323 lines (322 with data), 370.6 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"import imageio as io\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"\n",
"from os import listdir, makedirs, getcwd, remove\n",
"from os.path import isfile, join, abspath, exists, isdir, expanduser\n"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"test test_submission_example.csv train train.csv valid valid.csv\r\n"
]
}
],
"source": [
"!ls MURA-v1.0/"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [],
"source": [
"data_dir = join(getcwd(),'MURA-v1.0')\n",
"train_dir = join(data_dir, 'train')\n",
"train_csv = join(data_dir,'train.csv')\n",
"val_dir = join(data_dir, 'valid')\n",
"val_csv = join(data_dir,'valid.csv')\n",
"test_dir = join(data_dir, 'test')\n",
"# some sanity checks on our directory structure . . .\n",
"assert isdir(data_dir) and isdir(train_dir) and isdir(val_dir) and isdir(test_dir)\n",
"assert exists(train_csv) and isfile(train_csv) and exists(val_csv) and isfile(val_csv)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the dataset directly"
]
},
{
"cell_type": "code",
"execution_count": 404,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(512, 290)\n",
"(512, 407, 3)\n",
"(512, 209)\n",
"(512, 406, 3)\n",
"(512, 294)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdefceb52e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"<bound method NDFrame.describe of filename abnormal\n",
"0 MURA-v1.0/train/XR_SHOULDER/patient00001/study... 1\n",
"1 MURA-v1.0/train/XR_SHOULDER/patient00001/study... 1\n",
"2 MURA-v1.0/train/XR_SHOULDER/patient00001/study... 1\n",
"3 MURA-v1.0/train/XR_SHOULDER/patient00002/study... 1\n",
"4 MURA-v1.0/train/XR_SHOULDER/patient00002/study... 1\n",
"5 MURA-v1.0/train/XR_SHOULDER/patient00002/study... 1\n",
"6 MURA-v1.0/train/XR_SHOULDER/patient00003/study... 1\n",
"7 MURA-v1.0/train/XR_SHOULDER/patient00003/study... 1\n",
"8 MURA-v1.0/train/XR_SHOULDER/patient00003/study... 1\n",
"9 MURA-v1.0/train/XR_SHOULDER/patient00004/study... 1\n",
"10 MURA-v1.0/train/XR_SHOULDER/patient00004/study... 1\n",
"11 MURA-v1.0/train/XR_SHOULDER/patient00004/study... 1\n",
"12 MURA-v1.0/train/XR_SHOULDER/patient00004/study... 1\n",
"13 MURA-v1.0/train/XR_SHOULDER/patient00005/study... 1\n",
"14 MURA-v1.0/train/XR_SHOULDER/patient00006/study... 1\n",
"15 MURA-v1.0/train/XR_SHOULDER/patient00006/study... 1\n",
"16 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 1\n",
"17 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 1\n",
"18 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 1\n",
"19 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 0\n",
"20 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 0\n",
"21 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 0\n",
"22 MURA-v1.0/train/XR_SHOULDER/patient00007/study... 0\n",
"23 MURA-v1.0/train/XR_SHOULDER/patient00008/study... 1\n",
"24 MURA-v1.0/train/XR_SHOULDER/patient00008/study... 1\n",
"25 MURA-v1.0/train/XR_SHOULDER/patient00008/study... 1\n",
"26 MURA-v1.0/train/XR_SHOULDER/patient00009/study... 1\n",
"27 MURA-v1.0/train/XR_SHOULDER/patient00010/study... 1\n",
"28 MURA-v1.0/train/XR_SHOULDER/patient00010/study... 1\n",
"29 MURA-v1.0/train/XR_SHOULDER/patient00011/study... 1\n",
"... ... ...\n",
"37081 MURA-v1.0/train/XR_HAND/patient11246/study1_ne... 0\n",
"37082 MURA-v1.0/train/XR_HAND/patient11246/study1_ne... 0\n",
"37083 MURA-v1.0/train/XR_HAND/patient11246/study1_ne... 0\n",
"37084 MURA-v1.0/train/XR_HAND/patient11247/study1_ne... 0\n",
"37085 MURA-v1.0/train/XR_HAND/patient11247/study1_ne... 0\n",
"37086 MURA-v1.0/train/XR_HAND/patient11247/study1_ne... 0\n",
"37087 MURA-v1.0/train/XR_HAND/patient11248/study1_ne... 0\n",
"37088 MURA-v1.0/train/XR_HAND/patient11248/study1_ne... 0\n",
"37089 MURA-v1.0/train/XR_HAND/patient11248/study1_ne... 0\n",
"37090 MURA-v1.0/train/XR_HAND/patient11249/study1_ne... 0\n",
"37091 MURA-v1.0/train/XR_HAND/patient11249/study1_ne... 0\n",
"37092 MURA-v1.0/train/XR_HAND/patient11249/study1_ne... 0\n",
"37093 MURA-v1.0/train/XR_HAND/patient02884/study1_ne... 0\n",
"37094 MURA-v1.0/train/XR_HAND/patient02884/study1_ne... 0\n",
"37095 MURA-v1.0/train/XR_HAND/patient11250/study1_ne... 0\n",
"37096 MURA-v1.0/train/XR_HAND/patient11250/study1_ne... 0\n",
"37097 MURA-v1.0/train/XR_HAND/patient11250/study1_ne... 0\n",
"37098 MURA-v1.0/train/XR_HAND/patient11251/study1_ne... 0\n",
"37099 MURA-v1.0/train/XR_HAND/patient11252/study1_ne... 0\n",
"37100 MURA-v1.0/train/XR_HAND/patient11252/study1_ne... 0\n",
"37101 MURA-v1.0/train/XR_HAND/patient11252/study1_ne... 0\n",
"37102 MURA-v1.0/train/XR_HAND/patient11253/study1_ne... 0\n",
"37103 MURA-v1.0/train/XR_HAND/patient11253/study1_ne... 0\n",
"37104 MURA-v1.0/train/XR_HAND/patient11253/study1_ne... 0\n",
"37105 MURA-v1.0/train/XR_HAND/patient11254/study1_ne... 0\n",
"37106 MURA-v1.0/train/XR_HAND/patient11254/study1_ne... 0\n",
"37107 MURA-v1.0/train/XR_HAND/patient11254/study1_ne... 0\n",
"37108 MURA-v1.0/train/XR_HAND/patient11255/study1_ne... 0\n",
"37109 MURA-v1.0/train/XR_HAND/patient11255/study1_ne... 0\n",
"37110 MURA-v1.0/train/XR_HAND/patient11255/study1_ne... 0\n",
"\n",
"[37111 rows x 2 columns]>\n"
]
}
],
"source": [
"train_df = pd.read_csv(train_csv, names=['filename','abnormal'])\n",
"fig = plt.figure(1, figsize=(16, 4))\n",
"plt.title('Normal X-ray?')\n",
"plt.axis('off')\n",
"grid = ImageGrid(fig, 111, nrows_ncols=(1, 5), axes_pad=0.05) \n",
"left, width = .25, .5\n",
"bottom, height = .25, .5\n",
"right = left + width\n",
"top = bottom + height\n",
"img_idx=0\n",
"for (i, row) in train_df.sample(5).iterrows():\n",
" ax = grid[img_idx]\n",
" ax.text(0.5*(left+right), 0.5*(bottom+top), \n",
" row.abnormal,ha='center',va='center',\n",
" fontsize=20, color='red',transform=ax.transAxes)\n",
" ax.grid(False)\n",
" img = imageio.imread(row.filename)\n",
" print(img.shape)\n",
" ax.imshow(img)\n",
" img_idx+=1\n",
"\n",
"plt.show()\n",
"print(train_df.describe)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the dataset in pytorch"
]
},
{
"cell_type": "code",
"execution_count": 411,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"37110\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdef99e2588>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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6WFJxKFDFT+6oqo4uy/MzEG7evInZbIZ79+6l/eCc3OdigU4wRQtcOZ0b3a9Lty49MQf1cZMaM/3o/XVonQFCJp+enlYO0CHprJ+W7SFiej9X7jp1qQO3kaJQwez1erX5v9PkYPBxGOa6fHKDKJKhnLL3Z6IZpigPVxS5+kXGz2Vbw3uj/Q51CnAVcfaPz6kzCKBy0JGHaPEZGov5fF5xFhuN84OUFJAryOSHYWe+2qHgnk46HWk6q3RidUX29PQ0HdJCJ0Hb5pQzuPzv4TT6W/svl08EeB6GckDmMnTr1i3cunULv/ALv4Cf+qmfwssvv/zYxuJlSGXfV0+3traws7ODn/3Zn8WVK1cSqNYJHQfhHGecuFA563Q66PV6ODo6ujDLr0CSz0S6gPKzWCyws7OD4+NjNJtN7O3toSgKHB0dpUO6OD4IurmKmRvvShEgUgCldWf9eBgRwYUeUhM5gQCSLvEJXwKtk5OT0KHSvqtrg/YTgDSR1W63k3PB+kUrL5qPOzqXldWck+LhxKvGaU6nR2AycjZcXqO812lfZHtIfhCkpuGBRXU8VzunfNKyfcy5vGrZ/O8HNumKlpbNvcnqjGhdVM+zrrm+iL7r5HYVRlO+uyy4DeC1nL2ObEZUDvm/bt0iIh/rcIjy2/GL/861w1cwgeUks/LFJ0F88n+VbeOhkgxVp66lzqPM6LYkOo8sz6NBiIF0ogTABeeavzmWOGFOmeh0OpUJlhzl7Pg61xRzrepbzaPT6eDpp5/GbDbDgwcPcHx8nOpNXqpj6uM6wrI+9lbdu4zuft84qMByVSYyjpcFbOuk54DTwwQotLp3Rq9HTqobpnUMe2Rccmlz9F4L8VUw5AbQKQeAVgn5On1aly4HSvRZHaTryFw0qFfJr+YfrfS6YY4Axrp15IqOAgedxeYkDceDz46zDAe7dGiZPgqRV8eRil6NTTTO+JshKtzzwtVd1odgeGdnJ9VH83I+Rvx3Y6o8jYC08iOnB/x39D9H6xiiHJXl+erKb/7mbyaefelLX7rQlidF7tyobKtj2mw28aM/+qP4yZ/8yVQ3P0wliqLx0CsH14vFIjly3LvEtCoHuieSxp/pCMDKskwRBFydPDo6SnJOUHZwcICTkxMAy9B3nhiqlAO+yrvIEQCQ9lqRB0zTarXS2Ot0Osnh9LaS9xwzRVFgMpmg3W6nVQD2TZ3O1utcRVAHg/3XbrcBLFd1FYR7v6rt1LSrxhZ5xv++2qJ81fzrAPJldKqX7887JnD+Re2K8o6uK7jWsvv9/oVJQB2THtHifacAlYBeJ0XoKCi/mZ86IJQ1Hoyn9abM+Cn1OiaBZRh2NC5WUR3Pc33lTpvyu84e+7MK/PW/5hHlE12v09t1OLJOjuv+535H1O12k/5mBNI//MM/XAh9Zb9Hda7DeJQzxbhcUNLJL7UXuhVDT9vVPmFf+T5SbzdPbe/1euh0OhdklhEtPIGalMMAfs0xpk/i1PWBylJu7LbbbVy/fh07Ozvp7SiKsZzP2h8a9eB94v3mdbwszsgfW/ceIxpPdVDXMRJ8FqhfIfP0asCpZKisqcg1dl1BVk5RMV1d+eu2K2e4dODy+9Of/vTK/J403bx5s6KI1g09rVOsLgd+bxXlwCAp6kPlb448fS6tAok6QKR7wCLjGsnCKuDj5RCYUo45Q9ntdhMQpyNLudd9dnqYkss6jUMkm1Si/vqWs7MzdDqdtLKq7dMwMCpbpmE91dh0u12cnp6mVyBExtuVOK9T3/ix9REP3XBE8uq/c/2Xo1wd1uljtm0ymaQVinv37q1V7qNSxBuVN4btbm1t4aWXXsJP/uRPAoh5w/EAnMsCX+HCj8/GU774SiLKiNaHRP2uqzR8nuBqe3s72SJeY1hvt9tFp9PBgwcP8Nprr+Htt99Or0ig3LMuzh/erwOXmt7lS+2U7uEln6J8OCm0WCwwnU7TnlqGMDMEGFie7r0OKejj+Gy322l1QUGb68CIB1H7/X/dWMsBdaVVZbpez5Wlaersvst2rp9zFOXHccTytFxGU1GfeT7unNZhFX8GWO4LBJbjSDFbWZaVFS8Hsqw7x586b2o39JVOXr86fuV0UJRG27/KIfCx6M4mKYp+iPLW1VLqR7/OciLS616m96n/zsm2Uk6XKNaZz+fY3d3F9vY2RqMRrl+/js9+9rMXMBF/e1+vIsXmisk7nU66r5OfPMSObyzQ55TXuVcH8r7/Pz09xWQySVsCnY8sU/nPfNyX0b6O/pN8kkPb6Qt4UX6aptPp4Nq1a3jmmWfSpCl5x7Hq45UTsLS1Wr6WES0mRhPLdfS+WUHVkEBX6nVAndf197pgkOl0Nljz0RUhVdiqTCMj6IrvYevmCp55RA7Vu03Xrl2rFc4IbPnviFzJKx94TdNFwCXnLLtCd+dr3f5zY0TyFZ9IrhVk5voyavMq4KM0m80q4bMKJnRShnuHqLD0yHJ9lopby1cjS6OgJ2JTuUfhNAqcaGw0jJMrpwTbeuojQfVsNsMbb7yR8lA+6qqYkzsNEa0CMS5HOVCUy7OOLjO22Te/+Zu/iStXruDXf/3X8eyzz2J/fz/dfxK6IhpzasgoU81mEx/+8IfxIz/yI+H49wkdOlB+KAuwnORg2XS4NE86ZFpHXy13wNZqtbC3t5cOnGA64NwBGI/HODg4qLyzj896mGSOT54mp5v0OT7LveEAUkgb7/G/A1h/FYPyj/2i4f1ah5yeUfvHPeJMwz1h3Ael4XZ15DJBnupqXeS0sT65/FzXUD9Fk22rMIY7K86XiDzvyJHwsnLl5MK5dfJGZTxXN7cpvhKj4wpYRsv487zPPqdN4eqp2znqcXU61KnhR0/EzvHJeel8jcZXDiuu0785G6L18Ge9n/z5CAt5/+r9KJw4+q31qcPTXkcvM1cO++4f//Ef8d3vfhcf//jHsb29nV7N4uXpKrPnlauf86wozl830+v1KhONqvvLsvo+aQ11Vzvjof85OVMMw6gTAGkChWOCelQP9sqR6kPVc9F3NLmncui6jeNA8Rjx19WrV7G9vY3j42Ps7+9Xohu4V5XPUJ/qgZo+0aD0sNjifeOgTqdTHB4eVuLD153NVQW1SjEruXLjcwpaqVgdDDGdKwzmq/k/DEVGzOvLwVh3gNO7QauAlyulOsoZC1W+UTnRZEeUt9bJjeVl26T3V5UdgfJV4XWrwFNdWbPZLI0tGhG+A5XlU46o7Ll3lafecW8ZnQ7Wlyf9ugNBRcnQHA0J5nVODOk40zB65sHyWq0WxuMxzs7O0Ov1Egg6OjrC7du3wxDRCBQ63yNdkzOWkUyuAp1R3ppfVMZlSWXk/v37AICPfvSjeOWVRzpgfS2KxiXHFPvv5s2b+LEf+7EKOACWfcEV/NFolE6bVl3sK7F0KOnEHh8fX1hRmEwmFyY/NSRdx/rW1hY++MEP4uDgADs7Oyldr9fD/fv3cXR0lMCQ7kGik8gDh1bpj1z/5uwYJ2LUNuleIl7XPViaPx3RCCjrSnVRFJU8NJ9Ix2k9uWLN+rXb7eTErxozXpbej0Acy1agmeOll+t5RNf9XoQpHOjnAH7OQanTEzk9wn5nGpWH7e3tkMdatgNjDz9lmgj8ah7OC95n2DudUx8DzFudVz7P+lDeI57meBT1laeN+KEypflFjp6PSS+bz+QmYnIYRvPVa9q/ubpF+UfYKuKPj/9ceueDO4Yf+tCH8Pzzz+PKlSuViKu6/tP2eftd1ry+fFbPj9GQVM23KC4ePOdyrvzSPmRZxNjcOkLnu9vtJqyiOlPfRsA868aRt9X1otfRJ0nYJxGfNT0/W1tbaeV7PB7jwYMHydnWPHVbCXnIQ2WjsGbl22XofeOgAsB3v/tdPPvss5dyYB4X+YwGcPFdY9oB7lS40onoMm1aBXZV6NYFxU+SXDGsU/foegSIIuC2qs0Ex3XAQdNqver6L1dvT5MzFH5NZ4kjMLOO0/M3f/M3tffv3LmDoliG4vX7fTQay7BdhtsCy5lwOgMnJyfJELC+fLUFnV41Xu6k0sByFbcsy8psPF8ure80U6NMh0TBP1dN2+12mhF88OBB5aAaNcA5A6jOhAOAVWAlGsuR/ObSah1yeVyWjo6OKrzz8KYnoScc8PHDyRD23/Xr1/GpT33qAtDg7G6v16ucOMuQW2D5ui/d36Ryok5wt9tNIJ5yzD2iyltfMWq32xiNRrh//z7efvvt5Ij2+33867/+a1rVGY/HF+zA1tYWut0udnd3kyz5Kb5avvdxBID1GQc7x8fH2NnZQVmeh7fz1FzySlcQgOphgHxNgtaPz5RlmSavIjDvOpn5qqNflvFKp46LyMlx/vgzl+Efr61yYurG6ipHQMv1Oubu5exjxDNvO39rFAvvdbvdpFtztsfr6PZGgS7/62o77+tvlyHKkU/w8z4P4tMVNqA6OcBomAgH5PpByeXHMUPOFnhf+USG69KovOh/XV0jOa67H+UbjZFcpEIkGy6PmsYn+zR/roJ3u110u92KrsnVLceTunarHPFMCmIBjQgBUJFXfU7lQccOJ8mBJQ7zKBh+eBYGcQqdOk7a66m+xCeRbxC1X++p7fb253SeOqGuG7zv9PpwOMRwOMTZ2RmOj4/TifVaPvUAxzpt6mAwSDZR23lZjPG+clBfe+01vPDCC5XY5ss2OmfkItJ7uvLCZ33G3Z8jMMopvXUAah1Fyo9l6IcD9b20khr1WQT+cwo64pnKRJRGB+i6yjEHCnPpI4OQq2ddW3hdVx4ioJUrXym34Z9EcE8FenBwkBzJwWCAZrOJo6OjBHQIZgeDQeWdX8fHx+m9o5Fh01BdfS+ehsFQmfM69/ZRdjXMi7S1tYUHDx6kvLmC1Wicv2JkPB7j1q1btUDGdYIbIl+9zoHXHEjIjdWoPg8DjNeh3/3d38WLL76ITqeDyWSCL3zhC/jWt76VePS4Sescfagf+/0+PvGJT1R4RGdyNBql6+pY0dAztEijVnSFnWVQVxP89vt9AMt91Pp+PObN/FqtVgJZjOLp9/uYTqd48803075N7jPV9tORXSzOX9/EMnK6OHJGXKai1TxNo5NLLjd8XYxeU2d+NpulV0wpyFOb5nuSXP75HCMwFCjpiq6CpkZjuac8GieRQ6J2OJI7Lct5WreqUKePfSzW9dNlyHWll+cOQlQe+agORFmW6R3QHlKr+tj57HIc4RbKgr6rVHlBnnMMaPSLyw/HGyc3vV2sD+VK6TIYqq6/ItsdhXt6edpWHwM5+V0VkRPx2+ulebneyMkSeehtjnik7dGxqvdyzzDvxWKBr3/96/jUpz4FYHm6OO/r9hrlXY5Hyhd9LZb+j5w37UcN61U9wDSRj6B1zfW1niDM5yaTSbj3FVj6D/5GkKh/va80Qs15U4d7I3lQ0v7l/Xa7jXa7jb29PZRlmSaR6Hw6NuP1oigqE5+6R31del85qADSHgZVxOsQO4QM8tm/OooElkKoL0GPFLlu+o8Ex/Ovq0tOQbgCc6WyWCxw9epVvPXWW2vx6klQpPz5va6BuUy63Cwh6+IDNjII0XPkZyQTubq4EllXblUZuqzk+Pkw5eieTd0rQdBdFOerIQcHBym/fr+P559/HtPpFOPxGGVZpvAVOp/A8p2mVGwsx51MghRdPWW4CJ0D7TeOf44rPeyFoSYEUPP5PIW0sqxcH3tYYOQQO79zspMDQE5uCNdNe1n65Cc/icVigV/6pV/CH/7hH+KXf/mX8YUvfAHT6RTf/va3L51fHWk7tL90NZOO3sc+9rH0EvdGo5FWS3k6IrAEEhqiqo4SV+DZfwoKgOVY4utqKK8alsVZb4ICrgL1+32cnJzgqaeewunpKQaDQZqMUblUuSNpGpar4eMk1xN6PcdblQU9wZrl8nCwXq+XnGcHa6ybThgpIOPhRpwoKooiTXDU2aLIJulkgcuxrtKqbDsIju6tGhO5eubycd0erfhGQC+Xjz/nPMrporq+j9JqebpSr+Moej5yNPReZOvm83mKaNDXczCNHuzX7/eT/qf91DJ1XGo4IcehYhkesLVKT2rd60ixQsQjHQ+5PCOdf9l+5XV1TrwOWl4utNftfp1z7XWO8tB6RFgte7RfAAAgAElEQVQk1wamPz09xYMHD3Dr1i3cvHkTV69exe3bt2v5kZNVv075Ur3BPfg6EaJnD+iHeWi7fAFKV/ZVb1KfUSZpu/QtB8ybMstTfX3l1J127QOgejp21I91pPXM8VHLjPSa4xtutVmFPcvyPFz/6OgIk8kkPcOIpXXofeegKgCoUxp1pAK0bmcrUFLB9L07HmqmAlI3a1t3Pbpf13YVHH52d3ffVQeVPOaAVcopff1elXeUnz/rRhFYvgtQ6+j5+gDW9Lm68DtaKVEFGZVL4ilqPvPt/eukKyfrEE9y9dfNTCYTHB4epj5TsMMDTvb29ip7VweDQTKgCjp1L3RZVl8Krv9pBLhyTGBDZ4MOiu5Z5YydAnTde3h2dnbhtSLaDzkgqEbeHVQ3JDnlHqVbBRK1jvrf5eay9NJLL+Hzn/98ct74rtF/+Id/uJT+XEU6dv2jDupgMMAP/dAP4amnnkqOULfbRa/XSzKk+lblQlcmi2L5aheCEw2t7Xa7CaSMx+MkC+rsMvTXX3V07dq1tKrPkF6u1l+9ejWd4uivX+J/naBkWXWTZ3XgV3nr6dy50zKazfP3ATMsutVqpfFLPjMcF1juSeXYIx8JLPwgHv728H2t62w2Q7/frzgzkRPoet/BecSvCNQp77R+rj99TEZ5uTPgz9X1Uc5G5PR/NO4jBzkixzQAMBqNLvTLKt6p7nLMog4jJzL9RGbtM76HmmNE28KxzfHrY5JplJfqDKzCbnV8VZ75f9fj5IPqeXfWcuXnfudWZqO6Ro6hO9W59uacEOevttHrrO1ex7ZFY+L111/HzZs3U+RK9Iy2Vcv3OpMoN2zHYrFI72DXqJCiKNIECNMS01A/s2zVm3TGOLlXF0XlzzIty2o0GknncpuE8kC3nWjeXpbaQtoZr4t+6/O5seJ6LId7I5nK6TJ+c+UVAE5OTpLtXJfedw4q97Q8SpgvUD19a5Wi0/xVYeohHVE4lQ++SKE9TN1zFCkXDqzr16/jX/7lXx5LOQ9LOWUKXDQMlw0F0HzqyvfB5QY45zxEhq7OqWAbXLE7YK8rW1f5c22t4+m6dOvWrQToe73ehZCUk5OT9LoZKh1u/J9Op7h582blcBhVaBxnejCGhnzpShVBq64GsU0aXsP8aEC4D5bPcWy6MifPcv0JVMe3GvGcPEYynDOmnn7d/nqYPnUqyxLD4RBleR7yd/fuXfzO7/wObt++jV/5lV/BH/3RHz1yGUou57qCyoOOPvCBD+BHf/RHMRwOE4igg6n5TKfTNJPN8G+C4263m+Ti9PQUb775Zmho+Xyn00kOK2VQ7zF0ia9JIIDZ29vDlStX8NZbb6HZbGJnZwfT6RR37txJDp4eUEPiKwYY6sowx7rtFgrAtf/020nlzkNbyTc639GKEWVc+cp7ZVmmVVhe09M4tdyoThpeyvaxTzQs77Jjw/VqRLnVqBxwj8qIVnzr6uQU6RrHBnXPrqvjfbIcQFq91HBI7QeVhVVAlb/VudJTobl6xUkQ1odhu7ripQsNDO91Z5ekYD86fCXHmwhbrcJb7ghGsqnXXP6UZzkbwzZpeRFO0LTuoHibc46Tp6vDpu40K7/8ucge+hhiVE5Zltjf38dXv/rVFHnhsha1Laonrym2Ul16fHycnqF8KUbXNvEgI9W1DEfVcF+vm06067M6/vSgL07usx3T6bRyiJK2jau1Wk/tU5JO8Ku+jzDpupiY5UTj3/s8yndVWd1uFzdv3sSbb76ZTeP0vnNQX3vtNWxvb1fCfJXWdTSB6r7SOmHwaz7zxWt++IQ/rzOZWt86qmvPKrCiiv1xOcEPS+s6WUybMy51eUQGI6qHhl54WZGDocrNDViu3gr63Dly5yt6niGQXj83Pl5mVKdVRPlfLBaVFVOdXTw5OcHBwQGuXr2Ka9euod/vY3t7G9euXUuOK5WwhhPqK2h4qJLzlHVYLBYXjmcHkBxYOgL6ntNGo4HDw8NK+wmSyG991YaS8815qTKSA68OdC8Dst3oP2m6c+cOfvqnfxo//uM/jj/7sz/Dz/3cz+Hll19+rHvTFQSTh9pXzWYTo9EIH/zgB/Hiiy+mPc6crKAxXywW6PV66aAtjqXxeJzuax+zDD2wy6MjWMZkMklpNIxLD2lptVq4d+9ecsq2trbwne98B43G+aFNd+7cwcHBQVrxcWDHvPVdcXpgR3RIkvKQddZrOb3D+/rqDY4RrgAUxfkq8fHxcXJafe8Tec8IIN8GMxwOcXR0VMlX6+btd1444Ot0OukF8W6DtVzqg8hpikC922W3D1o3r2NkcyKbHZVVp4NVP0S628t0B8HrGsmAytRiscBoNEq/o5Upt0PECn4tKr/T6SSArXVSGWf+uv2C+ToI1/2p3kZ1nnKnrvpvfd7lI5eO96IIPeVJ7lrUZ/o/16cRZnHnIOKJ1zHCArlvzc8dEP7OhYbm5NZ5uFicby1rNBr4zGc+g06ng1u3buHv/u7vLrQr4ll0Xeui+N0nxpXnXEiibLbb7SRLjjN0y5621ye2iCm0Hqenp5V3xjNPnaBjHTipzok/lrVYLCohv8575w2d4mgLoT67SnZzZSjl9KPmpTznpPE6GDRH7zsH9ejoCFeuXLl0GGNEKlyqWC/zPDtFl9p9sLtxvAxFykvvsR5eJ/2v7Xy3KWck9FrOYK8D+Fc5CA6gmU4BUM7QkI9Rvm44XFnm6hi1PzKSuTKUNx5VoGnriKtIVOJUjurYcXzcuXMHd+7cQbvdxoc//GH0+/10yi+B8Gw2w/HxcWXWkPlQWetpjiQCbM6k67vz2BY67bwHIKUh0GFb+v0+ZrNZ5XUWyhMHsbzmfI0meKIxF4GVVTKr9bgsRcAxl64oCvz+7/8+PvKRj+AP/uAPUJYlvv71r2M0GuGP//iP18pnFSkPKcPqnDUaDezs7ODZZ5/FCy+8gNFolFbseDAP5UL3M9Nh4qrdeDxOEx56aqmGp3M8NBrLEyV1BV77ScvQ1U3OpA+HQ5ycnGA4HCbZ1H00qut1vNDZ5V5Q3T+nx/RrP63ir+pxB7q6cnV8fJxCpQnIOGa4H8gnbgiwdGwqn8hfTl7pQR2RntXr7mDyACUe2EQZ8XcSKo8jgJUD0RGveK0OyEX5RuC+rs3+O+JJNHbdkYnu15E6nNw7Hdkzt6ceXh2l1W9OHlGvkqe6Aqd9pWG5QHUyn5Ez6hjzOdW7LOcy+0/5XE5Prvqfu+f2g9fq+q9OfuryVsclwiPK01Xl58rKjTWvcw6HKb5V3NPr9bC3t4eiOJ8c+5M/+RO88MILF8p0XbEKuxRFkSYviROIG+i0qf6nbaAN0kO9Ipzm35wc9Sgg/vezC/ibE6m+R5bjsyzPX3PW7/eTfWC79fDJiMfOe138Uv5F+JFpXHfm+F6nQzS9TvaSDz4RelmM8b5zUBX4uLOxLlDTdA4u1gWLKtjMg0IL4MLsotY9d2CSC8g6iriufhoG8V5zUKO+yilFf/ayFBnfiP/8jsDHqry9znXAbVV+qgC1TlGZXs7DygqVu8qmgjzeo0NwcnKCf/u3f8Ph4WFyLm7evJn2ekyn0yTr6hyUZZkcEQ/z8tk2Ogt8hg60gytgeaodP3zNTVEUFUWvbVPF6gZGxw0/mocb60i3eH/V/VZyvufoMn3Nsv7pn/4pXXv99dcr9x8XuV5m33e7XTzzzDO4efMmBoNB2s+sB98BSHuNW61WSlMUBe7du3dB/ytIc2NL+WL/6nt11bF1p+jKlStpZW9nZwfz+Rz9fv/CKdUqDwzlZd9pmpOTk8psvbbV+R+NdQWp/ozKgK4KkK+8zk+r1cLJyUmqg4cq5sAH8xkOh9jf3weAyl5WT6t1VzCkY44TEbpK7e+4jMj1X6R/I/tRJ+MOkj1tpF9zILtOB3i6HK8937o681nVr7qKw/tM47bQQyA1vYJ0HatbW1uVcE1geYoqt3rQmeTEI3W+9w3vse/ZDsqz1mGdaI8czyJHSNutY8D7w9PxWh1m4TPufOecTZexKN/ICdH/+jviQ1RnL891Si4fL0/vlWWJZ599Fl/72tdw7dq1tH3o+eefx7e//e0LdYz+18m+RtpQrvT0f9XxzM8nxfmtThT7S/UKJ0apWzUyh/Xme1DLcrlYpRO0qoO9jZwwZOQX06lDrWPA+e79RtvHa9QD7pB6hJF/q7xyPPJb28C664SyjqVo5XVdet85qK+++ipefPHFSue70qoDfpHh0RlAvb6KFMhSmBz0+n6qVeB03bK1DpGy098UrOeee64CSt8p+uAHP5j2v9Upn8jgX4YUFPt1/e2ha15OZMSZflWIUc7Aab6qSCLgQ2VLpZozmF5uVOY3v/lNrCI9hEl5onnpK2Gcb43G+etgjo6OsL29nYCwHnhB5c6JG86GE/RomKe+U4vlUPHpGG00GpX3nwLLU4MBYDqdptNhnW/RGGO7fJVFeVEnW3VGO6Jcmjqg+yj0uPNTcpnmOOOsarfbxY0bN/CBD3wAV65cSSuINKSz2Qy9Xg/z+TwdrAKc71uZTqfY39+v5KngluXpai3/K6hTJ7LRaKRwrLOzM0wmEywWC+zu7qZV+KtXr2Jrawt3797FdDpNq/EKlJkH77sBB+LJl1UrqKvklORggauo2m510rWPeDov8wGWq6icIFBwR171ej0cHx9f2IIQgWbXKdQh5DHLikJLXbacB66rtHy3r87byA7p9yq+R/fqHKOIL37Ny1ilAxxMqm3Td096GQp2+VsdR6+36s+trS1sb29jPB6HkwnU1epkcrwpSNe0BLT6flNf4aLNcF2ek72Ihzkb6ROf/myE23J51uEw5+sqLKTXOZ59osefqcNUWrbey0UVrIOjozQqZ5/85CfTO0Ln8zkGg0GlbOdvjj9eLzqlJF/hVHnj/bJcvhqJv4HqwUNKfEbDz3UiXOs6m83QaJyfQE9s4wfXqeOoPACWC1o8Md5thY4NErel+N5z5y3lwvWFtj3SUXrf+UUe8PUxjFJivbwO60y4R/S+c1CB5aZ6V7i5AaWUMwRqzNdlYhRupR2sIVC8psr6cVAdyPW67uzsvCsOKgHTusD7suB8HSMeKbk6o+aAjunWrXtOgdfJlioNN0SRcnHD6XUtimKtI70j3nhfUWmqg8j3OhKQdDodHBwcVA5U4n1VWvp/Pp+nPX80EjoJQCXP6wzpYYghHdRGo5Fm9Dlpxb1PkcL0vvL7ukKnq9TR8873XN86GFklk6v00GXGyDtB6pzqBOLW1hauXLmCGzduYGdnJ03AAKiACn7zNF2m85OsAaRZW4a0AhejYVSXR6CEwEzrw7KefvppNJtN3L59O+lxHoRUFMtXrYzH48qhXr4Kxf8M2VKgqeki8utaZw+l1LFF8MbwMV1x1nx8vyDBGAGR6kDXB1x1oIPpcqB1Z3nkh07eEvTVAV3/rdd8TEY89HSsh+q5HM/1mqeLxrLqFP8dUZ2tq3NaIh6znYvFeQhulIf2hTsaud/Acm+cRhLwPseMhq8XRVGJgIkOyWKdeYCXypG300MlnefaPq13xNs6u1/Xx1HZUR5Kbqs1r8jGr2NHXLZy6Vgufw8Gg4rdZWRH9Bz71Sfbovo5r5l+PB7jy1/+Mj7+8Y/jtddew0svvZQmzHNtjsZ8ZH/1pHFgiRN8XKuu9XryeV0ZBJYyxEnFKMqSMk/SSXHm4QfTqS7SSQHFm9yaAaAyedhutwEsJ0RzpP0VTQipTVKn3vWiHm4ZYVDNT/0nzVf3mfvizLr0vnRQFfysC/6dIsOgAlfnqK5rVFSQeV0HUJ1xvGxHRnVjGT4A32nyOul3RDnFmzP0kaHKkTt/znMdrB4+ppMN3gaXiah/VVFqWd4WgmANN9Xy6ngQ1WUd0jppHrl8mZYGT8PJptNpCs/U/Z8KSjXchc6phsbo7Jw6EixLFSmNAIA0m6f11ZAT5VUdGNU6+ySTp63jZy7/uj6sA7Sr8ng3SGWGxkid052dHVy9ehU3btxIDqfyjuAXWIIGP6WX9waDAfr9PrrdbppB5rM0pnytkK8gso484OuZZ57B/fv3sb+/j5OTE4xGI0ynU1y5cgXNZhN3795FWZbpvadFUWAwGGA2m2F/fx/j8TjJpk6CqCNIh1uBEkPRNG2On9HqvwIJ/lf51lModV8q73c6ncoKsM7O+4SQ8o3RDUWxXO1iP2k9cjJCkMX6NxqNFIp/mXFRB2qdPzl9nftdR3X22vNY5cjkyPVUhAkiJ5VyBiwn8BWY6oRbZC9ztoxpOIlTlstXjDk/dKKIcqOrqfxQ/lWn+2FLavsUaEd9UPd/FU+dD/o/4lXd4kLkeEQyEtlVvc9ytM5Rvqvy1/7nfn/qZ+D8hOejo6NsOY5hIrkAcAEnsV+/9KUv4dOf/nTS/91uF51OB9/73vcu8MCjs7RN0fjmqeh8RvUvo7e0rmqTlLfUczqZwvIYhUAcksMC2m5ddQVQwSqaRm2e2oJGo5Em7Hd2di5Mfup+Tk76OL7Xejovec95wWf1sKloAY7fqnc8iod1imzUZemRHNSiKF4FcAhgDuCsLMuPFUWxB+ALAD4I4FUA/31ZlvcfpRwnfSG6zwBcsv4XFHM0S7dK6QF5RakzliSfpagjV6x1AMDTqqDO5+evTfBNy+8EuTKu66+6Plwl4Kv63xXLOvLig8zr4QNWy3oYeaTMeB0jMOqz4T6pchlQlDMKzMNnDF0hKTihYp9MJpUVTq5++qyer5ARDFFRc7WUYTA0PkVxvkLsx8JzDNOwrAK1btC1fR5atgrg1emL6HeuPx7l/jtJygv9UDe3222MRiPs7OxgOBxWVu3IKzqaXHWnYzsej9FoNNK7UemUAkj7SanLms1m2kZweHiIwWCQJitYp06ng5s3b2I6nWI6nWI8HgMAdnZ28Nxzz+GNN95IDjTlluV1u13M53Ps7+9fmDRRudLtA9FY1bozneuQdfSipvfnNcz35OQkzbrTWaBTynBe3UcalddoNCpRMAcHBxcijlbVb7FYpImj3FiOnCjlkctcdE/Li8jtvd9zXZh7PkqzyqZpP0U2pK6uq8rS0EUNzY4AIusQ8Vl/q17nOGUkjUfFANUoBZV59itX7anraU942E1uMoaf6OyOdXVhpPtX2e7cJIc7JNFhYZFcej6azkOac/gzyiNqo9aT77zmPUaeTCaTC/oniuxgH+ZCgX0Cgp/Pfe5z+O53v4u//Mu/TLL00ksv4Rd+4Rfwla98JU2kRPzPXWc7iSd8zFLW1EnV6BfnXxThyDwpb0WxfE0YPz75o9uS9FsjaLSfqYt5HcAF28hICK6k0tat2pOq/cn6RfqV6Rlx43XW7TS5tutCg9o4Hfuc2FwXjyrl14rXp8+WZfnTZVl+7Pv//wOA/1SW5Q8D+E/f//9Y6U//9E/DE0IfhnLGTWcS6hQNSWclmIaAxU8IdmGJSMuOAHEdOdBxwXqnaV0eAhcBr1/P5Q9Uw+uiMjRPBypuqJX3qqgj3kb1ccMWtcfrQ3nREAw3IF621lOBwGWVgRtWB2KUHZ1po3KlwvTwPQJQPRmVhw2wDO5P5Hspe71eBRSR+C49vntVDRRXcdSw0DlmHXQGPurn6LqOG+d/BGyUlzkw4pTLa53+e684qjnntNlsYm9vD7u7u7h27dqFSUXg4mwv+1InIXd3d3HlypUEBrlq6hN8k8kEs9ksTcRtbW1hOByi0Whge3sbu7u7uH//PsbjMZ566imMx2PcuXMHt2/fxq1bt3D16lU888wzWCwW6d2rdI4PDw+xv7+fZNf1t06OqC3wcbRKbphGvyPHQvPQ8Fkvg06qy3m/309peRAV05dlmSZ9ut1uAuAnJyc4OTlJz2o/az2VWC73oVE/0VFW4Kf61tugNsT1ajRWtXznpYMu53/E+6hdubZGmMKBoesST5+rT+4/V2MIplVfR/yIeK1191OaGXZPR1LBqIJS2gTymPlwzFJOdWEhmiDJja0cD1bxymWpjiKZcRnz+jG922wtP0rP/y4XUd3rZFLr5td1jPF5Tlg5v6LynCf62+0qddBoNEJRFHjllVdSfV966SW89tpr6Pf7lfeUa5tyttL5qXs8Pa3KrK7Qc8JaMYryK8KPfE4Xrly+9YRgTgbwXfH8sH2dTicdKqnbXDQN/Y/ZbJYOUNKJctXzuhKqZfd6PQwGAwyHQ/T7ffT7fQwGA/R6vcqBTj7x7jxgPSgrTKPbrNge5Vuksz3vdehJhPj+OwCf+f7v3wfwFQD/6+MuRL17/awD7Jz8OZ09iZiaUySciVjV6cyDM8l1pJ28Kp3mrddzyuudJFUu6/SVK9Tc7F0OxOScWx3cdWVHDvVl+JcDHayDr3YyjYI41iO30q7Ags/X8SpHzisqE83fVzy1DL5nTJ/TEEKeEExQynbqjDjL4SorjQlfak2jRP5x7Gh9x+Mx5vM5Dg8PMZvN0ow/392ofPI+9nqokxyBDu0DB3tubLU8l+tcP/kYrpP99wq5g9rpdLC9vY3t7e108JGHjHICYTqd4vDwEFeuXMFwOEwh4gDQ6/Wwvb2d9kV6mJ0DkrOzM/T7/VTGaDTC8fFx2qO8u7ubZthPT0/TpAhXbOkc9/t9HB4e4o033rgQsuR7YsuyTIchsU6cNdbJFAdmfNZBrN53J0PHI/+r7JVlWRlzelgZie3j66D8VQlbW1s4Pj5OkwUKygiEuCqhr6xxR0fHp56qCSDxWkNGvW9X6Wktw9uo/xX8ed00P9cNGn6naSLyce7PRPyJno9koE6fU6507FEH58LsVIZybYtwla7Eq02kg+yrphriqBMDvvVJ26s610POI35EMhL1RSQjEXCOdK/aVi0zhzP0+WhMaF/7Sq3/j+yVXo9I8/IoD4ba58ZKdC2HKd3WsT17e3t4/fXXK3jrG9/4Bn7xF38Rt27dwt7eXjoNPFePaAwpKYaIcCWxE+XN6+qhtcpTtoOYXscR09LGLRbLAx9dV+sJ8RoVxAlWXZn28ULnmhExGsmlOM8dVqZjnXiAkcsh6xtNariNiTCLym5UH03vmHFdetQV1BLA/10UxTeKovjV7197qizL732/Ad8DcCN6sCiKXy2K4j8XRfGfL1voYrFI78LLgf3HAd78WGoXcCd9JxOJnZMb/A5W/P66VKccc4L4TpIbxDplmKOcIYo+ml77zyc1eL/OCXDwGNU1Apz8rWWpvHq+BNhqoOoUi9eDeT7MCqq3yw2rlqPvjNSZQ6bXFVO2y1ecOBvP/IqiwHg8Tsr0+Pi4cuCA81bDzVS5M5Tw5OQE4/EY0+kUb775ZradWif9duPogMF57/+9v+rA6aq+uqxSf6fIAZcC5Gazie3t7TSLqzKgelvHQ6PRwIMHD3B0dIRWq4UXX3wRJycnadaZTqf2hb7Oa7FYpPA16js6X0VxPvnB/VDz+TztMd3d3QVwvneasn39+nUcHx/j9u3blf7jR9tD0tdkcJaZ+64YZkvnLtenOR3G9unYz/UH68LnOVb5vyiK9O5Z1lX3hzoYYX01soN9AVRPJI70R+QE6MFIkQ6LZMz1KikaPwoyNf9olTmy767/XP9r/dz58LxyVGdP6tJ7vdQJcTzhk5s68ebglnKtqyGMbNFQRJbBiJdGo5GiWjSNR56wHI1+UFCtNk9tYGTTVvEu0uk5PuYocsqU7+uUG+Wj356XyprLlfJC886VlRsz3PpAXZTjVWQbeT0aF/rc0dERrl27dqH/5/M5tre3K+9gdn2TyzOnFzSKQ9PSBvhkiE6gMK1Grqkt63Q6aVJRedtqtVKkAh3NZrNZ0e85O89oMPoLvBdhZHVgORmoK7ZsD/M8OjrCwcEBDg4OMB6P06S98pN1zuFx8lJtnOI3DevN+Ue8p6cM09Zchh51BfW/LsvyVlEUNwD8eVEU/7zug2VZfh7A5wGgKIpLoenFYoHJZILBYPBEwRs7QwV5VXpg+UoOEoVLV0tdkeeoThlGZdfdL8sSn/zkJ/HVr361Nu3jJgc9ubq6oCvl2q+KPAcKlIccLK4I68pUoBXlv+r5CIxrvUhUcg7unDd6LwJE68hLRDr7TXJwrm2gkuUKp66WAkiOARWorrSq460h9UVR3VeqClVn7jXkV0+BpNN8enqKt99+G8PhEG+//faFfnYgwLbqCgGwfIfkOvIb8czT55R5DrDU5f9eIB17aoS63S52dnbQ6/WSg+pptM2UqcVigYODA1y7dg3AcgW+3W5jMBikPaCaR7PZTA4W5Y+6lu+WK8sy7WEdDAZ45ZVXcHZ2hmeffTb1d1GcH/4zGo1w584dvPXWWwCqryHQb60/T5VkSLDu2aQDqHtB9VAxkgJy7+OiOH/ZPYBK2Fn0PPlIcEa+0DHg9bIsMRwOcXh4WHkVztnZWVq9VieGz7EfadMUvOT0E8mBobbPAYyPTabL6UJ9jmWpjPr9aDWsblw65crPkTtGkc6uyytnN3T8+V6vCCRH/OI4omxTV+t9oHp4JAEsyxyPx2miUk8v1S0gRXH+3keNJIj4qCCYMhm1KacLIz5GfKvrt5xDVNfnXrdc/TxUU2XDeeJpI1wQlcNr+iywPMSQ4Zm005E99DLVYXJ+KO3v72M4HKLb7WIymQA4l4WvfOUr+NznPoe7d++mV84wj2iFra4f1Z5oFA0xgO7V1PrryigPIWIZul1BdbEvFBBrRHpJJ988moFp+eFp9dE2QOeN9ivbOplMLiykkdc5PZzTbb5K7DrJx6fKrUfQuQ7Rci5Dj+SglmV56/vfbxVF8R8B/ByAN4uiuFmW5feKorgJ4K1HKSNHutqkHb6OoViHfNC4kYuIipSDRMMLopeQq1H2wRn9rgOmubb7