFiGIN4X0p7b1cFobY1wd3qM2Jej1rsYAxmcFDypbMu+dH6Fm3DtTOXdJ+ogiGYUBxkqzl6yooCLr3e76rE1l33A4mIwPeL79E9yv/kuajuq6c//infKrSHBlJMaeNRtW5a+UxWDr/8heYKyulprqlpbDNnQPnSy8rWWN9W7ci7/7oJrtnmmFVhEZlW3HRuBy8+NkxJWts88EOvPXDiwFISk9VUYYSGP3Qv77E6Gwrlt80BUA49T6eZSiSRLLGfvHmXgR5AZsOtuN3i6Yp6594ex98wdjBq+rAZHXcWYEq3VsveNkfcUyfyuUlE9lfi+MFJZW+0GGGgaFhZGkEOO2+8Rq+MqofkjDI/l0Mw2DixIn9DyQMCCLXxKAtFmRccw24k23wfP45DCXxe9/Jcm178031Ss2YgXSYhyCgPeSiAeLXMEoEdVC284UX+//4GFWyufZ2pf6P4PHA07ADtNUqZelFZPVFFnyMbPMQ/rBQDFhXl/KAVY5BURg9aya69u3TVCYWvT7wvb2gTSYlBT14vEX3vI3lZTBP1AauR9aykbP3NCUSQgUObXPmQJhSBcpgQPr8+RpFiLZYFEVIL4A8FnI9LNsFs2G7YDY6/vQneHd9oRmTvXixUu6h489/0j2O4HbDWx9dMLF30ydh5UoUAY6DV2UNoigKaWlpQDAiKSBG8/COP0qfb509G6yq9lBkOxcNoccAZTLBXDkpqn9bf3j37IHrpZfRt3Wr1OPsWDMKH38MANCzTnIVy5llxU8/jROP/gx9W7ZAcPeg5OmnYCyN/5s9Ewx7+vwzd1TjoX99gc2H2tHj5fDHO2YocT9vfSGVar9ovKQs/WPbMQBSfJDM1VP0+/3EQo7hiYfci6vbo+25Ek8JArRKjlpxuWJSPl5pOA5/UECOTmNRu8WAq6oK8N7ukzE/R13BWhBEtHb7lMDs2klSscH7aifgN+8f0DSBNcSpQ6K+33uDkstjIBWeAUmeO3bswPTp04e8ancqQ+Q6MLK+8XXY5s6Bsaws7jhZroXtHeGVp1GqPFKJiJe6nxCqH6VeurNj0SLN/+ZQG4jIYnzqJqFclxPO558HANguvBBZ3/i69pwTvL6CJ05IDTl1CipmfP0O7OntxZSfPoTAri80TV5b738AdHq6ZGkDNLWEZNjcXDhuuCGqQCJt0Y6VC1uqFSHe7QYoCuaJFaCtVsklGPGdqotXeiK6scfDUKwt78HpVBNnszLh/XI3PNu2RWX5ycTKYpObxwJSnSGR4zS1o0RRRHd3N7JUBUdFQUDg8OFQoLFL97gUTWl6hkU2+NWMla1JLhfs11wDzulMqGmyjGXyZFgef0xRftSM/dcrmv8Zux0lv3864WOfKYb9DpthMcS06MiWIQC4ffYoJc3+dBjog34gaC1CWguL7NZqcXrx8VftsBkZpeKz2cBg5ujMsCKk05RPXS7lWJcHjaqeZVdVScrg+Px0PHXLNPzwxR3KNiaeRUi1bf8JN+755078120Dq11DURQyMzOTKtdUhMh1YFBGI8yT+k+Dl+UqdHdr3NRDdh791D3qlwhrlH3BfPS88y4MpaXI/eEPogrPUSyLgp/9DLzLBdpiQfcbb8JQVKR5y1Y/hCOLPQJIuN2G5/PtMI4eDfMUbXE/+W0/o8sJCpRuqQF1KnykRSbjphthVzcpVe8X2ZjWHG0ROvHwI5ox+Q8ug3HMGDAZGUqdITqBsgV6RFrP+I6OqDHdb78N/8GDCMpp6JAUO/vXrkXXc/8LoP90ftOkiUpLD9Ba5dpgMChuSADo++QTdL/xJmirBdYLZsPz78+ijte39d9g8/PBFhbANmuW/vceQpZlz7p3tF3qU4hhV4TONENRUBGQqj97A1qFRe2GilSE1Nv+HuoP9uubbchNl24aZlVFaj3XmNoidLIn3IuoLMeG81UtNKxG7VdqiNNbLLJ4YjzrUSwYhsG4ceMGvB8hPkSuyUGWa/MQKj/qytRsZuZpHSvSLWf/2tdgnnIeDMVFMbvT0yYT6HzJKpz19TuitjtfDLvY9FwkFE1LVrEE8mbotHSN1cs0aSLYgnx0P/8CLAC4gnz9yswqRSiq2Wyce7KpYiK8O3cpfcBky048y5s8Jvfee9D91luwTDkP3i+/iDk+HmpFSAwGdV16vR9sjFrHtbcrShDQvyLEdzlx4tGfgTKwCLaeUNYrMZhcWBGSY3wEjxfehh1Rx1LOoa0N1lmzYL/6anj37Ik5Ti5KKgYGVx9oJJByilB/rrFYSXSR6+dXFYDjRby5S3LfsQwFI0PjWxeOAUNRSuFHGb1mpi5PIIYiFG0RkvUgT4BDX0gBY2kK79x7cVR7inQzC7ePQ7qZ1Q0kl4m0Fhl1Gsb2B8dx2LZtG84//3ziwhlCiFyTgyzXkkG4gWORefvt6N24EXR6Ouw6VbIHgmXqVFAmE0S/H45Fi0DRNExlY0/rmJy65UOsBrBWa78Pa0DqXaZ2pVEsCyqUDeZ0uWA+cACUzj1WbSWiIxQhMAwEr1dq3xH6k0m76EKA55SHv2IRimN5O/nEE6BNZhiKi5H743ulNPx9seNe9FpfUAYDxGAQTEixDTQ3o+MPz2j3s1p0FSPT+HHwH9QWBe5PtiLP6brVZLlmxohb669TvGx9i+X+NJaVgc2VYomEFOw6L5Nyd1g6gUDI/Ayz0nuLF0QwNIWgKu5mQkE6rj1P8h3XH3Wi1eUFS9OgaQoXj8+NOt6Lnx2LijcCwpafjl4/jqhcXfFihNRtNu6+rFy/HYec4RPKpogFMwQWIZqmUVxcnJBcCYlD5JocZLlSJhMwRDd+S9VkpffV6UJbrchfthTBk22wnDdlSI6pJlYgOJOVFX5Yx7EO0el2bd8tjoPQ5wEowGw2w/vZZ0pGluZzjSpFKKL/mbG0FK3LHoQYCMBQVISCnz2q2c6p3FHyvnH7yXE8BK4PvNr9GaEAWqaepwQ9G8eOge8LKfPXfs3VCBw5Ct+ePTCfN0XZXwxyuu089GCyswGVIsQWFvTvfoxljQvJFQKPwNGjSsVxPbIXL0ZnRG+w3o83IfO222AcPRppl12G3o8+UralXTEPmQsXhk/BH/F7GCLvyblAyt1l+3uwUBSFyUV2TChIx+TiDCXoWe2a4gUR3gAPP8cr6+PF4nT26psc5VighqNO/OmjRmW9n4t2jV0yPhfP3FGtsf5Uj9Y3w8tDIt1zkdA0hey08A1lsIrQ6NGjyQN7iCFyTQ6yXAuWLUXaZZch74HhrV+ih6GoCNbq6QkHMQ+IGC9GTKYj/E/EfUPOnAIAJj1Ne17BIHreegsUKFgtFl0lCICmyas6cNdUUQH3xo1hy0bEw1cUxXBzU5qGsbxcWuynsS4AJWtO+kd73PQrr0TavMthqqjQBGiLgQAcN92IjJtuRJYqjb+/Rr7xyLz1ViWOKhaaYHfVuZrHjVPk2h1q68GG3KCRUDGeQbzbDcpkAlug3a/3g41wbwwHa0dal0478P8cIuXusolkjd0xezSWzZ+I+2onwMBIxapYmsaN1cX42tQiNJ7qxQ9ebMD3nm9Anz/kpooTi8PFSE2XLT/eqPT5aIsQTVPwBwW0qeKDJqkap6qRlbLIlHs9nrgx/NY5GEWI4zhs2rQpIbkSEofINTnIcqXy85F56y0whR6sI5nM228DAFAGFtZZs3THsFlZuusBQPCELUV0WppGWfGHajGJoojOrs7YvcZUAcDqOCW+q0uTVh5psRL6PDCOKgVYBubJlUqLBvt11ykKg6G0FObJ0RY52eUDAJZQZwEZU3k5MhctQt6P74W5okJZLwYCMBQXw37llZrGrXpKQazSBZHtJAW3W5PB1R/qTDnTzJlovuACZD9wPyCKaL7rbq2rM4RlRjUonWw8AGh9YKlUYkDnXtITqoQOIKoBrnFyVcLnfK5DXGNx8AZ4rHh3P/ycgGXzKzCnLBvd3iDe+qJVeWnq80sXlxwM3eLygudFsAyFIof05hPLMuMLCnB5AnhjZ6uy7nuXl2NKsUN3/Bu7WpTaQSxNIS9dP3jyVI9fc27xCKrS0YxxlLlY0DSN8vJyYrkYYohck0MqytU2dy5oqxVsTk5U1pkMm5cf8X8euFC7BTFUw4ZOS4sd2EwBNqsNMQxCmpRwdbC0KES89EVYbpg0G3Luvht8b58mzkb0+YCQRZ1OsyHrW/+BU0/+RjlnAGCyw8qdZdo0JRZIvR4IdUG/+CJQRiNM5foJCgPJBvR8FpHFRTMaa0vWt7+N3o8/RqCpCXqo45W4Y80YXVsD2ueLXd8JAJsTHZKhwWCAqJONrLbuqc+RMhhgu+lG4J4fxT/uCIEoQhH4gjw27GsDS1P4+Kt2nOrxw+0L4tnNh+GwGrHlUNhf7fZxYGkKK+rC6aRPvL0X/qCA4kwLHr9e0qhjK0I8th/R1qUozbLCyNJo7vJgT2s3KgrsGJsjpT72+TnFbWYzsUNyMw9yidUcioUcc0EYWohck0MqypViWVhnzow7Ju3yy8A7uyD4fGDsGeA6OzRKBSC5xWQyrvsa3B9sRMZNNyJw6BD6tv5bimWJBRN+1NBWK6znnw/KZARtscId6nsHABStr2gxaTYwqhR4dc8qJi0NTHo60i69BK414SrFapcegHDmWYSbi3E4kPG1r+Hkf/4nvNu3w7dvL7Lu0GbfJeKKiwVlYMHmZMMybRrEQABsVqbG2hSJZfp0eEP9/CxVVcguLkZfqNdfLNzvvQfvzp0xt4s+HyAKsMyo1ljgeKcTXX/7G7L+4z8gqLLGxGAwoSzCkULKKUL9uRp6/RxebWhR/u/o9WPX8W7UH3PhR/PCbwudvX7sPN4NmpJcX7KyIqekq91SsVxjRzr6NNlklUV25KWb0dzlwRW/+xgBTgBFActvnIKKgnT8+t0DylirMXYg2yPXVmLD3jbMKc+OOUYmqIp9MuhUve4P2dVwySWXkOymIYTINTkQuepDURQcN9+s/N/57HNRY9Rp3farr0b6ggVSN/XqaggMg69OnkTJwUO6CRpqixBtMoHNz0PPm29Fn4hO8oceQq+6NpKkoEUpOLEUIR3rjhgIhFxdXklpiDz/06gP1fHMH2FfMB85dy1R1vWGGgHrYaqYANvcuRADfhimVGHjxo2Y3tt/Rh/X1obM22+D88V/RG3j3W50v/6G7n6B4y0IHDsG0Rsxbz5+AeGRRMrdCfqzokS2mjjQJr158IKIzYc6YDcbQuulbseCCDz7SRN+GYq1kRUhtRUoVvuKnc0uzf/zqwpw4KQbz316WGmVIYrAB/tOobVb64/OssZ+QxmbY8Odl8SvsCvzP5vC5tnBWoSqqqpSytVwJiByTQ5ErokR5bKC1L9LjdJL0WJB1u23Y1xHB9KdTng/24a0yy+D+4MPlGJ/lqlTtQeL8ZCNZRGKhAt1ewcA3i31kYxsb6J2A4qCAPv8+RB8Xt14KFlJAmKkmp9moUzfvv3IuP565X/z5MlSBWyGAZuXp2mnQrEGWKaEvAmCgMqSEvQ+9XRCn6Pn/gK0WXO0zaZxMwabm9H2q+h+dGIKxSemrCLU6vLi5e3NqJmUj6ri8JuDbL1xeQLo6A1oiht+fsSJCXlp6A1wmgDn9XvbFMvOwVNu5KWbNK1gjnV5JIUqpA9lpxl1W220u/1Y+e5+7D2hrWmxfl8bth8NZxU4LAbk2/XjgwZKa3f4LWB+1cDalQCSPPPy8obkXAhhiFyTA5Frgqje3bIXLwbX0Y60Cy+MOVyRa14eLKHgY0ddHTKuvx4Uy0a11Yj5wE7QImSZUgUmIwOCz4eMUO2meBah3o0b0RPKusq+M7o7ukYR0nGDURQFQ2kpgs3NUdtk5CrgenARFaltF1wA2wUXAAC8u7XFDtWKGE3TyPB60ZGgm0o9D80xVYqQaVx5VL80GXVx0L5/vpTQZ44EUu61SHaNPbB2F57ecBDf/uvnmoBhXhDB8QJ2Hu/G0a7oXj9fnepFq0trQmxz+/H3rUfx961Hse+EG4c7POBDF+6xTg/e39uG404vjrukvy+Odyud49U8sW5flBIk41TVIRqdbcXccTm64waKxSBdAhkWA4odiTcjlAkGg3jvvfcQjPEDJAwOItfkQOSaGNYZ1QDLwDRpIizTp8F+5ZVx2zToyZVJSwObmQkmZPlQI/IxrA0JdjynrVYU/vIXKFq5Qqn+HOm+otT1ilSfr6eEaSwiMVymOd+7G5nf+DoKdHpqRX1eBEJvr1Q0Um+/iIw04+hwK6lgMIgtu3dDEPWbrEYickHYF8yPduWp5hRLCQKgKEEAIHqjn38jlZRThGiaRrvbj08PSVU8291+bDsc/vI5QURHXyCh1PNYnOrxgQ+ZhN7dcyIq5kwEMCpbe1PxBDgcDLnbZOxm/R+kzchifL5+6vxAUVLtBxkYxzAMZs2aNWStSwgSRK7Jgcg1MawzZqD4ySeR+6MfJVSBe6By1WtLAfRfgVkNZTBo2o6oLTlMhl1z3hp3VywlLESswGg2MxNpF14Y1erEUFQEOj09qlBkJC0/vg8nHnssqjCj+nhpl14CQ2FheB4Mg6kXX5xwFfSeN9+CKIjRbkziCo5LSrrGNuzT1mG455874AjF3AQ4Aa2uaM29qsiO3a09yv/jcm0ocljACyICvIBxeWloau/DZ4e74OMErN/bhprffaxUqAaAysJ0xeLzasNxzcVtU/UIy083YVyeFAD4aWN02XWzgUZQp+jiYKB0grsHAk3TyIpTg4QwOIhckwORa+L092DXjD0NubKFBUq3c+v5+nWOEsFYWoLc+34M2mjUycpS9YH099NTq58genXsjGVGNXLuvBMA4InT90uGO3FSyaDz7duHnvff17TWiCxqSNM0ckaNQkf1DHh37UoogNn93nvauko0nXBjXTY3V4m/ok+zb965RMqpiRzHYfMhrb+2ozeAQ6d6cehUL451eaKyvMbnpeGa8wo160qzrDAwNMwGBnaz5Fb62tQiZXuvn8ehU71wh2r5ZNuMKMywIM0kXZDeoABPgFf+2lXVp8tybTAbGOkvIpPLwFCgKErjzjsdXB7ph+cN8OiIUQE7HsFgEG+//TZxNQwxRK7Jgcg1OZyOXE3jx8M2dy4yrr8O5kmTBn0OtNUK84QJUuf5CEWIazupLLteejnucfqrIq1WhCg27IKSY5Bk0q+8EnR6tOWeNhrg+teraP/9f8G/b7+ieFhnzYJxrLavnCzXjG9/C8VP/Q45d98V99xk1O418+TKhCxCtksuRtY3vxE+z4isu5FMylmEGIZB46mwCyrTagCn6iPGiyL8nACGohDgBdiMDOZNysPMMVmoyE/DsS4vxmRbozq3MzSNm6qL8cyHh3DKHVYoaArISzfjonHZ6OgNYFyuDYfa+xDkBY3CZTUwYBgKU0sywKou2kmFdhzt8qCrLwCLgcH4kKXIExia1Ea/Khh8V7MLV0zSL98eC5ZlcfHFF5NU5CGGyDU5ELkmh4HKNb22Bu71GwAAjhtuiAqmHmpiVrzWob/WJurUd7UrzzprFrpbpNIraZddBsu0aWAcDrhejlC8DIaoVieORYtgmVIlNXvlOOUc1HKlKArm885D+lVXwf3ee3HPkU5LR8Hjj0EMBKV4oQRclkxamqbxamQW3kgm5e4Gggg0hRqcjs9Lw/r7LtVs//J4N57e8JVmXUV+OjheREmmFSWZ+j9YA0PBamRRW5mPFqfWtfbMHdX4x7Zj2HywA9lpJmTrZIw9+y3JJPz6zhZNpeksmxFXTpayubYfCccyTSwcmhgh7RwGbiCkKAr2GNVqCYOHyDU5ELkmh4HK1X7ttWDz8mEsLUm6EgRAuvHL9BNv05/1RJ2ZlXH9dcpyem2NFP8j8Ojd/ImmwalybKMRFEVp6ioBgHv9ekVhyn/kYRhLSkKnqpUrRVGwVk/vVxGiDCwMA8iOtF18EYxjx2qrS5NeYyOX5k63UqOnPDctarvJEC0Sh9Wgabp6y6xS/OKGKvzH3DHKOjno+CdXVmDRrFLN/m09PqU1Riy2NEruOoshWnMP8gJc3vAFev9VFZhcNPRmy3j90mIRDAbx+uuvE1fDEEPkmhyIXJPDQOVKm0xIu/giGMeMSe6JhUi7/DJlOevb34raru5LZigdFbVdjTojS5N2zzDIvGURMm+7DbTJHDUWACg5MDrSQkPrB3bryTWhZrwJZt8Zx45FxvXXIeuOO2CZMkXT3kNMoYKKKacIHXdpY3EimZCfjvuunKBZZzOySnNVQGpvUeSwYIwq80vuNZZhMeCqyQWYOSYcOPj4m3uxK6J4YiR//fQIAMCiUzF6V7MLh0IZZWNzbBiVlZw3KHYQmQUsy+LKK68kroYhhsg1ORC5JoezXa6GvDzkPXA/cu5aottuxKBqu8JmxQ8SVscFxarbo4w1mZB2xbzw/yErS6TVSV1IUq086cmVttthu/BC2OZcoDn/zDtuDx9Dx7pvLIsusptecwXsCxYo/7s/DHej5w4fjju3kUTKKUJHu8I+XT2LEADk27U9c1ZvasKa7eFCWg1Hnfj8SBd2t4bTIBk6Oqh5IBhDQdFmHYuQzK3nj8Ij11bCZhq6m4368wZ6zjJn683vXIfINTkQuSaHs12upvJyWKZN03V9UaoUdiEicytqrMYipG/pl2OHhN5eZFx3ndJoVgnEjrAIqStlR9ZcipQrk54OymxC39Z/AwCM5WXI+d7dWguOjkVI5KKVNveGDzT/Zy5cqCxbamt15zYSSTlFqL0nbBEqilFAMCfNhOrR2rcCk4HGI9dW4qGrJ2Jnswt//qgRr9QfV7aztFaJMA6wb5cxpMHPHJ2pVJ22Rig8cobXUHL5xLAfOZ4SFguO47Bu3bp+e7gRBgaRa3Igck0O57pc1fEwYiC+lSd4PHzf930ZuzihcmyGgRhK2ZdrFEUqO5rxKkUrplxVMU+ZCxeCzc7WrNOzCEGnkGTg8GGNVcs0aRJyvv895P7oh2BLS6PGj1TObhU+CfhU9XfSYxQsBIBur/bHYGIZ5Kab8NGBU7rjzSGX1udHutDW48PHB9p1x8VCDlSmKAoPXzsJnb0B9Pk5PLU+HLgdeU5DgToNfzDB0izL4uqrrz7r3wbPNYhckwORa3I41+WadsklsJx3HiijEWxO/GbVvMulLAeOxW65oSAISid3yhiyPMULQ4hwjenKVd0LTj6W3jo1DCM1tY1QiI7/8EegTCYUP7kSlNEIy5QpoQ3Ho48xQjk3r9rTwOMPa9ZpOi6mHceceH9vmybFHpAUBl+Q13Sml/nJlRWoLJIi+z86cAr7Y7TJiIeBDVuU7GYD7GYD2nq0rTxcnuQqQsZBKEKA9NZyrt4Az2aIXJMDkWtyOJflaiwtBRK0gKj7oelaXiKhaThuWQShp0cJxI5rEYqQoZ5cRXUdOZpB25NPItAoNdA2jR+vW7+o4OGfSvtyHDr+9Gf49oR7nImBQL/1k0YyKeca61UrQiGLUIAT8IeNB/HU+q/Q4vLiq5PRiow3wOO1HdFKEKCtyswkWAo9+vjRBRIfeW235v99J3rw63f2D+r4sQioLGRqZSxROI7D+++/f86axM9WiFyTA5FrckgluTpuvVV3WU3OD34AQ2kpMm+7Fe3/9d9wvfQyet55F5aqUMVntSJEUci+87ug7elSnzCVNUdPrqIgoG/z5vDuNKVUp2ayspD3k/tgnqBN+FFDsSxyf/gDmFRj1Flzqci5qb6fBt6gAFn/ky1C7+45iR3HXAAkZSMWW3XaXQBAUJVar26bQdMUBJ3WFRkWQ5Sbq88ffQPR2/dIR+K9eBLhq7aw0jcYJc5gMOD6668fylMigMg1WRC5JodUkquxpAT5jzwSWi7WHWOpmqwoPV6V5UXwesEYjTBXViLn+98HxTJgCwrAZmbCUl0d1VNMT65Rwd4Mo8Q49ZfFpobrCHdYYHOGpon3uUrKWYT6ApLCwdAUTKGA5sPtYeUisudWIkHPXlWVZ0YVNK1XzHR2WZamFcdAEQbZHDUWP5w3HuPz03HdtCLkRWTLJYIoiujp6RlQ5VZC/xC5Jgci1+SQanI1lhTHVIIioS3hcieCTwp3YDMzYZlSBfOkSWBDPb30GqsmJFeKUnqJDUQRUneaZ/NS2yKUeoqQT1Ja0kyscuHVVuq3lfjhFeMxIYEu789tPoz9JyVLkloRspkYZFjDgW+Ti+xYfEn5aVWFHmxz1FiUZlnx4IKJuH5aYj/qSDiOwyeffJISJvEzCZFrciByTQ5ErrGhVM8EtfKRCInIlWIYJdNsIIqQqaIivDx+/IDOa6SRcoqQNxhWhGTMOtWkAclVlGgafGevlNquVuoZmoLdHFaE/KEAt8IMCwodWutLrHM42zEYDLjmmmtgMKROOfYzAZFrciByTQ5ErrEJnmxTlrvfeFNZFgOBfi1oCcmVpsMp9zyPk7/4JQJHjvR7Xpm3LIKhqAjWWbNgqa7ud/xIJuVihPoCHGCRrDUysernMDSVsKlXtgSph3d7guhWZXpdXRXuYK9u9AoAX79gdNQxM21GOPu0tYPipfwPB4IgwOVyweFwgB5EZWqCPkSuyYHINTkQucZGnVkm8pJlh3e70frAUgAA43Cg6NfLdfdNRK4URWlqDwVbWvotCgkAhqIiFPzs0YTnMZJJuStW7rautQjpK0IsQ2FOeWJBZHJV5niuK7V1KcBrs8Qi/weA0TqtNAZT9DCZ8DyPzz//HHwK9aU5ExC5Jgci1+RA5BoHHWuO/+AhZVldlyiSRORKp6VF9zQjyuiASFlpyW0qRFHEqo8bdccwNJWwBUZusRFPEXKGKkNzvKCxFAFAkI/ez6DjlmPowaXnJwuDwYCrrrqKmMSHGCLX5EDkmhyIXGPjuLlOWc685RZpgU8sliqWXNnCAgBSaxCKZTX9zwDEL9hIiCJlpcXxIvr8HDp6AzgUUTxRhqEo3SKG+RlmnFfi0KyTW2zEU5x6QinzvTqp8kEu2iKkV+k5spXHcCMIAk6dOgVBiD5/wuAhck0ORK7Jgcg1NsaSYuQ/uAx5D9wPU3k5AKmoYSLEkqus+MiuNmIROj1SVlpHOvvws9f34MFXonvFLJhSiCsn5yPDYsDYHBu+deEYzfbHr5uMe2rGY8GUcMyPbKn55pwxuP+qCtwwPToL68sWqUmrnnvrs8P6NYoiOe70JjTuTCEIAnbv3k1ugEMMkWtyIHJNDkSu8TGOGaMoQcDAFCE9uSrVpzkeoijCdsFs7Y5EERoQZ1fk7RmEoamoJqbVozNx9ZRCjM2xadbnpufi0KlebD7YgUKHWVF61AUP5RghI0tjUqEdGRZDVCXqqSErkomlkZ9hRlt3uIWGWqmSGZeXhi2HOmA2MDCxNLq9QVw0/uwqfMWyLObNmzfcpzHiIHJNDkSuyYHIdWCweeFm18bRo2KPiyFXx8KFEAN+pVWHubISlunT4d2xA4DkMiMkTsoqQpEupkybEXddWh4zBue280ehstCOCfnpSv0hdUVpJkIDj3RrXTEpH/NCnd4pisL9V1bgYJsbGVYDgpyIqmJ71GdeNC4HdjOLnDQT0kwsvmpzY2qpY8BzTSaCIODEiRMoLCwk2SJDCJFrciByTQ5ErgPDNGEC0i67DMHWVmR94+sxx8WSq6lsrGacKIoINEmxrpTFnPItMwYKUYRCXDExL24gstnAYHaZtiuxOjA68niRDUznlGeDVa3LshmjjhcJQ1OYPipT+b+/8cOBIAhobGxEfn4+uQEOIUSuyYHINTkQuQ4MiqKQeest/Y5LVK58Vxf4bqmor2nsWBIjNEBSVxGKUFTkCtABTpAqltOUbslzNertcruON3a14nWd5qyWsyztfahgWRaXXHLJcJ/GiIPINTkQuSYHItfkkKhcA0ePhfcpjA6zIMQnZdVGh0UbZe8L8tjT2o27n6/HXf9Xj+/+bTvcvvjlymsm5WFCQToWTClU+nTFasx6rlaO7g9BEHD06FESJDnEELkmByLX5EDkmhwSlau6aKN1xoxkn9aIIyUtQqOzrUodIZmPDrSjJSIjq7+aPYUZFiybP1GzTq9jPHD2FUIcKgRBQEtLC4qLi4lJfAghck0ORK7Jgcg1OSQqV/N55yH7zu+CMpthKis7g2c4MkhJReiqyQVoVNUOKnSYkW83D1gR0oOP0ZLDlGDPsnMNlmUxd+7c4T6NEQeRa3Igck0ORK7JIVG5UhRFLEGnQcopQjYzgx3HnLjt/FG4qbpEWf+PbceixjL9xAjpoQ6gNhloLJxRCj8n9BtvdK7C8zwOHz6MsWPHgmFGptVrOCByTQ5ErsmByDU5ELmeGUammSIOU4szYDcbNF3hAUS5yhiaGpRFaHR2uD/Y/KpCXD4xD/OrCgZ3sucAoijC6XQm3JyWkBhErsmByDU5ELkmByLXM0PKKUKyZSbTplWELhibhTy7VISKoSksmFIwKCvONy4YjfwMM8pybZg/eeQqQDIsy2LWrFlg2ZQzLiYVItfkQOSaHIhckwOR65kh9aQb0qwzIrLG8uxm/OrGKeAFERQ1OGsQAGSnmfDEDVUj1hUWCc/zOHjwIMaPH09Mt0MIkWtyIHJNDkSuyeFckSvf04MTj/4MACC4e5D93e/CFiO26fg998L93nuadRO2fQbGHl1U+EyReopQCIfVGLWOoiiwzOkrMKmiBMl4vWdX/7ORApFrciByTQ5ErsnhXJBry733Iv2q+ci8ZRH4nh4cqqnFuA3rYyo3Y15ZC8vkyWf4LGOTcq4xhJSUSIsQYXAwDIPp06ef1W8r5yJErsmByDU5ELkmh3NBroHmZvRt2YrMWxYBABi7HbY5c9C5enXMfYbT+qPHsFuEur1BPPQvqQN8j5fDXZeWx2wsOpCxMRFF2ExsVC8wwuDgeR779u3DpEmTzuof67kGkWtyIHJNDkSuyeFskKvb7UZPT4/yv8lkgknV1NW3Zy8MpaWafYylJfDt3RvzmCd//nPwrm4YSkuRvfjOYbcODbs28P0XGnDRuFz88Y4ZeOaOanzvhXp0e/UrOg9kbDwcVmINIhAIBAKhPyorK5GRkaH8LV++XLM9eLwZTHq6Zh3jcIB3deser+T3T2PUc89h1F//F0xGBo7cXAdepWgNB8OqCB3r9GDzoQ7cPnsUAMldddH4HPzxo0OnNTYuFBXVXoMweBiGQVVVFXkLHGKIXJMDkWtyIHJNDmeDXPfu3Yvu7m7l76GHHtJsN5SUgne7Net4lwuMIyPucRm7HYWPPwZDaSl63nl3yM97IAyra2x3azdGZVk160qzrNjTEq0dDmQsAPj9fvj9fuX/7m5JO+3ragffm4WjR48CkC40nueVZY7jpKyx0DJN06BpOuFlhmFAUZSyDEjmTfUyy7IQRVFZFgQBgiAkvMzzPERRVJb15nGm5sTzPPbu3YvJkyeDpukRMaez4XsKBAI4cOAAKisrIYriiJjT2fA9cRyHr776ChMnSq1xRsKczobvCQD279+P8ePHw2g0jog5nQ3fEwDs2bMHkyZNgsFgOKNzOn78OADAZrPBHiemxzy5EsHmZs26QPNxmCsrY+4TCZMRX2lKNsOqCB3r8sBu0Z5CptUIlzdwWmMBYPny5Xjsscei1r/9xHfwNoClgz9tAoFAIBBSgra2NowaNSrmdmNpKWxz58D50stK1ljf1q3Iu38tAKDzL3+BubIStrlz4d2zB8e+/R1UbPsMAODdswcAYJ9/VfInEodhVYRGZVnR4+U065yeAByW6NT2gYwFgIceegj33Xef8n9XVxfGjh2L3bt3I2OYtc+RhNvtRmVlJfbu3Yv0CD8xYfAQuSYHItfkQOSaHIZTroIgoK2tDdOnT+93bPHTT+PEoz9D35YtENw9KHn6KRhDAdQ9694BANjmzoVl8mTY5szB8XvuBZORAb67G6Oeezap80iEYVWEqooycKzLo1nX3OXB5OJoM9xAxgLRke0ypaWlcc18hIEhZxMUFxcTuQ4hRK7Jgcg1ORC5Jofhlms8S5Aaxm5Hye+f1t029l+vaP6PNW44GdZg6VHZVlw0LgcvfiY1PO32BrH5YAfuOH80AODPHzdi88GOhMYSCAQCgUAgDJRhryP0zB3VeOhfX2DzoXb0eDn88Y4ZGBVqXPrWF60AoNQKijeWQCAQCAQCYaAMuyKUYTHgj3fM0N321g8vTnhsf5hMJvz85z/XdZcRBg+Ra3Igck0ORK7Jgcg1ORC5nhkoUQx1ISUQCAQCgUBIMYa9sjSBQCAQCATCcEEUIQKBQCAQCCkLUYQIBAKBQCCkLEQRIhAIBEJCLFmyBAsXLlT+d7lcWLhwIRYuXIja2lps2LAhoW0EwtlESihC5Ac5cBoaGrBs2TKUl5dj5cqVmm3k5nd6bNiwAbW1taitrUV5eTnWrl2rbCOyHTxr165FbW0tZsyYgfLy8oRlR+SaGCtXroySjSyzNWvWYM2aNVi4cCFcLle/2wiSfCiK0vzJ8iHX6xlGTAFqamrEVatWiaIoik6nU3Q4HKLT6RzekzrLWb9+vVhfXy/W1NSIK1as0GyLJ08i6/g4nU4RgNjY2CiKoiRn9f9EtoOjsbFRVN/OVq1apfmfyPX0WLNmjVhXVyeuWrVKrKurE0UxWuaiKIp1dXXi0qVL424jSNTV1Yn19fW628j1emYZ8YoQ+UGeHnV1dRpFiNz8Tp+lS5dqblwAxDVr1hDZnibyw0EUwwqn0+kkcj1N5BciUQwrRPJyWVmZZuzSpUvFmpqauNsIEnV1dcoLkBpyvZ55RrxrrKGhAWVlZZp1ZWVlaGhoGKYzOreJJ08i68RYsWIFHA4HACim8OrqaiLb02Tx4sUAJJkuX74cS5cuhcPhIHI9DZqamnDnnXdizZo1utvk61gmOzsbXV1dcbcRwixZsgQzZszAwoULlWuOXK9nnhGvCJEf5NBCbn5Dy7Jly7B06VKUlZUR2Q4BGzZswIwZM9DQ0IBbbrkFALlmT4dly5ahqalJibu68847sXbtWpSXlyMvLy8q5qezsxNZWVkoKyuLuY0gsWbNGqxfvx4ffPABsrKyMGPGDLhcLnK9DgPD3mIj2ZAf5NAST55E1gNj9erV6OrqwqpVqwAQ2Q4FNTU1aGxsBABkZmbigw8+IHI9DSItQWvXrsVLL72ENWvWoKmpCU1NTZrtTU1NqK6uRnV1dcxtBC0OhwOrVq3Chg0b8PLLL5PrdRgY8RYh8oMcWuLJk8g6cVauXIn6+nrlQeNyuYhsh5iysjJs2LCByDVJlJWVoaamBqtXrwYgXcMbNmzAkiVL4m4jxCYrK4tcr8PBcAcpnQn0ouz1gtQI0UQGS4tifHkSWffP4sWLNTJ1Op1KACqR7eCIDM5tbGxMWHZEromjDpYWxfC1W1dXJ9bU1Ijr169PaFuqU19fLzocDs3/6uuXXK9nlpRouupyuXDnnXcqy8uWLUNNTc0wn9XZTUNDA1atWqWYamfOnKm4cOLJk8g6PqtXr9Z9K66rq8OaNWuIbE+DJUuWoKmpSYm3WrFihfKmTOQ6NLhcLnR1dUUF7BIGjlyYMisrC11dXVixYoUiV3K9nllSQhEiEAgEAoFA0GPExwgRCAQCgUAgxIIoQgQCgUAgEFIWoggRCAQCgUBIWYgiRCAQCAQCIWUhihCBQCAQCISUhShCBAKBQCAQUhaiCBEIhLOOhoYG1NbWRrUTIBAIhKGGKEIEQgojNymlKArl5eVKS4ThpqurC9u3byfNJAkEQtIhBRUJhBSnqakJ5eXlWL9+vaZCbUNDwxnrYXQmP4tAIBDUEIsQgUCIYsOGDVi2bNlpHSNRt9ZQfBaBQCAMFqIIEQgEDWvXrsXChQuxfft21NbWamJ1Vq5cidraWsyYMQMLFy5U1ssutvLycrhcLpSXlyMzMxOAZHFauHChsp/6eLE+a9myZaAoSnNe8mfLfw0NDcq2DRs2oLa2FuXl5Vi7dq3i7qutrY2am3wOM2bMwIYNG5IjRAKBcO4wnB1fCQTC8NPY2CgC0HQHX7x4sVhTU6MZt3jxYk3n8ZqaGmWM0+kUV6xYIQIQly5dKjqdTnHNmjWiKIpiWVmZuHjxYmW/srIyccWKFTE/q76+XqyrqxPVt6fFixeL1dXVyv/r168XAWi6bq9atUoEIK5Zs0Z0Op1ifX29CED5LKfTKQIQ6+vrlfHq8yAQCKkJO4w6GIFAOEdoamrC6tWr0djYqKxbuHAhlixZAgBwOBzK34oVKwAAdXV1AIBVq1YhKytL2a+srExznEiqq6txyy23YO3atZrPXr9+vTKmpqYG1dXVWLZsGdasWaOsdzgcyudWV1ejpqZG+Sw58Hr79u2orq7G4sWLSVYagUAAUYQIBEK/yG6oyFieuro6uFwuOByOmPvW1NSgqakJy5Ytg8vlQlNTE8rKygb82ZH7zJw5Ey+//HLCxykrK8PixYuxZMkS1NfXY8WKFXHPm0AgpAZEESIQCAmjtr4kypIlS7B9+3asWbMGZWVlUXE7Z5JVq1ZhyZIluPPOO5GZmRmVKUcgEFIPEixNIBD6RU5tH2hwcUNDA1avXq0oQafz2U1NTZr127dvH5AS09TUhKamJlRXV6O+vh7V1dVYtWrVoM6JQCCMHIgiRCAQonA4HBrFo6ysDHV1dViyZIniqnK5XFi5cmXcOBs5LkfeR1ZG4n1WJLJLS+2W27BhAxoaGpR4pERoaGjQKD5ZWVmYNWtWwvsTCIQRynBHaxMIhOFj/fr1YnV1tQhALCsrUzK96uvrRYfDoWR8OZ1OURSl7C2HwyE6HA6xurpaGb9+/XqxrKxMBCDW1dVpsrkWL14sAhCrq6vFpUuXinV1daLD4VAytiI/69VXX1XOqa6uTvnsFStWKJlqNTU1SvZX5OfLGWorVqxQznXFihVifX29WF1dreyvzmQjEAipC6ksTSAQCAQCIWUhrjECgUAgEAgpC1GECAQCgUAgpCxEESIQCAQCgZCyEEWIQCAQCARCykIUIQKBQCAQCCkLUYQIBAKBQCCkLEQRIhAIBAKBkLIQRYhAIBAIBELKQhQhAoFAIBAIKQtRhAgEAoFAIKQsRBEiEAgEAoGQshBFiEAgEAgEQspCFCECgUAgEAgpC1GECAQCgUAgpCz/HzDz6sOR8vdHAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['rgb_cooc_mat']\n",
"100 [3] Loss: 2.3208 Acc: 20.0\n",
"Epoch 3: Val Loss=2.6951, Val Acc=20.0\n",
