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@gngdb
Last active February 5, 2023 17:19
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Graphing performance for a report.
Name Top 1 Error Mult-Adds Params Citation
NASNet-A 2.65 ? 2.76e7 zoph2017learning
NASNet-B 3.73 ? 2.6e6 zoph2017learning
NASNet-C 3.59 ? 3.1e6 zoph2017learning
DenseNet-40-12 5.24 ? 1e6 huang2016densely
DenseNet-100-12 4.1 ? 7e6 huang2016densely
DenseNet-100-24 3.74 ? 2.72e7 huang2016densely
DenseNet-100-40 3.46 ? 2.56e7 huang2016densely
ResNet-110 6.61 7.6e9 1.7e6 he2016deep
PNASNet-5 3.41 ? 3.2e6 liu2017progressive
AmoebaNet-A 3.34 ? 2.8e6 real2017large
AmoebaNet-B 3.37 ? 3.2e6 real2017large
DARTS 2.83 ? 3.4e6 liu2018darts
WRN-40-4 4.53 ? 8.9e6 zagoruyko2016wide
WRN-16-8 4.27 ? 11e6 zagoruyko2016wide
WRN-28-10 4.00 ? 3.65e7 zagoruyko2016wide
CondenseNet-94 5.00 1.22e8 3.3e5 huang2017condensenet
CondenseNet-86 5.00 6.5e7 5.2e5 huang2017condensenet
CondenseNet-160 3.46 1.084e9 3.1e6 huang2017condensenet
CondenseNet-182 3.76 5.13e8 4.2e6 huang2017condensenet
Moonshine-G(N/8) 5.06 4.558e5 8.64e7 crowley2017moonshine
Moonshine-BG(2-M/4) 6.03 1.657e5 2.82e7 crowley2017moonshine
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Name Top 1 Error Mult-Adds Params Citation
Conv MobileNet 28.3 4.866e9 2.93e7 howard2017mobilenets
MobileNet 29.4 5.69e8 4.2e6 howard2017mobilenets
0.75 MobileNet 31.25 3.25e8 2.6e6 howard2017mobilenets
0.5 MobileNet 36.3 1.49e8 1.3e6 howard2017mobilenets
0.25 MobileNet 49.4 4.1e7 5.0e5 howard2017mobilenets
GoogleNet 31.1 1.55e9 6.8e6 szegedy2015going
Squeezenet 42.5 1.7e9 1.25e6 iandola2016squeeze
ShuffleNet 32.4 1.4e8 1.878e6 zhang2017shuffle
ShuffleNet 2x 24.7 5.27e8 7.512e6 zhang2017shuffle
NASNet-A 26.0 5.64e8 5.3e6 zoph2017learning
NASNet-B 27.2 4.88e8 5.3e6 zoph2017learning
NASNet-C 27.5 5.56e8 4.9e6 zoph2017learning
PNASNet-5 25.8 5.88e8 5.1e6 liu2017progressive
AmoebaNet-A 25.5 5.55e8 5.1e6 real2017large
AmoebaNet-C 24.3 5.7e8 6.4e6 real2017large
DARTS 26.9 5.95e8 4.9e6 liu2018darts
Moonshine-G(4) 26.61 1.395e9 8.1e6 crowley2017moonshine
Moonshine-G(N) 32.98 5.59e8 3.1e6 crowley2017moonshine
DenseNet-121 25.02 0.6e10 0.9e7 huang2016densely
DenseNet-169 23.8 0.7e10 1.2e7 huang2016densely
DenseNet-201 22.58 0.8e10 2e7 huang2016densely
DenseNet-264 22.15 1.15e10 3.3e7 huang2016densely
WRN-50-2 21.9 1e10 6.89e7 zagoruyko2016wide
CondenseNet-8 29.0 2.74e8 2.9e6 huang2017condensenet
CondenseNet-4 26.2 5.29e8 4.8e6 huang2017condensenet
MobileNetV2 28.0 3e8 3.4e6 sandler2018inverted
MobileNetV2_1.4 25.3 5.85e8 6.9e6 sandler2018inverted
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')\n",
"%matplotlib inline\n",
"from adjustText import adjust_text"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import csv"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"litresults = []\n",
"with open(\"imagenet_top1.csv\", \"r\") as f:\n",
" _ = next(f)\n",
" for row in csv.reader(f):\n",
" litresults.append((row[0], float(row[1]), float(row[3]), float(row[2])))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'parsed' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-5-f011bb1c2b48>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mparsed\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'parsed' is not defined"
]
}
],
"source": [
"parsed"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def dominates(point, scatter):\n",
" point = [float(p) for p in point]\n",
" # all points below this point must be further to the right\n",
" points_below = [(x,y) for x,y in scatter if float(y)-point[1] < 0]\n",
" dominates_x = all([float(x)-point[0] > 0 for x,y in points_below] + [True])\n",
" # and all points on the left must be higher\n",
" points_left = [(x,y) for x,y in scatter if float(x)-point[0] < 0]\n",
" dominates_y = all([float(y)-point[1] > 0 for x,y in points_left] + [True])\n",
" return dominates_x and dominates_y"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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4OLhS7TX9W0RERERE5CRcLpcS6nOUv78/Lper0u2VVIuIiIiIiJyEpnyf207n+1VSLSIiIiIiIlJJmr8gIiIiIiLiAy655BJatGhBYWEhl112GVOnTq30c8DFzZ8/n+7duxMeHl7hNvfeey9fffUVISEh5ObmMnjwYCZMmHDasZTnhRdeICQkhLFjx1bpcU6VRqpFRERERER8QFBQECtXrmTVqlUEBATw9ttvV7htYWFhmfsWLlzIvn37Tjmehx9+mJUrV7JixQoWLlxIenr6KfdRlQoKCs7KcZRUi4iIiIiI+JhOnTrx888/AzBmzBj69u1Ljx49+Mc//uGp06xZM/72t7/Rv39/Nm7cyLfffssNN9xA3759GTFiBPv27ePjjz9m8+bNxMfHExUVRXZ2NmvWrKF379706tWLCRMmnPQVVkX7a9asCVBm+6uvvppDhw4BsHnzZmJiYgB7BHrChAnExMRwzTXXMHv2bE/fU6dO5c9//jPDhg1jx44dnvJ3332X6OhonE4ncXFxZGdnA/YI+uOPP05MTAyTJ0+mS5cuHDx4ELAXm+vSpYsnhjPF56d/x8bGDgAGLFiwwNuhiIiIiIjIeaDW66/j/9//ntE+C/74R7LuuKNidQsKWL16NZGRkYCdlNarV4/s7Gyuu+46oqOjCQ0N5dixYzRv3pz777+f/Px8brjhBubMmUP9+vVZtGgRzz33HC+++CJz587lkUceoXXr1uTk5HDfffcxf/58mjZtyvjx43n77beJi4s7IY6nnnqKqVOn8vPPPzNmzBjCwsJOqX1x27dvZ+HChWRlZfHnP/+Z0aNH88MPP7B48WJWrFhBQUEBffv2pU2bNgD069ePkSNHAvDcc8/x/vvvM2bMGAD++9//Mn/+fPz8/Khbty7/+te/iIuLY82aNbRs2ZLQ0NCKfi0V4vNJ9YIFC5YAS4DyvyUREREREREflpOTQ1RUFGCP+t54440AvPnmmyxbtgyA3bt3s3PnTkJDQ/Hz8+O6664DYMeOHWzdupXhw4cD9qjthRdeeMIxduzYQZMmTWjatCkAQ4cO5a233io1KX744Yfp378/WVlZDBs2jNTUVGrWrFnh9sX16tWLwMBAAgMDCQsLY//+/axbt46+fft6nhsvOneArVu3kpiYyNGjR8nKyqJ79+6eff379/e8y3rYsGGMGTOGuLg45s2bR2xs7Mku8ynz+aRaRERERETkbKroiPKZVvRMdXEpKSmsWbOGJUuWEBwcTExMjGe6dWBgoCe5tCyLyy+/nCVLlpR7DMuyTjmuWrVqcc0115Camkq3bt3KrFf8fdAlp5QHBgZ6/uzn5+d5BrysV13dd999zJ49myuvvJL58+fz5ZdfevYVTUMHuPjii2nQoAFr167l66+/Zvr06ad8fiejZ6pFRERERER8VEZGBnXr1iU4OJjt27ezadOmUus1bdqUQ4cOsWHDBgDy8/PZunUrYCfFmZmZAFx22WXs2rWLnTt3AvDPf/6Tzp07lxtDQUEBX3/9NREREeW2b9y4Md9++y0ASUlJJz23zp0788knn5CdnU1mZuZxPyhkZmbSsGFD8vPz+fDDD8vt58Ybb2T8+PEMGDDA8yPDmaSk2ssee+wxZs2a5dkeMWIEEydO9Gw/8cQTzJgxg6ZNmxIVFUVkZCTjx48nPz8fsH+Zuvjii1mxYoWnzejRo0lJSSn1eJdccglRUVFERUVxyy23eMrT09Pp378/Xbp04Y477iAvL++EttnZ2YwaNYpu3brRo0cPpkyZcrqnLyIiIiIipyEyMpLCwkKcTieJiYm0a9eu1HoBAQHMmDGDKVOm4HQ66d27tyfBjo2N5cEHHyQqKgrLsnjxxRcZN24cvXr1wuFwMGrUqFL7fOqpp4iKisLpdNKiRQuio6MJCgoqs/2ECRN49NFHGTJkSIWS26uuuooBAwbQu3dv4uLiuPrqqz377r//fvr378+NN97IZZddVm4/vXv39kxRrwqmMsP71ZS1e/dub8dwypYsWcLHH3/MjBkzcLlcREdHU6NGDc+0jAEDBvDEE08wceJEVq1aRWFhIcOHD+fGG2/k+uuvJyUlhfHjxxMeHs7HH38M2En1HXfcwbXXXnvC8Zo1a8ZPP/10Qvm4ceOIjo5m0KBBPPDAA7Rs2ZKbb775uDrZ2dls2rSJLl26kJeXx7Bhw7j77rvp2bNnFVyZqhMWFsaBAwe8HYacg3RvSVXRvSVVRfeWVJVz8d46duzYcdOKxTv8/f1P+VVZmzdv5vHHHy93RLu077dRo0YApc8/L0Yj1V7WsWNHzy9EW7dupXnz5tSuXZvffvuN3Nxctm/fTt26dT31/fz8aNu2LXv37vWUtWzZkjp16vD5559XKgbLsvjiiy88ixgMHTqU5cuXn1AvODiYLl26APYvXVdddRV79uyp1DFFRERERESq2vTp04mLi+Ohhx6qsmMoqfay8PBw/P39+fXXX9mwYQPt27enbdu2nvfIXXHFFQQEBHjq5+TksGnTJs/y+UXuuecepk6detLj5ebm0q9fP/r3788nn3wCwOHDh6lbty7+/va6dRdddNFxSXtpjhw5wsqVK+natespnrGIiIiIiMjZER8fz/r16+nUqVOVHUOrf1cDRaPVGzZsYOzYsezdu5cNGzZQp04dOnToAEBaWhpRUVHs3LmT6667jpYtWx7XR9HzBevWrSv3WOvXryc8PJy0tDRiY2Np0aIFISEhJ9Qra5U9sBciuOuuuxgzZgwRERGneroiIiIiIiLnDI1UVwMdOnRgw4YN/Pjjj7Ro0YJ27dqxceNGNmzY4EmqIyIiWLlyJV988QWbNm06bmGyIuPHj2fatGme7U2bNnkWJSuqHx4e7unvmmuuYcuWLYSGhnLkyBHPswl79uyhYcOGFBYWetr/7W9/8/SbkJDAH/7wh5O+a05ERERERORcp6S6GujQoQOffvopDUNCqDt1KvUuuICjR4+yceNGT1JdpGHDhvz1r3/llVdeOaGf7t27c+TIEb7//nsA2rVrx8qVK1m5ciW9e/f2PKcNcOjQIVJTU7n88ssxxnDttdd6lrVfuHAhvXv3xs/Pz9P+/vvvB+C5554jIyODJ554oioviYiIiIiIiE9QUu0F6enpxMfHExMTQ3x8PLVq1SLowAEey8zk2MiRYIxnWnZoaOgJ7fv27Ut2dnapU73Hjx9f5uJhP/30E9HR0TidToYOHUp8fDyXX345AJMmTWLmzJl06dKFw4cPc+ONN57Qfvfu3UybNo1t27bRp08foqKieO+9907zaoiIiIiIiPgun3+lVmxs7ABgwIIFC+J84ZVa6enpDB8+nLS0NE/ZoPBwXuvVC558EoKCvBjd+eFcfMWDVA+6t6Sq6N6SqqJ7S6rKuXhvVYdXal188cVcf/31nlmrBQUFtG3blrZt2/L2229X+fGvvvpqli1bdsLA34oVK9i2bRvx8fFVHkNlXqlVEafzSi2fX6hswYIFS4AlgE884JuYmEhaWhrvApuAl4Eb9+4lJTWV3rNmkdehA3lt2kBwsJcjFRERERGR6qRmzZps3bqV7OxsgoOD+fzzzz1rJnlT79696d27t7fD8BpN/z7Lir+qqhFQCAwHXgoLI2vMGEx+PjX/+U9vhSciIiIiImdAerof8fEXEBNTn/j4C0hP9zsj/fbo0YN///vfAHz00UcMHjzYs+/w4cOMGTMGp9NJ//79PWstlVX+wgsvMGHCBGJiYrjmmmuYPXs2YI/ajho1CqfTSc+ePVm0aJHnGG+++SZ9+vShV69ebN++HYD58+czadIkAO69914eeeQRBg4cyDXXXMPHH3/safv3v//d8zjq888/f0auR3WgpPosK/olaT9wYbHyhg0bYtWqRW63bhy76SavxCYiIiIiIqcvPd2P4cND+fDDmnz5ZSAffliT4cNDz0hiPWjQIBYtWkROTg4//PADbdu29ex74YUXaNWqFZ9++ikPPvgg99xzT7nlANu3b+fdd98lKSmJF198kfz8fFavXk14eDiffvopq1atokePHp76oaGhLF++nFGjRvH666+XGuO+ffv46KOPeOutt3jmmWcASE5OZufOnSQlJbFixQq+/fZbvvrqq9O+HtWBkuqzLCEhgYiICPbxe1IdERFBQkKCN8MSEREREZEzJDExhLS0GseVpaXVIDEx5LT7btmyJb/88guLFi2iZ8+ex+1bv349N9xwAwBdu3bl8OHDHD16tMxygF69ehEYGEhoaChhYWHs37+fFi1asGbNGp5++mnWrVtHnTp1PMfo168fAH/605/YtWtXqTH27dsXh8PB5Zdfzv79+wE7qU5OTqZ379706dOHHTt2sHPnztO+HtWBkuqzrEmTJsybN4/GbdvSpFYthg4axLx582jSpIm3QxMRERERkTNg797SR6T37TszU8B79+7Nk08+edzUb4DSFqE2xpRZDhAYGOgp8/Pzo7CwkKZNm7Js2TJatGjBM888w0svveSpU1S/qG5pAgICTojJsizi4+M9r+z94osvSn3jkC9SUu0FTZo0Ydj48fyxaVOmPfqoEmoRERERkXNIeHjpyWbDhqWXn6phw4Zx3333ccUVVxxX3rlzZ/71r38BkJKSQmhoKCEhIWWWl2Xv3r0EBwdzww03cMcdd/Cf//zntGOOjIxk/vz5ZGVlAbBnz55zZoV4n1/921e5wsIAcBw4gKsarNgnIiIiIiJnRkJCBps21ThuCnhERD4JCRlnpP9GjRpx++23n1A+YcIEJkyYgNPpJCgoiJdffrnc8rL8+OOPPPXUUxhjqFGjhue56NPRvXt3fvrpJwYOHAjYK5m/8sorhLnzIl/m8++pLsbyhfdUF/FLT6feuHFkPPAAuZGR3g7nvHIuvjdRqgfdW1JVdG9JVdG9JVXlXLy3TvU91enpfiQmhrBvnx8NGxaSkJBBkyZnZqT6fKb3VIuHq0EDABzuB/dFREREROTc0aRJIdOn/+btMOQs0DPVXmIFB2PVrInj4EFvhyIiIiIiIiKVpKTai1xhYfidY9NiRERERETORefQY7NSitP5fpVUe5ErLEzTv0VEREREfIDD4aiSZ3nF+woKCnA4Kp8a65lqLyoMCyMgPd3bYYiIiIiIyEkEBQWRk5NDbm6u5x3PcvYFBgaSm5t7xvqzLAuHw0FQUFCl+1BS7UWusDAchw5BYSH4nZkXwYuIiIiIyJlnjCE4ONjbYZz3quPK8j4//Ts2NnZAbGzsTG/HURmusDBwuXAcPuztUERERERERKQSfH6kesGCBUuAJUCct2M5VS73i84d+/d7/iwiIiIiIiK+w+dHqn1ZYf36ADiq2fQFERERERERqRgl1V7katAAQK/VEhERERER8VFKqr3Iql0bAgI0Ui0iIiIiIuKjlFR7kzEUNmigpFpERERERMRHKan2Mlf9+kqqRUREREREfJSSai9zhYXpmWoREREREREfpaTaywobNMBx8CC4XN4ORURERERERE6Rkmovc9WvD4WFmN9+83YoIiIiIiIicoqUVHuZXqslIiIiIiLiu5RUe5krLAxAi5WJiIiIiIj4ICXVXlZYvz6gpFpERERERMQXKan2MqtuXfD3txcrExEREREREZ+ipNrbHA5c9evrmWoREREREREfpKS6GigMC8Oxf7+3wxAREREREZFTpKS6GnDVr6/p3yIiIiIiIj7I55Pq2NjYAbGxsTO9HcfpcDVogN/+/WBZ3g5FREREREREToG/twM4XQsWLFgCLAHivB1LZbnCwiA/H5ORgVWnjrfDERERERERkQry+ZHqc0Fh0buq9Vy1iIiIiIiIT1FSXQ243Em1n56rFhERERER8SlKqquBoqTaoddqiYiIiIiI+BQl1dWAKzQUHA5N/xYREREREfExSqqrA4cDV2ioXqslIiIiIiLiY5RUVxOusDD7tVoiIiIiIiLiM5RUVxOFYWF6plpERERERMTHKKmuJlxhYZr+LSIiIiIi4mOUVFcTrvr1MdnZmGPHvB2KiIiIiIiIVJCS6mrC1aABgFYAFxERERER8SFKqquJwvr1Ab2rWkRERERExJcoqa4mXGFhAHquWkRERERExIfTSHePAAAgAElEQVQoqa4mXO6Rar1WS0RERERExHcoqa4uatTAdcEFmv4tIiIiIiLiQ5RUVyMuvataRERERETEpyiprkZcYWH4KakWERERERHxGUqqqxFXgwYaqRYREREREfEhSqqrkcL69TGZmZCd7e1QREREREREpAKUVFcjRa/V8jt0yMuRiIiIiIiISEX4fFIdGxs7IDY2dqa34zgTXA0aAODQa7VERERERER8gr+3AzhdCxYsWAIsAeK8HcvpKnS/q1rPVYuIiIiIiPgGnx+pPpcUTf9WUi0iIiIiIuIblFRXJ4GBWLVr67VaIiIiIiIiPkJJdTVTqNdqiYiIiIiI+Awl1dWMKywMx8GD3g5DREREREREKkBJdTXjCgvTSLWIiIiIiIiPUFJdzbjCwnD89hvk5Xk7FBERERERETkJJdXVTGHRCuCHDnnKLrnkEqKioujRowdOp5MZM2bgcrnOSjzz58+ncePGfP/9956ynj17smvXrnLbzZo1i+zs7FL3ff755/Tt25devXrRt29f1q5d69mXl5dHQkICXbt2pVu3biQlJR3X9uOPP+biiy9m8+bNp3FWIiIiIiIiZ4bPv6f6XFP8tVqu8HAAgoKCWLlyJQAHDhzgrrvuIiMjg4kTJ56VmC666CKmTZvG66+/XuE2b7zxBjfccAPBwcEn7AsNDWXu3LmEh4fz448/MnLkSDZu3AjAtGnTqF+/PmvXrsXlcvHbb7952mVmZvLmm2/Stm3b0z8pERERERGRM0Aj1dVMUVJd1mu1wsLCSExMZM6cOViWRWFhIZMnTyY6Ohqn08k777wDQEpKCjExMcTFxdGtWzfi4+OxLAuAKVOmEBkZidPp5MknnwTg4MGDxMXFER0dTXR0NKmpqZ5jOp1Otm3bxvbt20+IJzk5mQEDBtCnTx/Gjh1LVlYWs2fPZt++fQwdOpSYmJgT2rRq1Ypw9w8GzZs3Jycnh9zcXADmzZvH3XffDYDD4SA0NNTTLjExkTvvvJOgoKBTu6giIiIiIiJVRCPV1YyrQQMAHPv3l1knIiICy7I4cOAAy5cvJyQkhKVLl5Kbm8vgwYPp3r07AFu2bGHVqlWEh4czaNAgUlNTadasGcuWLePzzz/HGMORI0cAePTRR4mLi6NTp078+uuvjBgxguTkZDsWh4M777yTV155halTp3riOHToEFOnTmX+/PnUrFmTV199lZkzZ3Lfffcxc+ZMFi5ceFxSXJqkpCRatWpFYGCgJ5bExES+/PJLIiIiePrpp2nQoAFbtmxhz549REVFMWPGjMpfYBERERERkTNISXU1YwUHY9WsedLXahWNOicnJ/PDDz94nj3OyMhg586d1KhRgzZt2tCoUSMArrzySnbt2kW7du0IDAxk4sSJ9OrVC6fTCcCaNWvYtm2bp//MzEwyMzM920OGDGHatGmkp6d7yjZu3Mi2bdsYNGgQAPn5+bRv377C57p161amTJnCe++9B0BhYSF79uyhY8eOPP7448yYMYMnn3ySqVOn8vjjj/PSSy9VuG8REREREZGzQUl1NeQKCytz+jdAWloaDoeDMPdU8aeeeorIyMjj6qSkpBAQEODZ9vPzo6CgAH9/f5KSkli7di2LFi1izpw5LFy4EJfLxeLFi0t9BhrA39+fcePG8eqrr3rKLMuiW7duvPbaa+Wez7Jly3jxxRcBeP7552ndujW7d+/mtttuY+rUqVx66aUA1KtXj+DgYPr16wdA//79mTdvHpmZmfz444+eqeT79+/n1ltvZc6cObRu3brcY4uIiIiIiFQlPVNdDbnq1y9z+vehXbt48MEHufXWWzHG0L17d95++23y8/MB2LFjB8eOHSuz76ysLDIyMujVqxdPPPGEZ1Xv7t27M3fuXE+9LVu2nNA2NjaWtWvXctA9it6+fXtSU1PZuXMnANnZ2ezYsQOA2rVre0a6+/Xrx8qVK1m5ciWtW7fmyJEjjB49moceeoiOHTt6+jfGEBUVRUpKCgBr166lWbNm1KlThy1btrBu3TrWrVtHu3btlFCLiIiIiEi1oJHqaiY9PZ2d69dz6Z49/C0+noSEBHJycujtdDL8wAGy/P3pfvvtjB07FoARI0awa9cu+vbti2VZhIaG8uabb5bZf2ZmJmPGjCE3NxfLsnjssccAmDx5Mn/9619xOp0UFBRw9dVX89xzzx3XNiAggDFjxvDoo48CUL9+fV566SXuuusu8tzv1U5ISKBp06aMHDmSm266iQsvvJAPPvjguH7mzJnDzz//zMsvv8zLL78MwPvvv09YWBiTJk1i/PjxPP7444SGhmrKt4iIiIiIVGum6Nncc4C1e/dub8dwWtLT0xk+fDh909K4DbgGaBwRwT+nT6f5hx9ybNgwClq18naYPi8sLIwD5UyvF6ks3VtSVXRvSVXRvSVVRfeWVJWzeW+516cyJ6un6d/VSGJiImlpafwP+5sLA8LS0rh06FAKGzdWQi0iIiIiIlLNKKmuRvbu3QvAz+7tFsBG4M6WLcHhIOSZZ6j1+uvlvm5LREREREREzh4l1dVIeHg4AP8BsoHO7vKCiAiy4uLIeOghsocO9VZ4IlXqf//7H3feeSfXXnstkZGRjBo1yrPwXVWIiYmhY8eOFH8EZsyYMTRr1qzcdikpKYwePbrUfQMHDvS8b/1k/QBcfPHFPPHEE57t119/nRdeeOGkx09NTT1p3yIiIiJydiiprkYSEhKIiIigANiA/Ux1REQECQkJnjqu+vVxNWjgrRBFqoRlWdx2221cc801pKSk8Nlnn/HAAw9U+fMydevW9SSoR44c4X//+99p9bd48WLq1q1b4fqBgYEsW7aMQ4cOVbjNl19+ycaNGysTnoiIiIhUASXV1UiTJk2YN28eQ4YM4dDll3PlBRfwr2nTaNKkibdDE6lSX3zxBTVq1DhuBLhVq1ZcffXVWJbF5MmT6dmzJ7169WLRokWAPWIbExNDXFwc3bp1Iz4+HsuyWLVqFePGjfP0k5KSws0331zqcQcOHOjpb9myZZ53pANlHhfsVfRvu+02IiMjeeCBB3C5XABcfvnlpSbIf//734mOjsbpdPL88897yv38/Bg5ciQzZ848oc3BgweJi4sjOjqa6OhoUlNT2bVrF++88w6zZs0iKiqKdevWVej6ioiIiEjV0Su1qpkmTZowffp0/H79lXq3307mnj3keDsokSq2detWrrrqqlL3LV26lO+++46VK1dy6NAhoqOj6dzZfjhiy5YtrFq1ivDwcAYNGkRqairdunXjgQce4NixY9SsWZPFixczcODAUvvu2rUrCQkJFBYWsmjRIhITEz2veSvvuN988w2rV6+mcePGjBw5kqVLl9K/f/9Sj5GcnMzOnTtJSkrCsixuueUWvvrqK09ft9xyC06nk7/85S/HtXv00UeJi4ujU6dO/Prrr4wYMYLk5GRGjRpFrVq1uOOOO079QouIiIjIGaeR6mqqsFEjXA0bErBpk7dDEfGq9evXM3jwYPz8/GjQoAGdO3dm8+bNALRp04ZGjRrhcDi48sor2bVrF/7+/vTo0YOVK1dSUFDAv//9b/r06VNq335+fnTs2JHFixeTk5PDJZdcUuHjRkRE4Ofnx+DBg1m/fn2Z8ScnJ5OcnEzv3r3p06cPO3bsYOfOnZ79ISEhxMTEMHv27OParVmzhkmTJhEVFcUtt9xCZmYmmZmZlb6OIiIiIlI1NFJdXRlDXrt2BH72GRQUgL++Kjl3XX755SQlJZW6r/hCYiUFBAR4/uzn50dBQQEAAwYM4K233uKCCy6gTZs21K5du8w+Bg0axG233cb//d//Vfi4xphyt0v2Ex8fz6hRo8qsc/vtt9O3b1+GDRvmKXO5XCxevJjg4OAy24mIiIiI92mkuhrLa9cOk51NjR9+8HYoIlWqa9eu5OXl8e6773rKvvnmG7788ks6d+7M4sWLKSws5ODBg6xbt442bdqU29+1117Lf/7zH959910GDBhQbt2rr76au+++m8GDBx9XXt5xv/nmG9LT0z2Jb6dOncrsPzIykvnz55OVlQXAnj17TliArV69egwYMID333/fU9a9e3fmzp3r2d6yZQsAtWrV0oi1iIiISDWipLoay2/TBhwOamilXznHpKenEx8fT0xMDPHx8ezatYs33niDzz//nIfatuX59u154YUXaNiwIf369eOKK64gKiqK2NhYJk2axIUXXlhu/35+fjidTlavXk1UVFS5dY0x3HHHHYSGhh5XXt5x27Vrx5QpU+jZsyeXXHLJcQucldS9e3cGDx7MwIED6dWrF2PHji01KR43btxxi5xNnjyZzZs343Q6iYyM5J133gEgKiqKTz75RAuViYiIiFQTprwpjr4gNjZ2ADBgwYIFcbt37/Z2OGfcBRMmQEEBv02b5u1QzhlhYWFV/qomKVt6ejrDhw8nLS3NUxYREcGCuXO5YvFi8ps3J+cko8vVle4tqSq6t6Sq6N6SqqJ7S6rK2by3GjVqBFD2c35uPj9SvWDBgiULFiwY6+04qkpe+/b4b9+OOXLE26GInBGJiYnHJdQAf0xLo96QIZiMDHK7dvVSZCIiIiIip87nk+pzXV67dmBZBHzzjbdDETkj9u7de0LZT8AndetiBQVRc/58/H7++azHJSIiIiJSGUqqq7mC5s2xatfWc9VyzggPDz+h7Bdgdbt2ZDz0ENlDhxL4xRc49u8/+8GJiIiIiJwiJdXVncNBXtu29vuqffz5dxGAhIQEIiIijiuLiIggISEBAFf9+hwbORJXgwbeCE9ERERE5JQoqfYB+e3a4Th4EL8Sz6GK+KImTZowb948hgwZwrXXXsuQIUOYN28eTZo08XZoIiIiIiKnzN/bAcjJ5bVrB0DApk1kX3qpd4MROQOaNGnC9OnTvR2GiIiIiMhp00i1D3BdeCGFjRsToOeqRUREREREqhUl1T4ir317avznP5Cb6+1QRERERERExE1JtY/Ia98e8vOpsWWLt0MRERERERERNyXVPiK/VSvw99cUcBERERERkWpESbWvCA4mv1Ur+9VaIiIiIiIiUi0oqfYhee3a4ZeWhuPAAW+HIiIiIiIiIiip9ilFr9aqodFqERERERGRakFJtQ8p/OMfcV1wgZ6rFhERERERqSaUVPsSY8hv146Ar78Gl8vb0YiIiIiIiJz3lFT7mLz27TEZGfhv3+7tUERERERERM57Sqp9TF7btoCeqxYREREREakOlFT7GKtePQqaNtWrtURERERERKoBJdU+KK99e2p8/z3m2DFvhyIiIiIiInJeU1Ltg/LbtYPCQmp8+623QxERERERETmvKan2QflXXIEVFKRXa4mIiIiIiHiZkmpfFBBA/lVXUUNJtYiIiIiIiFcpqfZRee3b47dnD47du70dioiIiIiIyHlLSbWPyu/QAUCrgIuIiIiIiHiRkmofVdioEa4LL1RSLSIiIiIi4kVKqn2VMfartb75BgoKvB2NiIiIiIjIeUlJtQ/La9cOk52N/48/ejsUERERERGR85KSah+W36YNOBylvlrrkksuISoqih49euB0OpkxYwYul+usxDV//nwaN27M999/7ynr2bMnu3btKrfdrFmzyM7OLnXf559/Tt++fenVqxd9+/Zl7dq1nn3ffvstvXr1okuXLjzyyCNYlgXAkiVL6NGjB40bN2bz5s1n4MxERERERESOp6Tah1m1a1PQvHmpSXVQUBArV65k9erVzJs3j1WrVvHiiy+etdguuugipk2bdkpt3njjjTKT6tDQUObOncu///1vXn75Ze655x7PvoceeojnnnuOtWvXsnPnTlavXg1AixYtmDVrFp07d678iYiIiIiIiJRDSbWPy2vXDv/t2zFHj5ZZJywsjMTERObMmYNlWRQWFjJ58mSio6NxOp288847AKSkpBATE0NcXBzdunUjPj7eM+o7ZcoUIiMjcTqdPPnkkwAcPHiQuLg4oqOjiY6OJjU11XNMp9PJtm3b2L59+wnxJCcnM2DAAPr06cPYsWPJyspi9uzZ7Nu3j6FDhxITE3NCm1atWhEeHg5A8+bNycnJITc3l3379pGRkUGHDh0wxhATE8Mnn3wCQLNmzbjssssqeWVFREREREROzt/bAcjpyWvfnprvvkvA11+T2717mfUiIiKwLIsDBw6wfPlyQkJCWLp0Kbm5uQwePJju7rZbtmxh1apVhIeHM2jQIFJTU2nWrBnLli3j888/xxjDkSNHAHj00UeJi4ujU6dO/Prrr4wYMYLk5GQAHA4Hd955J6+88gpTp071xHHo0CGmTp3K/PnzqVmzJq+++iozZ87kvvvuY+bMmSxcuJDQ0NByzzkpKYlWrVoRGBjI3r17ueiiizz7LrroIvbu3Vvp6ykiIiIiInIqlFT7uILmzbFq1aLGpk3lJtWAZ9Q5OTmZH374gaSkJAAyMjLYuXMnNWrUoE2bNjRq1AiAK6+8kl27dtGuXTsCAwOZOHEivXr1wul0ArBmzRq2bdvm6T8zM5PMzEzP9pAhQ5g2bRrp6emeso0bN7Jt2zYGDRoEQH5+Pu3bt6/w+W7dupUpU6bw3nvvHXdOxRljKtyfiIiIiIjI6VBS7escDvLatrXfV21ZUEZCmZaWhsPhICwsDICnnnqKyMjI4+qkpKQQEBDg2fbz86OgoAB/f3+SkpJYu3YtixYtYs6cOSxcuBCXy8XixYsJDg4u9Zj+/v6MGzeOV1991VNmWRbdunXjtddeK/e0li1b5nkG/Pnnn6d169bs3r2b2267jalTp3LppZcC9sj0nj17PO327NlDw4YNy+1bRERERETkTNEz1eeA/PbtcRw4gF+xEeHiDh48yIMPPsitt96KMYbu3bvz9ttvk5+fD8COHTs4duxYmf1nZWWRkZFBr169eOKJJzyrenfv3p25c+d66m3ZsuWEtrGxsaxdu5aDBw8C0L59e1JTU9m5cycA2dnZ7NixA4DatWt7Rrr79evHypUrWblyJa1bt+bIkSOMHj2ahx56iI4dO3r6b9iwIbVr12bjxo1YlsUHH3xAnz59KnrpRERERERETouS6nPAzoYNSU9P57XRo4mPjyc9PZ2cnByioqJI7NCBD6Oi6N69OxMmTABgxIgRNGvWjL59+9KzZ08eeOABCgoKyuw/MzOTm2++GafTSUxMDI899hgAkydPZvPmzTidTiIjIz0LnhUXEBDAmDFjOHDgAAD169fnpZde4q677sLpdDJgwABPUj1y5EhuuummUhcqmzNnDj///DMvv/wyUVFRREVFefp85plnuP/+++nSpQsRERH07NkTsEe727dvz8aNGxk9ejQjRow4jassIiIiIiJyIlPaM6k+ytq9e7e3Yzjr0tPTGT58OM+npbEHGI+9KNmCN9/kig8/JO/qq8l1J5liCwsL8yTkImeS7i2pKrq3pKro3pKqontLqsrZvLfca02ddMEmjVT7uMTERNLS0vgSaA8EAPXS0rhk4EAKL7xQCbWIiIiIiEgV8vmkOjY2dkBsbOxMb8fhLUWvj1qNnVDfDWwBno2IwO/wYUKeeYagJUsw5TwzLSIiIiIiIpXj86t/L1iwYAmwBIjzdizeEB4eDsDXwHvACOBbYFfz5mRMnAiWhf933+H43/8odK+YLSIiIiIiImeGzyfV57uEhAQ2bdpEWloa04BWwOTAQAJGjbIrGENBq1beDFFEREREROScpaTaxzVp0oR58+aRmJjIvn37WHPBBVy/fz+Bb77J4T/9Ccp4h7SIiIiIiIicPiXV54AmTZowffp0z3b+119Tc9IkQqZPt6eAm5MuWCciIiIiIiKV4PMLlcmJ8tu25dhNNxG4ahVBy5Z5OxwREREREZFzlpLqc9Sx4cPJ69CB2n//O/4//eTtcERERERERM5JSqrPVQ4HGfffj+uCC6jz9NOYjAxvRyQiIiIiInLOUVJ9DrPq1OHoww/jOHCAkOefB5fL2yGJiIiIiIicU5RUn+MKmjcnc+xYAtavJ3jhQm+HIyIiIiIick5RUn0eyBkwgNxu3aj19tvU2LzZ2+GIiIiIiIicM5RUnw+MIfPeeyls1IiQZ5/FcfCgtyMSERERERE5JyipPk9YwcEcffhhTHY2Ic8+C4WF3g5JRERERETE5ympPo8URkSQec891NiyhVpz53o7HBEREREREZ+npPo8k9ujBznXXUfwBx8QkJLi7XBERERERER8mpLq81Dm2LEUNGtGyIsv4ti929vhiIiIiIiI+Cwl1eejgACO/vWvYAx1nn4acnO9HZGIiIiIiIhPUlJ9nnKFh5Nx//34//e/1P77370djoiIiIiIiE9SUn0ey+vUiWPDhhG0fDmBK1Z4OxwRERERERGfo6T6PHds9GjyW7cmZPp0/P77X2+HIyIiIiIi4lOUVJ/vHA6OPvAArpAQ6jz9NCYry9sRiYiIiIiI+Awl1YJVrx5HH3oIv717CXnpJbAsb4ckIiIiIiLiE5RUCwAFrVqRNWYMAV98QfBHH3k7HBEREREREZ+gpFo8sq+/nrxrr6XW7Nn4f/edt8MRERERERGp9pRUy++MIWPCBAovvJA6zz6LOXzY2xGJiIiIiIhUa0qq5ThWrVocnTQJx5Ej1ElMBJfL2yGJiIiIiIhUW0qq5QSFTZuSER9PjW++oeY//uHtcERERERERKotJdVSqtzevcnp3Zua779PjdRUb4cjIiIiIiJSLSmpljJl/uUvFPzhD9RJTMSxb5+3wxEREREREal2lFRL2QIDOTppErhc1JkyBfLyvB2RiIiIiIhItaKkWsrluvhiMiZMwH/bNmq/8Ya3wxEREREREalWlFTLSeV16UL29dcTtGQJgcnJ3g5HRERERESk2lBSLRWSdeut5F95JbVffhm/9HRvhyMiIiIiIlItKKmWivH3J+Ohh7CCgqjz1FOY7GxvRyQiIiIiIuJ1Sqqlwlz165ORkIDfr79Se9o0sCxvhyQiIiIiIuJVSqrllOS3bUvWqFEEfvYZQUlJ3g5HRERERETEq5RUyynLjo0lr2NHas+Ygf+2bd4OR0RERERExGuUVMupczjIuP9+XKGh1Hn6aczRo96OSERERERExCuUVEulWCEhHJ00CcfBg4Q8/zy4XCdtc8kllxAVFUWPHj1wOp3MmDEDVwXanQnz58+ncePGfP/9956ynj17smvXrnLbzZo1i+wyFmU7dOgQMTExNGvWjEmTJh23Ly8vj4SEBLp27Uq3bt1Ick+V/+WXX4iNjcXpdBITE8Pu3btP88xERERERMSblFRLpRVcfjmZ48YRkJpK8IIFJ60fFBTEypUrWb16NfPmzWPVqlW8+OKLZyFS20UXXcS0adNOqc0bb7xRZlIdFBREQkICjzzyyAn7pk2bRv369Vm7di2fffYZ11xzDQBPPvkkMTExfPrpp9x7770888wzp34iIiIiIiJSbSipltOS078/uZGR1HrnHWp8/XWF24WFhZGYmMicOXOwLIvCwkImT55MdHQ0TqeTd955B4CUlBRiYmKIi4ujW7duxMfHY7lXHZ8yZQqRkZE4nU6efPJJAA4ePEhcXBzR0dFER0eTmprqOabT6WTbtm1s3br1hHiSk5MZMGAAffr0YezYsWRlZTF79mz27dvH0KFDiYmJOaFNzZo16dSpE4GBgSfsmzdvHnfffTcADoeD0NBQAH766Se6du0KQJcuXVixYkWFr5mIiIiIiFQ/Sqrl9BhD5vjxFF58MSGJiTgOHKhw04iICCzL4sCBA7z//vuEhISwdOlSkpKSeO+990hPTwdgy5YtPPHEE3z22WekpaWRmprK4cOHWbZsGatXr+bTTz/lnnvuAeDRRx8lLi6OpUuXMmvWLCZOnOg5nsPh4M477yQxMfG4OA4dOsTUqVOZP38+y5cvp3Xr1sycOZPbbruNhg0bsnDhQj744IMKn9eRI0cASExM9CTp+/fvB6Bly5YsXboUgGXLlpGZmcmhQ4cq3LeIiIiIiFQvSqrltFnBwRx9+GFMTg4hzz4LBQUVb+sedU5OTuaDDz4gKiqK/v37c/jwYXbu3AlAmzZtaNSoEQ6HgyuvvJJdu3YREhJCYGAgEydOZOnSpQQHBwOwZs0aJk2aRFRUFLfccguZmZlkZmZ6jjdkyBDWrVvnSdgBNm7cyLZt2xg0aBBRUVEsXLiQX375pdLXo7CwkD179tCxY0eWL19O+/btPSPpjzzyCF999RW9e/fmq6++Ijw8HH9//0ofS0REREREvEv/mpczorBJEzLvvZeQZ5+l1pw5ZMXFnbRNWloaDoeDsLAwAJ566ikiIyOPq5OSkkJAQIBn28/Pj4KCAvz9/UlKSmLt2rUsWrSIOXPmsHDhQlwuF4sXL/Yk2SX5+/tz77338uqrr3rKLMuiW7duvPbaa+XGu2zZMs8z4M8//zytW7cutV69evUIDg6mX79+APTv35958+YBEB4ezhtvvAFAVlYWSUlJ1KlTp9zjioiIiIhI9fX/7N15WJTV+/jx9zAsomAKJJgKlmamJpkF/tSgdMAV0ZTHNc1d01yLj2kfza3SVMIt09zrkzyaghsiZqGG4ZYouZuKYpKKCyCyzu8PYL6MLI7KiNn9ui4vZ86znHvGh64O55z7lplqUWrSvb256+eH7fr1WO/ZU+K5169fZ9y4cfTt2xeNRoO3tzerVq0iMzMTgLNnz3Lnzp1ir09NTSU5OZmWLVsyefJkQ1Zvb29vVqxYYTgvLi6u0LW9e/dmz549XL9+HYDGjRuzf/9+w8x4WloaZ8+eBcDOzs4w092mTRsiIyOJjIwsdkANoNFo8PHxITo6GoA9e/bw4osvArlLzfMzns+bN49u3bqV+D0JIYQQQgghnmwyUy1KVcqAAViePIn1558z3tmZuNu3cXFxITAwkLt37+Lj438oEygAACAASURBVEPrpCT0Wi3e/foxaNAgAHr06MHFixdp3bo1er0eBwcHli1bVnw/KSn069eP9PR09Ho9kyZNAmDq1KmMHz8enU5HVlYWnp6ezJgxw+haa2tr+vXrx8SJEwFwdHQkKCiIYcOGkZGRAUBgYCC1atWiZ8+e9OrViypVqhS5r9rT05OUlBQyMjLYtm0bP/zwA3Xq1GHChAmMGDGCTz/9FAcHB4KCgoDcmffPP/8cjUZDkyZNmD59+qN/6UIIIYQQQogyo8nf0/oU0EvN3yfDX4cOkd6lCxfS03kPyCA3KdnapUt5ed060r29SffyKrP4nJycuPYACdWEMJU8W8Jc5NkS5iLPljAXebaEuTzOZ+u5554D0NzvPFn+LUrd9GXL+DA9nReB/+S11b5wgWffeYeMl18u0wG1EEIIIYQQQpQmGVSLUnflyhX2AquBDsCzwGHgBycnrE6fxi4oCKsDByBvb7EQQgghhBBC/FPJoFqUOhcXFwDC896/DlwH9ru7k/zxx6QMGYJFUhIWf/9dViEKIYQQQgghRKmQQbUodYGBgbi5uXEGuAW8Qe6e6sDAwNwTbG1J9/UlJ2/wLYQQQgghhBD/VDKoFqXO1dWVNWvW0LFTJ6489xztXVxYs2YNrq6uZR2aEEIIIYQQQpQqKaklzMLV1ZX58+dTbuNG7L7+miRra2QHtRBCCCGEEOJpY9KgWlGUGoA7UAm4CcSqqnrRnIGJp0OmuzsA1rGx3JXl3kIIIYQQQoinTLGDakVRrIDBeX9eAM4AyYA9UFtRlHPAImCxqqoZjyFW8Q+U7epKTqVKWMXGcrdVq7IORwghhBBCCCFKVUkz1bHATnIH1TGqqmbnH1AURQt4AD2B34H65gxS/INpNGQ2bIhVbCzo9aC5b+10IYQQQgghhPjHKGlQ/ZaqqkXWPMobYO8F9iqK8qxZIhNPjUx3d2x27UKbkEB29eplHY4QQgghhBBClJpis38XN6AGUBTFVlEU67zzrpojMPH0yMjbV20VG1vGkQghhBBCCCFE6TKppJaiKLMURfHIe90OSAJuKoriZ87gxNMh57nnyHFykkG1EEIIIYQQ4qljap3qnkBc3uuJQC+gA/CZOYIST5m8fdXWR47k7qsWQgghhBBCiKeEqYPq8qqq3lEUxRF4QVXVH1VV3QG4mTE28RTJcHdHc+sW2gsXyjoUIYQQQgghhCg1JtWpBk4pitITqA1EAiiK4gSkmSsw8XTJLLCvOrtmzbINRgghhBBCCCFKiamD6veBYCAD6J/X1grYbo6gFEV5k9wl55ZAPVVVm5qjH/H45Dg7k+3ignVsLHf9/cs6HCGEEEIIIYQoFfcdVOfVpH4FaKGq6t38dlVVvwe+N7UjRVGWAe2Bv1VVbVCgvTW5A3Yt8K2qql+oqrob2K0oSkdgv6l9iCdbZsOG2Pz6K+TkgIWpOw+EEEIIIYQQ4sl135FNXk3qOQUH1A9pBdC6YEPegH0B0AaoB3RXFKVegVN6AD88Yr/iCZHp7o4mNRXLP/8s61CEEEIIIYQQolSYuvx7k6IofqqqbnrYjlRV3aUoSs17mj2AM6qq/gmgKMoawB84piiKK3BLVdXbxd1TUZRBwKC8++Pk5PSw4T01bG1tadCgAZmZmVhaWtKrVy9GjBiBxWOYGV61ahWDBg1i//79vPLKKwA0atSIDRs2ULNmTXj7bSyDgnD4809ymjQxXDd37lwGDBhA+fLlC93z+vXrdO/enQMHDvDuu+8SHBwMwJ07d+jevTt//vknWq2Wdu3aMX36dAB2797Nhx9+yNGjR/nuu+945513jO5paWkpz4owC3m2hLnIsyXMRZ4tYS7ybAlzeRKfLVMH1eWAdYqi7AUuAoa6SKqq9n6E/qvl3S/fJcAz73V/YHlJF6uquhhYnPdWf+3atUcI5elQrlw5wsPDAbh27RrDhg3jypUrfPjhh2bvOzk5mapVqzJ58mQWLVoEQHZ2Njdu3MDOzg40Giq7uJC9Zw+3fX0N1wUHB9O6dWscHBwK3fPOnTuMGjWKEydOcPLkSfL/jdPS0ujXrx/NmjUjIyODrl27oqoqLVq0wM7Oji+//JJFixZx+/Zt7n0unJycCrUJURrk2RLmIs+WMBd5toS5yLMlzOVxPlvPPfecSeeZOqiO4//qVJcmTRFtegBVVSeZob9/FScnJ2bOnEnbtm0ZO3YsOTk5fPbZZ+zdu5eMjAz69OnDu+++S3R0NHPmzKFy5cqcPHmShg0bMm/ePDQaDZ999hnbt2/H0tISLy8vJk6cyPXr1xk3bhwJCQkATJ48mTfeeAMAnU5HTEwMZ86coXbt2kbxREVFEXT4MJm//EK1v/4i6KuvWLNmDYmJiQQEBFC5cmXWrVtndE358uXx8PDg3LlzRu22trY0a9YMAGtra1555RX++usvAGrUqAHwWGbnhRBCCCGEEP9uJg2qVVWdbKb+LwE1CryvDlw2U1//Sm5ubuj1eq5du0ZERAT29vZs3bqV9PR0OnbsiLe3NwBxcXHs3LkTFxcX/P392b9/Py+++CLh4eHs2rULjUbDrVu3AJg4cSIDBw7Ew8ODhIQEevToQVRUFJA7kB06dCjz5s0zLNUGSEpKIjg4mLXTp1M1KIipzz3H4sWLGT16NIsXL2bt2rVFzlSb4tatW0RGRtK/f//7nyyEEEIIIYQQpcjUmWoURfEBugFVVFX1UxTldaCiqqo7H6H//cCLiqI8DyTk3b/HI9xPFEGvz12tHxUVxfHjx9myZQuQu1z73LlzWFlZ8eqrrxqWN9SvX5+LFy/y2muvYWNjw4cffkjLli3R6XRA7p7lU6dOGe6fkpJCSkqK4X2nTp2YO3cu8fHxhraDBw9y6tQp2n7xBZYXLnA3MZHX3n77kT9bVlYWw4YNo1+/fri5uT3y/YQQQgghhBDiQZg0qFYU5QNgJPAt0CWvOQ2YC5hUQ1pRlB+AtwAnRVEuAZNUVV2qKMpwIILcklrLVFX944E+gSjRhQsXsLCwMGzmnzZtGm+99ZbROdHR0VhbWxvea7VasrKysLS0ZMuWLezZs4ewsDCWL1/O2rVrycnJYePGjdja2hbZp6WlJYMHD2bBggWGNr1ej5eXFwsXLqTy0KHkVK7Mrc8+K3RteHg4c+bMAWDWrFm4u7uX+PkCAwN5/vnnGThwoEnfhxBCCCGEEEKUJlNnqkcBLVVVPa8oyn/y2k4AL5nakaqq3Ytp3wpsNfU+wnT5e5/79u2LRqPB29ubVatW0axZM6ysrDh79ixVq1Yt9vrU1FTS0tJo2bIlr732Gs2bNwfA29ubFStWMHToUCB36XiDBg2MrlUUha+//towg924cWMmTJjAuXPnqODujn7zZs6eOEGtunWxs7MjJSUFBwcH2rRpQ5s2bUz6fDNmzCA5OZlZs2Y9zNcjhBBCCCGEEI/M1EG1Pf+XpTs/87cVkFHqEYlHcvfuXXx8fMjKykKr1dKlSxcGDRoEQI8ePbh48SKtW7dGr9fj4ODAsmXLir1XSkoK/fr1Iz09Hb1ez6RJubnjpk6dyvjx49HpdGRlZeHp6cmMGTOMrrW2tqZfv35MnDgRAEdHR4KCghg2bBiZN25g8ffffLR7N7Xq1qVnz5706tWLKlWqFEpUBuDp6UlKSgoZGRls27aNH374ATs7O+bOnUvt2rVp1aoVAH379qVHjx4cPnyYD/v25d2kJCZv387s2bP5+eefiY+PZ+bMmSQlJeHg4EBgYCCurq6l8r0LIYQQQggh/p00+fttS6Ioyjrgd1VVpyuKkqSqqoOiKIHAq6qqPil7oPWXL0uOs38CTXIyjl27cqdnT+707Gm2fiyuXMFu/nzudOvGnxUr0q1bNy5cuGA47ubmxpo1a2RgLUqNlA8R5iLPljAXebaEucizJcylDEpqFVWxyoipNYc+ADopinIesFcU5SQQAIx52ADFv5fe3p6sWrWwio01az85Li6kjBpFxRkzuNqrl9GAGnL3m8+cOdOsMQghhBBCCCGebiYNqlVV/Qt4A1DIzc7dB/BUVfWKGWMziaIofoqiLC7rOMSDyXR3x+r4cUhPN8v9NSkplNu8mQpLlpBZrx6/FVOzOjEx0Sz9CyGEEEIIIf4dTBpUK4oSpqqqXlXVfaqqrlVV9TdVVXMURVlv7gDvR1XVTaqqDirrOMSDyXR3h6wsrI4dM8v9y0VEkO3qSvK4cSR//DHH70mkls/Z2dks/T8u1apV44MPPjC8z8rK4pVXXqF3796PpX9PT0+SkpIKtW/fvp358+eXWj8///wz7dq1w8vLCx8fH4YMGUJCQoLh+MSJE/ntt9+Mrvnkk0948cUXDe+XL19OSEhIqcUkhBBCCCEEmL78u7iCwm+VUhziXyazQQOwsDDbEvC0zp3JbNgQNLlbIAIDAwvVsXZzcyMwMNAs/T8u5cuX5+TJk6SlpQGwa9cuXFxcyjgq8PX1Zfjw4aVyrxMnTvDJJ5/w1VdfsWvXLiIjI3nnnXe4eDE3d+KNGzc4dOgQTZo0MVwTGxvLrVu3jO7TrVs3li5dWioxCSGEEEIIka/E7N+KokzJe2ld4HW+F4ALCPEQ9La2ZNWpg/WRI9x5DP25urqyZs2apzL799tvv81PP/1E+/btCQ0NpWPHjsTExAC5A86xY8cSHx9PuXLlmDlzJvXq1Su2ffbs2SQkJBAfH09CQgIDBgygf//+3Llzh8GDB/PXX3+Rk5PDyJEj8ff3B2DZsmVERkaSlZXFN998Q+3atQkJCeHIkSNMnz6dUaNGYW9vT2xsLFevXmXChAm0b98egK+//ppNmzaRkZFB69at+fDDDwt9vgULFjBixAijWWdfX1/D6y1btvD22//3e7/s7GymTp3KggUL2LZtm6Hd1taWGjVq8Pvvv9OoUaPS/UcQQgghhBD/Wvebqa6R98eiwOsaQHVyS2wFmDU68VTLcHfH8tQpNHmzrObm6urK/PnzDUuTn4YBNYC/vz9hYWHcvXuX48ePGw0YZ8+eTYMGDdixYwfjxo1j5MiRJbYDnDlzhu+//54tW7YwZ84cMjMz+fnnn3FxcWHHjh3s3LnTaBDr4OBAREQE7777LosWLSoyxsTEREJDQ1m5ciWff/45AFFRUZw7d44tW7awfft2jhw5UmgJN8CpU6cK1UEvaP/+/bzyyiuG98uXL8fX17fIpf0NGzY0/MJBCCGEEEKI0lDiTLWqqn0BFEWJVlV1yeMJSfxbZLq7Q0gIlnFxZL7xRlmH849Vr149Ll26RFhYGC1atDA6tm/fPpYsyf3Rbd68OTdu3OD27dvFtgO0bNkSGxsbbGxscHJy4urVq9StW5epU6cyffp0dDodnp6ehj7atGkD5A5Yw8PDi4yxdevWWFhYUKdOHa5evQrkDqqjoqIMs8537tzh3LlzRsu475WUlETXrl1JS0ujV69eDBkyhL///htHR0cArly5wubNm4usdw65JRjOnDlT8hcqhBBCCCHEAyhxUJ1PVdUliqK8DHQBnFVVHa4oykuAjaqqR8waoXhqZb78Mmi1WB85IoPqR+Tr68uUKVNYt24dN27cMLQXVYdeo9EU2w5gY2NjaNNqtWRnZ1OrVi3Cw8PZuXMnn3/+Od7e3owePdro/Pxzi2JtbV0oJr1ez/Dhw3n33XeNzl2xYgXff/89AKtXr6ZOnTrExcVRv359HBwciIyMZNGiRaSmpgJQrlw50vOyyMfFxXH+/HmaNWsGQFpaGs2aNePXX38FID09nXLlyhX9JQohhBBCCPEQTM3+HQDsAqoB+WmF7YE5ZopLmCA4OJi3334bnU6Hj48Phw4dAorPyFySpUuX4u3tzfDhw0lPT6dr1674+PgQFhZGly5diL1PQrEuXboYZiwhN1FUly5dSrzm4tWrfG9rW2Sysri4OPz8/AyfLyws7IE+z9MoPl7L8OGV6NLFkeHDKxEfrzUcG/zss3zdpg0vv/yy0TVNmjRh/frcJP3R0dE4ODhgb29fbHtxrly5gq2tLZ07d2bIkCEcPXr0kT/PW2+9RUhIiGFw/Ndff3Ht2jXee+89IiMjiYyMxMXFhffff5+5c+dy+vRpw7VpBbYMvPjii5w/fx4AnU7H4cOHiYmJISYmBltbW8OAGuDPP/+kbt26jxy7EEIIIYQQ+UyaqQamAD6qqh5WFKVrXlss4G6esMT9HDhwgB07drBt2zZsbGxISkoiIyPjoe+3cuVKvvvuO1xdXTl48CBZWVlERkYCubOFprh27Ro7d+4stAS5OBcvXmRNUhI979xBk5KC3s7OcMzW1pbg4GBeeOEFrly5Qps2bXjrrbd45plnHvzDPQXi47V06+bAhQtWhrZDh6ywz9FjP306Nk2a4NWrV6HrxowZw5gxY9DpdJQrV46vvvqqxPbinDhxgmnTpqHRaLCysjLsi34U3t7enD59mg4dOgC5mcznzZuHk5OT0Xkvv/wykydPZuTIkaSkpFC5cmWqVavG2LFjgdzl6t999x09evS4b5/79+9nzJgxjxy7EEIIIYQQ+UwdVFchdxANoC/wd+E1pOKx+Pvvv3FwcDAsvXVwcDA6XlRG5tmzZ1OhQgWGDBkCQIsWLVi5ciXz588nPj6evn378s477/C///2P69ev4+PjY9h3my8qKopZs2aRkZGBm5sbQUFBVKhQAYChQ4cSHBxcaFCdnZ3NZ599xt69e8nIyKBPnz68++67fPbZZ5yJj+eNnBwCPv+cftOnG66pVauW4bWLiwuOjo5cv34djUZDu3btWL58ObVr1+b999+nWbNm9OzZs/S+3CfQzJn2RgNqgFcvbObLSi+jycoi47XXDO1NmzaladOmAFSuXJnly5cXul9x7fkD1Xw7d+4EoEaNGrz11luFzi+Y9Mvd3d2wl7lr16507Zr7+7d7B+wFZ5wHDBjAgAEDCn/ge+h0OnQ6XZHHPD09+fzzz7l161ahX7oU7CsuLo46deoU+lkRQgghhBDiUZhap/og8O49bd2AfaUbjjCVt7c3ly9fpnnz5nz88cfs3bvX6LgpGZnzzZgxA2dnZ9auXcuwYcP48ssv8fDwIDIykpo1axrOS0pKIjg4mJCQECIiInB3d2fx4sWG440bN8ba2tpouS3ADz/8gL29PVu3bmXLli3873//Iz4+nvHjx+PRpAn769fngxIycf/+++9kZmZSs2ZNKlasyPTp0xk9ejRhYWHcunXrqR9QA1y5oi3UFos7Ec90QW9tTfn169EmJJRBZE+GiRMnknCfz5+UlPSPr0suhBBCCCGePKbOVI8AtiuK0h+ooChKBFAH8C35MvNTFMUP8FNVtaxDeawqVKjAtm3biImJITo6mqFDh/Lxxx8bZgdNycj8oA4ePMipU6cM9YkzMzNp3Lix0TkjR44kODiYCRMmGNqioqI4fvw4W7ZsASA5OZlz585hZWUFGg2Z9etjdaTofHeJiYmMGDGCr776CguL3N8BeXl5sXnzZsaPH29Yov60c3EpnADsPC+w87WRvPPxTSwSEym3bRtpnTqhr1ixDCIsW68VmKkvjpeX12OIRAghhBBC/NuYmv37hKIodYH2wGZya1RvVlU1xZzBmUJV1U3AJmBgWcfyuGm1WsNS37p167J27VrDoLqojMxarZacnBzD9fkZk02l1+vx8vJi4cKFxZ7TvHlzvvzyS0PStHzTpk0rtHw4OjoayK1XXWHlSjS3bqEvsHw3OTmZ3r17ExgYaDR4z8nJ4fTp05QrV46bN2/y3HPPPdDn+CcKDEzm0CEroyXgbm6ZBAYmA5Dj7MydPn3KKjwhhBBCCCH+tUydqUZV1TvAv2s6+Al25swZLCwseOGFFwD4448/qF69eonX1KhRgx07dgBw9OhR4uPjH6jPxo0bM2HCBM6dO8fzzz9PWloaly9fNtr/DDBixAjGjRuHm5sbkLtUfdWqVTRr1gwrKyvOnj1L1apVsbOzIzU1lcyGDQGwOnqUjObNAcjIyKB///506dIFPz8/o/svXryYF198kXHjxjF27Fg2btyYO+v9FHN1zWbNmiRmzrQnMVGLs3M2gYHJuLoWXcJKCCGEEEII8XiYNKhWFMUVmAQ0AuwKHlNVtY4Z4hL3cefOHT755BNu376NpaUlNWvWZObMmSVe07ZtW9atW4ePjw+vvvqqYUBuKkdHR4KCghg2bJgh03hgYGChQXXLli1xdHQ0vO/RowcXL16kdevW6PV6HBwcWLZsGS+//DJarZa3Roygb2oqg2NjDYPqTZs2ERMTw40bN8hf2h8UFIStrS0VFi5k+jffYOXpiaenJ1OmTOHGjRtcuXIFFxcXAgMDcS1hj/Y/latrNvPn3yzrMIQQQgghhBAFaPT6+yfwVhQlBjgBrAXSCh5TVfUn84T2wPSXL18u6xjEQ6r43/+iTUzkRoHEZ8XKyaH8ypWg0XDi7bfp1r07Fy5cMBx2c3NjzZo1xQ6snZycuHbtmsmxVatWjXfeeYd58+YBkJWVRaNGjWjUqBGrVq0q9rp7s63nu3LlCv/9739ZsmQJ0dHRLFq0qMT7REdHExAQwPLly/H1zU1j0Lt3b4YMGWLI8l2UkJAQvL29cXFxYfbs2WRkZPDxxx8bjsfFxTFs2DC2bdvGoEGDuHDhAlqtFh8fH8aPH1/sfX/77TcmTZrE8ePHWbhwIe3bty/2XID33nuP+Ph4Qybxp9mDPltCmEqeLWEu8mwJc5FnS5jL43y28raZau53nqnZv+sCfVVV3ayq6k8F/zxKkELky2zYEO3Fi2iSku5/soUFd/r2BQsLKrZvT0qBATXAhQsX7jtr/yDKly/PyZMnSUvL/X3Srl27cHFxeej7ubi4FCpVdj9Vq1Zl7ty5D3TN2rVrSUxMBMDf35+NGzcaHd+4cSMdO3YEYMiQIezatYuIiAj2799f4gC4WrVqBAUFGa4tydatWw0l14QQQgghhHgamTqo3gR4mzMQ8e+W6e4OgHUxWcANMjKw2bUL+y+/RJuQwLaKFUkt4rT8wWRpefvtt/npp9zfIYWGhhoNKG/cuEG/fv3Q6XS0b9+eY8eOGY798ccfBAQE0KxZM77//nsALl68WKiWN+Qu6R8zZgxt27bF19eXiIgIw7F69epRsWJFdu3aVei6I0eO0LlzZ1q3bk2PHj1ITExk8+bNxMbGMnz4cHx8fKhWrRoVK1Y0SiC3adMm/P39sbW1pVmzZgBYW1vzyiuv8NdffxX7XdSoUYN69eoZsrEXJzU1lcWLFzNy5MgSzxPmc/XqVYYNG8b/+3//j9atW+Pn51dq1QDyeXp6knSfX4Z5enoycOD/5ZLcvHkzo0aNKvGauLg4w8+cEEIIIcST7EFKakUrinIWMBqtqKrar9SjEv86WbVro69QAavYWNLvyRJekNWxY+i1WpJHjQIrK/YkJHD3/PlC5zk7O5dqfP7+/gQFBaHT6Th+/DjdunUjJiYGyF3m3aBBA5YtW8aePXsYOXKkodTX8ePH2bRpE2lpafj6+tKyZcti+wgODqZZs2bMmTOHW7du0a5dO958803D8ZEjRzJz5kyj0lCZmZl88sknLF++HEdHR8LCwpgxYwZz5sxhxYoV/Pe//8U97xcWHTt2JCwsjNdee42DBw9SuXLlQvvqb926RWRkJP3793/k72zmzJkMHjwYW1vbR76XeHB6vZ5+/foREBDAggULALh06RLbt28vk3hiY2M5efIkL730kknn//HHHxw5cqTEnxkhhBBCiCeBqTPVy4Fs4DiQcM8fIR6dhQWZDRpgFRtb4mmZr75KRrNmkJftOzAw0JBlPJ+bmxuBgYGlGl69evW4dOkSYWFhhWaZ9+3bR+fOnYHckmI3btzg9u3bALRq1QpbW1scHBxo2rQphw8fLraPXbt2sWDBAnx8fOjSpQvp6ekkJPzfj5inpyeAYTAPcPbsWU6ePEm3bt3w8fFh7ty5xc4yd+jQgS1btpCTk0NYWJih3ni+rKwshg0bRr9+/Qp9pw8qLi6O8+fPG+qli8dvz549WFtb07t3b0Nb9erV6devH3fv3mX06NG0bNkSX19ffv31V4Bi29PS0hg8eDA6nY4hQ4bQvn17Yov4Wf3xxx9p164dPj4+BAYGGsr5Qe4Wg/y8BAUVtUIjIyODWbNmsXHjRnx8fAgLCyvtr0cIIYQQotSYOlPdAnhOVdVkcwYj/t0y3d2xjonB4upVcp591qRrXF1dWbNmDTNnziQxMRFnZ2ezZf/29fVlypQprFu3jhs3bhjai0r2p9FojP6+t70oer2exYsXU7t