IHs3VlFZdg4wROkvQ+v0DdP5Sh6ve5nK62gSYRW/dYDrqlJkXJgf5VkBc7QaqsqT9dOyH3YMRPKVU3C8x6SmYNsAACAASURBVD0Pp6en6dAF7WfKPfcyOBhUh1MPWtLZPZ/w0RlAGouyLJPDenZ2lkJpXnnllQt1dt5r21Upqw6oA0L6vBt6fy7ir19fJcsPo+gfN/mY0/5sNptp5XRvb68iD6qvc9e2trZw+/ZtXLt2DaPRKL1fl2Hf4/E48ZgrODT0KlNFUaQ9c71eD/1+Hz/yIz+Cv/iLv0ivSOn3+2myo9FoYDAY4O2338bh4eGFyQlgKXssR8OBG41GZRzQgWQYGF/foqf41vFXD63gKqWOecq6P8e2z2azdAryyckJut1uODHU6XTSYUo8/Vjllo6p2yrtMx68FI0rdTC0f9QhisLVVukev6bPad0cRCpY9WeVj94OpwjAO/CL0uTyi+rq7YpID5uJbBuf13Hh+erkJPur1+tVJkJ8FUmdgrIsUz2435QgXt9VzY+eTsrVV62/Al9guRKc0585PtZdy/V9hA2Uj5FsRv0WyajbCSd3TPS5VfgvaqM6+oonHJvk5DEnz86bSPb++q//Gp/5zGfwxhtv4N69exgOh/ihH/ohfPnLXw7th/JH+eY20mVZ28SJOKZTx0l5AiwPB+J/xWccCzpR7ljEJ1+0v5iWuMYjF9wR5nYJLZNlANWT2QFUFgIiXRfxL+rb6Bm/r/9zWJTEyVeNBGQf1ZWVo4cO8S2KYlAUxYi/Afy3AP4fAP8XgH///WT/HsD/+bBl1JE6qA+zdOx0WdDnQJvkG889Bj7qdHdc9PnL1NEF1ZUbldUzzzxzqbY+KrFs/tb6+rXLUsTT3D1V0g4+V9UhOsFWyZVT7qPplPR1GQxTXRWq60rd816XrxEY049e9z6jbAPL/UnT6TTte6MizRkjHRcEzNwryP2JzJdlEuhz1ZTPHR4eYjKZpPe77e/v4/Dw8ELbcgDW7+uYcV6sC5Q831z/v19JeUkA22yen6g7GAySA6f8dv6rg8qwqsVigcPDwzRZwxWZwWCQDuDgyg3BhE7y6f9Op4Pd3V38zM/8DP72b/82nYo4GAwwHo9xdHSUVhHu3LmTwsO1z3zCZDQaYXd3N9WVcsvV/5OTk/QKlclkgsVikVaCHegDFyeX9Jt6gTqCzzPMLGcr9GANjVJweeakgoJV37/EPMlrTVuW+X1t2jaCLI2WiLYqRCA4srfRWHJA5jrUX2zPtnsf5MBYTo69zgrao2c8X697TkdEOlnDb70+zg+VZ6aJsAnlVevPvuKz1MHugDLUUCcdfC9q1KbI0VE7UKdjIzvv9+p0tvJdHbYI4Hs9tZ/5DPmk/71u0ZhXHkflK1+0Ln7f66H1pD7hmFWHzsebT6RF2CDiVVEUePDgAf78z/8ch4eHeOGFFwAAX/ziFyvvZo/Gjpfn/ylT0SS+T8CprtX05AMn2HVyXGVAX2XGdBpm2+l0KocdAcutHopN9PA8Orn6tgGew8DX8vEaD3ukLWGe5AXHbhRGG+mmiMeun5RnLmeRHnPbrfqUddH6XYYeZQX1KQD/8fuV3ALwR2VZfrEoipcB/B9FUfzPAL4D4L97hDKypAJaR5GCyaV7WIoGkf520HuZfF0wHrZu/v1OU90gedi2Rc/X8UpXAOqUemQUHpZvDmJySt33nirA1IGea9vDyJe2L5efh7bkgB2AymEnANKhNkyv4YA6s6urKzxIQJUZV181L66WMsSFSn02m+H4+BiHh4dpZp/kPIxAkQMkBQ3KmzpygJW7HxnjVc++FygCg+q0MLx3MBiEob0qQ75ax+iTVquVQO5wOERRFOl9pDzUiBMRBAiaL1cGR6MR5vM5PvKRj+Dv//7vcXJykvbHtttt7O/vY7FY4Pr163jzzTdxcnKCe/fuXQh7I0ApiiKdDk2AQLABVAEUZVsPd6KjnQOtzmOWz/FG0KSAnRM2rmsAVMacjiHep4PLld2yLNNeXDo+3K9GncQ8uGrq9XXyqBVfydNxFzkvkf6M+KRATcvmKrvP6FOHUO58wnKVjcqN08i2eD3X1QFR+c5rd/wUmJdlWRkjwMXVSHdIdJKCTozqYo3y0TBybx8nN3zMMx89ETjCUNoX0YF6LkOrKMdbv882ad3q+j8q38vSU7MZ8gpc7AMtp4432v5IhpR3qgP0W0O0Vd/V8Y911t9uQ7Vti8UCr732Gr7zne+EMq1yG1GkF/kM5VBJI1z8QDrqTzqZOoEXlasLBtSRjh3JS/Jc89MtSfP5vPLuVtVnZbl0Ztku3R/MOuteWvJF664yy3s+ZpyvuVf9RGHDOSI/Vf9qZIyu/F4Wnz60g1qW5X8B8FPB9bsA/puHzXddeuWVV/CJT3yiMuiizsgZAKdVg1Pzyw00/taQCmD5InoqAn+OHRud6Bsp4xzVKV4dPA/rbD0q1Sn6nCJaRdovkeLU/HVfWMSHdR21uvSR8loVRtNoLE+35ewblRrv67fXRY3Rw1IEthwAKVGW9P11CjKpTJnW6w+gEuqoMs7yfGaUablvRkN99Z1nrIs+621V+XDwrNd0Rtt54/KW4+E6gFSf028v1599N0kdIn4ajQZGo1HlUCOmzT2j97vdbuU9offv3097R2nk5/N52vdMJ1XzIiC7evUq9vb2MBwO8c1vfhPj8Rij0Sg9Q7DQ7XbTwVqTySTJdLPZTMfya1QDnUMCAt0Tq/rCgRsP9mIdSZHjpf85jvwVNywjerc1y2TIm04IEZg2m8tXhwDLSSd31BgqzFUwBVIRYNSxoMA70rmup1UWVjkgnt7HHfvP8QHbyrGuJx77apPr8wjorTsOc+3x66vyi3io3+oE+hhT26GOAdOpA8o8nCck5q8r49yDynryWZVRTlZ6e/xbJ31cT9bhoYjPdXIU8Vb73zFYTjaAi6umZVmmU8mV71wVi/JQW7TK7rgckdQp0ImGxeL8FVr9fh9lWWJ7exv37t270FatUySrubHBMjRNLk9N77pkHayoIbplWaZ9tYpXiBHonPJgI8qmjx0+T3tAPuaiqIjTPDKE5yJw9d8ncdhHLFMxCvNlv9F5pa73va86XlUH5GSD6fywPu1DtRm6gKB113fUk3RrY26MXIaexGtm3hE6Pj5O+2vc+NQxYpVSqzOgmi5HbpiZnrOYkVJalWeUbtUzkaOhdXqnyeu/ymCsW8fIEEUzcpzlUaN5GT7k+J0DKKyHrzLqM6rMPOwjp9hzBiviJ/fRrSJ/3tuZA9B0qtWR1oMJaBQUkKjhcmCtCp98YZuZF9uv+92iCSGdKdbZ92g8O39VftyQRaDY+6pOl3h/1Y3/dUHYO0nOR/0Q9I9GI4xGowuz9mo89TkFJToLzA8PTeJ1rtzx/bkajjufz7Gzs4PnnnsuHdDx1ltv4fj4GIPBoHIgEPPqdDq4f/9+OjSjLM8PVOp2u5hOp5hMJkmGde8zsNxzQ5Ci6XxiikbdAUsdqTM6m80wHA4rM/Pkn76uxftKxyBBBVewAKSwLK4u5/Z8O6AhmFMnxLdC8OMz+wrOIkAe6bUIGCuftL6tViu9wzU3ToqiqBwcpXXWcZ7TxVovdxhy49//u0N0Gco5X6oPnS+RntIzD4CLJ//yWS1LQXFZlil8nbqWut11uk9wEAT7xCLboABZebYOr3J63q/l7LeXk1sJivQ/81AMwAkeHnbGCatokpb5rGsnojrxGV2p5theLBaVQw2jBRIdc66nlb8Rrsvpe31W7wO4MPZz/aL9obqD8hKtIjKdv11A90wyXF3vqx5UHKR19KgDYHlAJHEnZcBXQJkH9bLuP+W48klDPavE+aJ10vq7/OjqbE7O2SZOrlDHU47ZFl2IUN2j9asba3X0vnVQASQQ4eFNdasOOfIO1mtOboQiw6MDkkqW+498RlIHqhsClufAOqpbNKhVCNU5ezfInQG/t45Rd1Je638n3QMTGWCvo4OjSCZySpSKXGcFozayDF3ZjZQGv1UBRHl62//t3/5t5Xt2o7az/nrdy2O9+VoPrgxxVZShc2pEFEDRUOvMnypUKvter5d+e2gOw5MU4Oh7ZL1/ovFaZxAdPOkzyoso7zrg6jy/rK7SZ98Ncv4RiLE/dnd3MRwOK8BEHU5/NtKDfAcuD/A5PT1Nq6a6lxM4f08qDfJzzz2XHKp79+6lfaH9fh8HBwfpdFqGu45Go/QaIjqWu7u7ODk5SftJ6bBS9gg4KOMMBSMI4cRNt9vF0dFRylcnXuoAcyQ3/J5MJmnMKdjxd5nqM7qPezweo91uJ5DMtMyPjv/x8TFmsxk6nQ7K8nwVlaswJO7BGo/HAFCJEHJ95v0cAaNVcuY8itIRRHlYb1kuT3tW/aROtuOHyBbk9H/OFjjVge665513uTLViVC7oWVxRUlPG/VJPjqX6ihG5wUoj1UGNZRdnVHaI48+cF7wWXdQPY1fj/RtNCZyz9fp58imuJ7X6B9OlGi+jMbY29tL+ojjjjY0qqM7b7ymzkxdPT0fPcDNZSBql1Nu7DrGdL4rHnAcpvlFE+tubxeLRXKYFBNoPbRsf5b5cZUzV1/q7uhZ1w2q25k3n6W+pCOqES1Mw7BknfzhWNS86TgqztI6qi3VeiuvHdeyDJZD2WReevifLkSQ17Tzriu1Xv+/clBffvll/PAP/3B6lYAfvb/K0XSKlL0P2JxRcKAbOYIMgfGZbtZRjenjIK8/leYzzzwTvhvySRIHiDvgkVHx33V5KkUAmDygoeAKiRswAhjllzpU6zgSqtTUKEdpSHzHnDtCCgrcyarjhTuXD0s+yRM5EqwbwYnv21H+uREn6GB6PcBFxwIdAS9Ty9HJAJ8xjBxST0eK+tjHsQPEOnKDGpHrl3XpMmkfF0V8ZF/x0+v1sLOzUzkUITKWmhevc0VzMpmkFRga9KOjI3S73corUPQ9o51OB4PBAPfu3cN4PMbp6WlaWR2NRnj99dfRarXw9NNP4+7du2i1WhgOh/je976XDH1RnO9zZdirRjP4/mm2lf95wIUemHF0dJSc26Io0nvvdMXOKQJTfI6Ah3xttVrJgQbOHWOCXOWvgyt1lFlXBUAsazqdpn1T7iSQB/oOVAdnTEeeEJTp2GXaaExF9ld5FFFRFJWwXraPE5Ta7txBdDng7fcjEO96J8rb763jBES6WJ/X/NRxVMdTy6bO1UkkB7hatubfbC7f96h1nM1mF8Ao0+gEzWAwSKdxR3xwW+h2R69HE6BRv62Smdx/l7mcrES4gTxVHnGyjHqJq3Z8NdXx8XHFsdI+i+pWh1lzbePHX+UW6Xcntc8+qUH9EuE41QdANdpKcQFJ8/e2lGU1VJdywLzUSSXpKqDKsZ6eS2zYaDSS484xohOS6lA6n1Qm1V4wHQ874uFMWn+tn/73KBWdOI+2ZFDfqR7SxQ0AlbGrr6ZSp9nfOqKr7KrrtXyftNI+YL0uQ+9rB/X4+DitqhBk6AvKLwviogGfS+dUB1q1I9VweAe6IXgc5IOyLM9fzfBeoXWAR2T0VdEqSHaFzuc5MDR+n2VGhr4OQOTSsSxfOa2jTqeTFJfKhOatisXBifNI/69LVGD+bF39WQdOuhB8MB916qPZX9+rRMWqB7n4jC7rxhUA33cavfdMeal19//6W8vPraDmZEbv52QgqstlddW7TdHYazQa6Pf7yXHT67lxq3lRntTJOzk5QavVwmQywWw2Q7/fx/HxMYbDIabTKWazGXZ2dtDtdnH79m1Mp1McHh4mHet734BznvMEX8oYw3l5miLlQPeEF0WRnGGeVEpnlnLIVToeNAQgrQQrSMg5qKxf9J91YDQBoxD4apgImJHcaWH7dLVNwQNXrrXMaBwruNH+dbvDOjBdBEojvab5+m8fR+xXnagsy7KyisXr5JmeUuz1V4rGvPPC9bbWUf9HTk2uzFUUOVC6NYJE+fDJQl0h0fwiwMzVTJUJbrMCUFkBJID1MMTt7W3M5/MLoa3sG99fV5ZlBdNpXpHNy+nbVddzts7rUpefp1fHQJ2Jw8NDFEWBnZ0dnJ6eYmdnB8fHxyiKAqPRCKenpzg+Pk75RTZmlf13eQAuTijrJA7Tuu1yGczhD33+4OCgtm5KlKtVq/7eLsqx72VW+dU92KofFasQTwBIYbaUWz+Yiwth7hiSj/qqPG2DTgKx/poPX/+lk/F8luVoxAEjdHSygJjI+a5lRk4/+1L5yElUPs9V1U6ng+l0miKLIgfZ5bMOl69Dj77U8i7S3bt3k6Gmd+77ZID1Q+HWSZdTaAq6coBWAVhkqB4HUK3Lg3VYLBb46Ec/+kjlXJZywCJSeJEhcmMeAWR/lr/1cA81ug6icv2xCqxovVzp1xHDFHVlwXmWMwQRMNJ6XIa8/dE9/VZQT+XlfeSzoTQCBDi6L0MNOfPPbbTnfS2DCtUNscuO5uEyGLXdJ5Fyfc48XJ4iuYoA67oUGZZ3mlxv6YfhvRxvWmcdG9FH20V5or5kiOr+/n5apWTI78nJCY6OjpLhPDg4qMhHq9XC7du3URQF+v1+en5vbw/7+/vodDoYDoeVV8S406aHCs3nc7z99tt48OBBcoBZfzpCepq16n2mU+c1GsOuExVEUf4BVGwf66srmqq/dDJHQ7S0HNVd2ham4VYa1kP7lb8VBEfty/3XPHO2QNulssR0av81L66SkF+TySS9o5OrIlF5Lp91+qTOeVA+5NqVs48RrdIdOkmoz+ikobdT/2skEceQrgbp6agEqY67ooig7e1tFEWR+O8OiU7gROPC25zjV6RTonSRHnc+OSmvcvkxDdvv7xYm7w4ODtDr9TCbzbC9vY29vb0kw6PRKOUbRRvkeBTZn2iCkFsW9LUmzjPFspGeyGGjqI9Ut+j4VXnM4Yeo/1X2vN7R5J9OImrZKqfUi8RjykeN8nGbrzhEzxyps/dq3/haPUYE6ZijXmO58/k82Rd97zAjjRx/enl6XSf2eU33S3PCknziBFS/30en00mRf8pPtXe6XzWnO1fR+3oFFUAFQOjStivAdYB7TphWgX83YDqQPaxNwUo08OhIOUUDOaLcYOaHA7JuH+bjpGeeeQa7u7sAqq8XqAPXEUBTB5QDSWdnmI5plDTELAL2kWLW3w6YIv47YMq1SfuZMf4a8pdzPDzfOkd4FX9XUdRG/c+yyVeeusoZPg0vAZZhfjqLWRRFAolqLBhayT7XsBLWQcc2xwuNlR6e5AZGv92Q5/o8mh3U33rPwUtOVtaRp4h8Jf2dJG+7yjvH4fb2NnZ2dirXIlCi+SnfaDT5Ohmg+mqo8XiMTqeDvb09TKfTdCLvjRs38K1vfSu9b5SGnEab8sSVWDq2zWYTOzs7ycF1IMln+FoZyp1GDGjYl56H4DyjQ62HKgGxo0I55eQVUH1dDO9x9pqH02hkgeZNfmioMFem1dEgMNJXTnC/L5/h6jjtGOvC9rTb7dR3kT6OJuH4rSDGxxHT+ESk8lrrps9xjzL7jqsU6nyrjDrYj+xDzoa4zY0whLcrR1FbIp6ozJDHOtZc33k9ufJD3vO/gn9dHdJVHTo2XNnxw/D4PPcv37t3L00+ug2LcFEUDp/DZZFereOx1iHijadVXipGUcwWOQH+/mMdP4eHhxiNRijL84m569evYz6f480338RwOLzwHm9fAVe96bLLb50wZL14P/fKG83beaKTCC5Xyp/oGbW/Wm99XvP1j+fJuqke87IdJwDVMF0Pf/X6+W/N1yfFPR+vr28j04gOjQZ1nMvflBsvE1hO1Pt4YR21LTphR/ugq9Kso04Ws+08bI/l+dkHWn/yycfJuvS+d1CVyQqYGNoVGRggD/B8sPm1OqIQc9Dpqh3zceMb5cF8cvdX1SGnqPnxgfYkif2j9WE92U6nyPg7X/zlyJGiBJBi/fUEzpwTET3vyi6qZwSsvP5aXqNR3b+mKz583p2RqD5qrDy8ZJWcRO1wWXEeqTJUcEEDrPXx8BhVUASKek1XPpRPWhcaca+PGxo3EvxWOYx45P91Jdd5FfEwJwN1wCn6varv1gFfT4oiw099OxwO08w/7/F3xOsIyBDgckLDeXJwcJBWaafTKV588UW8/fbbODo6ArCUEeAc3B4dHaEoiiSfnNUlMOTKqYY0AcuDj+icTqdTtFqttArL9ilI4EFCug+UtkCBk4/ViCL5YF50RF0f8r6fPklS3ee2kXXTMxLorHpIPQENn3EHmf91glbb5GPF9YSD8Agku03zVXvmwe0sLI+An/V1hzcqU4Gw62QHo3V6YNW1db4j3RD1o1K04uX1UNnQyZHItvlY4eFIPJxKJ4qo6/m+YW23Tljrqq/W0SeM1qGIx7nrERbTsqL7vqKp8uFlsgyeIk455RhdLBZ48OBB4vloNMJiscDu7i7u37+ftiK4HvAxEbVFMZCOQ+595Su9NFKoLl/mqW2uw3ar+kCdapdftdc++R/Jt9p9xYZ62JdiFsVd/HBFkGXppDZQ3SahY512hXZCn3UZUVwTYVddjaWtYDl0Kll/EmWJafzUa8VdxMDT6fTCok/Un95vyke1/7R/tEOKFZUPjsFW0fs6xBdAClVwR5WgyU++AurBe6So3PnRdJ5egTmFiwpJT5Ktq8u6ijiiVQZQQfw7QXXKap1nSTqAOXidlxG12+0LcfLMW5VTjlbdjwx4rn0c8H5wRF2++pz/1vppPS4rP/6cl+0fEmf7uA+V9/1QlsjIuXKkMtbQXh97/K8h0XqfzkmuH5xXfk9nefV+NDuuvPOyIiMfXVuVz6qyHkVPXIa8HW6cGo0GBoMBdnd307tP9Z7zWw2mgwHqT77YnkZXQcHBwQH6/X5atdnf369MXBCU8BChRqOR9qxyhWIwGKSwJd1fyQktAOkk29lslmbceZIhZU2dQcr1YDCoHBJVlssTEX1lmeRy7mNG28V8VO7V8LP+Pg78UKDopG0N62KYrx7E5I4tV6q1nqqj/bo/u1gsKs97m6N2+JgHlnv5Xc50pURf86Zh2BEpIGPZkQ50YK/k7Xe9xufXxQCRjnF+uLPhK6kO0BWQU/51RZwr776SxDz4n+NVxwSf48E/2j+qFzSawOsXvS91XfJ+WsVX7ZMcD6N8ozwju3V8fJyiNFRn8D9Xo3gIFSfieKiSy30O1/oY0q00jUYj7XmMnMwoj4hXnq7O8cjZQ51Q0uvKw7q6AAhlhBiBdiPqI8+bmIw6Q8eoYg0NA9bTdf2kX+J91sHDXUnu8PJMA9olPsc28T7HDZ/T1VWOP54MTbmbzWbpnB4e1gRUQ/qbzeW7vzlJq4sKjLrxxQjaJE74np6eViY/KN+X9Tve9w7q17/+9SwYorCpAQZigY8Mo95bRzmqUlPlBlRnBnN7ZXXgOkDxOtYpkDqFSWHhOwSfNHm5OSOrFDlHvK6DvI4/wPK0QQ7KCEyoAo/q5LOjClSimWnP25WRbsTXGWovy0GFAoRV9QPOQ3cuE8YdGbyoLiSCV8468v5isQjD67WufFafoZJV+ddv5QVn/5T/ulJVd6iGtlfbrfcdJClFIDniX46fdbyOqA5AXxawPQpFzoZ+tre30e/3w/3ICoAdjNQ5Mbp3XGduDw4Okuzdvn0bwFLX8zfBHq9zbw8NpRpqBUqMvFEHhs4P/6tdaTTOTx7WPTtad7bFD4vJ8df71PUOJ3D0/YV0qrVfVLdrnhq+pSvHwMVDyXRrBHnLFQLN29vJfvIQNAU86gCx7qtI9a7yR9vNawRY7F/qBV0N0Xy9TTkg7n0T6YOcXtB7kS7KOUE5XngZOqaUH5Fe0jZyzPreb4Jx3zbBscf+ZH7z+RzHx8cJzEb9pOXmossUeK8aN7y+il91/bjKdjt2cbuidY/K0zaOx2McHh6m7S3ej0dHR2n7wXA4TJNdfN1ark2rsBTH6O7ubnqvM3WcbqlxXkT/+Wk2m+j3+xgMBuh2u0n/a3scE9fhbOdXDnsAy1Vh6hq11eSr6h/tQ+oQyhbz8RBarbNiGJ204Thhf9YtAHGM8fV8ORnh87PZLO3XZt9wEp/l8XVo1Mu0DZqXtsnthYbkl2WZytTJC/aD8kXDiYn3dBsKn2U9oonqdeh976C++uqrFVDkDFDF6+SDoY7WAYMqxARU/O/lRID4MlT3TJ3C4n3d0P1OkNbHZ1NZJ/2t/6k8fCUlVwbz5qpedDKgPqPKRAFVJFPrAgznvzpgqvR0FtvTRwYpAhlqJJnPq6++mt5PuIoi3kSgKnqOCg9AxTGM2knSccGxQYPpoSs0AFSGOnvIvRB8Xmf2tY7e5zn5iwCn1jGXTuXE/5OvXk6uD5zqgMfD6I1HIW2XAuFut4vRaITBYFABx1H9PMpFr+nYns/n2N7erjiowHLfDcvgRIyGdZGXOrPLkLatra10Oq3utWSkBd+dSlDgx/rrXk53nFlvzq7rK6To9DJfX3GIgFuk57gKSqeBE50MrSUfdQJUZZKz2sDyJEmtQ1EUlRVYTqgxLz1USO2dhtJqH2s/67tbVS+z/ipjOZDqQJfhdSprnIzQ9Ax9U9Dm/Heg6OXn7EEOe2hf+rh3PaJl5iiyCfqc119tRNQW9i955dEn+jwBPU+5piwToFIeVWfymTqnxG2D9iuAyupYxKc6nevOTYQNI3IZ02v+nJbvdfT+5f+zszMcHBxUDktTzMFtCdPpFFeuXEm4J/f2hZyMActQ0bIs0wnB7BvqQR0Xnh+/XbYYzq3RbNQdzrdcn2h9I8yXw+e87pOhwDIMl+3SflOdQHxI/ablRhM7fEajrHSyy+vOcj3SizaEOs8PIvLfDBvmQUrUYxr1o6ulWgeewcA8aQ9Zf9o81oM+AfPUSVbtA7aHq6TkBSPqdFtfNFYuQ+97BxVYvtzWDSM/KgiknNLKGYHIqDlRCBaLRcUZ0VAjdqoCBSUX/oehHAB2h+GywvIwlAMaei0CHhEoiAxHrkwOON136ooWyL/j1JWT19kVL6nO6KmycCAUgQytyzqDW8Hgw/StKkjm52UzH9m0iQAAIABJREFUf64aUVYJUKgA3bFTeVZwzzq708hxQ1KlT17qjKcCotwhZGoUo3532dNxkgOg+lyuL12uvdwo7zoZeScpqic/uno6GAwSgPJZ1Byo9zx9pZwrCZEc0CjrNgrKlQIOzjjrab0qnwDS4Vp3796tzBKzr3SmvSiWJylSPjgO9KX3zJPAstVqpaiVdruNbrd7gder+tt1IN/zyg/fCUtean2YH4EF5ZoHGmkdWLeyXIb56oqnEseervBof2q/++oKv8/OzlKIqKaLxrDXVVc+NJ1OHES2NALhkZ73fnBgHaWJ6q3XvE/WpcjmsG/cbrjucf2jzoiG2Crw52/VxdqHDn41EoaTMr4aFTkrrm/ZZ5zs8X6PdLa2M8IJObvq+eWuR/3E+rozFeGJqL/H43F6Z7P30507d9Krnm7cuIGiWJ4o7u2ivDs/AFyITmg2z18Xov3p7c1hIubLSUm1o7oqqH0d9XvEc9UV2p6oDpE94cqkjnldBfRFLPIzZ988IkNtBfV7NKa9bq5H+NExxxVNjzjRyXk6oDopT2dXZZ4h4jpJ2m630yFdOhlFm8Ty+Qo1OrZ0gvWtI2wvZRbAhfs+8bxqHNXRD4SD+tprryXmq6