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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"German Traffic Sign Recognition Benchmark (GTSRB)\n",
"=================================================\n",
"---\n",
"Introduction au Deep Learning (IDLE) - S. Aria, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020\n",
"\n",
"## Episode 1 : Preparation of data\n",
"\n",
" - Understanding the dataset\n",
" - Preparing and formatting data\n",
" - Organize and backup data\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1/ Import and init"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IDLE 2020 - Practical Work Module\n",
" Version : 0.1.1\n",
" Run time : Saturday 4 January 2020, 17:23:27\n",
" Matplotlib style : idle/talk.mplstyle\n",
" TensorFlow version : 2.0.0\n",
" Keras version : 2.2.4-tf\n"
]
}
],
"source": [
"import os, time, sys\n",
"import csv\n",
"import math, random\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import PIL\n",
"\n",
"from skimage import exposure\n",
"from skimage.morphology import disk\n",
"from skimage.filters import rank\n",
"from skimage import exposure\n",
"\n",
"import idle.pwk as ooo\n",
"\n",
"ooo.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2/ Read the dataset\n",
"Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n",
" - Each directory contains one CSV file with annotations (\"GT-<ClassID>.csv\") and the training images\n",
" - First line is fieldnames: Filename;Width;Height;Roi.X1;Roi.Y1;Roi.X2;Roi.Y2;ClassId \n",
" \n",
"### 2.1/ Usefull functions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def read_dataset_dir(csv_filename):\n",
" '''Reads traffic sign data from German Traffic Sign Recognition Benchmark dataset.\n",
"\n",
" Arguments: csv filename\n",
" Example /data/GTSRB/Train.csv\n",
" Returns: list of images, list of corresponding labels'''\n",
"\n",
" # ---- csv filename and path\n",
" #\n",
" name=os.path.basename(csv_filename)\n",
" path=os.path.dirname(csv_filename)\n",
" \n",
" # ---- Read csv file\n",
" #\n",
" f,x,y = [],[],[]\n",
" with open(csv_filename) as csv_file:\n",
" reader = csv.DictReader(csv_file, delimiter=',')\n",
" for row in reader:\n",
" f.append( path+'/'+row['Path'] )\n",
" y.append( int(row['ClassId']) )\n",
" csv_file.close()\n",
" nb_images = len(f)\n",
"\n",
" # ---- Read images\n",
" #\n",
" for filename in f:\n",
" image = PIL.Image.open( filename )\n",
" image.load()\n",
" x.append(image)\n",
" ooo.update_progress(name,len(x),nb_images)\n",
"\n",
" # ---- Return\n",
" return x,y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 Read the data\n",
"We will read the following datasets:\n",
" - **x_train, y_train** : Learning data\n",
" - **x_test, y_test** : Validation or test data\n",
" - x_meta, y_meta : Illustration data\n",
" \n",
"The learning data will be randomly mixted and the illustration data sorted."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train.csv [########################################] 100.0% of 39209\n",
"Test.csv [########################################] 100.0% of 12630\n",
"Meta.csv [########################################] 100.0% of 43\n",
"CPU times: user 9.39 s, sys: 9.77 s, total: 19.2 s\n",
"Wall time: 19.3 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"# ---- Read datasets\n",
"(x_train,y_train) = read_dataset_dir('./data/origine/Train.csv') # , 39209)\n",
"(x_test ,y_test) = read_dataset_dir('./data/origine/Test.csv') # , 12630)\n",
"(x_meta ,y_meta) = read_dataset_dir('./data/origine/Meta.csv') # , 43)\n",
" \n",
"# ---- Shuffle train set\n",
"combined = list(zip(x_train,y_train))\n",
"random.shuffle(combined)\n",
"x_train,y_train = zip(*combined)\n",
"\n",
"# ---- Sort Meta\n",
"combined = list(zip(x_meta,y_meta))\n",
"combined.sort(key=lambda x: x[1])\n",
"x_meta,y_meta = zip(*combined)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3/ Few statistics about train dataset\n",
"We want to know if our images are homogeneous in terms of size, ratio, width or height.\n",
"\n",
"### 3.1 Do statistics "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"train_size = []\n",
"train_ratio = []\n",
"train_lx = []\n",
"train_ly = []\n",
"\n",
"test_size = []\n",
"test_ratio = []\n",
"test_lx = []\n",
"test_ly = []\n",
"\n",
"for image in x_train:\n",
" (lx,ly) = image.size\n",
" train_size.append(lx*ly/1024)\n",
" train_ratio.append(lx/ly)\n",
" train_lx.append(lx)\n",
" train_ly.append(ly)\n",
"\n",
"for image in x_test:\n",
" (lx,ly) = image.size\n",
" test_size.append(lx*ly/1024)\n",
" test_ratio.append(lx/ly)\n",
" test_lx.append(lx)\n",
" test_ly.append(ly)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Show it"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_train size : 39209\n",
"y_train size : 39209\n",
"x_test size : 12630\n",
"y_test size : 12630\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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33HDDCmW77747u++++5i0y6HgkiRJkiTVYGItSZIkSVINJtaSJEmSJNXgHGtJGoD3nZYkSSo1FwKbCjJzxPvYYy1JkiRJGtCMGTNYtGhRVwlnv8lMFi1axIwZM0a0nz3WkiRJkqQBbbDBBtx///088sgjE92UcTFjxgw22GCDEe1jYi1JkiRJGtAqq6zCRhttNNHN6Gkm1pIkSZI0ClyfZepyjrUkSZIkSTWYWEuSJEmSVIOJtSRJkiRJNUx4Yh0Rr42IYyLi6oh4JCKejIgFEfGFiFi9Q/zrIuLCiHgsIv4UEVdGxDsHOPZaEXFyRCyMiCUR8duI+FR0uAFbRKwUEYdGxC1V7H0RcVynNkiSJEmS1DThiTWwD3AocAdwDPD3wK3AscBVEbFqMzAiNgauArYG/qmKnQlcEhE7th40IqYBlwKfBM4FDqyOWwBHd2jHCcDxwO+q2POBg4CLIqIXPidJkiRJUg/qhVXBvw98OTMXt5R9IyJuA74A7AucUpV/GVgbeEtmLgCIiLOB3wKnRsRf5It3Ld8P2BI4KDNPrspOj4gLgM9HxDcz857qGG+gTKZ/kJl/02xERNwFnAR8GDhntN+4JEmSJKn/TXhPbGZe15ZUN51bbTcDqIZkvx+4vJlUV/v/ETgDeC1lIt20J/AUcHrbcU8EVgH+tqVsDyCqulanV8fYawRvSZIkSZI0hfRCj/VANqi2D1fbNwHTgV92iL262m4JXFMN3Z4LXJ+ZS9pirwGWsXwSvmVVdk1rYGYuiYgFbbGSRsFQ93kE7/UoSZKk/jDhPdadRMTKwFHAc7w4BHv9aruwwy7NslnV9qXAqp1iM/MZYFFLbPPYj1Z1nY69bjVnW5IkSZKk5fRkYk05JHsr4KjMvLUqW63adkp+l7TFDBbbjF+t5flqQ8S2HnM5EbF/RFw3wL6SJEmSpEmu5xLriJgPHACclplfbql6qtpO77DbjLaYwWKb8U+1PH9qiNjWYy4nM0/LzC0G2FeSJEmSNMn11BzriJgHHAF8k/I2Wa0eqLazWFGzrDn0+zHg6U6xETEdWAe4ou3Yr4+I6R2Gg8+iHCa+dJhvQ6NgqPm3zr2VJEmS1Ct6psc6Io6mvL/02cB+LbfNarqJcrj21h1236raXgeQmcuA64HNq0S61Vsp33fr8O1rq7K3trVpBjCnLVaSJEmSpBf0RGIdEUcB84BvA3tXifFyqttqXQRsHxFvbtl3JuU9q29j+VW9v0s5L3r/tkMdQrko2nktZecCWdW1+kR1jO+M+E1JkiRJkqaECR8KHhGfBr4I3AtcBuwZEa0hD2fmpdXPnwPeBfxHRJwAPEGZ/M4Cdmnr5T4d2Bs4PiJmAzcDOwN/DRybmXc1AzPzpog4FTggIn4A/BjYFDiIcsj4OUiSJEmS1MGEJ9a8eI/oPwO+1aH+CuBSgMy8PSK2Bb4CHA5Moxzy/Z7MvKx1p8xcGhE7AscCe1DOq74DOBA4tcPrHALcTdnDvQvwKHAy5crkK/SgS5IkSZIEPZBYZ+bHgY+PIP5m4APDjH2ccoXxA4YR+zxwXPWQJEmSJGlYemKOtSRJkiRJ/crEWpIkSZKkGkysJUmSJEmqwcRakiRJkqQaTKwlSZIkSarBxFqSJEmSpBpMrCVJkiRJqsHEWpIkSZKkGkysJUmSJEmqwcRakiRJkqQaTKwlSZIkSarhJRPdAGk87DT/4kHrLzlyl3FqiSRJkqTJxh5rSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhNrSZIkSZJqmPDEOiI+FxHnR8SdEZERcfcgsWdVMZ0eu3aInx4Rx0TEXRHxTETcERFHRMQqAxz/7yLihoh4OiIejogzIuLlo/h2JUmSJEmTzEu63bHRaKwMvA54KbByp5iiKP5zGIf6EvAH4Hpg7WG+/Ec7lF3Toexc4APAmcAvga2B+cAmwMdbAyPiUOB44ArgYGAD4DBg64h4a2b+aZhtkyRJkiRNIV0l1o1G40jgUGCtIUI7JtxtNs7MOwEi4jfAzKF2yMx/HSomInamTKqPz8zPVMVnRMTjwGERcVpmXlXFrgscC1wLvCszn6/KrwV+RJlof2kY70WSJEmSNMWMOLFuNBr/B/gisBj4NnAf8Fy3DWgm1SMREQGsAfwxM5cNELZntT2xrfxEyp7ovYCrqrIPAqsBJzeT6qptF0XEnVWsibUkSZIkaQXd9Fh/AlgIzC2K4pFRbs9wLaZMrJdGxH8CR2Tmr9pitgQWZuZ9rYWZeV9EPFDVt8ZCOVy83dXAHhExMzP/ODrNlyRJkiRNFt0sXrYhcOEEJdUPAScAnwL+mrIXeQvgyojYsS12fcovADpZCMxqi22Wd4qNlhhJkiRJkl7QTY/1w13uV1tmHt5WdGFEnAMsAP4F+POWutWAZwY41JKqvjWWAeKXtMUsJyL2B/b/1Kc+NUjLJUnSZLLT/IsHrb/kyF3GqSWSpF7QTY/1ecBfNhqN6aPdmG5k5m2UbdokIl7bUvUUMFAbZ1T1rbEMED+jLab99U/LzC2G32JJkiRJ0mTSTWJ9FPAg8P1Go7HRKLenW3dX23Vbyh5g+eHerWax/LDvB1rKO8VmS4wkSZIkSS/oZkj3b4FVKOcc79xoNBYDj3eIy6IoNq7TuBFoDgF/uKXsWuAjEbFh6wJmEbEhZdt/1Ba7P+V9rm9vO/bbgFtduEySJEmS1Ek3ifVKlLfXurelLDrEdSrrWkSsDjyfmUvayjcHdgNuzsw7Wqq+C3wEOAT4TEv5IdX2Oy1l/wacBBwQEee03Mf6fcDGwJGj+V6kfuR8QkmSJKmzESfWRVHMHs0GRMRHgVdXT18OTIuII6rn92Tmt6uf/xz4SURcCNwG/Al4M7AP8Dxlj/MLMvPiiPh34LCIWIvyVlpbA/sC/5qZv2iJfSQijgS+DlwWEd+lHAL+GeAWVrwXtiRJkiRJwASt7t1mX2C7trL51fYKoJlYPwRcBuxA2RO9KuVc73OBL2fmLR2OvRtwBLAX8FHKedVHAV9pD8zM4yJiEXAoZe/1E5SLoh3uMHBJkiRJ0kBqJ9aNRmNNYC1gcVEUT4x0/8zcfphxD1EmxyM59hLKxPqIoWKr+LOAs0byGpIkSZKkqa2rxLrRaKwM/D2wH7BRS/ldwBnA14uieG5UWihNEc5hliRJkvrTiG+31Wg0pgGXAv8IzAbuA66ptrOr8suqOEmSJEmSJrVueqwPA7YH/h34TFEUtzUrGo3GxsBxwPuquBXmMkuSJEmSNJmMuMca2BP4DfDB1qQaoCiKO4APUd7r+iP1mydJkiRJUm/rpsd6E+DkoiiWdaosimJZo9H4CXBgrZapbww1NxicHzwRnLMtSZIkjY9ueqyXAjOHiFkdeLaLY0uSJEmS1Fe6Sax/DezaaDRe3qmy0WisC+wK3FinYZIkSZIk9YNuhoKfAnwPuKbRaBwL/Bx4EFiPclGzI4CXAweNUhslSZIkSepZI+6xLoriPMrVvl8NnAbcBvwRuJ3yHtYbAV+r4iRJkiRJmtS6GQpOURSfB7YBzgRuAO6stmcC2xZFcfiotVCSJEmSpB7WzVBwAIqiuBq4ehTbIkmSJElS3+mqx1qSJEmSJJWG7LFuNBp/Vv24sCiK51ueD6koinu7bpkkSZIkSX1gOEPB7wYS2BT4n5bnQ8lhHl+SJEmSpL41nMT3bMokeXHbc0mSJEmSprwhE+uiKD4+2HNJkiRJkqYyFy+TJEmSJKmGEc+BbjQazwPziqKYP0jMF4AvFkXhHGtJ42an+RcPWn/JkbuMU0skSZI0lXTTYx3VYzhxkiRJkiRNamM1FPylwJIxOrYkSZIkST1jWEO1G43GO9qKZncoA1gZ+DPgI8CtNdsmSZIkSVLPG+4c6Mt58RZbCXysenQSwDLgM7VaJkmSJElSHxhuYn0MZUIdwFGUifYVHeKeBxYBPy+K4pbRaKAkSZIkSb1sWIl1URTzmj83Go2PARcWRXHSWDVKkiRJkqR+MeLbYRVFsdFYNESSJEmSpH40VquCS5IkSZI0JYy4xxqg0WgEsCuwEzALmN4hLIuieFeNtkmSJEmS1PNGnFg3Go3pwI+B7SkXM2suataULeWSJEmSJE1q3QwF/wdgB+BY4OWUSfQ8YH1gT+A+4HvAtNFpoiRJkiRJvaubxHo34PqiKI4uimJRs7AoioeKovge8E7gr4BDRqmNkiRJkiT1rG4S642B/2p5nsAqzSdFUdwJXAx8vFbLJEmSJEnqA90k1s8CS1qeP0k5JLzVPcBrum2UJEmSJEn9opvE+n7KlcCb/gfYui1mc+AP3TZKkiRJkqR+0c3ttv4L2LHl+YXAsY1G4/8DfkC5WviOwDm1WydJ0hjbaf7Fg9ZfcuQu49QSSZpchvr9Cv6O1eTRTY/1OcCtjUZjdvX8ROBaYG/gR8BngDuAw0ejgZIkSZIk9bIR91gXRXE5cHnL86cajca2wAeATYC7gYuKonhqdJooSZIkSVLv6mYo+AqKongOuGA0jiVJkiRJUj/pZii4JEmSJEmqDNlj3Wg0/q7bgxdFcXa3+0qSJEmS1A+GMxT8LCBHeNyo9jGxliRJkiRNasNJrPce81ZIkiRJktSnhkysi6L41ng0RJIkSZKkfuTiZZIkSZIk1WBiLUmSJElSDSO+j3Wj0bhzmKFZFMXGIz2+JEmSJEn9ZMSJNWUvd6dVwtcC1q5+fgB4tttGSZIkSZLUL0acWBdFMXugukajsQlwErA6sFP3zZIkaUU7zb940PpLjtxlnFoiSZL0olGdY10Uxe3Ah4BZwNGjeWxJkiRJknrRqC9eVhTFEuBSYI/RPrYkSZIkSb1mrFYFfw5Yb4yOLUmSJElSzxj1xLrRaKwL/DVw32gfW5IkSZKkXtPN7baOGuRYGwIfoFwh/HM12iVJkiRJUl/o5nZb84aofwI4tiiKf+ri2JIkSZIk9ZVuEusdBihfBjwG3FIUxXPdN0mSJEmSpP7RzX2srxiLhkiSJEmS1I/GalXwYYuIz0XE+RFxZ0RkRNw9RPzbIuKyiHgyIp6IiJ9GxJwBYtePiLMj4pGIeDoirouI3QaInR4Rx0TEXRHxTETcERFHRMQqo/A2JUmSJEmTVDdDwQFoNBpvB/YGNqdcrGwxcD1wVlEUvxjBob4E/KHad+3BAiNiK+ByYCHQXETtAODKiNgmM29qiX0Z8AvgFcDxwP3AnsB5EbFPZn6z7fDnUi68dibwS2BrYD6wCfDxEbwfSZIkSdIU0lWPdaPROBm4gjKxngNsVG33Aa5oNBonjeBwG2fmOpn5l8ADQ8SeBCwF3pGZJ2TmCcA7gASOa4s9vGrXHpl5VGaeBrwLuBb4ekTMbAZGxM6USfXxmblvZp6RmftSJuQfi4htRvB+JEmSJElTyIgT60ajcSDwaeAuysR6I2DVartPVf7pRqPx6eEcLzPvHE5cRGwCbAmcn5kLW/ZfCJwP7BgR67XssidwR2Ze1BL7PHAy8DJg57ZYgBPbXrb5fK/htFGSJEmSNPV0MxT8k5Q9y1sURfF4S/k9wFmNRuNHwE1AAzi1fhNfsGW1/WWHuqspk/q3ABdHxKuAWcB3BohtHu+8lp8XZuZ9rYGZeV9EPNDy2pIkSZIkLaeboeCvAS5oS6pfUBTFH4ALqrjRtH61Xdihrlk2q1NPt4AAABZFSURBVIvYZnyn2Gb8rAHqJEmSJElTXDeJ9SLKec6DWQo82sWxB7NatX2mQ92StpiRxDZ/7hTbjF9tgDoiYv+IuG6gekmSJEnS5NZNYn0h8P5Go9HxNlSNRmMa8P4qbjQ9VW2nd6ib0RYzktjmz51im/FPDVBHZp6WmVsMVC9JkiRJmty6mWP9eeCtwGWNRuNzwC+LoshGoxHANsCXgcequNHUXDG807DsZtnCLmKb8QMN957FwMPEJUmSJElTXDeJ9QJgGvAq4ErguUaj8SiwbsvxHgRubDQarftlURQb12jrtdV2a+CMtrqtKG+59d8AmflgRCysyts1y1qHb18LfCQiNmxdwCwiNqScf/2jGu2WJEmSJE1i3QwFXwl4Fri3ejxAOaf6gZayZ4Foe3R1z+ymzLydMhneLSKai5NR/bwb8LPMfKhll+8CG0fE+1piVwYOBB4HftwWC3BI28s2n3daXVySJEmSpJH3WBdFMXs0GxARHwVeXT19OTAtIo6ont+Tmd9uCT8Y+DlwZUScXJUdSJm0f6bt0F+hTLjPiYjjKYdz70F566z9MvPJZmBmXhwR/w4cFhFrUd7Sa2tgX+BfM/MXo/NuJUmSJEmTTTdDwUfbvsB2bWXzq+0VwAuJdWZeFRHbA8dWjwSuAnbLzBtbD5CZiyJiW8oE+9PATOB3wIcz89wO7dgNOALYC/goZSJ+VLW/JEmSJEkd1U6sG43GmsBawOKiKJ4Y6f6Zuf0I438JvGuYsQspk+ThxC6hTKyPGCpWkiRJkqSmrhLrRqOxMvD3wH7ARi3ld1EuLPb1oiieG5UWSpIkSZLUw0a8oFh1n+pLgX8EZgP3AddU29lV+WVVnCRJkiRJk1o3PdaHAdsD/w58piiK25oVjUZjY+A44H1VnPOTJUmSJEmTWje3wNoT+A3wwdakGqAoijuADwG/BT5Sv3mSJEmSJPW2bhLrTYCfFEWxrFNlVf4TYOM6DZMkSZIkqR90k1gvpbx11WBWB57t4tiSJEmSJPWVbhLrXwO7NhqNl3eqbDQa6wK7Ajd2qpckSZIkaTLpZvGyU4DvAdc0Go1jgZ8DDwLrUS5qdgTwcuCgUWqjJEmSJEk9a8Q91kVRnEe52vergdOA24A/ArdT3sN6I+BrVZwkSZIkSZNaN0PBKYri88A2wJnADcCd1fZMYNuiKA4ftRZKkiRJktTDuhkKDkBRFFcDV49iWyRJkiRJ6jsjSqwbjcafAVsCCVxbFMV9Y9IqSZIkSZL6xLCHgjcaja9TDvk+DzgfuKvRaHxtrBomSZIkSVI/GFZi3Wg09gQOAwK4Bbi1+vmwRqOxx9g1T5IkSZKk3jbcHut9geeAHYuieENRFK8HdgKWVXWSJEmSJE1Jw02s3wRcWBTFz5sFRVFcBvwbMGcsGiZJkiRJUj8YbmL9Usrh3+1uAdYeveZIkiRJktRfhptYrwQ826H8Wcq51pIkSZIkTUnDXhWc8hZbkiRJkiSpxUjuYz2v0WjM61TRaDSe71CcRVGM6D7ZkiRJkiT1m5EkviMd8u0QcUmSJEnSpDesxLooipEMGZckSZIkacpwqLYk9bGd5l88aP0lR+4yTi2RpMnF36+SRsKeaEmSJEmSajCxliRJkiSpBhNrSZIkSZJqcI61VrTfewavP+On49MOSZIkSeoD9lhLkiRJklSDibUkSZIkSTWYWEuSJEmSVINzrCcD50RLk4PXsiRJUl+yx1qSJEmSpBpMrCVJkiRJqsHEWpIkSZKkGkysJUmSJEmqwcXLJKlbLjYmSZpAO82/eND6S47cZZxaomHz/w6Tlj3WkiRJkiTVYGItSZIkSVINJtaSJEmSJNXgHGv1J+enTA2eZ0mSJPUBe6wlSZIkSarBxFqSJEmSpBpMrCVJkiRJqsE51hI4l1eqeE9USZKkkbPHWpIkSZKkGkysJUmSJEmqwcRakiRJkqQanGMtSZI0wVzfQJL6mz3WkiRJkiTVYGItSZIkSVINJtaSJEmSJNVgYi1JkiRJUg0m1pIkSZIk1WBiLUmSJElSDSbWkiRJkiTV0Hf3sY6IHKDqT5k5sy32dcBXge2AacD1wNGZ+bMOx10LOBb4ELAOcAdwCvCNzBzoNSVJkia9oe6zDd5rW9LU1neJdeVK4LS2smdbn0TExsBVwHPAPwGLgU8Al0TEezPzspbYacClwObAycDNwHuBAnglMG9M3oUkSZIkqe/1a2J9Z2b+6xAxXwbWBt6SmQsAIuJs4LfAqRHxFy090fsBWwIHZebJVdnpEXEB8PmI+GZm3jP6b0OSJEmS1O/6do51REyLiJkD1K0OvB+4vJlUA2TmH4EzgNdSJtJNewJPAae3HepEYBXgb0ex6ZIkSZKkSaRfe6x3BfYCVo6IR4BzgSMyc3FV/yZgOvDLDvteXW23BK6JiJWAucD1mbmkLfYaYBnLJ+GSJGkMDTWf17m8kqRe04+J9TXA+cDtwJrAzsABwHYRsU3VK71+Fbuww/7NslnV9qXAqp1iM/OZiFjUEitJkiRJ0nL6bih4Zr4tM7+emRdm5tmZ+WHgC8AbgYOrsNWq7TMdDrGkLWaw2Gb8agPUERH7R8R1w34DkiRJkqRJpe8S6wF8DVgKNMeGPVVtp3eIndEWM1hsM/6pAerIzNMyc4vhN1WSJEmSNJlMisQ6M58FHgDWrYoeqLadhnA3y5pDvx8Dnu4UGxHTKe9p3WlIuSRJkiRJfTnHegURMQPYgBcXJruJcmj31h3Ct6q21wFk5rKIuB7YPCKmZ2brkPC3Un754FBvaSj7vWfw+jN+Oj7tkKRe4O9ESZpS+qrHOiLWGaBqPuWXBBfBC7fVugjYPiLe3LL/TMp7Vt9GuQha03cp51Hv33bcQ4DngPNGo/2SJEmSpMmn33qsj4iIrYCfA/cCMylXBd8B+BVwckvs54B3Af8REScATwCfoBzyvUtmZkvs6cDewPERMRu4uTruXwPHZuZdY/ieJEmSJEl9rN8S68uB1wMfo5z7/Dxl7/MXgONb70OdmbdHxLbAV4DDgWnA9cB7MvOy1oNm5tKI2BE4FtijOvYdwIHAqWP8niRJkiRJfayvEuvM/Dfg30YQfzPwgWHGPk55P+wDumudBuVcs/pG+zP0nEiSJpGd5l88aP0lR+4yaL0k1dFXc6wlSZIkSeo1JtaSJEmSJNVgYi1JkiRJUg19Ncda6hXO4+pTzisfd14rktQ//J0tdc8ea0mSJEmSajCxliRJkiSpBhNrSZIkSZJqcI61JEmDcW7+kJyXKalrI/wd6+8b9Sp7rCVJkiRJqsHEWpIkSZKkGkysJUmSJEmqwTnWkqTJY6i5etB3c6KdTyhJGk3+XRkb9lhLkiRJklSDibUkSZIkSTWYWEuSJEmSVINzrCVJmkKGmlsHzq+TJGmk7LGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQbnWEuSJElSj/K+0/3BHmtJkiRJkmowsZYkSZIkqQYTa0mSJEmSajCxliRJkiSpBhcvk6TJbL/3DF5/xk/Hpx3SBHLhn97U9+dlqN+v4O9YaQqxx1qSJEmSpBpMrCVJkiRJqsHEWpIkSZKkGpxjLUmSNMn0/fzlScrzoslotP9d9+t1Yo+1JEmSJEk1mFhLkiRJklSDibUkSZIkSTU4x3oM9Ou8AEkakvfFHpJ/AyT1DH9nD8nf2Rot9lhLkiRJklSDibUkSZIkSTWYWEuSJEmSVINzrCVJknqdc2UlqafZYy1JkiRJUg0m1pIkSZIk1WBiLUmSJElSDc6xlsbCUHPhwPlwEjhvVN3x301v6vXz0uvtk9TX7LGWJEmSJKkGE2tJkiRJkmowsZYkSZIkqQbnWEuSpLHl3FZpcuiHa7kf2qhJyR5rSZIkSZJqMLGWJEmSJKkGE2tJkiRJkmpwjrUkSf1sLOYTTrU5ikO9X5h877kfTLV/h1K3Rvta6fVrr0d/Z9tjLUmSJElSDSbWkiRJkiTVYGItSZIkSVINJtaSJEmSJNXg4mUTodcXBJAkjR3/BqgX+O+wN3leeo/npL4p8hnaYy1JkiRJUg0m1pWIWCkiDo2IWyJiSUTcFxHHRcTqE902SZIkSVLvMrF+0QnA8cDvgAOB84GDgIsiws9JkiRJktSRc6yBiHgDZTL9g8z8m5byu4CTgA8D50xQ8yRJkiRJPcye2NIeQAAntpWfDjwF7DXuLZIkSZIk9QUT69KWwDLgmtbCzFwCLKjqJUmSJElaQWTmRLdhwkXETcArMvOVHerOA3YDpmfm0oGO0Wg0/CAlSZIkaRIriiI6ldtjXVoNeGaAuiUtMSuIiP0j4roxaZUkSZIkqee5eFnpKeAVA9TNaIlZQWaeBpwGEBHXZeYWo9881eW56W2en97m+eltnp/e5vnpXZ6b3ub56W2enxXZY116AFg3IqZ3qJsFPDrYMHBJkiRJ0tRlYl26lvKzeGtrYUTMAOYADvWWJEmSJHVkYl06F0jgkLbyT1DOrf7OMI9z2mg2SqPKc9PbPD+9zfPT2zw/vc3z07s8N73N89PbPD9tXBW8EhEnAwcAPwR+DGwKHAT8F/DOzFw2gc2TJEmSJPUoE+tKRKxM2WO9PzAbeJSyJ/uozPzjBDZNkiRJktTDTKwlSZIkSarBOdY1RMRKEXFoRNwSEUsi4r6IOC4iVp/otgkiIgd4OAJhHEXE5yLi/Ii4s/r87x4i/m0RcVlEPBkRT0TETyNizjg1d8oZyfmJiLMGua52HcdmTwkR8dqIOCYiro6IR6prYkFEfKHT35mIeF1EXBgRj0XEnyLiyoh450S0fSoYyfmJiHmDXDufnaj3MFlV18J3IuLmiFgcEU9V/1c7PiJeNUC81844Gcn58drpDRGxWkTcVX3up3So9xrC+1jXdQLlPOwfAsfx4rzszSNiR+dl94QrWXFxhWcnoiFT2JeAPwDXA2sPFhgRWwGXAwuBo6riA4ArI2KbzLxpDNs5VQ37/LT4aIeya0atRWraB/g08CPKRTSfBXYAjgV2j4itMvNpgIjYGLgKeA74J2Ax5QKcl0TEezPzsglo/2Q37PPT4lDKqWat/nusGzoFbQC8ivL/Z/dTXhdvpJzu9+GImJOZvwevnQky7PPTwmtnYh0DrNupwmuoRWb66OIBvAFYBlzQVn4g5Qrje050G6f6ozoPZ010O6b6A3hNy8+/Ae4eJPYa4AlgVkvZrKrsPyb6vUzGxwjPz1nln42Jb/dUeABbAGt1KD+2+v12QEvZecDzwJyWspnAPcCtVFO/fEzY+ZlXlc2e6HZP5QewW3Ue/k9LmddOjzwGOD9eOxN/XuZSJs2HVefilLZ6r6Hq4VDw7u0BBHBiW/npwFPAXuPeInUUEdMiYuZEt2Oqysw7hxMXEZsAWwLnZ+bClv0XAucDO0bEemPTyqlruOenVZTWjAj/hoyhzLwuMxd3qDq32m4GUA07fj9weWYuaNn/j8AZwGspry2NouGen3bVteOIwYlxT7V9KXjt9KDlzk87r53xF+XizqcDPwV+0KHea6iF/ynq3paUPdbLDX/MzCXAAqbQP6IetyvlFx1PRsTvI+LkiFhrohuljprXzC871F1N+UXWW8avORrE4urxdERcGhFvm+gGTTEbVNuHq+2bgOkMfO2Af5PGU/v5afVrymtnSURcFRHvHb9mTT0RMSMi1o2IDSLi3cD/rap+XG29dibQMM5PK6+diXEo8BeU0/I68Rpq4bc+3VsfeDQzn+lQtxDYJiKmZebScW6XXnQNZU/n7cCawM6Uvxi2q+bruohZb1m/2i7sUNcsmzVObVFnD1GuLfHfwJ+AN1PepvDKiNg5p9I8qglS9R4cRTks75yq2GunRwxwfgAep1zv4yrgMeB1lNfOxRGxT2aeNc5NnSr2A05ueX43sFdmXlk999qZWEOdH/DamTARsRHwReCYzLw7ImZ3CPMaamFi3b3VgE5JNcCSlhgT6wmSme29aGdHxK+BfwQOrrbqHatV207X1ZK2GE2AzDy8rejCiDiHcpTOvwB/Pv6tmnJOBLYCPp+Zt1ZlXju9o9P5ITPbp40REWdSrmtwQkR83y97x8SFwC2U8z03pxyy+vKWeq+diTXU+fHamVj/AtwFHD9IjNdQC4eCd+8pyqEPncxoiVFv+Rrllx27THRDtILm9dLpuvKa6lGZeRvlwiWbRMRrJ7o9k1lEzKccdXNaZn65pcprpwcMcn46ysxFwDcoV+PfZoybNyVl5v2ZeVlmXpiZRwMfA74aEZ+rQrx2JtAwzs9A+3ntjLGI2At4N/DJzBzsbjpeQy1MrLv3ALBuRHT6hzSLcpi4vdU9pvrl8AAD3DJAE+qBattpyFCzrNNQI028u6ut19UYiYh5wBHAN4FPtlV77UywIc7PYO6utl474yAzfw3cADSqIq+dHtLh/Azm7mrrtTPKqtzmeMq57g9FxCbVArOvrkLWqsrWxmtoOSbW3buW8vN7a2thRMwA5gDXTUSjNLjq/GxA50VlNLGurbZbd6jbivIWD96zsjc1h4B7XY2BiDgaOBo4G9gvq3uZtLiJchjeQNcO+DdpzAzj/AzGa2f8rQq8rPrZa6f3tJ6fwXjtjJ1VKYfk7wLc1vK4vKrfq3q+H15DyzGx7t65lP/RP6St/BOUcwm+M+4t0gsiYp0BquZTri1w0Tg2R8OQmbdT/vLdLSKai2FQ/bwb8LPMfGii2jfVRcTq1RdT7eWbU56fmzPzjvFv2eQWEUdR3sf128DembmsPaaaX3gRsH1EvLll35mU//G5jbY7WGh0DOf8RMRLOt2NIiI2BD4FLKJcmEmjZKBbM0bEDpS3QbsavHYmynDPj9fOhPkT5d/19kdzJMFPq+c/8hpaXozsi1W1ioiTKedT/ZByuMSmwEHAfwHv7PQHVuMjIk6g/Kbs58C9lAtj7AzsAPwK2CEzn564Fk4dEfFRXhw+dCAwDTiuen5PZn67JXYbynN2Py+uFHog8Epg28y8cVwaPYUM9/xExBzgJ5SLzdzGi6uC70N568F3Z+YvxrHpk15EfBo4hfJ32JGUn3OrhzPz0ip2E8r/vDxLuXL7E5Rf9L4R2CUzLxmvdk8Vwz0/1XDJuyivnZt5cWXj/Sj/Nu2RmeePW8OngIj4IfAq4GeU90aeQXm7xg9TzvfcvnnPXa+d8Tfc8+O101uqVcHvAk7NzANayr2GKibWNVS31TgE2B+YDTxK2ZN9lCsUTqyI+ADlN2ubAesAz1MmA+cBx1f3G9c4iIjLge0GqL4iM7dvi98aOBZ4G+WokKuAz2Xm9WPYzClruOen6mH4GuX9KNenHCr2IOUXIV/OzFvGvLFTTEScRbmYz0CWu34iYlPgK5TncxpwPTDP26CNjeGen2q+4qmUv9M2oEwIHqX8Ev6fMnPK9OaMl4jYnfLcvIlySGtSJnCXAl/LzHvb4r12xtFwz4/XTm8ZKLGu6ryGMLGWJEmSJKkW51hLkiRJklSDibUkSZIkSTWYWEuSJEmSVIOJtSRJkiRJNZhYS5IkSZJUg4m1JEmSJEk1mFhLkiRJ+v/br2MBAAAAgEH+1oPYWxYBg1gDAADAINYAAAAwiDUAAAAMATwcWg4e42sHAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# ------ Global stuff\n",
"print(\"x_train size : \",len(x_train))\n",
"print(\"y_train size : \",len(y_train))\n",
"print(\"x_test size : \",len(x_test))\n",
"print(\"y_test size : \",len(y_test))\n",
"\n",
"# ------ Statistics / sizes\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_size,test_size], bins=100)\n",
"plt.gca().set(title='Sizes in Kpixels - Train=[{:5.2f}, {:5.2f}]'.format(min(train_size),max(train_size)), \n",
" ylabel='Population',\n",
" xlim=[0,30])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / ratio lx/ly\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_ratio,test_ratio], bins=100)\n",
"plt.gca().set(title='Ratio lx/ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ratio),max(train_ratio)), \n",
" ylabel='Population',\n",
" xlim=[0.8,1.2])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / lx\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_lx,test_lx], bins=100)\n",
"plt.gca().set(title='Images lx - Train=[{:5.2f}, {:5.2f}]'.format(min(train_lx),max(train_lx)), \n",
" ylabel='Population',\n",
" xlim=[20,150])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / ly\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_ly,test_ly], bins=100)\n",
"plt.gca().set(title='Images ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ly),max(train_ly)), \n",
" ylabel='Population',\n",
" xlim=[20,150])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / classId\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([y_train,y_test], bins=43)\n",
"plt.gca().set(title='ClassesId', \n",
" ylabel='Population',\n",
" xlim=[0,43])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4/ List of classes\n",
"What are the 43 classes of our images..."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3DBuOuqCAlMUfk73pK0x6ve1mWJMJdUgLPP8yDY+JD6IOalrt5uAaIUmomgTh/diTeNw3gbwDe0l+62/Ff1zWrl+SwKAn+7vNGFJSaPz3f9K7bz/Czp3j5PHj9Bsw4A9zUxUehce7FQiP9QDhUXi8W4HwWA8QHhuGx5LrDDt/nqysLPr07cea1Z+xavkyioqKmDhlKn9b8BZNmzWr60s1Iz8/nxXLlhJ36xbzX3mN/gMGYjQaWbtmNZcuhvHo9CcA+OmHH/jx+1307tOXx596CkmSiLhxg23fbcHH15cBAwZy+NBBVi7/lNS0VBa89XdiY2M4fOjgH6rlUcSjY+Kx1iJakiQuXgwj5c4d+g0ciCo3hzvvvUPWV/8rlmdLhsGAwsODoNXr8X1hHuqmzepGXjmUPj54Tn2YRq/8DVVQkO0nAHebkPMOHyD5jVfR34yge69euLi6cOrkCYDSRTvrM8Kj8Cg81h+ER+FReKw/CI9/fI8l3fjOnj1DZlYm3Xv0ZOniRSxb/F8MRiPPzZzFe//+qN4ljQDf79zBTz98T99+/XniqaeRJImjPx9h89df0aZNW2bOnk1sbAwrl3+Kk5MTc+a9hL9/AIWFhaxauZzImzd5+JHH+O+ny/nbgjdxdXdn8zdf848336BZs+b4+flx9OcjQPHMpPUdEY+OicdaSxwjb0ZwJzmZAYOHoMzJIeVf75CzY2vxRmsyTCYwmdD07E3gomU4hbauF+LK4ztzDkEr1+I+bnzprElWUSopOHWC5AWvoYu4TreevVAqVZw/dxZJkjCVTttbPxEe7yI8Co/1AOHxLsKj8FgPEB7v8gf2KEkSV8PDSUtJpXv3Hixbupi1n69GpVbx4vxXePVvb+Dh6VnXl2lB5M0IVi7/FBcXF+a9NJ/G/v6kpNxh2ZLFFBQUMGvOXEJDW7N29SquXb3KlKnTGDp8OFA8/nHnju1079GDp555FhcXF/oPGIi7uztGo5GdO3fwf39/i+bBwXh4eHDi+HEUCkW9fwgg4vEutRyPdk8cjUYjyUlJ3Lhxg4GDh6DWFpD64b/I+WGnbRlGI5LGBe/Hn6bJslW4DR1u70uzH5KEc6cuBHy4CL/XFqD0a1xh/2Pt+bMk/30BhphoevXpQ0F+AeGXL9fbm6rwKIPwWD8RHm0dKDzWI4RHGYTH+smfwKPJZCIhPp7omGj6DRjAms9X8cXnq3FSq5n/yl+ZNWcuGo2mri/TgsLCQj5bvoybERE88th0htw7FJPJxMYN6zl18gTjxt/PAxMnAbBl8ybate/AczNfQKlUER8Xx4pPlyJJErPnvkiToCC0Wi2fr/qM5KQkhg4fgb+/P7t27uDD996jTdu2GA0Gzp8/i0KhqJceRTzKUIvxaNfEUa/Xk5+fz+lTJxkwcBAuCom0JYvI3rG1wiZiVWATGv/jXfzeeBtVQKA9L6vWULi74/PMDAL/sxTnTl3AWIHE0ye58+4/ILV4oHViYgJ6vd5xF1xJhEfhUXisPwiPwqPwWH8QHhuGR4PBQE5ODmdOn2LAgIFs37qFVSuWFydU817iuZmzcHJyquvLlGXP7p/YsX0b3Xv04JnnnkepVHLq5An+t34dzZo3Z/bcF3F1deXOnWSKiop4Yc5cQlq0wGg0suGLNVy6GMbkB//CyNFjANj94w/8sGsn3Xv05JNFi1nw9j/w8vJiy7ebWL50Cd179iQl+U699Cji0fHxaLfEsWTmpV9/OUa37j3w9vQkY/1asr7ZWNwUbA2DAaf2HQj4eDFeUx9GqqeBahVJwnXQEAIXL8P13uG236tSSf7Rw6R+8iFOuiL6DRjI5UuXkCSp3gSk8Cg8Co/CY50jPBYjPAqP9YEG5tGg16NUKjn68xF69+nL6VMnWfTJxxQWFvLk088wa/bseps03oqNZcXSJSgUSua8OJ+gpk3Jysxk2dIlZKSn89zzs+jUuTMmk4kvN6xn/P0PcN/9DwDw6y/H+Obrr+jQoQPPz3wBtVrNrVuxrFz+KSqVijkvvkRgkyY8OGUqL7/6V5ycnFj/xVq2bvmW/gMHcurkSSRJqjfjHUU81k082iVxNBqNqFQqkpKSCGzShObBweTu3U3GqhWYdDrrWb/BUNyv+JOluA4YZI9LqTOcWrUm4N+f4HH/RNs7KiSyd20nY90avNzduXHtKrdv30alUtV5MAqPwqPwKDzWJ4RH4VF4rD80FI9KlYqYmBhatGhBVlYWH7z3Lmmpqdw/YSIvvfIqGo2L1ePrsqumTqfj89WfER5+mSnTpjFy1GgANm/6hqNHDjNsxAimPvQQAKdPneR/G9Yza848XFxcSEtLY9nSxeTl5fHMjJm0at0avU7H2lWruBIezl+mPcSw4SMAUCgUPP7UUzz17HMUFRWxZNEnXDh/nqSk28RER6NUKuuFRxGPdROPdkkcFQoFRUVFXL8STucuXSm8eoXURR9hzM6yKc+lb38CPvwPzh062uMy6hyVfwCN//EvPCdPsbGXBAYDGV+sJnffHtq0a8e506dIT09HqVTW6eBj4bEY4VF4FB7rD8Kj8Cg81h8agkddURGRETcIDGzCwn+/z43r1+ndpy+vv/kWXl7esseZTKbS5R7qisMHD7Bl8yY6dOzI87OKWwwvXQxj7eeraOTnx9wX5+Pp6UV2VhbL77ZAduzUCYBvvtzI8V9/ZczYcUyYNBlJkjh29Ge2btlMu3bteG7GTNRqdem5nJycmTPvJcaOu487d5L58P33aNUqlPDLl8jIyKgXHkU81k081jhxLMlWo6OiSM/IQMrLJW3JJ+iiIq2vN2IwoOnZC//3PiyewagBofTxwe+Nvxc/AbD2ZEqSMGZlkbb0P3Tq2g0nZ2eiI2/e3VQ3NyXh0RzhsWEgPDYMhMeGgfDYMPijewwPv0xBQQFf/m89hw8dJCioKW+89TbBwSGyxxW3MtZt0nj79m0+XbIYvU7H7LkvEtKiJXl5eSz/dCmJCQk8+fSz9OrdB4At327myOFDDB1WPNnL+XNnWf/FWpo0CWL2vBdxc3MrnoF16RIKtFpemDOPFi1aWLSment789c33qRjpy5cDLtAq9BQNBoNF8Mu1GkSLeLRHEfHY40Sx5JFQePj44m4fo0OnTqR9fVG8g4fLJ4uVg6jAae27fD/vw9wCm1Tk9PXW5Q+Pvgt+HvxDE3WMnmlkqLr13AyGOjavQdRN2+SnJxUJ/3HhUd5hMeGgfDYMBAeGwbCY8Pgj+oxMTGB24m3aduuHeu/WItCoWDm7DkMGCjfbdF0d7kGSaq11esqxGAwsG7t55w/d5YJkyZz3/j7Adi5fRt7d//EgIEDmf74E0iSxJXwcNas/gxfX1/mvPgSubm5LP90KXfuJPP0czPo2q373fGPGzh96iTjxt/P+AcmWHXYuk0bXnntr3h5e7Nvz266dutORkYmcXG3RDzWIxwZjzWKhJImztuJCbi6u9OmbXsy/7fO+hSxRiNK/0Aav/V/OHfqXJNT13tUjf3xe/MdnLt0tf55KBRk//Q9AQEBtGrTlnOnz5Cbm+vwLgDCo3WEx4aB8NgwEB4bBsJjw+CP6PFmRAQaFw2+vo24c+cOI0eP4eFHH5M9pqQFTrLWiuUgfv3lGF9v3Eir0FBemDMPZ42GiIgbrFqxHDc3N+a++DKN/PwoKChg5fJPiY+L4/Enn6ZP337s2PodB/btZdCQITz86KMAnDl9iv9tWEezZs15Yc48XFxdi1vqjEbZMZyjxozloYcfZeXyT8nLyyM4OJjwy5coKMgX8ViPcFQ8VjsaSmbjSb59m9iYaDp26oyySIsu6bZ8U7HJhKTR0GjefFwH31Pd0/6hcGrZCr/X30YVGCj/BECSyFizCn1CPB06dUJvNJCclOTQaxQeK0Z4bBgIjw0D4bFhIDw2DP4IHktaU2JjY8jKzKRDx07s2rmdZs2bM2feS3h4eFg9ti67pwKkpqby6eL/kpeXy6zZc2nTti2FhYWsWr6cyMibPDL9cQYNGQLATz98z08/fE+fvn15/MmnkCSJ1Z+txMPTk7kvzsfHx5fs7GyWL11Celoazz4/k06di5MpSaEACYuujiaTCaVSybPPP8+1q1dZ/8Va2rRpAyaIiYl16Gch4rFiHBGP1UocTSYTKpWKwsJCrl4Jp2mzYAIDA8nZv9f6kxmTCc/JU/F8cFp1TvmHxbX/QHxmzb073a/lk5yi61fJ/OZLXF1caN2mDZcvhpGRkYFCoaj1pzjCY+URHhsGwmPDQHhsGAiPDYP67lGpVFJUVERsdDR+jRtTkJ/P/9at47HHn6B7jx5Wj63rpLG4S+k6Thz/jXH3jWfS5AcB2Lv7J3bu2Eb3Hj155tkZKJVKYmNiWLn809JJbRr7+1NYWEhUVCSPTn+8tCvu1m83c/jQQe4dOoypDz1sdj5JoSw9b2nZ3c+gadNmuLi6sn3bd1y7dpXQ1m2IiYoU8VgPsYjHEp93/1/TeKxW4lhScU52NplZWbTr0AFjelpxc7FcoBkMOHfpis+sOUjOztU55R8az788hPuY+8Agl/1D9vYtFF6+RGibtjhrNGSkpRZvquWblvBYNYTHhoHw2DAQHhsGwmPDoL57TE5KIicnh7bt2rN509dERNzgoUcerdVz15RTJ0+wYd0XNGvWjNnzXsLVzY24W7dY/ulSFAoFc158iSZBQeh1Otas/oxrV68y9aGHuPfupDj79uyme4+ePPX0sygUCq5eCefz1Z/h41M8/tHLy8vinJJCAXdnkC3P0HuHkpKczPov1hLYpAkqlYrbiYnFx4l4rFeUxmOhDmV2HlKRvjg2TaYax2OVE8eSpzc6nY5zZ87QtHlzfH18yNn9I9qLYXIHoHD3wHfWPNRNm1X1dA0ChasrPrPmoA5pYdl0LCkwJCWRtfkrnJRKWoW2JiwsjOzsbCRJqrWnOMJj1REeGwbCY8NAeGwYCI8Ng/rsUa/Xc/XKFQIDm5CWmsKObVtxcnIiMLBJrZzXHmRmZrJsyWLS09N5buYLdO7SBb1ez5rVqwi/fIm/TJ3GyFGjADh8+BDffbuZDh078tzzM1GpVCTEx7Ni2VLmzHuRJkFBaLUFrFy+jLjYWB5/8kn69utv/eTlkgdJksBk4smnnsbXx4fDBw8QduE8rUJbczPiBnl5eSIe6xml8ejTCFVKJqqUdFQZ2Ug6fY3jscqJY0mF8fFxOGmc6devP9lbv+XOv94Bk7H8zqgCm9Bs01bcx4yr6qkaFM7tOtD8u+9x6dPXctCqUknW1xtJ+eCftG3XjtDWrbl+9UqtXo/wWD2Ex4aB8NgwEB4bBsJjw6C+erwZEYFG44x/YADPPf0USbdv8/6HH9XquWtC2IXzjB52D1euhLNt1488O+N57iQnM2XyBL7833oWf7qcDz76GJVKzX8Wfsgzjz/G6DFj+X73XoJDWvDzkcOMHjEUbYGWcePvJzY2hgfGjWH/3j2s2/gVr/7tDZstSyXbzLqsKhQMvudeVqxeg8lkYs7MGWRlZRLaug0Xzp8zO87eiHisHs7tOtDiQjhNrl7FKSAIVWYu6tik4lbHGsRjlRPHkpl3roWHE9q6NRQUkPP9Dky6Itn9PSY+iHOHTlU9TYNE6euL16NPImk0lhslibyD+9HdiqFFq1Di4m5RWKhFUUuzeQmP1Ud4bBgIjw0D4bFhIDw2DOqjx8ibEbRq3ZrDBw8QHRVJu/btGTFydK2c0x4sW7KYpKQknn52Br1698ZkNLJh/RecOXWK8Q9MKF4+g+KurBs3bKB5SAiz5sxDo3EhLS2V5UsXU5Cfz8zZc9Dr9axdvYqrV64wZdpDpWs7VoS1JLB37z7069ef1NQUvt+5g2bNm3Pnzh2KCgtrLXEU8Vgz1O3a4fbEEwCoAKmgoHhDNeOxWtGakpKC0QSBQU0pCDuP9sJ5y8GpRiPq5sF4Tp5SnVPUGSaTidzcXOLj44i4cYOIiBskJMSTl5cn2+e7qrgNHY5Lrz6Yyj+NUyjQxceRd/gQnh4e+DX2Jy4ursbns4XwWH3+jB4zMjJqeKVVR3gU8VgZhEfHIDwKj5WhXnm8cwdJocDVxZWffvgBo9HI2HHjCQgMrNXz1oT9+/YyaLIOS54AACAASURBVPAQHp3+OAAnThznyw3rCWnRghfmzsPFxYWsrCyWL11CRkY6327bgUqlIiLiBlqtluO//caYseOYMHESRw4fYsvmTbTv0JHnnp+FSq2u9HVYJIKShIuLCw9MmIizs4ZDBw+Qk52Nv78/MdHR9vwILKiNePznP/9J9+7d6d69Ow899JDdrvX48eO8/vrr9O3bl2HDhjF37lz27t1rt6681Ylfzauv4uTvjwKQ8rRQWFjteFRV56IT4m4R1DQItVJJ5oG9GHKykSwW3jThNnosTq1Cq3MKC7Kzszl06BCHDh0iJiaGlJQUVCoVjRs3pm3btowcOZIhQ4bgXM1BsDqdjrALF9iz+0fOnT1DclISWq0WABcXF5o0CaJ3376Mu288Xbt1r/b7UHh44DF5CgWnT1rcVE0GA7kH9uI97RFatGjJlfBwWreuvcVK68IjwMWLFzl48CCnTp3izp075OTk4OXlRePGjenTpw9Dhw6lh42ZzmwhPNaex2bNmjFhwgSefvppRo4cWemnxImJibz88stERUXx4osv8vjjj1d4jPDouHgsrdlk4tSpU+zfv59Lly6RmJiIVqvF29ubVq1aMWTIECZOnGhz6vryCI+14zEpKYlnnnmG1q1bExoaSkhICM2aNaNp06b4+/ujtLYQ9l0KCgo4e/Yshw4d4sCBAxw9etTm/sKjY+Px9OnT7N27lwsXLpCSkkJhYSGNGjWidevW3HvvvYwdOxZXV9cq1/tn9BgdFUnTpk25ceM6ly6G4R8QwKgxY2rtfGWpyOODDz5occzVK1fw8vJi3vyX8fX1JSMjg0+XLCYrK4uXX/sbHTp0BCDixg3atm9Pbl4uD/1lspnH/gMG0qJVK27ejGD50iUUFRXxwpy5hLRoUeX3YDKZzBNISWLgkCGEhoYSERHBieO/MWDgIC5dCqNt+/bV+pwqgz3j0Wg0smDBAhYuXGjXawwPD2fmzJn8+uuvZuVHjhxh+fLldOrUicWLFzNy5Eib9Vh85nepSvx26tzF7HvA2cMDl7/+lZy//hWjuwvczZWqE49VThx1Oh3xcXEMGDwEY2oK+b/9YvkGTSaUvn54jJ8gP9tRFUhKSuKjjz5izZo15ObmWt3vo48+IiAggPnz5zNv3jzc3NwqfY47d5JZuWwZ277bQnp6GlD8pKVsP+/YmBhOHP+Nzd98zcEjx/Dx9a32e3IbMhSntu0pvHwRyoiVFAoKr1xGezUc/85dOX/uLHl5edU+jy0c7RFg586dfPDBB5w6dcrqPt988w0APXv2ZMGCBUyZUvknucJj7XrMz89n06ZNbNq0icDAQMaNG8eIESMYMGAALVq0sEgko6KiWLduHUuWLCEnJweAtWvXVpg4Co+OiccS9Ho9q1ev5r///S83b960ut/q1atxc3Nj/vz5vPXWW7i4uNisV3isPY8xMTHs3r3b6nZ3d3e8vb1xdXVFpVKhUqmQJAmTyURGRga3b98uXROtIoRHx8Xj7t27+fvf/87Zs2et7rN06VJ8fHyYPXt2peKwhD+jR4PBQHJSMgOHDGHt6s/Iysxk4OAhtGnbrlbOV0JVPb733ntA8QOdFcuWMv3Jp+g/YCAAm77+kl+O/syo0WP4y9RpZGZmsGTRokp7VCqVjL//Ae67/wH7vDlJIrBJEEPuGUp4eDgH9+9jzNhxFBUW2fyNXhPsGY979+5lwYIFnD9/3q7XuG3bNp588kmbn0F4eDijR4/m7bff5t13361S/VWN34cfeYwZM2eZxbDna6+R8t47UOaeUZ14rHJX1cyMdFRqNT5+fhSEnUcXG2Ox8KbJaMSld1+c23esavVmbN26lc6dO7N48eJK/UEmJyezYMECevXqVek/isSEBF5/9RXWfr6KzMwMlEolSqUShUJRKkWhUJSWp6Wk8PaC10lJSan2+1L6+eE2YpTlH7ckYczKIv+3X9A4OdHIz4+E+Phqn8cWjvSYm5vL1KlTmTRpks2ksSznzp1j6tSpTJkypVJfKsJj7XssS1JSEuvWrWP69OmEhobi5uZGy5Yt6dy5Mx06dMDPz4/Q0FDee++90qQRYMCAATbrFR4d6/HixYt069aNOXPm2EwaS8jLy+P999/nnnvusfmZC4+16/HWrVs2txd3Y4rnxo0bXLlyhYsXLxIWFsbFixeJi4urdNIoPDomHvV6Pa+88gr33XefzWSjhIyMDN5//3169OhBREREhfv/WT2mpaWhdnZGAn795ReUKhVDhw2vds+0ylAdj+3btyciIoIfdu3gpx++58mnn0GhUHDh/Hm+WPM5/v4BzHlxPjnZ2bw8b26VPPbt24+X//p6pR8wlKd8a2OJz6HDhuPh4cH5c+dITUvFr3Fj4uJiq3WOiqhJPObn53PkyBFeffVV2rZty9ixY+2eNG7YsIEpU6ZUKk8xmUz861//4o033rC6j1xrY1Xjd/mnS2Rj2NjIu/zJqhyPVU4cExMTaezvj0qSyD/+G8a7zaRm16FW4zZy9N3FJ6vPlClTSEtLq/Jx169fZ8iQIZw4ccLmfnl5eXz07/c5sH9fqYCKkBQKvt+1k/9+spBCmfdeWdyGjUDpY/k0z2QykX/yOGi1BDVtSmxMVLXPYQtHehwzZgzfffddtY7dunUrEydOpLCw0Oo+wqNjPNpCq9USExNDeHg4165dk41bDw8P5s+fb7UO4dGxHvfs2UP//v25cqXqMxueOXOGhx9+WHab8Fj7HitKHO2B8Oi4eJwzZw7//e9/q3zc9evXGTZsGLGx1n+w/5k9xt+6RUCAPzExMUTejMA/IIC+/frVyrkAZs6cWSOPffsPxFmjwd8/gNzcXJZ/uoTkpCSefvY5evbqVW2Pn3+2ojpvp5SScXNlz9mpaxdatmrF7duJXLxwgaCmTbkVUzuJY1Xj8ZlnnqFt27YEBgbi5ubGsGHDWLRoUaUeslSV06dPM2vWLIuxhV26dCE7O5vt27cTFBRkcdxHH33Etm3bKnWOvLy8KnuXJEk2hpW+jSz2r2o8VjlxTIhPICCwCabcHLQXzmHxFoxG1E2CcOndt6pVm1G+G06nTp34/PPPiYyMpKCggOzsbI4fP87s2bNlx3Pk5eUxfvx4EhISrJ5j147t/Pj9LosudiaTCaPRWNrFx2g0mE9LLEl8t+Vb9u6x3lWoIpxat8W5U2eLckmhoOjmDYpuxeLnH0B+fkG1z2ELR3kE+O2338xeu7m5MW/ePI4fP056ejo5OTns3buXbt26yR5/8OBBPvzwQ6v1C4+O8VhTli5dSkBAgNXtwqPjPP76669MmjSJggLL9zN+/Hj27t1LZmYmRUVFVh/6HDp0SLZceKx9j/ZMHENCQmTLhUfHxOO6detYvXq1WVm7du1YvXo1ERERFBQUkJ+fT1hYGG+99RaacrOVJiQkMGvWLKv1/5k9JiXfJiAgkHNnz5CVlUX79h0IDmlRK+eyl8eHH3kMgO1bv2P/3j0MHDyYR6Y/zjdffVkjj7t2bK/2eyufrEiSRKNGfvTo2YuioiJOnjiOr48v+TLfJ/agqvEYFRVFREQEycnJtXI9JWi1WqZOnVo6zrCE0NBQDh8+jIeHB5MmTeLo0aN4eXlZHD979mzZ7+Dy7NqxvcreQT6G7RGPVU4ci4oK8fXzoyg21mpzsXPX7qiCmla16lLy8/N54YUXSl8/99xzhIWF8dxzz9GqVSs0Gg0eHh7079+f5cuXs23bNtmJOtLT03n99ddlz5GaksJXGzdQWG4KYZPJhIeHB089+xyr1nzBys/X8tjjT+Lq6mr21KUgP5//rV9HVmZmtd6jwsUFl/4DLTdIEob0dAqvhOPu7l5rXSoc4RHg5MmTZq89PDw4e/YsS5cupX///vj4+ODu7s7o0aM5evSo1R8xCxculG3FEh4d47EmSJLEBx98wFNPPWV1H+HRcR4zMjKYMmWKRSu+QqHgs88+44cffmD06NF4eXmhVqv55ZdfKl238OgYj/ZMHOW+I4VHx8Xjm2++afZ61KhRXLhwgRkzZtC6dWs0Gg0uLi507dqV9957j6NHj+Lu7m52zJ49ezh+/LhF3X92jzqdDnd3d86fPYPRaKRHz17V7rJZEfbyOGrsOK5fu8bqlSvw9PRk3osvo9Fo7OLRnkiSRK/efVCr1Vy6eBG9wYBrLX229fV3zvLly2Vb+z/99FMaNfq9Za9k2E55kpOTWbNmjc1zlMRwVb2DfAzbIx6rnDhqXFxwdXWl8PpVDNlZFv3XJaUSlz59kVTVmrAVgM2bN5fKCA0NZfny5TZniZswYQIzZsyQ3fb111/Lfsn+8ssxrl65YlGvSqXixZdf5Z1//osRo0YzavQY3n3/3zz3/EwzcUqlkothFzh10nZ3WFu49OxdvBBnOUx6HdrLYSgAb5luHvbAER4BPv/8c7PXOTk5fPHFF7L7enp68sorr8huy8/PZ+fOnRblwqNjPFaXNm3a8NNPP7FgwQKb+wmPjvP4zjvvkJSUZFH+4YcfMnPmTItyubizhvDoGI/VTRxVKpXZQ1Z/f3+eeeYZi/2ER8fFY9lYVCqVrFu3zqI1qix9+vThrbfesij/9ttvLcr+7B5dXd3QFmq5ceN6cdJmpVeTPbCnx5XLPyU6OorHHn+SAYMGsW/vHrt43L93T7Xfn1x31Y6dOuHj40PcrVjuJCfXaDIlW9TH3zk5OTn8+9//tijv2bMn48aNsyh/6qmnZGck/+STT9DpdGZlZZO/khguS2W9g2UM2yMeq5w4ent5owAKr13BpNdZbFd4eKLp3LWq1ZpR9gY4cuRInCoxhuDJJ5+ULTeZTGzdutWszGAwcPjgAYsn7gaDgU6dOzNl6jSzAFWr1Tz86HRahYaarcOSn5/P4UMHq73ukVOrUFmBIFF04zoUFeHbqHYC0REeAX7++WeLsoULF/K///1Pdv8RI0ZYrevw4cNmr4VHx3ksz/Dhw5k0aRIdO3YkICAAjUaDSqXC19eXXr16MWvWLH766SeuXbvG2LFjbdYlPDrW48qVKy3K+vbty6uvviq7f2JiYqXqFR4d57HsU+7x48djNBoxmUwV/vfzzz+bfdZz5861eLosPNbdfTU0NJSmTStuNZk2bZpF2bVr18xeC4/g7e1NclISSUlJNGrUiNBaXPajLDX1+MOunfTs3ZsnnymeJMeeHu1JUNNmNG3WjMzMTKKjI2nUyM+u9ZdQ1Xg8cuSIxb3PaDQSFWW/sbRbtmyR7QVnbT1Id3d3xsgsA3Pr1i32798ve4xcDFfVO5jHsD3iscqJo5e3N+j1FEVGym5XNWmCunlwVas1o+xkDatWrWLgwIGcOXPG5jGdOnWyuq18d8mUlBQuhl2Q7d46cPAQfBtZDh5t2qwZAwYOxmT6XYgkSZw/d67aC6MrfHwxySwIKkkSuoR4DOlpeHn7VKvuinCER4B4K7MzffXVV7LlLWysM1R+vKrw6DiP5XniiSfYvn074eHhJCUlUVBQgE6nIy0tjTNnzrBy5UrGjRtXqbUehUfHepSbUfOf//ynVVedO1uOiZBDeHSMx7y8PNLT00tfT58+vVITJphMJl5++eXS1xqNxmxISAnCY93dVysz3gmK19QtT/kfscJjceIYExNNTnY2QU2b0tjfv1bOU56aelSp1cx9cT6BgU1ITbWvR0O5dTUri9w9xtPTkxYtW1FYWEjkjQg8PT2rVXdF2CMeJUmy+fuyqmzatEm2vH///laP6dtXfky0tV491mK4Kt7BPIbtEY9VThw9vDwxZmejT0xAkiwPdwppicLLW+bIylO+G9Xx48cZNmwYV69etXqMrX7r5Z+Yx8ZEk5yUZBEITk5OdOli/Slij549UanUpa8VCgUJCfEkxMdZPcYWklIp/4UvSRgy0tElJ+FWrg+8vXCER7DuJSsrS7bcVteO/Px8s9fCo+M8licwMNBudQmPjvN4+/Zti7KQkBDZJ6ElfPDBB7JDBbp06WL2Wnh0jMey3VQlSapwMekSvv76a7PlkB599FH8/CxbCITHuruvxsXFERYWVuF+qampFmXe3ubXIzyCu4cHMdHR6HQ6mjcPxs3VtVbOU56aepw67SGGDS/ufRV586ZdPV4Jv1zZt1EhSqWSlq1aARATE23z91tNsFc8VuYBW2VITU21OjlcmzbWW7XbtZNfP3TXrl2yLfq3YmO4k5xsdt1V9Q7mMWyPeKxy4ujm7oEhIw1DRrrsIpvqFi1r3M9YbmBmbm4uixYtsnqMrfWGyj9hiY6KIj8/32KwqYuLC0E2uhc0a97cLDAkSSI3J4eY6Girx1SIWm1ZJkkYCwrQ376Ncy0FoiM8AlZ/1JT/0VmCrTUbGzdubPZaeHScx/LYM3EUHh3ncePGjRZl06ZNs/mFOnr0aPbt28egQYNwdnbG19eXZ5991qLruPDoGI9lE8d27drJJn/lKSgosBhnPG/ePNl9hce6u68CPPvss1YfrJZw4MABi7KuXc1/TAqPxb8l4+7GS/PgEBQ25sqwNzXx+NzMWajVarIyM+uXRxmCg4NRqZQk2ljBoKbUZTzK8dtvv8m23CqVSpszx8u1MENxY1lkmdbUEtcx0dFm7qvivfwkOWbuaxiPVZ8cR6NBn5qKMV/+B749um906NBBttzWemO2FvQsn3DE3bolK93VzQ1vG020Pj4+aMq1oOn1OuKr+SQOQKFxke9vrNOhT05CVYmuftXBER4B3n//fYsyNzc3XnvtNdn9o23c1Pr06WP2Wnh0nMfy2DNxFB4d53H9+vUWZcOHD6/wuOHDh/PLL7+g1WpJS0tjzZo1ZrPGgfAIjvFYNnEcOFBmhjwZPvnkE+Lifv88Bw8eTPfu3WX3FR7r7r4KcPbsWfr06WN13FNhYSELFy60KJ80aZLZa+GxuKXlTnIyCoWCJjJr6dUmNfEYcnfJkG83b6pXHuVaxQICm+Dk5Ex6WipFMuMP7UFdxqMcFy5ckC338fGxOTzH18bkQZcuXbIok3NfHe9g7r6m8VjlaFWp1RjS0zEVFclm/qqAmv+gnDhxomy5rcHGu3btsrqtR48eZq+Tk5MsAqAkk3ex0ZXBxdXVoineaDSRLDNDYWVRuLvJlptMJgypKZbr1dgJR3iE4mb7SZMm4eHhgYuLCyNGjODo0aNWm+zlJtOB4icm5RccFx4d57Esxd0eEli2bBkzZ85k9OjR9O/fnwEDBjBhwgRmzpzJxo0bKz2pivDoGI9RUVGy3f179uxZ47pBeATHeCybOA4YMKDC/dPS0vj444/NymbPnm11f+Gxbu6rZYmIiCi9r65fv57c3FygeHmJxx9/nPDwcLP9hwwZwuDBg83KhEcw6A1kZKSjVqvxa9zYbl0VK0t1PG79tnjsXPjlS6z9fFW98iiHr68vLhoNOdnZaGtpHce6jsfyWEsc5WZNrex2ucTxzp1kM/dV8V7+b6as+5rGY5XbdpUKBYasDDAYLAWaTCi8a97vf86cOSxbtsxiPM4TTzwhu39mZiZff/211fpGjRpV+m+9Xk9mpvwgb2cnZ9RyTbh3cXJylp3hNSMjA5PJVK2bksLNHUxJsp+lwcp12gNHeCxh+/bKLTxbWFjIsmXLZLc99thjtG3btvS18FiMIz2WYDQa6dWrl819Vq9ejSRJPPDAA7z11ltWB4ULj8U4wqPcQxlvb2/8704YER8fz44dOzh58iSxsbFotVp8fX1p1qwZw4YNY+zYsRatjCUIj8U4wmOvXr2YMmUK27dvr1SL48cff0xOTk7pa39/f/7yl7/I7is8FlMX91U5Tp48ycmTJ5k7dy6TJ08mOTnZogXL1dWVVatWmZUJj8XodDpyc3JRq9WyC7A7iqp4VCqK195bsexTEuLja8WjPXFzd0ejcaEgvwCtVmvXukuoL/FYgrXZWSsa4+lqI+GLlJn4JyMj3SIBrK734vqK3dc0HqucOCoAY25ecTOnzA1E4SafyVYFLy8vdu/eXdqVRqlU8uabb3L//ffL7v/++++XPskpT5cuXcy+XA16Pfl5+TKflwm1kxMqG/2kVSqlrLC83FwMBoPNY60hubpZmRoXjHny78keOMJjVUhISGDGjBlERERYbGvTpg2LFy82KxMei6lvHstiMpnYtWsXu3bt4pVXXuHDDz+0+NyFx2Ic4VGuO39wcDDx8fEsWLCAb775xuqMe2vXrsXZ2ZmZM2fy1ltvlSabJQiPxTjC46RJk5g0aRJarbbChZpTUlIsHsY99dRTVn9YCI/FOPK+2q5dO65fv25zn7y8PL788kuLchcXF7Zs2WIxvEd4LEan06Et1KJ2csKtlr8L7eHx7OmTTH/iKbZs3sTun36kb7/+teLRnrhoXNC4uJCVnkZRuSVD7EV9+52TmZkpW15RbNhK+OTGw5Z3XxPv8Lv7msZjtTqWmwq1Vtf0kZxsf5FVlm7dunHmzBn27dtHfHw87777rux+586dY8mSJVbr+cc//mH22mgyodPrQKYxVqlUoLDxNE0hKWT7L+t0Oot1UyqLQqPB2upIJq0WqllvZXCEx/KcPHmSiRMn0rNnT7p370737t1p06YNwcHB7N6922L/Tp06sX//fouWDuGxTP0O8GhrfHFlWLRoEePGjaOoqMisXHgsU38te5RzmJ6eTufOnfnyyy8rnKa9sLCQpUuX0r17d44fP262TXgsU7+D7qsajabC1p+FCxdaTDj29NNPW91feCxTv4M8rl27tlLLFskxbdo0hg0bZlEuPBaj1+vR6XSolCqcauk3TQk19bjju2+Z9OAUAD5bsQyNszNzXnypVjzaE5VahVqlQm8wUFRYVPEB1UQ2Hu9OdlRbv1etYW3So4r829petldICXLuK+/dMuJK3Nc0HquXOMqsA1a8wWTXmY169erFqFGjZCfiMBgM3H///fTq1Us2ENq1a0d6ejpTpkwxKzcajRit/EBSKJRICutCJEmymApYunst1V0cFxufl0lvsPpUwB44ymNZxo4dy65duzh//jxhYWGEhYVx8+ZNiy+k0NBQlixZwunTpwkJCbGoR3gsW3/teyzb1XTIkCGln5XcfxERETRv3tyijoMHD+Ls7MzevXtLy4THsvXXrke5tXDj4+MrnPmvPLdv32bgwIE0adKktEx4LFu/4++rcrz88st88sknZmVLliyhffv2Vo8RHsvW7xiPgwYNIisri8mTJ1f52A0bNuDq6oqnp6fZUivCYzFGoxGj0YikkKqd1FWWQYMGYTAYqu3x83UbCAoK4tSpU6iUKvYePMLwESNrxaM9UUgKFColRqPxbqJTO8jGo8Hg8PsqWE++K/psbcWPXDdfvcx5Kuu9/KnM3NcwHqsVSVYlSZL1m62dmTVrFj/++KPsttDQUPbt24ePj+XMQwqFAqVS/vqNRiMmo/UPzGgyWSQ4JkCpUlV/0LWNz0tSKWWb5e1FXXhcuHChzemKS4iMjOSll16iQ4cOnDt3zmK78Fi2/tr3WHZQ95AhQ2x+Cbdu3ZpNmzZZ3efNN98s/bfwWLb+2vVYfh3U8kyePJn9+/eTnp6OVqvl6tWrvPnmm1a7NZZdb1d4LFt/3X8/JiUl8dlnn1mUl595szzCY9n6HePx4MGDdO7cudJzAciRk5PD2LFjS18Lj8UolQqUCiUmo9HuCVN5Dh48SIsWLezi8YW582geHIxBr68Vj9VGJqEw3v1sFQoFKivXag/KxqPC0xNKfl848L5agrXxshX9jdlqsZerU859Zb2Xj1Uz9zWMx+oljja6yJiKaqePc1n+9re/sWbNGtltXbp04dixYwQHy0/Pq1Aoin8IyQSAwWDAaCPTtvYUz8nJqdpPs4xardUZjCSN5vfgqAXqwuOMGTNISkoya6HKz89nz549sjOtxsbGMnz4cIuxj8Kjef217fH1118HisfEWVv/rSwDBw7kvvvuk91W9kGA8Ghef216tPW08z//+Q/btm1j5MiR+Pj44OzsTPv27Xn//ffZtm2b1eu6c+cOIDyWr78uvx+huGt4+SfY3bp1s/q9WILwaF6/IzyOGjWK2NhYi/JGjRpVOEtjWcpOeiI8FqNSqVE7qdHr9RTW0vi7Euzpcex94wE4dvTnWvFoT3Q6HUVFRSiUSpyc7Vt3WcrGozE726w7paPuqyVYSxzLD8Upj62/Qbk65dxX13tpfdQ8HqscrUbuDkS1ckM12ljA3R688847FlOLlzBixAiOHTtm1oWqhJInASqlEjc3N4v+vZIkoSsqQm8jE9frdBTpLP8wPNzdUVZzYVlTfp7Vz1Lh5l6tOitDXXssi4uLC2PGjOHIkSOy69xkZWUxY8YMQHgsj6M8zp8/nz179nDp0qVKr+H40EMPWd0mPJrjCI+enp6y5Q888ACvvPKK1ePGjx/Po48+KrutZBkk4bGY+nBfzcnJsZhlE2Do0KFWjxHxaI6jPO7cudPigY4kSbz88stER0eTnJzM119/zX333VepSWlKZnsUHotRO6nRaFwoKioirxYn4bG3x8TERFJTU1m2dEmteLQnBQX5FGq1ODk5VbhwfHWpD/fVsgRZWRO0olllbSWO5debByzc18Q7/O6+pvFY5cTRYDSi9PIpHZRqhiRhtDLbkD1YuHCh1Ulynn/+eXbv3m29CfnuB61UqfC0sk9hUaFsn+IStIVaWfE+jRpVuwuHMS9XXqAkobSxyGdNcaTH+Ph4oqOjKxwfERgYyNy5c2W3/fzzz5w5c0Z4LIcjPY4ZM8Zq8iGHrSU7hEdzHOHR28qU5baSxhKmT58uW37kyBFAeCyhLr8fS1i/fj3Z2dkW5YMGDbJ6jIhHcxzhMTc3V/b7bt26dSxatKh07eNHHnmEH3/8kcTERD7++GPZB+MllHSTFB6LUaud8PT0QKfTWZ0J0x7UhsevNm7g5InjteKx2sg4zMnJoaBAMt32tAAAIABJREFUi6urKxqN5cLz9kA2HpXK4v8cdF8tS9euXWXLK5ovQG4CHFt1yrmvrHe5cCtxX9N4rHLiqNfpUPr6IllpPtcn23dx0RLWrFlT2l2uLE5OTqxYsYJVq1aZTUF7+PBhduzYwY4dO9i3b59Z1u7vH2BxA5QkKCgosDkOKD8vj8JyTxQUCoXNG0BFGHPln5RIkoTSr7HVmY9qiqM8Hj9+nObNm9OqVStCQkL4/vvvbe4/ZswYq9t++OEH4bEcjvKYmppKo0aNcHV1ZfTo0Vy8eLHCY6w9lQOEx3I4wqPcGozOzs6VWguwR48esuVl19oVHuvu+7Esy5cvly3v0qWL1WNEPJrjCI+bNm0iPj7erGz69Ok8+eSTsvs3btyY1157jYiICKs9AMpOkCM8Fi/l5uPbCL1eT8rdbvX2Zs2aNbXiccO6L2jatGm98ihHWloaWm0BHp5euNRSi6NsPBoMxf/hmPtqWUqWCixPbm6uze6qaWlpVreV/441mUwW7qvm3fxvpqz7msZjlRNHrVaLys8Phav8uim6+FtVrbJCdu7cyaxZsyzKAwICOHz4MC+88IJZuclkYtKkSUyePJnJkyfz2muvmXWxaNa8uUyXC4n8vDybi6OmpaVRUFBgVqZ2cqJ5c9vjRmxh1BbIZ/5qNaqAQPS1NE21IzzevHmT0aNHl76Oi4vjwQcfNPtyK0/btm2tbjt37pzwWA5HeMzNzeXee+8lPT2dgoIC9u/fz5AhQ7h586bN42ytmyU8muMIj3KJQ1BQUKXGvMh1IQfM1s8VHuvm+7EsJ06ckF1LTpIkWrdubfU4EY/mOMLj1q1bLcpeffXVCo9zc3Nj48aN9OvXz2Jb2QmrhEcwGg0EBgZiNBhITEyolXPUlsfUlBSemfF8vfIo1+KcdDuRoqIi/Pz8UNt5/GQJdX1fLU/ZWebLUzYGK7vNycmJzp07W5Rbuq+89/KuyrqvaTxWOXHMy81F6dMIpY+v7JM4XXS0XWc4OnbsGA8//LDFbEU9evTg9OnTsk/Lb9y4YdZVx9/f36xfecuWrXBxcTHrOilJEvn5+cTdshzcXEJsTIxZ07/JZMLL04uQFi2r9d4AkGtyNplQuLigatLE4omRvXCExw8++MDshyUUr6u0aNEiq8dY62oMxa1ewqM5jvD473//22INwOzsbD766CObx8l1lytBeDTHER579+5tUVbZRbGtjakoO95VeHT892N5Nm7cKFveqFGjChaNFvFYFkd4LH9P1Wg0VlsyyqNQKHj77bctysvGqfAIWm0hwSEhSAoFcbdu2RwbVl1qy+M99w5l2sOP1i+PMtyKjcVg0BPUzHIJLntR1/fV8rRv356OHTvKbrP1QD0yMlK2fMyYMTg7m69FKUmShfvqeAcZ9zWMxyonjjlZWSg8PVEFBWEyWWalRbHRGLPs09/40qVLPPDAAxYDTidOnMixY8dk14oDOH36tNlrf39/s9chLVrgHxBgMeZOp9NxptyxJRiNRsIunDdLYI1GI8EhITRt2rTS76ksJmvrIplMKH18UQcEkpdbOwO6HeFx3759suUxMTFWj7E1nXH5Gd2ER8d43Lx5s2z5pUuXbB53p5Jdg4RHx3js37+/RVl6enqljrX2hLPsLJ3Co2O/H8tjMpnYtm2b7DZr41vlEB4d4zE5OdnstbXfM9bo2bOnRVnZbojCI+TmZNOiZSucnJyIuxVLro0xZtWltjzOefElvL297e6xfYcOVbo+W+h0OqIiI5EkBa1atUKrLaj4oGpQl/dVa0ydOlW2/MKFC1aPOXv2rGy5tYkE5dxX1XtJeUkM2yMeq5w4ZmVmgkqFU6h8txf97dvo4uzTbPzAAw9YDDadMWMG27Zts/mk/Pjx42avyyeOjf396dylq8WaKpIk8cuxn4mTuf7YmBhOHj9ukbz06dsXjypMGFIWY0Y6ksy0tyaTCVXTZih9G5GVab1JuiY4wmP5G2oJrVq1snqMrWSjfN984dExHuWmGAfLuCqPrS7JZREeHeOxR48eFkveJCYmVirBv3r1qmz5qFGjSv8tPDr2+7E8x48ft9oVSlOFsUfCo2M8lk/mba3xJodc9/HQ0NDSfwuPkJmRSUiLFnh5eXE7MZGkpNsVH1RFastjv/4DAPh+1w67eqwucslGZmYmMTExaDQa2rRtS3aW9V5GNaEu76vWmD59uuwsw9bWlzcajezevdui3MPDgwkTJsgeIxfD1fEOv8ewPeKxyoljZlYmRsC5fUckldpiuzEnG+3liifOqAidTmfxg3Xu3LmsWrXK5lpC+fn5pVPEl1D+B65KpWL4iJEWY3sUCgXRUVGsW7uG/PzfB49mZ2fz+aqV3LoVW3puk8mEh6cnw0aMrNb7AyiKirQyJa4J57btwMmJ9LTKtQhUFUd4lLshOjs725zF8cyZ/2fvvMOjqPYG/M7upm96B9JIIaFI701EEa94UQQ7KlYcFVHx6rV3vfpdC2XFzhUUe1ea9N5JqAlJgEAC6b1tdme+PzYbQ7IJSUhjOe/z5NlkJrN7Zt/9zZ7fnLarwX11+4ALj+3j0dYaVJIkcf/99zd6XEMtznURHtvvunrXXXfV2/btt9+e87jVq1fb3F47cRQe28+jLVatWtXgvuYsoyA8to/HujdQ09LSKG3GsgJ11zYGmDRpUs3vwiMUFOQTEBBAly5dyc/P52hSUqu/Rlt51Gg07E9I4NOPP+oUHm1xMu0EpzPS8fH1JaJ7d3Jzc1r1+a105HW1IaKiorj11lvrbV+7dq3Ncea//PIL2dnZ9bY/9thjDa7zaSuGm+Md6rtvjXg894IydaiontHHKTYOrYcn5oL8swqhms2U79yB5023ITVhvZqGqDu42N3dnaysLK6//nqqqqpqFh2t/XtlZSVpaWn1xtXZahkZM/ZS4nr2IiF+31lfqqqq8sWizzmWmsrIUaNQzAob1q9j65bNZw02Vcxmhg0bTr/+9bsZNJXyPbtsCpR0Djj37osCFOS3zQW1PTzGxMSc1ZoRGBjIF198YXOslZWGxugAXH/99fW2CY9t73HAgAFnJQ6+vr7Mnz+fq6++usFjMjMz+f77723uq51sWBEe2+e6OmPGjHqzU7/11lvccccdDX55lZeX88UXX9jc5+Jy9vTrwmP7eLTF5s2bW+25hMe29zhp0qSzekdVVVXx3Xffceeddzbp+E8//bTetrpLrlzsHsvKynB0cCS2Z0/27dvLvn17uWbyta36Gm3hcfTo0ZSVlfHB/LlkpKcTFBzcKh5HjBzV8hO1wYH9+yksLCSuZy/8/P3bJDGH1ovHxhL6/Px8jEZjkyaLs/LCCy+wdOlSqmqNGVRVlVmzZrF8+fIaB4WFhfzrX/+qd7y/v/85J1KyxvDBA38PDWqqd6gfw2W7d4KiWpoNa8/Y2ox4bPYVz8nJibycHEJCw3AIC8ecl3vW2iqSRkNlwj5MGek4hIY19+kBy5iqefPmnbWtuLi4SXfGbWErcfQPCGDG3ffw9JNPVK95YnkDJUnCVFXFXytXsHqVpcVEVdV6werl48Odd92Dq6tri8qklJdTvm1L/R2qitbXF6eevSgpKWl0wdDzoT08Tps2jU2bNtW83po1axocUAzw448/8vPPP9vcN3bsWJuzTgmPbe/xlltuqUkc3dzc2LlzJxERDQ+wV1WVe++91+Y5S5LEG2+8UW+78Nj2HsH2IsMnT57k/vvvZ8mSJTZ7czzzzDOkp9efkdDWmp7CY/t4tEXdSTpqU3upqqYgPLa9x1tvvZUXXnjhrAlbnnzySUaPHn1Wl1NbfPfdd8yfP7/e9rrxe7F7dHR0pLikmIGDBvHdN1+zb88eSoqL0Tdwk6wltIVHgN9++Znly/5k2PDh9IiNaxWP54WqnpVomM1mdu3cgdlspm+//iBJlJW1zRjH5sbjuHHjzhqXr6oqRqORjIyMBl8jLS2NgIAAwsPDz9o+b948Ro8ebfOY7t278/rrr/PEE0+ctX3lypXcfvvtLF68mGPHjnHrrbfWmzRHkiQWLlzY4A1bK9YYfnz2rGZ5t26rG8PlG9ahLSxGcXdDddBZ/7FZ8djsrqpdunYl88xpJL07zv0G1F/vQ6Oh6nQG5buaNr6pLomJidx7770tOrYhGhqLdc3ka7nt9juQJKle/22tVotGo0Gj0dSTodFomHH3PYxs4MPUFIzJSVQePFBvu6ooOEbF4BgaRk5WZosv2OeirT2CpXXDOlC8srKSUaNG8cILL3DkyJGz/i8rK4sXX3yxwQHCOp2OuXPnNvg6wmPbepw+fXpN0l5aWsrYsWP573//W2+So8rKSlatWsX48eMbXK/z8ccfZ+DAgTb3CY9t69GKrYXgly5dyuTJk0mqdcc4Ozubhx56iHfffdfm8yxcuNDmduGxfTzWxVY3KCvnqpzYQnhsW49hYWH1WiGysrIYPHgwc+fOrbfmm8lkYuvWrUyfPp0bbrih3gQYDfXkuZg9BgUFk3nmDP36D8TH15ejSUkNzmzZUtrCY2pqCgsNC3BxceHBWbPx8/Nj6g03npfHMZde2uJzVBWlXqtxZuYZEvbtw8XFhaHDhpGXm4uzS9us49jceNy/fz/x8fE1PwkJCRw5cqTRmd7B0jJY+7j4+Ph686zUZc6cOUyZMqXe9iVLlhAVFUV0dHS9eVcAnn32WZvH2eKaydc227uqqjZjuGrHTrSFpUgVxpoZapsbj81PHLt0JTsrC5Oq4jp8BBobg+7VqipK/1qJ2shCmA1x9913U9zKM181lDg6OTkx+/EnuPOuu3F0dGx0Rk8rZrOZGXffy/0z5WaNG6lL6drVmG00B0uShOvQ4eDsTEZ6OmGNtOycD23tESyVlUWLFtX8nZ+fz8svv0xcXBx6vZ7Y2FjCwsIICgripZdesjlVtiRJfPbZZ1xyySUNvo7w2LYeHRwczmrtP3nyJHPmzCEiIgJPT09iY2OJiorC09OTCRMmsHbtWpvPc8MNN/DWW281+DrCY9t6tPLbb7/ZjKfff/+d2NhYunXrRnR0NF26dGlwMfknn3ySm2++2eY+4bF9PNalsQnjGpuQrCGEx7b3+Pzzz9fblp+fzyOPPIKfnx8hISH06dOHyMhI9Ho9I0aMYMmSJfWOiYiIaPBm3cXsMSQ0lMwzmXQLCSE2No7c3By2bWm9Lt1W/jHxynrbWupx2bJlfLzwA44mJXLjzbcweszYmv3Pv/RKizw+Nqd+N8nzZd/evaSlnSAkJJTel1xC+qlTZ82y3Zp05HW1KSxevJipU6fW256SklLPkyRJPP3007z00kuNPmftJNHJyanZ3h0cHevFsJKfj5STB1otqkOtFttmxmOzE0dvHx+qqqrIz8nBpW9/HMLCoe5sTxoN5bt2UHmk4a4zDdHY4pktpbHZHz08PHjqmWd55fU36dmrl6UJ2GTCbDaf9WMymZAkidjYOP711L9x0+tbXB5zTg6lq1fVX49GVdF4euI6YhQVRiO5OTl07dKyKbDPRVt7tHLZZZfZ7NJWWlpKYmIiaWlptqcGBvR6Pf/73/+YPn36OV9HeGxbj3Fxcfj5+dXbXlRURGJiIikpKQ12b9BqtbzyyissXbrU5gLCtREe29YjgLe3N6tWrbLZ8qiqKunp6SQnJ9u8kaPVannnnXd48803G30N4bHtPdZlzJgxDe677LLLWvScwmPbenRycmLChAkN7j916hQHDhwgNTW1wevr6NGjWbt27VlrqtblYvZoNFZiNpkYPXYsoLJu3ZpmTV5zLvJyc5n3/nut5tHPz48fv/+O3n36cNc999VL3F985bVmeXz+pZfP6/zU6i6qZ42ZVBTWrv6L8vJyBg8ZipenF7k5OYTV6ebZWnTkdbUpuLq68u233/Lyyy83OkbS39+fH374gddee+2cdaG6+5sbvy+/+vpZMawqClV79uBQWo4q8XdctiAemz3GUafTERIayqmTafgPGIjriFFUJh7hrFOUJMx5ORT/8SvOffo2MINP++Di4oL+HBc/Z2cXbrrlVi4ddxmbNm5g29YtHD9+jOKiIiRJg7u7ntCwcIYOG8aoMWNxrjMhRHMp3bgOY9KRs/pog0WsU8/eOMf1Iu3MaZydnc/rwt0Y7enx8OHDPP7443z33XdNului1WqZMmUKb7zxxjnHCNRGeGxbjzt37uSRRx6pN2txQ2g0Gq677jqefvppm2tVNYTw2PbXVX9/f9avX8/cuXN5/vnn600oZovRo0fzn//8h+HDhzfpNYTH9vt+VFWV5557juXLl9ermEZFRdmcWKypCI9t63H58uUsXryYF198kWPHjjX5uOjoaGbPns3MmTMbnWneysXoUavVEtSlC6dOnWLspeP4+MOFJMTHc/DAfoYMrb+ubXNRVZUvF3/B5k0bOZx8jB9//LHFHseMHk1YWBhnTp9GURTkh2bRrYE1IW+65VbGXTaejRvWn9Nja1A3iUk7cYItmzfh6urK5RMmkJeXh1anw82tc8RjTnZ2u+cdkiTx3HPPcfvtt/Pxxx+zYsUK9u3bh4+PD5dccgnXXnstd9xxxznzESuqqp71vjc3frvUSf6Mp09TuWMHmBVUTydUBweQJFSzudnx2KLpwLp1C2Hnjh307tsP/eVXUvT9tyilJXVESZSuXI7nDbc0uPaKLeoOIG1PgoKDmXrDjUyZOo2KinIqKypBknBycsLZ2blJF+dzoRQXU/zT9yhGI1KdC6qk1aK//EpwceH4sWNExUSf9+s1Rlt6hL8/+MHBwSxdupS3336br7/+ms2bN5OQkEBubi6lpaV4eHjg5+dH7969GT16NFOmTDmvLg/CY9t4DAsL45dffuHAgQN88803bNmyhcOHD5Ofn4+iKPj4+ODr60ufPn0YM2YMEydObHQSnXMhPLaNR+ujRqNh9uzZzJgxg6VLl7J8+XL279/P6eqKi7+/P926dWPcuHFMmjTJZgtlUxAeW9djbawuJUli4MCBrFq1iqeeeoo9e/bg5OTE+PHj+e9//4uTk9N5n5fw2Doe68YhWMaR33bbbWzYsIE///yT3bt3c/ToUQoKCigrK8PDwwNvb2+ioqIYNmwY48aNY+zYsedstbDFxeaxe/dIdu7czqhRYxg4aDArlv3B8j//aJXEcfeunXz+2Sd06dIFvV7P1KlT2bZ5I1Om3ciKFSvYs2fPOT3eccuNOGglevfpg6IoLPr8U66ZfC1XXvWPRl87MCiIqTfcyNQbLHNDKGYzmvPoVtwQtj5ja9es5mTaCXr26s2gwUM4cvgw4eHhLfo8NpX2iMemcK5zDAsL49VXX+XVV19t0vM1l5bEr6qqGJcsoeyNN5DAknBXtzq2JB5blDj6BwSgkSTOZKQT0rc/zv36U7px/dkXCI2GqpNpFP30PX5znmrS855LXN0MvDat+YHVaDS4urrh6trwmJGWUrpuDeW7d9a7mKIoOISG4TbuMoqKi8nJzmbosPO/sDVGW3q0VmaAmqDs2rUrc+bMYc6cOW1xOvUQHlvPY+2La69evXjllVfa6GzqIzyen8fa1K20qqqKp6cnDzzwAA888EArnk19hMfW82ildoVHkiRGjRpVb1mOplaImorweP4ebSWPYJk9/NLzmMSkOVwsHv38/ECBkuJirvnnZNauWc2qlSu5Y8bd59W1sqiwkPnvv0duTg7PPP8iAL/+/BPL//yDrMwzLPz4M/z8/SkrK2PO7Fn89usvPPHkv3l49qNIksSizz7lzltvYvTYS5l2o2W8+LYtW/hq8Rd8//Ovzb7Z0xZJoy0KCwr4/ddfMJsVJky8CkdnZzIzMxk0pOFl1lqDtorH2vXUptBQ7J7rmOa8RlP+tznxazKZKH3vPdTiYiTA7OgAkgZUFYeQ0GbHY7NvLZnNZiRJYviokezYtp3csjKC35mHc99+ULcbokZD/gfzyPz3HNSqcw9YtVZSG/rRaDQN7rsQKPj8E87MmYVaa80XwDIVrp8/we9/gBLclU3r1zFo8CCcnJxR6vTjbi3a2qOtbReKp3NxMXqsfXEVHluftvRope7NnLrbLlQuNo91seW17v4LgYvFY0O+7CEWoXN6HDBoELt37eTSyy7j308/y/Fjqdx71x0tft79CfFMuGwsCfH7+P7nX7lv5gP86/FHmfPoI8y4+16++eFn/Pz9SU1N4eorr2D9urUsXvoNsx59jMrKSmY//CDP/vtJHnz4ERZ/9TVeXl4sNMznpmlTGDJ0GDE9YlvxXWg9SkpKeOiB+9m6ZTN3zLiLmfJDbN6wgdi4OJydXVv9JpWVjriuNkRzE03r/3ZUbOd/+hEZnu4Yz5yh0kFLSTd/FHc3kGhxPDY7cbQ2g7q56fFw15OcfBSNjy+e198Ithbe1Ggo+fN3Stesrr/vIqIy8TAFiz+v/yEHUBT0V1yJU+8+nEhNparSiJe3b5uWR3hsGcKjfSA82gfCo30gPNoHndWjn58fTs5OpCQnc/U//0lMTA+ONLLuaWOUlpayYN77pKenc8dddzNo8BAAfv7xBy7p24+77r0XrVZLVZXR5uyoy/78g99//YWBgwZz+4wZSJJEQnw8n33yMf4BAcgPz2qdk28D1q7+i21btxAYGMSNN99CRno6FRXlNS23bZU4inhsGZWJhyn8eCGoKqqjDrOfFzhXt2SfRzw2O3GUJMky1auDA/0HDeJUWhp5+fm4X3U1zpf0s3UASkkxeQvnUZV+qrkvZxcoZWXkL1xA1YnjULf/saqgDQrC88ZbMZrNpKak0KdfXzw8PFAUpVXGG9hCeGw+wqN9IDzaB8KjfSA82ged2aNOp6Nnz96cPn0avZueG2++BSSJlJSG59RoKAn6+cfvWbFsGcNHjqxZV/HUqZMAPDhrFl27dgNg9apV9WZHTUs7wQfz56HT6Xhw1iMEBgZRVlqKYf5cTmdkcOddd9N/gO11jjsDiz7/lNLSUq6+5hpiYnqQmpJMTEwMer2+Zt3AtkDEY/OpicfM01T5emLy90ZxdbaMCT3PeGyRZeuTenh44u3lTeLhQ2h8fPG6fUb9qZcBtFoq9yeQv3ABagNTEdszRT98Q8mKP0Fr++32uG4aTr37kHI0iSpjJd4+bXsXzorw2DyER/tAeLQPhEf7QHi0Dzq7x8CgIDzc3Tly5AiTp1xP3379+OLzz5o007uVpMQjLDQsQK/X8/Ajj+Lr64fJZOLTjz/iuuuncsWEiQCcOX2aBfPmnjU7qslk4rOPP+LQwQNcP+0Gxl02HoBff/mJlcuXMXzESG65bXqn7q68a8cOwsLCmX7HnZxIO0GVqYou3SyJclu1NloR8dg8auLRQYfq4oTi4nTWDZ3ziccWJY7WNUQcHR2J7dWT9JMnOXPmDO5XXInaUN9YSaLop+8o+vFb2/vtlLJtW8hfOL96UdL6FwTHmDi8br6NsvJyjiYl0atPH7y9vdv0LpwV4bHpCI/2gfBoHwiP9oHwaB90do/W1qrw7t3JzspEkiTuvvd+fvz+OzZt3NDgsbWToYqKCj6YP49jqancOv0ORo4aDcCG9ev4ZulX3P/Agzg6OqIoCv/7/FP27tl91uyoG9av49uvl9IjNpZ7738ABwcHUpKTWWhYgKurKw/OegRf3/prJXcWDh86iKqq3HLbdEJCQklJSSY8PAJvbx8Rj52MevEoSWfNPnu+8dhi07rqfsXBwV0Ij4jg0MEDmB2dcQgKrrcwJ2BZL6Sigtx571G2qeFAtSeMx1LJ+c+rmM6cqd91A0BV8b7nfnRdu3H44EEcdQ4EBgUD7TehgfB4boRH+0B4tA+ER/tAeLQPLgSP2uqZN8PCwvHy8uLQgQOMv2ICubm5zHvvXbKzsuodYy2bNXn84/df+a16bOKdd9+NRqMhOyuL+e+/R0V5Od2r15zetnULXy5eTEREd2bKD+Lk5ER2djYL5r5HZWUlMx98iPCICIxGIx8tNJB89Cg33nIro0aPaZf3oiWUlZVhmDeXQYOHcNOtt3H48CEkFbqfx1JCLUHE47lpj3g8r1sE1pmOgrt2o6ykhKOJRyzNxg1NC6zRYM46Q/ZrL1J58MD5vHSnx5SdRc7rL1G5P6Hh90NR8PjHNWRmZpJyNIkBgwbh5uZW8762F8JjwwiP9oHwaB8Ij/aB8GgfXIgeo2N6UFZWwpnTGUREdGf7tq188tFCTCZTvWOs5TuemoJh3jwcHBx46JHZBAUFo6oqi/+3iJ07tvOPSdcAkJ+fz/y571FUVMi9Mx8gpkcsqqqy5ItF7Ni+nauunsSkayYD8Neqlfz84w/0uaQvd919b01y2xn5/puv+fOP33l49qOoqkJaWhq9+1yCi4sLZrO5zVsbayPisWHaKx7Py7ZWq8VsNtO1a1diYuM4fOggnrdMx23ceNuzagFotBiTEsl68WmMKUfP5+U7Leb8fHLeeIXSdWtsZ/wAZjOOMbEYtVri9+2le1QUAYGBqKra7hcQ4dE2wqN9IDzaB8KjfSA82gcXqseg4GBCQsNJPHIE+eGHcXJyYvEX/2P5n3/YPK6qqooPF35A4pHD3HDTzTVjE3ds28YXiz4nJCQE+aGHAfhm6Vds2rCB8VdMYMr1UwHYtXMnXyz6nG7dQnjgwYdwcXHhdEYGhnnvV4+BfJiu1eMEOyM7d2xnwby5VBmNDBs+gv3x8fj6+BIaFibisRPRnvF43rcJtFotqqrSPTISH29vVDc9vo/MwSEi0nbTseUgKvbsJuvZpzA2MqvVhYg5P5+cN1+h+PdfzupTfBaqisbTE99HHudgQgKKyURkVFT1rrYdYNwQwuPZCI/2gfBoHwiP9oHwaB9cyB4BYuPicHV1ZfK1U7h2yvUUFRTw9n/eYH9CQr1j/lq5omZ21Hvun4lOp6OgoIB5c98jPz+Pe+5/gJ69epMQH8/nn3yEf0DeiWJvAAAgAElEQVQADz48C727O0VFRSyY9z55ubncfd999OrdB0VRWPTZJ+zbu5fJ101hwsSr2vttaDKnTp3kjVdf4eTJNEaPvZTEI4epqKigb3/LTKYiHjsH7R2PrdK+rCgKOp2OHj17cSAhAae4nvg9/iQaD0/bsx0BaLWU79hG5lOPU3m4ZevpdDZMWZlkv/wcRT9938h/qaDV4n3XfegnTORoYiL9BgzE29un3Zv86yI8WhAehUfhsfMgPAqPwmPnwR48Ojg4EN0jlmPHjvHo408weOgwjiYl8epLz5ORnl7zv+mnTjF/7vuoqsqDD80iJCQUsLQsbli3lsvGX87UG24E4IP5c8nIyODOGXczYOAgAH747lvWrv6LMZeOY9qNNwGwZfMmvlqyhO6Rkdz/gGUMZGekqLCQ/7z+Gju2byUqKpqnnnmOlJQUel/SF09Pr07hUcRjx8Rjq1iv6QIQFMSZM6c5eTIN/ZVX4X2/jOTg0KjEij27ODNnFmVbN7dGUToMY2oymf+eY8n4G0NR8fjndXjPuIeikhJie/UkKDgYk8nU4X3chUfhUXgUHjsTwqPwKDx2HuzBo0ajwWw2ExISwqmTaQA89+JLRHTvzuZNm3jt5RfJz89HMZv59OOPSIjfx7VTrufKf1hmR02I38dnH3+Iv78/D82ajYeHBwArli9j2IgR3HLbdAAOHz7EJx8uxNvbm4cefgRPTy/y8/JYMPd9SkqKuW+mTHRMTMe8CeegoqKc99/9L7/+/BPePr78+9nnCAsPp1u3boSFhWE2mzvco4jHjovHVrtdoNVqMZlMjBw1mvh9+ygoKsL7zrvxvHl6w02nlgMxHjlM5hOzKfzu6+rpYy8gVJWyzRs5M/shytavafxczWZcx4zDb85TGB0c2bZlC7169a65c9IZEB6FR+FReOxwhEfrgcKj8Njx2KFHs9nMqDFj2b1rJ90jo3j2+Rfx9fXjt19/4e03X+f3337lm6VfER0Tw0z5QRwdnSgtLWXBPEvL4h133c2AQZaWxdSUZFxcXXno4dn4+vlRUVHBwgXzOXHiOLfdfidDhg0DYOlXX7J500Yun3Al1065viPfggYxGo0sXLCARZ99iqOTE48+NodLLxvPti1bGDR4SIeMa2wIEY8dE4+t2s6s0+lwdXVlyJChbNu6hXJFxfeRx/C49vqGs38ArRbTmdNkv/w8OW++iinzTGsWq81QSkrI/+xjzjw+i8qD+0HTSDCZzTgPHkrA8y+Dnz87tm2la7duaLXaDm3ut4XwKDwKj50H4VF4FB47D8KjfXjUarXo9XqGDhvO1i2bGXPpOJ58+hn0ej1ff/Ulz/z7SUymKh58+JGaZSd+/vEHVi5fxvCRI7l1+u1IklS9rMYH3HTzLYwaY1lSY9kfv/PHb78yaPBgpt85A0mSiN+3l88//ZiAwEDkh2ah1+s78vRtYjRW8uEHBhbMm4uqqsx84EFuvm06O3dsp1uIxWN7zoTbFEQ8tn88tnokazQaAgIDiY6OYeumjVQ5u+D31HO4T5rcuESNBrWinILFn3P6ofstMwN1VlSVyoP7yXzqMXL+7w3MOdkNT30LFnn9BxL4yhvowiPYvXMHrq6u9OzVq8MGF58L4dEGwmPnRHhs7EDhsRMhPNpAeOycXAQeJUkiMCiImJgebN60kWunXM/j/3oKR0dH8nJzCQkNY9iIEQAcTUrkww8WoNfreXjWo/j6+gGweuUKfv7xB2bcY1lSI+3ECT5YMA+dgwMPPvwIgYGBlJaWYpg3l8wzp5lx1z30HzCgI0/bJuXl5cyf+z5z3/0vJlMVd917HzMffIj9CQm4OLsQ17PzehTxaIM2jMc2uwUUGRVFQGAQ27Zsxuzujv9zL+F+bXXTfEOFliSQJEv/48cessx81Ak/qHkfLiDjgbspWfaHZfrfxjJ3sxmXIcMIfOP/cIjuwb49u1EUhf4DBqKqaqe7e1MX4bEa4VF47AQIj9UIj8JjJ0B4rMYOPHbrFsLunTu55bbbeOKpp/H09CT5aBJvvvoKqakpfPiBgdSUFG6+bTojRo0C4PTpDBbMm4tiNtM1MAiTycSnH3/IoYMHmTrtBi6tXrrjl59+ZOWK5QwfMYqbb72tI0/VJgUFBbz5+qssmPs+ZrOZe+6byaOPzyEp8TCVlRUMHDz4gvEo4pE2j8c27TvQ55JL8Pb2YdvmzZj07gQ8+xKet96OpNOdswlZKS4m4747yftgHlXppzqFSHN+PkXffU3uO29hyshoPNtXVVBV3MZdTuCb/0UXFc3e3bspLy9n8JChAJ2u60ZDCI/Co/DYeRAehUfhsfMgPNqHx569ehEYGMiObdu55bbpPPfiS3h6efHLzz9x1+3T+fWXnxk4aDAz7r4HrVaLoij877NP2bdvL9dMvhalvJztK5aTk36K2Ng47rl/Jg4ODiQfPcqHHyzATa/noVmz8fH17ehTPYsTJ47z7yceZ9EnH6PTapk1+zEenfMEiUeOUFBQyIiRliT5QvEo4rHt47FNRyqrqsolffuyPyGeTRvWM2LkKPyffAadfyD5HxtQiosbzpoliaoTx8l9922Kf/kR/dX/xP0fk3AI7275ALQXqorpzGlK1qyi+Jcfqdhfvc5PY2++qoJWh8d11+P32JPg48OuHdtRFJWhw4YjSdIFE4QgPAqPCI+dCOFReBQeOw/Co/14jImNBUli6+ZNTL7uery9fXjlpRc4mpSIVqtl2PDhBAQEArB1y2a+WrKYiO7duf/Bh8gtLWXuBwtIOXiQl157g9Cg4OrxjwZSkpN54MGHa1oq2/o8mtKipKoqWzdv5o3XXmHP7l0E+Pvz+L/+zdQbbyQhfh8lxcWMuXQccOEkjSDisT3isU3fCeuHt88lfUk+epT169YyfMQIfO6XcQgNJfedtzCeOI7UUAZdfZLGlGTy5r5D0XdLcR0+CrcrJuLcrz86Pz+Q2uYDrRQVUnnoICVr/qJs/RqMx4+BydR4tg9gNqPx8sb73pl43z4Do1bHjs2b0Ovd6duvX/VpXThBCMKj8FiN8NgpEB6FR0B47CQIj/bjUVVVYnr0QKPVsG7NakaOHsP8Dz7k5ReeZ9fOHXy5ZDFIEtdPvYEF896nqKiIJ556mpiYHrz7f2+xZdcurrtuCuMmXQMSrPnjd9atXMHw4SNqWirbCmvC2JSksbioiK++XMJHhgWcPnOaXj178ewLLzJ0xEh2bN+GqcrE2HGXAXSaGVSbiojHto/Hdkuho6KjcXd3Z9PGjfTvP4AukybjGB5BzrtvU7ZxPahKwzKqT9h05jSFP3xL8R+/4hAWgcvAwbgMGYpTXC90wcFoXN0an5a2EdSKCkzZWRiTEinfvYPyndsxHk2y3J2QJEsZmtBE7NSzN76z5+A2bjyFxUVsW7+BkNBQ4nr2BDjvvsUdjfAoPAqPnQfhUXgUHjsPwuOF7dFa7qioaPRuetavW8uQIUMxfPgx7/zfW/z0w/csXDCf33/9hYz0dCZMvIopU6cB8MWiRXQLCWHmQw/j4u5ORno68z9YQGFJCXfOuIvgoCBURQEJpFZIPOq2LDblPVcUhfh9+5j//rusWf0XKAqTr/knTzzzHH7+fqxetQq9u55x48ejKMoFlzTWRcRj28Rjuy6q4x8QwNWTriHtxAmWLllC15AQ+r9noKteT/nuneQtnE/5lk2olZW23yxJg6QFtaoKY3ISxuQkCr/50vLmKYolkDQacHBA4+SM5OKCxsUFydERdDowm1GrqlDLy1HKy1Eryi1/m81gvVNTNytvTJqigCTh1LsPPvfKuF0+ASNwICGe1G+/oWfvPlx51VVA07sPXAgIj8IjIDx2EoRH4REQHjsJwqN9eAwMCuKfk68lMfEI++PjmXztFF546RVOnTrJ/PffIzsriz9//42jiYlEx8TQb8AA3p9vwMPDg40b1vPAfffg6+vLHytXExUd3aTXtM522ZT3sKnvc15uLsv+/IMlXyziwP79OGi1jL30Un789Xd69urNgf0JbN64gcDgYK6YMAFHJyfMZvMFnzRaEfHY+vHYromjRqPBbDYTGhaGj68vO7ZuZc1fq+jVuw8RAwYR/J6BkmW/U7B4EZVHDjX9iSUJtFpq3h6zGaW0BEpLMNcMblXB+h9SrUdJan7fZUUBQNctBM9pN+Ex7SZ0AYGcPp1B/N59SJLK2HGXERAYiKIoaDQau7mYgvBoLwiP9oHwaB8Ij/aB8GgfSJKE2WymR49Y/P0D2Lp5E+vXrSU2ridvvfMeV6xYzicfLSR+3z6SkhK5dfrtFBUWYjRWMn/ue5SWlPD0s883OWm0vmZzsSYHtZdYkCQJRVHIzsri/ntmsG/vXswmEzE9enDXPfcy+brrKSktYc1fq8jKymLwkCH07NUbwC5aGmsj4rH1adfEESz9pU0mE3q9nlFjx5KanMyenTtJTz9Fr9598Jt2E65jLqX4t5/Jeet1y7SzLfkQS3VktRaKgq5LV/RXTcJz2o04RkZTUlrKoW3bOHH8GFExMURGRePh4YHJZELXngNq2xHh0T4QHu0D4dE+EB7tA+HRPrB69PHx4YorJ7I/IYE9u3cRmB7E6DFjGTlqND/+8D3fLP2Sr7/6ku3bttKla1e2b93K5VdMYPJ1U9qlnLWTxsrKCo4mJrJyxQpWLPuTgwcPEBYWxpSp07j51ul4eXtzYH8CqSkpeHh4ctXVVxMQEIjZbEaj0VxwY1ObgojH1qVDol2n02E2m3F0dCS2Z0+Cu3Ylfu8e1q3+i7CICHrE9cT7nplIjk4U//4LlYcOoJSXWfqFd8SHWlVRFTOSgyOOkVEEz/sQx8goKoxGDhw8QHJSEm5ublw6fjz+/gEAmM1mu72YWhEe7QPh0T4QHu0D4dE+EB7tg9oeBw4aRHh4ODt3bGfjhvV07dqNm2+9jUn//Cd333E7Rw4f4mhSIjqdA+npp1jyxSKGDR9B98go3PX6Vk8orAljeVkZaSeOs2P7NtatWcOevXvIzspEq9Ux+7E5TJk6ja7dupGSfJRdO3dQUVFB3379iY2LRaPR2nXyb0XEY+vRYZ8Ua1O42WzG09OTUWPGkpuTzZ5du1izcgWh4eEMuH0GHtdeT/nO7ZSsXEb5jm1Unc5ANRotfYqrm3zbBEVBVRUkjRatnz/O/fqjv2IibiNHY/T04uDhQxxPSQFVZcCgQQQEBOLs7IyiKEiSZFdN/Y0hPNoHwqN9IDzaB8KjfSA82gdarRZVVVEUBV8/PyZcOZHUY6kcOXSI06dP07VbVxYv/ZoN69bx+6+/sGf3LvYnJJAQH4+vry9R0TH0HzCAvv0HEB0TQ1BQMO7u7i2q5JvNZkpLS8g8k0lq8lES4vexZ88eEo8cITs7C7PZhJeXN6PHXMo/Jk1i2o03c/xYKmtX/0VpaSndo6KIjY3D1dUV4KJIGq2IeGwdOvzTotVqawbi+gcEMvay8eTn5bF39y42l20gMiYG/3HjcRs3HlNGOmW7dlC+ZRMV++OpykhHLS1FrX7TqP3TVKxN/NZBrpKE5OyMLiAQp7heuAwfgevQ4ThGRKI6OFBQkM/G5csA6NuvP94+Pnh4eAAXVwDWRXi0D4RH+0B4tA+ER/tAeLzwsVbMrR6joqLp1i2Ek2lpHDywn/LyCkaNGcvEf/yDlOQU1q9dw8YN6zly+BA7tm9j65bNODk54eXtTXBwF0JCQwgJDaNLl674BwTg5eWFm5seJycntDotitmM0WiktLSUwoICcnKyycjI4FRaGmlpaZzOSCcvL4/y8nI0Gg1eXl4MGDiQESNHM278eHr26oXJZOavVSupMhqJiooivHt3PDw8gb89XowuRTyeH53iE1P7LoCzszPBXbrg43slx1JT2bF1Kw6OjoSGhtI1JBSPyVPwmHwdSm4elSlHqTi4n8rDh6g6noopMxOlqAilogLMphop9bDOZKTVIjk7o9G7o/P3xyE0HKcecTj16o1TTCy6wEBUnY6ysjJOHD9O2vHjFBUVMnToMLx8fGru2Fj7hl+MAVgb4dE+EB7tA+HRPhAe7QPh0T6o3fro7OxMdEwMoWFhHNi/n3Vr1+Du7k54eDjT75zBnXfdzcmTaezZvZvdu3Zy5NAh0tPTOXzoIPH79qJWT2Kic3DAwUGHg84BnU6HRqNFURXMJhNVpiqMxipMJhOKYgYkHB0dcXd3p3tkJDE9YhkwcCADBw6me1QkOp0DmWfOsGP7dvLz8+k/YABdgrvg7OICWCa/AYRHEY8tplN9cmoHpJOTE7FxcUTHxFCQn8+hgwdIPpqEi6sbQUFBBAYF4zVgEF5DhyOpKmp5GebcXEzZWZiyMjHl5KAUFlQLLUc1mZA0WiRnJzR6d7ReXmh9/NAFBKALCETn64ek14NGQ5XZTGFhIVlHkzidkUFxURF6vTuxPWMJDAyuEWUNwIulu0ZTER7tA+HRPhAe7QPh0T4QHi98rK2PqqqiqipOTk4MHDSI/gMGkH7qFPv3J7A/IQFPLy+6du3KhCsnMuX6qVRWVpKVlcWJY6kcP36ctBMnyM48TX5eHsVFxZRXlGMyGjErChpJQufoiLOjE67u7nh5exMQEEi3kBDCIiIIj+hOcJdg3Nz0VJSXk5WVxe5duyguKsLFzY0e0TF0Cw2t8Wb1aI+T35wPIh6bT6dKHKF+QGq1Wnz9/Bg99lJMJhN5ubmkJCezc/s2zGYz7h4eeHt74+XtjbuHJy49e+PUbwBuGg2NNRyrgFlVqTIaKS4vo6SggILjx8jPy6OosBBVVfH09CQ6OoaAwECcnJxqjhUBeG6ER/tAeLQPhEf7QHi0D4RH+0CqbkWyetRoNISEhhISGoqpqoqTp9JISkzk8KFD6HQ6PDw98fX1IyYujoGDh+Dk7IxGI2E2K5hMJkxV1pZFBUmjQafVotXpcHBwQKvTggpGYyWlJaXkF+Rz8MABigqLUBTLmL2oqGgCg4KEx2Yi4rF5NDtxlGW5LcohaGeER/tAeLQPhEf7QHi0D4RH+0B4tA+Ex85Fx6euAoFAIBAIBAKBQCDo1Eg2B3EKBAKBQCAQCAQCgUBQjWhxFAgEAoFAIBAIBAJBo4jEUSAQCAQCgUAgEAgEjSISR4FAIBAIBAKBQCAQNEqnW46jNZFluRvwMjAR8AVOAz8DLxkMhvyOLJugaciyPBUYC/QD+gLuwJcGg+G2Di2YoMnIsuwLXAdcDfQBugJGYD/wOfC5wWBQOq6EgqYiy/J/gEFADOAHlAMnsFxX5xsMhtwOLJ7gPJBleTrwRfWf9xoMhk86sjyCcyPL8nEgrIHdmQaDIagdiyM4T2RZHg3MBkYAPkAelu/J9wwGw58dWTZB48iyfCeW+kxjKAaD4YJfENVuE0dZliOBLUAA8AtwBBgCPAJMlGV5pKjkXBA8iyVhLAFOAbEdWxxBC5gGfIDlxs1aIA0IBKYAnwBXybI8zWAwiJm6Oj+PAnuAVUAW4AYMA14E7pNleZjBYDjZccUTtARZlkOAeVius/oOLo6geRQC79nYXtLeBRG0HFmWnwVeAXKA37F8X/oB/YFLAZE4dm72AS81sG80cBmwrP2K03bYbeIIGLAkjbMMBsM860ZZlt/BUvl5DZjZQWUTNJ1HsSSMyVhaHtd2bHEELSAJ+CfwR+2WRVmWnwZ2ANdjSSJ/6JjiCZqBh8FgqKi7UZbl14CngX8DYtGtCwhZliUsd8pzgR+BOR1bIkEzKTAYDC92dCEELUeW5WlYksa/gCkGg6G4zn6HDimYoMkYDIZ9WJLHesiyvLX614/ar0Rth12OcZRluTswATgOLKiz+wWgFJguy7JbOxdN0EwMBsNag8FwVLRGXbgYDIY1BoPht7rdUQ0GwxlgYfWfl7Z7wQTNxlbSWM231Y/R7VUWQasxC8vd8BlYvhsFAkE7IcuyBvgPUAbcUjdpBDAYDFXtXjBBqyDLcm8svXLSgT86uDitgr22OF5W/bjSRmW1WJblzVgSy2HA6vYunEAgqMH6hWjq0FIIzpdrqh8TOrQUgmYhy3Ic8CbwvsFg2CDL8mXnOkbQ6XCSZfk2IBRL4p8AbDAYDOaOLZagiYwAIoDvgXxZlq8GegMVwA6DwbC1sYMFnZ77qx8/tZeYtNfEsUf1Y1ID+49iSRxjEImjQNAhyLKsA26v/nN5R5ZF0DxkWZ6DZSycJ5bJckZhqbC+2ZHlEjSd6vhbjGXM8dMdXBxBywnC4rE2x2RZnmEwGNZ3RIEEzWJw9WMmlvHjfWrvlGV5AzDVYDBkt3fBBOeHLMsuwG2AgmU+B7vALruqYqnMgGXQuC2s273aoSwCgcA2b2K5s/qnwWBY0dGFETSLOVi6/c/GkjQuByaIys0FxfNYJt6402AwlHd0YQQt4nNgPJbk0Q1L0vEhEA4sk2W5b8cVTdBEAqofZwIuwOVYZo/vDawAxgDfdUzRBOfJDVjyjGX2NGmcvbY4ngup+lGMmxMIOgBZlmcBj2OZ7Xh6BxdH0Eys0/zLshyIpavVm8BeWZYnGQyGPR1aOME5kWV5CJZWxv+KrnAXLgaDoe4sjgeAmbIsl2C5vr6IZSkkQefFujyDhKVlMb7674OyLF+HpefcWFmWh4tYveC4r/rxww4tRStjry2O1hZFzwb2e9T5P4FA0E7Isvwg8D5wCBhnMBjyOrhIghZiMBgyDQbDT1i6/vvy9zqAgk5KrS6qScBzHVwcQdtgnXRsTIeWQtAUrGuKp9ZKGgGo7glg7Y0zpF1LJTgvZFnuieWm6insbCkVe00cE6sfYxrYb535r6ExkAKBoA2QZXk2MB/LnfFx1TOrCi5wDAbDCSw3AnrJsuzX0eURNIoey3djHFAhy7Jq/cHS/Rjg4+ptttYHFHR+sqofxczxnR9rfbWggf3WxNKlHcoiaD3sblIcK/aaOFrX+ptQPdVxDbIsuwMjgXJgW3sXTCC4WJFl+UngXSxrHY0zGAxZ5zhEcGHRpfrRrr4k7ZBK4NMGfvZW/8+m6r9F17gLk+HVj6kdWgpBU9iAZVbxaFmWHW3s7139eLzdSiQ4L2RZdsYyBEfBch21K+xyjKPBYEiRZXkllu5TDwLzau1+CctduA8NBoNYs0ogaAdkWX4OeBnYjWUSFdE99QJDluVYLIuNn6mzXYNl8eoAYIvBYMi3dbygc1Dd/e0eW/tkWX4Ry4Q5/zMYDHYzC6A9IstyL+B03WupLMthWHp1ACxp94IJmoXBYMiRZfkb4FYsE1Y9a90ny/IVwJVYhlWJmccvHKYB3sDv9jQpjhW7TByrkYEtwFxZlscDh4GhwDgsXVSf6cCyCZqILMvXAtdW/xlU/ThcluVF1b/nGAyGOe1eMEGTkWX5DixJoxnYCMySZbnuvx03GAyL2rloguYxEXi7enr4FCAXCATGAt2BM8C9HVc8geCiYhrwlCzLa4FjQDEQCVwNOGMZV/V/HVc8QTN4DEv99BlZlscAO4AwLBMbmYF7DQZDQ11ZBZ0P66Q4H3VoKdoIu00cq1sdB2GpsE4E/gGcBuYCL4kWjwuGfsAddbZ1r/4BOIFlaQBB5yWi+lGLZfkGW6wHFrVLaQQt5S8sX4Qjgb5YphkvxXIjbjEwV1xXBYJ2Yy2WNav7Y+ma6oZlnNwmLPG42GAwiJnjLwAMBkOWLMtDsbQ2XgcMw3Ij4A/gDYPBIIZVXSDIshyHZYkqu5sUx4qkquK6IhAIBAKBQCAQCASChrHXyXEEAoFAIBAIBAKBQNBKiMRRIBAIBAKBQCAQCASNIhJHgUAgEAgEAoFAIBA0ikgcBQKBQCAQCAQCgUDQKCJxFAgEAoFAIBAIBAJBo4jEUSAQCAQCgUAgEAgEjSISR4FAIBAIBAKBQCAQNIpIHAUCgUAgEAgEAoFA0CgicRQIBAKBQCAQCAQCQaOIxFEgEAgEAoFAIBAIBI0iEkeBQCAQCAQCgUAgEDSKSBwFAoFAIBAIBAKBQNAoInEUCAQCgUAgEAgEAkGjiMRRIBAIBAKBQCAQCASNIhJHgUAgEAgEAoFAIBA0iq6p/yjLstqWBRGcG4PBIJ3vcwiPHY/waB+0hkeBfSDiseMR8SiwIuKx4xH1HPvAlkfR4igQCAQCgUAgEAgEgkZpcoujFYPB0BblqIeqqiiKglarrdlWVVVFXm4OKcnJ5OXmYVbNuLt74O3tjZe3N+4enri4ueHo6IhOo6Gx2x0qYFZVqoxGysvLKCkqpqAgn/y8PIoKi1BVBQ8PTyIiIwkMDMTZ2bnmWEVRANBo2ifvlmW51Z+zIz2aTSaysjI5lpJKbl4uiqrirnfH26d1PBYW5JOXl0dRYSGK2YynpxcRUZEEBgYJjy2kyR7d3VshHsspKSqyxGNuHkVF9u9RYB+0Vzy2FFVVkSSJgvx8TGYTGo2GLZs2sXb1X8T27MnEq67GTa/HbDbj5+eHJEk1x3RWRDwKGqKt4tFsNqPVasnKykRRVLy9vXFycmqT1zpfqqqqKMjPx6woBAUFoShKm35X2n09R1EseUdr1lcvsHpOsxPHtqa2OK1Wi8lkoiA/n4MHDlBQkIeLqxtBQUFERsfg5eODo4MDkqqilpdhzs3FdOIYlVmZlOXmYC4oQCkqQqkoRzWZkDRaJGcnNO4eaD090fr6ofMPwD0gEG9fP0K7dQONhiqzmaLCQrIyz5CSfJS9u3eh1+uJjetJYFAQDg4OQPuLvJCo61FRFLKzszly6CB5Obm4uesJCg4mMqZxj6U5OSiFdT1qkJyd0ejd0Xp6ofX1RRcQiHtAQCMek9m3ezeubm5ER8fQLTQUnc7y8RceG6ZRj7m5uLm7W+KxRR6r41HvjtbLC62PH7oAazz6Nuhx7+7duAmPAkGzsCaAeXl5qKqKqqr857XXOLA/gYlXX83G9etZsWwZz7/0CmFhYWRnZ+Pv739BJI8CQSbH8u0AACAASURBVHvxd9KYdVbSaC4sAGMVf2cO0lkPzd5W93nO+lWy/GrreWr/qtHg4KbH29ubvPw8TmekE9yla5snjxcajdVzcnNy0TdQX6W8HFNeLqa041RmZVGWm23JO4qLUMrLwWQCjdZSX3WvVV/1P3c9x1Jf1RMdHd3p6jmdKnE0mUzodDq0Wi0VFRUcS00hKTERRycnQkND6TtgAB4eHmhQUXLzqNyzi4KDB6g8fJCq46mYMjOrK6YVYDaBoqCqNrpIS5LlS1CrRXKyVFx1/v44hIbjFBuHU8/eePaIxTc6hti4npSVlXE6PZ3ExCPs3L6NwUOH4eXtjV6vBywXEo1GI75Yq6ntsbKykqNJiRxNSsLZxaXa40AbHvdTefgQVcdSMWVl1iQYmM0t89gjDqdevfGM6VHPY0pqCrt372LgoMEEBQfX3NURHs+mIY8uLi6EhIY17rG14rFHLE69+giPAsF5UDdpVBQzr7/8MllZmcz74EO6R0ZSUlLC++/8H8889S9ee/M/hIWFi+RRIKiFNWnMyc5GrdPSmHHPHSiFhaCpHSM2EkDp3Pv+jjPr/zT1WKn6eEvrlqRzIOSbn9A5OODt7UN+fj6nMzII7tKl5lwudmzVc5Kr66shZ9VXQcnLpXLvbgqr8w7j8WOYMs+gFBVa6jmm6noOqkVAbaz1HJ0OyckJrd4dbe28o1dvvKJ74BvTo9PXczpF4mj9AOt0OsrKyijIz2Pv7j14eXszdMQI/P0D0AKmjHRK1v5F+ZZNVOyPpyojHbW0FFVRLG9e3R+tttFmY1QVtbwcc3k55swzVOxPoOTP35CcndEFBOLUsxcuw0bgOmQ4Ud0jiYyOpqAgn43r1iOh0qdvX7x9fPH09AT+/gBerNT2WFFRQfqpUxw5dAhPby+Gjxr1t8f0U+3rMa7a49CzPW5av574vbuJiulBWHhEzY0A4fEC8pifz6YN64nfu4fomBhChUeB4CwaTBqzM3nj7f8jNDQMAL1ez2NPPMm7//c2zzz1pCV5DA8nJzsbv4skeRSTcXQ8nXWSo9pJo1kx41UraSzfsY3y3TuRzrsVSG30z2Y/m6pS/NvPuF9zLQ4ODnh7e1OQn09Gejpduna9qJPHxuo5w2rXczLSKV23mrKtm6lI2Icp/RTK+dRzFAW1rAxTWRmmM6epSIin5I9fkVxcauUdI3EdMoyoiO716jlRMTEdXl/t8FqVVZ7ZbCYnO5u9e3ZRUWkkNDSUAQMHoRQVUb52NSUrl1G+YxtVpzNQjUZLgEoSaDTnF6zWL8FastWqKqpOpmFMO07JyuVo/fxx7tcf/RUT8Rg5hismTiQ1NYWDBw+ims307tuXgIBAXF1dO0Uzckdg9agoCsePHePokSMYTVV07dat2mNhx3pctRytnx/O/QbUeLz8yokcS03hxPHjHEtJoXt0NFFR0Tg6OgqPndrj2fFo9Xj8+DFSLzCPoqLa8XTWimpr0GjS+NbfSaMVFxcXHp3zBPwffyePYeFkZ2fh7x9g10mjQNAQNUljTg5msxkvb6+/k8ZdO8h89kmkTniTUgKyX30RoCZ59KpOHq3dVi/G5LF2PefYsWMkJx7BWFWrnlNcRPm6NZSsWk759q2Wm+JtXc8xGqlKO4Hx+LHqvMMPl34DcbviSjxGjq5Vz+n4+mqHfdKt4rRaLQX5+cTv20tOdjah4eH0iOuJh7s7BYs/p/i3X6g8dAClvAxJ0liEtUeAajRI1ZPOmnOyKVm5jNK1q3GMiCR43kJ6xfUkMjKK5KNJxO/di6urC5f0G0BgYCBw8bR21PaYm5PDnt27KCstpUtICD1i4ywev/ic4t87g8ecWh67EzxvIT3jetI9MoqUo0mkJidzPCWVuN69iYiIAITHzumxfjwKjwLB2TQ3abRiM3kMv7iSxzfeeAOjsRJPTy8cHR07ujh2iaqqVFZWUlRUhLOzM0899VRHF8km1u/G3NxczCYTXl5eODlZuguW795F1jNPUpWSDJ00+TLn5dZLHr29vcnPzycjI50uF1HyWL+es5uy0hK6dAuhR1x1PWfJor/zjrLS9q/nVCd/5uxsilf8QcmaVTh2j+pU9ZwOqUlZT66yspKUo0kc3L+fgOBgxl42Hj8/P0yZZ8j/5kty3nrdMsZNq0XSdmClT5Isr68oGI8mkn7XbeivmoTntBvp3as34eERHDpwkI3r1hAZFUVEZDReXl52X1m1BqHJZCI+fh/HU1LwCwik/8BBf3v8egk5b7/RCT0mkX7X9BqPvXr1Jiw8gkMHD5Kwdw8ZGen069sPN73+ovToX8/jl+S83fnj0erx4AXmsTPPxmlNQIqKikg+moSjoyPdI6NwdXWt2V9QkM/RpCQcHBzp178/QKdPMOx5Ns6WJo1WbCWP4RERNckjdH6/50NlZSW+vr5otdqaHg/m/HxAtUxLUu/UbU1w0sLtDf1vY8/D340YDf5zg7ps7Gj2c53rOc4+B62HJ9oAy2z1Op2OvNzchgrXodROGquqjHh7eeNUPcasYu9usp79F8bkpE6bNAKg0dRLHnUODnj7eJOXl0dGRgZdLoIxj3XrOcdSkvEPCKL/wIH4+flhzsok/9uvLHmHyQRaTeep5yQdIf2u23C/ahIe026iV+8+deqrp+jXt3+71XPa/V0xm83odDqKi4vZsXUrpaUl9B80mO6RkVBWRtF3X1OweBGVRw5ZDmjpB9k6CUfNZBwqtUYen/3YHDQaTBnpFHz6ISUr/sRz2k14TLuJIcOGEhIWQsK+fWRlZtG3/wCCgoPtdvaq2hfUbVu2oKoKffsPqOPxcyqPHLYc0FyPqgqqYtFXe0IVSarzd/X8YrX7mDeFhjwOHcrp0yEcSEhgzepV9O03gNCwMOHxAvR45iLy2FZYExBFUTiWmoKzsyuxcbFIpirKtm3BeDQJlyFD8Y6J5ZK+/difEE9KSjJRUdHive4grM5yc3NBotlJoxWbyWN4BFlZWQQEBNj1eEdPT0/LEJqcHHLnv0fpquUoJSWNJF/QtASsjY5pcHMT/DT3nGptrr+3aWXTuHugv/IfeN87E523D55eXucsZntj/W7My83FaDRaJsKxJo3xe8l85l8YkxI7d9JoxVbyqHPAx8eHvFz7Tx5t1XP69R9IRGQkUnkZRd9/Y6nnHG5h3qGqljkaqh9rkDh7nOr51HPST5H/yUKKV/yJ57Sb8Zx6Y4fVV9s1cVQUhbKyUjZv3ES3kG5cevnlSEWFFCz5H8eX/A9TdhZSU4UpCqqqIDk4ovXxxSEkFMfIaBy7R+IQEoLWPwCthycaNzckBwfLB0FRUKtMKOVlKMVFmHNyqEo/RdWxFIwpyRiPH8Ock41SUWG5zln7M9elWogpI53c9/9L7jtvIbm54T5pMpfNfAiH0DBOHD/OH7/9xsBBgwgKDrarL1mrx40bNhAaGsbEq6+GokIKFy/i+JdfNM2jqtYMLta4e+AQGlY9s1QfHCOj0HXpitbLC42rK5KDY817/v/snXd8G1X69b8zI6tYsi3LNU5znEYaCemEBEKvG/ouCyyh/hZ2l31hl5alw7L0DksnIYHQO0tLCJ303p3iEsex3Iu6NDPvHyMptlVsxz3J+XxEsDTlao7uzDn3Pvd5Io7h96N63Mh1dQTKyvAX7sazZbOWabdgF3JNDaqslX6I4DIOjzMb8fj5p58wecpUsrKzD3oehfo6ag/zeBhBhK7T3r17cbvcHDFhJILPR9WzT1D31nwUhwNdTl/Sb7qNpFnnkjd4CBvXryMvbzCiKB42j10MVVW1Ela1tYB6QIaxMUwmE/+68y7cbjdPPvYoS3/7lQceehiDQY9eb8BkMh2U/UhvMIAsU/3Cs9QtmNs2kXcYLUKurqbm5f+ier2kz7mzx9VAlGUZVJXS0lJSU63Y0tIA8G7agH3OTXi3bNY0ZW8yWaKIXFtD2T+up+Lf95Bxxz0k/e4cMrOyCAQClJbuJS0tHeCgMo9hnfPjTwwYGNI59dS+9QZFb84jUN5WnZNEQv9oOidV0zn6WDon5D/cKPV1BMr24SvYjTesc3Yj17ZC5+wtoeqpR6l6/CEEs4Wk3wV1Tv8BXaZzutQ4ltvtrF61kqPGTyCnb1+8mzZQ+eSjuH7+EVSlFeQpqIqKaDSSMHAQpgmTME2egmHEKHR9+iAmmg/45q56PAQqyvHlb8e9egXulcvx7chHaWgIL4aNCUlCdbupf+9tvBs3kHbDTQw8/kSsqVaWLV1KdXUVI0aOOmjEqt1uZ9WK5UyYNImcnL54Nm2gqrU8KgqoKqLVimHkaBKPmYFp0hT0eUOQUlLiX+fmEAQEvR5Br0dMTiGh/wBMkyaTrKooLif+4iI8a9fg/OVHPOvWIleUa+eP1b44PP72668MGDiQkQcRj+V2Oysb8dim/tjlPK7G+ctPHcLjwIEDD6r+2FlQVRVRFPH7fJQUFzEwdxAGg4H6jz+gdt5rqD5feCS08vGH0Q8dTlqw1u26tasZP2HSYdPYheho09gY0WYfQ8c8GM2jAPhL9uBY9HXLz//DaDsEARSFhq++IOXiS9EPHtrdLQpDlmVApby8nNRUKyaTFpLv3bwR+79u2W8aeyuizj7qyMzMorzcftCZx7DOmThJ8x2bN2o656cfWq9zUqwYRo7ar3MGD0FKsbZR54gIej2SXo+UEtI5U0BVUZxO/MWFuNeuxvXLT3jWr0WuqGiFznFR/+7C/Tpn5gldole7zDju3LmDnfn5TD/2WFIsSTR88SlVTzyCr6hQI06IQ0AwY5Auuw+J06ZjPvk0jOOOQpeeHn+/NkAwGknoP4CE/gMwn3gySn0d3i2bcSxZjOvHJfgKC4JxzzFIDI5IerdsouyWG0m95lpSL7uCmcefwIrly1i3dg1jxx0VFmO9DaEf366dO9i6dSvHzpzZNh4VGUSJhLwhWE48GfPJp2I4YoRm9jsagoBotmAYMQrDiFEkX/AHfIW7cf2wBMe3X+HdshnF641+w4jB4wknnsTyZUtZs3o1R40ff8jzqM8bgvnEkzGfdCqGEV3F40WHeewG7C7YjdFkIjsnh0DZPs00ejz774WSRKBkD7VvvEbW/Q8xYGAuG9auoaqqirS0tMMGvQuw3zTWAHSoaQzhUDOPiqMBxek4PNPYWRAFFEcDclUV9BDjqJlGKLeXk2JtZBq3bMZ++y14N2/s3aYxhDjm0W63k57eu81jY52zrbHO+fJzqh5/GF9hQSv16mAsJ5yE+eTTMBwxEtHcSTrHYsEwcrRWQ/7CP+Ir2I3zh+9wfvsV3q1bWtY5mzdSdsuN2K65DuufLu90ndOpxjFE3uZNmyjdW8Jxx5+AUYDql/5LzSv/RWloaNntCwL6wUOwnDmLpNPPImFQXpdkNxKTUzBNnYZpytEErrgax5JFNHzyEZ5NG7QEIbEgSSj1dVQ99Tj+okLS/3Er046ZzupVK1mxbBmTpkzpdeFbIR7zt29jT/EeTjzpZIxA9UvPU/PKCy3zKAgYRh1J8nkXYD7pVBJy+nbpw1jQ6zEMOwLDsCNIvvCPuH79ifoP3tVm1uKM5mg8Phbm8ZjpM1i9aiXLly1l8pSphzSPlpNORXeYx4MWjdc22ktLGT12LKIgUPv+O3i3bIq83qKI45svsZx2JuaZJ5Ddtx878/NJnTLl8LXtZDSdaewc0xhCVPM48OA0j1JGJrrMLHx1da27z6ntqKwjhP9z6EBRkVKs6ILJlrobYdNYbifFag0n//Ju26KZxo0bDg7TGEIM85iVlUW53U5aLzWPTXVOMSecdDJGQaD6lReoeem/KA31rdA5Y0g+9wLMJ5/WPXp1+BEYhh9Byu//iOvnH6n/8D1cv/wUX+fU1VL51KP4igpI/8ctnapzOu2Jvt80bqS6qopjjz8Bg89HxcMPUP3sE9pC83hfQlVJGJhL2o03k/P6m6RdfyP6ocO6vlaOIKDrk4P1ktnkvDyPrPse1N4PzoLG2gc5QP0H72KfcxNKyR4mTp6CwWBg+dKlwSx3cfbvQQjxuH3bVkpLS5l+3HEaj488QPWzT8bnUVVBUciYcxc5r76BdfZVJPTt160juFJqKklnnU2f517WwgSCITNRIQggy9R/8C5lc/4Z5tFoNAYXWB+6POp6KY/2Xs5jVyFkAFavWklGVhY2WxrerZupe//t6AJZEJDr66l9/WWUujr69e+PgEBJyZ4ubvmhhc4MT42FkHk8etox3H7brRQXFeHzenG73VpyiIMAiqKgy8wi6ezzWh2OJprNiJak4Muivcyhl3n/K9GMmJgYfgmmRASjCcFo1F4GI4LB0PSlN4TD+cOvBD1CQkLTly4BQaeLfElSkxeNX6KkfcdYr2hFzpu/Ii9gq66Z5ZTTSBiY29469+1GyDRWlJeTktLING7fRvntt+DdsO7gMo0hNDKPDZ9/AqqqzTxmZVFdXUUgEOhVz8ZInTMTg99H5aP/ofqZJ1AcDS3qnPTb7iTnlTewXn51D9CrNpJmnUuf51/GOHFyyzonEKD+/Xewz7kZZW9Jp+mcTnNhgiCwYcN6qisrmTbjWKSGesofvJ+GTz/SCIpHhiwjpqSQ8/I89HmDe0yoiJSaSvKFFxGoqqRu4XwCe/fGD10FnN8vRnE6yLzvQcZNmMC6NatZsXwZU6Ye3StmOkLmv6qykmnTZ7SeR1lGTE0l+fzfY738qq5tdCsgWiz0eeFV6j/5kNr5cwkUF0XnMvj9XN9/h93pIPO+hxg3XuNx+bKlTD162mEeuxFt5dH5/XcoTqfWH3shj12J6qoqAn4/Awbmgt+vXd849zxBknCtWEbDF5+ScsllDByUS/72bfTt26/XjVr3BnSHaQzhYJ95dLtdmM0Wks+7EOe3X+NZvzb2s15VSZp1LtZLLgNJB6jBTIrNMruravDtRp83zsIYbbvQsaJsE/pMbbxNlM8jtmvNvxDMENn4ezRqM03PpzZ+T5FxfPs1zu+/i32BFYWEgbmkXHwZiCIetzv2tp2MxqYxOSUlbBp9+dspv/0WPOvicH8wIMbMY3p6BlWVlVhTUzEYDL2iT0foHEcDFQ/9m/qPP2hZ51hTST7vQlKvuLprG90KiJYkcl54jfpPPtCew3uK4+ucJYv2+45O0DmdZhx37dxBud3OjONmIjU0UHH/3TR88Wn87GTBm49x/ERsf/1/6AcP6azmtQu2P/8V84zjqH7hWRzfLQK/P/YohiThXrEM+5ybyHrwUcaOn8Cq5ctZu2Y14ydM7PHrf3bt3Enp3r0ce/wJSA31VNx/Fw1ffBabxxCHk6aQdv0NmKZO6+IWtx5Sqo3Uy68mcdp0qv/7LM5vv0b1+6JzKUm4VywP8zhu/ARWLl/O6lWrmDhpUo83He3i8W83YDr6YOJxWRMeVy1fzprVq5gwsefz2FVQVZX87dvpk5OD2WzG+eMSHF//r+XZl0CA2gVzSZxxHJkDBmIvK2Prlk2MHjO2axp+iKCjTGMgEGDd2nXsyN/B9GOn079//1bvG8s8mkymHv9cawlulxuT0YQuMwvr5Vdhn3Mzqs8b9V4p6HRYTjkd4/iJ3dDSnomE3Dzcy5fFXiMqiqRcdAn6wUNQVRWnw9H1jaSZaUxO3m8ad+7AfseteNauPrhNYwiNzaMKSbPOISEhgfSMDCoqyrHZbOj1Pd88NtE5jqDv+PyTlnXOxMlBnXNMF7e49ZBsNlKvuGa/zln0NWos7yFJuJcv7TS92uEKSVEU7GVl5OfnM236DBI8biofun+/aYy9I4LRhPVPV9DnuZcwzzyho5vWcQjGQGc99ATpN81BSs9ocd2jZ+1q7HfOQS4sYMKkSbhdbjZv2oQgCD0yvEdVVcrKysjP384xxx4X5PHf+81GNCgKgsmE9fKr6fPMCyQec2z3FlBtDQQBw/ARZD34KOm33Y6UkRmby0Y8BoI8ejxuNm/aiCiKByGPV2k8Tj+4eRw/aRIet4ctmzf1WB67GuvXrWVgbi65g/Koe/tNSq+9CsXpbDn6QxTx7drJngvPxrN6JUeOG4dOp6egYHfXNPwQQMiUtdc0+nw+XnnxJebcfDGff/JX/nbt5axYvrxNbYkWtlpebm/jN+p5MJpMVFdX4ff7SZp1Ln1fX4BktUYN01YDAcrvuAX3imXd0NKeh0DZPiruvVMLC2x+v1BVBL2e7MefIfWa65BlmbLSUowmU5e3U5ZlBMBuL9NMYzDxiW/XTuy334Jn9cpDwzSGEDKPD9xDw2f7w1YzMjKpqanB5/P22GdjWOdsD+kcD5UPP7DfNEZDyHPMvpI+z75I4ozjun4pXFshCBiOGEnWg4+RfuvtSBlxvIck4VmzivI75xAoKuxQvdqhxjEQCOByuVi5YjlHTzsGkyhQ9fQT1H/yYYuhqbrsPmTcdR/pt92BLiu7I5vVaRAtFlKvvIbsx5/BMGqMlokpFiQJz8rllN93F1RWMGnqVEpL9xIIBLquwa2ELMs4HQ5WLFvaiMfH4/MY5DDzrvtJv2UOusysrm10OyEmmrFedqXG5egx8TvjyuWU33cnVFYweerRlO7dGx657EloN483/+sQ4HF/f9zbQ3nsSqiqSm1NDYqikJWTg79kD7UL5mlRFc0RTFUeAUEgUFlB7dxXUT1ucvMGUW634/P5eqzw6C0ImcaqqiraYxr9Ph8vvfAin3z0IHffUcCrL9Yy89jfuOv2G9ttHk0mExUV5WGueyPnFosFVQVHcCbMNHEySb87J/bvvbqa2gXztGzDhzjqP/oA77bNUWdCVEUhccZMzCeeAoDT6SDZmoLFYunSNoYKwpeVlWlrGkOmsWA35XfcimfVikPLNIbQxDx+HDaP6ekZ1NZoybd6Wn+WZRmn08nyZUs5+phpmESRqmeeoP6j9+PrnKxsMu68l/Rbbu99Osdsxjr7KrIfewbDqNFxdY57xTLK778LqiqDerW03Tqnw4xjIBBAp9Px6y8/M3bcUViTk6mZ9xp1by+In21MltEfMYKsR58i5cKLtOKZvQmCQOIxM8h+6jkSjzsh/neVJFw/fU/lYw+h9/uYcvQ0Nm3ciCAIPcZAyoEAkiTx008/Mn7ixEY8vhn7u8ky+uEah8kX/EEr9N4bIQgkTptO9pPPkTgzDpeShOunH6gI8jh12jGsWrUSQRB6jPFoH49Pajz2tr4YQpt4/D7Io5+pR0/rcTx2B7Zt3Ure4CGIQN07b+HbsT1SBCoKiTOO05YTRFlwL4gizh+W4Fi8CKPBSJ+cHHbk5/f4UKeejJBprK6uBuHAs6f6fT5efOFFvvj0Ee65y870GQESE1X+ep2X009Zq5nHZQduHgsLCjAajWHz2FOjalpCWno6Po8Hb7D0TMols0kYmBv79/7jEpw//9Dl7exJ8O3cQf0H74AShW9VRWezkXr5VYiJifj9fgL+AF6vr0vbGDKNNTU1pFitmIOm0V9YQPkdt2ozx4eiaQwhbB7vbWIe09LTqagoB3qOeQxx+dOPPzB+wgSsKVZq33iduoXz4+ucYUeQ9ciTpPz+j71b5xwzg+wnnyfxuOPj65wfQ77Dz9Rp7dc5HWIcFUVBp9NRVlZGdp8+9B8wAMc3X1Hz0n+1GNw4rt84fiLZjz1DYg+OLW4N9HlDyHrwMZLOOjv+hqJA/WcfUzP3VVIsFvK3bWXfvn3odLpuF6uKoiDpdBQVFdG/f3/69esf5PH52DwqMsajJpD92NO9nsMQwlyeOSv2RqJAQ5DHZIuFkuJiigoLkSTpIOBxetc3uhPQNh5f6XE8djVUVWVvSQnJKclYrVY869dpo7bNcx4qCro+OaTfPAfb3/+JkJgY+dASBFS3i9p5ryJXlNO3X39cLidOp7PHiI7ehMamUVVVFFnuENN49NEB0Oqdo09Que7aoHm848DN4+233UphQQEGg4HKXmoeQ2uAEgwGHA4HqqqiHzyElD9eGjMpheJ0Ujt/LkpdXdc3uCdAUah75038xUXR112pKklnnYNp4mQAHA0NqKqKzWbrst9GY9Po9Xj2m8aiQux33op72W+HtmkMIYZ5BG09KGj3pO7s04qiIElSWOf07z8Ax7dfUf3Sc/F1zrjxms45ZkbXN7oToB88hKwHH8dyxu/iTlzVf/oRNfNeIzmp/TqnQ4yjKIr4fD62b9nM6DFH4t26hconHkapj1P/SJYxTZ5K1kOPYxgxsiOa0e3QZWaRcdf9JJ97QZyttNIANa+/jOPbrxk6fDhrVq6guroaSZK6NfWxKIr4/X4KC3YxcvQYvFs3U/n4wyj19dF5lGWME6doHI4c1fUN7kToMrPIuPt+ks85P0ZnbMrj4MFD2LJpI7W1tT2Gx907dwR5DPXHeDxOPsxjD+OxK6EoCrIss2dPMYPyBqN6vdS+8RqyvSyySLIgkHz+7zGMHI3lxJOxnHJ69BThkoRnwzrqPnwPSRQZNCiP7du29joT0d2IMI2KzH/uu6/jTGP4RB1jHkMhq0WFheh7qXkMzYxbrVZkWcHlcgGQfM4FGMeOi76PJOFZtYKGr//XZe3sSfCsX0vD5zFyWSgKCQMGknLJZSBJeL0evF4vqTYb0DUzWCHTWFtbg8/rITk5GQD/nmLK77wN99JfD5vGxohiHm22NBAIzzxC980+RujVbVupfOxhbeAmls6ZMJmshx/XwjsPIuiyssi8+98kxdI5wZJkNa+9hGPRNwweMoQtmzYdsM5pt3EMudWC3buprqlBcDqoevox/Lt3xc7AJ8sYx08g898P9djMqQcKKTWV9Nvu1GYeY3UoQUCpq6PqmccZdeRY9AYDBbt2Bj/qnlCuEI9bt2yhrrZO4/Gpx/EXxOBR1kZusu5/CP2QoV3c2q6BlGojfU4cLgVBKy7/9OOMOvJIEvR6Nm7YEPyom3ncuoWGhoYgj3H6Y5jHhw/z+EyIRwObupnHVfStdgAAIABJREFUroYoiuzauZM+fXIwmUw4f/wex+Jvo4ao6ocNJ/nCiwAQDAZSr/w/dP36RTePiqKFu+ZvIz0jA71eT2VlRRd8o4MDsUxjeYW9Y01j+ITtN4+N1zuGzGNFRUWvMo+hMC5RFDEY9bhdLs14pKdjnX11zGe76vNppbrsZV3c4u6F6vVSu2AegcqK+FlUhwxFVVUcDQ4MRgOiKHZJJuuwaaypwev1kZSkJcPxl+yh/M7bcP32i1bP8jCaopl51Ol0mnmke81jc70qOp1B37Ezts4Ze1RQrw7r0rZ2FSSbjYw5d2oRVtGexYKAUler6dUxml49UJ3Trt4a6owlJSXs2L6NEaNGUbdwgVa/J9bIjSKjHzaczHv+g37wwSpUU0mfc6eWGTaWk5ckfNu3oZdljhx3FLt37sRuL+uW9VUhHktLSykpLmTYEUdQu3ABzh9i8Kgo6IcMI+PeB9APPTg7YQgh05F47PHRuRQlfPnbSJBlxowdR0V5GXuKi7qfx6Ki1vN4z2EeEbX+qPE4lvJye7fx2NVQFAW320VNTQ39BgxArqmmdt6rqNFS6et0WC+5TCuMHIRh5CiswXpsERBFAnuKqZ0/FwIBcgflsW3LVhRFOWRmcw8U8Uzjg4881urjtNo0hk/cPvPYPFlOUWEhBr2+15nHUO3R5OQUVAiXjLCccBJqnOe6d+sWrW7cIQTXb7/gXLIIIYYBNB45lqRgJFbIhKekWIHOH5zbP9NYi9fnw2KxhJPhlN81B9cvP7VcZuhQRiPzGApZ7U7z2FSvBnXO22/iXBJP5wzV9Oqw4V3Sxu6CZEsL6pyZMaOAfNu2NtU5e4rbrHPa1VtCU5z7SveSaLEwdNgRmkCI1QBFQcrMJuP2ew66qeLm0GVkkv6vuzGMOTL29RBF6r/8nKysLPKGDmPNylU4HI4uD5ELnW/3zh2YzBaGDj+Culg8KgpSRgbpt9+NcfSRXdbG7oQuM4uM2+/WMudGuyaNeByQm8emDRtxu93dzKO59TyOOcwj0ITHgbmDuo3HroSqqoiiyPat2xg0aBA6SaLhs49xR0tFL8uYJk7GckbkmtHkCy7CNGFSzOva8OXnuJb+isVioU9ODkUFBYfrZcZBS6axtbONbTaN4QZEMY9tyLYaYR6LCjEYep95lGUZQRBIS0vD5XLi9/sRTCZ06emxI4oUhfr33sEXjCI62KE0NFA7/3XkhijlNwBUFetlV6HLyNQyYLpc6A3abGPo+nYWmphGrxeLxRJe1xgo3Yvrpx8Om8bWIGgeG6933G8e95ff6Yo+3UTnJJqDvuN1kKMkmFQUpPQM0v91N8ZDpJawLivosUbGyLYqijR89cV+nbN+Q5t1zgH3mFAWUPu+fRQVFjBy1Ggknwd/2b6YC6MFo5G0628gcfqxB3raXgX9oDzSb70DXXZ2zKnjmldfIrC3hBGjRhFQZOxlXRviEhplKC4qorKighEjRyF5Y/AY5ND2txswHzuzS9vZ3dDnDSb9tjuQsqJwKQjUvPoigb0ljBw1CkWVKS4q6tL2hXksPsxjPLSWxxGjRiErXc9jV0NVVaqrq0CAzOxs/IUF1L41P/KBo6oIZjPW2Vdq9eyaQUpLI/WaaxGTkqMmypHr6qh5/WWUhnr6DxyIvdyOx+M56GdzDwSdYRrvbYtpDDekmXlsY7bVqDOPBn2TbKs9HaHkEaIoIohSeNYx6ezzYhtHUcRfXEjdu2/Fjjg6iOBY9DXu5UsRYkSZqYqC+aRQ+Q0ngiBgDd5DpFiRaR0ESZKoq6uLNI37Sim/+1+HTWNbIIoRyXI08yiEE+Z0NhrrnKqKCkaMGoXk8+LfVxpd5xgM2P76/w49nTN4iKZzMrOi6pzqRr7jQHTOAfUaNfij8Xq9bN2ymb79BpCdnU3Dom9ihiqgqiSfeyHJ5/3+QE7Za5E4dRqp1/4tmPJX3f+wCf7r276V2rffJNFkYsjQoWzasJ6amppw7H9nQlVVJEnC5/NRsHs3WX36xOdRVUk6+zxSLvhDp7arpyLx6GOw/fkv+7lsBF/+tjCPg4cMY2f+9u7hcddhHltCa3kcMrRreexqhB7CmzdtIm/wEARVpfat+VHXw6qKgvn4kzDPmBnzeIkzZmI583fRyxVIEu5lv9Hwv8/RJySQmzuI/O3bDurZ3ANBZ800Tm2raQw3qDPCVg1N6jz2dIQMbnp6Om6PB4/Hg/Xiy0jIGxzbGAoCDZ99gmfD+i5sadcjUFFO7ZvzUL3e6BsES3CEym8osow3uG1XDBrV1dXhdruxWMz7TWPZPsrvuV1bUnUYbULUMh22NASh881jc52TGdI5i7+Nr3MuvCh+HfmDFInTpms6J0p5PN/2rdS9+1bYd7RV5xyQcQwduKG+ntq6OoaPGIFSXaWFqcbIZmQYcySp1/4VwWA4kFP2aiSf/wcsp54BXj9SvRPBFwA5WDxbgPqP38e7aSODhw7DYDRSU1UJdH7sf4jHcrudurpaho8YGeTx9UgeZRnDqDHYrrsewWDs1Hb1ZCRf+Ecti6Qc2blCPOYNHYpOr6dsXynQnTxG6Y+t4VFVUb1eFKez414uJ6qva+t1xUNP5LGrIUkSxcXFZGZmkpycjHv1Sho+/SjyN6Oq6NIzsM6+EsEYu+8LCQmkXnE1CbmDogpq1e+ndv5c/CV7yMrJwe8PUHeoli6Igh4z0xjRsA42j0WFGA376zz2dAMZCqmUJImEhATcTicJuYO0db2xZswEYb+p6kH3vY5Gwycf4d20MfZ1UBUsZ2olypwOB36/n759+4avZ2fD7XIFZxotAATsZZTfcwfO7xYdnm08EETJtCrpdNjSbJp5rOg88xjWOeWNdU51bL06crSmc+I8sw52JP/+j5hPOTVqBFH9h+/j3byJvKHD2qxzdG1tSMj1+/1+1qxaRd/+/bGlplL31vzoo2uqimhJwnbt9U0SKhxKEBMTSb32r3i+/x5xw1YUkx5Vn4CcYtH+LSuj7t23yLzvQfIGD2H9+vWkZ2aRnJzcaaPxIR4DgQBbNm2kT9++QR7fiORRVREtFmzX/Y2Efv07pT29BRqXf8Ozfi3+PcX7Hz6C2ITHQXl5bNm4kQEDczGbzV3E46ZGPM7Hs2Fd8401Hq+NzWOgopz699/BvWIZitsVfLe9hkkThqI5CfOM40g694Ko4Y5dibbwuLULeOxqyLKMIsvsLdnDhEmTUd1uaue+SqCqMjLkTFVJmnUOpnHjWzyufsgwrJddQcWD90eaR1HEt2Mbde+8SfpNcxg8ZAhr16zmuJnHd5mQ7KkImcaqKi1suNtnGiMauN88gmYe7/v3k0yeOqVVu4fMI4/B7bfdygMPPUxu7iDKy8vJzMzs8aGrod+mzWajvFxb05U061wc33wZs2C8IIo4F3+L63fnYD7u+C5tb1fAX7ibuvcWav08mglTFBIG5GK9dDZerweXy0V2nz5A1w3CWZKSsFiCprHcTsW9d+Jc/M1h09geNE6Wg9YPJEmHLS1NW/bQCWiiczY20qsLF0TVOYLFQuq1fyOh/4BOaU9vgZhoxnbt9Xg2rCfQWOeIIoGyfZrOufc/ms7Z1Hqd02bjGCq6WVKyB73RwJQpU6n/8D3K778bVKX5xuj65JDz8lwMIw6u+nBthWH4CHLXbca/fTsVp5+OXFCAWOvAN6QfSBJ1CxcgGI0Mu/0ePB4327duYdKUqZ3WnhCPu3btwGA0NuNRbbyhxuFLcw+6Gn8HCsMRI+j/4ReU/uVqPCuX7xcNzXj0ejysX7uGadNndNqDsimPzftjNB5f1xZNR0HdO29RftecTmlnCK6ff6DysQcZsnlXp56nNQjxuO8vV+PuZh67EqHfzNYtW+g/YABGg4GGLz7F+eOSyJAfRSFhYC4pf/xTq8VW0jnn41yyGOcvP0VZ9yRQ/+H7WE46Feu48WRlZVNaWkrfvn075sv1QqiqSiAQoLa2FlA7xDBef23QMHZkNKAKep3K/7vew3XXLuOFF2dy1x1HtdpAmkwm/nXnXbjdbp587FGW/vYrDzz0MAaDHr3egMlk6tH9KxAIoNPp0OsN2kCHzYb18qvxbN6I6nZHznoIAnJDPbXz52KaMAkxaGAOCqgqde8uxF+wO/Z9QRRJ+YNWgqO6qgqjyYQoiuHr2BWwWCygqlQ8cA+1817VSm4cNo3thygi19ZQ9s+/U/HAvWQ99jTmY2eSkZHZKacLPbN279qJwWTSdM5H71N+/11NBygVBV12H02vHuQJOFsLw4iRDPjwc0qvuxrPqhVNdc5b8zWd86+726Rz2tyDQmtStm3ezOAhQ8DtpuHzT1D90cMxks4+75A3jY2RMHw45ssuAzTXLrjd2geCgPO7RfiLC8nNG8yePcV4vZ5OyzwY4nHXjp3kDRnaiEd/xLZJs87FMGJkp7Sjt0Ky2bBecllkGEQjHgfm5VFut+PzeTtNEMXmMbI/ajzG7oueDetQA1Eyk3UkBAHF4+7cc7QBks1GSjweiwoZOCgPeyfz2NVwOp24nE769uuPXFlB7bzXoovfUP21vMGtPraUYiX1muuQrKlRE+UEyu3UzHsV1eshNy+Pgt278Pv9h2SinM4wje0OTW2x0R2bcbW4qAif14vb7e7RYas6nQ5ZlrHZbDQ0NABgnnk8lhNOjlmeQ1vb+yvO777tyqZ2OjybNlD/6cex147JMsYxY0k6L1iCw+MJJ8TpKtMYgirL+EtKUJWe+9vqtRBFApUVeLdu7tTThHTOzh355A0eDJ6gzokSBp4069zDkxzNINnSYuvVxd8SKC7S9Gq5HZ+3ZZ1zQK6koqICRYXsnL6416/Fs25t9JHq/gNIDtbuaQn33nsv48aNY9y4cfzhD+1P2lFfX88nn3zC3//+d2bNmsWMGTM477zzuO2221i8eHF4gXZ7oaoqDoeDkpI97MjPZ8eOfPbuLcHpdMZ8CBr/+U/0mZmIgOD0gNerZWIr2YPz+yUkJyWRnpHJnj17OqSNsVBVpYUVZOfkROdRUdD160/yeRcekouLW4J55omYJkxCbSx4G/NoScKWnk5hQUGntqOqqgqVdvKoqqgeT6e2c/+5uuY0rUVcHn/Q+mNaejqFBYXd1saOQihD5M4dOxg0OA9JFKn/6H0t3CdK+Q3jmCNJOuf8Np/HdPQxJMfIPCmIIs7vFuP8/jtMRiP9BwwgP3/7IZcop1eaxhCiZVxtj3ksLsLn6/nmMSSoVEXRBJbBiPXyq9BlZsXMsqp6PNQumIdcWdmVTe00qH4/dQvmIdvLYpbfEIwmrLOvDJfgMJvN4bWiXQ5BiJnx9TDaD0EQ2r2YpTXQdI4Q9B3r8Kxbc1ivtgHm40/EOH5iVJ3j+DGoV9PSKSxsWa8e0NDP3j3F5PTNIUGSqF38DXJDfZSOqWI+5bQWR6oVRWHOnDk88sgjB9KUCJSVlfHwww/z6quv4gimzm6Ohx9+mKysLG644Qauv/76cLataIi19sLv97N+3Tq+/up/rFm9CntZGZ6g8DaZTPTpk8PEyZM5/YwzGTV6TJP1O4akJEw330zDzTejWEwQTBikyjKOxd9g/f0fyc0dxJbNmxkyZGh7LkdcFOzaRZ+ceDyqWE49veXZBlVFDfghPKKnBs2Bqj1LFYVwRtngS1XZ/3f4MxBMJsTExAP+Tqqq4vf7w+IjLEJUFTX4d+ilKIr2eaP31FCbUTGbzRiNppjnEpOSSDrvQtwrV6A2qiHUhMdBg9i8aRPDhh9xwN+pJRTs2kVOizye0QKPPVesdTZay+OWTZsYNrx3FxCWJIlyux1BgIyMTHw78ql7+82o65QEo5GUP12B7gDCjwRJwnrZFbh++xnfzh1Njy0IqC4nNXNfwTRpCn379Wf1ypXt/Wq9Cr3aNIbQfN3j7Tdy3wNPMnnKga97HDBwYPiznji7HzI/ZouFhoYG0gwGjGOPIvncC6h5+b/RBask4dm4nobPP8Z6xTVd3+gOhnvZbzgWxV4nqCoK5hnHhktwNDQ0YLVaw+vUuhoCgNjK31IjTdD4AIIggCDGNySh/YTwWVvRuHb8xhUZVQnq09CAhqoAgmaoWjq2qjY1Ea2AEGO2uCtmcyN0Tn0znaOqWE45Df3gIZ3elt4IMSmZ5PMuxLNqRRPeVVnGuegbrBdc1EjnxNerbTaOfr+fkj17OHr6DJTKCly//RJ5g1dVJFs6SWfOivvj/eabb5gzZw5r165tazOi4sMPP+TPf/5zeCYtHux2O3PmzGHevHm8/fbbHHXUUa0+T3m5nReee46PPng/vBhYEIT9o5GqSlFhIcuW/sa7by/koj9ewjV/vpZUmy18jOSbbqLi33eDab8xEUQR75ZNeLZuJnP0kaxdsxqn09nqdrUFsiyzb99eps04FqUiCo9hDs+Oy6FcV0f9uwtxr1iK6g9oNy5F1da7hkyZLGt/K+r+zxUFVEW74YS3BV12Nrbrrsc05eg2fyd7WRkL3pjH+vXrUGS5kTlUUFXC/68E2xEIyNpnioqiKmEjqQbbMigvjxtuuplRcWLlzTOOQz98ON4t+0M1InhcvRqXyxXzGO2BLMvsK20Nj/H74iHsG4Hu57ErEEpAk78jn3HjxoEsU/vmPPzFRRGzjaosYz7ueCwnn3rA50vIHYT18qupuPeOSIEiSXjWraX+4w9Ivfpa8vLyqK2txWq1dukaqO5AR5hGoEnm1A5LgtNWRDGPXy/+rdW790bzKEkSkiSh0+lwu1yYEhNJuegSnEsW49uZH91QyTJ177yF+cRTSGgDxz0NitNJ7fy5yPV10WfxVBUp1Ubq5VcjJprx+/243e6wcewWPgUh/rpGVUVVFESTCV1OXxJy+iJlZCKazaguF4GqKuTyMgL2MuSaGk27RPnuYmIiojVV+1xRtPDl5rpH3a931GZ/h/USRC/cHoIiIyQY0B8xEsPoMSQMGIhoMKIqCnJFOd5tW/Bu2YRcXRXb7Koqks2G+bgTgmWpQHPIRPl/DXJNDc4li7TSKxE1Ezs3UiSsV6cfG913qCpSWst69VCHecZM9MOG4926JfyeIIp4Nm/Cs20LmaPGsG71alzO6JNuIbT56VxbU40uIYHU9HTcS7Q1QNFqfpkmTsZwRNN1cS6XixUrVvD555/z+eefs2PHjraePiZefPFFrrvuujbvt337dmbMmMHixYuZOjUyGU20G92t//wH3y1ehCAIUUfQGu9TVVHB888+TVFhAff8+z9kZGSEP1PSrM13RKmrw/XbL9jGTyQtPZ29JSVt/k6tQU11NQkJelLTovOoKgqmSVMwHDEi5jFUv5/qZ5+k9o3XUAMBxKRkxGjlViIuYfSOrbhceLduRq6rI+fluW2a6XA6HNx/79188tGHACSnpKBPSIizhxC1KQKh8GMnmzdvwu/38/xLr8SclZbS0rGcdGoTwxGNxz2dVEi+prqaBL0+Zn9sDY/7cei6x9by2NZCuT0FoeQCdXV1ZGdlY7Ek4frtFxq++Cxq4WQpxYp19lWI5vYl9Eg6axbOJYtwfLcoUmjKMnULF2CeeSIZQ4by2y+/MGnKFBLi9tvejY4yjX6fr/tNYwjNzOOK5ctbPesIMczjgJ5tHhVFwWw2U1NTg8FoJGHAQFIuna0NBkcLtxZFfLt2Uv/+O6T945ZeK26d332L67efEaRY9boVks6ahXGSxn9DQwM2m63bsyYLQoz2Kgqi1Yr5+JNIOv1MDKPGIFlTNTMlCJqR8/tRnA4CpaW4lv2K45uv8GxcD35/k3un6ZgZZMy5SzOAiowqhwyk3NRMysH3ZFkbUGv0L7KMikrZP/+O6nJFLY1kGHUk1suuwHz8iUiptohtVI8Hb/426t97m4YvPkNxRZl8CCbLy7j9HsSUlNZdRFmm4ZsvqXnlRbwb14e/uxo8XmcirFfT03F/vzi6zpk4+XAujhYgpadjPunUJsZR0zm1uJb+iu2oCdjS0yneE993tNk4lpaWkpGZiU4QqFn6G4rHEyEIhIQEzCedgqDXc+WVV/LLL79QX1+P3W5v6+laha+++oq//OUvTd4bNWoUN9xwAyeccAI5OTmsW7eOBQsW8NJLL0XE2TudTs4880w2bNjQYnY/p9PJ4kXftvomGIrB/vyzT0mxWrn73vsxBBeoSrY05LraJturqopr+VJsV19LTt++7NqR36rztBV7iovi8tiYw1jwbd+q1X0Dks//PdZLZyNakg64TYFyO9UvPIt7xTLcv/1C0tnntXrf5cuX8e3XX2EwGPjT5Vdw/gUXxg0zjQ+VwsJCnnj0EZYt/Y11a9dwzPQZMbc2zzyBqqcfb3ID70087m90pzSx1yCxNTzmd9xgV3eguLiY4cOHozgd1M59Fbm2JtLQKQqW0844oFn/5hAtSaRefS2edWuRa6qbihxRxF9cSO2CuWTedT8Gg56C3bsZNnw4iiwjHmTrkjrSNL74wos9wzSG0Mg8zjqvbSGrEHvm0WQy9chSHaIoIggCiYmJOBwOkpOTSTrrbK08x2+/xKxrWP/xB1hOP6tXJu+QqyqpXTBPWwsf7fspCgn9B2K9ZDaCJOHxeBBFAUN31+6OM+NoGHMk6TfNwTTl6OhhmIKAoNcj6W1IqTYMo0aTfP4fcHz5GTVzX22SVVY0W7QyVx3wWxV0Cc0exyoIIklnn0f6jTejy4mtUwWjEeOR4zCMGEXitOns+/t1McqltLGGqiSRdMbvMIwYhf22f+BZtTL8O4iVHKqjEKFz3O4D1zmHOMwzT6D6mScidI572VK46s/k9O3Lzvz4erXNyXH2luwlK7sPqqNBW5zafANFIaFPDqaJkwHYvXs3O3bs6DTT6HK5uO6665p0gKuvvpr169dz9dVXk5eXh9FoZOrUqTz//PN89NFHUTOVVldXc+utt7Z4vs8++Thi/1BIpE6nQ6fToShyRIcUBIEP3n+Pb77+KvxetHTBgiji25mPr7iI9MwsXK7OyUC5b9++RjyujuAxIadvmMNYcK9bi1xdhX74CNL/eSvGcePRDxl6wK/EadNJ/8ctiBYLjm++alPh5JXLl+NwOJgy9Wj+cdMtjDlyLEOHDTvA13BOPuVUbvznTQQCAb756qu459YPGRpx42zOo9PZOSGOHcHjYWgwtIJHl7tzQsc7E4FAAFEUqaiowON0oNfrcXz9Ja5fo5TLUBR0OX2xXno5QgfN/JkmTib5gt8TdWRCEGn44jNcy5eSmpZOQ10d9fV1iAdZopyQ+eko0/jFp4/0HNMYQtA8HkiyHIiebTVUM7GnwmQy4fF4kOUAktWqhWhakqInyhFFAvtKqXvrjc7PXt0JaPj80+hJtEIQRZIvugT90GGoqorT4cBiSeoZ/ThGncmsh54g8ZgZMdfuRYNktZJy8WXkPP8KiTOOC7/fqnWFBwpVG5zPvOu+uKaxMYSEBCxn/I6E3EGRM4JaaBUHMlqsH5RHxh33kjAwd/9xO5njkM7B4YjqOxL65GCa1PqBqkMZhiHDouoc747tYZ3jbsF3tNk4+nxebOnp+IqKYoapGo4c1+ofd3vx7rvvUtQofGzw4ME8//zzMWcEZ82axTXXRF+gvnDhQoqLi2Oeq7KigrcWvNFk9FNVVZKSkrj8qqt56dXXeeGV17jkT7NJTExsYh4FQcDtcjF/3lzqarVZRtPUaZEnEQTk6mq8WzZjsVg6bbTO5/M14rEogkfj2KPicqjKMp7V2iJb88wT0PXJ6ZB2GUaMwjhmLO6Vy/Ht2tmqfZxOJ2tWr0KSJE474wySk5M7pC0TJ01m8JAh/PjDEkpL98bcTjBGCacK87gJi8WCyXSgs5/x0V4em+LQnnKMz2OoPxqj79yDoQ1mKezauQOj2UygbB+181/X1qo0hyCQfN6FHTsjIoqkXDJbW7qgNHM6goBcW0Pt6y/Tr18/BEmksLCw487dAxAyjdra+44xjffeZe9ZpjEElQPOtAqR5tFkMlFRUR6Z7KwHIHSvSE5ODpfnSJxxHOaTT40tpEWRhq+/xL2qbdelu+HfU0zdO2/GXnsnyxhHH6lltARcLid6gwFJkjqtpFhbEJH1X1URrakYoiQBUX0+AuV2fAW78RXsRq6uippERj9sONbLrkBMNAeT4oiNEv51IBRNY6X/81bEpKbaRvV68RcV4lm7Gs/G9cgVFRHnT7/1dsQUa8T7amhtZehvj4eGzz6mdt5r1M59lZrXXqbm1Repefm/1M6fq4XnBmEcM5bUa/+qzfCpaqcbx5DO8RYX4S8qiNA5hrHj0OV0jAY92CFEC/8XBOSaarxbNZ1jNMXXOW0OVTWaTFp4xvatyPV1ESMsgiRhmjS5TSM47cF7773X5O+TTjoJfQvT1bNnz+all16KeF9VVT788ENuvPHGJu+FLvIvv/zM1i1bmuyj0+n4+43/5Kpr/i9sVmcefwLp6ek8+/RTTbaVJIkN69exYvkyTj71NEzjJwZvOM1i1AN+PJvWk3TOeVhTbXQGTKbEuDyaJk2Jm8JarijHs3kTYqIZ0+SOG+kRjEaMR03A+dMPuH76oVUx68VFReTnb8dmS2P8hEkd1pZUm40jx47jvXfeZvnSpZx7fuzSMmJSMoqjoen0f8CPZ9MGks45nxSrNea+7UF7eWyCnqPJAPB5vRQWFeJ2ulBRw0mNFKVpQiNZllEVBSWY5EAJfpaQkMCo0aPbVJQ4No+d2x87C6FEM8VFRSQlJTNq9GgKZkwmsK80cuZAFMm88z5SLrms1cevr6sjuRVrZBL69qPfe59gv/lGGr76ommYkSTh/OE7MisrGDd+AuvXrGHPnmL69x/Q7Wuj2ovQ86O6uhoEOsw09rjZxkaIyLT67yeZPPXAwlYLCwrIzR1ERUU5GRmZCILQo0JXRVHEaDSiKAoVFRWkZ2SQ/ehTJOT0pfqFZyNnoAQBpb6O0msuJ/vRp7B2/m0UAAAgAElEQVScdmb3NLwN8G7ZTOn/XU6gbF/UmTtVlrGcdCrZTz6LmGimoaEBv9+PzWbrGUa/UdbREFRFwXLiyU3f83pxfPMlDV9+jm/3LhSHA0EQNIN5xAjMx59I4oyZSMH7nXf7NqqffwbF6QBBwL1qOWU3/T8IhjEjiOFsrqLZTOpVfw4PsCtuN/UfvodcU40g6bQ1o6L2EnQ6rQ6zIGgRfLl5pN10G1JaeqPGqriW/Ubt/NfxbtqI0lAPooQuO5uks87Besll4bWLlhNPwXvxn6h+8bnGFyWckDAExemg+r/P4M3f3tRoBzWqlJlJ3m9rwm8nnXYWDZ9+jOvXnzs9VLWJzqmL1DmJk6YiSAdvQrWOhpiUhOJwNNU5fh+ejRtImnVui3q1zVfammJFBLzbtqAG/BFkiUnJGEcfGf77hx9+iDiGqmpryPLy8tp6+ghsaWbkXnrpJTZs2MAzzzzDxIkTo+4zalTs0fTlMUZIZVnm+++0+o+hjH+yLHPk2LFccOHvm4ibhIQELrr4Uv73xefs3LGjyYiby+Xi+yXfcdIpp2rlEaIYRxDw5W8Hnw9bWucI1WRrisbj1ig8qiqG0WPi7u/N305gbwm6vn0xDOvYUhPGo8YjGo04vl9MysWXRoyyNceG9euoqqxg0uQp5Obmdlg7BEFg4qTJvLPwLb795mvOmnV2zMQdur598W3b2oxLAW+Yx7QOa1djtJfHxugBj/gwXC4nTz72KB+8/x4et1t7kIXLpoBKszIqzWYkQu8de9xMHnvqmSZJqeKhZR57j3EMhc87HA6Ki4qYMGkS+P0ESvdGrdlomjwVy5mzWn381StX8tqrLzPn9jvpP2BAi9uLpkRSr74W95pVyBV2TViFP5Soe3chaTfeTG5eHtu2biErKxu9Xt+jjEJb0Ng0assZ5PabxrvtTJ3ac00jEJlp9Y4DX/P4+/PO4YGHHmbgwFwqK8pJ74HmUVEUEhMTqa+vx+N2YzKZSP7DxTi+W4Rv+9ZIsyUIqC4XtfPnYpo6Dcma2j0NbwXUQIDat96IPtAEwSyqqVgvvwox0UzA76eqspKBubk9iqOIUkMJCSROP3b/G4pCzeuvUP3cUyhuV9OwU3sZ3q2bcXz5BaZJU7D9v38iJVkov/0WPGtXh6+Lv6gA3+5dkecOXqPk8/8QNo6qy0ndgrl487chiMHr2riMR6i9gkDyBRdhGN40uZ3j268ov+cOAvayJm311dVStfNRAvv2kj7nLq20mSiS8sdLcSxZhG/7tv3Hjpgd1cyuEDSwzSHb7fgKdqEfpJX1EpOTsZx6Bq6lv3b6jGNY50TzHW3UOYcBupy+2m+hmc7x5W9rlV5ts3FMsVohEMC3K0oHAXR9+pDQP76IEAShwwR+WVlZxHtLly7l+OOPZ8WKFYwYEZlNMl7YYGlpadT3Kyoq2LB+XUTYxbTpM6Je5L79+nH0tOnsyN9O44hgQRBYu2YNNTU1pKbaUBUlIoxCEAT8e0uQq6tI6aSHijUlyOPuKOGgqkJCv/gcelavRHE6MIwcjXQAdd7iwXDESBIG5OLdvAnPpo0kHn1MzG1VVWXliuX4/QHGHTUeS9KBJ+eJhqPGTyAzK4uVy5exe9dOhsfITmoYqpVyaMylIAgEejiPzXbosHa1F4u++YbXXnmZVJuNSy+7nD45OexvX3wxIgABWWbZb7/y/ZLvWPTN11x86Z9add7u4rEzEBJt27Zupf+AAZjNZpw/LImaRVUwm7HOvhKpFTPjiqLwzVdf8sB991JcXETp3r3cdc99jI8xUNcYxrHjSPnDxVQ/91TEZ/UfvIv5pFNIHTMWW2oqa9euYcqUqeGMsL0J0Uzjf+677+A3jSFEq/F4ADOPoZDVBx56mIG5PdM8iqKIqqqkpaVRVVWJwWAgoW8/rH+6PHopGgBJwr1mFY4vvyDl4tbdm7oD7pXLcXz9ZexyFopC0pmzwlFHDQ0NpNpsPYKXJmhWukE0mZroVF9RIXVvz0f1eiKj5QStLqIqB3D++hO+wt2IZjO+HflNzbQgIuiiXCdVRUhIaJqJVg0eV9LFvba6vv2wnHJak7d9u3ZS+fjDyOX2yLZKEqgq9R+8i+GIEaRcMhvQjELSWedQlf9wk3a16ZkvSTi//y5sHAGMY47UMm83X4LQwbCmWEEO4I+2fElVW/Qch9EUhqFaSY7mOsdfUoJcU92izmmzcUxKSUaprydQujdqimP9wEFaPHUL6Kgbi8FgwBcliYrD4eCJJ57glVdeifisoqIi5vGaZ1wNobioMFg4e3+79Xo9Y8YcGXV7gKPGj2fhm/ObhGuIosjevSXsLdmDLdYNNhhv7LeXYR7aOQXHk1JSgjyWRvCoKmrcFM2K24V77WoQJUzjJ7Y+FLKV0GVkYhw/Ae/WzTiXLIprHCsrK9mwbh1Go5GJkzo+CcyAgQMZPXoM3y36lh9/+D6mcdQPHRYzbrwzeUxuB489Faqq8tOPPyDLMjf84yb+NPvyAzrO+RdeyDVXzObLLz7n3PMvaNU60+7isaMRCvG02+3IcoB+/fuj1NdRO/eV6GFbx5+EecbMFo/r9Xp5a8EbPP3E49TU1CCKIqtXreT6v17Lbf+6gzPO+l18kycIpFx0Ka6fvsezbm0T4RUo20ftvNfIevAxBuQOom7dWhwOBxaLBUVResRaqdagqWnUwqlDIartCk/tLaYxhA6YeWyeaVWbedRCQkPmsacgISGBBF0CLqcTS1ISSWf8DsfX/8P584/Rn5EBP3ULF/RY46i4XdQtmBs98zJoYZQDBmK9dDaCpMPr9eLz+8iyZfcYUx9G87YEQ0JDkMvtyDW18es9ooXVB/aVaqarLfcjQWwSYaG2Yi2kqiokHn0M+txBjd+k7p038e3aGVt3CQKq30ftm/Mxn3ByeJbTctLJ1L05j0Ao4dQBrMf0bt7UJEpOTLEiJpq00iOdiKSUFNT6evxRdY6CmNz7dE53Ip7OCdjtmIcMjbt/m5/EZksSck1VZGr1IBJyB3XZ+kYg6oxiCM3DWENYu3ZtzH2ah7SFLm5hQQEulyv8t6qqmEwmcuKU7+jXvz9GozEiSY6joYHCggLtjWihj4KA4nYT2LcvXLqjo2G2WJCrY/AoCHHNYKBkD74d25GsqRjHHdXxjRMELdOZ0Yjrl58I2CNnlUPYkb+douIi+uTkMGp0ZJba9sJoNHLMjBkgCHy3aBEOR0PU7fR5g6H52tou4DGxHTxGoIdosKrKStavW8vA3FxOPPnklneIAZstjVNOO53169ayLca9oDni81jaaTx2NCRJQlVVdu7IZ+DAXBISEmj432e4VixruqGqokvPwDr7SoQWvltdXS2PPvQgDz3w77BpDJ1rT3Exc265mReffw5XtLphjaDLysJ61Z8RQkklQhBFHIu/wfnjEkwmE1nZfdiyWaur2aNEaBzEM40PPvJYq48TMdPYg9c0xkUj83ggCXOaJ8spKipEr9dTWVHRo8xJyMSm2mzUN9RrmYyTk7FecQ1ScnKMLKsS3u1bu76xrYTrhyWa6Y1lkESR5D9cjH7ocFRVpa62Fqs1tUfxEkLEd1AUVL8//KeUnoGYlNS6kMs45T1avY+qtLguUNAlaCWRGu0XsNtx/fRDy9dXlPAV7MK9cn9fSxiQi374iP3nbbbGsTVQXM4mM+iCXo+gS+j0UFWzxUKgujq2zulCz3EwILbOceFvhc5pe3Ico5FAZWX0oqLQ5VPGZ599NitWrIj6WayajJ999lnM4x11VHQjtKe4GFmWm4x6J5rNWONM6aampmI0mXC5mpZiCAT8lJTsAUA0msKLq5vA7ydgL8PcSaPsRqORQFWQx+b9MJbZUBR8u3dR/8lHyFVV6LKy8e3I10awOnLkVxSRKysQzRb8hQXUf/geyRdehK5RSGwgEGD7tm18+vFHuJxOBgwYwLq1a9m6ZUvHNkUScbtcmEwmNm7YwCcffchZvzsba2pT3nXZOYgmE0pD08QqPZLHHo78/O0UFxVx+hlnkp2V3a5jHTV+An6/n+8WL+KoCRNa3D4+j/ZO47EjEZqdKy4uJjHRTGafPvhL9lC7YF5E0WpUlaTfnYNp3Pi4x9xbUsJ//n0f//v8M1RVjZj9E0WRhoZ6nnjsEYqKCrn5tjlxkxJZTjwF5ymn0fDJh/tnHQUB1eGg9vVXME2cTN8BA7CX2ykvt5OZmdUrZh3jmcbWzjb2+pnG5ogWttqGmcdoNR4HDsylsrKC9PTWrV3uCgiCgCAIWMwWGurrSbXZSJw2HcupZ1D//jsx1wj6duSjHzqs6xvcAmrnz9WK0EdrtyxjGDsunEXV7XYjBGs29qRZ4DAa38sFAdXj2T/zhjbhkXzuBdS8+qKWObaD7zOC2Nw4tjDbF1wX2Tw5oHfbFvx7S1rVPtXnw712NUmzztXaYDBgGD4c549LgqdQtVwBbYAuLb2pSVMULTtrJxvHsM5xRvqO3qpzuhO67BzNezRLBEigdXq1zcZRl5CAt7paq7EXZdRD106h11b89a9/5bnnnmPfvn0Rn112WWR2wNraWhYuXBjzeCfHmOEoL7c3uSGGZhxNiYkxj2VKTAzPODYeIVIUFXtwbaZoMWvGsRlUVUWurGhhNdeBQ+OxKlgrsVlm3BgJYByLv6Xi/rvCN9xAuZ3yO2/rlIkqgWBRWVWl6pkncP32C9mPPY0uuw8A7y58i8ceeYja2lokSWLnjh3c+Pe/dUJLNMiyjN/v5+47bufXn3/m4ceeaJJNUrLZEC1JKPX1TTNVqSqBHsZjdHRCGvEDxJpVq3C73UycPKXdReAHDxnKgIG5LPluEVde83/YbPGT28TjsTP7Y0chZOq8Xi97S4oZOWoMIlD9zltawq3GDwRFIWFgLikXX9qiEHnt1Zf59OOP0Ol0MUe7BUEgEAjwzsK3GDV6NLOvuCrm8QSDgdSr/ox75XItWU/o/MG1Xw2ffIT1iqsZNCiP/O3byMjIDK8l62mzGY1RW1PTsaaxt840NkcnmceqqsrObXcboaoqySkplJWV4fN60BuMWGdfievXn7UQx+b9TBSpe/tNMu64p8PNSnvhbpT4pSlUBKOR1MuuRJeZhSLL1NfVkZ6R0XP7Z/OycT4f7uVLsZx6BqCZD9tf/o5ks1H37kL8xUWofp8WFtkRvAiiZh7DDWiFcczIRJfZVE97t25Gdbtj19Jsck60knmNoM8bohmtoLZq6zPfNLXpsiGloQHV5e70wYJ4vqOj6g0fSpDSbIgWi5aNt7HOUVqnc9rcIyRRRK6riV7PR1URO6nsQCykpKTw1VdfMWzY/hE7SZK48847OeussyK2f+CBB3A4Io0awJgxY5g2LUptRaCmpjqicxj0hphZNgH0ekPM0iA1NTUA2sLiaJ1OVZFra2Ieu72QRBG5tjaSR1VFiFY7UpZp+OIT/CV79rdXVbWwhU54qbK8/zyKjHvVCjwbtDpCLpeTjz/6kIpguJLWFBVZljvtFUIgEODHH75n584dTS6PaDZrXDaHqqL0JB5joWd4RrxeLytXLCclJYWxHRAGnZaWxuQpU9m+bRtrV69qcft4PHZmf+xobNu2DZstHavVimf9Wuo/ei/qOp+Uiy5BnzekxeM11Ne36ryhkD2X09XitoaRo7TSH82FmSxT+9Z8fLt3kZ6ZSVJycri+bo+czWiEgBxAkQ+bxqjo8LDVoh6XNKlxbcf6+gZUVcUwYhTJF14UdaAdoOF/n+JZtybqZ92FQOleCASifqbKConTj8V8spa0xel0YjAa4g4qdTci8nEIAo7vFjV5SzSbSb3y/+g3byHZjz5F8nm/15Ze6fWRmqQtCK0JFJrNOMaZpVNVFSk1TcuK2gj+4qJW3wMFBOSqqibv6bKyte8TakMbvo4aCJA449gm7/l25muzVp18X9Z8Ry3IzX6Tqoqg75xa5wczRLMF0XLgOqfNxlEEFIcz5g9FNJvbesh2Y+zYsWzdupVVq1bx7bffUlJSwn333Rex3Zo1a3j66adjHueuu+6K+ZnL6WqWmEslQa8Pl+aIBp1OimksnUHzGrHOpxGizUR2FET4/+x9d5gUVfr1uVWd8+QcyAxZBBFMgCiKYsIFRUUQjKurK64RXcGAYYOfuD9ZEwJmXXNWlIxEyZkhTg6dc1fV90d19XSo7ume6Z7pwTnPg0h1ddXtOnXvfc+9b+C3/UXuLdYROZYF53JHnfxSC77mEOfhC5YzPgYej7vTJimW5SISMhG5nH/3RZ4nG2WhIhlIlMd0R3VVFfbu3YPeffqgR48erX8hDpx7/vlgWQ4//vA92NbiSmLxmML+mAwIq/02mw0Ou41Pie92w/T2m/DV1YX2XYaBYvAQaK+aEte1aSoxAz1e40Z/7TQozxwRuvBBUfAeq4T53aUgLIsePXvhxLGj8HjcgV3HdAUhBP944XnU1ycmGjmOxZI33zp9RaOAMPH493n3Y8f27XF/XRCPZ48eg/lPzIMlzgWNjgTHcVCpVGBYFi5/mIp+6vWQDxgouuDua2yEafnb4Nzujm5qVJg/+VB8py1QfmMOKDVffsNisQRiG9MWIju9vqpTYMJ3rAnhM5BOvgp5z/0Txcs/RMF/XkfmvXOhPvd8PtlcWwRkWIkLjmVjPy+OA20whOymcT4fWLMp/nsSEhFSRhkMvHAMiMbgNnD+2EuGF7XBfygKqrPHgA5KfMl5vbCv/IWPFeVS66rK6w6buJ0jj123vRuRIDI5qCjaQ8wdOBxtiijl3C7eSAk+SNOAz9dpxipFUTgzRgyTxWLB9OnT4Q0KiA7G5MmTce210Qu8e31ehLsC0jQFKoZ4oQjlj8mJJEdoB6VQ8JmZRb7PuVwp9R0X5ZHjWlakwtGpi4kkrAGd2BixRLgSCUgULll3mvEY/UpJbFXiqK2txddffYHGhgZUVAzAtm1b231NiqL4IvU6HVavWom1a1Zj9JgxkErFn01MHlPcH5OFfXv3orCwCEqlErYfv4NtxY+RJX8UCuhvmhUSNxwLIW5WcYCN05Cgs7KRMedOuPftBRscC04IrF9+Bs3Fl0I7ajTyCwqxf99+DBk6NKF2dDQ2bfwNu3buwKL/W5xQBtWDBw7hk4//g0cePI1FowBBPN7pRrNxG15b/CpeWvRKTO+dYCiVStx7/1zcfeft+Pbrr1Lc2MQhLGhmZGTAZDRCrlRCkl8Aw4xb+NCOsJ08QlGw//IzHOvWQD1+Qmc0OQSeg/th+d9H4h+yLLSTJkM50l9+w2KB3mBI253GAMTGL4pC/YLHkfPQPEgKI/NhEJqGpKAQkoJCqC8YB87phHvfXlg+/wTWb74EazbH78bqL+kRQCs7jgD4HaHgHXWOi3h3WkPEuxZS/iPUVZVSqZFx6538jhOhgtYZCei8PKjOOjvkWq6tm2Ffs4q/XgcsGnBul8h9OJAoc3k3YiCGncO5nK3y2TbhKPby+ldh0jW7kT5KWYJevXrhl19+QWkrBax9IoKTouiYBhUfLE9FcEAQVPYjxvPifG10jYgTXBQRHZf/fDdCQajQorTB6Co8dqJu/N/HH+H+e+8JGCCrV63E6lUrk3oPs9mE6/80BZdedjkWv/6muLcAoaKPYSnmsT0QdhsbGxvBMgyKSkrAGJthWvIGOLs95F3gGAbqC8ZBc9HEuK+fqEtgIrsPqvPHQnPZFXwCEQGEwNfcDONbr0MxeAhKy8uxdfMmWCwW6HS6hNrSkVj160qMv3ACevVu3f03GEajETRlQXl5+i9MJAUcIJNz6NWTwaGfGuD1euMWjgCg0WgwZOhQHD50qPWTOwEcx0Emk4Giadjtdmi1WmgmXgrbd1/D9uuK0IQehICxWWFatgTKkaP47J6dBYaB6b3l8J06GTl/sCykJaUw3DgTRCKBy+WC2+tFRlZW+sY2+hFtTLd99w1sX38JSquFctRoqMdNgHL4CEhLyyKyTBOlEorhZ0Ix/EzkLlgI56bfUPvgX/lnFUcZDwR7bfh8fO3DGM+MddgDu30AWkKDEnjM4ZxwLAuwQghQaFIbolRCN2Vqq9f01dWi4dkFsH37ld8Fl4jXKk0yOJ8vUuhw6LZX2wBCRbdzeN3RyqJGm24adENKp2t5sQlJeEWkI/Dggw+KHh88eDDWrFnTqmgEAFpEFLAsC46NbiCxHAeWZSM7LwBaeIYxnheR0Cl1DY0aVBzuR542SE+jHYB/UI/y3LoAj7zXSuc9X4ZhOsTwIISAZZjowoZjo49hKeYxGTiwfx969OoJCU3D+sWncG7bEjGx0noDDDfPFo/ljIJEs5km8ioRqRQZM+dErMATmoZj7SpYf/gOcpkMZeU9sG/vHv/103MsGDR4ELZs3hSIYY8XQ4YOQZ9+l2Hhc2rU11NtnJm7EChg9Soplr9bgClTp0MVI8mcGE6dPIlVv/6K0WOi1/jtTAhjmcFggMNu58tzaLR8eQ6DIaKDEJqGc9MG2H78rjOaG4Bz2xbYvvlKXAgJ5Tf68uU3rFYLDP6cFuksGgHw8YXRmkjTYO122H7+EfVPPIJTN1+P6jtmo/mVl+D8bT2Y5ibRAU151tnIvOPP8e14ESosCUls2xEEYC0WcL6gRWGaBqVQJGQGhXsdcR43v8njj0VPbBzlYF+5ArX3/blFNAY+Sv14TCSSSAr5XZiU3/u0AxvdzuF1R+wJqG3CUaEIDBSsxRIy4QtxaOmCv//973jxxRcjjl944YVYs2YNCgoK4rqOTPALDwLDMGBjdBiWZcFGeamFpDmsyxV1PCMKRUozrRG5InLAJwScJ8oOVmfaaiQ87XLnNYYgMuaL83nBReGSSjce/+iIYeRwPl+n8dgeEEJw/NgxaDQa5OTmwXu0EqZ3l4lOqppLJvH1wRJA4sIxsZ0zWZ++ot4XnMsF09I34autQUFhIWiaRm1tTdoaquMunACKpvCP5xdGrfkqBpVKhUfnPQ4GV+PxJzSobziNxSMFrF4jxVPP5ONP1z2KK6+6KqGv19TU4Il5j6K0rAwXjBufoka2HxzHQSKRQKVWw2rl3wXlqNHQTpos6qbIud0wv7sMvob6jm4qf3+XC6blb8PX3BQ5RjIM5AMHB3akHA4HOA4RdarTFhSFmFt1QTWPmcYG2NesRNNL/0D17bNQdfN0NCx4HK4dv0fYgJqLL4Wsf0Xr4oUiYUKLjSm2CAhYmy1kDic0DTorO/Z9gsBxHB+TGQSmuanFRg/PqsowcKxfC8tnn8DyyYcwf/AuTO8shWnpmzC+vhj18x9H7b13wbn5t8j3owNCOIhcITJ3E3Bej+j53YiOWHYOUShbXSBP2K+UhT8BTpQLxxNY2VF44YUXRJPk3HbbbXjllfhjKgBArVaHSBVCCLweD3wxdgx9Xi88UV5qrT+jEeewR32WiewIJIpYPIqJf0LTfheaTpgkWBa0IQNSf8yQRCqFSq3ulAmLZVnk5OaioLAw5DjndvPvvsjzTDmPmvh5jI0uYACkGJ3FY3vAcRx8Ph+OHa3EGWeOAGFZmN5bBu/Rykihy7K8q1nQ2Of1evld2JYLgvNfl3dBQ8xxTgwWiwX19fVRF844ADKpFBmZmQFRqho1Gva1q0MXiGga7j27Yf74A2Td81f07NUbO7dvR35+QVq6xymVKvx9/lN49KEH8dwzT+PhR+dBE6frYX5BAZ5Z+Bweexh4/InP8dQCG3JzWL6Tny4IFo3THsMtc2bHTDAXjpqaGsx7+EHIpFI8Ou+JtK7rKbybGo0GdbW1cLtckCsUMNw4E/Y1qyJdHGkart07Yf3iU2TMuaPD22tfswr2lSsi4qEBfhHbcLO//AbLwuVyBnYbuwLEflP0k1tEJOtwwL1vN1x7dsH2y8/If+HfIYtudGYWlCNGwrVze0wPUqHGZwAsF9sdkBD4GurBGJtDsl9Ky8rj/y0cB2lJaJy1r+pUS2hLmHDkvF40v7oIzvVreS+VoOz5AL9LGuFyK3xXKO+RovGYt3M04naOu1s4JgrO4/bX/hazc1pPcJqwcGRYFrQ+g3+xhFUGYaJnGLCmBLI+pRBvvPEGHnrooZBjMpkML730Eu68886Q47/++ivMZjMAfuX34osvjrieTiRG0u1xi8Y+CnC5XXC73aJ9KSMrC4A/U6PYCYSANmREHk8SGJblXWaCefTfVzS7G0VBc8llsK/6lXfd6EBQKhX0N8yArF8FAD45wuQrrsTvW7fB3sGZLg0GA+bcdjuKS0pCjrN2u3jWTUJApZpHfQI8diPmSm9n8dhWCOLpwL59KCgsgk6ng3PzJli/+CzquCIfMDDwT4/HgxefW4hdO3cEMpYKf1iW4b0mWA6nTp2MO86Rpml88uGH+PnHH6KuRTAsgwEDBuJfL78Cjd8wyrj1Trh274yooQmOg+Wj96G58CJkDhiE3LxcVB45jJ69Eosj7Aj4vF7k5xfg2edf4MXjs20Qj8+dpuIxXDTe2jbRKJFK8fennoZcnv67XSzLgqIoaHU62GxWyORyyPr1h37adDT9O9ITCiwL84fvQTNhIqTlyckqHVc7zWaYlr0F1m6PKKjOMQzUY8dDI5TfsNng8Xggk8nScvFGFG1dYCAEIDQIBXhPnoBxyRtQDBseUupKVtajdTFHqJAEPSGxhqLtJWCam+A9dRLSkpZQKsXQM0BptXyG0VaeO5FIoBwxsuUAx8F98IBfAFKRO47+cwJxhML1/X/H/I0p7octdo6Ejw0VQEjaeTl2BbA2m3i2/zh1R8LC0ef1gs7MBJHJ+EKkhIRs0/vqahO9ZNLxxRdf4I47Qlfs8vLy8Omnn0bUaeQ4DldddVUgrffgwYOxc+fOiHNyc/NCBkhCAKfTCYcjer0yh90Ot8uFcBcJiqICLrKsTXyHlhACOjsnZXtAPI9ZPI8uZ0gboyVbUY+fgIJ/vwL76pXgnA6E/y5+Ep8HYEIAACAASURBVG9HiwOZx4TrciBKJZQjRkF93gUhsbXXTr0OGRmZ+G3DhsjSHJx/t6QdbSGE8MmPApfkoNXqcO755+Ps0ZG1PpnmZr6eUXhxWkIg6Sgehf4otDnGooYoktXI4EkkDY0KqUwWdaeis3hsD+x2O0xmE0acNQqc0wnT26/D19QYYQCCZSHr2z/sEIsd23/HmtWrIJHQiObORVFUQgaiyWSE0dgc9XOGYWDQG0LKoyhHj4HuymtgWrYk9PlTFHzVVTC9/SbynnkB5T16YvPG31BUXAKZTJZWhmtuXh7qamu7xWM4kigan3zqacgVSrAMg+zs+F33OgPCYoxarYbFYoHD4YBarYZuylTYfvoe7h3bQ2OQKQreo5Uwf/Qesv/2aIeNn9YfvoFry6bIMYPjQBuCym/4vHC6nMiJMxtz2iAJO9OEouA9dhSszQo6SDgSZeuufYm6qgIEnMMB955dUI1uieOV96uAvGIgHBs3RHIVDJaFtKwcqtHnBg4xJhPce3f7x0siLhzbmq0+xa6qobrD0T47pxt+Oydy8YFQ8emOhIWjy+WCJjsblEoNxumM+Nx76kSil0wq1qxZg+uuuy6kaDsAbN68GSVhu0QAcPDgwZBaULm54gNicUlJ2Io7gcNuh9FoRLR1waamJjidzgjDRiqTocS/isS6nOKDjlQKSV4+fCnqkC6XC5qsIB6Dx7Qo7mWEpqE67wIoR46KdEmmCCitrl1ZdTmPB+4D+/w7ZQQA7/ogLSyKyHAml8sx6fLJGDv+QjgdjmCtCYqmodfr2+XG5HDYsX/ffjA+X+DahBCUlfcQdXH21VaDdYpwKZVCkpeXWh6j9MfEMp1x/O+MsksFv6tNwCUlGigKlNzPFfEnAXC7Q74j9o7k5edDJpfD6XCAokhKvGY58DFHo0adHXX3rLN4bAuE1f5dO3egrLwcCrkc1q++gH3Vr+KrwxIJDDfMiDhM0zQkEklSi6lHuGaJtT28RAgtgWHGLXCsWwvPkUOhxh5Fwfbjd9BcchnU4yegrLwHdu/aiTNHjEyrXQ+O45CXn98tHoORQtEYPs+nI4T3MysrCw67HaxSCUluHjJuno26R/8WafgSwPrFp9BMmgzFoCEpb5+vthbmd5eB83hEM6lqJ02G0l+KwWqxQqVSQyKRBHZTuwJEx0OWBZFK+SQhcYwfQswgUShDjzudrbhpcvxYFuaq2tpuOcdxcG7cAMNNM/n4PgCUVgvt5Kvg3Lo59jxMCHTXTIW0rDxwyL17JzyVQeELXCvusokgxa6qAXtVrQbjDN2s6YiMrqcboto5kvh0R8JWvt1mgz4jC3RGJpjGhogbe48eBefzdUpZjl27dmHy5MlwuVwhx6+88kpR0QjwgjIYYsKREIIePXpCqVTC4XAEjCKHw4GTJ45jeJT6kcePHfO7qgatjnAc9Do9ygQ3FK83crDmOFBKJSQFBf4dy+TDYbNBnxmFR3/a52grWrYVP6J50b9bvsPxA1rec/+ArFefNreJMTaj7qH74T11EsSf1YljfMi47S5k/eV+0e988N47WL707YDRy7Ec8gsL8O+XX0Fubl6b23L82DHcddscmM2mlkRQHIcnnlyA6TfeFHG+p/IIED7xBngsTC2P0fpjKzwGg1A0DLNuBWuzwbF2dWByIXIFMu+6B7JevUFoCRwb1vI7QuGThH/1Un/DDOgmXw2OY0EoCp7KI2h4+u+B1S2OYaAZF1mr7KyzRmH2nNvw9ZdfwOPxhC58tlVEEoT0PaVSiYmXTsK1066L+pXO4rEtIISgvr4ehBAUFhWDaWiAaekbvCETzjnDQDlyFDSXTe6cxsYJaXkPGGbNRsP8x0MNAkLAWq0wvvUalMNHoKikBDU11TCZjDCkkQsx8WcrjCYen174fNzXOi3EY7JFo1wRIhqTudiRKlAUBYZhIJPJcOLECdASCbRaLdQXTYTqu69h/+Xn0C8Qihdz7yyF/KnnomfNThIsn30M9769oqJRUlIKw003g0gkcLtccLlcyMjMDPyuLgOKCt1LYxjI+vWHetwEmJYvEXXRjQDHQV4xICIGzFtb0xL/J/o9v3BNaMeR/47z921w7d4F5ZktLqeaSybB9sO3sK9eKWpncz4flCPPgu5P04KOeWH9+guwdhvfzqCQhGQg0WRoicJhs8GQmcnbOQ31InaOL3o5tG5EwFN5BPCK2TkqSOPQHQk/aavZDCovD5LCQrgP7gMJS/3mOX4UrNmUUPanZKChoQGTJ08OxCoKuPXWW7F48eKo39uwYUPIv6PtOJaVlyM3Lw9HKysDxqjX68WWzZtx5dXXRJwvuIAxDBMyUbIsi9KyMhQVFYHzlwWIWKPhONAZmZDm5cMs5oecBFjMZhRF4ZFQBKzFDDojU/S7rMkE96GDgefAcRxovQGcq52+5iwHzukE53CAE67NMDFdERobGnFg//7AM2ZZFk6nEz5v+0qKsCwLh9MBu90e8jujJQnxHDoQyWWa8xgCQqA8cySkPXuBW72Sn+g4DkRCQzX6HCiGDQcAKEaMBGt3wPrlp/yKlfB1uRzaiZOQ9ed7QWfnBB1X8HEJAjgOdE7L5wKUKhXm/u1B3Djj5gj3b5qmQVEkIf1IQGC32/0xsDwrKpUKvXr3hlKpjPq9zuIxUQir/UcOHUKffv1AUxSMn34E184dogtRRK2G4ebZKY2bTha0l18J+4qfYfvlp4hEOc4tm2D56jMYbpqFnr16Y++ePRhzzrlptfsRSzzarNa4dx2BLi4e2ykaAUSKRpbtUqJRgPBulpaWwmI2Q6FQQKpSI2PmHNhX/BS58k9RsP34PbSTr4LqnPNS1i7PkcN8/dTgeoFBbdBPvR6yvv3BcRxsNlsg10M69be4EFxegGUhHzIMuQsWQt6vP+QDBsL09htw794F1u1uEXmBhXF+AVZaVAzdlaG2Hut0wr07NLQp2v1JUBviCushBKyxGdZPP4Zy2PDAuE5nZCL7oXlgrRa4tv8eOFcQg/K+/ZHz0DxIghbOnRvWw/bTD2E7r1zsOMtE0JonUjsh2DnSwkK4D+wNs3MosGYz6MyslN3/dIP7YDQ7JwOSvHyYWrFzEhaOZpMJkEgg69Ub9pUrIj731dTAe/JEhwpHr9eLKVOm4Pjx4yHH7777brz88stR3ZgcDge+/PLLkGPRhGNObi4GDR6CI4cPBwZMQgjWrlmFkydPBFxPBRw/dgwbN2wQHVxHnnUWtDodmMYGURcKjuMgKSoGnZkF87Gj0X94O2A2+3nsKcIjoXgOowkOIRZRCJrmBFeM9rYqaBcr/O8oIIT4hUXLc0zWhEbQusudAPehgxFcdgiPpnbwKAaxsT/oGK03IOfxJ6E+fyzsa1eBaWwEnZEJ1ZhzoB53IShteHF2kQtGmV8kUimOVlZi2dK3ILxMFCG49fY7cebIkeJfioH33lmON15bDIqiAfAFuZ957gWcMVzcQwDoPB4TBUVROLBvHzRaDbKzs+E5dADmD94VNQA5loVm3ASozx/bOY1NEJRGi4xb74Brx+9gjM2hY4DPB/M7S6E+fyxyy3qgtroax44eRXmPjkskEg+iicdEXVaBLioekyAaa2pqQkQj10VFI8C/D8Kuo0wuh91mgyEjA4qRo8Rd/AgBYzbBtOwtKM4YDkrVeqbDhMGyMH/wDrwnjovGAMoHDoJuCr9r5XA44Pa4kZWdzbtsdiXRCH4RFQAvGgcPRf6LL0HWm/eO0l52BVSjz4Vj3WrYV/wE187tYJoa+QVrmgalVkMxbDgMM+cEFlAFuHduh2vXjtaT40S4qsYptPwLCJrLroBqTEu8orxiAPJf+j+Y31kKx+bfwDldoFQqKIadAf206SGx7ExTI5pf+z+wZlPEDlPSxB4blFQnBRDsVWmv3sCv4Tv0hLdzuoVj3PAcFrdzpMUloDMyW7VzEhaOJrMJLAB5/wEgEmnEi8daLXDt3hnRwVKJuXPnYs2aNSHHtFot6uvrMWXKFHi9Xtjtdni9Xni9Xng8Hrjdbpw4cQK2MGUdTThKJBKMv3ACvvvm60BCB4qicLSyEkvefAMPPPgQVP7B3WKx4PX/vooTJ46HDLAcx0Gr02HchbyrnqfySBRhxEHetx8gk6G5KXqCifbAbPLzWCHCIyFw79kFxZBh4l+OOjq0c9gIH1wBAFxMFxJCID74tbsptKhgjBobV3VKtO0p59HcCo+7Y/AYD7jAfwKgVGpoLr0MmksmtbjCJim24cSJ4/j2669b7kVRuOyKKxFd6kVHUxO/G03TNDiOg0KhiJnMCug8HhMBn/GURW1dLc4cMRJgGJiWv80bgCK7jZLsHBhmzIqIEw6+XmtuS4nGEHKtGCWt3U854izopkyF8fVXIxLleI4chund5ch55HH06NULW7ZsQmlZWdyLPB0FMfG4b+/e5InHrDRVjkkSjfMefhBPP/d8IHtqVhcVjQKEcUin06G6ugpKpRJyhQLS0jJR8UYoCo51a2D/dQW0l12R9Pa4dmyH9avPo47dhhm3QJLHl9/wejzI9nuSpFNMcdwIDhdyu8BaLSEf05mZ0E6+CppLL4evrha+6irerVMmhyQ7B9LS0ojYRtZmhfHtN/lKAq28k4QKzaoat3AkBIyxGU3/fhHSouKQmEVpSSmyH3oMrJ2v90hkMt6NNuw9an51EZwbN4jODckSjq3mPmgnAvaqmO4Q7JyhZ6Ts/qcbfNVVonaOrG//uOycxJPj+DOJyvtXgNbpwZiMoZ2SYeDcvAn6626MGedoj1Hv0Wg0BtI9t4YPP/wQixYtijhutVrx0Ucftfr9cEQTjgBw/gVjUTFgIPbs3hU4xnEclr29BEcrK3HOueeCZVisXrUSG9avixhcWYbB2WePxrAzeFHt2LqZdxWgEPIMiUQKxaChYAGYYmQmbA+EjLDyfuI8OjdthG7qdFHRJiko4rNbeTz8d/ylPdrrBkfrDZD17gNP5RF+hZDlQMkVkFcMiPqdouISUEFtFOosajTxG2ViyMvPR2lZORobGiCRSsGyLPR6A/r16y96Pmu1Rk78EikUg4aABWA2GdvVnmholcfNG6GbJs5ju0FI0mOZCcXvIAt9J9FsniHXIgQURQUWbyiKAmllRaGzeIwXLMvC6/Vix/bfMXrMOZB4PKi+4xbYfvlZNIuqtKwcha+/DVlP8dIVMpkMT8xfALPZHHjWFKFAqJa/aYrGfxf/H7747NO4jHaGYXDzrFtw2x13gWWj13GUy+WBUhwRoChkP/QYZH37oX7eQy1jjf8z45v/he/USeT/82Wcc8552LxpE84YPhxSqTStjNpw8djWZDlApHj876uWtNx1TJZolEilkAmiMSurS4tGASzLgqZpZGZmweGww8cwKPnoc1TfOQeubVtCjXtCwHk8qJ37FzDNzTDcNDNp7bCvXIHa+/4sXrOW40DpdNBdfS18Ph9sNhtq6mpR0b+i63IgLEpTFDwHD6Dmvj8j8857oL/uhpDTiETCC7Si4piX41wuNP/fIth//blV0RhyfwGJCC2Kguv3raib9xByH18AWd9+IZ9FevkE3cbpgPn9d8R3tflivfG1oTWkOMYxxM7R68EYReyc66Z3xznGCVE7RyqDYnB8dk7CT1kul6O5sRElpWWQlpXzNf2COg6hKLh3boevugrS0jKMGzcORmNLIziOg8fjQXV1ddR7nDhxArm5uSgvLw85vmjRIpx3Xou//4EDB3Drrbcm+hNiIpZwzMnNxazZczD3vr8EjBNCCHxeL37+8Qes+OlHAP6Yv/BaSBwHQ2YmZt4yByqVCgDgXL0StNkKVqsGJ5UIJ4LOyoJ8wEDYbDa4U1SLTyaT8TyWlUFaVhbBo2vndvhqqiEtjkwqpBxxFjSTJsP61efgvF7QWh30N8yAxF9ipK0gCgUy77wHTFMT3Af2gVIqoZsyFarzxkb9zoUXXYyx4y/Eql9/AcMwyMnNxcxbZkOniz6YxoPMzEz8de4DePbpBTh+/Dj0Oh1uufU2DBseuarFuZzi/uJZWZAPGASbzQaXKzIDcTIgk8mDeIzsj64d0XmMD1wKMpxGv2B4eQVCiGgW23igUWtaku1yHCRSKZT+vifaKmc8PHZuchyKonDi+HEUFRVDJpPB8tXncKxbI74wQFHQT7shqmgUrjdg4KBW75udnRN/IgWOg1arRWlZWevntgLNxEmwr/gJ1u++DvmNhKJgX/0rbD99D+0VV6OwqBAnT55ArzSs7RgsHqVSadLEY33DO+nnskohaaLxyaeeBk4j0Qjwu44sy0KhUMBobAbDsFDn5MAwczbq9u0F53ZFGvg+H8zvL4d6/IRWBU08YK1WmJYtAWO1io8b/kyqAGCzWcGyLPr26Rtof5dEmNeCr+oUGp56AtKSUiiGjwAVI+49HExTE5oXvwLzu0v5UnStLFRxAEBTIXGWCe/QURScG9ai5r4/I3vuQ1CdPzZ20iSOg+fIYTT/9z+hi25h50SM6W1dc0vxjqNgr5aWlkFa1gNMk4i9Wl0dUvOyG+Jgo9k5GZmQVwyMy85JWDgWFhWhrrYGpaWlUAwbDufvW0MbQFHw1lTDuWUTpKVl2LVrF5qaEi8YbzabsWPHjohjwZg9ezasVmvC146FWMIRACZfeRUe+Ou9Ee4asQZUISZg1uw5OCdI+Ho3bQZttoOTSsFJeHc/jmUh690XstIynKquCojMZKOgoDCIxzPh/H1bCI/eqlM8hyKCg9JokDNvPtTnj4W36hQUg4dCedaopLgrKoYNR+HiN+E5fAiUTgdZ774gMXaec3Nz8Y9/vYRfVvyM5uYmjDxrVMwYtkQwdvyF6Ne/AkePViInJwc9e/UWNYTchw9F+ot3GI8FMfujtzo6j2IgkrD3mBB+0msjiETKFxsOPhaDz8GDh6KktBSVR44AAHr36YOKioo23fvc889H/wEDsW/vHlAUhQvGjkOfvn2jnu8+Eg+P8RsYyQbDMHA6HLBYzOjVpw98tTUwLX2LL3cikkVVMfQMaK+ekpR7J9K1OX9bkwFKpULGnNvh3LYFTENdi/FFiL9m5ZtQnj0GhUXF2L5tK2w2G5RKZdoZuIJ4VKnVyEFuUsTj44+mWbyj30U1WaJRKpGeVqJRgGA35ObmwWbnQ2XU4y+C+oJxsH7/TaSYoyh4Dh2E5ZMPkXXv3Hbf3/bT93D+tj6qaJQUl0B/40y43W543R7oMgygaRo+ny9hTtMGJGwOoyhwHg9q7r4NimHDoR57IZQjR0FaXAKiUkV40nAeD5jGBji3bYH5veVwbtkUd/kJAoBzu+E9egREpQaRSODzZ2JNaGClaHgO7kft3+6F+oLxUE+YCHlFBWhDBggtAQcOnNsNX3UV7L+ugPWrz6PGr/K/yQ37T9/DvXsXwLHgvF4w/izdCSOFohEIt1eHw7ltS5idU8XbOd3CsVWIxjeyLOR9+vF2TtWpVu2cxIVjYRE2b9oIH8dBNXoMzO8vj8h6yXm9sP/8I7SXX5no5RNCbW1t0q8pJhyDRaJcLsfMW2bj3eXL4HK5Wp3QGIaBXKHAjJtn4fY77gqczxqNII3NAE2DkwatpBMC1ajRgEKB6qoqlKUo6UNJaSk2bfwtKo8BDidNFjX0ab0e2slXpaRtdHYOlNmRmTejISc3F9Oun570dvBlDopQWFQU8zz7rysiJoBgHmuqqlFa3pk8/hCVx3AoBg0BkcsBjwccy0JaUgZJYezfHwuSwiLIBw7hXXoIAaVSQTlqdNTz+/Tti+f/8S988tGHoGka066fjtKguI5E0LtPXyz6v8VY+esv0Gg0uHjiJdFdI9G5PLYGwYvhwIED6NGzFyhCYPzofbj37RF1lSIKBfQzZkGStELdiRkTDJM8JaMYyid8aH7lpdAPaBqu3Tth+eRDZN71F5SV98DxY0cxcNDgtIzDIoRA7i8cngzx6GOvSp9kOUFxjd/9nATRKJVBp9OddqIR8Hsp+UVYTVUVVEoVpEolDLPmwLl5Y2RCKADgOFg+/QiaSyZB3q9tC2kA4Guoh/mdpeKLTYA/k+p0yPv1h7GpCT6WhVwmB8uyXVc0AuLJawgBa7PBvnolHGtXg87IhKS4BNL8AtBZ2aBUKt6b026Dt7oa3mOVvOATnl284wtNw3PgAKpmz+DLglAUOK+X3wlMFBQF1mqF5cvPYPv+G1AZmaANBn5uZzmwTieYpkawFnPgfPEHQsA6HGh6+V+i90gIJPUxjqJ2TtDzC9g5l10Rl53zR0Y0O0c5ajQgl6O6qqpVOyfhkSAjMxNerxfGxkZkDT0D0rJyeA4eCHnZCEXBuWUT3Pv3Jnr5ToVSqRQ1LMMNkIcfm4f+FQOw5M3XcfDAAXi93ohzOI6DVCpF//4VmDXnVlwz5Voo/O4QHMvCu20bpHYnvFJJS4fzF5hVjTkXLo8HTY2NOOOM1CQZysjMhMfj4XkcEskjoSg4N/8G94F9UAwempI2nA5gmhph//nH0IPhPDY14YzhHcCjSH/kedwYN4/qiyYi8/hR2H74DrQhA5l33tMu8UFpNMh5ZB4keXnw1dZAM2EiNBMmRj2fEIIx55yLs0eP4b/fzux9/fr3R7/+4nGpwWAa4+GxMWU8tgaWZWEyGiGTyZCZmQn33t18Gn2RVW+OYaC+YBw0F0V/zokiUQ2WrPpgws31190A+6pf4d7xe6jBy7Iwf/ge1OMvQnb/CtTV1qKpqQkGgyEtBUcyxWPaZFoNS4aTLNFI03RacpgMSCQScByHfv0rYGxuRmZWFpTDR0B75dUwLXkjssNRFHynTsH83nLkPPFUm2PWrV98CtfuneKikWEgHzwUumun8v/kOGRmJpCRO51BRRnACAk8S8bYDKapEa7t20TOA19Og6Lii2kMA+fzgmlqFP4lXDDh6wS3mWMYMA31YOrrWmxIoYxIR2e9TVZZjygItVeH8XbOgf1hdg6vOdqVDPA0B9PYAPsKMTvHANWYc+DyeNDc1IzhrXjtJfx2SSQSlJSW4tTJE6Cyc6Aac66InzQB09wI6zdforGhISRrX3v+XH755UG/lcPhw4eTdm2O46JmXAz/fQqFEtdNvwFL33kfL/7rJVw3/QaMGj0aAwYOxMBBg3H26NGYdv10PP+Pf2Lpe+9j+o03BUQjAHhqauDetAlgWHAqOTipNOCmKh8wCIqKgaivrYFCoYA6xg5Je0DTNAqLingec0R4JARMUxNs33wZ/SLdgH31SngO7g85Fs6jXC6DSp2CdOpo4fHkiSj9MUEeKZUaWX++D8XvfITC15ZAde757W6jrE8/5D79PAr/uwT66TfxO5qttSMoqU1HwL4mHh7lKeMxFhiGATgOlZWV6Nm7F+D1wrT0LT4zWvgz4viaqoabZ4NSp2bsiAfJLggtyctHxpzbQVTq0JVtioLv1EmYlr0F+Hwo79EDRw4fAk3TSXOXTTYIIZDJ+DEhJ4cXj0K2VVsCoReCyyq/86hBfQPVhhm9nRDJoJoI/oiiUQDLsrwLM/jkH6Ao6KfPgLRHTz5mLBwUBdu3X/NJdNoA77GjMH/4nvi1ARC5HIYZsyDJywfLsvB4PJDL5WAYpsuV3xAQmAvjKRdGCEDTIBJJ5B9a0n4xJog6IpY9vh3XFMQsTUfJTN8B4FK74xhir0azc5obYf36y5S7zXZl2FevhPvggZBjHMtCMXAQFBUD4rZX29QTiotLUF1VDS/DQDNhImitToQsAvuP3/MlJ+KE8CLEI/KEmJFE0Voa+ESQX1CAa6dOwwv//DeWvfs+Pvj4U7z/8f+w9N0P8OK/XsLU66ajMMzNj+M4eN55B46FC/k6gfD/h+PLTmgmTASUShw7ehS9+/ZJSjujoUfPXqhphUfbD98lxOEfCazVCstnn4ANcznhebw4wGPPXr1S2o4ePXuhpiaJPNI06IzMpAoPQtO8C0mauQ8CrfE4scN4jAaKolBdXY2srCyoVWrY162G7YfvxA0ZloVm4qSY7sBtQ2K8sVGM0/ZAc+FF0Fx8SaThS1GwffcN7OvWQK1WIzs7J+2NXYqiur54bGfZjT+yaAQQWNzQ6/WwmM3gOA6yHj1hmD5DfFeLEPiam2BavgRcokm6OA7mD9+D92il6LjBMQxUY86D5uJLAQA2qxX5+fmBdnZ1EEKh3TW6uhEFpEPEWo+evUJ1hy7cziGw/dhtr0YDa7XA8tknES7ShKahnjARUMRv57RpisnJzQVFCGqrq6AcegYUw87gfZxDrswXH7d89knc1w3OVNran7bGsLSl1ldr51MUBZVKjYzMTGRkZEClUkU1Wnw+H+wvvQTOagUBwMik/AoUxxffVI8bD4vVisaGBhS3ORNmfMjOzgYIUFtdLc6jwOGnH3ev4ojAvnIFXFs3h7oNsSykRcVQj70QFpsVTY2NKGtjjF68yM7OBkE3j21FVB6F/thBPIqBYRgQQlBTU42SslKwFjNMS94AY7VEinCWhaSwEIabbo6dca8NSHSoTWaMY6ANcgUyZt8GSVFxqHgkBIzFDNNbr4O1mFFSWoqDBw8GYsnSFRRFBXaxu5x4TLpolP6hRKMAiqIgkUggVygCJcq0V14N5Rln8hk7w0AoCvaVv8C+ZlVC93Ht3gXLF59Gza5JGwwwzJoDSqOBz+dDfX09KIpK2137hEE6Rtz8McGB83vFpBLZ2dkgAXt1GBTDhkfYOb5TJ2H59KNurkVg/2UFXNu2iNo5mrG87ojXzkl4ehEMmdHnnoNNv21Ek8OBgn8tgmLosMiBjqJgfHUR6h55AJy3DYHAMZBuiQ/igfHN11Ct18JTWwu3lIatOAesVg0QPiFMwf97FWxBEdauWokRI0dALlekZOUeaOHxzJEjsXXzpug8BnPYlmDu0xTGt15D7QP3hiaG4jiex5cXgy0swrpVqzBo8BDI5PLkxnwFoYXHLfrceQAAIABJREFUs7p5bANi8ujvjx3BoxiEmm8OhwMlpaWQSqSwfv0lHJt+E49xIgS6a6ZCXjGww9oYDWyKDE75gEHQT78psgYVTcOxaQOsX38JqVSKxvp6uFwuSCSSlI2hyYAQ85iZlQWDIQNvLV2Om26eiZtvnI55jzwUt4DMLyjAm0uXYv6z+/HIvBtx+5061DelQEBSwOp1Ulx0SQn2H16E736uxG133h63aKypqcHsm2/Ck48/hqefex7PvvAPyGRyZGfn/OFEI8DzzzAMdDodLBYLnwwoMwuGWXNA1OpIA5gQsHY7zMuXtCRAaQWc1wvzO2+DqasVF44sC+2llwe8FCwWM4pLSgLjT1eGsHCkn34TCha/ycfrp/F40OXAslCPvRD5z/8LRKFI2W0Cds4Iv71qd6Dgn4ugHHZGpJ2z+D+oe/j+bjsnCMY3/4vaB++LtHNyclHw8mIwBYVYuzp+OyfhaUXYSVOrNdBpNTh8+BCozCzop0wDxCYPv1++/ZcVid7qtIL7wD6YX1/M186RScBkGwCFP9aLZaG5aCLkgwbjeGUlvG4PDBlZKW2PwGNWVjZUSmWAR92UqZE8Cq5gv/6c0jZ1Fbj374V5+duRCyXBPB6thMflRlEx76qcKsHRwmNWN48Jwr0vfXgUgyB49u/bi/yCQnhPnoBp+dtAWBZroc2yPv2gm3p9StyBE12oY9jU7VTo/3QdlMNHRPLm9cK0fAm8J09AbzDgwP59ADqWs7YguM6jy+VCfn5Beu4+JnmXUSFXnHZ1GtsCmqZBCIHBYAiUF1NfMB6acRMiPbnAL5I4N2+E7ftv47q+c+MG2H76Pqpru6S4BPqbZoJIJHC5XOA4QJFCEdCRMBmNAfGomTAROfOfgSQvv1s8JgMsC9V5FyB3/rO8FwgAh3/XPNkI2DnZ2VApVX47JxO6KdOAcO8aioLt+29hX/FTStrS1eDet4e3G0TtnEsgHzioxc4pis/OSXhKEVbIpFIpzhgxAqdOnECz0QjtpZeJZzMiBKzNiubFi+CtOpXo7U4LsA4HjIv/A29dDbxZevhyMsCqFH73CRZ0fj70026Ah2FQeeQIBg8bCp1OB5ZlUxanI/AokUgwYPBg1FRVodlohO7Sy6EYMjT8ZJ7DV/+4HApgHXY0v/pKZH0kjoUkiMejR46g34AKqFTqDuNx4OAh3TzGCdZhR/Pi9OExHAKndbW18LjcIADMH7wLz6ED4gagRALDDTOSUiBcHJ0f4yiAzspGxq13gNJqIxLleA4dhPn95SgrL4fL4URV1am0TpQjIO3FY5JFo1yuANstGgPgOA4qlQo+rxcejxtEoYBh5hx+h0zEiOM8HpjeXQZfXeySZKzdDtOyt8CYzeILSoRAP/V6yPtVgOM4WCzmQBmUdI4Rjhdenw/NxuZu8ZhssAxU55yH3AULAzWiHQ47LBZLSm4Xaa+e4nXHJZdFsXNsvOY4dTIl7ekqYO28veo7eSLUbmBZSPILoJ82PWDn9K+ogEodn53TppFBuKhOp0eGIQMH9u0FlZkFw4xZ4r7FNA33rp0wLv4PXwPnDwbL/z6E7YdvAakEnFIOVikPIVF39Z8gHzQYRw4dhNfjRkZmancbBQg85uXlw2AwBPF4SySPNA337l0wvrroD8mhAMtHH8D+4/eRyQs4QCvwePAgGJ8X+QUFHdImgcfcvDwYDPpuHuNAXDweOgjG5+swHoNBURRYlsWpU6eQmZ0F1/bf+RhVMeOPYaA8cyQ0l01OWXsSDg1I8Saf6vyx0EyaHGn8EQLLp59Ar9cjIysLdbW1HSr424O0FY8p2GnkWLZbNAZB6O86vR4WC8+zYtgw6K6+NrpNtW8PrJ//L+Z17b/8BMe6teJ1DBkG8oGDoLt2GgDA4XBAJpNDKpWeNpwUFhbC5/HC2NwMn4/31AgRj91IHCyfSCn3qecgLSkFwL87VosVSmXswvHtQYu9mhdkr2ZGt3P27Ebzq4sSTyR1GsHy0Xuw/yRi5xAC3ZSpkA8c5LdzvMgvjN/OadNUIiQdkMlk6D9wAKpOnkRtbS20F00Uda0QGmr57GM+cPUPBMdv62Fc/Irf31pIx9xihMn6VsBw/Y1wOJ04dPAgBg4ejIyMjA4xdoJ3j3v06In6mhrU1sXgkRBYPv8fLJ98mNJ2pSsc69ei+bX/iMbryvr1h+G6G+BwOnHk8CH06N0HBkMn8NirN+pqamL3x24eY/DY0h+PHDqEHr17dxiPAnw+HwghOH7sGBivFyWlZTAtfQO++jrRwuBErYbh5tmgDRkpa1M03RhtZ5FNcjmOcBCpDBmzboW0rDwiUY6voR6cy4XSsjJ4vV6cPHEi7RPlCEg78ZgC0ciyLLKys7tFYxiEMi0UIXx5DkJBf/2NkPXuI747xrIwf/R+1CySTFMTTMvfBudyinZgIpfDcFNL+Q2bzQqtVpv2u/OJgGVZFBYVweP1wthsjBCP3buOCYJhoDz7HF40lpYB4EWj2WyCXC6H3mBI2a1D7JyevVrsnAnR7Rzr55/C/Ee1c9atQfNrr4bGNfoh61cB/bTpfnv1cML2apstIWHyKCgoRHmPHti7ZzcYmQLS/ALxzkgIOJcLTYtegmPt6rbetkvBc7QSjc8/DV9trbh7GcchY87tkBQVY9+ePZBJpMjL51V/RyX/ESbu0vJyZOXkYO+ePWDkUXgUOHzlJTgSzOrW1eGpPILG558GU1cnWjsvY84dkBSXYN+ePZDQNHr06AmgE3gsLUN2Tg727u3mUQyeysOt8NjSHzuDR47jIJFI4Ha7UV9Xi7yiQiiVSthW/CS6a8CxLNTjLoT6/LEpbRchVISzKsdxGDhosKh4ZFk25bGFsj59eS+XMCFDKAq2X36CQqFAYWERaqqq4PF40j5RjoC0EY/JFo0KJZhu0RgVhBCwLMuX57CYwbIspKVl0N94c9T8Ed7jx2D+4F1Rm8v69edw7fhdtLQHX37jXGgmTuLPtVqgVmtAUdRpxYuwk1sULB69LeKx22U1MShHjUbe08/xC3YAnA4HLGYT1GoNDBkZKV90CNg5ZeVBdo4c0oJCcTvH7ULzKy/BvnplStuVbvAcOcTbOfXidk7mrXe02DkUlbCd064ldCHTUUFRMRw2Gw4d2M9P5NEGHooCU1+LhmeehHvP7vbcOu3ha6hH47Pz4d61M/rzYFnoJk1GXV0djhw6iOEjRkCtVgeea0dBuF/vvn3hbI1HigLTUMdzuHtnh7WxM+Grr2t5Z8WeSRCPx48dxaAhQ6BQKDqXRzvPo76bxwB8dXVoeHp+WvMoCJvKykpIZTIUFRWDaW4GZ7eL7jZKsrNhmHFLSjPaAaG3FkohXX3NFCx+401cceVVoCgqRCimKqtqOLRXXQvVWWfz6eCDGmta8gaYxgYUFhdDppDjyKFDHdKeZKHTxWMqRCPDILtbNMYERVGgJRIoFMqW8hyXXwnliLNC33EBhMD61edw7doRcth78gTM778rWtIDHAdab4BhZkv5DYvFCrVanfaJpNoCoaxIUVERvF4vmo1GeP3isTveMQEwDHKffh7Scl5kOJ0OmExGPlGmPy62I/q1mJ1jmHFLdDunsQGNz8yHa9cfxc6p5e2cvdHtHO0ll7XLzmmXcBSSDhQVFaFv/wrs27sH+uk3QT3uQvEBCwAoGp6DB1D/5KPwHOlak3m8YIxGNC58CvaVv4jvNAIAw0DWtz88NI0d239Hz969kZuXB47jOnxSFXjMzy9AWc9eOHTgAPTX3wT12Cg8UjQ8hw6i/sl58Bw+PTkUwDQ3o3HhAjhWrxTnMojHXTt3IDcvH8UlpZ3OY3kPnkdDrP74R+RxzcqYPHppGrt2dA6PwsTrdrvRUFeL4pJSSGga1i8+FZ8AOA7ayf6abykGIRSfdIBloVQqcdfd9+Cphc+jrKwcC1/8J+67/wF/Qi/+PfMxTIcYobTBgIxb7wRtMITEubh28DGhNEWhtKwc9XW1gYQfXWHXEWhdPCaChMRjCtxTu0Vj/GBZFlqtFjabjX9ehgxkzJwDWqMRLc/hq6+D6Z2lQeUHOFg+/gCeIwejZlLVXHoZlGcL5TcsyM3lk/B0hVjgtkCYGwuLisD4fDA28+KxO1lOnGAYKEacBVlPvji80+mEycjvNGo7UDQCYfaqYOdcfyPU4ydEsXMoeA4fRMOTj8Fz6GCHtLGzwDQ3oeHZBXCsXQlQInwwDGT9Knh7dcf2Nts57R4laJoGx3Ho2asXMjMywKk1yLr3AUh79IreEWkarm1bUT/vYXiOHG5vE9IKjNGIxueegvXrL6IHBnEcKL0eWffOxZ6dO8H6fOjVu7f/o85Z8RNemn79+kGr1YLTaJB131xIe/QU55Gm4fp9K+rnPXTacSiAMTajYeECWL/+Mmrh5BYed8DtcmHwkCH+jzqXx74Cj2oNsu6dG70/+nmsO515bPbz+E08PO6Ex905PArc7dm9C5lZWcjJzYXnaCVM7y2LPJllIS0rh/76G6MvTiURQnxJTk4unpj/FO6b+zdotVoAgFarxZ//ci9e/NdL6NW7LxiGAdNBwhEAlKPPgfaKa0KNapaF+f134Dl0ANnZ2cjJy8PWLZvBdTHjOJZ4TGTXEYhTPLZTNAIQjWnsFo3xg6KolvIc/iyVqvMugHrCRNExnFAU7D//AOdv6wHwZYYsn30inqCKZSEpKobhplkgEilffoNlIZfLxRPonEYQBEdBYSEYxgdjczOA7kyrrYJhoBg+AnlPPw+AF41GYzPUajV0en2n9Otge1Wn1YJVq3nd0TOGnbN9G2/nnKaL5IJotH37FUDEQ+MovQFZ987F3p074fV422znJGWkYFkWEokE/QYMxO6dOyGvGIDsuQ+B0unFM4IBAE3Duek31D08F+59e5PRjE6Hr74ODQse5wftqOAAmkbGLbdBc/ElOHTgAIYNPxMZGZmdngKbZVlIpVL07tsPe3fvgrxiILLnPhydR5qGc8tGP4d7Or7BKYSvvg718x/ns9aJLgCE8lh55AgGDxkKvX8gTT8eY/RHmoZry0bUPXz/6cnjgnkJ8HgYg4Z2PI/CLlhNTQ08bjdKy8pBWBbmd5fBe7Qy8gsUBf206ZD16t0h7eM4Fn379sM/X3oZ199wI6RhtbNomsYlky7Dq6+9jgsnXASuA2IcBRCJBBk338I/C8FooCh4TxyHadkSgPGhtKwcDMOgsaEBQGrLhSQb0cRjoi6rQCviMQmisaampjsRThJACIFSqYTX54Xb7eYT2cycDUl+PhCeeIoQMBYLTMuWgGMYmN9dBl91lfiCklB+oz9ffsNqtUKn15+WLqpiCBaPLMOExDt2i0cRMAwUZwxH3jMvQNanLy8am5uhUnWeaBQg2Dm9BDunfwWyH3gYlD6GnbN1E2+v7j29QuV8dbWonz+P906KsjgOmkbG7BY7Z+CQwW22c5JiFbVsHeejtrYGJ0+egGbipci4/S4QqTSmeHRt24LaB/4Cx4Z1yWhKp8FTeRh1jzzA7zTGAstBd8XVyJg1BxabDf0HDkB+QQF8Pl+nT6xCLEBxcTFOnTwVH4+UwOG9XZ5DAZ4jh1H38FzYou1QAQDLQRvEY0lpGUrLyro4j1tPUx6/isljcH8sLitDaWnH8yhwVltdhaycXOh0Oji3bob1S5GJgGGgGDQE2quv7bD2nTliJBa9uhhjx4+PGQfRv2IA/v3yK5h2/fQOaxsASMt7wDBzDv9+C6AoWL/5Co4N66HRaJCXn4/KI4c7fWGnLRATj22JdwRExGM9BUiA1avbLxrnPfxgi2jkuG7R2A5wHAe9Xg+b1QoOgGLQEOiumQqxmqqEpuHYsBbWLz+D9buvo7rjywcMDCm/IZFIIJVKOzQWv7MRsFcLC9HQ2BiId+wWj2FgGMiHnoHcZ16ArG8/AICxuRlqjRoGg6HT+7WonXPxpci8/c+x7Zzf/XbO+rUd3+gUwHP4EG/nfBvDzgGgu/IaZMycA4vViuLS9tk5SZs9aZqGz+fDOeeehx3bt8NksSBj5mzor78p5o8BTcOzfx/q/nYfzB9/EOSn30XAcXCsW4Pa++6GY9UvsX8rw0B1/jhkP/AwPFIZflu/HgMHDgrs2KYDhEH1vAsuwO9btwbxeGP03xbEoeV/H4mWOegS4Dg41q9F7V/vhmPVr9F/L8NAdf5Y5Ph53LhhPUaMHBnIiJkOiM5jjP74B+Ux0B83rMeIEZ3HY01VFdxuN0pKS8E5nTAteQO+pqaI9hOFAvoZs/ji4B2E8RMuwuDwQstRkJObi/ETLurwZ6i9/Eqozj2/JYkIIWDMJhjfeh2s1YriklIQQuHkyRMd2q5kIVw8tjVZDsCLx6efew4MrsZf52qx6GUZFjxTiD9d1z7RKJFKIRdEY3edxnaBL88hBwiB0+Hga69Nu4E34kWEDefxoP6JR8BaLNHLb8y4BZL8ArAsC6fTCZ1O94fZbQyGMD9mZWWhsbGhWzyGg2EgHzIUec+8AHm/CgB8Mhy1Rg29vvNFo4AIO8dsguHm2dDfMCO2nXNgP+oevA+Wrqg5BAja46938zk4xNxTgTDdIeXtnHbaq0lddpVIJFCpVDjrrFH4bcN6OFkOWffeD91VU6LvOgIATcNXW4OGBU+g8bmn4aurTWazUgbWZoPxrddRO/cvcO/ZJR6MKoBhoBg5CrlPLACyc7Dptw0oKi4GTdNpt/pN0zTUajVGjR6NDevW+nmcG5tHP4f18+eh8cWF8DXUd2yj2wnWbodp6VstXEYbFAM8PgVk52DjhvUoLikNxKWkE1p4HBPEYyv98Q/K46bfNqCoqLjT+qLX68WJE8dRXFIKhVwO288/wL7614i4o0Aa/Ysmdmj70m2MEgOl1SJjzp2QZGUHjhGahnPDOli/+woyqRQlZaWoOnEiYCh2NQSLx5yc3FDxaEtMPBYUFGDhCy9i5Oi/Y++BGbj/b//BLXNuaZdofPKpp4Fu0ZhUGAwG2O123jWvuBiGm2YCYa7iAPzlB9yiBjPHMFCOPgeaiZcCAGxWK2RSaVrOWx0FmqZB0zSysrLR2NAtHgNgGMgHDeFFY8UAAHxco9lkTivRKCDUXl0HJ8si6577obvmT63YObWoX/AEGl98lq+R3IXA2u0wvv0Gb+dEy54K8HU3zzqb1x1Z2di4YT1KkmCvJt0aoCgKuXl56NOnLzasXQOvQonshx+H9vIrY4tHigLncsK0fAlq7r6dz0iaruA4uPfsQt3D96PxHwvBNDZEJw7w+4mfibynFkJS3gNbN2+CSqXCgIED03a1jxCCvLx89O3fH+tWrwri8YroPFJUYKek9i93wLFujXgK8XQCx8G9fx/qHv0bX/emoT622DjjTOQt4HnctnkzVGo1+ldUpDmPeSI8xuiPwTzecxrzGOiPm6EM6o+dYUht27oFffr1R3FJCZoX/we1c//Cr4QGt4VlISvvgdz5z4JSazq8jV0BylFno+D/Xg95tznGh/rHHkLjP59HQUEhBg4Zii2bN3ViK9sHQTyq1OpQ8fhM4juPOTk5uPev92HRq69i0uWXQSIRESQxEC4apRIpMrtFY1JB0zQ0ajUa6uvh8/mgv+5GFL76Jii1OrZNJYBhoJ82HYWL3wKl0cJoNMLtcUOn1/9hRaOAgHjM7haPAHjROHAQ8p59AfIBgwAIotGE7JyctO3XkfaqAtkPPQbt5Kti2zkuJ0xvv4mav9wBx9rV4Hy+jm14ouA4uPftRd0jc9H0wrOxtYc/qVHuUwshKStPqr2aMl+iXr17w+Fw4Lf16zD6nHOR8/h8QCLhgzc5Tnwb2X/MtW0Lau+/GyUff8mn/02zwa35v/+B+b1l8FVV8aTFWo0XFP+ChZD26Yvt27aCZVmMGHlWl8jw16tXb7hdLmxcvw5nn3Much5fAEik0Xn0/9u5aSNq7r0L+ilTkf3I453Q8tbBGJth+fx/MC1bAt+J47G5ZBgoR45C7lPPBXj0+XwYNXJ0F+LRHcTjfEAqgfXzVnjczPOomzIVOenKY7PA41vwnTzROo9njULughYeGZ8PIzqZR5VKhZycHHgOHoDlQ39B7/C2UBR8NdVoeOZJyAcODuOMiP5vKEjEZyIObbG/H/P6sa4Rq33Bn8VqIIlyWuj3XTt+F5kzOFj+9xE0EybCMHQYMgyG6M3vAiCEQC6XAwBywIvHRx96EM89+zQefnQeNP6Mt/Feqy0uSxGiUSrr0HpufyQoVSpYbTbYbFYYDBlQnXMuNBMnwfLxB7EXrYUsqjNmgUilcLvdcDmdyC8o6LRFsnSD8K4K4jE7JwdSqRSaCbxXR8PfH+O94NJ8jm83/DGwuc+8yM8vCBWNhJC079cRds68+SBSqT/LcHQ7x7V5E2ruuwu6a6Yi59EnOqHlrYNpboLls//BtHxJfHbOqNG87ujdJ+n2akqDUAYPGYKdO3bgt3XrMGrMGOTOmw9Ko4Hlg3d5ZR/DB5m1WlF920zopkyF9sprIC0s6nQByRiNsP/8A5r+9QJv2MXqRH5Frx43ATmPzwddWobft26Fy+XEKH/9pHQXGwIGDByEA/v3Y/3aNRh9zrnx8UjTYM0mGN/8LySFRdBMmgxJTk7HNz4KWJsVNXfOgfP3rXztn2hcBni8EDmPLwBdWobt27bCYXfg7DFjAHQlHgfiwH66hcfH5oNSx8ej6c3/QlpYBM2kyzs0tq41sDYrqu+aA1dbeXQ4cPbozuexrLwHwDAwLX8bXmERQwSczwfb99/C+v23reu3VCGuG3eyQRrOJaHA1NXC9PYbyHvunyjt0bNz2pVEJFM8JopoolHYwelG8iAIvJycHNTV1sKj8kAmk8EwYxYc69bAV1Md3YAkBPo/XQd5/wF8FlWLBWqNplswhoGmaRASQzw++Rh8taexeGQYyPpXIPeZF6AYzJdocDmdMJuMyM7J7RKiUUC4nZPz2N9BqTUwf/AOOK83hp1jhumt1yAtLITmsivSy86xWlF95xy4tm+Lz84ZfxGvO0pKU2KvprQXcByHIUOHIiMzA2tXr4JbJkPOQ48h8577QWk0sV0ACIH3+DE0/ftFVN9yI5oW/Ruewwc7fiuZ4+CrqYbp3aWovn0m6p54hD8e6+FzHEBLoLt2GvIW/gNUcQm2bNoIj8eDUWePBiGky4gNgOexX//+KCwqwtrVq3keH3wMmff8NTaPhADU/2fvPMPbuM60fc8MiEIA7J1iJyWqWd2S5d6dXp14s07xJk6Z5NtsyjqJN73YcZzEKV5sdt27Hac4Thx3W5JldcmqpMROSSQlFhCsqDPz/RiAotjU2HXu6+IFcjAAX+LhmXmfU94j03bHj2i+9VP4HnnQLBM+hdM6tc5Oev7+HC1f+QL+7VvNWEbTIlrCOOEjHztJx2AwyJq1a2eujjmDdDyd9niSjp+eJjp6TR2//AUCp6WjZWQdL5oeOroTEgjs30vvSy+cOjlRFCRFMW8eU/Eln86XPLVfIyHL9L3xKv1bNxHvcIy/iFOAWUDFOnza6lkUzDldhGmcXGImT5Ik7A4HPT3dGIaBbcEiEm78+JjFv2zzF5Jw402AaQQ0TRvYf1VwMrKsYLFYouax9eRpqz/8mbkVymyctqppWOeVk/mzu7FfsBSAQMBPp88340wjjJCvxllJu+12Uv7968gu96nznDt/QvPnPoXv4QcINx2d2jzH66Xn+b/S8uVbCezYduo8x2Ih4cabyLzzbuTcOROWr07oiGPsgrf4giXUVFezft2bXLR2LSlfUInLz6fj178g1NhgJkEjEf0jQ7U1eH/3a7qffYr4iy7Bee0N2Jcuw5KWNnoloXNE7+4iWHGA3jdeo3/9G4Qa6iESGXuUEUDTkJOSSb71iyR/6hZCioVtb2/E5XKzZOnS6J81c8wGnNBx7tx5WBQLb7z+GpdceikpX/gycfkFp9bRMAju30tbxQG6nnwU59XX4rzmemzlC5Dj4yc8fiMUItRQR/+bb9D7yosEKw+gB4Ojxwsj6rh141u4XC6WLlsOzGAd583DYrHw+uuvcemll55+e5wOOtbX0b/uXHXciMvlnFY6Spgbd2u+zimfWTFrkSS0nh4CO7bhvOzKqY5m3JBlGavVCkz8yKMwjVNDbNQxISGBttZWAn4/jvh4Em/8F/pee8UskDGkOJ9ZRfWWgSqqPd3duNzugTWyYtRxOLIsR81jOm1traSnZ8zukUdNw1o2l8yf/QL70mUABAIBOr2dpGfMPNMIw/PVgTzn1i8Rl1dAx6/vItRQP3aec2AfbZUV+J58FFcsz5m/ADneOeHxm3lOLX1vvk7vKy8ROlhxenlOcjIpt6okffIzhBSFrW9vxOWcmDxn0uqll5aV4Xa72fjWWyxbtpyc934Aa2ER7ffcTf9b681NbUczgdE/OHKsha4//5GeF54nrqAIx4pVOC5cjW3+QizZ2aaoZ3kxNAIBIm2thKoO4d+5Df/2rYSqq9B7egZ6Ik45NTXaC5j6H9/EeeXVdPV0s2X9BvLy85m/wKxONdMv1sUlJcQ7nWxYt54Vq1aevo7Rm1qotoZQTTVdzzyJbcEi4i+5DMeq1ViLS1ASEsfngmwY6P19hA83EnhnJ31vbSCw5x2zYEp0ivFYFw0MfZiOm9evJz+/QOg42Tr2DdJx4+zWUXY6zc9tmhZamhVITFhn41Qiy/KET1sdbhrjhGmcJCRJQtd1ZFnGER9Pb28vNrsdS3YOSZ/6N1q/9x0M7cRsLEPTiL/kclzXvxuAvr4+LHFxOJ3OgfcTjEzMPKalpdPW1kb6bJ22qmlYS8vM6anLVgAx0+idsaZxKMPynPe8D2th4Yk8R9fGzHPCdbV01tbQ9censM1fSPzFl+K4cI2Z5yQmjXOe04B/1076Y3lOeyvoxmnkOQa2hYvNPOeKq6J5zqYJzXMmdaNQHL2TAAAgAElEQVSt9IwM3vPe93G4sZGnHn+c3Lw8lv3GQ67LhX/ndrx/uBf/po1mSemRPihJRlLACIcJ1VQRqqmi65knzA9P181eNFmGuDhkmx3J4UB2OJCsVrBYQNMwwmEMvx/d78cI+M2fNQ0kyfxwh/4jnGLhOZKEbdFiUm5VcV5zHSFg/9491P3xGRYsWsz17zLLX8+mHr6MjAze94EPUFtbw5+ffYaMjEyWnq6O0c9X7+nBv3Uz/q2bT9ZPUZDsdpSERJSUFJSUVJTkFOSEBKSYluEwejCI3tOD1tmJ1tGO1ulF9/nQ/f0YkcgJLQd/5pI0sp6DdEy+9Uu4rrk+quNeGv/yJwqKirnhXeYNeHbrmDVcx7c3YoQmQMc4K0TC6IEgek83ms834ToWFpVMWx01Xce+fCXWklKCByuRpsl+oLMKXUdJSMSx+qKpjmRCiK15tNvthMMhHnzkMY4da+HTN3+C+QsWnLWBHGwYf/rzu7Da7EiGIaqnTjKxEQO3200oFKKvrw+3243rhnfT+9or9L7yIpKiYOg6lpRUkj/7eWS3m0gkQjAQwGa3A9Pv2jcdiZnHnJwc2lpb0Q2DlJRkXNdcj+ua6+l97eWZayA1jbiiYjLvuBvHhWsACAaDtLe1YXc4yM7JmVXteiDPqRmU59zz32aes2sHnX/4b/rf3nDqfHXbFvzbtgzPc2x25MQElOQULCmpyMkpKIPyHCMSxhjIczrRvB1oXi96l8/0IaPmOTKMJEG0cN6A77j62hN5zp//REHxxOerk5qdyLKMpmnkFxSQkprKts2beeO1V1m4aDFFy1eS/RsPvS/+A99jDxM8WHH6bxxNJAc+Hk1D7+uFvl60gd57gxNVAQc9StKZJ2nROdKWOXkk3ngTCTfehCUjk5aWZva8sxtJMrj8yqvIyMwc6CWcTRfqmI4lJaWkpKSybctm1r/5OuXzF0Z1/G96X3zh9HUcop8RDBJpPU7keIs5+DJ4BEaShvwMEtKAlmekZ0zH3Dkk3vgvJHzshI779uwhEAiwZu0l5OTknBc6bt70NuveeJ35C2aojiO0x3179hAMBKe9ju2trWTmziHt29+l/Rd3EKqtMafGTziGeWmcEoyTHiYUSRqYshx/4Rr6+vom4ZdOPif2eczm+LFjZGVln9Po47Eho4w2mx1DmMYpI3b9UhSFcChEJBLB4nKT/p3vITsc9K17g7i8PJI/9yXiL7oYMPdsRJJwu93CNJ4Bsiyj6zrpGRm0tbbi9XpJSU4hzmqduaOPmkZcYRGZP73rZNPY3k6800lycvKsa9cDeU5pKSmpQ/KcZSvIuudeel/+J75HHyRYeRZ5TiiI1tqKdvw4wegI4IlzOfn+Nl55zsf+hcSP3oSSkTEozwmw5uLJyXMmvVtbURQikQgul4tLLr+cupoadm3fTlPTURYuWkzajTcRf9kV9Pz9Odp/ccfYFYTGQhpiEscLXTerhL7rvSTe+HGsJWX09vVRsWULjQ31lM6dS0lpGQkJCeZFfZaOHMR0TE5O5qprrqXiwAF279o5XMfnn6P97rPQUZJAUiauNqOuY8nJiep40wkdt22l+cgRsrKzueTSy4h3Os8bHa+7/gb279vH7l27ZpiOuYN0LDV13LqV5qOmjhdcunTa61hbW4PT5cJ12ZXYyuYR2LsHrcsXfXawuRti9E6a1jrUBBpDvNkY7zPSz4MeRvzZAON0zjvp21P9PNqxob9rjL/bMIadI9kdOJYtx37BUiISVFdVMVs5YR6zzsk8Dp2aGjONqcI0ThkxM5OcnEx7ezvd3V0kJSUTV1BI5p2/JFh1kLicXJQ0s4J5f38//kCArKysKY58ZnKSeWxrpaPTNI/WqHmUkGj94e0zwzxqGnEFhWT85Oc41pgVNkOhEN4OLw6HY1aaxhgj5Tl7Buc5H/kYzksvpzvmOyIRUGROuzp4zARO1B8QzXPc734fCTd+HGuxmecc2LqVloE8Z/Ly1SnJoiwWC5qmYbVaKV+wgOzcXPa8s4t1r79GQVER8+YvIPlzX0Sy2uj5x98IVuxH9/cjSWNUzJtIDAND15DirFhLSsn+/f9iLSklEAqx/8B+aqqqcDqdXHH11aRHS/hqmjZtk9TxIqZjXFwcS5YuJb8gn53bt7Nx3Tpy8/NMHW/9IpJtuur4B6wlZQM61tfWEmexsGLVheTl5wNMa7MxXsR0tFgsLF22jPyCAt7ZuYON69eRmyd0nAxy58xh757dFJeUkJaRiev6d011SLOS3p4eqqtnr2mMca7mcUTTqOukpqXN2uRyphCbspqamkp7ezu+zk7cCQnE2e0DVTF1Xae/v4/+vn4SExNFQZxzYMA8ppvm0ev1kpJimkfnNdeRjmGOPLa2TnWoo6NrxOXlk/HjO4lfewlgmsYObwcOh52k5GQMw5jV7XponlNQUMCundsH5TnzSf7sF8w85+/RPKe/b3rkOaVlpu8oLjkpz7FMUZ4zZZlU7B9U0zQSExO55LLL6WhvY9eOHbzxysvkFxay/FO3kPDBj+DfvpXeV17Ev20L4ZZmjFDIXMsYG+6dCHQdw9CRZAUlLR370mW4rr0B58WXEkpM4kBlBQ21tWAYLF+5koyMTOx2O7quz4pFxafLYB2Tk1O4+trraGxs5FBFBetef405eXlRHT+Mf/s2el95kf5tW4hMiY5p2Jcux3XN9TgvuYxQYhIVlRU01tejhSPMLS+nuKSEuLg49Ni0gGlsNsaTwTqmpKRw1TXXcrixkYNj6Dh17TGq47U34Lz4MkKJiVRUVtBQX48eiTB33szT8a67fjHVIQhmGWdrHoeaRrvNjqbrpJ1HplFV1akOQTCNONk8tp1kHmMjj81f/LfpOeqoa1hy88j4yZ3EX3IZEDWNHR3Y7SdM4/nQqXBSvpqSwlXXXDcoz3ndzHNu/gwJH/gw/h3b6H3lJfxbNxNubpq8PEfXkSwWlPT0QXnOpYQSEjlQWUFjXR16RJvSfHXKsylFUQZuRukZmVx+1dV0er28s3MHb/dvoGTuXNKvvBrnlVcTaW6if8c2/Js2Eti3xxSzr8/8oKWT5w2fNrGpXrHFrpKEZLdjycjENn8hjovWEr/6IqxFJRhxcfh8nbz10osALFm6jOSUFBISEoDpP6oxkQzWsbCwkJycHJqbjlKxfz8b+zdQOljHpqP079xO/6aNBCdLxzVRHYsH6fjySxiazrz588kvKCA+uqWE0NHUsaCwkOycHJqPHqXiwIHhOjYfpX/HJOt40VriLxxLx3zioyWzz2cdBQI4c/M4zDTaHWiadl6ZRoFgJE6Yx3Tah5hH5zXXYcnKItzcfO4GbNjLz+39LDlzzJHGS68ATow02m02ks8j0ziYEfOcofnq5VfhvPwqIs1N+KP5amDfHiJNR9EnIs9xOIbnOUXFQ/IcjXnzF0x5njMtsqrBvQB2u53snBxSUq+nvq6ObZs3E2e1kp+fT25ePgkf+DAJH/gQeoeXYG01gQP7CFZWEG6oI3L8OHp3N3ogAFpkQJRhxCqoRis/yi43lvR04vILsc2bj23hImxzy7FkZmJYLPT399PY0MDhhga6u7tYvXoNSSkpA0ZD07SBKlznM4N1tFqtFBYVk5M7h5rqara+vQmr3TayjjVVBCr2D9GxK6qjdhY6FkR1XIxt7jwsmVkDOh5uaKCxsYFuXxfLV64kKzt7oIy90NFkmI7FxeTMieq4aRNW2yg6jnt7PB0dfSxfuWrG6ujxeM6vO7Zg0hnLPN75s59w27dvJzEpiaNHjvD9734Ha5yVH/zkp9jt9vPONIr2KBgLWZYxDIO0Ecxjxo/uoPP+/0UPBsyaKCOuJx9hnfaw805n/fgoa8WHPWeQ9u3v4bzc3Lc2FArh9XqxWW0kp6Scl6Yxxmj5au1Iec77P4T7/R9C93YQrK0heGA/wcoDhIbmq5FonjNS0blYnmOxINlsKC43Ssx3lJu+w142DyUzC0NRpnWeM60yK0VRMAwDXdex2WyUz59P2dy5+Do7qTiwn5rqKhzxTrKyssjMyiZp+UqSVl+EZBgY/n60jg4iba1mJcf2drPcbXc3eiBa8lZWkOw2ZJcbJSkJJSUNS0YGloxMLKlpSC4XyDJhTaOrq4vW6ipampvNjXNdbsoXlJOZmT0gVGx4+Hy4oZ4Jg3W0Wq0sWLiQ8vnz6Whv42BlJdWHqoh3DdJxxSqS1qwdXUefD62nG8Pvx9BOpWMqkss9oo7dXV243C7K5pYzZ86cAd2EjiNzxjqeqj0O01EeMIqmjqmmhqPpWBXVsVvoKBCcCaOZxx99/3t88fOfZdmyFWx8az2FRcV857vfw26zo2vn1/RUgeB0iLWltPR02tvb8HZ0kJKaivOqa3GsudjcGxDGLDZmjHBs+AlDnMfpFBMbep4BSloaECuE04HVZiXlPDeNgxma58xfuJB5Q/Mcp5Os7Gies2wFiReuieY5fjRvLM9pRWtvQ+vyofd0o/v9ppGUox3ibjdKYiJKahqW9EH5qvOE7/B1ddF66BAtLbF81U3Z3HnTLs+ZVsYRGFgfaBjGwGLd1LQ0Lr38CiKRCN6ODmprati+dQuapuFOSCA5OZmk5GTcCYk4FizCtnQ5Tlkec4DfADTDIBwK0ePvp9fnw9dQT6fXS3dXF4ZhkJiYSFnZXDIyMwdcPpwQTp6O89mnCUN1lGWZ9IxM0jMy0TSNtrZWc0R5y2Z03cDtdpOcMh46dtHV0IC3w0t3dxe6rpOUJHQ8W85YxwT3OLXHoTpqJCYmUTZX6CgQnA2DzWPr8eNkZGbxy3t+yysvvcjBg5Xc8tlbufTyK8zN5g1DFMIRCEZhwDympdPR0U6n10tmVhay0znVoY1IOBzC6+0gzmolJSV1YLsGgck556vzF2JbsgzLmeY5nT666utPynOSkpLNPCdj+uY5Z2wcxaLx2YHQcXYgdBQIpg8zuT2++vobvPr6G1MdhkAwbszk9ig4gdBxejHtRhwFAoFAMLWoqvpR4HJgKbAEcANPeDyem0c4Nw5Qo+cuAxYAccCtHo/n/kkLWiCYhZxhW8wDvgOsAAqAZKADqAUeBB73eDzhSQpdIBDMQk7bOIpF47MDoePsQOgomGC+i5mk9gJHgfIxznUCv4l+fxw4BuRNaHTTDNEeBRPImbTFEuBfga3Ac4AXSAXehWkcP6Wq6rUejycyoRFPMaI9zg6EjtMTMeIoEAgEgqF8DTNJrcEc7XhzjHP7gXcDuz0eT4uqqj8EfjDhEQoE5wdn0hY3Ackej0cffDA6K+AV4Argw8AfJyRSgUAw6xHGUSAQCAQn4fF4BpLTU60v8Xg8IeDFiY5JIDgfOYu2ONLxsKqqz2Eax7LxjE8gEJxfTH15HoFAIBAIBALBhKCqqoI5KwBg71TGIhAIZjZixFEgEAgEAoFglqCqahrwFUAC0oFrgVLgSeAfUxiaQCCY4cxq46iq6nuAr2JW+UsFWoCdwK89Hs/mqYxNcHqoqioBtwCfBxYCCnAIeAj4b4/Ho01heIIhnEkFwEGvWYtZAGINYMdcy/Mg8Huhr0Bw9pxhRc4yzPVv12NOZ8wEOoEtwG8GT5kUTHvSOHmdsQH8Erjd4/EYI79EMNGczf1xyOsfAP4t+mOZx+OpmZBABaNyhtfUQqB+jLd7xuPx3DQRcU4ks3aqqqqqd2H2rC0HXgJ+C+wCPgC8rarqaTVUwZTzCPAAUAQ8A9wHWDH1fCZqLAXTh+9i9nQvBZpOdbKqqh8ANgCXAX8F/htT33uApycuTIHgvOBM2uNPgJ9jGsZ/Ar8C3gbeA7yhquq/T2CcgnHE4/EcjFaktGBuy/E1zM7XDaqqpkxpcOc3Z3R/HIyqqu/DNI29ExCX4PQ5Gw33AD8a4etPExHgRDMrRxxVVc0CvolZGv4Cj8fTOui5K4E3gB8Dj09NhILTQVXVDwKfxOyxudDj8bRHj8dhVoX7CPBp4OGpilEwjNOuAKiqagJmR4AGXOHxeHZEj38Ps41+VFXVmzwejzCQAsHZcSYVOV8C7vJ4PO8MPqiq6uXAq8Ddqqo+6/F4WiYqWMH4Ep2xcRj4raqqx4GnMHOfr0xpYOcvZ9IeB1BVNR3zXvkMkBV9rWBqOBsNd3s8nh9OZFCTyWwdcSzA/Nu2DjaNMFChrAdz3r9gevPh6OOvYqYRzApxwPeiP/6/SY9KMCoej+dNj8dTfZrToT6K2Q6fjpnG6HsEMHv1AL40AWEKBOcFZ9IePR7Pw0NNY/T4emAd5kyAteMfpWCSiFU+vmIqgzifOcP742D+L/r45fGOSXBmnIOGs4bZahyrgRBwYXSR+ACqql6GOSf5takITHBGZEUf60Z4LnZsuaqqSZMUj2B8uSr6+NIIz23A3B9wraqqtskLSSAQjEA4+jirN46f5eRGH4WGMwhVVT8DfBD4osfj6ZjicARnR46qql9QVfX26OMFUx3QuTArp6p6PB6vqqrfAn4NVET3L+oASoD3Y067+cIUhig4PWKjjEUjPFc86PtyzAIOgpnFvOhj1dAnPB5PRFXVesyCSMVA5WQGJhAITFRVLQCuxuzI2TDF4QjGQFXV1cA+j8fTP+S4C7MuAMALkx6Y4KyItr3fAo97PJ7npjoewVlzbfRrAFVV1wGf9ng8h6ckonNgVhpHAI/H8xtVVRswqzPeOuipGuDhoVNYBdOSfwD/AnxdVdWnPR6PF0BVVQvmwuIYyVMRnOCcSYw+do3yfOy4GFGeZKLriz8Y/TE28n+RqqoPR79v93g83xx0/rcxO3DALBoAcIuqqpdEv9/o8Xjun8CQBRNAdLT/CcAG3ObxeDqnOKTzjjNsi98BrlBVdT3m2sZ+IA94F+Z1dBNw52TELTg3VFWVMYsD9gKiMNXMpB+z6NhznJgldwHwQ+BK4HVVVZd6PJ6+qQnv7Ji1xlFV1duAO4DfAfcCxzATmzuBJ6Ji3TaFIQpOzdPAzZg3vQpVVZ/HbIjXYI4eV2OWjRdbNsxOYhVzz9u1BFPIUszCU4Mp5sRIfyNmAbIYNzC8YMNaTl4TJ4zjDCK6afxjwMWYRTl+ObURnbecSVu8D+gDVmGuZYzH3FJlJ2ZBuQc9Ho+Yqjoz+BrmNfU9osNmZhIdoPr+kMMbVFW9DtgIrAY+x4nZADOCWWkcVVW9ArgL+KvH4/n6oKd2qar6Icypcd9QVfUPHo9npPVzgmmAx+PRVVV9P+ZenJ+MfoUxe00/jdkhUAaI0eOZSWxEMXGU5xOGnCeYJKIV4H54BudfMVGxCCafqGl8HLgR03DcfD4Xg5hKzqQtejyeFxBTUWc80T1VfwY85PF4/jnV8QjGl+hSnPsxjeNlCOM4LXhv9HFYmVyPx9Ovquo24EPAMkYuvCKYJkR7R38V/RpAVVUHZk+sHzgwBaEJzp1DwEpgLmaP+ADR6chFmIUcRBsVCCaJaNt7EtM0Pgl8Krqtg0AgmBwWYk4Pv0VV1VtGOadaVVWAD4n1jzOStuijc0qjOAtmq3GMVWEcbcuN2PHQJMQimBg+CdiBR6LbcwhmHm8A/4o5zfGpIc9dhjnNaoPH4wlOdmACwfmIqqpWzBHGDwCPArd4PB59aqMSCM47GoAHRnnuPZhrXZ8FuqPnCmYea6KPM65jfLYax7cwN7j9vKqq/+vxeJpiT6iq+i7MNRsBzCmPgmmMqqoJHo+ne8ixVcDPMReN/3hKAhOMB3/CnFJ+k6qqv4/t5aiqqh34afSc/5mq4ASC84loIZy/AO/GTFo/L0yjQDD5eDye3Zhr34YRrcaZBdzu8XhqJjMuwZkRrXL8jsfjCQ05fhXmGlYwlwTMKCTDmH3LFqLVqF7GLKLSA/wVszjOfMxprBLwHx6PZ0bNKz4fUVV1K+Z01P2YWi7ETGyCwIc9Hs/LUxieYAgjVAC8HrNH7a3osaHVOD+IaSADmMWQvJhb5syLHv+YWFslEJwdZ9IeVVV9CPgM5jZIHkYuSrXO4/Gsm8CQBYJZy5neH0d5j3WYRXPKhHGcfM7wmroOM2ddBxyNPn8BJ/aw/p7H44l1ks8YZuWIY7SoyruBLwM3Ya5njMdMSv8J/M7j8bwyhSEKTp8/YWp4M+AAmjGrM/7c4/E0TGFcgpE5o2qcHo/nOVVVLwf+C/gI5vTjGuDrmO1UmEaB4Ow5k/YY2y83jeGVAAezbryCEwjOM860WrVg+nEmGj6G6T9WYe4OEAccx1wOcK/H43mLGcisHHEUCAQCgUAgEAgEAsH4IU91AAKBQCAQCAQCgUAgmN4I4ygQCAQCgUAgEAgEgjERxlEgEAgEAoFAIBAIBGMijKNAIBAIBAKBQCAQCMZEGEeBQCAQCAQCgUAgEIyJMI4CgUAgEAgEAoFAIBgTYRwFAoFAIBAIBAKBQDAmwjgKBAKBQCAQCAQCgWBMhHEUCAQCgUAgEAgEAsGYCOMoEAgEAoFAIBAIBIIxEcZRIBAIBAKBQCAQCARjIoyjQCAQCAQCgUAgEAjGRBhHgUAgEAgEAoFAIBCMiTCOAoFAIBAIBAKBQCAYE2EcBQKBQCAQCAQCgUAwJpbTPVFVVWMiAxGcGo/HI53rewgdp57x0FEgEAgEAoFAIJhMxIijQCAQCAQCgUAgEAjG5LRHHGN4PJ6JiGMYhmGg6zqKogwc07QIrcePU19XR0dHBzrgdrpITkkmKTkZd0IiDqcTq9WKRZYZa1jHADTDIBwO4+/vp7e7G5+vk05vJ91dXWhahKSkJIqKS8jKzsZmsw28Vtd1AGR5cny3qqrj/p5TqWMkEqGt9Tj1dfV0eNvRdQO3201ycjJJScm43W4c8fFYrXEoimXMz9kwDDRNIxwK4Q8E6O3tocvnw+v10t3VbeqYnERRcSmZmZnY7faB184GHQUCgUAgEAgEgsngjI3jRDPYaCiKgq7rtLW1cbCiAq+3A6fLRVZWFiVlc0lKScEaF4ek6xh9vWjt7YRrqggcP0akvR3d14nW040RCGJEwkiKgmSzIbtcKEnJKCmpWDIycWdlkZyWTn5uLigKYU2ju6uL1uPHqK2t4Z2dO3G6nJTNncecvDwsFvNjm2zjMZMYVcfKCjo6OnA5nWRlZ1NcWkpSUhI2mw1JOvMZnJIkYbFYsFgsOOLjSUlJgfwCAMKhEN3d3bS1tVJbU23q6IynrGwuc/LzhY4CgUAgEAgEAsFpMq2MYyQSwWKxoCgKwWCQmuoqqg4dwu5wkJ9fwJLly0lISEA2DLS2VoJbNtF5YB/BygrCjfVoba1oPT0YwSBoGoZhgDHCkj4JJEkGWUayWpGdLpTUNOLy8rHNK8e2aDGJ8+aTWlpG+fwF9Pf309LURG1tDbt27GD5ypVkZWcPjF5pmoYsy2dlfGYjQ3WsrqqiuroKh91OXn4+S5YsJSExcWSjpuvo/X1oXV1onV40rxe9y4fe24MeCEA4DIrlRAdAQiJKcgpKSjJyYjKyy4UUNYRxViupaWmkpqUxr3w+fX19HGtpobaull27drF0+XJysrOxOxyA0FEgEAgEAoFAIBiNaWEcNU1DURQsFguBQICmo0c5WHGApOQULrrkUtLT01EMg/DhRnpe/if+TRsJHNhHpKUFI+DH0HUz2ZdlzPmp5venk/4boRBasAOto53gwQp6X3sZ2WpDSUvDVj4fx+q1xF+0ltLSuZSUleHz+di4YT2739nJ3LnzKCgqwul0AScM0/nKiDoeOkhiQgIXrV1LenrGSVNWAYxQkMjx44RqqgkerCBUfYjwkcNE2trQe3owAgGMSBh03ewEMAyQJPNLlk+MIjtdKKmpxOXOwVpShrV8Aba5c7HkzkGOdyJJEi6Xi9KyMkpKS/F1dvLWhvXs27Ob0rK5FBQW4nLNHB1FkaOpRxSrmh0IHWcHQsfZgdBxdiB0nB2MpOOUZ8cxs6HrOg0N9VQfPEgoEiY3dw7LV6xE7+yk/+UX6X3lRfw7thFpPY4RDiPJ5oghsmx+fy5EjUjsfQwtQqSlmXDzUfrWvY6SnIJt8RJc116P+7Iruea666mrq6WhoYGammrKyuZRUlaG1Wo9b6c9nqRjfT3VNVWEAiFyc3NZvnLlSefq/X2Eqqvwb9uCf9tWglUH0drbMIIBDN0wOwEGf8HJ38cwDIxIBCMcRu/tIdLSTGDfXlPLuDiU5BSsRcU4VqzCcdHF2BYsQklMRJIkklNSuPa666mvr6OxsZGG+jqKiksoPc91FAgEAoFAIBAIRmLKjGPMaCiKQkdHB7t2bKe/v5+cOXOYVz6fBLebzvv/QM8Lfyd0qBI9GDgxvXQyRoNkGSladFbr7KRv3Rv0b9xAXH4B2b/7AwvL51NSUkpNdRW1tTXU19cxf+EiioqKzNdEIijTfNRqPDhJx/Z2du3ahd/fT3Z2NvPKy0lISATA0DTChxvpX/8Gva+/SrDyALrPh2HoA7oiK0hn49MkCZBA4cQos66jtbfR33oc/9bNSI8+iLWkFOelV+C8+jps88pxxMezYOEiiktKqamujnYG1DF//kKKiouB6T/6OFlFjs4GwzA7Abq7u6k6VInDEU9RcQnx8fEDz/t8PmprqrFa41i0eMmMMOozuVjV2RDT0e/3s3/fXhx2B8WlpSfp2NnZSU11FXa7ncUXLAGY9lO+z1sd+/vZv38fdruDkiE6+jo7qRY6zggde3t7qTpYSZzVNqqONpudC5YIHacjMR17ejWq9n8XW9wTFBc2E+/SQAYjAr5OG9V1+Vjjf82SZe8BhI7TjZiOoVCIXTu243S5KCktG/H+6IiPZ9GixcDM1nFKMuKY2YhEIuzZvZv62loysjJZtmIlaWlpRJqO4n30QTp+80tziqKiIClTmLxLEpKigGEQrq+j6bOfxHXdu0j8+CdYtHARhYVFVBw4wN53dtHc1MTSpUtxulzT3nScK0N1bKivJy09jWXLLyYtLRfba84AACAASURBVH3gPP+ObfT87S/0bVhHpLnJnFocGy2eyB1hYroBRn8/wT27Ce7dQ9eTj+G4cA2ZP/8VstuN3W5n0eLFFBYVUnHgAHv27Ka56ShLly/H6Zz9Ok4EsYuprutUVx3C5Upgbnk5kqYR2LubUG0NjuUrSS4oZPEFF7B3zx6qq6uYN68cXddnhIE8X5AkCcMwOFRZgdPppHz+AqRgkL43XydYdZD4iy4mZdEFLL5gCfv27qGutpaS0lKh4zTD1FHn0MGDxMc7mb9guI7JQsdpT6w91lRXY3c4zPYYCtG3YR2hqoPEr1lL8oJFAzrW1tZQWlomdJxGnLg/atRVP4nD9ijl85qRwhL9m+yEauJwrAyQXB7kgoW17DvwTepqSykpFffH6UasPR7Ytw93QgLzFyyEQIDeV14keOgg8RdfSsrSZSy+YAl795h5clFx8YzWcdKz4ZjZ8Ho72Pz2JgxDZ+ny5RSXlEBvD11PPIrv8UcI1VSZI0lD1sSdNrGiOIMfY+sfYeSpj6eDLKO1tdL12EP0vfYyCR++kcSb/pULV6+mpSWP/Xv38sbrr7Jk6XLyCwpm9D/HWAzo2NHB5s2bMQydJUuXUFRcMrCO0QiHCOzaSbN6K5qvc2AdqnS2mp4Lg/6XNF8nPS+9gNbTTeLHP4Hz8iuRXW5cLjerLlzNsZYW9u/by+uvvsbyFSuYk5c3a3WcKGI3xiNHjqBFNIpLSpDCYTrv+x98Dz+A1uUjrqCQtNtux3XtDZSWzeVQZQUdHe2kpqaJz3uaENOhqekogWCQ8oWLkAIB2n/5c7qefQqjvx9fegapX7+NxI/9C8UlJezbs4ei4mJkWRY6ThNO6NhEIBigfOHC4TpmRHW80dRxv9Bx2hHTobm5iUDAT/mCBUjBAO2//gVdzzyJ0deHkplF2je+RcJHPkZxSSkH9u6luLhE6DiNiN0fm5u9+Ht/TfkFx5BCEh33JtL1rAu9T8KSqZH61S4S3t9HcVEj+yvuoKj4HmQ5Veg4TYjp0NLSRDAYYP7ChUh+P213/ZTuP/8RPRCg67GHSP2P/yTxE5+kuKSUiv37yItW9Z+pOk6qcdR1nf7+Pt7asIH8/AJueM97oNNL50P3U//ME2he7wlTcSpTp2sYBgOFbOIKCrGWlmEtLiFuTj5KWhpKQiJSfDxSXBzICug6RiSMEQig93SjdXQQbm4iXFdLsLaacH2duYayv9/8HbI8chxRExJpPY73D/fi9fwWye7Adf27ufzL/461uJTGhgb+/rfnuHD1GjKzsgYuFLOBAR3Xrye/oJAb3vWuAbOoeTvwPv0EXU89TqS5aeAznBKzOBrRePxbNuHfsglD01ASEnG/9/0k/dvnyS4qJjsnB8MwOHy4kb8//zdWXbiarFmm40RhGAayLBMOhzl6uJGSUnPdaM8//473D/di+P0gy4Tqami/62dYi0pILi0jKTmFpqZmUlPTZuTFdLYxWMcjjY3k5Rdgt9noeuZJfE89BpEIKApaWyve3/4K2/wFpC1eQkZWFnt272LZ8pVCx2nAaevY2or3N7/CVm7qmC50nFbEdIxEIjTWN5BfaOrY/ezTdD3+CEZMx+PH6Ljnbmzz5pO2aDFpGRns3v0Oy5evEDpOA07o2M/hul9SMKcOm0On+69OfE+6MMISyBA5ptDx+0Rsc8Okzg+Qnv4Gu3dtZ/nKG4SO04Ch7XFOXj52u52uJx+j649PgaYhKQqa10vHvfdgW7iI9CXLSEtP58D+fSxZumzG5pKTahxbjx9n+7atrFi1ipycXALv7KT917/Av2UTwKnNha6bYsXHYy0qwbHqQhyrVmMrX4CSmYnsiD/r2IxQEK29nVBNNf6d2/Fv20LwUCV6V9dABc9RkRWMYJCe5/5M8MB+Ur/6dQquexdJyclsensjBQUFzF+wcNaYjgEdV64iJzfXPKjr9G/bgvf39+DfvnVgivFMQFIU9N4eup56HP+2LSR/8Su43/0+JJuNgoJCkpKS2PT22+TnF7Bg4ezRcaKpranB5XKTkZWF1t6G76H7zE6Z6P+FpFgI19fhe+whMr7/EwoKC9m1Yzutra1kZGSIz3ma0NBQj9VmIzs3l0jTUXyPPgjhkNkZB+bet8da8D38AJl3/pKCgkL27X6HjvZ2UtPShI7TBKHj7KC+tga7w052Ti6R5iZ8jzyIMVTHlmY6H76frDvupqCoiH3v7KKjo4PU1FSh4zShpqYeh/XPZGV1E2lW8D3uxgiZphEAhehxF5k/6KQg7zh79v8Ur/dqUlLihI7ThIZ687qaM2cO4SOH8T32kNkZF/MMskzk+HE6H7qPrLvuIb+wkH279+Dz+UhKSpqROk54t4URnSpaW1vNzh3bueyKK8nJyKT7L8/S8lWV/k0bTz1tNLoVg2VOHok33Uz27/+X3IefIP27P8J1w3uIKyw6J9MIIFltWHJyib/sClK/9p/k3PcIOfc9QvKXvoJ1brn5T6BpY7yBOQoZqjnE8dv/k457f4Nbkbnq6mto7+jgnZ07MQxjoFrnTGNAx+qojpdfMWAa9d5eOu//A8f+Q6U/2gkwptGejkQ7B0K1NbR+/zu0/fQHRFqaAUhMTOKqq6/B29HOrp07ZrSOE03sItje3o63o42CokJkSaL7L38isGf38M4EWabnH8/Tv3UzDoeDOfn51NVUo8e22BFMCYPXqDYfPUphYRGKLNP19BOEqg6dSFKjSLJM76sv07f+DVwuF5k5OdTV1c7Im+JsYqiOBULHGclJOjY3U1BYaOr4zJMED1WOqGPfqy/Ru2EdLqeTrJxcaqvFdXWqOaGjj+NHf0R+/lEUGbr+4iJ4MG54Ri5D76vx9G2y43RHyM48RFXlr4WOU0xMR03TaGo6SkFBtD0+9Tih6qph+a8ky/S9/hp9b76G2+UmMyuL6kMHZ+x1dUKz+9iHUnXoIA31DVx1zbUkWCx03PsbWn/4XSLNTWOPMkaTc+u8clK/8S1yH3qCzB/fgfOKq1BSUs9ujeJpIrtcOFasIu0b3yb34SfI+PGdOFZfdOqKrrKC3tuL1/M7Wr9/O0qnl4svvoSIFmHrls0z0nScpGNDPVdefQ2JSUkAhI8eofX736H9179A62ifXlNSzwZZxggE6HrqcVq+9mUC7+wEwGazsfbiS9A0na2bN81IHSeD2EWw9VgLKanpJCUlE6qpouvpxwfa85AXoPk68T14H3pvL7lz8rBYLDQ2Nkxu4IKTiOm4e9cu0jIySE1LI7B3D11//iMwwtZakoTR14vvwfvQOr3MyctHi0Robmqa3MAFJxHT8Z2ojmlnpaMmdJxiYjru2rmDtIxMUlPTCOzfS/efnjlRx+HkF6D39uJ76D60zk5y8/LAME2nYOqI6bhz+ybS0zaRmhokWGml+y/OEZsjEui9Ep2PutE7ZebkdiDrT9Lc1DK5gQtOIqbj3j17SE1NIy09ncDuXXT/9U+jLm8z+vvofOh+tI4O8gry0XWdYy0zU8cJM44xs3HoYCXNTU1cctnlWP1+Wu/4UXSdU//Yo1KGQVxxCWm33U7uA4+R8sWvYC0qnvzpj5KEJSOTxI/9Czl/eICMO+42/zHGMg2SBIZBz/N/5fhtX0err2Plhaux2exs3vT2jDIdJ3Q8SHNzM5dcdvlAmeHAnt0c+9pX6Hn+r+bncVZ7aUxDoqOPge3baPnaV+j55z9A11EsFlauWoXdbuftjW/NKB0nk7a2Njq8XgoKC0HT8D32COHDDaO2d0lR6N/0Fr0v/QOLolBQWMTRxsNoY43wCyYcr7eDQCBAQUEhhEL4HnmAyPFjo7dzRcG/awc9z/0Za1wcBUVF1NfVCR2nmLPX8S9RHQtpqBc6TjVer5dQMERBQYGp48MPEDnWMnoepSj4d2yn53lTx/zCIupra4WOU0xHR4hw4A4K8o5DSML3hItIizJ6Nq6Af6eN7hfiibMZ5OfXUV/zEzQtOKlxC06mq6sLf18vBYWFGMGg2R5bj48+oKUoUXP5LNY4K3kFBdRUV8/I9jhhmb4kSezfv49jx46x9tLLsHT5aP3Rd+mOLhodc7RQ05ATk8i97xGSP/dFLFnZExXmGSEnJJLwwY+Qdtt/EZeXH526OlI3UewFMv1vb+D4t75O+GAFy1aswOl0snXLZoAZYTokSeLA/n0cP9bC2osvwWazAdC34U2OffPfCezaMfOmpZ4uikLk6BFav/9tfE88ghEOI8syS5evwO12s3WzOS13Jug4Wei6TvWhg+QXFOJwOOjftoWeF/52yk4FIxTE98hDRJqbSMvIICklhf379k5S1IKhGIZBbU0NWdnZuFwueje8Se9rL5vb6IyFpuF74jFCdbVkZufgcrs5dOjg5AQtGEZMx+yz0vHRAR2dLqHjVFNTdWigPfa9tZ6+V18+9b1Xi+B7/FHC9XVkZGfjTkzg0MGKyQlYMAzDMKg5eDfZmZU43RH6NtnpfS3+1Jl4BLqedhNusJCZ0UuC6xUOVor741RysLKCzOxs3G43fetep/eNV0/rutr15GOEaqrJysnF5XZTfejQ5AQ8jkxYxl9bU0NLUxNr1l6M4uuk9Yf/Re8Lz4+9ntEwwDBwrL6I7N96iCsonKjwzonkz36e7D88gPv9H0KyxI09+hjtZTj+7W8SqjjAkuUrsFji2LVzx8D+L9OZ2poampuaWH3RWqxWKxgGva+8SOvttxGuq50xBXDOGllG9/lov/tOOh/8P4xQCEmSWLJ0GXFWKzu2bx9YeyKAPbvfoaS0jIKCArr/8izNn/0Uenf3qaeVywrBygMcufEDBPftYfEFFxAfH09Dff3kBC44if379pKTm0txSQm+Rx+k5StfMKvhnlJHmXBjPUc//kGCWzezdNkyMODo0aOTE7jgJISOs4M9e3YzJy/f1PGxh2n+8q3o/v7T07GhjiMf/yDBbVtYunQZkqRwpLFxcgIXnMTe3X8hL+cXFBV76XrKRfNX09D7pYFd4kZFhlC9hSM3ZxJ4x8aSJfUo2kdpbKielLgFJ7Nv7x5yc+dQUlpG54P30fLvX8IIBE6vPR45zJGPf4jApo0sW74cTdc5euTI5AQ+Toy7cTQMg+PHjlFddYiLL7ucuL5eWn/2I3pfeXHs3jFdR453kvzZL5D9u/8h/uJLxzu0ccU2bz4ZP/sFad/5PpbMrLEL5ygKwf17af3et4hUV7Fi1Sr8/f0crKyYtubRMAyOHTtG1aFDXHzpZQMjjb0vv0jrD/7LnCIz201jDFnG8Pvx/v4eOh/434GRx+UrVhIKBjiwfx+yLE9LHScLwzDwejuQJImMrCwix1rMan/BwPCTo8WuhiHL5usefgAjFCS/sJCWlmaCweB5/dlOJoZh0N3dTSgYIjsnl3BjA12PP2pWiRt+8qjrqyJeL50P3ofR30dRcTFHjxwmHA4LHSeJ4TrWj4uOTULHScUwDLq7uoiEw2Tl5BA+3EjXE4+MouMo11VJItLRQWe0qnVhcTHNLc1Cx0nEMAy6fF4iwTvIyuomfNiC7ykXjCAjOqOud4x0yPgedWP0SRQWNHHs6A8Jh3Wh4yQRu64GA0Fy5swhVF9L15OPjpz/j3FdHVzXoaikhKamo0QiM6c9jqtx1DSNvr4+tmzZzJq1F+PAoP3Xv4iONI7xqzQNS+4c0n/0M1K/+S2UtPTxDGvCkOPjSbr502Tdcy/2JctOY+TxHVp//D2M48e48KK15ubo03B+c0zHrVs2s2bt2oE1jX1vvk7bT7+P1tY6e6enjoYkYQSDeD2/w/fog+bej4rCqtVraG5unpY6TiaGYXCwspLikhIkoPvZpwlW7B/euaDrOFZfZM4mGKm9yDK9r71M3/o3sVlt5OcXUF1VNSMrj81UKisOUFxaggz4nnyUUF3N8PZu6DivvNqsOD2CjpKi0L9xPT0vv4jD4SA7O4e62lqh4yRSWXGA4pKYjo+Ni45ZQsdJp+LAAYpLSpFhYJrbMB11HeflV2MtmzeyjrJM/4Z19LzyIg67nazsbGqrq4WOk4ZExf4HKCk8YOr4rItQzQhVVHWIvySAtSRsGsih7yJD30Y7vW86sMdrZGe+RE3VG0LHSUKSJKoOHjSvq4ZB1+OPEm6oH+G6auC85jps5QtGv65ueovel14g3uEgMzOL2pqZc10dt+xfiybSG9a/yfIVK0hyu/He9we6nn36VC/EtmgxWb/6HQkf/Ig59XMmIUk4LlxD1j334rz6upF7GGIoCv7Nb9N210+JCwRYc9FaduzYPlDWdzpwQsd1LF++guTkZAD8u3bQ9pPvj70Yf7YjSRiBAN57f0PP3/4MmNVW16y5iB3bt00rHSebo0eOkJqaSkJCIsHKA2a7H9oWDAMlI5O0b/0Xqf/v60h2+/BzJAmj90RVx+zcXAJ+Pz3d3TOmN26mYhgGLS3NuJwukpNTBgqkDJt+o+tYcuaQ+o1vk/rVbyA7nSNe94xAwCzEcqyF3Lw8fL5O+vv7hY4TzEk6poynjsfIzcujy+cTOk4ChmHQ1NSEy+0iOTmZwDs76X5uhKqNuo4lJ5fUb36b1K9+HWkkHaP3rlhhpNy8fLq6u+jv6xM6TjCGYXD0aB1u5/+QlBwksM9K99/ih09P1cGSrZH2NR+pX+5GijeGjzxKYPglfI+5iRxXyM3x0uP7IX19/ei60HEiMQyDttZW7HYbKamp+Hdso+fvfx25Pc7JI+3rt5Hy1W8gu1wjX1dDQXyPPEikpZk5+fn4fJ34/TPjujouDkDXdRRFobGxkTl5+eTl5dPzj7/he/D/xi6EEx19yPrlb3GsvHA8Qpky4goKybzjFyR8+EbzwGjiyzK9L75A533/Q4LTydHDh2loaEBRlCk3HYN1zMvLIy8/H4BQfR1tP/kB4caGYftFnXdIEnpPD+13/5z+t9YDkJCYSFNTEw0N9dNCx8nEMAxCoRBHjxymoLAIwmF8jz5EpOnoiL1wCR/6CPbFS3BddwPOq6/DGGnUcVBVR1mSKCktZV+0UM5MuKjORAzDQNM0GhsaKCopMZPMh+8n0t42/PotSSTeeBO2eeU4r7gK17veO/LosaIQPLCfrmefxqIoFBWXcOhg5YzpVZ2JjKjjQ+Ol41NYFIXC4mKh4wQT0/HokSMUl5RiBAJ0PvwAkbaRdUy48SZs5fNxXnk17hveM7qO+/fR/ezTWGSZ4uISDh06JHScQHRdR9Og+fDPKC44ghGQ8D3uJtKmDDeOEiR8qA/b3DDOy/y4ru0fcdQRBQIHrHQ/50RRoKhgF1WVDyPLQseJIlZB/9DBSopKSjH8fjofvp9IR8fw9ijLJN54E9ayeTgvvwLXu983yuwqheDBCrqefsK8rhYVc7ByZlxXx8U4yrJMOBymrqaahYsWE9i7m/Z77kbv7R3TNMavvYTMO39pTq+YBSipaaTf/gMSP/aJsRfJ6jq+Rx+i54XnKS4p5cC+vfg6O1EUZUqLrMR0bKivZ/6ChQBoXV10/PLnBPeOsHn7+Yoso7Uep+2un5rThoDi4hIqDhzA5/NNuY6TiSRJVFdVMScvH7vdTl90+sVIU6msJaUkfvxfQZKQHA6SP/cF4rJzRr6oahq+Jx4hVFdLckoKCQmJtMzQPY9mApIkUVdXS2ZmFvHx8fS+/gp9694YXiVO17DNX0DCRz5mvs5qJemWW4nLLxhZR8Og+49PEazYT0ZGBoqi4O3oEB0AE8SIOq4fS8ePm68TOk4rJEmivq6WzMxM4uPj6XvT3Dx8RB3L55P40ZiONpJuuRVLXv6oOnb98SmClQdIj+rYIXScMGRZpq7mLTJS/0G8K0LfW+Y002Ert3Swzg2T+KFekECyGSR/qgfLHG1k86ib012DVXGkp/lR+C0d7U3nTd4x2UiSRENdHdk5uTidTnpffYn+DeuGt0dNwzZ/4Yn7Y5yV5FtuHX1pjmHQ/adnCOzbS0ZmJrIs4/V6p317PGfjGBtdqaysoKenB6m7i47f/JLwkcOjT2nUNByrVpPxkzunbeXUs0VOTCTttu+YI4+jiS9J6H29dPz+HhZecAE2m439+/dFn5qa3oYBHSsq6OryYbFYzOT9ofvofe1lYRqHoiiEKivouOdu9J5uFixciNVqHRgZmwm9RueKruv09fXR19dL7pw56N3d+B66H22kKqqKQuInPmkmplHsi5eQeNO/jnydkGXCDfV0Pf4I6DrFJSUcbmxA0zRxcxxndF0nEAjQ0d5OXkEBWnu7WaCof3jVRinOSuLNn8GSnTNwzDavnMSbPzPyNUKWiTQ34Xv4AQiHKSouobKyAl3XhY7jzNnpeGKrK6Hj9EDXdQJ+Px3t7czJz0fraKfz4ftH1JE4K4k3f/rk9lg+n6SbPz26jk1H8T3yIITDFJeUUFlxQOg4Aei6jt8fxNv2E/LmtKF1yPgec2OMVEXVAkk39WLJiRpFHWzzwiTd1AMjpV4yRJoUfE+4IQzFhfVUHvgthiELHccZXdcJBgK0traa19W2VnyPPDBidWrJZiPpk58xC2ZGsZbNJelTt4DFMvzNBwoC3o8UClFcUkLF/v3Tfo/wczKOsfVwzc3NHG1sZG55OZ2PPUz/xg1IoxkNTcO2YBHpP/wZcQVF5/Lrpy1yQiJpt92O69rrRy+YI8uE62qJC4dYvGQprcePc+TI4SlZJzegY1MTTUePMneuOQLct/5NfI89PHbRn/MZRaH39VfwPfkYVquVxRcsoa21lcbGhlm/3lHXdWRZpurgQYqKilEUhZ4Xnqd/6+bhbV/TsC9bjvt9Hxz2Pgkf/4RZWGqkz0qS6Pn7X/Fv30p8fDyZmVnU19Uin69rbCcAwzCQZZmDByspLComzmKh+6/PEtjzzrDE09A0HBeuMafCDSHhwzfiWLV6ZB1lmd5XXqTvrfW43W4yMjI5fLhR6DiOTI2OGULHcSamY2VlxQkdn/szgd0j6xi/ajXuG9477H0SPvIxc/nPaDq+9E/6Nm7A5XKRlZXF4cYGoeM4MtAeKx6lMH8LljiDnn848e+2DTeCGjhWBHFdN2RqqgEJH+zDsSwII6USMvS+4qBvqx1XQpistMdpbNgudBxHBl9XC4oKscbF0fXnPxLYt3fk6+rqi3Bd/+5h7+P+4EeJv3ANxmjt8bWX6V3/Jm53AhmZGRxpnN7X1XOKLDYlr66mGofTSdm8crqeeNQsCz0S0UXc6d/9IbZ55efyq6c9Skoqad/5PvZlK0bfqkOR6X7+OTIzMykoLGL/nr34+/snfarjgI51ddjsdkrLyoi0NNNx7z3ovs5T701zPhOJ4Hv4fgBTx4ICKvbvx+/3z/opq+3t7SgWC+kZGYSPHjE7GcLhk08yDKT4eJI+9W8oKanD3sOSnkHy576A5BxhAfmg7QD0vj7y8vPp6OjA7/fPalM+mRiGgc/nQ9c0srKzCdVU0/XU48M7iwwDxe0m6dOfRU5IGPY+SnIyybd+CTkxcUQdtZ4eOh/8P3Sfj4LCQlqamgkFg0LHcWJAx8jE6qifpGOR0HGcMQwDX2cnAJnZ2YRqa+h68rHhOYRhoLiiOiYmDnsfJTnF1DFhtPbYTedD96F3dZFfUMixY8cJCh3HDcPQ6exsh8i9ZGb0Eqq34HvGNdwAGiA5DZJu7kFJ0k8uhmOAkqKTfEsPsnvkQjlat7k9h+6Tyc87xvGmnxEMhoWO48TAdjiRCFk5uYSqDtH19BOjXFcTzPbodg97HyUpieRbv4SSlPT/2Tvv6DauM+3/ZgZEBwGw9yrJcpPVXSSX2HFc4l4Sd7kpsbObTXaTzefNbrJONk6yad5Nz0pWl2VbtmxZ7nKJe1Hv7L1XdIAoM98fICiRGFAkRUqUxOcIR+dwgDt35pl755b3fZ7EgoAro4KAhcUlNLe0EAwGJy2PY544xi6osaGB7q5Ozjz7bESfj3Bnh7r1Rv8AMvU738Nw/oVjrvDJhKT8AtIe+w80uXkJdu0EHCv+j1BdLWeefTYyCnV1x9fwPMZjU2Mj3d1dnHX2WWg0GhxrVtKnsqoyhSEQRcIdHcguJwBnnnUWEVmmvq7uxNZrAhGJRPrtNw5SXFICgPOZ9QQry+PCThVZxnTJZZi+9OWE5UUFHa4d1g7A89braDQaivsTyE/1SfnxgCzLCILAnt27KCmdhiBHcKxbRaihTp3HK76CcXFif13joouju8oqIfqCJOHf/gWuLS+i1WopLC6irKwMSZImfT7HZMcgHqdNLI8M5bFoisfxQozH3QPtUca5fnW/KJ0aj1diXHxJwvKMiy/Gcv2NidvjF5/h2vJSlMfCQsrLp3gcD0TfSxIH9/2ZkqIyBAWcz5gJ1WniRtyKDObL/JguCqjnMkbAeFEAy7VeVW9HQQLfNj3uN4xo9QqF+e9RfmjDFI/jgIF+de8eSqdNQ4xEcKxdSVgtDU+WMV15FcaLFicsz3DhIiw33JK4X92xDffmTei0WgoKCiifxP3qmCaOiqIgSRLBYJCa6moysrLJyszC/cariUNUAevtd2C58ZYxV/ZkhGHeAlK+9U8IOhXrASBYXYXj6TUY9XpKSkupqqjA5XIhihMfq34kj9X9ifhZWdGcF9cLz07ouU8lCJKE+5XNABiNJqZNm05NdRW9vb3HhcfjDUmSqKurIzMzC4vFQmDPblybNhL3ZlMUpJQUbPc9iGgwJCxP0OqwPfiNhIIOUYXPqK1DRlYWggC9PT3jfFWnH0RRpLm5iYyMDGw2G77PP4s+x0MX/hQFTUYmtvseQNDqEpYnaDTYljxEUnGp+kJZOIxzXXQgnJ2TS7CvD7fbPSlfjCcT1HlU8U6eCB5zc+mb4nFcIIoizU1NZGZkYrVa8W/7HPeWl+IjfhQFTUZGlEfdcDwmYbv/IZKKS4bhcRWhhnqycnKm2uM4QRRFGhv2kmZfidUexL9Lh/tVU3xey8P4ugAAIABJREFUowKaNBnb3W4EvcqOYj+EJAXbPR6SCsPqk8sQOJ42E2rQkJXlIhT4Iy6nAyVR5N8URgRRFGltaSElJQWbzY7vs49xv7ZF1QtXyszq71e1CcsTNBrsSx5EWzptGEHANQRra8jJy6OvL4DH45mU7XFME8fYQLijox2n08EZZ54VTRhdu1L9B5EI+tlzsS99FCHpJPNpHAck33QrlutuUA/hFQTcm18ksHsXpdNnoNXpaWqo7z80sSGih3nswOlwMKM/fFj2+dRlhqeQEI61q6KCUEBJaSmSRkNrawtwagnlRCIRgn19tLe1UlBUhNLXh2P1csLtbSoDVRnLV29APwKrnWEFHSSJvoP7cT63AQEoKZ3GoUMHB+ozhdEjEokQDoepr62jqKQUxeuNChv1qoSmKwrJN92CftZ5Ry1XW1KK7f4HQa2fF8XoQtn6NYhA6fRp7Ni+HVEUp3gcI6I8hvp5LDmCx57jxuO0KR6PGZFIJKpoXldLUWkpis9H78plhHsS8HjjLehnzT5qudqSadiWPJhQmCNYVYnz6f72OG06u3ftOuXz8ycSkUiYUEimse5JCvMbULwCvWsshHtE1Ymj5Tov+nOC6jmMMcigLQlhu9sNKjQiQrAqCedGc5THor3s3LkcQTi9rMHGE7H3Y011NcUlpcgeD70rlxNxOFTaIyTffBv6c2YdtdykomJs9z+sPg8SRUK1NTjXrUZUFEpKp7F9+7ZJufkw6oljbJcqHA5zcN8+snNzSbHbcW3ZTN/BA2o/QEy2kvLot9FkZccfPw0g6PXYv/Go+gquIBDu6sT5zDq0gkBxaQmVlRV4vV4EQZiwB2YQjwf2k52dTUpKCgC+D9+PlxmewrAIVlXienEjAFqtlpKSEirLyyecx+OJmM9nWdkhCguL0Gm1eN9/D8/bW1Vk4mU0eQXY7rpv2CiEIzGsoIOi4Nr4DH0H9pOcnEx6ejr19VH/0ymMDjEeozYq+Rj0etxvvY7vYxVRM1kmqaS030ZlZH1C8vU3Y7xwsboQgCDgfukF/Du2YbenkJ6eRmtryxSPY8BgHvMw6A1TPJ6EiPFYVVFBfn7B4fb44fsIUny/mlRcgvWOexKr1g9B8g03Y7woMY+uF1/Av3M7drud1NQU2lpbp3gcA2RZQZI0VJa/TEHOFvRGGc+7Bnwf6VXtN5IKw1hv96irpg6FApbrfBgXBlDU5oICuDabCOzVYbP3kWH/C60tFVM8jgGxsXFVZSW5+XkYDQY8b7yK/5OPVPtVbel0rF8/igXfEbBcdyPGxZck7ldfjgoCpqSkkJaaSltb26QTyhl1bWID4JrqanQGA+effwHODevo+u+fqX2ZpLx88p97EdPliXOcTgdoS6eT//zLGC5cFDcwFiQJ5/PP0vGT/2DGjDMoKZ3Gnt07o8cmaLcqxmN1dTU6rY6F518AgGfrm7R9/5+mdhtHC0Gg5/dP0v2HJwGYPuMMSkpK2LNrYnk83nC7XQSDQbJzcoj09uBYtRzFq+LXKgpYv3Yn2hkj92gdVtAhZgew+imUYJCCwiJampsJBoOEw+FxuLLTC36/H5fLSW5+PuH2NhyrV6AEAvFflCRsd95DUtHIFbDF5GTsSx9Bk5KiLnjU3YVj5TIUv5/i0lKqq6oIh8NTq+NjQJRHF7n5BUfl0TrhPFZP8ThG+H0+XG5XtD12tB/Bo4qt0ah5tGJf+giSPQGPXZ04Vi5HCfgpLimlpmaKx7FBxufz4+r9A7m53UTaJRzrLCgBFfsNEay3e9AWJQg/HQoFJKuM/UEVER0AAcKdIr1rzSh+geLCemqrniQclolEpt6Po4GiKPj9fhyOXvILCgm3tuBYswIl2Bf/ZRWbsaNBtFiwP/wImtTUBIKA3fSuXIbi81FSOo3qqspJ1x5HPXGMiVJUVVRQUjoNxevB/cpLKGqDN0HAcvNtaKePfPB4KkOy2rDdswTBaIx7YARBwPv3dwlVV1FYUkp7WzvBYN+ETThiPFZXVVJSWoogCCh9fbg3v4Ds803IOU8HeF7bQrg/RLWwuIT29g76+iaOx+OFSCSCKIps+2IbJaWliKKIe/OL+Hdsiw8vjUTQnXlO1Mt0lBhO0CFmB+D76H10Oh0FhYWUlR1Co9GcEju6xwMxHssORW0bNJLUv5O7T5VH/XlzsNxw86jPY1x4AZab1b1sBVGM7lRvfROjwUhuXh5VVZVTgkejwGEeD46Yx+QJ5zF3isdRYoDH8nKKS/p5fP7ZxDzOmk3yDaPXiTAuvJDkm29LzOPf38Hz9lsYDAZyc/OoqqyY4nEUiPIoUVn2J0qLPkPSgHOzicABrar9hv6cIMnX+RLmNaqfBAzzAyTfkEAoRwTv+wY87xswmCLkZb9AZcWrSNLU+3GkiLXHQwcPUNzfrzqf20DfoYMgJrIZu3HU5zEsOJ/kW7+WQLhKxPfh+7jffA2j0Uh2Tg7VVVWTqj2Oaf+zu7sbRYCsnBz8O7YT2LdXNVQtqbCI5OMkhhMIBGhva6OlpfmEfHp7ekZEqnHxpRgWXoAy9LuiSLi1Bc+7W0k2m0lNS6OudmIVVru7u1EUhcysqFlp36EDUR++SbYtftJAFAnWVOP98H0AkpOTSUtLpf44K+VOBCRJoq21hczMDFJSUgnV1eB4eo1qWKmg02G7Z8mYQtMFTVK/MIeKoMOAHcAyIo5ecnLzCPaprAJOISEkSaK7qxNBEMjIzKTv0EGcz22If4EpCoLBgO2+B5BS08ZyImz33o92xkxVHhW/H8eq5UQ6OsgvKBywIJjCyCBJEt2dUzye7JAkic7OTgQB0jMy6Ss/hPPZp1Xl/gd4TDsWHs8YnsfODvIKCnA6XWO/qNMQkiTR2dECkdWkp/sIViTh3GhS3U0U9Aq2u91I6ZHRTRwBQQO2uzxop4XiyxZA8Qk41lqIdErk5nTi6vnLmK/pdIQkSXR3dyMIIhlZWfQd2I9r4zPq/eowNmNHhShivXsJ2plngjx0DCVEBQFXryDc3kZ+QSG9vZNLDFAt1faoqK2uJicnhyRJonfrm8her2oek/nqr5JUWHSsdTwqKsrLePI3v+bgwQPIETk+LGCioYDJbOa2r32N+5Y8gHYYpTPRZCL55tvxf/YJylDPO1nG885WbHfeS1FxMQf3HxgQrJkI1NbUkJOTg7ZfCcrz9pvIPT1TFhzHACUcxvPma1iuvwnRYKCwqJiDByaWx4mGLMuIokhNdTXnzZkLsoxj/VpCNdXxMvGRCMZFF2O+Ot4Ed6TQlk7Ddt+DdD7xePwgp98OwP3yS9jue4CSklJ27tzJ3LlzCYfDaNREIKYARFdTJUmivLycc86dhRAO41izgnBzU7yZsSxjuvhSTJdfOebzJeUXYH9wKR0//iFKeEhfJ0kE9u/F+fyzpHzr2xSXlNDV1UlaWvoUj0fBAI8Vx5vHf4uPLBrg8RlSvvVPUzyOAjEeK8rLmHXe7H4eVxJualTncfElmK44Bh4LCrE/8DAd//nv6jzu3YPzhedIeeQfKSoupru7m9TU1CkejwJZju42lh36G7PPKocwODaYCTdp4nYblQiYLglgusw/shDVuJNBUkEY271uOp+wo4SHhjJDYK8W12YT9odcFBd+QG/3J9hTLyIcjqDRTI3tEiHWHg/s3895s2cjhEI4Vj8VjSBTaY/mo9iMHQ1JefnYH/wGHT96DCUYHJzuI0n0HdiH87kNpH77nykqLqarq4u0tLSBep5IjLo3iEQitLY0c9EllxBpa8X3+SfxYXiKgpSegeXa68erngnRFwjw21//ildefglJOnGdm6Io1NXWUFRUzJe/ctWw3zUuuhjdzLMI7N45+IEURYJlBwkc2EfGnHns2rED3wSFjUYiEVpamlm0KOo7E+nqwvf+e8d/0n2KQRBFAnt2ESw/hH72XDIyM9i9eycej+dEV21MiE0ae3t7yc7OwWQyRSdumzepqv0dNsGNNxcH6Ozo4MMP3mfnju3kFxSy+OJLmHnmmXEdYfKNN+N99228H7wXvyjVbwdguuQyUoqKqa+vIxgMotVqURTlpA8LngjEBDicTidpaekkJyfj/eA9PG+8piIvriDZ7VEejcZjOq/5muvwvLMVz1uvqwoLOJ9dj+nyL5Mx80w+//QTbDb71CB1GExeHp/GdPmVUzyOEEfymJGRicViwffh+3hef0WdR1uMR9Mxndd87fV43nkbz9Y31Hl8Zj3mL32ZjDNmsu2zz0hOTibpNFTCHymi70cJp7ONrLQVWKwhfB9HfRXj4vn68xRt93gQzcrwSqrDnhQsV/nx/t2A510DwtA5hAzO50yYLvGTPs3LZ9s/Yd75C9BO8ZgQMUEct9tNZmbUDsf73tt43npdtT1qUlKi7XEYm7GRwHz1V/G+s1XdylBRcD23AfMVXyHzrLPZ8cUX2Gy2SdGvjjomsbenhyStFntqGv5dOwg3Nqqa0xoWXoB2+oxxq2gidPd0c2D/PiRJgyiKJ+wjSRIej4fd/WIow0Gy2zFdeVX8A9kfiuf7+EP0Wi2paWk01tdPyH3r7elBm5SEvV9JNbB3N8Hamvg47imMDoKA7HDg+/hDAPR6A6mpaTQ1NZ3gih0b6mprySsoiIY0rVxOuLsrfuJ4FBPcjz74gIcfuI/v//N3WLXiKZ746ePcf8+d/OVPf4hbIBlW0EEUCdZE/U+RZULBIFVVVQCT0vNoMqGhoZ7CoiJktwvHiuVEXE5VHi3XXh9VuD1GiCZTVGAlPUNd8KipEceaFQjhMBpJora2pr8KkyOXY7JiMI/Ljg+PD0/xON5oamqkoLAwGoK/chkRZyIer8Ow4PxjPp9oMve3x3R1Hhsb6F2zEiEcRpJEqvv71SkeEyF6Dxsb6inIa0F2Re03Ik4V+w0ZzF/xY5jXN/ZJY/8pRYuM/QE3mjQVoRwRQk0aHE+bEcKgk1ZSW9McrUJcWOQU4PC4obG+jsLiYmSnM2q/4XarLJDLmL96A/p5C475vKLRiP3hb6LJyIy36ztCEFAIhZAkccCG7ES3x1FPHBsb6knPyEAjCPg+/Rg5GK/gJmq1mL981XHxbIxEIsiTSG0oNDT8NAFMl16eMOfE98Vn4PORk5tLQ8PETBwbGxqiPPavXvg++QjZ75+Qc51uUBQF32efDIgMZWfn0FhXd2IrNQaEw2FEUaS7u5u+gJ+kpCQ877yF9/134/Ngj2KC+9mnn/Cv3/suO7dvR5ZlNJroQk97ezu/+/Wv+Nuf/xSnGmY8P7GgQ9QOYBP+HdvIyMzC63bhcDimvORUEEv47+npwe/2oNPpcL+6Bf/nn6juOmjy8rHefR/COK1sGubMw/q1O9QPiiKe11/F+/GH2FNScTtduFyuSelddaJxJI++QTx+OgyPS8aPx7lTPI4HYv1qR0fH4fb4+hb8n36szmNu3jjzOJ/k24bjcQu+Tz7ClpJCX8A/xWMCxARxujr343P8HJ1BxrPViP9zneouoCYngu1ON0LSOCxuRsAwu4/kmxNEMgngfsOIb5sem60dn+MXuFydiOLkEViZLIj1q93d3Xg9HvQ6He5XNuP/4rME/erobMaOBv3suVE7D7VwP1HE8+ZreD96H0u/2rzH7T7h7XHUE8fW1lYys7JRnA4Ce3YjDL1YWUaTm49h3vzxquMIMJlC00ZWF21JCfpzVQxDRZFQdRV9dTWkZWROWKhqS2sLmZlRUZyI00lg1/bhay7LUSGUqU/0M0yjFUSRYEU5oYY6ANLS0/H5Ty6lWkVR0Gg0hEIhGhsaMFksRDo7cax6CsXvT2CCe6uqCa7L5eT3T/6OxoYGpCGDn9hEb8VTy/j8s08H//Aogg5RO4Dl5OblodEk0VBfN1DmFA5DkiQURaGyvAyD2Uy4uQnH2pXxOdYAgoD1tq+jO+PM8auAIGC98150Z58TL6YkCERcThwrl5GXn4+iKDQ3N/Yfmkz9+onHYB5NI+RxHHOrp3gcF2g0GiKRCB3t7STp9dFdhTWrUELB+C8LAsm3fR3dzPFtj7a770N31tnqPDqd9K5cRl5+AaFweMIWr092RFUuI1RXVqI37CHcIuFYb0EJqjzvAiTf5EU3Q0XUZqwQwfZ1D7qZ6kI5EadI7xoLubm9yPKb1NVN8aiGWL9aXVWJzmgk1NiAY90qUHOKEMVBNmPBYBCHw4HX4yEUCo0t4kkQsN55D7pzZ6m3x35BwLyCAgKBvknRHke9hBUMBklJS6OvspxQY4NqmKp+9pwxKSqeThB0egwXLsL7/ntDDghEnA4C+/dhOescdMMI7RwLQsEgKf1hqqH6OoL1deqGwoqCoNWSlF+IaLFMSF1ORkR6ewg1NfYrYg15UQgCEUcvfQf2oZt5FiaTCb3+2GLhjzdiuYLbvvic1NQ0zpg5k7ovXRRt80NX2gSB9B/9BNuSh1TLWrFsGR9+8H7C2HxBEHD09vLz//oJ65/diNVqGziWVFBI/sbNtH3vO3F5OYIk4XnzNdJ7e5g9bx57d+2kob6OgsKiSZFAPhkQE7ZobGjAZDJxzqxZ1Fw0j0hne1x7FySJ9Mef6F/9HF9osnPIf2YT7Y99H/eWlwY9Q4Ik4fvoA8SOdmbPn8/uHdtpamoiLy9visd+xPN43hSPJyFiPG774gus1mTOOfdcahfNJ9zeFp8mIklk/OfPsN5x97jXI8rji7Q99j08r2yO5/HD9xE72pk7fwG7d+6gsbGB/PyCKR77EeOxof5NTPrvcs7ZDdRekUO4TYrfjhEh44e9WL/uObYQ1aGQQZMVIW9NO+3/kYL7DeOgnU5BAt+HeqQukTnn1bN77xIaGjZQUDBrisd+HOaxHr3ewKxZ51Fz4RwiXV3x/apGQ8ZPfk7y7dHd+id/82t+++v/pqi4mBlnzMTr8eBw9OJ2ufD5fPQFg6AoaLU6DEYDZrMFq9WK3W4nJTWV1LQ00tMzOGPmTOYvWEj+hk20/9v3o/oRQ9qj/9OPkdpa+9vjdpqbm8jNPXH96qgnjnqDEaPRiPvQQWRPfPyvoNFEY/GnVv2PCsOcedEwvCH3UAmH6du/F+vX7sRmT5mYcxsMGPoFE/oOHUB2uVTFTgSDkdTvfo/kG25GOMkmPxMJ2e3CsWYFvaueUrWkUEIhAnv2kHzr15EkCavNplLK5ERMEMfpdKJNSqKgsBAiEUIN9ereYgvOx3L9TQnL6+3tOepKnCAIeDwe+gJ9YB18LJaXE9i9k8jQ3Mp+37OUb/0TRSWl7N+7h8ysbHQ63WkvlBPbNfZ5vdTWVDNvwUKUYJBwe1tcmI0SiWC8cBGWa746YfUR9AZsD30T//YvCLe1Dn5HiCLODWtJ+9cfUlxSwr49e8jNzR1YDZ7iMcpjTU018xcshCkeTzrEQvS9Xi+iAPmFhVEe21rjVRsjEYwXXITlmusmrD6CwYD9oW8S2PEF4bY2FR7Xkfav/0ZRcQllBw+QlZVNUlLSFI8DPAapr17D/DktEBQIt0qqKqrGBX2Yr/KN307joBOAaFSw3+8msEtHuFMavI4tguN5E2nfdlJcWMOhyjVkZ/+KpKSp9jjQr/q81NfVMWfePJS+PsIdHer96hFq8V2dnbz26itkZGTw5O//yLz5CwgFgwT6Ani9PjxuN06ng6rKCjo7u+jq7KSrq5Oe7m6amho5eOAATpcTl9OJ2WzmH//puzz6T9/B/tA38W/7PKrkOqQ9Op5eQ/pjP6KwuJiq8nKysrJP2OR/1BNHm9WKCPQdOogSDsfF3YtWazSUZQpHRVJRcTQhdmhAvCAQrKyAgJ+U1ImZOCYnWwceur6DB1S5RJbRTZ+B9bY7EJPVVTJPV4hmM9a77sP92itRGXwVoaNgZRmy14toMg3s7p4MiL1MysvLyEzPwGAw4PvkI1V1saiX0QPDehnZ7PajvqAURcFkMifcYTfMnU/y7V+n969/ijsWVXT8MtaZZ5Gekcn+ffuYN/94hspPbhw6dIj8/ALMZjOerW+q5KcqSGZLVCUu2apeyDhBf+4srHfeQ/f//jbumGvT85ivvJqUOfNIS0+nob5fAKZfgfJ0R9mhQxRM8XjSItYHHti/n9S0dMwmM9533lJXUTWbsS95CNE6wTzOOg/rHffQ/fvfxR1zbdqI+cqrSJk9F7s9hYMHDnDe7NlTPMbej2V/Jz/3HUyWMN73DKoqqqKp37PRJo/vbuORiID+nCDJt3vo+Uv88+J60YT5S37sswKkWJ9m9567WTB/zmnPYwxlhw6Rm5eLxWLB8+Zr6v3qELX4gwf2U1tTzRVXfoXZc+YiiiI6vR6dXj8oYmrBwsOCVrIsEwoFCQT68Pm8dHd18cbrr/HU//2N1atWcM1Xr6Pk7HOw3nUv3U/+Oq6e7pc2Yb7yGtLmL6DD2sae3buZO2/eCdl1HPW2oNVmg2CQYG11/A4VkJSTS1Ju/pgqEw6HaWlupq62lvq6OhobGmhsbKCpsZHmpiaam5toaW6ms6ODsFr88UkGyWpDkeN3YgRBINTSTLirC6vNPiHnttmjD7fi9xOsqVLlUiG6Kilop2Sc1SDo9AgJJjqCIBBqbo7ukAFW28QOAMYLkUgEQRBob29HUBRy8/ORPR4cK5fF74zLMqYReBllZGQePe9QUUhJTUGfSN5aELDddR+6s+Lzq8JNjThWr4BQiILCQiLhEA6HA0EQTlshgBiPXV1dhENB8goLiTh6E/P45SsxLrr4uNQt+Wt3oZ89J57Hzg56Vy5HCQQoKimhvq4Wr9fbn0s0xWNoMvJ43hSPI8EAj52dKLJMfmEhssNB78rl6jxe8RWMiy85LnVL/vpd6M+bHc9jR3uUx74AhcXF+HxePB7PFI+CQGd7GyH/4+TldSP3ivSuNcdlrCgymC/zY1oUmJjdxiGw3uZFf04wboIa7pBwrLOgBAQK8juQff+BxxM4rXmUZflwv9oXJK+gkEhPj2p7VFOL/+LzzwkEAiw8/4IR29WIoohOp8dqtZKdncM5587iO9/9Fy67/Ap6e3ro7OwAwHr7nejnzItvj12dOFYuQ/H7KSwqJhTsw+/znRAeRz1xtFityE4H4dYW1V2EpKISpDHsTkUiEVavXMHXb72Zr91yE7fddAO33nQ9t90Y/f/WG6/ntptu4PZbbuRrt97EL372U5xO58m91S6K8asbMGDpEG5rxTRBeYWWfo4iw3AJqCtaTqEfw9yb/lzVcGsLACaT+TjV6dgQCymrKC+jsLgYjUaD583XBuxFBjAKL6OMjIyjdq4KkJaWjlZFkTUGTXYO9oe+gWAwDH4uRRHPG6/i/eRD9Ho92Tk5VJSXAaevMEdsBbKyopz8wkK0SUm4X34R/87tg7+oKGgyMrHd92DCRZDxhiY9HfvDjyCYzYN4FEQx6p317lZMRhP5BYWUlx2KHpvicXLyuHSKx5HgSB4L+nl0bXkJ//YvBn9RUdCkZ0TVqYfw6PP56GhvH/e6adIzou3RpMLju2/jffcdjEYj2dlT/ephHl+kIG8fWp2C6w0j/u36wV9UQJMmY7vbg6BXhh0qjAsU0GREsN/vRjANPp8gguc9A94P9RjNETIzP6Xs4NbosdOUx9h1V1WUk1dQgE6rxbX5BQK7dgz+oqJE1eLvPawW7/f72bF9G1ar9Zgjm5K0WnJycwmHwwNCmFJaGvaljyCaLfHt8f138bz9JiaTifTMTMpOUL866lBVk9lMuLUF2eFQ3aXSFhXH50GNAB++/3f+93e/oae7m7T0DAoKCwZuhkJ0Mcft9lBXW0MoFKK6qoqMjEyuu/HGUZ9rMkFISkJRUVKSA35CLc3o505MyJ3JFDUSjnR3EUnA5RSOAYKAEggQamnGABMmcjSeiOU21tfXk5xsJT0jk3BbK441K1D6+ga361F4GaWmpaHT6QiFQgk7OIHozuTROkDzlVfjeWcr7lc2H85DEAQirqifnWH2PHLy8mlvb6e1tZXs7OyB6zpdELvepsZGdDodWdk5hOprca5bE1WKO/JeKArJN96C/tzzhi3T4XDg6O1hRKrRAljMFqzDmBWbLrsCy9VfxfX8s4efK0FA8flwrFyOceEF5BUU0NHRTldXJ2lp6VM8jgOPEF2kdTocuN3uEaoAKiRbbarh9kfn8cIjeOwiLS3ttOWxsbERvV5PZnY2ofo6nOtWJ+Zx1uy4cjasW8vHH3/Er3/7JKlp6lZeY4XpS1dgufpaXC88N4RHL70rl2FYeD65+fm0t7fR2dFBekbGactjU8Mh9En/Q2amh1CDBucGM4QZvA2jgOU6L/pzjtGzcVQVBNOlfsxf9uHebDqcbymA4o36Sxrm9pGX66Cj86d0dCwgIyPrtOWxubmZJK2W7NxcgrXVONevie7yDW2PN92K/txZhEIh9u3Zw9/fe5e9e/aQnZODwWDE5XKh0+lISkoa033UJmmRZRn/EQ4Kpku+hPna63A9t2Fwe/T7cax6CuMFF5FfUEBnezvd3V2kph7ffnX04jh6PeGuTmS/Tz1UNb9g1JVobW3lf373W7q7u7nwokX88Ec/ZsaMM/rLj73YBAIBP6tXPMWf//gH+vr62LlzB1ddc+2ozzeZIBiMKG4VYZpIhHB7G5oJehB0uugKWbizEyUBl1M4RoTDUeEDSDiAnixQFAVRFOkLBGhqqGfW7DkIgPO5DfQdPDB40hjzMrp7ZF5GNpsdo8mEx5PAc4roalpGZuZRyxIMBuwPf5PAjm2DhDkEScL3+We4X92M9a77KC4u4cCB/WRlZSGK4mkjBBDjMRQK0dhYz8yZZyEC3U+vjYakH9mfyDJJJaVR1cZh+pk9u3fx3794gsqKCsQR3UMBq9XKjJkzufPue7jwokVxLzRBq8X24FJ8n39KuKnx8PklicCeXbg2bcT+jW9RVFRMRVk5aYvTT6vBzSAeG+qZeWY/j+vHzqOiKOzYvo3NDakmAAAgAElEQVT1a9dw8MABHI7e/hXt4TmVFZmioiL+9f/9kIUXXDDo2NF5fO4IHstIW7z4tOQxHA7TVF/PzLPPRgR6NqwjWF0Zz2NxCckqPH780Yf8+U9/oLOjg2V/+yvf/3+Pjes7RdDqsD34DXxffKbO44vPY3/4EYqKS6isrCAt/fRsj319Co11f+LMGfVRHjeaCVYlDZ40ypBUGMZ6uyc6eTteUYQKCDoF+xI3/u16wi1HKLxKENijw/WKCfsSN0UFB6ksW0t6+vdPSx4VRaGqopxzZ52HqCg4168hVFcb1x61pdOw3nEXCAKvvbKFH/3wsYE0mMaGEEsfWEKy1YrNZiMlJaqUmpaWRmpaGqmpqRQVl2C2mDEZTej0etXJpV6vR5blQeMjQavF/sBS/J9/GhUlPLI97tuD8/lnSXn02xQWFVNZXkHqRWnHlcdR9zyapCQC3V3q3lGAJuPog78jEQ6HWfa3v7Bj+zby8vL59x//J3PmzlP9rtls5ut33c1LmzZRXV1FJBxGUeTJZeM4SogWC7LLqZrnEO7qnLBLi4UORobhcgrHBkVRiPTHrZ8sk5aKigoyMrNITk6m7+B+XBufiVf+jXkZTT9jRGUmJyeTnJxMe1tbwvug0WjIyMgYUXn6c8/Desfd8YIO4RCOtaswLr6U1IJC7PYUGurqKCwuPq0mjoIgUFZ2CKvVjj0lBf+Obbhf2hS/OCRJWO+4JyrSpYJwOMzrr77Cr37xc+rqakc4aYyitbWZgwcP8PGHH/DQN77JkgcewjIk7F53xpnY7rmfrl//fHDosSzj3LAO05e+TMb0GbS0tAzYAZwuq+OHeTyI1XYEj5tHzyNEwxw3rF/HX//0R1r7UxMEIc6FWR0CtLW28u1/eITv/eD/cfMttw0KPR8pj62nMY+HDh7ElmLHbrcT2Lkd10vPJ+RRW1wy6M+NjQ3898+foKO9HVEUWbt6JefOmsVXr79hXOuqm3kmtruX0PWbXwzmMRLB+fRaTJddQca06bS2NNPY2EhBwenHY/mhbditL2Kz9xHYo8W12Rg//hTBersHbVH4+E0aY5BBNyOE7Q43Xf9rGxwiGwHnM2ZMFwdIL/bR2v5XGhuupaDw7NOOx9qaGtLS0klJTcX/xWe4X35RvT3eeS9JBVFhr3fffpvu7u6Bvq+vr4+6utpo1IaiHN7iEgQkSUKj0WC12jCZTSQn908uU1NJTT08uczIyKCttRVFUWhtaSEUCg2Ur51xBtZ776frlz+L71efWY/p8i+TecaZtLa20NTUSF5e/nHjcdRnkESRiNOhakGAoiCOUszl7a1v8ezT69FoNDy4dGnCSWMMBr0BnV4/7HdOJojD5L7JDsfEnbf/4Yo4eoc1s5/CsSHicEz6+xvrTF1OJ263K2q/EQrhWLOScEvz4FW4SATdmWeTfMvXRly+0WjEbk8ZNixOq9WOKvwqKugwRJhDFAlWVuDcsA4UhZKSEhrq6wgEAgOrjKcyYqupPp8Pj8tFUXExSsCPY+Vywl2dg1+MkQj6WbNJvvFm1bI8bjd//P3/8NgPvk99fR2SJCH052SP5COK0RdnT3c3v/v1r/iPf/t/dHV2xp0n+dbbo/ZNQ3gMNdTjWLMSIRKhpLSU+tpaQsHgacij+zCPqxLweF5iHgGcDgf/9fiP+fl//ZT29jY0Gg2SJCGOlE9BRJIkWlta+PEPf8hvf/VLHEPeTcm33o5h/kJ1HtdGeSwuLaXuNOTR6/XicbsoLCpGCQToXbWccKdaezwvjkefz8f//PY37N61M9oGBQG328XvfvMrKivKx73Oybd+LQGPdQM8lpROo762huBpx2MYr/M/KchvRwkI9K61xNtfxBROr/NNfF7jMEi+yYthzpAwWRFCDRocG8wIESgubKK++jcEg8ppxaPP56O5qZGikhIUvz/aHru749vj7LlYbojajIXDYRyO3rjFZ1GM9o2SRoOm/xPLgw2Hw3R1dVJXW8ue3bt4/7132fT8Rpb97S/88uc/47F//R7feOgBNj73DJIksfKp5fzjo9+ksqJioPzkm2/DsPCCwelsohgVBFyzEiEcpriklLqaGsLh8HHjcdQTRxGQvd6EoilivzfgSNDY0MDvn/wtvb29XHLpZdxx1+iMbhVOaNscF4gmU8J7KXs8EyZOE5s4yh7PKd9hnEjIXk98DuskRVnZIfILCtDr9Xg//hDPG6/Fm+DqdNjuXYImK2vE5er0OlLT0hI+Z4qiYDAYRmVZEhV0+GZUmGNQBQVcLz6Pf9cOTGYzufkFlB06NOJyTwWUHTpIVk4ORqMRzztb8b7/7mARLkVBMBiwLXkQKTV+st7QUM8PH/sBv3/yd3jc7mNawRREkUgkwosvPM9//+KJuHBlyZ6C/eFH4u0jRBH3ay/j+/RjrFYr6ZmZVFRWcDohjse/J+DxPnUeAQJ+P0/+9tdsWL+OcDh0TFyKoojf7+Ovf/4TP/iX71JdVTVwTLKnYF/6qDqPrx7mMeM05TE7Jxej0RgVm3nvncQ8pqUP+u2Wl15k84ubBg1YRVGioryc3/36V8OG/48FUkqsPQ4ROBRE3K+8jO/zT0lOTiYzK2tAKOd0QdmB58nO+gKjOYL3Az3evxsQhrpw6fvtN9IjJ25wqoCUKmN/wI1oGVIJAdyvGfHt0JNsC5KV8Trlh945MfU8QSgvO0RuXj4mkwnP1jfwffB3lfZojL4f+23GIpEwfr9/1FFLgiAcdXIZDocRBIHe3h62bH6J1199ZeD3ks2OfemjSNYhPuCiiOe1V/B+8hE2m4209Awqyo5fexzTW0Tx+9XbhKKMWNEtGAzy1z//kX1795KTm8u3v/PPg/xPhsMAdcpxUKuaYAh6fcJLUPr6Jmy3akB4yO/npL+JkxWCMKEcjgdiu43tbW2IgkBObh6yy4lj5TIiQ3JvlUgEw/kXYr5qdHnFkjR8GKqiKJgtFpJH6Vlm+tIVWIbWRRAId3bgWLkcJeAnr6AAv9+nulp4KiHGY3d3F8FgkLz8AiJdXThWPYXiG5zDrMgyxsWXYrr8yrhyvF4Pv3ziZ7yw8bkB6fljRSws8oWNz/F/f/1znJWScfElWK6/ceiPiDgc9K5chuxxU1hUjKO3F4/HM8Vj7LvD8AhREYg1q1aybs3qcQvVjpXx6paX+enjP6a3t3fg2BSPhxG73z3dXYRCIXLz84l0d9G7ark6j4suwXRFPI+VlRUEAgHVnY6PPvyA2prqca+7cfElWK5T47EXx4r/Q/Z4KCgqxul04na7Twseu7p6CPX9lrzcXiJdIr1rLSg+YdBuoxIB44UBTJf5j3+I6lBEwHhRAMs13sF/FyDSK+JYY0Z2CxTkd+Lu/TkuV/wzdiphoD329NAX6COvoIBIZweO1U9Fx8BD2mPUZuyKgb+FgqEB1dOJwkCIa9LgDELjRYux3HDz0C8TcTmj7dHlorC4mN7eHrxe73HhcWwTx3CYRJONOBN5FbS2tHDDtVexZtVKBEHAYrFgSbYgyzKRSCThR1EUWltbcLqiNhzyKbBTFhUXUbkOITpQR5nYHkgJhabmjROIKIeT+wYrikJVZQVFJaVIYv/K8hefxQnfDDXBHQ2GU0xVFAWr1YZ5lJYlMUGHoRNzQRTx/v0dPO9sRZuURHFxCYcOHho416mM8rIyiopLSNJocL24kcCeXXEq15Ldjm3Jg6rRIUajiYeWfoNFiy+O5m2M0/0SBIFIJMKKZf/HJx9/NPiYRoPt/ofieZQk/J98jPu1V9DrdBQWFnHowAFgikcYnkeAnTt28Jc//5FgMDhugwlFUZBlmfkLz+ebj34L6xGLPcPy+OnpyWPZoUMUl8R4fEGdR1uMR1Pc70UxsfiYrCgT4mctJCVhu/9hVR59n3yE5/XDPB48TXgsP/hHSgoPoklScL1iIrBHd1i1tB+SVcZ2jwfRPDk2NIQkBdu9nrhJrCCB7xM9nreN6Awyhfk7KTuwAjgNeDx0kMLiIrRJSThfeI7Avr3x7TElJdoeDYf71WAoSCAw+h3H0UKSJNKGRB0IGg22JQ+qt8fPP8X96ssY9HryCwuPW786Jlmu6OQwwSBwBB1ZRXkZ1VVVA9u1tTU1/MMj32D69BkIghBtc0ckm4IS+0dtTTUd7e1RApWTP1g1Gsaoci+V/knl0FiIcYaQpDmpxYUmO6IcTt4bLAgCNdVVJFutpKWlEWpswLFuFYRCcWGqQ01wR4OMzMyB9j4UiqKQkpqK/ih+kGrQzTwz2vEf2VEeaQdw/oVkZGXR2tJCc3MTubl5Y6r/ZIcgCDQ2NmIwGMjMyiJYVRnN9ZTlOB4t11wXzStMUM68+Qv4w5//yv8++Ts2PruBvr6+cUm4FwQBh8PB5k2bWHzxJYPK1JZMA00SyIPDupVQEMeaFZgWXUx2bi6trS10dHSMWEjpZMN48QiwZfOLdHZ0jJv6piLLaJKSuPHmW/iX7/+AvPz8uO8k5DHYd/rx2NCA0WQiIzOLYHUVzg1r4+X+Acs1X8Ww8AL1csTE7w6lf6F9IqAtnQYaTdxgNcajcYDH1lOex/r6Skz6NaSn+wjWanA+a47mDg7pEs1f8WOYdxztN44GGbQloegof8jkUQkKONZZMJ4fICvbSWv7X+lou4WMUaSgnEwQBIHmxkZ0ej2Z2TkEK8pxPrNevV+99nr08xcO+luwL0ggEJjwemo0GlJTU+P+ri0ugaSkeG2ZUAjH2pUYL76U3Lx82lpa6ersJC09Pa6M8cSYRgOCwaA+14iF5h0FoVA4bkZcUV7Olpc38/Lml9iy+SW2vLyZVwY+L/PKlpd5dcvLp1y+khIIJJy3CTrdsPLqx3Te/vsvGIxMzRwnCLHQbWlyqpUpikIwGKS5qYniklJQFJzPrCdYUR7/3Cly1JS63wR3tEhPTx+kxDja48MhTswBorLVe3fjeuE5REGguLSUqooKlHHcRZssiO0C1VRVUlJSiiBHcKxbRaihLp5HWcZ6z5KjRoZkZmXx45/8lB89/lMyMjMHIj6GfmRZRpblEd9TURTZvXsnXV1dcceMFy2KzwcWRYLlZTifXY8kipSUlA6IgpzyPEbGzqPT6WTnju0jXiGP8RjjcugnEolgT03lB//2Q37281+qThpjUOdRUuGxYuC6TyXE7ld1dSXFJaUIsoxj3WpC9XWj5lEcRvlWlmXCofHfcYzBeKE6j31lh3A++3SUx9JTuz2Gwwp11b+gpKgRQQHnMxZC9Zr4kbMMtjvcCEmT7B4oYFwYQBk6mRWhrywJ5wtmJBFKiiqpLH8i+pNTkEeAqqpKSkpLESMRHGtXEm5sUG2PtruXxEVbhSNhQqHQhN4bRVHQ6XTY7OpaD8ZFF6u/HyvKcW5YO9AeK8onvj2OekQr0y/okuCFJI8kDljlp6IoDiSODvc5cpX65N9v7BcaSnAvRbN5wnar5P6VRNFsPqVj2080RJN5RF6HxxtHysTn5OZiNpsJ7NmNa9NG9WdOAf05s8Z8vtTUNHR6vWpnJgiQnpEx5udwQJRjaNmyjOOZdQQryrHZbGRmZVN28GA0quEUejkKgkB52SEys7Kw2mxRP8tXNqtHKwgCujPOHFG5er2ee5fcz+//9BfmzV+A2WzG0p+LmpqaSkZmJvkFBeQXFGDvf9kd7b4KgkBXZyedHe1xx+xLH0VKSVEJ7VZwPv8cgb27SU1LIznZSnVl5SnXb8Xx+MXYeezu6qKtre2oO8WxiWF+fj75BQXk5eWTkZlJamoayVYrZosFk8nMubPO48n//QNLv/koRlN8SOWRsC99FMk+Eh6TTzkeB2wbyg6RlZ2D1WqNyv1veUm9XxUEdDPPSlieIIiq46VYHxaOTNzEMSGPioLr+WcJ7NtDamoqVquNqlOUx7KDb5CV/gbJtiD+nTrcr6rYbwAIoDsjdOJzG4dCAfsDbiSbHD9YVsC1yUTfQS0pqQGsls1UVOw6pXiEw/1qRmYWNpsd32cf435ti/qmjCCgnRFvM5aZmcUtt91OdnYOWq02mionywPiNrF0utEsoqrBYDAMCv8/EikPP4ImJTW+PQoCrk0bCezaSVp6OmaLmZrq6gnlcdQxLBFZjir8DA0PAxAEZEev+g8nAqeAOI7sTayKJtpGJhY0pvPKclTpyWafsF3NKYBks014uPFY4Xa58HjcnHnWWSh9fThWP0W4oz1+oivLaEunH9MihtVuw2Qy4XI64zo0QRDJzByd/+uRMC6+GMv1N+J8em2c32S4oQHH2pVk/OfPKCwuYvsX2/D7/ehPEUsfRVEI+P10dXYx//zzUbxeHCuXE+ntVeExaqUyGgiCwEWLFvO3p1bQ0twMRPMwYmbGOm1UDM3pdLL1rTdYsXwZjt7hhYiCwRBeb/wCo3HhBSTffBuOFcsG8yiIhNvbcKxcTuYvf0txaSm7tm+noKgIjUZzSgx0Bnjs6mL+wmPn0e/3ETxK9I+iKFgsFu67/wHuuvc+BARkRSYcChEKhekLBKITEwUys7PIyckd0bUM8LgyAY+rlpP5ixiP204pHiFqodHd1cWC8y9A8XnpXbmcSG+POo8zh+cxek8S54YrEyi8Zjz/QpJvuhXHquXx/WpbK45VT5H5i99QXFLCzu3bKDzFePR6Qzi6/5f5czpQPP32Gz0iwtB1YBm0M0JRmibheNSwIEDy9T4c68yDHyURwm0SvevMZD3eS3FhKzv3/oKiomdISupftDjJoSgKgUCAjvZ25i08H9njibZHhyO+PUYi6M45V7UcnU7HP3/vX7nssstpaW3B6/HgdDjo6uqks6OD7u5uent6cLqceL1eAn4/oVCIUL9HugAQ887t/6jV1WgyYR7idxyDYeEFJN96O73L/zakXxUId3TQu2o5WWf9jpLSaezYvo38goIB26XxxqgnjuFQCCk1DSEpCSUYjD+uspI8UYhlQcZCbE40oqsNo6uH7HarDsgFUUSTlj5h/VDMaFRKTY1y2f+AT2H8IAgCUno092My7XDFVlP3799PcXEJWq0Wz5uv43nnrcGy1DFIEta77j2mc1osySQnW2ltaYk7ptFoSE8fe46MoEnCtuQhfJ9+TKi2ZvBCiCjifnUL5q9cg/HiSyksKmTf3j0sPP+CcVOaPFE4zOM+CouKMOj1uF58Ht/HH6jucgtJWqz33D+mc2VmZpGZmTj/JTcvjzPPOgur1cZ/Pf7jo+ReJYgVkSRs99yP76MP4sKlBVHE885bmP/+LuarriE3L4/9e/cyZ968U4vHwonl8UiIosgj//CPfOsfvo04nlERkoTt3vvxfZyAx7ffwnxVjMd89u/dw5x5808ZHg/s20thcTF6vR7XSy/g++h9BLV0hSQt1nuWDFvmcPdDgYkd90gStvseiPJYWRHXr3refhPz1ddivvJqcvPz2bd3L3NPpfa4908U5n+O3hjBvcWI7yO9+hqwBmx3xIvQTBYIGrDd5cb3qY5gddLgOEMRvO8Y8V7px3SFn7zs99i7ZzXzFzxwyvB4YP8+8gsLMRoMuJ5/Fv8nH6n3q1odtmH61WAwyIqnltHU2EhaejqZmZksfeRRpk+fQcDvx+/34/F4cDod9PT00NXZycED++ns6KCru4venl6cTgdejwe/308wGBzYpYRoWz/n3FnYEm0YiSLWe+7H++EHBMsPxfWr3ne34n33bczXXEduXh4H9u9j9py5E8LjqCeOgUAAU1o6osFIpK8vbtITamwYt8rFFMNiXihHXrwAKLKCzWbjO//8PdxuF4mzAcYZCU4jywpz5swdVVGK36c6cUSS0GRmEZ6gF0NfXwCj0YgmPQPBYIguApzEncSkhEaDJisbYELU78YKQRBoaW5Gq00iKyeHSE8PjlXLUbzeOIUxIhH0C86Pl9kfJYxGIykpKXETaEVR0GqjPo/HAm3pNGz3PUjnE48PFnQQBCLOqB2AfvYccnLzaG1poauri7RjPOeJhiAI9HR1IcsyOXl50d2c1U+hBAJxPCqRCMYLLsJyzVcntD4XX3opKamphwXMRomkgkLsDyyl4z9/OFhoTRBQvF56Vy7DsGAheQUFtLW14na5Eq7QniwYPY+LjpnHqJKxlcu+dPn4Thr7cTQeHUN4dLlcWE4BHru6upAVhZzcPMLt7SNoj9cdpczEx6KhqsMrsfT09FBTXUVVZSXNTY243W5kWcFg0JOTm8eMGTM486yzsdntqr9PKijE9sBSOh//93gePR4cK5ZhmL+Q/IIC2lvbcDodJA/18jzJEA2n74DI0+RkOwi3SzjWWVACQpySqhIB44I+zFdNrFXDMUGGpIIwtns9dD5hH5zvKIDsEehdY0E/p4+83G7ad63C6bwVq3X06umTCTH7jXA4TF5+AeHWFhxrVqAE+0BUaY8XLcZ8dWKrMa/XQ9nBg1RVRcOyk5OTufve6MKP3mBAbzBgT0khn4KB39xy2+3IskwoFMTvD0R3Kp1Oent76O3poaurk67OTvr6+sjJzeWqq68dNhoqKS8f+4NL6fjxv6GEggxMRvoFAXtXLsew8AIKCovY9vlnuN1uzEO9rscBo544ej0erKmpiDYbkd6euJ4tWFcbFao4hpeRLMtotVquu+FGUBQ6OtqprKigu7t70Dav3O//dufd94z5XGOtX6Lt39HuLCkq6pUoCqLBSFJOLn0jEBsaC7xeH3Z7ClJqGpLNjuxwTE0cxxP9ps5J/SqeE8XjaBF7dg8c2M+8+QsQBQHH5k34d26Pb7OKgmA0Ro2pU+KVvkYDrVZLalqaavswGg2kpKgnhI8GyTfeHDXY/uC9QSuKR9oBWL9+F6UlpVRUlJOWljZsW57MiNW7rKyMaTNmoJEkejY+Q9+B/ao8SmYLtvsfijdoH2cYDEb0Ov0xrXKar70ezztb8Wx9Y/DKsCQR2LUD10svYH/wG5SUlLJ3314WLVp8mvH44LjwqNVqMRjUrTzGA8Px6B/C4/59e7noFOCxvLycGTOmR3l8fjgezdiXPIh4NO/a4XYcZZlIggXJYDDIG6+/xrK//oWa6iq8Xu+AwFUMkiRhNBo58+yzeeDBh/nK1degU/Hhtnz1erzvbMXz9pvxPO7cjvulTdgeeJji0hIO7NvPRYtPfh4ryp5gRvEBJA30bDYROKCNmzSigGhSsN3dn0M4WdRU1aCA5Wof3r/r8bxnGBxuK4F/lw73qyZs97gpLtzJ/j3/zaJLnjjpeTx08ADTp0f71e7nNtB36GDcpBFFQbL0vx+HsRpzuVx4vB40Gg2KopCaljYiNWFRFNHp9Oh0emw2G7l5efh8PjY9vxEQmHHGTDIzs5g9dw463dFTaMzXfBXvO1txv/la/Ptx905cmzZiX/ooJSWl7NuzZ0La46gnjm6nE3HaNDTZOQRrquM230J1NURcLqQEK1hHg6IonH3Oudx3//2Ew2H8Pn9/wqeFd7a+xUsvbiLg9yNKEpUV5fz7Yz8YLJjT3zFG/1Pi/k7/nwfMPo60/ej/uyzL5OcX8PA3vkltbS2ffvIxnR3tpKSksvCCC9ixfTu7d+1EFIQ449C09HS+/4PHSFGR1I2DLKPIcnx4oKIg2mxosrJxut0jv3mjgNvlAkC02qJc1tYkUMqdkNOfIhh2ORjJahvYcfR6EueyHi8oioIoilRXVZKbm0tKSgrB2hocT69RlYlXZBnzECPcsUKSJNVOVulf/Ek+2gBqBBCTrdiXPkJg3x5k5+CFECUUGpCRT8vLp7WtlarKSqZNn35ShuREeazCZDaTnpFB36GDOJ/bEO34hlyLIsuYrrgS46JLjkPNRrhwNszXRJMpyuPunUS6uwZfTySCc/1aTJdeTkbpNFpbW2ioq6OgqOiYan2icJhH0wngUZjQ/v2oPD69FtNll5NRMo3W1taTnseqykosZjNp6RlR5dHnNqjK/SuyjOnyKzEuvvSo5Q4XRaWAakh4e3s7f/njH3h2w3o8Hs9AtJaaHZLP52Pb559zYN9+vvb5Z3z3X74fF/0hmsyHeezpjuPRsX4Nxku/RGZJKa0tLTQ2NJBfUMDJCFEUqaw4iNnwCmlpPoIVSTg3mvpVIQd/V5HBcpkf00WBSRumOgAFRIuM/QE3gb06Ir1DRJfC4HjGjGmxn4wCD63tL9JQv5SCwqITVeNjgiiK1NXWYDKZSc/MpO/Aflwbn0ncr375KowXXTxsmXqdHpPJRFtrK4qiUFBYhM0+Nh2Szs4Ofv8/v6O1uRlRkiidNp2nn91IVnb20a/NaML+8CP4d+0g0tU5+HpkGeeGdZguu4LM6TOiNmRNjeTmJVbBHgtGPXF0Ohyg1aItLsX30Qdxx0MtzYSaG8c0cZRlmcu+dDmP/uO32bL5JdatWY0sy+j1es46+xyWfvMRZpwxk9/+6pd4vV7aWlt55un1oz7P0SCKIo986x/48x//wHPPPE13dzeRSARRFLHZ7CxftZp33n6Lzz75ZNCkVZZlCgoL+Ydvf2dE54k4Hao+TYqikJSTiyYtDWfD+IX+HglHv4iRaDCgLSnF9/GH6l/sV4k6uYbVxwmKHOdzNXBIUUjKzUNKjb6EnU7n8axZQgSDQRobG1mw8PxoJ7N+TXxeIICioElJwbbkIcQx+CuqISMzM26CpijRcHOTaXzCKYznX6guzBGTrX5mPWnff4zikhJ27dxJcUnJSbeiGlPCbG5qYvbcuQjhMI41Kwg3N6nubmgyMqJWKiq7CeOPkfUUR5teGubOJ/n2O+j96x8HHxBFQvW1ONatJuNHP6G4pJTtX3xOfmFh9Own0QLAZOBxou/WsDzW1eJYG+Ox5KTnsampiXnz5/fzuJJwU6M6j+kZ2O57cGQ8Drc2KctxkSzl5WU8/h//zscffZhwsjio+P7vBAJ+Vq9cgcft5idP/ILk5ME7LwM8/u1PgwsQRUJ1NTjXryb93x+npDzCrTwAACAASURBVHQae3bvIjcvDwHUc+YnKRRFRpYFWhp/xdxZjdHJ1AYz4SaN6m6jJk3GdpcHwaBM7t3GGCJgmNNH8s1eelcMCQsX4f+zd97xUVXpG//ee6eXzKT3SULoHaSD2BUXRdG1U1Tsu65dsa+r7qo/14ZlbXTsWLErKKJIk94hCem9zmT6vb8/JgkkmTTIJGGX5/MJJPfeOefMfe577jnvec/zejNVVL5nIvqeStJSDrJ5x/+RlPwKgiAfV0I59faYlZnFyFEnIXi9AeG/gvzg9hgb265UY0nJyTz51DOs/mkVao2Gc6b86agjNsrLyqh1OBAlCVmW0ev16A3tL0s3YiSWS6+g/NWXGp8QRbzZWVQuWUjMo4+Tlp7O1s2bSaiLfOusfrXDT0NlVSUyoB0wMGjuIbmqKhCe0QqCNV2WZVJS07jl1r+xaP7bLF64gJiY2IaB3aaNG3jkoQdISkpixqyrA+UIQrtSeHTkRxAEhg0fQWlJKW+98R8qKipISkpm/ISJpKX1wm6v4fNPP+He+x4gITERSZIafb6tjvpIeLMygytuKgqaPn1Bp6e8rLzd5XUE1VVVDd5K7cDBQbkURAFvTg6eurwwJ9AYrm1bm3vS66EoaPr2C6SuIbDXpDsh1w0yNv+xiYmTTsYgChT89UYqFrwZNJeRKjGJpHc+ajEx9dFg0KDB6JtMQhVFoW+//s0GKkcNSSL6wUeJ+dezzZ9pQaD8tXkU3v4XjGo1Y8eNZ+OGDXg8nh4hrtUeKIqC1+tlw/p1jB0/HhOQd92swOpGEDVcdWoaye9+jG54x/Zehx5tTB0Fgai77iPu3y8FXuhHRoyIIpWL55N/07VY1GomTj6FDRvW4/M1zw/cU9HA47o6HoVu4FFo+Cd06CCPG49XHtevY/yECRiBvOuvpur9ZS3ymPTucnTt1EJobaAnyzJz772b22/9C/NefJ577ryds06dzNrffm2mCdGeekRR5KMPP+DiC86jpKS48QWiSNTdc4l79sWgPFYsfJv8m68jTK1izNhxbFi/Dl+T0NiejACPMhvXzWLcqCUYBT95t0ZT+b6p+aSxbs9g0qIidMPdx8ek8QhE3VlJ7D/LAzknj6RHhIrFZvLviCJM7WXcSf9h49rr8XqPn9zHgdybPjasX8e4iRMxKZA7ZyZVyz8Iao+aXumBfnXo8BbLzMvL5eWXXmDWlZejVqt58JG/c+/cBxg2vOXPtIVe6b255PIr6NuvH3379eOGm25uMQ1HUAgCkXfcQ9zzLwccUI3sUaJy2SLybrgGi1rN2PHj2bB+XbNQ9WNBx8VxnE5qa2vRDhiIaDIj11Q3Dgnz+XBuWIflkstbTPMQZrGg1mjwer2NOrcLp1/E/n37+Obrr9BqtbzzwYeYw8LYsG4dzz7zFAcPHOCN/7zGg488ytdfreBQVlanrhbUy5OPGTuWT5Z/hN/vZ8qfpnL3fXNJSkqmuKiIeS8+zyfLl3PaGWcyavQYVnz+Gao2kmm3BOfmTcEVVVUqtIOHIgOVFaGZcDidLpy1tZjM5gCX5jDk6qrm8umFBRTddwfG088K5Fg7AVDAV5iP/ftvke324Byq1Q2dkd/vp6or09QEQX3ohi0lBbVaTc03Xwb2AgazH1HEcukVaPo0z2d0LIiIjESn0+F2uxvsXhAEYmKOPhVHSzD/6bzAvpwm+6sEUcS+8ntMq37ENGUqycnJZGdl0adf537XUEEQBHIOHSIhIRGtVkvVJx9Ru25t8FyhkoTlihmoU9O6vqGdBNNZUwL75FZ81ujFL0gStWt+oebbLwm76FJiY2PJzc0h9Tj5roIgkH3oEAmJh3l0diaPPSxTVT2PNSs+a7b/OMDjV4RddAkxxyOP2YdISEwK8Pjpcpy//9oyj5dfhSatV/vLb2ViLwgCztpaln/4ARAYvxztWKQeoiiSXxduGkzp2nT2uQF7/PLzIPb4MzXffk3Y9D8TH59Abk4OqWnHD4+HslaRGPsVWr1M9VdGnOu0zVNvAIhgucSOJtXX80NUg0EG05mB/Y413xgafUdBgto1Ouwr9Zin1RIX8ym52TPp1bsrtjl0DnJysomPT0Cn1VL10fs41//eer/aQjiu3+/nh++/4/ln/4/t27Zy4UUXc9KoUZ3SRovFwtz7H8R+623IikzEUWpImM48J7Df8fNPmtmjc+0a7F+vIOySy4mJjSUvNxdbXUTHsaLDvYxGo6W8tJTk1DTUyTbcO7Y1brAo4tqyGV9hAaoW8j71HzCQkyefwtdfrmiYARuNRkaPHcuiBfNxu92cdvoZ9O3XH4BpF07H7XYz95672LljO3a7nREjT2L/vn1tdpRCC17Vpgqt1CX0POucKRhNJkqKi0lMSuaue+6jb11C0NS0NO64+x7eXbaUjevXkZqW1rDSCAEPoEpqXx4jxe3CufbXICcUpPBwdIOHYLfbQyaqotGqKS8vx2Q2o05JRZ2Sinvr5uZeGUHAc/AA7gP7T4SrHgGFujCcFlYbpYhItIMCOYEcDgdOl6trG3gE/H5/gwR03/4D8ZUUU7nwbRSnM6iKqnbwUMIuvrTT22GxBnI5VlRUNDh8BEEgJvboU3G0hMP7cjbhLztiX06DOudb6EePJS4hgS1//EFNdTUGo7FDEQNdDb/fj8vloqKyghEnjcKXl0vlkgUQTGDL70c3chRh0y7q0jZ2dh8h6PWEX3cjrk3r8RUWNvqeittF5aL5GCacTFKyjc2bNhIbG4tWqzsueKxswmNQobRu4rGz0TaPb2OYMInEZBtbjicenU4qKyoYMWp02zyOOImwCzrGY5glrNXxRHvCUaFxyjJJklosUxAEXE4nRYWFwc838LgBX1ETHl11PI6fSGJyMps3bSImNhadrufz6HQ6qS5/kvSh5fjyJSqXmVE8QvOYPD/ohnkwn1fbszwzHYECokEh/OoanJu1+EukRh234grkrNSPcZOYUMrmbY8TG//pccGj2+WirLSMkaNG4c3JpnLpQvD5gtvjqDGYz58etCy32838t97g1XnzqKysQKVSMWHiRNTq1sNZ24LL5WL71q18/923DBg4kOkX//mYyhN0OsLn3Ihz4/pAKO6R9uhxN+g6JNX1q9ExMWi12mPmscMTx/j4eIoKC7DZbOiGDce1Y2vjwYIo4svLwblpI+YWJo5ms5nHHn+SgQMHsXXLZjweDxarlejoaAoLChAEgeFNQjmGjxyJNTyc0pISykpLOe/8aWjUGlRqFaIoNv+RJCRRQpICv6vVaiRRQpQkREFAEMXAufprRAlJkpgwcRKLFs7H5/cTn5BAYlJSo3bExMQiyzLFxcXcetvtjDxpVINXUEFBr9cTEdn2ypwn4yCu7duaHVdkGU2v3mhTe5FXWIChA3HPHUF8QiJFRUXYUlKQLFb0I0/CtXVz8IGfKJ6YNDZBa/dDkWU0ffuhrvPulBYXYzQYu6ZhTdtSJ4iz/8B+0tN7IwpQufxDXNu3BlU+FrRarDOvRtVKzr6jhdkcRkJiEjU1NQiCiKIEhKHi4hM6vS44cn9Vk3059epjnywn/LobSevVi3379jKyB+eSUxQFSZLIysggJTUNSRQpe29Zszx5dRcj6PVYZ12D1FNTjnRg0KUbMgzL5TMoe+m5xickCfeunVS9/w6Rt91FSkoqWZmZDBw0uHPb2ok4ksfUbuaxKyJVj0R7ebQdRzxmZmWSmtYLSRAo++AdPHv3BOdRV89jdIfqSU/vg16vx+VyHVW/VN+fDRw0mAEDB+J2u9m0YQOFhQUtllc/kWoJuqHDsVx+FWXznm98QpJw79xB1YfvEXnrHaSkpnIoK4uBgwYdB/3qUlKT1yGKULHchHuvOuhGLkGnYL2yBlW0/7gLUW0EP+gGe7D82UH5a022iUjg3q2h+hMjETdWk5r8K1kZ7zFoyJweyyMEHCIZmRmkpKYiiSIV7y5tnn8U6vpVQ8Aeg4hYyrLM22+8zvP//j/cbjdS3T7EivJjixrbv28fL7/4Aj/+8B1Op5PX315wTOXVQzt4CJYrZlD2wrONT4hSQKTrvWVE3nnvEf3qoGOus8MTx2SbjfXrfsenKBjGT6T6w/dR/I0loWWPpyE5rKBWBy0nPiGB2+68C5/PhyzLCIKAx+NBr9ejKAqFhQWNri8pLsZZ60SlUmEwGDl7yrmcPeXcjja/XQgPD0cURYqLiygpLmqUB6WivLxBJCe9dx/Se/c5qjocP68Kuj9OgMC+MoOB/Ly8kKla2Ww21v3+Oz6fL3BPJ0yi6r1lgXyOJ3BMEAQBw7gJiHUbp/ML8rtVLbCkpASDXo/VasWzby/V7y8Lrvbn92OYeDKmc0JjVxaLhf977gVqax0NHnBFUeiV3jsk9SEIWK+cRe3qn5tFRuD3U/VuQNUxvHdgcFZaWkJUBwd2XQVZlqmqqkJBITo6Gte2LYF9G4G170bXKrKMcdJkjGec3S1tDQXCLrsSx8+rcDVNG6MoVH/4HqYzzyZ60BAKCwupKC8nzGLpkd7xI3mMOsHj4RNH8BgzaAhFxwOPlZWgQFRUFK7t26j+6IOWVRsnnYzxzI7zOGrMGE47/Qy+XPFFh+9D/aTo4ksu5a575xIbG9gSsPKH77ntr7fUOfCCRGO1o+ywy64K8Lh5U3MeP3gX0xlnET1wMEWFBZSXl2PpsTz6qawsBv9LREa5cO/UUP2xMZg5ovjBONmF8TRnx0JUhSN+lCN+OhP15dOx8i2X2Kldo8O1tUm6ERmqPjJhPNVJVH8nRcUvUl4+FYslCkk6tnDoUMDv91NdXYXs9xMTE1PnGP4oaESYIssYJ5+C8fQzg5aVfegQSxYtwO12N4qMemfpEhISEzl7yrkdyo2oKAo/fPctTz35BPv2BfRCBg0ezPDhI47imwaH5dIrcPy0EtemDU0WBBSql7+P8cxziB46jMLCAiorKjCHhR2TPXZ4g2B4RARej4eKslL0I05ClZTcTFlSEEWc638PzPZbgSAIqNVqtFotGo0Gk8nEiJEjkUSRVT/+0JA0PT8vj/lvvkF1dRVx8fH0G9C/o83uEMaMHYc1PJzcnBzmvfgCeXl5eL1eiouLePWVeRiNRsZPmHDU5fsrKnB8/21zRU5FQTSbMUw8GZfHQ1lpachkra3W8ACPdaItuqHDUaf2alEl9ATaCUVBDA/HMDEg7exyOqkoLye5ycp1V8Dv9+P3+8g4eJDUtF7g91G5ZAHe7ENBvXCSOSygotpKLqNjgSiK9EpPZ/CQoQwdNpzhI0YyYuRJHdsU3kGo4hMIn3MDgl7fTNAhoM65EPx+0nqlk5mRgSAIQSXuuxP17dm/bx+pab1QPB4qF76Nv6iwubiWoiBZwwM8hiha4VihHJkOqZ1QRccQft2NCEZTMx59BflULHwbPB7SevXiwIEDSJLU43mk23lsbQddaNAuHr3HCY/795HaKy3A46K38RUWBO9XG3jseNSJ0Wjk7vvmMnzEiIbxUHvbaLFYuOue+3j0H08QFxfXkAN79NixpPfu04ogWNtPhSqmnkdjcx7z86hc+DZ4vaSm9eLg/n09mEcVB/a+RpptP7gFKpaZ8BVKzUfGCkgWGetVdkRTOzcQi+CTobRU5OBBid27VGRkSFRV1YXAdobxSeBXoLxC5NAhiaxMiYoKMTCvbWt0r4Aqxk/41TUIxuZCOb58icqlZvBAasoeDux9HUlS9UgeBUFg3959pPVKR3G7qVz4Nr7iouYTR0VBCo8gfPacBsd+U7g97jodhsPHBEEgNzeHuffcxY1zruHjjz6koqJ9K5B/bNrIQ/ffx759e5EkKSAI2Ldf+1L2tRNSVDTh19+EaGrSrwoivsJCKhe+heBxk9Yrnf2dYI8dnjhKkkRCYhK52dlIcfEYxk1ortQjCPhLiqn56osON+jiSy6jV+/eFBcX85ebbmDuPXdxzawZfP/dt6hUKi659HJSQpxbZuRJo7jgwunIsszyDz9g5hWXcv21VzPj8stYvGA+Z085l0mT287B1BJqf/0F955dwVWe+g9EN2gIxYUF6LS6kIWqSpJEfEIiubk5gb+jojFOPqXxQ3cCHYYiy+iHjURbtz+3uLgYjUaLwdj1oaqSJJGTnU18fBx6vZ7a39cGbDKYII4sYzzrHAwTJnV5O0MN01lTMJ5xNkrTgZIgUrPiM2rXrUWv1xMTG4vP5+txnnFRFCnIzycyMhKTyYTj51XYf/yuRR7NfzoP/eixXd/QeoRoNmI87QzMU/7U3Lkliji++wbHLz9hMpkID7f2yMTVTXm09wgeuz7srE0eV/d8HvPz84mMisJkNOFY/ROO779pmcdzpx6TOnXvPn159vmXOHvKuYii2Ko6Yv25wUOG8H/Pv8hNf/lrs9URvd5AZFTUMSssGk87E9M5wXm0f/c1jl9+DvAYEdlzeczbQpR1IUazD8daHY4fDMFHxTKYznaiH9UOFVUBFAG2bVPxwENhXHZVOJdfFcEVM8K57MoIZs8JZ9ESA1XVQfZQthdCYNFz82Y1Dz0SFij7inAuvTKCK2eF8+S/zOzZo0Juy7xlMJ7ixHRmkFVUEezfG3Cs1WE0e4m0vIXf7+uRPBYWFBAREY7ZbMbx04/YV34fXPhPljFPPR/dqNEtlpeW1oup508DhEY2IooiHreb1T//xD133s6c2TN5751llJWVtdq+FZ9/Rl5eXsO4QhRFdu7Ywaoff8DVidoXxlNOx3TuecHt8YfvsP+0CrPZjMVqbdjCdLQ4qk+m9upFfn4+Xr8f01nnBFIOBOmE7N98ifdQVofK7j9gAI/+4wn69u3H559+wqIF89m+bSs6nY6Zs6/h2uuvD3mMtUaj4c677+WKq2ag1+vZs3s333z1JTu2b0OlUvHAQ49gPMqJgOxwUP3Jh8jBHhhRxHTGWQgmE1mZmfTqnX6M36R19OrVi4L8fDx14amms6YghkecmDweAwS1GtM55yLoAmknsrIy6ZUeWh6Dod6bVFpaSmKyDdlup2LBm/grK4N44WSk2Lh25TI6FiiKQvahLN5ZuoSHH5jLW2+8zu5dO0PuwawXdFDHJzTuVAUBf0UFlQveRLbbSUq2sb8uSqIj3v1Qot6bmpefhy01taG9SjA137o0KparZgdNr9NzcHT9i6DRYr32BlTJtmY8yvYaKua/iVxZgS01lQMH9gdWj3saj3ldw2NP7sHbzWNKKgf290we67eRyJUVVCx8K7i6dj2PM47dHvv1788L817hsSf+ydBhwxocyn6/H5/P1zBhHD1mLA8+/ChvL1zCOVPODeoEEwUBdSf0D4JWS/i1NzSPOhME5JoaKha8gVxZiS01lf11PPaUftXn8wV4zHkKW3IecoVIxWIzfrvQ3Jcigyrej/XymkAKi9YggNcHS5fpue7GcN59T8/+/SqKi0UqKkSKi0U2bVLz2D/M3HaHhV27VB0fhYvgdAm89baB62+0smSpnl27VOQXSBQViezYoeKNNw1cPcfKa68ZWy9fAUGrED6rGlWiv/HkUQB/jUDFYjNypUhych779/3Ro3ist8ecnGxsqWn4y8upXPAWisMR3B6Tk7FcNQuhlXBbjUbDHXffy+VXXoVKpWq8Ml8nRuX3+9mwfh0P3HcP1866iqWLF1FcXNRiG+u35UBg4rh//z5uveUmbvvrLXz/7TeUl5cfsyNH0GiwXns9altKM3tUHHYqF7yJv6KclNS0hvfj0fJ4VL1HVFQUAlCYn0/SSaPQDRlK7e9NpMRFEe+hLKo/+5jIv93ZofLPOPMsUlNTefzvj+JyuUhKTuasc6ZwyqmnotN1TjLythAVHc1jT/yTP009jzVrfqGkuJiIiAjGjZ/QTDCnI6hd83NAHjhY7ryEREynn0W13U5ZaSnjxo8/xm/ROiKjokAQKCoqJDnZhnbgYAxjxlHz7VfB5YtPoHXIMprefTGcHFiNrq6uoqysLOQ8Nm+GjCRJOJ1ObCmpqCSJ6m++xPnbmuC8KhA2/c/oBg8NWZt8Xi/LP/qQ116ZR1ZmJj5fwHMZGxfHzNnXMOe66zF2YN9ARxEQ5riqmTCHIEnU/voL9m++JOzPl1FUUECvXulotdpu95LX71Fy1taSlJSMRq2m8otPcDbdH1YPQSDsksvR9h/Q9Y3tKI7yHantPwDrjNmU/t+/Gju4JAnnpg1Uf/YJ1tnXUlpUhM2Wgk6n63ZBh0Y8JicFePy8B/DYjRoXbfL4+SdYZ11LcXFAwK1H8eh0kpxcb4+f4ty4vmUe/3wZ2v4DO6X+sLAwZs6+mnOnnseB/fvIzMggNycHu92O0WQkOdnG1POntZkTVxDFY07bUQ/tgIEBHp99qjmPG9ZT/cUnWGdeQ3FhASk9iEeVSoXDUYwt4RvUWoXK5Uacm1pIvyFA2HQH2n7e1vc2ilDrFHjzLQOv/cdIba0Q9LGQpMC4/seVWrIOSTx4v50zz3AjtDP8tbJS5LkXjLzzrgGPB5pSWV9nfr7Es8+ZuOxSJ1FRcsttl0Hbz4v1cjulL1oa9c2CBM6NOqq/MmC90k5Z8Uc4U9PR6yN7BI+SJOFyuUhMSkKr0VDx2fJAmrsW7NFyyRVo+7a91S0iIoJHHnucAQMH8vqrr5Cbm9vMCVMvmvPHpk1s27qVZUsW8+dLL2Pq+dOIizssLnjVzNnk5uTw269rcNjtAYFOUcThcPDVii9Y9eMP9Onbj9NOP50zzjqHAQMHotPpjuqeaPv2xzLzakqffrK5Pf6xkepPlxN+zfUUFRRgs6Wg1WqPiscO9x5+vx9Jkhg1egy//forhlNOIf75V8mbMwP37p0gHpkURqD8pX/jLy0h+pHHO+R1S+/dh4VL3+lo8zoVer2eU08/g1NPP6NTyqtatpjixx8F2d/YG1IXdx3/wivIthTWfPstg4cMRaPRhizxaj2PI0eexLq1v2GoC1+JfeY5ZIed2mCpQk6gZcgy6pRU4l99A1VcPG63mzWrVzN4yJCQ8hgM9XXt2rWTkSeNwleQT+Xi+Sged2P7rGu3Jr0PlsuuDJ5apJPwwfvv8fjfH8FutyNJUsPApaiwkOeffQZnrYM777kPdQtiWp2BloQ5FI+7Ia1DdHQ0u3btZMSIkd2e9Njv96NSqdi7bw9Dh43Am5VJ5dJFweXFZT/aAYOw/Pmy7mlsh3H09zbsoktxrPoR5++/NR4g+HxULluE8ZTTMJrN7N+7lyHDhjXcx+5CUB6XdTePdfe/GyePrfK4dBHGyadh7oE87tu7hyHDRuA9lEVVi/Yoo+k/ICQ8RkVFERUVxbjxR6+zIHaiYzjs4joe161txmNVHY8Wi5V9e/cytCfxuOc3hg2swntIRdW7JvDRfHVOBk1fL2HTHYfFbVpAWZnIv18w8f77+qCPRFNIEhw8qOK++8N44H470y90IrVWhwSFBSJP/svMFyt0KErrdYhiYIL60CNm/v5IDXFxrUwegbAL7Th+1uHcqG0slOODqndNGCe6MBveZ+/uSQwfOa3H8Lh37x6GDB2GJ/MgVcuWgN8fvF8dOKRDacaMRiOzr5nDyJNG8eJz/2bVyh8bHN5Hon7f4o7t29i9aycfvv8uM2dfw7QLp2M2m+nXvz/zXnud39f+xqcfL+e3NWsoKSluCBf1eDxs27qFbVu3sGTRQkaMPIlTTjudsePG0ys9vcOTyLDpl+BY+UMg3V9TQcBliwMhrWZzoB8benT22GF3ev1Ni4iMxKDXceDAfqSYGMzTL2k+KIXAPqIvPqN29U8dreq/Cp6D+6lY+Bb4vM3OKbKM8fQz0Q0bwaHMDLxeN4mJgVQmoRq81vMYFR2NwWjk4IEDgeMmM5YrZp4IV+0oBAHzhRejSQ0kdz6UlYXX6yUxMbA63VWTkPo9erm5OfjcbgSg6oN3ce/eFdw+JQnLlTMD4Q0hwoH9+3hl3os4HI5mXjtRFJFlmcULF7D21zUhawO0Jswh4d6zi6oPlmFLTcPjcpOdnY0kSd0WklPfmXs8HipKyxCByneW4M04GHy0oNZguWo2qhClNmk32jkRORZrkCIiAkIAYZbmgkcZB6lctghbSio+r4esrCxUqu4TdDhueewCtJdHbw/iMSszE9nnQ0Sh6t0leA4eaIFHNdYZs1vMZd2dEAQBsROdhFJEJOHX34wYFtaMR8/BA1QuW4wtNRWfp+fwmJFhB98riEDVhyY8B4On30AF1svtqBN9ra82SnDPfWEsWxaYNLb39kpSQDznsX+Yef0NI3aH0HjSJgAiKCL8sUnNbXda+PyLwESiPXUIAnz1tY77Hgjj0CGpcdlHQgEpUib82hpEc3OhHM9BNVUfmLDZCnHaX6a4xNEjePR4PJSXlCAqClXLFuPNyghqj4Jag2XGbFRx8R2qRxAEhg4bzgvzXuHBRx4lITGxxe9cP7bZuWMHjzx4P3fddmvDOaPRyBlnnsVzL85jybvvMfeBh5gwcRIWi6UhFFYURSorK/nxh+/5+8MPMuPyS7nlhut4Z+kScrKz291mKTw8YI+WIP1qViZVSxdiS0mlpKgYr9d7VDx2eOJYrzqoUqkYNGQoBXl5lFdUEHb+BWgHBskPIgjI1VWUvzYvoDr2PwjF5aLijdfwZgYZLCgKqqhoLJfPwKMoZBw8SJ++/TAYjce8gbU1HMnjgEGDKSwsaFBYNUw+tbmQyAm0Ck2ffoRNDyRz9bjdZGQcpHfffhgMhi4NeazvBAoLCoiIjsa9cwfVH74X3BFQl5TafP4FIW3Tyh9/ICc7u8V7IAgCVVVVrPjii5BPsFsU5lAUqj98H7PZTGRUFMWFBd3qURVFEUVR2LljO/GJSTj/2EjNZx8Hlxf3+9GPHov53PO6oaXdA8PEyZjPuwCUpoJHAjWffUx4eDgGk4mK8rKQ9qNt4TCPO9rFo+EEjwEIAjWffUJ4eDjGHsRjeXkZeqMJoXmzugAAIABJREFU5+ZNVH+6vGV7HDUG07nnd0NL24fOXHEEMExqjcflWK1WjGYz5WVlKEr3bQEIOCr9VJZ/hEG/Hdc2DdWfG4I6vBQ/6Ee6MU2pbXUVUBZg9c8avv9BiyB0PHBHFKG6WuDfz5m4+94wfvtNg98feGU7awUOHpR4/gUjN//Fym+/aY6q/FWrtNx2p4UN69UodZPRZpDBMNEV/PsKUP25EavVQ2TEVnKy3u9WHgUhIFyzdcsW4hIScW5cT83nn7Rsj2PHY54y9ajrM4eFce11N/DG2ws45bTTWh2n1O+B/PqrLznQJLOEWq1m4KDB3HLr35i/eCkLl77DXffcx+ixYzGZTA2pCQVBoKyslO+/+4YH597LjCsu5eCB/a0oITeGYeLJmM+/sPm4TxCo/uJTIiIiiE9MZEddLvmO8nhUrNdXEhMbi9ViZe/uXUjRMVhnXhP8A3UJtyvefA3F23zF7b8d1Z8up2bF580l1wEUBfMF09ENH8HB/fvwud0kJ9vqToV2EF3PY2xsLEaTiT17dgeOGwyoIiJPrDp2ANaZs1EnJQNwMOMgPq+X5OTkLm1D/erYoUNZKH4/NltKQCa+ID94ElyDAeusa5EiOk8WuikURWH3zp1tdniCILB/3x4cDkfI2gKtCHOIIr7CAhSPm+QUG7KicCgrC+h6oZx64Ybs7Gy8bje2lBQqF7yFr7QkuLy4yRSQFw9hWpPOQmetcwhqNdar56BOS28mBOArK0Nx1mJLScXjdpOTk9Mtgg6NeXS1i0drp/HYRsoApXHqt+5CA4+pwXgs7Vk8HjqE1+M9zGNJK/Z49RykHmqPgiCg6uRcfId57NWcx9JSFKcTW0oKXo+H7OzsbuUxJ6ccr3MetuRSKpaa8ZVIzQ1BAdGoED6zBpdaobJCxFsfyqoCJPD6BHbvUvHU0yZuv8sSdFtdeyEIgQjLL7/Scf2NVv5ym4Xb7rJw9XVWrpwZzosvmSgoFI+6DlGETZvU3HKrlRfnGTmUJeGXA98DVUAFtrpaoMoB4bNqUNt8zYRyfKUiSq1AcmIZPuc8cnJKu4VHv9+PKIrk5OQg++rsceFb+MrKgtuj2RzoV9vY+9sW6lcfn3/pFS69/Io29wVKksS8F57H7XYHPW80Ghl50ihuu/MuFi15h/mLlnLLrX+jV3o6iqLU7eFUoSgKmRkZzLzycp556p9kHDzY5txAUKmwzp6DulfzftVfXo5S6yAlNRWPy0Vubsf71aOaONavVqnVatJ6p1NUUEBhUSHmKVNRWlnyrPrwvYC39X8Izk0bKH/1JRS3K6g3RJPeO5Ck3OUi48AB0vv2wxwW1iWrVEfyOGhwIHl2UWEhAGEXX0LP1ubrOVD8/oC3Fah1OMg4cIDeffoS1kU8QkAQR6VS4XK5KMzPJz4xCa1Wi/27r4OGbgSS4J6G8bTO2b/bEhRZxl2n2tsWPB5vl4S+1AtzNHsLiyKOn39Cq9GSlJRMUWEBLperubJaCFEv3ODxeCjIzyMmPh6DwYDjp5VB5cUVWcZ4xtkYJk3ukva1B61mB+zEmYomvTfWWdc2U4cQRBH7d9+g1+uJS0ikIDcXj8eDSqXqspDx44PHnjB1rONx9jXHBY9xDTz+2DKPp5+FYdLRp+vqCkiqzhe/06T3adkev/82wGNiAgV5ed3Io52C3FeIj8tEb/Tj+Ekf3J8vg+lUJ+qxLp57zshlV4Vz01+sPPqYmdf/Y+DlV4z89fYwZl4dzn9eN1JW1jnveEkCu11gxZc6Pv5Ex29rNRQUSghC23sm21N2UZHICy+auGpWOLffZeG554y88oqRRx8zM/PqcB54MAxXjI/wGTXNFFAEEew/6dEb/cTHZ5Gb9TIeT02X8yhJEl6vl8L8PGLi4jEajThW/9SyPZ55TkNe7c5AdHQ0t995NympqW2OC1atXMneugWZ1mAOC2Ps+PHMfeAhlrzzPvc/9DD9BwREteojLXJzcnh13kvMvuoK3vjPq1RXV7dapqZXOuGz50AT3QhBkqj55isMBgNxCYnkZuc0hKy2l8ejfhTr43ltthSioqPZtXMnssGAKjqmebgCBCRha2spe/HfgU3U/wPw5mRT+tQT+PJyW7B6JSCfm5rG7p07kUSRtF6BPXJdpVZVz2NsbCyRkVHsqkuPYJ09B+3goQE32Am0DFlGFROLaA54s3bt2oUkSaSmpQFdx2M9Duzfj0FvID4xEbmqEn9NTVAvnCoiEuvsaxH1oVUpFiWpYZ9na1AUhdi4OAwhbk89wi6+FP2oMY2fb0FokKyOS0hApzdw8OCBLmlPPepfRFmZmagkFYlJyfhLS1CctcF5jI4JpFHRaru0nS2ja5/3sAumYxg/sbHDUhCoqEsAnZiUhEqjJjMzA+i6vcbHP49di7ALLmoXj1ndyKNarSYhKQl/WSlK7fHNoxhsv3snwHzBRYHc3k371YVv4SsuJjExCY1GQ0ZG9/CYkZGFWnyHhPhK/HUraMFWG1VRMhEza9i0U8WHH+nZuVPFt99peXu+gSf/ZebpZ0x89ZWOkhIRUexcXTlBCMy9VarAZE/sxLLrh6HZORKffKrj+RdNPPW0ifkLDfyxWc233+lYsUJH2LRaDKNdKEcO/wSoXGLGXyyRkFCJTv0umRlZQDfYY0YGgiiSmJyMv6QYxekMbo8xsVhndn6aMWt4OJGRbedC9Xo9HcrVKAgCyTYbN93yVxa/8y533n0vEUfkQRVFkUOHsnj6n09y9x23kdHG+MR8/oUYJkxqtqBXuWg+vsICEpKSUKvVHMrKBGi3g/yYfBj1OVTS+/TF5XCwf+8eLFfNCh6SCYFwsPw8Sp74O+69e46l6h4Pf3kZJf/6B66WpIEB/DJh06ZTVFTEoaxMhgwbhk6na7ivXdbWuvr69uuHw+7gwP59qOITiPjr7YgW64mQ1dagUhF+7fVAQCE0OzubwUOHdimP9aEbPp+PspISklNSkESRmhWft5B+Q8Y09Xx0J7WcBLczcfLkyZjN5lY7WZVKxSmnnoY6hHkkj4QUHlEn6NB4A7lz0wZqPvsYURBITU3FXl1NUVFhg4hPKHFkGpWiwgKSbDbUKhXVn3wUvA9RFMwXXIRu6PCQtqsjEBr+OYz6/WFHXNFpwQximIXw629GapJ/1r1zO9UfvodKkki2pVCYn4/X6/2f5bE79we2Bx3j0dPlPBYXFraPx2nT0Q0bEdJ2dQbEI2YjiqJ02r2ULPU8hjfi0bVjG9UfvR/gMSWF4oICPG53l/LochZSkv8syYl5qNQK1SuMwcViFAg7z4Ev3cuCt41UVIgNEzmVKjD5kqTATzdmozgmiOLhiakkgaruf68X5i8wkFMlEHldDZJVbtRXu3ZoqPrUiEoFtuQ8CnOfxuct6lIea2trKSkpJinZhkatpmr5By3aY9iFF6MbOqzT25J9KIu8vNw2x3epab1ITU07qjri4uK59fY7+Ncz/0d0TEzD8fp7/fWXK/jbX25h29YtLZYhhoURfv3NzbaeuXftoOqDd1GrVCTZbBTk5+N2uxtSjLSFY3qT1G8CjY+PJzk1jX179hA+82oMkya3HLIqSbh37aDk7w/iPZR5LNX3WMjVVZQ+808c33/bcnyBLKPulY5XrWH71i3ExMaSmJTcsBTflajnMS4ujtS0NPbtC2zoNZ16BtaZVx+/vWOo4fdjOvOcgLCRx8P2bVuJiYkhqYt5rJeD/mPjRqJjY4iMisKbk03l0oXNL5ZlVEk2rFfN6rJcnWPHjWfq+dNa7JB8Pl/gmvO6VkzCMOnkgDDQkRNav5/KZYvxZBwkPCICizWckuLiLhl417+E9u/bi8UaTmxcHJ4D+6l6d2nzi2UZdVovLFdcdewxTCGC3+9n8NChzH3wYaKiopvw33nOKMPY8YRNv7gxj7JM1fvv4N69i+iYGKKioo9aCKCj6Dk8KnVVyFisVu6d+wCjx4wNhIP3wC69PTxGRkWzY/t2oOt43Ld3L2HWcGJi4/AcbIXH1F5YrpjRY+3xSNTfO0VRsFqtDBo8uNNWjfTjJhB2YTAel+Hes5uo6MA7aseOruGxvvw9u7cQbl1JdHQtngwVVe8HyRssgzrFR/jldlat1vDzas3xQGenQRRh3z4VixYaUI90E3Z+E6EcOaBC696nJirKSVTkKrZu3Vj32a6xx8yMAxjNZmLj4/Hs20vVe8uaX1w3vrZcflWnj1/tdjuvzHuJ/Ly8Vr+zoihcM+c6YmJjj7ouQRCY8qepTL/oz83OSZLE1i2bmXvP3Rw8sL/FMgxjxmK+6M+N7VFRqP7wXdw7dxATG0t4RAR7dtdpnLSDx2Nmun7QOmDAAExmM0qYhcjb70bdVHyi8YdwblhH8cP34z2UdaxN6FGQqwKTxuqPP2z5gVUURKOJyFvvYOe2bbjdbobUeUW6K3dc/SSnX//+mMymwOBCkrBecz3GM88+EbLaFH4/2oGDibzzXkSzmZ07duD1+RgydCjQ9aEb+fl5KLKMLSUVFIWqd5fiaaLoBYAoYrn0CjR9+nVJ+wC0Oh133zuXqedPa9iELcsyfr8fWZYZN34Cf3/8CaKio7usTQCCSh3YQJ52hKCDKOLNzKBq2SKQZWwpKVRVVlJcVAS0P5Sjo6hXUyssLKTW4SAlNQXB76dy6UK82VnNPyBJWC6f0ZD+padBlmUSEhJ48KFHueGmm3nwkUexWq0N969TrUOSsM68JvBMH8GjLy+XysXzEXxebKmpuF0uCvLzG9oXCjTi0W7vdh4VRcFkMnHPffdz01/+yoOPPEpqWhp+v9zzJo89kMe8vFyctXX2KMtULl0UfMwiSViuuApNWs+0x6YIvO8VVCo1N//1Vl574+3DToVjhNDAY9/GPObm1PHow5aaisvlorS0BAgtjwCFRS6c9sexJRUhyFD1vhnvoSACQSJYL7FTZZZZsMBAba3wP+c3FwRY/rGODVtURMysQZPuPSyUI4IvV6LqHTP4ICW5BK/jcYqKAgIwobbH3NxcHHYHKSkpiH4/lUsW4MsJkqpCkrBeMRN1SmqntqOmupqXX3qBr79c0eYES5Zlzp/WOYr1Vqs16HFJkti+dQuvvjwPb0vCo6KEdcbVaPr1b2yP+flULnobwevFlpJKrcNOSXFxQ9tbQ6e4COo3Hvft15+dO7ajGzqcqDvuQTQ1yZfWqGaR2t/WUHT/3Xj27+2MZnQ7/GWllPzzMao+eLf18E5RxDrrGsxTp5Fx8ABDhg3HYrE0hBx2F2RZRq1W06dPP3bt3AmAZLUSdc/9aIec2O/YAFlGiosjau6DaHqlA5CZcZBBgwd3OY/1IaoF+QVEx8ZiMplwbd1M9SdBHBf+QHLxjiTB7SzExcfz9LP/5vF/PsUpp56GzZbCmLHjuPf+B3j5tdcZECyVTxcgqMCKIFDz+ac4N6zDYDCQlGwjI+Mg/iDJfzsLoigi+/0U5OUSERmJxWKldv3v1Kz4rHnov9+Pbugwwi64KCRtOVYoioLRaOTu++5n/MSJAFx40cXMffBhzGZzSAYXalsK1muua7yXRRSxf/MljjW/YDabiYqOoaAgP6T2WS/3X5CXS0RUVLfyqCgKOp2OO+++lytnzARg+IiRzH3wYaxWayDlUg8bFPc0HstKSut4tOBc/zs1X3wWtF/VDem59hgMKpUaRYFLL7uc2VdfS2paGo898U/6DxiAXz7297w6JRXr1UF4/PpLHL8GeIyNjSXz4MGQ8+j3+8g/9ApREfsJs3pwbtZS82WQFBx+0A32EDatli9WaPnjD80xKaUerxAEKCsTeeN1I85wP+GzahCO1FcRoeZbPbXrdJjCvMTEHCA78zn8fm+I7VGmurISi9WK1RpO7e+/UvPVF81X+P1+dMNGYJ52YafVL8symzZu5NZbbuK1l+fhdrvx+3xBf3w+H4qicNY5U9AbDMdcd2lJCb+s/glfXdlNf2RFYeWPPzTsUwwGdbKN8GuuR9AcsfdaFLF/9zWOX34iLCyMqOhYcnKy2yXo2CmazAHj9JOUlMT2rVsIDw8n+bwL8BzKovzVlwITjmBuG1HEuW4thXffRvTD/wiIVRyn8B7KouSf/8Cx8ntaTeYjy5imTiP8+pupdjhIttmw2Wz4fL5uyxlXj/pJSAOPEeEkJSWjSUsn+qHHKLr3joDXPEQb648LKDKi2UzU3fdjmBhQQKyqqiIp2YbNltItPObl5OD3+0hKTkZxu6ioEyJoGooqaLVYZ16NKjauS9tXD4vFyoxZs7n4kkspLy/DYrFiNBq7XECoKcIumI5j5Q84Vq8K3DNBwFdeRsWCN9EOGUpCUhLFxUVkZWWR3rt3yNpRWFSEy+Wm/6DBKA5HnVBPRWMeFQVBrw+kUYmKCllbjhYKIIkSc264kekXHw6vEUWRy664EqfTybwXngvJirx56vk4Vn6P/ftvG3j0V1dTOf8N9CNOIjklhc0bN5Kfl0eyzdbp9dejqLD7eVQUBY1Gyw033cLsa+c0Cps/909TOZSZybIli3ukcHaLPC54E/3Ieh43hJzH/Px8HA47ffv3R6l1ULHgLfwV5c151OmxzroGKaprIyaOBYIoMPmUU7njnnsbBreDBg/msSf+yV23/w25E5zE5qnTAjz+8N0RPFZROf9N9CNGkmRLobSklIL8PJKSQ8djYWElHtcykvuWodgFKpaY8ZWLCE2GMYJOIXxGDfluWLLEgM93XEQdhwSSBKt/0bJihY7Lz6/FvkqPfZU+cM8E8FeJVCw2oxvqISmxgpKSd8nLnY0tJSFkbSoqLKSiopwRo0Yj2+0Be6ysDN6vzr4WKbLz+tVtW7fyztLFuN1uJk0+pVV/m6IoDB0+nDnX39ApdW/Zspmo6BjOn3ZBQ5oOJVBRoD5Ap9W1KXhlOvc87D9+j/27rxvsUa6poWL+m+hHjsaWYuOPTRvJz88jKan1VHKdNsKt3yd38imnsvKH7zGbw4i47ib8JcXBY5APfxD3ju0U3vU3Iu+4B/N50xBU6pav72lQFJwb1lHy1BO4t21pvafx+9GPn0j03Ifw6nT8vmolZ551dsOKbU9AfQL5kyefwsoff8RkNGEND0c/agzRD/2doofm4i8u+t/sURUFQWcg4m93YZ42HQC3282639d2G48ej4fc3BzS0tPRaDTYv/kKx8ofmktT+/3oJ56M6Zw/dWn7gkGv17dLabWrEBDmuAnX9q3I1VUACJJI7S8/Y//2a8Km/5mUlFT27tmNLSUlJG3web1kHTxIUkoKep2O6o8/pPbXX5pN/hVZxjhpMsYzzgpJO44dCudfcAHX3XhTM1uQJIlZV1+DIIBOp+v0mkWjifDrbsK15Q/85eVAIGyufsXPctUsklNsHMrMJC4+vtPrhwCPmT2AR7Vaww0338Lsa65F3USOXRRFZl87B4/X0yPD8Frkcd1aar6o5zElpDx6vV5yDh0i0WZDp9NR/elyatf8jCA17lcDPJ6M8YyzQ9KOUGHQoMFccOF0Yo4Q3QCYMHESDz3yGHr9sdunaKrncTP+iiPtcS01Kz7HcuVMkm02Mg8eIDYuVDw6OXTgMZITM9AZZGq+MFC7Rtds8V/xg3GyC/0pTl59zciePaqG3IodQhCR1uMVLhe89baBCRM9xM6pwbVNi78ycOMECWrX66j51oDlUju25EwyMx8jPv65kLTF5/ORlZlBks2GQa+n+qP3cf62Jni/evKpGE87s1PrHzhwIE8+9Uy7ndxqtbrTVl9PO/0MTju9Sdq0+snjEWhLU0M0GgPjnM2b8JeX1X8I58b1VH/+CdZZ15CcbCM7K4u4NuyxU0e5kiRhNBoZO34Ca39dwymnn0HUnffir6nGvuLzlicbkoQvL5eSRx/Es2c34dfdeFx47+TaWqqXf0DFf17GV1jQsnoqBJbPh48g5tEnEGLjWP/LapJtth6pdCdJEkaTibHjxrF27W+ccuppGAwGjKefRczDboofexh/acn/1uRRURC0WiL+8jesM2Yj1DlK1v2+luTk7uNx08aNDBg4iIjISCrmv0np008EPFFHdnCKjCohkeiH/4FoNndLO3s6DBMmEf/8y+TNmVl3REDxegOr7Lk5xNx6Bzq9nvXrfg9J/X/8sYneffsSExtL+csvUPbiv5tHLcgy2r79iHn8aUSDMSTtOFbExydw171zWzyvVqu59rrO8cQGg37UGBLeWEjOxecfvn+yTPGjD+DNySbxvgfR6fT8sWljSOrvKTz2HzCA/gMGtHjeaDRy+513h6TuzkCrPOZmk3hviHnctJH0Pn2IiYml/JUXAzwCjaYFsoy2dx9iHn8K0dgz7bElXDC95bDaqed3nkiZfvRYEl5fQM4l0w7z6PdT/Mj9eHNzSLjnfnQ6HX9s3NBpdR6JzRsX0afXfKJjail/PYyyeZbAiSNNUgZNmo+YRypQDAo33+zg5psddas6hy9rGiTR7HyTv4Mh6OmWylDqfxWa/N1M56TVdrXVNqXJL0f+rQBaDWhHu0l4uZScq2IO3zs/FD8WjjdXIv62KnT6RWzaGJo9vps3bSItvTdxcXGUvfhvyl9+IXi/OmAQsU8+jdgJIaJHQtON6XU6U2RRP3IUiW8vIfvCcxv1qyX/eBhvbjZJ9z+CTq9n44b1rZbT6csjgiAQGxtL3/79+XX1z0w+7XRiHvw7eLwtJiMHQBSRax1UvP06rm1biPjLbZ2atLNzoeDeu4eK/7yC/duvUDyeNieN2sFDiXn8aVR9+rJx3Tr0RiP9+w9AUZRuD9ULBkEQiI2Lo2/ffvz6y2omn3oaWq0W05SpIAiUPPEovoI2Jsv/LZBlBIORyL/ejvXqOQhqdV3M+waMBiP9B3QfjxZLGBGRkXgyDlL1zuKAi7SpjQkivpJiSv7+ENrBQ4Kcb/ZL4K+Wvk+wnAvBjgUKaaGM5seFDl7f6vGg51p3B7v+2NT8oKJQ/cG7mM44i7CBg0Mm4KPVaomOjcW9e9fhPdJN2y+KgdywzzyJtv/A5ve82XcTgtAiBLm2pTI6cjwY94ePN7+s42U0Pxf8eXNv29r8nCBQ/elHGM+eQuTIURQWhMaB8j/DY5PjrZbRWtnQMo/bW+Dxk48wnRVaHnU6HdExsbj37A7wKMvN+01RxJuXS+lTT6AdMLCFvqiNe9/mPTt8QGiJu0aHOuMZaKk97bDlpscFAdfWzcF5/PhDTGedQ8SIkzCHWQgFdOrniY6uxb1PTdVHpoDIS9MhqAi+AomSZ6zoBnhBaDLDau210ZrZtnVNSx9op1k2P64EPd5ine0qM1BsFeDcrgn6mepPjZhOdxI+zE2Y4TWg86Oa1Go1sXFxuHfuoPrD94L3q4KANzuL0n8/jbb/gMNf5Kie6w70YR15R7U4TgrSjpbKaOlYaw9qffmCgHv7tqD3rubTjzGdfS5Ro8ZQWCc+1hJCFleXnt4bt8vNut9+ZdzEScQ89iSo1di/+qKhoc1Qd8y5bi0F+/ZiW/5Fp6sidQYq3n6TqqUL8WYfAklsMzxVN3wkMU88hWbAILb8sQm/z8eo0eN7fG4tgPTevXG7Xaxbu5ZxEyag0WgwTZmKoNNT8vijeLMy/rsnj7KMaA0n8o67sVx2JYJKjaIobN2yGb/Pz6jxY7qVR1tKakDqfNlivFmZraZ/qf11NY41P7fvDdfDEOqWKRCYKAcZHPry86hc+DYxTz5NSoj6o5TUNASfj8rF8/Hl5bZoU4rHQ83HH1LTnc6m1l6UPQGKEsQ5IuArKaFywZvoBg4mNS0tJFWf4LET0QqPFQveIi6EPKam9TrMY25O6zx+9jE1n33czllBD0ObM5NOQIs8Fgd4HDCIlFDxaMsCH1S9Y8KXKwXP2wgoXgH71wbsX3PcUNcp6Mh3VWg+6RbAVyJRscRMXN9yUm15ndi4w0hJS0Pweqlc9Da+gvzg9igIKC4n1e8to1WdkZ6KruqPFZlmsdqCgK+slMr5b6IbNITU9NZXjkO6IWvgoEHs3SPy2y+/MH7SJGIefQLRaKL64w9aFswBkCTkqkryrp+N5dIrMJ93AaoQxcB3BHJ1FfaVP1D6zJOB9rc1YZJlDBNPJvqRx1Gl92bLH5uora1l3PgJQOjz3nQWBg4azO5du/h1zS9MmDgJrVaL8dTTkazhlDzxKK4tm/47BXP8flS2FKLvexDT2ecGVsVlma2bN1Pr7Bk8mkwm3Lt3BdTF2uooJel/6p3YEbR6X0QR+/ffEnbRJejHTQhJ/RarFefG9a1HZdTjv9lR0xlowQ4EUcTx00pq16wOpBgKAU7w2IlolccfQ8pjmMWCc9NG7N+e4PGY0RaPv63BeHrn7kmrhznMg2uLhprvDW3nEDhBY+toaVFNBMfPemrXazGe6gpJ1dbwcJzr1mJvLTd6fSNP2GPraDppbDgs4li9CsfqnzCdc26rRYR0xKsoCv36DyAhKZE1q1fj0euJefBRIm76C4Le0HKeRwgsO2ccpPSZf5I3Zybl/3kZT2ZG16eEUBR8xUVUffAu+TfNofiBe4J70Jp8BkHAPG06sc88j5TWi43r1+F2uxk3fgKCIBw3k0YI8Dhg4EASE5NY88tqnM5aAHTDRxD3/DzM518YuB9KaHL4dDkUBWQZ/ZixxD//ciA8t05xduP69bg9PYtHz8H9gc3Ox5uH7XiBICBXVwVCrkJVBeDevg25quoEj6GCICA7HNSu+y10VXCCx5Cjq3jcuQ25qvIEj6GCICDb7dSuWxu6KiRw79UgV4n/WyuJXQkBZIeAc1PnC54dUQWurVsC4nUn7DE0EATk2lpq165p89KQrjjW75Hq27cfKknFyh9/YNLJk4n86x2obamUvfAs3rzcZspIDagblHv27qFs39NUvbcMw8TJmM46B93QYUjhESF7iGS7Hffe3ThW/YBj5Y94Mg6A19uOVUY/ojmTnf7SAAAgAElEQVQM69XXET7nBrxqDet/XYPRaGL4iBF1X6v7JxsdQQOP/fohqSRWrVzJxEmTsFisqJNTiHn8KTT9BlC54E18paUt83k8QJYR9HrCLrqEiJtvbVjpdrtcrF+/rkfyKJrNCCoVSksJYE/g2CEIoNa0fd2xVKHTnXgpdgVCkArkSJzgsYsQch71J3jsEoSYR71yYtIYaig03xvayRA0mhP22BXwt70A1GW5A3qlp2M0Gvn5p1WMGj2ahIsuQZPWi9LnnsH5e53nsKWHom6A7svNoeq9pdR8/jGatHT0o8egHz0Wbf+BSLGxiPqjV1JSPB78pSV4DuzHuWkDzvW/4967+7DnWBRbnzTWrVJp+vQj8rY7MZ19LlX2Gtb+8iO2lBQGDBhY9xWP7wc/Pb03RqOJ1T/9xEmjR5OQkIhoMhNxwy3oho2gfN7zODeuDy4m0JOhKKAoaHr3Ifymv2I+9zyEOiWtyspKfv/tV2ypqT2OR19d8mntkGE4169FkFQnOtfOht+PFBuLYcy40FWhKOhHj0WVmIQ3J/v4dr70VCgKosGAfsz4kFVxgscuQFfwKMvoR49BbUvBk5V5gsdQQFEQjUYMY0MT/g/g94B+uBt1ig/PQRVCz8h69t8FGSSzgmGUO2Q+AL+ioB8zDlVsXNsZDE7g6KAoiFot+jFj27y0S80oOiaGaRdcyMEDB1j+wfvExMYy/NW3SDIaqV33GxWvvULt+rW0mHlVFBEAxe3GvWcX7j27qFyyEBQZRQ4M/AVJQlCrEXR6RIMBQa9H0GgDKzJ+P3g9yE4nsrMWxelE8XhQ/D4ABCGI0E1rD6gsgyCg6def8OtuwjxlKh5RZMf2bWR/vJyUXulMOTegMNVT1VOPBrGxsZx/wYXs27uXTz5eTlRUFMOHj8A8fiKG8RNBlnHv3kXl4vnYv/8GuaamR05mFL8fUa9HP24C4Vdfh37seIS6nGdut5sdGzeQnX2IlJRUpvxpauAzPYzHkuIi4uMTiL7/YUqffhLX9q1trzx2pqe+PRrkbZZR5xHusmTkSvvrEgRUCYlE/u1OtIMGY7fXhKRFZcXFxPTuQ9Tdcyl77hm8uTmth/J3GB34zsdWSxdDoX0Pj4BoNGGdMQvjKadRW1sbktaElsemevmhQddz2JHau4bH0pISYtPSibrnfkqffQpvTnbXb5MBuspum9TYBTUISGYz1lnXYpg0GYfDEZKaSkuNxKY4iL6zktIXLHgOqeFYaexeA2mOTm5PR4oTANEiEz6rBsNYNw57aKYUZSUlxAwcROT/s/fe4W2cV972PTMgQIK99wZSluTee2zHjuMkjh333mMn8WR3s5tkN7t5t+Td3Tdl4+yXssEmka1iuZe4Re5FcpG7uth7lcQGgADRZ74/BqAocUCREkmR0nNflwQSGMw84MGZ53eecs7f/T1Dv/mVETzOav84mfk183T7sQRvnQXkFDsZN9xE2iVfPuB9dV4DR1mWiUaj1NTWkpOby4cbP2DD22+x7NjjcJx1LsXHncDoSy/gemQNoZam6Qcbkow0Ib7TIxH0UQ/aqGevSI6L0/EUvXuzLknKDP8MsdlFS3EJGddcT+ZNt2IpKaW/v49tW7cSCgY445xzKSsrQ9M0ZFleUMHGoSJJEtFolGOWLiW/IJ+PP/6IDevXs2z5cqodDhRFwXbc8RT8x89Jv+pa+v/qW0RdLvOslYcDXTcKxZ73BTJuupXUC7+InJoWe0lnV38/27dvIxgMcsaZZ1FWVr5g7djW0kJaahrpJ51C8e//RLC+zpglj91N9H0KPo3/d+AiVJOOhfGSs4nOOem1/YtJJT5OT3TcJOFkIqTGj9f3a/JU7zUT4fqkzy2nppJ80ilYa5cQiUZpbmpiLmhtbSE1LY30y6/EduzxBLZsMvZzxFtmYo+Z/b6/zfZ7zuR5/YDn0Sc/t+8bx3/XzV5L+P3Yz24Jvg/6NI9D15FSUkg5+VRSzjoHzWKhpaGeuWBKO+oTfWhCO8cfDuSP+x+/3zGTftUnnOYA9wGzwaTp+OhU/j+VfSb8vCDt2NJCWloaaV+5HNvy4whs2UR0gh2ntMN+r+sHtOM0/XSSicxsr0/+e8KU995JTNBME620T3umvCdPtFn8vwl/D11HTkkh+ZTTSDn9TDRFoaWubnI7ZoHW9pNJTf2EtIv9WJeECeywonkmaJC9H3Uyk/6GUx0j7fcd3u/HmZ5/quNNX5Mmv5To+BmeW0/0GQE5WSf5xCDJp4SIAi2tFSYnP3RaW5pJS0sl49obsJ1wEoFNnxn63izYOph+7EA/T/hdn+K1ye/b9/5l9vzk8yXyp6n8Tt/vYap+ZuL1jHNIyckkn3wqqed/Ac2WTMv27UzFvE/cK4pCJBIhOzubL1/2FXZs38bWTZvo6+3h2ONPIO/WO0i96GI8zz/L0K8fMEYVDmZaWpL2fZwtNA2loJC0L3+VzBtvwbZsOV6fj7qPP6a/p5vC4mJOPPlC7HY7kUgEi+XIXBux1445XHLJpdTV7WTnzu309vZw3PEnkJeXh2S1Yj/nPEr+sJLRF5/Dt+EdIv196JqGJMvzOwsZC/aRJJScXFLOPJvCnz+AnLa3Dph3dJS6nTvp6++jqKCQE79wwYK3Y0VlJVu3bqGmppb8ggLs555/uJt0xKEDHo+HluYm5DlaIlNUVMzWLZupqV1CXmUVGY6aObnO0Y7P56W5rg59jhJ57WPHKmHHuWKu7VhSUsLWzZupWVJLXlk56QuwLNiRgNfrpaW5CW2O9quWVv6BbTvvp6ZqM3lFY6RXjB09+x33/5PO5ueOn1sCNPB6kmhuqwDLT4H1s3ghg8LCIrZt2YKjtpbcJceQuXTZrF9DAD6fj9bt24hEpp6WPyxq2GKxEI1GsVgsnHzKqVRWVbHps894/90NlJaVsXT5seR893tINhuj614i1FiPFgyYLyWdD2IzVJLFQlK1g+Lf/gHb0mUEwmF27NxBe2sbSRaFU888k/JyY8Ql/vmOZOJ2TEpK4qSTTqaoqJi6nTv54P33KC0p5Zhly8jIyCDljLNIPvV0sjo7GNvwDt633zBmxlwj6Lo2d3aN2w2QUtOw1taSesFFpF5yGbalS5Gsxh7GQMBPS3Mz7e3tJFmSOO200ymvWBx2/NnPf3G4myCYBX75wAOHuwmCWUDY8cjgv375y8PdBMEs8ItfOoETYv8Ec8/6OTnrA7/61ZycV3BwHDZFrMRG7qPRKNnZOVz8pUvp6uykoW4n6996k7Lyck699ztkXnsjYx9txPv6K/g/+4TInt3o4bAxYzWXQaSmGUGNLKNk52A74STSLr2M1Au+SDgnl50N9XS2txMJhVi6/FgcNQ6SkqxomoYkSeOf70hnoh0LCwvJz8+nu7uL+ro6+te/Q2lJKaeefjqSomB11GB11JBx481GEqKPNuL/9GOCTY1EBwfQA4G9ewgn/jsQemwpjKYbSzMlCclqRcnKxuqoIeW0M0g5+1xsxx6HkpVFfOhtbGyM9rY2ujo70DSNY45ZiqOmhqSkpKPOjgKBQCAQCAQCwVRI+jSXCKiqqgM4nc5Zb0Q0Gh0X6KFQiL7eHup27CAzK5uaY44hPz8fRdcJd3Uy9unH+De+T2DndiL9/egBvzGrFN8/N3Ef43SJZdTUY0sZZasNJS8P27LlpJx1LvZzzsVWewy6zYbL5eK9DevRo1GWLj+WispK7HYjm+tcLWlUVRUAp9N5yIsN5suOwWCQvt4edu7cSXZ2NjW1Sww77heI6cEgkd27CLU0E2yoI9TcRLi7i8jgANroqBFMRsLGMtOYncYDSlk2kiHZkpHT0lByckkqLcNauwTrsuXYjlmKpaQM2b5vtl1d13CNuHj33Q0ALF26jIqKCuypqcDisKNAIBAIBAKBQDCfLIg1eBNnraxWK1XVDkpKy2htbubjDz7AmmyjoqKS0vJyMq6/iczrbiQ6sIdgUyOBndsJ1tcR7mwnOrCH6OgoejAI0agx+2QWGEt7M6hKVityahpKbh5J5RXYli7DdvwJJC9djqWkFD0pibGxMbq7uujs6MDjdnPaGadTWFSMLVauIRqNIsvygl7SOB9MtKPNZqPaUUNZeQUtLc189OFGkm02yisqKS0rJSMj00g2Y7ORVFFJUkUlqRd/CbQomm+MqNtFdGSE6MgwmtuFNjqKFgzEamlakGw2I1jMzETJzkHJzkHOykJOTUMysYOu6/h8Pnb19dLZ1YXH7ebU00+nSNhRIBAIBAKBQCA4IAtKISuKgq7raJqG1Wpl+XHHsXT5coaGBmmoq6O5sQF7ahpFxUUUFhWTdfa5ZH/hQiRNQ/d5iQ4OEt6zm8juXUSGBtFGRoiOetADQfRIODY7FQs4srJRcnKxFBSSVFSEJS8fKSMTFIVwNIrb7WZPSzP9fX143G7S0tI5ZulSSsvKxgMkLZYOWCxn3JeJdkxKSmL58mNZunQZQ4MD1NfX09TUSGpqKkVFRRQWFpGZlYXNZovNGivI6enI6ekklZUfUjtCoRCjHg979uyhv78Pl8tFZkYGS5YupbRU2FEgEAgEAoFAIJguCypwBMb3lem6sV9NlmXy8wvIv7CAaDTKwMAe2tva+OSjD9E0nfT0dLJzssnKziY9I5OU4hKSrVYssZqPidAxioqGw2FGx8bwejy4ursZGRrG43GjaRpZWVnULjmGoqIirFbr+HvjgYa8EEpLLFBM7VhQSH5BoWHHPTE7dnyEpuukp8XsmJVNeno6KXY7VqsVRVGm/Dvruk40GiEUChPw+/F6vbjdLoaHh/G4Y3bMzqa2dglFxcXCjgKBQCAQCAQCwUEw48Axvk9LsLgRdhTMBaqqXgdcCJwMnASkA486nc7bEhxvA+4F7gQcQDLQDbwB/MrpdHbOR7sF+3IQdkwDfgRcB1QDAeBzDBu+PC+NFuyDqqq5wNXA5RhpJUuBELAdWAWscjqdk+pZqKp6LvDPwNkY/tgCrAR+53Q6D7V8umCGzNSOqqomASqG754CHAskAfc5nc4H57f1gjgHYcclwDXAZcASoBAYAT4Cfu10Ot+Z1w8gAA7KjuXAPwGnAZVANjAEtGLcVx9xOp3h+fwMh4qYahEIBLPJPwN/hSFaeqc6UFVVC/AW8D8YgcnjwB+APcBfA1tVVT12TlsrSMRM7JgFfBh7TxT4I/AMRqe6TlXVv5nbpgoScD2wAjgL+Bj4NfAscDzwIPCUqqr7LMxRVfUbwLvABcBzwO8BK/D/AU/MW8sFE5mpHVNjx9wFFAG75rOxgoTM1I7/AfwcI2B8GfgV8AFGwPK2uK8eNmZqxxrgVsANPI9hx5cwgsiVwOsxLbRomHZjRSbIIwNhR8Ec83dAD8YsxYXAVKOiVwPnYQSPX95vlO7/Av8K/BC4Z85aK0jETOz4E4xO88/AjU6nMwKgqmo+8AnwgKqqrzidzuY5bbFgf5qAK4F1+/nWjzHsci3GjMazseczMARRFLjI6XR+Fnv+X4C3getUVb3J6XSKAHJ+mZEdgTHga8AWp9PZr6rqT4B/m9cWC8yYqR1fBX7hdDo3TzyJqqoXYqzI+aWqqk87nc7++Wi8YJyZ2nEjkL3/6o7YyoDXgYtixz815y2fJRZVlCsQCBY2E5fPTGM5tCP2uM5kydwLGIFj/uy1TjBdZmjHa2KP/xoPGmPnGFBV9VfA74DvAD+Y7XYKEuN0Ot9O8PwuVVX/APw/DNESFzjXYfjbw/GgMXZ8QFXVf8YY4LkfMfM4r8zUjk6nMwS8Mm8NFEyLg7Dj6gTHb1BVdT1wKXAue/1XMA8cpD+aHR9WVfX52LFL5qSxc4RYqioQCA4XO2OPX1VVdf970ddjj2/OY3sEB0dR7LHN5LX4c5fMU1sE0yO+pyYy4bmLY4+vmhz/LsZM1rmxfcmChYGZHQWLj5naUdh9YTJtu6iqqmCsDADYNmctmgPEjKNAIDhcrMNY3ngNsF1V1TcxNpmfBpyPMVP1P4eveYJpMggUYyTFqdvvtfis8rJ5bZEgIbH9NHfEfp0YJC6NPTbt/x6n0xlRVbUdOA7DpvVz2kjBAZnCjoJFxEztqKpqJcZA3BjGgI5gAXAgO6qqmoeRN0DCWNlxKVALPAb8ZZ6aOSss+sBxptn/Yu+RMAx8N3AikIKxgfxT4J+dTuekjlMwt8zEjqqqrsbIwjkVbzudTjHLsYBxOp16zO7/CvwLRva/OG8Bj4ksjouCvwD3AT9RVfXmuM1i2ee+HzvGpqpqitPp9B+uRgrG+TnGntSXnU7naxOez4w9uhO8L/581lw1TDAjEtlRsLiYth1js/2PAjbgH5xO58g8tE8wPQ5kxzz23WusAw8AP3Y6nfo8tG/WWPSBI0Ymv5MAL0YyhylHtlVVTQaexlgK14gR7Y8CJcAXgGMwGXEVzDkzsePzQEeC127HGBEXezwWODFffBj4KvBdjH2NYxgJc34LvKuq6vVOp/OFw9dKwTT4V+DLGNnmlquq+hZgB76BcW8di/0uBgEOM7FMjD8AGjDulTMhnlhtUYmcI5FDtKNggTATO8aWNq7F6B+fxAg6BAuA6djR6XQ2AFLMjqUYyQH/HThfVdXLnU7n8Hy191A5EgLHmWT/AyMV7teBn2HMLpplOhLMP9O2o9PpfB4jeNyHWFmAf8BY7rh6TlopmE3+ESPY+J7T6fzjhOdfic1EbgF+gxFQChYosaQAZ2AM/lyBUUNuBGMm8j8w9jm6EyUJEMwPqqp+F8Of6oBLTIRKfEYxE3My9jtOcBiYhh0Fi4CZ2DEWbDyC0V8+Bdy22GapjlRm6o+xFTldwG9UVd2NUYbs3zGWsS4KFn3gOJPsf6qq1mBk9/sU+D9mjrfYCnEeKcwwi2MibsdYdvyE0+kcnI12CeaUeAKcSYMETqdzq6qqw0Clqqq5TqdzaH6bJpgJTqdzAPhe7N84qqp+EWOm6tPD0S6Bgaqqf4tRi3EHhrjZY3JYI3A6xqqbz/d7vwVjD2sE8yRIgnlgmnYULHBmYseY7z2GETQ+BtwhtnAsDGbBH+Mr4y6azXbNNYs+cJwhN2Nkkl0DZKiqegVQDgxh7IlrOZyNExwy98Ue/3RYWyGYLvHsjJNKbsT2csRnOMRM1eIl7pOPHtZWHMWoqvojjP03W4BLpxhUexujUPVXMEbBJ3IBxnLjd51OZ3Cu2ipIzAzsKFjAzMSOqqpaMWYYv4GxreNuk9JVgsPALPljaexxUWXHPdrKcZwRe8wEWjHWi/8U+CPQpKrq72NLAgSLDFVVzwFOAJomzl4KFjTvxR5/bJLi/ycYA1ufOp3O0XltlWBGqKoqq6qaZvL8vRiDdVsQgeNhQVXVf8EQN59jjIhPJW6ewciQe5OqqqdPOEcy8J+xX/93rtoqSMwM7ShYoMzEjrE+8TmMoPEhRNC4YJihHc9SVdVu8nwaxhJXMDLMLxqOthnHgtjjv2PUh/shRpKVMzGCRxUYwBCtgsXFt2KPKw5rK45yVFW9Crgq9mu8vt85sUy4AINOp/OHsZ//H8aeuEuABlVVXwX8GJv/z4z9vM/SR8H8MEM72oHdqqq+gbFHGYxEY2diDNBdLbYAzD+qqt6J0ddFMQZp/sZkG0BHvNC40+n0qKp6H0YAuV5V1SeAYeBKjFIdz2Ak5RDMIzO1Y+w9/8jeBHMnxx7vVlX1/NjP7zudzgfnrNGCSRyEHf+AUedvEOgF/tXk+PVOp3P9HDVZYMJB2PGfgItUVd2AsbdxDGOl41cxMlRvxMi5smg42gLH+GxiP4aYiaeGfzuWjGMT8H1VVX8qEjksHlRVzQRuQCTFWQiczORSKQ721vPrxBiwwel09qqqeirwI+ByjPI4MoZ/rgZ+EctEJph/pm1HIAg8gVF789LYc60Yqcf/2+l0eue2qYIEVMceFeBvExyzgQn3TKfT+byqqhcC/we4FkjGGAz4PvBbkZDjsDBjO2IsN75wv2POjf2LIwLH+WWmdowfn4eRuToR6w+1YYIZMVM7rgB8GCseL8IYaB3BmK18CljpdDoX1VJVSdePnH5AVdWLMBJtJKr/9xpG2vgHnU7nfSavtwA1wMlOp3PrHDdXkIAD2dHk+O9iFIp/wul03jzHzRMIBAKBQCAQCI46jrY9jo2xR1eC1+PFVFPmoS2C2SM+CPDHKY8SCAQCgUAgEAgEB8XRFji+FXs8fv8XYhuRl8R+7ZivBgkODVVVzwJOwkiKs/4wN0cgEAgEAoFAIDgiOdoCx1cwalBdpqrqpfu99i8Y2VY3OJ3OXfPeMsHBEk+KI0pwCAQCgUAgEAgEc8Si3+Nokv3vMozgMJ7qf2L2P2JZxV4HrBipjjsxNq1egJFR9Xyn09k0P60XxJmpHWPvyQD6gCSgVKQoFwgEAoFAIBAI5oYjIavqTLL/4XQ634/VqPo34IsY6XB3Y8xY/YfT6eyZ8xYLzJiRHWPcCqRiJMURQaNAIBAIBAKBQDBHLPoZR4FAIBAIBAKBQCAQzC1H2x5HgUAgEAgEAoFAIBDMEBE4CgQCgUAgEAgEAoFgSkTgKBAIBAKBQCAQCASCKRGBo0AgEAgEAoFAIBAIpkQEjgKBQCAQCAQCgUAgmBIROAoEAoFAIBAIBAKBYEpE4CgQCAQCgUAgEAgEgikRgaNAIBAIBAKBQCAQCKZEBI4CgUAgEAgEAoFAIJgSETgKBAKBQCAQCAQCgWBKROAoEAgEAoFAIBAIBIIpEYGjQCAQCAQCgUAgEAimRASOAoFAIBAIBAKBQCCYEhE4CgQCgUAgEAgEAoFgSkTgKBAIBAKBQCAQCASCKRGBo0AgEAgEAoFAIBAIpkQEjgKBQCAQCAQCgUAgmBIROAoEAoFAIBAIBAKBYEpE4CgQCAQCgUAgEAgEgikRgaNAIBAIBAKBQCAQCKZEBI4CgUAgEAgEAoFAIJgSy3QPVFVVn8uGCA6M0+mUDvUcwo6HH2HHIwNhxyMDYccjA2HHIwNhxyMDYccjAzM7ihlHgUAgEAgEAoFAIBBMybRnHOM4nc65aMesoesaWzdvJslqY/mxxyIFg4x9+D7Bxgbs555P8gkn4Q8G2b5tK3l5+ThqatA0DVleuDG0qqqzfs6Fakdd15EkCS0aZvOmFaRa/42lSwaRdAg2JRHqTCL5hBBJZRGCAZkdO5eQlrOWpcvOEHZcQIzbUdPYvnUrSTYby5YvRwqHCWz+nGBLE/Yzzsa65BgCwSDbtm0lJyeH2tolwo4LjLgtvV4vjQ312GzJOGpqsNvt46+7XC5amptISrJy0sknAyBJhzzgPKccTXbcxx+3byPJkjTuj/7PPyXU3EjKmedgW7acQDDI9q1byc7Npba2VvjjAmKiHbds3oTdbueYZcuRohGCO7YTamkm+bQzsFY7CAYCbN+2lYzMLI5ZulTYcQFi6NUtJFmte/XqRxsJNjVgP+c8ko8/cVyv5ubmUSP8cUExSeck21i27MjXOTMOHBcqcSP09/YRDAZZduxxSAE/A7/8GZ6nn0D3+3HlF5D7d39P5o234HDUsGPbVqqqq5FlecEb8Wgh7ohd3X1Eg/9DzdIhiEqMrE1n5OF0oiMy1uowed93k3qhnxpHB3WNP2G48AVysi3CjguEuB37+noJBPwsO+44pFCQod/9Gveja9BGR7GUlpH3w38k/YqrqK2pZfvWLTgcNcIfFxiSJKHrOk2NDdjtdpYuPxYpEMD39pvjAif7hJM44cST2L51C+3tbTgcC39A7mgi7o+9vb34fT6WnXY6UijE0G8ewP3YI2g+L5biYnJ/8I9kXHUtjtpadmzbisPhEP64gBjvH7u6CIfDOGpqkcJhhv/4e1xrVqJ53CSVV5D3Dz8m7bKvUVO7hIa6OkYKCsjOzhZ2XCDE7dDb20sgGDD6x0CAwQd+jvvpx9HHxnAVFJD7/X8g8/qbcdTUsGPrVqqFPy4oxu+rPT0E/H6WHXfsUaFzFl+LTdB1HVmWiUQidHS0U1pWTnJyMp4Xn8f9xKPowSAoCtGBPQz/9r8JbNtKXn4++UVFbNu6BWBRGu9II27HcHiUnvZfUlneRVKyju/dZIb+kEF0UAYdgs1JDD6QRajdQlZ2kNycTXS3Pz7+fsHhZa8dw3R1dFBeUYnNamX0lXW4Vq1A83pBlgn3dDP4q18QbKgnJzeXgqJitm7ZBAh/XChomgZAb08PoVAIR00tjI0x8Iv/pP9vvsPQL39G37fvxv3U4yQnJ+OoXcLgnj0MDQ2Nd4yCw8u+/thu+KPNxujLLxnBxpgPZJlIXx9D//1fBOt3kpubS0FhIVs2C39cKEy0Y19PNxWVlVitVrxvvMrIH51orhEAQh3tDP7XTwk1N5Gdk0N2bg49XZ2AsONCYKIduzs7KSsrJ9lmw/PS87geX4seCBh6dc8ehn/9KwLbjdVx+UVFon9cQOxjx64uyisrsVlt09I5Wxa5HRdnqxPQ3taGLTmZ4tJSwj3duNaugnAY4kumFIXwrn5cqx9EDwWprKxizOdjeGgIML4IgsNPc9NO0tPWUZDvIzooM7ImHd0njX9bJQVCbRbcT6RDBCrKBvC5f8/AgBcQdlwotLW2kmK3U1RSQmT3LlyrHzI6xZg/SopCpLsL15qHIBKmsqqKgD/A0OAgIOx4uBkfkAuH6exopyIecLzw530H5AYHGPrtfxPYupnc3FzSMzLZvWsXsHg7xiORttZW7HY7xaWlRPr7DX8MBvfpHyO9PbhWPwThMBWVVQT9ftE/LjBaW1qwp6ZSWFRMdGAPrlUr0P1jEPM1SVEId7Qb+icapaKqCo/Hw8DAHkDYcaHQ0dGO1WYz/LG3B9fDKyEcMtGrD6GHQlRWVhEY84v+cYFh6JyUGemcoD/A4CK246Lv1SeuMe7r7aGyqhpFlnE/+Sihpsbxm2kcSZbxvvk6vvVvk5aWRlFxCa2trd0w878AACAASURBVOPnERwe4n9/lzuCa+AnVFX0Iyng+Usqga02UPZ7gwSj6+z4N9lISY1SXtZIa9MDRKNhYcfDyER/3NXXR2VVNbIk4Xn6CYI7t4OynyFlGe+r6/B98B52u52i0lJampvRNE3YcYHQ1taGPTWVopISwl2duB5eBZHIXoEjK0R272Jk5Qr0QIDKqiqGh4cYGhwAFmfHeKQw0R939+/1R/fTjxOs32nuj6+9gu/9DaSmplJUWkZzU5Pwx8NM3I7Dw8MMDQ3uteOfnyawbaupHUfXvcjYRx9gT7FTVl5Ba0uLsONhZh+92jNBrz4R16v72lGSZbxvvIZvg6FXC0tKaGsTevVwk+i+OhOd09qyeHXOog8c43/0LZs2kVdQQF5eHoFtW/A8+zRgIlgkCd3nxbXqQaLDw5RVVBCNRujr653fhgv2IW7HjpZV5OZsJjMraMwqPpkGUbM3QGRYZuThdLRRiZJiF0nyU3R1ds1vwwX7ELfj559+QkFRITk5OQQb6nA/9TiYBRCSRNTjwbVyBZrHTVlZOZIs0dPdPc8tF0wk3jGOjIwwNDhg7AUH3I+tJdTSZDog53v7Dbxvv4Hdbqe8okIEHAuAcX/87FPyCgrJyc0lWLcDz9NPJPRHbdTDyMoVaG4XZeXlxl7lnp55brlgInE79vf2kpubR3Z2NqHmRjxPPApmy8EliajLZdjRO0ppWRmKotDd2TnPLRdMJG7Hzfvo1a24n32KKfXqyhVER4YpK68gGonS1yv06uFkos7JLzxInSMtXp2z6ANHANfIMIGAn8rKKvRQENfqh4js3gVSgo+nKPg3fYbn+WexJiVRWVlFe2sr0ahZhCKYLwYGvPhGV1FRPgQRcD+ZTrjTkvBbKikwtjEZ71t2FCtUVXTQ1f4vaNGx+W24YB+GhoaIRCJUVFVBJIxrzUoivT2Tgo04kqIw9vFHjP7lRZIsFiqrquhobxP+eBiJd4x9fb1k5+SSnZ1j3DOfe2bvTOO+bzASOqxcQXRggNKychRFoatLCNXDzdDQIOGwsUSKcMwf+3oT+iOKgv/Tj/G89Py4P7Z3tAt/PMwMDg4yPDJMRWUlRKO41q4m3NU55X3V/+EHjL78FywWC5VV1XR2dgg7HmaGh4cIBAJUVlZBKIRrzfT06ujzfzb0arXoHxcC4zqnsgoikRnonBf26pyOxWnHRR84Gtn+GiksLiYtLQ3fhnfwvvU60oH21kSjuB97mFBbK4UlJaSmp9PU2Dg/jRZMQtOiNNX9J+Wl9aSkRvFvtjG6zg4HmKzQgxKuR9KI9Cvk5QXIzX6fzZs3zk+jBZPQdZ3mxkaKS0pJtafi++B9vK++nFikxomEca1dRbi7i4LCIrKys6nbsWN+Gi0wZWBgD8NDQ1RUVRlZqVetIDI4YB44AigKgW1bcD/zJBZFoaraQXdn56LsGI8UdF2ntbmZ4uISUlNT8X3wLt7XXpmGP0Zwr11DuLODgqIiMjIyaaivm59GCyah6zqNDQ2UV1Zit9sZ+3gjo+teOqAd9VAI18OGoM0vKCAnN5cd27fPU6sF+6PrOq0tLRTH9Kr33XfwvvnatPSq69GYXi0uITUtncbGhvlptGAS8bijuKTUuK9ufG8GOmc14e5OQ+dkLU6ds+gDxx3bt1FaVk5NTS2uNSvp/6vvoPv9icVNHFkm3NlB941XEfxoI6ecciq6rtMrluQcFjZ//jBLqv+HikoXoy/Z6f12PlGXfMDAERmCdVa6by0kWG/l+OO7yUy5nbbWLfPSbsG+bN2ymcrqKqqqq3E/8Sj937kHzeedlj+GWprpvv4bBDd9xoknnYzVZqWzo2M+mi3YD13XaWlqorKyCntKCt43X8O3/u0DCxxNw/3EIwQb6skrKCArJ5cd27fNT6MFk9i2dQtlFZVUOxy4H1tL3/33GllUp+OPbS1033AVgc8+5aSTT0ZRFDo62uen4YJ92Lzpc2pqa6iqrMLz7FP03Xsn2qhnenZsrKfr+m8Q3LaF4084kRR7Cp3CjoeFHdu3UVJaiqOmBtfDK+n/q2/PQK+203PjVQQ//pCTTzkFdOgRevWwsHXzZqqqJ+icb89U51w1QefY6OzsmI9mzxqLNnDUdR2Px00wGDSyqHa043p0DUQjZgcnXnc8PMzIqhXoPh/VDgfdXV1EwmGR0GGe0HWdoaE+LDxAfr6PyG4F1yPp6AFpctCoYboNABki/QquR9PQAxIV5XvY0/fPBIPCjvOFruuMjIygaRqFxSWEe3twrV2FHg5PPljTEvpjZGAPI6seNJKsVDvo7e0lFAoJO84zmz7/jJraJVRUVjLs/C27fvA36KHQtDrGSF8vPTddw9g7b3HCCSeQmppKW2vr/DRcABj+6Ha7iEQiRlKj7i5ca1cbWcb3Zyp/HByIZe30U1XtYPeuXYRF/zhv6LrO8PAwkiRTWFRsZMNds9LIhrs/Ce0oE929y8gmHzSyyff19Yn76jxi6FUPoWCI4pJSwp3tuB952EgyNvngxP44PGwkIRsz9Gpvd5fwx3lkbnRONb09i0vnLNrAEaC+rg5HTS0y4HrsYcJtrZOninWN1Iu/hHXpMtNN5JKiMPb+u4y+9jIpKSkUlRTT1toqEjrME5om0bjTiaOyBUkCz/OpBHZaJ2dR1SD51CBJZREjgNwfGbxv2hn7MBlrskZF6Xs01r8o7DiPNNTv9UfPE+ZZjdE07OdfgNVRY+6Psoxv/Vt433qDZJuN8vJyWpqahB3nCWMgZwhFsZBfWGhs+H/yMfMEHMYbJj8XT7Dy0B/RXC4qqqrZs2c3wWBw0XSMRwJ1O3ZSE/NH9xOPEmpO4I8XXIS1dklif9zwNt43XyM5OZni4hKahT/OG7qu01hfj6OmBgkSZ8PVNFLOPpekqmpzX52QTd5ms1FeUUFTY6Ow4zxSX7cTR01NTK+uJdTWYq5Xv3gJ1mOm0qsbGH3tFUOvFpcIvTrPNNTX4aidLZ3z+qLUOYsycNR1nd27dpGamkZOTg7+zz9l9IU/Tx4N1zQspeXkfv9H5H7vB8ipaaZCRw8EjA3Ku/opK69gxDXC2NiYEDnzQFfnDvKyV5OeGSLYnIT7mbTJgaEOSl6U/B+6yLnfg2TTJ888SqCNSow8nE50RKaoyEPY/zM8bhe6LoqQzyXxJd6ZmVlkZWUlzhKnaViKisn7+x+T870fIKXYJ/tjPMnK6hVEBwcoKSvD6/Ph83qFP84DmqbRUFdHTW0tUjyxUU+3icDRybjmelJOPxM0kz2MioL/s0/wvGAkdKiorKSxoX7RdIyLGV3X6enpJiMzg6zsbAJbNuP589Pm/WNxCXk//Cdy/+b7SPYE/uj341r9ENGBPZSWl+PzefH5fMIf54He7m6yc3PIzMxMnA1X11AKC8n70f8h96+/j5ScYm5Hnw/XqhVEh4coKSnF7x/DOzoq7DjH6LpOf38faalpZOfkjCe6MfXHkjJyf/CPMb2aegC9uovS8nLcLpfQq/OAruv0dneTlTWbOufBRalzFl3gqOs60WiUtrZWqmtq0AN+XKsfJDI4ONkRJYnM627EtnQZqRdeTNpXLzcfjVMUgnU7cT/1OBZFodrhECJnjtF1nVAoyq7en1BZ3g9hcD+WTqRHmfyt1CHjijGSjw+RdukYqRcGMI0FFfB/biTVkRWoqd7Bzh0rAHlROONiRNM0opEIPT3dVDscRlbjNQ8RNcsSJ0lkXHsDtmOPI+2SS0n78lcS+mNgq1FSR5FlHDUOGhoakCRJ2HGO6WhvJ7+wgPT0dHzvv4f31XWmo6nW2iXkfPd75HzvByjZueYzj5EIrkdWE2pvo6iklHA4gtvtFjacQzRNIxqN0tvTQ3VNLXowiGvNg0T27DbtHzOuuxHbsceRevGlpF32tcT+uH0r7meeRJFlqqodYrZqjtF1nXA4RHd3N1VV1VNnw9Uh4+rrSD7+RNK+fBlpX/pyQjv6N3+O5/lnkWUZR00tO2OJOYRPzg1xvdrZ0RHTqwFcqx40TzImSWRef5OhVy+6mLSvfj2xXt25A/fThl6tEnp1zonrnN7eHqqqp6lzjpuuznlq0emcRRc4SpJEe1sbRUXFpNrteN98A9/6dyYnbdCi2JYfR8Z1Nxrvs1rJvuc+kioqzY2o63iefpzgzh3kFxSiyArDw0ML3oCLFUmSaG58mbLit7HZNcY+SWb0tZTJ30gNkqojZF7nBRlku072XR4shVHz/Y4RcD9hlPHIyg6SYf9fdvW3zcdHOiqRZZnW1haKiotJSUnBt2E93jdfMw82liwl4/qbQJKQbMlkf/NbWErLzP0xlmQl1NRIXl4+NpuVwYE98/OhjkJ0XScYDLJnz24qq6rR3G5cK/9E1GOSgMNiIfPWO0gqr8B+5tlkXHuDeeAoy4Tb23A/shpZ06hdUsvOHdvRdV3cV+cIWZZpbWmhsKgIe0oKvvVv433rDZP+UcN6zLK9/aPNRvY938JSVj6FPz5KsLGe/Px8LBaFwcFBtERLmAWHhCRJNDc3U1ZeTnJycuJsuLFBnMwbbjHuq8kpZH3z21iKS8ztGI3ifnQtodYWcnNzsaemsnv37vn5UEchkiTR1tZKYWERdrsd71uv49tgkmRMi2JbfiwZ1+7Vq1l3H0CvPvU4wbodFBQUoCgKw0NCr84VcZ1TOBOdw3R1zqP76JyBRaBzFlXgqGkagUCAocEByisriQ4O4FrzILp/bJK4kZKsZN52J5ai4vHnrMcsI/P2uybvD4BYUoc+XGseQgqHqK6pob6uDk3TROc4y2iahs/rY2z0Z5QUj6B5ZEbWphN1m2RRVSDzei9JlbG9jVFIPiFE5nU+85PLEGqz4HoyDaLgqOyio/WnRCK6sOMso2ka/rExRkZGjMLEIyNGIg2vSXYxi4WsW+8gqax8/CnbsceTecsd5imsZZlwVyeutasgEqHaUUNjQ4PwxzlCkiQaG+qpqKjEZrXieel5xj75CGn/e2U0SsppZ5D+9W8Yv8symbffhW35seZLViUJzwvPMfbxh2RmZpGTk0tfr8gEOBdomobf72dkZJjy8gqiw8NGQhSfSRZVSxJZt91BUmnZ+FO25ceSdesdifvHnm5ca/b6Y0N9Hbou7quzjaZpjI358HpGKS0riw3irCBqlkVVUci85XYjwIiRfMKJZN58W+L7amc7rkdWQzRKTW0t7W1GDWthx9llr14djOnVQVyrH0IfS6RX78JSvFev2pYuI/O2u6bQq724Vj8E4TDVjhrq64VenQtMdc7qGeqcW6evc5oWgc5ZNIGjruvIskxjQwOV1dUkWSx4/vw0ga1bJjmWHo2SctY5pH/l8knnybj6elLOPBvMaovJMt7XX8H37gbS09MpKCigu6sL+UAp6AXTRtPidvwD1RVbUJLA+3oK/o9sSPvfH2NBYsblY5NmFzOv85J8fAjMSsRJMPpSKv4tNlLSohQXvEBb69vCjrNI3B/r6+updtRgURRGX3wO/6bPJnd0sWAj7fIrJp0n8/obSTn19IT+OLruJcY+2khqaipFJSV0tLcJO84ymqYZGf9CISNDdWcH7kdWT874p+tIqWlk3fVNlKzs8aeTSsvI+ua3E+6tio4M41r5JzSflyqHg+6ubiKR8ILuGBcbcX9sqK+jutqBxWJh9IU/m/qjHo2ScsaZpH1tsj9mXHcjKaedkbh/fOUv+Da+R1paGkVFxXR2tAt/nEU0TTP6x/oGqh0OFEVhdN0LjH3ysfkgzimnkf71qyadJ+OGW0g++RRzO0oSoy+9wNgnH2G32ykqKqa9TdxXZ5Nxf2yop6raYejV554msHWzuT+eeba5Xr3melLOOGtqvfreXr3a1dUp7DiL7L2v1lPtcBg656Xn8H8+Q51z3XR0zgeLRucs3Jbtxz7pxYtLCLU04X7i0cnTv7qOkp5O1p3fRM7ImHQeJTub7Pu+g5yZaSpytNFRRlatQHONUFFVTV9vD6FQUBSxnjV0Bga6SZJWkJfnJ9Kr4HosHT0s7X8YUopO1q2jKHn7LUvVwVIYJeuuUSS7eaKcyJCM6+F0dK9EWekgrsGfMzbmF3acJXRdZ2R4CFmWKSgs3FsOxzTYSCXrznv2CTbiKLl5hj+mp5sHHW4XIyv/hDY6SkVFJQN79hAIBIQdZwlN05Akia1bNk/IUL2WUEvzpBFSXdNIu+RSUi+4aNJ50i/7GqmXXJo4E+AH7+F9+S8k22yUlZfT1Ni0oDvGxYaRJn4YgIKiIkLtbbgee3iyUNF15NQ0wx8zsyadR8nJJfve7xh9p5k/eozZL83joaKqit27dxMMCn+cTYYGB1EsCvkFBbEyKmsgsl+6f11HstsNO+bkTDqHJT+f7Hu/g5RmkhAwPpizagWaz0tZRQVDQ4ME/KJ/nC10XcflcqFFohQVFxNqacb9+CMHqVfvn1qvrvwTmstFZVU1/b19hIJCr84WcZ0jyTIFhUWGznlkKp3zzUPQOSvGdc6eBa5zFkXPHRc3mzdvNrL9RaO41q4m3NVhKm5Sv3QZ9vO+kPB89nO/QPqVV5vvy4lnA3zxeWxWK5VV1TQ0NKAoilg/fohEo1F0Xaax7jdUV7aCDu5n0wg2Jk36Juoa2M8NkHqh37z8hgZpF/lJ+5L565IMvveS8b6TgsUK1RUf0lT/EIqioGnCjodC/Ga2fccOI028ruN6bK1pORxdM9KLp17wxYTns1/wRWP2I0HQ4f/wA0ZffomkpCQqq6tpamyI2VHMWB0qkiTR19dLbm7u3gzVzz8zeQmOrmMpKCDrznuQbMmTz5OSQva930m4t0oPBRlZs5JIbw8lZeWMjRkZ5IQND53433DHjh04amqRNA33ow8Tbm8zD/4v/hKpX7gw4fnsX7iQ9MuvxCwDmaQojH38IaPrXsSalERlVTWNon+cFYz+Uae+ro5qRw3oesIyKrqmkXrhF0m96JKE50u96BJjFithWYf38L76MkkWC1XVjnGdI3zy0NhnMK62FkmL4npkCr16yZexnz+FXj3vC6RfcdXUevWl57BarVRWVQm9OkvEdc6OiTrn8QPpnIsSns/QOVdOS+dUVVfTtID9cVEEjrIs09fbS2FBAVlZWYx98hGj616cnM1I17EUFJJ1+91IVmvC80kWC1l33kNSghorRCK4H1lNuKOd4tJSgsGgSFs9CyiKQkf7RorzHyctI0Kw3ornudTJM4Y6KFkaWbeNIqeazCjGjpFsOtl3erCURicHjxLoAYmRR9KJ7FbIzx8D7Y8MDfZjfkLBdFEUha6uDgoLCsnIyDDSi7/wrHmwkZdH1h33ICVPDjbiSElJZN99H0mVVeZBRziM6+FVhHt7KCouIRIxsnMKDo1oNEo0GqGjvZ1qR41RdmHVCvMM1bpOxlXXknziyQnPl3zCSWTecnuCvRwKocZ6XI8/giJLOGpqaG4yZh0X6qjqYkGWZbq7uijIyyczM9MI/l80Sfev61jy8w1/NAn+40hJSWTddS9JVQ7z/jEcxrV2FeHuLopKSkS23FlCURQ6OzooLCokPT2dwNYEZVR0HUtOrmHHlJSE55OsVrLu+RaWigrz+2owYGRq7e+jsKgoNrsyPNsf66hDlmV6e3soiOvVjz9i9C9T6NU77kay2hKez9Cr3ySpeiq9uoZwZ8e4Xh0VevWQieucgok6x6yMyox0zr0kVZrXWp2kc6ILV+cs+MAxGo0SiUTo6Gg30uDGaxGNjEwhbk464Hmt1TVk3/lNSEqa/KIsE2prxfXow8hAbU0tn332qRA5h0A0GiUYDLOn7wHKy/pjQV0akV0m5Tc0SL9sjJRTg+Z7GCccZ1saJutGL5jsH0eB4E4jOJUkqKlqpH7n/6Lrwo4HSzQaJRQK0dvTS2V1tVEOZ1WCcji6TvoVV5FyymkHPK91yTFk3XE3WCyTX5RlQk0NuJ94FAmoqa1l0+efI0mSsONBous6iqLQ3NRMaVkZKSkpeN94Fd8GswzVGtaaWjJvSpBwYwKZN9xC8imnme/lADzPPkVgyyZyc/NIslrp7+sTS1YPgWg0Sjgcpru7y/BHf8wfh4bM/fHKq429bwfAWrvkAP7YiPvxR5B1nZraWjZvEv54KMTvq7t29VNRWWWUUVn9kHkZFV0j7etXGntRD4Bt6TKyEiVYURSC9UYZMuO+WsP2HdvH2yOYOYZeDdPZ3kGVI65XHyQ6MpxAr14zPb3qqCHrrnsS69XWlr16dUktn3/2mdCrh0BinWNSRmXGOueuA+icRxa8zlnQPfZecdNEaakhbkZfe5mx99+bvFFc00hy1JB5062TDZuA9Cuvwn7u+eiJNpC/8Gf8n31Cdk4O+fn59Pf3o5jdgAVTomkaiqLQUPcolWVvYU3WGduYjO8tu2nQaCmNknmTF8nEt8zIuNpLyskJgkwN3M8Yy2HTM8IU5q2iq/MTsZTjIIjbsbGxgYqKSpJtNrxvvYFvvVl6cY2kyioyb04wA2VC+lXXYT/zbHN/BDzPPklg62YyM7MoLi6mp7tL+ONBous6Y2NjuN0uysoriOzZzcjqB9H9/sSZGyur9nl6zOfjheef46UXX+DTTz5meGgIJS+PnG/dj5xuvkcusmc3IytXoAcCVDsctMYyOkaj++0ZERyQcX9siPljcjLeN1/D96558J9UVT2t4D9O+jeuxX72uQn7R89zTxPYsomsrCwKCwvp7+sT/ngQjPeP9fVUVFZis9nwrX8L79vmZVSSyivJuiVB9lsTpkywout4nn6C4I7tZGRkUlRYRFdXp7DjQRC3Y3NTE2XlZaQkpzD6+iuMffBuYr16462TZyITkHHF1djPmUKvPv8s/s8/JTs7h/z8PPr7hT8eDPOlc6YcXF3gOmfBB45+vx+P201ZRQWRXbtwrVmJHgxMPlhRyLp5sriZCjk9g+z77seSY1LAWpKIDA3iWmWU+6h21NDa2kIkEllw0f9iwONxEw78kaIiD9GRWPkNrzS5/IYEmVd7sS0Jm+9t3B8dlFyN7LtHkdNNlrXKjCfgISRRUdZHf89vCAYjC3Lt+ELH5/Ph941RUlZmlMNZ/ZBpORxkmcwbb8FaUzvtcytZWWTfdz9KVpa5P+7ebZQXCAapqq6mq6ubcDhMZP+N6oIpiUajyLJMc1MjjhojI25cPJpmijv1dNKvuHqfpxvq6/nr797P3/6Vyve+ez933nozd91+K59+8rGxt+rrCfbIyTK+d97E+9br2O12SktLaWlpRlEsYiDnIBjz+fD5vJSWlxMd2BPzR5PgX5bJvOlWrI6aaZ9bycw0/DE7O8EgwB5jsCEQoKraQXtbK+FwWPSPM0TXdbxeL8FggOKS0qnLqMgyGTfcjHXJMdM+v5KdkzghoCwT6e9jZM1D6KEQFVVV9Pb0EAqFxH31IPD7/Xg8HkrLK4jsjunVgLlezbz5NpKqqqd9bjkjg+z7voMlJ2cKvboC3e+nuqaG1pZWoVcPkjnXOd+6H3kR65wFGzjGxU1DfR1VsTS4nqeNgqdm4ib5pFOMhDczxH7m2aRfc73pxmNJlvG9+w7eN14zRE5JXOQszA2rC5FoNIIkyWzdspKaqi3ICoy+Ysf/uUn5jdjS04yrfZMDyikvAvbzAqR9ZXLZDgBk8L5ux/eRDVuKRmXpOhrrHxd2nAFxf2xpaaa6pgZFlvE894xpenGiUWzHn0j61dfN+Dop55xHxjeuSeiPxsjfWyQnJ1NWXkZzUyMWi0XYcQYoisLAwAC6DvkFhQTr63A/+Zhpxj/JHssUNyFzo9vt4j//77/x6svrxuv4+Xw+Pv/sU37/u9/ij0SMPatme+QkCX1szNhuMLCH8opK3CMj+MfGROA4A8aD/+ZmHA7DH93PPkVg+1bz/vHEk8j4xrUzvk7K2eca70vUP779Jr633yQlJYWy8gpamkX/OBOi0SiKovDpJx9TU1OLIsuMvvAs/k2fm99Xjz2OjGuun/F17OddkDjBiizje/1Vxt5dT7LNRkVFJY0NDeK+OgP20avVjr2DcTvNB+OSTzqFjIPVq1dPoVc3xPRqip3SMqFXZ8q86Zyzp6Fz3lm4OmfBBo6KojA0NIgkSRQUFhpr8Z9+YvIfWteRUlKMtNS5uTO/kCyTddudWJcuMxc5fj8jqx8ksmc35ZWVuEZGDv5DHYUoioX+vmZyM5xkZwcId1lwP54GZoMnSZB5sxdLsUmymwMgJelk3z5KUkXENFFO1CPhejgdzSVTXOQm5P8Tuq4jTXNZ89GOoijs3r0bCcjPz0+cXhyQkpPJuuNuLPkFM76OZLGQdcc9xgiemT/6fIysWkF0eIiysnJGR0cP8hMdnRjLQqPU1+00MlSHw7jWPESktydxpriLLt7n+Y0ffMBHH24kacJ+G0mSjOU99fUM7t5NUk0tWXcl2EOuKAS2bcX9zJNYFIVqRw3NLc1iT84MUBSFPbt3Azr5BQWEmhrxmAX/6IY/3n43Sn7+jK8jKQpZd9yNtfaYhIMAI6tXEB0cpLS8HI9nYSZzWKgoisKuXf0UFBSQk5tLqL0V12NrTZexSTYbWbfdhaWwaMbX2ZtgxXwwR/MaZciiIyOUlJURNFvVJUiIoigMDQxM0Kt1uJ96PLFeveNulNy8g7kQWbffhfWYxHrVtfpBonuMQTmhV2fGZJ3TNCs6Z2hwkP/+5X+x8YP3jfeO65wlU+ucoSHKyisWnM5ZkIHjeBrcbduM9OKRsJH9K4G4sX/hIlK/+KWDvl5SeQXZd99nntlKUQju2I4nLnKqHQwM7EGW5QU1dbwQiduxrcVJVUWHsd/wqTRCrSblN6JgPz1A+qVjMw4aAdDAWhMm6xYvmOyNlBQY+zSZ0VfsyBaoqfqM+uYeJEkisn+NLME+xO3Y3NiIo6YWolOkF49GsZ97PmmXXnbQ10uqqibrrnuREgUdmzfhee4ZUw5ARwAAIABJREFUFEXB4ajB4/EIf5wG8b0b7W1tlJSUkp6eju/9d/G++vLk/Rm6jiUv3yi/sV+muJ07thM0W36l66RnpGO32wHIuPKaxHvINQ33E48SbKgjv7AQXdMIh8MLbi/HQiTujy3NTXv9ce1qwl2dJv6oYT/vC6R+6RD8sbKKrLvvNc9UrigEtmzG89zT44MALpdL+OM0iNuxqamJqlhAl7CMSjRKytnnknbZ1w76elZHDVmJEgIqCv7PjGy8iixT7ahh06ZNwo7TIG7HxqbGmF6N4Hp4Kr16IakXX3rQ10sqryD7nvsS++OObbifeSLmjw4GBweEHafBuM5pmqBz1q6Zls7RNI2dO3bQ19treu6WlmZ+/7vf8N67G8afM3TONxPrnC2b8Dz/DIosLzids+ACx7i48Xg8FJeUkpGRge+D9/G+Zi5ulOwcsu+8BzkmVg6WtK9+HftFX0wscp58jGBDHQVFRbS1GmvHLWaZkQTAXjuODHdQWvgY9rQIgW02PC+mTl6GqoOSppN1mxc5Uzv4ahk6pF/hw35GAN1s4iICrsfTCHdbyM4OMDb0a4LBMSyWJLFMLgFxO7rdbopLiklLSzPK4fzlBdP04kpmplHMODXtkK6b/vVvYD//AnN/jEZxP7aWUGsL+QUFbN+6lVAoJPxxmgzs2UNFZSWa28XIyj8RHfWYZ4r7xtWmmeIC/oCpi2q6zjnnnkdObOWHnJFBzrdULLkme8hlmUhPN67VDyGFw9TU1lK3cycgMjpOxUR/LCgsIj09nbGPNjL68ovm/WNWVswfUw/puumXX4n9/AsT94+PPUKouYmCggLqdmwX/ngAJuqc0pJSUlNTY2VUnjP1RSUjw7BjevohXTfjyquxn3NegvtqBFcscM3NzUWWGLej6B/NmeiPeXn5hl7d+F7CwTglO9uw42zo1QsvPoBeraegsIiW5mahVw/APjqneILOWTc9ndPW2sK3772bh1b8yfT8Pp/PuM5+9pqezmmO6ZwtC+a+uuACxzidHR1UVFWheTzGfhiPibjRNNK/9nWSTz/zkK8np6YaBawLChKLnDUrkSIRFEmmo7091oSFseZ4odLZ2UpZ6QD6WKz8xqA8KXDUNUj9oh/72YGpy28ciFj9x+x7RlGyTAJQGUItSbifSgMNdG0dbW3GCJGw49R0drZTXlGJNlU5HE0j7bKvkXLWOYd8PTk93UhclZtn6o/hzg5ca1cbyVuSk2lvawNE0JGI+N6N3bt3U1FVidVqxfPi8/g//dg841+1I2GmuIzMjElLvKPRKMuXH8vNt92+z2spZ5xFxrU3YjoaJMt4X12H770NpKWlo0UjeDwesSdnGnR1dFBeWYnm9RpLmlwuc3/8yuWknHX2IV9PTkszEnPk5Zv7Y1cHrrWrjP1bycm0tbXGmiDsOBUtzc2UV1ai+419v6ZlVDSNtEu/gv2c8w75ekaClfvNE6zIMuFYGTI0jVAwSGtrC4AIHA9AV1cnlVVVaKMeXCtXEPW4E+jVK0iZTb2aP4VefdjQqxZFob29LdYE4Y9T0dXZcVA6p6G+ns6ODkKhYOw8nby7Yf34z3/6XyfBYHB8UDXOjHSOLYW2BaJzFlTgGBc3w8PD+L1ekm02Rte9yNjHH5qKG0tZOZm33ok0SxF4yimnkXn9zeYvxkXOB++SlZvLqMc1PnUsnHFfIpEIsiwzuOdzAp5fkGTT8b2bgm9DyuTM0zpY8qNk3TKKlDwLnVMUUs4IkHFFgkQ5EnheSCWwzUZB/h68I//ByIiR7vhwO+NCI27HgYE9BP1+rFYr3tdeZuwD83I4luISsm6/y3zpBaD7/fg/+4SRB//A4H/9FM8zTxLuaDMvagyknH4mGdfeYJ7QQZIY/cvzjH3yUcwf3SLomIL497u3p5viklLCnR24H1kNZsteYhn/rNUO03OdedY5ZGVlE40aGft0Xefc887nV7/5HcuWLd/3YFkm87Y7sS0/bvK+LUlCGx1lZOWf0Fwj6Dp0xgbkBJOJ94+Dg4P4fT5sViveV9fh3/i+uT+WlJJ1251IFnN/nCkpp51BxnU3mL8oy0Zf/dFGsrJzGPOOiv4xAeP94+AgkVAQa1IS3jdex/fu+snp/nUNpaiIzNvvNl+aeBBMlWAFSWL0RaMMWUFhIb7R0fGlx6J/3JeJenVs1IvNZmN03Uv450uvnnoamTfcZP6iLON9ZR2+D94jOyeXUbdH+GMCJuqcgH/soHROX18f0WiU5OQUAFb88X9Rv3Uf/X19/PhHf89HH27k1tvv4Nrrb5x0/QPrnBcY++RDsvJy8S4QnbOgAsd4bb3mxkZS0tII93Qb0XbYZA+aJJF5/U3Yli6bvQZIEpm33I7tuBNMRU7UY4wmlZeXo2nQm2A989GMrutYLBZC4QhdHR+Rnl5PdFBmZG0a+phJ+Q0dMq4YI/n40MxmGyVAicWGCvt8kyULZP3/7J13eFRV+sc/985MpmXSIb1NcBUFRKqKHXvBslZEqqj8dBW7q7vrupa1rq6Lld5ROnZEmiK9KJAKpJKE1JlkSjLl3t8fNzNkMpMQEFSI3+e5zwOTmXvPvee+53zfc973+w5vJCwrREkPATwt7UlOtKBRraOoUFkd/6MQeSDUajUej4eDZQfR6g1KOZxZ7ciLCwIRf75dcRBCoDlnL5VPPUr5+NHUvPoSdR9O4tCzT1I2+m7qPvgfXmsIUQ2f03HGmSCFsMf6eizTPiYlJQVRpfJHAfwheBQI3wSTn5+HIMuIgGXuTFz79wXvKPoU/268pd3zDRg4kImPP84ZPc/kzLN68eQzf+X9j6fQu0+fkDsTmuQUosfdj6DXB0+OKhXObVtoWL6EpORknE7HHznk7cBHFvYV5KMPN+KpKMcyazpyyyp3AI5gj8cEUSTq7lFoe54Zen60WKifNpmU1FRkBH8UwB84DN/86Ha7OVhWht5oxFNdhWVmO2VUZIi4+VZ0vXofv0YcQWDFU1tL/fTJJKekolKpKCstBf6YH9viMF/NVezxYBmW2dOR2+Ort95x/PnqXfegPatXO3zVimV6iz3KMgcPlrb86Y/5sTUO85yyY+Y5CQkJGI1GNm/6kU0bf6SgIB+73cZzzzzF1i2bmfjYE/zjhReJiwshiNQpnjOZlNTfD8/53YwEPpJQWlqC0Wigd58+lN5+E66C3CByI6hUdH/5dWIemnjc26FOSCR1wRJMw24KMkZBpcKx4XvEqkP0HTAAp81GWVnpH6txreAjjj//tJVw/UucdVYZpSPiadqpVRy81hAg7ikLcY9bOn8BAZqaBZ79ewQZ5nhSM+NJzYjnmuti2bApTHmjJdCkekidW4XxEmdQvqOgAtvXBgSryNl9SlB5xlNctLFFKOcPsgqH7fGnXTvRarX06XM2pbffGLrWnyjS/Z8vEfvok0HEx1N1iNLbbqT4+iuwffMlkt0GouhfdfWUH6T2nTc5MLA3tf99K8ix0CSnkPLpMsKvvi4oD0BQqbCvWYVYW0Pffv3xeNyUlpYgCMIf9tgCSZIQRRG7zYa72YXRFIFz2xYaly0JmUsl6A1K+Y0OFP/UajVjxo1n/sIlfLJoCbffcRefLV/GhPvu5ZUX/0VpaUnQb8KvvAbj0CtD7y57PFjmzKR7YiKG8HBKiov9OTl/hMgp8NljSXEx4eEmevvsMXsPiCHs8YVXiJ34xHFvhzopmZRPlhF+7Q0h7dGx7jvEmmrO6T8AyeuhtLTkj/mxFXzPYfOmjeh0WqUfb7sxtNy/INDtH/8i7om/BtvqL4QmNY3UhcsxXnFV6HF15dcIdbX07T8Aj8dNcXHRH+NqK/j5akkJRqORPn3OpuS2G3Hlt8NXX3mDmL88etzboU5MUvjqDe3w1R/W+/mqw+6grKzsj35sBV8//vzTLrRaXSd4zsvEPvokkiwHcMVhN93M7twCrrrmWsaNuoeNGzYgeb2MHDOW3P1FTHz8CYwd5Jl3iufUKDzH6/H85jznd+E4+lbhnE4Hhfv3k2HOQnY14zlUGZSYKnu96Aedi+nq6wJ+39HhgyRJeL1epDaHL9zKB0GnI2rc/agTk4KJjihinTcbFZBuNlNaXOxPrO3q8JFUi8WK1/k8aSlV4AF3iTr4TfOCrreLiOvaCSltDyJs265hyVIdsgxqNahE2LNXzZNPR7DhxxbnUQbRJBE9phF1bIh8RxVYlxsRBMjIKKGkcBrNzd4/yCpKP6rVamw2G65mF+kZGeBxh1SJw+tF338g4dcNC3muxs9X0LRrB4Kqg/AcQQBJomHRJ7j2FQT9WTQYlHyO+ITgovKiCusn8xAFAbM5i9KSElwul381uKvDtyq5d+9eoqKj+dPpp3Nw9N146+sCyWiLcEPy9DmYrrvhiOcVRRG9Tse5A/vR/+xe/PPvz/H1l18w+aMPOH9gfwb27c3smdNpalm1FfR6Ev/7PrFPPBPqZLiLCmnauIFevXpjCjexd8+e43L/pwJa22NxUSGZZjO43XjKy0Orbw4YRHgn+jDUdUpLStj04wa2b9tKTU11yO+Jej3R996PJiEhxPyowrpgLqIgkGHOoqykxK+W29Xt0dePjY2NhGk0pKWng8eDp7Qk9Lh6Tn9M1990wtrTYZ5cSx1CAcg0Z1FaXPzHuNoCH1912O0cOKDwVVyu9vnqeUMwXX3sarhHgqDTd8xX5yt8NdNsZn9BPrIs/9GPBI6rTU1NpGWkK+NqBzzHdP0wLBYL//z7c0y4717eeO3ffPXF5xTk5+N2u7l/woPcN+FBZEkiNS2dSy69rNM7g53lOZlmM6XFvy3P+e3leVohNzuHlNRUwsPDsX37dYh4fxmVyaSoGUVEAFBUVMiH702iuak5KAxS8kpcdvnl3HjzLVgsFt5+83WqDh1CaGPckuTluhuGccONhwdpXa8+RA6/h9p33gxqZ8PSRYRfcRWx/QYQFR3Nrp076de/v7+Yb1eFz0AK8r8jMWEbOqOEc7M2ZHiqoJeJursRVZz3qENU8wvUOBxCgG2rVFBSouLt/xrpdaabyEhZyXc8p5mIm+3UTwtWo7MuNBJ+sZOI09wkdPuM3JwxnN33/KO/8VMMvn7Myc4mITERg8GAfd2akCpxgtGo1FCNig46j+x04li3GlmSgnMF2kIU8VRW4Nj8I2Gn/Snoz7qzzyHyjruom/TfoL81LFqA8fIrierVh9iYWH7atYuBg365AMHJDt94dKiyAkGApJQUPIcqkZucwaupsozphpvQ9xvQ6fNPmzoFp8MRNOb5amH965/Pk5eby8MTH6N7fDwAkbffhWPdGpxbNwe2QRCwTP0YXe+zScvMZNeO7dTX1xMdHe1fkOqq8Nljfl4uaenpGI1G7Gu+C2mPojFc2TGOjDqqazQ1NTF75nRmzZhOdZUSKnzmWb3454sv06t3cJikrk9fIu64m7r/vR30N+uiTzBefiXRffoSHRPDzp07GDRocJdfYPX1Y/bePcQnJKDXG3BsWB96XDUYlHE1JuaEtknfbwCRt99J3QeTgv5m/XQ+xqFXENnzLEUtN3svffuec0LbczIhNyeHtNS0Fr76TWi+GhFJ1Nj7EE0RJ7Qtut59iLxrhBK10wYNSxYRfsXVxJzTn7hu3SgpbhHy+cMeAcjNziYxMQmjwXgEnjMOMTKKg3t2s3jhp1jq6/n6SxVhYWFEx8SQlJRMSkoKjTYbgiiiVqv5ZP48Bg4apJT36AQ65DkLW/Gc2Fh27drFoN+I5/zms7EkSQiCQE1NDS5XM6lp6UpM7/QpQeEZsiRhHHolhgsu9H9WV1vL0sWL+fST+Sz8ZEHA8cmCefy0axegTIzfffsty5ctZcXywGP5sqXk5eUGtS3y9rvQ9e0XFALgqa6ifvoU5KYm0tIzcLuacbQQqK6aeOz1ehEEgYryAwiel0hKrEeyCdTPNoVUUTWc34TxYufR12yUwWYTQuYRq1SQn6+mtEx1+M0WIfIOG9rTg/MdPaVqLHPDwQ1pKdU0Nf6N+noLgiB0+X48dOgQyDIpaal+ZeOQ9njpUIwXXRr6XFYL7rLSTq+4yV5vyB1HQMnnuHME2t5nB9tjRQWWGVORXS7SMjJAlmhsbOzS/QiHc3DycvPIyDSjbtlFCHIaJQlNegaRw0cG/60duFwutm7ZFNS3vigPURRxNTcze+YMHn5wAj/t2qm0KTaO6PsmKESqjRE7fvyexi8/Q6fVkpKaSn5eHtC1c3Ja26Pb7SYlNQ3JaqW+HXsMv+xyjBddfNTXmfzRB7z2yisUFxXR5HRit9vZ+OMG3nzt39httuAfCAKRd96Nrk/fIHv0HqpU7LG5WbFHyYvNZvtjfhQEDlVWIgoiKSmpiiLutHZ4zsWXYrhk6IlvWAd5cp6DZVhmTgO3m7SMTJqdTVit1i49rvr6saamBrfbRUp6Ol5LfbvzY/gNN2I4DirjnUHE7cPRnX1Oh3w1w2ymuKgQu93+hz22jKuyLB2Z51wyFONFlwCQkWnm1tvvwBge7g8Xra6qYueO7axYvox1q79DEASKigp5+onH+PD99zofUtoRz6kM5DnCb8hzfnPH0beSvK8gn9Q0RSa+ccUSnNu3Bn5RllF3jydq5BiEMK3/YwEBtVqFWq0OeYgqseV7oOrge5oQynOquG5E3/sAYnh4AMkRRBH72u+wfbcSo9FI9/gEcrKVGmRdkeQcDn2Q2Jf/KelpuajDwLbagGODrs2XlZIZUSMaEY1yYAipCmUPvL1DBQig1cntpnx4vQIeT6s/SqBJ9hA1qhFB2+Z6IjR+Y8CxRYfWIJGStJ38vM+ArtmPcNjZ2L9PkYnXqDU0fqkoGwdAllHHxRE1MrhAvP8rHg+yJ4RQQAeQm0MIfbRAHZ+giKwYjIFOhyhi+/Zr7OvXoNfr6RYfT25uDtB1+9E3URUXFREdE023bt1ozt6L9dN5wV8WRSLvvJuwTq6KtgdZlgkPDyciItI/MQuCwIYfvufB++9j6eJFeDwejBddgun6G4PCcWSXC8tMpXB2YnIKarWK8vKDXZqo+uzxwL4C0tMz0Gg0NH6xHOeWTYFflGXUcd2U+VEb2h47wvv/exe326XMxy39plar2bZ1K/n5eSF/o+4eT/S99yMYQ9jjqpXY163GoDfQPT6R3JyubY+tx9X0jAwlRO7rL3Bu/CHwi7KMOiaWqJFjEfX6X6Vt6sSkFvEqQ3A/fv0l9h/Wo9PpSEpOJj9XWWDvyv0ISpH41PR0wjQaGlcsxbljW+AXfXx1xCgEzYmtE+07tyo2lujxDyCE4qtrVmFb/S1Gg5HUtHTyuvj82HpcTU3PODLPGXWY5xiNRp792z946d+vkZ6R4Z/rVCpVi8+havmpzN+ef4H7HphwVBEz6vgEZVwNwXPsbXjOb9WPv6nj6CMDZaWlhGnCSEhKwl1UqNQRauuhyzIRN/1ZWeE8AWhvy954yWWEX3N9YOy4ICA7HFhmTMFbU01KWhoet4eampouSXJ8A1dx4XaiTJOJi3XiqVRhmROO3NQ2fhhMVzvQ92s+HKIqQJNLYOtWDatWaln5jZaVXyvHN19r+eJzHcuX6Vi/XslfjI2RQpWXQ5YhJkYirm1OowThlzswXtwUyFUF8FpF6meZkKwiCQkNqKXXqago7JL96LvfkpISDAYD8QkJ7Ssb+0IbQxSI90E0GhFNkXQ6iVUQUMV16/Ar4ZdfQfiVVwfbo82m1M+qryMlNQ1Bkjl06FCX7EffQo7D4aCkpJiMlpw4y8ypeNoqQXu9Stjhzbce9XWCQ/4lzFk9+Pcbb9L3nH5IkuRvS0lJMc8+8xRvvf4qFoeD6LHj0WRmBfajKOLKz8Eyfzaqlhy54sIiv+x9V8vJ8b23pSUl6PQGuicm4i4tUeyxrYiXLGMadrMSIXOUOHToEDabLYh8CIJAU5OT2pqadn9rvOwKwq+8Jtge7S32WFdLSloakuSlqqqqS9qj736Li4owGsPpFh/foog7LVgRV5YIv34Y+v4Df9U2hl9xFeGXX4ncph+9jQ3UT5+MZLWQlJwMAlRVVXbpfiwrLUWr1ZKQmIS7uBDrnFkh7THi5lvR9lDSLo5E7PPy8jjjjDPIyMggJSWF1NRU/5GcnMwVV1zR7m8FQUCWZQRRxHjJUEX/IxRfnT4Fb00NKWlpuN3uLstXW/Mc/THyHK1Ox+133sVHU6Zz9TXXtjs/9es/gB6n/emoHbvwoaF5jtSG58iS9JvwnN/McfSFM7ndbkpbyI0IWObNwn1gf2CcsSShMWcReefw464u5oNKHdpxFMLCiBozHk1aemAnqlQ0/bSLhsUL0ajVZGRmkt8S7tqV8nF8/ehwSpQWTyIjrRRBgIZlRpqzwwKVVCVQJ3uJvMOG4MuuFcDhFHjtjXBGj43mgQejmPBgFBMeUo7/eyiKvzwSycTHIhl/fxSlRSpOP91DVJQUsBgjy8or8+dbnCQnewPDUmUQDTLRYxpQx3sD/BhBBc7NOhq/MaDSQGbGfgpypiDLUpciq75+bG5uprS4iMxMMwJg/WQurvy8YHtMz2i3QLwPqsgodL16I0ude4aiTof+CDk0glZH9Lj7UCenBNmjc/tWGpcvRa1SkW7OpCA/z39fXaUfWyMnJ5uk5GRM4Sbs36/D9s2Xgf0lywh6vZJLdQSHvS0EQUAMMRZ7PB4uvPAiPpw8lbvuHoFWq/XnKDrsdt6f9D/+9fe/0RyfQPToeyGo5qdAw+JPadq5ndiYGCKjosjeu7eluV2nD1vbY1lZKZnmTERkrAvm4CrID7bHjEwi7xrRoT22h/q62pBzlizLhGm1REREtvtbQatV7DElNdged26nYdkS1CoVGZlm8vNy/ffVVRDQjyUlZJpbxtVP59Ockx2oiCtJaFLTiTqKkPHjBZ/AiqaNwIqgUuHcsomGz5ajUqnINGeRm53b5cbVtnw1M7OFr86djevAvtB8dfjh+fFIz+n0009Hq9X6ld2bm5v9h91ux2QK1mhoDb/zGBZG1NjxqFPTQvDVnTQs+VThqxmZ/t3jrmqPpcVFZPxCnnPmWWfx1n//xyOPPY7RaAwU2RQEaqqrjqmdneU5GWYzBfm/vj3+po4jKAn/kVHRxMTEtDyQEDLxLQWpNemZJ6QtgiB0aDza088gcsSokLlB1gVzcOXn0T0hAb1e75ei72qrOAV5a0jo9hWmCDfN+Rqsi8JD1lCMvMWG9rTAfMP5n+iZNduAzSbg8Sibza0PSVIcw6YmgX+9ZCIhQeKKK5rxepXPJUl5ZW671cm40Y7Qawte0PVyEXmrPehPshss88Jxl6mJiXESGzWLoqKtIU5y6qOgIJ+4bt2JjIqi6WdlYSRox1AUibxj+JFDG0UR0/U3KkIdRxjQZK8HXd9+6AYcOdlbe2avgEnZD69XqU9YeIC4bt2JiIigpKRYOX8XITi+nPHa2lrcLhdp6RlIFgv10z5GamwMGFtlScJw4cVKmYxjQKgdKrfbhdvjITklhRdeeoUXXnpFyedqaRfAZ8uXsWXTRiJvvhXDkAsD5ccFAU9VFfXTJis5OZmZ2GyN2O32LkVUfcjLzSUmJoaoqGiadu2kYcmi4PlRFIm8427CzFnHdA29wRDyuUqSlz5nn82ZvTquBanteRZRd4dwdrxerPNm4Tqwj27du2MyRVBa0jXnx30F+XRLiCciMpLmvbuVXOO2z1wUibj9rpDiYL8GfAIrQeOqx4N1zgzcJUXExcURExNNSXHRb9LG3wo++8jNzSYyKpromBicO7a1z1fvHoUmJdX/UWd2nGJjY4HQjlxKSsoRf++7hvb0nkSNGB2ar85XFp66JyRgMBi6LF/dV1BAXLfuRB0HnhMREcGDDz3MDTfeFPQcCwuPvZZt53lOJCXFvy7P+U0cR593bLfbsVqspGdmIjc5scyYgqemJtAQfQWph918QtvUNuyqLSJuuR39wMGBIbSiiLukGMvs6QheL+asHhQVFuJ2u7sEyZFlGUEQsFjsOKz/Ii21FlxgmWfCc1AV+HZJoD3dTcRN9sNiOSrYvlPDRx8bcbuPvJksCPDtt1pmzjIw/l4HF1/kwmCQSU72MvERG397thFThBxk/60ReasNXW9XoJKrCK4CDdaFRpAhI72S0sI3cDi8/pW8Uxm+frTZGmiwWknPyEB2NWOZMTVYYtzrRdurD6abOhfaqD/3fIWMCEL7zqPXizo+gZj/e7jTapCRt92Jrt+AYHssPIB17kwESSLTnEVxURHNzc1dwh4B/33m5+aSnp5BmEZDw4qlOLdtCSQSsowqOobo0eMQDYZOn1+SJCrKy/F4PMEqgoDH7cHrVcK2dDodd909gv9Oep8ePU7zO48ul4vygwfBYCBm/ATUsXEhcnK+w7bqGwwGA0lJyf4cua6Aw/Zow263kZ6RidzcYo9Vh4Lnx95nY7rplk6f3263s3XLZnb//BMej4fu3bsHhii2tEGvN3DX8BGEh3e82wEQ8ec7FEXetvZYVIh1jmKPZrOZ4uIiXC5Xl7BHXz82NDRgtVhIT89Adrfk8Va0KaXi9aI98ywibrntt2swEHn7cHR9zwnqR9e+AqzzZoMsk2HOoqSomKampi4zP4qiiMPhwNbQSEYAX60OwVf7EjHs6MuodOsWOupDkqROOY6tETliFPoBgzrkq5lZWQpf7WL2aLPZFHtsxXO8v5DnqDUaep55VtACwYH9+39RmzvNc4p/XZ7zm+5R5+XmkJiUhNFgwLbqW+xr1wSSEV8o1cgxHRakPh44ktOiio4mevwExMg2YTuiSOMXn+HYuIHIyEi6dz+csHqqwy8TnzOHtJRdaPUSji06bN/og94sQQORdzWiTmwJIxWgrlbk7XfCqagQ/XOobxcRDu8mtoYsw7TpBvJy1bz3PyuzZtQzd2Y9Dz9kJzJC7lilVQZ1vJfo0Y0IhmDjalhH3nNqAAAgAElEQVRmpGlPGEaTh9SkNeRmLz+2B3OSIic7l+SUFPR6PfZ1a7CtWhnkHAg6HVH3jEbdvXunzimo1cRM+AvRY8YjGAzIHs/hLWSvF9nrRZNppvs/X8Zw/gWdbqsqNo6Yex9AbBvCIwg0LlccJZPJRFJSUpexR9+EUV5WhlanJd6XMz5nRogcHAnT9cPQDRjc6fNLksQXn63g1Zdf9E9SbeH2uPG4A681cPBgHnpkImFhYa0bAIB+4GAibr0j8CSCgOxsycmpriI5NRWvx0NNdXWXIKo+5ObkkJSUrNjj2u+wrf62jT3Kij2OHKPU4usEXK5m3n7zdUYOv5NRI4azbs1q9HoDKvXhyly+OnXjH5jAoHPPZdvWrWzdvJktmzexedNGNv34Iz9u+IEfvl/Prp078Hg8fmGOoLIDgkDDimU4tmzCFBFBQkIi+V3EHn3Iy80hNS0dnU6H4/v12FZ+FVwkXqtVxtX4hN+olQpU3VoJAraGINCwdDHOHdsIDw8nKTWF3Jzs36aRvxFyc7JJSErCYDBg++5b7GtXh+aro+9FFX30ZVTS09PbVd/MyMg4qnOJOh3xr76F2DbMXBRp/GLFYb4aH09+Qf5Rt/VkRk52NsmpgTwnyB51OqLuGdNpngNQWVEeNDcVFxXhdDqPua2q2Dhixh+Z5yT+yjznV3ccfV5/XW0tLpeLlLQ0vDXVWGZOQXY6QodSXdZ+YvDxQmdCCQxDLsR0Q5uVJEHAaz0cCpaemYHVasUeQmzgVILPQCoryxHlSSQkNCBZRepnm/A2iAElOGQv6Ac0YbricPkNSYYZs/T8sCHMvxEiijD0smZe+lcDr/27gZdfbOCF5xvp39/tdyAFQSnH8cZb4ZSViwwc7Mac5VVe5M7wSQmMFzsJv9wR+LkAnioVltkmZIdASnI9Lucb1NdbT/l+9MXiy7JEckqqvxyObLcF2qPXi+G8Cwi/4uqjuoZoMhH7+NMk/mcSpmtvQJOWjio2Fu2ZvYgZ/wBJH05VBDaO8jkbLr6E8GvbFDoXBDx1tUqoo8NBanoGNpuNhoaGU7ofAb80eFFRIeasLERJwjJ3Zuic8dR0ou4edeT6mi1wuZqZOX0qzzz1BCUlJYhicI6jIIDb7cbtdgX9PtNsRqvT+ccN//wqikSNGIW2Z5twSJWKpt0/YV24ALVKRWaWuUssAPjtsaYGb0vIr7eursUe7W3sUcIw5EKMl1/V6fN/8fnnzJ45A4fDwaHKStas/g6Aa6+7Hq/XqziBKhUjR49h3Pj7ePvNNxhx522MHHEXo+6+i9EjhjP6nuGMGTmCsSNHMH7MaLZu2QyA4cJLMF03LPCCgoC3vg7LtMlIdjtp6ek0Njae8vbo68eqqkMIMiQlJyNZLdRPn4y3bci414v+3PMJv/LEFYk/GhgvGUr41dcFfigIeGqqlffQ6SQ1LZ0mhxOLxdIl+rG2tkbhq6lpeGtqlLIIjhB89YKLg+zR4XC0PW1IZGRk4Ha7g8IdRVEkK+vow9A1qWl0f/m1wA8FAa9FeQ8lWyPpGZlY6utDimOdSjg2ntP5cdXr9VJaUhLkOJaXH8RSX/+L2m646Eg8x07ar8xzfrMdx7zcHDIyM9Go1TQsWUjTT7uCYrJV0dFK0c2jCKU6VojikQmUoFYTNWpc0DaYoFLh3LihpQaZjrS0dLL37gFO7dwqWZYpyHmTzIz9qDTQuFKPc7MOoc2jVIXLRI2wIUa2qJ2q4Psfwpg5y+AnkF4JrrmmiXfebuCekU7uuNPJiFFOzj3PRVVV4GsqilBYqOK994w02YROi3YqjQZBKxM9qjFod1IQwbZGj/17HRqtTGbaHnL2vOe/11MZeXm5/lp/SjmcbcH2GBlJ1OixwavRnYAQFoZx6BUkvD2JlDmLSZm9mORZnxD31N8I63FsOT2CJozoMeND2KOI4/u1NK78Cm1YGBkZmae8wMrhHJwcYmLjiIqKxrltS+gcHFEk4o7hnc6lamho4K3XX+PfL72Ipb6+pcSREGKCUoQdXK4jlWCRkVvJG6uTkom+9/7gUGZJwrpgLs05e+nWkrNaVHigS+w65uZkk2k2o1araVy+GOfO7SHsMUqZH1tEGXbt3Mm77/yHV19+kU/mz8PWpv5iaUkJH076Hw6Hw18qxWg0AvD8iy8x4cGHuOTSy3juH//kiaf/yhcrVrBk0UKcTicOux2Hw4HD4aDJ6aS5qQmXy0VlZTkff/C+Uk9MoyFqzL0h50fHhvXYvvkSrVZLWkYGudmntj2Ccm/5eXlkmM2oVCoaP1+Bc+vmoMUaVUSE0o/tCKBUV1ex8uuv+GT+PBbMm8v8uXOYP3cOc2fPYtfOnce93T6BlaB+bFWGLEyjId2cSc4pPq76kJerzI8atZqGpQtp+mlnSL4a8+AjiK0iK3bv3s1rr73Gpk2b2p4yCL179/bXwW0NtVpNjx5HLpV0/fXXc/HFgTVcTdfe0AFf/RydVkt6ekbX6ce8PDJPAM9pcjqpqKgImhPrauuorKz4RW0+Ms/5uhXP+XX8DvWRv3J8IQgCpaUlaHU64hMSce3Lx7pgrvJQ2mwXm669QYnT/hXa1F45jrYIM2cpSoBtQgpktxvLrOkYL7iIpJQUKisqqK6qottRbHWfTBAEgYKCHURHLCY2xomnTIVlngnZTdByhPEyJ4Zzm5S8QhEqypUQ1bo6EZVKeZQ9e3p4fKKNqCgJPIAA9kaB//7XSFGRKijPWxTh+x+07N6jZuAgd2DO4pHQkm8ZtGwigOwQqJ9lQt+/me7dbVQcmkFp6R2kph6b8MTvHb5CteHhEXTr3r1VORxPkD2GX3Ut+sHn/7LradyokyxAHUoHGICwjn/UAcJO+xOo1W0GVQG5qQnLjKkYzhtCQlISFeXlVFZUkJCY+Iva/3uFIAjYbTYs9fX0GzAA2eGgfvpkPLW1QURV26tPp3OpKisq+PfLL7Ji2VK/OiqyElAQKsfR6/Hgbitp3gayTJDSrl96vHVbRVEpQj5jKvEvvUZmVg92bN9GUnIKmiA11lMDgiBQXFyEyWSiW3w8rsIDWObNVgbJtvZ49XXoW4qLf/3Vl7zwj79RVloKgCYsjEOVlfxl4qN+qfaZ06eRk5Ptr2EWGxvLZZcrwkjx8Qk889zf8bjdhGm1bN+2lUn/+68/H7E1JEny50TKMqxZ/R0rli3h7ntGEdbjtBD2iGKPM6diOP8CEpOSFXusrCQh4bcNzTxREASBA/v3ExkRSVy3brhLiw+HjLftxyuuxnDekJDnsVos/PXJJ1izejUaTSBdkySJ8fc/QN9zOlaiPhZoT++p2GJrAioIyE4nlulTMAw+j/iERCrKyyk/eFAp1XEKQuGrpej1euITEpRcz/lzQvPVa65H26t3wGevv/46arWahQsXUlBQwD333NPutfr2VUrNhXIcI9umSLVCeXk51157LSUlJUiSxOTJkxk/fnyrE2hAasNXXc1YZk3DOORCEpOTqagop6qqiu6nMF9VeI6JuBPAcxoaGvypFK1hszXyw/r1nN33nF+kXvt74zm/6o6jLMtIksSB/fsxZ/VA8HqxzFbUuoKUgySJyLtHIaiPo2/bnhMeYpWnIxjOGxKoBAgtNchysSyYi0oUyczKoiA/v+X0p9YqjizLuFwylaX/JjO9AmSwLg7Hla8JfqNkiBreiKBTnoHbBR9+bGTHTo1/XoqMlHnsURvmLG9AbcfFS/R8u0oXUplcEKChQWDz1mN3OvTnNAc7nCpo+llLwwojggiZ6cUUFryG13t078jJAFmWcbvdFBcWKjLxshy6HA6AJBF1z2iEYybsTvB+As23gPNScFwJzkugeRR413J0nn8gDIPODbZHlcqvXigKAuasLHJacnJOxX4EyM7eS2pqGnqdnsaVX+FYvzakcxc1cgzq7vFHPG9ebi6PPfIXli5e5A/18a+It1OOw+v1HtFxBJDa9IGg06NOSg5OahZFbN98iX39WsLDw0lOTiEne+8puesoyzIej4cinz1KEta5M3EXHmjHHpX5ceXXX/H3vz5D+cEy1Go1arUar8fDooWfcPBgGQA7d2xn8aJP/cRGlmVuuPFm+g8Y4D+lKIqEabV4PB6mTv6Yg2VlQWRHlmXSMzI4/4ILOO/8IZw/5AIGDBzE3j17aGxsBMAw+PzQ9pi9F+sn8/z2mJt96tqjy+WirLREqaEqy1jnzw0uowIgS0TeMwYhLPQ8tmvnDtauWc0NN97IrHkLmDl3vv+Yu2Ah48bff8LuI0gMEA6HkC/+tKUfe/jLHp2K/ShJEgf2FWA2Zyl8dU77fDX6oYkBjsNLL71EdnY2VVVVFBcXs3r1aiZOnMjelt29tjCZTOhaisy3hi8qIBSWLl3K4MGDKSs7bPuvvvpqwHe6/f2FEHxVhSsvF+snCl81m09tvnqieU5tbQ1Wa3DYtizLfPTh+/z7pX9RUV7+i+6jQ57z6a/Lc35Vx1EQBHJzc4iPjycqKgrH5o00frEiUM3o8JfRnn7Gcbu2JiwMnV4fUtlRkmW/nG1nED1+AqqYmBDnkpUaZD/tJC4uDlNEBPv3FZxSseM+Arln9wKSE9dhjHDTlB1Gw9J2BjcZdGe1qJiqYMu2MBYv0fuj51QqGDPawRVDWzlxKtibreajyYageqytIUmwZ48aT3BKVSduBKLHNiKaQqiwesH6aTiu/Roio1zEd/ucnOxvTimy6uvHnJwcEpOSiYiIaL8cDij22DYPrdMXs4LrGWgeA95vQK4E7CCXgHcBuG4Dz3vAkR2OUIgePwFVVIiSH7KM9ZN5NGfvJTomhvj4eA7s23dK2SP46kVVI0sySSkpeA5VKjk4TU1BfSl7vZ3KUd344wYefvABvl+/zu88SJJEVFQU190wDL1eH/I98Xq9uNoWNfdfvN3/ABB598jgiVwQkBobqZ/2Md76elLT0xU1bqv1iPdwMsFnj7nZ2SQkJBIREamEGq9Y2qE95uZk8+IL/+TQocqAdAufjkBtTS1er5fZM2f4V8QlSSKrRw/G3jsedYiFWZVKRVRUVMjLSpJEenoGk97/iFnz5jNz7jxmz1/A359/wU9wo8c/gCoqOqQ9NixcQPPe3cTExNKtezcO7D+17NE/rmbvJSk5BZPJpJRRWbowdD/KoGuzS9Uahw4dwuVy0feccxg0+FwGn3ue/xg4eDAxLSUc2kNzczPbt23j+3Vr+X7dWtavW8v6tWtZt3YN69eu6ZD3RI9/QBEDbC+EPC+XqKgo4hMSyM3JPqX6ERQbysvNIT4hgcioKBxbNtH4+fJ2+aqmlbBRWVkZ06dPx+l0UllZSVVVFQcPHmTv3r1MnDiRd999N+Q14+LiAnIcJUlqt4bjc889x/jx43E6nf4xWhRF6uvrA3Y2I269QxHrCcFXrYs+pennXcTGxREREcH+glOTrx4PnlNaUsKsGdP4ccMPQSJG5eXl2O32kCWqGhsa+PjDDxg/djRfffE5LtexENYj8JxPf12e86s5jrIs0+R0UltdrciL2+1YZkzBW18f3IGSF+0ZZx7X60dERJBpNgetdPuQnb0HZyeTmA2DziXi5tuCO1AQD5O25mYyzWbKy8txu92njMMBYLXaaLZ9QEpyDXKTgGWOCc8hVYAgDgASaDI9h98yGX7YEIbFIvirM+j1Mmec7lbGYiV1CrtNYNL7RkpKVB3WsxZF2LdfTX29GHztTsBwfhOmaxzBHFYEd4kay/xwcEN66iEste/icBybY/N7hc3WSIO1RZba2U45HABJUkIljmkg8oDn1RbHsB11MbkGXM+BZ94xnB/05w3BNOyWYHsURTzlB7HMnApuNxmZZkpLS2hubj5l7LF1PdzMrCzUKpVSXHzv7uA6XrKMKioasYMVbICS4mKee+Zpsvfu9Yfwe71eklNSeOW1Nxg9dhyiKIacJL1eL81NwY6jklN3+P+SFMJxvO1O9P0HhtzlUPI1FxOm0WA2Z7F3z55TaiEHlDIZFquF9MwMZKeD+hlT8NTWhrbHP50OwKaNGykuKgxKtZBlGZMpgtjYWDZt/JFVK7/xk0uNRsO48fdjbkdwo+rQIW697Q6SklOChDpUKhWbNv7Ityu/RqfTo9cblMNg8J9ff94QIm5qxx4ryqmfMRVcLjLNWZSWlp5S9gjQ2NiIrdFGano6cnMT9TOn4KmqCt2PPU7rcFxNTExEq9WydPFif/7S0WD1qm8ZPWI440aPZNzokdw7eiT3jhnJvWNGMWbkPTz52ESsFkvI3xqGXITp+ptC92NpCZZZ08DjIT0jk5rqapxO5ynTj7Is43Q4qKmpIT3TrPDV6R3x1Z4BH91zzz00NjbicDhobGyktraWQ4cOUV1dTXV1Ne+99x433xxcYi4tLS3IcYwNsThw00038d577yGKYlBUgFqt5quvvmL9+vUAiFot3V94uQO+OkXhq1lZlJcfPOX46vHgOR6Ph3feepNnn36KCffdy+v/fpnioiL/cyoqPNCuQ+jLJ/9p104ee+Rhnv/bs8dU3/H3xHN+FcfR5/Xv/vln0tIz0Ov1NH7zJY4fvg+p6idowogcMeq4tkGtVnPBhReGzI0RRZF9+QWd70yViqh7RhP2pzNCJpDbvluJfe13LaFVyez++edTguT4+nHvz/8hI/0nwnQy9g067KuDy28AoILI222HRWgEMLaUwZAkJWTbYJB57u8RvPFmuCKCo4Kly3R8+23oEFVZPmw3ggCVlSpKylTH9CYLGpmoEY1o0jzBZTwEaPzSgGO7Dp1BIiNlI7t/eu/U6sc9e8jIyESr1ba8s6tDhjaiVisFvo8F3g3g+Zgjh6LawPMGyJ3f+fdBUKuJHjVWKdQbMtTxK+w/rMNgMJCekcme3aeGPYIyKe0rKCDcFEG3bt1o3ruHhk/nh4ysQJIwXXv9Ec9ZXFRIaUlxgNN4dt9z+O+kDxh2082oVCoK8vODVE5lWUaj0WAI4ZhGR8cQbjLh8XiQJClkTrkqNk4peRQREdx+rxfLnJm4DuwnPjERvV5HaUnxKbE67p8fd/9MenoGOq0O27cr2w01VuxRmR/DwjQhn4EkSZzRsyfG8HBmTp+G1Wr1O/YXXXIpN94cuu5jbU0Nf336Seot9QwfcU/Ic7tcLqZ+/DFF7cyXgkpF1MixilMUwh7tK7/G/r1ij2np6ez++adTwh4PR+PsJsOciTYsDPua1dhXrwrdjyq1UuC7AwwYNJj7/+9BCgryeWD8OLZt3XpUbaqsrMRma2xRO1YOl8uF2+XC41EUkOV2cngEtZqo0ePQZJpDj6tffY79xx/Q6/Ut4+ruU6sf9+wmPT0DvU6nhP5vWN8BXx3t//9HH33EzhbRoqamJr/apdVq9R9NTU1s3LiRP/3pT6xatcr/2549ewYt1rTOO6yurqZv376sX7++TXmjYDz88MP+fxuHXqksNoXiq6uUuT/caCQ5JZU9p5g9Hg3PiWyH5xyqrGTz5o3Kjm5dHR+8N4lRI+7iw/cnUVlZwYH9+4P6rS1UKhUOh525s2dx7+iRLPxkAU5n5zaroDM858vDPCfzxPKcX8VxFASBurpaJFkiOTUVT2UFlpnTkJubgr4re73oB52L6ZrrQpzpl+HiSy8jLT09qIN9stlLFi3s9EPWpKYRPebe4NwEQUC22xXZ7bpaUtLSaXI6aWxoOF638ZvBnyge9inx3Rvw1olYZpuQbELwjp8XdL1dRFxnP/yZDMOub+Laa5pJSfEybqyd2TPrGXZDEzNnG7h/QhSzZur5eIqR9nbz09K8REZKtKRZ0dgosHv3MebdSRCW5SbqbluwTJQAXouIZaYJqUEkMdGCKM2lpvrQSU9Wlfe9CkEQSUxOVsrhzJiK7HQGr7Z5vej7DyS8rcx+Z+FdBHJd574r5YD322O6jCYjk6jR9wbnJggC3sYG6qdNRrJaSElNxeVyYamvO+n70Ze7cfBgmbJ75HZhmTkVT/nBkLkb6pTUAILTHpJTUklMTMLtdiMIAlddcy3/e/9DBg1Waj5u2bSJxx75C3m5uQFtEUWRYTfdzJlnBUeLpKSm8uBDDzNw0CCuu2EYF150cdB3AAwXXozp+htDrqq6iwqV4tWSV8mtKihQhFpOcoIjCALVVVUIQFJKCt7qqpbyVO3Y44BBfnn2M844k4iIiIBnIMsyer2eP992O9u2bGH92jX+wtDdunVjwoN/QafT4Wlb2xNYvmwpq1Z+w0fvv8fQy6+gV+8+QWFZoihSUJDPtClTQp4DQJOe0WKPwfOjZGsJPbbUk5KahsfjwXoKlHUQBIGK8nLCwjQkJibhraulfsbkoDIqgNKP/fopO3odQK/XM/GxJ3jtzf9QXV3Npo0/HlWbrh82jI+nTmfSBx/x7nsfcOllQ3G73Qy54ELe/2gyr77xH6Kiotv9fZg5S1GSV4cYV61WLNMnIzU0KO+t10tdbe0p0Y91NTVIknQ49H9mS+h/G8heL/qB5wYsyL3yyiv+EHBJkvB4PDQ3N9PU1ITT6fQfkiRRV1fHnXfeydNPPw1Av379gnYc09LSAPjss88YMGCAP5+xI4iiSFFREX/961+V/+t0xDz4SLt81eLnq2k4m5poOEX4anVVFYIgdJrnBJUTakF5+UHqamsRRRGTyeRfsH3tlZcZffdw1q1d0ymBTUEQlPEzP59nn36KJx97lJzsvZ33OzrkOY2HeU5KC8+pOzE854Q7jj4jyM3JIdOshFI1LFxAc/ae0KFU4SZFmrpt4dLjgNTUNK646up2O+mzFcvJyQ6duBwK4dfegOHiS0MmrDbt3EHD0kWEaTRkZmWxu8X7P9KqxO8VUosqV17262Sk7UNUKTtyzh1aaGsvMgh6mai7G1HFtrpfSXH83nnLyqIF9TzxmJ0zzvDw9+caefdtK5IEL7wY0W6IqiTB8/9opFcvj3/BxeuFTZvDcLeTVnVEyGC63o5hUBNym24UVODYpMX2rR6VBjLT91KQ96+A53Gywff+7SsoICsrC5UoKuVwfg4uh4MsIxiNRI0aq+QsHS3kBpB2HE3rQNp89Ndpgen6GzFccFGQPQoqFc6tm2n4bBlqtZqsrB5ktwhznKz26F9N3b2blJRUwsPDsa9fh+2b4OLiAAgCkbff1am88UyzmX+//gYPP/oYr77xFm/+5x0yzWa8Xi/Lli7mkYf+j59/2hWQ+xgREcGjjz/Jc39/Hr0+uHySSqVixKjRzFmwkHff+4CsduTllZIO40PvcggCjZ8tw7FpI5GRkaSkppK99+QWygm0xx6oRBHr4k9p2v1zO/YYTtSocUquC3BW795cdfW1Ae+x1+vl4ksu5Zz+/Zk25eOA3Jvb7ryLstISRt19F08+NpGtWzYjtdhLcVERc2bNAGS2bN7Emu++Y/TYcSEFOwRBYMmihaxfu6bdezNdPwzDhcH2iEql5BmtWIpGrSbTbGbPnt0Bz+Nkg6/de3b/TKbZjCiKNCxbTNPOHaH70WAgauRYRSvhCFCr1ZxzTj8iIiIoLiqioCCfvLxc/5EfcOSRn59HQcthtVjpcdqfOKtXb9IzMqisrECr1XLHXcO57oZh/On00494/YhhN2M4P1gQUFCpcGz6kcYvV6BWqcjKMpOXlxvwPE42+Plqbm4gX93bAV8dPRbRFAHAqlWr/IsybRdVJEnyHz74Qk0/+ugjrr76ar777ruAnURRFKmqquK5555jzJgx2O32I6pzSpKEy+UiLCyMgoIC/+fGy6/CcFFovurcuZ2GZYdTAfac9HxVaXdBQb5/XP0lPKeosBCHw4FGo+GJp5/hoUcmkpiYiNfrZe/ePZQfPHhUDpooirhczSxfuoR7x4xixtQpnd5cOiqek3NieM4JL8chiiL79+/HaDTSrXt3mnP2Yl3YEkrVVrhBkjBefiWGIReesPbcfc9I1nz3HQX5eQEGKIoi5QcPMmPaVF5+9fVOyb2LRiPR9z5A084deGvbxEx7vVjnzcZ4yVDis3pQWV5OSUmJf/XoZIKym6AiJ2cVyQlLiY5pxl2sxrrApJTOCBaKwzikCePFzuAQUFkJTzUYvcrfvKBRweVXNiOI8JeHI7HbhaAFIVmGsDC4fGgzmzaF8f33yuAqirBnr5rKQypSU73B1zvizYEqSiJ6TCNNe8OQGgLzJWWXgGWuCcO5TcQlOqk89CX5uT/zpzP6+Mn7yQRRFMnLzcVkMhEbF4erIL9deXFZkgi/ZCjGiy49xqs5gdD5M+1CrkF5qY5+aBJNJsUef9oZnIvi8WCdPRPjhZfQLT2DiopyCg8cINNsPurr/B4gCAJWqxW7w86ZvXsjWeqpn/Yxkq0xeGL0epUSHH++o9PnHnLhRQy58CL/Zw67nWlTJvPB+5NobGgICGPt0eM0nnr2Oa66+hosFgtlpaWkpKaGPG94J2pjhZmziB59L9UvPR84OQoC3nrlPnV9ziYtPYOtmzfhcNhDOqsnA0RRJD8vD2O4kbhu3XDl59HQTnkqWZIwXTYUY6vdWq1WyyOPP05xcREbf9yALMuYzVk8/OhjfL9+HVs2b0KlUiFJEn3POYf09Axe/Oc/qK6uAgTWrVnDHcOH89QzzzJ/7mz2FRQgiiq8Xi9Llyxm8rTpXHTJpaz8+quAFXXl/bPwwXuTOKdff6JDOEBiuIno8RMUe6yrC7JHy5yZGC+6lO4ZmVSUl1NcVER6RsbxfsQnHL7d9v3795GckkJMTCyuA/uxtlNGRZYkwi++FOMlQzt9jY0/bsBSb2HZkkWs/PrLTvwiMApIaGmnxWIh02xm0OBzO31tMSJC6cfdPyFZLIH92FKGzHDBxcSlpFJRUcG+ggJ6nHZap8//e4Ioiuzftw9juI+vZmP9tAO+OvQKDEMOj5OXX345eXl5rF69mnfeeYctW7bQ1NSEWq3u0OELCwtj27ZtbNu2LROqrZsAACAASURBVOB7vnxFl8t1xF1G3+5mbGwst9xyCy+88AKGVjXQRa2W6PEP0LSrI756Gd3NPaioqKCkqIi0k9AeoR2e08G4eiSes3/fPtxuNzExMZx3/gWc0bMnV119DdOnTmHl11/R0NDgz/v3LWIeiRv6ygCWlpTw4gvPs37dWh56ZCLn9Ovf4btymOfswlsfPK5aZ8844TznhO44+uSMD5aVkmnOQvC4scychudgiFAqWUbdPZ6okWMQtNoT1qbMTDP3TZiAVqsNWqUWRZEvPv+MH75f3+nz6fsNIPK2O4P/IIq4i4uwzJ6BKHlbynPknqSy1TLNzV6qyqeQnlp5WHX0gDpk+Q1VlETU3Y2IxhCKpS3fCXDwBLBZBObP12OzBTuNPtx0oxNEOLuPG59fL4pw6JBIbp76mARyAPCCfmATETeEFsppztNgXRwOMmSml1FZ/iYej0z79V1+n/DJ/VdVHVIGEp+8eGlxaHuMiyNq1FiEEDsOnUMYoD+6nwjh/JJhST9wMBF/vj1kqKNrfwGWebMRZJlMcxYlJcUnZaijb/Vw7549mLOyCNNoaFi+FOf2rcFOIyBotUoJjmOsmXfo0CH++Y+/8fZbb2BrbPRParIsc+nQobz/8RSuufY69uzezcMPPsCzTz9JfV0nw5PbgWnYTRiGtLOq+uMPNH75GTqtlkyzmZ93/XRSro7LsozX66Wi/CCZ5izFHmdPx11a0o49diNq5FgEbaA9pqam8fpb/+GJp5/h0cef5J1J7xEbF8eMqVP9gg2CIHDLn2+jprqa6qoq1GoNarWa2toa3v/fu7z7ztssWbTIP4QKgsAFF16IOasH48bfR0xMTJCdqFQqdmzfxto1q9u9R33/gaEXLEQR94H9WObORJAkzOYsDhzYf1LaIyh5n2UlJaRnZCqqo3Nn4i4qDN2PMbFKP+o7NzZWV1czY9pU7HYbcd26kZKaRkpqGqlp6aRnZJCRacac1YOs007j9DN6ckbPMzmjZ0/O6NmTnj3P5Mwzz+LMs3qh1miQJQm7zU5V1aGjuj9FEPDW0ONqfh7W+XP842pZWelJ2Y+H+WpZC1/1YJk1Dc/Bsnb4avd2+epll13GihUrKC8v55FHHiEhIQGXy9VuaDcc3n1sC0mSOnQafbubp59+Ou+++y779+/njTfeCHAafdD3G0BEe3y1qBDL7JmIkkSm2Uz+SVpmJZDnZB3mOaHKqHSC53g8Hg7s34csy3SPTyA+Xill1efsvrz25ltM+uBjLr1sqF9VOioqioiIiKAQ//YgiiKSJLHq25XcP24sk959h9ra2g5/o/CcEAKdoohr/74TznNOmOPoy7/ZumUzg849j3Dg4L2jsC5cEExuJAlNppnU+YvRnX38i9m2xR13Dmfx8s9ITEwMIBu+ItrjRt3DjGlTO3cyQSD28adJeOt/CGHawI4URSyzp1N+/zgiNWrOv+Aitm7ejNfjOWmMUZIkmprc/Lz9Zs4f9Cl6UaLiyVjqppuC3x4J1IleUmZUYRgUokZiexChsEjN9h2akJoe4NtZ1NDsELjssmbOOcftF19sahL44EMjjdYQuZadhCBCt2fq6f7PeoS23FuAug8iqHw2FoPGy7kD5rBjy200N3tOGrLqC1/ZvnUrg889D4MA5Q+MwzJnJogh7DEtnZR5ixWVy2OFEA2ap4BOLgQJiaB+nF80LIkicU//jfjX31byANrYY/2UD6n4y/2YNBrOPe98tm3dctKpyImiSGFhIQa9nvjEJNyFB5R+DEFKZK8X/XkXEH7VNcd0rdycbB59+CEWzJuLx+Pxr6JKkoROr+edd98j02xm/tw5PDB+LOvWrGH9unXMmzP7l92jKYLo+yagjo0LmhxllwvLzGm4y0pJTE4hLCyMshA1B3/P8Nnjtm1bOXfIBRgFgYP3j8Eyb3bo+TE9g5T5i9H1G8CmjT9y2803MnXyx35ykmnOYuJjT/DE088QH5/AHbfcTPbePa12CWXen/Q/LrrkEj6YPJX+Awb4dyIFQeDtN1+nquqQXzTir3/7O/96+d8IgsD5Qy7g0yXLSExKChrvPB4PL73wPPl5eaFvVBSJe+pZ4l9/R8l3bGuP0yZT8dB9mMI0nDfkArZtObnsUZIkmpub2bljO+dfcCEGQaD8wfGKcmyIPGNNSiop8xahH9S5HT+rxcKE8ePYuWM7o8aMZcPmbXzxzbd88c23fP71SlZ8+Q3Lv/iKpZ99wZLln/PpkmV8snipcixayoJFS5i/cDGXXDaU6qoqMjLNqNQqbrr+WubOnhVwLV/9SVdzc/C8plLR7dnniX/1zeDa2qJI3YeTqJj4IOEaDee39KPL5Tpp5kc/X928mcHnnUe4AAfvHansNoayx4xMUucvQde3X4fnFUWRF154gT179mCxWKirq6O8vJwJEybQvXv3Y3o+kiTRvXt3Hn74Yaqqqqirq6Ouro4NGzYwcuQRROwEgbjHnybhrXeVfMe2fHXWNMofGEukRsOQiy5m29YteE4yvupyudi+7fjxnAP797F921ZEUWDoFVcERFeEhWk5b8gQLrjoIm665c88949/snHbDnbnFrBrTw4xMbGddiBVKhU1NdX8543X6Xvm6Vx56cUUFRaG/nJneM5Dh3nO1uPMc07YTCsIAqUlxSQlJaPTamn8YgWOzRtDqlKhUhF55wg0GZknqjlB6HN2X0aNGRcyodXj8TBj2hT279/X6fOFX3kV4ZdfGaxapVLh2LCexq+/RK/TEZ+QQFlZ2S9u/68FURQp3L+C1OQ1aLQytnV67Ov1IUsZIUDkLTa0PdxHFzLqhZ5nuHnmKRupqV683pClati7V81f/2aiolxF716HS2OIIuw/oKKwKMQO6NFABtPVDgxDnEH5johg+06PfYOOMJ1MauK3FBV+fdKQVVEUKS4qJCUtlbCwMGzffIVjQ2hVY0SRyDuGK+pdv/jC14DqyEqeIIJ6HIh9fvk1gfCrr8N4yVDkECpy9rWrsa36Bq1WS1JSMqUlJSdNyLEsy1RVVeF02Onbrx/NmzdSevtNuItCFIn3eom8YzhJH05FDA9dC6w97Nmzm8suGsIVl17Mjz98H5DP2K//ABYv/5y8/UXExMZSW1vD3NmzKC0paRlPZV595SVGjxj+i+ot6gedS9qyL9GeeVZgiY6WXY7SW4fh3rmDfgMGUF9XS01Ndacn6d8aoihSUlxMcnIK2rAwbF9/gfPHHzqwx7sJM2fh9XqZM3MGG75fz9tvvcGqld8Efd3j8eByuwLW0ARBpKKinOVLl3L9sBuZOmM2r77xFgMHDw6YA71eL33O7sufbzu8S1hXW8tny5fT2NAQZCeSJKFSq48oDBF+9TUYL2vHHtetxbbya3RaLYlJSZSVlp409iiKIkWFhaSlpaPRaLCt+gbH+nWhVRtFkYjb71Ik/1uhqKiQLZs38/26dWzZtInCAwf8aovr163lp107UalUfPHZCqZ8/GGny4b5UFlRweKFnyAIAvc9MIFx4+/D4/Hw8Qfvs2f3bvbu2cPUjz/i8YkPM270SMaOvodHH36IHdu309RGECb8mtC6DoIoYl/9LfY1qwgLCyM5NYWSoqKTZn4UBIGS4mKSkpPRarU0fvEZzo746l3HzlfVarXfmZwwYcJRP6MxY8awZ8+e/2fvv+Ojqrb/f/x5zpmSyaTMkEbqhA4iWCgiCKKIYkVQepeuYsHu1ev1qtcrdkRBgjQBKYoNLCiKgFIu0juppEP6JJNkZs6c3x8nGTLMpEKA9+f7ez0ew+PB5JQ9Z5+192vvtdZr8dJLLzXp/gABAwdhHHC7tz1KErbt27D+rPLV8IgIMjLSm3yfSw1RFElLSyUm9uLxnPT0dEpKStBqdbQ7z3YBDh44wIfvvcfihIUcPngAnU7dKA8JDWV+wiL63dy/0RExkkZDcnISaampdR5XJ8/54xzPib7IPKdZrFqWZcrKyigsLCQqJgZHRjpFny/FZzV3WcbvmmsJGuxd06a5MWL0GHr26uVTNS45KYmln9WuGnc+BD8DpsnT0ERGeS0eFXulGqKbnUV0XBx5eWrNoyud5MiyTHFxAXbbHCLCS5HPShR9Hohi8+HZc4G+g4Og+8ua5PXTSDB8WDlLFhUxdEgFfn6Kr3JurFtnYNrMYJKSJao3PgUBiopE9u5rorpqNRQQA9V8R02IyzMSVQClTKBoeSByvkhERAnl1jcpKS684vvR5XJhtVqxWq1ERkXXqWpcnQ8XeP+DF+fmQiDo3gSxfx0HaUAzATSzuVhDkujvj3nKDDQREWrSrbs9QlUtp8+Qz54hMjqaoqIiSktL/0/0o9PpJDUlhVZt2qLYVPVmZ4HvWn+a6BhM4yZ5K7DVA6fTyaIF8zl54oR7QaAoChqNhmEjRjJv/qf06NnTfXx0dAyPzHqMgIBA946mJEls/WMLa75oWm3OamiiojFPnoFg8PfcTRIEnGfPULhkIUpFOW3atSMtJdUdbnYlQ5ZltbZYSQlR0dE4s7MoWr4Yxe5D4UuW8etyDYH3q+UzJEkiNCwMUZIoLirinTn/JbFKACMvL4+ffvwBg8FAu3btvWoWC4LADxu/5/ixY5jMZoaNGOleQEqShNPpRK/XM2nyFMLDw1EUhT3/+x+PzpzOvLkfUFpa6kE8ZFkmLCycmY/MIr5V3SRaNFTbY0vP+VEQUCrKKVz6Gc4zuUTFxFBQWEBZ2ZVvj7IsU1JSgs1mIyIyEueZXFW1scK3aqP+qs4EDR3m/io/P48vVq5g+ND7GTtyGBPGjmLMyOEMGzqYKRMnkLBgPiuWL6OiooKoKFXl+L9vvM6//vkSuTk5DW7nDxs3cOzoUa7q3Jk77ryLIUMf5Ppu3UhJTmLWw9MZN2o4r7z8Iuu/XMfunTv4365dfLP+K8aPHsHsx2exd88et11X6zpowsK97FGx2Shcsgg5P4/IqGispVas1pL/E/1YVlZGUZHKV52ZGRR9vgSlNr7a9VqC7vNdzqYx+Oijj/j1118bPV5t376dzz5rYERcLRAMBsxTpqONjPTmq5UVqjp3TjbRsXHk5+VRXm77P9GPVqsVa0nJReU5yUlJVFRUEBAQ4HOc+3Hj95QUFxEUHMzd997nEVZ8Q68bmbdgIc889wIRES0b/AxdLheRkVH15nw3hOc4q3hO8UXkORd94agoCpIkkZqSgiW+laoSt3ol9lPHfcYXCwaDqi4WEnqxm1IvWrRowfSZjxAcHOzlwhUEgW+//ppdO3c0+Hp+Xa4heNRY798pSqoo0Nov0IgicZZ4UlKSGyTfe7mghjBJnDq+lFaWgwgilHznT8VBnbeKKiBoIXiUFU1kEwRqAIdDYMUqAxUVAnPeLOHtt0ro3FlVT63ZNZIEiYkatm7Ve3wvy/C/v7XIPsb6RkEGw3WVBA0p8/6bBOX79Fg3GBElaB23j8STKxBE6Yolq9XCDSeOH6d16zaIgkBxbarGgODnh2ncRDQ1akddMIR2oF+uLgyFGM4NO1oQO4L2LdC+r4a2XkT4XXsdwcNH47WTIUlUHDpA8ZdrkESR+Ph4dxH1KzkkRxAEMtLTiWgZodYW+/lHbNv+8L2bKggEPTgCfSfv0hj14fTpNHbt3OmxEy5JEpOnTuffb7xJVHS01zkDBt7O4CFDUGpMXk6nk8UJn3Jg/75Gt6EmAm4fRMDAO3zWICv7fTOlv2zC3+BPi5AQMjMzrmhvVc35Mb5VvGqPa7+g8thR71Aqquxx/CSVqFdh5OixtG3bDkmSOH7sGO++/Ra//foLs2ZO54lHH2b7tq2MHT8Bf39/j/dZFEWyszL5at1a9/fmqgXkm3Pe4ZZbBzB2/ATuuPMuykpL+SzhU2ZOm8y2rX+obal6rtXn3tS3H58sTKBTp6s4UqWKWhf8ul5L8Mgx3osqSaLyyCFK1q1222NqSuoVbY/nxtVjtG7TGlEQKPlqLRWHfajhUpVnPG4SmoiWKIrCtj+2MO2hSTz/zFPotDq69+zJwDsG0btPH0zBJnbv2snrr77Czh1/ERUVzbwFC5n78QLiW7Vi5fJlPPbITA4eOFBvO8/k5vLl2jUoisLQB4cTFh5Oi5AQrrn2OhRUNV8/PwOPPTGbTz9bwqq1X7FyzZfMX7iIkNBQvv16PdOmTOKLlZ+7N9Fr1XWQJCr276Vk/TpEQaBV6zYknjzlLgVzJcJtj8nJxNfkqydP1MFXJyGFNo2vrl27lkGDBtGyZUtefvllD9XThuLUqVM89dRTWCwWpk2bRnJy44vJQxVfHemDr0oSlUePULxmlZuvpqakXNF8tbofTzYDz0k8dRJZlgkNCyMyKsrjb+mnT/Pb5l9xKQrtO3Sge4+eXuebzWZmPjqLTz9bzG0Db3fnNNYFQRB4YNjwejfkoH6eU1LFcywXkedc9IVjdW0aRXERFhZGxcH9lKxf5/NYxeXC/6abMd468GI3o8G4qW8/bup3s1d5BUEQKCwsYHGCKmfeUAQNH6XmaZ6/qlcUVdb58EHCw8ORnTKFhQVX7C6OIMDZs0kE+M0n2GTHnqSleG2Az0WhIoOhewWBA32oqDYQoqiwdaueSVNMzP/Un9432lm6qJBpU8oIDnadH6nmxT1EEU6e1FBYJHrZT+Maon6CR5Si7+Aj5FaGojUB2FM0BJsrMejnkXcmpVZBnysBeXl5+PnpMbdoQeWxI7UWiFdkGf8bbyJg4KCL3wghFnRzwO9X0K8A/bugXwv6X0D7JAgXv/wOgkDwqLHou3T1tkeXi+LVK6k8cYyQ0FBAIL+qdteVCFmWKbfZyM/PU2vf5WRXeTd87Ka6ZPQdr/JN7hqAv7ZvJzs7y71wlGWZPjf15dHHHncLAJwPnU7HtBkP07ZdB/czFEWRzMxM5n34AaVWa5PaAuokb54yHU1UtLe3qrycoiUJOM/kEmuxqGG8V3A0h8vlIj8/D0EQCAkJdS+YarXHPn0x3naHx/cdO3XiiaeedpOlTT/9yCMzpvHn9m2UlZUx/+OPiI2z0K9/fx/vs8DG77/j1EnPnMThI0exaOlyXnrlVdJPp/HUk4/z5uuvkZuT4xXKajKZmPXEk7z1znscPniQmdMm85/X/u1TEElRFKwlVV4nQSB45Bj8ul7r2x7XrKLy2FFCQ8MAhYL8/CvWHgHyzp7F39+IyWSm8sRxites8i4hQ1Weca/eBNx+J4qisP7LdTz+6MPs3rWT7j16suarr1myfAWffJpAwpJlrP5qPQsXL6XjVVchyzI2m43U1BRuve02PvpkAb1v6sv2bVt5ZMZUNn7/XZ3v+k8//sCRw4fo0LEjd92j1v78cu0a1n/5pbtfzS1aMHbCJO4YdCfdunene48e3HXPvXy+ag3TZsykpLiYV1/5JyuWL1P7QxAIHj0OfeerfffjFyuwnzqJ2WxG76cnPy/v4j30iww3X0UhtIqvFn+1Fl/Cdypf7YdxwO2NusfOnTsZN24crVq1Ytq0aezevRuXy4VOp2tSKK8oiuh0OsrLy1m7di09e/akb9++rFrV+OiOoBGj6+arRw6pfFV2UVhw5fJVUHmOTl+D56y7cJ6jRoeU4nQ4aNWqNWazp3r01j+2cDotDUmSGHDb7bQICfF5HUEQuL5bdz78eD4vvvxPoqKjax3bXC4XHTp2ZNiIBs7fjeU5+RfOcy7qwrH6pUo8dZL4Vq3VEM2ln+HMzcErKU5RkMxmTBMeQvSh/nSpoNPp6HdzfyTJW7VKFEW2bf2DLb9tbvD1NGHhmKfMQAgI8EpYdWZnqUnzdjutWrfm1MmTSJJ0xRmjLMs4nZCa+DbxccnghKIvAnCk16KiGqBgGluKGOzyNd42CKKolunIzZV4/8MAJk02sWevjqeeLOOTj4q5qY+9zsWZIEBmpsShw1rVI9rYhZwALgEy0iVKSwW0MU5ME6wI+vOUYUVwpJ4rRdIqNomUpHcQBPGK7EdZlklOSqR1m7aqdPqyxb4LxCsKUnCwWpOqASUTmgYJmfbkVt7N0eLhnLEPQCaaC1vp1w1NREvMk6cj+Pt722NGOkXLl4DTSXyrViQlJV2R9ujeFa8qVyCJouqlqm03VasneNxENWy+kagoL+eXn3/yeAYajYZ77htMUHDdi/vWbdowfebDHorVkiTx2+Zf+XLd2ka3pSb0nbsQPGaCz93xisMHKVm3Go0kYbHEk5Z6ZXqrqp9pUmIi8a1an7PH7Kxa7NGk1jT2sVi/+95zhaqrFxfVcvCn09I4deoEEydNITjY5OV1zMzM4Kt13pu5giDwzfqvmPbQJPeCpKaCrqIodO/Rk3nzFzJq9FjeevMN/vP6v8nPz2fXzh18sWqlx/Xsdjvff/cNM6rEXQA04RGYp0xHMBq97TEzg6Lli8HhIL5VaxITE69Ie3SPqynJtG7TpkoCfwnOWtRwpaAgtR8DA/l108/8+1//pLi4mOkzH2HhZ0uIjolBr/dDkiR0Oh2hoWHEt2pFeXk5AQEByLLMa/96hU0//Ujnq7vwwUcfM/TBYaSlpvLs07P55KO5lJaWerUzL+8s69asRpZl7h/6ANHR0fxv927m/Pc/iJLI7KefpXWbNhw8sJ/PEj71SsuJs1h48eVXeO7Ff6C4FN5/52234rwmMkodV88PIRdFHKdVNXlkmfhWrUlKSkQQhCuyHwFOnVT5Kna7msJQG181mdV+bABfzcrK4plnnuHqq69m0KBBbNy4kbKyMnQ6Xa0KqbWlRdVF8qsXn8eOHePhhx+mTZs2PPHEE/WqclZD5avTEYx18FWHylevVHt0uVxuntOmbQ2eU0v1hsbwHEmSGDlqDEOHDWfy1GkeNTZdLhc7d/yF3W4nJCSUAQPrd4AFBQUxeep0EhYvpc9NfX32rUajYcy4CUTHxNT/46vPiWippnTUxnOW1eA5iRfOcy7qwlEU1QT8Fi1aqAWp//id0l83+U4Ud7kIvPMeDD1uuJhNaBK6de9BaFiYz3BVm83GpvOIVH0w3jKAwEF3e+8+iiJlv/xE6dYtBAYGYja3cIe8XEmQJIn0tG1Ehq/Hz+jC9rce64/+Pvm94gLjreX496pouIqqDwgi+PkpCIKCIMD+A1qefzGI/Qe13NTfzifzinnuWatP4RxQF45lZQKvvBrI8uUGrKWCz5Ba3zeHikqBZcv8GT3ezJp1BlUo5zYbxv7lHqHj1cdbN/hTvlePn1EmMvRLHI7yKy6UQ5IksjIyCA0Lw9/fn7I/t1H68w/egymAy0XAHXdhuKF3s7RFVlz8lX2Ymb+9w63rZ3HL+kcZsH4Ws7a8z/9yj3nlY11MBNx2u7q76MMeS3/cQNlf2zEajYSGhnqQ5SsF1bvi1TlllUcO1ek1NvS6kcA7727SvY4dO8b+fXs9xHCioqPpdeONDTr/3sH3M/COQR4TosPhIOHT+Rw5fLhJbapG8LCRqvqdT2/VSiqPHiE8PBynU41Xv9IIjiiKZGVlEhoaitFopGz7H5Ru+rF2exx0F4Za6u1ptVpu7N3H/RuriXlsbByvvv4f7rzzbnr26sUtAwb4JCc/btxAevppj++WL13Ci88/65VGIcsyAYGBTJ0+gwUJn9H35ptxOBwcPXwYh8OBKKqbZsuWfOYOSz6dlsorL/2D556azZbfNjPvww/cQknGWwcScPudvu3xp42U/bkNo9FISGgIrivQHiVJIuP0aSLCIzAYDNh2/oX1hw219+PAQRj79CUjI4N3355DYUEBk6dN55nnX6jyAnhj3erVJCUm8sCw4fzrtdewV1byzpz/ugVc3vjvW8x8ZBb2ykree2cOL73wHJnnie5t+uknDh08QJs2bblv8BAqKipY8Mk8zp45w8OPPsZjT85m6vQZ6HQ61qxayZbfvMuqaLVaxk98iHETJ7pLt1T3Y8BA34KACCLWjd9i2/kX/v7+RERE4HQ6r7j5UQ3dziIkJISAgABK//id0s2bau3HwLvq56sJCQn07NmTrl27kpCQQE5OTp2LxXOXd9G7d2/MZrOXvcbExGA0Gust5aHT6SguLmbp0qV06tSJgQMH8v3339d5X6jmq3f55qubfqJs6xYCAgIwm024XK4rzh4FQagaV5uH59zUrx/z5n9Kn76e9eVFUaRlZCQAwcHBREQ0rNyVIAh06XoN/37jTdq0aevR37Isc123btx73+AGt68aAbcNvGQ856K9AbIsIwgCmekZxFnikQsLKVqyCKWs1LdwQ0wswWMneEs7XwbEWSy0a9/e5wQrCAKnTp7E2ohQK0Gnw/TQVDSxcV6hVa7SUoqWJOAqKsQSH8/JkycRBKHBIjzNDVlW21Fwdg7RkWdxWasEYQp9hIAqoAmTMY22IvhdIPEXQK8/dw1JgvJygZISAVxgNrmYPtXGffepwjk+LyFASorEP18J4tHHgtm9S6uuZet5y50yfJrgzxtvBpKcLLF0mT8nT2gQAhTME61oImQvoRxnoUjh8kBcVoHoqDOcOqnmwl45/agSypzcHGLjLLhKiilakoBcUuLbHiOjMI2b2GghlYbA7nLy8YH1DNn4EgmHv+NoQQpnbIUczk9m/sGvuX/DP0g4/D1OV/MQfUHvh3nydDTR3qGOcnExRYsX4iopIdZiuQLtUUaSJBJPnVRrb9rtqpBIbV6qoCBME6cgBgY16X6/bf6FwsJCj7IbPXreQExsXIPO9/f35+FHZxETG+sRsno6LY2PP/oQWyPC/s+HFBKCedrDiEFBPrxVmRQtXVS1O96GzIwMNBrNFbN4rJ4fs7OyVHssLlaFRKxW3/YYFY1p7EQETe32+MzzLxAdHe0OAx1w20AWLPqMUWPGImk0/PbrrySdOuVFEBRFwWot8QgflmWZPbt3YSst9fAyulwuul5zDe/Pncfz/3iZiKpaoJb4eKbOUOshQ9WiODOT+fM+YsN33zJ10kRWfr4Mqj23jQAAIABJREFUm82GVqfjjy2/s2qFWv5B0OsxPzQNTXSMtz2WlFC0OAFXcTFxcVeePVa342zeWfUdL7VSuCQBubjIux8VF5qWLTGNmwQaDV+tXcPhgwe4sXcfZjz8qPvZnY9TJ0/y9VdfEh4ewfCRo3lw+EiGjRjFsaNHWbvmCwCCgoJ56tnneOmVVwkODmbdmtXMeni6+xoFBfmsXfMFDoeD++4fQpzFwu6dO9n2xxZ69LyBESNHATDkgWHcPuhOCgoKmPvBe2RnZXm1R6vV8tDkqXTs1Indu3byZ5XXURUEnO4tCCgIyEVFFC5OwFVqJSY2jqTEUx7P73LDzVczM4mLr+arCSiltfDV6BiCx9TPV202G8ePH3cv5Ooj59ULsXfeeYcNGzYQGOipfm232xk7diw7d+6kdevW7rqstaH6vgC7du1i7ty5dR4PIOj0mB6aVgtftar9WFRInCWexFOn1E2qK6wfc7KzibU0D88RBKFq4e/tOenduw9Go5GCwgJycxsuWAXQrn17+t7smU6g0+kYPWZcrSGvdbazLp5TcnF5zkVZOFaHUlVUlLtlcK3fra+1ILVbuKFDp4tx+wuGwWCgVas2PkObBEHAbq9s9APWd+iEaewE798vSZT//T9Kvl2PTqcj70wuFRUVaDSayx5a5XK5kCQN5WXpWGK2IOmgdLM/tr/8vGsbAigQdJ8Nv872C/I2