Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save benhoyle/3582dbe8af3cd9926e8ce9320f2ab420 to your computer and use it in GitHub Desktop.
Save benhoyle/3582dbe8af3cd9926e8ce9320f2ab420 to your computer and use it in GitHub Desktop.
Retinal to Cortex (Polar to Cartesian) Mappings
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Playing Around with Retinal-Cortex Mappings\n",
"\n",
"Here is a little notebook where I play around with converting images from a Cartesian space to a polar co-ordinate space. "
]
},
{
"attachments": {
"retinotopicmap2.gif": {
"image/gif": "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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![retinotopicmap2.gif](attachment:retinotopicmap2.gif)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These ideas are based on information we have about [how the visual field is mapped to the cortex](http://fourier.eng.hmc.edu/e180/lectures/v1/node3.html). As can be seen in the above figures, we view the world in a polar sense and this is mapped to a two-dimensional grid of values in the lower cortex. \n",
"\n",
"You can play around with mappings between polar and Cartesian space at [this website](https://mathinsight.org/polar_coordinates_mapping)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To develop some methods in Python I've leaned heavily on [this great blogpost by Amnon Owed](https://amnonp5.wordpress.com/2011/08/21/striate-cortex-advanced-pixel-manipulation/). This gives some methods in Processing I have adapted for my purposes.\n",
"\n",
"Amnon suggests using a look-up table to speed up the mapping. In this way we build a look-up table that maps co-ordinates in polar space to an equivalent co-ordinate in Cartesian space. We then use this look-up table to look-up the mapping and use the mapping to transform the image data."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"def calculateLUT(radius):\n",
" \"\"\"Precalculate a lookup table with the image maths.\"\"\"\n",
" LUT = np.zeros((radius, 360, 2), dtype=np.int16)\n",
" # Iterate around angles of field of view\n",
" for angle in range(0, 360):\n",
" # Iterate over diameter\n",
" for r in range(0, radius):\n",
" theta = math.radians(angle)\n",
" # Take angles from the vertical\n",
" col = math.floor(r*math.sin(theta))\n",
" row = math.floor(r*math.cos(theta))\n",
" # rows and cols will be +ve and -ve representing\n",
" # at offset from an origin\n",
" LUT[r, angle] = [row, col]\n",
" return LUT\n",
"\n",
"\n",
"def convert_image(img, LUT):\n",
" \"\"\"\n",
" Convert image from cartesian to polar co-ordinates.\n",
"\n",
" img is a numpy 2D array having shape (height, width)\n",
" LUT is a numpy array having shape (diameter, 180, 2)\n",
" storing [x, y] co-ords corresponding to [r, angle]\n",
" \"\"\"\n",
" # Use centre of image as origin\n",
" centre_row = img.shape[0] // 2\n",
" centre_col = img.shape[1] // 2\n",
" # Determine the largest radius\n",
" if centre_row > centre_col:\n",
" radius = centre_col\n",
" else:\n",
" radius = centre_row\n",
" output_image = np.zeros(shape=(radius, 360))\n",
" # Iterate around angles of field of view\n",
" for angle in range(0, 360):\n",
" # Iterate over radius\n",
" for r in range(0, radius):\n",
" # Get mapped x, y\n",
" (row, col) = tuple(LUT[r, angle])\n",
" # Translate origin to centre\n",
" m_row = centre_row - row\n",
" m_col = col+centre_col\n",
" output_image[r, angle] = img[m_row, m_col]\n",
" return output_image\n",
"\n",
"\n",
"def calculatebackLUT(max_radius):\n",
" \"\"\"Precalculate a lookup table for mapping from x,y to polar.\"\"\"\n",
" LUT = np.zeros((max_radius*2, max_radius*2, 2), dtype=np.int16)\n",
" # Iterate around x and y\n",
" for row in range(0, max_radius*2):\n",
" for col in range(0, max_radius*2):\n",
" # Translate to centre\n",
" m_row = max_radius - row\n",
" m_col = col - max_radius\n",
" # Calculate angle w.r.t. y axis\n",
" angle = math.atan2(m_col, m_row)\n",
" # Convert to degrees\n",
" degrees = math.degrees(angle)\n",
" # Calculate radius\n",
" radius = math.sqrt(m_row*m_row+m_col*m_col)\n",
" # print(angle, radius)\n",
" LUT[row, col] = [int(radius), int(degrees)]\n",
" return LUT\n",
"\n",
"\n",
"def build_mask(img, backLUT, ticks=20):\n",
" \"\"\"Build a mask showing polar co-ord system.\"\"\"\n",
" overlay = np.zeros(shape=img.shape, dtype=np.bool)\n",
" # We need to set origin backLUT has origin at radius, radius\n",
" row_adjust = backLUT.shape[0]//2 - img.shape[0]//2\n",
" col_adjust = backLUT.shape[1]//2 - img.shape[1]//2\n",
" for row in range(0, img.shape[0]):\n",
" for col in range(0, img.shape[1]):\n",
" m_row = row + row_adjust\n",
" m_col = col + col_adjust\n",
" (r, theta) = backLUT[m_row, m_col]\n",
" if (r % ticks) == 0 or (theta % ticks) == 0:\n",
" overlay[row, col] = 1\n",
" masked = np.ma.masked_where(overlay == 0, overlay)\n",
" return masked"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First build the backwards and forwards look-up tables. We'll set a max radius of 300 pixels, allowing us to map images of 600 by 600."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"backLUT = calculatebackLUT(300)\n",
"forwardLUT = calculateLUT(300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll try this out with some test images from skimage. We'll normalise these to a range of 0 to 255."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from skimage.data import chelsea, astronaut, coffee"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0fd8e27278>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAG4CAYAAABLgCwvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvWmUHNWVLbwjIuc5a1JpQoMxNsZgzOhuYzC4bYyFxCwEkhCSkBoMbfPeW299b63v3/fnvf7Tq9tuGzAIISQhLEBiECC7jXHj7rYbY8CAjZkHDZRqynnOiPh+ZO5TJ0JZgl7LCFuv7lq1qiozMvJGxL377LPPuecarutips20mTbTZtqx28xPugMzbabNtJk20z7eNgP0M22mzbSZdoy3GaCfaTNtps20Y7zNAP1Mm2kzbaYd420G6GfaTJtpM+0YbzNAP9Nm2kybacd4+4sAesMwvmkYxmuGYbxpGMb/+qT7M9Nm2kybaX9Jzfhzz6M3DMMC8DqArwPYD+A3AK5xXfcPn2jHZtpMm2kz7S+k/SUw+rMAvOm67tuu6zYB3A/gkk+4TzNtps20mfYX0wKfdAc+QpsLYJ/6fz+As/UBhmFsBLARAMLh8Olz584FPRXDMPRxH/p3eHISzf5+Twdc14X2fFzXRSSXg2kYMAwDbudF1Pv6Duu8/qz/HP4+GoYB13Vh27bnWMMwEAwGYVkWTNP0nIPNNE35fK/+8jscx4FhGDBNE67rotVqwXEcBAIBWJYFo3tN/JzjONIHfZ903/hd7XYbjuN4+sjv5Hv8/lAo5Dlfs9lEo9EAAAQCAQQCAc+5XdeFZVmHnddxHFiWJX01TVOug32ybVuur91uI14oeK6Vzw8A3O55XceB47qwu/3mMwgEOlPGME2Y3c86tt35TLcPY8EgWq2W3B/LshAKhWCaJmzblnMZhiH3n/02TdNzDbZty3n4nn4e+hn5xxk/w2P1+OBn9HOcrunxeaTf053vSHPgSN/vVxv0uDySEtHrvByDrVYLzWYTrVYLmVrN/0GMh0LTnpdtoNnEeCh0xD74m+57o9FAu92e/oZ/DO0vAeh73RDPHXZd90cAfgQAxx9/vPv3f//3HsDTA56ThT96Enxq+3a8s3p150vVgyHwuq6LdruNdrsN0zSRTCbx6R07AAB2F1D+ePXVACDndxwHtm3Dtm00m02ZYK1WC61WywNqoVAItm2jVCqhWq3CMAyEw2HYto14PI7+/n6kUikkEgkEAgEM/PCH2L9uHRzHQTgchmmaaDabaLfb0gfHcdBqtWCaJgKBANrtNprNJgKBAILBIJrNJiqVClzXRSwWQzgcln40Gg1Uq1UAQCgUgmVZsCzLA9jBYFCusVAooFQqIRKJAABqtZp8J99rt9sIhUKYN28eAoGAfM8bb7yBffv2wTAMLFiwAENDQ3KvqtUqTNNEJpNBLBaDZVmo1WrSt1QqhVarhVKphFQqhVAohNP37EG73UapVMIz55+PBQsWwLZtvP3220ilUli4cCGi0Sii0aiAZ6vVQj6fx6FDh+A4Dj73wAOYmJhAqVxGKBjEmytXYu7cubAsC7NmzUIqlZLvaDabKJfLeP/99/H666/jzTffRKPRQCQSwU2jo8hmswiHw3j0i1+E67ro6+tDLBZDuVxGsVhEq9WCZVnIZrPo7+9HMpkEAJTLZZTLZbTbbSSTSTlPKpVCMBhEu91GvV73PAs2y7IQDAYFkGjc6/W6GF7OD48R8xl713Vl/NAAcSxoo8rvNk1TDDnHCQDYti3j3g/+C7Zswf5162TM8lw0gnousd/+c/iNCfvMsTkyMoJ33nkH77//PpY+/zzaXSMK18Xm446DYRiYp86jr8dPfv7f/fuxae7cw4DJT07063zvlVdeOexzH3f7SwD6/QDmq//nATg43cGGYSAQCHgGw3SNbJAP4e1Vq6aYXQ92REMBQADqndWrsfDee2UgHL99O15dvtwzOPVDbrVansHAcwUCARlQZHtAB2Adx0G9Xke5XEYoFEIsFsOs22/HxHe+g1iXqWiDRWZIBsxzEdwDgQAajQZarRai0SgikQhqXXbTbreFIbdaLQFTfZ9arZawbwJJq9US9smJXK1WEYlEpC80FqFQSIyIbdsol8vI5/NoNptIJpPyvm3bci3xeFzuD42maZqIxWKIRCI46cEHPQz4jY0bUa1WUSgUMBwOIxKJoFgsIpPJYGhoCJFIRMaKYRio1Wqo1WoolUoedm0YBhzbRtswMDY2BgAYHh5Gq9VCpVIRI05wi0ajcp+DwSBSqRR+sngxZs2ahVgshmVPP41msynP9ulzz0UoFBLApxHmOGi1WigWixgfH0coFMKcOXPQ19eHYDDoYfeWZSESicC2bSEifrbfi8Vznujz8LxkwbxGDfokQH4Q5Psc17zHPC/7rQmQ67p4b80aLLj7buxbu9Yz3zi+yMb9/fcbJf2b47/ZbKJarSKXyyGXy+HS3/0ObdcVj2zLwoWgr6gNk98z5XeapoktCxYIeGqP+aN6HUe7/SUA/W8AfNowjEUADgBYAeDa6Q7WzEYzAz4M/SD035/atg1vr159mMupf7OZpikuYDgcxvvXX4/jNm/ufNYw8Jn774fjOPjj1Vd7DAQnlgZNMhZOxGAwiEgkQvcOpmkiHA6jUqmgXC4jEonghPvvx8h3v4uA6wqo8Fp5LjbLshAIBDzXTxmh3W7D7Z4jHo+L8arVaggGg3LtGjzYZ3oNxWJRwIKvacNFVhWJRGBZFhqNBkzTRLFYRL1eh2maYkzIZAOBAMrlMhzHQSQSESbfaDSQy+Vw5hNPyIR8dfly5PN5PLdkCeLxOEZGRpBMJjHYvbZoNCr9TCQSyGazAogEmUajgcnJSRQKBVQqFaRSKbl2x3HgomMAR0ZGEAqFMHfuXDG+BCD2JxaL9fS+DMNAs9nE7y69FM1mE+Pj45173wWvb/zqVygWi4hEo/jtkiVi0Mmay+UyqtUqqtUqBgcHZUyRhXPsO44j91izcMpGBD8/8GuQJhD7x732FPV36t+u6yIYDAp7Zx8oPXIMsl9k6LZt4701a3Dc3Xfj3euuk/c5rrSh4fdoj1z3S7/WbDZRr9eRz+dx1pNP4jPFIprKWBHktXE7UtPfv+bdd7Fl4ULPvfADvZYUSfCOJJN9XO3PHuhd120bhnELgJ8AsADc7bru76c73i8n+Jm9Xxt3XRfH33cf3lq1SjSiXvqiHpCUPxzHQTQaRTAYxHvXX49Wq4V5d98tx3/2xz/Gq8uX92TbBAb9m2w6HA4jGo2i0WgIUzMMA5VKBYu3bsWbN92EbPdYYMq15GTWMlMvD4eTyLIsNJtNYZGciPV6XY63LEuYPe8L2bthGCgUCrBtW2SEcJc9h0Ih8V70NfCeVyoVVCoVRCIRxGIxzJ49W4yJ4zgol8sAgHg8Lh7OKbt3d/prGPjZl7+MeDyOdFdvjUajqNVqwv7L5bIAHs+TSCTQaDQwOjoK0zSRSCRQq9XEiNbrdUSjUcRiMdRqNc+ktLsSGK+bwM1732q1Ov1JpwWIBwYGhPmXSiUEg0HMmTMHsVgMrVYLhUJB7vOOE07AgQMHcOPoKL7y858jnU7jpcsuQzgcFhlnfHwc5XIZlUpFnl8qlZK/Oe7YdxqLcDgsY1lr//65wjHOY7V0wb8J9nrccc5oj5cSDb+Lz5bATyJAQ8Xxf2D9eizevBkH1q9Hq9USMqLnowZjArZfmgWmvO5SqYQvPPwwCo2GzLcdJ5wAAAgp+UqTpF44wd/82XHCCVj31lvYunix5x706qd+bwbop2mu6z4B4ImPejwHrwY+uvR+luI4Dt689loY07hZ+gER4PlD1hIOh+W4d6+7Dsfdcw/MLsP+zP3349Xlyz19mG4AOI4jXgKlCk6GUCiEz/74x3j+0kvRV60iFouJW6vlIc3EdaCVDF4zfwDyOqUYXif/57VSh06n0xLMMgxDjuVEC4VCwt4p04TDYfGAQqEQms2mSEUEx0ajgXK5DNM0UalUUKvVcMmLLyKdTuPt1avRbDbxi/POQ6PRwNjYGHJvvokFCxYgHo8jmUzCdV0cOHAAsVgMAFAqlVCr1RCJRJBIJGAYBnK5HA4cOIB2u43h4WFUq1WRsujl0LC0223xhCi1UA/P5/MCrLFYDPV6HQDkuvv7+2HbNpLJJOr1ukd2q9VqYgwpE7XbbaTTaTiOgx9ns0gmk1i0aBHmdMfHV37+c3x6ZAT/pxuvMU0T+/btQyAQwNDQEDKZjGjRGmiBjjxEcKak1ot0cEzqRADNSHs1rZ/zfDrorDV//R3tdlsYvpbI+Nnxb38b8267DW9ee60nGM3vYN/83rKOvXEulctlfOb++1Hsel8GgAdPOgnBaXR03abz6LUBeOBzn0O4B3b475n2gnpJQh93+4sA+v9KI4OllWfwUMsj+iF8escOvHHNNR4m0Ouc2uK3Wi1hvQQ97e6+cc01WLx1q3zPiTt34qXLLpMJxwmgmRIAYeHUnoPBIBqNBlzXxQn33496N2uk0WigXq8jEokI2Gu3m4ZOu8a8F9owAFMTmy4/ALk+wzDk+wnmqVTKw3aCwSDq9Tosy0I0GkUymfQAJYO7QAfUHcdBqVSS/lNjt20b/f39CAaDOG7zZlSrVfx22TLMmzcPyWgUpVJJtPl6vY5EIoF4PC6GZHR0FMViUYC3Wq2Kca3X6yIx1et1JJNJMYrxePwwXZwgBHQMXbvVguO6yOVyiEajOHjwIJrNJhKJhBh7Sk62bUuwNJFIwLIsVKtVxONxWJaFUqkksYpkMimximwX4EdHRz2yjGEY+PWFF+L111/HjXv3otVqYcuCBZiYmEA4HBbZjcaI/edzpxFiUJ6GjcafTJ6AyjGqiYlm7pwPbBy/lAhpWLQB0OOb44ZyjL5WEiYes2jrVry9apXMK56T41j3rZdHUSqVsHjrVhSrVTSbTbiui4c+/3mYyiD6A669dHX/HPXfh+WvvoqdJ574kXR5TeyOZjsmgZ5AxwfHAUXA48D51PbteHPlSkCBv1/n026dBkcGC+v1OkKhkIA3s3JeueIKtFotnLJ7NwDg8w89BMdx8LtLLz1sArBpVmXbtmSvHL99O95cswbVahWhroRCpk0NmoCtA2V008m+9bXz2hgLCAaDqNVqwvo5MdgnAggnsmF0MoJisZhHsiHIsy+UjUzTRDqdRr1eR61Wk0whGrNTH3kEiUQCr61YgZcuuwyjo6PIdM9frVZRLBblvMcdd5xIZtFoVFg35Rk+P14HDV48Hsfs2bNlbNAo8d4FAgEkk0mPMQWAaFdqoWdDrZzgmUgkEIlE5F4xAM1r571rtVoYHR2F605l3di2jVAohHg8LrER3mdeRyAQwODgIJ444wy8++67QLOJK//wB0TfeQe/SaXQ103rNQwDqVTKQ3ZIHuiN0hBp/VtryByH9XpdJDmdHKCb9gp18J/3wT9vtOzB4ygnMX5DQ/PemjVwXReLN2/uJEnAS7iO1J9Wq4U5d96JdKWCUq2GZrOJXSef3CEfal74ccPf/JLRdAx/18kn45o//AE7Tzyx5+f98tYM0P8JmgZ6TnD9HjCVf/3O6tUwFPhrptvrvJr1UxahjshGJkVQ0gNETwZ/nwDvwGCQ73MPPAC3yzDj8bhkdfDa6CLT09CTTbvy/hRPTl7btlGtViVlsdFoiKbL9E8tyWhvhJIMPRDKELwf/JsyAtMRAQiYnbxrF1zXxevXXotZs2Yh2PUcHMeRQObY2JgY62QyicHBQTFelKZSqZQEQcnmXdcVELYsS4K6xWJRrotyBr+P8kqjq+fyNerp9XpdQF/r4IxB0PgEAgExUIVCQQxzPp8XI0njGIlEEA6HJZCpPS8CcTKZFK2+Xq/jtsFBZDIZ3Pz000g//zyevegiec4a7P3jmUad45PPxi97+NmpHsMcx1p6oWyjmTfbdIFOnpPjl8bFA4aui8XbtmHf2rUew8J5onVz3q9yuYxMl1CQkPHZ+M/Bfvk9lulAnv/7r2X3KacgiMNbLw9gBuj/BI0DnECnX9cu4HH33IO3V62S1/XDPZL7pYGTgOwPYOkg8AvLlqHdbuP0PXtgmia+8PDDMAwDr1xxhfRL95HfYZomjr/vPuzbsKGTtqfcaG0s6Caz6ViEDhbyOplVQ0bMPjebTQ9bYi49Ne9WqyWpnjqtzrZtRKNRhMNhYYzaHQcgGTSZTAamaSIajeL0PXvw24svxjPnn49EIoFZ3awf9jsQCAgoV6tVkWoIhDrQmkwmEY1G5f5RQ2euuw7IktmapolCoYBUKiXPLxAIyDoESlGmaaJSraKh1idQJonFYuLhkP3yt2EYGBkZwVtvvYV6vY50Oi0B41qthvHxcYTDYWQyGfT19QlIVioVVLtSA88FQALaTIXld+488UQMDw8jMDGBC375SwngUkbSng0AOR+DpSREZNYkEfoznB8a3CkBaaDngjQCql8KJWD6pRZ6yFp64fvvr10LwzCwYMsWfLBhg8c70EBPCW3OXXeh3r3HjUYDT5x5JhqNBoLdseUnbFqi+qhtOiN46e9+h4e/8IVpP/NJtmMW6P0grwNC8+++G++uXQtTsYfpsnN6MQYNdBwo/LxOS9Pne/GSS3D6nj3y+kkPPigyDpt2Yy3LgtV9j2xJZ9FQoqH7DUx5KrweTiDKAATfarUqYM9GCYFsj2BFNswgMQGAC2LoRej7xO8LBAKe7JJSqYSTHnwQqYkJPHHuuQh08+zJiIEp7TYUCqFer6NSqUg+OgA0Gg1MTEygXC5jeHgYfX19wlwDgQAqlQpM0xQAjUQi0t9wOCyLuPT94/cBnSBupVKRlNBWq4VWl71Tgw6FQkgkEpgzZ46AG+9Lo9GQ8ZfL5ST/PRgMoq+vD4ZhoFwuY2JiAtFoVLR7avaDg4PI5XJoNBpy7QTZRCKBZDIp6xPi8bh4A4bRyURa9pOfIJlM4vdXXilzgHJZLBbzLJqjwaM8o/VvPl+/Nu6XHvzxHp2Gq+eeHuOaXfMzfrlJA/l085z947ycu2mTBL/r9TqeOPNMuL7x6V9boud4L1bvf52f0b95Hx477TRc9sILePSLX5TXe3kzM4z+T9C0y6pBXAP9wQ0bYPmycPT7fN2vJ1Kq0dqlDvL6DYUOvpqmiReWLcMXHn5Y3j951y68csUVnkHHvkQiERzcsAFm97upq2rGrAFdZ89QAiCIUacmWAWDQeTzec8CLADCznl9BF8yc7JOvUgI6IBvIpHwxDkIJNVqFfl8Huc89RT2r1+PP1x1Fd566y04k5Nw3U7WCtm4aZqo1+sCmOPj4zBNE3PmzBEj02q1ZKVoJpOB4zjI5/PC1l3XFe3fMDqpoo1GA8FgEJOTk5IN45eZqKGPj4+LB8H7aRgG4vE44vG4sPDh4WEsXLgQpVIJk5OTHhnPNE1h7jQAjGPMmTMHk5OTGBkZkftbqVTQbDYRi8UwMDAgEs/k5KTn/hOAabSYetnf3y+LzJ5fuhTpdBpotXDyrl347cUXi5dAUOciNcdxEI/HZfzpVEadDaPnhz/dke+TDOhFc35SwuMprXKM+M+pz8vX961dC0vNL/2+bduYe9ddqHfHTb1ex96zz4bT9VL1IjD/nOa404DeC9x1X6Z73XVdPHnWWQj0MB7+bKGj3Y5JoNc1Q/gaB+qs22/HQeUCsvkB3v86wY3sLRgMStkBAr02BHQl/Wzn1xdeiDMef1wG2Mm7duHlyy+X/x3HwQk7duBgV7KhPEKg6BVIos7K4DCPpSEic+NnmU8+MTGBer0umTE6iAZ0goo8H70DbTw4sZl/XqvVZIDncjnYto0vPPwwFlSr+Pm552KRKvtAGYKBS8o1zKqp1+twXRdDQ0NIJpMebyUQCMhK03w+D2AKaAje4XAY+XwelUpFWDMBnKy4VqsJ27ZtG5VKRWIU2qjFYjExSkNDQxgYGJB+8ZwEY44JMv1Go4FYLCZjI5PJyBiJRCJwXReFQkGePWUcvXKYxpDyDWMolFYikYhIUAysttttPHvRRTjzscfQarXwr1/9KlzXFQPENE/OC0o5DOL75w7HlyY0JBQ6WMvxqjPdOI+0JEjj5me6Wr7UZI1t3qZN2L9+vUcmnXPnnWh0Qb7ZbOJnX/4y7G4gXTN/Nh1v8GOHTlbweyJ+oPfPFx635Lnn8PgZZ/R8bwbo/4SNGj0bB97AD36AD266CZZ6kP4H65df+Hm9Og+YYjw6wKkNQaPR8OSm68DTc0uWIBAICOBTt//9lVfipAcfxB9WrEC8O+k4wQk6Wp/vle7J//VnbbtTP0cDGOu8MBhJBqsDeJQqCOj5fF5AmHnfhtFZyEVDYZom8vk8Tty5E5Zl4ZcXXtjJTAIk/ZHsW2vclUpFAJEB1mw2i0wmI5o5DUEgEEAmk5E0ymg0KkaLufis4UOjQjmKngfryziOI4u7HMdBNpuVFNJQKCR/V6tVzJs3D3PmzEEqlZKMGbJ9An2lUgEA8UgYHHVdt7PytZtKysAqwYkGcHh4GLFYDIZhoFgsCgHo6+uTZ2QYBsbHx+X6a7Ua0um0XCcw5YG+sGwZAOC8hx6CYRh4bskSuTYGkHVAX0ueWrfn35rUkPAQvDnveoEkxxO9NgZe9TG81iMlLBy44QbM27QJ+9auxZy77kK71eow+Xodv7zgApRKJbjddF8/wPvX0kzH4vXfmpn7pVyd5qnbT770JSx99lnsPftsz7M4khT1cbdjEuj9lhroPLDxm29GwPUuMCJ4c5AB3kp3BHAN4tRUDcMQBklGxoFAdqkzJ8iy2ceXL79cQN6yLJyyezdeWb4chjtVZ8Y0TZmQOsBMGYbXQUmDi050VogOwsbjcZmsBFyyMr3s3L/ghpr5/v37JcsGABKJBCYmJpDL5ZBIJCTg/OQ553T0/u6K0EAggHw+j/7+fln5yyAuAVqv4GTw1XU7KaDZbFbyv9PptDBhoKNBM89+bGxM8tdd1xXwYxosDRPr63BBFZk8+1culxHr5unTwJ544omSHw9AUj6ZPUOpyLZtKamQSqWQTqdRrVYxOTkpoJnNZsXrYzYPvZhwOIxEIiEGlEyYGUDpdBqvvfaaLLgqFouyopfSCIkI78HzS5ei0Wjgrx9/HP/x9a9LLr8mEJwPOt1UB3Z5jGbnvG4Cn38e8VieR8tb2jvVOfv80aCoXzt4ww2Y+6MfdUhWq4VGvY5fnHceKt1aQSQcWo7lHKNxJib4MYL3RBsJvwzT6z02HveTL30JpjpeY9InAfZ/CfXo/8uNN5aDKRAIYOi22zxgpuUdDdz+tDGtSevsDA2IDJxVq1XRhMnSaDB6LeW2bRsvLFuG3116KQDA7IK9LhRWrVYlw4QgwWXdhULBs1Sfed7Uz9k3yjUMiDLljJkt1Ew1W6tWq6hUKiI/EWgIStp4maaJUqmEUx95BIbRWeBDAOU9IwOml8PcccMwpI8EVRoSLScx/ZALhGq1msgf/LzjdGrjpNNpyZqJRCJSubBQKCCfz6PRaCCfz2NiYgIA5JkR2GhcQ8EgrC4LDQaDYgTq9TpGR0cxPj4uDJsB83Q6LVJRf38/hoaGPLILYyTU2WnQaLT1vRgaGsLg4KDch3a7jXg8jvnz52PRokWYP38+UqkUyuUyxsfHpVaPrjGjgbvZbOJfv/pVAMDZe/d6MsY4JukdEti10WDfuX4imUxK7ETPOa3n8zwEeY49PVd577geRRsM/+pZwzAw9667On1tt/HbJUvwzPnnixTkz6DRBoXXoDHA/308xpMU0T1OGyF/aqkfNwzDwIW//rWnD70ykY5WOyYZPeC1opnvfQ+5W2+F5cuX7RVUYuPDIQMgo9eWneBIZkZWQ0Aj++fgo+zAIBzPc/KuXXhlxQp84eGHYQUC+PxDD8F1Xbxz3XUC2Hr1JnPf9eIXAjOBkguJeC2UaVhATN8fzeAASHpdoVCQ81iWJYHIUqkEy7Lkms/euxdPnnUWfn3hhQh0jV0oFEJfX5/IQdlsVuQSTu5AICABS8YTDMNAOp2WbBpmi7iuK7JIs9kUGYhSRSqVQi6Xw6xZsxCPx1Gv15HJZIRdE8Q4iQ8cOCCyjWEYYgCTyaQEXTk5CVqsh5PL5SSw2t/fL56MXkjW39+PhQsXSiCYqaHxeByVSkW8JBoOnZ6oF7ExqM+AOo3DvHnzpFbPyMiIjDeWXyDTrtVqnrgR0Ak8//KCCxBot/HX//IveGHZMolxMJ7DWADHnAZDGiJ6YOw7PU5NbAiQDLBrD5pz0M942TQzNwwDc+66qzNeHQd2u42XL7sMJ27Zgp9/5SuetSx+HPCzbi2/0ChNhwG9mLw2jrrfOgPJMAz8y1//Nb75q1/hp3/1Vz37djTbMcnodeDEMAwUb73VY439FpaDSb/uZ/kAPAxIZ1lopkJtmJo54E2x0npsNBrFGY8/Lozmneuu63xvIADTsnD8ffcJA6HxoCbLejGs6cJrZqYLF/Zo9p5IJDw15zkBCQaclJwcLDzG9Dxqy3T76/U6Fm/dit9feaUwbjIiBgi5tJ/avM4a0V4KwZQgGe2WPcjn8yJLMTd6cnLSU+ueElAmk8GcOXMkJRSAADjv++TkJA4dOoRDhw4Jg5yYmMD+/fs9E7jZbMJxXTjdYHOtVpPPFYtFKThHtk5DUKlU4DiOlEOmx8TvomzF9EjHcaS2T71eR6FQQLlchmFMZY+xzAQ9u1AohGQyiUwmI/eR94ieJ8cqi7YBkPuvg7YvLFuG0/fs8XhxGrD0ylmye16PXr2rxzj7wHFAL1QvItQeMpuej3reAMCcO+/0yKi/v/JK8V7O3rvXQ2r03GXjmJ5unvu9hl440Yvl68/1wpWfffnL0ode/Tpa7Zhj9AQNPrD0P/4jCrfeCsC7IIn/+1O//OfQg00PJrJsAiqZlz/bRgO1bqbZWVn6fnfFX6oLBAduuAGmaWJul70s2LIFIxs3Cogzt1zLJ41GA9FoFH19feJ266X/AARcqeebpilGgCwylUohHA6L8ahWq2IgeI0EKX7upcsuQ9id2rSEQVpOAsoSiUQCAwMDEqfgZifRaBS5XE4YHzNx6vUxAXomAAAgAElEQVQ6PvjgAziOI7JPvV4XiYK6eLPZlBx7fpZyFzNq0um09FfXsU8mk8jn8yiVSkgmk+jr64Nt2wLkfd37XSqVUC6XcejQIRiGIYy/UqlIPrxOOSWjZgYNDSlTIvkDQOQkf0CbBoSBYlYJHRgYEINK1u03mu12W4y93gOA94ZeFNDJ2PrNt74FdK+VbJ33it6Wnjs0WL1y0nkMJR6CPGM+fiavA5S8dmAqHREA5m7aBMd14ToO3ly5shOE7npX//a1r3WyvWxv8TPdNGvXfZgOdKfLjCGj1/ihA7u9tHqgU4L6qXPOOex8R7Mdc0APTK1aNU1TtqLygznf14Or1+Dzu3201AQeyiV60OjCUWRyOt+devrx27dj37p1EgzVFf1kZ6Cuy/rBhg0A4DFiwFRFRbJIBgoJnGSz7XYbiUQCwWAQ1WrVs8uP67oC7AzQsl488+zJEiORCM5/5hm4rosXL7lEBj69BG6+QVeerxmGgUwmA8uyhL3qNEsaJMuyJFBaKpXQ19cnbJWMmSwegAAOAY1BZzYaCQI9SzXwWY+NjWHu3LmSvz4yMoJ2u7ObU7PRkJ2xarUacrmcZLdQF2+321iwYIF4LDQyAJBOp5HNZjE6OiolmSlR8R4zG6rdbounxgVkhUIBhmGI4XOcTvlmBsJZTpnGU2/yQq1dL6jScSeOT457x3Fw1pNPwjAMvLZihXifnAN+4sLn689So45PksFVvny2nHM83j8v9Hw0DANzN22SrR4dRXZIsAjgX/3Xf5X4g57net76g6r+9/ySTq9Aq98L0TgxXeMz4TlmGP2fqBEMM//0T8h997uA3bsUgn7ND/B8XQ9kDlK6ndr91IErHVTyVxPkoDr1kUfw3BVXINmty6L7EQqFkP/ud2EYBvr++Z/hOA7m3HUXHNvGG9deK2yd7j2XxGuQIGNnZgjvCVlwuVwWTZb6daFQkHLBdOM5selBfPlnP8Mbq1d3Jlm3/rtetcva8AReurhk6wAwMTEh6Zp6wRYDoqzfzmtkPIIA3mq1UKvVMDo6KvXYNdCz4Jh+HYDICJFIBHPmzMHExIQwbwZYi8Ui+vr6pI5Pu91GUxU0o9dTqVRw6NAhZLNZzJ49W9IlCZDBYFBkrmKxKGUaKJeVy2VZEDU8PCwyFe95MBiUVboDAwMApjbR4HoGPut0Oi3ZXJR6aNxIeviceQw9AZ2F8qtvfAORSATnPPqoZ0tMPTco7zHvXme5cCxwnlSrVU+JDn/apPaa9Xx0HAfH3XOP7A/hui7eXbOmI791SYoe06Zp4t++9jWc//TTHrBn33mOXsDt90b8TTN2nlO36UBbn+8X552Hrz3zDJ4+99yexx6NdswBvZZdxm++GYbtLZJE0PY/cP1Adb489UwduOF7dJmBqTKtmp3rSD0/T/D749VXw3S8W7VxMupJU7z1VqT/6Z9gqxWcrCtDCYZlC1hf3bIsxGIxZDIZ0bqZBkrJgq49+0aJoFqtSu15TmQCzOl79uDJCy7Acd3yCfx+7dHwu3XqHp8JJS0W+bJtW/pbKpUOe5bcU5XgyPvcbreF8S9evLizElQ9e8oE9BbIdl3Xlbx7gjAZdrlcRi6XkzIEvKZoNIpQMIh6tw/Up3mtZM5MhQU6ufSUsSgTMROIMgalIJ0WWa1WZcUqF4lRlydg6no89KIGBweF3VOW0cFJGh+dSsv7yBpGWpt+6bLL8PkdO2TVNo0mxzPHqg6saiAkyaBHp5+NBmg/a9agSW8WAN6//no47cN3mdJ9dhwHv7zgAtlXQrP3XgFVP0D7r0Oze+lPj9/+5pdz+Novzjuv58ZGR6sds8HYzPe+52E1OkXSz+inO4c2Cvp/raNmMhlJqaMLrYNWnIx0ob/42GM49dFHpRIlARGYGiRkrJReDt5wg/R/zl13wTAMWY3JQB7fZ4CW7JyMj6yZ2R7pdFqAjisvmSqn85xt28YZjz+OUCiE55cu9UghZEy5XE4W7XDzan1NrIPOwKjrusJM6VkwRXViYgKO40guPEGGAMEMFaZVshgbn4sOJFLHdl1XMkj42VQqJSl/DHSHw2Fks1n5POMa8Xgc4e7iKWrrADxVK/0BVfbXdV3E43HJIqJHwaJyzJiiDEHDG41GMTQ0hMWLF2N4eBiRSATJZFJSVhnMp0FnqiNZOoPr9MY4nvyrtXXsiEDeaDTwm299C7Zt49P33SfeK59prVaT56bnBkGXBgSYIkB+EPUHJvV78zdvlj7tX7cOwBTh4nP1p0Ty59ynn8Z5v/jFYemP2rD4A7Z8TZ9Pvz5dMNYfePUHcP1KwQW//OVhHsHRasccoweAvu9/Hy68S5T1gPIHRjWY+5m9Thkji9Esni4zXWB/nR1//qwB4LWrr4apXFa6v5R8yNB1WuboVVdh0datsO1OXY/3rr9eJAQdeCQ4MnuCG2IYhiGZD5z8DNwR0OhucwUps3Z+9Y1vIKwyZXhPOVEIwHyNxopSEiUUyjUEaV1BkQXHGLSMx+OSmsj7r/PQ+/r6UCgURN/XwT4COr9bF2Rj+iQAuVZ+LpVKSd2dQCAAF5B6Mq1WC4sXLxZATSaTiEQiUmeG46JQKKBer3vOm0wmJTbB58x9Z3UuPo/nM+dKWS6UCofD6OvrQ7FYFCMGQLKuCNyUrmhMOG7ppej7RKOrM7F0/vvLl1+OcHfMcJwz4M/vJ7hxnDH+Q/avQVqPGT0XOe8W3Xsv0J07719/vewV0WsusxGQAeA/vv51nPPUUz1lWP09nHtaO59Of/d/XstN/pgZj9Gyke73+c88gztx9NsxCfSHbryx84fvwXVeOrwmtp+x6+CslgMIyLTmPEazgF4PmO9/dudO/HHFClimdycoBgqZiaJ3jjIMQ1zlly69VFjW8B13AADGLr5YZCLWQmcWCCUCMn+COwt4ceFQqVSSia/rq5/5xBN45vzzYRiGpAkyrZI6r2EYGBwc9CzWiUajYjR4XqAjpYyOjkouP0EcgGz4QfbJ8wMdTV4XFQsEAujr68Pw8LDHAzEMA9FoVILOjB1oyYGplwzmUVu3bVvqyJOpvnHNNThhxw5EIhG8fs01+EwiIc+bMgzz4CmV5HI5TwquDq7Tq+P/XJGbzWYl64YL0zhu0um0BNjpReoaPQDkWujRMc+f10NDxI1qOI45tlndU8ttmuTYto0Td+7EwQ0bJH1YM2U+W0pZBD+Oa63ha8DUfVh0770wTBOOYWD/+vUeqVUDPeeUbv759h9f/zrO+dnP8O9/8zfTIATkfmpy55+7Ws7pZWhIbPxNyz46sPvLCy7ofNdrrx2xXx9HOyaBXjc/W/frgb2CsnydIMJjNLjzNQKJHgw644apae12G+2usdApdvws850p13Di6n5o3Z8B2BN37sQrV1whjIrfSdbMH5YZoOuu70elUvGUMIhEIjhx5068uHIl+rveAtm0rh3DPHbWh2moLJVsNiubYGu3Ph6PS8EzAhhZLuMJOvuE951SEzN3mDZJ2YcsMR6PS2YN2TzlGv2cWAaB5+Pn6vU6JiYmMDAwgHQ6Lfd0YGBADHO5XJZVvcyo4spovkdywOAq+xCLxeQetVotDA0NiYzEKpgcZ9ySkM8WwGEbvXDM0dDUajUUCgXZi5fjQZcx0AXF+F00SHrc6Tn05sqV+Py2bXjt6qtFFiJQ63o3TNnVMhqZvj6fbp/atq2TWeM4cFUmHJ+V3yvwz0G/NzTdfO6lzfv/92fg6de1/KQ/r+N5/u/+KN95NNoxB/SB0dHDXtO6vD8ww+Z3x/jAOcg4ESh36EGsz8mAGQOB2ji8fPnlcHzapZ6IOruF7q9eaUi2/f7atZiYmMBn7r8fhmHgjMcfx2srVnhKJ7MvZGxkV5zEZHi8VrLpdruN0x57DC92K2pSdgEgTJK1ZvRmI8woYXyAwE0jx3TKwcFBGIaBiYkJAQUaIt5nLZWxb2Sc9DYYGOU1+rV5nU1CqUGnBTJdkwaURiWfz8um4pFIpBOo7HpfWn9lcbhkMimlKLj4jLnzLAhHuYds/L333hMmn8lkEAwGkclkkM1mxQPjGOL9YGyCQWuOO/ZFGxoaPp0eyfgRPS0tKRrG1MbcWgfX4ygSieC9NWuw8I478LtLL5V7SwOm77OeQ1qT1uyc83Hxtm1wu+d6a9WqjqfrHp4socGef/tlFN1+feGFhwUge5E7vt7rNR7r19X9TJ3/8ziNHzrTjvcl0SPx4ONux2QwVj8Yt8eg8Q82/TmdJ6w1R72qj+yRYKT1e4IjJRTtjlMD1nqnlou44pHb4mmdlwBF7XVoaAj7168XHfaUhx/2ZOuQwTHoaRiGR+Kh203phBkeJ+/ahf/85jflevWEov6rV+LyWhhMpfEYHx8XhmrbnfrnDMZy1ajeSJwBZa7epRfDe+04jkgfZOd6xS9TSl23UxCNpRva7bYnOE2WT1mEwdCxsTHxknQGEgCYXaCkUaYHQ4+EC84mJyeRz+cF+GnI2G/ef3pXWrrQgXt6LFxAxViGPlbr6DSW9AQJ4pVKxZPhRGJB9s+SDLo+P8cJjTsA6Xu9XsfLl1+Okx58UIBQB3AZJ9FzScucfI7MAFt4772d8Q3IvrA8juNe6/+813qFuj7mw4KhvQKsHyUI639PS7S9zst7olOuPQHg/yqg/QnaMcfo20NDh4EYcPhGv4A31Ur/kMVqF1XLKX5DolmQPrdpmp3gEoD3166VB6+lDIKRZgZa++OgJrCRjXGF6sENG7Dw3nthAFi8bRuCgQA+2LjRsx8pv4s7JtFjYA4+2b5pdlLrwtbUNnp6IlFHJ8BTcuI90ZqubduyQxKBnp8dGBiQzBd9r7RkoDN7eJ/5XBlUJnD7nx8XfbVaLclKYRok941lYDkUCklqJWWgUCgkO0Md170vrKTJe0LQZvon2TaDqNzBi14gvRUGcDmeGDSnAaIHpmU1ZvTQo+FiMV0pk4yeaw0ajQZGRkYEfLmblWbt9Eh1XIJxFz3uKEWRMLy1apUYJa434HvaW/bLLzROOuAKAG+vXt2RbXrIq5wL2sPmPOScm25eu26nDhPQYfi9sEA3zeKnY//6uOn+9/dDN9M0Ue6O+6PZjjmg97ty2toeSS/rZfnpblO7pYauWY+2+LTknKyWZcEF8NbKlTC6+coEDJ2eyP5ppsZjmI/M8xPsAUiFyNEbb4Rt21iwZQsASLpeMpkUOSCfz0swT6f9cXHS6Xv24JUrrvAwDwaFmcLIrejYVzI5BmGBKUkBgIA9vRECaTQaFf2b7F2nOjLVUwe6dSkJBh0JagR/Bpm5QMswDKm3MzIy4nmezWZTpBFOyAMHDgh4sQRwW2X7AJBnztWsk5OTiEQikuLIHaoqlQpSqZT01TAM0ej7+vqwb98+TExMeMCVWUC8HurxrLTZbDbFW6FnUK1WUSgUpAzy2NiYPBedhkrPlIyaBKZarQqpofbvuq5UQWUqqC6ZzXt0/PbtmLjlFjFWHBMEWQ3uZOLdBwbTMPDumjWdseLT3vVvzicthWgvs9f852/XdfHsRRfh7L17exoEv8bvPwfHXy/g7hVz+DA9fro+H432ZwP0hmG8C6AEwAbQdl33DMMw+gD8GMBCAO8CWO66bu5DzuOJhOsMiF4PxO+K6dd0AS5dPIrnIujxMzw33e2THnoI76xdC8uYqrVBHZ190oOWLird9GQyCcMwZGGTdoE5ebVrfGD9eizYsgXHb9+Otm3j4A03CEgxq4cyB41Vf38/YrEYXrrsMgSUsWLTi77o/jMbxnEc0ekJ4lpXJ/CSkRGstcREKYGSiY5v6G0ACbT0DKj761XCOrjLDB3HcUTXJ0CSrTL7hsDEQmmMVTB103EcSZkkGEajUYyNjaHVaonOXi6XpZJkoVDAwMAAWq2WbCDChVE0EMDULl717o5IHGs6V5s1fhzHwezZsyV4bJqmVNTklo1chwAAg4ODMtYASJ6/bdvSl1KpJB4CyQsXV9E4Eex0TCkajSL3ne+g1ZWnNMADkBiQLlPwqe3bYaAD3u9dfz3wEQOqem76g7L+Y/lbz/FnL7oIX9q7F//5zW/2fJ/zVrfpYnn+76O0+GHHH8lDOBrtz02jP9913VNd1z2j+///AvCU67qfBvBU9/8Pbf5FDVpz92vw/NFAq48hwDK4yDrpuqyubnz4/owBrXdr1xmYWrlYrValNggZUiqVwqxZszA4OIh0Ou2RA1j2gKzu0KFDeP7ii9HufufQ7bejUChI1ko0GpWNqXO5HCqVChZu2QLLsoRVkumx+WUpSgmURnTpXz+Y05gAkPtFLwGABJfJ4LkAja9RO6YOTWkin8+LkeEqWe3Os/xANBoVD2JgYEACrkxHrNVqKBaLEluht1UoFCSls91uo97dLUpnVQEQY5ZMJjFr1iz09/cLG2aMYmxsDPv370elUhGmzlo4BPzx8XHkcjkxCHwevD6OCQIxQZfsW+8doLN76GUwRlAoFDA5OSmMXhdj829R6LqdEgtcIEdWzVgCYyC1Wg3z777bI9toHZ7e6fHbt4uBJ5PX5EtLhP55659neg5NN/f8EpL+u5f3Pp1GP91x+scf2O51jL+PR7v92TD6adolAL7a/XsLgF8A+H+O9AHN6GltdUYG//czeP2bjQObA05X49PWHIDHKFiWhZMefBAvL1+OaJfhsg9aj+dnmK1B7VlPAMoaBL9oNCpARZZN8GBhsomvfhWxWAwn79qF+Zs3Y2TjRtHEg8GgBAlP2LED/7ZkCULdRUxaxtBBWs2AyaR1vIHXRsNG/ZZMn4OfDJ4Gg2BB+UJ7Opysrut6avGHw2EUi0WUy2UMDw8jHA5jtJtpRY+AP7oUBbfhI8sk2yeAApCceMeZWrwGAM1uzaChoSHUajXZn1WzXPafDJwB4MnJSUSjUcyePVteBzrrBg4cOCCF5HSdJJ2xRdnNcRyRbTi+dU14eiGhUEhSW2fPno3BwUHE43FEIhGMjIzIWg3btoWw8NnqdQ2xWMyz6Xi73ZbxSo+DpTX2rVuHBZs24YONGwF4y3lbloXF27YJi3ddFwZ6M1s9fzjnOC/ZZ3/qZy/g1P/z7+eWLMHZTzyBZy+66DDmr/+eTm/n39OxdQ3mvdonxeTZ/pyA3gXwU8MwXAB3uK77IwCzXNf9AABc1/3AMIyhXh80DGMjgI0AMG/ePJmgfAB+oOd7vR4agUenT1KX5f8ENX7eb9ld18XvLr0Ulm17pAWCpma+ZObMqWddGa4SZX8J7Ny9SC96oQHhsXTRm80mIpaF4+65B/vWrpUMHcdxsGjrVrx07bWwuul4nOgESD1ReZ1axqCx1N4FpRt6PqZpegqM0VhSI6/VapiYmEAgEBAjxPgCV8YWi0VYliWlCSKRCLLZLA4ePIhWqyVle4vFohgYvSqXEoVmq1zodOIDD6BcKnVWqnY3ReHzJDM2uguMzt67F9m+PpFNDMNAqFswLtENVr7S3WCCFSxd15V4BGUSVhHt6+uTMsyDg4Oi5xO8+Yy50E1XvWThNq64NU1TdHrGJY477jgMDw9Lxhc3Y8nlcpL9BEACrXz2JCCxWEz2uuVYpEehM4do7A7ccAPm3XUX9q9b55FXFm/b1gF2TG1wo380y/aDPMcW5632jjmH2XgOzt1e2v5vvvWtaevNaDyYTnPXhkF/xh+87SXTfNLSzZ8T0H/Zdd2DXTD/F8Mw/vhRP9g1Cj8CgFNPPdX1p3MRiDWAHwnkdS4w4K3XoeUIwLtZAifdybt24cVLLhFwp7FgMJH6LycuMMVGqb+XSiWp/kcDQUkhEol4JhP7pUsBmKaJ55YsQSQSwamPPIK+738foXAYr69Ygc/u3Im3V69GrKvV6qAZADEI+p4RzAk0rDTJgcsUSRoysnc94ajv+z0kbipCmULn11cqFdHbbduWDbYZICRwUrtPJBKoVqvI5XKIRCKYPXs25m/eLOz9rZUrRQp67lvfwsGDB5FMJjExMSH5/yw5kM1mceYTT6DZbOL1a67BokWLJABumiYOHTrUeab9/Z3891dflWd81auvYl6xiHg8jhcvuQTNZhMTExNirAYGBjAwMIBQKITFixcjEomgWCzKWHFdV6SYdDot95XlCrhojVLcxMQETNPEwMAAhoaGMGvWLPE86A1yU3MmFdjq+WsPhoaW8QN6QUY3buU4nS0pdakHy7IwsnEj5t5xB9697josuvdeON2x8daqVR2QVokFfjlGAz1/OP50MJesXs8/PQf4mt9L53FnPP44nluyRD4/nQTE39og6ff0+708iCOx//+rpRvXdQ92f48ahrEbwFkADhmGMbvL5mcDOHw1lK/10uQ0+57O4vJ//WAJbn5NXQdAAe/AOmX3bjjdz/FY/tYuKIGaOjePY2YMGTZlCr2IisDruq5HNqDOqjVdwzDw4iWX4JTdu1Gv1XDc5s34zZVXItStg84fFhjjhOYiIoIiZQ9/FUWdbZNOp+V6WCWSoEVWSO+DK2rnzp2LfD5/2FZzBH/eVwZNC4UC0uk0BgYGJKuHqzJrtZpsbnLK7t1otzt7rL6xfj3a7U7995gztc+trvHDsaB1aBYQ0wFGHUBnTR4y3XQ6jeHhYUxMTOCpk0/Gaaedhng8jjMfewyBYBB2u423Vq1CNBpFf38/5s2bh1QqhUwmIxlEfIb5fF52kaKkwjo9DKYz02Z8fBylUgnxeByZTAZ9Xc+DlSn5E4/HZQWzJhZ6HPNZakmHc4hkp1AoSGyDn+EcGNm4EQvvuAOOacK1O2W1HV/uO8/VKwHCr20zJdefP89Gw9GLaWtvVM93Dfaa8Wv5xT/n/X/7X9OYoV/3f/8nAfLAnwnQG4YRB2C6rlvq/v0NAP8fgEcBrAHwf7q/H/ko59O51YB3N3r9QLRM0+2HR5LgcXrBFM+vFz3xNaDzMJ+96CK0u2yHrNf/w+wUrUPrin/MlWfQkNq+NhY8ngFiTuZKpYLJyUlJzdRgb9s2TnrwQby2YoVIUbqODwBh1sDUwhe+zroo1ODJDrXOy1LHrGipF9xMTk7Kis16vY6+vj5J+WSGDYHNNE3Z2IUZMY7jyCYeTNtst9s44/HHOyB0662IRCLYt24dJicnUa/XMacbU/AHU1lCgefWmj7B1HVd0c/995tloHUwd9GiRbBtW1JlC4UCnl+6VPT/VHdR2OcefBCnVKt4YdkyWY1LqYJB+WQyKf/zenXMgx4NUzH5rBnENU1TvA96UJTVmCrLxVR81oYxlUZLSUeXvGC5DBptbfhM08S8TZvgdOfCW6tWwVFbCKr53gsDPH3QAOoP7PJ1/5z9KO23F18sY0UDrz97rhfo92p+Ijnd9fH1/9ulm1kAdndvUADAfa7r7jUM4zcAdhqGsR7A+wCu+ign07qf1gH1+wRcYEo79GuIPJZNn4ssgn+Tobx8+eWwulkLOhrPc2mNnwwRgGSNaGajdW2yd204+DkNyrxu7tNKAGVAje3k3bvx9qpVYmAYzCPIcvWr1u0pD9W6G474V/ZyMjLIVyqV4DiOSAaRSESAmymIXFTVarUkd72vr0/q5sdiMdmQgxIOg5qUmD6/axd+v2oVKpUKhqpVZDIZZDIZuK6L/fv3o91ui3dBqYEAx3ucSCQkyE1DTiAl2NEzIZDrGAufN0sS1+t12cCcGTGNRkO2VvxgwwaUSiWc8P3vY9unPoVkMon58+dLMTsGQovFIhzHkVRPlosgSHM1dV9fHzKZjMfDY/BeB461fEaA0kX0ON40gHOxXDAYlP1nNfhxjgz/6EedsWsYQPf7aJj84Mfz66wa/28SIP5wftLL9GeHaS97OlwwDAPPL10qdeunM0C9vH6C+nTMnO/rv/Vr/u84mu3PAuhd130bwBd6vD4B4Gv/lXNxoGgwnC6A42cFgNc9158D4AFubRjYTtm9uwP0vqwILmvXgKldYp6bTTNsDk69jJ7sVEs/PKdm2SyKlUqlsHDLFrx47bUC3qfs3o1PbdsGAPjDVVeJbs7zA1MpkXrVZDab9SxY0qmg/P5Qt3a7YRhSZKvRaEg99VQqJfncAKR0AqttVqtVqcFO4C+XywJC1WoVX3j4Yby6fDlc18V7a9Yg5nQW/xSLRUnNBIBDhw51mHTX2OgsFQa+9WIgpyvtEExoxAn0BHYdGAXgSQWknKPz4xm8zGazYiQMw8ATZ56J/S+9hIULF+LsvXvx+yuv9OTIc6tAsn3WldHlnQcGBkSKYl0dPgNdCZPjhOejEeP4pKECOpuqc+EZPQPOFS6iY5t3990do2dZGL/5Zunfwh/+EG+tXOnJztJxMD1f/bEuwzBkHnA9hU5O+ChNz2/tDbuui9P37MFzS5Z8aJDULwX3eu1If2v5GDi8QubRan8WQP+nbv6H2kvD69U0Q9dBIL88w0mqz3vyrl14+aqrJFtDZ7Fw8GoWSADR7pxmC5px8UenDfIaKKfwc3oBENABmM898ABevfpqJJQk8vbq1Tjh/vvhKtbGCc/+a9mKXgGvgaBCAGHgVU/GYDCIXC6HQqEg71ED199FBlwulzE6OoqxsTEcPHhQwCWTyaC/vx+tVqsTa6jX8bOvfAWzunGLRqMhZZS5poB59KwMSYDTAWa9DiESiQjI8RiCt2EYEp/Q6xgYQ2D+PZ8RDZnOTKFERI9HPzc+q5cvvxxn7NmDUDCIN1eu9EhvHJ+8Th2UjMViyOVyYoxpeOnxcCzz+TFuosc04xmRSERWxVIu5LNi3If3jvJhs9kEXBcfbNiAKKYCqx9s2IDFP/oR3r/+epFfeO8JiH5Gz9fZX71himbx/ngaX5tuXvvn/W8vvhhn7NmD55culWP8nr7+DN/3p3xqUunX5f3egL8PR7Mdk0DPpm/8kYBe6369BhzZJpkcMMV2OXBfvvxyQMkWujgVz0eQ9AeQtHHhZOSEZjojFyYR5NlXsjem3JFpkV7qqqQAACAASURBVFXato0Xli2D3a3Jwn45joPXV6zo7Hq1dSuAzpZtBD7tvRAgCU5ksf5YATMyTNMUV58yAUsb+At1sU+sLz8wMID3338fY2Njsl6hVqvhr376U/zu0kvxq298A/V6HVFAUlfz+bzIK7rcMzcIoRejG4/VZRhYbZPXrA0vpTOmtzIGQYZO+YyLtPL5PA4cOOCpQkqgsCwLhUIB5XJZPBwuctq3dm1njAI49ZFHMHL22eJd0PhwFW6lUkGxWMTk5CRyuRyy2aznmemsKK6x0Fo35RB6TqZpSsaXjkcw44mEgD+fvu8+OK6L3y9f3ikD0W4fBuIfbNgAS2W/+eefX9YhueA4ZKpwr/Ul/qyzXvp6r3nOzzy/dOlhffHLMr3e7/Ver+YH/hmN/k/ctKvU6yb3emD+ABAHkmYtmrlSqqArT0bMQJ22/OwPj6PbzMGr5Ruel33RAUSek6BOV5uMgkaGg9W2bRy/fTt+f+WVKJVKKHVzxvv7+yVvnYbCbrexaOtWvHHNNQLAOhWS38vJrlk7AYIBOx0MT3Q36yBLZMVEx3GE4TLbJhgMYmhoSCoqTk5O4qwnn0QwGMTLy5ej2XXhTdOUlb6u64oezu0VKcfw+rT0xDiF9pioPdO40aDrIDMZPyUcGhnt3ZFFl0olTE5O4tChQ3KPotEohoeH0d/fL/eS52XBMRoXLuh6f+1afPW221Aul/H0uecKyFuWJWsMDh48iHfeeQeVSkW2K+RxWs8ul8uyxSFlM469WbNmiUHkRjQ69sTxyuY4DhZv3dqZQ937z5gNCYn2WGd1Uy45TrWnqtk8AI+XRWNGoqOBXjNvjnc91/xg75dx/O8dSbrRx0ynz08H+v7XZxj9n7j5gyDAR38YWqPXPwRivVrWNE2c9NBDeL1bD546uk7bInvlZzkptM5Jo8KJCkD0SRoITk4aCII0G9lQPp9HtVrFqY88gjeuuw4hQJbCU14guLbbbbx61VVotVr47I9/jE9t24Y3u7nmzK7hPSKw6WJrPE4HzSghcScqli/g+ww2xuNxqfjIaossgfCln/wE//H1r+OVK67oBHQDnV2luJAKgIB9sViUMgCs+c4Vp0y95KI0LctoMOD1UMMn89VEgUaagMO4CYGVhoQZNyQCzH0nO6Yh4WIuloBot9siwfT19SEUCuH1a67p7BhVKODsvXuR/+53BazK5TLGxsaQz+flmhiA1UCtvQnKDbr8A2vhs3AfjxcS0B13htFJjV24ZQtahoE/Xn11Z+/YboYZpR1+D79r9MYbseC22/DO6tUewPaDPZ8TN4VhjMKvzZOo+bNd9GtH0sT1/6fv2YPfXnyxvO4ngX7ZZzoD0uvcR5JyjnY7ZoH+w5r/gRIAtGTBQUJNmuyPk90wDHx2504c2LABCWXtNUsnyyGQaxlID0YCOf/XWj77S50YmIoTcOWp9kA4SZ465xxY770nufLMfAkGgxJM1dr/e9dfj0/v2IHP79qFDzZs8BgVvdx+YmICxe5KUspMBDxdN4h9d11X9G+dBcRsEaZMspLmoq1b8ccVK+COjwOYCpwODQ1JGQC+Fg6H0d/fj0QiISmKzFIiu4xEIsLwdTCcVSp531utlshLwJSHRZ2a7JsGmt4dj6XB4zPkOgS+57quBH75/dx/IBAIyOInSjA6k8R1O7s8nbV1K/avXy8pjyQHTPfk4iidtaXjBtT2ed061sNVyWz0ejRDXnDPPXAsC++uWQOzXBYjwFgJ7xcBnOPggw0bgO6Kaj+7prRFL497F7CmUi+AJKjzPJy//nnNvvuZOb/7+aVLcfpjj4lW7/8OjRfTvd/LQ5jOuMxINx9D68Xqdev1MDRz40SnS61dWRnIXYmDAK8DX5xUOm2Smi0AD0vnhNBxAgI9jQz1U7J8PYD5u16v4/MPPQSgU99DXwcwNdAI/vwsV4Tmv/MdDN1+O+bcdRdarZasJHW6WS2FQgGFQkGMIrVl7cmQ+elFVixLTFkFgJTyJdM+cedO/Oc3v4l/Pe88hPN5kScoc1iWJbELymO8D3oHJcuyDisERmaomTzvP2UjGs1EIjHlvXW/RxtK6vn8Pi0haKmLjN8wDAwMDIg8QgmQ94uZOblcDtVuemi9XpeSwEyJjEajOHTjjYhYFk566CG8+rnPSRlmZtlwrPD8HEs0BgzU6nPSEHLbQ14f13CkUinMuesuwHVhBYM49Ld/i3jXA2IaLolItVoV40Ptn+24e+6BY9t4c+VKGXecLyRBZPOayfsDnVpa1fO8lyYO9F4Mpf/vxcp7AXIvvPiox/H3jHTzMTUtofibX+/TIKsX0OjaL3xQXNB06MYbhUFywBLkdKaA7gcnHSecXkXLfrCeDEsNhEIhkUN4bn6OrJyBWwZgM5mMFMiiseI90ZIS88lZo7147bVYcM89gOti4b334r01a8R4sQQDV4USKMjoNdCTIeqibQRffq/rushmszh++3a8dcMNGOhmqmhPheDIgmDMe9dZJXqxGe+XvvcMTDOOQKmAr1ECYvYJJRWOg2Qy6YnPUKvn+ZihQpBnQJpeFjCVumsYhjByvVH66Ogoms0m8vk82u227Gfruq5IbzT+B9avx3n/+3/jiTPPRLlcPkxmYT/ZR4I3MLUbGABZUMVcf8Z6uFraMAwM/PCHaLsugoEA8t/5DixFMhjM5j3gZ7Qnynm1f906zN20yRPDodfI9QH07HTePK9Zs2LOMf0908kr/B7tYWo2/sKyZT2zZnhsLzlGJ1J8VJbe6/xHqx3zQD8do9cgr/N72ehuk/n6Xb5gMIjj77sPk7fcImyGYKODtzwX2ScnAjM4dHYMgVdXp6TRCYfDsiiGEgA3mWZBK8uycO7TT+PXF16IcPc69DJ9NuZ4c8s7ashkYbFYDJN/93dwXReDP/whPn3ffbJtYTabFeZFZkpmTwPC+0RZR08K6ubMB//sj3+MYCiEsW9/G8kuoKVSKVQqFYyMjAgw5nI52e5vzpw5AKa28COLpRTFoKQ/44WxET53f3BQAyMB1lJeHN8jiPL8eqEYPbBsNit9pCQVDAYxODgo3gd1fu60RQNHiahcLgOAsGoWbOOz/OPVV+Pr27Yhl8vhF+ed58nOoWxCg05PxXEcFAoFAJBxRRmM3oPe4vFT27ahbVnYv25dp7Bct6YRV+/qgLdOXtDSkfaA969bh+M3b8a+devEyNLwMMuGQXr/fNUMneNMk5cPC5j6ZRzOZcMwcNpjj+GFZcs8x2vjofHC3z4plv5facc00B9JtgG8lp2DVGcj+GUcur0SjO0CB5kZv09vuMABSNeUwUgGB8mKAEjeMEseEATIxCgn6L6RMXE5vl6sMzY2Jl4AszoIiqwuaZqdhTlcFs+MDk6i0urVOO6eezD7zjvx7nXXiZdBkAcg90CXJSAYEtT4mWg0Kot4bNvG/vXrO/3orvakcSAzZkEvrvDM5/ModouFacZHMCYAURP3B1TpvdAjIhNnSQoGqnmsC8DuShR6DGj2qIOdNMjDw8NSo4jpngRDvSCLNXU4Xgj2AERK4YIvLVHQSLx8+eV47bXXEO56dBroyWBNc2pnKAZbKXHZti1rL+gp0fs76aGHJHYT6ZIdembVahWu63ry9NnoydHocX4J+Hefs86Vp1xDJs/rJDD7QVdLZv4ArJZU/CCswV4Ttw8D6+k09l7fo4/tpd9/Eu2YBPoPA/heTUsv/pRKAgKPsywLi7ZuxcENG2B3g1AMGvGzBHC+pt1NThCCJvvLgaEZENPhCHyazQQCAQwPD2P27NkIBoOYv3kz/vh3f4f0vn1SfoBuu64+yMFHXR6ATFhqrJp1vnvddZi3aRNm33knAOCd1atlpSkBmDna7Lu+l4VCAePj45Iaads2Trj/frx29dXCIvkZLQUwSFmpVCTt8uDBg3JeAg+9Ee5pW6vVxMgYxtRKUJ29wWehd8Wi90E5JhgMSllbGmNKG1rC0yUQCKqsm09JIpFIIJ1OS4qm4zieInHcJpCbhusUSW56w/NzZTKBua+vD67r4qwnn8QfrrpKjBkBjUad44F9BCB9oBwViUSwaOtW8XAO3Xgjws5UmQ56SnoxoL5fnC80irr0BmMSrHL5xrXXotVqyZ64ul6PlsD0HPXLLn6AnQ6w/R6B/9gXli3DaY8+ehir15/nd/hf499+ucrfZjT6j7n1Crb4H5iO/GsJhS4lQQiYWgiiGaMuLesPlALw5CGT5bXbbclt16tpCVD+PhKYOFE5