OqAz6aGeHvVUxTpV6XVkEZUD3uXWeeI0DqCjtaKcwB5IiievpMzgsvvLB2fo9CEdimYs+ttABVZ33dtpOPHOw64AFUBqmmV97wuq98ex9FBjfiu9ZHeRIZax/UruQj0Ko8vgyvNI9I0eYAVVkuwx519defi8J9GAai/GY+ugKripzOhL5zkenIM44x57OmU37VgU+SOjF14Mbb7wbajZQbsFyfrFPnd4K8HapnW61WWj1V0OOykONTpPfIo7OzswtOFrCcHGEIJ8uk/DMPTprQCJ+dnaXwNhrVbreLo6Oj9O5UXZEnqZNMueXhSbrPtdVqodfrpVWEojhfURgMBuj3+6leuRAwIHZOte1qSxSQsM4EGtQ5OkPPvNRB1T1NKrcK9FQnuS4AlkCK+4+Bqh4jGNS9rJqGvCDA1YNAIn4oqUPD9p2cnCTA1263k5OdO48iAtBME+lsxRaRPop0tTsBOecoRzm7AlRXcLSOPpngzojqYT6roFffH6vPc6IdWPYR5b/RaKTw+Wj/qH67fvf2uu3OycAqPKW8iiiXb65/+dttYiRDnpfXizrJeUAec7zzTQjqcKptysmv2mAe8qZjm/2s5NjZy9B33+r4Looi7WvkMxyfubwi/uj9Oj2p+p51oczSKdWDhZiG6SnDdTZbnVhNx32ijOBR/0An23U7n/e92gLqYN0qopE7HsGg55hwrJHHs9msMrHIMe280/pGUWU6+aeTMCzXJ5T5jD6nMhj1+yr6gXBQdYbESYUrl2YVrTKSUXlqvLXzWddHWSF9GHLDUJYlbty48Y6VrQNCKQLdyqs6Ze/kisRX8bwcTRvdi8A1/+faEZHKXuSA8jtaKcoZHr32MAM/qqPn6eWokuUMnAIUB7feLp3R1PtUnnr4kY5V/abTofuKmd5XO5WfDhojGYrAZx2Q9Py0LKWcs5FLswq8PmpfPwy5DOjq6Wg0SjPq7ph4X0d58bc6LNSRPD2X1wl6CTx8hUbDrhj6ywORms1mWpXlYRKHh4cVg+/gKJoUYZrxeIzFYoGdnR1cv349rQIydKzT6WB7e7si03Re17ElWqbyS2fNJ5NJAgB6gBH7gw43UN0TpJNBPPhJV8B0RVPBiYIe8qgozicTOBHg/VoURWWiQcdmFPXkgDJybrwvlEedTudCKJ2u7qgM6u86mxKlq8sv0skR0F1Xd+fsILDcF6fRK/ocAW4U1aJ2Uu2mjiV1BlR2PQJGQw7V3jEPLcP7TNM4aK7jgdZPeb8ub70uen2V7mfZkQzwXlR3L4srZMyLvDs6OkK73cZ0Ok0rWzw0yfOL6qg4U08l39rawvHxcdqqwMkcrWuEvShHfu4EnRGNaPF+1jGb47eOG5XR3Lj3RQWOA33nM/mgeoXpo1VVlzefnNOVfd12xL3aGiXJbR3cluFRCK4DdLKG+MqJbRyPx5VFLJ1Yon73CWPlmx/2FL3lguVp/+hEioZT69kDyjutg0exrkM/EA6q7k3MCRtQPTTJSQUlZ1hUCCLSgaJgysEaB0tdh0X1uAyoqVPmOjPzpCkySG5A3HDn+s/zZF5+T/dBqJFzYBgZGVd+QHxCXQ6cROl0Fi+aZavL18uI2r6OEa8jd8bq7muICEOOdI+opo9WRNWx4Lc6tzlDpuGVeo/7CD20OAI4udVQ56eCKl+FiIDGKiDk+a8LhN9tigy2Gh46qIPBIJ3E6hEKno+Ddx3rOtFIR0d1FB2/3d1dHB4eVgy5jlGuPHBFU/dh6YmkPHFQ6w0sT4Yk4CDpGOH7WLe3t1GWZXJWGRrFVVqGZfE57tmJQnxXEcdfo9GoHFxzcnJSARB6YmSzeX5AlMpyURSVEC3uRVMHRA/AiQClAkCOybOzs8o+ZP/W2XVdJXBQ5aserHNEvg9N9yJTv5ydnaVwSubl+l7b6R9v/zr2xCkHyqN0DzP+KXsktX85PeXjkjpUP4xUYBoPpQSWB12xfJ3s8RWuaFWc9XJ9HR3I5bxzfrlNjHSup49sj2IT11fa79q2OnxWx/uyLCuniXNc8TBAnj599erVZHO5bSCqO791kpfhnlyBGwwGlXpFJ+F6/QFUXsXC61yVjdpWh1+ct6uwmbfTnWjHjYrldEJN843GsMu21oc60l/BpB/lu08KEisBVb/FV5o5Thhuq/rI5cOfc77RJkR6RceLj00vk4sA2iblm/OS7WN6j6BZh34gHFTOLHk4UtQhqxzDiIF6rQ7MOximkOiSt6bl9Yii+q9SgnUUGV4H30+SckDHZ11cwawy1q4A3RHUgRMZHJZTZ8BYz6jMXP2ie97WSK78f11dI+X4sKS8WXVfZ8WosFymPHyP8g5UQ98VSGpe3l7O0keHZqgi1veQRcCSH19d1XzcEPiY9/R1fHMQ5m17P5Dzjd/tdht7e3vY3d29MP4iwBKNc9fZvK/jFTjnFV8OPhqN0lH2OuGjxNDOyWSSAJ6eWDuZTNLrLyi3mg/BuRrtdruNnZ0dXLlyBYPBAKenp9jf30+vo2E+rL+++oRtpB1wOY6AtPMPWI4dnShVmef+Mp8M5cFHWp7KuR5yw0kjrsJ65JEerqT6gNf81GPWkfuh2H46OwTOOq58tcPrrIDZdTzzVyAdgatI57recPsS9VNOJ9dRDkPkrueIddXTqN1uRKG9KvMaDugHCnIc+FgEUFmd11UlRi74nrqorbQRDtA1jDji56rxEvVfrl9yfRXhNc9X00V4TcuOdJrWl+GiKrd6CvV0OsXe3l7a4uD7Fl0mtXyO8dFohLIsKxNJUXt0TCmvdfJhsVik90IzTDnql1zfadtzvNFntF46Oe7t9EkRTni5zQHixS2geoCjP+MOetQOd1Kdn4vFIq2ycoJH82catkcPNdV7PFiSK7u6iMazF1imrsj62SzMgzzk83paMbfH8PkI97jO0DZr+PK69APhoP7VX/1VOvHRlZADH6D6SoKIVoH03L1c2ugZlrHuTPHjIB8gLrRPukxVmm7U6xyGdYkDQMGTDjyvl9YjcmZ4XwGm33fKyUhu1sk/fs8Vfp1cRaDrYciNUnRPT3xrt9sVYEKDSqXuYFYVLIGjOq1UcPzfaCxfuO1RCVTwOra9/jk+Re3WFUDW0w2nAw7WRym67kZYFfh7mdSwq7He29tDr9dLfacy4c9o2/XD9usqenRwB/MZDAbpNQ1c+aNDQr3Ow5rK8nxlQh0mzvYfHBxU8mcd1DhTPrvdLq5evYorV66g0TjfY8fDTSi7POpfiaCNY4LtAHDBYWQdtE78HTk/RVFUzjXQ1VvqwV6vlwCYgtnoeYaMKQAh31zOHbB6hImuuKkOmEwmODw8TON7Pj9/LYmemsy6qfOj/eP8cUc2Gveu4x0Qa36+ilcH+n2M/3/kvUuIrdt23ze+eq5Hraq99zn3HB2dKyEhXRmkIBldE9INwuBAwAnqyJ24IaxGHBLSS9JKxxACIeBGDDIRdhpylI6IGyLBmIA7DsECSZGihq7uldE5Ovc89qNqrVqPql3rS6P2f67f968xv7Wqdu1r+dwJi7XW95iPMcd7jjlmjW/6vDpPqinzffLP6xD++7iz/bzktVI+abSKx7rThkonQ4o5B3I6XF1dFRzP9K4+vUDfHr1Qg0dm8Dis+2Sj153Njesru8iXrN4MT1UYnqoiuphMJvHs2bNOvUpyw/3t1Fc0d4LjdDqNV69exWg0KvtayecyXYh47oac+Ixo1fOsOCwcfg5DyttsPvmb/aZulemRuk56pbPK26rxAN3LbIdtekEm81gUrcN936xLzzOnAOmQ9yI2NM5M9Rwzrzk908FJWei80umOMFa91BkeErW51UBtmuY3mqb5ommaP8S1Z03T/LOmaf7kzffTN9ebpmn+ftM032ma5g+apvnFe/XmLcqTJ0/K5m0H5Ju+dRAnE6zbiphxxihrjC8rPrHbjNQ+ZnifQkYhZPnwww8fXN+2Qo9JjUlF5Nm++M4uRcKPhCTCUF0Zs9C7us62WXYRjv68v7O3t1dWgcTYlWFNKz483NkVUtbD+/z/0JIJU4cH22CbDJPkebOaC66Q8lgMCRoaBpxDGg0MOWRIsYwTKVM6H5JjcJxzRcGFJRU5x1k9Q7jcF7Z8rw/nanX9IIoLWF4Xrb3//vsl1EzXCFs9Tzp0WuO38Ek8g3t1Im4VuPfff78zh02zORZFyYjm83kcHR3FdDoth9xLAZtMJvHy5cs7nncqGMLTyWQSo9Eojo+PSzIT7RejANZ4Z7NZRzHQqi0PRGdoe1ac5/lYCQ+GBAr/j46OSv88PJOZN0V7LhPUpuaKxr3jKsOxhQcaO/kSYTwejztHU6hPrF9w9eQaGS26Mid+wtUAwrtG56yTSpTzj4wevB98j/Pm/2syr69k9zVOPuMwc17oTjhmy9Xc6L3r6+sYDoed7RQR3WPFVC9XPsWLfVWaNEN4cI4eEg7I+hzuGZ/dlY/XYM77pB/KyQzf9H4mYz0yRIn/1ut1PH/+PA4ODspijGhQ++wzZw3ltkLd9/b2Oo47l+01uGirgAod0Zoz4llGE5wPtu111uYum5uMjghn6oQ0mCK6K6Xko95/XaecU3Gjy3kAr5MGqF+Id2m7hss+FjfKtTrujgauvvLdTD/Sx4/ictzmPDmP19i4/5wGcMTdLPDbyi4W2j+KiL9h1/6riPjnbdt+KyL++Zv/ERH/QUR8683n1yLiH9yrN29R/vW//tdxenq6dV8nvzOFqu9dEtKuxkBGqH5/W7v3FWK79vFdK7vPnj2L9957746Ap0dGRE+h1de3TLiLoP19V2gyZueCm233Kdben9o1Mlpu1mfYicavazRiM7j4vog+/Nq1eJ9dmWI7bhCLeUtY6p4MSXrmmMxIcGXGR4YIqw8KK3JFUm3wfWes2RgcZtkYs9DRTBhum38qTLyWPe/fWb1vM8f3La6w8nN6ehrD4bB4790YoSC/z/jW6/Wd1UXVrZV60QZT44/H4xiPx/Hy5cvY39+P8/PzaNtbg1SJQSaTSXz++eclnJWrC0pqNBgM4uzsLE5OTopy/vr162JscqVKmRx1LyI6CpsEtO+n1RmSfTBnyRRq4ZRWbZfLZTE0uN+IWT9lEKouKjFt23bCfMVnBoNBqYMKr+C1v7/fOVBeynUfzZH+tQLE/XTkMxkd69szFKvP5Nt6z8/pzORIVpxWdzVqfOy7lIwH71KfeG/E3aQm2bVtDlmGtgtPGcGi++LtnmilD4edr2p+POrJQ1a38VkfM+FXm+va3Lgx6df7ZIvrHRxjpsc5TisaQ4bC1dVVXFxcxHQ6jfF4XBwwH330UTx9+rSzH1jONDcqPJTz/Py8yGHtoa8lg9M7onXSJ4+1IjwyGGyDe/YsYZbRIfE+q8ed9sIrx62+Qn5BHdJ5FT+uN2R4Sn3QF8rk1JQu6EY03+WYJYc8FFgGrf6Lb3q/RMs0VCknfXW65mgirXPVVO/cp2x9um3bfxERL+zy34yIf/zm9z+OiP8I1/+X9rb83xHxpGmaj+7VoweWP/7jP47RaFQ8SRlDcCLxpWwvJDJf0dqlZAqe6vV2av93FVJZyepxxvMTP/ETO9X10JIRL/uk/568aheGljEJ3mP9maLsxNU3t36vxuCy57yvgj2VX8+i1jSbhBSZ18v7XROquxTHjWwc3oZCUaTwSnmJ6CpE9ISLQXGMVERriqwYspgrlTG9k4WOZeEk7AuLCx2HR5/wzZ4lHF2R0fVd++b3f5DF6Uafp0+f3jlPL6PDTBmmAZfhGUOFuad1PB5H2248zUpkNBwO4/j4uLNnTYasjNrBYBDr9bokM5IhpRWfo6OjePr0aQmFpVda/eDcc9za48l3RbdcvTs+Pr5zrqiXbfze4SijNOI2TFf35TmX00hwVl8zXFsulx0erLo1NrU/m82ibdu4uLgoWZGlKKsvWUQHHU1qVwa/y0bhAY1tKj4ZvyAvUJ08c1lzRzxxpxd/1/SCbC52KX0yxMeyTSZlsFWhkei8x3mYFFiHhXBL/6+urjoRUfotWAu+mi/hmNO4K6gZn+aKbibbHHcdPxxOmT6QwTKTsWyT80G+ln1qffAxsNDxxSgNraJGbPjsarWKwWAQ3/zmN+P9998vfEVONpefdGpPp9M4Pj6OxWIRw+Hwjgx2Hq5IL/UxYrPH39txmGYl4z3ZXLsc9XrVttOM103jzI2qDJeoo2VzfJ8cNjVcyHQJH6OcPtqfSjqh4ck26CQS3yOP1Vw7HbIOLh7xefaTzkPfCuB9It++b4jv/fP+3pYP27b97E3jnzVNo/NKPo6IP8dzn7y59plX0DTNr8XtKuujFHnYh8NhDIfDTrbGWhGyNU1T9WhHbJSQmqKQ/Y/oMjXtD8qExX0nbddCAcvfFE4/qERJ3hf1Q4TEkC6HhxtiDkNXKBgmkjE2Z2SudOr5TIHmfa/Xr5MRKSkIhUUtNIQrqsJRKdU1AXtfZalWnMHzW/0nY5zNZp19E76fiXPSNE3HI6h594QmZIj8Xq1WhYaIwx7mmDFHelpZr18jnnnG7szodEWZ9zPBk72XwX6bgH+s+c5Khk8Ubvv7+3FychInJyedCANXbDIljvXpnhedLep0r3BdeYn1OTk5iZcvX8ZXX30Vw+EwXr58GU3TdI5jePLkSXznO98pMoEHnj979iz29vZiNpuV8LeIbjgSVxGGw2FH4ZGRq32be3t7JcRX/ZVxLIOV488Utoxv+xzp+nK5LH1arVZl3KKV0WgUs9ms/Fcorvqv33Qm0esdESXMWfM6n887Z9/KeaRjMTh3nHOXQVqRU9Ipza34jOZB71Ex8vplIDkuXV5eduiRRzBkCq33cRut1Z7xaw95rqa/+DM+bslVd9xF3N2nz1Bd/RdsaSTJKBX+MppABqmvTvc5CbNoF9KL6shkPn9nc+f3snrIo9xY8bnPZErtd4Y3GZ339V3HR2keZJCKv+zv78fl5WVcXl7GwcFB/OiP/misVqv46quvCu3M5/PC57IxagVc/EHz5f3mEWJKSBqxycp6cXHROZuZ43GZwNKH4xm8CVOXOzU6ceOUOLutvb45o1zyfvmz/t/pL4OBaJd7baVfqR0aqeSR4qmqt23bIutEc9onzvZ8fA57nwOuxkZskrFpjB4N51GOu5SHGqi1knHytEdt2/56RPx6RETTNG+9NCCgHB0dlcxi9Jz2CXoRvIdO8v59FUJvS8qUmD/DILM+3Xcia33ImCA/78o4Znv8VnHhpb76PorsXT6v3660uHGahRbQqMkUFrZRCwfvU2BYF8M2qOzrvofhiAHR88Xw2MzoUfnyyy9jOp2mferrJ8et65wnMRmtTIg5KXW9hKH65GFDGrMSAkgZpceOgsfxw72luk4jlqsHpOdMOeF3RFdhJ045jLyOrI2MwbsBWsOdbbzmXRqn3k72YWhtRHc/sv67ouP1ab4cvzzREmEsXInYGFTCR2UYVCjn/v7tWZ7itxcXF513JVxPTk7KeXVqiwqynteRNRKyWj10Zfvy8jJGo9Ed7/XBwUHxhks2acwsNb7fp+S17W0o4PHxcTkzkau3e3t7MRwOYz6fF/pQfwhjV+Z8DvWOnmX7+q8zSH0vuGDk9fLe0dFRLBaLO/ihfbU+/oyeuUKtenxlvSbPM8WyZjz20bfXVSu15/sU96y/Ed1wZ66GCc/Jk7P918Jfn1fCQoovkyOxPd3zDKFZnzMndMSGZ3sfdyl9RkZND9lWF8fn/XUYkZbcgNlWh7cZsUlcJofd8+fPy5zu7e2Vs5cVXn94eBgff/xxzGazeP78eXFa0SjT/MogXS6XMZlMYjqd3lk1935NJpMyLkWuPH/+PCI2mcQd/zKYb9PHM7xhPwhfX2QhvFkf8d9XCLPnVD9XG8mzlRzQ9QcaYWyH42Z7hDlpluG/TIQkXPB3XDZeXV0V+RfRPbNU7buO5XAmb3Z+6LI8IgoO9vHP+5aHZvH9vHkTuvvm+4s31z+JiB/Dc9+MiL94ePd2L2SgCmPyzcRv+nsHaFy907MU2k4YXjIh5vdZTza5fe/vem9bv7yeGiN4rNInFGqCy5XdGqPzsYkZeBgDV1qEG/qtIw6yxFecI8bwe9vbCLDGaL1/VMylMCjEg0yIjNdxSmU2m93JKLprIWNW8ZVFOYGkALvHnd48Mqu23axKajx6h/Bumk12XsHCE52wf07bqtOvOf053PyaGyp9BqvjevZcZqT2lW1K1bukXRXCTjh7dnaW7knS8xG7nR2c8UG1QQEsx6O8vrq3WCxiPB4XgX1wcBDz+bzMk3j6wcFBTKfT4iBcr9dxcnISR0dHJZxOhq1CGdXGwcFBPH36tDg9v/jii/j8889juVx28LNpmo5irrEIz6VEapVW5xBmMOK3SibwqUxRafEMxRG3io2OlqjNQcTGMBBvkiOKil1Ed68toxi0wsywYhofgofeU12ZvBV+1UKSPeIl4jb00GmWK9Zqyw0ots/3HT7uwHJ9ok+m9ins/n6NP9SUfd+Py76rcFWDyjhhIBzOolK0AsVss7qm98kTstUtn3f2mcbptsiuGg932GV6H78zxdvf4zz7uw7LDO6UR14cNqx/vV7fOb6F9CNepC0Oy+UyLi8vYzwex4//+I/H6elpDAaDTtSS2lGYr5zENMSEBxHRSWKm+V4sFnF4eBjPnz/v5H9wePn4dN8ja3iPc5hd92usj/yAOpvrTK4jOh8R7yPPcLqgLsO5Y33MKUIdz88kZXukG7XDlUlFMpC3Up8iLi0Wi8I7BQc9w1VWnx/VRRgwurFt2zIm18UoHzSWjE/uWh5qoP7TiPjbb37/7Yj433H9P2luy78XEeftm1Dgd12++OKLsjJDDz8nvk/BdCNV1zJFS2Ub0IVcVMR5TUZ13/tZm7V7uxQKQDKtd1FcAaoZCpkSoLnog68LJmaK5QqfPPoe9i0C0h4L7nfzjzyENQWyr69SIEjwYm7MGhcRJUyOyp+UAhq0zkjdq3af4nD04p5CMVm1q36yz4Ij6Y705feIk2S+eo57dNUn9pkKlRunNaXPladMOPi7GR/JGHBWN39ndFz7nQlx//0uSo1OJ5NJSSJEBYF9d0VAMHVF373tpHvCQPTMY4aEh8p8qBVN0ZuMzqOjo86eU4UKK7GQ2pnNZqUPe3t7JfnSdDqNr776qoTdCe+ZIVeKiJJGSTFUaBUNICmSXjKDqSavWJ+Kxhtxe6SE5kH1HhwcdPaM90UL6Fnx0Cxsl3MpXqbD46UY8XkaNVTmpOzovniJ4Cp4+tidXrRPjkn4IuKOUunwzIyEmoFYk5c1+s7q52+n8z4Zkn3rd80Rn+k5uk84cq70DJORDYfDjtGo94UXWrXJFNaarHQYUXZ43zK5lOGB33c+W4Ov7mcOSafLvr5kz9RwKcMRzkPT3K5Uar8966Ye8emnn8ZisSjHYM1ms1gul/H06dN4//33O6HBog3t0dfvk5OTjiEUEUV/btu2HN3VNE0JxxespBtl4/M5IK5RTtdgm80xDR/XPTLj11eFxd8y/ZN1sO+Z4yzj1dTDfAxso2makgxT+g3HSP7liccUOeTJjvb29u6cP6qFCl81Jv/NiuvJhIc+2Wqx9kvvyte2lV2OmfknEfEvI+KvNE3zSdM0vxoR/11E/PWmaf4kIv76m/8REb8TEd+NiO9ExD+MiP/0Qb16QJFywoNvB4NBEbLuXfAipM2QcxtTqxUKWA+h0fsZM+P7Xp8rxtv6kPXZGe4v/uK7OQ2oJiR5L+v/NseA3udvMj4SDT1f8vxeXV119jMqFNXblfLkXsJaH2r9lFEZcZcJuyFEJwYZLMfnHsGI+6fv9lLDI2e2TdPEcDgsKxVSSGlwcj4oPFxgKSzFYcBxcW8Lw1SapukYo2qLjN1pKROWDoNMMSKuOl/wOrbhRPZ8jR/t8v5jl0wRdqHEBEmaq+x5r4d4m92TkcF51LwOBoNYrVaFnypKRkL66uqq7DWMiM7qAPGMK64MA23bNgaDQan/yZMncXV1Fc+fPy9HMkTc8oSTk5MS7qvswcPhMJ48eVJW+jUW9U+/xWd2mcdtsoA4LRkjmhDPcrnHRE0+f6Kxw8PDuLm5iYuLi7JiLVg57rtsk+KZ8XfJZ8cVFfEK8hP17+DgoGQodZzRvCj3BHHQEwbtwidrSnI2DzVDpO+dvnZruoDzJhbC2uWMwzpTPL0N8mQ5b3meot6js0g4TyPVwy8juooyZQKf873/NT64K/91nk84Og66XkX6IF77nDges76azuf44vXqXZ2xrCzZus/Fl4uLi/jkk09iOBzGeDyO1WoVl5eXsb87PeaAAAAgAElEQVS/Hx9++GG89957dzJyy5hYLped/foR0XFORXRD57W9ISI6Z1Gr77U5Yv0+XtdpMhnBdx2+it7g4k8ms4nfviDFuc36QDyI2OgvNfnNOinLqNdJp+He3qyv/p4MWj8vWnWRRrlQIxmue47DalPtc26oV/MdwZL82mXcQxfCtu5Bbdv2b1Vu/VLybBsRf/dBPXmEQqEkD5EUFcVH0xNF4tH/w8PDTqr8msJJpNe9DFHl0aCgZPKHvne99DHjXd/hdQqid1lqsMoEpAiopkhkipqKlDOFQbgn14lEq6pyYGSrq/IM18q2uZMy7YodFQoyUa4QuvEp5YsrsfRk7qoI1caRjYf91TM6b1jtyzMbscGrpmnueH091Ejj9VUNwT2im9yIYSOe1ExKjhtBvE8lw8endinUfG+LKxPO2GvKq9+vXa/1+QddMuGqj44Xoac244v+8et8Xm21bVv2zbgSNxgM7uxDFD2s1+uyp0plOBzGYrGI4+PjuLq6KiHCFxcXZW7VpjLQat+kzjxdLBbRtpt9S1wZZJIJZQrWOYOi0cFgEK9fvy70IiWfMN42Dy6faoqXipTNtr0N41MCKDrYdD/rj/bHysErvnhwcFDCDTWHyn4ccTczc7Y60jSbZC8yglWXy1vROZUkOSU0n8Sn0WjU2WuqepgN1Y2ibfTHeajNC8fWJ5v83W2yfJvS6237/YwOXeGM2CibnmFZuK7EVeLJZ2dnMRwO4/vf/355X/f0na2C+tgIf3dGZXhd4zVer/Mb5y+1Op03U8H2/npbXjySKJtDKvvE9dq4dQaz8NznVXV98skncXp6Gk+ePIlXr17F5eVlifb48MMP4/LyMlarVcfo1XzzaDvRvXSXg4OD4oyWnsW99DUa8vng2PmOr/DV6uJv4Zt+c+WORiufYXuu5/i8cJ79WeI82yNO6J635Xom6ZLwdUOY/W7bTbgvkwrSjpGD9urqqrM3lHBxXdt1Ztbpjkwa8eq/8jkwkZbuZ3xvW3loiO9fyvKbv/mbnXBaCVat+IjpUrmK6HptNLnu9eK33uljlhHR8eZootS/2qpcX6kxxPu8Q0QRssrr9tiFBqdChXhIe8a0stDnjBnrejbOTNhwjjm3XFWVwchzC6WU1drsKwzHjdh4vugY8ExnGXMW09JeueVyGcvlMhaLRQlrfwhuqJDpCW78T3hyTrUaI8VQ45JSw/BlefZUzzaFhAavvhlaI3gpYkLv1BhgZrhmiibH6ULKn3GcqymtmbLk9fYVr/e+TP4hxZVb0c3Z2Vk8efKkwJ+eU9/L7Tjs8GqapihbUpKZgV117u/vx2Qy