2baP2q1evGl6PGDGCuXPnotVqDdfUqVOHTZs23Tf+atWqUaNGDfbu3cvWrVsL7bEODAzk+eefN1qm+7AOHjzI0aNH8fT0JCsri+vXr9OlSxfWrVv3yPcWpjl16hQNGjQo8tiKFSsA+Omnnzhz5gzdu3dn9+7dxbavXLmSZ555hh07dnDixAlDwryCTp8+zcaNGwkNDcXKyoqPP/6Y9evXExAQAICfnx8rV67k3LlzRtcVt0Ljww8/5MiRI0yfPr30vhQhhBBCCDMwdab6COB437OEeAQZecuU7zdbfS9XV1fmz5/P2rVrmT9/vtnKaXXt2pXRo0fz8ssvG7U3adKE9evXA7mZuh0cHLC3twcgIiKCu3fvkpSUxN69ew1LsYvi7e3N8uXLDYP0uLi4Is+5deuWYd92rVq1SEpK4sCBA0DucvCTJ08CUKFCBVJSUoyu9/f359NPP6VmzZr52QwBmDFjBsnJyUyePPmBvpPi9OnTh0OHDhETE0NoaCgvvPCCDKjL2Pjx49HpdLRt25b9+/cbVlfUrl2b6tWr8+effxbbvm/fPsPKhrp16xb6GYDcmfGjR4/Stm1bfHx82LNnD/Hx8YbjWq2WoUOHMn/+fKPr7rdCQwghhBDirQgrvgAAIABJREFUSWfqTPVOYLuiKMspvKd6WalH9S8VHh7OgAEDiIqKKjRbWZqKK/VUkmrVqjFo0CAmTZoEwKJFi0hNTWXs2LHFXhMdHY2VlRVvvPFGkcdTU1OZPHkye/bswcbGhsqVKvEl8GpsLOk63QN9ptISHx/PzJkzjWpeA1gkJVEnJITnikiuNGbMGMaMGYNOp6NcuXJ89dVXhmONGjWid+/eJCQkMGrUKFxcXLh48WKRfY8aNYpJkyah0+nQ6/VUr169yFJbI0aMoG/fvkBuYrFvvvmGiRMncvv2bbKzsxkwYAAvvfQSiqIwbtw4ypUrx8aNG7G1tcXPz49JkyYxdepUw/0uX77M3LlzqV27Nq1atQKgb9++9OjRo8g4Dx8+TP/+/Q37r2fPns3PP/8MgI+Pj2E/uShbderUYevWrYb3n332GUlJSbRp06bY7PXFlVg0pfSiXq8nICDAqGzbvTp37sy8efOoU6eO0XVFrdAomFRPCCGEEOJJZuqgujm5+6fvXfOnB2RQXUpCQ0Px8PAgLCysxMFqWbCxsSE8PJwPPvgABwcHk67Zu3cvFSpUKHZQ/eGHH+Lq6sqePXuwsLDgwoULXJo2LXemWq+HEpZKm0N8fDzdunUzqnl96NAhDkyfToWvvyblgw8MMTVt2tRQI7py5cosX7680P2K+zesUaOGoWRVwfvY2toWWQqs4DmQuwy94ExegwYNDDPlBbVr14527doZtTk6Ohp9Psitv/cgM4OvvvoqBw8eLPJYUQPqgp9XPD7NmzdnxowZfL9kCUNu3iR5zBhDWThPT082bNhA8+bNOXv2LAkJCdSqVavYdg8PDzZt2kSzZs04deoUJ06cKLK/vn37MnDgQJycnLhx4wapqalUr17dcI6VlRUDBw5kwYIFhozz+Ss0pk2bhkajIS4ujgYNGmBnZ1dopYUQQgghxJPIpEG1qqpvmzuQh6Uoih/gp6pqWYfySFJTUzlw4ACqqtK3b1/Gjh1LdHQ0s2fPxsnJiT/++IO2bdtSt25dli5dyt27d1m6dCk1a9bk0qVLjBkzhqSkJBwcHAgKCqJatWpcv36dcePGGQZMkydPNgxw80s9Xb58mffff5+ePXuSmppK3759uXXrFllZWQQGBhpmLrVaLT179mTx4sWMGzfOKPai+nFxcWH16tVotVp+/PFHpk2bZki0BXD+/Hl+//135s+fbyjN5ObmxksdOmCxcCEWV66QU7Wq2b/3gmbOnGk04NQCX164wNXZs6nWvTt6qbcsnmBFrbJYNXUqF4YP562MDHJ++QVbW1vGjx9Pq1atGDduHC1btkSr1RIUFISNjQ19+vQptn3kyJHodDrq16/Pyy+/bNjikK9OnToEBgbSvXt39Ho9lpaWTJ8+3WhQDdC9e3ejmuvFrdBo2rSpYVn48OHDCyXWE0IIIYR4Upg6U22gKIoGMEwhqqqaU6oRPSBVVTeRW0f70bMrlaFt27bx1ltvUatWLSpVqsTRo0cBOHbsGL/88guVKlWiadOmdO/enS1btvDtt9+ybNkypkyZwoQJE+jSpQuKorBmzRr++9//smzZMiZOnMjAgQPx8PAgISGBHj16EBUVBRRd6snJyYmlS5dib29PUlISfn5++Pr6GpJrvffee+h0Ot5//32j2Ivr59133y12mfmpU6eoX7++IeFWPkO96thY7j7mQfWVK1cKtcUC9XJyeNXCAssTJ8iqV++xz6CXleDgYDZv3mzU1r59e6k7/QQqapWF9a+/MrtVKxx27mSTjU2hawpuU8h37/aFfDY2NsybN49y5cpx/vx5unbtahgsF8xG7+/vX+Tgt+A5NjY2Rku7i1uhUblyZaPl60IIIYQQTyqTBtWKolQD5gNeQKV7DmsLXyEeVGhoqCHrsr+/P6GhobRs2RJ3d3dDzWU3Nze8vb2B3GRB0dHRQG6m5W+//RbI3bM4bdo0AHbv3s2pU6cMfaSkpBiWU+aXerK1tTWUemrZsiVffPEFMTExaDQarly5wtWrV6lSpQoA9vb2dOnShaVLlxrVHi6pnweVXaMGOZUrYxUby93WrR/qHg/r3n2m2cB0oJOnJ2/364fNTz+hvX6d9AJ1op9mI0eOlAH0P8S9qywAWv/9N3tjYvBdsCC3FJ2HB3o7u4e6f1paGgEBAWRmZgLw+eefY21t/chxCyGEEEI8DUydqV4E3AFaAlHkDq4/BWQaoRQkJSURHR3NyZMn0Wg0ZGdno9FoaNGihdH/uFpYWBjeW1hYkJWVVeT98meWc3JyDAmqijun4Pv169dz/fp1wsPDsbKywtPTk/T0dKPzBgwYQOvWrenatauhraR+8mVnZ9M6b5Ds6+tLQEAAx44dIycnx7D8Oy8QMhs2LJN91YGBgRw6dMhocJJf81pvZ8ddWX4qnlBFrbLoCzR1cqLp8OFYx8Ziu2kTd7p3f6j729nZER4e/ohRCiGEEEI8nUwtqdUU6Keq6mFAr6pqLNAfeLKyaf1Dbdmyhc6dO7Nv3z5iYmI4cOAArq6u7Nu3z6TrX3/9dcLCwgBYv349Hh4eQG4CoPy6s2BcoqmoUk/Jyck4OTlhZWXFr7/+yqVLlwr1VblyZfz8/Pjhhx8MbcX1U7Ckk1arJTIyksjISD766CNq1qxJw4YNmTVrliGz8J9//klERASZ7u5Y3LiBtoj+zSm/5nWnTp1o2rQpnTp1Ys2aNWYr0SVEaSkum7ezszNYW5PxxhsPPaAWQgghhBAlM3VQnQ3kT4veVBTlWSAVqGaWqP5lwsLCaNOmjVFb27ZtCQ0NNen6qVOnEhISgk6n48cff2TKlCmG9tjYWHQ6HW+99RarV682XJNf6snPz89Q6umdd94hNjaWNm3asGHDhmLLeg0ePJikpCSj/ovqx8fHh23btuHj42O0pzLfrFmzuHr1Kj/Ur083Ly8CAwNxdnbm/LPPEh8fz9zevRk+fLhRrVtzK1jzesOGDUZZvRctWsTs2bONzi9qj/nBgwdp3749Pj4+eHt7G64JCQmhevXqhhrTAC1atCi2xFa+JUuWGLI2F2fixIk0btyYnJwyTXEgykhgYCBubm5GbfmrLIQQQgghhHlpTKk/qijKJmCZqqobFEX5BngRSAPKP0GZwfWXL18u6xjEQ9DcuYNdcDAZHh6cfvFFunXtyoL4eOKAceQODkpzxtjJyYlr167d97wXXniBKlWqsHXrVhwcHArV5j59+jRDhgzh5s2b7N69m/LlywPw5ptvsmjRIurXr092djZnz56lTp06hISEMGvWLBo3bsyiRYuA3EH1ypUrqVGjRrFxeHp6Eh4eXmwps5ycHDw9PXF2dmb8+PFG5bfE42Xqs2UO+dm/ExMTcXZ2JjAwUFZZPEXK8tkSTzd5toS5yLMlzOVxPlvPPfccFEjSXRxTZ6rfJXcvNcAoYCcQB/R4mOCEKEhfvjzJH3+M9b59ZAQEcDE+nv1AY3Kf4AsXLhSZHdjcCpYRK8qGDRvo3LkzXl5ebN++3dB+/fp1Q3I5rVZLnTp1DMd0Oh2nTp3izJkzhe4XFRWFn58frVq1YtCgQaSmprJ06VISExMJCAigS5cuRcbx66+/UrduXXr37m3y6gbx9Cm4ymL+/PkyoBZCCCGEeEzuO6hWFEULBJO73BtVVdNUVZ2mqup/VFX9y9wBiqdcTg5Whw9jFxyMJjOTc3o9WiCa3DTzi8ldFpGYmFgm4b333nts2LCB27dvFzq2ceNGOnToQMeOHY0GswMHDsTLy4v+/fuzevVq7t69azhmYWHB0KFDmTdvntG9kpKSCA4OJiQkhIiICNzd3Vm8eDH9+/fH2dmZtWvXsm7duiJjDAsLw9/fnzZt2vDTTz8ZMjQLIYQQQgghzO++g2pVVbMBX0A2a4pSZ7N7N9orV0gdOJDbEycS5uFBJhAJTAXcgO+AITdvoiliYGtuBcuIFXT48GEcHR2pXr06zZs35+jRo9y8eROA0aNHs3XrVry8vAgNDaVXr15G13bq1IlDhw4Z7RU/ePAgp06dwt/fHx8fH9auXVtkorh7ZWRksHPnTlq3bo29vT2NGjUy1CIXQgghhBBCmJ+pJbWCgMmKokxSVVWmwUSpSc+ru52vYFmrjeTuMxhXqRIj9Xqs+vcn9b33uNumDViYunPh0RVVRiw0NJQzZ87g6ekJ5Nbm3rp1Kz165O6IqFmzJjVr1qRnz540bNjQKLGbpaUlgwcPZsGCBYY2vV6Pl5cXCxcuLDGW8PBw5syZA+QmektMTOT27du0bNkSyK0nbGtri06nK50PL4QQQgghhCiRqYPqDwAXYIyiKFcBQ3YzVVVl454oNfllrQomXGoZGEhqdjZ2X3+N3fz5lNu6lZShQ8lq0OCxxFSwjFi3bt3Iyclh8+bN7Nixg6pVqwK5+5qDg4Pp0aMHO3bsoGXLlmg0Gs6dO4eFhQXPPPOM0T0VReHrr782lBxr3LgxEyZM4Ny5czz//POkpaVx+fJlatWqhZ2dHSkpKTg4ONCmTRujTPHvv/8+s2bNomPHjgDcuXOHJk2aGAbXQgghhBBCCPMydVDd6/6nCFE68hMuFZQN3JoxA5vdu6mwZAmVPvqI9LffJrV/f3IcHc0e0+DBgw3ltX777TdcXFwMA2qAJk2aMHz4cBITE/nxxx/59NNPsbW1xdLSkvnz56PVao3uZ21tTb9+/Zg4cSIAjo6OBAUFMWzYMDIyMoDcWftatWrRs2dPevXqRZUqVYz2VaelpREVFcWMGTMMbeXLl8fDw4Pt27fj7+9vtu9DCCGEEEIIkcukklr/EFJS698iLY3yqkr5H39Eb2nJne7dSevYEaysTLpcSjwIc5FnS5iLPFvCXOTZEuYiz5YwlyexpJapM9UoivIq8CbgVPDGqqpOfIj4hHh4trbc6dOHu76+2H3zDRWWLaNcRAQpgweT+cYbZR2dEEIIIYQQ4l/EpGxPiqIMAn4FWgD/AV4BxgK1zReaaRRF8VMUpehCwuKpllO1Krc//ZRbU6YA8MzEiVT89FMsnuAVC5ZxcWju3CnrMIQQQgghhBClxNQUyoFAa1VVOwFpeX93Aco8E7iqqptUVR1U1nGIspP5xhvc+PprUvv1w+rIERyGDKH8ihWQllbWoRViGxGB3tq6rMMwUq1aNSZPnmx4v2jRImbPnm10jk6n4/333zdqO3jwIO3bt8fHxwdvb2/DNSEhIVSvXp1jx44Zzm3RogUXL14sMY4lS5aQVsy/WXR0NHXr1sXHxwedTkfXrl1lSZkQQgghhHgimDqorqKq6u681zmKolioqhoO+JkpLiEejJUVaQEB3FiyhPQ336R8SAgOgwZhExUFT1LegOxssDR518VjYWNjQ3h4uFHZr4JOnz6NXq8nJiaGOwVm2UeNGsWMGTOIjIxk586d+Pn9338Oqlatyty5cx8ojm+//bbYQTWAh4cHkZGR7Nixg1dffZUVK1Y80P2FEEIIIYQwB1MH1ZcURamZ9/oU4K8oyptAhlmiEuIh5Tg6kvzRR9ycNYucihWx/+ILnvnPf9CeO1fWoUFODmjum+fgsdNqtfTs2ZPFi4veRbFhwwY6d+6Ml5cX27dvN7Rfv34dZ2dnwz3q1KljOKbT6Th16hRnzpwpdL+oqCj8/Pxo1aoVgwYNIjU1laVLl5KYmEhAQABdunQpMV69Xk9KSkqhMmVCCCGEEEKUBVMH1TOBl/NeTwG+A3YCk4u9QogylFW/PjfnzSNl+HAsz52j8vDhVPj6azTJyY89Fk1yMuU2bUJ7/jxZNWvmzpw/SbPnwHvvvceGDRu4fft2oWMbN26kQ4cOdOzYkdDQUEP7wIED8fLyon///qxevZq7d+8ajllYWDB06FDmzZtndK+kpCSCg4MJCQkhIiICd3d3Fi9eTP/+/XF2dmbt2rVGZcMK2rdvHz4+Przxxhvs3r2bbt26ldKnF0IIIYQQ4uGZNKhWVXVF3nJv8v6uDFRWVfVrcwYnxCOxsOBuu3YkLV3K3bZtsd28GYcBA9CEheXOGj8ment7rI4dw+roUTLd3bELCsLi6tXH1r8p7O3t6dKlC0uXLjVqP3z4MI6OjlSvXp3mzZtz9OhRbt68CcDo0aPZunUrXl5ehIaG0quXcTn7Tp06cejQIeLj4w1tBw8e5NSpU/j7++Pj48PatWu5dOmSSTHmL/8+cOAAXbt2Zdq0aY/4qYUQQgghhHh0ps5UoyhKJUVReiqK8hEQwAOU4xJlJzw8nGrVqhW5DLc0zZ49m0WLFj3QNaYkyLpXdHQ0+/fvL/GcuLg4qlWrxi+//AKAvmJFUoYN48bcuWTVqIH2iy+oNHIklsePP1C8j0SjwerUKSyPHSOzQQNyqlR5fH2baMCAAaxZs8Zo33RoaChnzpzB09OTpk2bkpKSwtatWw3Ha9asSZ8+fQgJCeHYsWNG+7ItLS0ZPHgwCxYsMLTp9Xq8vLyIjIwkMjKSX375pch/8/DwcHx8fPDx8SE2NrbQcV9fX2JiYkrrowshhBBCCPHQTC2p1QI4D4wA3gA+AM4ritLSfKGJ0hAaGoqHhwdhYWFlHUoh90uQVZS9e/dy8ODBEs/J/8wFlyoDZNeqxa0vvyT700+xuHGDSmPGYD97NpoH6P9hZTZsiOWxY1hevEi6r6/Z+3sYlStX5qNXX2XD998DkJOTw+bNm9mxYwcxMTHExMSwbNkyw/e6Y8cO9HnL2M+dO4eFhUWhfc6KorBnzx6uX78OQOPGjdm/fz/n8va4p6WlcfbsWQDs7OxISUkBoE2bNoaBt7u7e6FY9+3bh5ubmxm+BSGEEEIIIR6MqTPV84FBqqp6qqqqqKraBBgILLjPdaIMpaamcuDAAWbNmmUYVEdHR9O5c2cGDx5M8+bN+eyzz1i/fj3t2rWjZcuWnD9/HoBLly6hKAo6nQ5FUUhISAByk1MNHDiQtm3b0rZtW6NZ4z/++IOAgACaNWvG93kDs9TUVBRFoVWrVrRs2ZKIiAjD+SUlyCqqn4sXL7J69WqWLFmCj49PkTOVer2eLVu2EBQUxK5du4z2+QKg0aBv1YobS5aQFhCAzc8/4zBgALbr10NW1iN938WJj49nxIYNxP/6K/1OnDBaDl0W4uPjGT58OF26dGH48OG5A2O9nvIrVuD///4fl/OWd//222+4uLhQtWpVw7VNmjTh9OnTJCYm8uOPP/Lmm2/i4+PDiBEjmD9/Plqt1qgva2tr+vXrZyh/5ejoSFBQEMOGDUOn0+Hn52cYVPfs2ZNevXoVm6gsf0+1Tqfjxx9/ZOLEieb4eoQQQgghhHggGr0JCZMURbkJOKqqml2gzRK4pqpqJTPG9yD0ly9fLusYnig//vgj0dHRzJ49mw4dOjB9+nSSk5Pp378/v/zyC5UqVaJp06Z0796dDz/8kG+//Zb4+HimTJlCnz59aNeuHYqisGbNGrZv386yZcsYNmwYffr0wcPDg4SEBHr06EFUVBSzZ88mPDycTZs2kZaWhq+vL5s3b8bJyYm0tDTs7e1JSkrCz8+PPXv2oNFoePHFFzl06BA6nY7IyEj+97//kZqaytixY0vsp0KFCgwZMqTIz7xv3z5mzZqFqqoMGzaMdu3a0bZtW6NznJycDIM8bUICFb75Buv9+8muXp2UoUPJfO21Uvs3iI+Pp1u3bly4cMHQ5ubmxpo1a3B1dS21fh4lnhdcXYlq0YJy7dqR0bTpY4/paVLw2RKiNMmzJcxFni1hLvJsCXN5nM/Wc889B3Df8j2mzlSvAobd0zY0r108oUJDQ/H39wfA39/fsGzX3d0dZ2dnbGxscHNzw9vbG4C6desakkYdPHiQTp06AdC5c2f27dsHwO7du5kwYQI+Pj689957pKSkGJbstmrVCltbWxwcHGjatCmHDx9Gr9fzxRdfoNPp6Nq1K1euXOFqgSRdxSXIKqmfh/nMxcmuVo3bU6Zw+9NPITubZyZMoOLUqVhcuXLfvkwxc+ZMowEswIULF5g5c2ap3P9R49ECU+PjiYuKQm9lBffO7AshhBBCCCFKZGqysdeAoYqiBAIJQDWgChCjKMqu/JNUVfUq/RDFw0hKSiI6OpqTJ0+i0WjIzs5Go9HQokULrK2tDedZWFgY3ltYWJBVzBJoTV595ZycHDZu3IitrW2x5xR8v379eq5fv054eDhWVlZ4enqSnp5udN6AAQNo3bo1Xbt2NbSV1E++7OxsWrduDeQmrhozZgxbt25l+/btzJ07F71ez40bN0hJScHOzq6kr4sMT08yGjXCdv16yv/wAw7793NHUbgTEAA2NiVeW5IrxQzOExMTH/qej+LeeLKBnkArJye+v30bu6+/RpOTQ/KIEWBlVSYxCiGEEEII8U9i6kz1EmAAMAFYmPf3QOBbYGmBP+IJsWXLFsMMc0xMDAcOHMDV1dUw43w/r7/+umEf9vr16/Hw8ADA29ubFStWGM6Li4szvI6IiODu3bskJSWxd+9e3N3dSU5OxsnJCSsrK3799dciyydVrlwZPz8/fvjhB0Nbcf1UqFDBMGOt1WoNyaw++ugjdu/eTb169Thw4AAxMTHs27ePtm3bsm3bNtO+NGtr0rp1I6NZM7IdHCj/3Xc4DBqE9Z49xF+4YLQPuah90ffuVY6Pj8fFxaXIrpydnU2LqZQVF0/56tVJb9mSlNGjSR47VgbUQgghhBBCmMikmWpVVVeaOxBRusLCwhg2zHjFftu2bVm1apVJWZOnTp3KmDFjWLRoEQ4ODgQFBRnax48fj06nIysrC09PT2bMmAFAo0aN6N27NwkJCYwaNQoXFxfeeecd+vTpQ5s2bahfvz61a9cusr/BgwezfPlyo/6L6sfHx4fBgwcTERHBtGnT8PT0NFwTGhpqmLnO165dO1atWmVIfqVNSEC7cCH2d+7kJi3TaMhxcCDH2ZnsZ58lx9mZ5BEjsD58mPKrVmGRnEy5SZM4fekSh1NSOJd330OHDhntiy5qr/KhQ4eYM2cOhw4dKrSnOjAw8L7/BuYQGBj4RMRTrVo1Bg0axKRJk4Dccmr5++nz6XQ66tSpw8KFCw1tBw8eZNKkSaSnp5ORkUGHDh0YO3YsISEhjB07lu3bt1OvXj0AWrRowcqVK6lRo0axcSxZsoRevXoVuyLi999/Z+rUqVy9ehWNRoOHhwdTp04tcQWFEEIIIYT4dzEpUdk/hCQqEyYxSm6QnY1FUhIWiYlo//4bi6tX0f79N5qMDDS3bmG7aRPrKlWiyqlTlAcOAr8BMUCDjh2Zl1eDefjw4WzYsKFQX506dSIwMJCZM2eSmJiIs7MzgYGBZZKkLF98fHyZx/PCCy9QpUoVtm7dioODQ6FB9enTpxkyZAg3b95k9+7dlC9fHoA333yTRYsWUb9+fbKzszl79ix16tQhJCSEWbNm0bhxY0O9dFMG1Z6enoSHh+Pg4FDo2NWrV2nXrh0LFy7k9ddfN2SW9/T05Nlnny3yfpKURZiLPFvCXOTZEuYiz5YwlycxUZmpe6qFeDppteQ8+yw5zz5LFkBWFjY7dxqygV+NiCD4/fc5DrwLNCO3WDuA/uefsf/8czIaNya9mDJZiYmJuLq6Mn/+/MfycUzxJMRTsJzauHHjCh3fsGEDnTt35vTp02zfvp2OHTsCuaXW8pfOa7Va6tSpY7hGp9MRExPDmTNnCq2IiIqKYtasWWRkZODm5kZQUBBr1qwhMTGRgIAAKleuzLp164yuWbFiBQEBAbz++utAbo6A9u3bl+r3IIQQQggh/vlM3VMtxL+Cxc2b6CtXJnn8eFIHDSKnShVcXFy4CcwDugFtgEnAORcXrPft45lPPmHd4cOsAz4C3gTK593vce+dLmpfd6neR6+n3JYtlF+9+pFjfe+999iwYQO3b98udGzjxo106NCBjh07GmVwHzhwIF5eXvTv35/Vq1cb1SG3sLBg6NChzJs3z+heSUlJBAcHExISQkREBO7u7ixevJj+/fvj7OzM2rVrCw2oAU6ePEnDhg0f+XMKIYQQQoin2z9+plpRFD/AT1XVsg5FPAVynJzIcHIyart3H/I1wM3JiWZNmpD20ktY//ormQkJ3D57Fv/kZBRys2qfs7PD46WXsDx2jKyXXgKt1qyxF7ev+0FrYhd3ny3/+Q9uBw9yt3Vr7rZrZ3xRTg6kp6O5exdNwb/zXnP3LpmvvYa+QBb2guXUCu5RPnz4MI6OjlSvXp2qVasyZswYbt68SaVKlRg9ejSdOnUiKiqK0NBQwsLCjAbEnTp1Yu7cuUa/TDh48CCnTp0ylFrLzMykcePGJn8fQgghhBBClOSRBtWKonRXVfWH+59pPqqqbgI2kZuNXIhS5+rqypo1a4z2IfcODMTC3h6rL7/kbuvW6B0defn555nzxRfYnzuHp0ZDp6pV/z97dx4f0/U+cPwzmezEElohJAixU0tRQkgyErEkvmRspZbaKiWWprbaaqnUvtTSltLlJ5Nv+xUUaZTai0otUVV7IiRKImTf5vdH4tY0iwQRy/N+vbw6c+499z4zvV2eOec8h7I7d8KOHehLlSK9cWPSmjYlvVkzMqtUISIykoCAAKKjo7GxsXnitc0F7YldlOneeV3nnWvXKOvvj37IEMyOHMHsyBGD43qVCszM0JuZoTc3N/gr5ubZr/P4USGv7dS2bNnCxYsXlSJ0CQkJ7Nixg379+gFQvXp1qlevTv/+/WncuDGxsbFKX2NjY0aMGMGqnLXuAHq9nvbt2xsUPMvLzp07Wbx4MQALFy7E0dGR06dP4+7uXpivTQghhBBCvKKedKR6KlCiSbUQz8K/1yGro6IovXAh9z78kNIrV3J/8mTsjIxY+lDilg7cuXcP04MHsQgJwfjCBUxzktFEKysOhodzPz6e34EUHm9U+WFPa0/svK4zG7jk4MDqrCyyrKxI6t0bfdmyjxNr9cp7AAAgAElEQVSmgYe3U+vTpw9ZWVls376d3bt3U7lyZQAOHTrEsmXL6NevH7t378bV1RWVSsWVK1cwMjKi7L/i0Gq1rF69Wtl6rXnz5kydOpUrV65Qo0YNkpOTuXHjBg4ODpQuXZqEhASsra3p3LkznTt3Vq5TpUoVunTpgqurK82aNQPg+++/p127drz++utP/NmFEEIIIcTL4YnWVOt0uoZPKxAhXiR6IH76dPTm5mTa24NR3v8o6cuUIdXdnaR+/Uhr3py0Zs3IsLfn5LVrtIiPZz7wPaDhn1Hlx/XwHtTlHmov6rru/PayTqpZk/uTJ5PctSsW27Y9Toh5GjFihDLa/Ouvv2JjY6Mk1ACtW7fmwoULxMTEKEmtRqNhzJgxrFy5EvW/RsBNTU0ZMmSIUhWyQoUKLFmyhNGjR+Pm5ka3bt24dOkSAP379+ftt99Wtlx72GuvvcZnn33Gxx9/TLt27XB2dubo0aNYWVk9tc8uhBBCCCFefEXaUkur1doBtkCUTqd7vApIxUe21BKF8izL8Bv9/Tcmp09j8scfqJKTITUV0+PHmZqQwJLz52kGjAXqAr8BPzdrxrLHTFgfXgsdQXZBtQR7+6eyptr+Ma7zKpLtQ0RxkWdLFBd5tkRxkWdLFJfncUutQo1Ua7Xaylqtdh9wEfgBuKjVavdrtdoqTxSlEI+pWrVqaDQaXFxcGD58OMnJyQDY2toya9Ys5bw1a9awaNEig74tWrTgvffeM2g7ceIEXbt2RaPR4OzsrPQJDAykatWq/PHHH8q5Li4uREZGGgak12N08yZmP/1E6WXLuNi3L+bz5mG+fTtZZcqQOHQoyd27o0pLI3zuXJZcuEAW2Yn0AGA+4AjMvXKFUuvWoUpKKvJ38mDtt6+bGxetrVlUvTpBX3xR5ET4wXV69OhBmzZt6NGjhyTUQgghhBBC5KOwa6pXA6cAT51Ol6jVaksB84A1QPfiCk6I/JibmxMaGgqAr68vmzZtYsSIEZiZmbFz507ef/99rK2tc/W7cOECWVlZHD16lKSkJCwtsze/8vPzY82aNTRo0IDMzExlejBA5cqVWb58OWvWrMlu0OsxjY7GPDwc4z//RJWeDkBmpUqkN25MQrt29P/uO3auWqXEYBIWhunRo9ybOZOMGzeoXr06mZmZymjwD8CFatXY7umJxZYtmP3yC4lDh5Lq4gKqR/44prCzs+PjDh3I8vJCX6YMZps3c2/mzHynpxd0nZLey1oIIYQQQogXQWH/T9sJmKDT6RIBcv7qD7QprsCEKKyWLVty9epVANRqNf3792fdunV5nvu///2Pfv360b59e3766Sel/c6dO8raY7VajaOjY/YBvZ4+rVpR48QJ0qZNwyoggDF37lD211/JtLVlZ6NGdDhwgDY//8zbhw5x19GRL7/7jpiYGHx8fJS1uunNmpE4apSyrZaJiUmu0eB1Oh3G06dzd+lSsipWxGrhQsr6+6O+fLlI34f61i3SOnTA+PJlkn18MD10qEj9hRBCCCGEEIVX2KQ6Dqj/r7Y6wN2nG44QRZORkcHevXupW7eu0jZo0CD+97//ce/evVznb926FR8fH7y9vdmyZYvSPmzYMJzbteOjPn04PnEiFgsWYBUQwFu7dtHg1i1a9uvHpPh47vv7s7xiRf729iamalWWfPYZgYGBhISE0KRJE9atW8fQoUOpVKkSQUFBBnsoPywiIoJ3332XmzdvMnHiRFauXKlMr85wdOTu0qUkjB2L8bVrlH//fUqtXo0qp5r1o6S1akWWtTVGcXGkN2pEWrt2RflKRRHY2try/vvvK+8zMjJo1KgRAwcOLLDfokWL/pn58JDo6GiGDcveHfDw4cOPvM7hw4extbU1+IFo4MCBHD58uMB+gYGB+VaLF0IIIYQQRVPY6d8BwG6tVvslcA2wBwYDHxVXYEIUJCUlBY1GA0CrVq3o27evcszKyopevXrx5ZdfYmFhobSfPHmSChUqYG9vj7mJCZ+NGUPWN99QNjqa6VlZjPnPfziVkMD/nT3LQktLAr//niOBgZw+fZpZ77/P9I4diYj4pz7fiRMn+Ouvv/Dy8gIgPT2d5s2bPzL2119/nWPHjmFtbc3p06cZMmQIe/fuNawqbWREiocHqW3bUmrTJiy2b8ds/34SBw8m1c2twOncqR06ZL8owrRx8XgsLS05f/48ycnJWFhYsHv37nyrpxeGjY0Nn3/+eZH6PFie0KlTp0L3CQoKom7duk8UqxBCCCGEyFaopFqn032u1WovAf2AxsANoK9Op9tTnMEJkZ+H11Tn5d1338XDw4PevXtjlJWF8fnzRAcE4HPmDGtef53MrCwc09L46e+/8Rg3DtRq1EAzoHFGBo0bN1a2eQIwNjZmxIgRrFq1SmnT6/W0b9+ezx7amzovO3fuZPHixQAsXLiQJk2aYGZmBkDjxo2pXr06ly9fpkmTJrn66q2sSBg9mmR3d6w++wyrJUuw2LWLhPfeI6NWrQLvm1WmDKr4+Keyn7TIX8eOHfn555/p2rUrOp0Ob29vjh49CkBcXBwTJkwgIiICc3NzAgICqF8/e9LP2bNn8fHx4caNG7z33nv079+fyMhI3nnnHfbsMfxXa1JSEtOmTePPP/8kIyODCRMm4O7uDkD9+vXJyMhg//79tG/f3qDf6dOnmTVrFomJiVhbW7NkyRKOHz/OqVOn8PX1xdzcnK1btxr8+CSEEEIIIYqm0NWLdDrdHp1O965Op/PM+ask1OK5Y6zXY3z2LFV++om1lSpRde1a3H79FfUff/DlH3/geuAAI2/doveff+Lx9desP3IE1Gp2797Ng+3lrly5gpGREWX/lYxqtVoOHjzInTt3AGjevDnHjx/nypUrACQnJysFzkqXLk1CznTtzp07ExoaSmhoKE2aNOHOnTtkZmYC2XtTX7ly5ZGVtTNr1eLuwoXcHz8eo5s3KTdmDKVXrkR1/36+fdIbN8bk9OnH+BZFUXh5eREcHExKSgpnzpyhadOmyrFFixbRsGFDdu/ezaRJkxg7dqxy7Ny5c2zatIlt27axZMmSAqdjL1u2jLZt27Jjxw6CgoL4+OOPSXqoQvzYsWNZtmyZQZ/09HSmTZvGunXr2LVrF71792bBggV07dqVJk2asHLlSkJDQyWhFkIIIYR4QoUaqdZqtabAIOANoPTDx3Q6XcGL/oQoLmlpmJw/j8np06ijogCYmJGB8ZUrpLVujW3HjvR86y3ea9OG+5UqkVy1KpVtbZXurVu3xtfXl5iYGL7//ntmzpyJhYUFxsbGrFy5EnVOUbEHTE1NGTJkCNOnTwegQoUKLFmyhNGjR5OWlgaAv78/Dg4O9O/fn7fffpvXX38917rqX3/9lYULF6JWq1Gr1cyfP5/y5cs/+vMaGZGq0ZD21ltYfvMNFtu2KVPCU9zdc00JT2vRAqP4+CJ/raJo6tevz/Xr1wkODsbDw8Pg2LFjx5Tp3E5OTsTFxSlr/d3d3bGwsMDCwoI2bdpw8uRJGjRokOc99u/fT2hoqLIOOzU1laicZx6yl0AAygg5wKVLlzh//jx9+vQBICsri9dff/0pfWohhBBCCPFAYddUbwSaANuAmOILR4h8pKRg8uef2Ql0dDTRw4ejX7WKjLp1Se3QgcwqVUClYqi/Pyk5XV4Dg62xtm/fbnBJtVrN77//DsDq1avzvG3v3r3p3bu38n7o0KEMHTpUee/k5MSOHTty9RsyZAhDhgzJ85pdunShS5cuhfnUedKXLk3iyJGkdOpE6dWrKb18OeY7d5Lg60vGg6rlAKamZL322mPf51UQERFBQEAA0dHR2NjY4O/vj52dHUZ//02pjRu5P358obYj69SpE7Nnz+bnn3/m8kPV2h/MfniYKmetu+pfa97//f5her2edevWUetfU/7//vtv5fWYMWNYvny58mOQXq/H0dGRbdu2PTJ+IYQQQgjx+AqbVHsANXQ6nVT7FsVOlZyM8dmzmISHo85JGvSmpqTXq0eKRkOWjY0U4QIya9YkPiAAs717KfXFF5Tz8yPF3Z3EQYNkHXUhRERE0KdPH2WvcICwEyfYPXAglRISSBgxIjuh1usxiovDKDoadUwMma+9RkbDhgbX6t27N1ZWVjRs2NAgqW7dujU//PAD48aN4/Dhw1hbWysF6UJCQvD19SUpKYkjR44wZcoU0nP2PP83Z2dnNmzYwJw5c1CpVISHh9PwXzE4Ozvz6aefKtPIHRwciI2N5bfffqNFixakp6dz+fJl6tSpQ6lSpZTlCUIIIYQQ4skUNqmOAMyKMxDxarMICsI4Z69pvbk56fXrk+LpSZZMVwWgWrVq1K1bl4yMDNRqNT4+PgwbNgwjIyNSXVxIa92aWf37s23JEi4eOEDyoEGkeHoSGBTEnDlzsLGxITU1lbfffpvhw4ezbNkyZeT+zz//VLYk69OnD87OzkyaNIn4+HjS0tJo1aoVAQEBJfnxi0VAQIBBQv06sDUigmubNlGpZ09K5+x1rjcyIqt8ebIqVSKzUiUyH1pC8ECVKlV49913c7WPHz+e8ePH4+bmhrm5OUuXLlWONW3alIEDBxIVFYWfnx82NjZERkbmGaufnx8zZszAzc0NvV5P1apV2bRpU67zxowZw+DBg4Hs5Qpr165l+vTp3Lt3j8zMTN59913q1KmDVqtl0qRJUqhMCCGEEOIpUOU1PfHftFrtBMAHWMa/pn8/RwXL9Ddu3CjpGMTjSk6GZ/Q/9hUrVuT27dvP5F5PS+3atblw4QIAt2/fZvTo0bz55ptMnDgRyF4v26pVK2zKl2dO5cq43rpFhoMDXzg48Pvt28ydO5fY2Fjat29PSEgItg8lhg9fG6Bfv3688847SnXpc+fOUa9evWf4aZ+NXr16ceTIEYM2T6C3rS3eb79NcvfuZFavXqRrvojPlngxyLMlios8W6K4yLMlisuzfLaqVKkC8MgpsoWt/u0LVALmAV8+9OeLx4xP5OHWrVuMGjWKNm3a0KFDBwYMGGCwJvhxHD58mIEDn00tuUWLFuHg4GDwkNeuXfuR/ZYvX/7IhPrkyZNUq1Yt17roV1HFihUJCAhgw4YNyprdQ4cOUbduXQa8+y7fVqrE/UmTMIqPx3LzZkxOnkQVF4e1tTXVq1fn1q1bBV7/1q1bVK5cWXn/MibUQJ57NO8AtrRsSeI772B26BAmZ848+8CEEEIIIcQLpbD7VNco7kBedXq9nqFDh+Lj46MUzQoPD+f27ds4ODiUcHSFZ21tzdq1a5k6dWqh+6xYsYIxY8bkezwzM5O5c+fSoUOHpxDhy8He3h69Xs/t27d57bXXCA4OxsvLC3d3dxYsWEDC3LmktWxJ2gcfoD5wAOthwzjfpQupqamPTJKHDRuGVqulRYsWtG/fnt69e+faXuxl4O/vT1hYmMEUcHt7e/z9/dGXLUtS//4lGJ0QQgghhHhRFHqfalG8Dh06hImJicGocsOGDWnZsiUff/wxLi4uuLq6EhwcDGSPQPfq1Ythw4bRvn17fH19lVHLvXv30r59e7y9vdm5c6dyvaSkJMaPH4+npyedOnUiJCQEgMDAQN5991369+9P27ZtmTNnDpCdzPr5+Sn3XpezxvTq1av0798fDw8PevTowcWLF5V79OnTh61btxIXF5frM37//fd06dIFjUaDv78/mZmZzJs3j5SUFDQaDb6+vnl+N+vXr6dLly5UqFDhSb7il86Dv99paWns2bMHDw8PrKysaNq0Kfv27UNvYUFqu3boMjJ4448/aDZtGu+bmlL6ob9feenduze//PILXbt25ciRI3Tr1o3U1NRn8ZGeKTs7OzZv3kyPHj1o06YNPXr0YPPmzY/cM1wIIYQQQoiH5TtSrdVqjwMBQLBOp0vL47gp4A1M0Ol0rYovxFfD+fPnadSoUa72HTt2cPbsWUJDQ4mNjcXT05PWrVsD2SPZe/bswcbGBi8vL44fP07jxo354IMP0Ol01KhRg5EjRyrXWrZsGW3btmXx4sXEx8fTpUsX2rVrB8DZs2cJCQnB1NSU9u3bM3jwYO7cuUN0dDR79mQvm4/P2fPY39+fTz75hJo1axIWFsbkyZMJCgoCoFSpUvTp04cvv/xSWe8LcOHCBbZu3cqWLVswMTFh8uTJ/PDDD0yZMoUNGzYQGhqa5/dy8+ZNdu3ahU6n4+TJk0/hm345XLt2DSMjIypWrEhoaCj37t3D1dUVgOTkZCwsLHBzcwOgu7c3c+fM4dSGDfSfNQtPPz/Ku7uTOHQoWdbWeV7fxsaGPn360KdPH1xcXDh//jyNGzd+Zp/vWbGzs2PlypUlHYYQQgghhHiBFTT9+x1gNrBaq9WGAeeB+4AV4Ag0A/YAg4o5xgJptdpuQDedTleSYRSbY8eO4e3tjVqt5rXXXqN169acOnWK0qVL88YbbzxYPE+DBg2IjIzE0tISOzs7atasCUDPnj355ptvANi/fz+hoaGsWbMGgNTUVKKiooDs/ZbLlCkDgKOjI1FRUTg6OhIREcG0adNwdXXF2dmZxMRETpw4wYgRI5QY09IMf3MZMmQInTp1Mjjn4MGDnDlzBk9PTwBSUlKoWLHiIz//jBkzmDJlirL3roA7d+4wadIkBg8ejEqlYsuWLSxcuBBvb28ge0ZC69atSU5O/qeTSkWTIUP4z8WLLLlyhQX792N65AhJb7+d6/p79+7FyckJExMTbt26RVxcXJ7rj4UQQgghhBAFJNU6ne4PoJdWq7UBNEAjoCIQB2wCBuh0uoIrHj0DOp1uG7ANGFbSsTwJR0dHfvzxx1ztBVVnNzU1VV6r1WoyMjIAUOWzh7Ner2fdunXUqlXLoD0sLMzgWkZGRmRkZFCuXDlCQ0P55Zdf+Oqrr9i2bRuzZs2iTJky+Y4sA5QtWxZvb282btxocG8fHx8mT56cbz+Ar776im+//RaAr7/+mtOnT/Pee+8BEBsby549ezA2NsbDw6PA67xsHkyRf7ClVq9evRg+fDjJycns27ePBQsWKOdaWlrSsmVLfvrpp1zXeW/MGDw8PPDV6aj09deU+vxzVKmpmJw6RXqTJgDs27eP6dOnY2aWvYvetGnTeF22NhNCCCGEECJPjyxUptPpooGvn0EsrzQnJycWLFjAt99+S/+cAkknT56kXLlybN26FR8fH+7evcvRo0f56KOPDNYxP6xWrVpERERw9epVqlevzpYtW5Rjzs7ObNiwgTlz5qBSqQgPD6dhw4b5xhQbG4uJiQldunTB3t6ecePGYWVlRbVq1di2bRvdunVDr9fzxx9/0KBBA4O+I0aMwNPTk8zMTOXzDR48mGHDhlGxYkXi4uJITEykatWqmJiYkJ6ejomJCYMGDWLQoEHKdX799VfltZ+fH25ubq9cQg3ku3+xhYUFZ8+ezdX+xRf/FObv3bu38trGxkaZRn9v9mxMjx7l9po1GE2aRGr79iQOG8bMmTOZOXPm0/0AQgghhBBCvKSkUNlzQqVS8cUXX7B//37atGlDx44dWbRoEd7e3tSrVw+NRoNWq2Xq1KkFjhqam5sTEBDAwIED8fb2pmrVqsoxPz8/0tPTcXNzw8XFhYCAgAJjunnzJr169UKj0TBu3DhllHnlypVs3rwZNzc3OnbsmOeIqLW1NR4eHkqBK0dHR/z9/enbty9ubm707duXmJjsLc/79++Pm5tbvoXKRDFRqUhr3ZrYtWtJ6t8fsyNHKD9sGBZBQZCeXtLRCSGEEEII8UJQFTS9+AWjv3HjRknHIF4Az3LD+BeJ0c2blF67FtOjR8msWpWEUaNIb9aspMN6ocizJYqLPFuiuMizJYqLPFuiuDzLZyunflXea2sfIiPVQggAsipX5t7MmdybPRsyMyk7dSpl5szB6NaTl06wtbXl/fffV95nZGTQqFEjgy3k8rJo0SKlsN7DoqOjGTYsu4zC4cOHH3mdw4cPY2trazCrYuDAgRw+fLjAfoGBgURHRyuxzJ8/3+B4eHg4zs7OJCcnM2DAABo1akTHjh2ZN29egdcVQgghhBAvD0mqhRAG0t58k7g1a0h85x1Mjx/HetgwLDZvhrRcO+sVmqWlJefPn1cqku/fv/+JKorb2Njw+eefF6lP5cqVWb58eZH6BAUFKcsUvLy82Lp1q8HxrVu3KlXXR44cyZkzZwgJCeH48ePKVnRCCCGEEOLlVqikWqvVqrRa7TCtVrtHq9Wezmlrr9VqtcUbnhCiRJiaktynD7Hr1pH25puU2riR8qNGYXr8+GNfsmPHjvz8888AbNmyRUlGAeLi4hgyZAhubm507dqVP/74Qzl29uxZfHx8aNu2rVIZPjIyEhcXl1z3SEpKYvz48Xh6etKpUydCQkKUY/Xr16dMmTLs378/V7/Tp0/Ts2dPPDw86NevHzExMWzfvp1Tp07h6+uLRqPB1taWMmXKEBYWpvTbtm0bXl5eWFhY0LZt25yvzpRGjRpx8+bNx/6uhBBCCCHEi6OwI9WzgaHAOsAup+068GFxBCWEeD5kVarEvWnTiJ8zB4yMKDN9OmVmzsQoZ0p0UXh5eREcHExKSgrnzp2jadOmyrFFixbRsGFDdu/ezaRJkxg7dqxy7Ny5c2zatIlt27axZMkSZTp2XpYtW0bbtm3ZsWMHQUFBfPzxxyQlJSnHx44dy7Jlywz6pKenM23aNNatW8euXbvo3bs3CxYsoGvXrjRp0oSVK1cSGhqKhYUF3t7eBAcHA3DixAnKly+v7An/QHx8PKGhoTg5ORX5OxJCCCGEEC+ewibVg4CuOp1uM/CgstkVoGa+PYQQL4305s2J++wzEgcPxuTUKayHD8fym28gp7p7YdSvX5/r168THByca5T52LFj9OzZE8jefi0uLo579+4B4O7ujoWFBdbW1rRp00bZEiwv+/fvZ9WqVWg0Gnr16kVqaipRUVHK8VatWgFw9OhRpe3SpUucP3+ePn36oNFoWL58eb6jzN27d+fHH38kKyuL4OBgvLy8DI5nZGQwevRohgwZgr29faG/GyGEEEII8eJ65D7VOdRAQs7rB0l16YfahBAvOxMTkrVaUl1cKPX551h++y3mu3eTMHIkaa1ageqRhRHp1KkTs2fP5r///S9xcXFKe167EKhyrqf613X//f5her2edevWUatWLYP2v//+W3k9ZswYli9fjlqtVvo4Ojqybdu2R8Zva2tLtWrVOHLkCDt27Mi1xvq9996jRo0aShE1IYQQQgjx8ivsSPUOYLFWqzWD7DXWwMfAo/8vVAjxUsmqWJH7kycTP38+ejMzysyaRZkZMzB6aEQ4P327dmVu//7Uq1fPoL1169b88MMPQHalbmtra6ysrAAICQkhJSWF2NhYjhw5QpMmTfK9vrOzMxs2bFCS9PDw8DzPiY+PV9ZtOzg4EBsby2+//QZkTwc/f/48AKVKlSIhwfC3Qy8vL2bOnEn16tUfbLMAwIIFC4iPj2fWrFmP/B6EEEIIIcTLo7BJ9XigChAPlCV7hNoemFRMcQkhnnPpb7xB3KpVJA4bhkl4ONYjR2L51VdEXriAr68vvXr1wtfXl4iICACMz53DcdMm/jN8eK5rjR8/ntOnT+Pm5sa8efNYunSpcqxp06YMHDiQbt264efnV2DVcD8/P9LT03Fzc8PFxYWAgIA8zxszZowyxdvU1JS1a9cyb9483Nzc6NSpk5Jga7VaJk2ahEajUSqXd+vWjb/++ovu3bsr17tx4wbLly/n3LlzuLu7o9Fo+O6774r4jQohhBBCiBeRKq9pl/nRarWvk51MR+p0uqJXKipe+hs3bpR0DOIF8Cw3jH9VGMXGUuqLL1CFhHD02jXmJiezN+eYvZ0dPw8cSEWVisRhwyBn2vXLSJ4tUVzk2RLFRZ4tUVzk2RLF5Vk+WzmzEh+5xrGwW2qt12q17jqd7pZOpzv+IKHWarWfPVmYQoiXQZa1Nff9/ZlZuTJ/JycTAKwCGgFeEREYL19OerNmUIQf8YQoDFtbW95//33lfUZGBo0aNWLgwIHP5P6tWrUiNjY2V/tPP/3EypUrn9p9QkJC6NKlC+3bt0ej0TBy5EiDInzTp0/n119/BaBXr1507txZOXbq1Cl69eoFZFfT9/Pze2pxCSGEEKLw07/fBr7UarUT82gXQggADqek0B9YCDgC64E6wBx7e1QJCVgtWYLV/Pmo8khChHgclpaWnD9/Xpmev3///gKXCDwrnTp1wtfX96lc688//2TcuHEsXbqU/fv3Exoayn/+8x8iIyOB7H3ew8LCaN26tdLn9u3b7NmzJ9e16tWrx82bNw0SciGEEEI8mcIm1SlAa6CPVqv9WqvVmua0P7rcrxDilWFjY0MWEAh0B5YDtYEPIyMx/+knUjw8uD95Mnpr6xKNU7xcOnbsyM8//wzAli1b8Pb2Vo7FxcUxZMgQ3Nzc6Nq1q1KgLr/2RYsWMX78eHr16sVbb73Fl19+CUBSUhIDBgxQ1us/2K8cYP369bi7u+Pq6srFixcBCAwMZOrUqUD2Wv+PPvqI7t2789Zbb7F9+3al7+rVq/H09MTNzY2FCxfm+flWrVrFhx9+SO3atZW2Tp06KUn0jz/+SMeOHQ36jBo1Ktee7A9oNBqD+IUQQgjxZAqbVKPT6a4D7cjeXuuQVqu15Z/ttYQQAn9/f2V/5mTga8C3WjX0fn6or12jrL8/Zf39MTl9ukTjFC8XLy8vgoODSUlJ4dy5czRt2lQ5tmjRIho2bMju3buZNGkSY8eOLbAd4OLFi3z77bf8+OOPLF68mPT0dPbu3YuNjQ27d+9mz549BkmstbU1ISEhDBgwgDVr1uQZY0xMDFu2bGHjxo3Mnz8fgH379nHlyhV+/PFHfvrpJ06fPq1M4X7YX3/9ZfCZ/u348eM0atTIoK158+aYmppy6NChXOc3adLEYK92IZ36LpsAACAASURBVIQQQjyZwibVKgCdTpes0+n6Ad8DxwCz4gpMCPHisbOzY/PmzfTo0YM2bdrQo0cPNup0lBo2jNgNG0gcPhz19euU/fDD7OT65ElZZy2eWP369bl+/TrBwcG4uLgYHDt27Bg9e/YEwMnJibi4OO7du5dvO4CrqytmZmZYW1tTsWJF/v77b+rWrcuBAweYO3cuR48epUyZMso9Hqxfbty4sTIl+988PDwwMjLC0dFR2Td937597Nu3j06dOuHu7s6lS5e4cuVKgZ81NjYWjUaDk5OTksDfunWLChUq5Dp37NixeY5WV6hQgZiYmALvI4QQQojCMy7kebMffqPT6T7RarWnAO3TD0kI8SKzs7PLu0CTuTnJPXqQ7OmJ+a5dWAYFUXbyZNIbNCCpXz/SmzYFlawoEY+nU6dOzJ49m//+97/ExcUp7XntcKFSqfJtBzAz++f3YrVaTWZmJg4ODuzcuZM9e/Ywf/58nJ2dGTdunMH5D87Ni6mpqfL6wb31ej2+vr4MGDDA4NyvvvqKb7/9FoCvv/4aR0dHfv/9d6pUqYK1tTWhoaGsWbOGxMREAMzNzUlNTc11TycnJz799FPCwsIM2lNTUzE3N88zTiGEEEIUXaFGqnU63ad5tO3U6XSDn35IQoiXmpkZKV5exK5fT8KoUahjYig7dSrlJkzA5LffnvrI9a1btxg1ahRt2rShQ4cODBgwgEuXLj3RNQ8fPvzMqksvWrQIBwcHg60jHl5bm5/ly5fne+zevXu88847uLm50bFjRwIDA59KrCXpXQcHJvr6Uq9ePYP21q1b88MPPwDZf9+sra2xsrLKtz0/0dHRWFhY0LNnT0aOHMmZM2eeOOYOHToQGBioJMc3b97k9u3bDBo0iNDQUEJDQ7GxseG9997jk08+4cKFC0rfB4XZIPt5uHr1ap73GDNmDJ99ZrhRx+XLl6lTp84Txy+EEEKIbPmOVGu12l06nc4j5/UB8lk/rdPp2hdTbEKIl5mpKSndu5Pi4YF5aCiWmzdT9qOPyKhTh6T+/Ulr0eKJR671ej1Dhw7Fx8eH1atXAxAeHs7t27dxcHB4Gp/imbC2tmbt2rVK4avCWLFiBWPGjMnz2FdffYWjoyMbN27kzp07tG/fnh49ehiMpj6PIiLUBARYER2txsYmE3//+1jq9VgFBGBerx6DR43K1Wf8+PGMHz8eNzc3zM3NWbp0aYHt+fnzzz+ZM2cOKpUKExMTZV30k3B2dubChQt0794dyK5kvmLFCipWrGhwXr169Vi0aBFjx44lISGB8uXLY2try4QJE4Ds6erffPMN/fr1y3UPV1fXXFPDDx8+jKur6xPHL4QQQohsqrymwAFotdp+Op3uu5zX7+R3AZ1Ot7GYYisq/Y0bN0o6BvECeJYbxosiSE/PTq4DAzG6dYuM2rWzk+uWLR87uT548CCLFy9WRiQf0Ov1zJkzh71796JSqRgzZgxeXl4cPnyYxYsXU758ec6fP0/jxo1ZsWIFKpWKvXv3MmPGDKytrWnUqBHXrl1j06ZNJCUlMW3aNP78808gex2ru7s7gYGBhIaGkpyczNWrV+ncuTPTpk0jMzOTCRMmcPr0aVQqFb1792b48OFcvXqVqVOncufOHSwsLPj000+pVasWixYtAkCn07Fr1y7Kly9P7dq1lVHL77//nvXr15OWlkbTpk2ZP38+CxYsYPXq1dStW5c6derkmo6/YsUKbty4wbx584iMjKRv374cOHAAI6NC16585iIi1PTpY821ayZKW49K+1jTbBXqt71J7dCh5IJ7Bh717y1vb282btxI2bJlC7xOamoqPXv2ZMuWLRgbF3YFmHiZyX8TRXGRZ0sUl2f5bFWpUgUKseNVvv9FfZBQ57x+XhJnIcTLysSEFE9PUjQazH/+GcvNmykzcyYZtWplJ9etWhU5uT5//nyuqsgAO3bs4OzZs4SGhhIbG4unp6eyPVF4eDh79uzBxsYGLy8vjh8/TuPGjfnggw/Q6XTUqFGDkSNHKtdatmwZbdu2ZfHixRgbG9O6dWvatWsHwNmzZwkJCcHU1JT27dszePBg7ty5Q3R0tLKHcHx8PJBdOf2TTz6hZs2ahIWFMXnyZIKCggAoVaoUffr04csvv2TixInKvS9cuMDWrVvZsmULJiYmTJ48mR9++IEpU6awYcMGQkND8/xeBg8ezKBBg2jWrBkJCQmsXr36uU6oAQICrAwSasjig5hJXPm9IrU9Y7OXDbzCa/KnT59OVFTUI5PqqKgopkyZIgm1EEII8RQV+F9VrVbbHEjV6XThOe9fA5YCDYEjwESdTpdQ7FEKIV4dJiakeHiQ4uaG2Z492cn1rFlk1KxJUr9+pL31FjxhAnjs2DG8vb1Rq9W89tprtG7dmlOnTlG6dGneeOONB79K0qBBAyIjI7G0tMTOzo6aNWsC0LNnT7755hsA9u/frxSOMjY2JjU1laioKCC7UNSDKtGOjo5ERUXh6OhIREQE06ZNw9XVFWdnZxITEzlx4gQjRoxQYkxLSzOIeciQIXTq1MngnIMHD3LmzBk8PT0BSElJyTV1OC+//PILDRo0ICgoiKtXr9K3b19atWpV4JrikhYdrf5XixFtOEIH+7t8b/E9Vp98QnrTpqR4eJRIfCWtWbNmhTqvZs2aynMshBBCiKfjUT9VLwVmAeE5778AqgDrgL5AAPBesUUnhHh1GRuT2qkTqa6u/yTXc+aQUaNGdnLdps0jk2tHR0d+/PHHXO35LXsBwyrNarWajIwM4J/K0Hlda926ddSqVctgOlJYWJjBtYyMjMjIyKBcuXKEhobyyy+/8NVXX7Ft2zZmzZpFmTJl8h1ZBihbtqwyxffhe/v4+DB58uR8+0HuatKBgYH4+vqiUqmoUaMG1apV4+LFiwXuhVzSbGzyrqpdvoopKZ07k5KzrZUQQgghxLP2qOGeesABAK1WWw7oDPTX6XSryE6quxVveEKIV55aTapGQ9y6ddyfOBFVWhpl5s6l/OjRmO7fD1lZ+XZ1cnIiLS2Nb7/9FqPoaABOnjxJuXLl2Lp1K5mZmdy5c4ejR4/yxhtv5HudWrVqERERoVRY3rJli3LM2dmZDRs2KIl6eHh4XpdQxMbGkpWVRZcuXfjggw84c+YMVlZWVKtWjW3btgHZyfLZs2dz9R0xYgTffPONsm2Tk5MT27dvVxL5uLg4rl+/DoCJiQnp6ekAuapJ29racvDgQQD+/vtvLl++jL29fYFxlzR///vY26cbtNnbp+Pvf7+EIhJCCCGEyPaokWpj4MEcxNZAtE6n+wtAp9NF5iTaJUqr1XYDuul0upIORQhRnNRqUl1dSe3YEbN9+7D87jvKzJ9Ppp0dSf36ccHenoCFC4mOjsbGxgZ/f3/s7Oz48rPPOPvOO8wJCCDU2pqqVasya9YsEhMT0Wg0qFQqpk6dyuuvv87FixfzvLW5uTkBAQEMHDgQa2trWrZsqRQm8/PzY8aMGbi5uWFkZETlypXZtGlTvh/j5s2bjB8/nqycHwMejDKvXLmSyZMns2zZMjIyMvDy8qJBgwYGfa2trfHw8ODzzz8Hskfi/f396du3L3q9HmNjY+bOnUvVqlXp378/bm5uNGrUKFehMj8/P8aNG4erqyt6vZ4pU6ZgbW39eH9fnhE7u0w2b44lIMCKmBg1lSplV/+2s8t7BFsIIYQQ4lnJt/o3gFarPQQs0+l0Oq1W+xWQpdPphuQcswWO6nS6qs8k0keT6t+iUKQa5UsiKwuzAwew/O47Mi9eZF9EBCuSkviJ7P3/7O3tCZ43j1qhoSSMGEGmnV2xhyTPligu8myJ4iLPligu8myJ4vJCVf/O8SGwTavVrgEyAaeHjvUGDj1ugEII8USMjEh1dia1XTvW9elDvT//ZA7ZRR7Cgcxr16g5aBBGGg3657yytRBCCCGEeHEVmFTrdLqDWq3WDnAE/tLpdA8vXvsR2FycwQkhxCMZGfFTVhazgQ6AF9nbE1QGbpiYUPPsWV7r2hV9qVKkNWlCRt26ZFarRqatLRm2tmTZ2ID635WlhRBCCCGEKJxHblSZk0ifyKP9fLFEJIQQRWRjY4Me2JvzB8AEGOrkxMdDh6KOikJ97RrGkZGYHTiAKuGhnQDVajIrVyazalXlT4atLZlVq6IvW/aV3vtYCCGEEEI82iOTaiGEeN75+/sTFhbGtWvXlLYq9va8M2sWaXmspVbdu4f6+vXsP1FRGOe8Nv3tN8jZQgtAX6rUP4l21apk5iTbmVWqgJnZM/lsQgghhBDi+SZJtRDihWdnZ8fmzZsJCAggJiaGSpUqKdW/86IvU4aM+vXJqF/f8EBWFkYxMaivX89OtKOiUF+/jsmpU5j9/PM/56lUZL32Wq5km8aNs/fOljXcQgghhBCvDEmqhRAvBTs7u1xbRxWZkRFZlSuTVbky6W++aXBIlZyMUVQUxjmJ9oM/5qGhqJKTATA2NqaikZEyfTyzSpXs9ds5ibe+dOkni08IIYQQQjx3JKkWQohC0FtYkFmrFpm1av3rgB6juDjU169T7t49kv/4I3uk+9IlzA4dgpz9qAGyypVTEuxMW9t/Em4bGzCWfx0LIYQQQryI5P/ihBDiSahUZFlbk2Vtjb5iRRKdHtp5MD0ddXS0wci2OioK06NHMbp795/zjIyyi6U9SLarVlUqlGeVLy/F0oQQQgghnmOSVAshRHExMclOjqtVy3VIdf9+9prtqCjUkZHKa9Pff4f0dOU8vaWlYbL9oDq5rS1YWOR764iICAICAoiOjsbGxqbANeZCCCGEEOLxSVIthBAlQG9lRUbdumTUrWt4ICsLo7//zlWZ3OSPPzDbtw/0+n9OrVgxd7JdtSpXU1Pp06+fQTX0sLAwNm/ebJhY6/UyCi6EEEII8YQkqRZCiOeJkRFZlSqRVakS6c2bGx5LTf1ndDsqCuOcEW6zX35BlZionHb3+nUCYmO5BvwFfANcu3aNgAULWOPri/nu3agSEkj+z3/IqFPnWX46IYQQQoiXjiTVQgjxojAzI7NmTTJr1jRs1+tR3b2bnWhHRbFz9myyYmOpAXQAnIANwPKdOyltbEzCqFG5R8iFEEIIIcRjkc1UhRDiRadSoS9fnoyGDUlxd+dA06ZMBHyACUAtYBzwQ4MGZFlZkVW2bImGK4QQQgjxMpGkWgghXjL+/v7Y29sDcAAYAVQwN8f23j1cdu1iu4sL2z/8MM++M2bMQKPRoNFocHJyol69esqxatWqKccGDRqUZ38/Pz8cHBxISEhQ2qZPn46trS2xsbH5xhwZGYmLi0uexyZOnMhff/0FQKtWrQq8zoNzhg0bprzfvn07fn5+BfYJDw/n559/LvAcIYQQQoi8yPRvIYR4ydjZ2bF582YCAgKIiYmhUqVKmL39Nh+8/TY7HBwos3AhY6dOxfGvv3B0dDToO2vWLOX1+vXrCQ8PV96bm5sTGhr6yPvXqFGDkJAQevbsSVZWFocPH8bGxuaxP8/ChQuL3OfUqVOcP3+eOoVcM3727FlOnz6Nq6trke8lhBBCiFebjFQLIcRLyM7OjpUrVxIUFMTKlSu5aWyMXdOm2NWrR8WAAOo2aUJISEiB19iyZQve3t5FvreXlxdbt24F4PDhw7Ro0QJj439+w127di0uLi64uLjw+eefK+0ZGRmMHTsWNzc3hg0bRnJyMgC9evXi1KlTue7z/fff06VLFzQaDf7+/mRmZirHRo4cyYoVK3L1SUpKYvz48Xh6etKpUydCQkJIS0tj4cKFbN26FY1GQ3BwcJE/sxBCCCFeXZJUCyHEKyA6Opoq9vbc/eQT0lq1omZYGHf27IGsrDzPv379OpGRkbRt21ZpS01NpXPnznTt2pVdu3ble68aNWpw584d7t69S3BwMF5eXsqx06dPo9Pp2L59O9u2beO7775TRsMvXbrE22+/ze7du7GysmLjxo353uPChQts3bqVLVu2EBoailqt5ocfflCOd+vWjTNnznDlyhWDfsuWLaNt27bs2LGDoKAgPv74YzIyMpg4cSLdu3cnNDTUIF4hhBBCiEeRpFoIIV4B+gf7W5ubc++jj0hv2hTjS5ewWrAA0tJynR8cHEyXLl1Qq9VK27Fjx9i5cyerVq1ixowZXL16Nd/7eXp6EhwczO+//06rVq0MruHh4YGlpSWlSpWic+fOHD16FIAqVarw5ptvAvCf//yHY8eO5Xv9gwcPcubMGTw9PdFoNBw8eJCIiAjluFqtZtSoUaxcudKg3/79+1m1ahUajYZevXqRmppKVFRU/l+cEEIIIcQjyJpqIYR4BVSuXJkbN25kvzEy4kr9+lTMzMRs/36M4uK499FH6K2slPODg4OZO3euwTUerIu2t7fnrbfeIjw8nOrVq+d5Py8vL9zd3fHx8cHI6J/fb5XkPg8qlarA9w/T6/X4+PgwefLkfM/p2bMnK1asMFg3rtfrWbduHbVq1TI4NywsLN/rCCGEEEIUREaqhRDiFfDGG29w5coVIiIiSEtLIzg4mI4TJnD/ww8xOXeOchMmYBQTA8DFixeJj4+nRYsWSv+7d++SmpoKQGxsLMePH89V5Oxhtra2fPjhh7zzzjsG7a1btyYkJITk5GSSkpLYtWuXMpIdFRXFb7/9BmQn9Q9GrfPi5OTE9u3buX37NgBxcXFcv37d4BwTExOGDRvGF198obQ5OzuzYcMGJbl/MPW8dOnSBhXLhRBCCCEKS5JqIYR4BRgbGzNnzhz69etHhw4d6NatG3Xq1CG1Qwcm163LjosXKTd+POpLl5R10A+PFF+4cAFPT0/c3Nzw8fHB19e3wKQaYMCAAblGshs1aoSPjw9dunSha9eu9O3bl4YNGwJQu3ZtgoKCcHNz4+7du7kS8oc5Ojri7+9P3759cXNzo2/fvsTk/CjwsL59+xoUMPPz8yM9PR03NzdcXFwICAgAoE2bNly4cEEKlQkhhBCiyFQFTcV7weiVqY1CFKBixYrK6JYQT9OL/Gypr12j7LRpqBITuTd1KunNm5d0SOIhL/KzJZ5v8myJ4iLPliguz/LZqlKlCkD+69FyyEi1EEIIMu3tubt0KZmVK1N2xgzMfvqppEMSQgghhHghSFIthBACgKwKFYj/9FPSGzfGaskSLL/5Bl6e2UxCCCGEEMVCkmohhBAKvaUl8bNnk+rmhuW331J66VLIyCjpsIQQQgghnluypZYQQghDxsbcHz+ezNdfx/K77zCKjeX+lCnoLSxKOjIhhBBCiOeOjFQLIYTITaUiacAAEvz8MA0Lo+wHH2AUG1vSUQkhhBBCPHckqRZCCJGvFHd34mfORB0VRblx41BHRJR0SEIIIYQQzxVJqoUQQhQo/c03iQ8IgLQ0yk2YgHF4eEmHJIQQQgjx3JCkWgghxCNl1K7N3SVLyCpXjnKTJ2O2f39JhySEEEII8VyQpFoIIUShZNnYcHfxYtLr1MFq/nwsfvhBttwSQgghxCtPkmohhBCFpreyIn7ePFLbtaPU559Tau1ayMoq6bCEEEIIIUqMJNVCCCGKxtSU+5MmkdyjBxbBwZSZOxdSU4t0iWXLltGxY0fc3NzQaDSEhYXRqlUrYotYYfzLL7/E2dkZX19fUlNT6d27NxqNhuDgYHr16sWpU6cK7N+rVy86d+6svD916hS9evUqsE9kZCT/+9//ihSnEEIIIV5eklQLIYQoOiMjEocPJ3HECEyPHKHc5Mmo4uML1fW3335j9+7d7Nq1i927dxMYGEiVKlUeK4yNGzfy9ddfs3LlSsLDw8nIyCA0NBQvL69CX+P27dvs2bOn0OdLUi2EEEKIh0lSLYQQ4rEle3tzb8oUjC9epNyECRjdvPnIPrdu3cLa2hozMzMArK2tsbGxAWD9+vW4u7vj6urKxYsXAVi0aBFr1qxR+ru4uBAZGcmHH35IREQEgwcPZtWqVYwZM4azZ8+i0Wi4evWqwT337dtHt27dcHd3Z/jw4SQmJirHRo0axbJly3LFmZmZyccff4ynpydubm58/fXXAMybN49jx46h0WhYt25d0b4wIYQQQrx0JKkWQgjxRNKcnLg7fz5G8fGUGz8e47/+KvB8Z2dnbty4gZOTE5MnT+bIkSPKMWtra0JCQhgwYIBBIp2XBQsWUKlSJYKCghg9ejSffvopLVu2JDQ0lOrVqyvnxcbGsmzZMgIDAwkJCaFJkyYGyXDz5s0xNTXl0KFDBtf/v//7P6ysrNixYwc//vgj3333HREREUyZMkW5z/Dhw4vwTQkhhBDiZfTCJ9VarbabVquVoQIhhChBGQ0acHfJEjAzo6y/P6ZHj+Z7bqlSpdi1axcBAQFUqFCBUaNGERgYCKCsb27cuDGRkZFPJbYTJ07w119/4eXlhUajISgoiOvXrxucM3bs2Fyj1fv27eO///0vGo2Grl27EhcXx5UrV55KTEIIIYR4eRiXdABPSqfTbQO2AcNKOhYhhHiVZVatStySJZSdPp0ys2eTMHo0KZ6eeZ6rVqtp06YNbdq0oW7dugQFBQEoU8LVajWZmZnK66yHKoynFrEoml6vp3379nz22Wf5nuPk5MSnn35KWFiYQfucOXPo0KGDQdvhw4eLdH8hhBBCvNxe+JFqIYQQzw99+fLEBwSQ1rw5pVeswPKrr3LtZX3x4kUuX74MgPnWrfx94ABVq1bN95rVqlXjzJkzAJw5c4aIiIgixdS8eXOOHz+ujDInJydz6dKlXOeNGTPGIPF2dnZm06ZNpKenA3Dp0iWSkpIoXbq0wZpsIYQQQrzaXviRaiGEEM8XvYUF92bMoPSqVVgGBpJw8SLjYmOJunULGxsbunfvzmcrVtDn2jUuW1hwuVEjAgIC2L17d57X8/T0VKZhv/HGG9SsWbNI8VSoUIElS5YwevRo0tLSAPD398fBwcHgPFdXVypUqKC879evH5GRkXh4eKDX67G2tmb9+vXUq1cPtVqNm5sbWq1W1lULIYQQrziV/l8jCC8w/Y0bN0o6BvECqFixIrdv3y7pMMRLSJ6tf9HrSf7sMxIXLuRgWhr+QCLQqFo1Qlq3Rj1qFBl16pR0lC8EebZEcZFnSxQXebZEcXmWz1bOlp+qR50nI9VCCCGKh0rFB+fOkZKWxgwgENgDtIiMJMzEhHY7dpAeE0NaixboLS1LOFghhBBCiMcja6qFEEIUm+joaHYCo4BLQE+gNmB7+zZGd+9icvIkpVesQBUXV6JxCiGEEEI8LhmpFkIIUWxsbGwA+D3njznwJjCialXqXr6M0bFjAKivXyftzTdJa9WKjNq1wUh+8xVCCCHEi0GSaiGEEMXG39+fsLAwrl27BkAKEGFvj8OXXxJbrRrqy5cxPX4cs2PHsAwMxPL//o+scuVIb9GC1DffJL15c/SlSpXshxBCCCGEKIAk1UIIIYqNnZ0dmzdvJiAggJiYGCpVqoS/vz92dnYAZDo4kOzgQHKfPqju3cP0t98wPXYM0yNHMNu9G9Rq0hs0IK1lS9JatiSzalVQPbJeiBBCCCHEMyPVv8UrR6pRiuIiz9ZTlJmJ8blzmB07humxY6hzRrozbWyUBDu9USMwNS3hQJ8NebZEcZFnSxQXebZEcZHq30IIIURhqNVkNGxIRsOGJA4ZglFMTPYI9vHjWOzcicXWrejNzUl/443sJPvNN8mqWLGkoxZCCCHEK0iSaiGEEM+9rEqVSOnWjZRu3SAlBdPTp7OT7GPHMP31VwAyHByyi521bJm9/7UUOxNCCCHEMyBJtRBCiBeLubkyBRy9HvXVq8ootqVOh+XmzejLlCGtRYvs85o3R1+6dElHLYQQQoiXlCTVQgghXlwqFZk1apBcowbJvXujun8f0xMnMD16FNNjxzDbsweMjLKLneWMYmfa2UmxMyGEEEI8NZJUCyGEeGnoraxI7dCB1A4dICsL43PnMD1+HNNjxyi1fj2l1q8nq1Il0lq2zN6yq0mTV6bYmRBCCCH+v707j46iSv8//u6s3VmQJUJCMAFFRGSVTXaEJIYkgBulyKKOAs6ICvw04jjqdwb1O6KMgqiAjgiiYCHIkhACiMrXwQU3FBcUVPbgsAkkvSTp/v3RoQ0QtpBOZ/m8zulD163b1U9yLnXy1L31lH8oqRYRkZopKIiiK66g6IorKLjtNoJ++82XYFtzc7EuX44nPPyPYmdduqjYmYiIiJwzJdUiIlIruBs2xJGejiM9HZxOQr/+mvANG7xLxT/5BICiiy/+o9hZy5YqdiYiIiJnpKRaRERqn/BwCjt3prBzZ/jznwnevv2PYmcLFxLx1lt4oqO9xc66dsV15ZV4oqMDHbWIiIhUQUqqRUSkdrNYKE5MxJ6YiH3IEG+xsy++8CXZ4e+95y121qrVH8XOEhNV7ExEREQAJdUiIiLH8URH4+zTB2efPt5iZz/84EuwI2fPJnL2bNwNG/ruw3a1bQvh4YEOW0RERAJESbWIiMipBAVR1KoVRa1aeYud7dvnTbA//ZTw1auxZmVBWBiudu3+KHbWsGGgoxYREZFKpKRaRETkLLljYnCkpeFISwOXy1vsrCTJDtuwAV54geKmTXF26YKrc2eKLr8cgoMDHbaIiIj4kZJqERGR8ggLo7BTJwo7dfIWO9uxwzeLHbFoERGmiScqylvsrEsXXJ06qdiZiIhIDaSkWkRE5HxZLBQnJGBPSMB+441Yjh79o9jZZ58R/v773mJnLVt6E+zOnSlu1kzFzkRERGoAJdUiIiIVzBMVhbN3b5y9e3uLnf34o28WO/K114h87TXcMTF/FDtr1w6s1kCHLSIiIuWgpFpERMSfgoIoatmSopYtKRg5kqD9+wnbsMFb7GztWqwrVkBo6PHFzho1CnTUIiIicpaUVIuIiFQid4MGOFJTcaSmeoudffONL8mOevFFePFFihMSfAl2zNoftwAAIABJREFUYatWgQ5ZRERETkNJtYiISKCEhVHYsSOFHTuSP2YMwbt2+ZaJ2955B9vbb+OJjCS4Vy/CW7f2Fju74IJARy0iIiKlKKkWERGpCiwWips0wd6kCfbrr8eSn0/oF18QtmEDoZ9/TvTKlWCxUNSype+RXcUXX6xiZyIiIgEWFOgARERE5GSeyEhcvXpxdMIEirKyODR1KgVDh0JhIZFz5lBv7FjqjxxJ1LRphH38MdjtgQ6Z9957j169etGjRw+mT59eZp+33nqLNm3akJycTHJyMm+++WaZ/eLj47nnnnt820VFRbRp04aRI0eeNoYpU6YwY8aMk9rz8vIYNWoUAOvXrz/jcdavX098fDyrVq3ytY0cOZL169ef9nNvvfUWeXl5p+0jIiI1i2aqRUREqrqgIIpatKCoRQsKRowg6MABQj/7jPBPPyX8/fex5uT8Ueysc2dvsbPY2EoNsbi4mIcffpj58+cTFxdHWloaKSkptGjR4qS+gwYN4oknnjjt8SIiIti8eTN2ux2bzca6deuIPY+fKTY2lpdffvmcPhMXF8e0adNISUk5688sXLiQli1bnlesIiJSvWimWkREpJpx16+PMyWFw3/7G/sXLOD3J5/Enp5O8J49RL30EvVvv516o0cT+corhH7zDRQV+T2mL7/8kqZNm5KYmEhYWBiDBw8mNzf3vI559dVX8+677wKwZMkSrr32Wt++gwcP8qc//YmkpCQyMjL47rvvfPu+/fZbhgwZQo8ePXjjjTcA2LFjB/369TvpOwoKCpgwYYLvIkDpmFu1akWdOnVYt27dSZ/7+uuvueGGG0hNTeWWW25h7969ZGVlsXHjRsaOHUtycjL2KrB6QERE/E9JtYiISHUWFkZhhw7kjxnDwVde4eArr5A/ejTuBg2wLVnCBZmZNLj5ZqL/938JX7MGy6FDfgkjLy+Pxo0b+7bj4uJOuQx6xYoVJCUlMWrUKHbt2nXKYw4ePJilS5ficDj4/vvv6dChg2/flClTaN26NWvWrGHixIncd999vn3ff/89c+fOZfny5Tz77LOnXY49depUevTowYoVK1i4cCGTJk2ioKDAt/++++5j6tSpx32msLCQv/3tb8yaNYuVK1dy00038dRTT5GRkUG7du2YPn06q1evxmaznfoXJiIiNYaWf4uIiNQgxfHx2K+7Dvt112EpKPAVOwvbsIHwdeu8xc5atMDVtSvOzp0pvuSSCil25vF4TmqzlHHc5ORkrr32WsLDw5k7dy7jxo1j4cKFZR6zVatW7Ny5k6VLl540y/zpp5/6lnP37NmTgwcPcvjwYQCuueYabDYbNpuN7t2789VXX3HFFVeU+R3r1q1j9erVvvuwnU7ncYl+165dAfjkk098bVu3bmXz5s3cfPPNALjdbho2bFj2L0ZqpKlTp7JkyRKCg4OxWCw89dRTXHnllYEO67z8/vvvvPPOO9x2222BDkWk2lFSLSIiUkN5IiJw9eyJq2dPcLsJ2bLF98iuiLlziZg7F3eDBrg6dfI+E7tDBzzlnF2Ni4tj9+7dvu09e/bQqFGjk/rVr1/f937YsGE8+eSTpz1uSkoK//jHP3j77bc5ePDgHz/baZL4E5P5spL70seZNWsWzZs3P679v//9r+/9vffey7Rp0wgODvZ9pkWLFixfvvy0sUvN9Nlnn7FmzRpWrlxJeHg4Bw4cwOVyBTqs83b48GHmzp2rpFqkHLT8W0REpDYoKXZWMHw4h6ZNY/+bb3Jk/HiKWrYkfN066kyaRAPD4IKHH8a6dClBpRLks9G+fXt++eUXtm/fjsvlYunSpWUW+Nq7d6/v/apVq05KZk900003MX78eC6//PLj2q+66ioWL14MeCt1169fn+joaAByc3NxOBwcOHCAjz76iHbt2p3y+H369GH27Nm+JH3Tpk1l9vn99999921fcsklHDhwgM8++wzwLgffvHkzAJGRkRw9evS0P5NUb7/99hv169cnPDwc8F4oio2N5b333qN3795ce+21PPLII74K8ydWpO/Xrx87duwAYNGiRaSnp5OcnExmZibFxcUAfPDBBwwcOJBrrrmG0aNHk5+fz8aNG31V8/v37098fDwAv/76K8OGDSM1NZXrrruOLVu2ADBu3DgeeeQRBg0aRLdu3cjKyvLF8NJLL5GWlkZSUhLPPPMMAE8++STbtm0jOTmZSZMm+fm3KFKzaKZaRESkFvLUq4czJQVnSgoUFhL67bfeWewNG4iaMQNmzKC4SRNcXbp4Z7GvuAJC/vizYfv27UyePJm8vDxiY2PJzMzk8ccfZ9jQoQz7/XfuuO46LrvsMgCefvpp2rVrR0pKCq+++iqrVq0iODiYunXr8txzz502zsaNG3PnnXee1D5hwgQmTJhAUlISVqv1uON06NCBkSNHsmvXLsaNG0dsbKwviTnRuHHjeOyxx0hKSsLj8dCkSRPmzp17Ur97772X22+/HYCwsDBmzpzJo48+yuHDhykuLubOO+/ksssuwzAMJk6ciNVqZdmyZbqvugbq06cPzz77LD179qRXr14MGjSIDh068MADD2CaJs2aNeOuu+4643F++uknli1bxpIlSwgNDeWhhx5i8eLF9O/fn6lTp/LWW28RERHBCy+8wKxZsxg/fjyrV68GYNKkSfTt2xeAzMxM/vnPf3LxxRfzxRdf8NBDD/luqdi7dy9Llixhy5Yt3H777WRkZPDBBx/wyy+/kJ2djcfj4bbbbuPjjz/mr3/9K5s3b/Z9h4icPUtZy6eqKc/uc7yqLrVTTEwM+/btC3QYUgNpbIm/VPbYCtq1i/ANGwj79FNf9XBPRASuK6/E1bkzP8fFMWTMGLZt2+b7TGJiIm+/+CItFy/GfsMNFJ5mdliqDp23yqe4uJhPPvmE9evXM2/ePO6++25ycnJ8qydWrVrFvHnzmDt3LlOmTCEyMtKXaPfr1485c+awZs0ann/+eRo0aACAw+Hg2muvpW3btowfP564uDjAuxKiY8eOTJkyBYBly5Yxb9485s+fj8PhoG3btlx88cW+2FwuFx988AHjxo2jd+/eXH/99QC0aNGCH3/8kX/84x9kZ2dTp04dwFsBf+zYsfTs2ZNbb72VtWvXVsjvSGNL/KUyx1ZJAc4zFh7RTLWIiIgcxx0fjz0+Hvu112Kx2wn98kvfLHb4hx9Sb/t2/n7oEB8Cm4FCIGnbNqKHD8fx4ot4IiII/vlnCAnBExzsneEu9b50W0UUSROpbMHBwXTv3p3u3bvTsmVLFi5ceMp794ODg3G73b5tp9MJeO/NHzJkCA899NBx/VetWkXv3r158cUXTzrW5s2bmTJlCosXL/Ydt06dOqecXQ4LC/O9PzaR5vF4GDt2LCNGjDiu76lWc4jImSmpFhERkVPy2Gy4unfH1b07eDyEbN3KwttvJ+7QIUbzx+X7ukD9I0e44N578dhsuKOjoaSw12kFB0NwMJ6QkJP/LavtWGJeVtuxf0NDT72vrLYzJP6e4GAIDT1tf4KCdIGgltiyZQtBQUHe2WG3m98+/JALL7yQ7777jl9//ZWmTZuyZMkSX/+LLrqINWvWAPDNN9+wfft2wFu1/vbbb2fUqFHExMRw8OBB8vPz6dixIw8//DC//PILzZo1w263s3v3bi688EL+8pe/MHXqVN/sdnR0NBdddBHLly9n4MCBeDwevvvuu1NWuwfo27cvTz/9NNdffz2RkZHs2bOH0NBQ1QMQOQ9KqkVEROTsWCwUNW/OhnbteOfnn6kLxOH9YyIUSOrRgwfGjSN461ZCv/4aZ3IyuN1YiouhqAiKinzvfW3FxVhO2OdrK72v5F+Ki7EUFGApte+k/se+49j7ynKuFwNOTPJPd6HgXC4GlLoAcKb+BAVhOXLk5AsE4nNi/YBBgwYxffp0PAcPct/Bg+Rdfjl/nTmT9PR0Ro4cSf369enSpQs//PADAGlpabz99tskJyfTvn1731LtFi1akJmZydChQ/F4PISEhPDEE0/QsWNHnn32We6++25fVfHMzEw+//xzdu7cyQMPPOCLbfXq1UyfPp2HHnqIqVOnUlRUxODBg0+bVPfp04effvqJQYMGARAREcHzzz9P06ZN6dy5M/369ePqq6/mkUce8devVKTG0T3VUuvoHh/xF40t8ZeqNra2b9/OzTfffNI91QsWLCAhISGAkZXB4wG3+/ik/cTkvrDw9In/+VwMKDl+WfvOdDHgpH1+uEAQEhJCUVHR8Y0Wy8nJ/Qmz/xVxMaBCVxKc2FZBtxecaqwvmzSJiz/4gCPjx+OpV++kz61fv54ZM2aUWfSutqhq5y2pOXRPtYiIiFR7CQkJLFiwgMmTJ7N3714aNWpEZmZm1UuowZcgEhxM6WmEajml4PH8kXiXTsDPIfE/8UJBdEQE+QcPnrr/iRcATnURwenEkp9/1hcKKHWPsV8FBZ3XbQV73n+f0du2UQQcBlYCMdu2EfPnP1OweDGeunUr5+cQkSpNSbWIiIics4SEBKZPnx7oMGoXi+WPmdiSpvO9OBAVE4M9ELOJbvfxs/Znu0LgXFcNlGeVQakLBHUOHKAl3j+YGwA3Az8AL8fFcc8PP2DLzga3G/sNN1DUooXvxztWxExEagcl1SIiIiJSuYKCICjIu6y8RFVcPfDC2LG88847ANiANGAIMGzfPiIXLMCRlIQjPZ1i7xJREamlVIlCRERERKQMmZmZJCYmAmAHFgEPJiRQ8NxzuDp2xJaVRb3Ro7ngb38j7MMPK7cwnohUGZqpFhEREREpw6nqB8QkJHAkOZmjBw9izc3Flp1NnSeewB0TgyM1FUdqKu6Sx16JSM2n6t9S66gapfiLxpb4i8aW+IvGVgUpLiZswwasWVmEff45BAfj7NYNR0YGhW3b1spnmGtsib+o+reIiIiISE0THIzrqqtwXXUVQbt2YVuxAuuqVYR/+CHFF12EPT0dZ1ISnsjIQEcqIn6ge6pFRERERCqIOz6e/FGj2D9vnvc51jYbUTNmUH/YMKKmTSN469ZAhygiFUwz1SIiIiIiFS08HGdKCs6UFEJ+/BFrdjbWNWuw5uRQdPnl3tnrXr0gLCzQkYrIedJMtYiIiIiIHxW1aMHR8ePZ/8Yb5I8ejeXwYaKfeYYGI0YQ+eqrBOXlBTpEETkPmqkWEREREakEnuho7Nddh33wYEK/+gpbVha2RYuwvf02rk6dcAwciKtjR+9zvEWk2lBSLSIiIiJSmYKCKLzySgqvvJKg//4Xa04O1pwc6jz6KO5GjbCnpeFIScFTt26gIxWRs6CkWkREREQkQNwXXkjByJEUDB1K+EcfYc3KInL2bCJffx1n797Y09MpuvzyWvlYLpHqQkm1iIiIiEighYbi7N0bZ+/eBG/bhi07m/A1awhfu5aiiy/GkZGBo29fsNkCHamInEA3bIiIiIiIVCHFiYkc/ctfOPDGGxy95x7weIiaNo0Gw4cT+dJLBG/fHugQRaQUzVSLiIiIiFRBHpsNR1oajgEDCPnuO29hsxUrsC1bRmHbttgzMnB16wYh+pNeJJD0P1BEREREpCqzWCi64gqOXHEFR0ePxrpqFbYVK6jz5JO469fHMWAAjtRU3DExgY5UpFZSUi0iIiIiUk146tXDftNN2IcMIWzDBqxZWUS8+SYR8+fj6tYNe3o6he3bq7CZSCVSUi0iIiIiUt0EBeHq2hVX164E7d6NLScH68qVhP3nPxQ3aYIjPR1HUhKeqKhARypS41XJpNowjCBgElAH+Mw0zTkBDklEREREpEpyN25M/h13kD9iBOH/93/YsrKInDmTyNmzcVx9NY6MDIqaNw90mCI1VqUl1YZhvApkAL+Zptm6VHsqMBUIBl4xTfOfwGAgHjgA7KysGEVEREREqq2wMJz9++Ps35+QLVuwZmVhfe89rLm5FLVsiT09HWfv3hAWFuhIRWqUynyk1mtAaukGwzCCgReAAUArYKhhGK2Ay4CPTNOcAPy5EmMUEREREan2ipo35+i4cex/4w3yx4zBcuQI0VOmeB/L9e9/E7RnT6BDFKkxKm2m2jTNdYZhND2huQuwxTTNnwEMw1iAd5Z6B+Aq6VN8qmMahjEaGF1yfGJU8VDOQkhIiMaK+IXGlviLxpb4i8ZWLRATA3feCXfcgeWzzwhevJjoZcuIXroUT9euuG+4AU/37hBUsXNtGlviL1VxbAX6nup4vAn0MTuBrniXgz9vGEYvYN2pPmya5ixgVsmmZ9++ff6KU2qQmJgYNFbEHzS2xF80tsRfNLZqmWbN4P/9P4JuvRXrypVYc3II+vBD3A0bYk9Lw5GSgqdevQr5Ko0t8ZfKHFuNGzc+q36BTqrLqvXvMU2zALijsoMREREREanp3DExFAwfTsHNNxP20UfewmavvUbk66/j7NULe0YGRa1a6bFcImcp0En1TuCiUttNgN0BikVEREREpPYICcHVqxeuXr0I3r4d64oVWFevJvz99ylq1gxHRgbOq6/GY7MFOlKRKi3QSfUG4FLDMJoBu4CbgVsCG5KIiIiISO1SnJBA/l13kX/rrVjffx9rVhZRzz9P5Cuv4ExKwp6eTnFiYqDDFKmSKvORWvOBvkCMYRg7gcdM0/y3YRhjgVy8j9R61TTNbysrJhERERERKcVmwzFgAI7UVEK+/x5bdjbWnBysy5dT2KaNd/a6WzcIDQ10pCJVhsXj8QQ6hori2b1bK8flzFQ4Q/xFY0v8RWNL/EVjS86G5dAhrKtXY8vOJmjvXtz16uFITcWRlob7FFWYNbbEXwJQqOyMxQUCvfxbRERERESqME/dutiHDMF+ww2Eff451uXLiViwgIi33sLVtSv2jAwK27ev8MdyiVQXSqpFREREROTMgoJwde6Mq3NngvLysK1YgTU3l7CPPqI4Ph5HejqOpCQ80dGBjlSkUulykoiIiIiInBN3bCz5f/oT+19/nSMPPICnTh0iZ82iwfDhRD37LHz/faBDFKk01X6m2jCMgcBA0zQDHYqIiIiISO0SFoazXz+c/foRvHUrtuxswteuJWTtWuo2a4Y9IwNnnz4QHh7oSEX8RoXKpNZR4QzxF40t8ReNLfEXjS3xB0t+Phd++imFb75J8M6deKKicKSkYE9Lwx0fH+jwpJpToTIREREREanRPJGRuIcM4WDfvoR+8w3WrCxsS5diW7wYV8eOODIycHXposJmUmMoqRYRERERkYpnsVDYti2FbduSv38/1pUrsebkUOfvf8d94YXY09JwXHMNnnr1Ah2pyHlRUi0iIiIiIn7lbtCAgmHDKLjpJsI+/hhbdjaRc+YQOW8ezh49sA8cSNEVV4DljCttRaocJdUiIiIiIlI5QkJw9eyJq2dPgnfuxJqdjXX1asLXraM4MdFb2Kx/fzw2W6AjFTlrupFBREREREQqXXGTJuSPGcP+11/n6LhxeEJCiHrhBeoPG0bUCy8Q/OuvgQ5R5KxoplpERERERALHZsNxzTU4UlII2bwZW3Y21txcrFlZFLZujSMjA2f37hAaGuhIRcqkpFpERERERALPYqGoZUuOtGzJ0VGjsK5ahTU7m+h//pPIunW9iXdaGu6GDQMdqchxlFSLiIiIiEiV4qlTB/uNN2K//npCP/8cW3Y2EaZJxMKFuLp0wZ6RQWGHDnosl1QJSqpFRERERKRqCgqisHNnCjt3JigvD+vKldhWriTs448pjovDkZ6OIyUFT3R0oCOVWqzaX9oxDGOgYRizAh2HiIiIiIj4jzs2loLbbmP/3LkcefBB3PXrE/nKKzQYNoyof/2LkB9/DHSIUktZPB5PoGOoKJ7du3cHOgapBmJiYti3b1+gw5AaSGNL/EVjS/xFY0v8pbLGVvDPP2PLziZ87VosDgdFl17qfSxX795gtfr9+6XyVeZ5q3HjxgBnfHh6tZ+pFhERERGR2qn44os5es89HHjjDY7++c9YnE6in32WBsOHEzlzJsG7dgU6RKkFdE+1iIiIiIhUa56ICByDBuEYOJDQTZuwZmVhW74c25IlFHbogD0jA1fXrhAcHOhQpQZSUi0iIiIiIjWDxUJhmzYUtmnD0QMHsOXmYl2xgjqTJuGOicExYACO1FTc9esHOlKpQZRUi4iIiIhIjeOpX5+CoUMpMAzCPvkEW1YWEa+/TsSbb+Ls0QNHRgaFrVuD5Yy3zIqclpJqERERERGpuYKDcXXvjqt7d4J37cKanY119WrC162jOCEBe3o6zqQkPBERgY5UqikVKhMRERERkVqhOD6e/NGj2f/66xwZPx5PeDhRL71E/WHDiJo2jeCffw50iFINaaZaRERERERqF6sVZ0oKzpQUQn780Tt7vWYN1pwcClu1wpGRgbNHDwgLC3SkUg0oqRYRERERkVqrqEULjrZoQf6dd2JdvRprdjbRkycTdcEF2FNTcQwYgLtRo0CHKVWYkmoREREREan1PNHR2K+/Hvu11xL65ZfewmYLFxJhmri6dMGenk5hx44QpDto5XhKqkVERERERI4JCqKwY0cKO3Yk6LffsObkYF25kgs++YTi2FgcaWk4UlLwXHBBoCOVKkKXWURERERERMrgbtiQgltv5cDcuRyZOBH3hRcS+eqrNBgxguhnniHkhx/A4wl0mBJg1X6m2jCMgcBA0zQDHYqIiIiIiNREoaE4+/TB2acPwb/+ii07m/B33yX83Xcpat4cR0YGjj59wGoNdKQSABZPzbmy4tm9e3egY5BqICYmhn379gU6DKmBNLbEXzS2xF80tsRfasPYstjthL/7LrasLIK3bcMTGYkjKQlHRgbFTZoEOrwaqzLHVuPGjQEsZ+pX7WeqRUREREREKpvHZvPOUKenE/Ltt9iysryvpUspbN8ee3o6rm7dIDg40KGKnympFhERERERKS+LhaLWrTnSujVHDx7EmpuLLTubOk88gTsmBkdqKo7UVNwNGgQ6UvETJdUiIiIiIiIVwFOvHvabb8ZuGIR9+inWrCwi5s0jYv58nN264cjIoLBtW7CccUWxVCNKqkVERERERCpSUBCuq67CddVVBO3ahS0nB2tuLuEffkhxkybYMzJwJiXhiYwMdKRSAfRILRERERERET9xx8eTf+ed7J83jyMTJuCJiCBqxgzqDxtG1NSpBG/dGugQ5TxpplpERERERMTfwsNxJifjTE4m5KefsGZlYV27FuvKlRRdfjn29HScvXpBWFigI5VzpJlqERERERGRSlR06aUcHT+e/fPmkT96NJbDh4l+5hkajBhB5KuvEpSXF+gQ5RxoplpERERERCQAPNHR2K+7DvvgwYRu3Oh9JNeiRdjefhtXp044MjJwdeoEQZoLrcqUVIuIiIiIiARSUBCFHTpQ2KEDQfv2Yc3JwZqTQ53HHsPdqBH2tDQcKSl46tYNdKRSBiXVIiIiIiIiVYQ7JoaCESMoGDqUsPXrsWVlETl7NpGvv46zd2/s6ekUXX65HstVhSipFhERERERqWpCQnD17o2rd2+Ct23Dlp1N+Jo1hK9dS9HFF+PIyMDRty/YbIGOtNbT4nwREREREZEqrDgxkaN/+QsH3niDo/fcAx4PUdOm0WD4cCJfeong7dsDHWKtVu1nqg3DGAgMNE0z0KGIiIiIiIj4jcdmw5GWhmPAAEK+/95b2GzFCmzLllHYti32jAxc3bpBSLVP86oVi8fjCXQMFcWze/fuQMcg1UBMTAz79u0LdBhSA2lsib9obIm/aGyJv2hsVR7LwYNYV63CtmIFQb/9hrt+fRwDBuBITcUdExPo8CpcZY6txo0bA5zx5nVdwhAREREREammPPXqYb/pJuxDhhC2YQPWrCwi3nyTiPnzcXXrhj09ncL27VXYzI+UVIuIiIiIiFR3QUG4unbF1bUrQXv2YFuxAmtuLmH/+Q/FTZrgSE/HkZSEJyoq0JHWOCpUJiIiIiIiUoO44+LIv+MO9s+bx5H778cTHU3kzJk0GDaMqOeeI2TLlkCHWKNoplpERERERKQmCgvD2b8/zv79Cd6yxftYrvfew5qbS1HLltjT03H27g1hYYGOtFrTTLWIiIiIiEgNV9y8OUfvu48D8+Zx9K67sBw9SvSUKd7Hcv373wTt2RPoEKstJdUiIiIiIiLn4L333qNXr1706NGD6dOnl9ln5syZ9O3bl6SkJAzDYOfOnb59F110EcnJySQnJ3PbbbeV+flx48ZxySWXcPToUV/bo48+Snx8PAcOHDhlbDt27KBfv35l7rv//vvZvHs3jsGDafH11/w8cSKFbdtiW7yY+nfcQZ1HHiHs44/B7Qaga9eujBo1yvf5rKwsxo0bd8rvBti0aRPvvvvuafvUNFr+LSIiIiIicpaKi4t5+OGHmT9/PnFxcaSlpZGSkkKLFi2O69e6dWtycnKw2WzMmTOHxx9/nBkzZgBgtVpZvXr1Gb+rWbNm5ObmcsMNN+B2u1m/fj2xsbHljv2ZZ545bruoTRsO9+lD0L59WFeuxLpyJXX+/nfcDRtiT0sDt5uNGzeyefNmLrvssrP6jm+//Zavv/6a/v37lzvO6kYz1SIiIiIiImfpyy+/pGnTpiQmJhIWFsbgwYPJzc09qV+PHj2w2WwAdOzYkT3lWF49ePBgli1bBsD69evp1KkTISF/zIvOnDmTfv360a9fP15++WVfe1FREffddx9JSUmMGjUKu90OwI033sjGjRtP+p6FH3zA1fPn03HvXkZdeCGuRo2IfO01gvft477mzZk+aRJ4PMd9pqCggAkTJvguKuTm5uJyuXjmmWdYtmwZycnJLF269Jx/5upISbWIiIiIiMhZysvLo3Hjxr7tuLg48vLyTvuZ+fPnc/XVV/u2nU4nAwYMICMjg5UrV57yc82aNWP//v0cOnSIpUuXMnjwYN++r7/+GtM0ycrKYvny5bz55pts2rTdjVhCAAANWklEQVQJgK1btzJ8+HDWrFlDdHQ0c+bMOeV3/PTTTyxbtowlS5Z4Z8/j45nduTMHZ87EbbNx05EjfLt+PftvvZWwL77AUlwMwNSpU+nRowcrVqxg4cKFTJo0iaKiIu6//34GDRrE6tWrj4u3JtPybxERERERkbPkOWHGFsBisZyy/6JFi9i4cSOLFi3ytX366afExsaybds2DMOgZcuWNG3atMzPp6WlsXTpUr788kueeuqp446RmppKREQEAAMGDOCTTz4hJSWFxo0b07lzZwCuv/56Xn31Ve66664yj//hhx/yzTffkJaWBoDD4SAmJobiIUPwREdzeMYM7n7xRZ5Zu5YBP/1EWEEBUS++yLo1a1i9erVvSbvT6WTXrl2n+c3VXEqqRUREREREzlJcXBy7d+/2be/Zs4dGjRqV2XfdunVMmzaNRYsWER4e7ms/dl90YmIi3bp1Y9OmTadMqgcPHsw111zDkCFDCAr6Y6FxWcn9MScm+adL+j0eD0OGDOGhhx4qu4PNxqD/+R/+9f77XJKaivuDD7Dm5BC8bRvzk5JIuOUWnN26QWgoAF988cUpv6um0vJvERERERGRs9S+fXt++eUXtm/fjsvlYunSpaSkpJzUb9OmTUycOJHZs2cTExPjaz906BBOpxOAAwcOsGHDhpOKnJUWHx/Pgw8+yK233npc+1VXXUVubi52u52CggJWrlxJ165dAdi1axefffYZAEuXLvXNWpelZ8+eZGVlsW/fPgAOHjx4XKVygNDQUEaNGsXMZcsobN2a/a+/Tt8ePZj51VdEPfkk9W+9lS3//CdB+/YRFRV1XMXy2kAz1SIiIiIiImcpJCSExx9/nFtuuQW3281NN93kq4z99NNP065dO1JSUpg0aRL5+fmMGTMG8CbHr732Gj/99BMTJ07EYrHg8XgYO3bsaZNqgBEjRpzU1qZNG4YMGUJ6ejoAQ4cOpXXr1uzYsYNLL72UhQsXMnHiRJo1a3ZSQl5aixYtyMzMZOjQoXg8HkJCQnjiiSdo0qTJcf2GDh3KtGnTAPDUrcvdM2bw2GOP0eH//g927qTpF1+wNCeH62JjeXHPHpKTkxk7diwdOnRg8uTJ5OXlERsbS2ZmJgkJCWf/C68GLKdbNlDNeEovwxA5lZiYGN+VOJGKpLEl/qKxJf6isSX+orFV+wTl5WHNySFiwQKC8/JwtW/Pzp49ue7f/+bbHTt8/RITE1mwYEG5E+vKHFslBelOvXa+hJZ/i4iIiIiIyHlxx8ZScPvt7Fu+nIL0dMI2biRq8mRm7tjBI0DLkn7btm1j8uTJgQy1wlX7pNowjIGGYcwKdBwiIiIiIiK1meXgQWxLlkBUFAWGwYuNG5MNJAOlF7Dv3bs3QBH6R7W/p9o0zeXAcmBUoGMRERERERGplVwuIkwTZ//+2A0DgG937+adLVuYBkSW6nqqaunVVbWfqRYREREREZEACwsjf8wYipo39zVlZmaSmJhIPvBbSVtiYiKZmZkBCdFfqv1MtYiIiIiIiFQ9CQkJLFiwgMmTJ7N3714aNWpUI6t/K6kWERERERERv0hISGD69OmBDsOvtPxbREREREREpJyUVIuIiIiIiIiUk5JqERERERERkXJSUi0iIiIiIiJSTkqqRURERERERMpJSbWIiIiIiIhIOSmpFhERERERESknJdUiIiIiIiIi5aSkWkRERERERKSclFSLiIiIiIiIlJOSahEREREREZFyUlItIiIiIiIiUk5KqkVERERERETKSUm1iIiIiIiISDkpqRYREREREREpJyXVIiIiIiIiIuUUEugAzpdhGAOBgaZpBjoUERERERERqWWqfVJtmuZyYDkwKtCxiIiIiIiISO2i5d8iIiIiIiIi5aSkWkRERERERKSclFSLiIiIiIiIlJOSahEREREREZFysng8nkDHUFFqzA8iIiIiIiIiVYLlTB1q0ky1RS+9zuZlGMbngY5Br5r50tjSy18vjS29/PXS2NLLXy+NLb389QrA2DqjmpRUi4iIiIiIiFQqJdUiIiIiIiIi5aSkWmqjWYEOQGosjS3xF40t8ReNLfEXjS3xlyo3tmpSoTIRERERERGRSqWZahEREREREZFyUlItIiIiIiIiUk4hgQ5AxF8Mw7gImAvEAm5glmmaUw3D+B9gFPDfkq5/NU1zRWCilOrIMAwrsA4Ix3sefds0zccMw2gGLADqA18AI0zTdAUuUqluTjO2XgP6AL+XdL3NNM2vAhOlVGeGYQQDnwG7TNPM0HlLKkoZY+s1dN6SCmAYxq/AEaAYKDJNs5NhGPWBt4CmwK+AYZrmwUDFqJlqqcmKgP9nmublwFXA3YZhtCrZ96xpmu1LXkqo5Vw5gX6mabYD2gOphmFcBTyFd2xdChwE7ghgjFI9nWpsATxQ6rylP0ylvO4Dvi+1rfOWVJQTxxbovCUV5+qScdSpZHsi8G7Juevdku2AUVItNZZpmntM0/yi5P0RvCf6+MBGJTWBaZoe0zSPlmyGlrw8QD/g7ZL2OcC1AQhPqrHTjC2R82YYRhMgHXilZNuCzltSAU4cWyKVYDDecxZUgXOXkmqpFQzDaAp0AD4paRprGMbXhmG8ahhGvcBFJtWVYRjBhmF8BfwGrAa2AodM0ywq6bITXcSRcjhxbJmmeey89UTJeetZwzDCAxiiVF/PAZl4b4kCaIDOW1IxThxbx+i8JRXBA6wyDONzwzBGl7Q1Mk1zD3gn0oCGAYsOJdVSCxiGEQUsAsaZpnkYeAm4BO/Syj3AlACGJ9WUaZrFpmm2B5oAXYDLy+imGUY5ZyeOLcMwWgMPAS2BznjvfX0wgCFKNWQYRgbwm2man5dqtpTRVectOSenGFug85ZUnB6maV4JDMB7O2fvQAd0IiXVUqMZhhGKN6F+wzTNxQCmae4t+aPVDbyMNyESKRfTNA8B7+O9b7+uYRjHCkA2AXYHKi6p/kqNrdSS21k8pmk6gdnovCXnrgcwqKTgzwK8y76fQ+ctOX8njS3DMObpvCUVxTTN3SX//ga8g3cs7TUMIw6g5N/fAhehkmqpwUruFfs38L1pmv8q1R5Xqtt1wKbKjk2qN8MwLjQMo27JexuQhPee/feAG0u63QosDUyEUl2dYmz9UOoPBwve+8Z03pJzYprmQ6ZpNjFNsylwM7DWNM1h6Lwl5+kUY2u4zltSEQzDiDQMI/rYeyAF71hahvecBVXg3KVHaklN1gMYAXxTcn8iwF+BoYZhtMe7xO1XYExgwpNqLA6YU/L4kCDANE0zyzCM74AFhmE8DnyJ96KOyLk41dhaaxjGhXiX634F3BXIIKVGeRCdt8Q/3tB5SypAI+AdwzDAm7u+aZrmSsMwNgCmYRh3ANuBIQGMEYvHo1tnRERERERERMpDy79FREREREREyklJtYiIiIiIiEg5KakWERERERERKScl1SIiIiIiIiLlpKRaREREREREpJyUVIuIiIiIiIiUk55TLSIiUgkMwzhaajMCcALFJdtjTNN8owK/KxKYC3QCEoBupml+fJr+HwPtgaJSzTmmaQb0uZ8iIiLVgZJqERGRSmCaZtSx94Zh/ArcaZrmGj99nQf4APgXsPwsP3OnaZrzztTJMIwQ0zSLztR2rscQERGprpRUi4iIVAGGYdiAZ4Dr8c5gzwf+appmoWEYqcB04A3gHuAQ8KBpmgvLOpZpmgXAtJLjus8zrmPfPQcYCywzDGPRiW3AKMMw7gYmAHXxJvV/Nk1zr2EYVsAO/AW4HygEWp5PXCIiIlWF7qkWERGpGv4OtAXaAB2BvkBmqf1NgTAgFhgNzDEMo1klxdYUCAUuAu4tq80wjDTgEeA6IB7YB5w4852B92fr4PeIRUREKolmqkVERKqGYcAI0zT3ARiG8TjwFPBEyf4i4O+mabqANYZhrAFuBJ6uoO+faRjG9FLbT5umeey7ncAk0zQLS2Irq20YMMs0za9LtjOBA4ZhxOKdWQd4wjTNQ4iIiNQgSqpFREQCzDAMC94Z6G2lmrfhnfE95r+maTpO2N/YMIwWwBclbQ7TNGPKGcaY09xTnXcseT5NW2Ng7bEN0zQPGYZxGO/PcCyR3lHO2ERERKosJdUiIiIBZpqmxzCMPCAR2FrSnADsKtUtxjAMa6nEOgH40DTNH4Eo/MtzFm278cYPgGEYFwB1OP5nKOs4IiIi1ZqSahERkaphPvCYYRgbgWDgYY6/JzkUeMQwjL8DPYFkYPypDmYYRjhgKdkMOyEh94f5wMuGYZjAFrxL19eapplXUqhMRESkRlKhMhERkarhUeA74FvgK+A/wORS+3/Fe191HvAqcLtpmj+f5njb8FbcboC3Ere95P7mU3nFMIyjpV7rzyV40zSzgP/FWwl8N97l7CPO5RgiIiLVkcXj0UosERGRquzYY61M02we6FhERETkeJqpFhERERERESknJdUiIiIiIiIi5aTl3yIiIiIiIiLlpJlqERERERERkXJSUi0iIiIiIiJSTkqqRURERERERMpJSbWIiIiIiIhIOSmpFhERERERESmn/w96c+UP+5GpQgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1188x684 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def scatter_plot(is_student, is_train, filter_by_error=100):\n",
" fig, ax = plt.subplots()\n",
" fig.set_size_inches(16.5, 9.5)\n",
"\n",
" # build pareto curve\n",
" pareto = [(top1, size) for paper, top1, size, multadds in litresults]\n",
" pareto = sorted(pareto, key=lambda x: x[1])\n",
" keep_idxs = []\n",
" for i, (top1, size) in enumerate(pareto):\n",
" # drop points that are strictly dominated by other points in the set\n",
" if dominates((top1, size), pareto):\n",
" keep_idxs.append(i)\n",
" \n",
" pareto = [pareto[i] for i in keep_idxs]\n",
" x, y = zip(*pareto)\n",
" ax.plot(x, y, c='red', alpha=0.8, label='Pareto Boundary')\n",
" ax.legend()\n",
"\n",
" plt.ylabel('Size (no. parameters)')\n",
" plt.xlabel('Top-1 Error')\n",
" plt.yscale('log')\n",
" title = f'ImageNet: Size vs. Validation Top-1 Error'\n",
" plt.title(title)\n",
"\n",
" texts = []\n",
" moonshine_labeled = False\n",
" for paper, top1, size, multadds in litresults:\n",
" if 'moonshine' in paper.lower():\n",
" ax.scatter(top1, size, c='blue', label=None if moonshine_labeled else 'Moonshine')\n",
" texts.append(ax.annotate(paper, (top1, size)))\n",
" moonshine_labeled = True\n",
" else:\n",
" ax.scatter(top1, size, c='black')\n",
" texts.append(ax.annotate(paper, (top1, size)))\n",
" ax.legend()\n",
" \n",
" adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))\n",
" return fig\n",
"\n",
"fig = scatter_plot(True, False)\n",
"fig.savefig('imagenet-vsparams.pdf')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1188x684 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def versus_multadds(is_student, is_train, filter_by_error=100):\n",
" fig, ax = plt.subplots()\n",
" fig.set_size_inches(16.5, 9.5)\n",
"\n",
" # build pareto curve\n",
" pareto = [(top1, multadds) for paper, top1, size, multadds in litresults]\n",
" pareto = sorted(pareto, key=lambda x: x[1])\n",
" keep_idxs = []\n",
" for i, (top1, multadds) in enumerate(pareto):\n",
" # drop points that are strictly dominated by other points in the set\n",
" if dominates((top1, multadds), pareto):\n",
" keep_idxs.append(i)\n",
" \n",
" pareto = [pareto[i] for i in keep_idxs]\n",
" x, y = zip(*pareto)\n",
" ax.plot(x, y, c='red', alpha=0.8, label='Pareto Boundary')\n",
" ax.legend()\n",
"\n",
" plt.ylabel('Operations (Mult-Adds)')\n",
" plt.xlabel('Top-1 Error')\n",
" plt.yscale('log')\n",
" title = f'ImageNet: Operations vs. Validation Top-1 Error'\n",
" plt.title(title)\n",
"\n",
" texts = []\n",
" moonshine_labeled = False\n",
" for paper, top1, size, multadds in litresults:\n",
" if 'moonshine' in paper.lower():\n",
" ax.scatter(top1, multadds, c='blue', label=None if moonshine_labeled else 'Moonshine')\n",
" texts.append(ax.annotate(paper, (top1, multadds)))\n",
" moonshine_labeled = True\n",
" else:\n",
" ax.scatter(top1, multadds, c='black')\n",
" texts.append(ax.annotate(paper, (top1, multadds)))\n",
" ax.legend()\n",
" \n",
" adjust_text(texts, arrowprops=dict(arrowstyle=\"->\", color='r', lw=0.5))\n",
" return fig\n",
"\n",
"fig = versus_multadds(True, False)\n",
"fig.savefig('imagenet-vsmultadds.pdf')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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