cRzHwbxNmzB+yy3IqHo1HNwEBjIo6v9kplxyD0zVvafnQlnineuug2VZWLx1Kz73wAMYv/lmT4yBfdO56LyPzMaIRCI444kncGD9eozddBNS7antAAHIZE8mk+jv75fl/MxzT6fTSCQScjw9BZ33zvoq2ovRi9R0rIQMk3XcqVdTnw8GgwgEgwh1++4PbPN/Lf+QHXOyU28GIHEFGgYyXoLn0NCQJ5AZi8WkLLPO4WetH97/TCaDZrOJ//zmNxF3OnsN1P7n/xRCQMNEr5PZPuVyWfrGtMzFW7fCdhy8vWpVJ1DeHa8cJ7xeLXMx758khHIhjSsA8SiAjgf4wcaNWPiDH+D5pUunzZ7xs2i+RpKjZRs+S55Dg67+zeP1azz/C8uWeZi+nnu9APrDWH6vYz+pdkwD/Ye5SX5dHoCH0TNDRO/PSnAnU9YpkTolkwBJgKcsoDVTegyUC3TNEWCqXCyBmufS2R98ncwoEAgIYPH9yclJlMtl0bHJGLm4S9dS0bIEM1b0tY99+9uYfeedGLr9dozddFNP5gVM1fmxbRvxeBxDQ0NwHAfFW29Fqmt8KpWKB3gZTB4bG/OwWrJ1vs+MkEajIbXjKYvoUgw63ZOGj8+dBlpLSTpFVFb1dqUGXouOdeg9ZQlQNFxcGDY5OSnrCAhMlHS0sXUcB8lkUgq4UZenp5FKpWShGcsqsJQCnwGN6esrVmCO7S3boYvmcUwx24cewwk7dsC2bby6fDlCruuRILPZrHy/Nqa6EB7XN3B88n5r9k8DZ9s2nO7802msmqDopo2AfN7xLrzSMo8ejxy7+lwcB73Y94eB8pGA/0gg/0mC/TEN9Gy9LO50D1cDOQedZgoAMH/zZlmqTjang0MEc2ryGoA4GMlAyHqpeROY6CVol539YFYJmdPAD3+Ig7fcAlstF+c1MWBI953GhBOd10gvQq8j0Ol5eiJO3nILAGD4tttgAHjv+utFX7UsC5lMBul02pNFlPyHf8AHGzd6mBrXJBAUeL1k6fl8Xs7DSUSjpDet1v0kCGjdXhtlGkBeJ8seAFPrGWKxGBKJRMcAmKbnvuh1Ary/9ChofGzbFs+D16TTKRnM5nOgd6d1dIIJs3dYoKzd7myuwp21XNeVTVh4HQTh1D/+Iyr/43/IeNT3hIBtWRZO37MHkWgUv1++vHOv1Nhl2ia9PvZfl+7Wa0U4Lvm8eJ90OiQ93zeuuQYnbt6M3y5ZIveHz+lIQMpjdEol39eSmn9uA5AxoA2Bfv+Ljz6KFy+5pCdu9Dr+w/7/pJk82zEJ9NrV81ttrfPp1/wReQ4kYGozimAwiBN27JD3+VmtGVMHJeByUDPAyZxvAi8nOQABfLJK/s2+UE9lznM8HkcikcDojTci1B281OYBSN49gZ6gQy2V18EfAo9eIEajp+vVB5WUAXVupjZSuqlWq2JMRq69Fu18XmQJZjXxnAQJyjHFYlFWfGaz2cNSWLnRBwuHWZYl8gbjETqlkuNBP1P9HtcU0HCwnDBBnX9rL0fv8cvno+v1G4YhRdvS6TSSyaSAK1cpM3uJRnv27NlIJBKy4Qi/k0YoEAjI4jMGPSmjcAxRDjywfj3i3TGky3LU63VJxaxUKp3+q/Ue9D6YJcX7SNbOUgokNwRznWFDY0oPiPeIhpbP4Y1rrkGk2RRZVMfXeKxumlD557Ge+3qu+5893+sFwq7r4tRHHsELy5Z5JCWNJ2y9AP1IEs8Mo/8Ttukeei+3SgOzzrbha9p1lVWVpom3V62Co1LDdPlXslQCiZ483E+VkwHwBvkYmOU5qOVzULNUAL2FQCCA8595Bh9s3Ih0Oo1YLIZMJuNxywHv5iEMtDLNUS/e0ZNtOheYXoHrujj0t38LAJh1++0Y+/a35R4zc6jRaGD+3Xfj7dWrPaDKCa8XL+ml81q2Yc16rgnQNfl5z6k109vRdWy0pgtADJauyqlr+xBMdZkLvsZxRNDQufN83rqERTAYlFIPugQFMLWqlusx6Fmk02lPOQWSA81QdZZPINDZ2Sufz4v0RANEMM5+73so/ff/LudjTSbXdfHp++7DC5dd1vlsqyXXEo/HJSZCpl0sFqUSKccs1xpwTGo2To9Lpwrz+XM8BQIBnHD//Xjp0ks9cSy/FKhf53f4AdQPpJr99yJ1vQzF80uX4rTHHpPXNW708h4+DPynMyhHux1zQP9Rbu6RAF+v6OTiDTJ627Y7xZkUyJO565WHBJnpwAuYAhwaGa3xu64rBZ04qLWnoPXRE0dG8Oyzz6Kvr0+Yo3aB2Qctf3DbOg3kdL85wAlY7JNeDk9vgO+Nffvb6P/BDzB6442ez1uWhYlbbkFcBWaZ/shzMcbATbRl4+2u95HP5zE6OopyuYzh4WFZBaqfGeus8L6QUZNtkr0CEBCkEQYg+ffBYFACppJW6zN02svhs+K1csEZ30un0wiFQrKgiWDNZ8pxysVYtm2LMWAgnCmbZO2aWPDagsGgrFAFOt4JPQLXdVH8b/8NhnpeDMYu3LIFv1i6FNHu2Kah1NlBBHKueuW16oV8+lloUOe45fjmeDssfRLesh96HvOe6fms5xTn73RgrM/lZ+jTvfbbiy+WjUk0XhxJ8uXf0xHK6d47Wu2YA3q26W6o/6H59XUdRK3X65LGprVNSggciJqtaH2f38MgFb0CrSVzoFEaaDabnoVQzOKgG8sJZhgG/ubf/x33nnQSAm+9hUOHDomWy7RHTmgCSavVwuTkpGwqkUgkPLXnabAoxdDA+WUcAhINW71ex8TNN2P2bbfBdhy8t2YNhm67DW+uXOlxscmkGEhm1UNmY+g8atPsbHYRi8Uwf/58eTa5XE5W4/I5sJ/8LsDr9hMs+Lx0nXfKTAy4E9hk/PRgiwQ0YIqd6uqdLSWXMJZAGYOSFu8HZRv2j+BKLRyAp/6Ozv5iWmgoFMLQ0JCMVxosLU8FAgEk/+EfULvpJszdtAmtVgu/uuoqWBMTkjlFMkKQ1/n+juPIOVne2bIsKVzH+aLBXMs67LuWXdheW7ECJ+3YgVevuuowwNYZMn7A9o8tPb/938Hmz4abzlhor+VIQK9B3A/m0zH9T6Ids0DPdqSAij+Ap0Gf7IYg2Gg0cPKuXVLZ0V++AICAhh5kBACyNJ19oH8IZKynXiqVUCwWpTa4ll/oGew5/XSEu65xuVtvnnnrZMXZbBbZbBaRSERAiK47JzInIyc3F1ZxsOtcf+rLmmEyLXJi+XLMuuMORP7+7zHWaOCFF17w6OX8mxlCZKdkwFwpzGfClbgDAwNiqBifCIWmdlPSdWf4HLQXpKUePlOdkaOlHmAqxz4cDgNupxQvn6F+n99BWY3f5df0ee5IJIJyuYxisQjAu9EM6+cz1kAQJfhqGSkWi4lernVyPh/KRADEkHCc9f/zP8O0LIzddBPCb78thp4eYiwWk3tomqYYQGY3sQaPvh+6jIaWZxjv0JlcmuXrgO4fly+HpUDYD/C69QL6XvOp13F6QRnnv/9zpmnKDlTTSUhHAu7pNP1Psh1zQO+3un6dzW9lybb4gDkAqJ0SmDR4+B8gJ5qedJq5+7V3HqfTwahxEvw4KPVCLerQ7XYbS557Do+ddpoH6Px54+VyGe+88w7ee+89WbBDlqzZNeUkrdETYHTMguDFYlfcuo+FzsbHx3FoaAjnPPUU6vU6ftoFCa661dkvOhjMa+SSfBpEyggDAwPST+4cxXUBBHstM2mQoIHUsRZd3Csc/v/Ze/NoScvy3Pt6q2rP89S9e6K7QRTHL+QYiXoEI4o4MElQQOYGlICAaCbX+lbyne+ctU4SNZioRFRAUEObqEuccIioSUASQVDmpml67s3uPdWee1fV+/1R9Xvqep9dDZ582mR1fNfaa+9dwzs8w3Vf93Xfz/20ZAK4zjqTJFEqqVIDetrGK1TyGh4c13XvAU+BgCjsHPkOgHQPBS+KWIufE8OF5zAzMxNAE4+M7CWX6ZIkUZLLaea661SorTNAPiOwi7eEgcrlcmHvAvoMMoAHSlv64ZIL5/H5ybz0/nrh7bfrqfPOC59zSdPnsXtoHmD1GFvcJ7zv5/Z28fHi349llxhP/Jl83B3saGS4DsVx2AG99NzplLE7JtVT6zyPGrd7aWlJL9q8WU+cc05gHZ4WiU7sejadCegzQDxDxwGOQTs7O6uJiYlQ74bKjkgVbjRgX01NTYH1ch9JUl3gMjU1pWKxGFbX+mAELCixEEs1vMa9sqZgampKk5OTmpycDCWRJyYmNDIyorfdd5/+rLdXl4+P67SJCd22cWNgthg6SSFgXKlUgs7rrAvWPDY2pqeeeio8U2dnp4aGhkLdn4GBAQ0NDWVq7sAg8cb4G8+hpaVFS7XAY0dHRya9VVJDYELDjpksWVEABJIL42hqaioYYwKsAwMDIb6D3MGmKRgYDFe8rSP97bIMRgyDJmXLcEhS9/XXq5Ikmr72WvV97GNaeM971NraqgMHDmh8fDzcM2MMz4Fx59lbrCkglZR74xyMH5c2AU5+u4cbvK3aXPEsMCdfsR4es3f/cYCmTzkc8P2cLvfde/LJ+p1vfEP//ta3LjM28T3wt+NJIzb/G43+V3wcrDFjrS0eKM4wPMWxVCqpHK38lBTSJgElGKkH61yb9WwBZwzOojxG4BMFUErTVCf88If67gknqKfGfiUFZojswoRfsWKF+vv7w72j2WN8AHG8FuIJeDRUMSSIOjo6ql27dgUWDxucmJjQ2U88oY/09akll9OXjjlGvb29+pOdO9U8MaF/eulLQ9tzPV/o5HKXT2IvRYG88Nhjj4X4w9q1a/WSl7xE69evD7tZuTzmGTNSfYUyzDpJqsFQatvzmbAQKkmU2H3zXe5LqhrqON7gQMgqV1gk7Bhgb5Tp433AOfmOB1VJV+W+HazTNNURt9yittZWTdfy6Qu5nKbf/34N/NVfaf6SS4KEVigUwo5dLPgCcD1HHgPD9+ivFhuLxDwY274WxBd4OfgmSaI9l12mo266SVvf/e4wBhj7MdjHczjOmnO5xr/rMQQPxIIDjbAh9kCcBDnwuyGI79Wf8/k4Djugb8TeG33GgSXuXF5zHfHB009XWpvYdKKz84Od34O0TGpnNbxXLldXv+ZyuVCzheqAUt3NJyOit7c35FAzkQjEwjLjdEaACIbJtWG0cVwCgCU3mwDx7OxskGrm5+fD/qelUkldXV1avXq1VqxYoYGBAT366lfr+LvuUn9/f4aps0CIa/i1KGscGwFAjoD1yMiInnzySW3fvl3HHXecjj76aHV3dytNq1Uw6Suen8wYDADL9gFS98TwApQkUm2C+165cY2ipaWlkDHjLJIMIEmZ1c2+XgEJiR9nsUhLLi8y3vBSeB48Go9VNBUKmvnAB8L/gGyuFjPAi4NBYyyQqEhnJSjrsSBIDN/zgnzeDn5dDjfmDpjs7xBnw8QAGQMs9+fZVA7wjQxFzPL9niTpnpNOUi5Nl73f6F68X1zXbwT2z8dx2AG9tLyk6MGknNQ6UVqeduU6n+uinkLGJPbMFVxrmGu5XN9ZCsB3PZpJBYiS3hlnlBSLReVyOd339rerv1AIQVCMA0XAADGYWLlcDl6DywMwaiatAxQDGkPHYMZjwBASOC6Xy7r9hS/U0Rs3hjTI3t5eFQoFPXDaaXrD17+uSqWifznxxPBdYhLo0LRtsVjUyMiIisViYLWAHcaIKouzs7Patm1bKNv8kpe8JPQzGrSzMQKKtC2pg5RCkBRKSOdrQUs8Lc7jm5gQv3CW6G3mcR7aGfDkvFJd93ZWzzjhuV1GY4zSxzwL427g4x9XLpdT8brrlKtdA0ZeqVRUfP/7tVSTY2DyAKHHErzOPcSCe/c+xIPBUPDcaZoG2TAG10bH9osuklQHS4+D8L+Dv3vjvOZec8y6OZd71LH27m3hfzfyCnzOxNf1+4mx6VAfhyXQx4OpEfA3avBGgZIkSfSyL39Zj5x1lqQ6AwZMyVRJ0zSwUAqPca1KpRJS3wioksLI+VhgRJla15ZJZSyXy3rT3XfrwdNPD1kQbCDhKzTRUgE1dHdS9ySFLI/29vbwPPx4DCGsnKxUwmc9+LmwsKArRkf1xRe8QEcddZSOPPJI9fb2htRNjNa/v/Wt+p1vfUsn/PCH+ve3vlVSfak+bQcYsLm268LUY0dSI8++tbU1rAC+//77deDAAb385S8PkxQQC0zWgn9pWl08RNE1UivjRVcAGf2PDFYoFELpAQwRsgVsHqMPc0W2cUkGT0HKbgIvKQA+fYzkhczEM/ln+v/2b5VKGv2DP1BTzYty3Z+xXypV683Pn3lmpt8pnUwf0l7EPnhGrwMVB8OZR7Fk6V4sHq73TZqmWn/LLaF8tQOrz9EY2ONrYPggFT7/pXoA3T17Xvd2fd0PfqC73/SmZ/UOOJjr3sYxlvyXAPokSW6S9HZJz6Rp+rLaa/2SNkvaIOlpSe9M03QiqbbixyS9VdKcpIvSNL3/l7lOHCCJ3wO4/LXYCMDUyIBxDV+qa70efOWHwe2LXaQ6U4YxJkkSGPHExISKxWLYixV5xpl6oVBQ1y9+EaQapA9fis9Eq1Qq4doUNIOl+uRCxuH7MDm8F58IyB60HymFt23cqKM2bNARRxwRVoJ6EJF4AJswv/o739FP3/Y2SXUJA3edP/gKHQAAIABJREFU9kuSJCyEoj57Z2dnWP4PI+f+STF94IEHND09rWOPPVZHHXWUVqxYsQwUiL2Uy+WQagpQecCY6/hYKRk7dqmDccFWeEgwtDVeBHqzp5ESQ8CQ+Vjx8XTgwAHNzMyEbCQyX+jvNE3V//GPa9emTVXtvsbuva2cEOTzee29/HK11hbmYVgxpPQf94aRg5Tg1VAmgTGB5+SZLa51NwJZD3byTLHRaETC4nl3MLIWp37G99CIDGJAIEJ+P/4s8T02MgDPhkmH4jjUjP4WSR+XdKu99ieS/ilN0/+dJMmf1P7/Y0lvkXR07ec4STfUfj/rEbth3rDxa3Sy/wYA+PGUQJgxbFdSyO2GPQBavuMO4EKeNO6w52KjS8PYAMs4d/6Jc85Rh0lNLGX3FbCwSKpZEiykdC+Aw3M4+wdg3SgxYTEoMHEKcw0NDWnNmjVhk25ADDBh4hJMvffkk/U7X/+6/vkNb8jsrYuM1N3dHfYxLRaLodY9feO1XXhe2nR6elpPPfVUAKVcLhcKgHn/84xklwAGLt/xeZdlGmm0eEe5XC54bYwBFj/x7IwHAsC0MRk29J1LATBoX51KKi33nKapBj/xCY38wR8ob9Iiberj3VM4GV8QDlJPATdnoIx5gssO0gAh+xMczGt2wHPw5bVcLqfdl17aEOQb/e390Sjt0qUZZ+KNMnX88/wP4WNuuzTjBDCWg+P78Gd/Po7GqwF+TUeapj+WNB69fJqkz9X+/pyk0+31W9Pq8RNJvUmSrPolr3PQgSbVB5RbZ7I6PC0tTVO9/CtfCTWz3f32xU+eDtba2hrAjkkD+3F5wFPNXMNn+Xp/f78GBweDzp0kiV75zW+qpaUls6G2T3Su75tSE/TM5/MqFotBipGUKRQWAw1BRP9hgRhbv52/bZtaWlq0YsUKDQ0Nqa+vL7N8Ht0ZI+VBx5+deqpyuZyOv+suLS4uanx8PLDeJEnU29urdevW6QUveIFWr14dMmpcK6evAfvOzk6tXLlSLS0t2rZtm37605/q8ccf19jYWABgz/v2omHILLA42gjj6Z6My3HEBihOxufZNQmAxvuhrAbP4UFzT0WMAdFjO0g+tMOKG25QoVDQ/iuvXDYPOK9UD/pL2a335ubmdPQXvxhkG58/PDNGimJyxGDYAS1egwG5aWtrC0TCgdrb3Bev0SarPv3pZZkxtEWjtMtGsoobhJjBcy1PDuDH06a/95rX6Pi77srMVSeHtKuPC7/v5xPc/fjPoNGvTNN0rySlabo3SZIVtdfXSNppn9tVe21vfIIkSS6XdLkkrVmzZplVtc9lWJ2zCVj14uJiph5KbDDcTY/z4Rlkno0AiOOie/EnWCeGgImExNLU1BRkGyYO0gqA4JsoU5+dwc2imUqlEvRyyh94gTAGqWu47olgmJjMpFSmaaqenh6tXLlSK1asCFUmeW7aiHt1I+lgcPK99+oza9Zow4YNGh0d1UMPPRTYpevDDn7OougXACSfz2tkZEQ7duwIz3nUUUepq6trGVPkfEfccovytfuspNW9YpXUa7EsWQYT3ymXy9r/+78fgNDjDTMzM+rv75ekkL6Yz+eDDOW6MW1Em/OeP2ulUgkL43i9Uqmo8yMfkWrgz5j1XHq8FsaHZ9DgnRWLRa2ueRl4Rkg3tJengPrrtH8sw8QGkvZmrLq35HJjIxnlYCDu3haf89/+Xc4HiHsbO2uPQRzgRsKNz889xNfif5ekns/jPwPQH+xo1DINzWOapjdKulGSXvGKV6TeIc+ljdG5njHhxcoeOO00yYDcwVzK7jVLdgEZB8gesHp2q0JSwNUnuMfq1YGBgeAZwHpe+uUv64kLLlDegI2NL5gkXAM5wNcCwPYZmNw/OjjZQp7+Sbu5/IIkND8/r5vWrtXG3l4NDg4GucVz1hu5uIA9wHPvySdr69atOuP739eDRx4ZFqrRnrSXu8EeMPWsFE9VlKQdO3boqdoy/6amJq1bt07t7e3aeNtt1TYrl7Xj4otVKBT0zHvfm1k3gdFzNi3V2Ru195tqwL3h1lsDWOx5+9tDH8AQCWri4Tib5xliIPOgsaTwfPR5x0c+oqlrr602dk0CW1hYCO3lC6wA/HheSFXPbsu556q9FuRloZSzaF/Uxnh3DbsRUMbGl0C0rxVhXmH0OcfuTZu07uabte/yy5fp9c+m1ftrPr/pO+4fD9qNCs8Vs/7v/O7vqlAq6bkO1gh4+7p0E5OTQ3n8ZwD6kSRJVtXY/CpJz9Re3yVpnX1uraQ9v8wJ4/SmRodPNB8AWHwHe3dlHfg8KCnVV5bCMnyhz/T0dFhFSuEptPOZmRk1NzdrYGAgyDUAPYMbacWBmnvo7e0N+jpeglRPp/MFLC77uEwBqwGY4ywVjAkLpy7cvl2fW78+BIwBRh/keDG0qwMYQJGmqSYnJzVVLOrov/973Tg8rFwup76+PpXLZU1MTGQmJRMHaczZI6uFadv5+Xnt3LlTjz76aAhg/96Pf6wnL7usriWby+3GyI25M7N8vr6xOO+3tbVp+4UXhjTTl9x2m56+8ELlcrlM/CZN02B0iHFgYPEM8f68LRtp0t3XX6+KlGHxBEph8vH3MD5S3aMgMLy4uKiX/OM/avemTUFmcY/XUwmdETNuiGX5/IrB3vV/7pX55WM6Nnh+zng+x0Quft74xwOxcfyCe+M5YqYe30uML8yng2XdPJ8yzn8GoL9D0oWS/nft99fs9auSJLld1SDsFBLPf/SgsxmUTFiXbFxPhY1JdVdZqoOfMzJADV2c4BYMC7CH1Tu4wmI7OjoCUHnZhKamJu246CK1mjbLpFhaWgouN6mb5XI5bMbR09MjSZqcnNT8/Lw6OzszwTZnZzyLgzUuO0x9aWlJZz78sD62Zo3aaxkrMDY3frQxv10Gwvigc4+Njen/SVPNTU7qT0dH1d7erjtf9Sr19PQoSerbH9JfaNXt7e0ZcHDdt1KpLi7bu3evzn3ySXU/84x+0damphNP1PDcXGCprgszmT1VkIPAOf3vclpbW1sIrJbL1a34hjo7teHWW5WmqUavuCIYYrwNsoR8gRp9S59zftq1VCqp+/rrlUsSTVxzDYM6jFWAk3aNM2c4IALeLwcOHNC288/Xi7/wBe297LJM+qNUZ8PMjUYyqEuWsTzGuTxg6iuQOTCwuVxOey69VEmajbc5iTsYmD/XD9f1ZAs/YgnpYN6CG0NvC/eGYyPxfIH9oU6v/HtJr5c0mCTJLkl/pirAfylJkk2Sdkg6q/bxb6maWvmkqumVF/8Hrhf+bgTyviqTrBTAvlQq6be+9jXdc9JJmWCrVF/cAlAyqJ3hz8zMhFowrBhkIpKDjNQzMDCQWTzlejbsm3t22QXA4zUMU1tbm8rlsvbt26elpaXgIZD6F9d04TxSFdA8dRBWlsnBrg1oXxLvP5zbgdlBkv7wfuC7/zOX05/XDG9vb686OjrCVnnuKUkKawM4fOMXcsGvmZrS/6jtvXr0I48EicmNqQdZGTfcs8cbkLUwLvQPQeo0rW4GTvXInRdfXJWMPvMZPXX++apUKiFG4gXVOC/n8uwfH7+lUklKU8188IPKm0cKUDlD9aqVfv8AK23pslqapkprBkWqxz3wbD1V00mCx44gBo0ymPyZGN+MlfiIg7AOkI0yXejDRkHR+IdzNHqda8aAfNI99+gHr3tdQ+Bu5DU0kt4ayU6H6jjUWTfnpGm6Kk3TpjRN16Zp+tk0TcfSND0xTdOja7/Ha59N0zS9Mk3To9I0fXmapj/9/3HdMClg8IA7AAzIe8TdOxv9E5CR6vq8r/Ccm5vTzMxMKNiF3AHoo+2S/93Z2am+vj719/draGhIvb29Adw5Nt52myRlgrZc3/Pf2Z4wTdMQJxgbG1OxWAzZOEhIGCTfiUqq1ylhAnswDtb/xaOPzkgLzkZhffx4KWKffJ4bDkDRXv8zl9OuXbt08r33BsbM+SUFGYvMHgDfAfyU++9XT0+PvvKyl6m5uVlzc3PatWuXtm7dqj179qhYLGYWQsXPEcsnGEKYv2d/xOOMYnP01VPnny9JOuKWWzLSBXEWlwSd4Tuz7L7+eqVpqomrr84wZtpXUsYb87x2kgtcfnRPRlLQ/rddcMEy75RxjdfC6uWxsbGw/oNYCiTJPTtf4+FBXfot3pkNMKxUKlr9mc8sA+2DgatnsvE5N4ZORtwg+DndwLtsSZt4PMX7nsMNQCNj8l+C0R/qg85zcPGqk7B4QN6BlAlBQNUnPwysUY0W3GZWuJLSWC7Xd3tiCX9zc7M6OzvV398fslYIeklVUMELAHidjXtOf1rTf9HE07S6otQziCi4hlsP83edWFLQ02Fczgh/78c/1k9rZY4Z1J6Nwb25axyDKO4tng958s5Mn3nmGf3V2rX6vx96SDeuWhXO654O8gaSCIz4TXffrXve8ha1TU2F1Z3FYlEzMzPasWNHqHpJvIJ78gNG5kzPpYZcLhf6nMVepVJpWVE5yEFbW5t2XHSRNnz603rsXe8KaxroI4yZlNWGJanrox+tArzpy430YgrQJUkSsqzIBPJN1mHj3nbuea296SbtuOiiMEcgMRjs2dnZQFwYV11dXerp6VF3d7e6uroyq2oZH3HsjP6jb32+xgCOYfIslnh+O7B7uRH/jI9LntnB11k3xhyjFweF/XcjqcoNgRvW5wPsD1ugjwcOHQvwecB1bm4uLFbie8fecYd+duqpSsvZ3FlS5ABBry3O9wEwNPqWlhb19PQoTas5y7i/zuJh4AwuzlMul1WuDUhPN+TaSVKvCY5hglnFLi4aPNkPLl9QwMqLavmRy+W04dZbdcfpp6vlRz8KrzEx4sBlHMhzV5xsI4qSjY6OZpg1RnRubk63vvjFuuDRR/XnaT1m4DKZ143BEP70bW9T3trD9zUdGxvT2NhYyHH3wKPHYGIAcNDhIFWyubk5Ux/fKzcSKMUYPHDaaUpq7zOWyMrx7fkA466//mtNfuADKteqYxKXgfV7eixt44DDWO/v718GqoxDDz5XKhU9/q53ad0nP6mfnHRSKEVBtUoM9NzcXCh0x/13dHSou7tbvb29WrFiRShs19fXF6p3Omii6eMlQAoyDL5cL+HA/blHEjN5N8YuN8W58mWb17G04oQOoL/r+ONViMY7n2mUDeTAH/9+Po7DEugdmGMmDwj6AimXbOIJ4wPGwT6Xqxc0c2YAoOIpSPWVhARLcdlhoV7KlYPrH/OlL+mJc85Rs7KldWE1rg/zvDAgZzV4FD65fVk+Ax9ZxAdv8GaS6kpcsmw4N8az3Zg+rJ1r065SleXu379f27Zt05YtWzQ5ObksgCVVjefs7Kw+s2aN3veLX+gvayl/nuGDO/2mu+9WoVDQv73lLQHUAU08HSQ6XzgWa6kOgDxDzCwBWQwJY4kNPwiEY7Bg/mRdDQwM6JjNm5UkiX5+xhmh3SidQBt0fvSjWviTP1FTzbMD4DFI9Avj06Um98JoJ8ayAz7jFg9lZmZGU1NTahsd1X333aeJiYnw3O61ka7rcuX4+Lja29vV09Oj6enpZXJPV1dXKDfhEgl9iKwKEEvS1vPO05Gf/ax2XHRRhiW7MXYJM44XOfi7bONs39vSQflgrL0Rg+ccfDeex25Qno/jsAN6gNa1OSYaoO5ZNi7lMIEc6B20kDRgw0wytocjXc4LmPE5wB6W19HREZgO1/DNORjAHLFM4hICYAvbwmB5kHN+fj4YFTwDUvxYIJMkSdgM3YNrUhV091x2mZoefzyzlaAbSpcDAEsmMM+ytLSkqakpjY+PB1btIC/VV23Ozs5qx44dKhQK+sta+d3rpqf1jVrlSgDipHvu0V3HH1/NPqrdF8aUrCAmG4vGJiYmND8/r66urmDQpXqgT8oW5ALwPQMJdjo5OZmJ6QDIPDf9hQfR1tamfe95j+bn53X0jTdq7Kqrwr1VKhV1fOQjmv3ABzT7gQ+oOakvwGP80R9IbmTckL6IEcrlcgFY4xgDc4Xfc3NzGhsb0+7du7Vr1y59ratLM48/Hs7B6lbOk8/nwwropqYm7d+/P5PW6wXbMHy+mtyNqxts5pkbM+Zwo7RLN8KxLOM5+/GPB2C9HXy+NQL++PqOOz6G3Sg1Ov+hPg5LoHd5xoOvBB89ldJlBalxpo4PJsCc/GiAng29cU+bmpoC8wXAKWcACHZ3d4edhfic64Bo0c72mdxcW1JmFyqKmLGFHJp8U1NTeM3viQVW7BwEeJP7DcMknZF7ZqEV16ICZJIkoc09oChVBz974pKH3sjthSnn83nNzMyE87S0tKi5UNCmXbv03XXrlMvldNI990iqp4G6ZASj95rqUnVl7/j4uMbHx0MNf5iyZ1BxkKHiEpEzQx9PnIvn5TmQ+mZnZ3XgwAF1dnYGYNx4223avWmTmpqatOLv/k5p7fzO3jGaHlDlM+T2Y2x9DMVeIB6ppECAJicntX37dj3yyCPasmWLRkdHJVWLyHV3d2falz5jxTFbO+ZyOY2Ojgamj2bvdY+o5yTVJc9Y/ou9EkiPx83iOeqerMszvOaebRzYbXQcDOBjfHCMiI1nPIbi7xzq47AEeiQZT59kMqLLe8VH18YB21+84x1B53UXkdWnZM4kSb2MLUyUwd7S0hKKTyF5wO6SJAkBK19y7lp1kiQaveIKdaf1bBM0eZ/0ABTX9ZoteBik8bG/qE9gXGtPl2Qw0i7d11+vhfe+VwMDA1q9erW2bdumffv2VRc7TU2FuAXghDvthhQD4EFVr4HCkc/ng1FkgVaSVIOG/3DkkVq3bp3OfPBB3Xnccfruq19d7YtIY4/HhOvCpVJJExMTmpiY0PDwcIhdOCBzeJ8CdpJCsJXfuVwuBNgBFwdGylqMj1dLPQ0NDSlNUz1+9tkaHBxUrlTSkZ//vKY/9KFqYHapvqdunNmDzMD7tC39HBs7z133bJ2ZmRnt3btXjz32mB588EFt3bpVU1NTQYa7amxM/1Cr7x+PB6p+JkkSVtF68JexiBcLMSEmwevexp6d4vLNk+eeK6XZUgouhzQKssZ/O7j7fPZ+jsE9Pk744Q/1LyeeuAz4D8bu4+M3jP5XeFQqlaANOrjHP55z7KDjC3BgsrjEuOcMZlgsLn1XV1cYfNSp6enpCXKJa5PkeTvb5D5cg2/ExDBiMdvAgHhMAEM3NzcXKldOTk5mMj1YoZumaUbGcXkokUJBNYJs+/fvD9sIzszMqLOzMxOkQo6gX7gfJiArWdGH6QtJYVEZEgUyiVQF16++4hV6x7/9m+46/vjAsml7N8AYfe4Dw41e74ACkB/MDWdceJyGMdDa2qqenh6Vy2WNjY2F5wBY8HDIUOG9QqGgxcVFvWjzZk1ed516a8/pjN5B0GMI3EOhUAjbTDorbiSR5HLVipb79+/Xk08+qZ///Od66KGHtGfPnpD6G/q/kl1bACHyMYsX1dfXp9nZWe3fvz8TXKVd3YsgnuBzDeMY/7gRjvvGmX4j6SbOsovXdDBGGXfeprEO75o9R8zi/fjPINf4cVgCPe4xWnkM8PHkBsTpXF8N6wEj72TcUFgBsgaFp7xqnxsR16OdYTE5mBTuygIUvqFJnBUCEKJlAjxNTU2BEWOo0Hv5W1JYWTszMxNkJoKEHR/+sKavu04ql0OphjVr1mj37t0hbZHgpmdVSNnKftyvL7DB2JGpgnGYmpqSVAcovCKA6p2PPqrvvPa1OrWWa8/mEF4rx+MzGEHuC+MXZyfRN8guB3PxMfCeLdXW1qZisRgMj8dOOChtQXD1xV/6ksrlsp7YtEm//alPae4P/zADEhh0DtgvJAQAJWvHPxvn+eMN7t27Vw899FBg8dyzLyBL01Qf6+nRH2/dqm+98pUZj9eD4bze1dWl/v7+sIbE6zoxjnzsAsJ835k3z+ljn7/jIKgzemfscQaOG0o3eu4FxsbH578TLidi3IP/Hx+x9v8b6eZXcAD0vhgqZvGNADy24J554fokf3umDa+Rngij9gqR/B2zRAaayx54CMOf+pT2X3mlcrlqMSzcXu4DNkMw1Nl4oVCvf8/qUdoBDRwwkuoFmSqVSgDZAFhpvQ4Q7G39+vXas2ePHn/88ZB1QXCTfG5YFYfLIpwPj4e1Bg6stBWGp7u7O0hr337Vq9TR3KwfnnCCmpqa1FGTEjCuGA4O+pf+LpfLYfEY7Yfh87UIPoE9O8lfo53n5+eVJNXMJNJqHYTm5+eDIaOq6BPnnKPZ2Vl1Hjigfe95j1proEafOAPlei43+v0gC5JhFWdOLS0t6Zlnngkgv2vXLuXzea1evVq5XC7sBYx350F0H/8eS3JvlBXBk5OTmZTM2CPz/veAvcutjHnmyotuv11bzj13GaN3AsHh7NsB3EHcPTPGRyM23yiGFF8rZu/x/fg9Huw8v+7jsAP6crmsYrEYgJ464b6iFJbtWS5SPXj3O9/6ln7xjneECUfnkAuM+80klhRWuSLTkDIJoPpydym79Z+0PL3LtVAGoaSw4ta1bwYtoOpFsnhuvArX4Bl8fI/7RIcGuMavukoF1euaU/d948aNGhkZ0czMTNC8m5ub1dvbm9FNyaJgUgOmvmXd+Ph4JjbA0dLSoqGhIQ0PD6u7u1sXPP20vnPccZlyATzba773PT1xzjnK5XKZVL1KpRK8AWf1ME/uD4/HWaX3B16RT1bPcPI4hS9sg3zMzs6qt7dXi4uLWvvZz2rLuecGr4MtD9M0VddHP6rx970vAz6uR3uG0PT0dGhbpCSIhWdvLS0taWJiQk888YSeeOKJ0N6dnZ1asaJaGbxYLIYxw/GplSt1hElCTna4Jt4qWTgcTmrc4LuHw7N4jSmP4UAO8rVxw3nxupy4OWN3z8QB2K8dezv+jA72/PzzG96g43/wA91z0kk62BEbnjgWwGuH+jgsgX5qaipT2sBBEQ3c65RIWsYACGq5hkcnop/yXc4LqDvQx4DE4HIwAuA8ndGBku9ybcDeXXhnJ15+AQ3Ys3Vaa6mKrEh115kAcZqmYT9aZ0i0H0HZ4eFhbdmyRfv27QsbdvM57gsgje8Z6aavr0/PPPNMBgyINQDyZHB857jjQsqgg05zc7MeOvNMtSSJXnT77frR618fGDsLeVjkQx8THPT4BKDtm2L7fTvw8lysz2Dc5PP5EPBH0iKA/sLbb9cvzjhDD55+uoY6OjQ7O6uWlpZMLf/Ja66RKtkVuYwJBy/XnkmzLJfLmbr1eFXsvIVUs7i4mGkL4jUsguI6LnNyOEt2Rg+ZwbNk/NNeGFKyjTCKpAVDdpx9hx9pmVfg3grzxF+Px6576BAeKVtag99+/Rjw3XA8G2g3MjZ+vUN5HJZAXywWM0XE4kHpO9swOKQ6awOonNEvLCyENEjeBwyc3SCLsETf3ds4QMbnPRDJZ1f83d9p/5VXKq9sfRWWq5OmBvC6LOFBWI87IPsAKLjMAB0Ml5W6uVxOR9xyi/b/wR+EicszdXZ2as2aNTr66KO1f/9+jY6Oavfu3SFOgcaNUcH40D70QZqmWrt2rfbv359x2zs7OzU8PKyhoaFQKqCjoyNo+pwbT4p8+Uqlon9/61tVrGUEzc/Ph3IHu3fv1szMjKQ6y2RpvwOFB4kxtjBX14CReDCk9LnvN+CL1Lq7u/Xz00+X0jQUVyuVSsG4EoSNQQWAdO/CCYx7eW6Muff5+Xnt3r1b27dv19TUVFh1DIPv6enR8PCw2traQvln93Le+eij+udVqzJA6oaW8Ux8hP4hNRjjh27u4E770Z6+pwEAmc/n9dT55+voz39eT194YWgD93D43w2Fy0v+w9ylXeOfOOgaz1f39BrJNbFXwXh7Po/DDuhxZ70MgO+WA8B7UElaHozxAYxmDnPyycjgdkbvYC4t9xakOngzIfhcYKk1QHZWwH02NzeHYDBacMyseB9jR8YCMgaMr1CoriKFvZOVMzc3V92tytrVpaLW1lYNDg5q48aN2rlzZwD7np4etba2hs1T3IvwfGbauVKpaOXKldqwYUMwYG1tbRoYGNDAwEC417Mff1wtLS266/jjA3iQBdTV1RXYOLtfTU5OamJiQpLCvdA3nsniAXsWwiE/wDLdG/P4Dm3lAVgyeQqFQvAMIBuMIVguzLlQKKhYLIb1CeVyWYOf+ISSJAkbizAG+RtGD3jyTLBkjzVNTU1p165dmpyczAQmCfDv3btX3d3dofZP7FVWLAgZg6e/5sSHNiNeBRD7+gNWFDMeCLgTZ+IcwcAYmXGgd2DFkDiocy1kqZaWlky5E5dCY8COg/Qx0Ht/OAbFQM/nnq/jsAR6VqW61gjAenoYA5VJxABJGlhuMlVgebE7D5NxV9UHDr9xF3mvkRucJIly+WzdEtgVMg+fo9QCDNe1eIzG/Py8pqenM9fFiMCU0zQNrjwZS+SwexopwMQCquHhYR1zzDF65plntH37du3atUsdHR3q6OgI5ZFpM8AUNorRGhgY0NFHH62OmpQBaMCQ+f39175WrQYe7e3tgeH7NUZHR7Vv376Q8tnc3BzayRm5l6d2Wc51bWQh3sO4J0kSVte6HMZzoTO3tbUFgGENA54HoM97eEzlclkzH/iAej72sczY8Xt0AMEAQEQgNhiyffv2hVIGMQlZWqpWopyeng558YzTRkHORqwW4MdLY+xxL16dkjHoazyIT2AoICwxs4b88F7cLhgMJENfNOUpl3FufZxnHzN87wOXUT1poNH3Gs3/55J7fl3HYQn0HtihwX2CYulhBe6y5fN5PXH22crbwHFZRsruDetM3VkL9+KZOfEk8RRPH7zONv19Ji9/42KzW48DU6VSCRICE8kBh/ZAksL4ka1SLpd17B136J7f/32179wZqmtWKpUMu+3s7NTGjRu1f/9+TU1NaXJyMkg4gDxB6Xw+H/TZeDL09/crl8sYvppZAAAgAElEQVSFVbN4X9zXD084Qa0W+6AsMW2+tLSk+fl5jY6Oau/evRobG5NUDZK/8V//VZ8/6qggd0n18ga+0xHgj4dFOzOW8GTI6pGqgWkAlHbj+/l8Xhs+9zn9/IwzQj0fT7312IUHAQGQuQ9+UKqVTeDcDk5JkgSDLSks0IMElMtljY+Pa9++fZlnl7L1oObm5kKdGi8bwHj8wlFH6cr779fdb3qTpGyRLoAVA+VxE35g6y6HetyC+IBnwLgez2/GKZ9xxu3s3I25/+2Az2u0K0F1/3wjwH/gtNPUbF6Av+f/+9z38f58sfrDDuiZ9L5gg4kUL5qABdLZ7hrzGQ7/m4HoTIUBh7vPeQB5pBNnTHGQi3PnctUFSngRzq7csDQ1NYWJ7edyw8LCI56PnGb0e+QGQG56ejojUfkip3K5HKQZnh2Z5cUvfrGmpqb0wAMPaN++fZmJnaZpWB0J+yajwicqAVhyx2NWiOaLVOVeC5Upd+/eHequdHd3K5/Pa/Mxx+gtd9+tj/f3ZxgxxmF8fFxTU1MhPRCgBYAAVKQI7hkGjKeAhwIwr7vpJm2/+GItjoyEQDeSmRuHWNLz35zXPQoHQMYhfU77pmkadu9itasf3u6Li4saGRkJ12I8xDJkDFbeR5TAjiUXZ/oul/pnHSBdGvL5kiSJ8rVn9fv3+UR7AbDueTdi7o2A3t9vBPixEYkztWgn/9t/GnlKh+I47IBeUqaz3A1/NndUqu+KxACEFQEm6K0e4G20gETKRtyl+u4/DOQ4iMTB+8X3v1/Nqm8Iwb3F98yk8Ewg7revr0+SQg0eSaFuDhOce2hqagqLXNK0vnEF2nGlUgmpiGSxIBV1d3dr7dq1emVtYc1DDz2k3bt3ZzRtzinVNzYH6HkOAIPNXZDEjr/rLj1w2mmZLA6eu6mpWnNnfHxcO3fu1O7duzU1NRWW6Le0tGhsbEx/t2KFKrXzutGm3ykf7feay+UyXpGvGOY+YKVOLFirsOeyy1SpyV4UsCPgXalUwjmLxaKSpF5Kg7bP5/Pq/djHNHH11RmAlxTiNE5iGHfMgenpaY2Pjy/bXB2DwDjBs9uzZ4+SJMl4VMgpyBNxvMhTlBmjboA9Hsb/9B/GCeDknD4X3Nudue46tWr53rH+bC6hxODvPw7+3PfBvIFGn8do+I+XXnCJ1388+eNQHocd0McWNAbRWG452MDySeDBJ5/8ziwBXzoS0Ij11JgRxTqga/fOWnjPMwX4TuwlMPFaW1vV3d2dWVELwCL1sGp2YGBA/f39AbB8os7Ozqqjo0NJkmRynfv7+wODHRoaUltbm3p6etTT06P77rtPe/fuDfe4atWqwOoxokgvAA3SEgYIkGlvb1dvb2/GqPI8BBOfeuop7dixQ+Pj48GD6OnpCfePDBbrvgCYr7OAKXt7SnXAiIOSDgCAqBMMvBJ/TjaIl6rrFVjN6xJhPp9XLp9fdv14PDlR4SiVSioWiyoWi8vYqQN0pVJRR0dHuCfA12NOGGSXZGIQZ2xg+PDAYjbvgWL/2w0I7RBn9ni/NZrz8fx3gH623x7QbsT4YwMQA3sM8v56I/3/YM/x6zwOO6D3AxbkKVWeWukr/Gh8/zxucJxp4RPKwSHO1Ik1vFjPZ6CTfeP/O9h7ADYeyLidHgSE6RGI7OjoyIA91+M73G9nZ2cAiHw+r4fOPFPdNaZJzj/3QRDTt+9D+qpUqplOv/jFLzQ+Pq6HH35Y09PTWrVqlfr6+jKSWS5XL6Xr2SMA+gv//u/16HnnqTXJpvRVKpUg1cDkJyYmlKapOjo6Qt2h3bt3a3JychkYXrpnjzZ3dWUkNAwpXpTLC97GHuxzd3/D5z6nZ664ImwWPj8/H0AViYzVopKCxNjV1RUqnSJ10O9zH/yguj/8YRWvvXaZdIC0xjh0jR8jDuP3se2psnNzc8FT84Vz9CXfvfO449RvwB+vY0jT6roLgtME+X11uEucUl2Tjxl47Jm6JwCx4W++z2/614E8Bv5YSmnE5F32aaT1O6gfDOQblWCIJeFDdRx2QM9gZqAysDs6OtTT0xNWrzo7jAHa3WTXDqV6IJbPNXJNuY8kqdee8ddcY2fwu2cgKQOEALx7DJ4FxP2wajNN08DOYGU+aCn9y4Ipct9JbSNTh0wezs1es+jSuLvIEoD28PCwCoWC+vv7tWXLFj355JN64oknNDk5qbVr12pwcDAsrnKdngCxL7ZKzDCS7bCwsKDJyUk9/fTT2rp1q0ZGRkJF0a6urmBMtm3bpvHx8eCh0PZLS0u6cXhYvWZUAQuf0PQbaxIASPrH2zSfz2vsqqvUZAAUs3ueb8WKFeru7g61kvr6+sLz8p2MNFEDbs6L1xPXbSImgbH3chcAPto77Uzmi5MXlxRjRu26u5OmhYWFkNaMJAUJcI+XecBcYmzxbJ4N53p/iF0lB68H3wj44x9n1vFrzybdMB/jTB5+e6przPbjc/2G0f8Kjnw+r4GBAUnLGQxABhNiMrsLyXd8oOHeI9dIWrYUXqqnjfF5l2hiNuKD3pm+Mx4Ylt8LExL3mGeGRTLpGZAuSbjBolIhAVgAKZer1iwpl8uBnVH1slwuZ7aUy+fzKhaL2rBhgwYHB4MBpQZ5d3e3hoaG1NfXp4cffli7du3S/v37NTw8rNWrV6u/vz9TxtaNH/nww7XUUIp2TU1NaWRkRHv27NGuXbs0MjIS0hQpqdDa2qr9+/drfHw8BJ2dwZXL5YwHJemgYwIQ8iwtr9HCuaS6QXCiwfuAJpkxZD8BwnhLXI9zl0olVez1SqUSPIOFhYXgbSRJEqQqQAm2T7sC9MQYyIqKxypjigVpjeROAtPk3c/OzmaMqm/c7nKPEyrmEG3JvTKX4ms60Pt84nCZlv/9tRjouU6swzd6jbnoQN8I2GOG77IQ4+83QP8rOrzDfOIwsHgdtiDV9ULPIogDq27d0bhhzK5F+oBuNElcopGUGcRSdrMD2IBLOh7YcfAHNAAVjI5PBlh3c3OzSqVSWMhEWqMH6ZaWlrRnzx719vaqt7dXHR0dWlhYCKsr29vbNT09rR07dqhUKgXgJthK6hz7iN53333avXu3tmzZor1796q/vz8s1MHN7+zsDHGQubk5fe81r9HSzp2qVKrB4JGREY2Ojmp8fFzFYjE8N0BdLBY1NTWliYmJTGXKeKI5czz53nv1yBFHhEViDgL0HwE2+pXxNPCJT2j0iisy9ZRg53Nzc5nsJwwEQW82DV9cXAxjzcv4AoaTV1+tSk3/xgDSl7HUwPdcYnQD6ho6eyWwjoCx0tTUFDwjl19c8oSxExQeGRnR+Pi48vl8kG0w4B7f8jkaEyFJmefweRCPYwf5+HcjPOC3G336uJGmHxsDjCf357JMDOiNZJxGnuKhPA47oC+Xy2EFYC6XyyymkbI6OWwfUGfA+VZ5TGAfBF7iFp26vb09dG68UtX1SWfnsU7v7IrPSFm90SUDBhL356DPYJPqdXhYKSvVXeRSqRRKFuDqc56BgQFNTU2FsgGkFlIeARY9Nzenp556Svv379eKFSvU29sbjB/Pf9RRRylJEg0NDWn79u3av3+/tmzZEoKdvgjK88YxQmjJxAaQMgqFQggCstMX7cjhQEB7e+rnHcceq7W1FbJMVla3AtK0ly/8kaSZ665Todb+Dmq+WM93NSMVEjLhxAOmjcdEgJPzseDKxwfjxtN66X/OQXs4e25tbVVfX5/6+/vD6mDGSnd3twYHB8OqY/Z6Ze2CL2aTpImJCe3YsUPFYlFdXV2ZUhW0FSTF4yE+pwBbng8vyce8k6GDyUGNDu//WN5x4I8ln9gIxD8+VmINvxHQu8x3qI/DDugBYmdfrvH66j0PyEp1NuEplhw+iXySMRA8T7lRwMlB3o0N5/bB4KzcpaM4F9oHjrMjl2j82gQZ0ebdAAGus7Oz6unpqdeiN9lmbm4uyDlIBMViMUg1xWIxtIWXFU6SRP39/QHoN2zYEFbSUj5hbGxsGWv254Tpup7vE98PvAmPs8SMnnFA23qp4nK5Xr+GPsRTob8dQH1BFRIERp7zuVH1ZfkYCLKfMGyeforRilmoGywAmP7mcz7W3Jtpb2/X4OBgKLzG/bOxTF9fX9g2EnmNH4wxRnD37t1h45Lm5ur2ggC9j1OXZeKslHjVt8+pRp6wA3081v13PAfiz8Xz1ef0s2n8EBR/lli7j1/n+4c9o0+S5CZJb5f0TJqmL6u99ueSLpM0WvvYh9I0/VbtvT+VtElSWdLVaZp+55e4RoaxwxQZsGiGzqLiiL4zbliLlE0Bo7MIxPjEjoGF1zwn2K/nTMcNirNzGBnGybVjGB3gREAvn89n5CpS/bq7u8OipJaWFs3Pz2tsbCz8j4RDOxL8I40yTVMVi0VNTk4GQO3t7VUulwuBUkodYDRYLDQwMKAjjjhCxWJRRx11lHbu3KkdO3YESQZPydM4XYLwvvUf2tYXczGZ8cpoS0kZ7RhwxqDMzc0F/TqXy4VtDelH+hCwdsYJoNKWlUolkxdPEL1UKoVMKMgAQVg31G7sHSjpI7wapBTGFZ/jvhjj7slJUl9fn4aGhsJ9Dg0NZdi81xXyfRaYQ6Ojo3rqqac0NTUVEh4oIudZa7E8GQO8S01uPPGgkCL9fI2M/cEA3aUgfz3+nH8mlngcAxgPjaQZx5dGnsBhD/SSbpH0cUm3Rq//dZqmH/YXkiR5iaSzJb1U0mpJ30+S5IVpmi5fTpr9XmaXJ+quwHZca/OAqq8o5L14kOGOwfwAWK8eKCkzeSU17OD4Nb4rZVfmAigw9ziW4MADUHkZWAAPUPISxxSRkhRKOzN52AgE1srGIjA2si9w02lDSYEhEpxktyovbtXW1qauri4NDQ1p/fr1KhaLGh0d1djYmMbGxjQxMRFAH7bJ4fEQsj88d9tjGQC3F3dzI+AMjs8vLCwEQGMMuFSE4fTALf2JNygpYxwqlcqyjUgwUD4OkMT4LgCNcfAMFb7n56KvPVUyJiCMtXw+H6qQsg1kZ2dnmDP8jaH2jcDx5p5++mnt3bs3GPvBwUH19/eHoLhnt8WsmXHdSB7BW+E5PXDrhOnZwJuj0ecb6f6NXo+loVjq8f6HZDngN2L0zyYz/bqOQwr0aZr+OEmSDb/kx0+TdHuapouStiVJ8qSkV0m659m+RNaN5+GWy+VMVUHYBSxbym5dxoQlS6KRzOKgzgSMWWjscnI/ceDH2iczCACSmAm5gYI9AApkrJTL9brkTDZK0KLJ8r3m5upmITMzM2GRDRUhuR7ZFyysWVpaCqtjkRx4VgY4+7XC7NFvm5qagnfV0dGhgYEBLS4uhmtPTEyoWCwGbd69HWIg9JUDPRIDhgmAn5ycDF4IMhUTkzIIeERsHgIDhyAwqQGfRqALk+d9+tr1ZyZ6c3NzCKq69u+GyL07r93E2IWFMwadWTI2nfX6vXHgDfTXykNIdZ0ecHednoDu7Oystm/frscff1zFYlFDQ0NauXKlVq5cGcpc0y9c20kU84S2cy+O+3LJx0E+jnfFQB8DaSyVMhcbsfzYSzjY+R20Oa9LOZABxqnP+/8KjP5gx1VJklwg6aeSPpCm6YSkNZJ+Yp/ZVXtt2ZEkyeWSLpeknp6eTHCKScXeni7PeCYAr9MhZHHwWu06DQcToIHO6zsGOVC7Cx0PqFh3dS2YAwODDOEBLY8JoAEzaTx4m8vlQs47Bg0DSAbOzMyMDhw4EDwhjEJvb284H2BP9g3no3QwMtLi4mLYR5T75vNMNoKxgHVfX1+4L2rtMOEbSVF4Y8gLBw4c0NTUlGZnZ4OMxEpUrgdD94wJ+oQJy0H7+lJ/j6lgZJn49BsGKmbZzm49RgST94Cdx40AdsATQHEvg/MC4H5+2py0Sbw/FsrxQ9YNa07cKyaz6emnnw6bire1tamvr0/Dw8MaHBwMhCKeX7Sb15wiPuLbDjJPuHdPXDgYm/d57fOz0VxzAtbo9dgoNGL/sXYfH3HcgP55Pti89J8D6G+Q9P9KSmu/PyLpEkmNWqRhNaA0TW+UdKMkrVy5Mp2YmAgTwBl5PDCY3B6YdK1dquebu9sJqDkDwJ31DRukbNpmHEDzyRlrmc4W4msDeByxlo3UQI15X9AlZVfz8jmkHCa3X7+9vT0EuAFS2mxpaSlsIUjGSJqmywKik5OTmbxuf98zWlxP5149P53ndQPli424ZyQU5ChJmeskSX3F76k/+5l+/Hu/l9FbaRvPCqK/vK37/uZvNP6+92XGFMHcSqUSPCHO4/fGtoJuGCg5jV7vC3Fipu5EwL1UntVLdPDjhoJ2pT1pdzwuAJ5ib+VyWRMTE9q6daseeeQR7dy5MzzHihUrQhDX10W4HOo6tl+TbDCv3YOR95ROZ/fPBZiNgD7GASddzvJ5zdOkG81F/o7jcrwW3w/fP+ylm0ZHmqYj/J0kyaclfaP27y5J6+yjayXtea7zlcvVRT2+IKaR9ebwSWv3scx6++SK0718oDCQkQJ84sZyjQdhMTI8gwMO9+SDyD0NZz7ck98DTNCrQOKCIylI0uDgoHp6ekKQELYFeE1MTIQ68x5opDoiQM+GKIODg0Hq4PWJiQnlcrnAEAFCD0S6npmmaQAAVuk6I3QQ5Dt4cJQgIC2Qtj71Zz9Tmqa6deNGLSws6NaNG7Wqxiq9Zv3CwkIAPWQrj9ccqG3ona/114obblC5XNauTZuCh4Fnx7oFD8DSz4wNgsD+Hv0gZWU6N+r8HXuHZEoRr3JpyLPQPKDM+9y759rv379fW7du1WOPPaZdu3ZJklasWKFVq1Zp5cqV6uvrC0H3eK7Qh3gRgDxzhNeYVz4fXPLwedkIMB2IORy83QC5NxQDPX83Sn+ODW08p/3n2cD/UB7PO9AnSbIqTdO9tX/PkPRQ7e87JH0xSZKPqhqMPVrSvz3X+ZigUj04WLtORk/jiPV3QM2Zj7t+ruPTkfGqODrUg3XxohHX7GLD4qzRGUBslJzde8CWHZL4PkCOXg5LQ88HZJG5YJkEJGdnZzU9PR3Ye7lcVmtrawCBJEk0MzMTGDaLjubm5gKLYfeicrlaI312dlZNTU1BB/Z9YF26oq2k+qbn5M7TxshIxFzK5bLW33KLBmdn9a9vfGMGrCXp+699bZUt1rR7wAaZCGBCvvDSxLQ3TJRzLi0tac9ll0mSWnLZrSjz+bwGPvEJlctl7d60KYAzoJqmaSAEXV1d4TXGLXEVjwEgJcVyJOBKSYKJiYmwS5dv2sF9eXszTnmN1ycnJzUyMqInn3xSW7Zs0TPPPKMkqabKrlmzRkcccYRWrVqlnp6ecA0fy+jveDr0l5MRGD0eL894sDnC+PfrPNvhAB5nMgHqbgQOBvT0SUzAGkk5/ndMHA/1cajTK/9e0uslDSZJskvSn0l6fZIkv6WqLPO0pPdIUpqmDydJ8iVJj0gqSboyfY6Mm9r3gszgTCV2uXD143znuMMc7Ols9E8fiM5CWRxDMBBW7ODtWTl+Dz6A/DX+95Q0nwC8z3XQu5lc5DjncrmQC4+OimFjMZJUnRhsU9jW1qa5ubmMSy7Vyw0DEOxEVanUSxqTpeHZHpJCdsv8/HzI3UcqcGmL9nHZAmNGXxcKBQ1+8pNSmqpULuuJs8/WL97xjqpRmp1VkiSZ4lowXYCGUgKAHG3IJHcQcamNeyHdFaBy747P7rrkktD/a2+6KfTtvssvD7KZ9x9tjMyDlwbwO+ONWWapVArbKe7fvz8Y/piJ+vh38OO6GHjWPGzfvj1s6DI0NKTVq1dr/fr1OuKII7RixYqQucP4jY0PDJ5sKowAxdDwEOPYkxs45jjX4H9n1PxuJG35szKX/e+4XWLp52DGJr5+/Hcjz/xQHoc66+acBi9/9lk+/78k/a//k2sAtFJ9s2J326XslmiNBovLAq7dMxlhOs7qYX2u43L4lnWx+werk7RssuHq+r0C8AALk8BlG7RzQKFQKIRVlVRJdC0X4+GA7HICy/dJx4RJ4pU0NzdrcHBQk5OTmSqZbNLe29sbVubyPEzoeJ0CRodAok/qjg/XM3BnP/jBTKrr7k2bMtkzLrc5y+S6SZIEqcQXgGGEnWl7vMLHkNf292wjj7M4qPK58auuqssxdt40TTX0yU8qlZRLEo3VPueZKBitmLj4mHHwJCA9PT2tycnJsL0jEp6vYMb78++Njo5qZGREExMTwesYGBjQ2rVrtX79+kzNonjseootrH1mZiYE+0ulUvCk3LDyfQfFmDnHwXKfi42kEgdrZ/VeMM3/PtgPR0zC/N5iY+A44zr/oTyed+nmV33AaGJG30j2iEHegdJZOuDjA4HAoFt0z4bx+4G9kl/O9n3ouCxScibhgSspWw+E+/XB7YwXQHDXEUmrXK7udOTMBQ22XC5nFj5hSHwlLeUAkGHIOW9vb1d3d3fIv+/p6Qk6OZo9MQFP1fTVoYAABmX4xhvDcxevvVaL73tfHTxrS/YxfvwAIL45vBvUpqamQAR8LJRKJc3OzmpqakrH3XlnVXvP1zdol+oSzOgVVwRDJNU3EffNQHwRludS89zck2fMSNLE1VcHo9Eqqef661Uql1UulbT9oovCmMSrY7ygeSOZTU1NhYwa6hONj48HyY38eDwo1/THx8fDpuezs7PBGxwaGtKKFSsCyK9atUr9/f3q6uoKAEZbQZbwDGZnZ1UsFgPh8CC7ZxnFIN6IMTvYx3Mg9gYYIz6HYkbPb/520hSzej8fx8FkGfdqYp3/UB+HHdADYAScHMyZJLzmHRtrcbGbFrMFGEDMYGC0THSp6gajcZPa5pX/XK+HETKZPe2P+/DJ4BPMZRtnF3w3jl0QbOzr6wsZIKVSKWjzUr3ULs8Lw/eStAMDA5lsE1h0V1dXeP6ZmZkg5zgLOmbz5ir413aDevqCC0L+/p5LL9XwjTdq/KqrlBo400Zk6cR7BHMv/uwEoj2VkiAl55OqoP2vb3yjVs/Pq6OjQ5IyfbDz4otVqW2YHufYIyXRn95XPia87xizkAv3JAuFgiavuUbdf/3XGrnySrVYuunaz35WS3ZfI+95TxjjMHpJGh4eVi6X09jYmEZHR0PBN9rExx+Gm1RYPDtSJ9esWaPVq1eHn4GBgQyTd4+T+TA3NxfWNLDozueZSz2uxzN2Hcj9/xjs3ZjGn+H8/G4k48RyDQY49vz9XAfDH//bz+Ge3qE+Djugz+VyYeEMrMW3QuPwCeidzHuN3EYmvLMPronE41kLnkXjaWwAA0vWY2MEi/e/eT+OLzQaNK7jS9XtA6k1g4yE9JDL1XfMAjjHx8czgeRcLpdZi0A7YThZdSrVjQkTGgYP4994663VNlA1f/bn55yjUqkUqiQ2mS4rKQSAeU5frUymBqzQ+6tQKITn89d5TvprYGAgsGAfF754CkBHduJajC83zAAERpQ2YGzErn2sE9NvPj5lYxGg2HHxxRk9/+ibbgqyVEuxqHtf9KIgqXV3d2v16tVBhtm3b18oVudrLTgKhULYu6G7u1srV67U+vXrNTw8HEgBC+CQxVyDxxgREEZ/d6Lk8y2+vvdDPPbjzzRi9/H/jQ4Hegd3J3mN5Lrnkl3coDQijrTVoT4OS6Dv7OzM/Hg+8bMNhrgjG2lulUolo2m6vOKBuTRNM9fkNTRUAqKwqVifjydBLMP4vfEDkDBBPF+Z+4FZFYtF9fb2BtbNPTizBUhLpVL4nKQwyWdmZsJ+tBiDY7/+dZXMNa9UKnrw9NODJ3Pg7LMDe5Wk5prRQRuuVCqZVZU9CwsauuEGbb/wwjBJvN28LAXfj91sX2VJwBRDS/mGJEn0prvv1r++8Y1aWFgIEhV1/pHburq6lCSJNt52m8avuioDzpzHM7ecLdInlUoljEl3590TYRz0/e3fKq0FvfG46HuMRy6X09MXXBDG3u7du7XwwAPK5ap7C7z+Rz8K8s6BAwc0t7Cgf/zt39bY2FiGvRPA7+rqCmDe09Oj3t5eDQwMhFLVeKT0EfIk4I5MNz09rZmZmfDMfIb5czCJxeene38+L/1zzJdGIOwegR8eaHemHevp8bn8uo4N8W/X9N2DiAnnoToOW6CnVgdV9GIWGtiSsjvINwJ3Dr7rbri7Zj7xACBy6F1i8UUwZKb4Jg08RyPW425xzK7dWwAEkTXijaeTJAnBUYqApWk1ZY88+WM2b9a9J58cwKtYLCqXq1Y4ZGIsLS3pld/8plrb2pTP5VSuyUKPn312YMYtBmx4D+3t7cH40BesupyYmAjSxcIZZ+jlX/1qeEaKq9FOnhIJcKIpe9/geQD8BM89f/xHr3+90lqchb1WibsAmqwU3nXJJepI6pkweEPs7MX4wfjTf/Qb73umF8H6uBzC4h//sboXF4NcxvjyMexZTJOTkyH1s1AoaOt554U6/2tvukkdnZ26dPfuMEb/5cQTQxvgCbNwDu943c03a/Lqq8N4dpB3Q0sQGPmIdRxuTGLjwHiUsmtL+D8+Yh3c/44Bl3aPv8c1MJjMKydOvB97Do0wxLEg9gj8f8bcoT4OS6AnOAjzIIjKoGQiegCGDnR2Fq+WBXxj7U2qDwiWkLs+3sht94wDdHC0cc7rE4pr8L24Jkg8adwoeAkBzillK/JxTvLcm5ubtbZmBI694w7lWeWapsrl86qUy9r7trfpwIEDeuSsszQ8PBxWL87Pz6utpqnn89VVunhWtE8+n9dcTetGP6efiA/4wii/X9qPNvfAKO1Ciq0bBA+Sko01OTkZ2Lr3v09qNk8hBZWNQmLvkGuUSqWQdkr7M87IZorBjGfzcYn8x7NRoA2w9xRbz52n7AMGgZhJS0uLxq+6KhACrn1sDfBf8IUvKJfP7tFaKBRUvPbazI5UzAGkGrJpZmdng5cHsXA5FCPGfdG/ztq9j31u8b8TsViH5zPOzmMy18gb8Lkay0pGE30AACAASURBVDWx54+c2kgWcsLHvUM+uLdfRv75dRyHJdCjnSIB4OZL9YVKDnpMGgd5JixH3iYAQCXVsz4YLGi6DgBM9DgWgITDYPda38fecYeefPe7Q4YK12Fyec0XD1JJyhgDnsPrrJBDzz34vedyOf32179ezUIpFPTSf/xH5WtatyQ9cc454fkHy+WQujo+Ph5qpLAVITnXrJilNg2TBYCnrTivs+25uTn97JRT1GE12nmmRrnkPBPgzbUlZa7N5JWqQcnj77pL337Vq5SmadCZMe5kpuAZ0cZDN9ygre9+d2g71+R98xRJmbo8ccyAVbP0D4DY1NSkpT/90/A67TU9PZ1hqRhXxhIslXZhvEMoiLX4PVQqFc394R+Gdlpxww1KasDV//GPS7mc+v7mb5RKmrrmmuA9UIiOVcV4XZ5GS7/EiQcxk49lVD/SNNUrv/lN/fRtb2sI8m4o3bjERsDB3duQ93xO+ecwzj524nO7hEs/Ornjvn4j3fwKjnw+r56engyIu7sV62q+UAaL/OIvfUkPnn56Q9lEypYRlrKpmkxI2LfnqAPYuVwurChFzvCUwEKhEFLicOc9M4LrwOT9+bhXzucD0wffsXfcsYxFMXjvectbAut7/Y9+pPve/vYQwGytLQajfVtaWsIOQ5K0bt06rVq1KrDy6enpEJj0xTnIQbBsSis4a/L0wyM//3k9fcEFGebs7Q4Y4zHwPQ+gE7QllRJZIZfL6Z/++3/X3ORkaC8ycnzDdJdL0jTVlnPO0YHaojLajv6lbxgvzqrpL2932K8HBFv+4i9U+tCHMmOVuvPEG/i+56vTr15HBkPi4x2GydhyyWL6uuvCdbuvv17Fa68NJKP/L/6i2g5LSyosLqqzNs7SNNVDZ56pzs7OzDMyltyjZtxyxPJII1B0T4h5HR+xAfPzMWcdoN0QHuzwMXnCD3+oH7zudZn3/LffR2x8ng+A5zgsgZ5FQXQqbqLrsVI9q4WJ5XqxB9LoaJdBXJaR6guP/PuuyTlL4zvuJaA1u1yB1ukVGn0BlUsGMM2YSSDLvOZ73wv3XCgUlBrwPnTmmZIUQKFJCoBUqVQ0MjISzkfcw5+Fsgfz8/NhA4q+vj6tWrUqFESTqgMe6YO0PIzSzMxMkCQwhBiTtrY2tdRYry8Sc7DE28nlcsGTI0ZAP9MfMM4kScJOWvSbszLugXsEoBgn5PvTL278MeLOMN0weZDWg9PupQAeSIFcu6OjQ2maZrKN+B73T4rqfG1zddrGPUsnN26kaC+eub1mGBlnY+eem9lO80W33x6e8be//vXq37Wx98Cpp2ZSb+PrxdJnLNPFxiBm4f4e7c7vWG/3I2b7Dsp+uAQaXzO+fw7aIr7+8wn2hx3QM9EBO8/+iF12wLmRLufMgc6KmRgTEnDygKsHYvgsgA2bgrEyKWFlAIbn5XstcJeYmLBNTU069o47wr35hCqXyzqQz+uHJ5wQ7oGFM21tbeqoBUrb29vDSlCpOsjb29s1PDysSqUS5B7XPdGPnVFPT0+HgCclhx2gPfMFMCXYC8C0tbUFySmXy+nxs8/WkTffrEfOOksdHR3BACMbSArPhUwSMziMHrLRgQMHdPxdd+lfTjwxw/ypxR5rw/Ekpf9X3Xijtl1wQSbd1aUcDwy758Vv5ECAoFKpqO0v/1KLH/qQmgy43BtA1lq0WAj3SBIA9+2LxxxgY6DjfU8FrlQq6qzp8ABWuVzW9PS0pqenlaap/v2tbw3GhrHR2tqql375y/q/vvY1lZbqG6f7PL3v7W/PtEMshzTSweO2a/Qsjf5vBPa8F5+bv+Nz8NtJHPfp33OA9/nPcz8fx2EH9AAok4YBCIvHhY01vkb/e9lWB3FpeflTQIKJ5oPUDQ4DwNkwxoM87FKppPtPOUW/87Wv6a7jjw9BuLa2Nr36u99dZog4ypL+9Y1vzLSBD8auaB3A0tJSuAcCfy6XlEol7bzkEq00mYXPAcJkm+TzefX29gbmNzU1JUmhhvns7GyQqXieAwcOaOXKlRocHAyGBlmF7BWKfOXzeY2/731anasv/iJjiL1MC4VCYK75fD7o9B4Apk/L5bL++z/9k35+5plSsai5ubkQ+OZ8BA05DwFW+o9zb7vgAq3/3Oe065JLQlt4UTBqADH+kKUYGy6rcc35P/ojtdm4k+o15vEAYgbsGUL0IWOS+kseW+J7jHViG/HK4W0XXKCmUn17SZeRPGeeZ5aqwPZELfOKldEuff23b3xDr/zmNxuy6jRNde/JJ2fm2+9+5zv6ycknSw3k11iSbQTy3LPH056N6fu1meecwxdjNjKY/tsDsy7nHOrjsAN6P7yzaHCXWvxH0rIcZv4HAGMXN36dichkdncQN9pLscLumcz8jUbc1NSkN/zzPwcXOpfLKY0mapqm+uEJJ4RJlJ+fz2wSzaQHELlvH3BIIp5mRlAZducyAcyS68fAhidCSYNisajFxcWQm40hoE3oD+51cHAwGBMMAsv11918s3Zv2hQAJk3TALowY0lhs23A3YPyBKDvP+UUqSYrwYDpP87rZIHnxpDCUsvlsracc45abQxg2GlT+ss9DSa+a9Jo4gt/9EeStMxY53K5TK0aSk442GCUGIfILLO1Am8+hjEQVPD0wnaMR1+1y723tbVlPuNBVyQej33R/hCUB047Ldz3f/vGN5Yx91d9+9thfEnVioeN2H0jFh7LN673xx5BTPT8NZdcPL4UZx/5d7hG7A1y+Fg4lMdhC/QMythdpIOYuO5ie9DU0yF9sjdi8m69vTYKwT4/Dzor7P2YzZszu6m4VlmuTdYDBw7o7je9KZzLF0FVKhUtzc0FjwBD5umKzkYAVDeAHrRK0zRMdgKSx2zerJ+fccYy8KICpGcioceXSqWw4ThGb2FhIay0HBwcDIWy2GScYmQYXhgqOfiFQkG7N23S4Cc/qfGzzw73Tz+7ls19lmuZQRg/APrI227TD173ujA+vDQucRzSNr3EMX0HyDMukiTR+ltu0e5LLw3Xoh34Ln0OAJZKpbDIizz3jg9/WLN/+IfKGVhxX56zT+pwR0dHMMLt7e3BqMVSJdfC2HHfGFMkLYgIn3nh7bfr6QsuULlcDgbdjQ8Gh9jSwsJC6AO8JDcqMQuuVCq6/5RTwj363K1UKvrd73wntOVxd94Z/o618p+8+c2ZOeTvxbIs1