6ezHVgiq6EGrp+qnFC0JainbipyQQjGfz0v/tB9VMKYh7kdCqQ+8JmeXjFclJVJyJIVGR0QxbvsME1ecHX9qRasbbdvGixcv7kQ43NzclBVfrpJwbgQ/KkuTyaSjdDGEmvQlmAuujr9S7Jj9W+/SgHJlT/0ajUal3wqrlqOOvEy8SHX5dooM5l6cRh1/a/OxbY6cttiPXfgC+yx9pU+59365Ukx+JX2J4buHh4fxwQcfxMHBQXz22e2uLelTmpe2vY1CePbs2Z3M7Bn8uDKUyUSXaTU4Z3J/G13xN+mKPDujOX/XcY6FPK+moGcRe95fPXd9fR3n5+dxcXFRjEtGg4g/np+fx6efflpyBaxWq5jNZmXv6OnpaZyensb+/n6cnp6WRRyd/+zJDbUiNxgMYjqdFtqXg8v1Ksdtyr9M3jpc3UjM4JHxycxRLxzntUyfcyOMsqxP/xd98Bxg9oN5TnzF1sfCOmRw+1Y3rpqLp9Eg1PhEs8TRLILJV4pdb/HrbphS/mtRMCJK1vjj4+POlrX7lq+VgRqxWbGM2Gy2lzdb93yjcsY46HGoMfttAKchLKQVknjM+S71P5Zy6gZqn2L/NkVE5p45xd7rmod18SynPgFXa5NzS69uRnhM9OPnkfIcxKwvEXVlwok+4i5zYR2uXNQEo+as5gF8SOH43CjLBAdxmEovhVRWiGcU6i4kZPhwry0T0HDVlYxvsVh04Mk63auvPmSwrsG4z0BwIbZNWarhE0tNKXpXxfFcv0Wb+/v7RYHJFJCIu0nO+FwW0cD2ZBDKs6u5lQIuw4dG6uHhYbx69aoDG3n7VZeMXoe76l2tVsVgVP+ldOh/RHScLqpDRpBwhYmZfK+SPN17e5s9lTWFTf8zGu8zmtRPGv4XFxd3PPzq73A4LPtmNX7SKQ3S169fFwPbIziEH+oHcYA8T/zdVzs4Fo6ZKzvasiMDNYOj+sHxEJaudPkqQGbkOY/yZ2vz5nzI58vr8zr6CuvQXuisOP/ze6607u/vd+hB74/H41iv12Vvs94hzo/H4/jwww87+xVV3IhzRwL75KsuWb9Zv89JDU7+vNe57X0+58q83/d2Mh2iJnt4L+tP27Yxn8+L0cms+Ayh/+yzzzr0QZ1qNBqVjNtte+uMe/r0aUwmk852hrZtYzKZFAe59CLt+/exOz3U5KKP32mPMMve4/0Mx9me03eme2RzwfelD1AvyCIz2Nb19XUsl8tObgBmWHenYcTmHFM6abjf1J0+qler2xyH+LLq9/vk17voGG27ibTgVhJGz0R0t1vqaDUZ6X36YVYe+5iZf+PFhaGErYSZsi9K4ck2NUdESZmerfBkRBNxd7WHobzqgxQAV3S81JjzYyio7CdDCd5FcYOMIQW1VdRtK8s1GHjYoTMpZ0i6pv1tu2QP9D6wHh83lewa0/Z+8brDyBl6DQ/vWygMs/5kz2fjFt6LaflcKNyEhfjHUBwalFrdYvtSpDykLBMYmSBypuywoCc0u+/Ka23+9N/rYKnBO7ue4cJjFG/HFaqmaYox47jv/yO2RwRwDMKNk5OT1JHkTj0JSuEKEw41za2nX8L57OysnA2o1TRGSCjcTUq+2lLStLZti2HMI8K0f0uCVw4u3fdvvS+5kvG4mnKrcWXKXk1OLJfLYiAzjI9OF65SM3Ox3tHqmApD/jS3Otampnx7XzWPhE2G58zdoD5SGdLeK13PojMY8p/xBMLASy3iIiuZrOl7xv9nsmFbIWyZ3I96hn47XyeNcQ+cnDWcp6Zp4tmzZ3Fzc9NxBEl3ULvj8TiOj4/jxYsXJdxeTgSt6NfG53i/TR9xfcHhWZNhfbCtzRnfo3LtdfXxfP6uOcoJg5oREhF3cFrnLcvZJv1KOPDZZ5/Fxx9/HNPptCwMKPpJvJPRbZPJJIbDYbx69apEl+gIqxcvXhTnsMPC5X0Gv0xmuVx2mNbwhbxBz3kf+J80kNGE98mTP/Ke0xjnJus/6YXbUjRfvrrJ39SV1U8am+y75knvqU21v1qt7uxZdb7lBiT5BZ+N2DiZ2EfukdZnsVgU2X7fXClfOwP14uKiM3GaJIX7ShGRNykzRInsNQN2W6EnnoxcE96ngPRde6ziQuGDDz6IP/uzP3vUNuh9dwWBHyJ+to9IfdT1mkLPe66MZEaKfkdECYXZRcjVFBX2gytJnqiDSiuFEfGMTMoZHfvt359++ml8+umnvf3z4p5HtpkJXtEFV7bE0DOlUIzYFVYxbP1ncgO+T8WZ4bzch+or7n3KC8fCa9nY++gvE6j+P+tP1nZfyZSZd1kIR+KyQsP4jJ7zUCT2lcYIC2lBUS7cFynBTU8/FV/RrIfLat+pEhnJ+x+xiYxZrVbl6BfhFD28wkf2Q/UzQQVXAqnIKqx3NBqVtumYzAR1jT/1yYXM8NG3FJaIW4NVoVYyNDkHh4eHnWyc5N2UV24MRUQ5c4806LAkj8mS4NSMAPKS7LgMlym+l9LpmfNEeLFN5z81eDuu1+qpPfMYtEw8peLsbVLR1LP6/tmf/dk4OjqKFy9exF/8xV90dKSzs7PY29uL8/PziOjOv6LTTk9Po2mauLy8LI4bZnEmPKj/ZPzV55T9vC+v3PZOhnMZ/9IzPgY+Q57FvmffXn8WtcRnhdOiU+cT5LPaN87ParWK9957r0QYKZpwsVjEcDgsyZPEC9u2jbOzs2jbTdI6ZTxndIbjbx/Pqo3NDSTOQZ+O57RJOUNcV/3ajpEZYOyfL1L00ahkl+dM4Lh8/MQjrshKbzo4OLhj5KkNOk89AlPjlhGqdmT3qA9sOyLKdpQ+WJPXE86qQ33ntkXO89XVVTkSTpnydy1fOwP1q6++im984xt3AC4kkAdYCTAiuvtCKRQdYTJFNhNMqlNM3JEz25+REUGmmLD9ty0kgo8//vjRDVQaIPofcZfZUxliKB77WRuvM2le17teT1aXCNn3EGTt9f2P6Cq6Gq8LTim9DMPgWAQXeqec6fb14T7Fha4Lk7btHhGj6+7942qHK5feTxdCHoK7Xq/L/lZlGlRyFLVD5Zl7YVlIe9m4nfHqdyYA2b8+YZwpENmz2+YtU5R3ee+hxZUEfg4PD+Ps7KwoQJlCod9cvXF6I17REyzvPo1N4ZcKlSqt+l1cXHRW3ptm43TUAfTiuU1zG9p2fn5ejm4QHms1lIklRH9UDKTkaQVCglnvS5EYj8clvE7G33q9Lvu9MmO9ptxkz/i8kTfoWysrWh2lsta2m3Atrv5m7Whcgq2KeNJqtSphwuQNmZwkLgi+xDOOSd/OE0l7yrBMOt/f3y+hx55Qpla/9+1t6LZWf9+zmTHj97P3/ExFFs2vO/6EL8KB+Xwe0+k05vN5jMfjuLm5Kdl7Dw8P4/LyshMGLt4sh3/bbs5c1JmcSgx2cnISv/u7v5saH+yHYO58t8ZjMv67TTb38WrvA3+7nMgMLO+Pv+fyLeu3rsnpmzn9snf0mwnseKyd3hE/Ep+VoUrnnZwR+/v78Y1vfCNevXoVg8Egvvzyy2jbTWK1jJ4cNj4mH3uGE1kdLI4jWQQEI0V0zyOi1B/1yRM1Zjy1aZo7WcgzvYD3JU+o+3q4cEQ3P8ne3l5JvKd7bEt7PSVDvT9yjhJecu7pnpyRNVhT9+T4CCvqAZI3Pr/q+3w+j+FwWLaI7Fq+dgaqFAVNgBAiohseobBOIo68LCRAMYlM+Y3IjScpT0KgiI3CpX2ODy3bhN196pGh9K7CfOUUyJQL3Y/YeNS3CZps7HynpmDovitezuRd8PQpKNmzNaOsxpwzJq3nfCWB48uY4dsW9wjTCHR4qW8MaayFhoj+uLIhWvO9FmT+MhIUwsfwyKzPDB3eVeGsKRmki5pQ1XM1PPD276NIZcWfeSw+kLVDetVnPB7H4eFhjMfjzjOZsuL1sM8U9MILZVs/PDy8k5SMuMWQWuGCHI1qR3WyDRpm2rvle5opyBkiJ0EvY1aKg+Cj1SZ3cEnxk4OTe4tkRDm8BCP971tl7eMB5HO+31P3j46OitOHWcxF91JEZYRQdhLWKnIe0ejvK5mDtrbyp2+NVSvoekeZkpU1WXu+bm5uOgmj+miVfdqVz9bkRa1+5/t99XLMTuvsl+fSyGiRMoX4/vTp03jy5ElRXBWpQH1Aq6KUYUr8It4upw0d+9PpNF6+fFn6JJqhwcZxUhfwuWepyeRMrmfX/Hdm8Om6O469ZPjB593h6/316+I/inRgkjatSrus5buKluCKVsQmC6yOnzk6Oor5fF6yeWs7g2hFDp/9/dtjtObzeRrySnxjlAmd7g5H77PDg3Nbw33STjY3al9wIKxp7FHP8bnIojRqdEs9141Rl/u+2io+5TJsPp/H0dFRMSZZOA5FCHn/FD3j0Ytqj1EX3N7hcHZYcL7VB9+y4mPWe8+fP4+nT5/GfcrXzkD94osv4kd/9EerjJ+Ak/JARTfz+msys9W9DGG5x0ntESEyr4/3s6+8rVHihK//WnF4rELCEGw9nLRvtdKLM3MKFc4ZmagTWUY83CusftYUC/3ndWeYWZ9dWDrDZptkbH24UBO69y1k3qwrE7yiG/VPCrAYlgxRCgAp5GRumSBQPWKgPocyVg8ODoowFS3JUKFAcsWsD3Z6NxOO91VO++Yle6emAHn/suuPUbI+8iNFZTAYdHA8+/aP16niWc297qxvUuBkGGYZrOX80Eq78IWrrQxPdFzVCqhHB6ifWr1V2yrqjxI0MWyL/eX5sbVCmZGFm2WKkuOS/stjTu950zTlOBytqkREUTREkzp3VnD3VQDisvaiitY8CYjzZF9NzhQkyuKMxnRd7TKL5M3NTRkj63Ter/FkinDf3GR8kSWb375nMrlU6wPvM0GSR7lkSrV479nZWfzUT/1UTKfTmE6nZW4Wi0U0TRPHx8cxn8/vOOapNylvg8NCDiA5Cvy+cNrnNNNLajDaBuuazN42T97frF/e577nnT6zcfFdrVQPBoM4Ozu7k53a85eIttp2c64pjcW2bUsI73Q6jcFgEBcXF4WeRTc0Wk5PT2M2mxV+9urVq0LjDrtsXJl+E9FdCfSw0ZoM6ovCynBBdXtkBhdByG8oN3zuWL+vsPr4idvUZVQyhz/bcxiI98/n8xgMBh1di3Dm+ByW19fXd4xURcMopNuTL9XoL6NVGtuEaaZr6Zr2Ne9avnYG6ne+85349re/Xc2YGtFVACKik2VLROECQ0qLr35mkyFlJgvvzbzijhRZvbr2UKU0Y+5UzNbrdbz33nuPaqBKWaS32+/7SpX6um0sWVuqj3vHIu56pP09ZyZOlH3KApUcKmCc877VaTFSesSEfx4K7goH23JhcJ/Sx6S9cFWNSiTDv3iP9VDBjdg4fNiuCy565SUwSYNadWXkgyu3KhmTzWCpvmaeQ/+t92oKbo3BbxO0WV0smUB/m7l3gac53t/fj9FoFIPBoBxN0PeeKxZZX7UiLs9902zOOfWVFYcz91EuFot0D/NgMCgrsRqHsl2KJ/GYBCYW4f45Gbd6R0aV5IDCh2X06QibiOgkhlGfT09Pi9GXJdTQNxWZDM8yflDDR8kc0Q8jEbRCI3rXXEgRbZqmhG6Slx0fH5dVMz3nWxG0AsSQbfbbExs5rtQUU/WVYWakdyYkHI/HRZ5lijNh7zDM8Nav9RkqNbrP2q09U6NpzpeH2blTgDAnTq1Wq5IgTO+TJt0B0zSb1fS2bQt+uxNR9KTtAIeHh/Hd7343mqbp7K1TcdnIVewaT90Ge+/PNlg77WSwz2Qvr1NJ9775PGicrE/huaPRqByppcgLJb6pRSkpOsP3IvNcZ/GpxWLR0Xl8GwDrppNY/fX59vnwufDV1gyGWaHh5vWrSNfLYOM5L7yf1BPJc71dvleT6dIVOP/ECz1PI5J8jMYr69C3Et4NBoPOVgw6/Rj9yX5xAcEds/zv0WmO44zC6TNE+X4GM3dybCtfOwM1YhNLT4OSCBPRVZZ1+DeZPp/Rc0S0TNmNiE64FIW2rr1NeK/a6VO671MPP+v1Op49e/Zo+1BPTk7iR37kR1JlSu3TuKkdu7MLM6Pyo//0CJEZOaPz/XR9QrGvfVfI9XFmwzpJ+ILNtlW8PqXlIXjg72fGtCvPHCMzcnKcriSRwVEYCP40CGVU3NxszviSd1h444pYLTSsJlQIR/aZdfq7hH+Gcyx9CmrN4Kg9v2up4fB96+Bnb2+vZO/lKuc2mFBhUtEzDL2KiM4Ko9okj5VyrHeYfd3xtWlujd3ZbFZw5OzsLP70T/+08GDJBdUnoy0iSqKQyWRSQuCoFIh/a8V+PB7H9fV1zOfzsmInJUNtKFRdZ8JpFcP7vc04qinI23ikHDvCa66qMhxQodYeVbRcLmM0GhVFWKtr7oCSMi2j1Ff0+O0rGMSdbbREftm2bWcVgEpm5iTJ8JZ19/GOvj7VSsbzs3Z9bHwnq1MGR+YwEkyE/xl/U9IbhXNKuWUiKtKbwg0VNq296BEbB4zaPzg4iPF4HEdHR/Hd7363rNTUxuN6AZ/rg2/tuV1oKZsb1pXxZefbXpfTJ/mbX+Nz2rfbtm05EksOnvV6XbarrdfrjuNACZNkSEo+ik71jOie7a5Wq7JPWMaptkA0TXPnCBqtrBNumfzSGEl7juM+foedy5ga7Gtw9TaY64C6AnHcI/ucH9TwgavVlHm+eqr3qce4Qaj6na9qHPP5vBPG7TBkuK/Kzc1N2fqgOdZ16mRcdc7G62PO6CubG+/jfcvX0kB1zyJLjRnKg0Amnk0WJ9gnUQw+Ij8M2DOEZWWbspE9f59na8xYjOixyuHhYSd8jO1JiXO4ZqtWmSDIiuaNq6EZI8uUafYnq3fbfFCxcI8eGSjbyBRrKhJ8tyYIdoHLLkXtONPiffVfikpEN2xdDJoGSObxZV0StmKOEVGEsAtVJUESk5fglrCld5KCR/DMPNsZXHWNiq7fy75ZJ2FaayP7nf3P5upt5jorVAiEu/pWlsfRaFQUItINf5PnOn0Trh7uqWQdVMS8T0dHRzGbzYqBd35+XurjHNMZKINLx2PQWaI+alVHyjoTjLTtxjjVitP+/n4Mh8NyvIMMXuGy5IMSzGgV5NmzZ0XGKKOuz+su8+xKuRv6mXLNSAzB/fr6OsbjcSdBUi3SQ/tLGRYopy5xQM+pDU+UxH57P90xJ9yowUP91VxpftmO7vvKvMOPfepTpLN5cKWd72xTzpxX7Fqos2TF+RE/lEfcE8YQPa50auWmaZoShSC4KvxXfJj1f/nll7G3t0m4ozacp6ovGU70yfpMQc5gzvaydr0dN3R2Ua7Js2pyweuPuN3rqdXRiIhnz56VFc2muXX+LhaLEpnhuhNDLCM2yRl1xikXZyI2Z2xysYWRfXT8aj85k5A5jLfNT0Yj5P3+bDYPnAsWxxf9ZkSIrgu3vR2Nm+0Qjo6r7liVHFEbrkNSh5ETUPpRBjMayzXeLx5bW/FkskjOu68oSw76s6qrRlOul7FtpzsWN4B3LV9LA5XKjytR/gwZsRSbjPh4jd5o3pfXUl4aIm5EvodV/aoxbn8u68+upaYkqL99oagPKc7k1a4roVSwIuIO08gEeE3pyZQYza+/JwbFFN59jDJr3/GLq4k+VipJzgApNCg8yOCy8RHODy1kzDXhrvYFRzI39pNKH8NufU65WpYJM1/19tBezluN4btQrd33a6IJF8Z9is42ZXpb2aWP91VktxXvIz/iW+PxOEajUQyHw858EedoXBCP2Ybg6iFHTXO7r9PDq0i3PLtNBsf19fWd7OpSrISLOtfvs88+K/3RCuLJyUlMp9PicGmaW0N5Pp+XvaKuBK7Xm+yljBwQHUjZbNvblRAZrAob5jjcecNCXpbhhJ6pKcLiNXyO2SR9jvWcaI5t6/dyuYzJZFKcrFppZRsyXrhSzdVqzpPTvDt0a8o9FTjJXBpM/rwSJmoua7iZ8YOa3HElm887D6/pEd4PV6q3FdFGpt+Qjgkr3ouIzmqOnC9yHIpO9/f3YzabdRLlEAaZ4pmFGxIPI+468En7lCEZ/LfpZxk8Mz7OOh02Gf5lc+Zt6/82JV9HUMno+fDDDzuh9XLSctuAy2cWPdO2bVxcXBQjZjwed/Qc9UVRKKq3aZqSbGy1WpVV74wH9eE5cc7pmPIjm9M+eHr7DE/N+F0Np7TKyJDXbD754diYXM/HzgUuX2zR83QqycGptj2fgsNbHya2o+4j2NJ4lW4mOBF+3hbDi4mzmU7kc5b113G1tgjUV+pS8t/i8ju/8zudNNtCTP3mR0w427NaY1xCNGeETI6kwsnMvDURdU+eI1CNWd63OAESAR+rZEgd0d2jVGNiJKaIfKyEmc+bK3icpyz0gkx7V7hmzIxFirCHiesdOjDI+LwQFlnf3gYPvL99Y1LfFFbmCVVcOVDfBXOt0sjDx7DJDMcViSC64sq4fjNc04XbNiXEx8rfbixlxdvIBBbHs40x973LZx5rvrM6SS8Kux0MBnFychLj8fiO8yUiUjpW3x0nmPxKvDfiNqO6h/SSz0Zskv0cHBzEbDaLptkYhhwL9+mMRqNYLpdxeXnZoT0ZiqPRKE5OTkroLQ1QJYHRyurR0VE8ffo0Tk5OOobdzc1N4RuHh4cxmUzi5OQkjo6O4smTJxFxGw58fn4e0+m0ZEWt5SJwWeArf640+fjVL3fSMqOxPjIiuMKVKd5UcKX8cOWSfaEBovBB5+/ECX7zuj9P2NB4ET75qrx4z3K5vCN7t9EtZVX2TsZfsuLtOKyye9vqJQwyZ5DTIcei+vX7q6++KqHnyn4ccZskZzAYlCRWCu8k3vtqPe/JUe9hfh5VxN/kvX1wqPHTDE+y5512nGex/UyP88iaXWQAcZw8omluQ2k//vjj4lwZDoeFN+ooLJ/H2lgiNlF66/W68J3lcll4GeefclROBTrkhsNhmU/xYW/P/7v8dTla+983535P+hJXRhm1QT7AaCCHWeYUFZ9kMiqHK8dK+af6BFPiPceo30dHRyV7fQbXjFdyniWvMnzVNkf1yw1PnzMa+4SPim/BI8/K9IfHKl9LA1WKDQ1RAlEMQOnSOZk1I9Xrl/AlYZDgfQK5GTpiN2NzFyH40OKMuU8Zf2hhnfQoqX0SbAYz1dHX98zg0H0yGBKwlDO9LwIlsd93nNlvJ1zPLMfnXdnQtZqx9JhMQG3V+s8xCL77+/slEU2moLpSqCMt5J3VqhKFiSuggokS2qh+VxIcl/Vdu+5OA42NCik9qxkvcGPKYdenkPqzu1zvK4+BC4SBPpPJpIT4Ziv8HH8Ga/6nR1dCWx9689kPCUwZQ1pxWK1WxfvtDjDtgVTiByVGcgN1MpmU1QUq2WpPOB6xSXika1KCxuNxPHnyJJ4+fRofffRRfPDBB/HBBx+Us94Wi0XHUGKGYCYZ2mVeHOY1nlMz7qhg6DqPZmK4WjbPGgNphFs4sjqlkPN/pqByzjMF18dIRxVX8YhXbdt2QiOzkP2sLyz87/zRaT5T/GqlZtQQTrX3dM+TDzr91uQY53i9Xsf3vve9aJqm7FPTM9qDeHl5WYwB7x+NJadZ3ffoGv9kxsy24rpDdi+DZRnDcDIAACAASURBVO2e4zz7xmeybSIZbH08BwcHcXJyUvipnLyj0SiePXsWNzc3ZY+/judRAjYaPNwiJnynvnlzc9PJ+hsRJRHWfD4v2c0jNg4kOqcYGcgw7+yoKo6vptNm/11uEp6+at63YML5IO6pLeGhL3aoTzS4BTvipS9k6Fv36RgTLbEe6jWiK0ZWag7Fn+QMzvQw77t+K2TbxyL611yzf3T0Z3kivMhoV8nmzfvXp6feV1f5WhqoX3zxRRGmZNhcLfUl7xqjqxFTxIYBSxkSIlBpEhOvrZBtUzTeVXEmqn5/+9vffmftCT76zowyZ3p81/vOkgkSF2QkVF6nh4kE68pIra/bxk2c8DAJH4/fzxSDGgweWjiOPmNLwlbPubeZAiFTKOUt1EoYhaXqJFwkjF15oqBgQgj2dxfFhGN34ZQxWxeufQrKfRmxlz4FPftf62NNmGTwIb/UCuDx8XEJ7yU+Ol66AcX6SV8qEvCOAzQyPPpFq+XiHb5lQvinUDVm0lX9k8mkKAoq4s00eMWbdO5q27bFIJ1MJvEjP/IjcXp6WkKBtdKkOhg1IGfM6elpjMfjjpJQK31GiisAmWLs9zOFnpEMNOJHo1GnPdUjhUoRFFwdVeEeRX1nY8sUW1/lyAwI/paRxn1UNFgZ9sjV9ox2++itxucpR3ahsazUFL1afTR6vO8Z7fFehhevXr2KxWJREqERZpo/wVPvUUZS99F/haf6vPaNcRdZ6s/Wxurw8vu78E5/rgZT9oeOE9H8yclJ4ROHh4cxHA7jyZMnhRcoKuHzzz+PFy9edPaIakVTH/EWX+XT9dlsVviXVkz17HK5vGPUrlarshVhsVgUA2k0GsV6fZsLYjKZFCdihkMOD9JEBnN/JpsfN7QyWsiMWW+LeWX0DnmhO8Jd7xKcMvnlMPBv6vzkneyjL6DIYPRV1RoNR2zChLl9hO06n2jbbmJKX3H24ryl9pzDg+N6G13oa7kHlcqyJoBJeKTYZsJek1VDyIgu46LyRA+Xv7tNIfH6+4ywh5aMObhivs2jcp+2RAQsmWLy0HE50Tgx1WDoTFEKb2bYsJ99TJZ9odfYYZAJtwwu28ayi/Kza9H7vsLtxpYUdu3Zo6Kvdxn6JWOB4fO+Msn6RXNitlkf2D8pp1Sg6Pgg7PsUdc6b8KHWbqZYsY6aUlSD+TbltiYU7qPw9tXtvwXXwWBQVk892RnhxVUSGXLubdec+OppRDe8lx/VQeGpFQLuk2TfxYc9tFx9GA6HHaNV7WilTaFsz549i8ViEc+ePYunT5/GJ598EovFIi4uLuL6+rrsUdX+PMkXhdINBoOOI079UxtqNyvOD/qUFKcfzo/jb9u2HdipaO8hHUvj8bgouN7+crmMk5OTovgNh8PO2XaUI1K4uCeR+MNxuLOyRnu8ruOAXCFums25yBEbha3P2ef06worYcqVQx/PNvpz3lCTX9veJU+NqId+Zrydz7RtG9PpNL75zW+WMN9snlw2CX/VJum1dhQfFWfKiQwe2f+aTM/aqo2h1h7n1WUP6836QVwZjUYd3ZN73IWD6/W6GKdHR0fx5Zdf3mlDc0Gjl/wkYuP407MycrTfXe9cXV2VKBVfTNG91WpVHBUyeNbrdZycnHTqqs0R4U7HdU1+Ovyc1+haTQ5T5pNOfYEhizJg/wRHn/caTVPX17vi/3qe1xiKTD7CnAB+T3POZFkZv9G3EmsxkSTxTcUNWYe/F/alNndeMplRo6NdylYDtWma34iI/zAivmjb9t95c+2/jYi/ExFfvnnsv2nb9nfe3PuvI+JXI+ImIv7ztm3/z3v16JEKlRZNnK9i0oPCJXoiS1avC1aFCHvIIxFll8Q/Krsqx49Z1KY8/X4MwkNLTSmhsI+4m+WLc1CDFxGfROaCz9t35sTkIS6cMgUiq5uMwJUF/87G4wpAVjg+wkjvXl5exosXL9J3dyluWGeCQkyTgpMKKbMBUpERjRCuSsbBcWf4zdUy9k1FeESBxeu85mP1edXHPbJ9Shv/1xSavrJNMfU23qb4++