"Early stopping at epoch 5, step 150\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['color_histo', 'edge_dir_histo']\n",
"100 [3] Loss: 1.9872 Acc: 30.0\n",
"Epoch 3: Val Loss=1.9454, Val Acc=23.0\n",
"200 [7] Loss: 0.9413 Acc: 80.0\n",
"Epoch 7: Val Loss=1.3014, Val Acc=49.0\n",
"300 [11] Loss: 0.5992 Acc: 85.0\n",
"Epoch 11: Val Loss=1.1322, Val Acc=57.0\n",
"Early stopping at epoch 14, step 362\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['color_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 2.1651 Acc: 30.0\n",
"Epoch 3: Val Loss=2.0974, Val Acc=30.0\n",
"200 [7] Loss: 0.9339 Acc: 75.0\n",
"Epoch 7: Val Loss=1.7225, Val Acc=39.0\n",
"Early stopping at epoch 9, step 241\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['edge_dir_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 1.7301 Acc: 45.0\n",
"Epoch 3: Val Loss=1.8728, Val Acc=39.0\n",
"200 [7] Loss: 0.4901 Acc: 95.0\n",
"Epoch 7: Val Loss=1.4523, Val Acc=51.0\n",
"Early stopping at epoch 9, step 227\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training MLP model with features: ['color_histo', 'edge_dir_histo', 'rgb_cooc_mat']\n",
"100 [3] Loss: 1.2259 Acc: 70.0\n",
"Epoch 3: Val Loss=1.4863, Val Acc=45.0\n",
"200 [7] Loss: 0.4668 Acc: 90.0\n",
"Epoch 7: Val Loss=1.1065, Val Acc=58.0\n",
"Early stopping at epoch 11, step 288\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 594.991x367.725 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"models_mlp = {}\n",
"no_hog_features_list = [f for f in features_list if \"hog\" not in f]\n",
"for features_to_use in no_hog_features_list:\n",
" print(f\"Training MLP model with features: {features_to_use}\")\n",
" mlp_model_wrapper = MLPModelWrapper(\n",
" features_used=features_to_use,\n",
" train_loader=train_loader,\n",
" val_loader=val_loader,\n",
" test_loader=test_loader,\n",
" lr=LR,\n",
" hidden_layers=[50, 20],\n",
" apply_low_var_feat_reduction=False,\n",
" apply_pca=False\n",
" )\n",
" mlp_model_wrapper.train(epochs=50, verbose=1, plotting=True, patience=25)\n",
" models_mlp[\"+\".join(features_to_use)] = mlp_model_wrapper"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b820a227",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([788, 192])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# il test preliminare ha hidden layer troppo piccoli (le feature, se messe tutte insieme, sono 1800)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "lab",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}