Vl/r/HW7ooDTKbj/Lijw7pwShtxf4cvpgMMBFovM2LE2jh7TMmW6iXfeCSA7W6w9fFWCP//SkbDIiMMBGg2kpkosWuyPo1zA72o7wQ96k11BAttffpRu9kfSQW7WauyVWWg0msuel6P2o4TNZlNl4jUarBu/x7Z7Z+1CKg8MQ9+pc7O0Z+nRH3hxx0LO2ApUARChKklVEEGUyCrL49k/P2HVyV+b5f4A+s5XEzx6vNdiS5AkbLt2YN34HVqNhvyqHLkroR8BtzfHvSu+dQtldXmpbr8T/959mnSvgoICft+82WMc0uv13DrgtkZ5C67u0pWHpkz12GUXRZFNP/3IN19/1aS2VcO/bz8C773fZ+Hj0p9/dO+Op59Ou2K8x+fssYzY2Di0Wi3WDd9SXqc9DlfLkNSBbt178PCsx4mMjOTxJ57kg48+pkvXa7BaS/jg3bd58rFHOHz4kJcSakxMLM+9+BJta0jLi6KIn8HgJluKomAwGBg3YSKffraE2+8Y5OU1ue/+Idx8y63uxbkkifz+22aefWo2R48ecYfOVtvR6bQ0KitV5Vj9VZ0xjRnvNT8KkoRt9w6sG75Fq9WSX6VAfiXYY3Uh9nKbjTiLBY1GQ+mPGynf8afvflQgcMgw9F26kp+Xx48/bESn1zN2/ARatGjhfTzqc/9y7WpOn05j8JAhdOnaFVEUGT12LBEtW/Ljxo3k5uYCKskcN2Eic979gDZt27Jzxw7Wf7lOLSa+aRMH9u3DEh/P4CGqAujvv23GZrNxz32DMZlVITKj0cijjz1Oq1at2bd3D4sWLvDJdaJjYrhj0F1UVJTz+2/nxgi/Ll19CgIKkkT5ju2U/rgRjUZDTnaOm+dc7n6s5qvlNhsxsTHotFqs331N+d49tfPVYSPRd6yfrz7++ON069atQXzR6XTSsmVLtm7dysSJEwHIz8/3GrPy8/OJiIhgz5493H333Q3mooGBgaxfv75Bx+o71sNXv/sanU7HmSq+Kl0xfPXy8pzOV3chzhJPYUEB+/ftbfT53bp3R1u1iFUUBb3er14l1brQYJ5z9sJ4zkWZVasnjhMnThAZHY0jNYWilcu9Q4rgnHDDgyO8/3YZYTTWFbfetBysoAeGY+je0/s5OJ0UrViOIyWZgMBAt1DB5d4drx4Ijh75jbBQG85siaKVASh2H7/fBdpWToIfLL3wt0iCA4e0/Pa73mPcUheOnof6+StERJynrihAp45O+vW1869/WnntX1YWJxTS9yY7ixb789BUM99/70dFpeDVVqcD1n9joKhIcG9QiSJs2OjHlq060EDwg6X4dfFeHCuVAkUrAnBmS0SEbOTI4S1V7b78Ayqo9hgRGVlVDmeJ73I4Lhe6du0JGjbKe4fuIuBYQRpv/b2KMkeFd95INQSREruN//5vBcnF3jveFwvBw0bid303b3t0OCj6fAmO9NMEm02cOH4MuPz96HQ6qyIeThBbHcWxeCGu2nbFI6MwjZ+kFlpvAvb9vYeTJ8+V4HC5XMTFWeje01sprj4MHzGKPn37eYRS2u12FnzyMSeOH29S+wAEjRbTxCloW7fxvTv+2ULkwgI0Gi1JiYlXhLeq2h6PHz9ORFQUjvTTFK1Y6j24qQeja9+BoAYKGz04fDjLVn7BrCdmYzKbsVdW8sG77/LxR3MpKyvz8B4C3Nz/FhYsWkz/W271eC6CIHjl73Tu0oXn//ESMTGxPu8dEBDAzEceJTw8okpNV6CyspKyslL3OyTLMhERLXnxpX/y4suveHjZgh4cieH67r7nx8+X4jidRlBQMCeOHfN4jpcL1c/w2LFjhEe0xJmVWXsZFZcLXdt2BI9QPXsnT54gJTmJ+Fat6FlL+DHA75s3s2b1F1ji4xk9bry7/9q2a0/37j1ISU7i6JFzId+iKHL7oEHM/Xg+N/S6kZdeeI7X//0vVq5YjsPhYPD9Q2jbrh02m43Dhw5iMpno1r27xz07X92FGY88gl7vx+ovVvF7LZoOPW64AYO/kWNHj1JSUuL+Pmi4b4EVdxmyrExCQkM4fuyox3O8XHDz1ZPHiYyq5qvLarFHGX3HTo3iq59//rmHLfmC3W6nd+/eHD58mPbt1Q0cp9PpJcQoiiKnT58LKV+5ciWvvvpqvcqcdrudRx55xMuDWReChtbFV5fhSE0hMDCQUyeuDL7qm+csvaQ8Jyw8nG7du+N0Otn511+Nnmu69+hJh46d3HO9zVbGqhWfk5Od3eQ2NYjnBF8Yz7nghaMsy2g0Gux2O/lnzyICRauW40hO8r0rrtURPHZCk4QbmhPNMZRJ5haYp85EDAr2TiBPSaJo5XLiLPE47HbS0tIua2hVdQ5CSmoxsn0hCFDyjZHKYzrfb4kEpuGlaOOcTVZSBdT7FAt8+JGR9HTJbdOKAsHBLuIt54WJKt72IAgwY3oZyxYXMeDWSgQFunR18s6cEt6ZU4KiwFPPBPHcC0EcO65BEdX7IsFfO3Rs2aLzWLAKAlitAp8uNJJ3RkTTUsY80Ypg9BbKqTymo3h9AHFxZ6ko/YSMTKu7JtrlQLU9ZmdlYS8vR4Cqcjg+5MUBNBqCx4xHWws5vFB8k7xNXQzWtmishiByrPA0G1L+apZ2AEghoZinzEQMDPSyR/vJExSvXkGcJZ5yWznZ2dmXVQjA7d0oL+fsmVx1V/zbeqI4HhiO/qqra72m0+nE4XC4PzUnDJfLxaaff6K8BnFRXC569e5NpI+xWlEUCgrU8JzcnBzO5OZirzxHoINNJh597HHCauSOi6JISnIyn8ybS3l5udf17JWV5z52e60Tmq51G8wTp3iHG1Xtjlu/+YqYuFhysjKprKy8rF6OantMTk5GUBRERXGrTtZmj6YxE9BGN0wYwd/fSKerOru9gT//9CMrli9FURS3p7E6R/HhRx/j/bnzyEg/zcSxo/lx4waPa51PdjWSBk0dobKgej1HjR1Lzc1VQRC8SnZMmT7Di8RKISGYp8xQw6rPt8fEkxR/8Tlx8RYqK1R7vBLmx4z0dByVleq4uvYLKo8f81lGBUlD8OjxaGMtAKSmJFNWVkbr1m0I8RGGVmq18slHc3n+macoLipiyrQZtG/fwf13rVZLp86dqaysdNftrIlrr7ueD+d9QllZGYs+XcCBffuqyrHAV+vWsnrVSlJTU1CAdWvW8M6c//LOW2+qnzn/JSkxkYDAQIqLCln06QKfqTktIyMJCAigoCDfI8xZExaGeaovQUCJyhPHKF69kjhLPJXl5WRkZFwR86PdbqcwL7+Kr35eN18d0zi+GhMTw6RJk3yGlbpcLlwuF4888ggbNnja36FDh3yek3Ve+PCsWbP45ZdfqvK5vZ+jy+Wiffv2vPjiiw1uM4DUogXmqTN889XkJIpWLlP5qsNOamrqZbXH2nmOj7J/0Gw8RxAE+tzUFz8/Pw4dOtjoBV90TAyv/ee/9Oh5gzs14Kt1a5k5bTL79zWtjFW9POeLFcTFx1NxATzngheO1ZPT/r17iYqOVifub9f7XNUrsox/jxuaLNzwfxH+N/Ul8N7B3qFVgoD1u/WYzWb8jQHk5529rEI5Go0Gp9NOfs4SQlqcoPKEluIvfZffQAa/LnYC7y67KCvuVasNbNni7W0cfF8Fna9yeHn6fM05Oh3oDApCdXtkMPgpDB5cwZJFhUx+yMYfW3VMfMhEwiJ/iopFMjIk3nkvgIIC0VdpMfb8rWXtWgO4wHhzOQG32byfhwIlXxkJCHIQEX6crPSlOJ32yxZ6XL0TmZmZiTkkhIoD+ylZvxafXnNZxtCtB4F33+f9t4sAu8vJzuwjvtWMfEFxsSPnMLKXGtHFg/Hm/gTcea8PQQeBkvXrCA4OJiQ0lOzMjMsqBFD97pw4fpxgkxl7ijpx+47icKFr35Gg4bXvph4+dIhZD89g2uRJTHtoIi88+zR5eWfdf89IT+evP7d7CJn5+ftzy4DbfNZFLC4uZvbjsxgxdAjDH7ifEQ8O5c8/t3sc0/OGXowZN8HjO1EU+XHjBjZ8963H90WFhUwaP5bJE8ernwnj+OXnn2p9PoH33o//Tf1Qzn8eskzRyuVEtIzEHBLCsaOX18tRbY9FBQX4GwOoOLCPkq+/rHV+NHTvScBd9zbpXvn5+Sz5bBE2m80jR7Vjp6t474O5TJ46jYRP5/PM7Cc4dOggixctJCfnHNHRnrcQdzgcDao3Nnb8BK659lo3+ZBlmaDgYB6e9Rjz5n9Kj5431Fpb079ffwLursUev/6S4GAT5pBQsrOzLqs9VpOrnJxsWoSFUnn4ECVfrvE9tskyhuuvJ/CecwIXJcUluGQZk9mMxkd+1cYN3/PmG6+RnZ3FqDFjGTl6jNcxIVW1rn2VPQFVq2HSlKno9XqcTifl5eV8/NGHPP7ow/zzHy9wJjdXrc+5cAHvznmLd9+eo37mvMXCBfPJz8tDUdT8yEofZX4kUXKHzp9PNI39axEERKH4qzUEBQUREhZObk62m/RfDlTXlDxy+DCR0TGU793TAL56T6Pv8+abbxIfH+9hP06nE6PRyLJly3jjjTe8zjlw4ICXvYmi6FMhtUuXLhw9epTevXv7XGwmJCQ0us0A/n36qe/t+XOwIGD99mvMZjPGgAAKC/IvK1+tHlezrgCec+111xMVHU1mRgaHDx1s9Pnde/Tg3Q/m8shjj2Nu0QKXy8XuXbuY8+YbHp79xqBOnvO1ynNahIY1medckPU6nU40Gg2pqakoiotYSzxFzz6BMy/PO8ZYUZACAjFNnKzuaPx/BGpo1WRsO/7EkZJ8bjdEEHDm56PYbMTFx3No314yMjKIjY11P9dLher7paRkoMifERNdSNEbJpxZkrcyqQKCQcE0xooU4rqw3EYJ9uzR8tliI07nuUcjy3DddQ6mT7Oh0eK5WFPA4RC81+G+VrAKIENkpItnniplwK2VfLLAyDvvBvD7Fj0x0TL792t9OnBAtbnPVxq4+eZKOndxYh5vpXyPn/pcqu1MBGe2hFIhEBNdSH7+p6Sm3k3btq3dMfiXCu5+TE7GJTuJtcRR9MIzOHNzfdqjYDRimvAQksncLO2pcNrJLS9qVKR3rq0Qu+zAoPEtHHGhELQ6zA9NoXzXXzhOp3na45kzKBUVxFksHNi/j9OnU4mPb33J7dEtiJOYiOx0EN+uPcUfvec5ftSEVotpbO1eqrKyMuZ9+D7fffuNm/j169+fAOM5OfI/t28jIz29hpqqTOvWrbnu+ut9XvNMbg4H9u0jPz+v6ngXJ44f45ZbB7iPEQSBcRMnsn37Vvbs3o0kSQiCQEVFBfM//ojrru9G23btADXX6rfNv3qEyRYVFXHNddcTERHhdX8xMBDztIepOLgfuaDgHPETRRypKQiyTJwlnmOHD5GTk03LlpHu53qpUP3epKWm4nTYibNYKHrhKZxnfNujaAzANGEyksnUpPt9+/VX7Nv7t0eYaK8be/Pft9+lTdu2HD1yhC/XraW0tBStVsuhgwdZvWolT8x+GgA/P4OHqcqyjNIAT23LlpFMf/hRnnp8FqWlpVx73XU8+fSz9L/l1nqft6DVYp40hfKdf+FIS/W0x7NnUSrKVXvct4+MjHTi4iyXbX5MTU3FVaVcW/jy86pAla9x1d8f0/jJSDXyGCWNBIIayuuLqLXv0JERo0YTF2dh3MRJ+Pso+VBRtZjTaGv/7c+98A+uu+56kpOTsFfaKS8vx26vxFpSwvZtWykrK2PUmLGER0SoXumqHhcEAQQQBZFrr7/epzhHUVEh5TYbZpMZg8Hg8TdVEHAatt07PcuSCCLOnByUykpi4+Io2J/P6bQ0WrW+9OOq2x7T0nBUVtChY0eKnn0SZ97ZWviqao9iPWWIasMnn3zCffepixW73U6nTp3YtGlTreGjR44c8XovRFGsU5hxw4YNvPzyy8yfP9/9G0eOHMk111zTpDYL2hp8NfV8vpqHUm4jzhLPwf37SE9PJy4u7vLx1eRkZNmh8pwXLx/PiYqO5pprriU5KYmdO3cw6K7GOcYqKipYsXwp3XvewAdz5/Hu23M4eGA/+/bu5fChg/Tuc1Oj29QwnhPXZJ7T5O0CRVHcLv8z2dlEtIzE6O9P2ZbffZbfUFwujAMG4t+nX1Nv+X8WutZtMY1/SFVeqQFBFLFu+gl/g4GW0dFkpqfhcDguqbeqOiSuoiKfs1nziIpMQ29wUfqLwefbobjAv08FxpvLLzhEtbBA5IMPA8jJEd3vtaJAixYuZj9RSlSU7PMevkJV6wxbd6k/pXt3Bx/PLeaVl60cPqzl628MPnl4NUQRMjIkEhYZqbQJ6Ds6MI0s9V5Mi6pQjs7PRUx0GmezP6a8PB9Jki5ZiFy1PVZWVnImN4eWUVEY/AyUbv6ldnvsPwBjv1uarU2SIOInaRvlldZLOsT6wlovELp2HdxKhzUhiCJlv/2Kn58fUdHRZGdmYbfbL3moY/V7U1iQT2BQMCaTCet3X9e9K16Hl+q7b9bz6y+b0Gm1aDQaNBoNvXr1xlBFTisrK/l10884a+SGKAr0uakvYWHhPq95+vRpSkutiKLoJjtpqalex4WHR/DIrMcJDg72CFk9dfIkcz94z02GdXo92hrt0+l0HDp4gDVfrPS6ZjUM3Xr4zgUUBGw7/1K9x+ERZGZkXvJNnJrzY052Fi2jojEYDJT+9mvt9njrAIz9bm7S/VJTkvl82VK3J0hRFEwmE489OVutbQZ06NiRO++6x90PiqKweuVKtm/9g/LycjVUtcY7piiuBs9DA2+/ndnPPEuPnjewYNFiBtw2sMHPW9e2Pabxvu2xdPMvbnvMOH3abY+Xfn6s4ExONpHR0fj5+VH2y08+N3EUlwvjzbdg7H+rx/cRES3RarVkpKd75bEBXHf99bz93gc89uRszGbfBDc1JRlBEGjZsnbZf4PBwOAhQ3nyqWd47sV/8K/XXuc/b73Ne3Pn0aPnDdjtdvrd3J8nn3qG2U8/y5NPP8OTTz/DE089zROzn+axJ2fT7+b+Pj0QRw4dorS0lJjYWJ81XfUdOvoUWBFEkbI/fkOv1xMdHUNuTvYlF8qpaY/ZWZmER0aqpRu2/FYHX70d/5uazld79+7NvffeS0VFBYMHD2bHjh115hwmJSX5fO7nh/Wfj9dee43Vq1cTGBhIWFgYCxYsaHKbAXRt2mKaUIs9bvoJg8FAy6hosjMyLrk9evOcaJXn/Hr5eI5Go6Fvlc0c2LfPp33XBcXlYu/ff/PU47OwWq28P/cjWrdpS0lJMVv/2NLkdtXFc0o9eE5mo3lOkxla9Q3SUlMRNRLRsbHIeWdRym0+ZKkVNOHhmMY/hFCLBPX/6wgaPAT/G2/yDK0SBIqWLcKZm0t0TCxarZ6U5GTg0odWnTx5En+/r2gZYcVVLCKX+C6/IZldmMdYEc/P92skFAWWrzCw/U/P/EJRhIkTbPTrW7tSq+z1biu1p9CJqH51CVxOKCoUyD0j4nT6Dnn1Ol2En37W8+tmPYgQdH8phusqPdsmQOHyQOQCkYiIUvz160lJOlL/xS8iqu0xKSkRnV5PVHQMcmGB73I4ioImNBTThIcQ/PyarU3+Wj3tTQ0vYgvQ0RyHXrr4JUHOR+CQBzD07OVlj4VLE5Dz8oiKjsHPz+Azn6g5UU3801JTVXEaiwWlrAxnTa9aNRQFKTBQLb9Ry654YuIpFs6fr4YzVZ1vNBo9BG/O5OZy7OhR98SrKArGgAD61/Aeno/kpES3Qiaolz59Os1niFv/W25l6IPDvQrRb/tjC6kpKe7vjEajV97lqhWf117/URQxjZmg5nWe34+LF+KyWqt2xB2cTksDLp2gQ7U9JiclotPpiYqJQS7IRykrq8Uew6rmx8bbo8vlYsXny0lKTPSov3n3vYO5sfe5emWSJDF67FgiI6PcXq+cnGwenTmd/7z2bwRROE+B1YWrgWHjOp2eKdNmsGL12lrFdOpC4P0P4H/Djd7z45JFyGfPEhUTg5/BQHJyInDp58ekpMQqohWDq7jIdxkVRUHTIgTThMkI53nk2rXvQEhICImJp9xieOejtnBegLyzZ/l7zx6CgoLo2PGqRrdfq9XS68beOJ1OfvxhIw5fAiJ1oNRq5ZdNP6MoCj179aq1lEjQ0GFqrUOvfkxALsgnMioKvZ+BlOSkRv+GC0G1PaampKCRNETH1MNXw8JVobEL5KtLlixh7ty5LFu2rN5jMzIyfC4c7Xa7h0COL9x2220cO3aMVatWNbmtNRE0eCj+N/bxMT9+hvNMLtExMWh0WlJTLi1fvRJ5DsCttw3kwWEj6Ne/f73CSOdDdsnuCJvkpCTate/A7XfcgaIo/LV9G0WFhU1uV208p6gGz9H7+XPq1MlGXbdJC8fq3dvy8nJys7OJiY1Fq9FQsn6db+EGRSFo8FD8ujbNff7/AsSgYMxTZyCZW3jkRVQeOUzJui/QSBKxFgvZ2erqvz7VrIuBarl6pzONwjPvERd7FkkL1p/9fZffcEHgHTb8rq+84BDVv3bqWLrM3yPkVJbh5n6VTJpQjljbHKp4h9+DD2eMWv6R5GSJ7771Y+5cI7OfCWbMBDNzPwrAZmtY/KQgQFmZwKcJ/uRmi0ihLsyTrIiBngvn8r16rD/4I0pgicumtOhVMjMvXT9KkoTdbudsbi6xsXFoJAnrt1/Xao+B996P4bpuzdouAYG74m/EoG3IoK0QoPNnkKXuAssXC5LJTIupM9WwwBovYcX+fZR8vQ5JFImzWDiTm+u2k+bux+px1W6vJCcrq2rx6of15x98y4u7XBhvu6PWXXG73c7C+Z+QmOhZyy8mNpYOHTq6/19WVobNVuaRF9euXXu61jFeJ5465fE8BEEkJyvbZ06GRqNhyrTpdOp0lcfCzaUoVWqcVe2KifVaXGZmZPBZwqe11i/TREZhnjIdwd/fox/L/9qO9Yfv0ev1xMTEkp2VRWVlxSWJAqjux4qKCs7k5hITG4tGkij5Zn3t9njf/Riu9R0WXB/2793L11+u8+g/iyWeSZOneInbXNX5au67f4jHd4WFhaSkJHuEKQmoIWGy9y5drRBFEaPR2KTfIAWbME+dqYaT1bTHg/spXr9Wtcc4C9lZ2Tidzks8PzrVcdViQRJFSr7/tpbyGy4C7rlPVYo9D61ateK667uRn5fH11992egNjF9/2cTxY0fp0vUa2nfoUP8JPtD/1gFY4uP5ddPPbN3ye6PO/WHjBnbt3EF0TAy3Dbyj1uNUQcAZ6kZWTXvc+zcl36xHFEUs8fEUFRaRn5d3ScfV8vJycnOyiYmLU/nq11/Wbo+Dh+LX9dqLcv/qUhv1wVcpDlDtMDExsd7z/fz86NGjR2Ob5xMqX53pg68eomTdapWvxlnIycrC4bjEPKeykrwriOcARERE8Pb7H/DYE7O9csXrg8ul4JJlREFAp1cXnf3630JQcDAnT5zg0MHG501Wo06es17lORaLhbON5DlNWjhWT1CJp04SZDIR0TIS+6mTFK/2EVbkcqFt1Zrgkd61fv6/Bv8bbiRoyIOeCfUul6rOduwIYeHhtAgJc8ttN3fisSRJKIrCnt07iAj7kxYtynFkaChaFeB9sAs00TLBI0sRLiScXYD8PJEPPzKSl3dOlMblgpgYmdlPlmEyu+r0ZtYbqipCfoHI3I+MjJ1g5onZwbz9bgBffuVHYqLGfU5DIUlw4ICWVasNKDL4964g8E6bZxudUPRFII40DSZzJcGBRyjKX+be2W/OHbnqkLBDhw4SEhpGaHg4jtRktSTO+XC50MbFEzxq3CWxx9viunNXfC9w1UOUXC7ub9OXftGXbnPJcGMfAu8b4m2PVaqXIaGhRLSMYO+ePZdUCODUqVP4+RuIio7GmZ1N0bLPvA9SXEgRLdXd1Fp2ODf9/JM7r7Emuna9ltCwMPf/I1pGcHWXrsiyjNPhwGAwMGz4CHett/Nhs9lITUnx8JAIgkB+QT5nawju1EScxcLMR2fhbzTicDiQZZkuXboSXSMv8+ouXXyKQ/z0w0b++P03n9cFCBg4iICBd3gIASgOB0XLFuPISCcyWg0TTU5Kdre1OVH9vI8dPUqLkBDCIiKwJydRvKoWe7S0arI9VlRUsHjRQs6cOeP+XZIkMXbCBDp07Oh1vCAIjBg1itjYOPezFgTV06jVaM89G0FAlp2XNETbcGMfggYP9W2PJ48TGhZGeHgEB6rqpV2iXFGfAAAgAElEQVSq+XH/vr2EhUcQGhqG43QaxSuWeh/scqGNtWAa7V2bEkDv58ewESMJCAjkm/VfsfnXXxrcjpMnjpPw6XxEUVSv0YgSCzXRuk0bRo8dR2lpKW+/9aZbOKo+7N65k7nvv0dlZSXDR4zy+V7VhCqwcl6tVVmmeNVy7MmJtGjRAlMLM1mZmSiXQPCo+p0+dfIEwSYzES1bYk88RfEXK7wPruaro8Zccr5aV4jjiRO+vdTNCZWvPuBtj2tWUXnsKGHh4YSEhnH40CHg0tgjwKHDhxrGcyyXjueAqkrd5HQIARAE90bf1Vd3oX379pSUlPDb5oaPFb5QO8/5vAbPacnevxvOcxr9RF0uF4IgcCY3l1KrlTiLBUGWKVqxFMfpVO8TJIngUWPRxrdq7K3+34MkYRo3EV37DudIjijizMygaNliBIcDS7yFinJVJhear3ZV9XWzs8vB+RaxMWdVhdAvjdhP+dgxESD4gVL0bR0XltsIrFlnYPduzxBVjQamTLbRtYu3iqoHFHA6vYmfmwuKkJIiMfvpIN7/MICMDAmXS53LNZqmjyGKAqu+8OfAQS2Cn4JprNWzFIkIjhQNRasDQIa4uDyK8hPIzS2rOr95Fo7V/ZiVmYnT4VDtUXFRtPJzHCk+woFEkeCRo9G1adss7TkfAVoDr984lT5RXdXF4/nPQVFdyLfGduPVGx5qNlEcXxA0GkwTHlKfRQ17dKSlqnUvZZnYOAtO2cnZs2eA5rXHau9G/tkzxMap3o3itauoPOoj7FlRw8L8ru7q83qZmRnMnzeXstJSr4VSz143eEwOZnML/jPnbR5/cjaDhz7Am3PeYYQPVcdqFBTkk5WZ6bVwLC0tJSszs9bz7rrnXl597XWGPjiMJ2Y/zetvvuWRK9WtR0+v5HxBELBarSR8uoCCWtQkBT8/zJNnoImO8ehH+8njFK/6HBGwxMdTUlxEbk6OR1H6i41z42o2lRXlxFniEVwuilcux5Ga4n1CtT22btOk+/3y80/8+ssmd3/Kssz13brx4PDa60C2a9+BB4YNR6vVotVq0el0aCQJvZ+fR5+6XC4Pj3BzQ5AkTOMnoWvbznN+TD9N0fIl4HRiiY/HYXdcsvkxNzcHuWpeRlFUspXoI3xdFAkaPgpdu/a1XvOWWwcweMgQCgoKeP3VV9j2xx/1zgtJiaf45z9e5PjRo9xx513c2UjhjfMxZtx4Bt15F4cOHuSpJx5j29Y/avV+Oux2fty4gWeeeoKU5CRuGTCAiZMn17vxImg0mCZORtuqtee4mppC8Ypl4JKxWCxYrSXk5uYCzduPgiCQk5ODrbQUS3wD+OrIsejiWzdLe2rDyZMn3fne50MURVJ95I83OyQJ07hJ6Nr54KvLFyM4HcTFx1NZUUF2VcmQ5rbHrMxMnHYHsQ3hOcMvHc+5UFQPA9XjuMlspk/ffgiCwPZtWzlTZSdNQa0853SaJ89xOjl7Vt34ra8fG02jz8ngZtAiNBSTyYRt1w6sG77zrtUmy/h1vVbdRfz/AwBtnAXzpKmeXgJRpPSnHyjbvpWgwCBCw8LIzsp0u46bA6Io4nRUkpk2h4jwdIyBTiqO6Cj+xkeokQv0HR0EDS5rlEKm903hdLrE6tUGD5Xg6hDVYQ+U15s3qeA7N1EU1eunpEo883wQv/2uRxAu3maTKEJOjsinCf6Ulwro2jowjbF66hILYN1gpHyfHoNRJiY6kZRTr+N0VjRrP7pl4kNCCAoKovzvWiTGZRn91V0JvP/BZmlLbehojmP57f9gytX30sIvSI01rlpEhvmbeLjrEJYMfIHWwZe+tqsuvrWak1QzvEQUsW78DtvOvwgICKBly0iSk5LdIXLNgWqv9J7duwkNjyA0NJTKwwcpWbfae7HtcqFr14HgEaN9us5lWWbJokUcOnjQawdUURSu8RESGRdn4ennXuCjTxbwwLDhteYwgTp5FxTkexFIe2Ulp9NSaz1Pp9MxcvRY5n48n6efe574Vp6biddcey3BwSYvMi2KIv/bvYv1X66t9dr6zldjGnOet6eqxEr5vr8xt2hBsMnMmTNnmtV77LbHrExCwsJUe9yz27e4kSzj1+UaAu9/oEn3yshI55N5H1FWVuaunRgUFMT0hx8lNDS0znMnPPQQi5YuZ+HipSQsWcYzz7+A0Wj06FNFUS55LqE2vhWmiVMQtJ7zo/WH77Ht+JOAgADCW7YkIz29+edHp5P0tDRCwyMICAikYv9eSr7+yve4elVngoYOq/Oaej8/nnzqGfrfcitJiYk8+fijLPhkns9nXFJSwrdfr+fhaVPZ9scWeva6kWeffwFjgI9ooEbAZDLzz1dfY+Adgzh4YD+PzJjGP//xAn9u20puTg5lZaXqBlBWJs/MfpKnnniMpFOn6HfLLfzrtTcIDQ2r/yaotVZNEyZDzVBpQaDku2+w7d6Fv7+RqJgYUlOaf1x1uWSyq/hqcLAJ2+6dWDd8Wwtfveay8NX9+/fXSdbry3FsLmjjLJgmTfHBVzdStn0bgYGBhIaFk52d1ez2KMsyOdnZhISGNoDndCFwyKXlOU2FJElotVpcsoxef+4597u5P8HBwaQkJ7Nnz/8u6B4N5zmJDbLHJvVyVmYm5eXlxMWpwg1FSxYhFxV6dqCiIBgMmMY/hBRS9yR2IVAUBadTxul0+vy4Gpqjoaj/VE+WNT8XpVhhDQTcdQ/+/W45l7AqCMjWEgqXJOAqLibWEo/dbicrq/bd+4uB9PRskNcRE1WAUi5QtCIQZ67ktTgUtBA80oom0rfKaWNQWSlQZqu5qw0RES4efaSMoOD6BXcEEUzB5w5SFDAYIDTUhbVQ4I03A9m1S+cz5P1CIYqwebOeH3/WgwCB99jw71mBUr1hK4AzX6To80CUUoHoqCL0mm9ISU69+I2pgcyMDOyVlao9lpdTtGQRzvw8rwFV8PPDNG4imnDfSpnNidbBUczr/yQ/DZ7De30f5fHrhvPhzbP46b63+aDfLOICvUsuXCoE3ns//n36edpjURGFixNwlVqJjo1FFIU6vWkXAzk52QiCuojDbleFCLKzvHc/NBqCx45HGxvn8zp//bmdL9euRpIkt+ppTfVTi8Xi8zxBEBo08adUFTMHPMZJWZZJSfbhVfNxH1+wxLeiXfv2blXV6o9er0eUJFavWukWD/OFoGEjMXTrcS6WXRBwnj1D0eIElPJy4uLjKSkpbnSR5sYiJzuLyspKYuMsKOU2CpcswlmQ79sex09CU4tybX3Y8N23HDl8yL05oCgKQx8c5lESpTaEhIRyy60DuOXWAdzc/xau6ny1V4kFWZYbPn9eRATecx/+fc+zx+JidX60lhATF4fLJZORnt6s7cjMVNV4Y+PiUCoqKFy6COfZM979qNdjGjcJTUTtaqfViIqO5s233+Hue+8j7+xZ3nz9Nf718j/4YtUKfty4ga/WrWXOf//DxLGjmf3EYxw7eoQBA29nzrvv06qJXunzERMby5x332fazIdRFIUlnyXw0IRxjHhgCGNHjmDsyOGMeGAIa1avQhBEJk6ZynsffkTrRt4/6L4h+Pfu49mPhQUULU7AVVZGdEwskkZDWh2bTRcDuTm5VFRUEmuJr+KrCciFdfDVejZdmgOJiYn4+/uj1+vRVylMV3/8/Pw4c+bMJW9TNQLvvhf/fv09+7GkhKIlCbhKiom1WLBXVjb7/JiZkYHdrpZ1qZ/nTLosPKcpMBqNjBg1mmEjRnLDjefEzK7qfDXtO3TEZitj86ZNF3yf2nnOwho8R2xQPzY6W83pdJJ+Oo3omFgMBgMl69dh+3ObV7K44nJhvOlmjAMGNvYWjUJIaAhDH3zQQ+GvGi6Xi2uvu65B17n7nntp1bq1F6mpljUPuMCdvpoQjQGYp86gYv/fag0y1DCd8t07Kfn+G0xjJxAbG0daSgotW0ZetPvWhL3SSkbaK7RrdRqtn0LprwZKfzN4q5PKYOhVQeDACyy/AeCCVvFORgwvZ2GCkYoKCA5WeOKxUq6/tp4Q1WoIcPvASr793o/cXDVHsv/NlcTHOZk7z8jPm1RPSXOJJ5aViSz41EjPbg5iLDLmSVYqjuhwWdUHJ4hQts2P0t8NBN5rIy42nWOn/kl8q0XN0h6Hw0FG+mni4uPR6/VYN3xL2R8+JMZlGf9+txAwcFCztKMh0EtaekR0okdEp8vWBl8QAwNVezy4D7moCKiyxx3bsf6wgeDho4iLs3DqxAkio5rHK+p0OjmdmkZ4RAQBAQGU/vIzpb4k/2UZQ89eBN492PeFgBYtQvj3G2/6XAS6FAX/JgqYVKNz5y68/uZbiKLgsdHjUhTiW7VS68M1IY8wMDCQV19/g7NnztZ6fl3iK1KLEMzTZlJ57CiuslKgqhTAls2U/vIzgffdT2xsHKkpyYQ1E6lwOBykpqQQ16oVfno91u++xrZ1i5c9KrKM8eZbMd52e5PvVVRYiCzLCIKALMtce911TJv5cKPFGaoRFh6Ov78/VqsVl8vlLo9yqSEGBGKeMoOK/fvUDWmq7fFPrD98T/CIMcTFWUhOSiQqOrpZ2mC328k4nUar1m3Q6XSU/riRst82+xxXDTf1I+D2Oxt87bg4C2+/9wE39OrFFytXsnDBfCRJcgs3OZ1OtFotrdu0YfiIUYwcM4YWLbzrKl4IwsPDefGlfzLozrv4Zv1X7Nq5g+ysbE6fTkMBDH5+jJswkcFDhtKj5w2NVooEEIOCME+dScWhA7iKiwG1H23bt1L68w8EDR1GnMXCyWPH1M2yZoDT4SAlKYkYiwWDn189fLVfs/HV873K549vL774Ii+++OJFv+7FgGgMqLLHvR581bZrB9bvvyV4zHhiLRaVr0Y2D1918xzLlc9zGgtBEBg5egzDR47yiBAKDg7mpn79+N/uXfy5fdsF36d2nvOnJ885WT/PafSssO/vPbRu246IiAgKPnqf/x975x3eVnn2/8+RZFvLe+/tLAcSQhaEPdr+WgqldNBCW6BQekqhb+EtbWl5eVtaRlvKPCmrUEZfZpklQJkZjOzpxDOJLS/Je0q2pPP740jykldiObbzfK7Llyzp6JxH56v7fu77mc333zOyq9jrJWLefJJvvxNdkI1sp5LsnFzuuPvPR32epcuWsXRZ6Fdf8mNatpy0R/9BzcVfGbh/Xi+O227Bbasm/ebfYDSZ2LFtW0iuv3XzfSxe8DwxsS7ano7EcXeMFgQOllIFfZKHxP9uQxfj1RLHo/RLBh384r+7+MXNXdq5VLTzTqRT13ft1af0sX27Y6C8vk7hW37TxS2/7Tq6Ak4UX5nNpzlJuaOFuusSAmVU+yUafhVPf62BxGs6MBpfZfMnOSEpxratWyiaN5+ExERaH36Ipr/c5SvHIKF8E8UT//cP6KawAWQuYVq5mtSHHsX2nUsC9051u7Hf8gvcthpSfv4LjCYT245yyMho1FRXo9PpSM/M0lrln3gUtatr6NBLVUVnHX+T+EXFxSwqLg5JOUFbxKZ48eIpP68kSSwqPrrzmtecQeRXLxpY+EKSUHt7aX3yUUyrVpOWkYHDYR9zSO3RsH3rVormzycxMYmWtQ/S/Ne7A+UI4PUSnptH0u/+iM5y5PZ4869/w7cu+x5NTQ6SEpPIysw8qsBx5arV7Ni7H1tdHWFhYaSmpGCYxr0vB2NasYrUtY9h+/bFA/bo8WD/zc3019SQetMvMYXQHrdv28b8hYuIj4+n9fGHabr7j9rwlmE6GtIzSLr19+gmuWBNdHQ0V139I666+kcA9Hs8gVUjDXr90VazE8JgMLBi5SpWrFwVsmuYV59K6r0KtVcMzJlW3f003vxz+m3VJF9/IyajiS2bPw/J9bdv30ZBURFJycm0PHgvzff9JXi8WjSPpN/fhc58dI1qoxGqBblCvdCXH9PJK0h75Elqvn7BkHjV/j+/pt9WTfovbsFoNLF929aQXH/btrkd50iSFHRhnf+68b8569zz0Rumxg9PVZwz6cQxLDycpORkXPv30f7i/410pqBNvKyppunuPxK+YOGwH/fwcZCjPJEm+NpY5xj2mZEfD3buIOcIvBTs9QkeKw0vg4Rz966Rn5ckOl55Gct5XyR+2fKQDauKjXyUmFgX/YcGFnQZMXBZAk+LHvvtsUQs7Bt1YPO4vivIVhkTPnbU94JkmsFv+eSvNcnXnTuDtMZ6of0lK5Yzeomc309S/DPARWMU5siwWqwkJCYOrGrs9Y7spdLpcDfU47j9fzAuWqx1i47QZKIVkDRO40Hw96VxjxnNFid6nbE+P1qZpUFvSzh37QhyH1TaX3oey7nnE3PCEmKiR0/Yjoa2tlZOXrmS/qpKaq75gbaQSpCKRFWh97NP8HZ2DC3rKPoFDSzG1Hr8ezWxc42jcdBTjvGZUYs87DOSNDL40+tx7d5FzdcvIO3hv7Ps5OXs2bVrtBMeFSazmcTEJG1hnufHsMe6Ohx//J22B2WQvYeCSzDSkcbpdMT75je2BV3IZqy6ctgLPjuI95W3c7zzScO0G/LvZOv54a+PZo8SHS+/gPW8LxBz4lKio4LvX3q0REZGEh8fT19lBe3/fFobwhJMR3sj9v/9DRHFi5F0YwR348UPvnuvBounAoeOYbeTtvMg709JHTDyPeeOII3fqkrHC89hPed8ohYtJj5+antU/URERJCYnIxrfwntL4wXr/6BiPkLR2oVxGZGyhnMT03kdz7e62PHl5J/IQevv/V9MvHyKCKO8lty7RktXn0J63lfJP6kk2moP7IVf8fDaj6COGfEiJvx6hL/YZOzs6CvHEGMNJpOhb44oHXzZ6McOoHAN/DVJxbnRI8T50w6cczJzUNya0udu2trg++fAqguFx0vvzAJZzQJxs0IZiiDy62q2t/wH7ck4W5y0PbEYxgXFY9YQGKqyMqs07aQeMFK/0HD6LNdVejdGkHPlohZecunA0li5P3TgbtWT9uzkST/tpXMjCNfFWsssnNzweOh7ekn6a8+PLo9ut10v/s2Xe++PWEZh3dATxuDLzpmIUJQuhH2qMPT2EDbk4+TfMeftfsdAnJycrXVN595Uksag801lCTU3h5te46gcxHHq7BCyXRde5wGBpXgW7/odLjraml94jFS/nA3OfmhWTUxx2+PTz2Ju6Z6DHvsp+utN+h6642pu/iE7GaWOfFg9aO9kbYnHiP5rntCZo/ZOdnakvXP/oP+w4dGX2XN66Vn/Ud0r/+QY3lvZ7SqwVap0+lw19fR+uTjJP/hbrJCtOp+dk4ukttN21N/x11rG90e+/ro/NeLdE5TD15QZnpcO1q86nBofnVh6OLVUMY5x4Rj7auDxDnuQXHOeDpOOnGMjomhd8vndL0bZP7NcI7RMJdZgSSN3rKo09H98Qd0b1yP9dzRN9s9GiwWN33lYXStM4//+xy5Xo5gIuig6z0TURd2Y1o+cg7uVGCNjMS5eyddb785IXucjI5Ccx86Hd3vv0vv5s8wn3ZGSC4RExeHc+cO32p/47R4jvr++ItLhY5jee0JotPR/Z+36bngIiJPPzMkl4iMisK5czud7/xb1I8hQtLp6PrgPSI/24TljLNDcg2rNRJXyV4633pz/MbvaRpaOufQ6eh+7x16L/4G5tWnhuQS0TEx9G7dTNe764Q9Hi1jxasfvU/PxvVHNWd7LEIZ5wg0pECc8ynm084c89hJr6oqAc49u/F2tIemN1EAkoS3u5veTz8J3TX00HfYgLtFZIUhQwJvhw7nvvCQ3WMJcB3YP3KVOMHUIUl4ujrp3bo5dJcAbdJ6S4vQMVT4VgPs+eToFxoY9RKAq2Qf3rY2oWOokCS8XZ30bgnNvDg/fRXleFqFPYYMnz06d24P3SUA157d2uI8QsfQ4ItXez4PXbwq4pxpIBDnjD9v/Ii249BFRAjxpoNQbr6sgi7SixQ2C3oKZjMS6CJCe4N1FguMNb9GMAVIIW+RlsLChV+dBlR3iJZc9iGZzYxcnlow5YT4Huus1hGrbwqmFgmQDEe2CvCEr2E0Cr86HYR4z1edxSJ6hUNOkGHlQZi05/WoKqYVKzGkpQ/sByKYWlQVncmEacXqkF3C3SdhnN+PaakL1SOJ5DEEqB4wpHowneSa2FYjR4Db68W0dBnhhYWobndoLnK84/Wij47BvDJ09uhRVUwnrxB+NZSoKjqTGdOKlSG7hMfrxbRsOeG5ecIeQ4XXiz4qKqT26PZ4MJ6wlIhFxaju/pBd57jG40GfmIhpRehWdfWoKqblKzGkZwi/GipUFZ3ZHNp41R/nFIg4J2T445xV4+s46TmOzXY7SYXzSLjxZpruuRt3Xa1vRafJMr09XdOfFx3BFX2TZHVmKzHfuRzLmWfT09Mz5SUDsDsspKV1kXBjG+jAuSMCtW+gVW7CpZ+qGxsKgabynJM9lw7Cs93E/7Sd8IJ+OjtD06raZLeTkpZO4i9/S9Pdf6CvvCxIBTndvcrqkIfpZYq/qyShj40j9hoZ08krAhvfTzXNDgdJhUUk3PhLmv96N/21tiP0q8EIjR4zo61pnFL435YkdBYLMd/9HpYzzgqZX22y20nOzCLhl7fQdPcd9B2snKJNZY/VyJDpteXxLiMBupgYYq/6EeZVq0Nmjw67ndTUVBJ+dStNd92Oa99e1P4pSiCnpGfGFyyEuJcncK2pvowkYUhJJe66n2E84US6ukKzjVaz3U5SQSEJN/2S5nvupt9WM+P96ihXOUaMb5E6i5WYy0LvVwNxzl1/oK8iSJyjqpqDmLYbdoziqlGeHhVD4pyV4/rVSSeOVZUVWKxWIi+4iIhFi3Hu2Iano2PggIAjU4O8Nvjl0Ywu+LFq4Pnw90e7zvCbrI54XZ3oZ/xHq2O/PuJ8I35Y6ijff+B1yWjEuPQkzKtOwWsIo2LvHkJB1aGTsZo3EjW/n9Q/NeMqD8PTrhta3mA/zOGvjXuMNOKrBmWs6471XPVdY/DTyZZ7nOsFrZuHXXfgt6E96CxejMV9hGW76e+XKK/ICXKSo6eqsgKr1YJ1zemkFRRq84/b2wYK47shI77DWL/TsezA9/8QK1KD/T/K88DDcPtXh31k9PfHPtcYvma0ogS1SxVQ0RnNGJeehLH4BNyqSnlZ2chzTQFVFZqOkRdcSESx5le9He0DJRrLh4752kT95bD7Pt7xw18b5lclNeC1g15riMGM41e1Z6P9toL8Lkb8ryIZTRiXLsO8cjVeg4GKA3tHfpcpoLKiHIvVivWscwkvmo9r90487W1j2New+mPCdcYEnwdeGv5ekHNP+LzDXg9y3uEbk49qpyMc9khfNPj3rzOZMC45CeOSk3BLOirKQ2OPlRXlWK1WIk86mTTlcVz79/l0HMvXjOInJ3wvxvC7ozxXR7w3AR88yvMRv5HxYpnBx452Lwb7lUHH6swWjEtOIqJoHm6Ph/KyUkJBpT9e/fJXiVhYjHPn9oBfRQ3yncesS8bwt8Huw4inE4hj/f+P5Wt9/6vB3hvldxh4czQ/NMR/j3HcMH8tmUyYlpyEKeBX948s9xTgrx9HxjmDfr8Tjr3HeT5ejDPkzQnYxSifHfrbG9+XTOjY4Yxif0PO6xuJMzTOGdseJ504JqWksmvHDgoKC4nPzSMqv2CypxBMgO7ubipK9uMNtrT8FJCV9zC7Sq4hP3sbSYndmJa5Jr+Ai5g2MCaqBzraDVRUFWAw/wl4a8qvkZ6Rya4dO8gvKCQhKQnreaFZhfd4p7Ozk4ryspEB8RSRlJzMrp27yC8oID4nl6i8/JBc53inu7ubiv378YRo2Fp6Ria7d+0kP7+A+JRUrOkZIbnO8U5XV5cvuAlNJZSdlc3uXTvJy8snMSkJ85rTQ3Kd4xkV6OzsoLysDN0E5lUdCSkpqeza6asfc3KEXw0R3d1dlJeUoIZoXY70TBHnTAednZ1UlJWhjpWMcgSJ45///OcjLpRg5nDnXfcCC31/gtAz9UkjwF133RWS8wqmlz//5S/HugiCKeCuu+8+1kUQTAF3CL86J/iTiFfnBCLOmVmIpd8EAoFAIBAIBAKBQDAmUqiGXgkEAoFAIBAIBAKBYG4gehwFAoFAIBAIBAKBQDAmInEUCAQCgUAgEAgEAsGYiMRRIBAIBAKBQCAQCARjMulVVQUCgUAwd5FlOR74GvBlYDGQDvQBe4AngCcURfEOOv5J4PvjnPYDRVHOCUmBBQKBQCAQTAuzOnGcbIAzyjkeB670PS1UFKUidCUWBOMIAtUc4OAYp3xeUZRvh6zAgqAcqT3KsiwB3wOuAE4ATEADsAX4jaIoodnlWzAa3wDWAvXAh0A1kAxcDDwGfEmW5W8oiuJfWe1V4NAo57ocyAPWhbLAgpEciT3KshwB/BCtISAPMAI1wH+AvyiKcnjavoAAOGIdrcDNwCVALuAEtqFpGJq9oQTjIsvyXcDJQBGQAPQCh9F86IOKojQH+cwpwG+AVWj2WAH8HXhAUZTQbEgrGJPJ6CjLchggA0uApWh74IUBVyuK8tg0F31KmNWJI5MPcIYgy/IFaEljF2CdlhILgnGkOu5CM9Th7A1hWQWjM2kdZVk2Ai8CXwFKgX8CnUAacBqaYxaJ4/RSBnwV+PewBptfA5uBr6Np+jKAoiivEsQOZVmOAX6BFuQ+GfJSC4YzKXuUZdkAvA+cChwA/g9wAcuBnwLfk2X5FEVRSqb7ixznTFbHGGADUAzsAx4GLPhsWpblGxRFuX/av4UA4L+A7WgNMXY0XVYBtwHXyLK8SlGUGv/BsixfiOZnncDzQAtwAfBXNDv9xnQWXhBgMjpagHt9/zeiNYpnTmtpp5jZnjhOKsAZjCzLicCjaMaYApwxHQUWBOVIddypKMpt01VIwbgciY5/QUsa70DrXRzech4W6kILhqIoygejvN4gy/LfgD8AZxLErw7jcn5AU+UAACAASURBVLTe4+cURWma0kIKJsJk7fFraMHo+8D5wz7zv8CtwE0MjNARTA+T1fE2tKTxX8C3FEVx+45P9B3/Z1mW1ymKUj5t30DgJ0pRFOfwF2VZ/gPwa+BXaL1TyLIchRajeoAzFUXZ6nv9t8AHwCWyLH9bUZTnpqvwggAT1hHoAf4fWrxaL8vybcD/TFdBQ8GsThyPMsB5xPf4k1HeF0wTUxioCo4hk9VRluV84Fq0Iam3BBsZoChKf8gKLDgS/Hq4J3Ds1b7HR8Y8ShASjsCv5vke/z28AQd4DS1xTAxBUQVjcAQ6Xux7vNWfNPqOd8iy/BfgATS/e2PICi0ISrBkw8cLaAlH4aDXLkGzt6f8SaP/HLIs/watgefHgEgcp5nJ6KgoSh9zbKrGrE4cx2HUAEeW5R8AFwFfUxSlWZbl4YcIZg5jBappsiz/CIgHmoFPFUXZPW0lE0yGYDpeiray8z+AKN/Q8Uw0LT8Q841nFr6hjN/zPX17nGNXo83HKlMU5cNQl00waYLZ4z7f45dkWb5vWPL4Fd/jeyEvmWAyBNMxxfdYFeR4/2tioaqZxQW+x8Hxy9m+x2C+dj1aT9YpsixHKIriCmXhBBMmmI5zjjmZOI4V4MiynA3cBzzjm5sjmKFMIFA9z/c3+DMfAd9XFKU6tKUTTJQxdFzue4wGKtEaAPyosiyvBa4XCwDMGO5EGwL3lqIo74xz7DW+x0dDWyTBZBnDHv+NNrzxYmCPLMvvoc1PXQasQeupenAaiyoYgzF0bAJS0RbFGT4f1d+rPD+0pROMhSzLN6GtqxGNtsjKGrRk485Bh83zPY6Y468oiluW5YPAIjRN94e0wIKgTFDHOcdc3ccxaIAjy7K/d6MLuP4YlU0wcUYLVHuA36MFNLG+vzPQFg44E3hflmXL9BZVMAaj6Zjke/wdsBWthyoSrTW8Em2OwG+nsZyCUZBl+Xq0oW0H0OYujnVsNPBNxKI4M5Wg9ugbKn4J2hy5eWh15E3AWWg9HP8UjTgzitH86pu+x9tkWdb7X/Stzvpz39MIWZZN01NMQRBuQpvn9jO0ZONttHnFjkHHRPse20c5h//1mJCUUDARJqLjnGPO9TiOE+D8F1qC8WVFUVqnu2yCiTOWjoqi2NHm2wxmvSzL5wMbgZVoS8rfNw1FFYzBOPboD2rq0YaN9/qefyDL8iVoq5b9XJblP/rmCQiOAbIs/wTNlkqAcxRFaRnnI5cBZsSiODOOsezRt8LxU8CX0Ob+v4bWSHcqcD+aj/2GoiivTWuhBSMYx6/eCpyPtuLmAlmW30ezxwvRVqzu8T0XjQDHCEVRUgBkWU4GTkFrBNghy/JXFEXZPsHTSL7HoLsGCELPFOk465hTPY7DApyzBgc4siwXok0if0LsYzSzGUvHsfAtBODfF+f0EBVPMEEmoKO/8ebtQUkjAIqi7ELbqzMSWBDqsgqCI8vyz9CGJ+5F07BhAh/zL4rzcMgKJpg0E7DHX6IlG7coivKwoigNiqJ0KIqyDq0nMgzRGHfMGU9Hn40uR0v2LWgjNy5E64k8F22l43bRGHfsURSlUVGUV9AS/Xi0hhs//h7F6BEf1IgadpzgGDGOjnOOOZM4TiDAWQREAFfIsqwO/mNgK45y32sXTV/JBYM5wkB1MP4hAmKo6jFkgjqW+h7bRjmNP7EUQ6qOAbIs34y2X9hONA3tE/jMSuBEtEVxPgptCQUTZYL26F8AZ8RiRr6GnBYg2zfkUXAMmGj9qCiKQ1GUGxRFyVMUJVxRlGRFUa5Cm/cooa1kLZghKIpyGK0hYJEsywm+l/31Y9Hw433zW3PRFkUKtgiS4Bgwio5zjjkxVNUX4NyJFuCcN8rwqEPA46Oc4stoK5G9CHT4jhVMMxPUcTxW+R6FMz1GTELH99E2Fi8Oco4IBpa0PhSCYgrGwLdX2O+AbWhzNibU68/AojhiC44ZwiTsMcL3OGLLDZ89+ns4RE/VMWCK6kf/aIBnp6xggqkizffoH0L8AfBd4IvA/w079nS04cbrxYqqM47hOs45Zn3iONEAR1GUnWjz3oKd4yO0xPHXYguAY8NkAlVfr8aO4UNtZFk+G20eK8AzoSqrYHQmmXCsQ0vwvyDL8nmKovxn0Hu/RRui8/ER9DoLjgJZlr+PpqEH2ABcH2TLokOKojw57HNRwLfQEot/hL6kgvGYpD1uQGvE+bUsy5uGBaS3ocULWxRF6QxVeQXBmWT9qAPMiqJ0DXv9h2hbIO1EJI7TjizL84G24fWZT6/foy0W98mg9TdeAu4Cvi3L8gP+vRx9c5Fv9x2zdloKLwhwBDrOOSRVnb3zan0BzpNoAc4DBB/rPSLACXKej9CGqxaKxHH6mayOPr0WAR8BNt/7JzCw79FvFUW5HcG0ciT2KMvyGuBdIBx4BTiMNj/ndLRhx2sURRmxHLkgdMiyfBvaSnFj8bGiKGcO+9yPAQVtUZxLQ1M6wUQ5Ar+aDnwGZKD18r8N9KItjrPC9/85iqJ8GuKiCwZxBDpagUbgP4A/njkNTcNK4FxFUQ6FtNCCEfiGGf8JbYXiSrT9ipPRYs88oAHNvkoGfeYitATSCTyHNlz8q2irHr8EfNO3GrJgmjhCHX/JwBY4S9Cmc3wClPte26goin99jhnPbO9xzPU96tGWww3Gx4gl4Wc6k9XxaeBraAnGl9AWbWgEXgAeVBRlQ8hKKhiLSdujoigbZVk+GS1ROQttafFGtKGOv1cUxRbsJILQoSjKbWg9TJP93FpEC/hMYlL2qChKrSzLJwE3o03fuAJtHYR63zF3KYpyIITlFQRnsn7VhZZkrGFgn+NKNB97z/CeSMG08R5avXYqWuIQA3Sj7dP4NHB/kIWOXpVl+QzgFuDrgBGtMeDnvuNF0jj9TFpHtOHGZwx77RTfn59ZkzjO6h5HgUAgEAgEAoFAIBCEnjmzqqpAIBAIBAKBQCAQCEKDSBwFAoFAIBAIBAKBQDAmInEUCAQCgUAgEAgEAsGYiMRRIBAIBAKBQCAQCARjIhJHgUAgEAgEAoFAIBCMiUgcBQKBQCAQCAQCgUAwJiJxFAgEAoFAIBAIBALBmIjEUSAQCAQCgUAgEAgEYyISR4FAIBAIBAKBQCAQjIlIHAUCgUAgEAgEAoFAMCYicRQIBAKBQCAQCAQCwZiIxFEgEAgEAoFAIBAIBGMiEkeBQCAQCAQCgUAgEIyJSBwFAoFAIBAIBAKBQDAmInEUCAQCgUAgEAgEAsGYiMRRIBAIBAKBQCAQCARjIhJHgUAgEAgEAoFAIBCMiUgcBQKBQCAQCAQCgUAwJiJxFAgEAoFAIBAIBALBmIjEUSAQCAQCgUAgEAgEY2KY6IGyLKuhLIhgfBRFkY72HELHY4/QcW4gdJwbCB3nBkLHuYHQcW4gdJwbBNNR9DgKBAKBQCAQCAQCgWBMJtzj6EdRlFCUYwSqquL1etHr9YHX3G43DnsjB6uqaGlpRVW9REVFERsXT0xMDCaTCZ1eR3+/G2dvL729vbicTpwuJ263G71eT0REBEajCZPJhNFkIjwsDBUVp9NFZ0c7zc3NtLe34+7vJzo6hty8PJJTkjEaTYFyeL1eAHS66cm7ZVme8nMeSx37+/tpbW2luclBd3c3eoMBi9mC1WrFZDZjNEYQFhaOTqeb0D1WVRWPx4O7vx+Xy0VPbw9dXV30dHfjdrsxRhiJT0ggNi6OiIiIwOeEjhMn2L1yOp20tbTQ3NyM0+XEYDBgtmg6mk1mIiIiMISFodfrkaTxGx+9Xi9er5f+/j6cThe9PZqO3T3deNxuLBYrCYkJxMTEEhYWFvicx+NBp9NN6BpTwWzXUVXVIfbY19dHW1sbzU1NdHd1afZoMWO1RmI2m4kwGgkLC0Ov0yFNxh7d/bicA/bY3dWNx+PBZDQSlxBPTEwsRqNxSNlA2ONEGF/HTgxhYZgsFqwWC2azJeBXJ61jfz9O14A99vR043Z7MBojiE9IJCYmZoiOHo8HSZKEjhNgovWj2WzBah2qo6gfx+dY2qNfx5amJrq7u9DpfTpGHqWOg/1qp98e/TrGExsXL3Q8Qkb3q600NTXR09WFISzMZ4/WofXjBOOcAR3duJxOenp76PbVj27P7LDHSSeOoWawI9Xr9Xi9XhwOB/v376OtpRVrZCSpqWnkFxah1+tpbWnm0KFDbNq4nqrKSmprbTQ5HHS0d9Db20NfXx8ejwev14skSej1esLCwzEZTURGRRIfn0BaWjq5eXkUFBWRl5fHvPkLkCSJ1pYWDh08yK6dOzCZzRQUFJKZlYXBoN226RZyNjHYAPV6PR6PhyaHA7u9kT6XC7PFQkxsHFnZORiNxiGGOlkkScJgMGAwGDCaTETHxATK4HI56ejopK21hbq6WnQ6HUlJySQmJQWSj+kOdGYTwx1pf38/dnsjDrsdr9eLxWIhISmJqKhIIiKMR3UP/RWowWDAZDITGxsLaPo4nU46OjpocjioPnSI8IgIkpJTSEhICJRtuhPI2cRwHT0eDw6HA4e9EVdfHxazhZjYWLKysydkj15VxetV8aogSaCXJHQ67b4PsUfjcHt00dHeQWtrK7U2G3q9XtjjJBhVx0ZNR6t1cjqOxXC/GhPEr2o61mAwGEhITCI5OTlQPwodR2f0+rGBPlcfZouFWFE/znjG8quajmZiYuPInGp79PvV1CA61tah0wsdJ0NQHe12HE0OXL1OrJFWYuPiyPHZo27KdDSOrB87Onw61qI36ElMTCQpOWVG5R0zKnF0u90YDAb0ej0ul4vy0lIqKsoxWyxkZWVzwuIT6e7upmTfXl5+6QV27djBoYMHaWlpxuVyBYQPj4jAZDRiNJmwRkYSHh6OQW/A4/HQ198fyPJbWpopKy3F7XYDEBERQXRMDFlZWSw+4URWrFzFCUuWcELsEtpaWzl8+BA7d2xn6UnLSElNCfRCioB1KB6PJ2CAbrebQweraGtrw2Q2k5ycQnRMzJCWlMH0ub209/TR1OnC3uHE0emkpctFR28/PX1u+txewvQ6TOF6Io1hxFkjSIyMICnKSEKUkRhzOMYw7do6nQ6TyYzJZCY5OZn+/n462ttpanJQV1dLSmoqyckpAcfq75UWOg60ivmdVX9/P5UV5XR1dREZGUlmZhZR0dFDev4G4+z30NbTR1OH06eji5YuF53Ofnr7PPR7vIQbdJjDDUSZ/DoaNR0jI4g2hxNu0ByjXq/HYrFgsVhITU3F5XLR3taGo8lOTfVhMjIySUxKRK8fCFiPpoKeSwzX0e12c7Cqina/PaakEB0d3B5d/R6au1zUtfZS09KNraWbhjYnzV1O2ns1Hd1uL3q9hCncQJQxjDhrOCkxJjJiLWTEm0mPNZMQacQUrvfZozbaIzlFs8e29nZamhzU1tWSlppGUnKysMcgBNNxwK9aSE4dXUcY7ld7cXS6aO5y0TmeX402keizx7H8ant7O00OB/V1taSmpZGUJHQcjaD1Y2sbJouZ5OTUidWPXS7s7aGtH1OFPY7K8J7iIX7VYhkzzvF4VTp6+3F0OKlv66G+rRd7u5Pmbk1HZ58Hj1clTC9hijAQYw4n3hpBSoyJ1BgTKdEmEiIjsEQYAongeHFOSkrqkAYdEa9qDNexr89FTXU1LS0tWHw6xkRHEx5ER1WFnj43zV0uGtp6qW/roaFN861tPX30uNy43F70OgmjQYfVFEacRbPF1FgTaTFmkqKMxFjCCdPrhtaPg/xqc5ODuto6klNTSE1NmxE6zojE0e9IDQYDTqcTW00N5WWlxMbFsfrUNaheL9u3b+ORvyls2fw5tTYbvb29GAwGoqOjKSwsIic3l9y8fLKys0lNSyM+Lh5rpBWTyawNl9Pp8Hq9uN1unM5eurq6aG1poaGhgZrqag5WVXLwYBW1Nhu7du5k65bNPPv0U6SkprL0pGWce975rFy9GovFymefbGLPnt3k5eaSnZuH1WoFBhLf4xW/jnq9nr6+PpocDupqbSQkJrJg4SLMZvOIH3mXs59Dji721LSxs7qFktp2Djd1Ye9w0ul043J78HhUzUqHI2mVX4RBh9VoIMFqJCvewvy0KJZkx7E4M5b85EiiTeFIEoSFhRGfkEB8QgLO3l4OlB7AZqshLS2dlOSUgHM43nX0f3+DwYDL5aKxoYG6ulrS0zPIycnFaDINOV5Vob23j8rGTvbUtLLzcAsH6jqobu6mqctJl1NzoF6vF4JNdZck9HqJCIOeSKOBpCgj2QlWFqZHsyQrjsWZMeQkWrEatQAmIiKCpGStNbWnp4eyA/ux1VSTlpFJYmLikBbW4zmBHKxjf18fdoeD+tpaEhITWbhoEaZh9uhye7E1d7OruoUtVc3sOtxCpUOzxS5nP26PT79gthhAAh3o9TosEQYSrRHkJlpZnBnL8rwEluTEkZNgxRSuJywsjMSEBBL99njgADW2GtLT0klOThb26GOwjn19fTgG6TiaX+0M+NVWdh1upaSujUNN3Tgm6Ff1Oh3hw/zqgrRoTsyO5YTMWPKG+dWEhAQSBuloq6khNS1N+NVBjF4/JrFgUWjqx2A6TqZ+rLFVi/pxGIM7OPr6+nDY7dTX15GQENyvuj1eGtp7KbG1s/1QM7uqWylv7KC+rZf2nn56+z0DdWNQHSWQJAx6CXO4gThLOBlxZuanRbM0O46lOfEUpUQRaw1HJ0lDdXT2Urr/ALW2GlLT0klJSSU8PHzI9zheGa5jnc1Ga1sbsXGxLCpejMlkGqKjqkJ7Tx/ljR3sPNzCjkOaPda0dNPc5aLH5abfb4uj6QhIOomIMD1RxjCSo43kJUVyQmYsy3LjKM6IJSPeTIRBP9SvOp0c2L+f+rq6QEPAsdTxmP9q/M7U6/VysKqKyooK3G43aelpREQYefapf/DO229RXlZGb28vZrOZ7JwcTlyylOUrVrCoeDGZmVlEx8Qc1c3zeDx0dnZSV2tjf0kJW7dsZsf2bVRVVfH6K//i7bf+TXZ2Dmedcy7/ddNNNNTXc+jgQQ4dPkxOTi6FRUWEh4fPiG7k6WZwq43H48FWU0NzUxM6vY6U9HQy0jMGjgVaulzsONTCByX1bCq1c6C+g+YuFx6PVzM4SQKJgKEN+X8YXlWlt99Db58HR7uT/bY23tllQ6fXEWMJpyA5ilMKEjl7UQrL8xJIjjYiSRJGk4ni4sU0NTmwNzbSUFdHYlISGZlZhIWFHZetcqqqoqqqlmj091NTXU2Tw4HRZCQnN5eUlNQhxza2O9lS1cQH+xr4pMJBRWMHbd19eD1eYJCG/ls4+P9heLwqPX1uelz9NLb1sudwC29ul9DrdcRbI5ifGsWp85I4e2EqS3PiiLNGIEkSFouFRYtPwO6w09hQT0N9HfEJCWRmZgV+j8db8ui3R4NBG2VRXX2YluZmdDo9qWlppGcM2GOf20t5QwcfljTw3r56dhxqob69h/5+XyAzWMOAfuPbhMer0tHTT0eP1qDw3p569AYdSVFGTsiK5ZxFKZyzKJWFaTEYw/WaPS4esMf6uloSk5LJyMw8ru1xuI6tLS3odLoROg741WY+2NfAxjI7pUfhVz3j+NXC5ChWFyZy9sIgfnWQjg319ZpfzRA6Hov6cTwdRf04cYbbo82m6SjpdKSmDrXHfo+Xg/Yu1h9o5P199Ww71IytpYdel3sUDcf3rW5fT2VHbx+HHF1sPNCIpNMRaQojPymS1YUJnLsojZUFCaTEmNBJEkajiUWLF9Pc1OTTsZ74xASysrIJCwsLTOE6rnWsqaGlpRmD3kBSchLpg+1RhaZOLc55b189m8rslDd00tbTh+rxDtVNYpCmo99PFW1ElrPPg71di3Ve21pNeJielBgTS7JiOWthCmctSGFeWjTGMD1Go5HixYtpbm6isaGBxoYG4uK0oex+HWH68o5jljgObn1ranKwfdt2+vqcpKamkZdfwOGDB7n8O9+ivq4OvV5PVnY2p645jbPOOZclS5aSmJQ0pQGhXq8nJiaGmJgYFi4q5uKvX0JLawv79u7lg/fe418vvUhlZQXl5WU4HHYu/c53WXXKqdTV2jh4sIrDhw+xYMFCcvPygOOnNWewjna7nYa6WgCSkpNJTk4mzNcq4ur3sKemlde321i3u5aS2jZ6nNoQ4YCx6cY2uDEZUnlKeIGWrj42dzrYXOFg7QelFCZHcV5xKhednMWy3HgsEQZSUlJJSEjE4bDjsNvZu2cX8QmJZGVlA8ePjv7vKUkShw8dorWlGZ1eT2Z2FomJSYF70O1ys+1gM69ureY/e+spb+zA1efRTuJ3ovqjcF7DKlCPqmLv6MXe3sv6A43c985+FqbH8KUT0vnqSRkszowlIjycjPQMkhOTaGxspLm5ibbWVtLTM0hITNTOc5wkkIPtsbGhAYfdjtvrITk5heSUgWHZTZ0uPiyp56XNh9lQaqexvRevR9XW2Q7Y4lEyuEJF07K+rYf61h7e3V1LfKSRVQWJfH15FucvTiMt1jxgj3Y7DoedfXv3EBcff9zZYzAdPV4PSUnJQ3R09XvYXdPKG9trWLerjpK6wX7Vd+9D4Fc/73TweYWDte9rfvX8xalcuCyLk3PjMQ/2qz4d9+7dTUJ8IplZWcDxqaPWM1UL6myuH3cTn5BwXNtjQ3099sYGvKpKcnLKkOG8zZ0uPtrfwL+2VrP+QCN1rT1aQ6pOOnoNYZhPlVCBjt5+dhxqZsfBZh77qIKC5EjOL07jaydncXKeZo/JKSkkJCZgt2vzL/fs3kVqWhqpqWlDvt9cZ7CO9fX12BsaUIGkpOQhOrr6PeyqbuXVbdWs21XLgfoOnK5hfvVo4hwYkWT2ebxUN3VRbe/ije02EqIiWJWfyMXLszivOI30OG2ql9+v2n32mJycQlp6+pDvF2qOicX7v5zb7Wbnjh3U1FSTkJDAsmXLsDvs/OnOO3jrzTfo6urklFPXcMGFF3LmWeeQkZFxVJNSJ4Ok0xEfn8DpZ5xJWFgYr7z8Emlp6RQUFfLaK//iw/ff58yzz+aKq37ImjWnU1ZWyr69e6ittbF06UlYrNY571T938/tdlNeXoazp4fI6Bgy0tOHDGd8Y3sNT2+s4sP9DTR1OLUXdVMUnI7FoMrS5fayt6aVvTWtPP5xBacWJfL0j08j3hqBwWAgNTWN+PgE6mpraW1upqOjg6KiIsLDI44bHV0uF+VlZXg8/cTExpGWnh4YDgHw7KYqnv2kik1lDjp6+rQXp0XHgeSjp8/D1somtlY2sfb9Us5akMLj15xCpDGMsPBwMjIzSUhIwGazUVN9mKbmJgp9C2kdLzr67bHP6cIaaSU9I3PIqpf3vb2ff35Sxa7qVi3p9yeL+mlodfZpqaIlr29ur+HtXbUsSI/mXz87i/ykSM0e09KITxhmj4VFhEccP/Y4oKMTS2QkGRkZQ1b3fn2QX22eIX71lMJEnvnxacT5/eogHVtatBXL58+fjyEs7LjT0dnTQ2RUDBkZon6cTQzRsayUPpcLa2QU6RkZAb+qAveuK+G5Tw8G8ash7gUapGOfx0uJrY0SWxt/X1/BmqIknpFPI9YSjl5vIDU1lfj4eOrr6qivraPZ0cS8+fMJCw8/vnQsLcXlchEZNVRH0OzxqY2VfFjSSHPnNNoj+H4v2u/J0eHijW01rNtVS1FqFC9dfybz0qLQ6/WkpKZqfrWulka71li+YOGiwPcLtY7T/ivxJ43Nzc18+slG9Do9S5YswWy28OzTT/HsM09RU12NxWLh/ofWsub004mKip7uYgZoa23lwfvvpb29jf/53e1857uXcdrqldTV1fLqv15m04b1fO3rl3DFVVeTmZXF3t27ef+99zhx6RKys3Pwer1zctiqf6GGutpabDYbJpORnNw8YmJjA8Meul1u3tldy+VrN2qtp9NlfKPhu3ZHbz/rdtby1b98wA/PLOSikzOJtUQQHh5OTm4unZ3x1FRXs33bNrKyc0hLS5uzOvqHbNTabNhsNURGRpKdU0BkZFTgmNZuF69ureHaJz6lr987dT1SR4rv2k2dLl787BAdvX1cc3YRXzghHUuEtnJgfkEBba2t2Gw1bN2ymezsHFJSU+dsy6rfHh12O4cOHcRoNJKVkxNYmRagob2X//vkIDf9cyter6rdx+lIFkfDF/C4VZU91a188e7/cPmp+fzg9HyyE6wD9tgRT01NNTt2bCcrS5vDPlft0a9jU5ODg1VVw3TUtOpy+vzq3zbSOxm/6h96PNX4rt3eo/nVC/7yAVefVciFy7KItYQP0rGDmppqPv/8MwoKC0lOTpnzOtbW1lI7U+rH8fSfdP24nazs7DldP/p1bGxs5PDBg5jMJrJzcokZ5FdtLT08u6mKX7+wfWb41UE6vrXTxoX3fMA1ZxdxwdIMbdG58HCyc3KIi4/HVlPD1q1byMrKJj0jY+7r2NDAoUOHMJtN5OQO1bHH5eY/e+v5zkPrZ0a8KgF6rX4ssbXxxT+9x6WrcrjyjEIKU6IICwsjOzuH+Ph4qg9X8/mnn5BfUEhKamrIdZzWxNHr9dLT082G9evJzc1j5crVPPbI37jp5z+jtaWF/PwCfnStzNcu+caQgOdYsWP7dq658vuowCtv/JulJy2jsrKC7u4unvm/51l96hpefP45/nj773j04b9hNpv56kVf44b/uhGdTscbr7/GihUrSU5JQVXVOTOOXFVVent7ObC/hOzsHJavWBH4boccXdz39n6e2lhJS5drwPCOpSMdji9g/aTCwScVDq58RMViDOPry7O46cuLWJwZy8JFxQC0trawfetWcvPyiI2LO7blnkL8v8f2tjYOVlWRm5/HylWrA+/vqWnlz//ex8tbqul29g/oeCwd6XB8jvWdvfW8s7cevCpx1gi+tyafG764gJzEOGLj4lBVFYfdztYtm5m/YCEWJXtQfQAAIABJREFUi2XO2CL47LGnh9LSA2RmZbN8+QqQtGFMOw+3cOcbe3l9WzW9fZ4p11EHeKfkRBKV9i5ue2UXt728kzCDjnMWpXLLhYs5pShpwB5bWti2dQt5+fnExs4dewS/X+1hf8l+snOyOXn5gF896OjivrdLeHpj1eT9qldlVUEiPz1/Ptc/vZnmrr7QJJDD/CoPb8JqDOPi5Vn895eLKc6MOY50nFn1o9Gg46+XLeedXXW8uq16bPufZP24besW8vLy51T9CEP9alZWNitWrQK0dRU+KbPzx9f38J89dfS5vTO3fpQkNpTZ2VBmB69KtDmcS0/J5cYvLaQgJYoFCxcC0NrayratW8jNyyduDurY09NDmU/HlT4dAWpbe3jw3QM8/lE5jg7nzIxXAXQS1c3d3PXvfdz15l70ksSqwkR+dcFizj8hjYWLFgFaR5emYx5xcfEhyzumNXFsbGxky+efs2LVKhz2Rq6/7sdsXL+eiIgIvvGtb/OTn15P0bz501mkUens7OTB+++lsbGRX97yG5aetIy+vj4eWavwrUu/y2lnnOmb7K5t4pmdk0NHRwfP/fNZSvbt5Ve33MrpZ5zJp5s2kZmdxcKFi+ZM8tjU5MBWU8OCBQux+FaU7XN7eX17Dbe/upvd1S2oHOPWmsmgk+h2uXlqQyUby+z84svFXLYmD0uEgdjYOEzFZsrLSunu6Q5MnJ7NOvonxNfU1NDW2sLC4uLAUI1ul5tnNlZx97/3UtXYeex7FyeDTqKlu4/73inhw/0N/OaiE/jqSZmEG3QkJSdjsVgoKyslMzMrMPdxLtDkcFBTU8P8BQuwWDR77HG5eWpjJXe9sZdDjq7QtJ56VS5Ylslr22tGXZzjiNBJ9HtV3t5Vy47DLdzwhQX8+Jx5xFjCiY2LY5HZTFlpKd3dPaT75nbMZnv00+RwUGOrYeHCoX71tW3V3P7qbvZUt6IegT2Gh+m59tx5fHt1Lh+WNPDYR+VTq9do6CS6BvnVm79SzGWn5mGOMAzRsae7JzBHZ07oONPqR6/KWQtSuHxNPgXJUXx0oIG2nv6JNx6MqB8Xcdma/ED9uKjYZ49zpH70Y7fbqau1BRobAdp6+vjbe6Xc985+Gtp6j32v1GTQSbT39vO390rZcKCRWy48ga+vyCbcoCM2Npbi4sWUlZXScxzo6PGqvLunjv/91y42Vzq0xd5ni46ShAfYVGrnuzUbuOrMQm78fwtJizUTExtL8eITKC8rpaerm/TMzJDkHSHvk1Z9y9JWVpSzfdtWTj/zTLZv3cKPr/khH3/4IenpGdz2+z9w55/+MmOSRoCXX3yB9//zLmtOP4NLv3s5AO++8zavvPwSV119DXq9nv0l+3h4rUJUVBR/uude7rnvARYVL2bv7t3ccN2PeeXll1hz+mm0Njezfdu2wGpOsxH/ipu1Nhv2RjuLihcHKkV7u5NfP7+dKx/ZxK7DLVpwM0tsMIAE6CSqGju54enNyE98RpW9EwCj0cjCRcX09PRQWVExq3X0l7uiopze3h4WLhpIGqvsnchPfMYNT2/Wkkbd7NRRlSR2HW7hykc28evnt2Nv1+YpWKxWFhUvprGxkTqbLeCbZiN+e7TZbDgcdooXLw4kjYeburjuH5/zs6e3cKipK2QVYniYnlsvPpHUGNM4W3QcITqJxvZebn1pB1c8somS2jZAs8dFxcX0dHdTVTm77XGIX7XbKR7kVxvbe/nV89u46tFP2F3dinok9uhVOXtBChcty0Knk7j23HmkxZpDo1cwBvvVpzYjP/kZB+1dgF/HRXR3d1Pp03G22uSMrR9ViDSF8ZPz5mOJMHDG/GS+vjx78voPqR+3jKgfFxXPjfox4Fdramhucmj26Es29tnauOLhTfz2pZ00tPfOnkRjMD4d99nauObxT/jv/9uqJcBAxJA4p3yO6Fit6bh48ZDk/w+v7uYyZQOfVzh89jgLtfQ1BPx13T6+/eB6NpXaUdG2K1uwcBG9TicV5WUh0TGkiaM/0y0rPcDhw4c57fQzeOmF5/jFTT/n0MGDnHLqqTz08CNcdvn3MA3bG+5YUrJvH4/8TSE6Joaf3vAzYmNjqbXZeOj++wBIz8jA6exl7UMPUlN9mMu+9wNOOXUN53/hi3z5gguQdDocDgd/+N1t3HfPPSw+4URU1cvnn306K43Rr+PBqiq6u7uYv2BBYNGUXYdbuHztBv66roRO/7jw2YxOwuXx8tSGSr71wHo+KtFW3dLr9RQWFmEwGCgtPQAw63T0l7f0wH7CDGGBRWNU4KOSBr71wHqe2lCJy+OdEzp2Ot38dV0Jl6/dwK7DLQCEh4czf8ECunq6OXTwIMCsC1b99lhVWUlPdxfz5g/Y46flDi59aD1PfFyh6RiqCtGrcub8ZJbmxPPdU/KC7885FUgSbhVe3VrNNx/4mHW7alFVVbPHoiL0egNls9QeB+s43K/uPNzC5Ws3cu+6/UfuV1WIMofx0y/MJ9qsrRZ4Uk4c3z0lN3R6jYZOwunx8o/1lXzrwY/5eL/frxooLCpCJ+k4UFKC1+udtTqOVj9edizrR1XlK0syOKdY20opzKBDPm8e6XFH2Hgwh+vHIX61t4d58xcQFh6OV1X59w4b33zgY17dWo3bv53GbEYn0eXy8MA7+7ls7QZ2HNLqx4COYWGUHtgPzG4de3t7NR3DNHusbOzk6sc+4fev7qKl2zX74xxfQ/mGA418+8GPeX9PHaDpWFBYSHh4BKUH9k953hGyxNEvXumB/dTX17Ps5OU8vPYh7vrjH+jq7OTr3/gm9z/0N5advHxGGWFPTw/Kg/dTU13N975/BatWn4LH4+Hxxx5hz+5dXHTxJQC89eab/PuN1zl5+Qou/8EPkCSJ8rIy/vXSi8TGxfGVC76KTqfjkb8p/O62W8nNzcNkMvHZJ5/MquQxoOP+/Xi9Hgr8yYYKb++q5dKH1vPunjq8ErOvd2osdBJbq5q4bO0Gnt5Qidur3YfsnBysFisH9pcAs8ep+su5f98+rNZIsnNykCQJt1fl6Q2VXLZ2A1urmma/Ix2MBF4J3t1Tx6UPreftXbWoqs+pFhTi8bgpLT2AJEmzJnn02+OB/Vpl4LdHr6ryypZqvqts4NMyR8gX2bAaw7ju/PlIwNVnFVGYEhXaXiydxL4arcX/8Y8q6Pd4A/ZomYX2OFRH7xC/um5nLZc+uJ7/HK1fVVUuPCmLcxYN7L8qSRJXnVVIQaj1Gg2dxJbKJi5TNvDMxko8Pr+am5dHZFTUrEs6JlI/HrWOR1w4SIgyIp83H2PYwIJgS7Pj+f6a/KM79zj14/7Zbo8Fhej1elxuD498UMaVj2yixNY25+pHVZJ4f289lz60nnU7a31bTErk5ORijYzUdJyF8er+/SWoqkq+T0eAz8odfOeh9bz0+WHcKjMq75gKFqbHkJsUGXjut8fIyKjA/ZgqHUOWOEqSxL69e7Db7Zy4ZCn3/fUvKA/cj6qqXP2ja7n9j3cG5jXMJN547VXeevMNVqxcxfd+cAWSJLH+4494/p/PUlhYxI9kmcOHD7H2oQcIDw/nJz+9gaSkZFwuFw+vfYjKigq+fel3+esDD/GLX/0ai9XKi88/x623/Ir09AysViuff/YpMDucqiRJVFZUoDfoycsvQKfT4fGqPLOpkisf2cT+2va55UwHo5Oobe3h+qc2c++6Elz9HiRJIjMri8jI2RPk+Mt34MB+oqKjyczKQpIkXP0e7l1XwvVPbaa2tWdO67i/tp0rH9nEM5u0YFWn05GXX4Bep6OqsnLWzOWQJImK8nIMBj35+fkBe3zi4wp+9PdPOWjvDL2Oqsr/W5LOucXaHmBFqVFcdWZh6O+hTqKxo5efP7uFv7y1D+cwe5xNPY+SJFFRoek42K8+vbGSKx/dxIG6o/SrqkpKjInrzp9PRNjQVYTnpUZz5RkFx+43r5OwtfTw039s5t63h/lVa+Ss03HG1o+qyjdXZLO6cOh8bkmCq84qZGFaNHiPovFgjPoxahbVj+D3q2WaXy0oCKxIua2qmd+9vBP74IVT5ho6idK6dq58dKB+BMjMzCIqKorS0lJg9uhYXlpKmCFsiI7rdmmrUG+unGON4wCqyleXZfLo1aeQnxw54u2MzExiomMoPTB19hiyxLGyooK62jpOOOFEHrjvr/z9sUcJCwvj+p/9nBt/8Usio6LGP8k0U1lRztqHHsBkMvHTG35GYlISDoedB++7l97eXq79yXXk5xfw+CMPs7+khEu++S3OPPtsQJv/+Nqrr7Bk6VJ+cOVVmEwmVq0+BavVitfr5fXXXuW2395CemYG4eHhbNu6FUmSZrwx2mw2PB7PkErxsQ/LuOGpzdTP1nH+k0GSaO/t49aXdnDH63u0lSmBzKwszCYz5WVl6HS6GdtjpapaklRWVorFbAlswN3b5+GO1/dw60s7aO/tm3OtbyPQSdS393LDU5t57MOyIcmj291Pba3tWJdwQthsNXi9mj1KOh1ur8rD75dy47NbcXROQ3CjQnxkBD85bz6m8IGE5PI1eSzNjju6QHQiSBKdzn7+91+7uPP1PTgH2aNpFtijH5utBo97qF999IMyfvb05qmZP6XCZafmcXJefNC3L1+Tz4mZsaHXazR0ml/97Ys7uPONvSN1LJ8tOs7Q+lFVyYy3cM0589AHKUNeUiQ/Omce+qNdPXKW149+bDU1eL1eza9KA2HxSbnx3PjlYqJMYcemh3660Ek0BOrH8iHJo8Vioay0dFboWFNdjQrk5ecHGsZe2VLNNY99QkVDx5yLVyUVvrkyh7VXrCIr3jLqcRmZmVgjrVOm45Qnjqqq0tDQQFlpKStWreKxRx/micceJTwsjJ/9/Cau/cl1QzbbnCm4XC7+9tCDVJSXc+l3L+O0M85EVVWe/seTbP78M7705a9wwYUXAfDi888xf8FCfnjNtRgMYdTabCgP3I8kScjXXU9qWhpOp5NHH/4bjQ0NnHn2OSQlJfH6a69y5+23U1BYiMvlZN/ePTPWGFVVxeFw0NbWGmi58Qc3Nz+3ndae4yDZ8CNJ9PZ7ufONvdzx+h6c/VrlmJWdjSRJ2KqrZ2yPlSRJVFcfRifpyMrOBsDZryWNd76xl97+EM6Dm2lIEq09fdz83HYe/WAgecwvKKSttZWmJseMtEUgsKVIW1sb+QWFQ+zxVy9sn77kX1X5xopsThnWi5EWa0Y+dx5hhmnYA0yScPrs8a439+IaYo9QUzNz7TGgY2sbBYUDOj7yQRm/fH7b1PhVr0pRahRXn1WEbpRzZcSZufacIgzToddo+P3q63u4441hfpVZoOMMrx+/tyafE7JG39bs0tW5rMpPPPrGg1lcP/rtsb19wK8Oxhim54YvLuDuS5cRZ4mY28ljoH7cFmhcBa0RQKfTzXh7tNvtdHZ2DOlpfGVLNT958jNsLXNvRJUOrcH2ge+v1BY8G4fMzCx0eh01Pns8mlhnSmsNj8dDd1cXmz//jFWrV/PKyy/ysPKQllD99AZ++KNrA5PGZxpvr3uLV1/5F0uWLuXKH2qrpm7+/DOeevIJMjIzka+7HrPZjN3eSF9fHz/+yXVk5+Tg8Xh44vFH2bN7F1+7+Ouce/4XAFj37zd58/XXWLL0JP58z7386je3Eh0dzYsvPMdD99/HiUuWUl9Xh8fjOcbffCSqqtLd3Y2tppqionmBORtPb6yc3iB1JiGBy+3lT2/u5Z63SgJzrPILCmhrb8fr9c64pENVVZqbm+ho15ypJEn0e7zc81YJf3pzLy63d27NS50IvhbyX72wnac3VgbmPBYWzaOmpmZGzncM2KOtJmCPAP/8pIpbXthOR2//tCWNGfEWfnTOPAz6kVXHxcuzOW1e8vT0Yvns8a439vDAuwcCc+XyCwrpaG+fkSt0DtFx3oBffWpDJb9+YTvtU6SjTidx9VlFFKWOParnkpU5nFIwBYnD0SCB0+3l7jf38td1g/3qLNBxptaPXpX5qdFccUbBmO49McrIdecPHTlwxAypH/fNmvqxu7sLm81G4SC/OhyDXsfVZxVx7+XLSYoyHlt7CTX++vH57TyzqQptKqCmY8cM1rGrq4u6WltgjjFow1Ovf+pz6tvm3sg4vQRXnVHIXy/z/SYngCRJ5OcX0NHRMXN6HD1uN3q9nvXrP+bkk5ezZfPn3PPnP+Fyufj+FVdyrSzP2KSx+vBhlPvvQ6fT85Prf0ZaejrtbW08eP99tLa08MNrrmVRcTGqqvLMP57ky1+5gP/3lQsA2LRxA8/981kKCgu55lrtO1ZXH2btQw9gMBj4yfU3kJKaysWXfIP/uvG/CQ8P58m/P87LL77AilWr2Lp5M5IkzZgE0uPx+Cb7l1BYVBTQ7I3tNdz83DbaZkBL6mTJTbQSZ404+hNJ4HR7uOP13fz9o/JBSUchZaWlM1LHQwcPUVhUGAhu/v5ROXe8vhun2zMlSWOcNYLcROvRn2g6kSTafC2rb2yvAbTVVgsLCzlYVTUjdTywv4TConn/n7z3Do+ruva/P+fMjGbUu2RJluTeC+4dV0wzJRSbGNx7JyQkXLi5ub8kN4EECO4NG9t0043pbuDem2TJtqzeex9NPe8fZ2YsjG3NSHNGY97v85AYfM7ee87aa6299moOfvzmfB5/et9NHioXMG1EB/om3LxBdKi/D8smdsNf56H2wALoTRb+/vkF3jmcDlwvfJSScumOoOOuM9m84E65apUY2D6cZ0Z0aPLR8AB7yLFH2zn/EoIcBfGPLy7y1o9pPytg5a10vJyS4rX6Ub446HzTfKcbMalfPBN7x7rHGHLox4t3jH5MuYGOt4IoCjwzoiPrZg6lbZj/r954rKg38qf3T/OVTT/KVTq7OIrJeRsdr1xOpXPn63Q8llbCih0nfn2eRgk0gsCi8V3599QBLp9r7dVWU1soV91iOFqtVlRqNVlZWSQmJlJZWck//v5XykpLmfTwI6x47vfodN7TbqMxTCYTmzdtIDk5iScmT2bCPRMB+PCD9/npwH7Gjh/Pk1OmAHDyxHF2bN/GwiXL8PX1paysjDWr3qCuro4Fi5bQsVMnzGYzWzZt4lJyMo9PnsLYceMBEEWRaTNnMnPOXIxGIytff5VzZ8+Sn59HZmYGKpWq1ZnRarWiUqnIyswkPiGRgABZ8Zy4Vsrv3zsl98O7w4xGgKeHd+D9xaO4u1v0TfM9XIIgN7X+88fn2H1WFqparQ59fT15ubleQUeLxYJKpSInO5tOnTqh1co3UrvP5vDnj89RazC3mI4qUeDubtG8v3iU3I7hToMgUFzVwO/fOyUnzAMBAYE06PXk2ujY2vnHDn7MyiIhMZEAW1+489nl/OHdk/JNqqf40SrJRVXGdL7tlBP7xHJ/nzjPHaxsN+Qv7TzDvuQCQO5H1qDXk5+X5xX82FiuNqbj8bQS/vDuKbnwhpvoqNWoWDqxG21CnNO3D9zVlgm9Ypp+UGkIArUGE3/+6CxfnZPzjR10zM/3OjrGJyTcoB9Peod+tEoMaBfOb52UyQE6Ncsmdic0wMc9LVps+vF/vFg/NpariY34sSkIAjw+OJFNc4fRISrwV288FlXp+f27p+Rq68j9ARv0enJysr2KjpkZGSQkJDr6pl4rquF3b5/k6q8tp1ECrVrg2fu7888p/Qn2c94Rl1Vax/5LhVglCa1Wi17f0CJ+dIvhKIoiJpOJa2lXiY5uw7/++X9cuXyZgYMG86cXXyI4OMQd0yiC/Xv38NGHH9C9Rw/mL1yERqPh4oXzbNm8kfCICJYuf5agoGCqq6pYa/NA9ujZE4D333mbo4cPc+999/Pwo78B4KcD+/now/fp2q0b8+YvRKPROOby8dGyZNkK7rv/AYqLi3j5//5Oh46duJScTGVlZasfVkVRxGw2U1FRTlR0NAC55XU8/96pOzqxWKsRmdg7lo+Xj+ZvT9xF27Cm48FvC0GgpLqBP31wmgvZFQBERkVRUJBPQ0NDq9LRLkz1ej1FRYUEh8i8dyG7gj99cJoSNxxS24b58bcn7uLj5aOZ2DsWraYV86RaAlEgrbCa5987RW55HQA+Wh9KS4qxWCy/yHfx+PJs/FheVkpUlMyPxdUN/On901zycLVGURSYN6YznZrwYvj5qFk6sRvhgVrP9QoUBPLK6/nj+6dJK5KbkkdFRVOQn9fq/AiN5Gp5mYOOOWV1PP+ebb3uoqNVYnzPNjwyIMHpVwJ0apbc083zfR1vBkFw7O+LObJcjYqKpiAv17voeFP96IFqxk7ARyOyaEJXYpy8OAC4u3s0TwxKdF/+np2OXqgf7cXiTCYTVRXlDn50Bff3jWPLvOF0j2thVVpvhyhwpbCa5987TV55PSDzY2F+PgaDl9DRaKSqsoLIqCgAqurlS8RjaQq3pGoF6DQif5zUi/99/C4CdJqmX7Ahs6SWRVuPMm39QQ6mFgMQHR1NXl4uBoOhWXRs8cnIbq1eSk5GX1/POzu2sX/fXmJj43jhpf8mISGxpVMohoKCAlavfAOzycTipctJbNeeuro61q5eRX5eHjNmzZH7TAIf7fyQA/v3MWasXEX17JnTbNu6hZiYWBYvW46/v79cgXXVSgwGA4uWLKNd+/a/mDMkJITnX3iRHj17c+H8Odp36IBOq+XC+XMArZZ8bKfj5dRUVKIcI95gsvD3zy7w0+WiO5oJ7QUiIgN1vDCpN58/O5bJQ9q1dFBS8qp4aecZymsNxMTG4ufnT9qVKy1fsBuQduUK/v7yDVx5rYGXdp5pcWl4nUbF5CHt+PzZsbwwqTeRgbIn81YFOO4IiAI/XS7i759doMFkIT4hEVEQHS0BWutW1T5vakoKarUcSmiyWHn1qyS+v1jgWX60SvRvF8ZUJ8IfAUZ0iXLvQdQZiAKnM8r4f5+co85gJiY2Fl8/f9Kuti4/OuiYmoLKRke9UQ6vPXjFjXJVgmA/H5ZN7C5XgHQBY3q08Z6iH6LApbxKXtp51iFXff38SLt6tVWXdafox1FdovnNQOcvDgA0KpHF93Sjbbi/+/aBl+pH+wH52tWrCLaLwco6I2cyyrC6YASO6dGGt+aP4K52Hqgk3ZoQBQ6kFvJ/X1zAYLIQExtLQGAQqSkprbosOx2vXL3ikKtWSWL196l8cjLba/jRbZAk/vvRPrz4SB/8XEgtuFpYzbw3j/DN+Tzyyut5aecZcsvriImNJTAoyNH/2FW0yHC0h8Tl5+eRn59Pl65d2bZ1C6IosmDxEoYNH9GS4RWFvajN2TOnefjR3/DAg5MA+OKzT/num68ZNnw4z0ybjiAIXEpO5s1NGwgLC2PJ8hXU1taydvUqiouLmDV3Hn363mXLf9zOyRPHuf/BSTz40MO3nLtT584894fnCQ4J4ftvv6F3n76Ul1eQnZ3VKvHjdjoajUZqqquIbSv313zvcDo7Dl3jTq+g0tiwEQQY0D6crfOG0zs+tGXON1Hg6/N5rPk+FZVKRUJCAharheysLLnKXivQURRFMtLTsUpW4uPjsUoSa75P5evzeS0SpoIAm+YMY+u84QxoH/6z73ZHG44ACOw4dI33Dqfj4+NDXHxbqiorMZlMrRKS05gfa2uqiY1rC8h5VBv3XfG4c0ijFlk03nkvhlolsnBCV/ceRJ2BKLDzRBbbfkpDpVIRn5CAxWwmOzu71fjxuly9Tsf3jiggVyWJRwfEM66n62GnWrVIdLCvVxmPX5/LZe0PqTY6JmIxm8jxCjp6t35cMrEbIf6u15LomxjGjFEd3bsYL9SPdjpWVFQQZ+PHTfuv8Oh/9vPBsQysLvDAkE6RbJs/gqGdW7nAlOIQ2H7wGh8czUAUReITEpCsEnl5ea1CR3tUlcFgoLqyyiFXf7hYwMpvL2H28hZ3LkOSCNRpeP7BXug0zheySs6tZPamw+xJsl00iwKHrxbz793JMh3jE5CsVvJyc1ymY4sMR7uL81paGr6+OkJDwyguLmbCxHt5aurTLRlacRw+dJD33n6bDh07smjJMrQ6HVevXmHjurX4+/uzdPnvCI+IQK/Xs37tanJzcpg2YxaDBg/h808+Zs/33zFi1CiemjoVgFMnT7Bj+1u0bRvPIlsO5O1wz733MeWpqaxfu5q6ujoSEhJITrqIXl/v8RAA+3wXzp8lPCKS8PAIknIr5XYNRvcUUWlN3Myu8deq2fXcWJ69t0eLCudYJYk1P8jeqYDAQEJDQ6msKMdkNNoK0nhGoUiSZFOKBmpqqggNDSUgMJADlwpZ80OqSwrxRoQFaHn23h5MG9EBf+0vb7t+BXYjeqOFl79MAiA8PILwiEgunDvrUFKehN1YTU66SERkJOHh4WSV1vJ/X1ykut7kWX60StzdNZrfDHItcqRvYhjTR3o+99VotvDqV8kABAYGEhoW1ir8CNfpeCnpIpE2Ol7MqeDlL239J91FR0kiJtSPJRO74dPM9hpThrbzjnBVGyw27wFcp2NFK9LxjtCPVol7e8c261UBmDOmMz3jQtxqBHmLfoSfy9XIqCjCwsM5drWEVd+lkFNay/IdJ9h6IM3RhsIZ9E0M4635IxjXs42CK29lCFBvMPPPXRcBCAgIICwinBJbhwFP09EeMn4pOYmo6CjCwsIoqNTzt8/OU1pj+BUcSBpBkgjx8+HlKf1dku1nM8uZtekwhy4X3+AwEHjrpzRApmN4RCQlJSUu07HZhqPdOs3KyqSyspLuPXqy64vPaBsfz5JlKwgMbLqiV2uhtLSU1W/8h7q6WhYuXkrnLl0wGAxsXLuWa9fS+O0z0xgxahQAX+/+kq93f8mgwYOZNmMmgiCwacN6AoOCWLr8WUJDw6iurmbtqpWUl5UxZ/4Cevbq1eQa1Go1c+bPJzUlhW1bt9C5c2eQIDMzS+mf/zPY6ZiTk42Pj5a4tvLtzb93J/1qkotv5RE7VYdjAAAgAElEQVRrFxHAv54awIdL72Z8zxjUzWmGbMt3LKs1ABATG4cEZGdnA3jsAsDO8FlZWYBATKx8K/6PXRebndeoVgmM7xnDh0vv5l9PDbjlc3e+xxEQBa4WVjt6kMW1bYtaoyEvTy7U4Sk62vmxsKAAlSg6blPXfJ/Kmcwyj/Ojvy0HLtRFL4YAzB7Tme6xHs4DEgQyS2odjchjYuOQJInsHM/yY2M6io3o+O/dyYrkw00b0YGB7cOb/f78cV1oFxngPV5Hm1wtbyxXW5GOXq8fJQgN0OJ3k4s9Z9E+MoCF47ugukmrnWbDS/SjnY4F+fmIokhcnKwfX9mdJOfvqUTKag384b1TrPk+FaPZ+XV1iw3mzXkjvId3lIAocLmg2tEzNyYmFlEUyc1tHf1op6Ndrq7/IZUjV39leY2SRHiAllenDmTB+K5Ov3Y8rYTZmw5z8lrpL7+HADV6E/kVcs5qm5gYBFEkN0cuZOUsHZslIa57N4xkZWYQGRlJfV0dO956i6enTeeufv2aM6xHIIeUvsWxo0e4/4EHefQ3jwHw3Tdf88Xnn3JXv/7MnjPPUT1t/drVjqI2kVFRGAwG0tOvMfWZaY5Q3E92fsj+fXsZPWYsT055yum1tG0bj6+fH599+jGpqSl07NSZzPRrVFRUIIqi4szYmI41VVWEhITi5ycXjvnkZNav5ubmdj9DrRKY0DOGnUvv5pUpA0iM8Hd9AlHgnUPXANBoNLRpE0NVVWWzE49dhdVqRRRFGvR6aqtriI5u4yjKdCClefk3iRH+vDJlADuX3s2EJozqX8k2AUHgq7OyIvTz8yM0NIzKigrMZjOiKCp+q9qYH0tLSwkJDXPw4/aD1xSd+6awStzbO457+zTPi9ExKlBuQu9pZS4KjoqODn6s9Bw/3o6On55ys1y1SnRtE8zcsZ1blB/fs20IM+92c6hiSyEKvHNIbrPS2nT0ev0oSTzmYm7jzTBlWHuGdYpw72VPK+vHxnQsKy0lNCwMXxsdv2mcwtGoQvO/v0pyXCI6g/aRATwxOBHhV2w7Igjy90KmY3SbNpSXlbYOHcvKCAsLd0T2bT5wFcmbQiZaCqtEdJAvb0wbzKzRnZzuBvBTahGzNx3hXFb5rc99osCWA3LOuEajIaZNDOUV5S7RsVmGo33goqJCaqpr6NylKx9+8B5Xr15hym+nNmdIj+HE8WNsf2srbdu2ZfGyFfj5+5OTnc3a1asQRZEly1cQExuL2WTizU0bSE1J4ckpUxhtK4rz/bffcFe//sycNQdRFEm5lMzmTRsIDZXzH4ODg11az5gxYykpKmLb1i20iYlBrVZTkJ8PKF8ox34Qzs3JwWyxEN1GDrcorWmgrsHsPSE4LYQzHrGwAC2/u68Hu54bxzMjOriUgAywfs9l+QYaiIiMRKPxITvLs97jrKwsND4aIiIjATkx2mJxTZj7+ah5ZkQHdj03jt/d51wY76/C4wggwMpvL1Fa0wBAdJs2mM1mcnNlI8QThiNAdnYWEpKDH+uNZrdUw3VtMbIHY+nEbi3yYkwd3p5BHcI9ngO06rsUSmx09DQ/2umYcwMdS6rdL1dFUWD+uM50bhPU4rFmjOpELzeHKrYU6/Zelit6c52OOdmepaPX60dJIjbUj0UTnPdK3AqRgTqWTeyObwt4/mZoTf3okKtZmUgCtImW6ZhfUe/woDkgCNQZ5aJHf/3sPHUGs9PzrJ05lOmjOuDZxAYPQoCV36Y4vMcREZHodDqysjI9Mr2djiXFxdBIrjaYLBR6sjWV0rBKxIX5sWbmEJ4e3sHp89UPF/OZs/kwl/Iqm3QWbDmQ5qhcHR4RgVarIysz0+klumw42q1+s9lM6qUUYmJiKSst4fNPP8HHx4c2bbygJ9QtUFlZyZqVb1BeXs7cBYvo1bs3ZrOZNzdtJDnpIo8/OZkJ99wDwP79+/h454d079GDufMXoFarycvNZd2aVSxZtpyY2FgaGvSsX7uGnKwsps2YweAhQ11e04xZswkNC2P/3j2cP3eWDh07kXb1CnV1dQiCoNgtTuOy1PX19YSHR6DVykbCR8ezflUuf2cZTxCgT3wom2YPY8u84fRLDHNaFl0urGbrj2lIyLkU0dHR1NZUYzAYFPUeO7yNDXrq62qJioqWY9WBrT+mOU1HQYB+iWFsmTecTbOH0ceFwkG/GsMROJJWKu9/5L5VERGR1NbUKO51bMyPDXo94WHhDn7cm+ThKqrygnh8YAIju0a1aJjoYF8WT+iG1oWkfnfgaFopn5yQ6ehJfmxMR31Dw8/o+NHxTPfS0SoxuEMETztZ7bYptIsMYN64LqiaE7KvEC4XVP1CrlbX1HiUjl6vHyX5gqZfuzC3DPdgv7bNzpW8FVpLP/5Mrtr40cdGxw+OZtycjgI0mK28+lUyL354hqp6o1NzRQXp+M8zg5k/rgtqQfCqnGF34dDVYj49eV2uRkVHU1vtWX4sKS4iPCISHx85fWJfcsGvymhMjAhgw+xhsgfbyZ+1+2wu89486nQaRFZpLVsOXMVqs+fauMiPLl8r2YtFXEtLQ6fTEhkdxbTfPkVhQQH/eOVfrg7nMZw/d5Z5s2ZgsVr5dNdXDBg4kOKiIubPncXF8+d5Y/Vanpg8BUmSeO1fL/PGa6/y2BNP8sprr6PT+fLjgf0sXjCPqMgo7n9wEllZmcydOZ3cnBzeevtdJky8t1nrGjV6DOs3b2HB3NksWTCPbe+8R8dOnTl39gwjRo5SzOvYuHmqr68v8QlymMumfVdYtuOEInM2FypR4K7EMEZ0juLJIYnEh/kTHqAlQOfeW1E7fH1UPDW0HU8NbYfFKnHoSjEvf5nE3uQCTLfy4AkCL++6iEoQ+PvkfkRFR2M0m0hLu0rPnr0Uo6N93LSrV4lq08bRX+zPO8/y8q6LtxUiGpXI+J4xvPBQL0Z2iXI6HOJGPHtfd569r7tTz9Y2mCmrNbAnuYAL2RUcvlrMuaxylwoSKAmLJLFsxwlUosD8cV2IT0jAmCaH5Hfs1Fkxw9HOjxkZ6fj6+jn48dvzeUxdd1CROW8JSeL5Sb145an+btm300d1JDxAy2/X/kSNhzw1djr6qERmj+lMVHQ0JrOJtCtX6Nm7t+JyNSMjHV/ddbm6ce8Vlr990q1zPdivLe8vuZtAF9tv3A7L7+1OqL8P8948isHFaAVFIAj8c9dFVKLA355sJFevXqFnL+Xp6O36UQD+b0p//uvh3m4b01+rZufy0fhMf9t9BnIr6Uc7HdPTr/1Mrq75PpXn3z99m/WCySqx6odU1vyQyuQh7Xj96UHEhN6+6GGovw/rZg3ltacH8sqXSfxrdxJ6k+VXY9iYrRKLtx1HJQiyXI2KxmTyHD9mZWYSFBxCfHw8AN9dyOOpNT95j/e/ubBKdI8LZv2soYzu7lyhJask8d7hDH7/3kmKqxoclVOdgiiw8tsUfFQi/5o6kMioKEwmE1evXKGXE/rRZY+jPQY2PS2NDp06sX/vHjLSr9G1WzfGT5jo6nAew5qVb1BYWMisOfMYMHAgktXK9m1bOXXiBA8+9LCjfcaJ48d4e/t24hMTWbhkGTqdL2Vlpaxd9Qb6+noWLF6C2Wxmy6aNpFy6xBOTpzh6OzYXgwYNZsiQoZSWlvDlF5/TNj6ekpJijAaDYoxor6BUVVXlMDYq6428ezjd5fBGJSAIcHe3aLbMHU7x2smc+uuDrJw2iJFdokiM8FfMaLwRKlFgdLdo3l8yitefHkjHqNsXffr4ZBaZJbUAREZE0tDQgMlkUtRwNBgMGI1GIiLkENXMklo+Pnn7MKCOUYG8/vRA3l8yitHdopttNLqKAJ2axAh/5ozuxMppgzj11wcpXjuZLXOHc3e3aK/QrxaLlXcPp1Npu2mOio6msrLSceupBOz8WF1V7eBHk8XKu0fSqa03KTLnTSFJdI4OYu6YluXM3YjxvWKY1K+tRwtImM1W3j2SQbVe/n4REREYjAZF+fE6HRvJ1Toj7x5xs1yVYPnE7m41Gu14ZEACY7pHe1XI6kcnssgqtcvVCAwGz9DRW/UjAFaJvvGhTFOgerFGJRKvQDsdT+tHOx1rqmuIttGxvM7AB0cznO7baAU+PJbBgq1HHXuwKfj6qPmvh3vzv4/fRaBO86sqnGM2W3nncHojuRpJg4f4saKinKhoOQrGZLHyzqF0avQe1I9KwCrRNyGUrfNGOG00WqwSWw+kseLtExRXNzTvgkeAz07nkF5cA8ghq0ajAZPR6H7DEaCsVK7W46vz5evdu7Fardx3/4OOmGNvxA/ff8eIkaOY+sw0AI4dO8o727eR2K4di5bK7TOqqqpYu2olFRXlzJu/kO49egDw3ttvc/TIEe69734efuRRDuzfx0cffkC37j2YO38hak3LlLevnx8PPfIoWq2OfXv3UFNdTWRkFJkZGS3+3bdDZWUlWq0PAQFyo/hDl4s5meH5yo2N4aMWmT+2C2mv/oYfX7qX2aM7tahdhrsQ4ufD0nu6seu5ccwe3enmhqutMqc9gVyr1RIYEEheXp6ia8vPyyUgMMgRSvXN+bxbVvwL0KmZPboTu54bx9J7uhHi53rPL3cjLEDL7NGd+PGle0l79TfMH9ul2W0F3AJR4GRGmVzKGrlstY+PD1VVVYpOeyM/XsqrtPVgUnTan0EQBGaP7kSXmJbnzDWGTqNiyT3diAzSee4QJQqcuFbKsbQSALRaHQEBgeTnK8uPMh21DjoevFzEKXfLVUliTA9l9G2Qr4al93QjwFfjHeF2drl6zi5XdQQEBJBvqwWgFLxRPzaGWi2yYHwX2oY1o6CbE5h5dyf3DnhL/Zjr3nlugJ0f/e10TC3mdOZtiofcBJIg8OWZHOZuPsKVgmqn3tFqVPzu/h68PKU/oX4+vx7jURQ4kV7KkSuyfrTTMV/hc05lZSU6nS/+/jIdk3Mq+SG54M72NlolBnYIZ6u9H6gTMFmsrN9zmeffO0V5XQvajwgC14prfsaPAYGB5DrBj806kmSkpxMXF8eVK5e5eOE8UdHR3HNv80I1PYGUS5cIDg5m2bO/IywsjIqKClavfIOqqirmLVhE9+6ygfjRhx/w44H9jB03nscnTwHgzOlTbHtrCzGxsSxauhw/f3/WrlqJ0Whk0ZKlJLZr55Y1jhg1io6dOpGZkcGxo0do16496RnKVlLMy80hIjISQRCwWCU+OZGFvsH5ZHB3QhBg9uhOXHvtMTbOHkqHJjx7rYUeccGsmzmE7QtGMrhjxC/y+6xWiU9PZlFr+44RERFUVVUquqbq6hoiwiMAORT005NZv7hNFQWBwR0j2L5gJOtmDqFHnGtFnDyFDlGBbJw9lGuvPcbs0Z1azQOpbzDzyYksLFYJQRAIj4wkz1ayWink5mQ7+BHg67N5FFZ5MOnfKnFXQijTRipTXXNop0ie8nC/wNoGE5+fynac2SIiIqmqUJYfc3NyiIiMcsjVT0+6Wa5KcvEEJS9XJvSO5SEPe4hvB6tV4tNT2Q65Gh4RSWVFhaJz5nqRfvwFrBIjOkcxeUg7xaaYM6YTveND3dvX8ab6UdkLucZy1WKV+OxUNg0uFL1xQBTYk1TArE2HuZDt3N7TqEQWjO/K688MIjJQ51Ve/JagTm/mk5NZjv7QERERVCp8zsnJziaykX788mwORXdyURyrxPAuUWydP4L+TrZSMpgtvPHNJf7rwzNU6o0t/u2SVeLzRnI1IiKCmuqmL0Zc1jwWi4XCwgJiY+M4sG8vVZWV9B8wkM5dWl7RSwno9XrWrVnFMzNmMnTYcAA+eO8dDv30I+Mn3MPjT04GIDkpiS2bNxIWHs6S5SsICgqitqaGdatXUVJczOy58+nTty+SJHHq5AkenPQQD0x6yG3rbNMmhlF3j8FoNLL3h+8JCgrCZDRTV+dcaISrkCQJvV5PSEgoABkltRxIKfSod8OOTtGB/PTf97Fl7nDahvl5fgEuQqtW8djABD5bMYaXHulNTEijvAdB4FRGGReyywEICg7GYjbToNcrsha9vh6L1UJQsOwhupBdLns3GgmUmBBfXnqkN5+tGMNjAxPQqr2/7lvbMD+2zB3OT/99H52iW+ESQYQDKYVk2MKqQkNCqW/QK1ocp6GhgVAbP1bVG/n6fK5HjSy1WmTh+K7EKcSDKlFg/viunu0XKMDe5AJyyusACAoOwmQ2o1eIH2U66gkNCQEgo7jG1hLHvfM8eFdbCir15FfUk1teT05ZHdmldWSW1JJeXOMIs74d9EYLueX1ZJfZ36vlWnENaUU15FfUM7F3LP4694fCNguCwMn0UodcDQ4OVp6OXqIfbwaVWuS+PrFU1htJK6rhWnEN6cU1ZJXWkl1WR05ZHTUNTYfw1TaYySiuJbOklqxS+b3c8nryKurx1ah5YlAigjs9rB7Wj9flqsyPmSW1/JjaAjqKAkeuFDPL3ifPCahEgemjOrJmxhBiQ/1+HcajCPsuFZJl049BwcGYTcryo8HQQEiozI/ldQa+Pqesh1NRWCXG9mjD1nnD5csZJ9BgtPCvL5P430/PU2swucdgFgROZ5Y7KqwGBQVjdkKuupwoVlFejsZHDok7fOgQKrWaMWPHOcLkvA27d33O17u/5OipM4iiyLmzZ9n65maioqJZsvxZAgMD0ev1bFi7mtycHJ77wx8ZOGgwAJ99+jF7fviekaPudrQZOXn8OPHxCSxcsszRQ8ZdGDN2HO++vZ2zZ85QWlZKRGSEozGnu1FZWYmfnx++Oh0AB1OLyC6v8/jtzZODE3lz7nCCFMjVURqxoX785Td9SQj3Z96Wo/J/FOScph8u5jO8SxRqtZqgoGBKy5xTMq6itKSUoMAg1GqZlX+4mE9lndERhhPkq+Gvj9/FrLud7wXkTRjZJYrTf5vE3DeP8NEJD7Y3EQSyy+s4mFpEp+hAfHU6/Gzh7ErAzo86m0y5kFPBhZxKj3obR3aL5onBiYpO06ttCLNGd+Ivn55XdB4HBIGMklqOXS0hIdxf5sfgIFtJd/fjRjoevFzsdrkqCAJfnc9jf0ohkiQfqqzY/l+Sc3RfeqRPk+0ZfkwpZNmOE5itElZJQpIkeTzbWBarhMHsfC87RWGXq0kFDrka7AE6trZ+vBUkCV7/NoXVP6SCICAiL00UBHmJErz0SB/mju1823H2Xypg2Y4TSPb3ERzjqEQBg8mCIAjuuzDzsH68kR8PXykmu6y+ZXQUBc5klDFz42HWzRriVF6aKAhMHtoOP62aZduPy3med6A+dkAQyCqt49DlYtpHBdro6AG5auPHc5nlJDnRdsIrYZW4r08ca2cNcSmy7m+fn+f1ry/RYLa6Tw4JUFFrYG9yAcM6R9r0YzBlpSW3fc1lwzEnO4vo6CgyMzO5lnaVqOhoBg8Z0ux1K4n0a2msW7MarU5HVFQ0tbW1rF29kqLCQv70Xy/Rf8AAAL76chdff7WbQYOH8MyMGQiCwJXLl9m0YT1BQUEsXf4soaGhVFVVsWb1SuYuWECPnj3dvt6evXvRvkMHUlNSuHDuHHf178/l1FS3zwNQWFAg36bawjf2JBVgNVtB5ZkrVVEQeOWp/vzhAfd/R08ht7ye7Qevse1g2i/+bl9KIc81mAjUaQgOCaUgX5k8joqKcmLi2gJQ02BiX0rhz/6+psHEK7uTKKpqYMaojneER/dGBPlq2LlsNK9+ncyfPjjjCI9RGlazlT1JBUwf1RGVKBAcEkphgTJ5VQV2frThx5QiquuNHlOMGo2KxwclYrRYySuvBxo7O+1/EggP0OLrc2uPdYPRclNPh30EUYAH+sax49A1rhXVeOQgbjJZ2JtcwJND2iEIEBIaRpFCdCxsREdZrua7Xa5KQJ7Ng3pTWCWnCkbUNpjIKK7Bcjt+8hJDyY79lwp47oEeBOo0hISEUVSoMB3t+jHZs/qxKVglSe7tequQBKtEZZ2hyXHqjRZyyupuLlMl5PwxBfbAfg/px8b8aJUk9l0qwGK2tJyOosClvEpmbz7C2hlDuK9vnFOvTerXFl8fFUveOsblgpvXIbhTYDFb+CGpgKkjOqASBUJCQykqLFBkroKCfIe3EWBfciG1etOd9/0kiYcHxLN6xhASwp3PTa7Wm3j1q2SMFkmRnM4Dlwr53f098NeqCQkObbIOgMuGY0FhAX379uOr3V9SVVVFv/4DSEhs19z1KgajwcCGdWu5euUK8xcuBuCzTz7mh+++ZfjIkfzWViQnMyODDWvXoNVqWbJ8BZGRURgMBjasW0NGejpLVzzL0OFyiOvHOz/gx/37WLNugyJrDg+PoF//AVw4f57jx44ydtx4xVz/er2etm1lg6Ogsp5TGaUeY0KVKLB9wQieHu7+anCeQFmtgY9OZLF+z2WScit/qXQFgUt5VaQV1tCvXRhBgQFkGppW4s2BwWAgyJb0n1ZYw6W8qp8pekmCtKIa/ueTc+w8nsmiCV15cnAi4V5QcMhV/OGBnsSE+DJj42HPtO8QBU5llFJQWU/bMH+Cg4IoLipSZCq9vp74eJkf9UYLhy4rM8+tYJUkXv06mZXfpVw/itr2tf3f1aLAuplDGd/r1r16d5/N4f99dh5Zu0mNxrr+jASUVLcgqd9VCALHr5VQUtNAVJCOoIAAMhWSq/X6etra6JhfUa9cMZXbfTsBpw4XUlPjeBsEgeRGcjUwMIDMDA/px3TP6UenITj+5xZ/5+w4bhjDFdxARyX1Y2N+LKpq4GR6mfv2vCiQXlTDvC1HWTltEI8Nci5aY3zPGLYuGMGircfkXElv21fOwhY+XlilJy7Uj8DAQDIz0hWZSl9fT3y83EqltsHEoSue1Y/ugCDBk0Pa8Z9nBskhy06ios7IizvPKGY0IkBSXiUZxTX0ig8lMCgAQ+bt+dFlw9FkMuHv78/Z06ewWq306z/A7SGb7sB3337D559+Qp++dzFn3nwup6ayaf06goKCWLZcLpJjMpl4c9MGUlNTmDNvPqPHjJXf/eZrvvzic/r1H8DMWXMQRZFLyUm8uWkjYWFhBAUrU1hEEAQGDBzEe++8zcULFzBbLI5QGbfPhVzNFSA5t5Kc8haGbzg7rwBb5w2/I43GOoOZr8/nsfr7FI6lld6mp6NsXJ7OKKVfuzB8tFq0WmXoqNX5Ohoan84opazWcFPhYpUkLuRUsHzHCd47ks6yid15oG8c/lrPtDVxF54e3gGLVWLmpsPKp8kJAjnl9STnVtI2zN/BL4pMBfj6yuPnlteRnFfl0WpxFqt0+1Lzklzoob6JohLldUaScpwokiAInvt9gkB6SS1XCqqJCtLho9Wi0ymjs0QEBx09KVf/fwGHXC2jX7swtFqtI3RNgalaRT+6E16bSedB/diYHy/nV5FVWudeQ00UyC2rY9Fbx3h0QAKik2MP7xzFWzbj8cQ1L7yUcAaiQFZZHZdyK4kL9bPxozJyVRAEh52RUVJLSn71HcWPIvDMyA78e+pAooKc3+ulNQ388f3T7Dh4TdGLnJIaA+eyKugVH4qPjxZdE/zosr/ez8+fBkMDV65cxtfXlz59+zZ7vUohJzubtatXIggCS5evIK5tW9avXU1GRjpPT5vBsBEjADiwby8f7/yQHj17MmfeAtRqNbk5OaxbsxpRFFmybDltYmLQ6/WsX7uG3Jwcps2cpejae/TsSWhoKDnZWRQXFREaFqbIPFqdzpEXdyqjDH1zqow1A/94sj/TFaraqBSMZit7kguYuu4gMzYe4uDl4lsbjTZIFisnrpUBstCzl3R3NwL8/R1Vxk5cK0NqYl0mi5WDl4uZsfEQU9cdZE9yAUazl/QlcxLTR3bkH0/298hceoNZLjYEqNVqxQ6qvr6+Dn68lFcp92bytGIUhFv/IwoggtTEkgSB642Ib/ePJ3+aADV6M+eyym1rFPD3V6aFgdb3ulw9nVHWvOqN7oATVoM9n/FOgmSxcjJdzoeT6aiMXG2sH097UD96GlIr7QDJYuVEuvL6UdeIH89mlVNnUKDnnyhQXN3Apv1XMLvQ47N/u3DeWjCC0V7WM9UVNNaPSsrVxvrxQnYFpbe4IPdGqASYM7oT/3lmkEtGY2GlnuU7TrD9p2sonWluNVvlqEOc40eX3Q0hISEUFRZSWFhIeHg4HTvdPvna0zCbzby5aQNJFy8ybcYs7pkotwnZvesL+g8cyIzZsxFFkaKiQtauXonZbGbRkmUkJCZisVjY+uZmki5eYNqMmYyfcA9gy4Hc/SWDBg9h2vSZiq4/Nq4tcW3bcik5mfT0NLp166HIPAGB8sYwWyXOZ1XYwtKU5cTJQ9rxwkO9mv1+cXUDf/rgNEm5lWSW1lKtNzll9KT+61G6NqMvncUqcTarnLU/pPL56RynKhU6IAgk5VVQrTcR5KvBP1Ahw9E2brXeRFJehdPGht5oYdeZHH5KLeLRAfEsuacb/RLDmlVA53JBNd3++HmTz/moRYJ8NbSLCGDJPd14oG+cS4K0MV54qBdns8rZeTyzWe87DUnmD7NVQi0Kju/tbvg3EtTnsyswmizeeQvd5PnGC9cMYLVyLqvckbalFB3tCtdslTifXe4RuXozOHMMbfZRVa6e0zr7UxBIyq1UXq42ouM5D+nHm8IqNds77xR9W8teEQSScpXXj3a5Kkk2frRK8kne3RAE/vT+aeoazCy9tztaJ1vl9IgLYcu8ESzdfpxvz+d5p8y/HSSJc1nlWKwSKlG5C4DG+vFcVrkt39j7v5VGEFgwvgt/f7IfwS70zM4pq2P5jhN8cTobyRMXyAIk5VRSbzTj56P+2fe+GVz2OIaEhJCZmUFNdTWxcXFERkU1e61KYP++vez84H26duvOgkWL0Pj4kJWZiVqjYenyZ2nTJgZJsvL2trc4dfIkkx56mPsfnATAwZ9+5MP336Vzly7MWyC/m5kp50D62HMgFf69QaFI/VQAACAASURBVEFBtGvfAYPBQNqVqwQFubcRtx1+fvLNUFW9katFyrv9O0UHsnnOsGa9e/ByMQ+9vo+45R+x7eA1TmWUUVpjcNpT1pR38EZIElwprOaFD8/w0Gv72HbwmmtGI4AA2aX1FFXJOTh+vsqEOdrDcIqq9GSX1rt8wKisN7Lt4DUeem0fL3x4hiuF1S6HgDr7fY1mK6U1Bk5llDFr02Hiln/EQ6/v4+Dl5lVi2zxnmPKtOgSBq0XVVNnob+cbd8PfNq7FKnEpt9Jr+ue5Cq+NHhIELhdWU2cr3OOrED865GqdkauFnin+01w0q1KmJDG8cyTjesagFgTP71MBssrqFJerfv6e1Y+/gCQhSjC4UwT39o5t5hhuf9B98JB+tPNjTYNZcX6sbjDxP5+c4+VdF9EbnfcRdYwOZNOcYfxmUALCnSb3BYErhdWO85FS6Rx2/WgwWUjOU7ZfpNsgwbP3d+efU/q7ZDRmlNSyYOtRPveU0QggQGZpLWU1cm6jXxPphy4bjgGBgWRmZGAymYhPSCRAIdd0c1BYWMCalf/BZDKxZNly2rXvgMlkYvPG9Tw5eQpjx40H4PixY7y9YzuJ7dqxcMlSdDodZaWlrF21Er1ez8LFS+nQsaOcA7lRzoGcPOUpRw6kklCpVLTvIOf/ZWSkK9bmxB5yV1Slp6BSr+hlqiDIh3xXW26kF9cw6bV93P33b9l9NhezpXlC1RXey6+o55XdSTzw77289k2y3IC9mZOW1xnIKZOrHypFR/u4OWV1lNc1v+BIYZWe175J5oF/7+WV3UnkV9Q7/W5zZZvZIrH7bC53//1bJr22j/TiGpfeD/LVNPsywmkIUFCpdxxwlApV1drGrW0wyb0jvdHgcIL9vHDVMgS5EmlZrawYFZer1XoKqpSVqy1Fs6SpVaJfYhgfLR/Nq1MH0Ck6SPbieOq8KwhU1CovVz2pH38Bq0RsiB9//k0fdj03jvE92zQrlNGrTRAP6Uc7HctqDeRVuH6x6hIEgXqjhX/uusj/fnLOqT6adsSH+7N+1lCeHt7BW1qFOocb9KNW67yB5Ars+rGy3khmaZ1Xy1UAJNBpRP738bsIcKEX7pWCauZuPsI35/I8fAYQKK01kF8h09GnCX50OVRVq9WSk50NQHx8AqLKO5qJW61Wtm3ZwulTp3hy8hQemPQQAPv37uHjnR/y3b4DaDQaqiorWbtqJVWVlfzu93+gW/ceSJLEu+/s4NjRI0x6+BEeeuRRwJYD+dFOevS4ngPpCSQkJKBWq8jPy1Os4biPj8zg+RV6qvRuaiZ6C0wd1oExTvQ6aoz3j2aw8K1jVDtRVr4pCE5ImYo6I5+czGLdnsucz65wS8uHBpNFTsYHxfaOfdys0joaTC2LhJckuFZcw0sfnWXn8UwWT+jK44MSCfW/vTJw5vs2ha/O5XLwchEbZg3lt8PaO/2eq/vKZQgCVXoT+RV6esSFOPjG3bCPW15npKi6wWsVo1cfRm8LQf62VQ0kRgQoxo/X5Wq94nL19miaUrKIc52iFqtEWICWFff14N4+caz6LoX3j2b8rH+sktB7QK62Ch2tEn5aNQ/3j+f3D/Sgf/twREFodvpba+UvOgtP6Ec7HYur9FTUGVFcsApgMFv5zzeXqDWY+PuT/ZvUn3ZEB/uycvpg/LRqNu2/6rU64Gew6ce88np6xIWgVivTj9tBx+oGSmtaIf/fFUgSfj5qXnykN34+zu/rpJwKFm49xuErxZ4PWRbk4o9ym6eIJvnRZW4VRZHioiJEUSQmtpkhFArg8KGDvPv2dtp36MCipcvQ6XQUFhSwZpWcx5hoaxmy88MP+OnHA4wbP4HHnpgMwJnTp9m+dSuxsXEsXroMPz8/ioqK5BxIk4lFS+UcSE8huk0MPj5ayspKMRiVKVOtshn8eRX1GFpocDSFV55yrZDJXz+7wF8+Pee2+W/Hg/VGM99eyGf196kcvtJ00RtXIFklcmz91kRRmXtE+7g55XVIVvfkHVklObdz8bbjvHskg2UTu3Ffn9hbCkF3ybhqvYmp6w5ytbCG//lNH6ff8/VRuRQa5CoMJot8W811vnE37OOW1RhsYbHeqhhvfxj1Wn0uyD3rCivlG1Wl+PG6XNUrLldvB+dMhuaZFo0v1brFBrNy+mAeHZjAq18lcyClEJPChT4kq0SuwnLVTsd8T9BRkhAFgUGdIvn9Az2Y1C/+Z71Sm3uJ6cxrrWlaekI/2ulYWKVHbzR7RqwKYJIkNu69Qp3BzL9/O5BIJ3P5wwK0/HvqQLb9lKZc+wU3o8FkIdfW+9cTdKxp8BAdmwNJIlCn4S+P9WXZxO5Ov3Yms4wFW461atsfs8XqOOc0RUeXqWwxW6ioKEej0RARGdm8FboZZWWlrF75H2pra1m4eCldunaTPZBbt3Dm9CmHBzE56SJbNm8kPDycJctXEBQURE1NDetWr6SkpJjZ8+bRu09fJEly5EA+2CgH0lMICwvD19eXmupq6uudDxl0BfaNUVSllw0OBRHnQs+af+y66FajEXBUHb0RB1IKeWb9IaatPyQfeNxoNAIgSRRVKtNn7EYUVerdnm9kslg5kFLItPWHeGb9oVt+n1t93+biL5+e4x+7Ljr9/JzRyhbokqySIxRH6QuA0poG9CaLVypG53aXFy7cBpPFSlG1svzoSbnaUjRXXNwYBaNRiUzsHcuHy0bzxjODlA9dlaTmpxA4CTsdC5WmowTxYf789fG7+Px3Y3lySLufGY1wx6Y7Nw0P6Ec7HYurGxS/0LgRFmDHwXQWbzvmMKycQZCvhj9O6oVOI94ZxLdKcji3gnDQsaoBo7n1LuRuC0kixM+Hl6f0Z8W93fFxskDSsaslzN54uPV7xUrI0U5OwOVTkMlkoramFo1GQ7BC/QxdgSRJvLNjO0cPH+be++/n0cceB+DI4UO8+84O2QO5ZCn6+nrWrVlNXm4u02fOZsDAQQB89snH7N3zA6PuHs2Up6YCcPzYUd7esY3Edu1YZMuB9CT8AwLQ6XzR6xvQK2Q42g/7pTUGRZW8KzbF+0czeOmjs4qvwe5Re2zlAT47lU29UblS62V1RqwKKyyrVaKszsXiPS6g3mjms1PZLN52nLNZ5b+4AVfCy/TSR2d5/2iGU88+e193ZT1dko1PcL+RbId93Ip6I6Zm5vJ6BE0szWs9jgBWifJa5fgEPCdXm4Sz3qbm1Me5xX8P9fdh8T3dWH5vd8ICfBRtMVBWq6xc9QgdrRIBWjW7fj+OFx/pTZuQmxekaL7H0dlw5daD0vrRIVdrja3S8kIS4OMTWSzYcpSM4tv0yb0BLz3ah//5TV+5z3JrE6kpSJIcPqogGvOj0uepZn1vSSI8QMurUweyYHxX1CrnTKsfUwqZvfkw57MrWr+iriRRXutchGOzDMcGQwMaHx/Fera4glMnT7B96xbi4uJYsmwF/v7+lJeXsWblG9TW1LBg0WK6dO3G7i938c3XXzF4yFCenj4DQRC4nJrKpg3rCAoOZsnyFYSEhjbKgaxg7vyFdOuuTDuM28FX54tOp8NkMtLQoCxD1uhNKHnCubtrtFPPyZWkjimyBjs72nP4Xtx5lkmv7bPlPCiLGr0Js8KCzmyVbHRUFm8euMqk1/bx4s6zXCuucchXpcTdgq3H5EIxTaBjVKDT+6x58Mz3BTlcV3HF2AJ478qcQ5VeeZ4HqNEb8fav1dz8+aa252tPD+Tj5WO4/662+IiCIgd2T8hV+zxup6MkoQJGdI3i7UUjuSsx7LYXUs02HN38nPsheIyO1S4UqnE7BIGvz+UyZ/NhUvKrnHpFp1Hxhwd68o/J/Qn29fF647HKQ/qxSm9UfMP2jAtBcGUOq0R0kI43pg1m1uhOTrc0++5CPnM2HyElr6r1jUYbahrMTm01lw1Hs9mMyWRCrVLj46NMJSxnUVVVyeqV/6GsrIy5CxbSu09fAN57522OHDrIPRPv5dHHngBgw7o16OwtNSIjMRga2LhuLZkZGTw9bTpDhw0HrudAjh03gcefnNwqv0utUaPRaLBYLBgalMlxBJn/9CZlGxtPH9nRqeeW7TjhUhUyVyAIcoNee9XQf33lWtXQFkxMg8mCRWHFaLFKcmEcD7h78ivq+ddX16vOFlc3KOaFq2kwsWzHCaeedXafNRd6k9kjByy50bh3HxJuB+9Qf7eAJKE3KB/mJMtVLw2naoTm7rKmDBm1SmRsjzZ8sPRu1swcQs+2IXKbAXcdfj0kV92uHyXAKtEuIoB/TOnPp8+O5dGBCU2+1tyLJC+3NUDAI3QEuW9xq34QUWD/pUJmbTzMuaxyp17RqEWW3NON154eSHiA1vX1u5PnmkCdweyWgoJNobbBrKx6tEq8vWgU43o4WcnYKhEX5seambaKuE6ehb48k8P8LUe4VlTjNUYjyPLOGTq6XBzHarVitVoRREGxfB9ncOH8OebNmoHJbOaTL75k4KDB1NRUs2LpEvZ8/x0v/vkvLFyyFIDvv/0GtUrNd3sPEJ+QQE5ONvNmziAjM4Mt23Zw7/0PoK+v5w/PPcuuzz/j98//iRXP/V6xA3FTEAURUSVitVoxW5Qz7CRJkhOwFULv+FBmj+7U5HMPv76Pr87lKraObn/83CPK6WYwW62KVca1Q5IkzFY352fedj65z+Xz75/m+fdPO33D1hx8dS6Xh1/fx67nxt32udmjO/HGdylczKlQZB1Gi4QkSYrLBLM9P8x7dIlLaC2Z6Szcnsd8EygtV51agxPPOFIRrfYiHI1od7M/CiAJAlarhCQ1fU8V5Kth3tguzBvbBYtV4sjVYl79KpnvLuTLBWdaIDc8JVdbTEdJQi0KjOgSzfMP9mRC71inm8PbYbH9TkHAQdhfrMr+Hxp9E+cO8q27Tz1BR2i+19atEAWOp5fS78Uv6RobzLqZQxjXM+a2r6hEgTljOjN7TGd2nc5h+Y7jZJfW3Z53rBIdowPZtmAkB1OLePFj96f/3AiD2YLVKiGqlJX/RpMFJRVkgK+Gfu3C2PPiRC7mVDB702FOpZf98nvbvvG6WUOZ6GSfVask8c6hdJ5/7xTF1Q3ymF5kNAIO2d4UXDYcVSoRlajCbDJhsbTOrWptbS1rVq0kPz+fP77woiNf8ZOPdrLPlq/41NSnASgqLGTt6pUsWrqM+IQELGYzWzdvJinpItNnzmLchHsAfhbK+owtlLW1YLVasVgsiKKIRqHyxiAf8nwUZPQx3ZsOHyyubuCbC3mKrQFoNaMRQC2Kiu8lQRBQt+IljtLf95sLeRRXNxDVRGW6Md2jFTMcfVSCR2SCRiV4tdHYFKUF2/K94Jh2U2iczD1pCZSWq+6CJEmIQL/24XKIlSDvcVGUf4MoCPLZRpT/LNNWoENUgMvBDSpRYFTXaO5KDOOTE1n859sULmaXy/ukGXzlKbnabDpKgCQfLpfe041pozrKXqNm4Mkh7egeGwLIh0+rJGG1Slgl+d8lSf6zZJUormlgb3IBB1OLnCrq09p86gk6ArZCJV7Ck6LA5fwq5mw+wpoZQ3iwX9smXxGARwbI1XaXbDtOWmH1zY0Oq0R8uD9rZg5hZNco1KLgkYtIlegZ/ahSUn5bJbrGBDn+tXd8KBtnD2P2phtyEK0S3eOCWT9rKKOdbAdmsUpsPXCVFz48I/fb9jKD0Q4ftcqppblsOKrVGjQ+GurqajEYlAujvB0+++RjfvjuW0aMHMXT06YjCAIpl5LZtGE9wSEhLF3xLCGhoVitVnZs28rpU6f48JPPATj404/s/OA9unTtyrwFC9FoNGRkpLNhrRzKunT5ilavFmsymTAajajUarQ65cKBBcBXo1wfzv7twpt85uvzeZi9uRhISyBJ6DQqRT1yIAttnUZlu232ToHUEpgtEl+fz2PmqNuHozqz35oLX43KI1/W10eNV9PwTmZVQcBXq3zfYVmueqbnb0vg76Nm+b3def7BnsS6UPm6JQjUaZh5dyfG9Yhhw97LbP0pTa6s6YqMlPCIXG22frRKhPj78NTQ9iy/rzvdYoNbxNF94kPpEx/q9PNLJ3ZjzXepzvUPlGg9nvaQfgTkIjPeJFZFgcySWuZvOcp/nhnEE0MSnQpznNg7lrfmD2fRW8dIyqn8Od9IktwLctpg7usTB0CPtiE4FR7QQvhq1E6HabZoHh+Vor9ldLefG4L924ezfvYw5my6np/aNyGUDbOHMbSzc3aCyWJlw57L/Pnjc3KOphdH5fhr1YhO8KPL5rvGR4NO54vRaKSuzvkqUe5CamoKG9evJTAwkGXP/o6w8HD0ej3r1qwmJyuLadNnMnToMABOHDvKOzu2065de3Q6HaWlpaxZtRK9Xs/CxUtp36EjJpOJzRs2cPlyKpOfmsqo0WM8/ptuhF5fj6GhAR8fH3S+N6+05i4E+vqglETtFB3Y5DM/phQqMre3INBXI9/6KQi1KBDoq5xn2hvgzD5xZr81D4KNT5RHkK/GKcHtrRC86nT2SwR7iI4yP3r3t7i/bxwvT+nvMaOxMRIi/Pnbk/347NmxPD44EV+16EIRHckjchVc1I9WCY0gMKFXDB8sHc2q6YPp3kKjsTkI89fyX4/0ZloTF23eAE/RMcTXx/vYURTIr6hn6fbjbP/pmtOROyO7RvPW/JEM6BB+nWckiTB/La8+PZBHB13Pmw3y0LkgUKf2iD0UpFPu9/hq1Uzo9cvQ4WGdI1k3eygdogLp3z6crfNHOG00GswWXv/6Ei/uPOP1RiM4v19cNxw1PgQFBWIymaisrHR5YS1Bg17P+jWryczI4JnpMxk2fAQAu7/8gq93f8nAwUOYPnMWgihSWVnJmlUrqaqqYt7ChUiSxLtvb+f4saPc98CDTHr4EQD27d3Dpx/vpGevXsyZNx+1uvVvimtqatDrG/Dz9cXPTxmlbs8riAjUKiZQ24Y1vfakXM/uIU8j3N9HcUNAFAXCnbldvoPhzD5xZr81C4KNT2h+JcqmYB831N9HDle9Q+HVelEQ5DYRCsITctW5dTT9TKCvBq2CESdNQSUKDOscyfaFI9k8dzj924cj2kI8m4LSctUlOtqK3nSJDeY/0waxc/kY7u0Ti8bFXEZ3QqMSCfHzfp3gKTqGB2q980JOFCipaeC5d0+yYc9lp3OwB3YIZ9v8EYzsGgUWK0G+Gv45pT9Th7f/xXYN9vdR1qssCIQ1MwzbWTj0Y4CPMmGeVolO0YH0bxd2078e070N7ywexY6FI+nf3vnIppd3JfH/Pj1HrcHs5coREAQiA52jYzNyHFWEhoVjNpspKS52eW0twe4vd7F71xcMHDSYGbNnI4oiGenprF+zBq1Wy9IVzxIVLefV7fzgfX768QAT7pnIY088yZnTp9j+1lbi4uJYvHQZfn5+FBYWsnbVSsxmM4uWyDmQ3oCysjIaGvTEx8fj56vMYdhqtaJSqYgO9kUQBUXkSkRA0/0vM0s977X2GAThlr253I02Ib7eL5haAGf2iTP7rTkQRIHoYJmOVoWKENn5MTxAh6+PGoPJ6H035M7CS5McNWqB6CBl+dFOxzYKytVfG/y1ap4e0YEx3dvw5oGrbN5/hbwK/a33vyAQrbBcdVo/ShAW4MP0ER1ZfE9XOrcJutWTXolW3Z8e0I/X6ajDR62Sq497GwSBynojL3x4hhqDid/d18OpC51e8aFsnT+CP7x7itHdo5k9pvNNw0V7tw3h0OVi5c4HAkQ3UX+gpbDTMSpIh0YUMLm7roIEo7pGOfT8zTDMSS+jHXUGM//cdRGD2XpnnM1EgZgQ5+wNl6/ErFYLbdq0wWqxkJ+vbFGTxshIv8a6NavRarUsW/Es0dFtMBqNbNqwjiuXU5n81G8ZPWYsAEkXL7B18yYiIiNZvGwFgYFBrF29ktKSEmbPm0+v3n3k/Me3tnLm9CkeeuRR7nvgQY/9lqZQWJCP0WgkIjISH60yNzn2wkZxob6K3ToH6Jq+l6jRK9sOpDUhiAJtw+Rep0oaHABtw/wRvPFG1U1wZp84s9+aA61GRVyorFCUKghmHzciUEuwrwavtLwAqYl1ee0OlMDPR+04qCrFj3Y6xob6tao3705EXJgfTwxOpFtMMLfb/4IoEK+wXHVeP0okhPvz5JBEOkXfWUZja8MT+tFOxzbBvgTq1N4qVkEQqDWY+Oun5/m/Ly44/VrnNkHsWDSSJfd0u2XI7/gmKre2FGqVSJwt2kdpOkYH+8p1ANxMRx8fFRN6OVcd1RlU6028tPOszWh027CKQqdWOU1Hlw3HhgYDCYmJCKJITnY2ZrPyB3+j0cjG9bKBOOW3Uxk9Vi7Nv/eH7/n044/o1bs3c+YvQK1WU19fz/o1q8nLy2XGzNkMGDgQgH179nD36DFMfmoqAMePHeXdt7fTrn17Fi5egk6n7I2JK8jOysJiMRMb13S1rebCaJQbYceG+skH1VYqV20we+ENoJvgq1GRGCErRqX4xD5uYoS/ooWOWhuttk8kiWBfjSMPzM437oZ93FB/H9oE67z3gNME7FVVvQ8Sof4+jptxpfjxulz1bVW52pSB720orm7g37uTeOi1fexNKbztDb3OA3LVaf0oCJzLquDxVQd4aecZsn7NETRuhif0o52OkUE6IgN13t3cUhDQm6y88mUS1Xrne1oH+/nc9nJjfM8YgvwUCleV5IiBuDDP0DE62NdW9MmNP8Yq0T4ygP+PvfOOj6pM2//3TEsmbSbJTNrMpHcSSkLvIiAoRVFUUIogIAKCW3XXfX/7vu667rru0u29r2XVXbsUlSZFekuD9N7bJJmZ8/vjzAxBQZKQSSbA9fkIKuScM3Od+7qf537uMiRa1y2Xq25s4Tdv7WfTVyfd1Rn+FKKIn5cSg32dcykeO71xbKivIzIqGpVKRX5eLg319V170E7gyy8+54P33iW1f3/nBrGoqJCN69dhs9m4f+UDmExSmul/P/6Izz79hGHDR3DXfKnj6ulTJ9FoNKx4YDVarZaamupz9Y/LlpOQmOTyz9BRtLW1kZOdjSDIiImJoaXF7JL7mM3SdYP91IRq1H12oeq2EEX8fTwwBUqC6qoOxI7rmgK98e/KkOBr+HmIEKpRO1McHXbT3XBc18dTSZTetw/z6KaeUgSjvxcB9hoOV9mjU1c1akK113T1UmhutfL+3lxu+ec2Hn7nB86UX2I9YW8C4mpd7ZR/FKCkppnH/3OU6U9u5YXtmdR2YuHfm+g1mekh/+jgUeulIlLn7f72KEgzg3/95n6qGrrnO0kN96efQeMiskV0Ph6E2TM5XLbOsfMY6OMhBXG786OIIqPi9IT5X37adHmdmV+8vp/ntmVicfd3rT1ECNOqCbGn6rZegsdObxxrqmuIiIxEo9FQXFRESUlx1x60gyjIz2fT+rUArHhgDUajCavVykvPP8fhQweZecssbph6IwBncnJ4evNGPNVqVjywGp1Oj9ls5unNm7hr/gKG2but/uvtt/jum+1MmDiRWbfNdunzdxY1NTWcPXsWT09P4uLjqautc8l9mpoaAalwOi7Erw8vVN0UIkQEejtz5puam1xym2b7dYM1aiIC+4Bj7GsQReJC/KQGA5yzm+5GU6N0XblMINmg6Rs1EReA8ONB8u4CUSQ+VIOPh9Q1zlX26NRVLxVxwb2oq26uAzabyN7sChY9u5P5T+9gV0YZVrj0ey9KHVldravn+8cOBHIEAVEQOJpXzf0v7eHODd/w9bHiDjc76T303vvZE/7RoaseSjnJBq1bStNPIMDz2zNZ/epeSmqbL/tyWi+V69JVRYjU+xBoD8i5isdGuz36eiqI74g9dgIKpZSmernjRIprmln16ve88l027m71P4EoEhd8bp3T2Pzz713nN4411QQFBREWZqC6uprMjIyuPWgHYLFYeOG5Zzh65AizbpvN5BumALDju295643XiYmN5b77V+Lh4SGN1XjmKTJOn+aOO+cwZuw4AD7/7BP+89GHLFgoNdM5euQILzz3LHq9nhWrVuPr66oW/l1Dfl4uxUWFBAQGEhUdTWVlhUvu09ggpdQoZAIDwv377ELVbSGKpBi1zvbGjfWuSWFqsF/XT60kxTGz6Rq6D4JkH476EYfddDca2l13QHgAqj6aduy2KiITGBjh75Q5V9njeboa0Xd0taXNirnNSnOr9E9Tq4WmFguNLRYazBbqzW3UN7dR29xGc+vlpY3nVTTyh/cOMvOfW3l79xma2qwd75TYU7p6nn8M6DiPMoFWm8jnhwu5fcN2Vr+6l5OFtZe1PTO3WaltbqOuuY16cxsNZomXphYLTa0WJ2fmNiu2vqL/PcwjwKCIANcOkO9G2IA3duWw/MU95FVefrDy+pRQ14zsEiHFqMVLJfUXcLWuCoLdHrurn4MoEh7gzfDYy5vdnlvRwH0v7uZfe84i9g3JPx+CwMCIgHPrnEtkkna6m0RTUxMqpYrE5GQOHTrIoUMHmT7z5q497CXwzbatvPPWm8QnJLJs+f2oVCppFuO6tTQ2NfH7+1cSGxcHwNavv+L9996lX0oqi+xjNfLz8nhq4wYUCgXBISH2+sf1FBUW8qvfPkRa+mCXPPfl4NjRo9TW1pKU3A+dXk9WZqZL7mM2m7FYLCgUCgZHBeLpoXDPjmN9FIJc5syZF0XRZRuOxsZGRFFEEASGROt4bnumux829Cl4ekj2AVIgq9lFqaotLefsMcmgIdjPk/yqRrfaePTl98pXrWRQhNRqXRTF8xaU3Qlz8/m6qvZQ0NwLutoZrrJL61nx8vdYbTZEEWyI0u/iud9tovS9tVltzEgz8T+3DOj0M9U1t/Hu92dZ98VJjuVXS8/YyQWgIJcxNFqyR1fy2NKOx/Su+EeZQHVjG099fZovjhax/PoEFoyJQd+F7pOvfpfNs9syUcoFBEFAJnD+75z771STPwvGxtA/vKWccQAAIABJREFUPKBDQZzesumf+EcXzQRvabfOSQ33J9DHg7K6ZrfS1YtBFAQ+3J9Hc6uFjQuHX9ac4gHh/iQbtHyfVd6t4yxkChmDo87x2BO6OigiAG8PJY2t3VBPaRMZFqvDZK+17So+OVjAZwcLEN03dPqzUHsoGNxOVxsbfz5Y0emNo0qlor6hnvTBg3n3nbc59MMPNNTX4+OCk7sN69bS0tLC/StXERUdI81ifPUV9uzexbQZM5h58y0AlJQUs2nDeqxWK/evXIXJFC6dVj7/LMePHWP+wkUA/OejD/n8s08ZPmIEd81bgOBm4mG1Wtm/by9Wq5UBAwchCILLFqqiKNLc3ISvrx/JRi2mAC8yS+r6hKC6PURpblS6fcPR0tKCudVVNRzNtLS04OnpSXpUIIE+HlTUt7jx0U8fgihiCvAi2agF7GnBLpzj6LBHY4A3yQYt+ZWNbsfjpTP23OyBQWp+oPMhPlQDSPUbrqrFEYHmpiZ8/fzoZ9fVDDfW1f05lSx5YReHzlR27BmtNvqFaRHp+KvZZrXx7clSnvzsOFuOF9PaZuva4tWpq9JCVeLRRf6Rc/bYr6v+UQAEgZyyeh56+wAfHsjjF1OTmTrAiFrV8YyC/MpGDmSWQQdOy74+WsyHB/LZvHAYUwYYOv6sPYkL+Uezq+xRdNpjlN6HpDANZbU/M+rF3SAT+OJIEYuf3clry8cQ3sUNjr+3BxOSQ6SNY3dBFNH7eTIwwh9wsa6KNpqbm/H19SUhTEOEzpsTBTWXvQmWKWRMSgm7aEfajmLuyGgO5lbx4jdZfS9N1SZ1hu5nkNY5HdHVTp/bh4SEUlpSwsBB6QQEBpKZkUF2dnbXHvhnYLPZ2L9vL9NmzGTa9BkA7N+3l1deesE+i3E1Xt7e54/VmDGTKfZ6x+++2c6/3nqLhIREltx3Hzk52Ty9eRNqtZoVD6xBp+ueDkrdidLSEo4cOoRarWbY8OFUVVXhpXbNnCNPtdpZPxnm78WQqEDo7tk4VytEkX4GDbEhUjClvr4BtadreFSr1dTbo3yxIb4uLIK/CmETGRIV6OyoWldbh5eXa+aqqtvZo1olZ0xCkEvu42q45XpMFBkWo5O6KiLZo4ena8YcqdWe1NVJPIZqvRgcrXNbXa1vbuOP7x+SNo1ymbQI68A/YgfndIrAyaJaVr+6l9kbvuGzQ4W0WsWuL/Z+pKt19Q14ukhXu9U/CgJWYOfpMuY/vYPFz+1kX05Fh9NKReg4P3KBM6V1PPLuQYqqXVNvdtm4gH901TpHrVY77dHHU8noPqqrfmolHsrLS7OdmBKKT3emq4qQYtASFXTOHl2lq55qL+rqagEI1nhK9ni56xxRJEzrxcj4y0tTBdB6q3j8znTuGhmF4J5yf3GIIkOjA52jqurrG1Cpfp7HTr+JpvBwSktKMZpMJCYmUVlZwZ5dO7v2wD+D3Tt3EBkVxf0rV9lFvJaN69dRWVnJ4qXLSO3fH4Dvd+/mjddetY/VWImHpycV5eVs3LAOs7mZZStWEBUVzXNPP0VmxmnumDPXWf/objh08CB5ebmYTOGk9O9PYUEB4RGRLrlXWGgY1TXVgNSQY2JKGDJF38j/7wu4LjkUX09JpGtqqvDzc82ML19fX2qqq6R/91RyXbJrZzZdTZApZExMCUNuX+hW11QTGuaaKH5oWBg1dnsEGJ8UIhWq9zUn5IbjOBRKOdf3C3UeFtXUVBMQEOCSe4WGGSQeRVHS1X6hvaKrHXltdmaUse1kSYdOstrDZhMveYfyOjP/+PQ40/6+hae+Pk11Y2u3pMhdlxRynq76B2gv+5oXQlhoGNXV3ewfZQKNLVbe2nWGmf/Yxv+8d6hD9WudrluUyziYW8Wnhy49Z7u35OXH/tHXRf4xNMzOo/07nJAc0r2bJ1fDJjIxJZSNC4f97HD6jmBARABJoZpuDWSNTw7B20NKXKytqSYwILDbrt0eoWFh1NjtUSYITOgXilxxmX0AbDAkOlDqYt4NCPTx4O9zh3Dr0PA+FbyXK+TnrXM64h87rYT+AQG0trZgtVgYM24cILJ9+9ZL5sR2BlWVlWxYt5Zly1c4R2W8+87bbN+6hXHjr+P2O+cA0gfcuGEttbW1LF22nITERERR5PXXXmHvnj1MvWka06fPBHDOe1x071LkcvdrPGGz2di25Wuam5sZMnQYWo2WyooKTCaTS+6n0WppbmrCbO+eNCYhiPAA7z71wrslRCn6NClF2sBZLBbqamvRB7km0qnTB1FfW+ucuzMpJRRtX9xwuBvsRfOOkz9zczPm5maXBQA0mvPtMcWkpb/Jv8/Zo7ttGhGlGV0j4iQeLRYLdXW16AJdk3Gi0WhoampylhiMSQx2W13dn1NBU0vn64Rs4s9PifxgXy63rN3Gb98+QE5ZvbRhvNwXw6GrqdKQbonHOgIDL/+04ELQaLU0N7vAPwqATKC4ponHPjrC9Ce3XnJmXwf26T/9GauNPR1JS+zp17KH/aNGo8Xc3OQcyzEoMkBqIuemWQDnwSYyKj6ITQuHE6HzuezLBfp4cF1ySDc8GCCCv4+Hs1urQ1cDA12zcdRqtTQ3NTt5HBUfRHig1+XZo1xgUkoYqm4M7AVpPFk7byjTBhn7xjsmikTovJ0n8U4eL5GR2elvTC6XExIWRkFBAePGX0egTs+Rw4c5fuxo1x78RxBFkTdee5WdO77jlltvA+D4saM8/+zTBAQEsHL1GjQaKcr4zltv8d033zBh4iRusY/VOLB/H6++9BIGo5HlK1ah9vKipLjYOe/R6KKN2OUiLzeXXTt34OXlxcTJk6murkalUuHlfXlFuxeDIAh4qtXOU8eoIF/GJ4XQ9xK03QyiyJBoHf3DpYhNbW0tCqUStYtScby9vZErFNTa06r6hwdITQfccKHap2CTTv0caThVNdWo1V4uq+E7Z481gDTO4cYBBjfcifUxiNIpgynQkW5ci0KhwNNF9igIAmq12nl6HKX36R1d7YD5VzW2dkknLrYesoki+3MqmP/0DnaeLsMq0n21naLI4KhAp67W1daiVChcpqsu94/28R1HcquYs/Fbth6/+OgOUezCzhGobmrF4m6L1x72j4Ig4NGOR39vD27qC7pqE0mLCmTzPcOJD+2+YOXElFC8PTvd2uSnEEXSIwNINUn1jT2hqyoPD+epY6Teh3GJl2GPokiIn6dLUpcN/l5sXDCMyfYgl1vDBhOSQoi0ByYcPF7KHru01Y6OjqGwqIDIqGjSBw+huqqSzz/9pCuX+gkO7N/HSy8+T1hYGD4+PjQ1NbFpw3oKCgqYf88ihgwdBsDRI0d48XnHWI0H8PX1pb6ujk0b1lFZWcHiJUtJSU3FZrPx8ksvMH3mzc55j+6IbVu3kJ+XS1x8PIOHDOXsmTNER8e49J4mo4mK8nJEe1rVrCHhqLtDVK5iyGQCswaH42P/HisrytFq/V16T41GQ2WlFF328VQwa3A4sm7snHY1Qu2pYNaQcOQyAVEUqSwvd3nQyWg0UVFeZl8owo0DjYRqLzOq2p0QL718dbfmON6eSm4ZHOF8roqKCmfg0VUw/EhXbx0a0eO6+vNngo6/0zU4uq22R35lI//vvUPM+Mc2Gls6MV6jg5DJBGYNiXDqak/w2CP+USbw6aECblv/DQ++to9TRT8d3SF2cfPX0Z/qSXXpDf/YnkeAaWkmadC5u+jqBdDPqOXpe4bTP7x7v5tBkQEkdkO6qiATuLkdjz1hj+Hh4ZTb/aNcJnDL4HA8PbpojyKkRQYQG+yaDKIInQ8bFw5z63cMwEutYNbQCOd6saKiAj8/zSV/rksbR51OBzZoqK9n+oyZqDw8+erLL8k9e7Yrl3OirraWjevWUllRweKl9wHw8Yf/5vNPP2HY8OHMm78QQRDOG6ux4J7FzrEa77/3Ltu2bGHMuPHMvkNKZ92zaxdvvvYq992/Ag8P1xTuXi5qa2r478cfYbXamDxlKh6enpSVlxERGenS+2q0WlpbW50tlMckBEujB9wtStlXYJOGxU8dKNXBtbSYaWhoICzMtZGnMIORhvp6ZyesqQMNxIX4XeOxq7BJpxtjEoIBaRZYa2ury9JUHfixPSYbNEzqF9qn0o4F5y9uAJtU9D8iTkpnbGlpob6hnjCDa7tNan/E4+iEoCuq+Vj7mru65jZe+iaL6U9u5c8fHaG4pqn7+Xfo6gCHrvYMjz3mH2UC1Y2tbPrqFNOe3MI/Pz1BRf25roaufG169I3sJf+o0WppbWlx8tjPqGViihvrqiiy+Z7hDInp/nR6na+ndHJ+ORBFYoN8z7PHhh6yR7PZ7BzdMjohiLTIgK4ZiAAT+4V1qrtxR9DUYuFkYS1v7sphwxcncR9neAHYRIZF6xjZzj82NNRjMBov+aOd3jharVYEQSBt8GAO7N/H+AkTePh3j3D2TA5LFi3o/MPbcfTIYSZPGMeRw4d478OPWXrfcn7zywf51YOruWfxEt55/0N0ej05OdncdMMkvtm+jdfeeocHHvwFLS0trFm1gkce/i0rVq3mtTffRqvV8vTmjdw5exZDhw0nPiGxy8/mSjQ0NLBy+TJ279rJgnsWcd/9K9n53bf0S0lB5eHhjJJ1Nxw8hoaGkZmRQYvZjNZbxTurxjnbZF9DJyCKROh9+GDNeCJ0PlgsFk6dPElgYCBKpdJlPIqiiEqlQuvvz6lTp7BYLETo7M+hv/y6iKsONpH0qEDeWTUOrbeKFrOZzIzTGIxGBEHAZnNNzqHTHsPCyMqU7FEhl/HUouHMSHOf9PpLvcduc+BoExkcHchbK8fip1ZitVg4deokOp3OpfZ4jkcDmRkZmM1mtF49r6suWxMLAoVVTax65XsCl72N5t43WfT8Lg7nVyMKQve/AKIo6dnq8UTqfSQeT55Er9P3DI895R/ttY/ZZQ388q396O97B9/FbzL/qR2cLKrt0vfaoZ/oqRORi/rHnrHHEIeutphRymU8s2gEM9PdR1fbw9tTyVfHivjvwQLOljfQYulen/Pb6SkM7OqGSxQx+Hvx7gPjiA7yxWq1cvrUSQJ7SFdN4eFkZmbS0tJCgI8Hb68c60yX7TBsIhOSQ1l6fXznn8MmUlZn5ttTpTzx32Pc8s9txPziAzzveR3hrlfwXvQGyb/9kLue2sGGr0+7777RJjI0RsfbK8eh8VJJPJ4+RUAH16ud3jjKZNKP6HQ6PDw9yM7K4qYZM4iPT+DUiRNd+gyNjY1s2rCOwsJCFixazOAhQwH48IP36T9gIIuWLEEul9PW1nrB7qifffoJ//34I9IHD2H+PfcgCAJHDh/mxeefQx8UxP2rHujSc/UEtm35mj27dxEcHMIdc+ZSXFRES2sLRoO063eVITp41AcFoVKpKCsrAyBUq2bRuFiX3PNKx9wRUSTZZ+FUVVZis9qcXThduXEECAszYLNaqaqsBCDJoGXuiCiX3PNKhlwuY9G4WELtranLyspQqlTodFJUzlWpmE571AehVJ6zRy8PBUuui3Pf6PgF4A6+UuIxztmJsLKqEqvFQkiI1MzB5bqq16NSqSi38xiiVbN4fJxL7nlBuOp9kQnszank6S2npRrJHkiJnzMyiiT7LNXKykqsVgvBIdKpyRXrH2UCDS0WXt+RzedHi3rke3Y1fuIfbTZC7aeNruYxKCgYpUJJWek5XV06Id4tdbWxxcKf/n2E29ZvZ8JjXzJ73Xb+/NERvj5WRGFV00VrYTsKvZ8n4xO7eOoowuyhEaTaU2grKyuwtLX1mK7qdDoEUXTyaAr0ZsGYzpd0Xd/vXDfYn4MoQm1TKwfPVvLc1gwWP7eLiX/5kpv+voXfvH2AD/flklNWL23uHSNx3CZ6enEoFDIWj48jSCONqKqqrMTS1kZoaMfssdMbR0EQsFqtKBQKkpNTKC4uxsfbhzvmzAVBIDs7q9Mf4sMP3uOLzz5jxKhR3D1/AYIgUFCQD8CKBx7AYN9Ebfnqq590R83Ly+WpjRtQKBSseGA1wcEhNDU2snnjeoqLili4aDGD0tI7/Uw9hZdfeoHGxkZumj6d+PgEsrMyiY9PdM6odBhMd8NxeqJUKvHyUlNZWekc3jp7WOQVk1bVU0gI1bBoXCwCUnSstLQEXz8/VCqVS3mUyWTYbDY8PT3x9vGhrKxUis6BtMC5xmOnMCJWJ73/SKkbFRXl+Pr4olAosNlsLm2Oc84evaisrHDa4/UpoW5fK+FuGB6j47ahEYDdHktK8fPzw8PDo+d01duLinY8zh4WcUXYo00U7aeLrr9XQojfT3S1x3nsLf8ogCgTOj+OoxPoqbfxgv7R1/X+sT2Pnl5qqqoqabXzOKGfG+uqTKDFYuNMeT3/OZDPI/86yIx/bGPCY18wd9N3PPnpcb49VUppbTPWLryLk1JDUXehPjBS78Pi8fHI7PuA0pJSfP00PWaPCoWSoOAQKivLaW1tBaTAUoft0d7V9+e6yza3WskoruOdPWdZ8/pepvztayY9/jX3vbSHV77J5GheNQ0tFmmDKJf1iY3ijzEqTs+t7f1jaSm+vh3X1S6x7LhocEgIfn5+nDp1ipmzbmXAwIG8+tKLWK3WDl8r4/Qpnt68CR8fH1atfpDAQB0Wi4UXnnuWW269jUmTpwBQUlzMpg3rz+uOarFYePG5Zzlx/Bi3zr6d6yZcD8DHH/2bLz//jBEjRzH37nlu17ChPfbv3UtERCTzFiwkLz8Pi9VCaGjPzOJzfC+mcKl5RGlJCSBFpLw9FW4ZjXNX3H99ArEhUg1cRXk5bW1tmMLDe/QZwsMjaGtto6JcapQTG+KHvJMz2q5qiLB6SjJ6PykKV1pSgiCTOZviuFpHztmjCblM5rRHtUohPZMbLHIu2RzHLc4bYdUNiU4eK8rLaWttJTw8okfu7eTRFI5CLnfyqPO9pqudxfKJCVK9Nud0tcd5vOYfLxsX8o/hPeQfHTxGRESCKFJSKvHoqZRLmSVuoKsXhSCAXDrJam6zklFSx3t7zvCrN/dz09+3MPEvX7HwmR1s/uoU32eVU9nQ0qFAQ3pUIHHBvp0OgCweH0eKSTo1rqgop6XFTHhEz9qjTq9HJpNRUlIMQJi/Fx7KDtYqiiL9jFqSDec38mmz2sivbOTzw4Xc/M+tTHjsC+5+6jvWf3aSPZn27xWkjWJfP/0XYc2UZAJ9pJ4vlRUVmM1mIjrBY5dWlY5TR6VSSWRUFOVlpQiCwOIly/jgvXfZ8d23HbqO2WzmqY0bOJOTw13zFjBq9BgAvv1mO++89SbLlq9wRqReeekFDv5w4LzuqN9+s51/vf0WCYmJLFm2HKVSSXZWFk9v3oSXlxcrHlhNoIvmdXUHTp44jiiKzL17HiZTONlZWURFRaP193dp9MaB9jzq9Dqqq6toamoCYNbgCPcWVHeCTeTu0dEAtLW1UVJSjFbrj4eHB1ar1eU8ymQyrFYrnp6e+Pr5UVpaQlubNBvsuqTgK+KUo0cgitL8JaCpqYnqqkqCg4NdftrowDl7VOGn9aemnT0uHOsm6eN94VWyiUy314U67FHjr0XVQ/bYXlc1Gu15PN46pGd0tS/QdEnYRO4eLaWhtdfV3uDxivWPPfERLuIfe4PHQJ2O6qoqmpslHu+9Ls5tgl0dQrtTroYWC8fyq3n9u2xWvuI4GfuKZS/s5sXtmRzMraK2qfWClwnWqBnX2SY5NtGZbt/W1kZJcTGBgboeW+c4eFSpVPj7B9h5lOasTukf1uF1zsR+oWi8VFTUm9mZUcY/PjvBnI3fMuGxL7ll3Xa+PFJEYXWTNMpG7kg/deUn62GIorOxkcMeAwIDOmWPXWZaLpd2+BERkWi1Wk4cO8b1kyZTWVnJhrX/dNZ2/Bw++e/H/Mdem7hw8WJkMhnlZWVsXLcWc3Mz0TGS09izexdvvPYaUVHRzu6o5eXlbFq/lpaWFu5bsZLIqChaW1t59unNZGVmcsfcuxg9ZmxXP57L0dTUxOYN6xk8ZCh33nU3p06dBCDKPoKjp05JHTyGhIQiiiJFhQUA/GZaP2JDOh+Ruuogiuj9PAmwR2+KiwqdRdyAy8XUAcd9HNG/4qJCAH43s7/bnFa5NWwisSG+eNojl0WFBYgIBAdLzrWneHTYo8lkorW11WmPKyclkh7Zu505O3Tn3nawokik3gcvlZSGVVxUBOA8peppHo0mE61trRQWSDz+elqK23Q87m2qfhZ2XQ1sp6tAj+vqle4fXf70buIfHTyGhhmw2UQKC6T3afnERKmrZF/lUSZtJEUBapraOHimkue3ZrDkhd1Mevwrpvzta97YmcPxghoazJbzfnRyahieHe0qKoKfWums/S8uLkIQBGc2Tk/zKHVwFZ26+tvpqYT5X3p0lVIpp6S2maUv7GbiX77ixie28Ks39vH+92fJKq3D3GbtM3WKXYJNJD7Uz3lCW1JcjNVmw9RJHi+LbUeno7j4BJqaGigpLiIqKprv9+zm+WefxmKxXPRnz57JYfOGDSiVSlauXuMU5tdeeZl9e7/nxmnTAaiurmbj+rXU1dWy5L7lxCckIooir7/6Mnu//56pN01j2vSZAHz91Zd8+MH7pPYfwKLFS5wvmTvivXfe5tNP/suqNQ8CInm5ufRP7Y+np6fze+0pWK1W5HI5/VJSKS8rp7KykhSTPw9NT5XaFfdRTe0JyAWBVZOljr319fVUV1U7O1P1JI/to3EarT/V1dXU19czLimYVZMTkV+pQtgdEEGtkvPQ9FRAasBRXlZGSmqq8zS3J+GI+vUfOIjycskew3XePHJzfzReql61x0unqvYuVHIZv7yxHyCNi6qqriIgoOftEdrxOGAQlRXlVFZWkGLU8tD0lB7Q1b4t2jJBYOUkSVclHqt7lcdr/rFr+Kl/rOoV/wjteUyhrKyUqqpKQrVq/ueWAeh8Pfp+cNXemRe5DBtQWd/CnsxyFjyzk+v/8iXT/r6FX7+5n/f35pJdWk+KUduJIJbIPfamUA0NDVRXVaHV+vcqj0nJKZSXl1FVVcXwOD2rpyShuMTGp81q49ltmTy35TSHc6uoa26T6rX7aK1ipyCC2kPBwzOkdU5DQwOVFeUE2RvydYbHy9o4yuVyrFYrIaGhmCIiyTh9mvtXrcLDw4PXXn2Fzz/95II/19rayjNPbeb0qZPcfuccZ23i3j17ePXllzCZTNy/chUA77z1Jju+/ZbrJ01m1q23AbB/3z5effkljEYTy1esRK1WU1xUxOYN6+w1kKs6NIukt7Bv7/ds2rCettZWho8YydHDhwnU6TCGh0vDTXt4w+vgUalUotFqnVHVuSOjmTc6hmue8SKwidw40MiKSYlYrVby83KRKxUYjSZsNluv8Giz2YiIiEAmk1OQn4dMEFgxKZEbBxr7blTV5RCZNzqGuSOjaW1tpbAgH61/AAqFwumkehIOe1SpVGg05+xx2iAjy66Pv+L9W5dhE7ltaCQLx8Zgs1rJy8tDIZNjCg/vNXt08Oin0VJkP+WYOyqa+S7W1T69BraJ3DjAwMrJkq7m5eW6BY/X/GMncUH/qOxV/+hMdQwIcJ5WTUwNZc2U5EtuOvoc7BtJqyhSWtvMNydL+Psnx5mz6VvG//kLlr6wm3pz26WjfTaR0fFB/PqmFGw2G/l5uchkMsIjInqdR62/P4UF+QjAsgnxzEi79DpHhHO1ileVLxVZMCaGO0dEYbPZKMjPQ5DJMRiNnebxsi3FcbPExCTUXt7MvHkWN8+6lbqaGp746184euTIT37m6y+/cHZHvXfZfSgUCmpqatiwfi3V1VXcu2w5yf1SOHL4MC89/yz6oCBWrHoAH19f6urq2LRhHVWVlSxeupR+KanYbDZefvF5Dh08yMxbZjF5ytTL/VguQ0FBPn/506Pk5+cxZtx4Mk6fwmw2M2DAQMB17YwvBQePCYmJzvo4tUrOIzf3Z0z8tTq5n8AmkmzQ8ufbBxHg40FxURHNTU3ExXV+NpArEBcfT1NjIwABPh78+fZBUkH4NR7Ph01kTHwwj9zcH7VKTn5eHharlfiEhF4J4jhwIXtUyGX86sZ+TEnteD1H9+PScxx7xRfbRNIiA/jjrQPw8VRSVFREU1MDcQkJvfE0TpzHo0Xi0VMp55Fb+jM24Zqu/gQ2kSSDhj/fnubU1aamRvfi8Zp/vDTc1D86UvFiY+Ow2sdayASBlZMTuXVI+JXLoyA4x0W02UQKqhr56mgRZ8sbf/6kTRQxBnjx2O1pGAK8KCoqpLGhodfnorfn0WKVMhs1XioevW0QKcZr65yfwCYyLjGYR2b2x1Mpp7ioiLq6OpKSk7p0uW4JsTjaHccnJHD27Fke/OWvGTJsOJkZGfzpf/+HosJC598tLChg4/p1iKLIilWrMZmkXPd33nqTb7dvY8L1E7nt9jsAeGrjeoqKilh4z2LS0gcD8P67/2Lblq8ZO/46Zt9xJwC7du7gzddfJzomhmXLpRpId0RdbS1/fezP7P1+N7GxcTz0+z+QlZVFSmp//DSaHikw/jk4og76oGDKykoBaU7OE3PTie1CB64rFqJIkJ8nf5uT7hw+W1ZWisFo6rFC8YuhfaOc0DAD1dVVAKSa/PnbnHSCrtU7noNNJDbYlyfmpmMK9AagpaWZ4OAQ5+ltrz5ee3sslexR7+fJ43em06+XnOOlX51e2DaKImH+Xvx1zmBnB87yslLCwoy9bo9wYR6NAd48MXfwFVEn122w18P99c50+tvnxLk7j33dP4quOC21+8e/tvOPpaUlbuEf24/nCNTpnPM5NV4qHrsjjeGxfbjesTNwbCR/Tq5F8PFQ8n+3DWJMYjAA5aWlhBoMbsKjveFRoN7ZUyXZqOWvc9Kl+YTX1jkSbCJxIX48MXcwhgAvQLJHo9GEStU1HruFdcdi1Wg0kp+XC8Af/vi/REVHs3PHDv78f3+kuro0B3gFAAAgAElEQVQam9XKC889y5HDh7h51q3cMFU6GTxy+BAvPvcMer2elQ+swc9Pcv5ffP4Zw0eOZO7d8wA4efIEzz/zNP7+/qxctRqNRkt1VRWb1q+joaGepffdT1y8e5z4/BhmczPr/vkkH3/4b/wDAnn4kT8QGRmJ0WgiPCICi8XS6zWZDh5NJhN5ubk0NNQDMCxWz9/vGnxt0wEgivh4KHl09iAp/RNoMZvxVKsJCQ3tldTGH8ORyhFmMJCdlUWL2QzAjQONPDp7ED4eyms82hc3f79rMMNi9QA0NNSjVntjMBjcgsf29pifl+e0x/7h/jx512CpGYCbLXIE5y89BFHEz1PJn28fxMQUaYxRS4sZtbc3YW7O49AYHU/OHXJtkQPndPW2gUwbJDVqcGce8/Iu4B/7Io/d/bjt/ONN7fyjl7e32/jH89c5Z2loaAAgOsiXtfOGEO8mzat6G0q5wK9uTHZ2xG1pacFT7YXBYMTqFutVaZ0THh5OXl4ujXYepw4w8n+3DsTH49rIHESRYI2aJ+8azJBoacJES0sLarXXZelqt4ULHIvVMePGc2D/PqJjYnnkf/5IYKCO/3z8EU88/hj//c/HvPPWm8TFx3Pf/StQqTxobGxk0wbpZHHBosWkDZZOFnOys1B7ebFy1RoCdTrMZjNPb9pIbu5Z7p6/kKHDhwPw1ptvsHPHd0ycfAM3z7q1uz5Ot6K1tZWnN23i5RdfQOXhwYO/+BXjJ1zP7t27GDJ0KKIoolB0fhirKyCXyxFFkcSkZDIzMpxDVmekhfP4nelovVR9zzl2F0Qpzex3M1O5Z1wsgiAVamdmZpCc3K9XUxt/DAeP0TExZGZm2Auf4Z5xsfxuZqrUPfQqpRFRROul4vE705mRJmU8tLa2kpmZSVR0tFvymJCUdJ493tDfwF/npEvdCt3IHnu0/tJuj7+/uT93j5K6UVutVrIyM0mwN1Fzdx6np5n4qwt01X3eiA5ABE+FnIdnpLJofJxTV92Zxwv6xzuu+ccL+cesrEySkpLdlMcksjLP8TgsVs+6+UOlDJSrePMoA5ZOiOdX01JQymV2e8wgMSlJ4tHN1qsJCYlk2nkUBFg0Po7fTk/FQyHrY2LYjRBF/L1UPH5nmjMY59BVJ49dtMduPWeWy+V4e3szbMQIdu/aydjx1/Hb3/0eHx8f3n7zDX7/8G+xWNpYsWo10TFSh6YPP3ifLz//jBGjRnHXvPkIgmAfq/EUd86Zy+ix0kiNzz75L5/852MGDxnCvIX3IAgChw8d5KUXniMoOJj7Vz6Aj49Pd36cbkFrawvPPLWZTRvWI4oi9y1fwZy757F/315MpnBkMlmPdqTqCARBwNvbG5MpnMyM085Nx/wxMTx2exoa9VV4YiWCh0LGb6al8ODUZJRyGaIokpOdRUBAINBzI1Q6CkEQCAgIxD8ggJzsLERRRCmX8eDUZH4zLeXqFFVRRKNW8tjtacwfE3Nu859xGpPRhCiKbsnjj+0RYO6IKB67Iw2NuucWqx27Sw98f+3scfUNSSjkAqIokp2ViUajRRAE9+Ux/HxdnTc6hr/c3s089hW7tvP462kp/OLGc7qanZXl/jyawsnMyOjT/rHbnvIi/tFhj+Ce/tHb2weD0eTkEWDKAAPr5w91y4yOnoAMWDgmhkdvG4S3h6KdPWrc1x59fDAYjU4elfbu2r+YmoxKLvQdPewuiCIatYrHbk9j3mhpnSOKItnZWfj6+V02j92eoCwI0uyz+IQEdu74jptn3covf/MQKpWKqspKTOERDB85EoDMjNM889QmfHx8WPXAgwQGSkepW776kn+//x733CuN1MjLzeWpTRtQKJWsWLWa4OBgGhsb2bxhPaUlxdyz6F4GpaV190e5bDQ3N7Nx/TrW//NJLJY2Fi1Zyn0rVnLs6FHUai/nrt8dIQgCOr0erdafrKxMqb5DJrBkQjyP35GO/9UUWRVF1EoZD89I5eHpqc5Zf7lnz6JQKgkzGNyWR1EUMRiMyOUKcs+eBaSo8MPTU3l4Ripqpeyq4tHfS8Xjd6SzZEI8cplU75KVlYm/fwA6vd7tnKID7e0x226PMpnAvePjePyONLc56eiRb08U8VTI+M20fjw0PdU5kyovLxfss8Xc1R4FQUCn06P19yc7K+s8Xf3rnWlXpa4+ND2Fh2ec09W83FwQcH8e9Xq0Wu1P/eOd1/wjSDwKgsztedTr9Wi0WqeuAtw8OJxNC4ddXSePIsiBhWNjeWLuYPy9VQDk5+UhImI0hbs5j0F2HiVddTSv+uWN/a6uIHm7k0bHOgcgPz8PURQJD798Hl1W2RoTE4vRaOLAvn3Mvftufv3Q79BoNGRlZvD4nx4lJyebZ57aTE52NnPunsfI0aMBabDopg3rsdlsGI0mLBYLLzz3DCeOH+e22bcz3j6646N/f8CXX3zOiJGjmXPX3a76GF1GTU0Njz/2JzatX4fVauXepffx4C9/RWbGKSxtbaSlp7vl6caPYTAaUcgV5GRLxqiwO8e184YSolFf+aJqkyI3j84exEPTU5wDc/Pz8jCbzURERALuF011wPFckVFRmM1m8vPyAPBUyXloegqPzh4knXRcBTyGaNSsnTeUJRPiUdg3jTnZWSgVSvtAYfeHwSgFARz26Fis/uOuIQT5evY+j67uqmqvofrDLQP43UypEy5ITrG5qYnY2Li+oasGI3KF/Dwe770unnXzhxLaDbrqkqYn3Ql7RPz/bhskBbDa6Wpzc3Pf4fFC/vG6a/5R8o/NxMTG9gkejUYjMpncnplzbvP47L0jOjHrsA9DBJVcYPnEBJ6cO1gqgUDS1aamRuLi4vsMj4IgkJOdjSiKeHko+MMtA/j9zFS8VfIrP5jTfp1z3blNY0F+Po0NEo82m+2yeXRpS6Tkfv0IDg5m757vmXv3PP7wx/9Fo9Xy0Yf/ZtH8eXz80YekDx7CPYvvdXYxfOXFFzh08Adm3HwLAN9s38a777xNYmIS9y67D6VSSVZmJs88tQlvHx9WPrCGgMBAV36MTiM39ywP//qXvPz8c8jlclatfpAHf/VrMk6fprGxyVmf2Zsd4jqDmNhYrFbbeRHyeaNjeHHJKBLDNBcV1T+8d+hnr/ufgwWueNzug01qRb1hwVDWTEnGQynl0+fn5dHQ2EB8QkKf4VAmkxGfkEBdfR35+fmIooiHUs6aKclsWDAUY4D7p+Vc6n256PtmE0kM0/DiklHMGx3jPGnMzsrEZq8D7UuIiY3F6nh+uz0uHBvDs/eOINql3R0vfV3BldtGm9TQ6Mm7BvPraf3sdboi+fl5NNTVE5+Q6JapVBdDTMxPebx7VAwvLh1FkuHiutoxuPF3YBMx+Huxfv5Q1kz9ka7W1xOfkNC3eOyif+zz+Dn/2FBPXLw0QqWv8BgbJ43oyMrMcp48Tulv4LXlo6UGalcqj6KIr6eCR27uL/WxcJw05udRXyfZI/QdHuPi47FYLU5dVavk/HZ6Kk/MHYzeHYKrroJNJD7Uj+fvHelc5wDk5+dTV1vr1NXuWLO6tMJVFEXiExNBENi9cwczb7kVf/8AHv3f/0dmxmnkcjnDR4wgKEhq9bt7107efP01oqKjWXb/CsrLyti0fh0tLS3ct2IlkZFR9vrHzWRnZbF8xSrnSaU7QBRFdu/cyV/+/Cg/HNiPTq/nF7/6DXfMmcvRI4exWq0MHzGy28jrKYiiSEJiIjk52WRlZhATG4dcLmfqQAOh/mp+89YBthwrxgbnrVf+9NER/vTRT+d49gnYRIbE6HhiTjpjk0IQkL6HMzk5mM1mEhIT+4yQOiCTyUhMTOLUyROcbWsjMipKWqyOjiE80Jtfv3WAfdkVUptuN8SMf2zt3A+IUmTs+tQw/jYnnYERAYBU05idlYlSqXI2w+lLXDqaAZz5kT3OTA8nRKPml2/uZ+fpMpfw2GsBW5tIslHL3+akM3WAAZkg1TTmnj0r2WOSNI+qb/KYQ2ZmBrF2HqcMMBCqlXT16wvoagev3v0P3B2wiQyOlnR1XPI5Xe3zPCYmkpPdOf/oFujqa9IB/wh9JzgOP17nZBITG4tcLmdYrJ43V4zh4Xd+4IN9uVhsYg93AXMhbCKmQG8enT2IuSOjnLWpublnaW5qJjExEeh769XExCSys7PIzsoiOiYGlULOsuvjMQV48Zu3D3CysNZt1zmdhggCItf1C+WJOemkRUkHaaIokpebS3NzMwlJSd0ajHPp2+B4yPiEBCKjotm+dQsjR49h41PPMHTYcERR5I3XX+Nvjz9GxunTbNqwjrq6Opbedz/x8Qm8/urL7Nv7PTdOm85N02cA8NUXn/PhB+/Tf8BA50mlO6C+ro5nn36KVfffx4H9+4hPSOTJf67jjjlz2ff998jlcoYOG97nNo1wjseoqGi8vX04dfKkswvZwIgAXls+mjVTk/D1VPT9aI5NxFMuY8HYGN5ZOY5xdqdotVrIzMhwdmJzx6ZGHYFcLicpuR9Wm9VeSG5BAMYlhfDOynEsGBuDp1x2RfDo66lgzdQkXls+2rlpbG1t5dTJk3j7+BIZFQX0rUUqtE8/jsbnR/YoLXLGsnh8HJ6Knuex279KUUQhwIx0E/9aNY6bBhqRCYK9oVEGFqvFGRHvq7oaGRWFr8/5PA6ICOC15WN4cGpyl3TV7azXJuIhlzF/TAzvrBrL+GSHrlrtXZ/7Po9R0X3PP3b6aS7qH60/8Y99kUdRFImKisbL2+s8HqODfHl28Qj+36yBBPp4uB2PnYYIgigyNimYt1eOZcGYmHbdUzOxWCzS5r+PrldFUSQ6Oga1Ws3pUydpa2tDJghMSzPxr1XjmZFuQiFFO3r7cS8PNhFvDzkrJyfx+v1jnJtGB4+tra3detLoQI+9EdExMaQNHsI327YSFmZg8zPPcefcuzA3N/P0po3cM/8udu/cyeQpU5l122wAXn35ZYwmE8tXrEStVlNUWMjmjesBWLHqAbeoS7LZbBz84QfWPLCSx//8KBUV5UyZeiNPP/cCw0aMYPvWLeh0OgalpffJTWN7CIKAwWgkKCiI48eO0tgozc0J1qj5yx3pvLBkJP3D/RFsohuuXC4BEbCJxAT7sm7+UDYvHE5UkNSl12w2c/z4Cbx9vImOielTaVQXgkwmIyYmFh8fH04cP4HZPucxKsiHzQuHs27+UGIcKY99kEfBJtI/3J8XlozkL3ekE6xRA9DY2MDxY0cJCg7GYDD0aQ5Bssew9vZon2MVHujN+gVDWTdvKFFB3Ze6Krb7tUdgT039460DeXnZaPoZpe6MZrOZE8eP4+3tTUxM7BWhq2EGI0HB5/MYpPHksTvSeHHpKAZEBCCInbBHd7Fbu65GB/uybt5QNt8znOggX+B8HqOvEB4v6R8jrlT/ePyK8I+OZzcaTQQFB9t5bARA46Xi4RmpvHH/GIbH6RFE+ubGwyai9VLyyxv78fbKcYyMDwKk+X4njh9HrVb3eV118mgyodPpOXb0iJPHFJOWl5eN5n9vHSStDfpiEMBuj0kGLc8sGsETc9IJ1UrrnPY8xsbFuYTHHh3GEhwczPSZN5OZkcGRI4e5+ZZZ/PH//kR+fh4b162lvKyMT//7HzJPnyYuPp6BaWms27gZPz8/vvv2G5YvvZfAwEA+/XILsXFxPfno56GqspLPPv2E1199mWNHjyKXyxk1Zgxvv/cBAwelceL4MY4fP0ZDQz1TbrwJoM+lw/0cdHo9+qAgcrKzqa4+SUBAAEZTOLOHRTJ7WCQWq43vTpWy9ouTfHWsmOY2a28/8oVhE1EpZIyMD2LNlCRu6G9wdoSzWq3k5+VRWlKCn1ZD//79e/lhuxfSYtVAaFgYGadO0dTUiE4fRJjBwNIJ8SydEI+5zcoXRwpZ+/lJdmWU0equAmsTUXsomJQSypobkhiTGIxCLgllW1sbZ3LOUFVVRUBAIIPS0t22M1xX4bTHnGwasrLw8fXFFB7u5LGp1cLHB/JZ+/lJ9udUcDnWeKmvTnLYXb+4ACQatKycmMDckdHOehuHPVaUl+Hl40PqFWaPADqdHr3ezmN2Fj4+Eo+3DY3gtqERkq6eLmPt5yfcXleVDl29IYkpA36qq+XlZfj4+F6ZPHbIP5ax9gt34PFnDPoq9o8AOp0OvV7PmTM5kv/wD8BoMnFDfwM39DdgtYl8n13O2s9O8unhAhpb3dQe7boaE+zHsgnxLBgTg97PE5B4LMjPp6ysFG9vH1JSU6+YdaoD+qAggoKDycnJoqqiEp1ej9Fo4nczU/ndzFRqm1r5156zbPzqFMfya7C568e3iaiUcsYlBrNmSjITU0JRKaR1joPHkuJivH3P8eiqfUePbhwFe4pRXHw8Or2ePbt38c327SQmJfG3f6xl0hef8/yzT3P40CEyMk5z17z51NXW0trawsb1a2lsaOB3j/xPr20aRVGkrLSUZffew6GDB7FYLMTFx7PgnkXMunU2ZrOZb7/ZTlNTE8NHjCAszGBvm9830xovBgeP0TExVFZqycnOoqGhAaPJhL+/Pwq5jOv6hTIkRs8XRwqZ//QOmswWKae8o1+DCIKrJkXYI4Uj44NYcl0cM9PDna2nQUo7zsvLpaamlvj4ePRBQU4erzQIgkBCUhJFRYWcPXOG+vo6TKZwfP388FRKdXNjE0P46EAey17cQ2ubVcpHdMHrLAgg2ujUO4JNZPKAMJZeF88N/Q34eCqcf1hdXU1Bfj5ms5nY2Dj8AwKwWq1uk97eXXDaY3QMxcXF5Ofn0djYgNFoQuvvj5dKwZ0jorguOYS3d5/hl2/sx2oTXVLj0eUr2k+l5o2KZsHYWKL052by1tfXU5CXR31DPSZTOKFhYVekPbbnsaS4mLwf8aiQy7guOYShMTq+OFLIvKcurqu9Ehppp6v3jo9j5mATAd4ezj+ur68jPy+Purp6IiMjCQkNvbJ5/Fn/GMIQO49d8o/dBNHxi/Cj/3kp/5ibS03tle0fHTxGRUXj6+PLmZzs83iUywRGxgUxKCKAr48Vc+emb2lq7h0eLwqbSKTehzkjorhnXCyxwX7OwF59fT35ebnU1tQQERVNmF1Xr6S1KrTX1Vj8tQFkZJymvl7yJVp/fzReKpZMiGfKAAOv78zhkXcPYnORf+wS7PY4OiGYpRPimJFmQuN1zh4b6uvJy8ulurqauLh4goKDnTy6isse3TiCVGNlsVjw9/dn0qTJHDt2jB9+OEBwcDBjx41n1OgxfPD+e7zz1hu8/eYbfL9nN2EGA9/v3s3ESZOZecusnn5kWlrMZJw+zZeff84Xn33K8ePHCI+I4JZbb2PO3LsJ1Ok4fvwYRQUF6IOCGDVqNF7e3lgsFhSKHv+KewQOHgMDA6VZVpmZ5J45Q2VlJUajCU9PT3w8Fdw6NAKlQsZrO7LZdrKUyjopLfKSRim4YNNoPzHTeKsYGafn9eVjnG2nQap/KyospKamGqVKxbDhw1EoFFc0jw6EhRkIDg7h2LGj5ORko9H4E2YIQ6VS4e+tYuHYWFQKGa/vzGFXZjm1jVLtR3eKq/jjBczFYOcx0M+T65KCeXHJKHzVSucfm81mCgryqa+rw9vbh+R+Kc739Url0fH5QkNDCQoKIiszk7NncvCt1GA0GfH0VBOsUbN6SjKCIPDGrjMczq2ipdUqFSx0xMF0d4ad3SEq5DISTVo+WDOe2GBfp7NrbW2luKiQyooKlCoVAweloVKprgoeQ0JD0dt5PHMmB79KDUajEU+1Gm8PBbOGRKCUy3htRw7bTpZQ0VFddQXs9ujnpWJUvJ7Xlo+R6sDscOpqdTUqDxVp6elXDY8d948Sjx32j92F9gZ9nn8M4vXloy/sH6uvHv/o4FGn1+MfEECmXVerKv0w2HlUqxRMTzPxr5XjeHVHNltP9LI9iiLYQKGUkWjQ8t7qccSF+CGz62pbaytFRUVUVpSj9PBgyLCrh0f/gAAGDxlCZkYGZ3Jy8NNoMBiNeHp6Ygr05qHpqagUMt7efZYj+dW0dsY/djfa6erIOD1v3H/+erWtzc5jucTjsOEjeozHXnlLFAoFVqsVhVLJwEGDCI+I4If9+9jx3beEhRmYe/c8ps2YweIF8zl18gSZGadRKJQUFhbw+qsvM3zESKJjYvH18XEZoc1NTeTmnmXv93vYvnUrP/xwgPKyUuRyBWt+8Stm3TYbg9FITnYWRw4fQpDJGJSeTnh4BMAVbYQOOHiUy+UkJCZSVlZGWWkJp0+eIFCnJzgkBKVSyYw0EzekhnEkv5r//JDPZ4eLOFFUI0VZwWUnWI6FKYCHSk5csB+TU0OZmR7O4KhAvDwkfiwWC+VlZZSVlSKKInp9EAajEZBSAK50Hh2Qy+UMGDBQSl0pLaWurga9Pgh9UBAKhYK5I6O5OT2c/Wcq+ehAHl8eLSaztE7afECP8OjlqSA5TMvUAWFMTzPR3+TvHADf1tZGaUkJlRXlyOUKTOHh6HR64Org8cf2WFFeTmlJCadPnSIwUEdwcDBKlYoHbkjirpHRbDtZwnt7c/nudCklNc3YrOJlO8lL/qi9Tk8QINDXk2ExOm4dEsEN/cMI8/cC7PZYXkZZaSlWqw2jKZygYKnz9tXIY2VFBUWFBZw6dRKdTkdwcAhKlYrpaSYmp4ZxNL+Gj3/I57MjhZwsrKWxsQXRlWnlF9DVSSmh3Dw4nPSoQLzb66qdR5vNRlBQ8FWlqxf0jyVu5B/Bvsmw4eGh6Lh/DLq6/GN7HhPtPJaWlHDq5Al07Xi8aZCRiamhHMmr5qMD+Xx2uJCTRbU0t/QUjyDIBII0aobH6pk1OJyJKaFOXbVaLZSVldt11XIV66qCxKRkSktLKSku5uSJE+iDgiT/qJRqP+ePiWH7iRI+2JfHdxllFFc3YbPa7KfJLiLRoauiiEqlIDrUh8kpYdwyOJwhMTqnrlqtVqc9Wq1WwowmQkJCnH/WEzz22pviSBezWq0EBARw/aTJ5J49y+lTpyjethWDwcBrb73Nt9u389+PP+KHA/s5euQIRw4fJjAwkNi4eAalpTFgUBpx8fGEhITi6+vbpS/NarXS2NhAWWkZ2VmZHDl8iB8OHOD0qVOUl5dhtVrQav0ZM3Y8N06bxuw75pB79gzbt23F0tZGbHw8MTGxKJVK5/yfK90IHZDLpdlN0sIgCJ1O58yZLy8vcy4WPJRyhkTrGBytY/WUZA6erWTr8RJ2ZJRxuriOyoYWrFabZDgOge2MgTqNTvoPmVyG1kdFXLAfI+L0XJ8cwuAYHcF+ns4TDYvFQkWFJKQtZjNBISEYDEanwMhksisurbEjMJpMhBkMnMnJpqCggIqKcvRBQYSEhOLloWBsYjBjEoIorTOzP7uCLSdK2J1ZTmZpHTWNrZLA0o7Dzuisg0P7eyCXywj09SAh1I/R8UFM6BfCoMhAAnw8nJdtbW2lvKyMiopybDYbOp0eg9GITCa76nhsb4+OKHlhQYHTHvVBwRiNRgJ9PbhtaAQz0kxkldax7UQJXx8r5ofcKoprmmlrs55LYevqgseRBydKv8kVMoI0avqbtEzoF8r1/UJJNmidw98le6ygtKQEc3MzwaEhGI2mq9Ie2/MYqNPhHxBAQUEBZWVllJeXO3n0UMoZHB1IenQgq6ckcfBsFV8dK5LmQHYHLqKrscF+jIzVM6FfCEOidQRrLqyrZrOZ4OAQDMarU1e77h+r2Hq8uPv840Vg0vmwZmoyE/qFMuSaf7woLsRjfl4epaU/4lFxjsc1U5LYn1PJ18eL2ZlRRkZJO//o1NQuaOuPfKRKKSdMq2ZgRAATkkMYlxRCQqifM6BqsViorKigtLQEs9mMPigYk0nSVUdK49XIY3BwMHq9nsKCAsrLSqmqqECn1xNmMKD39WT2sEhuTg8nu6yeb0+VsuV4MQfOVlFY1YS51XL5ttiOR0Em4KNWEaP3YXisnokpoQyP0xOqVTtPii0WC5WVkn9sbWkhUK/HZArvFR57fXcjl8ud0ZzIqCjCDAYKCws4eULq9jhm3Him3Hgj2VnZfLNtK999+w2nTp5g7/d72L1rJx4eHmj9/QkNDcMUbsIUHkHY/2fvruOjuvL/j7/u+EycuIcI7toidXfdKqVUgA7W7nalXetK99v9rbRILlIF6i01alujQkuLe7C4EPdkfO7vjzsJCQkhCUkI9Dwfj3RIMpmczLtXPvece05MLOEREQQHB+Pn54/RaESr0+L1eHA6nTQ0NFBTXU15eRlFRUUU5OWRl5fH0aJCKisrsdlsaDQagoODGTd+PFOmTufCiy9m2PDheDxevvzic7weD2mDBpOYlIjF4gf8PHoZ29P0P2xTjgmJiUTHxFBeVkZhYQEul4vwiAgsFguSJBHqb+SSETFcMiKGOruLnLJ69uZXszOvkv2FNeSW11Naa6fO7sbh9uDxKO2PW5XUGUKNOg3+Jh1h/iYSQv0YEhPImMQBjIoPITkygCCzoc12bbfZOHAgA4fDQWxsHBGRkRgMxybi+LnsSE9Eo9GQkppGkttNbm4OBXl5uJwuwsPDMZnNSJJEVJCZa8bFc/XYeGpsTrJK6tidX8XO3EoOFNWSV9FAeb2dersbh9urXlRpryNEktBqJYw6LQEmHRGBJhLD/BkWG8SYhAGMiA8mKdyfAJO+1Y8pikJjYyOHDx5AURTCwiOIio5Gr1ef93PN8YTbY3k5hfl5uFtsjwadhmGxwQyLDebBCweRX9HArrwqtmSVsyuvkqzSekpq7dTbXXg8ykknFpJALRIlCT+TjrAAIwPD/RkVH8KE5DDGJg4gKdy/uVhsYrfbmqe/j4mN9V39/Xlvj21yTEggOjral2N+qxyP7VfVgtzb2XH+itJ2VkFJQquRMLTZrwYxJjGEkfEhpJx0v2onNjZe7Ffp7vExmktGRLc+PuZWsr+ompzyBspOdnzs5JycEDgAACAASURBVMytl4+M4YpRseL42AnH55iYlERMbCxlZaUUFRbicrmIiIjA7MsxLMDEFaNjuXx0LDWNTjJL6tiZW8n2nEoyCqvJq2igosFBg8ODy+1tdYHmuF8MgMZ3jAw064kKMpMSEcDIhBDGJw1gRFwIsQMszZOlNGnK0el0EhMTK3KkbY7xCQlERUVRVFREaUkJTqeTiMgIzGYLep2GITFBDIkJYtb5qRyttrG/oJpt2RXsyqviSEktR2vs1Nqc2F0eddQOnOB8VS0ydVoNZoOWED8jcSEWhsQEMTZxAGOTBjA4OpAB/sbmYrGJ3W7nQEYGLqeD6JjY5tFDcHpy7BdVTsveR4PBwMCBycTGxnHk8CG+3/gdZpOZxKRE7pl1H/fedz95ebls37aNbVu3cCAjg6LCQjL272PXzh0ovpu0dXo9et+HTqdDo9HiVbx43G5cLhdOpxO3243X6wEkDAYDAQEBJKekMGjwEMaNH8/48RNJTk1Br9NTUlLCls2bqa6qYuy48UTHxGA0GpvbrdFofpZFY0str+bo9XqiY2KIiIwgJzuHjP37MJsthEeEExQU3PzeBZj0jIxXT0bumDIQp9tLTaOT8joHpbV2yursVNY7qLW5aHS6cbq96H0bXoBJzwB/I+EBRiICTYQFmgi2GJpnfjuey+WiurqGivIyGurriI5Vp05vyu3ndhW1I02zcWl1OpJTUklITOLQoYPNs6+FhYcTFBSEXq9HkiDYYmDcwNDmdYTsLg/VjU7Ka+2+HB1U1juos7uwOT24PF4MOg0Wg45Ac1OOJjXHACNBFkObg2ATh8NBTU01ZaVl2Ow2Yn0HxJb7Ea1W+7PPsc326Lv/MSc7u3l7DAsPJzhY3R4NOg0pkQGkRAZw08QEHC4PFfUOiqptFFQ0UFDZ2Lwe5omkRAbyrzvHExVkJj7Uj9gQC2EBpjaFIqjbY011DeUV5dTX1fpObCLQ6Y4V/mJ7bH18bJvjfsxmE+HhEQT5cpQktXA/mZsmJhIdbMbm8nSwXzUTFmg86X61prqGiooy6urqiImNJSIiUuxXj9PR8fHA/n2YzBbCIsIJ7vTx0da8Xz3++GjSaxgVP+Ck/x9oWtyDJ46PnXN8jjExsURGRJKdo+5Xj89RQj0+jh8YyviBodyngM3ppqLeQUmNjaJqG8XVNsrrHFQ3Oml0qBcEtBoJk/7Y9hgRaCIq2Ex0sJmIQDNBFj16bdtjpJpjNZUV5dTV1RMTE0NEpNgej9cqR4Oh+UJAXl4e+/buw8/PQmhYBCHBQRiMRvRaDQmhfiSE+nHF6FjcXoXaRieltXaOVts4Wt1ISY2dinoHdTYXdpcHj1dp3q8G+xkI9TcSFWQmOsRMdLCFMH8jfiZdm0IRfPvVmhoqysupr6sjKjqayKiofpFjv6p0WgZpMBgYNnwEQ4YOo7y8jIMZGRw4cAA/ix8xsTFcceVV3HyLOpNpSUkJOdlZZGdnk5ebS0nJUaoqK6mtrcNut+FyuvB41TdZr9djMprwDwggJCSEyMgo4hMSSBo4kKSByUTHROPn54/Dbqe0tJTt27ZRW1OLn78faYMGExcX1xxU07DUn/sG2FLT1ZymHLVaHSmpqXg8HioqKigpKSY/Nw+Lvx/BwSEEBgZiMpma30ODTkN4oInwQNMpD7fyer04HHZqa+qoqqqkoaEevcFARHgEaYMGtTohEzvS1pqGKzUVkDqdjmHDhuPxeCgpKaaosFCdfCUgkJCQEAICAzAaTc0z65n0WqKCzET51lA8FR6PB7vdTl1tLdXVVdTXN2AyGYmIjCQsLLzVbH6KoogcW2i7PWqbt8fKigqKS4opyMvD4ufbHoOObY9GvZaYEAsxIRYm+C4InExKZAALLhva7vfU7dFBbW0t1VVVNDTUo9XqiIiMIDU1tfmAKPar7WsvR6/HQ0VlBcXFxeTn5ao5hgxos19tz7TBEUwbHNHldrTcr1ZXV9LQ0NCcY0pqWr84semvOjo+Nm+P4vjY77XJUacjNTXt2HlO8XH71RY5ShJYjDosRh3xoX6n3Bav14vDbqe29liOOp2eiMjIVtuj2K+21ZSj1+tFURT0ej0pKSkkJSVRXl5GeVkJ+Xk5+Pn7ExzU+vio00gM8DcywN/IkJhTvzXg2PGxjprqSurq6tHrdIRHRpKaltav6o5+VThC6w1SURQ0Gg0REZFEREQ23xSanZ1FVlYWKAr+AQEMGBDKsBEjmHzOuRh8V1zdbnVYqsvpxOVyqTs/rQa9To/eYMBoMKDT6wAJl2/4alV1Ffv37aOmthav201QUDCpqWlEREY2XwGEY8GdbdNP96Tjc9RqtURERBAREeG7klJNWVkZhQUFaHVaLBYL/v7+WCx+mExG9HoDWo0GqRPvsaIoeDwe3C4XdocDW2Mj9Q31NDY04Ha7MZnMhIeHkZyS0jxMA/jZje/vjuOnc9ZqtcTExBITE4vL5aS8rJyysjLy8nLR6/VY/Pzw9/PHbLFgMhrR6fW+g+XJe0AUrxeP14vL5cRmd2BrbKC+Xs3R4/bgF+BPaGgYqWmD2vTuNxW4Z9tU4j2lve0xPEKd+KjV9liYj1arw8/Pgr9/gJqjyYRer0er1SBJXdge3S7sdgeNtkYa6+tpaGjA5XJjNpsJDQtjYHJyu9uj2K+eWJvjo1arTmAVHoHb7aa6qoqy8o73qxqNplPvcZv9qq2xeXtsnaPYr3ZVp7fHgny0Op0vxwAsFkvPHB/r62lsFMfHU3XS85zqanVoebs5dnO/6nJh8+XY4Nse3Z6T5yj2qyfW9N60zDEyMorIyChfD26VmmOHx8dOnuc0Hx/d2B32Y9tj/bEcw8LCSBrY9vjYsq2nU5cLR6vV2hvtEPqYyPHsIHI8O4gczw4ix7ODyPHsIHI8O4gc+5fTX7oKgiAIgiAIgiAI/Zp0slnyBEEQBEEQBEEQhJ830eMoCIIgCIIgCIIgdEgUjoIgCIIgCIIgCEKHROEoCIIgCIIgCIIgdEgUjoIgCIIgCIIgCEKH+t06jl1ltVr/CUwABgFhgA3IBd4DlsmyXNHiuWnATcDlQBoQCVQBPwLPyLK8oW9bLzTpYo7xwGPAeCARCAEqgEzgBeBlWZZdffoHCEDXcjzBzz8P3Of7NE2W5SO92FzhBLq4PSYB2R283BuyLN/ee60VTqQ726PVapWAe4BZwCjADBQDW4A/yLJ8qG9aLzTp4vb4EjDzJC/5lSzLF/dOa4UT6er2aLVajcADqHkmAyYgH/gc+I8sy7l913qhSTdy9Ad+C9wCDATswDbUDD/uw6b3iLOhx/ERwA91Q1oMvAK4gSeA3b4io8nfgKdQC8aPgf8A3wNXA19ZrdaFfdds4ThdyTEFuAuoQd1Q/wOsRy0iXwA+s1qtZ/xFkTNUV3JsxWq1XotaNNb3fjOFk+hOjruAv7Tz8XYftFdoX5dytFqtJuAD4CUgCngVeAb4lmMnSkLf60qO79H+dvgXIMv3nE/6pNXC8Tqdo+8c5ktgGRAAvAasAEqBBcAuq9U6rC8bLzTrSo7BwCbgD4AHWIl6TBwJfHQm1h1nw8l1oCzL9uO/aLVanwQeR+2Zalo99FPgn7Is7zjuueej/g/wL6vV+pYsy0d7uc1CW13J8QcgRJZl73HP1QOfAReg9iy/2ZsNFtrVlRxbfj8ceBZ4A/WE9fxebqfQse7kuFOW5Sf6oG1C53U1x/8A1wD/h9q72N4+Vuh7nc5RluX3UIvH458bDPwGcKJeGBD6Xle2xxuBqajF42Utt0Wr1foX4E/AoxwboSP0na7k+AQwAngHuE2WZbfvueHAZuDfVqv1E1mWD/dFw3vCGd/j2F54Pk1FQ1qL5750fNHo+/o3wNeAAZjS020UTq6LOTqPP6Hxfd3FsQNm2vHfF3pfV3I8zirf47yebZHQHaeQo9CPdCVHq9WaAsxFHZL6+w72sUIf66HtcQbqsON3ZFku75GGCV3SxRyTfY8ftbMtvu97DO+ptgmd18Ucb/I9/qmpaPS9RhnqhTo96n73jHE29DieyLW+x92dfH7TAdHd4bOEvtbpHK1Wqxa4qrPPF/rUCXO0Wq33AjcAN8qyXGG1tumQFPqPjrbHGKvVOgcIRb3neJMsy2I77J/ay/EO1IvJq4FA39DxeNQsvxL3G/dLXTnPedD3uKrDZwmnQ3s57vM9Xmm1WhcfVzxe43v8otdbJnRFezlG+R6zaKvpa2fU/cZnTeFotVofBfyBINR7MaahhvdUJ342ETW4RtR7OYTTpCs5Wq3WMGA+IKFeebsUSEW9L+fDPmqy0I7O5ujb9hajTmjUZniVcHp1cb96qe+j5c9/DcyUZTmvd1sqdKSTOU70PQahTjQW2uJ7itVqXQ4slGXZ0/stFtrT3fMcq9V6Luo9VYfEJICnXydz/Ah1eONNwB6r1foF6jDj8b7nL0W9/1E4TTqZYzkQjTopzv7jXqKpV3lI77a0Z501hSPqWO/IFp9/Ctzr6w4+Id+sVa8ARuA3sixX9V4ThU7oSo5hwJ9bfK4A/wYel2VZ6b0mCp1w0hytVmtT70Y9cMbdIP4z0ZntsRF14rH3OHYFdRTqvR0XAl9ardYxsiw39H5zhRPoTI4Rvse/ovZkPArkAJNQJ3SwAmWouQqnR7fOc4DZvsdne6VVQledNEdZlhWr1XoL6r2MfwRaToTzJfCquIhz2nVme/wQtbf/CavVekdTZlarNRT4pe85RqvVapZl2dYXjT5VkqKcXefXVqs1EvU+xadQZ6K6Rpbl7Sd4rhZ1pqpbUSfluEMUHP1DN3KMRb2Z/K+oV3WulmW5so+aK5xARzlardZfoRb6V7ecktrXS3U+YjmOfqMr22OLn9EBG4HJwMOyLC/u9YYKHTrJ9rgZtdexABjU8iTGarWOBrYDDUCYLMvOvm67cEwXj49BQBFqR0GsuL+x/zjJ9mgC1gBXohYo76NepJsKLEGdRf5WWZbfb+elhT50khyjUJf8SwT2ohb9FuB6oA61N9ICGM+U/eoZPznO8WRZLpFl+V3gMtShNmvae56v2HgZtWh8E7hbFI39R2dz9D3XI8tynu/EdA5wDmoBKZxmJ8rRt6bqk8CLZ+I6Rj83XdkeW/yMG3jO9+l5vdg8oZNOkmPTaJtPj7/yLcvyLtS1OgOAoX3RVuHEurg93o16YiomxelnTpLj71DPT38vy/JKWZaLZVmulWX5E9T1APWot3kIp1lHOcqyXIx6QW4J6hIeVtSi8UPgEtQJq2rOlKIRzsLCsYlvYdT9wHDfvXDNfFfCXwNuR70f7s6Wsx0J/UdHOZ5A0/pUF/Rao4QuayfH4ajDw2dZrVal5QfHluI47PvaDaep2cJxurE9Ng3Z8eu9VglddYIcD/oeq0/wY02Fpbk32yZ0Xie3x6ZJcVb2TauErjpBjk0T4LS5J9V3IacSSPQNeRT6gRNtj7Isl8myvEiW5WRZlg2yLEfKsnw/6n2PEupM1meMs+kex/bE+B6bx4FbrVYDag/j9ahXBWa1N+240K+0ybEDsb5HcSGg/2mZYw7w/AmedzXqTGRvAbW+5wr9R1e2x3N8j+3NKCecXsfn+CXqwuIjjn+iby6Apinmc3q9ZUJXnHB7tFqtk4HRqJPifN2XjRK67Pgcjb7HNktu+LbHQN+nZ0xP1c9EV46PTRd1XumltvSKM7pwtFqtQ4BqX1dwy69rUCdriAB+aJrwxrexvYO6ZMPzwGxRNJ5+3chxMrBHluXG457vz7GhGx/1esOFVrqYYxXwwAle52vUwvFxcY9j3+vm9rjj+KE2Vqv1IuAR36cv93rDhVa6miPqaI0s4HKr1XqpLMuft/ixP6LOHPjN8a8n9K5u5NhS06Q4YgmO06wbOX6HehHncavV+r0sy44WP/YE6vn7FlmW63q98UKzbhwfNYBFluX6457/AOoSSDsRhWOfugL4l9Vq/RZ1+vAK1BmOzked5raYYxU9wArUorEcKAT+1M6acV+LK3N9rqs5PgZcYLVavwHyUG8Yj0e9iTwY+AH4vz5rvdCkqzkK/VNXc/wn6tCcr1EnVgF1VtWLfP/+oyzLP/RBu4XWupSjLMtOq9U6E/gM+MRqtb4L5KLen3Me6rDj2Qh9rVv7VavVGgjchtojtbrPWiucSFdzfBJ1XcCLgQNWq/VTwIY6Oc4k378X9VnrhSZdzdEClFit1s+Bpgvh01EzzERdv9rFGeRMLxy/QL2SNhV1OEYw6qxvh4C1wJLjZtYc6HsMQ53i+ES+7vGWCh3pao7P+r4/EfVeRgtqD9Y21GHIL4h7Vk+LruYo9E9dzXEt6ozGE1Ev3uiBEtRtcZksy9/1XdOFFrq8PcqyvNFqtU5AXeboQt/PlPhe52+yLBcg9LXu7lfvQr23+HUxKU6/0KUcZVkutFqt44Dfot6+MQt1XpKjwEvAP2VZPtCXf4AAdH17dACvo67x2LTOcSbqPva/x/dEngnOuuU4BEEQBEEQBEEQhJ511s6qKgiCIAiCIAiCIPQMUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhUTgKgiAIgiAIgiAIHRKFoyAIgiAIgiAIgtAhXWefaLVald5siHBysixLp/oaIsfTT+R4duiJHAVBEARBEM4UosdREARBEARBEARB6FCnexybyLLcG+1oQ1EUvF4vWq22+WtOp5Pq6moqy8upb6hHp9NjsVjw8/fDYvHDZDKh1+vRajRImpPXxIqi4PF4cLtdOOwOGm2NNNTX01DfgNvjxmQ0ERoWSsiAUIxGY/PPeb1eADSd+B09wWq19vhrns4c3W43ZaUlZGdlUVlZhaJ4CQwMJGRAKMHBwZjNZjRaDS6XG7vNhs1mw26343A4cLtdaLVajEYjJpMZs9mMyWzGYNCjKGC326mrraGiopKammrcLjeBQUEkJycTGRWJyWRubofIsfN6L0cTJpOpUzkGBQUx8CzNURAEQRAEob/rcuHY27xeL4qioNVq0Wq1eDweysrKKCspxuFy4e/nR1BICPGJiZhMplYnsl0lSRI6nQ6dTofJZCYoOLi5DQ6Hg9q6WqorqygqLEKj1RAREUl4RAR6vR4Aj8eDJEl9dsJ6JmlZaGi1WrxeL2VlZWRk7KO6sgr/gACio2NISRuEVqulqrKCnJwcvt/4LVmZmRQWFlBeVkZtTS02WyNOpxOPx4PX60WSJLRaLXqDAbPZTEBAAKGhYcTExDIwOZnUQYNITk5m8JAhSJJEVWUlOdlZ7Nq5A7PFQmpqGvEJCeh06v/+fV14nEn6LEeTmYDAk+eYLXIUBEEQBEE4LfpN4djU+9d0Euh2u8nJzqK6qhqzn4XIqGiCgoNb9fy15HR7qWl0Ul7noLTWRlmdg4p6B3U2J41ODw63F71Wg0WvJcCsZ4C/gbAAExGBJsIDTAT7GTDp1SJUo9FgNqu9WZERkbhcLmpraigvL6OoqJCo6GgiI6OaC0i3241Wq0WSxC1PoL4fOp0OrVaLw+Hg8MGDHDlyGIufHwkJiYwaOZqGhgb279vLurffZNeOHeTkZFNZUYHD4Wi+cGAwGjGbTJjMZvwDAjAYDGi1OrweD06XC4fdTmNjI5UVFRw6eBC32w2A0WgkKDiYhIQERo4azaTJ5zBqzBhGhQyguqqK3Nwcdu7Yzphx44mOjmruvfJ4PGg0GpGjT7dyzM6msrKjHAMxGPTNObpcLux2O422RiorO5djyHE5jh03niiRoyAIgiAIQq/qF4Vj0wmqTqfD6XRSVlZGUWEB4eERDB0+HIvF0uYksN7uIrusnr351ezMrWR/UTU55Q2U1dqps7txuD14PAoo7cwhIqnFoVGnwd+kI9TfSEKoH0NighiTMIBRCSGkRAQQZDEgSaDX6wkNCyM0LAy73caBAwcoLCggJiaWyKhIDAZjq7/j58rj8aDVatHpdNjtdgry8zl86BAhA0I4d+o0FK+X7du3sWqFzJbNP1FYUIDNZkOn0xEUFERa2iCSBg5kYEoKCQmJRMfEEDogFP+AAMxmMzrfMGSv14vb7cZut1Ff30BVZSXFxUfJz8sjKyuTnOwsCgsK2LVzJ1u3bOGVtWuIio5m7LjxXHLpZUw+91z8/PzZ9MP37N2zm+SBySQOHIi/vz8gcmw/x4OEDBjQTo6bKSzIbz/H5BQSEjubY70vx2Ly8/LIzsokuws57t6zm5SBA0kcmCxyFARBEARB6AWn9ayqaRicTqfD4/GQl5dHVUU5Gq2W6NhY4mLjjj0XqKx3sCOnkq/2H+X7g6UcOFpLRb0Dj8erFoiSBBLqI7T+93G8ioLN5cHm9FBWY+dAQQ2f7SpEo9UQ7GcgNTKAc1PDuWh4NJOSw4gMMiFJEiaTmREjRlJeXkZpSQlHiwoJi4ggPj4BvV7/s+3taCo2vF4v2VlZZB45gtvtJiY2BqPRxCtrVvO/Tz/m8KFD2Gw2LBYLiUlJjB4zlgkTJzFi5Eji4xMICg4+pZN9j8dDXV0dRYUFZOzfz9Ytm9mxfRtZWVl88O47fPrJxyQmJHLhxZfwyKOPUnz0KDnZ2WTn5jAwaSBpgwZhMBh+tsMe2+Z4GLfb009y3E5WZqaa48cfkZiY1E6OuSJHQRAEQRCEXnDaCsemE1StVktxcTHlZaV4PB7CIyOJiopCrzcA4HB52JNfxQfbC/hkVyEZRdU02NWhbM2FokZC/Uc3tCouJbxAZb2TzXXlbD5SzoqvDpEaGcClI2K4YXw8E5LD8DPqiIqKJiwsnLKyUspKS9m7exeh4eEkJCS2+vvOdi1zLC8vY/u27TiddqKjY0hOSSUnO5sZd97G0aIitFotCYmJTJ02nQsvvoQxY8YSHhHRo++TVqslODiY4OBghg0fwU0330JlVSX79u7lqy8+Z93bb5GZeYTDhw9RVlbK7XfexTlTplJYWEBOVha5uTkMHTqMgcnJwM+n16ptjttwOh39J8dbbqGy8liO77z9dqsc72iZY3b2zzZHQRAEQRCE3nJazqSaTuLcbjdHDh/GYbfh5x9AXHxcq9kS12/PZ+3GLDZkFFNea1e/qJF8hWIvalFMOtxe9uVXsy+/mhe+OcKUtHBetk4n1N+ITqcjOjqG0NAwigoLqaqopLamlrRBgzAajWf9yWpTseF2u9m5Yzv5+fmEhYUxfvx4SstK+ddT/8fHH66nvr6eKVOnce3113PBhRcTFxeHpo+KakmjITQ0jPPOvwCNRsO6t98iKjqaQYMG8/6777Dhyy+54KKLmHX/A0ybfh6HDh1k3949FBYWMHbsOPz8/X/GOU44Lse605ejdCxHvV7Pu+vWERMTS+qgQW1znDb9Z5mjIAiCIAhCb+rzs6imCXAKCwspLMjHbDaTkJhEcEhI8/DOBoeb/+0uZMbyjTTa3X1TLHbE97trbS4+3VXItf/+igcuTOWG8QkM8DdiMBhIGjiQuro6CvLy2LVjO7Hx8cTGxuH1es/KYXJNxUZFRQWbftiIVqNl9Jgx+Fn8eGXtGl55eQ35eXn4+fmxJF1m2nnnERgYdNraW1lRwbLFz1BbU8Mf/vwXZsy8l/POnUxRUSHvvbOO77/7lhtvvoVZ9z9IfEICe3fv5ssvv2D0mDEkJib9THL8Hq1G0yrHV19eQ15zjstPe47VVVUsW/IMNTXV/Pmvf+fOu+5mushREARBEASh1/Vp4agoCjabjQMZ+0lMTGLipMnNxWJOWT3PfJrB2o2ZVNY7jhWK2k4UjE33N/Y2X0/kpswyNmWWcf+qH/Az6bhpQiK/vmY4I+NDGDp8OABVVZVs27qF5OQUQgYM6P229SGv10tjYwPfffstAwcmM3nyuTy3aiWP/vJhqiorSUlNZc5cKzfecishISGnu7ls3bKZOffPQgHefm89EydNIjPzCA0N9bz82hucO3Uab73xOv/4+195duUKLBYL191wI4se+RUajYb1H7zPpEmTiYyKQlGUs+b+1bY5ntM6x5RUZvejHHds387s+2aiAO+u/4ix48aLHAVBEARBEPpInxaO5WVlFBTkM3ToMPx8Mx863V4+2J7P39/bze7cShSpa72LOo1EdJCFwqpGvL3V8BPRSDQ4PKzdmMnGQ6X85prhzJiWgp9RR0jIAIaPsHDo4EEaGhuI9U30czacrJaWlLD5p5+YdM45lJWWsHD+Q2z89luMRiO33nY71gULGTx4yOluJgC1NTUsW/wMpaWl/Pp3jzFx0iScTierlsvcdsddTD//At96oW4cdjuJSUnU1tby+quvsH/fXh77/Z847/wL2PT998QnJjBs2PCzpugoKSlhyxmSY11dHcuWPENJSQm/+/0fGDtufDdz3Eh8YuJZlaMgCIIgCEJf6PUxW4qioCgKhQUFlJaWMnzEyOaisbTGzuNvbOe+Vd+zK7cSRSN1bY4br8KYhBBemD2VoTFB4G1n6Y3e5pucJ7u0jofXbsH64o9kldYBYDKZGD5iBI0NjWQeOdI8i+yZSPEta5J55DDbtm3lvAsuYPvWLTw0+wG+2bCB2Lg4nvjbkzz1r//0m2ID4M03XmPDV18yZeo07poxE4DP/vcp7657m/sfnI1WqyVj/z5WLpcJDAzkX/99hv8uXsrwESPYu3s3i+ZbeXfd20w7bzpVFZVs37btrMlxe3s5xvbPHNe99SZffv4Z0847nzvumgF0N8fzzoocBUEQBEEQ+lqvFo5NV/Szs7Kob6hnyNChGAzqbKm7ciu5e/l3PP3Jfuqa7mPsIqNe5CUkgAAAIABJREFUy7xLh3DJiGh+e+0IzEadum7H6aCRcHi8rPkuk18s/YYN+4tRUGeHTBs0CJ1Ox8GDBwDOuJPVphwPHjxAbm4u0887n7fffJ3fPPpLcrKzmTJ1GukrVnH3jHswm80nf8E+smf3bp5buZKgoCAWPPwIoaGhFBYUkL5kMQCxcXHY7TaWpy8jPy+Xu2fey5Sp07js8iu44qqrkTQayspKePKvT7D4v/9l5KhRKIqXn37cdEYWHSfPcSrpK1dxVz/Lcf++faxaIRMUHMyCRQ8TEhJy4hxzc7n7nrM7R0EQBEEQhNOh1wrH5pPUAxl4vV7S0gah1WpRFPh0VyF3pH/L53uK8HZ3JQ2vwqUjorl5orr8xa2Tk7j9nCT1fsfTSSOxLauCGcu/Y813mbg96vuQmJSEv58/GRn7gTOneGyZY/HRo4yfMJGVy9P55z+epL6ujptv/QVL0pczfsLEvrnPtJMaGhpIX7qYgoJ87poxkylTp+HxeHj+uVXs2b2LG266BYCPP/yQj9avZ8LEScyYeS+SJHHgQAbvrnub4OBgrrrmWjQaLatWyPz1iT8zcGAyZrOZTT/8cEYVHZ3LcQXjJ0zsV8M3GxsbkZctIT8vj3tmzuKcc6e0yvHG43OcNIkZ97aT49XHcvzbGZyjIAiCIAjC6dJrhaMkSWQeOYxGqyU5JQWNRoPHq/Dy95nct+p7Mgpruj9TqgID/I08fMUwAsx6AEx6Lb+9diTDYoNPz5DVljQShVWNLFzzE09/sg+Hy4MkScQnJBAYEMjBAxnAmVE8SpLE3r17KC0tZfSYsSx++j/IS5egKAoPznmIv/3jKWJiY093M9t47511/O+Tj5kwcSL33nc/Go2Gb7/5mjdefYW0tEHMsVrJzc1hefpSDAY98xY8TEREJHa7nRXpy8jOzOTW2+5g8VKZ3zz2GH5+frz1xmv86fePERsbR4C/Pz/9uAk4G3Kc229zXP/+e3z84XomTZ7MPffOQpKkVjnObpPjovZzXHYsxzfP4BwFQRAEQRBOl14rHAsLC/B4vKSkpDYXjc9tOMyiNZs5WmM7teU1FIXbzkni/KGRrb48ODqQx64bicWoU4tHrwIeL3gVNJI6kY5OI6kdnC2+1yu9lJJErc3Fn9ft5B8f7MHm9AAQn5CAxeLH4UOH0Gg0zfec9VeZR45wtLCIUaNGs3Tx07z43LPo9XoWPvxLfvWb3xIYGHi6m9jGoYMHWCmnYzabmb/oESKjoigrK2XZ4mew2WzMnTeflJRUnl+1koz9+7nlF7dxwUUXAvDpxx/x4QfvM3L0aGY98ABmi4WJk87B4ueH1+vlg/ff44k//oHY+DgMBiPbtm5FkqR+X3S0yvGZp3mhVY6/65c5Zh45zPL0pZjNZhYseoTwiIhO5HgR0CLHUZ3J0XDG5CgIgiAIgnC69PisqoqiUF5eRlVlFUOHDWsuGp/96hC/e2M7NTbnqQ1pVBSSIwKYd+kQdNq2de8tkxL54XApX+w7SlyIhfhQP5LC/RkcHYRZr0GjkahqcFJU1UhWaT1ZpXXklDdQWmun0eFG8SpqOd0Tw/UkCZvLyz/X70VRFB6/fhQmvZaExEQOHzpIfl4e8QkJp/57eoGiKJSUlHDo4EGmTJvGc6tWNBeND//yUR6YM7f5ftX+xG63szx9GZmZR3hwzlwuuPAiFEVh7eqX2PzTj1x3w41ce/0NALz1xusMHTqMB2bPRafTk5+Xx/JlS5EkiYfmLyQuLh6bzcaqFTJlpaWcd/4FHDyQwQfvv4vZYuYPf36CvXv2sG/vHkaMHNUvZ+lsN8fnn8Wg17Pol4/yYD/N0eFwsCI9nSOHDzPXOo/p51/ws85REARBEAThdOvRwlFRFBoaGijIz2f4iJHN9zSu3ZjJY2/2QNEIaCSJORcNYnhccLvfNxm0/N/t4/mjw02QRY9Zrz3hSaCigM3ppqzOTnZZPXvzq/k6o5ifMss5Wt2Ix+NbH/JUmiyBw+3lXx/uw6jT8ptrR6DXakhJTSNj/35ivV4kSepXJ6oejwdbYyObf/qR6dPP4911b7FSTkeSJKwLFvXbohHg4w/Xs/799xg1arSvkNDx04+bWPPSi8TFx2OdvxCLxUJpaSlOp5O58+aTmJSE2+3m+WdXsnfvHm6/8y4uv+JKAD5c/z6ffPQhI0eN5l9PL2bT9xt54o+/5603XickZAALH/klP/7wPUOHDe93C8t3lOO8BYv6bdEI8OknH/Peu+sYM2Ys9z2gzprarRyvbJvjv59ezA+tcgxh4SO/6rc5CoIgCIIg9Ac9dobk8aj38R3MyCBt0KDmE9L12/P57evbqG489aIRr8Kk5DDuOS+lw6cFmfVEB5uxGHQdFmSSBBajjsQwfy4YGsX8y4bw6rzz+PKxy1h137lcOy6eED/DqQ9nlcDu9vDU+j08v+EwitI022oaBw8eRJIkPB5P91+/B3ncbrRaLd9++w0TJkxky+af+O+//4XD4WDmrPuYa7X222IjJzsbedkSNBoN8xYuIi4+nprqapYtWUxVZSUPzJ7L8BEjUBSFl1e/xNXXXMtV11wLwLfffM2br79Ockoqcx6ah9FoJCc7mxXp6eh0OqwLFhIbG8tNt9zKI7/6NQaDgZdeeI51b73JpHPOYcvmzWdUjnP6cY55ebnISxaj0WiZt+hhYmJjO8jxRa6+5ro2OaZ0kGNMmxyf77c5CoIgCIIg9Bc9Ujh6vV60Wi25OTnEJyTg7x8AwObMcn716lZKa+w9MvTTbNSx6IqhRAX13lIBBp2GQdGB3HdBGm8sOJ+PH72YX18zgtTIQCTlFApISaLe4eZP63by4Y58AIxGE/bGRgoKCnyLl5/ek1Wv14tWpyM3N5fExESqa6r5x9//SkV5Oddcdz2LfvkrTKb+s0xDSy6nk1UrZDL27+fGm2/hMl+P4Ruvv8a3X2/gwosv5tbbbgNgy+afWLP6RebOW4DZbKasrIz0JYtpbGxg9tyHGDR4MC6Xi2dXLudAxn5uuOlmLrn0MgA0Gg0z7r2Xe+9/AKfTyeL//pudO3ZwtKiQnJzs/plj9RmUo8vFsytXsG/fXm75xS+a3/fmHC9qnePa1S8xd978Njk+2OUc/9PvchQEQRAEQehPeqRw1Gg0uN1uqioriIhUJ6wpqGzg169u5Uhx7alNhNPEq3DV6FiuHRd/6q/VSWaDlnPSwvnn7eP59DeX8NdbxpIWdQqTiEgSZbV2fvvaNnbnVQEQHhlBcVERdrsdrVZ7Wifn0Gg0uFwuMo8cJjIyiv/3jyc5dPAgEyZO4reP/56goPaHB/cHn3/+P9a99SaDhwxhzkPzMBgM7Nm9i+efXUloaBjzFz5MYGAQtTU1pPt6roYNH46iKLyyZjWbf/qRSy67nBtvvhmADV9+wbq33mLQoMHMfqh175zBYGTegkVcfuVVlJaW8NSTfyc5JZX9+/ZRXV3d/3L8vzMnxw1fftF8z+LsuQ+h1+uP5RgWxvxFrXOs7IEcr7jyKkpLi/tdjoIgCIIgCP3JKReOTVflDx7IQKtVb5m0uzz8/d3dfHuwpGeKRkUhPNDEw1cMw8/Y4/P5nJQkQUpkAH+4YRTrf3URBo3U/Z5HjURGUQ2Pv7mdinoHMdExWPzUWVZPp6Yc9+/bh62xkbVrVrPhqy+IiYnld7//AwkJiae1fR0pLCxg2eLFuN1uHpq3gOSUFN86jksoKixk5n33q+tMAm+9+QZfb/iKCy5UZ9/ctnULa156kcjIKKzzF+LvH0BJSTHpS5fgdDqYY51HSkpqm98ZHBzMb373OMOGj2T3rp0MTE7GZDSye9dOgNN2z2rrHBt4ec1qNnz15RmR49GjR1m6+BncLhfWBQtJTBrYOsdZJ8vxhdY5Fncux1/3wxwFQRAEQRD6m1MqHD0eD1qtFqfTSV1dHTFxcQC8+n0WazZmcmqzyrSgwIypyUxJC++Z1zsFg6OD+Mdt44gINHV/vUiNxCe7Cln22QE0Wi0JCQl4vR5yc3PUWWj7eIhcU45FRYUUFRUxaPBgVr/wHBqNljnWeZw7ZWqftqcrPB43zz+7it27dnD1tddxzXXXA/D+u+/wv08+5twpU7l7xj1IksT+fft4btUKBgwYwLyFi6itrSV9yWLKykqZed99jBs/HkVRWPPii2zbuoXLrriS63wzd7YnNS2NXz76a4KCg/ns008YMWo0lZVV5OXlnpb75NrmOISXXngOjUZzBuTo4cXnn2XH9m1cd8ONXHX1NcCJc3y+3RzLWuf4Uldy/E2/yVEQBEEQBKE/OqXCsWko1+6dOwgNCyM0NJS9BdU8tX6vum5hT9SNXoXBMUHMvWQwmp7ovewBv7xyGC/Onsqg6MBuF49eRWHZ5wcA8A8IICRkADVVVbicTt9stH23vmNTjplHjmA2mwgJGUBpaSmXXHY5t995V5+1ozu++VpdDD5pYDLW+Qsxm80cPnyIlXI6fn5+zF/4MKFhYdhsNpanL6UgP58ZM2cxcdJk3nnrTTZ89SXnTpnKnXfPAOCnTZt4ee1qYmNj1Zk7/fw6/P2XXn4Ft91xJ8vTl9LY0EBCQgL79u7BZmvs86GOTb8v6wzM8fuN3/Hq2rUkp6Tw0LwFGE2mDnPM7/EcL+e22/tHjoIgCIIgCP1RtwvHpqvw+fl5GIxGYmPV3sZ/fbiXwz11XyOg1WqwXjL41O4t7GGSJHHVmDjWzJ3OxJSw7hWPkkR5rZ2KegcA0TExKEBuXi5An52oNuWYm5tDdXU1Q4cN54P33yUuPp55CxYREBDQJ+3ojtLSEpYtfprGxkZmz7UyZOhQHA4HK+V0MjOPcMfdM5g6fTqgLtPx8YfrmTBpEnfPvBdJknh21Qr8/f2Zv3ARoaFhVFdXs2zpM1RVVjLrgdmMGj36pG3Q6XTc/+AcDmRk8NILz5OWlgYK5OTk9vaf30rLHKuacnzvzMixvLycpc88TUNDPXOt80kbNEjNMf3EOU7sjRxnz26TY24f5ygIgiAIgtBfdatwVBTl2BDVmhqCg0OwWCwArNuS2yMzqALgVZg2KJw7pyT3zOv1sMmpYax9aBqXjYrp3j2PGom132UCoNfriYqKpramBofD0Se9HC1zzM3JJjw8nMaGBta8+CJ3zbiHMWPH9urvPxVer5c1L77A5p9+4tLLLuemW24F4H+ffMz7777DmLFjmXX/g82z/S5PX4rBYGT+gkVERERgt9vJzcnmtjvvYur08wB48/XX+O6bb5h23nncdsednW5LXFwcZouFd9e9zYEDGaSkppGTlUlVVRUajeb05fjSi9x1d//OsWlplB83/cCVV13NDTfeBPhyfO8dxowd126O81rmmN1ejl93I8f4Njlm92GOgiAIgiAI/Vm3C0eAgvw83B4PkVFRAJTX2Wmwu3vs1kZ/k56HrxhGWICxZ16wFwyODmLlfecyfVBkt3oel395UO2hBcLCw9HrDeTm9k0vR9OJcElJMXW1daQNGswbr7/K4cOHunTCfTr8uOkH1q5+iZjYWOYtfBh/f3/y8/JIX9q0juPDxMTE4Ha5eG7VCg5kZHDrbbdxvm8yFXUx+DHc5ytK9u7ZzQvPrSIoOJj5Cx8mJCSkS+254IILKSst4aUXnicqOhqtTsfRoiKg9ydY6TDHO7ueo9frxWaz0djY2GMfNput3cJr808/svrF54mLi8O6YBEWP7/jclx08hxHt5djCPMXnFk5CoIgCIIg9GddnqJUUZTm6f4bG22EhoZhNKqF3Vs/5fbYEFWA68fHc8Xo2B55LUVRePX7bH7MLEMjSWg0EhGBJuIGWEiLCmRIdBBBfoZu1bxJ4f78+64J3Jn+LZkldV16Dw4V1/LC14f5x+3j0Wq1REZGUlCQj8PhwGg09lovR1Mvldvt5kBGBtHRMVSUl/HeO+swGAxERUX3yu/tCZWVlSx95mmqqqr4/Z+eYPSYMbjdbp5btZJ9e/dwz72zmtfr27DhK95+8w2GDhvOA7PnoNPpyMvNZXn6UhY8/AixcXE0NjYiL1Pvf1yw6GHOOXdKl9s0c9Z9bPrhezZ8+QW7du4gJSWVfXv3kJiUhJ+fX9/kuP/UclQUhR3bt/HGa6+RnZWJx9tzk8JoNBqSkgZy6213MHHSJCRJUoeULn6GyspK/vSXvzFi5Mju5bjoWI7LW+Y45czJURAEQRAEob/rcuHo9XrRarXkZGdjNpuJT0gAYNVXh1iwZnPPtUxRWPvQ9B4b9SpJEjdPTuTDnQW8vim7dXGn0DzU1GTUcfnIGH57zQgmp4ah6WQDJgwMZfGMScx58UcKKxs6P1xXknhq/V40GoknfzGOiMhInG4XRw4fZviIEb3Wy9GUY+aRI5iMJsIjI5hxx+0UHz3KP/75/3rld/aEbVu3Muf+e/F4vbz93gdMmnwOpSUlzH5gFnt27eKZpenc8ovbUBSF//y/f/LMf//FTTffyj//8zQmk4kvv/icBQ/NISw8nGuvu4HsrCzuv3cGhYWFPPfiaq646uputWv6+Rew/NnnmfPAfcyb8yAvvfwqKalp7NyxnanTpvd6jkeOHMFkMnY7x/r6eh6YNZON336DTtc7S95s+eknXnvlZSafcy5//uvfeODee/B4vbzzwUeMnzBBzfH+WezZ3TrHf/+/p1j8n39z0y3Hcvzqi8+Z35Tj9Wd+joIgCIIgCP1dl4eqNs34WVNTTURkJADVjU5e+T4Lj6eHrsZ7FUbGhfRY0djEpNey4LIhRASZWt+TKKEWkhoJu8vD+1vzuOmZDTz53m6qG5wnfd2qBidPvr+HmSu/71rR2MLbm3PJKasHIDwsHLvDjsvl6rUT1ZYzcCanprLhyy/Izspk8JAhXHzJZb3yO3vCsiXPUFJSwsxZ9zFx0mQUr5fVL73A1s2bufra67j62usAdQjk2tUvEZ+QyNx5CzCZTJSVlZK+ZDE2m43Zc624XC6eXbmcgwcOcNPNt3DxpZeeUtsmTpzE5MnnUF5exvr33yMuPp6yslKcDke/z7GoqJBDBw6g1Wp7pZ1NtFotRw4fRl66hOLiYmbd/yDjJ0zA68tx25a2Ob68ejXxia1zXHaW5SgIgiAIgtDfdesex+rqaoxGI/7+/gBsPFjKluyKHhumqtdpmH/ZkB55reNNTg3njnMHqr2MJ6KRKK6x8Zd3dvHgcz8034PYnp05ldyzYiN/fXcnFfX27k0MpJE4UlLHxzsLADAajQT4B1BUWNj11+qCivJy0EiYTSY+/vBDvF4vV1x5dfM9q/3RV198zrlTpjLjHnVGzR9/3MTLq18iMSmJh+YvwGw2U1NTQ/qSxVRVVfLgnLkMHTbMNwnLarZs/olLLr2MG266ma+++Jx33n6LwUOG8ODch9DrDafUNrPFwrXX34DRaOKrL7+grraW8PAIcrKze+ivb19FeTmSRsJsMrfI8aou5eh0OnF73L3YymPcHjeff/Y/pk6bfmz5DF+OCUlJPDSvnRxndyLHwT2Y4w19n6MgCIIgCEJ/1q3CsaAgn7DwcHVxbK/Cus252Ow9dNLpVbhwaBS/OCepZ17vOFqNxJyLB5MSGdDxTKiShAe1J/D2Zd+y8WBpq2/bXR5e/OYINy/5mg+35+NWOKXZZL1ehXe35lFvdwEQFqYuK9CbsrOyiI2N5dChg+zZvYuIyEguvfzyXv2dp2Lvnj0EBgayYNEjhIaFUVVVxdLFz1BTU8ODcx5i6NBhALz1xut8+80GLr7kUm659TYAtm7ZzNrVLxIdE8P8RepkOulLl+B2u3lo/gKSk1N6pI1Tp08nJTWVnOxsftz0A0lJA8nKzuyR1z6RNjlGRHLp5Vd06TX6qh9NkiQaGxoICAhkwcOPMGDAgLY5DjuW4zdfb+DCiy7m5l8cy3HN6heJjIrCumBhc45Op5M51nk9l+O0vs9REARBEAShP+vW5Dh2m43gYHW2wuyyer7OKD6FFSFbvjgE+xv51dXDCbacWq9BR4bGBDHn4sH87o3teE+2jIZGYntWBQ+9uIm1D01nTOIA8sob+McHu1m7MYtGh7tnelolia3ZFezKq2LqoAgCg4LwZGdjszWe+mu3w+PxUFx8lClTp/HsqhXUVFczZdp00gYN7vZr1tbWUlNdjYKCoigoXgWv4sXtduP1eps/V7wKoPjqdvVRUbx4vV48Hi+SBHHx8URGHusxa2xoQF66mDtn3NO8pt/rr77Mxm+/4dLLLufmW38BwL69e3n+2ZWYzWrvX21dHUeLj7Js8TOUlpZy1z0zMVssHDx4gB3btzFuwgQSE5PYu2e32mZFwetV8Ho9eL1e9Ho9yckpBAR2bh3RqKhopp93Afv27uXLzz/j8iuuxOV009BQ3+33tSMtc3yuKcdrup5jd1aT6S6Px8Nd99zTPAnRCXNctZIBoaHMW7iIwMBAamtrSV+ymPKyMn77+O8ZO248Xq+X7du2ct0NN3Lt9Tf0WBv7OkdBEARBEIT+rsuFY3V1NRazBbPZDMB3B0rI6+Z9fW0oCqPig9FrNWw8WIrL4/WdzINXUfC2+rdaxHoVBa8XFNSveZtO/Fv8jNer4PY2fV09Q65rdBJg0lHT6Dp5d4tWYm9+NYvWbOaF2VO5I/1btmaVoyD13CyyElQ3OPl8TxFTB0Wg0+kIDApUh5P2gsrKSvQGtTj/YeNGtDodF1x4UfMMuV313bffsOTp/5Kfn4fi9fqyUj88Hk+rr6EcKxqb/9vi+ZIkkZKaxl/+/g/GT5gAwPvvvcOnn3zMD5u3odFo2LljBy889ywREZHMW/gwAQEB2Gw2lqcvJS83F5PJxFNP/h1JAo/HS3l5GRqNho/Wf8Bnn3yC4vvd+/fu5b577m5eYqapLV5fO7VaHdPPP5+//O3JTg/9vODCi3hl7Wp2bN9OeUU5YeFhFOTnd+t9PZmqykr0BjWz7081xz4qHr1eLzNn3XdcjhGtclyRvpSCgnx++ehvmDBxEgDr3nyDDV99yZSp07jzLnWI64+bfiA2Lo6H5i1oXku2p7SXY34v5SgIgiAIgtDfdblwLD56lGDf2mger8IXe4/idXtB2wNdjhqJnzIruO7pr5oLRJSmk3maT/abekeU5l6rps859vwW31NaPaHpH5JaMHa27tNIfHeolJsXf82u3MoeXXakpQ37i/nVVS4CzHqCgwdw9Gjv3OeYn5dLZGQkOTk5ZB45TERkJJMmT+7Wax0+dIg/Pv47Dh88iMXPj5jYOAxGw7H3W2p6m0/+nnm9XkqKi9m+bSvpSxezfNVz5OXlsiI9HaPRSFR0NPX19aQvXUxJcTG/fez3jBs/HoCP1n/Apx9/hE6nU5eLsTViNBopLSnB4udHfHwCkkaD3WYjPy+X1LQ0DAZjc9F4PKfTSVFhAR9+8D7Dh49gwcOPdOr9GD5yBAOTkzmQkcHunTsZM24cBw8c6NTPdlV+Xh6RkRGnnKO6bfVN5WgymYiIiOwwx48/+pCJkyZz98yZSJJExv79PLdqBQEBgcxbuIgBoaFUV1WRvmQx9z8wm5GjRvV4O9UcUziQsb/XcxQEQRAEQejvulw42myNxMXHAXC0qpGt2eU9WkQ53B4cvTVHh9TmH12iwAmLRgkwaDU4TmVmWUlif1ENh0tqGZcUSkCAP9nZ9u6/XgeKi48yevRYPvpwPTU1NYwdN56ExKRuvdbn//uUI4cPExoWxmN//DOXXHopWm33lnRQFIUDGfv50+8fY/OPm9i6ZTPvvbOOI0cOc/+DcwB4d93bfP6/T5kybRp3+CZXycnOZoW8DJvdhlajZfCQoTz+xz/x2isv88lHH3LPzFnMnTcfjUbDC8+t4pn//JuXX3sTi5/fCQtHj8fNF59/xt+f+DOffPwRd864h9DQ0JP+DaGhYYwdN57du3bx04+buPCii7HZbN16P07maHFRz+So9E3ZqCgKBl9v6AlzTF+G0Whk3sJFhIdHYLfbWSEvIzc3h7nzFjB1mjpU+Y3XXuW7b78hfeWqXmmrmuM4du/a2es5CoIgCIIg9Hdd7iaUkDCb1SFh+wqrya9s7PIwVQlQx5p29bf3A+0VyYpCZKCJx68fSZifsft/lwQV9Q62ZVcAYDAaMRpN3W9rB1wuF35+fuzYthWv18vYceObhx93hdPpZOuWzXg8Hi674kpu/cVthIdHMGDAgG59hIaGMnXadGbOup+Ghgb+7+9/Y/377zFi5Cge/P/s3Xd4VFX+x/H3nTsz6b33ShISeu+gCAKKqIgIgqhICwEsq+6u6667uqvbfkrHAtJEQbEriNJ775AKpJJCep92f39MEunMhCQE97yeBx81M3dO7ic8z/3mnPM906aTlJjI+4sXNTTJcXd3R6/X89EHS0hMTERWyciyzLPPTaG6upptWzbTqXMXnn1uCu7u7uTkZPPFurV4eHgSEBiIm5vbDcfi5eXNmMefYMj9w0g8e4ZDBy07p1SSJLp2645Go+HkyRMYjEbsbFt3ji39lzE1JYUPbpjjWcaMfYKBg+4B4Mfvv+OH776lc5duTH5uKrIsc/LEcZYt/RBPT8+G/dZN7YocTzRvjoIgCIIgCK2d1YWjrZ1twwHhh84XUm3l9KCTjZrXR3VgdI8QXOw1dQXk3VhBXkaBsb1CefXBdjzWI+S2vh/FaOJg2iXzYlpJajjypKnZ2ztQU1tDcnISdnZ2dOjYsVHXycnJ5uzZM9jb23Pf0Pub7PD4Xr374OHpybGjRwCYOXsOQcHBLF44nwvnz/HkxEn07tMXgK1bNvPl+i8aztgLCAwkJCSUBXPfQ5IkZs6aja+fn3kP5IJ5ZGZkMPHppy0ah1qtZsCgezAYDGzauAGj0WjR+2Lj4nBzcyMzPZ38vDzc3N2tvwkWuDbHTo26jtJyK1WRkFiycD7nr5PjF+vWERsXx+Sp0ygpKWHnju2tn4SlAAAgAElEQVQsXrgAvV5P7759yc7OZs/uXbz3f/8lKzOTDh07sXPHdrZv28a2LVvY/Msv/LzpJzZt3Mjp06cwWZjXjTTkmNG8OQqCIAiCILR2Vj/lO9QVMgaTwvH04ronTgtnHE0KnULceXFELDYamX2pBazadY4fj2WRW1Jdt+fwLjtgW1GI9HFi+uBobDQyM4fG8NPJbM4XVDTue5EkTmWVUF6tx9lOg4NT8xSOrq6u5OXmkZubi4eHBxGRbRp1ndOnTpGbm0tAQADt2rVvsvF5+/jg6+tLTnY29w8fwbBhwwH4/ttv6NKtG5OeNTdXycvLZdH8uej1evz9A8jOyiQqKpoNP/7AiePHmDjpaQbfZz4Q/ofvvuXH78175yY+9bTFY4mLi8PD05M9u3eTmZFBaFjYLd/jHxBIQGAgZ06f5ty5NGJi2jbqPtzKtTlGNvJKLVc5SiqJ726Qo8GgJ37WHHKys3nzjT9zLu0clZUVKIrC8qUfsWLZUpAkamtqUKlU7Ni+jZ07tl/VYMncpdfb25u//f1thj/wYKPHekWOaWnEtG2eHAVBEARBEFo7qwtHe3sHAEordaTklllXHEkSo7oE4VJ31Magtr70i/LmVFYJa/ac58uD6ZzPrzA3xWmm5jNNTSVJTLk3ihh/FwDaBboy9Z4o/vj50cY9hkuQUVhJXmk1znYa7O2atlNkPVdXV86cOU15WRmRkZF4eXs36joH9++nprqatrFxVh04f8vrHthP+oULqFQq1Go1Gq2W9AsXUGs0JMx+Hl9fPxTFxKrlH3P40CGGDhtO7sWLXMzJprq6mm+++pI2UVFMmTYDjVbLhQvmvXPa+r1zVny/QcHBREfHsHvXTnbt3GFR4ejs7ExoWDhHjxwhNTmZHj0a13joVlxdXTlz+vZzbKk5//pzHG1t7a7J8dDBg4wZ+wQ9evZk5rSpHDt6FJVKRWhoGCNGjkSrtSErM5PvvvkKR0dHHh79GK6ubihK/b7iX1sw5eRks+HHH1j64Qf06z/A4uNUrnZFjinJjW4gJQiCIAiCcLezunC0rdvjk1dWzcXSasv7zCgK/m72DOsYcOUAZBWdQtzpEOzGtHujWH8wnU/3nudUVgkGUytfwmpS6B7pyVP9rjx0/OkBkXx9OIP9qY1oHCRJFFXqyCispI2vc6OPx7gVR0cnLpw/j16vJyg4BEcHB6uvUVZWytGj5uMxunbrhkajaZKx5dadu1hSUoIsy+zbs4eUlGRWr1jOmMfHcs+9gwHYv28fq1auICwsnOEjHuAfb/4NlUrF0SNHMBgNvBb/F8IjIsx759437517dsrUhr1zlrK3d6Bn7z7s2L6NXzb9xGOPj234e3AjsiwTFh4OwPnz51p1joB5tq5ph3ZDBoOB0WPGXJHj6pUrCAkNJT5hNhkX0jl75jRqtRqtVkvCnOcZO248BoOBN9/4M7W1tYyf+BR/fuNvN1wabTKZCAoK5v0lizh29Cj9Bw5s1FivyPFc8+UoCIIgCILQ2lm9x1Fbd/ZfTnEVpdV6y2ccFWgf6EqEj9P1ByJJRPg48cqD7dj4yn28/XgXa4fW4my1MrOGtsXX9cpmJL6udsy5PxY7beP2+9XojWRcqgRosj2DV7OxtSEzIwOAoKBgVLJs9TXOnzvP+bQ0nJ1d6Nyla5OMy2QysXzpUo4cPsS9g+8jPCKCnJxs/vPO23z5xec8N206Go2G0pISFs6bS2lJCVOmz6CmpoaiInNTocrKcoYOvb/hQPhtWzbzxefmvXPPTZnWqHvaq3cfXFxcOHrkCEmJZy16T3BwCGq1TE529g07t94uG1sbMjNvL0f49SiblmAyma7JsaSkhCnTptMmKoqDBw9QVVWFyWRiyGU5bt38C2s/+5S2bWNvmaNKpWLYiBHYaLX89NOG2xqvOUc1OTnNl6MgCIIgCEJrZ3XhKNc9mGYXV1Ort6LxhAKxAa7Yam79YOvjYkeoV/Ps7WsyJoUh7fwZ1TXoul9+qGsQwzv6m5v/WEkxKWQWmQtHlaoJzse8DpVKRX5eHiqVCj9//0Zd4+iRwxQXFxMcEkJkI/dIXm33rp18snol4RERvPbnv9Cnbz8Mej0bfvwBg8FASN1RE+vWfsaO7dsYPGQoDz38MAcP7MdgMJhnmoJDiJ81G3t7e/Ly8lg4fx5Gg5H4hNkEh4Q0alwxbWOIiGzDpUsFbNm82aL3+Pj6otXaUFh4iVpdbaM+91aaIkegRStHrVZ7TY733DuY0WMeN3fpPbAfo9FIQGAgMxJmXZbjXAx6PTMSZlmUY1BwCOERkezYtpWcnMafh2rOUdusOQqCIAiCILR2Vk+91BcyeaXVKCbL9yJKskS7IMva5htNCj8czbJ2aC1HATdHG+YMa4uj7fWXZzrYqHl+WCw7k/IpKK+xbi+oopibBTUjo8FIcXERGo0GTy8vq96bm5vLt19/xfrP1wFQUVHBu//3nyYpcvfv3UNJcRF+fn6s+WQ1yUlJqGQZk8nUsH/v9KmTLP3wfTw8PRk46B6WLFrIrp07zL/UUBRsbGxY+9mnfLFuHRcunOfY0SO4urmxZ89ujh45QmMWZSqKQkVFOSqVivWfr8XV1ZVHHxuDi4vLDd/j7u6OnZ0d5WVlVFVVNfqe3Mzt5HillikaFUXBtu64kIYcPTyYOXsOTk7OnEtLIzHxLBqNhmcmP0f7Dh1RFMW8l/XgQR4d87jFzW4cHR3p1r0HHyxZxL69e3l09GONGnNL5CgIgiAIgtDaWV041h95cKm81vJnTQWc7DTE+FnWoCKzsJKdSXnWDq3lKAqP9whhQIzPTV/WJ8qbJ/uG896GM5bvBa1TWFmL0aQgN1OTIL1eT0V5BRqN5qbFz9Vqa2t4+62/8eUXnyNJErIsk5WZwfKlHzXJuFQqFbKsJikxkTOnT6NSqer+n0xGejoF+fksXriAizk5PPb4WNasXsWpkyeQZdn8sylJnEtLIyU5GaBhjCXFxXy6etVtLTWUZblhHG+8/hrFRUW8+PIrN3y9g6MjtnZ2VFfXUN1MBUdjc7xaS6/A1Ol0LF4wn+ysLF56+VW6dusOwC8/b+JiTg59+vVn7BPjAdi/by+rVy4nODSUGTMTbrm/9HK9+/Zl2UcfsGnjBkY+NKpR+3AdHB2xtW3eHAVBEARBEFq7Rk8RlVfrsKZy9HSyIcjDssYdSRfLyC5uvQ9oIZ6OxA+JQSPf/PbJKokZg6OJ9nO2csmqREW1HmMzNgfS6/XU1Nag0WpxsKKhSlFRMYcPHUKSpIYZRkmSUKvVTfLn6mteOYup8PGyj/hpw4/06t2Hnr16k5aaglqtbviFxtXjkS/b8yfL8m2Nrf4zVCoVRqORw4cOUlt746WLdrZ22NrYotfrqKmpsfgeW6OxOV6r5ZrjgPlYlR9//IEePXvx5FOTkCSJM2dOs+LjpQA8OPIhXN3cGvZAlpWVMT1+JjFtY636nHbtOxAWHs6B/ftIS0tt1FjtbO2wtW3eHAVBEARBEFq7RnVeUYAqnXX7Gz0cbXC2s+y3/RmFFdQYTLd+4R0yeVAkHYItW3Yb5efMjPuieWnNYYyWTutIUKM3NWvhaDAY0Ov1qGU1Wq3lnSLvZHMQSVKxcvnH2NQdqWEwGO7YeCTq78WNP1+tUaPRaDAajdTWNM/euMbmeF0tdCtVKhVLFi3Atv5oFC8vKisqWDx/Hhnp6djb21NSUsLmX35h397d7Nq5g8CgIOzs7Nn000arMjeZTDi7uJKUmMi6Tz9lxswEq48saYkcBUEQBEEQWrvGFY6Kgt5oRWGnKMQFuOJcd37jrexJLgCjCW4xo3cnaFUSrz/S0ar3zBkWS7CHIxOX7KSy1mjRslWDydSsRZHJZMJkMiGpJKv2JkpYveq2Sfn7B7B0+UqCgoP5aeOGFl9iea0b3w2VpEIlqzApCgajoVk+vbE5Xu1WRXBTkSSJ8rIypIBAftq8jaDgYNJSU5kw7nGys7KQZZna2lr+88+3r3hfZkYGv3thTqM/V5Zlln74Pms+WcWqNWvp3qOHxe8152jeZ9tcOQqCIAiCILR2jXrSlCQJjdq6t6pUkkUFh9GkUKlrpQ9nJoVBsY075H54pwBGdQmyeDOZWqW6YvllU5NlFbJKRjGZMBqtmD2+w6bOmEFQcDAGg4Gd27eh1+vu9JBuyFR3b1WShEbdNGdcXq2pclSUFptwRFEUZsxMaMhx+bKl5GRlNVsH4auZrLxP5hwNqFQq1M2UoyAIgiAIQmvXuMIRsLfgWI3LlVbpLFp6qSgKuta4TFUBZ3sNc+5v26i322pk5gyLxc/N7tbFo2J+fXM1xgFQqzVotBoMBsNN9+ldZ2h3jKIodOpkPt9z25bNfPXl+mYtri0c1A2/pNfr0el0yGo1NrbNc3B8Y3O8VsslqygKw0Y8AJhz/PKLz63rOny7rPwoc456ZLUa22bKURAEQRAEobVr9K/4ney0WPwEJkmUVestWt5qPk7ujq8/vJai8EjXYAa3a/xZed3DPXi6f6QlH4aTnbpZC0eNVoOtrR06nY7Kygqr3tuybVQu+1xFwdbWlkuXCli4YB6lxcV3ZBxg/jnVarWobrKcurq6ipqaGrRabcMRFE3tdnK8RgvFam/vgK2tLfn55jM2y8vLrmhi1NqYc6xu1hwFQRAEQRBaO6sLx/p9d56ONlb95r6gvIbK2lsvQdXIKiJ9nG88A3EnahZFwd/dnln3t8XGyiW6l5MkiSn3RtEu0O2WXVY9HGyat3DUaHFydkKv11NSUmLx++zt7XFzc8NkavlZYaPRiKeXJys//pgjhw4SExuHo6NTizfIURQFlUpFz9590GhuvG+3vLycmuoa7O3ssbe3b5axaDRanBuR49XMt7D576OiKKjV5iJx1fLlHD50gB69euHn599yP1NWfpstkaMgCIIgCEJrZ3UVVP9w5+Nih2RpYSNBQVkNRRWWLaXrFu6BfPVMjgIOWtncmfUOFI9P94+gS6jHbV8nzMuRhCHRN98jKkn4uDbvzIYsy7i7u2MwGCjIz7f4fa6urjzz3FR8fX1RFMXcnEVRLPtzWWFw+XvrC7+G/2cyYbqssP61UOvNyRMnWLniY3x8/PjHP//FxKefxq7uYb7+vYql47Hgj3LZn/r/trWz47HHxzJ23Lib3qvCwkJqaqpxdnbG3q55Cg5ZlnFz97A6x2u15FJVOHTwIKtWLsfPz58ZM2fh4Hg7R4lYTqVSodFat0+xJXIUBEEQBEFo7azuqmo0GpFlGX93O2w0MjV6CxpNSBKl1XpyS6tp4+t8y5e3C3TFw9GG/PLLzkxTFJ4ZEImXsy1//fI4LTbfZVKIC3TluUFRTbYN6/FeYaw/mMHPJ3PgOsW3pJIIcjc/SDfXLIzJZMTX1w+T0UhOTrZV7x318CNERrbh7JnTGAxXziIrKBiNpusuN1bJKs6nnWP1yuVoNBomPTsZPz9/amtrWL1yJSnJSYwc9TD9+g9ApVJx+vQp1qxaiYenJ6/+4TUGDxnKC7MTKCos5Pev/YkePXsRG9eO1ORkNm74kSH3D2PI0PsbClGToljdCOWaMV/VpEilUhEaGkbHzp1veW5i7sWL6HQ6PL280No0z944c46+jcrxcopivl+3fp1y032liqL8uoxXkjAYDNf8DGu0GhbOn0tRYSF/eO11evfpi7ePL2fPnGm4RnMwGAxERUUTEhpm1ftaIkdBEARBEITWzurCUafTodVqCXCzx8VOQ43OYFFji0qdgfP5FfSP9rnla0O9HIkLcCE/sa5wNClE+7kw+/62uNhp2XAsm32pBdctupqaWlYRf180Yd6OTXZNNwctLwyLZX/aJcpq9Nd83VYjE+JpLkquLsyaSk1NLcEhIUgqFZkZGRgMBtRqy34cZFmmQ8eOaG205F68+GshoYC9gz0dO3VGq712CadOp+P1P/6B6upqxo4bzwsvvYxGo2HTxg3k5eXSvkMHXn/jr1RWVLDhhx9ITUlBr9fh4uJKVlYmpaUlbN+6hT79+vHE+AkAHDt6hEOHDuLo6EiPnr0ICg5umHX09fUjpm3jmhnV2/zLzxw7eqSh46eiKFRXV9O+462PZMlIv4DRaCAgIPC2xnAzt5Pj5ULDQomfOYv3lyyiorwcSZIwmUyEhIYyZdoMHBwcMBgMvL9oISkpydfdk6goCnqDgbi4drz0yqs4ODiwZNFCdmzb2vB6jUbD9PgE/vmPt+jTrx9jxz+Jvb0999x7Lzu3b0Or1eLo6PTrNW9jJlQlqeoO3DT/0iIisg0v/u4VPDysWznQEjkKgiAIgiC0dlY/YdbU1ODo6IiPsx2+LnbklVRbtNdRMSicyLSsmYmjrYbR3UPYmphnHqRaRcLQmIbZyueHx/LsB7upsmS283aYFPq19WFsb+tmKCwxuJ0fj3UPZtnOtCu/oCi4O9oQ5GEuHG+vU+aNVZSXERoWjlarJTMjnYryclzd3Cx+v6IofPT+EtZ/vg65rlAxGY1ERLZhzbrP8fK69pD1DT98z5dfrKNtbBxTps1Ao9GQk5PN3Hf/D4NeT3zCbAICAvlq/Rf851/vIEkSarWGtNQUFs6bi0ol4+zsQsLs53F3d6eoqIgF896j8NIlNBoN//fvfzaUGUaDgUdGP8Z/35t3W51Xf970EyuWfoRaY17eaDKZCA4JYfiIB3Bycrrh+/R6PefOpSFJKsIjIqitrbnha2/H7eZYz8vLmwdGPsTK5R9TUV4OmDP28PRk9JgxODiYf3Hi6enFH175Hbm5FxuW8EqShEarRa/T4+zkxKw5zzNs+AgURWH9unVXzCDKshpJknBycr4ix80//4wkSUydEc/QYcPNs5SKeYZXq9VanaFOpyM/P69htlOWZcLDIwgNs+7vsl6v51xa8+coCIIgCILQ2lldOFZVVoKnJy72Wtr4OnH8QiEWVY4SnMwspkZvxNaCozxGdA6EFfsBuCfOjyf7hjd8bWSXQEZ2DmTtvgvNN+uogIOtmtnD2uLh2PTL07RqFbPub8uyHalXztgqEOLhgI+LeY9jVXVVk382QElxCSGhobi4uHAxJ4fc3ItWFxxGoxG9Xv/r0lCjEYNBf93tchnp6SycPxeAmbNmExwSgtFo5OOPPuT4saM8Mf5J7h8+AqhvoKJuuG590fDpJ6sY9+QE+vTtB8Bnn6xm7+7ddOrchYKCfHKysxtmBg0GQ5OcT6lSqZDV6oYZM0mSzP9+ix+7kpISLpy/gK2tLW2ioigrLbvtsVxPcRPk+KvrBKdcueo4OiYGJ2dnCosK6dylC7a2doSEhHLm9CkOHtjPgw+Nasjx/PlzHDt29IrzGY1GAys+XnZNjrt37aRzl64kJyVx+NBBJMwznm2iovnj63/GzspupslJSfz7nbcpKytDksBgMPLAyJG8/pe/WlWElpSUcOFC8+coCIIgCILQ2lndHKe+5b9alugU7G75+WsSJOeWkVNsWSEU5uWIpJJwddDy0og43Bx+Xfpor1XzwvBY/FwtOBOxsRSFkZ2DGNYhoHmuD3QKcb/2IVYx76l0tjPPcFWW3+YRCzdQUlKMt7c3fv4BFBcXk5KcfPsXlSRAuqb80Ov1fPj+Yk6fOsWoRx5tOMNv184dfPrJaiIiI5ken4CNjQ16vZ69e/Zcs0TXaDSSnZXF05Mno1KpOHb0KB8v+wgPD09mzJyFs7PL7Y//ehr545WZkc7FnGzcPTwICw+nsPBS046rTmlJSdPneAMGg4GlH75PUuJZHhvzOCtWrWHF6jXcP3w4aWmpRES2uSLHj95fQkpy8hWFo8FgIDMj/bo5Tp0+g7TUVLZv3crOHdvZsX0rx44ebtRybZ1OR3ZWFpkZ6WRmZJCZkU5xUZHV1zHnmIO7e/PmKAiCIAiC0NpZXThWV9c0PMh1DfPA1sbCSUtJIquoin0pBRZ/Vq8IT8b2DOXeON9rvtYjwotnBlpyJmIjKAq+rnbMGdYWO23znC9nUhQMRoW4ANcrjuaQZBU9wj3rhqFQUdE8hWNVVRVajZa2sbHU1tZy7NhRq94vSRIq1bX3RqVSXVEoAGz55Wc+X/sZbaKiGgqLS5cusWDue1RWVTE9PoHINm0aXvvdN19dc11FUXBycsLfP4DKigoWLZjHxZwcJkx6mh69eplnJ6/6JcLV42gMWzvba/6fRq1Brb55Z85TJ09SWlpKaGgYnl5eFDWiaLFEVVXlbeVoje1bt7D20zVERccwPX4mDo6OlBQXM/+9dykvL2d6/Mwrcvxq/fprfq90oxwnTnqa7j16AqCum+GVZfV1f8YsJamkhp/Hxv4smHMsITSseXMUBEEQBEFo7RrxNKVQXbd8Mi7QlSB3e4tn/Qx6ExtP5GC8xRmG9f75RFdeHBGH5jqHrEsSTL03io7B7rc8E9FqCvRp44W9Vs3Z7FKSckpJyS0jLb+cCwUVlFVf29DmZpIulrJwUyL/+OYkr352mBnL9jFh0S4eeXcLeWU1v87aKuDhaEPXMHPzDl1tbbPtqdJqtZRXlNO1WzdkWebYkSMNe9ss1a59e2RZbtjrZjQaiY2Lw8Xlytm/BfPeQ6fTNRSIiqLwycoV7Nu7h2HDRzDq4UcAyM29yML589Dr9bi5u2M0Gn9dBmsyMXKU+XVff/UlP/+0ke49ejLxqUm4ubnRNjYWY11THEVRkGWZ9h063Nb+RoABAwbi6ura0B3UZDLRp1+/mzZYMRqNHDp4AKPRSMdOnZEkiZqa1ptjPeWyfzb8v8v+bs+f+x61tbXEJ8wiLDwCRVFYfZMcDUYDPj6+V1xDURRGjnoYuDLHCZOeRqPRNPw81b9Wo9VctxHPrdjZ26HVaq+4lr2Dg1U/D1fm2KlZcxQEQRAEQWjtrN7jaGdnR1lpGU5Ozvi52dMtzIOUnFKQLXggU8Gu5HwuFFQQ4XPjxiL1+sfcvANriKcjc+5vy/SP96EzNuGxFSqJn09fZFdyPpIkmWfXJFDV/fua+H70s6A7LJhnFt/bcJYlvySaC8SrD1pXqX7dL6coxAW4EOlrvjdl5eXNdm6cr68febm5dOrcFXcPD1KSk0lLS6Njp04WX+PhR0dz9sxpfvzhewx6PZ06d2HmrNloNL/OxhmNRo4eOcKoRx7lobrC4tDBA6z4eCkBAQHEJ8zG3sEBk8nEyo+XceTwIR5/YhwPPfwISz/8gKOHD1FaWkpkmzZMmzGD1JRkPli8CFs7O2bOnoOXt7kJT3zCbPLycjl+9ChqjYYRDzzII6Mfu+371G/AQP70l7/yyaoVVFRU0Ldff2bNeeGmxUxeXi4njh3Dzs6Onr16UVRUhL2Ve/Qs1RQ51lPXzfBdfuSGSlahkiQUReHQwQOMHvM4D458CLAsR6PRyPrP1zV0erW1teXBh0Zdm6OXFyaTib79+jcc8yLLMgMGDsLe3vq/A0FBwQwf8QCrVizHYDAQEBjIiAcetOoaV+bYm6KiIqv3WgqCIAiCIPxWWF04+vn5k52dRUBgIGqVxH1xfqzdf8GyST9JIr2wgs2nL1pUOFpidI8QvjyYzvdHs5q0UU55jYHyagPXbHIzKXQN87T4OufyK9hUf15jw2zHjcd5T6wfTrbmwqukuBgn51ufe9kYQcHBHDxwgN59+xIT05bdu3ayb89uqwoONzc3/vrWPxg3YSK1NTVERcfg7u5+xWt27dxBcHAIM2fNxt7enrLSUhbMm0thYSF/+ssbtO/QAYD9e/fyyaqVhIaFMW3GTKJjYggNDeO5ZyZRVVXF1OkziIhsw8svPk9qagqTp0xl0D33NnxOTNu2LP7gI5ITk7C1syU6pm2TPOSr1WrGjhvPsBEPoNPpcHd3v+VxF8eOHiUjI52goGDadejAhfMXCA4Jve2xXE9T5FjPy9ubmLZtyc7KBLUaRTHRsWNn7B0c2L1zJ6FhYcQnzMLWzs6iHOMTZnP2zGk2bdxAVVVVwwxsbGwc/3z779fkqFKpSJgzBxcXF06fOknXbt0ZP2Fio+6LVqvld6/8nvYdOnLxYg79+g+gc5euVl3j2hzPE9JMOQqCIAiCILR2VheOLq6upKQkU1Ndja2dHf1jfAhydyD9UoVFjXJMRoUvD6Yzvk84jrbWnzd3NWc7DS+OiGNvagGFFTqLGrxaTGr4h5mi4Odmb9W+x59OZHPeknujgKuDliHt/ABzE5GysjJi4+KsH7cF3Nzd0elqMRoM9B84kN27drJt2xYmTHr6lgfbX87Ozo7Onbtc92uXCgqYP/ddpkyfQWxcOwA+X/sZ27ZsZuCge3j8iXGAuVHPgvnvUVpayosvv0p0TIz5KIfP15GUeJYRD47koYcfBeCbr74kNi6OyVOnXVPAubt70KtPn8bcjpuSJAlXV1eLXmsymdi6+Reqq6vp3rMnLi6uFF4qoFMjCjlLNFWOAA4ODrz8+z+AJHH+3Dm6de/BtBnxFBcXMX/uu3UFvflczFvl+NLLrxLZpg3+AQH06tOXTRs30LNXb/7ytzfx9PK6YY4eHp7MefEljEYjsizf1lJjF1fXhrFZ6/o5XqJTp86NHo8gCIIgCMLdzOo9jpIkYWtrR3FJCQDh3k4MivEBS1eKShJ7UgrYk5Jv7Uff0IAYHyb0DW++Dqt1NLKK54fFWvz6smo96w+mo1gyHasodA/3pEOwecautLQUtUbdbEvjZFnG19+frKwsBg66Bw9PT04cP87pUyeb5PqKorBqxXL2793LY48/DsDpUyf56IMluLu7kzDneVxczMXY2k8/Zef27Qy+bwiPPjYGgAP797FqxXL8/PyJT5iNg4MD2dlZmEwmZsyc1WpnfjLS09mzexf29vYMHjKUkuJitFot9lYWcZZq6hzbd+jI4g8+4vOvvuGdf/8HP39/Vq9Ywe5dOxuW/lqS4yN1OZ48cZzjx44SEBjIX/72Fh07dWAJ6aQAACAASURBVL5ljubzO9W3vT/1drR0joIgCIIgCK1do1oNBgUFcamgwNyERCUxukcIdpbOHkpQXq3n/c3JVNZa32b/emSVRPx9MUT7uzR9o5x6JoWxvUKZMSTa4rdsOX2R/WmXLFpCq1JJPNotuGEWtvBSgcWzXI0VHh5Bdk42oWHhdO3WneKiIjb8+EOTXPvAvn2sWL4MX19fnJycqaqqYuH8eWRlZfHUM882dNA8eeIEyz76AC8vL+JnzcbJyYnS0lIWzptLUVEhzzz3HB07dTKf+bj0Ix54cCQjHrRur1pL2rplM5kZ6bSJiqJb9x5cOH+e8PCIZv3Ma3MsZONt5Ojg4ICvry82NjYcOniAj5d9hL+/P46Ojo3K8VJBAc9MvhtzzLgix7BmzlEQBEEQBKE1a1Th6OLqik5X23BURL9oH7qFelhetKkkfjiWxbp9Fxrz8dcV5edMwpAY1NfpwHq7JEXhoa5BvD22S8P+w1spq9azZHMSVTUWFMcmhShfZ4Z3Mp8ZWVtbQ0VFBf7+zXeGJICnpyeYFCrKyxn50ChsbGzYvGkT6Rcu3NZ1S0qKmT/3XYoKC3nmuSkAfPv1V2z88Qd69urFxKeeRpIkqqqqWLxgHjnZ2Ux6ZjJdunYD4PO1n7J921b69uvPE+OeBGD3rp18tuYTps+cha1t62xQUlpSwvfffoPRaGLosOHY2tqSfymfkNDQZv3ca3LU2vJLE+RYVlrKgrnvUXjpEpOnTgf+13I0/ppjQT6hzZyjIAiCIAhCa2Z1lWU0GpEkCT8/f1JSkqmtqcHNQcva2QPpEnbjIwquVms08ewHuxk7fzulVTprh3FdCUNj+ObFe3Cx1TT64PYGJgUnGzUz7o0if/FYvnnxXgLdLVumlphTSp83fuSnEzm3nm1UFEK8HFn//CBCPB0xGAwknj2Lu4cHGo3miqMMmlJ9jl26dePwoYMMuvdefv/HP3H+/DmmPDup0dc9dvQIQ+4ZyKmTJ1i3/mviE2bzyksv8LsX5vDM5CmsXf81nl5enDuXxgP3D2H7tq2s+nQts194kZqaGhJmTOON1//E9PgEPln7OW7u7iyY9x5Pjh1Dt27daRtr+VLhllRRUUHCjGns3bObSc9MZnp8Art37iAurh1aG5uWzfG128/x5InjDL13ICeOH+OLr79l6vQZN8zxwd9sjs/+mmO75s1REARBEAShtbO6cKw/SNvL2xutRkN+vnmvop+rHZMHRlp5MYn1B9P5749nMDTRcRr3tfNnTI+Qxu13VBQwKthpZB7oHMi6WQP5vwnd8XS69hD4Gymu1PH6F0c5nVVicZfX8b3DiA0wL0stKizEZDQ2zDY214NqfY6enp7Y2NqSlprKAw89RFRUNIlnzjTqmhXl5SyYN5fcizlMfPoZevbuDcDXX66nQ8dOPDtlCrIso9fp+HDJYlKSkxg7bjz9BwwE4IfvvmXDD9/TqXMXnn52MiqViqNHDrN82VI8vbyYOXtO03zzzWDr5l/Yt3cPPj6+jB03jos5OdTqagkMCATurhwrKytZOG8u2dnZTHp2Mt269wCuk6PenGPybzbH8VzMyW6RHAVBEARBEFq7RjXHMZlMaDQa7OzsKSwqpLa2FoAxPUOt3mNoNMHcjWf4rImWrWrVKmYPa0uol+Oti0cF83iNJiRFwdfFjnF9w/h0Zn8+SxjAsI4B2Gos76CqM5j413cn+epghsVFY7SfC8/WFdxGo5G83FycnF3QarWYTKaGwqCpSZKE0WhErVYTGxvHxYsXcXRwZOz48SBJpKWlWn3N9V+s45dNP9GjZ2+eevoZJEkiKysTgJmzZhNQ9/C9+Zef+fKLz2nXvj3PPjcVWZa5cP48ixcuQK1WEz9rNn7+/lRUVLBw/jzycnN5atIzDQVMa7T846VUVlbywMiRREVFk5aaQlRUTMPZhi2e47jG5/j1l1/w08YN9O7blwlPTbpxjj9bnuOiuzbH1BbJURAEQRAEobVr1FNQfbfD4JAQJCAvNxcAL2db7G3U1i0Tlcz7Ad/bcIaCsprGDOca7YPcmD44CtVNujKqJAkvZxs6hbozplcYb4/tyk+vDmHFtH6M6hqMo4V7GeuZFIUPtyQzb1MiRiu+//j7oon0NZ/VeKmgAL1eT1BwsFWf3Vj1D8E+vr44OTuRmJjIqEdG06FTJ1Z+vAyj0Wjxtc6eOc0Hixfj4OjIrDkv4OXljcFgYOmHH/DI6McYcv8wAHIvXmTh/HmYTCbiE2YTGBSEXq/nww+WkHj2DA8/Opr7hgwFzAXM5p830b1nTyZMmnRHu2zeyqEDBwgJCWXipKfJyMzAYDTg5+fXIp993RwfHU3HRuSYnJTIkkULcazL0cPDE4PBwDILc/zoBjn+8vMmeogcBUEQBEEQ7lqNLhyNRiMajQZPTy+Ki4uoqqoC4NHuwY1aJtojwhN3R5vGDOe6nh4QSc8Iz+vPgCoKIZ4OfDlnEJv/MJQ1CQN4dWQ7OgS7oVE3bkZh3b4L/Hn9Map0BsvPkjQp5mNEAL1eT27uRVzd3LCxscFoNDb77MblOYaFhZGfn4ckSTw3ZRpffvE5u3busOg61dVVLJo/j/T0C4wbP4H+A81LFnds38baT9cwbcbMhhnUFR8v5eiRw4wc9TD3Dx8BwLYtm1n/+TraREUzdXo8Wq2WlOQkPliyGDs7OxJmzcHLy7vZ7sPtOnvmNIqiMH7CRIKCgklLTSU0LBxXN7cWmaW6MsfwhhwnW5ljTU0NixfM5/y5czw5cRJ9+/UHzDl+ZmGOX1wvx8XmHGeKHAVBEARBEO5ajX4SkmXzEk5fPz8URSEnOwuAVx5sR6SPk+VLVhUFHxc7nhkYiWzh8k5L+LjY8eLwWPMM6HU/ViHIwxF3RxvUt/G5igJfH8rg5TWHKKqoBUtnUxQFL2fbhmL5Yk42kiQ1zDa21ENqfY4hIWG4ubpy5tQpBg8ZSmFhIfPnvktB/q3P2/zum2/44Yfv6dS5c8P+t4L8fBbMfY+a6mrCI8zHGOzbu4dPVq0iLCyc6fEzsbGxIS8vlwXz56KrrWXajHgiIiOpra1lyaKFpKWmMmbsOAYMuqdZ78HtqKoyF83duvfgiScnkJh4FqDhCI6Wml37NcfQa3N8z7Icf/j+O7779hu6duvO05PNexObJMe0uyPHha0gR0EQBEEQhNbqtqoTo9GILMvEtWtPQX4BhYWFtA9y49WR7bHVWrg3UIGHuwXRJdTyjqyWeqBzEKO6BF2niJWoqDHcdjdXo0lhxc5Upi/bR1ZRlcX7GgFkSWLW0BgAysvLKS4qwt3d3Em1vlNmS6n/vDZR0VRVVZJ7MYewsHD2793LRx8swWC48ZEiaampLF44H61GQ8Ls5/H3D0BRFFatWM7BA/sZ8eBIAIqLi1kw7z3KykqZMn0GUdExKIrCyuUfc/jgQYYOG86ohx8BYNPGDXz79VfEtWvP5KlTUastPCP0Dvhi3Wf8+MP3zHr+BUAhIz2dDh06YGtr23py3HfrHC+cP8ei+fPQaDQkzHkeX1+/m+Q416Icf7qbclz7GRtaSY6CIAiCIAit0W0VjrIsNyyRc3Z1aZh1fLJvOBP7hlvQnEbB28WWZwY07WxjPTutzPPDY/F3s7/yCxJU6YwUV9Y2+tpVtQbe3XCG51cdJK+s2qqiEZPCiE6BzBwSg9FoJDMjHVmjJjAoCJPJ1DB71FLqc/T18yMoJITkpCTiZ81Ca2PDqpUrbniYvHlGaQHJSUmMHvM4g+v2tB3Yt4+Vyz8mKCiI+IRZAKz9dA27duxg8JChPDr6MQD279vLJytX4B8QQHzCLOwdHMjKymTRgnkoisKMhASCg0Na5iY0wsED+1k4bx56vY5evftw4vhxPDw9CQwKRlGUVpOjzS1y1Ol0vL94MUmJZ3n8iXHcc+9g4Po5rvt0Dbt2bLcox8V3U47z56HXtY4cBUEQBEEQWqPbXg9Z/1AVE9MWvV4PmAu21x/pSL8o75svWVXgoS5BdA3zvN1h3FD3cM+GrqWX0xmMFFY0rnDMKa7i+dUH+dPnRymt1lm+PBXApBAb4MrfH++Mu6MNF3NyqK6qok2b6EaNpalcnqOdgz2jHn6URx4dTVlJCf/+59ucPHHimvf8tOFHvv7qS2Lj4pg6PR6NRkNJSQnz571HcXERz02bQWxcO04cP87HH32Al7c3M2fNxtHJidKSEhbOm0tRURHPPjeFDh07YTQa+fijDzl5/DgPPjSK4SMebOnbYLGsrEzefutNMjMz6D9gEMlJidTW1NCxYyfgzh3bcEWO9uYcH75Fjr9s+okvv1hHu/bteW7qdNRqNSUlJSy4To7Lbpbj5Ls8x4GtJ0dBEARBEITWpkk20tXPknl5+5CfnwdAkIcD/xnfjYgb7XdUwMvFlsmD2qCWm28ZmCTBtMFR14zBYFQoKLO+cFQUeHLRTj7amkyt0WRd0agoeDvb8q9xXWkf5AZAfn4eAYFBLdYQ52bqj1mJiorhwoULvPDSy3Tv2YuU5GTe/OufycnObnhtZkYGC+ebZ5TiZ80mJDQUMM8s7ti2lXsH38djj48FYPGCeeTk5PD0M5Pp0rUbAOvWfsaO7dvo138AY8c9CcCuHTv47NM1hIaFMz0+AVtby8/PbEllpaX88x9/58D+vURGtuH3r71Oamoq7dp3wNnFpfXkGH1tjm9dlWN2VhYL5s1FURRmzprTsMd27adr2G5tjuNFjoIgCIIgCL9VTbLpSKVSYTQaCQoK4vDBA9jbO+Do6EjPSC/+M74b05buJb+85qoiS0Grllmz5zyf70/HujM8rCNJ0rWdThWFgnLrjv8ordKxbHsq287kWrc0te7zHG00vDmmMyM6mc/Bq62pwc7OHl8/P4xGA7J8Z/eA1ecYGBjIyePHcHNz4/U3/sqs+Ons2bWLv//tDd565184Ozvz4ftLOHXyBGPHjWfEA+YZpRPHj7Hsw/fx8vIiYfbzODubjxn5aeMGevXpw/gJEwE4deokSz98HxcXF2bOnoObmxuFly6xYP57VFZU8PKrfyCmbds7dh9upqamhrnv/pdvv/4KN3cPfv+n1wkNDaWquorgkBAMBsMd38t3sxx3X5aji7MzSz/8gBPHjzF+wkTuHz4csDzH06dOsuyuzbH6ihz/UJ9jVevJURAEQRAEoTVpsicjWZZRFIXotm1JSU4irl17tFoto7oGU1RZy0urD1Fy+bJOSSK7uIr5P51t1PEd1g/wqpkDRSG/tNqitxZW1LLl9EWWbk9ly+mLjSgawVYj88dR7XlmYCSSZG5kkpqaQly79nX7qFrHQ2r9Prn+Awex5ZefGTDoHv705zf4/cu/47tvv8HF1ZVuPXryxbrPiIxsw4yZs7CxsaWyspKF880zUi///g906WaekTqXloqdvT0Js57Hw9OT6uoqFi+YT1ZmJgmzn6d3n74ArFm9in179jBk6P2MfmzMnbwFN6TT6ViycAHLly1Fa2PDCy/9jnvuHczOHdu5b8hQFEVpNcXGrXN0o1fv3qz9dA1toqKYHj8TrdbGqhwXLZhP5g1yvK/V57jw1xxf/B2DWmmOgiAIgiAIrUWTPh1JkoSDgyNBQcGkJCcR0zYWWZaZ1D+SGp2RP6w9QlmN/sqZR5WE5QcfNq2C8lpMJgXVdQpBncFEWn45P53IZu2+Cxy9UESt3tiootFGreKVB9vxwvBYNLIKRVFIS03BxcUVaH2t/mVZxsHBgZ69e7N3z24GDLqHV197jbfe+AufrfmEb7/5GoPBwIyEBNpERQHw9Zfr2bRxA7379uXJieZD3nU6HR8sWcwT48bTb8AAAL7/9ls2/vgDnbt0YdKzz6JSqThy+BDLP16Kl7c38bNm41Q3w9Wa6HS1vL94ccPy3OkzZjLuyYkcOniAoKDgVrmk8Xo5/v6Pr/HmX//CZ2tW8923X2Mw6Jk5aw7hEeZ9wE2V48y7KccJrTtHQRAEQRCE1qDJf60uSRKeXl7U1taSlppCZJsoZJWKqYOjkSSJ19YdobjKyoYyzUGSuFRRi85owlYloyhQozeSUVjBjsQ8Nh7PYV9aAbkl1ZhMirlgbMTyVDuNzKsj2/Pqg+2w1Zgbl2Skp4MkERgUhKIora5wBHOOPj6+REVHs3vXTh5+ZDTVVdX8+523KSkqIrptW/r2NxcRKclJvL94IQ6Ojsya/QIeHuajVTb/vImv1n/B5h27kGWZ8+fPsWTRAtRqNfGz5uDn5095eTkL588jPy+P373ye7p2634nv+3rqq6uZvHC+SxeMB+DwcDkqdOYPjOBUydPYmdnT0zbtndNjqMeHU1VtTnHosJCYmPj6NWnDwApycm3meNckaMgCIIgCMJvVLOtxwoIDCQtJYVzaalERESiVqmYem8UDjZqXv3sMLklVh5h0dQkyCys5LO958krrSEtr5xzBeUkXSwjp7gKk1Extw6SGlEwApgUXOy1vP5IBxKGxGBTVzRmZmRQXV1NVHT0XfGQGhERSW1NLYcPHmD8hAkA/Pdf75CWlsY///4WL77yKu8vXsS5tDTiZ82mT79+AFy8mMPCBfMwmUwEBgah1+v56P0lJJ49y8RJTzP4viEA5oLk50307NWbJ596qtXdj5KSEt79779ZvWI5iqLw3NTpPP/SS6QkJ2LQ6+nZuzeKorT6maorczTvUfzvv94hJSWZd956sy7HhdfPcb6lOf7cqnN877//ZtVdnqMgCIIgCMKd0qwbeSLatCEpKZHU1BQiItsgq1RM7BeBp5MNL31yiMSc0jtXPEoSyXllPPfRXoxGk3mfZX0THUmC2+n0alIIdLfnH2O7MK5POGqVhKIoZGVmUlFRTnRMWyRJanUP1zcSGxdHcmIiB/bvZ/yEidjb2/HOP/7ON19/xalTp8jJyaZrt+48M3kKsixjMplYsWwpx44cYey48QBs3fwL6z9fR1R0NFOnx6PVaklOSuTDJYtxcHBg5uw5eHp63eHv9Erp6Rd45+9v8uP332FjY8uMhFlMmzGTpMSzVFVV0au3eabubik2GnLct+8WOT53ZY5HfwM5vlWXo+3dn6MgCIIgCMKd0KyFo6IoREfHcP7cOVJTUoiIjESWZUZ0CsTfzZ6X1xxi8+lccz/VO1BDKQoYUZp2n6VJoXuEJ/8e15WBbX3rPkch/cJ5amtqiY4xd5m8W4pGMI8/KiYGJIk9u3cx6pHRuLm58+Zf/0JKchKyLNOrd2+8vb0B2LtnN2tWryIsPJxp8TPJy81l4fx56HQ6ps2YSXhEBLW1tSxZtJBz59KYOn0G/QcMvMPf5a8URWHv7t28/fc3OXL4EJ5eXrz4u1cYO248J08cx2g00qt3HyRJuquKjctz3HvTHH0AS3OsYcmihZw/l8aU6fEiR0EQBEEQhN+oZn1akiTzTFtoWBj2DvYknj2LTqcDoFOIO6vj+/P8sLY42aqvf9bj3cSkYCurmDQgkrUJAxuKRqPRSEpyMkajiTbR0cDdN7NRX+RGRUcTFhbOti2b6dOvPwsWv0+Pnr1QFIVPVq/iX+/8g+SkJBbOn0tZWRlTp8cTFRXNiuXLOHzoIPcPH8FDDz8CwMYff+C7b76mffsOPDtlaqvpYlleXsYHSxYzK34ahw8dJDo6hv++O5ex48ZzcP9+ZFmmR89ed2WxcXmOoTfJ8d+3ynHY5Tn+yHfffE279h14dsqU1pNj2W83R0EQBEEQhDuh2Z/y6h9WAwODsLGx5fSpk0RFR+Pg4IiPix3vPNGV3m28eOvrE5zIKP51uejdQgEUhXAfJ159sB0T+oZjb2O+rTU1NSQnJ+Ph4Y6/fwBwd800Xk94RAT2Dg5s37qFHj17sej9D/m///yLr9Z/wZKFC/j+22/Iyc5m6LDhPFp3HMMnq1YSEBBIfMIs7O3tyczMZPHC+QDMSJhFUFDwnfyWADCZTBw/dowF895jyy8/YzKZGDZ8BK++9if8/f3ZtmUzISGhxMTGAr/tHBcvXMB3v7Uc//gn/APMOQaHhNL2N5KjIAiCIAhCS2nR6QFPT0+8vLw4l5ZGcfFZ3N3dCQwKZkzPUMb0DEVvNLEzMY/3Np7ll9MXqdYbW3J4ljMpaNUq+kR58/ywttzfIaChY6rRaCQzI4OC/DwcnZ3p0KHDHR5s0/Px8WHkqIdJSU7mxInjPPzIaN7421tkZmayYO67FOTn8+P335GSnERERCQdO3Zi/qIluLi6snXLZhKmT8Xd3YPvf/qZ6OiYO/Z9FBUWsuHHH1i9cgWnTp5AlmX69u/PZ198SafOXThz+hSnT52iorycYSMeALgrGhpZ6sY5ZrBg7nt3d479rsrx9CkqKn6bOQqCIAiCILSEFi0cJUnCaDQSHhFBYaEr59JSqaioIDAoCDc3dzSyinvj/OgR4cXGE9k8tWQX1TUG8x7E1vCMVze72CfKmymD2jCqWzBuDtqGL5eXlZGZmUF5eQUhoSH4+vphMpl+c0vh6nNsExWFp5cX+/bsYfu2bcTEtuVf//ceQ37ayEcfLOH4sWMkJyUx7skJlJeXU6vTsXDeXCorK3n1j3+6Y8WGoijk5+Ux7blnOHb0KAaDgTZRUUx65lkeHT2GmpoadmzfVtc4pTf+/gENOf6Wio3r57iVmNhYkaMgCIIgCIJwhRbfkCTLMgaDAQ8PD1xdXUlNSSH9/HkKCwsJDAzC1tYWR1s1j/UIQSurWLU7ja1n8ygsqzFf4E50Ya3bf+lsr6VvlBerZ/TH3dGm4cs6nY6c7GxKiovR2tjQuUsXtFotBoOh1ez5amr1Obq5uTFk6FBOnTrFkcOH8fHxYcCgQfTp15+v1n/B2k8/4fO1n3HwwH58/fw4dPAAg+4dzCOjH2vxMdfW1pCclMSmjRvZuOFHzpw+RXBICI+Mfoxx4yfg4enJ6dOnyMnKwsvbm759+2Hv4PA/nWPffv35siHHTzl4YD9+fv4iR0EQBEEQhP8xd+QpSq1WYzQakWWZ6JgY8vPzyc/LJensGTw8vfDx9UWj0fBQ1yDu7+DPicxivj2cyYYT2ZzNKaWqxmC+UHPth6ybWQSw0cq08XFmaHs/RnUNpmuYBw51exgNBgMF+fnk5+VhUkx4e/sQEBgImJes/tYfUutzVGs0dOrcmeCQEI4cOsSuHTvw9w9g/ISJPPjQQ0ye9BSJZ8+QkpyMWq0m92IOa1avpFfvPoRHROLo6NhsM0DVVVWkp1/gwP59bNuyhSNHDlOQn4csq3n+xd/x6GNjCAgM5FxaKieOH0dSSXTu2pXg4BCA/4li49ocgzly+HDrzvHwYQoKbpTjMSSV6n8uR0EQBEEQhOZ0x56kZFlGURRMJhPe3t54enqSmZlJfl4eBQX5DUWYjUame7gn3cI9eX54LEfOF7LlTC67k/NJvFhGUUVt3TmM1J3BiLmgtFR9kaiY/0Mlq3B11NLGx5nebby4N9aX7uGe+LjYNjwUGwwGLl0qID8vj5rqGnx8fQkIDGx4AFepVMiy3OT3rDWq/z6NRiPu7u4MHjKE9AsXSEpM5OLWLQQEBLDq08/YsW0b33/7DUcOH+LUyZOcPHECDw8PIttE0blLFzp27kKbqCh8ff1wcnJq1EO+0WiksrKC/Lx80lJTOH78GEcPHyYpMZGCgnyMRgOurm70GzCQBx4cyZix40i/cJ5tW7dg0OuJjIoiIiISjUaDyWQC+J8pNq7M0YPB97X+HPsPGMSIBx8UOQqCIAiCILSAO/o0JUkSsiw3zD6GhITg7+/PpYICsnOy0Ov1eHl7Y29vjyRJeDjaMKS9P0Pa+1Neo+dCQQUnM4s5ll7MmewS0i9VUlBeQ3mNnlqDCaNRaZg5vPKDQVap0KpVONqq8XS0JdjDgRh/ZzqFuNMhyI1wHydc7LTX1KA11dUkJSZSW1uDf0Ag3j4+aLXmfY7138f/ostzDA0Lwz8ggOzsTM6eOUtNTQ39Bw5i2IgRpKWmsX3rFnbu2E7i2TMc2L+PvXt2Y2Njg6ubG35+/gQFBxMUHIy/fwBe3t64urri4OCIjY0NslrGZDSi0+morKyktKSES5cKyMnJITMjg8yMDC7mZFNUVER1dTUqlQpXV1e6dO1Kn779uWfwYGLj4jAaTWz+5WdMRiNtoqIJCQ3B3t4B+N+enbpzOZZy6VI+F3NyyLhljv24Z/B91+YYHU1IcAj2DiJHQRAEQRCEptYqnqoun33UaDT4+fvj7ePD+fPnOXvmNHZ29nh5eeHi6oqNjXlvoZOthvZBbrQPcmN8H9AZTJRW6bhUXkt+WTUFZbUUVtRSVq2jSmdEZzShkVXYa2WcbDW4O9rg5WSDt7Mdns42uNprGzqjXk2v11NSUkphYQEV5eX4BwTg7e3T8FD6vzbLeCOXz1pptVrCwiIICAgiNSWZ3bt2YmdnR0hICE898yyTnp1MZkY6Rw4f5vChgySePUtOdjZnz5zm+P+3d3ehdd91HMffSc45Pc1D06xtYrtua5ukXWuVrZlu03kzrG7ihUoFkakoFOSniA8bA5lWBEVmVbTyQ+jETd2FXoyiiCLTiyGIm5u7sE/TNWnrWNOn02ZNm+Sck+PF/ySmMTl5Pk2y9wvC/zz8zuFLPjlwvvn9/r//y/+gVN7EJJVOky7/pFIpamvrGC4NUywUyOfzDA0NUSgUGB4uAjVkMhmamprY0t7B1m3b2NXVRVfXO9jS0U46laa3t5cXnn+eS7kcd+7qYv2GDaN/UyM5vtmbjSlzzK7ktk3VyrGdrdtunzTHXC7HLnOUJElacIvmm9XI7ONIA1lXV0dHRwfFYpELFy7Q23uG06dOUt/YyOqWFlY1rSKbzY5+yc2kalm3Ksu6VVm239w8p1qGh4cZHByg7/Ib5HIX6e+/QiqVprWtjY6OThvGKYzNMZPJsOOtO7l9+w7Onz/P8aNHOHbsrLLNHAAABgBJREFUGA31Day/eQMPPPgBPrLnowwODNDb20tP9wm6u7s5dbKH3t4z5C7m6OvrY2DgGvmhPMXh5HeeTqfJrsjS2NRES0sLbW1v4ZZbb2XT5s1s2ryF9RvW09DQyODAAGfPnuWlF1+k73IfDY0NdG7dxsaNG0dzG1nOaI7XmzzHcxw/enQ0xw1jcxwcoPfM2BxP0nvmdXK5i/T1vWGOkiRJS9SiaRxHjG0gS6USdXV1tLa20traSj6fLy9NPM9rp09Tl0rRUF9PY2MTK+vryWazpNNp6upqqamZ+hIYpVKJYrFIIZ9nYHCQa1evcqX/Clf7+ykUCmSzK1m7bi1b2ttHl6NC8gV1pE5NbHyOtbW1ozkWi0XOnT1Ld/cJuk+coFQq0dTUxJo1a9ixcyd333MvmRUrqKmBQiFZzpgfGiKfzyfNel0t6VSadCZDJpMhnU4BNeSHhrjS38+lXI4jhw9zua+P4UKB5tXNdHR00trWNjorBf9rNJbb5VLm08Q5ttHa2nZdjifG5HjTTXPPsb+/n9ylcTk2r6a9o5M2c5QkSaq6GTeOIYSFqENVZo7LgzlKkiSpGvwXvSRJkiSpoprSRLuOSpIkSZJU5oyjJEmSJKkiG0dJkiRJUkU2jpIkSZKkihbd5TjmKoTwCeDn5bt7Y4xPTDDmg8DDwJ1AHXAYiDHGp6pWqCqqlGMIYTWwF7iDJMOtJDnujjE+W+1aNbkpcrwD+BCwG9gCrAHOAc8B340xvlTlciVJkjSJZTXjGEK4BTgAXKkw5vPAb4GdwC+Bg8AG4MkQwv5q1KnKppHjJuBx4ONAE3C+OpVpJqaR40+AfcAK4BngB8A/gY8BfwshfLgadUqSJGlqy6ZxDCHUAD8DLpB8IZ1ozCZgP3ARuCvG+LkY45eAtwOvAl8JIdxbnYo1kenkCJwE3gusiTHeAvyhSuVpmqaZ49NAZ4xx5LP4aIzx/cBDJKshDoYQMtWpWJIkSZUsm8YR+AJwP/BpoH+SMZ8hmd34cYyxZ+TBGGMO+Hb57mcXsEZNbcocY4y5GOOfYowXq1qZZmI6OR6IMf57gsefBv5FsnT1bQtZpCRJkqZnWTSOIYTtwHeAH8YYn6sw9P7ycaIZqt+PG6Mqm0GOWsTmKcd8+ViYn6okSZI0F0u+cQwhpIBfAKeAr04xfFv5+Mr4J2KMr5PMjGwMIdTPa5Ga0gxz1CI1HzmGEO4GdgCvkZzzKEmSpBtsOeyq+nWSnTXvizFem2Jsc/l4eZLnLwMN5XFX56c8TdNMctTiNaccQwgtJI0nwJdjjMX5LE6SJEmzs6RnHEMI7ySZ1fhejPGv8/CWNeVjaR7eS9O0ADnqBphrjiGEBuA3QCfweIzx1/NcoiRJkmZpyTaOY5bEvQJ8bZovG5lpbJ7k+VXlY98cStMMzDJHLTJzzbHcNP4OuA/4fozx0fmtUJIkSXOxlJeqNpJc+B1gIIQw0ZiDIYSDJJt0fBE4Dqwtv+66GZEQwnqSZar/iTG6TLV6ZpOjFp9Z5xhCaCJpGt9DMtNo0yhJkrTILOXGcRD46STP7SI5z+ovJM3iSJP4Z+DdwAOMaxyBB8eMUfXMJkctPrPKMYTQTLLL8T3At2KMjy1wnZIkSZqFmlJp+Z3OF0L4BrAP2BtjfGLM45uBoyS7p3aNXMuxvCHHC0A78C7Ps1scJstxgnFPAp8CdscYn61OdZquCp/HFuCPwF3AvhjjN29MhZIkSZrKUp5xnLEYY3cI4RHgR8DfQwi/AoaAPcBG3JxlyQgh7CdZdgzJeXEAj4QQHirfPhRjPFT9yjQDz5A0ja8CteUGc7xDMcaXq1qVJEmS/s+bqnEEiDEeCCH0AA8DnyTZIOgI8FiM8akbWZtmZA9w27jH3jfmdg9g47i4bS4f20lmJCfSA9g4SpIk3WDLcqmqJEmSJGn+LNnLcUiSJEmSqsPGUZIkSZJUkY2jJEmSJKkiG0dJkiRJUkU2jpIkSZKkimwcJUmSJEkV2ThKkiRJkiqycZQkSZIkVWTjKEmSJEmqyMZRkiRJklTRfwHFgkXZ9JMqxgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x1015.2 with 43 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ooo.plot_images(x_meta,y_meta, range(43), columns=8, x_size=2, y_size=2, \n",
" colorbar=False, y_pred=None, cm='binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5/ What does it really look like"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x676.8 with 32 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ---- Get and show few images\n",
"\n",
"samples = [ random.randint(0,len(x_train)-1) for i in range(32)]\n",
"ooo.plot_images(x_train,y_train, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6/ dataset cooking...\n",
"\n",
"Images must have the **same size** to match the size of the network. \n",
"It is possible to work on **rgb** or **monochrome** images and **equalize** the histograms. \n",
"The data must be **normalized**. \n",
"\n",
"See : [Exposure with scikit-image](https://scikit-image.org/docs/dev/api/skimage.exposure.html) \n",
"See : [Local histogram equalization](https://scikit-image.org/docs/dev/api/skimage.filters.rank.html#skimage.filters.rank.equalize) \n",
"See : [Histogram equalization](https://scikit-image.org/docs/dev/api/skimage.exposure.html#skimage.exposure.equalize_hist) "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def images_enhancement(images, width=25, height=25, mode='RGB'):\n",
" '''\n",
" Resize and convert images - doesn't change originals\n",
" args:\n",
" images : images list\n",
" width,height : new images size (25,25)\n",
" mode : RGB | L | HE | LHE | CLAHE\n",
" return:\n",
" enhanced images : new images as a list of list\n",
" '''\n",
" \n",
" out=[]\n",
" for image in images:\n",
" \n",
" # ---- Resize anyway\n",
" image=image.resize( (width,height), resample=PIL.Image.LANCZOS)\n",
" \n",
" # ---- if not RGB, convert image to grayscale\n",
" if mode!='RGB':\n",
" image=image.convert('L')\n",
"\n",
" # ---- convert image to numpy\n",
" npi=np.array(image)\n",
" \n",
" # ---- Histogram Equalization\n",
" if mode=='HE':\n",
" npi=exposure.equalize_hist(npi)\n",
" \n",
" # ---- Local Histogram Equalization\n",
" if mode=='LHE':\n",
" npi=rank.equalize(npi, disk(10))\n",
" \n",
" # ---- Contrast Limited Adaptive Histogram Equalization (CLAHE)\n",
" if mode=='CLAHE':\n",
" npi=exposure.equalize_adapthist(npi)\n",
" \n",
" # ---- Normalize\n",
" npi=(npi / 255.).astype(np.float32)\n",
" \n",
" # ---- Add image in list of list\n",
" out.append(npi.tolist())\n",
" ooo.update_progress('Enhancement: ',len(out),len(images))\n",
" return out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.1/ To get an idea of the different recipes"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 50\n",
"Enhancement: [########################################] 100.0% of 50\n",
"Enhancement: [########################################] 100.0% of 50\n",
"Enhancement: [########################################] 100.0% of 50\n",
"Enhancement: [########################################] 100.0% of 50\n",
"x_samples / original\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_samples_RGB\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_samples_L\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_samples_HE\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_samples_LHE\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_samples_CLAHE\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_samples = x_train[:50]\n",
"samples = range(16)\n",
"\n",
"x_samples_RGB = images_enhancement( x_samples, width=25, height=25, mode='RGB' )\n",
"x_samples_L = images_enhancement( x_samples, width=25, height=25, mode='L' )\n",
"x_samples_HE = images_enhancement( x_samples, width=25, height=25, mode='HE' )\n",
"x_samples_LHE = images_enhancement( x_samples, width=25, height=25, mode='LHZ' )\n",
"x_samples_CLAHE = images_enhancement( x_samples, width=25, height=25, mode='CLAHE')\n",
"\n",
"print(\"x_samples / original\")\n",
"ooo.plot_images(x_samples, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n",
"print(\"x_samples_RGB\")\n",
"ooo.plot_images(x_samples_RGB, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n",
"print(\"x_samples_L\")\n",
"ooo.plot_images(x_samples_L, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n",
"print(\"x_samples_HE\")\n",
"ooo.plot_images(x_samples_HE, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n",
"print(\"x_samples_LHE\")\n",
"ooo.plot_images(x_samples_LHE, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n",
"print(\"x_samples_CLAHE\")\n",
"ooo.plot_images(x_samples_CLAHE, y_train, samples, columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.2/ Cook and save\n",
"A function to save a dataset"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def save_npy_dataset(x_train, y_train, x_test, y_test, dirname):\n",
" \n",
" # ---- create subdir in data\n",
" path = './data/'+dirname\n",
" os.makedirs(path, mode=0o750, exist_ok=True)\n",
" \n",
" # ---- convert list in numpy dataset\n",
" x_train_np = np.array(x_train)\n",
" y_train_np = np.array(y_train)\n",
" x_test_np = np.array(x_test)\n",
" y_test_np = np.array(y_test)\n",
" \n",
" # ---- save numpy dataset\n",
" np.save(path+'/x_train.npy', x_train_np)\n",
" np.save(path+'/y_train.npy', y_train_np)\n",
" np.save(path+'/x_test.npy', x_test_np)\n",
" np.save(path+'/y_test.npy', y_test_np)\n",
" \n",
" # ---- done\n",
" size=ooo.get_directory_size(path)\n",
" print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)\\n'.format(path, str(x_train_np.shape),size))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create enhanced datasets, and save them..."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Prepare and save dataset : RGB25\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/RGB25 shape : (39209, 25, 25, 3) size : 742.0 Mo (saved)\n",
"\n",
"Prepare and save dataset : RGB35\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/RGB35 shape : (39209, 35, 35, 3) size : 1453.9 Mo (saved)\n",
"\n",
"Prepare and save dataset : L25\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/L25 shape : (39209, 25, 25) size : 247.6 Mo (saved)\n",
"\n",
"Prepare and save dataset : L35\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/L35 shape : (39209, 35, 35) size : 484.9 Mo (saved)\n",
"\n"
]
}
],
"source": [
"# ---- Create and save dataset RGB 25x25\n",
"#\n",
"print('Prepare and save dataset : RGB25')\n",
"x_train_new = images_enhancement( x_train, width=25, height=25, mode='RGB' )\n",
"x_test_new = images_enhancement( x_test, width=25, height=25, mode='RGB' )\n",
"save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'RGB25')\n",
"\n",
"# ---- Create and save dataset RGB 35x35\n",
"#\n",
"print('Prepare and save dataset : RGB35')\n",
"x_train_new = images_enhancement( x_train, width=35, height=35, mode='RGB' )\n",
"x_test_new = images_enhancement( x_test, width=35, height=35, mode='RGB' )\n",
"save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'RGB35')\n",
"\n",
"# ---- Create and save dataset L 25x25\n",
"#\n",
"print('Prepare and save dataset : L25')\n",
"x_train_new = images_enhancement( x_train, width=25, height=25, mode='L' )\n",
"x_test_new = images_enhancement( x_test, width=25, height=25, mode='L' )\n",
"save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'L25')\n",
"\n",
"# ---- Create and save dataset L 35x35\n",
"#\n",
"print('Prepare and save dataset : L35')\n",
"x_train_new = images_enhancement( x_train, width=35, height=35, mode='L' )\n",
"x_test_new = images_enhancement( x_test, width=35, height=35, mode='L' )\n",
"save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'L35')\n",
"\n",
"x_train_new,x_test_new=0,0\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7/ Reload data to be sure ;-)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x507.6 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 766 ms, sys: 297 ms, total: 1.06 s\n",
"Wall time: 1.06 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"dataset='L25'\n",
"samples=range(24)\n",
"\n",
"x_tmp = np.load('./data/{}/x_train.npy'.format(dataset))\n",
"y_tmp = np.load('./data/{}/y_train.npy'.format(dataset))\n",
"\n",
"ooo.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n",
"x_tmp,y_tmp=0,0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"That's all folks !"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
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