STXLGcTCYxGAzu7D0lHDIFmQqAOwv0DFdchsNhZ3+UGwN6bzgcxosXL2K1WhUhy/abZpP4Q2GlEtwRUY6xkRxgJIArZR999FF8+umn8eWXX5YES9PptGTgjegKe+1zFN5oJUMhvdoLO51OO8Z6Nr9eiId6xpX7DC9csY/o7iMS7Nbrdczn85hMJh3c5hmirIOZi6UMa/yaNyneusaMoj4OJqhzGssK+ZIUaxo9TdOUrN6aDzmxCLs+A8aVVNI139+FFn1u+mR6n4zxUotg4LukReIM+980t6uoCntnxALrcriI3woXmLBOz+gaIx587Jn87oMlx+z/s/lwY6OvZO2Tj23TB3VOrBx8DEFX/YKHVjQvLy/LPcJajjAef8h+9PVFjrInT5505kDbmAgv8VMe3SWa5ZE2Gkvm7HF4azxu2NXkl9MAcWEXXkAY1+jN8asPF5qme56ynpV+KlzmnHGFW3VI/shJKl2IOpL6Qn2Y9kjEJlKEZ0qzr2or4tZpx/we0tk0j5SPlPs0lBlR5LzPFzGcZmq8c5vNUyu7hPj+o4j4G8n1/7Ft27/65iPj9Gcj4lci4ufevPM/NU3zOEty9yzyXHGf297eXvEuEfGIDDVG59ebpin7WGngROSMtJakoVb6jKzHKFQCNX4h5UMQqdZGBk+26QpTJqB3hRfb1bVaPU44bpSwnl3a1BjYLj+1Ol3RZN/4e5sSGnG7501Hatyn+PgzRZGGiL6VdZDMNjNIIrqZr/VhFmDOGedBjJkwkvIvZZjp872vGV2rjoi7IdW8n8Gb9fk9L3344/2q4ey7KjUh3jSb5A08UiiiO7d819/3sdRWT8U7uYJKBZl5BGQcyvjJEs7J6NQxLkp0NBwOOyGeWnmXojWZTEo/RqNRfO9734uLi4uyF0z1tG3bMXLp1MyiD/SbIY9aRfVjZvrmyGEs+uF4VPqUeEYQ+XNcWdaqiq/yqh+LxaJDW0rsonoJWxkwnlAp29Pm7ZHvuTGjM2q5+qC65/N5h1/QMMr4WyajMoOv77e/Uyv3ead2z3kr69VYCBs3atzQbJomPv/880J/zn8Jfw8J5MoRnVx6lgZHZjw4r9imh3G8Po+ZzL2PYlxTqgmTmizmeCOiGJiLxSJms1lJjqajY6bTaYk8YL2vX7+O+Xwes9msE37PNtUn4r33h/wyYpP9PItUWC6XZR7n83lZZRW/YzIfwimDnYpv9cnwvkZzu+p7viDh7xGHVeg8zWQwcV28XW2pHkWDCNep7/jKqXQTzX12JJO3nY1TTlUeo6OxaUw6MkzbTsjvSZeCA2HkuJ9FnmXzVtOrMv3Cf+9Sthqobdv+i4jYdVnmb0bE/9q27apt2+9FxHci4t+9V48eqThjbppNZj8SeB8xZIo6/4tZC5Ej8mQzbvhkdZGQMyX4Poy2r9QQpEbkb1MyRShiwyQY7pkpv3xvF8TOiL7WJwroPubm9dfa1TvO/LwvzgS932xbdfWN574E31dcucna1h6JzAso4yIbq5i2fu/vb46p4V5C3Y+IDuPlWGnkuseSY3GhntFQjf5cgLG4IrQLD2EbtTod1v7cY/EA1kfhqu/xeFz2njLRAr8p8NyIqBkObCciSpZIKgAU+mpHK3Dy9vsxL/pWYheFsioUV/1U+KJC7xSufnV1FScnJ8XwvLy8LKuCEVEMYtWj5EqKmJlMJp3ESgqNFg5pBU9t6nzWrDge9inw+u7jEU6LtXAxKVKqT0fx6Bn2SwlUpBz5qgwdDoIbkyVpXlVvn+zkfyrqWhF3vJQCKJzybOE1Wq4p+q688r2Md3ip0T/h6nPbV19ENzlURsO1sWRtetEcaE60NUpGi5Rlp2/hglZo6JB0/qDnfYzuFNwFnjWefl9emc17JsNrjnTJH8KFRoBgo9Bz/ReOrlarmM/ncX5+3glP9yK6Y58ymIlnHh4eFl6jufOEdb5aJn4VccsXRqNR4Vm1VW7SUJ9MdJrJVmJrehFLJl9cH3EYUd/zfqtOXwlV4ZE7Lue44ij4uQNVq5h8R/iivrP+jE+JlrgfmLxWOEdnveqlsyiTK96+z1mmn7JfLoMYnfY2OsvbJEn6z5qm+YOmaX6jaZqnb659HBF/jmc+eXPtB15+67d+q4OUEpAEFlPl+z0vjjBMnkEmTA+j6qwppjVBlPXjMRVTr3dXZfu+hWMlE2Tb7nHJiFPXa/0n/DMBwv+Z8q/3mHAgm5NaHxjCw7pr85gpmZliIWZJZrjNQ/U2xWHmzEyhS+415LzyXYYk8ZtjYztk4IQTjRHWwZAjh2mNybtCy/fExLMoAjcYWIdf62P0tVK7d586+kpNWc0EuEJ7Zdz5OP15b4NeWwopd2aMRqOyukj4O84dHx+XA+vVjjstmqbpOEFkKOq3+iUlRoa37s/n84KjOgtV96fTaQwGg2jbtnixJYCZLZLHMSihkmAopV04u20PKvlAhmd8voZ/WXEezGeZWVgKloxxr2+5XJaQ6PV6XfbekX40VjemIjZbA7xfGV3qW/3Q6il5hOApp4H4COfR66WSq3sZH2HJ+Eff/Pi7zheyeWbJ+BAV8RqOZMab06/3TXxW86br1HN8HJ6IRqHdjFARTuhdyjE34jjOPng4DlPuZCWTrxl82adMprlCz/qFb1otozHItnT9+vo6FotFCclltnCv3/uTGQz6VvSLzq9mJmvXjxidwq0Rig5s2zZOTk6KgerRTj4H/tuLP5Otgmbz6PUxUZQ7rB13pFtE3I2WpN5HuIoOsugPL5SFlGWqS3xfRq7Trhu5al99d/5JhxHbFyzF89wYV58yGUCaz+CX6T18N8NX9m2bXKqVhxqo/yAifioi/mpEfBYR/4P6kzybYmrTNL/WNM2/aprmXz2wD1uLkIKbkVWIdBnQHIn425fafbmcRmoWNksC3sUQ2lUAPrSQOTxmiC+9KK680mghY8rgvq3vLCTUGoz9XbXL/nqduygf9FKp/r65dIXFmbOHn/YZyW9TavV6m1I05PVl2AufcwWEirnPiXsAnZEp+x29mn6+bKZ01JRwF+xOWy7osjoypdLrpYK4y5zdd14fgge1/lMYS7kZDAadVS83VLPxZwq+v6+PFB7f6+OhdIPBoOxzFG237SbJHZV1nuWnbRwKV1Uf1ut1CVlT8qflctnJhvj69etO0hgJfMkS9VPZL2ezWRnH69ev7xzroIRTx8fHhYZ4HIvPKb9r8MzkCZ/PFHzSb02R0xE+evbg4KAY52yTq0XiA0oG41Ep19fXabi42icOOH6xb23bdlbQqUyq76S7PlnmMikzVrP2Ce/afGRt+TzsUmetHs+eLLxmXW7k1MZD2SKlV/WxLvadclrPc96lABP+Tt8Z/6itznmpyWiOi3iwjQ87DbjDOdPXXD7o92Kx6GwDUKZs5VtQ9EHTbBIOyiF4dnbWWUjJHK81PUTPMWKEGZVpoHmCK8lzyQBFIvEcVDrYasXnJdO/nE+pZLjKFfUaP9BzWT+8LdcLne5JMxne65uRYplMpP5DXMr0FHfKS0/i9ifn68RvhtgT/n40EPmn850Mv/0701s5Dv/v87qLDp2VBxmobdt+3rbtTdu264j4h7EJ4/0kIn4Mj34zIv6iUsevt23719q2/WsP6cMu5Y/+6I86wGcI2Zs+pAyM173Qo8JnI+4isd/nO32lb8LfVWEbP//zP/9WdY1Go/iZn/mZlLnQgydCzrJ4OlPbhtwUtix9DEf/mdXOEzmw/qxkc+0rgHyWY8mYNEOsxLDUt5oAfwjhbysaR9NsvIEMjZTAY6hKJsQjojBFOgAY3uJj8IgEKg2kV3oc+2jM50Lw5HNk1M4XWIfjZ/as6nMFMOuf844MHll5jDnPhM5gMCjhva6M8H9N+fXxUMkTfrdtW4w1pzcaPTRiZaDSkUQ8EY4QT2UIMgRVuLtYLMoKhhLt3NzcxHw+j+FwGC9fvuw4K6Rk6psJUaSMzufzkvxE+7+Oj4/j4OCgtKP++fErfTw+w99tCgJxnPMRsVkd9fo0H25syGnh86r9tB565nXSgJXsVG4IKmBqK5PLgptCp2n8qA2FRuqzWq3uGFSZ0unef8dhp2PCe5vh4PVk17N72bv6TcUz61OmZPo950tUvNu2LXhA2hI/VmEkgQqdltnKOcfk8qzWN17z8fBd1wH8fT6Xvas+9+mFfTwvIuLk5CSGw2GhBS1WKOJO1/WR00uLHuPxOCaTSTkXlbLOZY87gpmokNENnBMfB3WO+XxenEw8prFt2xiNRmVVNpNdmVzkOGs6dSZzSVMZnImPesdXGDOZzGe9D9mc+sf1SG9fRTThtoYnHcqcNeTNWomnc0dzRpxg5nrC2xMi6bqSmjluOT+o8aeMLt3Qz+asT8bVyoMM1KZpPsLf/zgi/vDN738aEb/SNM1x0zQ/GRHfioj/5yFtPEZxYSkGTA+hiivALtB0nftYM6CzTbVDJp5NEifRPXNe79uWPkWZDO2xC8fvYR21fjlD2waDzBOv79pciYnUDKaMobK4AK615WPMiJzhVTwGKdsT8ZglU17YT7XNvU8MG+LRGRT0GheVTjIyD+lS4QqPGK0bwWLmCinrU/70n8+58HQ41PAvE059bXqp4UAGg9pzj1FcOde8Hh0ddRQsPpe9p2suQDMaJJ4rc64LNe7lbJpbg1mGpAqNWlecm6aJ09PTuLy8LHhKb7RWOLXni9lHX79+Ha9evYq2bUt2TU/0IuPTE5BoVZ8e7devX5d62rYtqynac5YVV1hqOFS7x/lwHNdvte3Kia4pmQqdZcPh8E6oG/f0ai55ri15sTz6yhjq/eX+dMpilYODg4IzDINT+5eXlx0e4xk1a7RK+s/4AJ+p8cddSzZfLmd2kfNZNANXpF1n8fb6dBHyd9XpDljJJD3nzj7yfs2pVg69HpUM1g7nPt5Z4+W8lsHX/3u7btjpnSykUU4rXZejT04q8s7Dw8MYj8flGBf2R/ePj4/j5OQkRqPRnS1qroOqn9za4PqQw5D9adu28AVmZZahKxmuM1IJJ8oqn/uMpnxe3dlZm6+MRsinsvprbVD2OL65scZ6nD+73eCRPX6si88Z26fjlTTFLMBuCMv5QBnofVZfSZ8O020wd5jU9C3KHK+nb/W9Vra+0TTNP4mIfxkRf6Vpmk+apvnViPjvm6b5f5um+YOI+Pcj4r980+k/ioj/LSL+v4j4PyLi77Zte1Op+p0XTdre3l4ndMUNpG1Aj+gmBeG7/lwNeTNhkBHSfQ2Rx1BeCQfB55vf/Oaj1EkCdFi7ApXd9zpqxZVkZ4IuvOSskHJFAerE5czLx6ci/KopkBmTpoIhBsPMtNuM0z5FddfieJyFz5Lpqgh2PmdcVREDZSKkiO6ZeG60ZjBVe7zOPboZLWXCroZTpFc3kDNYZQzd8Td7xvEw4x3+/NvOL0tfGwxJdQHtIU0s2XgyuBP2PHrE3yOuDQaDkpXVM4hmdKRVTR6vIBxs27aE7HJF1hUGrXYynJcOLO4zYyZ3woyrq9PptCiAWkXNVjEdppl8yeaQ8MvwxnFYq59ON/qtcERXhsbjccdTTycavflc5SbeiOa1b9FXQQUTreLonhR//WcyJ2UnpcNsvV6X1dNs/LVrvO446+/U5mZb/bVS00H8GeGsyyfiuPeLuOD82vmUdKVMhpHmMl7KOjWXg8Ggc56nP+9jrvHbvjHtWrxd9ocl0yH4fG2udLRMRBSjVHL96OiorK4qjwOjFRS5Qoeh9BO9r+0Obqg0TVPuM5ER98dHdMPqM90lYrP/VLJV9Uk2aFxOJ84HavB3uGX4dd/ijmuvv7bYxFLrU0ZPrqOocO70HOc40yH1HN9nHYKp+KX4Hsem8TBpq97jkV+sj7xC16lrZTLHYVHTb7KyTX+vla3noLZt+7eSy/9zz/N/LyL+3r178g4KEYPGS0QXYD4pDkhHmL72XFnvU+hqzPg+jPchTNr7kAmsXY5B2KXUhLraoWHiz2XzsAuSe5uutJEJKEGKbxzvq1N1Rdw9F49hrFnffewqEiKr1epOVltXlLwPEbdKpQ78vm/J+pXBcDAYxGAwKKtSZJg0zh0uEniqi+2QWdaEVdM0RShqtUttMeOgw2VX5dGVNyb0qCl8rKeP1nnf3+8r2TzUSp8iXnueNKDf3HvKEFQ3gthmphDU2tJzCmlTsiA6dTiX6odWQyM2xyXU6p5MJneiVvSbq5bCIyaaYOho27bFAJ3P56UuhbUqKdDe3uZ8OmWW1cq+VmuPj4+L8sDswrWyTcboGR97plj5OyoKU2ZdxOfZbBZPnjwptCuYDAaDstosOPueNiVmYXIQN65kvOsdZkmmQik4iS6zTPyz2azMs75dpmd4ybHvMg9U/rbR8K5yuU+Zz+4xSzrhlNGC44Ng5saFfs/n8xiPx2mbflSP5lb16hk6EiQTuO+SfaTM7DNaMljdlz/eF8619rL+si43NijnJOuE68LlwWAQo9GoHDuzWCw6uoTmnLQjHU19UYQD+6d58aRslPVerq+vy9yKhjXf4/E4lstljMfjuLi46IVbbd7cMPJnXM+uwZm/M57o/CwrTivOJ90RROec3iF/1Eqzr37W2nd+InmTwUx18hxw9ZmJ6JgtmPLPYefye9vCjsOT72Vzzff83n3K22Tx/UtfpEAL6Ylw8khQGe0TZq4E14wgvkNBsk1gEUm87MqIdy01BqE+9HnB7tuGfzucybC87WxOanBkXQ53EosImcKGwrfP0ODYJOxZX82zprG5h0y/KRCcoTkM3FgQXr6NgcpjXSi4aExGREkqIyVbWQelPGb4ztVUrsAKHhoXBbjmI8MNKccuyBz2mXLWp1yS4XLMFObZu04nzhdYx31Kn9L8UNqs4ZHmZTgclr2njnc0DLYJJ7bhXuWIuLNCy+dYz3A4jNVq1clKqHBa1qk50wqEnuWer4goyhqjEzR2rQ5IyEuRlMLWtm3ZU6qkQavVKmaz2Z2oHI1NmTEVHqcxetjXtlLDMceFmpLP+dBvrQj7cQicNynMVHRIx3IysC/sGxOAqB7tuZNSR0cI61DCLncAMtvv3t5e4UF0LikcfJvs6FOUXQbVeMvbFI5rl7rbtrvPl/3z/vf9rimbwgkq3IKpcNydeO54FM0wZJvtc47pSKKTalfa6NMTar/74MX7zuspB7I+aOyClRzNXAllKC/f0wqXkolNJpOI6OovcuqJT8npVQubZ2F4MPl2Bj+eba4jmkRzWrTwpGkZ7Gu8KDNaeI3/t+F1nwGZzSt/+6pqn+6gtsT7eI1ti7/xdBBFfyh3h69yEoaST+SX5HW67nkCPNLFI40k53Sf8+DOPHdk+LfTQY2uHqtsXUH9t7n83u/9Xvzcz/1c+S+B7JMUsQnh9RCYmsKaCbuaABQi9RkwLsi9PObkOwG7Av8YBqrqZZu8TsTO2szGWzMudI9ey6yeTDHPQkRrgp2FTC6rx5W1Wr+oDPPIjT447HLvPoWMVXPBrH9SMriawW8mUWKfpPiTmeo57tUgk2XCKhojYrQ0hLcpNmpPdE1G78YQSxa27HNbU3r9PmFcq+M+5W3nvEYPh4eHZYWciRXUT+4/pNHgdOs8NRuv9khx/oUXKjKYtTrGUFEPDRbfPD4+jvPz8zthpovFIo6OjuLy8vIOfSrbrq4phI4yQnvJFJ4bsVlpiNjgi7zXSorUNE1J6rO3t9cJj6vJij5+40qBw7AP51y5bprmzjmx7oTVoe+UXxk+8KxR3RdP61MAPRxbH5e1cnJlRTzTjSkfi7ftSnCmFKtkinzGa+5Lmz6nLjOy4qHkriBmfIZ9zOSLRxvc3NzEeDwuMHQnhp53XqA63IEUkSv4pF8aTbvIvExmZ/D03316jdOHywDHZe+DEqyJf9CxRhnL6DStuNGZs7+/H2dnZyU7uIrTgO/Xd9jqGY6JDgFfwaOT/OjoqITJ6zklrRNPFO3VYOqykzJD/7M+Z/PguEEHdcYPs3nMdAS2W/vmvDieZbqs6x0eHSKnBZ3unAeHjS+iSQbKSci+CLaSRYJ3tj81Iu7QvjsMHXf8N+GUzVf2zH3K19pAjYj49NNP4+nTp+k9eved0Qq4HpKQTYYr9f48ibyPmP+ylLZty2rZ29SRIWumyChcbBfh5AoXiVbPZMqM1ysm5quntfdcwFEwZGPL5tvrkgdUxilXBvvg8C5wxZUGHqPkDhbhOoWujEkywvV6XVLVu2ByBUYM25VUtctVGyWaIV1xdcfhlyllPnZXlhzGNSbs9buimdVRe3fbvNTqu28hzXD1VA4I98bTI8uxccz00pIeI7qhiHJaKOxM8HJBqSyWn332WURsjrOgYHfDTPeUUGexWJRsvQpX04qbcJXzLV4ggT4cDjsKkcLwpKzRYSIYaB+aQmhFI1IatHqclRpdu2Lp99wIqT3nz8hA1fuM8lBZLpcxGo06bWUKpn/oEGKdnOebm5uyYkOlnaFymhcpTjxehsqb/iv7aJ+imsF7lznJFOVt7/cVl2V9/aRyG3FXQa/xt1q/SLtqkzyfYf7KuE16VV9OTk5ivV6XZDp7e3vx4sWLmE6nZRUuk4OZLGe/dtEFdrnnfDkbu/cpm3OWPh3u8vKyk5VXder4qtevX8disSj7RRUWLZ6n/boHBwdlu4KOu6IjTPKW5xHLcFF/PVO483COlf9lMIm/MQpqMpnEcrmM09PT+PLLLzvw65uHTB+kXKjhR02PJO/nwoTr2uQ7Wb9q85iNxWHFNpmhlx8uermck0xgBB3lketLGb/1sHoVbTNRIjuGa6vtzJFH2HPcHLvDmP3yeavBc9fytTdQf//3fz9+6Zd+qRMukX04Afr2iYnoClhOokJvPORF9zWpnhyDiKtnVTJh9VglRRLd+QAAIABJREFUU2z4OTs7e+s2KDwzhclXPPuMCq+X9Xi9mbHgqzOeHKnGYB1GWTsqjhvEAQoHtS8BIgO1j9lnY3yIUpQVMkJ5fbkXQvCT4UJjpG03WebIoMRk9/f3y2qSt0m4a+VjOBx2jF+FGXpCFYaR+Xzz22mVdOwGFcPYOB4fWw32GR77/T5lMit992uCNLvnuEUcUhIOhSF5VklXTF24+biyPkuAqQ0lKWKRsNV+J2W7Zd08U5f0yVX8iIjxeBzPnz8vx77s7++X/ZN6nh5mbgeR95kKmpQQKeavX7/unLsp/q8VEimkgt/x8XG89957MZlMYrVa3ZEDtTklzmWhefdRoL3OiNuQPmXH5Xyq0AinwsU2ZazrOsPwGRWid6VQyejnHlfBS3xFK7jkJ4Id+Y7wp0afGS0TFg7HjN4Jl9qK7n3KNh7iv+XQdMNb7zk/yxRpvucyfzwedyJWWERXmhu1xVDTo6OjODg4iLOzs3LEnxwQ3p7jkK/S1nC4T1b3FVee/d2aTsHQSscZ/SYuiM8pIZrwXrAR3JbLZbRtW3itjEzREqNEIm6P7uMCSNM0MRqNYn//9txSRWq4IZbJJOcjqpPjpcEhOaxQVdfdanSjdjMZ6gs/7GNtLmp1ZzLe5b2epw6e0UPWD9Kb6/V8jvUyg3KtXa6uUv7of8Z7uJ9Y9WvriS9w3NxsjhtSv1U/6S+Tpw4Tlj6Z43Pk9++rs37tDdSI7nlc9EASUWrGlHsY2rbtrLqpXF9fdzxbERskUT21SWSIy7+J4oKKq8GPUcjwWJzB7FJcyGSEsIsBoHmuMVivO+t7tqrkoTOZYkSlX17Vh5SasH6MQuFDxTEiOvtktdohD53GJMHmOM7wyRoN6j7DpHiduETG6vOo93xMvJ4xVCokNRzYJpizPvQpwDX4ez1vM+fsB4Wh+Jb2y7Cttt3sI3OYSaHKBBs/VHa0x5XJkdp2c2yFDJj9/f1iAApvFBqe0e3R0VFZVddROS9evOiMQzxWiSa40iaFj8L75cuXRQGI6GY41bPMUKo9vBy3FMiIKHtf5/N59ZiZ2vz3KUY1xS0zaP15nRPLA9zJk0XPDN/n+PRfuKRIEPELwUzPySkofNNcah+e6Fmr0PP5vKzsc0x0LkpeyelBBdg9+04HGU0TrzL5r+tvy3+drrN7/O1JrTgOhlxHdB1wjidsk30Qja1Wq1gsFneyLas+RjNIYdY8Hx4exosXLwrdaH5qkUHk9RxvH0+sGTD+fkYnNRhnvNkNU4dfrc/EO+mL1AO1j1THXcmB1TRNnJycFLpQwjXBh3wo4pafnJycFF5C+eqrk6Qd6aVu/IgWtUJK3OfWhdPT03j+/Hmcnp7G+fl5BwbOEzyyibRIONXgWONd6q9+e/gt9TsVGmKEo+MU+812XJbpWfZR86Q6JCMJX/Yx40Hipa5Hsm8ar8YjPu6yznVTJlFSXcI3jtNpxUs2N8Qx/n+b8kNjoLrSlDG6jFAciXktokskStHN+vuYYPa71p8fVGGbz549ixcvXjyoHvafTEvExetsd1cCIYw5rxF5wpzsHlfl2IdMQLqCU/Oq6T7roddKgl3MR+cp1gR4Vl+22v42uEKmSSVIHyo/Yn4qYnjqvwSq9jFJgfd5pceQ80cDNqKruAhuEtyueNTm3GHkQsLHtosS5MoP6+l7r+/57Lld6qw9V4OLvvWRZ1yKk79P/GX/GCZLAe7KM+/piAXV4SGae3t7Jex0Op12QkUzxUp0JGVaCuDFxUVnhU2fw8PDWK1WJfvz2dlZNE1TjBsqEUoGIvzn6pIybzLc/MmTJ0XR1PPcH7a/v99J6tM3567s7WoMbZNp2f3VatVRtHwOxZ8c/qpT0Qzj8bgTekhFi+0xmkVz4vPatreZSQVfGbDsM5P3KMEP28vgUYMV72dRUtlzu8yHF+c9pNFtPFwGJAtXsigP1ZYb6JkSqTHr/97eXtFlRKPEk6urq4LXivxx2HlyvD5YukzZpdTmclf+6NcyuqjxUOocfXXrOu+t1+tYLpexWCxKArWIzVaj6XQax8fHcXp6GsfHx7FYLO4k85Qc1OoY+fZ8Po/ZbNbpo5wIcuQwcitbCRVvV39vbm5iNBqVcGLt0x8MBh0DNauH11myey6fMx2M9/nt7QqP/Z4bfa6nsz4VwYjht4KfaEO8nmNgqC5XS9lvRmuxf9SDRPPUTXylXPN6eHhY5JGe07Yo0ni2SEDY1OBcmw+/1jdP9ylf6yy+EV3vLhWdiLuhAEQqvsv7YrgeTqFrFOYZ8mce2dqkUWD/IAphsF6v46d/+qffqi6vNyJXtmoMqVZc+d3leTKALJU3FelM+DnDquGRiNxX5ck09QwFT18hk3VYPURJygoZpdet9nzVg+F29JjrHa0eiYGqHb1L+DHzXUR0jGIKGx4Mz/1m3nf9z+Do73CsLoRqArRWf61tlsxwyJ7pu7+LQsb7xBl3ChwfH3ey2Low8cx+NDg8NM89ym7sKPTVnRYS9Pv7+8Xw03NMwuMhozR6pIiNRqN4+fJlqoTQo+37mRVSrEykwgW1ub+/H+PxOL7xjW/Ee++9F4eHhzEcDuP09DTG43E5xP76+rqcd0hlfblcxmw266yobCuZ8pXJjEzB4jPutOPz3ONWwx+PXiBeKamLti0Ip8RrnXd5f0STEVHCG6+vrwvcddTQfD6P5XIZl5eXnXBHrZ66IZQpUFkhHjpd+vVtitYubWXffj+rz5PQUSH20mcUsp0+XMqe03xrnl23Yj+5bSWDa20FssbTtvHU7D2nnVo9ffPgPJT8r09v6LsuealoCjmqI26Pmfniiy/i/Pw8BoNBgbVwj4nXpHPOZrO4vLyMtr0N1eaYHWcd/nzG5Z/6KzqTk20ymUTTNJ2Edy5/++Cq8WTRSuyLFz3jq6cRd88hZR0ZbvGaG2qirbZtiyxi/wQnfbQ6K0NUkXHaCuL7eh1HauPWf26xYnSIy2JuSXFeEbHZBuH6V/abPHtXHT3Dmwzmu5avvYF6eXlZPH7y/HAy9XGDIqIbluh7P1honEi5yYhDz7iiUPMe3lfQvk3JFLm3WZ6vCQve71O67ovI3nZNgefqpTPiWv/9tyvd/gwVaDJLtS0Gxz1s9xnTuyrOjDJFIiKKUu8eOTJpKeaCgWiIzJ0w4iqyntd9KseZ8PExqGTKuocU6Tl/tk9RrCmZjg+Z4ufw7ZuLrL1dDdNacaHM8F4pnq6Q69tx3hUeKnCukMrQUOIG8hmHy9HRUSwWiztORe4bdaVLq52Hh4flXGOOmfzs5OQkmqYbXq/ViMViERcXFzGbzWI6nZbjIiIi3n///dL/zz//PGazWbx69Squrq7iyZMnZZ9Y294mS5HCuFwui/EbsVmJzea8ZiRxDnZRsL1koWmsV3t1maiDhYqN16XVa8lZ0S8jRhh2qHqoZJHWpchl9M16JLt9P7PjaY3m+77123UC/n/IPGQ8wY2HrD5XRr2Pfs8zg3r97rCI6K7UZOMgjYumXLnX/Mtw8vfVH0bd7CqH/VrGY7L/NXryfmVtZrx3WzseMeD81HmoDNXpdFp4RsTGUI2IorvKSBmPx4UfCt6imcPDwxIZwnlhf7j3kfDXffEo8YPXr193ohi0VWM8Hqd4ls1JNgeZYaTiurLDj7qUxuTj8Hmo9YN1SL/J3sl0QfIw0aLkqa5xn73aU2FUoZ6nXORvbU1xW0Q4IBnDfotnel0Z3jsv6eMDWfHolbfVW7/2BqoUDCleNcFHRFURYskTKAahjxDQEdOJxdshUe7i4an9f1clU5QeUgfririrHPtKdE35vW+bNQGj+aHCWiNAZ7QsXAXlM65IkljJyNp245Xzd7K+ZETuisHbFp8vfZxZZenKuaqpZ7VSJlqQUiKh5+3S6Cd83MPK990DnMGCRi8ZtBcKBhfYHH8f7Py/C8aaIrTrHN6XHndRMsXLFB6U8TQ+T9zIhLXjs4Rj27ZlRTFzCJK/Nk1z5yB4np+ZwUNJSE5PT4uxxVV9hsK17W34qBwoUsDIj5XgRPC5ubmJ73//+/H555/H8+fPi+NTq8/L5TJevXoVk8kkzs7OSh8IN8FGe2Rr81WTARncM7rNivPG7LnlcnknjIxzRCM7C3ej0RIRnf23/s7V1VVcXFzEdDqNxWJR9psKD9gH1UnjRh9PluY812HqsM3w2Z/J3vHnajD1ks3dLrxFckvXajIuk7X+7fXwnpw2hI3uZzJP384nFJWQ6TB6fhcFtu9erW6Ok59anexHTfb33asp9IRvFnGVzfnV1VVxjIlPvnr1qhhMqkfyVYaithZIdu7v7xeHGp283geGoVLe67c7jOTMZMI41uc8yH87HPt0qFpp227G6UzG6pvyjOPK5ivTxTO9rrZww5VcyRbvTwZzOe8V2cNtM6qPeEwHfkbPkkt6V23RoeFz4VFSGd9zmGVz5Xqg13nf8rU3UCO6jEuTy/TO9Pq6Aq7JXS6XZe8bvZM0PLjc39cXIq4je59h9NglE7BUCt5mBdXbyYQJidb7we/sXq1kQp/fTpxZX2sKQDYWrytj0mqXbTPRUI1ws+vvCj9caDgzdiVGQsLHpve0YZ94LhpjuAyNA62CRUQn2RjDitWfq6urNIytpiRkiluGd1mI0za41QQu29vFQNilrYcWp4em2SRFkRHm3s+Iu+G9fJfX3UOv66xT3nbvT8TGgTMcDuPq6ioWi0UnkZL6qfDYjL61eqDwUIYcau+rBL8MVdGiFDkpCoy0uby8jOl0WlZ+2RYdTovFosDu2bNnJXGTkicxvDkrfXyQ9zRv6qv6y777h2ccZ+1qrDL4KAPY/np9G/JMw9D7x5U1tUdDkzKQZ0OK/pmpUsdycG+7Vouur6/L6qnzX7XpPI1OrZoMcGWXJWtnF6U6Ky4D++SRdJVa3/x6pnw6n6LyKvznPm7SO2k8W7EiTDQ/zhtrc1RTamsw8zFn9zO8JMxrdbu8cF0u0wUyut02Dsou0oOu64gs4ft0Ou3QDldOeV44jyy5vr6Os7OzePr0aWc+SZNu5NEw4lxyO4+yfounjkajO3oTf9eMY4dpjRazeabTyj+sV3jO8WT1E8/Zd+rqGc17/zlG6kcZjySOya7QKnXGpz1ZGaPMHOeYMI5jJewIk2w8mU5zHx5HuNbmcVv5oUiS9Nu//dvxK7/yK6nHR0WEy/AhXWcRI3DBrToj8uNGagjQN2kZc39XxZUhEcLTp0/j5cuX967PidKV1to86JnaNYeDK6o1RkVCcSMkE3oUVKzLwyso6H2Met4VdYXH9glL9sHHm/1+m+KMxGFNbx37nY1Te9mOjo6KcKMHkKGC8uoJdsrcKTgyDElwbpomFotFJ5QlE4rZ+Dw6gtfoYMpoMhN8WbuOS9kcP3TedlF8spIpVYKlFFMZCmpHxQ1R3XdFl/jtiq2KjnnJlHIpxcPhMKbTaad94ZMnoWD7cmLQgXh8fByvXr2KptmsONB7PplMYj6fF+NR5xCqXa3uHR8fF4NWhqmy9bZtG/P5vCiGFxcXnVUGhubVIjZYyENqym/tHcks7rEnrvYpHmpTiVD6eJO/v16vy5EwDLclv2UbVHbpCGjbtoRQK9SRSmbbblZytOKqOmm8ZQob8Yyw4Zj4TCbX2ZdMxvt7uxafl6xwi5H327cfMdKAPI59dB6m/dh6T8fHZA53OXJWq1UcHR3F69ev4+XLl539dX1RUSya011KTQfwdmrXnZ68b7X+8b3sf60PLk/5DHGVzxK/tLdU/On8/LycO9s0TTEQ5YwTT1cCOC2syIjUWdd08kXkWesldyPuhm2Lt0bcJmUaDAbl/NdMl9gGF6c1h1HGBz0haSaL9Y5HqvlcZfSc8Q7na3L+KVrAIz0EO+o74lXMnMv+edLATL91eubqN/kkZY7grGggLSBIB9uVtnxO+mhKzz+EJ6r8UKygqhABM+/RNsWUigAZlCtsWbnPJL0LI2TX4uMaDAYPrqeG8O6VysouwsOfzwRv9syuRJM9Q8Xb573G2Pi7bdvOCuK29vx6xvSvr6/jD//wD7eOp1Z++Zd/OcVz9btpbtPfSygpkkCKJulJzDdi46ih551zr1UdZ5BHR0flfRrEMkC4opr11UumYDgsaaC697ImZB1WLJkCnD2za6nNz32KG448m48hRmyH88V69K1nWH/2LDMM8jojUNT+dDrt/PcQtSxChY5F4aWMQ60o6DkqgjI86Xj0xBaLxaITYqcEIUzoo3HpPV1fLBbFgDs9PY2PPvoo3n///Tg5OUnnaJsc4XPZs37NnTIsjg8qzKHAMF8vXK3V+cVqkzKS9TAcl4aVrkvZ84RAXNXVCjtxIVOcfKyEGf9ncOA3r9fkWqZEe/H7u8gO4mo2f6zLwzO3GQDeJzoS+V62+i3amUwmMZlMOnTFOa4VV6ZrvLsPfpkyzHsOwz5dI6vLDTg9KznGZ9xBt4tekz2v+vmsHLIyOC8vL8s17ucXzXK1VNcUur1e3541Ph6PSxZhZuYVr2UmWDkhGHlIfiqHlkcn1HgZ8SrjPxy7yxr9rjmDPMpgG+ypM0ZEx3AnDDU+pyXKzQyHPIqFkUqsl3oU8c5tDedVcuL7EVQRt3oar1Mfo75G+PB9n5dsTrLyGLqKyg+NgZoB2/9rsujpkKCUMCbjJ0H2rb7U2t7FIPlBFheY6/U6fvInf/Le9dQEfnZ9m9DxvmVt9d3XPW+zL4yzRogi7kzRqbVFZUsKWJYkpYY3fddcqXxo+ZM/+ZOUKdN7LqORhmXEXe+j6IYCkfCiIiNYMSGBhKMrZU2zMVx51qLDw4UT/5PGVSigMiXG68yE3rZ5Ylt9z/QJ9Wxs9ykZ/Um54H4Zr5uGQk0wccVO8+Zw1p5LKlQRXV47Ho/j9evX5egCjzIQLnHVm30h/kTcGlBKXMQEMBHRCQ/VsSiXl5cxm83KKqlWiSKiGESnp6cdeGq83L97cHAQV1dXcXV1VVZaleVX79XCfKkkOD5m80N8kaLi/En3MwXEy97eXiejaOasiYiitGo1RvKPRirlo8tMzR35qZ7Tio/zaRn+TCTDfrmjxPvs190gc17lfH2b0bWNLjPeUaPpvnnPHDSON94mvzkOPcuV8+VyWY5CmU6n8erVq3jx4kW8fPkyLi4u4vz8PM7Pz+PFixfx53/+5/H973//jpLuMpDfMkpVtq2g1uZvV92hdi+T27xec85odZGwZl2Uh5RhNRmTrbwRN5umKREDzKFyeXlZEi0y3FN0RZipXSYBcmestkJERMxms46DTvWJBglTOaj6eJN/+EymT2XRJoQ3w5RdDrBefy8rnMuaHGQfqNMJFoS/2tdv5qVhUlY9R7zTuBnFwuscE41p2SrOvzw3AL9dvyLO+Jh9Dmp8JnvfYXef8kNjoGoCfRIjNp6KTIAL6bi6osmkYret1JQG/q+VhyikDy1kGNlq0rZycHAQv/ALv3BHQPUhbd81F6zqoz/vMM1KjUlmz2VMrU/I0TAlHrlApUdsF6Lu6+djlT/7sz/rZTjr9fpOCCiFnjNYJcOJiM4qK5+lkXtwcBDHx8edswz1vJI/aPWNSm4m7LxkMCb8PdR8lxDfWlt97+zKnJ0HZXVuw1+vL7vWNJv9SjKu+vqcfVOoZcoA6WEymdyhK7YlJSc7RkbP8giviK5xK4FNnKLiFnH3eCg9o72Pbdt2EikdHR3FZDKJo6OjOD09jZOTk87WD/V5MBgUhaJtN/vL33vvvRJ5oKRAUv51Hmo2vw5/0lpt3h1n3IjJ5i9rS/UsFouiZLkcoCFIh62OlnEFncWVIiqGuq9Qf8FadKmEhRl9ZLzA6b3v2xXTDEe38ett/Kfvfq2diNwRkz2bGa5u/Pi4NOabm5uYzWZ37qkO0Z/mRQ4eOhddtmX4ytVBrqr3lV34ca0Qx2p11/BC72fPZ7xRxfmW03Gtf/zO5NB6vS48RHBXOPx0Oo3ZbNYxWLWvW3yefRXcSWNNc+sEljyQPNaKrHCAskPj1dE3rg9lNJnBLaODPlksnpDBKhsr28lowa+5fuP9Vvt9OWnYF8HU9RfnOYoQadu2A2OVLCcEYcVtMBHRidbrs1X4TG3MbNevZbTjz99Hb1H5odiDGhHx+7//+/Gtb32rEJdPHBUAV1YpQIkQelf/7wN8n9xdjJV3UWqGxn0VYa+TYXmsn6vSGcz6hIMr7xmzdwap65milyk6WT+IJ/RUeehPpvzxepbgxZUB70Mm1LK+vU25vLzs9FuMTnMUESXkR6smiiZw2pGByZAVhqBwZYbGocJO1A+9z+MIdITI5eXlHXrJFAnhm3u7HXbcx0Ga34Zv20ofbmX3agrPtvq2tZ/RQdNsnGxMtOP4KByoGTbZmWuZYNPqKOsinkkYz+fzjoDU8z6HxB/Vp2zrwks5S2QQEqf1rQRJo9GorMydn5+XPasHBwfxwQcflL07DDOXHJFRqzE1ze0xDFoFZFKh5XJZDGAvffi1be5rCgQNlAynMx4r+DIMzN/nKjND/AQ3Ji8ajUalTo3TQ7a58nN+fl6yKHO+IzZ8yBV74pT/dl6cPcuxu9PK4bQrH8h4Dgv77rKW73rGTv/oedKE6ieN1OrX/729vWL4sF+qy1eJSLd+jAbxpA8GtVXKbG76ZGXtPe9PTTZnPMxLBuOa3Pa2/fnsmazv2fPz+bwYhRHd1Vae6ywHmsJ3tb/ew0jFKyXTGYXBUF/yb66Y0zBTH7NQWw+LdphlY8/wVN81uea0RP6l/zXHDfGbOgl5lrYYcfyq150tqs8d794+n4noJkQiXOkg8PGrLuU/8HGxn4QlebvTgY+lxkOcV9S+t8kxLz9UK6hc8dQEE1kiNohBQHpoLyeRK6q7CLFtk3TfCXzb4kzEDbj7rqBmdW5j/LVns3ecYdfqcgZW62NfHf5c5mXPFIusDxH53mX2Zxc4bbv3kFKDE/skgSSvqkJ9NCYqq2K0pBsKN11j5AKZN99TP/T+zc1NCbvUvRpMakyz71niu+NITZnpm9MMz3bhE9m9XRXjrHjfxa+YyZfPUbl1pZd1ap44X/7NVTGuxum9/f39Ysxp/2mmzDC0LBOyuj4YDEomX0a+0NutPkgJkaL86tWrWC6XZTXpG9/4RhwdHZVVBPWDWXuPj4+LPNE+o4iI8/PzmM/nhU6YAEzh6vcpjsvbnq09V+OPzvPcuKDBIXpxZ50UXY3x+Pi4s+pMuufKjOZmNpvd2VdHpdMzx7oxmfHQGq3WjIJtdH+fqKkaz9C1THZ4H7g3vMZreJ+0k8koHz+LjBOnMdKy85CIu2f7utJbg08Wyql2Mrhtk5F9bWXjdZraRhfEt8xBzTG7cZHNv/MvV/qzca3Xt1l9FYpPI4rPKsnS8+fPYzabdfZAinabpunIYK+HmcHFB32FsGluI5yYhT+DJ687HDSu2jN8n4Zbrf5MJrlO4X0k/BktSecZFyk8msfn1WVYpl/1GZCeTZ06Eo9bE+8kvbuTQTKJ7bmzxeHfp9f6WFn6eN59y1YDtWmaH2ua5v9qmuaPm6b5o6Zp/os31581TfPPmqb5kzffT99cb5qm+ftN03ynaZo/aJrmF9+qh49UnGlQOSPS8TxAbSKnt8LjtLPJqAkO/s4mP7v3rksfQ9fn6dOn966X77uyQWLcZjjU6q4Rhdfp970vuueCyZm9C1sX/F5HZsy6cuWM0cdYGzvf7Xt21/Ltb3+7Y6Bk/aIXX4yStCRmenx8XMLxMi9gloSAgl37/rSPsG3bsk8yYmMcODxqSiV/b3vWBVMf883KLsw7e2fXe/d5tq9/grOSJGWhRHreQ35YePSFK7UqbXt75ii90X5/f38/xuNxXF1dxWq1ShU7KoRsiyusERGnp6edVXBme1R4YttuwlEl3FerVaxWqxJqPvj/2/va2MqO87xnlt+Xu9SuvNJa0MqWZau1DQOWXaFQIScwkNaxjSJOCsRwUMSCGttN4QA12gJxUqAN0j9JiuaH/qRIYaM2YCVxkRixgaSNEfQDNSpVdipLciVZkqsmqmQZWu0Xybskl5z+4H0On/PwnXPP3dUuyeU8AHEPz5kzZ2beeb9m3pmZn8eb3/xmzM/PN2Wfm5trdsPUfsvBGg1DXV1dxerqKra2tpq1YtyMBCg7qC7/I10R8X5KCW9961vxjne8A/fccw/e+973hv285LB4ukhuOZ21TbUsly5davrG3Nxc64gfpqFzqmvhGDbq9Y10iLaPpu2CyxrN3/NwY5H3+sjaKO/Se16XSA/oYLrbHdEMKdPpQJDLOKAd/hvVsSt0kvcplyn/I/3BP1/qoWUpyehSm0e07mrrSB/odaRLvQzOO5HD4+Vymad0dPtBv9nVl0mH1dVVrK2ttXRtVH/y6blz53D+/PldEzXqgA6Hw9asOOuwtbWF4XDYOiuZkVTMh1Ek3v9Ljo62A3WS193bVPUXbXbf4VrpoiGx+r7T3Z+prPCoKp3Eor9AG4VtyV+2n0aRab2YL6NPlLdc9uku9JGecPtSl1Fp34nsX9Xx3q/H2SFdMrFL1vZBnxnUywD+ac75XQDuA/DZlNK7AXwewJ/nnO8G8Oej/wHgIwDuHv19BsDvTFSia4Tvfve7u6bFNcRNmYPE5loLH6VyocTrkpGnv4qSIO1jbF4rKENQMN1yyy0T5xEZ6xr2ofcj5TAu75LQ03S8Fxk1XUZgdK2MGxlrXhctj7alP/O2KNUnSvtG9ZP77rsPDz74IB588MGWcaJGDsNaNPzFlTYVBtCeLXYBr0eCpLSz+ZEqBp1xVWe1i656P1LWLoiBtpERzRjpd91A0Xwj9DVorxSTGsv8ZZ/VUeDIOPDrSNlFMyCu5AeDQWtQQwcBaIDrDKuHiqmRoQM/fM6QJj5nGWg082w5YGeGL+eMS5cutXaPpfF2+vRpHDt2rNVHdbBFwxnIlhTtAAAgAElEQVQHgwEWFxexsbHR2lWTg5sXLlzA5uYm5ubmMDs726QprUGN6Bvxuj6bmprCvffei1OnTuH48eO7dmR2Xojoqt/Q5Ssun91g09npy5cvN0e/8Pvc0Izf0pkAlYmkB2ddffbBZwUnaTftL33R5TD0/X7fdKV7ariP0xfqHHq+kbzytqRc9jDE6Jv6HmmvdPXvaDm0r+Wcm7B8r5N+K0JX23bRSsvkeqJkF3Txn/7vuseXRni6Uh8r9VXtywCaJQO6UZkOAng9aNcuLy+3+lbO2wN2XL+qspUbzKW0fazN4uIiAOxyTtVR9D6g9NY2Kg3+lNpc20r1l7a16zl+R//XPLyMHpnjz0u2mQ/aU69xsotl1c2PtMw++ON9x9uNelT1ntqj3q+5XEXrxF/lXde9kc3u8IiScXbuJBi7BjXn/AqAV0bXF1NKTwO4HcDHAHxwlOxLAP4LgF8e3f9y3q7VIyml4yml20b57CnIkD6FnvP2KD4ND29gFVRAbChrmj6KsJQmMrqvJ1xQu2N1JXk5o11LlBwWLY8LUH3m76hgVWHoI7+RceBMGxk7ChfQfet4tXjooYcwGAyaoy+8TZRvdK2K8hJBYReFh2oopdZF+ZDn8enmShTqupavqw1KAyGsi6/BUdpFdPL+wLZxQ0Pv+3uT8HWUtvR+n3uuVJWeVJrRjKUqZTdAlcauwMkrTL+4uLgrVEnLwg029PxTN96A3aPhmjbnjKNHjzbhTBcuXGgcXm4UQgONxpVumre2tobhcIhTp07hyJEjze6/HKTkei89V3Bra6vZsZd8wT6r6Rjmy9lBrgWL6O518mcuvwDg5ptvxtbWFl544QWcP38e73rXu3btqlmSTxGfRA4DaUpDVnmITgbb3geCOfJPg0rpz/sbGxtNm3I2Qcvmg1zaLtHAsLZZxJ9d/FRyPrxN/D3/ZnQdvdMFjVLRd5xfSzor6kNeBvIkd2b2PJX39T77u+5K6vKi9G3dYyCCy6DSPc07omsXrbW8JXi7ltrWdc64/lVyPhTufJX018rKCjY3N5uZPOYLtEO21fEZDodNRMfMzEwTucJziOnUkM6zs7PNQBvDuTWSifbA/Px8s/TB28nr3sWf+txtM9bb89cBRW9HHQhTHab56DcJH4jXeuhxLU4b15n8FukDtHlAdSav+Z7an0wf8ZbWk3YV907gtcLz5Xvev3ywUNtAEfXtUgh/X0y0BjWldCeA9wF4FMCpPHI6R7+3jpLdDuCv5LWXRvc8r8+klL6dUvr25MW+MightUMqI/hvJNSB3cqllG4SXA0hrwVY/5MnT078bkmJuDExSTtGRlapzPq/l6OktCMhxfTqjLmhNM6AibZmv1K4YnsjcPLkSQyHQ7z66quh8khpZ1MEdzCBnbVmPNwdaK/b9lFJCi6+604sZ7x0JojKdXV1dZfB4m0zjuZqELB8qmgi+ru8GNdvx8mDLsOxy/gqpRsH0pF/dEo5a+LOZmRcKCJnUeUm03OpBDfNAXaOlcg5N6FhdBBLRq3Ptmm5tK/xkHo1frW/6AHlKpPW1tbwpje9qYmoofGl6QFgMBjgtttua2YPuIkInTKG+TJ/hrsyLSNyaMRFbRj1pRLfHzlyBOvr6zhy5Aje/va3453vfGfjTEfGb8QXSmf932lOXqUjowNGNGp1tk/bWQenWC46OBxEcGPM+5jPknh9eK19qCQjSrokkgFR20dOi+cTXUc8W3JmgN27do6rU5SvzyBpmWgEq0GqzqU7mnxHeUv5ku94mbRPqQFfclCj9utyJEptoHk4D7ge0Gclw7pE1z4yPJJfTkfXkc6fUR15bjNljw74Am3nWR2YtbU1LC8vN0fKMESXEU0c2OPGWcDOcUTMV/mdDm9JrkRl12dRXb1dXG9T9qoeY3p3+PQvpdTqw5F9EH1P4QPu/o7qDb3WkGBtP+1zOhvt/KVp9V2lNcurZYoGh7V9XZb2oV0Jfe2kcejtoKaUjgL4QwCfyzlf6Eoa3NtVqpzz7+ac780539u3DFcLJYh3WO1UkWHm73pnVOdlHCIjxMu411AGm7RTuTEc5R2l53Xfb5T+H5fHOOMi+lbkWEcKyuvBNowUcal9onTXEjlnfOpTn8KnP/1pfOADHwgNMeUTKkFfmM/3pqenm50DKYBp1FDxUpHpjqgU2HTmVRECaBxUb5s+RmLUX/S9LoOpryD3tNFvJOy76OuyaBJejPJVGvlGD0TJUIjyjtpD5elgMGh2dgXa59Zx9paj9ty51cuqssidaTpFHCmmw0i5xTA4DSsH0MzqcXBicXGxCS1l3jqDr2uMhsNh45gBO2cQc4Sc36azzHucuc05t8Ktumjm/cZ1R84ZFy5caNJxx1zqpMioL/FFZKjzlzQj75J/NVw7pZ0zjdWA9D5C+UEa6DpftmNKqXXPjfrIyPf7ytv6v9Y/6v9eZs3X+dfLEfG1t3FEg4jX2Pei2VL9iwxYhUeFRG3iZVG5H5WXz6IjTDRPL5vmrRu9OMa1Yymtl9XTlejl7/igaYlukezzGSl+V6OKoll/75tdNo6+Q767ePFis38DB8l03T3loTqpel83kVtYWGiVk4NQeu7nzMwMTpw40RwFpzolKrPzkNeDbV2iiUIjYCgrtB9GA51OE92V2nWhy4WIR5mH1pN5u+zTAXD1O3TfG10z6umj/uQznbxHual1YZrSjLDKEZURJRs1smOiNFGbTYJeDmpKaQbbzulXcs5/NLr9akrpttHz2wD8aHT/JQB3yOunAbw8UamuER599FEAaHUgBRmVaXjP33EC6n2m1XSKcQTdC5Q6oAqvK0EfJVxSLiXGiN4pKTO9rwwf5TfOIHcauxFforUrBa9rH5pf636xvr6Om266Cd/4xjdw7ty5sG7cUCel7ZA93biIawD1nEIanjRiqNB8vQodE2AnnEbPomQ6DQ1Uocz2cUEetaEb9vylknFD1A3O6F22T5cToOhrTJXqEBm7XYgMWipH3Swj4iEgPoJLR32j9lF+OnbsGFJqbyyhvMAZSoa/Mj/2BeZHGRStrWS/ohOooWc03lhf5kHHVEOp+F2mYb6Li4uto1S4hivnjJWVFVy6dAlra2utcwXZBjyKhrsKX7x4sbWxkKOP/HOa6ZEPjz/+eDM7G8kk1Vt+T9tMwXqoPCN/z83NNcYs6cSZVTrxbKuZmRkMBoOGvweDQbPLr876lEb5fenNuGtvAze4SnyuhnvEP116rCRjSulL/xMqm7TM+o7/RsZjpGsih0FDJF1n8tpn9rzP81rf84HuyNbysnUhkqOlenfJN/1f6a5l6KJ7qU1L70R5+6/bGJqX39NBqM3NzWZ3X93BXHeD5TFxSpOcc+PUevtouD75nDqAA3r8pcNF3d1XB+o9HRCJnHhCZQbrpe2vf+p4eRvrLGUkJ3iPMinqZ2wj16lMo46o0tZntlX3Ud65jPIy+swpnVPqN36f7+pgovNoFx/2lVfaRi4vut4roc8uvgnAFwA8nXP+bXn0dQAPjK4fAPDHcv+TaRv3ATif98H6UwD44Q9/2DSgz6ASZPTSSI6PFhIlB0QR5Tfunb1AxORXk5f+jsM4pRql7dv5u/Ib9x0VnOMEb0opdHq6BHNX+ce9d7VYWFjAQw89hPe85z2t7chVsNNhoHGtfLC1tdUS0pzJGg6Hzfo0hg2tr683m8So4OY6tI2NDaysrDQKU40lGr5ePi2HK/eSAaHvqVCN+NjhRkXfZ115Xcn3+vYLV8xR6JM+93yi95UnSkZ8Sqk5ekBHePmcx8vopkGaB2mhO4VG8tcVsCtt9knmyTrPzMw0AyopJczNzTXHJUxPT2MwGGBpaalJz3Wd6ghrSB1nLY4dO9Y4Y2qI0+nd2tpqHZUExPInil5xIwlA850zZ860NnDqMrSdB/x5VCaVBwzp5zmLR48ebTZQofO6uLiIhYUFLCwsNM7s9PR0M2PK82ndQY14l+0Ylbtk7JfSRWndiI3y6ZLj3saax6QyQaG2ifKql6PrWmfuIlq70bywsNAKmdToAX9PB57cgfJ203LTcYpkdKmtuvR8ybbqIzMjPvHysm1KtBxnM5Xqqc88jcq0Uh2VfqT1ysoKVlZWMBwOmxlVlbsMB/ZyckCJtGEIPgeJdbkCHV1GhVC/68C1l9Xb1XWty6Y+dpba8koj/VYkSwjVB24HaF66UztlkYfvqg0DoBXCqzyhA7zKV/ptb8eustEZzXnnnFTfLEsHmnVGtWQneVtHbe/3/Z5PIFyJHzF2kyQA9wP4eQBPppQeH937VQC/AeCrKaVfAPCXAH529OxPAHwUwPMAVgE8OHGprhFoaHO0RQUOCcXOqiGMQDvm22P8+VsKD4wYrm+H2EuoYXn//ffjW9/61kTvsz1dablQHccgJaVSUlSl9NGsOZ9FUOaORtBKxpI6p2owezmdaUuKR9NH9Xv99dfD8vfFxsYGPv7xj+PcuXMtg53fpUFBwUseANrHz+hGY5ubm43xyqM7+P9wOGzypCHEd6emplrfUf6jE6MCLzI0o5FXN5i0PZXf+whtzSPKrwt90lwpuvL1vhRthx/Jqi4eIw195pq8pus5NT81mGdmZjAcDnetLQZ2zlbkNzx0iW3pOyNyMIMbf/AZQ3WXl5dbfXV9fR2zs7PNjD9DWLm2izzN7y4sLDQbJ7EttW0WFhYwGAya/DkYQwOC/ODoMq69T0Z0IX/4TGTkIOg3uowHN34pyzY2Nlrrw/lMw/LVoaQuJY00NE9lpMpclZscAIicHzdY/TqKrCi1R+ke0RWlEb0byfTofZcnXQ6R11n5NzLG+b+vW+M7anRzyQXrqfsKkG+np6dx7NgxrK+v4/z58y27J3KgXaZQL47bl0Flah892SWPo/K4jtNvdl1rW2pZvS7a9uPsGLWTunhdr9XpVJD3Ll68iMFg0OJdykaNujhy5EgT4TE3N9foZ4accolGSqm1gWFK2zu0X7hwoRUiq3LBaal1LvFJCVGbOJ3dToqe68AI28oHA13H+Tf5vkZ28Ts6mM//1V7yOjM/5SPmqxuXaR/RdowGX93mVDnrMoxtoGmjfqXtqvlHtpj2zZLd2gd9dvH970C4rhQAfiJInwF8duKSXAdcvHgRZ86cwdGjRxuCKzHdaPUZGqbnLFKfRi8po/0GFyD6F43kl3Drrbc2+Xnb9OmgfQyx6H5J2bjgcmbqAx/IKOXj/3MkMhLMXQahp4/Kq/9///vf712XCGfPnsXDDz+M+fl5LC8vN99WXLp0CUtLS80aPyoiCmOdVaORQ8eEyo3PuOaQ/MR0VJxqdAFoRmp5BpsKQG8zbV8Xkm7wKtyI8jYuGfaREoyMqsiAmRRd/cGhCtbvUQFxC/xopJbfyzm3aOHhpZreR68XFxcxPT2NlZWVsIwMDeOos5ZZZ0qjdlSFzR0muaMugGbDJc6SUkFzp1l+T9fBTU1tn8d65MiRZlv+ra2txnnlzpdTU1NYWFhozSBsbW1hMBg0TjnQ3vCLdaCx5zsqKo21nnqv5GQtLy/j2WefbcKkX3zxxRZfRX3F7+kIewlulJOn1Bklb+qaY03rclTzU8PJjaCozM5zvoPnOJnvBlTJMYnK5+lKZYy+5SjR189FdIcnaodoMFRtmRJ9fedlfssjFnRAcWZmJlwS4vXSQT/ep7FckmeRI9KFLmcoSuP3Ss5J1Oauw91wj2yfkrHvkVmaj/OD9x+nVxTltbq6io2NjUauKU04QExnSOWF7m7OMHw6rKQ/v0U56e1f4tdIL5X0bgldMq3EGypTnO6R/NMQYs9TnUWP0NE8aANq20e2iZ7zzvd0w0nqKtJF+4d/nzTzSbQ+tqT3dW2XEs08v0jWKO0nQZ8Z1BsKHtLGa9/RS3fRUsNuamqqNQIFtEc8r3S95l6jyzAhQ9Cx6MLp06dbzkDk6DPPqMOOU1QR9JkrQxd+44ywCDqipO9GI9yu2HxTgnGI6ht940rr0vXdlZWVJm8P3eLv/Px8a0SPdZudnW0Zq5yN0lCT1dXVVgiR8h8HfTjDxLZlnsPhcNcxUF2CNXo+zsD1UUHvq9G9rmsvg967GrpF+XcpeDUK2ObRLsuOqN5RWjVa1Enh+aeqPJmHhvfqmkmVCT54SKVOBxPYOUaBM6K6AY/2VZaNRj/TaVnoNGo48tLSElJKTaibfo9GwMbGRhMerM7v4uJiMysBoDWK7jvURn1Zr7v6zIkTJ3DnnXdic3MTTz/9NE6ePImXX34Zp0+fxksvvdTpAKix5YM+BGnItvPyRPJV6eXfUf1LA1DDCd0A89DfqD1cB2g/Ul3TxXeRfNX3I0M1ytNl0TgaRjwMtEMBtc1KjlKpbXwAPoLyL+UzBxrUCdGjmbgztztX2l6qE7SOql/G0Sbqv3rf+2GpjSO6lORZZJRrPpSbUUSHlkHTqwwsye1J+sq47zIPnvE8GAwaPuNA2tbWViOf1BnRo7j4jL/MmzJY5TT7UWSzRPTpikhw+8bfK00Suc3iMsfbUvug2wBe96isOiOr+lSdW7dL9YgaPtdN4fi+9s9oV3NtBx+A8L4XRYZG+r+ki6J7JdnHa6fFpDiUDqrPCKhA0g1fog7sgtgVfWm20Rn0jXIs3iiogPM/1mlpaQmvvfZar7xceJaMf2/XKK8uxeN5ONzIuJK297YpPdeyUDhFxkNfRH2t5ExcDdjXI0Wn31Vjnw4B1+Vxm3oOAHHDJIJCkbxHg0WdfCpO/k8hy5kh38HXEfWlyADQET5VHmoIE5FRPAkNNR/No5RmHC+My2McqJBIQ21vliHiFTWUXeER6lRMTU01DiKfOZ/Mzs7i0qVLWFlZaQ0can4AGkNKy0JZy1nTxcVFXL58uTlzdHZ2Fmtra41BxtkBynae/ZdSavrt5uYm1tbWmjV4DE/Xvsr2omNNR5XrKhkizwEbnWlQo9wxTrZ4P9b2fMtb3oInn3wSd911F9bX13HzzTfj3LlzzY6+bsSVHAMNoS7xge586XVhHaNZg2g2iPRVI5hywo3P6Fter0g/R7ohMuadFno/4ruILp5/6XnpO35fDX2X/X78jD6Lyuh1cR3PPNfX17GystLa3CvndriilsEH+9VA9jZR2aIRE95OkcMRwem6tLQUhmt6u/j7XXaHPx/HH14u7/MlWav1jPSAy2Uvq8tXBenCpQ0zMzPNzrvkw4WFhV3l5ZpThv8yHenGwTquxdflc1FdSvXycur9LntHBwi8bZw2UTkcbmvpfUVJ9ui7Ed1Vrulz1Zv0P9ze83aKZtgVtM3UtmN+1M9uB0W08bYt2QXark6HUhn74FA6qDSy2KA64hEJBe/gNNQVKmSi8MM+AnO/QeveN8zX03jHHRdqFOXXJdRKwkOvSwZDV76ahs/pdOp97yv6HR+tispU+qbnVSrTG4GSYCfobFCo0bGhwc6wRR6/QUGrbcvdWikkeaYi25PvcW2b8g3DLdUZigwCpZM6vkzj7yl0QKFkiGq798m7dN2lID1thFKfiaB58lp3CdRZ1D75er/3/EnTubm5JuJCeYDf4zFEDN3WPN0QZ5+J0nDTIZaf31tYWMDy8nIT/gvsbLSV0k64FA0tPbaA36MjzzDd9fX1ZpCEs32zs7NIKbVmdPnHMHZ+l/XpI0tL8sH7urYH6/TMM8/gnnvuaYVWl4yEyMj2GTc1Fl0eu+zQwR41rrTekcHId0gPDkoRUdSEtlFkyHobdsnaLv709nb57Hn598d9O4L2RdcXjN5SGRfJHte3TivnSRrQXTYSB3w88szbP7J5SCcOGHlb6HsRXUpgWhr242yMvjI6uo50A69Ltp7e76LXOD4jIlmtcll5ycvLENAzZ87gxIkTzaZluhmSz6Sura01ayGB9k7nOsAY2ctRu0e/+p6iZGezfjpAonn47La2ufZVtklkA3XRiNclWngdVN+67PSyUnfoO9Fgnh6VFulOPnf56BGNJTtK5Ycjai+tbyntpHjjp2P2Oc6ePdsigBuy0UiUCyv/c4xTTAcJXfUc954arZEA72uQe1nGPXemiujnTBOlYdm6nAleq/CLBF303jiUBPobjci4ULqpQa3XrKvuHMqZp5R2Zlt4RA2ws7Odhs3wj7zHUXCebak7fXrb+P8qjFUZuXLyPqjGdYRxMsHTdPXVa0VH/0bUb5QuUeiSvudrWHRGh8+Vx5kupYSjR482AxfqsPA5R3e5o6TPyLlRrmXSWV/d/IG7VXJmNOedHSs5C6AKmzvtcl0p15pyBlXD4HT3ah49w3e5+RfLpwM4bBs/2qa0oZ7Wd5yc4v+cNaVDc/fdd+O5555rHGtvT/5fcry0HHymIc5eFtZRdybmZir6Le1r/l3tQ+wzKnuiGfiS0V9ybiK93JWuZGiXnAP/hiPSJd7WWiYflHFEtNX29AHVSA+RnwDgueeew+rqakvuazv7gIOm8XqMs5m8D4yzo0r11/JFA5gRXUoORakMUduW+mJEx0g/6Pe0v5Z0vvfDcU6R9h0+U1t3a2sLr732Gs6fP4/hcLhrEzPX8zMzM7jpppuajeEodzc3N3HTTTe1+muXvRPJl1I4aolfI951XmB/9ff83a48onJ4nbqWanj7Uz4rdLdsTe/LTVg+XTKm+xgozVgnj0jzttRrd/Sj+vi9Un8sRXNciR9x6BzURx55ZNcaIDfKgJjBgdgYjUZ3Pd+S0zJOCO8VXJlMMoPq6XydxhsNFUpaDn0WMYgLE88PQCh0S99XqKAYZ7x4P/Mydn3bBeSVgMK8VE4V1Dw4XsPZmZ6zYhpCynpxpFaVh4Z16owVv8GQM26i48rF6e7t7caQrgnRuhFRSLa3U4kW4/r11fT7SfteVD83rti+Pvrq+akB6v3Ulbj+MbzUHTFun8+dbDl7qmWlItZ8lXZKb4ag0RGlg0pwcGNra2cXWPbLwWCA48ePN0egcJMjtsvm5ibOnj3bzJryCBrO/jO8l4MyfNeNipRSszMwz/6MZvzcgCrR02Xb1NQU7rjjDiwuLjZGydmzZ1thlCXjO3LACF8DqXRyo4qDAnwWRY/ozr0l509lhs/Calt4H4wM9qgNfcajS/+6LPHrkswvofTc20EN1KhMXjbPw/sIn5fKoRviRHrIaah5lJwFdT5cF0aOXFTG6Dpqi6507oi4/IhQcgbV4fdyq4HP38imiJ6XnC/933k1krlep1K9NT0H74Dd+05sbW01x0VpRIhGaywtLTWys4uXvH3HPYv4Wa89MkDrqzabP1d95e2tNFQ5FbWllrcPrfkt/QbbnoOjbg8xCk3L4NEBXEoSta3zo77r/SKyIUp2RdRf9f8SH16JDXToQnyBnfCZaB1cSXGqonShHIXaKLHGCWCiL4Nfb7Bz33LLLb2PNCkJaubnwjIyBKL8+nZyH8Xpo8z8mdK3Ky8tY0opPLJE8y0ZnHrPf0uKhzM3VwOd2XHjOuedDWYoULl+ZTgctnYs1dAzKjsa8rouTeulefNbuk5VdxgkoiiHkkHq7Ughr+l99LGEKE+/jtKX+p+Xp893+6aJjCH9cwepZOzS4QHGH6LOd7jGKef22ZUaJjgzM4OLFy82RxrweZeBrEqe8vvo0aO4cOFC00e0n8zPzzfn7uacm02MUkpNCDKd0fX19SYkimVZWVlp+i5nU3VDCvILZ025rnVzcxPr6+tNWDuwM7Pq8s4RyQjVSZHT9sQTT7TSP/HEEzhy5AieeuqpkL5Os8jIi4xutrmmZRo6wwoeLbWxsdFqV5959/0enB/Zj0qGofcvD2+M3vPfLpT4OJLbniaS7woth0KPetH+orPy/m32sZI8cbmn71JveSREVF63cfyZG/0aYQNg1zrFqJ1KDkHUdlo/HbB1Pa7OWPR9fjOKggJ272jaZZO4Helt4u0Yvevl6pKLUTlK7anl8J2+nTe4mZwudaDsyzk3x4P11Z++/C36ppc/+nUn00Nd+S39tvNxSQZof/H20+dOT5XPTl+X2SwrN/Yj/+kAEIDWpnuR/UL9rEdwqaz1I4XUntPNP30GdZydHdGrRD+l9aQ4dDOoAPDYY4+FAr6kTJyhInQJ0S6Cj+sIewUtN/+OHz/e6z1HV9tOWqYo765vRQ7XJN9QZRWtbXHBx2dqmJe+0ac+ft+fnz17trM+feAja17WxcXFlgNJx5FOCNBee8dRQc6UaQgmd+PV4z04WqhrT3WTDnVQdQMBNdpKxoC3WWR4qbDvUvLeRuOUcel7fZ73RZcBV0pbmuXWNGqgeBnVSI6+PxgMmk2KPNw+pdTsGrm+vt6aQQV2jEwqTV8X6gpU18QxxBdA0z+Z5/z8fNMfZ2dnsbi4iPn5+SYPHj3G+l26dKkxFnSAhfeYNx1ThqPz+0wP7PSTtbW1xtjgpiSKSK509R/94z39dfr4feWPSO45bb3vp5Ra66W8D5F3NdSXefNPQwvVAPO2K/Gl1iEaEIx4nWXQ/0ttG73rdVUd6e01DpHjQN5yR8h5U79D2Qy0Z76jenm9vU0iR99la+TIev29bvyl7Pf+FzkREaJ+W+qneq+0nk7fiXjByxS1Ha+jvuFpPOIuomlEa217jwTwdyKaedm5jEbPe9Y/HSjiUpu1tbVmIzq+E83Mabvqs3Ehsy7fvR1V7tDG4DX5RvVbFBnmcsj7kUeHsPw+w+p58nssYxSlqXoTQGuW1N9lOfzMWu8DOe/sTq+6WfPS76k+1bopfaK+G/FaJE/82ST296489oODlFLa+0JUVFRUVFRUVFRUVFRUXCt8J+d877hE+yXEdxnAs3tdiIrrhpMAxp9XU3EjoNL68KDS+nCh0vvwoNL68KDS+nBhL+j91j6J9ouD+mwfb7rixkBK6duV3ocDldaHB5XWhwuV3ocHldaHB5XWhwv7md6Hcg1qRUVFRUVFRUVFRUVFxf5DdVArKioqKioqKioqKioq9vtLrMMAAAaKSURBVAX2i4P6u3tdgIrrikrvw4NK68ODSuvDhUrvw4NK68ODSuvDhX1L732xi29FRUVFRUVFRUVFRUVFxX6ZQa2oqKioqKioqKioqKg45NhzBzWl9OGU0rMppedTSp/f6/JUXB1SSneklP5zSunplNL3Ukr/eHT/11JK/y+l9Pjo76Pyzq+M6P9sSukn9670FZMipfRiSunJEU2/Pbp3c0rpmyml50a/J0b3U0rpoRGtn0gpvX9vS18xCVJKf1349/GU0oWU0ucqb98YSCl9MaX0o5TSU3JvYl5OKT0wSv9cSumBvahLRTcKtP7XKaVnRvT8Wkrp+Oj+nSmlofD3v5V3/sZI/j8/6g9pL+pT0Y0CvSeW29Ve3/8o0PoPhM4vppQeH93f37ydc96zPwBTAF4AcBeAWQDfBfDuvSxT/btqmt4G4P2j62MAvg/g3QB+DcA/C9K/e0T3OQBvG/WHqb2uR/3rTe8XAZy0e78F4POj688D+M3R9UcB/CmABOA+AI/udfnr3xXTfQrAD7F9nlnl7RvgD8CPA3g/gKfk3kS8DOBmAD8Y/Z4YXZ/Y67rVv160/hCA6dH1bwqt79R0ls//BPC3Rv3gTwF8ZK/rVv9603siuV3t9YPxF9Hanv8bAP9idL2veXuvZ1D/JoDnc84/yDmvA/h9AB/b4zJVXAVyzq/knP9idH0RwNMAbu945WMAfj/nvJZz/j8Ansd2v6g4uPgYgC+Nrr8E4Kfl/pfzNh4BcDyldNteFLDiqvETAF7IOf/fjjSVtw8Qcs7/DcDrdntSXv5JAN/MOb+ecz4L4JsAPnztS18xCSJa55z/LOd8efTvIwBOd+UxovdSzvl/5G2L9svY6R8V+wgF3i6hJLervX4A0EXr0SzoxwH8Xlce+4W399pBvR3AX8n/L6Hbmak4QEgp3QngfQAeHd36pVH40BcZKobaBw46MoA/Syl9J6X0mdG9UznnV4DtAQsAt47uV1rfOPgE2kqu8vaNiUl5udL8xsA/wPasCfG2lNL/Sin915TSj43u3Y5t+hKV1gcPk8jtytsHHz8G4NWc83Nyb9/y9l47qFFMc91W+AZASukogD8E8Lmc8wUAvwPg7QDuAfAKtsMMgNoHDjruzzm/H8BHAHw2pfTjHWkrrW8ApJRmAfwUgP8wulV5+/ChRNtK8wOOlNI/B3AZwFdGt14B8Jac8/sA/BMAD6eUllBpfdAxqdyu9D74+Dm0B5b3NW/vtYP6EoA75P/TAF7eo7JUvEFIKc1g2zn9Ss75jwAg5/xqznkz57wF4N9hJ9Sv9oEDjJzzy6PfHwH4Grbp+ipDd0e/Pxolr7S+MfARAH+Rc34VqLx9g2NSXq40P8AYbWr1dwH8/VFoH0ahnmdG19/B9jrEv4ZtWmsYcKX1AcIVyO3K2wcYKaVpAH8PwB/w3n7n7b12UB8DcHdK6W2jUflPAPj6Hpep4iowinH/AoCnc86/Lfd1reHPAOAOY18H8ImU0lxK6W0A7sb24uyKfY6U0mJK6Rivsb3JxlPYpil373wAwB+Prr8O4JOjHUDvA3Ce4YMVBwqtUdjK2zc0JuXl/wTgQymlE6OQwQ+N7lXsc6SUPgzglwH8VM55Ve7fklKaGl3fhW0+/sGI3hdTSveN9P4nsdM/KvY5rkBuV3v9YONvA3gm59yE7u533p6+3h9U5Jwvp5R+CdsKbArAF3PO39vLMlVcNe4H8PMAnuRW1gB+FcDPpZTuwXaYwIsA/iEA5Jy/l1L6KoD/je2wos/mnDeve6krrgSnAHxttPv4NICHc87/MaX0GICvppR+AcBfAvjZUfo/wfbun88DWAXw4PUvcsXVIKU0APB3MOLfEX6r8vbBR0rp9wB8EMDJlNJLAP4lgN/ABLycc349pfSvsG3MAsCv55z7bs5ScZ1QoPWvYHvn1m+OZPojOedfxPauoL+eUroMYBPALwpN/xGAfw9gAdtrVnXdasU+QYHeH5xUbld7ff8jonXO+QvYvW8EsM95O42iOCoqKioqKioqKioqKioq9hR7HeJbUVFRUVFRUVFRUVFRUQGgOqgVFRUVFRUVFRUVFRUV+wTVQa2oqKioqKioqKioqKjYF6gOakVFRUVFRUVFRUVFRcW+QHVQKyoqKioqKioqKioqKvYFqoNaUVFRUVFRUVFRUVFRsS9QHdSKioqKioqKioqKioqKfYHqoFZUVFRUVFRUVFRUVFTsC/x/IdZnnxoOnbcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fdef96534a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import torch.utils.data as data\n",
"from skimage import io, transform\n",
"\n",
"class MuraDataset(data.Dataset):\n",
"\n",
" def __init__(self, csv_file, root_dir, transform=None, loader=default_loader):\n",
" self.mura_dataset_df = pd.read_csv(csv_file)\n",
" self.root_dir = root_dir\n",
" self.transform = transform\n",
"\n",
"\n",
" def __len__(self):\n",
" return len(self.mura_dataset_df)\n",
"\n",
" def __getitem__(self, idx):\n",
" img_name = join( self.mura_dataset_df.iloc[idx, 0])\n",
" image = Image.open(img_name).convert('RGB')\n",
" label = self.mura_dataset_df.iloc[idx, 1:].as_matrix()[0]\n",
" if self.transform is not None:\n",
" image = self.transform(image)\n",
" \n",
" return image,label\n",
"\n",
"import torch\n",
"import torchvision\n",
"from torchvision.utils import make_grid\n",
"from torchvision import transforms, utils\n",
"import torchvision.transforms as transforms\n",
"\n",
"\n",
"def imshow(img):\n",
" plt.figure(1, figsize=(16, 4))\n",
" plt.imshow(np.transpose(img.numpy(), (1, 2, 0)))\n",
" plt.pause(0.001)\n",
"\n",
"\n",
"# get some random training images\n",
"trs = transforms.Compose([\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
"])\n",
"\n",
"trainset = MuraDataset(csv_file=train_csv, root_dir=data_dir, transform = trs)\n",
"trainloader = torch.utils.data.DataLoader(trainset, batch_size=8, shuffle=True, num_workers=8)\n",
"\n",
"print(len(trainset))\n",
"dataiter = iter(trainloader)\n",
"\n",
"images, labels = dataiter.next()\n",
"\n",
"imshow(torchvision.utils.make_grid(images))\n",
"\n",
"images, labels = dataiter.next()\n",
"imshow(torchvision.utils.make_grid(images))\n",
"\n"
]
},
{
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"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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