/B54CzeAd7xgr5rBPQ+duJr8De/fwP0v4IjtqAMMA+EAHpxtgyAv/W889Ram5R8vpFGJ2VZBOdwsGGycb3/9o1v1DMfCgWVa4GrYEBq591y/vnaeNtt2nLuuVpcXNRgqV4J0HPmGTiAGiAVr8rEkAE8bgCkepkGJqw/SyqFqpUuXRFEzuVymZW0vugLQ0qVyMXFRU1MTIQ2JA/bZRMAo1KpBM2d7J35+XntPOUUtdaAjedlxSqyj6RwHxQyg40tLCxUF4LVVr/y/B58B5RZJMXzIMWw0I2A8dLSkvZefrmaTIvlPK7PAtYYtNbW1hBQl6TJa65Rc5Its+FAxWd5nTiLl4PwtRm+FsMTCwBkUnzZO8ClO/oaY4iBk5RJoXSS4SSJMeUVSn1e+nfxkmLp456TTlKapnr1d7+re08+OQP2HGmaLnv93pNPDn8zN2kz95DcwzkY0OMxvuZ739P9p56qlkIhA/SN2Hv8mrfl86HTH3ZA71aVjqRhY/3NP+dMHfDwyeYyiHcwg4efQqGgF3zxizrQIAAm1V3xSqWipFzW4+96V2bhVtABJe28+GK1l+urWT0rh4nki2acPTgb4Zwx4+CefBOP6enpsEMXbHGhtuLRXVgO7oFnQ7ZgdSqlDwjWUhBtZmYmo3OTvYIUAVP0BU+wzlwupw233qrtF16Y6Xd+MEoEXTEQvrcs4Eh7IVV1dXWFKqNOCDDeyFIUSCOwzHkwUjBuD5ZLdS/FQYQx1PXRj6r4/vdLUvAmPHkgHuOMQcaNrwVxUsPYcKmwEROFkEgKhjhnHiuGwT0aDt/+0L2JeH75D/fn49Zf54CxJ6oDv7+XJEnIKuNwT4CD+7n7TW8K3+X+4iNm8xAnL6cS6+8xyXQD4vdAGx/K47ADeqk+mfw4WODFO9mzHg72vXiQpWmqIz//eeV8wObzSm1hj4Px/aeckhk0bVZgK9YEOT8THtdaqucU85qnifrqTh9sPvmlek4173OfpMKNj4+rpaVFP3nzm/WqL3xBj73rXZl74Fxs7pwk1f1DqZfCNShMFm/WgrwCCMBwYaBklVBcC2loZmZGD595pl56yy3aftFFmX7zALc/Z3t7e2CtyEgw8SRJNDAwEPqB1wB3Kbu9I23NZ2GzZDQB9vSxy38Am3tOzc3N6v3Yx1S87rpM3Ajw9jERG/FGer8bPR+nfNbHuIOZj7HFxUW95B/+QQ+/850q1dZy0Jb0lxMdvBeMJuzcr+1twG9n2zG4x/r3weZgkiShVAfHcXfeuez7fPa13/9+pn3++Q1vyJAgHzcYXJIQMGi0WXzv8b3G+OFyzqE8Dkug54itq5TdjScetA6EDvZpmupFmzdXdytHn0+SelXBmrxRtu9vv+iiTGlWXOUmWzHoAMCEcanFvQyAGAYI8MSTiGd0DTlmb/6/twcAyypQKjr6Obm3uDiYpLCjUVdXV5AUANbp6ekgDSVJEmII6MTlcjmkTWI4WlpaQmGtnp6eIM3k89W1EhNXX62X3Xyzdl5yScjCIduGSen54IDXA6edltGqqc+PXOSSjAc03Xh65gUgRx9uvPVW7b388owkQX+g9xNjyefzGvzEJzR13XXKWx/Qx/QZ45F7oGSG13fHI0mSJGwWw/XTNA0xFV9IiNQDCFLGYGFhQasmJjQ5ORnOiRHFoC0tLYXxjUQDKPqY9bHozN7BvhERc7k1NlzPNd9j4Of9V33728tef90PfpAxju6hP3j66QHsiddgyGLPKL4H7tWf9zca/a/wYIA0anQaO86Tp2OlKqi98PbbM3pbqmrkP0lTVSQl+XwV+Gufeer888N587X3kD84J7om4OZBUIJ/sbVf+9nPamdtG7pYMopZD6DkDC12G92A8b7rxkmShOAli51KpZJ+duqpytlKX76LJt/S0qKOjg7Nzs6Gyo8uXdDOra2tQc/neRcWFsKuQ6xEBfAWFxc1OTkZ5J0kqWZ8BPaVy2ndTTfpqfPPD8aPADEgBki/4qtf1b+9/e0aqJVomJyczDBj2ChMGqPCM2McXE6CyWNIFhcX9di73qWjb7hBey67LACty2f0US6X0yA7Sh1EH4/HLX3NfWOM3KjgAZIW6sFgHyMEaBmLLkPk83k9/Pu/r/7aFo/u0WDoGId4OHyPsRUvvGJsx8B+MEmH+fmqb387I9kczDA815Ekif7tLW8JbVgulzMSD/fnHtNxd95Zj3XVguC+8vqXMTpOJn+j0f+KDgc+ZxAcHgB60e23q0BmSo2h176sNElUqf0tVUH+0bPOklRfDOOucy7JsmQOAI+OJ4jqjA425kdIaTNmx0Rync9BgWAfR+zRMNAAjbiAF+ze0+oKhUIovvbyr3xFPz/jDCVJEkAChghDJ3iKTk0wExYba8sMemIDbD3Y09OTKf9AdgqgRObDyHveI0na8IlPBBmHtFDy9/FM/uXEE9VpxtLrzLu8xvXGx8dDG1KoDNaMXu1ppbRlqVTSU+efr6Za2wB4LDjD2A998pOauvbaqmEyph5LNO718TreEUaWdoGle6aTf49niceprxnp6enRK776Ve3atCkwd1YYM2aoR5TL5UI9JmQqYiJ+zV+W/dLf7s0c7DiYcfD34iM2oD9585uXMXmM5XF33lm9n0JBhRrYv2jz5ur8qOEFXr4k7bn00obXiYH+N4z+V3C4NOHupiQds3lzhtWW8/lqtb5cTglWNk2rHZhUKzU+/q53hU7LP4v+GTNsqc6gXX+G1cWdjaXnO0wSd/fc83BW0Mh78SPWZN078Gu41ANjAezJWuE+CLzh9sN0ySJBp56ZmVGhUC2RUCqVNDU1FdLucIkBJkpXkJnjLNDlCaQBAChNU/WVy1p3003ae/nlGfZJ8GxhYSHUnwekMTwANlvsLS1VN1955plnNFmrf9PR0aHh4eHgLfDM5JN7bXtP152fn1+2yheQX6p9BoPjzNz7Jnb5iUEwDjAmaZqGhWYEt8fHx5UkSchrZy5wz4AqxoNaORh7tiWkz+gLvk9/e3yILB6IDHPQAa/R8R8FwOfS9mOpKH6PecE9Ik09+s53hpXbL/6Hf1Chhhc8q4O8JB1x883chJSmGnnve8O5uaaP6UN5HHZA3zY5qZd/5SvLrLSSRJVI0qlUKqqUy3r8vPMyZRMYFOs/97mgr0r1ZeYc3oGNdH3/zQTnvpw1eyAWkOTet51/vjbccot2XnyxpOwqPf+OsyeAwQ2QB9Nc//VJAkAyOZnYAMH2iy7S727erEfPOitkn1CQTaqv3PRa87lcLoAPmjuafalU0qpVq0L9+3K5WhLYN+Tm2hgWrosUhgFiUr7gM59RqVTSY+98Z2D+L/jiF/XwmWcGOccrgPIZ2HqhUND8/LwmJia0Z88ejY2NqbW1VT09PYHFon+jR9OucT+Wy2Wtv+UW7dq0KfTzyk99SkmSaN+VV1ZZfm3VLH2IgeJ548NBH6+SNuJ+yGTy+IunXJIBhcEm6woS8LIvf1kPnnOOmmo1csig6uzszCzOcnKAh8kYckISgLEBo4/nSUyWjrvzTt3z5jcHz/pgh8tCjY7Yu+U31wspzzUpLt48vZDPa+/ll2fWQXDNoRtuqJ6negPhOqs//ek661d90VfT/v3P+iy/juOwA3pJ1fKqklJPm4oGyk/f9raQt90RAZxbedLiAPE4Fcs/7wtUYj3cQd61ZJdLXJrwoFei5bvUOEvhXqW6h+H3EmujbgB9svkiMV9l6hpsU6G+2xGau6Sg5SdJkkmLRNagXjlMvq+vL6Q5woSnpqaUpmlg1VyTYCj3wraDtBuvHzhwQNsvvFBrP/vZ8LzlcllK64uDeD7q8kgK+xfAYKnjMlsrjbxu3ToNDQ2FhUh8xjeLgR1Xh1p9MwvuwxntnksvVZPJb6xExZuh7Z3Ve79hxJFRfJ9XrzVPWWf31BjTEBg3TFJ9H1nazo04B88Ke5fqkiRGCLmuEcOO//5ljtiLdoB2eYhn8UDuwa7n89xlGw++Ikt6iqXHXHK5nKauuSacq//jH89eo3ohbqLaD/9HT/6rOQ47oA+NmKZ65KyzlrEPVppWytkysZ5a5QPA889dTpHqWqcPaF/i7owHbS42Cp6qB0AAsEzMXZs2LXN7+Ts2KByxXFNtkmytHgf6eBJ5EA8DWC6Xte2CC1SotZNX8vQ669yrpx7CxjGo5NhL1WydmZkZScp4EWTgFItF5fP5sHMYxoNVmvQrefE/O/VUHSgW9Vtf+5q2nHuutpx7rlQuB/lodnY2fJ+4ArIDBquzs1Pr1q1Te3u7+vv7Q7YMbU6lTwCxXDt/W1tbAORCoVBl8/m8Vt14o0be+16NXnGFmmttIWkZoDtJ8H7xPueHfHYWlOGlUcaYIP+BAwfCegYv64CxY1wDcFvPO0+5muFEVkMqIwYiKRRL4/ml+opslwZ9TDZi8f53DMj3nnyyVFm+JsDB3ecfbe//N5ofbiw4BwYWgOfvpqYm5fLZVcEYbr+XJEkyoO9zT5K6r78+SMOH+jjsgH6+r08PveMd1UFVqu9OFE8i2KeUZQIe6OS9mJn4hGOQu6TizC7W2f37THYHeo/m87kQ9W8weXzi+yRxwxQ/p78WTyzay5mLM9RSqaQjbr45VGsEvPkNk+I+PesC8PEN21mZubi4GFbP0kbOJtO0XhzM9VaeIy621tzcrCff/W4d/YUvaMu556qpqUnz8/Pau3evlpaW1NHRoa6urnAfSEBtbW3q7e1Va2urVq5cGSY09yBVK3Vyf2mahuwWXH4AFHb8/7H3plFyVFe66Hcyq0o1ZI1CQmjASCBjg8Hjtd3t17dtd7eNATVmkEGzhIQEWGby7fGt9d6967271u31bGMxGBAIg2YwyBiM7bZperju1R6x20zGTGISkpBU86SqjPN+ZHwnv9gVWZK7UZWdir1WrqrMjIw4cc4+39772/ucmHnXXXh+6VLUDg4GioiGU2nBULHlXOr4MYlPgOdf9WCZnGXZJcessbExfKfrDHh+3sv8HTvw9MUXJ8BbV9XyONVf9gu9Xx6v80hzDXpv6pBYXbRGToFVnRAL7Ppb/tXS2LTz0pO3rwD0uXLps7ZB5yqvZ40Opff660t98PjjmGiZUKB3zs0BsBnADAARgI3e+w3OuQ4A9wE4BcBuAJ/z3ne6Uu9tAHAugAEAK733T4x3De99InzlZ1QyBSUg+Ug6fTnn8NqqVeAwWaAHxu6nowCnHrJSM/QctT08Rs83JItUampqcPY3v4kXlixJbG+gCqXt1rZpyK5Kqt58GuhbBebx+Xweb6xZg1PvvhsvL18e2s3KD6VHeF169YVCIYANQRAACoVC2M6AhpKgpkaGhoCA5r0PyWClcPjYu9O2bcPPL7wQueFhzNu6Fb09Pdj9iU8EQ8NELJO7BHWuA+D12QdD8YPM6dWy2oSlmDyuqakJ83fsKHn0l1+OV1aswLx77sFbV1+dAHQ1alr9ZMfF1tOrp01RGojUkzoQvb29iWoxRmO6G+Zp27bhqUsuwajsapoG0NQHRnL8X/dXskBvo2fVdY04dT78l+98Bz/5zGcSOqhGRA0V+9HOBTWWaWDP+0x7aX8duPrqUHmjxkWBPM0B0fu3n02kTLRHPwrgi977J5xzzQB+7pz7AYCVAP7Be/+/nHN/DeCvAfwVgM8AmB+/PgLgtvhvRdFQrZLny/cEVN00K22QFBg1GaVgxvdp7eB7IOkx60ZaquTq4VBx+MQpek3Kgeq1lTLS8/DelOe3Sqn3o5OGfcDPNGmlC2FY/aFKzd+zFJPgRg+aHjVBQffy0e0FCEi8Dvls3g9pIADBmLywZAlq4rzAKytWoK+vD5/asQPPLFwY9r/hffOpSH19fYiiKITvSrEByYS18sDcHKy+vh5nPvAAnl2ypMRlx08M23PFFajx5UQ8AZ19qWPPfXbUg1YvXw2qjQB6e3uxZ88e9PX1oaWlJeQeisViqICigdIS3Xw+HyrPNPpKAywaU44laSDdHVXnHvWdv1cnR0splfK0zgnbWAno2Ud6bnWeqNuMQtR4aMRsgV+vpfMjDegtBvD8NpqfDJlQoPfevwngzfj/XufcswBmAbgAwMfjw+4F8E8oAf0FADb7Elr8yDnX5pw7KT7PuELr75wL4bGClq4+ZHmdJpw4QNwWl2I9A37G31iA02squGu4yQjDhsoK+r/48z/HB3ftwjMLF4b70c2qrPdt28W2qMdoDZb1kNSr1H5xzmHvunWokcnE4/kbnTAE4r6+vsREJNBp0pd0hHMOTU1N4RyseOF+6cViMYALSzlZ0gcAp23fjt3Ll2Pq1Klhd8UoivDUxRejIQapd913X3gYdj6fxysrVqCxsRE9PT0YGRkJxiOKolAqyu2Pa2pq8Aff/37oF+89fnbeeRgZGcFTF1+MfOwxkxcvFouYtWkT9l95ZYJu0QoZghr7SBdpsU91+2gCPXWY+Yyenp4Q9bD/2UZW37DfNbJ94vzzMRT/lsCsHDSTrxxnfk6DbWkN1SHVKd4fdYe/0QKFDzzyCJ648EJMEZ1TnVKg1whaIwWlFdV42EjXcvQW5E+84w4cuPrqxDxJm2+8vhU7RyZDJo2jd86dAuD9AH4M4ESCt/f+Tefc9PiwWQBek5+9Hn+WAHrn3FoAawFg6tSpYwbQOZdIKtmyNFUMq+TW26UokFfyjOlh8FwU5bv1YSRa8mhDXwVhXehkvR5tk7ZTP9eNtfi59VJ0Yuhv1TjMuftuvLFmTfhcOVvlYXWlK0snCXBaicPz6uZY3BiOJZC5XC6x/QI91b6+vgCsrO2mZ66JSpYXel9K1tP7n79jB065996SMRkexki8Kyfvi/u185w1NTVwuRz+7VOfKidBJSfB/mWiNJfLhQIAnpd9q4lT6iXPox4ndZP0CFdaU4/J+dNxoQHQRXvUHS5u4njN37EDv1iwAEC5np8UFRdNce8h6iC/18iUokUGdLhUjzQ6Yc5A94XiuZVq1POpUUk7L6+vOqm6q1V2PGel89OwpzlySg9R+L9SXZMtkwL0zrkCgAcBXOe97xknnEn7YoxJ9N5vBLARAObNm+eBZDKSnhN5X0u3WAXRRI8F+DTaw4KpHqfcq4K19SKo4Opp2Lb99Nxz4QYHE5NfS+R4T2rgFIT5Xg2IHkf6QD3INPqL97Lniisw6667sHft2tQ+AMr7sXNBEuvlNSrivbJem/dFwOL9KZ2g1TgAwrlzuRxm3303Xlq+PAAUwYR7tWulCfvqpaVL4VyJZ+Ye+QT2vr4+dHV1hadkMaHqnIOL+0wT16QD+WwC3u9Ly5bhnXfeib3r1iWoHwK4eqnWgdCIDygnqAkkpCG994nn2DKaItBz7QGfouW9xzvuuQdPL1qE+hgUi8Vi2KJC9YNATHCz5YY67hxzHqPgx7+k8nhvnKNRFOHFpUvRiGSOi+exPLnVTRqNNM+bOsT7st67Bfg0D15pIooC+njgflxQNwDgnKtFCeS3ee93xR/vIyXjnDsJwP7489cBzJGfzwaw50jXsPREGqhbrx8Yy+87V6p5nn3nnXg9pm8U3NX71WvzXARLBVy2TY+n8ul+4gQZS7cwdGdi0nroeq/WY1cPw9JNFkw1HLYRip5779q1CWPAYyx9pHwyJ7SeS8sj+buWlpawoIfev4I9vUl6soOxEXTOobm5OdwvAY19zWtyfx4uBGKExSQlgLAlcUtLS4gUNJ+Qz5cfNqOeoXqCyrcfFgPG1BYKbgAAIABJREFU+7XH2L7X5KXmZfgbAjyjIVJOtswxisqPggTK5cHPXXYZnEQRGllSFzmmLKPV0mKb5CfAWxClHljHSikbO0fYdvWydV5ZoFcgt4CtFCl1yFKMlpOffvvt2H/11Ri7o35ZLB1TySBMFsgDE1914wBsAvCs9/4r8tXDAFYA+F/x32/J5+udcztRSsJ2+yPw81RCTVpZvpvfKyfHyUVFSANNC3bqvetnPI+CvaV61KiognPVJlduqiLW1dXhQ48+il/He9gD5bIxoDzp0oDWhri8F+t9WDpBPV97z3x/4h13YN+6dcGzIwiQatFkGAFUV7iqh2/vh8DCB49474NHrZuicRKf8cAD2HvllSjGFTNqDJ0rbYjW0tISwIzPmtVkvFJOHB+t76dBoIGi96hjTo/fVlW9sHgx3nnXXdi3bl3QVfXudXws4AHlZweoh6xeta5k5cIm0ke6dQQpndN37sSvLrwwUFN9fX3I5XJoaWlJ9K3SPyPSt9bLtp6xBWjqoBou1TWgtJXA7hUrEg6GXkf1Uee9pW2sN0+P3s5xtlHzGRaUlfrR/9O497RIf7Jloj36jwFYBuBJ59wv48/+FiWAv985txrAqwAWxt99B6XSyhdQKq9cdaQLUBFtSKwLUzipuEBGuVFOJE4yLYFLCxV10Hmc9d7ZFvsb69UQMAhOVDpOMoISwVRBVythdMEVX7xv9aJteKr3qcZAoyC9f70Ghefk/dLb1f4m+OmEc84FyoHAksvlQrUOa9MJ1vl8PmwZyzbX1tZi37p1GIwfrchEKDl9euUca3qZui++7kSpIKp0CseGC4d4r8p/09OOotK6AfZNfX09di9fjhp5roC+eK8EZf5OnQKgnIhnDoPjwKQs9cDqYxRFIZlNfeeWDgCCEeWeQApkvI7WnGsBg84B9brV29d5yn5Tb957j7wk363+Kg1kI3HVM6uTapiZ72BbbRRmjYjOdx0D7dvx5sRkevKUia66+SHSeXcA+JOU4z2Az/+W10g8/YaTByiHujpxgXKdsioRJ4H3HrtXrEBeKA1g7ODpOYCkx8t2UQnVc1VFURpJz0FjNTpa2i6YD7TWiUgKgYpqS8K0zfZ3avzSfqNttJGAcw77r7wSM26/PXD1BEeCHzf+Il/OvlL+ljtNKqeuksvlAmDqPjsE5pqaGszatAkvLV0aPHC9J13lqLywLlhiRMWIj7xxQ0MDnHOJyIH9w+iF19Pkn91DRumCOfE6BOooDeDQ0FBY/cv9dKx+KFdPPaWXTb0eHBxEb29v2AaBzgGdglwuh9N37sQvFi5EnXxPA8zN4qindJ5Y6aTPgrUOQ5rzoyBKUR1Ug3Lg6qtRbxwPey0LxmosKzkf/MxSmJbzV93ff+WVKLd47KZpOhb8XoUOk76fDKm6lbFA8vF2VDxOTiqJWnHNvKsR0GXqFPWyVOE4Aa2Cq/HgRCSQUCn1WP0N76FYLIY9RXK50nNnn7zoosS9qcIRyLXagdewE049dmt41LtXhbXJtSiKsG/dOpy0cSP2rl0bfgsgGEvy6dxLnu3kMnrNm3AnSOdKG4jxHEqtEHy4AnXWpk3wcdtaWloSdBejJfY/KTty/1qFRfpDk8gEfXqFjAbIX7NPmV8BEHhyPkyF/Rb6MpfDqVu3hmcNcE0AdU2rW5QmUc/c6hkBnZVE3IzN6nI+n8f7H34Yv5Btt+vq6sIDRBjlKpA558KGdU1NTWPyCGleq/V09VgL+uyXqbfeireuuirV4bFgr1IJ6Dnf9HjNg2h7LMjrNW0kmybWodLfqNM3GVKVQK8LOThIWu6VltgCyjtHKl1DmfP1r4cdJNP4vzRvmeew1yXYWA6WE5lgRs9V9wNnGKrbAfDaWpLH+9H9OTSUthONbVfRyawTT0FZj6H3o+fhfWvJofaPGhGCk/aXGmV6ufTILb30xurVyLtyDoX3rmNEkFfajvw7NwbjZ/RiKRq1OZfM1WhbSAXl8/mwPbLl7F9duRIn33NPIvJjxKFATpDS9zR8Sn1NmTIFg4ODqKmpCXsCNTc3o6GhIUGP0ZA8edFF8DFXDyBclzrFPuIYcyUw6UO2xToBlprU/6lD1tFQ3avJlxfRpb3s3ONvLVBrFGSNAseB+pVmqJxzmLFxI9666qqg76r3VvfS7kXPlfb/RErVAX0ulwuLaDiYyoGrZwSUHyLC39oBDQPpk48YswqiAJ02+ApYTDAqfWPvgeGzGgryxj8991x89JFH8ORFFyXOq1GJ/V8nGdurvC8B2N6f3pv2h1JiPG8URZixcSP2x/tw05NkQpBeMb1xBQmCJw0bUI4c6B0rUBGUaBB2L1+OYryYyjkXauX5PfMc1lPle7aD9f00xBQmXVmRkwZefEVRaYGV7nmjDgf57dcvvzyxYZeCuuaMtOadNI9dS0FD0dzcHPqF/WxpvXfddx9+eu65odyU98B2qQNCo6eborEdCpgapVk+2wKkjRh5b20bNqDr+utRi2SUoHNI/2o7eG7+ZfSXZoBUX1X0e855/Y6/s/9XomfS7jOjbt5GUY+Qk9puwERgI++qg6XeIJXltcsvxzu+/vVQTpgWQlaiP3jdtEG2EQDbwTZrkk757f1XXYWTTDv4v15X+Xqen+fQkF4nphosBRgCJ4GZn6tntHftWsy47Ta8dfXV4Xt9wLY9F//X3Agn6+F40RLDb/WgFUBmbNyIZy65JDzvtKamBlOnTgWAQLEw0UtvmGBK4OSxdBJUd0gvkR6hMSI3DiCxs6NObOZWWLsOlLeDAIC5mzeHRWekTfL5POrr68Ozb5nnoBGiV690he4LpFQhdYDfv//hh/HspZfCx6t/ybd77wPIc6tkjjEjLTUgqtNKQWpSlGOpOkXdtODonEPvDTeAcaONNtM8c44Zr6fOStoc40vnaNq89N6XaMirrkJefq/3rqCt50kzUOwX266JlKoDenox/N96jFZZqNg6gFRo3V8lny89iUo9BX2pN6HKpBUFbBOvy/c2uaYKqedMO45htAI879e+bGiZ9pfXTItW0kJkO1mdK22PMONrX8O+K68M33OXSnqe7EdWVyidxj5Xr5Xn52QmoM286y48u2QJBjo70dnZiUOHDmFoaAivvfYaWlpaMH36dHR0dAS6RyMd3i89bkYd9IA16gLK5Z4EfpZZEuT52ETSQ9bbp6epoPTKypWYFz9YhlQRN4jTqiBNzA4PD2NwcDC8Zzu4FQQXdrG/aCRO27YNv7rkEjhJymqpqOqcjgNB3gKV0inqrFBX06iUND1MKxzQa6XNW/29HpcG8uoEpUWraYbLI4kfVtfTfqdUpv7Gzp/JkKoDevXQgHL5lPVwNZTiMVq6yIdBAOWHZ7yxZg2QUrqliqOeAxVeKRJVDqWV9LdpRkE9eh539je/iX//7GfH3Bf5bAKqLTG1yWc1BHZS2HAzzTgoV0sv+a2rr8b0r30tPNOVfUxv1YbQbBf/1/1gCHi6NJ8rXN9YvRrN8bWHh4fR39+PQ4cOYc+ePWFfdgKWfS6vcy5wz6x4YXkjqR7VAV3QRW+VQEmQZ3/w3ABCDb9GFrqa9NWVKzEQLwbTCiUt+9UneXHhmPWugTJoUl/4m/c+9BB+ffnlqI+re6gLnC+MKHRdCftZqSeNQCtFqVo+q7quv9Ho0DmHtg0b0HvDDQmwPhpQ1OsruKoua77Hgra2Tftzz5o1yMu5NUpS4LaRe5pMFrirVB3Q06NXQFMPUgFOPUmG6wMDA+EhGPX19eE5ouR300JIHWzLFwLJpKZ6OhbsVOE4UdQj4XEE+ycWLMD7du0qlVwiyQXytwQdNW7Wy2cfWYDXCW/pIfX6mczUCGR0dBS911+P+qi85wxXuXJzM31YCdvhvU/sh6M5DaC84VtNTQ06brkFe9aswejoaKL2m1Unw8PDGBgYwMDAQNia2HK59JRpHNkGGi8mgGkw2Pd2GwUAGBgYSBgUjeYUaPSB4bzfd9xzD15dtSp4/FrlAyQ5cfYXKSQm52tqatDc3JxYZUxD9MrKlSjk86E/9Hm9vB8aoDRdSPOqEx6wATwFdtVZzj2lzk684w4cuOYa1EjE+tuAveXa7Ty00Td/w3bxGEuhqhGxuTc1EJyzOgfSIt3JBPyqA3oCBlDeb0NDTwVMTmAqui3JZGIPKA3glClTMHfzZry5du2YqMB6FhpBWC5QlUSNgHKMGhLTOOjk4Hl+8ed/PuZ89AL1XGmeh0YMeg7+pdeq92S9JvYz26ueKid02003oeuaa8J9sGZceXZGUgQmgi2rcBQovPdou+kmIFeuXuJeOvl8ad/7qVOnYmRkBIVCITxghIlFHTvlj9m/9Hbp4RNguRiJHLkmbW35JgD09vaGvqY3r7XqSh9573Ha9u14Y/XqYGT5O5sEph5zLUF/f3/YItlWCn3gkUfw8vLlAczo9OhmeuwDu1LcRr+qM2k6rXpWyXGxRRHFYrH0aEVJzmv1mVZ7pbUhDZxtlGPFRtN6zSgq7VjLMuG03x2N2Lky2VJ1QJ/P59Hc3JwYZPW+qDycuGnegKU0SOVEUYSR0VGceMcd2Lt2bYK3TOPzNNRVD1+pCp1oaRSJhrIEBpVKoaN68zoJ6bnquW3EYT0SnUAWnDVCICCr8SsWixhYswa5mArL5XJobW1NAH2xWNqBkhw+x4y8txo28uOFwcHS9tFdXYF2cK7M+Tc3NwNA4lkDLHPk+XUFNek+fs+oYGRkBP39/eEpWEyk1tfXB/3hClXSLfT86VUrX88qHI4l1xY8v3gxzvjGN9Dd3R3WERCEqKs6ruxvRkm8Ju+J/fjUxRejMf4NDZ1zDj09PRgYGBizZw37yY6t5p3UQ7d0I9uoHjJ1gnkQGkNd66Dn0rmnc8pKGnWUBvZWdy0VqnNv7ubNgBgXjcbsfeq8S2vH7xLYVx3Qs3PVawSQ4KyB8qIq9YDozTEZp94pj31xyRKctn174uHVmgBSqsW2i9dRY5PGY2rVh+UbNTJh28/atQtPLFiQ8My1UkSpGC0bTFM+G6orsFuPxhoztksTgQSmkZERTL31Vhz8/OcDKNkKEnrR/f39oeKE/U7g7O7uxvzt2/Htc89F28svo62tLVBHHGfSIwQsNcKc3GxTsVgMm5tx7BX8gJJXzac2kd/m9gs9PT2h/p6cPUsiqX98stbg4CCiKAp0oK4HGB0dxU8+8xmcdc89eH316lAgwPPqPSjokwJjO3n8H/7gB/jVhReOod80ma3nYKKZ2zxzTPMpoKdgqclqPY5zxnr81BvOxdPvuw9vrF49Jqel1KLqZJreKtjq/5VAXktl1emivLpqFeowNvq1UbudM7ZNkw3uKlUH9MViET09PWGyEtyAcqkfJyTBUEvjdBGSlqoBCMr5+uWXoyZfXgiUVtFjFcFOBhtyKlWj3KHl1dULZ9XE05dcgg8++GAAewVPtoUeKveJIQDa/VDYXvWieQ6ddJb+4D3p5KZR4hj0f/GLmLFhAw6uXx/OTZDhgh3SBQqmQ0NDYcOtU7duRWdfH5588kmccMIJmDt3bqiqIe+s/6flLOjFcT8ZcvcERbaXnjJpks7OTgwPD4cFSfT2mdPJ5/Nh4zX1Usnd83xtbW2h3JIPEeF3ADBv61a8tHRp2JmTi+Xo7XI9BYDE4w7Znx/53vfw8wsuQFNDQ8hN0GhyLAlsnANcYKW6wTFSByLtf70+9Z7f0RjYyHl0dBRn7dqFZ5YuRV0cJTHq4GpljoUWGaRx97a9NrrQdhLk+bJU0e4VK1Dnkpy+jbZ1zlL/bYVVJaNUiU461lJ1QE9vlhSE0grqhShHb/lf9SCU5tCQcs7dd2PvunXjWnL7V4FRJ4gmCPU3VmHV+1fAz+fzpacaxd/rfSlAW6W3XpR64FTctAlmKSk1KOxHNZjahqG/+itM//KX0fmFLwTQ4vm03p5RVT5f2rysra0NQ0NDaGtrw48+/WkU3nwTQ0ND2LNnD/r7+9HR0REAVEFIn6Kkjy3M5XKhKsdGMDyWRoAAPDAwgL1796Kurg4nnXRSoHYIGKR11Nngdei9s4KLD/Jgwh8orcx9YsECfOCRR9DV1RXopyiKwj5ArDZiHb/mcHK5HN7/8MP48XnnISf3SaAnp68OBR8mwghRV1ZzLJSu0UhMAdyOtc4L1THq3sjICH567rnId3cHg8cXhf2uOpcWIRyJpklrexptc+q2bWH1u96DRtdp89zOjTSZLICnVB3QA2P3o1HvlEqgT+ax+5mQ8lBPT6t21BDYsE0niQVrGwpaOoZKaWmfND5UlZnnOWvXLvz7Zz+b4EaVV7Tn4D0DSKwPsNVFlpfXvtQ+0aoNetVK43Ashv7yL3HCl74E7z06r7kmVI7oClCgVPXEJ0LV1NTglHvvxW+uvhqz9u4FUEp2Dg8Po7e3F4VCoVTp09sbzldTU4OmpqbE/iyMFtg/7AdeV50C70sJ+Obm5mAUenp60Nvbi/7+fpx44onBo+YjDi3frzy0er6MugYHB9HX1xcciLq6Ovzzxz+Oj27fjmc/97nQJtJ0Wrvf29sb3n/ssceQy+XwrwsWwBXLz7Tl+Hnvw948SoWxYmfKlCkYGBgISW3mW1TXCJYETI32lBayusYcgxrFj3zve/jZeeellrxaQNV1MZwflTxmO89tLkgpOzWQ3idXwur1VNfTnBf+tb/Ve6jU1omSqgN6UjAKhOQ7OSA64LoCkF6WAq4+JUfBcO+6dTjpzjtL+7sYcNf/K3kdWmHDdisIqwdDgNQl8tYgeO/x3GWX4f33349fXnBBmCA2OZcWivK9ejjqqSmtoddTb58gpQnqNH6Xvxv6q78CANRHUfC6SZ0VCgUASCzPV++4paUFURRh2rRpGB0dDZx3sVgMFM+hQ4dCpUt7ezumT5+OlpaWBOBrxKZctlZgMbIoFApoaWlBQ0MDDhw4gNdeew1DQ0NobW0NvD7Bu1gsorGxES0tLWhtbQ2GSj0/UkNM8pO26OnpCRuRkRLSsQNKK2sHBgbQ398fEr4PnHkm6urq0NHXFx7SzfsgUA4MDKCrqwudnZ0AymsDenp6AmWixl+9WI0IbdRq9Vz/5/V1kdkffP/7+Oc/+zPUxG3Xfknju3VRoL7SjEIarWS9efa3tvVd99+PF1esALM9OgdU9L7Ha48aAvvbyZCqA3rnStxrWrgGlDfZ4otAqJ4cl94rBQEg0BIc1DevuAI1ZmBV0qw8X1rHrxOZfCEVVA2UluNZJeT9/vrSS1ETK7O2QSuJ1Nio501jprSLbiWs7beGq5L3rxEV35OS4b03felL6P9v/y30iaVYvPdo3bABPgZ5Lrrq7e1FFJX2ndctkFkd093djbfeegt9fX1hz5eWlpYQObCPdazVy2e7+YSpE044ATNmzMDg4CD279+PN998EyMjI2hra0t46fX19ejo6MBJJ50UFlKpcdExI/jpU5z42QceeQQ/P/98OFdKIvf19YVSSiasL/jlL7HrrLNQLBbDdspAed8ajV4Y8fT19aGpqSkkX4eGhsKxfLHfeT46ARxzXdxmAVq9X9V9Auw/f/zjQGx8aGBY8qnRoZ5P8zfjgb3qZBoG2LnDcz6/aBHqhaJUx8d65GmevYJ6mgc/mSAPVCHQe+8Tj2gjeCkXr0lDKiUf9sDf6GZnWp1Dz5IKQqXXSWwBnu2yoE5F1Xbwe/WqVDn1Nxp26nHztm7F84sWJaqG1INnnxDgabw00mBbGUUAyXp7pcPYf0z8WaOix6oh5RgN33ADGv7u79Bz3XUAEDbPUi+ytqYG3dddh/oYENXo8lyjo6MYGBgInC8A7N+/H/39/YFOYQJVIxuCh67w5fgzX6DcPUsiOzs7MTQ0hM7OzlDl09raivb2dkybNg2tra2JBK9NYGttPCMSRmL/+F//K/7o8cfR3d2NxsbGsPhLVwaf97Of4aEPfhAu1k3uQc8IQvWZ/T8wMACgZLwaGxvR0NAQnrer46f0lRr1tOjQ5nEsH61g+EePP14CepkXVn8J/Kq7mkNK86R5HW0n57uWUtpqm7Q2UtdVRyzgV2qDzgn7mbZxoqUqgZ6TQScxgVkBlH81JOUE52599D4VYJX7nr1pU2JPl6MR662q8VFvw3oJDPk5Ee1iFt5P97XX4r133onXVq0KRmpoaAiDg4MYHBxMRDesLbe5CLZDF9CwHcDYMJptodEDMKbEVYGDE5bRw+D69cDoKDpuvhkDf/EXiSqGxi99Cb033ABE5ZWV9fX1aGxsTFBq9Ey5t0sURQHAZsyYEZK/1Av+jsdSN/gUKlIGpJSoE6SP9u3bhwMHDqC3txfee7S1tWHatGlhe2A1RAoOCirUQ008Mkf003PPxR9997t4YsEC5PN5NDU1wTmHP/zBD/BPf/zH+Nl552FmbDgHBgYwNDQUIqLm5mYUCoWQ/I2iKEQarAhiDorbMpDWVB7cOiIce32voEYDYYExn8/jY489hh+ecw5qi+UHqtucF4Vjoe8Z0aquaVutN24Tx5qIVerz3d/4Bl5etiz81jpVaZ67XtNGMkea+5MhVQf0VCD1nJT3JqBR+RjyM5E2MjKS2O6AE94CavDaDciqB2S9DVVm62Hz2EqlmlbBeA4qMQGdinzgwgtxeP/+QAuQzmClBoGL966JQ7aBE0knnUYu7FO7opJ9bnlQy5vqfZE+673hBrR++csY+Iu/QBRFaPzSl1CUKIDnY3u1f7Qkk33KOvvm5mY0NjaG/A1XuTJ60GfCWhCjB6+0Vn19fTjn/v370dfXF/aM4fm5+lSjAwtu1CMFF67kZt7iD3/wA/zsvPMwMjKC//Kd7+DfzjsPDXE0wKiAWz7kcrkA8sxx0LDTCLS0tMA5l/B4CfLMW3H8+T8jG42O1QCoI0TdUCcgn8/jZ+edhzqZi5qoTnNaqEPsF6VeFORVJznn06gbjep1/jkk1wioWLCvZJjsHE8D9Mmkb6oS6MnRK29rlUKBTI+hUjA8tluz2gHfu3YtZt11F9666qoxg2wHVikd+7+CoUYdaqg0sabHcgJYZT59585S2WVMRXFCs41RFIVkIFCu0tHwndfh5GQ/0mBqJBClADJBgtVMdqIxqtA9+g98/vMY6e5G+803Y8Q59Fx3HWokbG9qakoYEQKOLnQjuA4ODiKXKz84g1wwV+FST5T+4bksbUBQam9vT1B3vJfDhw9j7969OHDgQDBeBO6mpqYx2zGk8cwcC0Y0LLf8wCOP4MfnnIMfn3MOYHIgCswNDQ3o6OgIHDzHjJUm3pefVkXenzth6r7/WpZMHVWKz9KBlpIi5cdzvfehh/Dz889PGFKlSHUDPl6D/cH5qAZH82ocLxUL7jrH1eF4z4MP4plFi1Dny/kaO3fT5rU1SmnH2c8nU6oO6IHywiiGtAzXyVtqNYdONCo3+c6enp4wUUnhcJAJxs650k53oniqdASiNO8eSFJHBBktY1MvQ9tpvSkNRQkgLy5dijO3bsVTF10UPud56XGqoaNXq8ZQPU/1nCp5YGwHx0D3bVevVekeHsd74sQeuuIKnLRxI1q++lW8ddVVgTtnv6mh1uoietQAQpWNeo68Lo8hJ6ye9+joaOD5dTtgXjefL20Qxn3vnXM4ePAguru70dXVFfbEoVff1NSEE088ESeffDKmT5+eWImrC/q0z51z+OC3vw0P4Cef+QyQArBKOzY3N2P69Olob29PVIjx3IODg+GBKLlcLuQX+vr60NjYmPDISatpJY72r0aY1mlhf7MS65TNm/HMihVoMx61Hqd5Lr4srcpzsz3adxwX/s7SNerdax8+dfHFqDX0qUZaOketWA/egnkaVz9ZUnVAr2EzVxySluFE17Cff4eGhhIcNT/r7u5O7AeuHr4O/sw778RbV1+dADAbzgJjd83TBJf1NqzCAeXQVMEfSJaoKSf+4pIlOGvbNjyzcCGiqLyYTCkU9fZ4Hq4tUNpK20vvR6uVOJGAcgKbnh15b/UwtfzTrlitq6vDiXfcgZfjh3KMHDwYNpuyk4cT3vvyc2Rp2C24s490/xly1TzOe5+oWGE/UWj8p02bFh7KoYZR96rnpmP79u3D66+/jjfffBOnn346TjnlFLS0tATjyv5lH9ED/tl552F0dBQfevRR/OjTn054zNpn9fX1mD59OmbOnBm2OmZ0xUqk7u5uDAwMBCPDVb0c52KxGHI4NKo2+ap9oEZJQVp1a+6WLXh+8WLUROVnJ+g50uaKvlTX1VHQKJs6oP2o+ljJcTr7m9/E05dckpiDlUBd518aoOv3Vo6Guz/WUpVAD4xNXmrlByeUKh5/p4uXCICDg4NoiJeT84k8PHcIafPlfXKobDahZBVKP1egYPsV8PW3Noy0Ss9zhqgl9qzSwlf9q/uqEEjIX/N6BHj18AkUfPF8muTz3oeNwehhWYPJz5xzOPH22zES/4b3uXv5csz+2tcQFYt4fvHiANhMyqonx8S7rj0gmGhOwS7oYl9z7FVneM9sP/fIKRQKaG9vD0aKxx08eDARqQ0ODmL37t2hn+fNm5cwrM45vP/hh+GcCzSHLkz68He/i3/++MfDoiegvJV2R0cHpk2bFrh5pS5HR0fR39+Pzs7O4LDw3rm2oL29PWyQRkrFORcMFoCEMVQHhH2meh/okjgHpJECz2G9eTtPlOaxtf2WZ9d5r22grqvOp/1Gx9nOrzTqphJwW1DXc08m2Fcd0DvnghenA6NeLL19fqfeA2t5qSgEUqC86ZnlgfP5PN666ipMj59gr4NqE6gUThR7LMNUfkeASvOq9P6UNtHz5nI5vLJiBWrlvBpyO+cCqDHxRTCnp6oJaSb+9IHXBE8FAY0WuFiGyUrSAqQGlM/VBVcvLVuGKOb1Ca77YwBETw/e+9BDpWevrl6NoaGhBM9Ob5aGgB6rXS9AD5wUC7177Qc1BLo9MfurpaUFNTV6T2U3AAAgAElEQVQ1oY6dHjTLIZkbYDK8s7MTb7zxRqiA+YPvfx+5XA4/P/98/Picc0pOSVwiTLD635/8JD783e+GXScBBCMzY8YMdHR0hDUCNEYa4dj8Sz5f2lqCL5aC0kgyZzI0NBRyKxw79cQrebAc698sWgQUy/sfUb9tpKsAq7pOXeLcoHBu6jxh2/l9mjfP67zvW9/Cv194IaZIzqGSqBOWNm/TqJvxQH0yAL/qgB4ob7lKb0rpGKC8Hw5pA1akcPCUO2WdMZfRa+LQbk27Z82a8Jg2vV6aF2HbCyQfSqK8u3qUeh47KehNK5dJwI2iCKdt3x7q67XChuClgGCrSxjJaDWS5iQY2Wg0oACRlnzUvsjlcigUCsjn85h6yy14bvlyHBbwLhaLGBgYSGxz+/zixWhsbMQpd92FJy+6KNFvfNXX14eIQxdE6aIpGhHSNTwPAYLjw4olrfhg7TkTmSxh5V72vEdW0nCDs/7+fvT29mLBE0/gRxdcUDqn5DIUUEZHRzE4OIhvf/CD+OPHHsMjH/hAWMA1bdo0tLe3o6WlJRg0/k6NbS6XC+OopZ9sG50jmzfgudifNMoa2SnIUS9O274dr6xYEfRAaSaNBi3oaVGE/s82UNct8HOMtbBAjZwtAvjlBRcgnwK49n54vfEoGX2lzW/rzY9nVI6VTCjQO+fmANgMYAaACMBG7/0G59x/B3AFgLfiQ//We/+d+Dd/A2A1gCKAa7z3f3+EayRqwclJc8KqkqnnpXuHc38V1tHr9rUEL10YpIuKZsYVOBpi6qS1bdWwl5EEvyMdYWknK2oM0sJRHvPqypV457334vlFixJeKhOiBH7uh849XtSo1dXVhRJGoOw9A+UkrhpMreNmO6x3pcaz+cYbcTjuA5ZCUggU9AqjKEJvby9++Cd/gtGDB1EoFPD+Rx4ped7Dw3hiwYKQB9CyS9JYbDfvW71CpZecc2PyPEpl0XstFApoa2sLBom8+NDQEBoaGrD+4EEcjiOHXbH3/b8/+Uk0iIG1Jaksj+UmaTU1Nbjk6afxxIIFOOGEE9De3h4qbKhnmrzURX/5fD6RBOb5qT9pfDlBX3Mv6jykgeC8rVvx4ooVyAmll1ZYYJO5mr+y9e+a/9EkrtbWU9TAKdhTl97/8MNhmxDrrVcC+UpAf7RiHbOJlon26EcBfNF7/4RzrhnAz51zP4i/u9F7/yU92Dl3BoDLAJwJYCaAx5xz7/TeJ8lvIwRJ0gy6ZS+VRJOxrK5Q7jGKInR1dYXJ3djYiObm5gSVY62096WNkabfdlvY2dImU9kG/kZ/a4/nRLKlfvZe0z6n0vIcPP8rK1YgNzqauAdSUaRkCHTcmpfgT1qAxpHAqxSWevfW0+ME1PJV3i/3fWkcHQWcQ0NDQziev2elCz31YrG0yVg+n8fUqVPR1taG/VdeicHBQczatAnvfeghRFGE5xcvDu0rFovBm87lkmWXug6AfUPAp67Q4yfAAEgkbdva2oLusf8u/fWvUTdlChqam/HtD34Q9fX1OCOmS1gKbJPZ7LehoSF0dXWhv78/eOP19fWYOXMm2traEiBv+XGOuW5TzH5gopUUl1KYqmuam6Be2TyTTWQ+u3AhENNLCsp6njRPWCMxBXmt3FKnSOlTvqjz1qPned/3rW8lnB9rbNLmUCWgt/egooB+tJTOsZQJBXrv/ZsA3oz/73XOPQtg1jg/uQDATu/9MICXnXMvAPgwgH8b7zqq5FOmTAnAQg+NiVUmzujZ6z4iqlSkMpSz1z1BdKAJ8AriFE206ncK0jrpVJQPTEvspH2vxoMg4JzD3C1b4AC8vnp1AAlOeu6oCCBQEqQODh48iNHYSHARETfQYh8BSa9Pk7EEMRoTRhJMLk772tcQeY+3rroq7DvCvAkTiNxP3/vSpl+FQgGFQgEdHR2B3snlcnh52bKwRqCtrS3kA95x770BkF5YvDhhmHSFrO03tsV6pvybz+cxe9MmnBgDy0/OOQddXV1oa2vDrrPOCuWVM+Moya5CJjBp0vjw4cM4dOgQurq6MGXKFLS2tuLJiy7CHz3+OD783e/ijTVrwrnYFgVN5l7UY7XVR3yvHrom2S0A814V2Dne87ZuBQA8d+mlie/t3lGafFW9tfSHevf6l/Mkn8+HSFQfYs65ZWmbKCo9ZxkA8gakNcK10UYlkLff2Xmtn1f6bqJk0jh659wpAN4P4McAPgZgvXNuOYCfoeT1d6JkBH4kP3sdKYbBObcWwFoA6OjoGBMe0hMFEABKvSD1XHiszfIrp2iVIE1R9DOg8lNoLPeuiq8Tku1Mo2l4fhshKNDT6OVyOfTdcAOm33YbCoVCAFr1svls0/7+fvT09KCnpydQF7pFBNtKIOZ75er5npQYw3jmSJQG8N5j37p1qBU+n9wr74u/PXz4cDBENEZqbHg+3e/dOYcDV18dqJh33303aiQayRkD65xDZLhh1Ylc/D3iY95Yty60r9DVhfb2djQ3N6O7u7vioiB6r+wP3isjj66uLuRyObS3t6O9vR1tbW147fLL8e777x+zsE2jD6X71EHRTfyoo1p4YHluBXNdYWt1m/323KWXJoyC1UcdI/2d6jH1x1Y9aeRqoyA10BwnttdW29g5XAng0zx6+7/+1fOnAXol6nUiZFKA3jlXAPAggOu89z3OudsA/D8AfPz3ywAuR2l1spUxPeW93whgIwCcfPLJ3vvy6j8AYXdDJl0HBgbGJJ7y+XygLuJz6vnD9wASZYhUDl6LwH3SnXeG1bLxPaf1Q0XP3LYBKHtS6mnxN9bLZx+ot+qcC2HwKytX4qRbbgGcw/54rx6uGO3q6gp5CybSeJ8E51wuF/aDZxJQjQpL6tin9Kj7+vpCJQcBb3R0FNNvvz3ci3Ll+nBwXpueKo0Aowzy/ByvQqGQ2M6CQEsP80D8WEPmYYCyF6mRCIDEe+V72Q4AqI373HufoFmoN1oBwnNpVZJGc+T3vfeYMWMGTj75ZHR0dKC1tbUUReWTD7/RsbfVTiyPJF2jWzOwvXyvDgnB1Bpjq6unbtsGAHhh6VK40dEEMNu28Z45RkqVqg5zTrHNNE7a/9omOx94ThXl5rVqSEFeyz2PxghYyme8+Zz2fqJkwoHeOVeLEshv897vAgDv/T75/k4A347fvg5gjvx8NoA9Rzh/YnLphk+kJoDywxycc2OqLTiI6i1R6Pkq58iQV+t+961bh5Nuvx0H168fQ+9wsqQNup1IaV4APV1tm55TjRfbfNhUdNTX16P7uusw9dZbA+fO8j/18JTb1tWtnHzcwre5uTlQJwR4JnOjKAqLdViNwv5lv0VRhL1r16IG5ZWqrAdnu4DyMwNoyIDyw7eVQuJ+Luwv5mvYRzw3DQSAUOPPMdSoTykM9RSpQzaEZ3TIJDANJ2krnpOPSQTKyeeRkZGwwnbq1KmYOXNmWE1Lw/XG6tU4+Z57EpSLAvPo6Gjob1JYWknDNvPZtqQ0bXTKc9koUgG2WCziuUsvhYsNSpoDQ9FIgwZaoxsLznSwrGdNb5//awSg1+JvPvToo/jFZz+LfAqYc77YEmEF+0ovFTVUlRy748Kjd6W73wTgWe/9V+Tzk3yJvweACwE8Ff//MIDtzrmvoJSMnQ/gJ+NdQ6skWLHAqgh+H18zKBWPUWAgYFrKRnd65LHqNauSHFy/PqEslPHCOlWGSkrBtmiCWRWT96ZbAwDlnSgJ/ENDQ9i/cCHm3HZbCLn1XMqRsj1cR1AoFNDa2hoS1EwYci8YPjyE2wGw+onVFARf5xxO/vrX8foVVyAvfPjo6GjitxSOJT1mXeBG48F8itaEa6WMRh8KLLo1MvvAcudaWaT6pjQH+62mpgatra2or6/H3r17A2fM/W6KxWLYU1+rm/r6+nDw4EEAwMyZMzFjxoxQI68g88bq1Zi9aRNeXbkyoTP65CoFeiadOY7UJd7n8PBwuB86PnxZAOa15m/fjqcXLkQUj4saCevJq8et+QTVawV89id1hYDMahr2OSkrmxTmNXK5HH706U+jVkqf08DeAru2384v67ilzdW06Py4AHqUuPhlAJ50zv0y/uxvASxyzr0PJVpmN4B1AOC9f9o5dz+AZ1Cq2Pm8P0LFDT1ABWBNJhEA1XvQyQmUH9KhK12BMnWi5yY46PE0As45nHDrrei85poA9Gr1dfCtR2gVwioTr6mKRw9Td/wjmBIABgYGEo91i6IILy1ditPjPezZh3zpxGhoaEBzczNaWloCL64LeFiS6ZxDZ2dnonZaKRd6afl8HjPvugvFqLS5Gr1/0muaEOcY8bdRVHqOKseH1TOkPVgCS29dN8Zi32k0oVEcUKY/1GslQGopH++JuQeNVrgGoVAooFgs4s34ObfTp09HY2Mj+vr60N3dnXh0H3l5AJgzZw5mzZoVHl5itxDgytNZd92FV1auDAZyaGgoVEWpLvAv9cUmMK2uaVSresW+mL9jB55ZuDBBSfEaaaWaOpaVPF6rz1bfSQFqJQ7HQZPl1GPnHD722GOlvYKQ3A5a57ECvwV8deAseNv7qERZ8ZrHBXXjvf8h0nn374zzm/8J4H/+NtfRiUiPjp4kgERdrfJ5nLQEBwUEKgYBh+ez51BvBQAOfeEL6Lj55vBQjUpKkCZ2gliQ4jV10yaCOxWaiT5y7QRwgjev8+rKlTh982a8tHRpADY9H8tL6+vrw2ZYNKjcGqJYLKKzszOUsxKcOEEIKqQImODNxXRbFEXBC62UDAcQHsJtjRApHfLxURSNoaKUk1cnQK/FfrOVJjT0+gxTrejg/+TbGxsbUSgUMHXqVNTV1aG7uzvkO2pra3Ho0CEMDw9j6tSpwcB1d3djypQpmDt3LubPn4+Ojo4EOKmnqjrAiJRerfLbjHzYRjoMrGLSSIZ9wOMIcBw7zhGCfFQcu/JUoykbFVsKiKIgqtSjRtnsAwV9RqYcF73HKIrwR48/jh9+6lOo9eWNBa3B15p8S98oyFugpw6kzdvJAvRKUnUrYxu7uoKiWiBWgFTvg0rBsFCTRPTWOHFY5aEPvtYJp+EmFfXQ+vXIRckn2qTxeao0OumsN8FwVb0XctrqvevOfRo2qwenk+/VlStx6r334qWlSwEg3C955uHhYRw4cCCUMLJs8fDhwzh48GBiWwlSA0DyiVZMmBKsa2tr8cbq1RiN8ycKhGrctLJCyx15vf7+/kReQak2pXAow8PD4ViOo3ruahAVvDjOvC/2Ncdat3kASlHOtGnTwuMGe3p6wu8HBwcDOLN0ta2tDfPnz8f8+fMxffr0UBygwMn25PN5vLFmDWbffXfIOVFnyOXb/AWBmvet46XrCDRfo4AHAKdu3YpfL14MxAZdgV5FI0OdU+xf6jvnoFIidiW1no/jwDnJc5Ci0tcP/+RPUOPKiVZLcx6tJ1+JsmH/pXnv9pgwn/fvx0RL1QG99x79/f0Jz8cmXbhaUye08n00EJaiUcDX0jYL2GlK0X7TTei85prQxvFCWJ6jkpJzktBzVU9T22+9J/Wq+F65UwB4deVKzN+8GfmaGnTFlNPAwAAOHDiAoaEh5PP5QN0cPnwYPT096O/vT+xXQ8+I/UZaJZ/Ph91EZ911F1wuhz3r1sGLh0wvU/tUtx6g98koxdJrvH/dSIzGmR6pcv5a+knQtXkVXcavxkeTsXyvCWRKfX09pk6divr6+vBEKoJtXV1doK1mzpyJM888E2eccUZYTKWApzqrK3ufX7QIp27eDO89no/XBgDlRCZQrg7iPfK++R3vgwaRusdcV7FYxKnbtsE5h5dXrkSdJEA1stF5wDFle9W71+PYf/xea+31eD2X5p54DkZrzpUqyD722GP4l098IvSh9drVe1dDZ41C2nzW+7NRuh6j820ypeqAvr+1NSitArRyflr1wIFQD5weg3r9PI5Kpisj08DUKkjnNdckwD5NLLjrRFLDZZe722XeNjRO8zYsLQSUVwkP/uVfYuott+Dw4cPo7+8P3i+pG+XmOeF0ItA4EmAJNlyIpsZJl7rzN+S7+T2jARrowcFBRFH5KVkENvW6+ZnmaZTGYd+RSiKHz2N1u2MeS1AAkDAmNGCqW7weaSgueDp06BB6enrC+ObzpTLQ2bNn4+yzz8bcuXNDpESdVYOjlBUN/8jICEbECPE7Cz6kLmksGQHxe006MxpyzoUFbaOjo3h+0SLkZYdL9eiVDrWUJv9qP7J9fK/zlXOW4KtzgPevY6nXz+fz+Mj3vod/Pfdc1HufMBr2OhrxqLFJo2nGo2N0/uvxac5cdOKJFc9zrKTqgD6Xy+GP/+mf8KsLL0x48gBCBQdDXAqVhYuptP6ck0aTeVysY2maNOVQ6br2WiDF+hMcdWKo587vdVGS3YQsjZrR8LhSyMn7ViAdHh7G84sX46Sbb0Y7gL1r1wYKpK+vL5Eo5SRk3xMguGIVQCjzI2+fz+cReY/XVq3CYVmIxXHSigr+hltZMJkMJB9+wnvhIirLZdNYKW3AcVWDzhJHS0UQ2AjuBJxisbSNtdaq19fXY2RkJOz1Tsejra0NhUIhePvcXnjWrFk45ZRTMGfOHLS1tY3JwRCQlYrUfgeAZxcuxOn33Rf6hu2jjtIAqa4pr83jlMPneJ62fTuKxSKeXbQoODrsE+ZH2F5GXxbwtC1KSSr4Enitd636TEOn+s1Ii30dRVGpykbAW7dJ0Gtp9GkpHCvjgbk9Ls27B4DmG28cc96JkKoE+ilTpuDD3/teac8NJFcHqjKoV6GAqyWU6mVTOfQhGuqVaJJH+Ugd7Pabb0b3tdeOOcbylrwXnlsjCvLuaUkt+3t+ljb5GKarp0wQB4C3rrqqVAuOElj39fWFhVCcuJx4fPFRdo2NjWGfluHh4eCtO1eqRBqNz6ngr0+aYntpeFkmqBFEPp8PRk7pNHrR6oHbPqU+sHqD42sNgibeOcbM0dBp4MM6SIVouS6vxY3yWlpawkPMOzo6cMIJJ2DGjBmYMWPGmKQogMT1gXKSmG1RsI6iCPO2bMHTl1wSrsux0siVpYp6DTV2FF7z5WXLSmMbb4XB++bxjLioA5pMV92wHnMa2FrgVSOuOszIixGfUjwf+d738G+f+lQ4zm6tTZ23Xn1aXsDOKc2/VKJk1KHS8xDkJ4PKGWu2fs/Fe49fXnABinGZGR+MrfSGgjrBjl6jPqiYVAY5Zu7drQpjvUpL2dj/e6+/Hu0335wIvW0yiyCmKxfJLSudMF4fUKzHC5S8Tu5lTmAkFeO9D4uguBVCV1cXpt92W2rYrcaxvb0dM2bMQENDA7q6urB371709fUFusn70oZvHsDu5ctDlESvmFsxsD/4G63E0eiFi4KYI2A0Qg6evDn5bO1rAh7Hlhy+Hq+PAyTAEjC5HbGCfC6XC3XwzCHwUX2816amJkydOhUnnngi5syZg9mzZ2PatGloamqC9z4YM32QO2vcWTbK77kIi+39xYIFGB0dxek7dwaQ5xYXAwMDiQVUNqpVZ4N9dMrmzYm1KPl8afdLOkJcvMY8DVBahV4oFMbU/Gt0TaPMl849vuxmZXadilKE6ol/9O//Hj8+55yEvitdw5deJ42uUf22c0qdLEuRWgNhnbfe668fd+4eK6k6j54lfv/yiU8gH+9QqBaYHh4Tf5pQ1ZBdQZeemiopldOGmaooackc7z0OrV8PxN4Sj+Vf9UwshZOWVFUawfKyen41auRWCR703HSFMCcxk5AvLVuGU7dswYtLloR2aJVLW1sb2tvbMTIygn379oWEOJOxgb8VL5QeKaMEyw9778OCopqamgDW9FZZ3smKIJbZsS9IqSjXy2tQD3Rnx/7+/gCu+ihB5gzYXlIvbI9GXEqBFIvFAMYEbnLyU6dOxYwZM8L+NY2NjWNoJXrN1AV+DiAYIN4boxten8bH9hvbRk+YfaLnBoD5O3bguUWLkIvHmnrCyIRtoHHmWHNrb15Xoy/VPwVzdZiUxtHogt6xOhukbBTon1iwALm48kkB3FJEtppG5yjnj+JCGrDr3GUb7WcqkwXyQBV69FFUqsXu7+/H+771raDU6tED5Sw9LbsFa+UB1cvU31PSgNVSOOopee/RtmED2m66KUH96GIdTa7a81pRIE8rFaMH39TUhHw+j6GhoeAlE0RZRulcKflGT1Xvg2WXp23bFq7X0NCAE044Aa2trejv78f+/fsDEFqQf+eOHcjlcsFYEPB1QzKueCVIEkg5DgqCBAl69ixt5J46PT09wXul4SINwkhPdy2lF26pNAVPAh51in2ji9B4/qGhocCts+01NTWJRWd8qf4Byb39bWmprjGwZba/uvBCOOdw1q5dAJILjfiyEZne72nbtyOKorBSWs/N5Pzg4GDY4kK3bdDVuIxeCoVC2CmWkRPH2O4HpLSKBWKdJ2k6ftauXfjAI48kHLE0r71SZGAj1LQ5nTbvOA5HirIni5unVJ1HD5SB7yef+Qz+8DvfwRMLFiSUluCnCkNPkACmnp9WAXByERC0kkA9EeWwbduci6twbr45ocxsY5rnbnk//k37Xn+v3h73+lHulm0mbcDvlQ/VCcBrzd+xA29ecQWam5uRy+XQ3d2doCgILuzH5uZmuFwOLyxahKIkAAkiurKVPDBQ3tK4v78/wXkTtHTlJwGMgK3jxaoeTQZqfxKICVwEK60O0ohQvUkgacjZdo082C9cXFYoFEL0pAlGgia/UxDW5DxQTkZrlAoAT118Md770ENB50grabTIOcB7AYB37twJVKAktG2Dg4MBTFtbW+G9D+sYqGfUO81ncY7k8/lENGz5+DTaJC3HpA6Oy+Xw7Oc+h9o4x6L3qIYuzYBo36XRL5XEfpf23jmHlhtvRO8NNxzxfMdSqg7onXNhgU9tbS2evuQS1LvyUncCnCbqtMKDISiQfEiJTiqCsk4+C9gKxGyXSk1NDfq/+EW03Xgjuq69dgxA2/fj3a8Kf6MGjAlHm5xTmoYUDdvN3yodxN/tueIKNDY24vR77kFxdBTPXXZZWOXK3xLka2pKD6CesXEjhs0Tf9in3PxL6SKCQV1dXTAgbAMnrN2/nTQQNwmjoWWikFQCr6mrZwEkHhHJtpMCUiDmeZ1zicVSvIaCse4JT9Djill6sYwAWIaqZZCMZHht5Xx1LJW6o5z5wAPhEYvMN9FYq86etn07fBTh17EXD8Mrq14xmmIOo7GxEe3t7cjn82EBmC4kVLBXr1rXpaRVuliDXAmUc7kcTtu2Dc8sXox8vM6DuqBAr9dKS7imXTeNpkkzAvyr1KD+vvu664CoXGI6GWBfdUCfy+XCtrgc5Pc8+CCevOiiMcfSA9NtbwEkPPMxnoOADSeqVkBoLa+G4ip6fOc116A1BntVjkpKaA2HVX6tO9aFJQrY9PCU0qoUKfB3yp0zFH9j9Wp0d3dj9qZNeHHp0nAcAbO2thbNzc048Y47cPjwYby0dCmKstqSnC0XDZFj5+eNjY2B21bg4IZgGi0ptcK+oBfN+1dA53vSRrlcLlyf/UhPVY2lGkjeg+Z19GlmNDwEO6UT+EwELtQiDaTGh2Oh9eka+fEays9T/v2zn8V7H3oIZ+3ahacvuSSMJelBvp+3ZQteWr681DfF4hhDYv/X9+TnuccR+5X3oQ8iV7C3lTVpoGupM4r1+N9x7714YcUK5OPKLp2DlupJy5npewvcaVGN7Ze0/mIfAKWFknTkePxkSNUBPYAwEXUPmDO+8Q08edFFCYsPlPlw5cTt4gsFeSoNDQkBRie+BXcNJdMomq5rrx1z7HhiAVnPzfZYjl/vg8ClAF8p8uBn5M+bmpoQRaVth1nt8tKyZZi3ZQt2L18ethnI5/Nobm4O11JwYlu4zwq5cgVZLmIaHh5OTEx62TxeIyg1Shox8PqkFMjZa0SnVJ2OEQGcWzYQ2Aleem0ukKKh1SQogY7gx4iCUSONAvuf95gWWek42zard59mtLmaOJfLYd7WrfjNokXIx0ZZDZRGqwpOPKfqMp+JWygUErQS54g6Xgq4lien6L2qgUnzsF9btQpOnmCloKvtVFGvPY0qsmCszpSCufaTCsdj6q23ogiMoXknA+yrDujpATHkjaII//qnf1oC6YGBhBeh3iMnsC7VTgs3lRIZHh5OKK8qripXpTBRFcg5h9YNG9AtoK/H2M/UY6HYJK6GlMot2xJNSxPpBOMEKhQKqKurC/QKa+ApLy9bhrraWrzj3nuxZ82aYBA6brkFUbGIF5csQVQsP+mIHq0uNmIbuCJzcHAwtIHJ2nw+H5K0+hu2ncdynAjymsjVLRWUhqEOqJestBd16/Dhw2GFsNIqLH+kkaCXDiQ36rLUAa9Ho6icu3qMad6jjpMdt6cuvhhnf/ObOPPBBxOP95u7ZQteXbkSu5cvB2T3TeY8NN+gwKRt1shRKQvrudsSyUpzQcXSUGlAP+OOO/D66tWJOaLAntZPFmTTzquOg3WCLFgXTQTEY9iG/nhHURfrcQb0b6NoSKmegXo9lqPmYFnPjkaAITePpSdF79XSO+qlMFQeb3BtWHg0Xj0nEttjK3TUo1HQSgPING8JKC8+a2hoAIAAyqRAlLemB7dv3TrMu+cevLFmDYaGhtAWRYgMGLHShOOk7SEdpmDOsaKhUWCkaFRl+1YBgJGehvi8vqWD7MNaGB3wN7owizpE48Ix0qhQuWsFb77neFquXe+D31sKQo2+6iGP4ft37tyJF5cuRV70nNEddYqGTRfmqd7xfARuS8mwvFJXoPIYC5yUNG5b71vzaPEXCR2s5HVrdKYv7V8aff4+LZLhcfZcGvmwHTbprfdSaa4da6lKoNc9QdST+NCjj8I5h6cuvjgopgVZDX8ZZnvvw57rafximjelHk9a6JsG7t3XXou2r34V3dddl1AcFZ3QukqW51Evnu3SErw0b8eeH0CgJrZ8ixQAACAASURBVEit2Mf48Rr8DUtV6+vr8caaNRgYGMDsTZvgUfL2nS+vyqyrqwsVQHp/rNFWY6IepNIV2m/KiVogoaEliKoh1cQkRaMLgjTPoedh//NYpTL0OILK0XiyHFtL06ixsjpqgZz9xO+eX7wY77r/frzr/vvx/KJFeHHJEuRFX3kezVVoDTzvR9tgK1k4F7Q+3s6TSpGMjVgUGK2esj3Tb7sNe6+8EhAd4TEWhNn/6vXrtYkTHEv1utNAPw3o+T2N3mnx5m+7V6xIpYYmQ6oS6AEEJdQHNjCU5XG6fw1fdrGGctn06tWDUU9FP6PSHamdVgm6r7sObRs2JBI4PM5y/JUSZ5xQSl8praETw3K59J65PS55ePLeOvF5Ldbh19bWhlrr2Zs2wTsHeI+5mzdj94oVCZAnoPJ+SA8BCFUzeo18Pj9mHxX9Xu9ZvXXruQFITH6dxJbzZqklf6M5Dp6X3qAaDeoAf6djrWNkqT5bMaKgp8fZcVYKhdfleL9z587Q1vk7duD5RYvGGA2eg169lq5qVGjBXNeg8KVAr8bIRiA6fpZq1PlhZdrXvoa969aN4cgV5G1lF69hj9U+pu5wTNPOz3al0VoAgpGOvMfLS5fCFYuJe06LZCZKqg7ogfIujPoEHQLKUxdfDIfkTocEeH1ItHquQDIEo+hk11rgtCSnVfJKQA8APddfj9Ybbwx8vXpBuuiLv9dz8Vg1BBr2s71p3ppz5acOkYsnkNFosD1sQ21tLRobGwPfrty9A/DyihUAEPj711atSniPbB8fMM6VsAoGSmloiM3vtUZez6ner/5GIwKCAX9D4FKe1tIKvA51SPMkOo40mgpiPJ9SHQrUpBN1/cN4lIaOrb6fv2MHXlyyJCxyO3Xr1sQ9W51gG4aHh0NkpjkrXcVqtxBQh8cuyqo0ZzSi0PGxzpHe8wm33oq9V12FyOQRGNnarSs4NlwlrJ64pZK0rert8701RNYAsP8A4IXFi5FPGSNr4CZSqg7o7YBo6EyFfPf99+OXF1wQlJxcfC6XCwk1nkPDdlUAggHPDWAM3ZDmlen3aQrGv93XXou2m25CX7zQwhom/Y0qEiMVBXHr9fOlv8vnyw9h1ueMatUHRX+jIM/kqb1HhvmvrVqFmXfdhahYxMvLl4e2ETR0Na71WrXKRqVSpAKUPXhdcUw6hp4f74PGWj086/GnGWnVDxs9WBpCIw56yeogEOg1qrBt0ftSveL39OB/s2gRIEYCcXSlHq1Wp/E8BE6upmYf2X1o7MZgqhO2/WowVU91jJVPt5w3AEy95Ra89fnPw8umdwrcLBUm0NOr18hpZGQkEYGkRRs6Zyrl1ez85X3X1NRg/o4deHnZsjF0lY7TZAC9m4ww4ljKzJkz/fr168fwiHZPmrN27cIzCxeGAQHGessAUhWCoMh9PehV6gTWY3UCAGMBn/9bcAOA5q98BYe+8IUx3pyCt0YWytfrhFI6w046TlzvfUi4qic8JhGG8sK0urq6xDbEc77+9dC2V1asSFQpacVPLpfDKZs347VVq9DQ0BAiCLad7aenbhciWTpEx81GMwR29dDsDqYahVnRBKmCdSXApS7pZ3ac6Hgo6CiVo/qi4GBpBMo8eeYvr2sN3dwtWxAVi4i8x7MLF4Z5wb7hb2gE+B3band+VAdJ9UKNWCXQtFy93psdv7YNG/DW1VcjiqJQGsvSW93Kghvc6XORFYht29XQ2tW5aW3ly85jztfTtm/Hq3GlDfuM1+bvnHNYsmQJnn766QlF+6rz6EdHR7F///4E0Nsd8ZqamgLIc9LrQOikVIWkUGlqampSeWv+bw2ETlwbDvI6er1iPCnbbroJ3cLZW5DnRLLGgGKjHG0f74O7YzIC0mQij9e+oZHjdgUJIwDg1VWrkDfnUWOYy+Xw2qpVmLdlC+AcfnPZZQmaQvvC7rSo98A2KbBZg6lADZQ9Yt1mQKkfpTSoU2lGwOqL0kpa012JxlDnI61EV+/RRgts32nbtgEAnotB3oKmRq3PL1qEeVu3wkfJPWw0N6BOCnMv1AfrxWtBgtUzpagsqLP9/J01ArzfKIrQtmEDIiQ3+Evz5unR88VtMDju+Xw+rEvQxVzq5Nj7VyOh46PHqJHbf+WVaEyZ8zzG9sVEStUBfbFYRFdXVwAiVaJcrrRIh1TAWbt2hQeUaD08j1XA5Wf05AmO/DwtDLSARakE8gQKncjk6dMStOqBWUCwk05FJ65zLnjxCnT2HPpb7tfCzc/o9clBYUJo9QMBkdeoq6vDviuvLO2TEi8WmrtlS4nbX748UbaYRtnoyxo/BQs1xMr1KzeuBsNSXVYfeMx4NISWfzJq0rHgZ5bqSAN5lXlbtsCjxAN77/HCkiWJSEXBm04MPXSgZISpY2q0tRRUK3is9245+TTdVoObZjzV+KYJ77v95ptxcP36kv5IhZMaC03AspKL9A3pPo20Oc/4TIHGxsZELsRGWQrutgBD8WL6bbdh35VXjnHY0mihyQD6qtu9EkgPtRoaGsJue9yY6efnnx+qcJQbZPio2XWeg4ZCq1msImjVRZpS2koMKox6LRZgPYDWr341AZbqqapyVaIfeD0m2wAEXlzPq2Bn+5Igz613dSLPuftuOOewZ82axPoBBRWdALW1tQGI+Pnu5csBlABNwcFGS/aVBpYKwBr5aB9pKK6et46hFf6G92ivn1ZNo8Bp9WQ8r1eB7ZR77wUAvBRvN8Fj2c9qVKmf3NmT0dqv44VTZz7wQOJYvWf13tOSrwr2qv9qGKhD1tDaPq8krRs2jDGk1jDw3LxP5empV3w/NDSE/v7+sLMt6R06SazQ4+pv7rzZ3NyM5ubm8MS0pqam8FwK7rw588470XXttaGYI6281Hr/Ey1Vx9FPmzbNX3zxxQmapqWlBU1NTaGjdYKlJZIUEOjtc38Xis3aq7W3A6oKzr96PWCsB67H6nfcO0PB0wK7UjnKeRJcWQaplIv1SNO4YBoIThwtkZy1aRPgPV67/PJAW1hvnscyMmI0oTkABU16pHM3b4YHwvbGes/WO9S227UDGlWo4dEx1TaQBtD+4zV5L2qk1MDoOKpnyM8tTaPt4LjN374dzjm8uHRp+Ez1gZ68Xdyk9BijNZbM8r7edd99AIBnP/e5xANAtHqGwK118lpRY50ANT5pVW1Wz7W9qsPNX/lK0HEFcZt01Ye/DAwMoLe3NwC5JmTV0QKQwIW2tja0tbUFMOeK7fHyJpXol7QI2GJBFEW46KKL8NRTT2Uc/X9GvC8/ULqxsRGtra1hz3JabrW0zjm858EH8czChaneHScAQUk9XvVmOemB5Co/eqXWm+GETSvF5H3wb8IrRZJK0rB4PKPN0Nu58sOe0ygR9ZK0zfRW7GpRfu8ARCgrtq0zVmCmx8cEroKjeuj0tl5evhxRFOHUmLZwzuHlZcsSxyt4U3Q8LaXDsQv9KoZOjb2OhXLKnPQcCwUBBbg0Ks/qgbb91K1bwVF8admy0vGGrtA2KRAqmNHxAMo5BoK15Y2tR25pG4KejaDSQJ5/adTsnND/ldrTSMtqsY4p7zettNIuYtLfps0NpWr0YUK69sZGZ/Z+2266CZ2mWMIaM5UjzdNjJRMK9M65egD/AmBKfO0HvPf/t3NuLoCdADoAPAFgmff+sHNuCoDNAD4I4CCAS733u490nbq6OrS3t6NQKMB7n3hmqe6oxwH89aWX4qwHHsDzixcnvDYey8QOUB54GhMqrOX4VKzXOB5Hmead83PnHA6tX4/2+IEl3dddN8bjT/ufkzaKosTjCNO8DQuIGtbqM1u1TTPvvLMEwCjz17xHe28EFHpb9h5tf+lvX4xrwhWo6O2/FHu9HAcLLNZrVgOp7WQb1NvU49XIcty1Lwhw2n9KAVlv8LTt2wGU6ZiXli0rc9kyhmp4LKWTBh6sFddIQnWWffGeBx/Ey8uXp3rwNkFsx8rqqo1Y+b8tWLDnonFsufFGwLlQeKAvK0qF6i6t2g7+Tik57/2Y3Ijl3TVaV5CnbgeQ37ABnddck+h/dZR4vUrzcyJloj36YQCf9N73OedqAfzQOfddADcAuNF7v9M5dzuA1QBui/92eu9Pc85dBuDvAFw63gXq6uowb9485HK5sA2tXaJNakHpGQV59Wz4MA7r4ar3pApPL5Sf81hN8FgqQ/+meaUUKlTnNdeg4+abE59VUibeO/lKvbYV622qsSPIp3k18Y/w5hVXhLeWCuJ57Y6f2ha9rg3pLZ1FeTnm9E/dvLncDyglK3U8SAXp+ew4qHdt22XviWCQFolopMDj+Z7Ajvh33N7Z9n1aG3g9S6kpcGp+hb9hmSQll8vhN4sW4V333YecmRc2d6C/4TXs2Fh94HdKbVpjattO6fzCF+COAgzVyI1HEaZFG5ZG47k0GrDRup2HAHBw/Xp4E7lqCbM9n7Z9omVCgd6X7rAvflsbvzyATwJYHH9+L4D/jhLQXxD/DwAPALjFOef8OD1VV1eHQqEQHuPmnBvjxdgFRRTnHM544AG8fvnlABD4Y8sd2/Iq9XrSvEjd0tiuapW+GfMZ31MR1dvuvOYaOF8qvTy0fn1q6MgJq/uup13bXo9CT56P4FPKie2YsXEjPIC9a9fCGbqDIM9z0lscHBwcQ0Ho9ZW20Uk6nje5e8WK5CSV875z587Esb+57LJUj9F6mryWArr1cgkYyuMSzB2QiDacc+H/cM0UILGGxQKV9Y7TpoOOkRo51eMXly7Fu+67D6dt3443r7hiTH25jTz1vUYuVvR+tE+Zz7B0WuHLX0bvDTeUnsKUsneTNWx6Hc4Npa845ynW8Gq/2bJM3SdL83e8fhRFpWqgz38+FdA136TGQ+fBZAD9hCdjnXN5AD8HcBqAWwH8fwB+5L0/Lf5+DoDveu/f45x7CsA53vvX4+9eBPAR7/0Bc861ANbGb98D4KkJuZnfbTkBwIEjHlX9kvVDSbJ+KMnvQj+8w3s/bSIvOOHJWO99EcD7nHNtAL4J4N1ph8V/09zOMZbJe78RwEYAcM79zHv/obepub+3kvVDSbJ+KEnWDyU5Xvth0go7vfddAP4JwEcBtDnnaHRmA9gT//86gDkAEH/fCuDQxLY0k0wyyeT3WyYU6J1z02JPHs65BgB/CuBZAP8I4JL4sBUAvhX//3D8HvH3j4/Hz2eSSSaZZDJWJpq6OQnAvTFPnwNwv/f+2865ZwDsdM79vwB+AWBTfPwmAFuccy+g5MlfdhTX2HgM2v37KFk/lCTrh5Jk/VCS47Ifqm5lbCaZZJJJJkmpyr1uMskkk0wyKUsG9JlkkkkmVS5VBfTOuXOcc885515wzv31ZLfnWIpz7m7n3P54rQE/63DO/cA593z8tz3+3Dnnbor75VfOuQ9MXsvfXnHOzXHO/aNz7lnn3NPOuWvjz4+rvnDO1TvnfuKc+/e4H/5H/Plc59yP4364zzlXF38+JX7/Qvz9KZPZ/rdTnHN559wvnHPfjt8fd31gpWqAPk7w3grgMwDOALDIOXfG5LbqmMo9AM4xn/01gH/w3s8H8A/xe6DUJ/Pj11qUVh1Xi4wC+KL3/t0olep+Ph73460vuL3IewG8D8A5zrmPorRtyI1xP3SitK0IINuLALgxPq5a5FqUqvkox2MfJMUuBf99fQH4AwB/L+//BsDfTHa7jvE9nwLgKXn/HICT4v9PAvBc/P8dABalHVdtL5RKc//seO4LAI0obQ74EZRWgdbEn4c5AuDvAfxB/H9NfJyb7La/Dfc+GyXD/kkA30Zp0eVx1Qdpr6rx6AHMAvCavH89/ux4khO9928CQPx3evz5cdE3cej9fgA/xnHYFzFl8UsA+wH8AMCLALq896PxIXqvoR/i77sBTJ3YFh8T+SqAv0Rp12ygdE/HWx+MkWoC+qPaLuE4larvG+dcAcCDAK7z3veMd2jKZ1XRF977ovf+fSh5tR/G27C9yO+TOOfOB7Dfe/9z/Tjl0Krtg0pSTUAftkuIRbdSOF5kn3PuJACI/+6PP6/qvnGlLa8fBLDNe78r/vi47AvguN5e5GMA/tw5txul51t8EiUP/3jqg1SpJqD/KYD5cYa9DqVVtA9PcpsmWnTLCLuVxPK44uSjALpJa/y+iyvt/boJwLPe+6/IV8dVX2TbiwDe+7/x3s/23p+C0vx/3Hu/BMdRH1SUyU4SvJ0vAOcC+A1K3OT/OdntOcb3ugPAmwBGUPJMVqPEL/4DgOfjvx3xsQ6liqQXATwJ4EOT3f63sR/+D5TC7V8B+GX8Ovd46wsAZ6O0fcivUNqm+/+KP58H4CcAXgDwDQBT4s/r4/cvxN/Pm+x7eJv74+MAvn0894G+si0QMskkk0yqXKqJuskkk0wyySRFMqDPJJNMMqlyyYA+k0wyyaTKJQP6TDLJJJMqlwzoM8kkk0yqXDKgzySTTDKpcsmAPpNMMsmkyiUD+kwyySSTKpcM6DPJJJNMqlwyoM8kk0wyqXLJgD6TTDLJpMolA/pMMskkkyqXDOgzySSTTKpcMqDPJJNMMqlyyYA+k0wyyaTKJQP6TDLJJJMqlwzoM8kkk0yqXDKgzySTTDKpcsmAPpNMMsmkyiUD+kwyySSTKpcM6DPJJJNMqlwyoM8kk0wyqXLJgD6TTDLJpMolA/pMMskkkyqXDOgzySSTTKpcMqDPJJNMMqlyyYA+k0wyyaTKJQP6TDLJJJMqlwzoM8kkk0yqXDKgzySTTDKpcsmAPpNMMsmkyiUD+kwyySSTKpcM6DPJJJNMqlwyoM8kk0wyqXLJgD6TTDLJpMolA/pMMskkkyqXDOgzySSTTKpcMqDPJJNMMqlyyYA+k0wyyaTKJQP6TDLJJJMqlwzoM8kkk0yqXDKgzySTTDKpcsmAPpNMMsmkyiUD+kwyySSTKpcM6DPJJJNMqlwyoM8kk0wyqXLJgD6TTDLJpMolA/pMMskkkyqXDOgzySSTTKpcjhnQO+fOcc4955x7wTn318fqOplkkkkmmYwvznv/9p/UuTyA3wD4MwCvA/gpgEXe+2fe9otlkkkmmWQyrtQco/N+GMAL3vuXAMA5txPABQBSgb6jo8PPnj37GDUlk0wyyaQ65cknnzzgvZ92pOOOFdDPAvCavH8dwEf0AOfcWgBrAWDWrFl49NFHj1FTKsuxiGZ+V8Q5N2HXiqIIURRNyLW89xN2LUoul5uw/nTOTejY6XWrUSarPydK5syZ88rRHHesgD6tZxOo6r3fCGAjAJx99tke+M8r29ECt/c+vMYTKklau36XjUSxWMTo6Oh/qo3OOdTU1CCfzx/x2CiKMDIycsTjxgPpo52QIyMjKBaLR9WmoznuaGWiwOK3MSr5fD51fJxzyOWOPv12NMd679/W/vzPCnVpPB13ziGfzx9Vf7LPKh17tGPyu2pYjhXQvw5gjryfDWDPeD84GuA9kiiAj9fZR+uBOudQW1s75ly8RrFYPKo2/zYT7+1Qkv/opNRre++Rz+dRV1cXPh/vXuvr64/YF1EUYXR0NPW7mpqao+qjI01uPe7w4cPhWI7ZbxsNRFGEoaEhDA4O/la/+49KsVg8Kr1yzqGurg4NDQ1jdIZG+u0EnNHR0cTYHQ3Qpgnb/dsYIv5O5Widi6MFegCora2taDiP9jzElv9IvxzLyPFYAf1PAcx3zs0F8AaAywAsrnQwAeBIN2mV5D9qGLz3qR6vNQDjAVxaVKDv9V7S7mu8aKHS747WMyEAHI1wwrJP09pt77HSeaykKfxv4xmlgUEul6vYBmuo6urqEu/Vy/9tJmNdXR2ampqOeJwC9JHusxIgDA///9S9S4xla5qe9a59j32Pe2TmyXNOV3XV6Va3RKNGTHoCskBiAvIAhAc2wsjlSQ8seWDTA4TwxEI2FiOLskACCZCRoAWyWoCFxIAJwlhImC5QF11V55aZcd33iH1dDCKfb7/rzx2ZceqcRtFLSmVmxN5r/Zfvf7/3e7/v/9dci8XiUe0qlUo7HXqWZe/8/EPAnP48dYq7fr9er7XZbAIIefaHruVy+UGgZ67Ahcdgw671UiqVdoJ3uVxWpVIpfHa1Wj04nqVSqdDmhwhDnudaLpc77f5Da532cI/v8voTAfo8z1dZlv2upP9BUlnSf5Ln+f/1ns9rNps9eD88HQPtE5R+Lv3dQ4MLU/UFtyvcf+j7uwCH++ya1F0LxT04AP2h0PFDkc9j2UeWZR9kuCzkx7Bg5obP7gKW97GWNArxcUn/fggkPuRc/fI5f9+V57nm8/kHP8fzHoqkIBfcB1tL53O5XBaYcxrpeL8AwvQ5u+zPn+d27oC96/O7+pg+j3X32EjiQ5+Zz+e6u7vTYrF4EPAqlYoajUbc5zFsGNCnnU4E/DPptWtN7SJ5bqO7nI7/zNcGP6ev6/U6otHvSiL+k2L0yvP8DyT9wSM/+14PVq1WAwQ9hEwXdrlcfjQoVSqVWERu6Ok90onnd7smE+YAy/E2+oTxbL+yLFO9Xg8H4pKDX4+d/A8xt7R9/nv6+JDOn7I3nIYDwy792JmfS2zv61P6OY8+/KLND4HiQ5cD3kOXO6+HLn7nfeZnbg9cANNqtSos6uVyWZCcsNGHokraX6lUCk4C+0y/R/vW67Xu7u40n88LDsi/m1787CGZjXX1IdB9H7vN8zyksl195t6bzUblcvmd+d61tpzM8Rn6v6t/kAnv50PAzbzB+B+KINLLgX7XeLrtfBe5kT8xoP8mV7lcVrVa3dmhu7s73d3dBQvwBdVqtd4BDu6BB069MH9jDOjwbugPhXBSkbnyDA/rUi24VCoVnAiG9pAW+CFN+UPSAL/ftRB3yU27fr+LWXv/WWzO0NH0+UzKPLm/g6a3430O2sfEGfGu7+yab37+0Nh9SFd9X1STggr3gDykcp6PHT/j/mmiOc/zkHF2jRV6Pvd1oMdJI4v6uimXywGoy+VSWZZpuVy+Q2Kcqfs4Ama7AB1n/lBUiX095LjSMeNyO/N+eZ+ke1JImxuNxjv3TvNEPifVanXn/HiuKo2GUufg6yONcv2qVqvxb/CAfGA61xCFxxCXh64nAfRZlqnb7b7zc/Q5Z/sYKP92tlOr1VSv12NAMGie4d4XMHej5Z5+vY+dYLAeEnKPXQvTn/MQSKUTnWX3emsa8aSaoT9rs9m8s0AfkqbeFz2kVxqqYpg+Rruckzvjhxj0rlD4Q23BPvz+XOv1WvP5fOd96vX6ToDeFVXS5occf+qw+Ww61g5wPlbMuYOrf2exWLxzH/o0n881n88LfedvwB0ZwOckrcpijd3d3b0TzdK/lCm/D3hKpVIBcNNrV6ToIJ9ePj7+M8bK28lnWq2W2u12YT25TXC/vb29SGinc8P9G42G9vb2VC6XtVgs3nEUnsRN5/F9OQLHLo9U7u7u3sGARqOxU2p67PUkgH6Xx8KLpp0jtE0ZOJqeX3t7e6rVau+wKp7pbNs9MkYq7WYS/nO/p/fBJ4oJTR3BrsXii9DDt3QBOKCkTsVBMB3n9D6pY3Hm4/1wkMaIYYPu6HiG/+yhyCRtTzpGKctMLxw1v0s1cIDbF1TKXn1sHnqO69t8xu3I2+P3po+3t7fRNu6xXC41m81Uq9XUbrejH65LM4/O4NP54LNImrtkJtrvORd3uEQSRAQAjRMTn89Uztg1v+8D+w9Fo1wPPc+fkV60eT6fazweF+zDbaJer6vdbocjTNf4YrFQq9UKHLi+vg68WK/Xqlarwcp3ERtf387w0595noZ52JUbWS6Xjy4t3nU9CaDP81zD4bDwM3R5LiQPB2FpC3hphYUDZWoQzoaZVAzyoQXP/wGNXTr1LpD373u7UiB3Y3kofE3vj3Gk3n+XNJSGy+5s+D9gkbJ8L/ljIfmY+rNoT6PRiM+k7JrvE0Y7kyZ8pj3z+TxY0y6AYM5YCD6WKRDxcwiBAy9RUEos6H9agZLOd+qYsKt0gTIWq9VKt7e3mkwmmkwm0ddUNgQUaBfj4qwv1d35voMkkfBsNnvH3jwCyfM8kqE+V94e5sPX4a5142DoVxolP+QoPEoulUqq1+sFW4Os+WewT4o70rVPBMjcTyaTaKc7BNYCCsFoNAryyZjv7e2pWq2+EwkiwzSbzQBzSEm9Xi+Midu69zO1dezrofLkD11PAuiZIGcZJIr4v0+qG9uu+3D59/xyQ3e2g2f3+5HZT9l3apwpeO+aqBTcmbg0fPMr/X/K2mDPKeg4WKSMNG0Xxjifzwuf82iGZ3vUxEKv1+uhhwIau+QCnJAvTBJRqaPz/j40Hs6IaBvj6fqyz4k/3+0AUFkulwWnlEZy3Ccdb3fODpYedQH4vqgd+AF5fxZ98vvjHNN14U5ply0tFgvNZrPC9/07bpupRJFKjjhFX28AnM9duqYeutII2EGeeSPy93HHfpFPUjLjJaCVSkX1ej30dvZGQCBd0sM2FouFqtVq2Df9Wa/Xhb6nNs18pxEzUtyuSNbJkbSN7rk38tljxjO9ngTQS1Kz2Yx/p8kxD325WCQOwmjvDNqu7Lu0HVgHQJ6VsuHVavUOkPrf3GMX63Ht2Nkr32UiXRLxsM7vtUsq2PVz7ukglwKVtzVduBixV2/AgPibhePtXa/XsWD4njNf9j/wWR8HPgMjdWZOO7zE0eUEvwCWXYyetqSMSlJhb8ausNlJB33xCqtUrpnP57q9vY0+pNKNR47MjTsB7AknWKlU4vuQkru7u0L0lRIM/nZ27xGAryfmkZ8x18y9f5fnMy9UitEX1gtj81CJps9dunb4rv/e18muPqftTO2+VCppb28vABiQByv29vYKa506+729vcL8YOMQU8DcE7msjxRvuHxMnLxiR94HxxHGZRdh+9D1ZIDePZczA+SClB1yeWjJ5DJJLsc4GHsEAQtwcAC8XHeW3pVY3OD8+zyXKCGVRNKIgjalIbcvQyfeFgAAIABJREFUihScmXDXHfkeYaiPpxuLjxcsD6aOITuIcz+eC+jxGR/rlMGk//cqEcaERcxmIQccv88ucPF5oK/cmzJFpA6Yro8H7ed+sD6/t0eP6/Va4/H4wcokIgKYpDsu5surK1KG72110HNnBRlJa63TpG069n7h1AESJATazNjDcnkW8+8VL49N0u66nBBw0XfvQwryfI5xS6PtlJAxtsw9812tVmPM+Vy5XFa73Va9Xg/wr9frAfqsZ2wFtp+SMpyi54qQidwpNBqNgj2m6wWZbpdDe+z1JIDegXKXZ3ag8zCVBcjgOqNjcPG+Lg25zgygpIkuBxrXqPk+P09Z6S7HkILQLgPAmJ2F+r+dAfN/7o3ERLvSxUf70gXilRbOKgBgZyqMX8r2GMeUPfsz0wjGk1V5nuv29ragHe8anzSvwtw5I1qv16rX6+p0OlosFhoOh/H8UqmkyWQS/eP7u+yIe3GxOGkr0g5OhMsjkDzfyo8u7bjd+M+q1ar29vbCUWAnqR3SNiILyEqq9bIOfA5S5+/O3J2fR9eMu+9fSfX0XXbm45cmGN0m/Ge7wDolVr62IIe78gC7WLR/B72dHApjAl4wB4xNp9MJB0tpd6vVCjttNpthQ8xJ6ogc23wuWNs+J04ycepczO03AfsnAfTSVotNFzihduotUzbN4JAc8XCL0HzXd/kZsoqDHkbEAmLQAQkGfxeDSdmSt921bk8ekc13zdonM9VRdy2W1Wql6XQabUCT5DsOHGmo6J9zfZl+Myf0J5UaXM5wBpZKLiw4d7StVqsg3zAWvrEN+2BufaEz93t7e5G8PDg4KDDV2WwWDiXPc41Go5iHVGLwcfFckbNZ2oEteZ8dzLEVxjHVtWkjRwNQKebj5xGmg+/d3V2w7uVyqel0Wqja8baUy+VCtOJ26/o09/fv065dkRTtS+2CeU9l1135ol3Ow+/PWsUBupTlkY3fF4nN25hGRE4wG43GOzmzWq0WG6yQN2Hwm81Ge3t7qlQqms/nYYfNZlN7e3sxbu4w+Dt1Wuv1OmyXufG9Pqlq8U2rb54M0Ps5D6nGSqcAwVSbfSgiYHK5uN8u5uD6M2BfKpViIQNoVEf491OgdwaPpLFYLAo78VKGCigDBA6OqbYLQ3Vn4EdIpGPkgOXg2Gq1ArxIHqZ7D1KH5hHSYrGIsfBSWNrokoRHXe6AfOzQ4ev1eiE57rKRR18setrNfDHufM4ZEhvz8jyPqgiXVaRtuW46fnmeF5JpaaIVgHUn4fKLS4ip8/J7p/IHbW80GrEGcID+3fF4XDiKwG2IZzF3KXFyQsD96SPVOi7NsSZ3yWxOlqTi5qA0Wk6j310/dwaLXbC2PZ/ja5fo1OeDceEAPieIjKU7LGSdUqkUQM64dzodLZdLTSaT+BlVONzH81UO9qyDzWYTdkDeBEeDU8YpcQ8nOd/kejJA76DgzMJBl4FI9VUmSypWkXh471fKJjAMJtvlCdgnIJQyVNew0/au12uNRqOCATvw8H/a2Gg0osoH4HiIwfOMVCaRtjoz98EJACQYVipz0Rb6Q0TkbU1ZNAyRvnvE44krj7AYM0DNWSeGTVkljmdXRVSpVNJ0OtXd3V1hgbpkxrN8l6SDIbbnDgSHDgmgTDJlYWinDkYu3yCv0CfmyyUxb6+3KQ3v6TORj1fpYJ/uUJ0FNhoNdbvdaCfA5uuCaCiNyhaLRThxB1q3W/69C/TTC6fowL0rMk2jAW+P/8zHPl3LaXvAFk/EegEBv8f+GVOXdGD1q9VK4/E4yiwbjUY4Ay7UCL7Dhk6fT/52cup7I1jHjol7e3uF+zzmehJA7x6NBe2MVSpWw7jWTnhGlY1PLNqgyycOnFKxTtxrsbk/9/EF7OETgOX6eMqE8NCwJOndhKK0Ld0CUAEwl5yYdI8GXAPFWPj/YrEIRu5OFCNuNBrqdDparVaaTCYFxuphLEwQ4AJEPVxOk3ruLIkY6IP/Lb2bgGaROhPdJQ95JYTPpTM7ns+9PRmHHs1ncGSel3FGTN9ub2/DmTsLB3jdptfrtVqtVjDE9XodZ7ngLD268b6l5bTkVLy6JS0tRUPmO5y+yXi6jIE8CsjTJyIjWCXP3gXMjHGae3CH62s5ZeHcI5U7Wfd8h7mByTM+u8pAU8eMvbnsBqYA/Ng392AvDwQQG6NP9Xo9xsXnbTabRU7Ly7PBBD+/yOVLLidWjDmSUboOHns9CaCX7nexLhYLTSaTd9iM64T+MybZmbCDWbp9nMuNkGoP6d36+lqtFv93J+ISkIeADlIYvXt42oLxeOKFyzdfMLFp0tdBnrpo2uhVBVSxOHOCEeCQYNvuEJy5+GKFjbkzcFD3TT0OkPRhsVjEPMGqvZIGZuoLnQiOsfVIBxDzKM4jCpdWnNWl85XKLLBbd0xejeTzy9ilG6OwDWzx9vb2ncggz3Pt7e2p2+2GnOAAzz1JBnMmk1cGMT70HTkK23HwZE5TebTZbAZz9BwJ4+UyCBfjvFqtYt5h0US/7ix9TFLJ0tflLhBzR+bFAk4w0sg3jX7TdYMtu5LAuDNeOFTkHtpBPoS54Xce3eMUYPUewdCm5XIZ92Z+0jmj3x6NEymmRPF915MAeg9n2+12AYidJfoEeshPuJOGrgAVYOeGhlH7aYHp4segPFR1tiy9W3fv7I8F6UlL1+vcyLmcVfmmFZcBWEwOum4o0v3iuL291Wg0KtwXgGWR+gs1cAA+Tg6a7lx9Qbn8AAP0TUeMK0dSMDZSUbsGCBmb1Wql2WwW8+9JRewFlux5E78n7NXZP98nJ4KNYA/+LJ7nzgcwcumM5zKn/jucrgOTpNg9yYL2MlnGv9FoqNlsqtlsqlarFQDfWS1rJT23xQE9BRPa7M44JTKAHSycCNqTy5IKG+YcxHx8UofqGnoaufi/WTve11TK9MvXMX31Pvs9fe7SOSSi9kMPGX/WXqVSic/V63U1m81CMQGXV8H58734wmVp5CLWAuPtkfv/L0CfZdlLSf+ZpDNJG0k/zvP8P8yy7N+V9JckXbz96O/l90cWP3jl+X3ZmoMghpeCFxOR/gwwdj0UsJhOp4XEHB7UnQcG6vfH8NPEnBsDnpxBB0C4F3KMT5pn/QEWjBNGQEVIqVRSs9lUo9GI5KcvBBaYMyFAi001sA6v4U0BgLHyxevMl5+VSqV3kq5811kgRs6CkFTYLk7fYfCEwfzOJQ5f3FmWhQzi+QZfyM7kPcJzuYBxhQzg1HGAyIHMMZEfgEMfq9Vq6N8wr/TESWeTXiHEvPoz+PxDIJY6PJegiKrcAeNAvc2wftrKuDoYLZfLQoQGkLlMxRinSfdGoxF5IWzVQQlbwnn4XhOXVtJINJVk/WLuvQ+sy5RUQYzc2fnf2IDb03w+j3JM1pPbGU6UtriDRCZFnnOQThO4Pv++nlzOcVt47PVtGP1K0l/N8/wfZ1nWkfS/Z1n2D9/+7u/kef63vsnNXG8jnJG2E+46LCGXh4/oq7BeBy4GbTqdhoG7RuYelXDLWSS/Z/H4AmMRw7ZYBG68TFSaBJxMJhqPx5IUYTdtmE6nBYbmTNpBhrFzw3A5BTbIeCIZ+eL0TSNusFwAhjs0fk5fZ7NZMDg/s8U3V3n4DzvB6Xm05tEU28JZDLBKZ4suuQHQvunHczr+HE+w+4FS2JYna3FYPm6+Q5Yxv7u703Q6LTB0vuPggi7OovYzVJAGkHtwHMvlMmzTHbDLMi6T0U6XCd1OnGikb27DATPWLsUwbx6xOBlYr9fqdDoxj7tkH8Y/lQvdxt25M5cum6UO0dvA77nSKME1cda6S0C+lrCH1GFBmrgH888ZRkSS2KjPM8+HoPrYcU+cqieMcY5pMv1D1y8N9Hmev5L06u2/x1mW/UTSi1/mXilDh4V7+IJB70rkONjf3t4WjiuuVCpqNpuaTqcqlUpxvr20lVZcV+M5zopS3RBQcNBGcqAtfMaNKo1CMPROpxNZeX4Ha6XPsAKPcLg3YIojke4NCRbP3x4N0FYPh71mHVB1Q01B3lkLz5e2ejQVB8hfbBfHKabVHKVSqfA5ZCBsINV7aZekQhUCIbWHw0QM2A+yjSdTYeQk01JH6kDNc1y2krY7Tpl/dyTYFO1yXdf7ib05uLns4BUynh/x5Lfr6jgl7MNlOMaaZ0yn0yBb9Cvd+eprwSNUt0kiDGff7siJ1pgryo9ZPx6ROZHzPAh9SyVX7MIj011/++VyV8qafS0g1XgEmDJ5MIQ/qBVp1JFKW/STNYvzSxWDNLfxmOs70eizLPtU0j8t6X+V9DuSfjfLsr8g6R/pnvXf7PjOjyT9SJKeP38eP2dyAFgmNV04ztJYGCwoNgz5YnbWzo5Q303KYgCUCCkZ1DS5xSLAKAFMrz/GOFnMTDzVOIvFQoeHhzo4OIh7SQpAnk6n0V9KuGAfqdywC/h4Hs4AsGm328Hi2agFsLom7zooIOE6M88EoABJqgQoZfOQnO+1221JxaogHK7nCXxc0lCVNqKNMnfsGIUhukSHQ3f260zS/+a52BqOEDtz+YkxBLRJ0DkDJSdSLpfV7XYjb4H0c3t7GztvXUZjLIlEPZrwaI5oh7mnjbVaLYAXQMdhsM4chIiMYfbOILF/nkHfvZLExyq9uKdLlrQdW8WmPclNxOkSlzscB3j/mduMM3qXSwHRlOX7v9No0x2QEwXaznubm82mOp1OYd0yPk5kvQ+LxSJyZ5yXj10x/156/ZjrWwN9lmVtSf+1pL+S5/koy7K/K+lvSMrf/v23Jf3F9Ht5nv9Y0o8l6Td+4zdyBkl696wb1wGZmLTUydmMa+OuJWLMgAmATykaBuQeHANcrVZxrgXGyiLAGaRapYMvi9EZCcbAwvMNM3wWJ9Nqtd5h4GlCEPbkiwZGy5hiMJvNJpyNJ6wA+pS58WxCek/q0n5kLwyShNx6vVa73Y7+8gyOJIBxuxSR58U3IDkBoK/INNgCY0pegjlMtXUHyXTM2Mru0QzgS/SHI8bxpjX+bl+eZCS/QLSGHeMgeI5HcIeHh6rVasF46YOzc3eEyCbYKv9vNpvRJ4+QXa4i2iqVSgUA57PYAc6HPgN8vsEHO8P+U+LAOuez5JSYW/JRfpidfx+7c5B2oN61V8JlS2f8Lsm67EkU68SS8WO8HH/4TpZlIeFMp1M1Go2oKmNN0Ha/N2u9Wq1qNptFBeJqtQr5Nf3uY69vBfRZllV1D/L/eZ7n/83bQXtjv/97kv7Bh+5DZwEQOgfzghn5mRApiKeddscBK0DG4f5esw/gelj2tg9xT5c73DP7ZwBoFqvLIUgssCHux5koHt4DgDCr4XAYhpeWZ8IA+S5GB1tmoSNvzGaziHx8zN1xurNiftgT4KWAPgZp0gjgAAj4nkcRlFs6U+I7/nOp+OIInsc4wzpxEEQnvgBpW7V6fyStO2psrFwux47hVP/lnpxMCTAw/sxpuiPSHRhhOZ8j2mI+2+122CqgiW1wD2QZQNnlLy7aRpvS4y2cTJFTIJ8D27+7uys4WY8WeWkHbaBfLuPQTuyeNtFOXrji1TcuV6V/XAJ1yYj16PkbyNHR0ZGyLNN4PFa9XtdyuYxD6VjLREqps6CtzK1LsS53OsPmPgA85Mbzjl4AAD5Jis9XKpXYGOfjQQ2+r7HHXt+m6iaT9B9L+kme5/+B/fxZfq/fS9KflfRPPnQvgM1Bnp9LxWSPlxTCIgA5BxtCvJRRpfq7a6MuwbiODRgSWvM8T4j6oE8mk3hRQafT0Xq91mAw0O3trTqdTiHRDKB5zbsbgZ9+KEn9fr/gPDxx45GDyycYKQ7FpRLYMEwdduU6OX3EGbLQ2MRBNJMuWmkboi6Xy3i5TLm8TTKn5a2SIhGZ59skoWvdi8WiIMt5bTVyiEdIqdznRw7DqLEzr0/HngD3PL8/HwegJ5dEPz0Ex7Z8L4dXhCEvOehSEUP0yOVHPHtkyM+8D1zMP7/DsQJGrCkIVrPZ3KkH027ADuCiAgcHhLyQShFET9gz888Y82c8HkfUkia0UwbOeBEZuczB+mo0Gur3+2q1WprP5/roo48k3Ts1gN6LOgB5l2xZe6yPNGrnwvZ3tRFS4TvJmQfWCnPDnN7d3YXs4zbMOPhx4o+9vg2j/x1Jf17S/5ll2f/x9me/J+nPZVn2W7qXbn4u6S9/6EYMmgM87A2DdSB3Zs2FwRLWstCl4lkbHqoSMfA8fuf6HUazWq10c3MTLMknzKUWDCXP83e8cq/XC8MDWHEYsMXlchmMl+cgJ+w6nE1695RIxpSQHwaPZONau0cv3JPXMvLydQ/FHVBS6cgBlXHBUNGmARQ+7/MFcNIm2u8JYuYFNo7+zGLkezBlgISFRPucjTFeDnKwbdrIEbU3Nzcxf9y72Wzq8PAwxmY+n2s2m+n29jY2XVUqFXW73ULbGBsP3ZvNZmj28/k8igiwYeYPu2L8fU6ZG0DP7TPtY61Wi3Nbbm9vo3xQ2jomKnrIh3DPzWZ7qBeA7iWZ2H2j0SiAoB9CBgC6AwPsiWR83pvNplqtljqdjo6PjyPiYV16lZC/hctzQYyPJ0U958TPrq+vQ8IajUYhpbhchu141Ok5BB9fVyZ8HlwW87XN2kB98PXP2nvs9W2qbv4XSbtSv++tmd91wX5cr6VzLkfwWQcWLtfXnIVL212trvvyLNct/TAt7gn4jsdjzWaz8NLoblmWxcYk6vWZAHTGer2ug4MDVSqVOAoAxkwbmVQWk2/WQN9G9nC2Sb8ZGzcAKgRch4dJUv7lSVtJsbjon0sLaagsFU8iTNvjUgsVNs7+ea4zc5fliC5c1oOxM7ZZlsVLoN2pAQ5eBYMNwOLe2nGBMLhsxZj671wnpo3op7S9VCrFcRLY7v7+fjg5bJs59/FvtVra39/XYrHQ1dVVgUWTUIWlu9NOE/PYF5IdiX2vYPLI6ubmvl6Cih5vOzbFM9br7cmizlgBWcCaNYRN4JTSY54Zf1guxQoeqeFMTk9P1W631e/3C3md6XQazhU7pj881yPDtMKOtrIe6vW6ut2uVqv7o0GQpXiO75Vw6chzVpCt0WhU2AuDM01lrjRC5wIHdlU3PfZ6EjtjpeImAUIUB3VnxnSWf7vWxgInCeg1vAymSyYsCAyPqgUHYoBxuVyq0+kUDHez2Wg0Gun6+jr0SFj4arUKwIR5TCaTkICke0bdbrfVbrcLZVosLJxSvV6PZB399wWFwQOOafhJdMEC9nZJ2zpgQN134ZKUo30ALCCaJtlYnLAcnsNnYNIOWIxns9ksJNjoP2MCq+EQKWyG+7hzIVKAoeJk+Zwn6lwaBMC4tx/5ALBDAEqlkjqdTrSXth0cHEQ9P47Hcyme7HMWTHkwwNlqtWK3OPOCxs/9vGae8WH+x+Nxwab5nIOrR6kOih7F+dqj7cwxESfMHTCr1+tBFjzxfXd3p8lkEqSF6hUkT4DUJTbGFTI0Go0CGBeLReF4ZtqQOhnWMuuc/ngCGcfa7XZjPBqNhtrtdoGEgiGMAQTGHTFSFNEb8+pkxnNhjneeQ2Ct8XPmI92f8L7ryQC9Sw8wvjRJ6OwRb8+iBLQxMNel8zwPDRGAAFS413A4DGbiYSUsEXbkz+HeTPB0Og39FkPBWAj36QvSA4ui2+2q2+1qubw/+pR2sdBgpBiEtK3j9t2OOBFCbfqcZZkmk4k2m4329/ejvBIwQ0dFKnG2jcMBmAARJA2YmANmuhHGa8RZJBizO/hKZXvyJuG+szKXK/y7AIPLfV5pIhUPvGIO3FHgENyB0S8ikHa7rUajEU4X2+WeHlEyp94u2tBsNkOmW61WOjg40Gq1ivPyj46OdHR0FNINNonzRddmfAFZno3s5iWrgNRsNiskC3HcvV5PtVotokCchkuhKXh75MMcsna8MshlKgoBnLWzedA1eZdrJUWC2HeqS8WjjMEIbIk2uNzHenUW7YpAu93Wzc1NHAQHiJM3YM5Zgw7WfJ52+XjQPggC92EOeX6aEE6jBcjaN7meBNAzocgKvjAxcJcHmFg2tviWeFhOpVLRbDYLz89CBgAA70qloslkouFwqE6nE2BLOLZYLDQajWJCMBgWgod6vhg9G0+7AAPK5LyuHWnGDR6gdwbmnjzP8zj5kPsTgp+dnRXeQk/G3kN339QkbaUINyIMmHnxz7oRumNIF4PXrQNSnP6IdACouDwCgwVQcEQudTBHOEw+SwKVMQdkfaEw//SJn3uFF3kAgICxYOxpA5eTFOSqzea+lJSKLicAOFZsAEDEtpzcYP/kPCaTiarVqo6OjoKxuwwJ2fHyTyI5d544Ntim7xyHBPAZJ1a+JmkX5MLHIwUuIl/W8GQyCUDc5ZidjQPyPhcpZnjSmz0j7gSpNuPz2ITnyGazmQaDQUR+1LZjG9PpNNY79/X1Im0jSKIXz7d4PsP7zBjQZsc/MAib2LVP4aHryQC9tNXZveyICeWCndRqtdDEpa2x+Usobm5uNB6Po9SKCylmPp8H6yN8ZOFlWRaTw8FagM1gMAgWRbgM2Ev3UgUJ1Varpbu7O41Go9D3iRRY9MfHx6rX67q8vNTV1VW0hagDbT8twUTeWa/v32PKd05PT6NfHgKzcYMKEowS43FgdR3Xa+9dpmHxAxI4O08iMR7p9515Ydy0xeU65gvQxjFiH+lhZsw90Y0nOt2hOMMEtNwB+PnunkhzZ4TDAYRovz8PYuLACUABzLxK8fDwUJvNRldXV7Gb8vb2VsPhUKXSfU09ZKNcLqvX6xXGV9rKYozRYDCI3ZbYy97envb39yMCy7IskqxUNQE22AR9AnyZc9YKRGXXOsbmiVZYr5JibfB5no0dYUv0zxk/96BggpyDJ397vV4hIvD8EmDpjgLCQDt8Ry65Otan25v/YY6QbgaDgV69ehXjhJLg44VNpDKo99MjEHcOj7meDNAjuUjvnmbnjARw9Gw2iyb9t29RR1ekumA8HsfCoyyLZzhbpIwLJ4ABkBCq1Woaj8dhALTXva1rgL5ZZ29vL2q2Ly8vg6FJKpQ73t3dRXuRNUgQ4fmz7D5J2ev1okYcfRCd0Y2J9sESACJ+Bvjh0AjL3Rg9/AUMJAVjJfJg4bM4sux+4xALhvGmbpvNYWjmsCJ+x5i4fMNzPNfjLNOT83yPe7No/G9PUsPmmHfawNxirw6QTgxwSFR6YVsAEgDy5s2bqPDiO1TeZFmmfr9fcITYJgBNko9nMK60HSff6/Uiz+AMlDEHTIju+D9ARf/8rB/PEUnb2nDmw/sEsDqAOsv3qi1AzqMs2km9ea/XC6AnMsqyLF64wrh7tAKJ8QgZzIFQ8ef29lZ7e3txLhWkymUWjyQ8h8g4ErWAT2mUkZIbyBxRt0ufTiAeez0JoJe252ozYA7uVGMwILB2ZzcMWr1e13A4LOyqQ3cEAGCB/h0cA4YEAHiIR2LNQ/LxeKxXr16FzAKjwnm4Tsh9aDcJz8lkEsBEwgknICkMjDfTO3ABWGw+IenrMpJX0PBcX9CebEsXqmvqzowwNuaGOfMqGxiUVDyojDZQDeI6LxcLwRPQbAdncTr78f4yt0Q0SCG1Wi3IQJ7nhaQ4n0US8YQotsOCY07dUbv2i0QF0LPAAWb+f3p6GrKOJyI9IUxOwF/iXi6XI9fkuZVUNwekePbd3Z2ur68lqbADGMfP/WG5RGWeK+H3RJrMg7R9o5JHUXmeR2RMuaknkV12S5mstC2bhkTB3jm++fj4ONZFv9+PqJWoP03GMlcAvoMvv4MA0EY24OH8WS8uDTroYmOSCtWELv9xuVTJmPl68O9g24D+n8pkrKQwSBKFXLBBfzmCV+Y4YAGYrr1xqBkaGeyXRUhIiZGyocIXbKvVCiBgt2mpVNLFxYWur691cnKiarUa3jptC+wNxwOIU3MNW6SCg4VGCA/L5bMYkCdPndnSfkkRVt/e3kYoTruk7f4FDAtjY2xdi/dF40kiZ2keZrOgAGnYJZEGbZW2b93i2RgyFUNeYookhR04u/SxAIBhjM7UPGrEwY3H45A7GMM8v98T0e/3Y8wODg5C7ths7pPvAORqtQpA4yIKdYeLY+p2u5rNZoV3vtLver0ebwDjPix8SAH6P5GGJwMlRRRCf8/Pz9Xv93VychL6sVeEIC16pQi2AOD4WqRdnphH2nHnJxVzDBAyyildb8e2sPVGo6G9vT0dHR2p3+8ry7Kopd/f31etVosSVgdP7oXNAtJIlNiqExLWJe2cz+dBFLw4YDQaReI6LRP1SKfT6YQDwQ5oBwTKoxeXZomqnGhJimj+sdeTAnrXjAEyOgfDRyLw0kJkEGdrAFqe55F8dYBG1wRQOA0QMMC4syyL+mUWEOWTMGdOn2RyYQ44BSQpFgBsY7VaaTQaaTQaRfgJEMAYkBE2m/tt1ZQ/SltpCdDw8BRDybIsIhH0WY+GpOKbfYhUPGLYbDaRzGVxe1KIBSVt354FIDOWjLe/qcdBlsSjOwpnmIDGbDaLaA0m6JolwOILD/sheiCpB4g4wM3nc7XbbW02Gw0Gg0gsU5nC+KOn0z/GjUXPM2H+9Gk6nYbkgD2QMGWuvW6e+yO1wMx9LWDD2D33rNVqOjo6KtS0Vyr3eyuurq5ijFk3tIsxd33YgYc1BwnAbpgHbIKLMSaCcKmOCJtEp2voXKVSSd1uVy9evNDR0ZFOTk5UKpVCtqHCjb5zHyda9J3f0zf6QPu5qFCirJk+Ut7KnBONAfisCfrhJItxdabuDtxlSO+7kyzuzZg+9npSQE84wkBgvEgzqZf2UiXOUUHXqtVq6vf7YfBk0x04OYoAWcATHEwEJWgshnK5rIODA3W7XQ2Hw2irV1PABNbrdbAuJhUDolSLhDCHXTHZGCcA54lCQnfYkZej0S+ioDzPQ4qgxJSFBIvwzTtevueVDbSlXC7HAvWQXipq364/SsUjff3zgFNdIQLTAAAgAElEQVR69ozr77SHCIFQGCfnbNJZEtEY92E8YKvYlmvRrVYrNuWUy+VYyESDyDWj0SgWNZuSWq1WODoqaCSFvcFaWdQsYpwwR2RICuKAg/EoyIkM9/PolbGF9a/X65BaBoNBoW6ddecAif27FOlaPfbtoIWduLbuMgSSF+vRX7jiyW6XMLDzdrut4+NjffLJJ+r3+9rf349clCeE0xwSbfF2EHEQbQHuu1QB7usMm3HHEb9+/bqQ06MvXER3Xs3DOmI8cDT029vjWAAmpc7gMdeTAPq0U84U0sQhi5fF4hpvo9GIcAqP64zEKzJYkB4ywapYFBjler2ODVEvX75Uq9WKnY/S9liFavX+bUPovFmWhXYOE4QV+nG+vV4vmLbXeKes28vy6JvrfyxKZxEwwoODgwA7rzF2w2EcXDrxTWh8BlD2dqTJTHRcd54Ouh6FpItU2m6E494OAJ738ASky3l+H+4NmBKWI3l536vVqvb39+MEyMFgoNFopPF4XEh0etmsj787oFJpW+Lp/fVkLW11KSbLsmCJLi2Qy/FzcHBSSJGAI//2yK7Vaun4+Fjz+TwO+ep0OkE4iLicUEjbXBbj7bKD74Z1MOS7XvLpYOVyGjYC+LqD6Xa7ev78uc7OzvTs2TOdnZ2FY6dtkuK0SOY1teVdCWF3SvQrlVylrfTJmIAtrtlzf6Izj9QAeMadvS20D/Lqkpu3O9XssVfX+j90PRmgh0l6yR4TQ8gICKYas2tiMHBKtnq9XgwIwMbEAdAA13w+V7fbLWhqlFOu12sdHh7GIWVEDex0RStEIiL7jzOixA0AA0gwfl/4MEfYR6VSiU1OniTGUUhbYPQklqRgT81msxA+snhhPxiwJ5a8cskT3/xNuLxLnwTMGHf/jJdU8hlYj1QsF3Tj5v4ACQ7bw3HGwitOOFBuPB7H0Q8AthMM2u4H5VH+StUE8oYTEjR/X4SeMCNiwjaJiqRtgp3ENHYwHA5DrlmtVnFuTavVinJMvl8q3ZdeUtvNnA+Hw1gzvrnu9PQ0IhKpeKKlbwCib8yha+b+GY+isHGPvrE5r3IhQes7lb0ggwhpf39fL1680A9+8AMdHh6q2+0WnIgnvZHN3K6wCfrin2GtedQCG/c55F5eLIKjOTw8jAiR+3pi2aMHHKqPHZ/z3c1pcteJUZqkfuz1JIBeUsgjAJsnIrjco9Jx19UIzev1um5uboLZe3gHQMLY/YxvD6eRhS4uLjQcDtXr9eLkSM8N8N7RcrkcZZYuCxF6I09wHjsyimfo+ZxviXeZAlbqhkqfcAxEFqvVKoDFkz0uI7EYYR8sHBwgMgksjzCUxYXho1/yfCKY+XweLwR3pi9ta94xVvY1pJUxSFScJQTbcyBxdu65DJLnsCn6g/ziR0BIiiqXLLuvX282m1GPTj02gED0hmzCd3yMsUUWJXIQ87hYLHR5eRnHHNRqNR0eHsbcEyUAnt5fl/0gEb1er1Dhg2xDvsTLWZ89exbgIinac319HccVM0/YBmMEkJF7cPtyFur5LQdWHHme53F0gdsD8t7HH3+so6MjnZ6e6uTkJPIHLufRPpcT6Rd9oh+er5K2hMAjDRyiOyfm3HNKOOBqtRoVdoC9gztjQZQObrBO0vGSimw9ZfUpEXvs9WSA3nVC/s+i8SSHA7ukgoTBQvat27ClWq0WSRXAggQdmxjQUokGhsOhzs/PtVqtCic5StsJRCe8u7vTxcWF1ut1lFUSGdB+3jYDcOPYUtbAblF/jqSojmDyXTIA3HFoVPW4gaaOjn/Dphh7gDx9AxcgTVthcbBrnOp6vQ5wpU/utPk8To28iUcBLBiXKRgHFjVOAADDfqg997p2nIjrrC6xpFEVCWJ3mjwPh+WRBeArKQCQPtJ3IiqqrqrVqs7Pz5Vl9zXy/gzXmJHISFoyf8wbf7Orm7GnGKDZbAYYSttKJMZeui+3pPpls9nEO19LpVIwVuwNR+xjyOXrl3FxEgHbdsku1bWJfk5PT/Wrv/qrcdywkzCPEN1xerToiWbwg99zL8/jMDYOtESQTmLcfkmU7+3txbsE2ODG9+kPeUCPSmkHEmVqi94m/p2O9WOuJwH0GDWVKB6e8DsmzLVjwmyvxPESSLLje3t7cRokmqLX8aKNwuAXi4X29vYCnF2+oC1+/KyzgfV6rV6vp9PT0zgFEKMEYHAy3MMTnQ4QbixEOtIWKDEILmceMCPGyXMeABn38gXroS7sy/MbPIOFzljyfL+HVKyN9xDbIwkYL8/yMkjaghPzPnm47fPg0Rmgwrkl3N9ZlTMq5hxGi82x4cwTdM78aJuH5ow1JAPGT5TGizEkRaTnkpsDYJ7nhdwRz2GMXD7iWej2yImp7ImtOFFgDtzpSyqsGcaFhCxA6BU1tNmdk//B9tCwaQdOkFLJdrutXq8XuRaPagBzSjT9/Hjaw2fTZC+A6muHuXXg5Xduy34Pd9ycI095qstWnU4nzhJyhSHV2hnDXbq8S6dgyGOv7+JVgj+XNJa0lrTK8/yfybLsQNLfl/Sp7s+k/9fyHe+N5Uq1sZSFwoak7aviJpNJLGzp3tDRKDFkwnOewcKTFBUH6O5Zdv8WGt9YRUKx2WxGlp8qDEA+y7bH49ZqNR0cHBRkgRSMYTeeK3CWwGfci/N7L6fCIBk3xonPS9swD4DF0F1qoY+enCLh60zGAZx+81xYPG1mwXJ/Fhzs0CsjuIf3yUsfnb3xOa9D9gWfSjps0HFATnMhbhNoxD6WgB+snPmGkMD8mXNOOeVvLzsk2uBPr9fTwcFBnLtEKZ+XZdKH9Xod75cFVEgs0+fb29sgNmxQSqMy18CZX4CSyAX5i53nyDSQLOwae3Km7E6PPjNuTmQYW5ciGIPT01O9ePEiauJdymNuid43m02cD+WRP/bvjsVzEruAnnZgI67dp4SFZyCRERFxoCDlotgL+xzYTc+6h2C6dJVGA5Abn79d6sb7ru+K0f/zeZ5f2v//uqT/Kc/zv5ll2V9/+/+/9r4beEglFU+zZOBdS5NU0Cg5bzvLsih94j6+0NGymWRP/PkRDPX6/XnUyBGNRkOz2UxffvmlRqNRHJYEY5HuAajb7RZKNXk2/cFQqY7gec6qHOT5vaTCJhyv83f5ACeHA2DMMHiA2RNmjCnPdTB0B+NAyOXz4bIWz0WOod9IVb7IaAfsE+2T33mOwsNsHBisCoDlXZ0ApPfVWRTOz8PmUul+B7QzL5fW0PolhUMDALE/Z3KMqUsP8/lcV1dXOj4+1vHxceE4CAc/ABYwnk6narVa0SfkP0gFNkSugYSrV2rxXQgMUiVS193dnfr9foCWVzhhAx4VurPG5j0a9QiCMaAiLWW03LPT6ejo6Cj6iuzmLJ2oGpKFg3Sgx35czmEtskYcyPm/R3cuo/h9sTn6gDTWarVig6ZHQ2xa80PlPDL05KrLiamC4fb1FJKx/4qkf+7tv/9TSf+z3gP0rh07e2QRU+nAwLEQkGkqlUq8po4F73o6l2un/m5Ong2IwiwAfgD9888/1+vXr3V8fKx+vy9JEY4fHR3FbkkP8bmfA6eDpctWTK7LNL7o0xDPdUL6CgP2DTQsPJJEGLdUfFlIGhq6M8EZubOStpvAWMy01yMaXwwAEj93kKTtvigZF8COxeHRhQOoX17W6D9zbZT7YlsertNGAGCz2cR7cymJRVPHCePk/HucIkpba7WaBoOBvvzyy9j0MxgMIvrANkmMwgLZHY5EwcsssAdnewcHB1Fp5OPADmXfwFSp3O/OHQwGMT+SdH19HW9z8iNJXHcnEez5IRwr8+MM2qUv7Db9PLkKHK3Pl0s1JN1J5DuoO6vHoTO3kgq2yTpJN315LiKNBGkbUScOajqdBpBT+tvtdqM6Ki2vpX1ONBwX06tcLhd2bT/2+i6APpf0P2ZZlkv6j/I8/7Gk0/zte2PzPH+VZdlJ+qUsy34k6UeS9Pz5c9Xr9WAUGAXMCUbNQpK2W5SdPRJO+sYbAORtW4IppizFd7kyoYTU6/X9sQg3Nzfqdrs6PT2NkKvf78fRBSRzMTQHYJ7vBi8VX20obTequGHRBiISZ/2ANE4R7y+pwDI9UuKzDsAYNEbtTNzbwUKCYaERk9hLyxxpB/OY5iTQ63mOa8FeFYMG6wyTBcq+BBwkdeQu/SBXATwOSDgOAJ/nI8fwLN9dTPsBA0JrAMBfvO7jXq/Xtb+/r36/H32nMijLspArJAVDpXoKsGeOkWlSjRzpp9VqFd56NhwOo/20nYsyUr7bbDbjJFUkKuYQOYJ+keTFJph7lwrfrvmYe947i50ReVDF5ol53zxGPzlV1ufeZRongykJYJx841qKI6w5ZLpUVmGcXP5zu/aoh+PPfYc0n3eQp23pxdryNcJafOz1XQD97+R5/vVbMP+HWZb934/50luH8GNJ+s3f/M2cDsCu6bhLOvwuPeCJBY+RMWkwMLaSM8h8hj8OVrDV6XQaSbzZbKbz83N1Oh2dnJzE2STS/dG//io5BzkHUQda6d03atEWGB/A4DW53mbuIW0P5PINTrQF0MJxwOzRBx300ZudZTHOaajtuvyu9tCXFGjps+cOaDMbUeg7Bu4VJNyfBeaOkkUOOLE7FbkF9ko/aAttBXR5hkcjLCp0cggBzsE1fc+b+G5kdPtS6b7uHa19OBxGUUC73Y4x4dnkjZBesPvZbBZygZce0t5Go6Fer1fYDPTmzZvIJSEHof8fHBzo4uJC0v1+lMPDw8Kpi0RUVAzBuhl3bzPRsNsOF+vKAZ0o+uTkRKenpwXZFIKALaTls9i+J9mZC2zLE5eONaxbcIBx9ojTcwhcnpiWtjX9kgpEjQ1fSL3uMNz20p+7rOpOgbXkUfljrm8N9Hmef/327/Msy35f0j8r6U2WZc/esvlnks7fd480qShtD/UiRKS6Bj0RcCM8dq/vyT9fzHm+PXOcrciS3gFaFhYlb6PRSJLU7/dDsvEkExOCnspzfUNHCi7O/N2pAa6uQ3tiC4Pme54w9a3kgBpgDnByXzcqLj8QyvVDB3iPhGBq7owBZwckl4OcsWConlDlT1o267sQAXb+TWLd7wubxo74Oc9nUbvkhZMBnH2RS9tt/MwtY0jFDAUBzB8EhCTrZrPdTOOllOyeZS68agOgA9Rcn6/VahHprNfrqCzC9j2ZyvHE7M7kWAxJIb8AfhzSd3JyEj9j/FgLSBEeFdI+B3C3L+YNO2GcXbJot9s6PT3VwcGBpOK7lOnHcDgs7I1wMuC25Il/1j3PgdQgq7FGvPoolUpx/unlz8QBsvZwtrwulE1wzKOXS7PeXM5x2QjyhSPxsf3Q9a2APsuylqRSnufjt//+FyX9e5L+O0n/hqS/+fbv//ZD9yIUlYpJPS83dG3bw2dCcpigX/yeBcBiZ1IAqdVqFQnc0WgUlRRcnLFRKpUKZ5ZQR8s7X539YFiefEyZH0YPMLi2mCYfcWQ4M/6Pw3MgTpkNgFAulwtH6wIKhOOEpFx5nheMnnv7/wFUgJOTPt1B5Hke7JG5JEJj3JgH2ChOhp2e6OmUlgG4s9msUPPuG2Jgil42iEMEhBkL3ytRKm3PT2LxuvYOk8YBwWxdxnFmLm0Pw+t0OhGV7u/vq1wux9EdtIMdoNgEry/06IFFT2ISsuPOcrPZRC5hPB7r5ORE8/lc5+fnOjo6Uq12/z4FNgVWq1VdXFzEO28pLODe2BqAi6zkVV2Mg69XaVtx5gDY7XZDIuKzrClAj/lC2kWjp9/8DGcJsPubq1gnrEXX0Pk3a5R1ka5L7BtAdinH8QZ7AaeIlsAs7kUezCVP7s14wODd4f4y17dl9KeSfv/tBFUk/Rd5nv/3WZb9b5L+qyzL/i1Jn0v6V993E2etaRacf3t4h3HxNyDFrj+XElhYbDHHaDnqFO/IYM7n8zj2lDKpTqcTi4VNJaVSKWp80d68AgeQci3egZW6Z69KgD0y4STn6Lvr776A3JnAkDAoDCVlKF5B48yZhYgT4v5eJrnrufwcY/SQXio6OMDTdXbm3SUTxsNP9MR5cmyFdH+cL+DPgqdd9Xo9gMIjJ2lbNQO4u4PzNhOteXLabQbgYp5gnFmWaTqdBiDihKvVaiQQO51OABvODbuQtm88ItpifJkj5Ic8vz+87uDgQOv1Og7c29/fjzEkIh4Oh7q9vdX5+Xnc1w8p6/f7BdKB7aL7DwaDKGVmx7BXIzlJwU4gXPQJ8Ov3+0HwXMb0ZCX35nA5SAWEyituWFeTyUSXl5cFIuSgyf4Y2pllWZwgy/rx3AT24DkoT646juFQsEtpe6ywRy++/nyvjqTCRkp3Jim+Pfb6VkCf5/kfS/qndvz8StKfeex9GDAfdP4AjIRVGFytVgsW7UfX5nkeGmLKKGBwDr6wrFKppPF4rNlsFmeKMAn+ejKA0N8w5Vl9QAyW4EkgDMUBjj5iPBirtA0XAdnBYFB4rSGG5YsS0PUEGGPMQUwsEmebsCOSdF51hNH5M1wfdIeJw/LkEs+gXp+IyBk6ero7Rw9TXZJjrFnAgLUn/zwnghNjvFjsvvC8yoh5ILrxXZzlcjlA2UmC78L1ow6yLAu5g3lfre53sVI5AkmoVCpRKcPbkSjVQ07EJhuNRkHeQZYcjUYxztTVQ1qoSKNSbLFY6ObmRqVSKaJZnCJAjsNiDNLjMNhT4pvbADqXF2mHdO9oKWDw83woivAEKHPt0iWRJzkKZC30++FwqOFwGO+VgHAwdu5YeC1opXJ/rn+/349o3qM7VwI8x4QdQzY9Id5oNHRychLREZIW4+T3or+Son+uBHiujL58E4b/JHbGSgq90fXfarUa+qMbDwAgKUJwjGW9Xoe2juwgbcvmPKHrHnUymWgwGITBAjjOwpAlyuVybKCCRXq1Cg7JXwaN/uss2ycx9dIAP2Doer9LHA6q0tZp+mfotxstbIj2SQrpgJIwTy5LKjDeNBnkC4H/p6EtDpIIAmfnGrrnPHiOS1jkUEhs8gzGFK2ZC/B3hwO7xBYAEBwhZMD76Hke2ooDdNmK8XPwbjabevPmjZbLZeHMHF4B6Pmcer0eO0UBSrT3xWIRcgwMnNp0AB/Q86omxoDnUSXDJp/pdKputxvOYzKZ6Gc/+1lsJgScsC1vD0eIeP+pguE9DXwXwgKpg2R5hQ0OhLHzXAprC4BlzG5vb/X69WtdX1+HlENOxMGRy9empBgrSjV5c5VLyRAYMIYEt0vC2BLroNVq6fnz5zG2jiesWxyR6/S+W5gEPHaXRtCPvZ4E0AOqsDoYq7Stw4VR0flqtVrYCYiGyXdY/ByqxCYafkeYCdj7gUOE+UwAobn/jcER0jPwsE8iEQ/tPCR1j4xXdxB+CESJGLgPbXRm4LKIG4i0Ze4sHgzXNUAA1MHRjVRSoS2ufbs265LTZrOJ0xlxwnzW5TovFYQlMQZuKxi8yx1EX7BWwAiwwGE7MPsi80XnOQTGlwQewAygO8nwaIcxpJ3ICoAz/cGGqJPv9XoajUa6urpSlmXx8ngYNvf2A/PQr5mncnn73oDValXQ4AEqIpPJZKKbmxudnZ2p3W5HuacnKz3S6vf7Ed1Op1ONRqOoIedUR4CR02NdPkRmms1mISNVq/fHQ5+enurw8DDyPlyQHK9D5+eDwUBXV1e6ubmJ3I3bLuPMeqRtzJcXgrBxDOdI9Y8TS8+vefTM2vGdzd1uN45w8HVP/yBGtMOr7HhxerfbLdgnm66+yfUkgF7asgXXwDAOB852u104P8Y1bgCYc2pcd2WQ0fGRaGAYnDJIRMDGFO7LvTycgmV4Nh6jIZfgJY8Ao5cZcrEAPJEobUGe3ACXtwcH4kxI2laSOHC5Fk/ugXZ4pQIXDtgdCO3iOz6+/jsuxtWrSTy68YQ745CWyvnvpe2brCACPl48CzB2mwJsWVDo/yxOQN1fvI7z9l3JJNz4vLStrWb8mZ/NZhPM2OfdoyXeagXoVatVDQaDAimhH27bnigk+Xh0dFSw8WazGSercpqoS560GZLVbDb14sULlcv3FTir1UrPnz8PwuLrC2dye3sbSVzXsr2kEHBzoGaMnFB4tOWFAn62P0RjMBjoiy++iGjcyY1fEAyPtjw6cBkF584bxlqtVuw98GQ/dumRAw6X1x4eHBxE9O99xfFgs+CK58FcCuL/5BAZp8deTwroCeXxyr5TjcH3F44gAWTZ9mXT0lb+gL34uROexAN0GXyeT3gMyDugppPEvVjcqWYPm0VuYnFQWQIrgA0jIbiswM/d02MYrsX7ywxSZgpzpj+EvW7szjLZQbu3t1fYgOa5j4c0ewxX2p6bzbMZM3eMrk+6vOKsOwVyl9Nc18WW/K1LjA2VG17KmCaZPfnlIblHaJJiS7qfNuk2xhh4hMf8eAKaKMzHE1BiRyrz4E6VzVOUnnL8xng8DgfmwMgRHj5GzDPjTNTbbrf17NmzeM0lyU4vmAD0aNNkMtFwOCwkOieTSbQNO+O7JKAPDw+1v78fL/LhbB9yZNhOSubIOTAXXo2UXvSft3fhTEkEE8G407y9vQ0n59EENuTOyTGMtVqpbE+v9fY7s08jdezB5Vj280BckMZ2SVLvu54M0LNQpO2LmlkMaOp8DqbsYT+6KyElcgQAyWIh4cVpcoTM0rvboh3IpOImJ59Q99SwQ6/hZeFKCifmCTRYgCeeGQ9AFkPj32lSCUnLQdVZM7/new6MLsd4xQvn+TOefl+X0zzpDXByP4zYw3+cDHPmLN/LY10C4l4sStpDO/gdIM84krADyD15BpAgn3glC+OV53lB0/YyTRwWIOxyF9oq7A8n78ctcKoqshMS1Gq1inNRLi8vdXd3F8lZ3ndARcdoNIq3UcGWcYStVkuvXr0KHR3NHgnz8PBQ5XJZg8EgxhfHQ66CqPfq6ipOaXRJC0dGXTylj9L2oEESkURMJLSRak5PT+OI7+l0qvF4HC9k8SS/Rwb+Pt29vb04odPXra8TdrDf3NwU9jI8f/5cs9lMl5eXIdtw+Ym3jK+X5kp6JzrnhSpnZ2d68eJFvMPCwZ6LdeIyFPYBxqR5Ic/reWTxoetJAL2DkaRIcjq4eNKN0koPXwmbvQSRCUETprIAlkEVAgO8XC6jkiedGE8U8sfZMgDPJHGlOryH7b7hg/vRH7w3IEZ/HCA9YczC82iD+zK2HgE4Q3Im4uAsKTRc+o/U4SG4G5wnY+mzSy6wYBK/nlxyh0N7AfM0JPdojVplQNPHGCLgYOrzutlsAqhdZ3ciwbwwF04IfOEi/0lbYPe5ZQ55rp9ACaAMBgMNBgOdnJyo0+lof39fV1dXWq/XOjs7C4kOVtrr9SI5jUaOxIcGf3NzoyzLQi/2KJmjDohQPFdycHCgWq0W4DsajaK2/vLyMhKzjC1EAocLSWB3OuOV5/eb0nq9no6OjvTs2TN9/fXXodcDqu6ImX/mjn0TRAY3NzcFgOdvnse7KLARPgPTL5VKuri4iNc1Mj6e+3AN3dc580xiG4n58PAw8ISLPjmp8Qgy3R9C+73vLm899noSQC9t2ZuHLa6jESJ7co3P+hZv/u9JKYyXRetvz+F+XtUCIPhZ99KW0acA5Z6ez/G3J/g81EqlDq+b5WcpIEmKRCMyFSDkCWHayXe9aoLn+jkfOBRnpBj7dDqVpEh2l0rbKhBpe4icRwO015mz6/csVGe3fMbHijYQKjurY17X6+1hdOxMZoekOyvPW9AuIkWXh9BiXSJy54hc5NIL90jlPiSK8Xgcc007cJ7o3SRpYdk4MSqgptOprq6u4oUgnKXD+uDfjCfRGMCMQyHBSBK1UqlEso/XLBLhsN5g6IAwr9PcbDahycPc3fERoUwmE3W73VhLzB8J2I8//lhffPFFnPjoESPOlreCOfC1Wi2dnZ3F2HiJM38gDb6jHpt68+aNOp2Ozs7OdHh4GM7eX9CCVOL5IOYRaVVSVP9Mp1M1m029fPky+sxac5LhZIbI2Ncnc4j9ejRD3/7UafQenjMgGC2g5YZMkonqEQdoBpx3bJJU8fDK2Z2HdyRqeD4MDW3a5QnAAGaKgTKRAAmTAkvi3153TKIP3dONgnb7xPIZwAZDwOjcIKVteRjf5fceJjrT8La6Tu0RC8ye7/jC9AXGc1OpjXYSffnYw2qYL1+4rqUT+fGcVqtVyL+4jMc8Yiu0iXYjEzDPOH/AEgbJ6yB9bvkcYwKj5gx38jZEN6VSKXTsPM/VbrcDNKh04XeUVAK6kuL4XvRiolHWBxEv/aKkdbG4f3Uh0WyWZQHcHBrI3g9IFuOJxj8YDIKlAj5IG+6IfU7ddny9wepPTk50dnYWUYJHHPSfpLI752azqaOjI02nU11e3p+SDiN3oIdApuRqNBrpiy++CBlrf38/Xm3IZxnjtBLPI18vdWYOKc9MpScnVOCaR+1+P0lxaFu73S7gC8967PUkgF4qHn7E4qBjrq9iVBgNholRE/KwyLzahMXOppKUqRF+pglHZykOBB660T5A2vV9z6a7dswipT9eleBaNobbaDTU7/fjfjg/T97S3l1hrCd8+JmzHH+fJmMAWBL5cMgbRpoaK4zVHZ5/hv87C/W27kqwMm6Mt++NYM49ugIgvd3+b4+sXB7E2adRG2CWVs0AmJ7vwI6QAz2vQ6QJQ/V8jDNFXk2H9LFcLgOIKRlerVbhIEajUTgXHBZAjn4OQF5cXGiz2ej4+DiO1cY2sbfF4v7dsXmexwt1PLLgfQxo/rSdSBN5CULh88HapvyQfIPvLh+NRjo6Ooo2sf48F8Y91uu1Dg8P9b3vfU/lcllff/11rC1syqMAqfh6zuvr63gNIJsgSVrzPdar2y2/dxxiH9DHH3+s09PT2NTpMh994d+0ydckUQXRKvdlvfmfx15PBuhd08RA0tJFrxMm2ephrgOghzUMKN6RemWqCdzTslSIIfIAACAASURBVLhLpVKhosYHNtWMUzbs4AZzlrYyC4sprQBxY/AIx4FmVw0txp+CPZezG78AMQwKcAXQ/NgEciDdblfr9ToOhUudDGOCFOIAz9g5+/eEp3+OqMKTnL5zlucxN0h2gAOgRSSEI0JnZY6RtTzJBtvkM34+OsyYqimPCum/a9PMDWyZdniEAcHwypEsy0JinEwmYUe8j5S2lEol9Xq9SLIyd7TL1wNlecPhUKPRKNh/pVKJ0kw/dmO5XGowGKjX68Uu8HK5HLkAoi8c13A4jDN3cE70aTweK8uyQjQAoWFdsI4pa3QZkTlmHbj00Ww2dXJyEvbw1VdfaTgcFnJl6VpgjJxZ12q1OFIYx4l9EblTVAHxYE5Xq1UcQfHRRx+FbUBc+E4aYXg7WJMweqSyRqMRm9p8vTth+dD1ZIBe2u6ec/aGx2TCpWL1i1TcTozxsnAcaBaLRbygBMCFHRB6c39nnlxMKJczNb94JoDobfKECoaKhOGhn7MAFhiLwtvIheF7pQ9tpJ2AnLMSEnk+fsyF/12pbA8Ag+V4aMxzaaeHyhgy7XUdnj56wtaZChEC4+jOx6Ul36yFzOJMFWCpVqtRXeEhNYwMHZjnehTkZaGMOSBBZOlzjcMhCQh4l8vlwgtBHOxc86U4AACjpHI6narX62mz2QSL5sXgXjK72WwKpyWyC5VkLhuWut1uzC9zjqNDn+bkS8YFooKtQUCoakFOJD9wc3MTEY7LM4wvZ998+eWXurm50Xg83qnr44gZJ37WarWCRdOH0Wj0Tm29gyu2CdHxTZRuf6wLLxhxO5YURzFw1HKv14skrxNEzx05zriEylrGPkqlUsjRzJPj4WOuJwP0Xq3gzBZDAvAYCMCVEIcJxFE4a/OBQ3enTM1fOcjvATcPlWgDCRIM3j2xe1pCdxgebXew9VJF7p1lWWxqkd7dKOTJXX7vP/dSShYSsgUJOQBns9nEDkUMGinDX1vISyIcsAE2Z/MYH+MgbbV5Z/Qw59SJpv1jkTjzdrmIxYck4nODE3dNH8Cr1WoF+QlwdAmHfrg90E7YH313h+ksl9CeNvNe08PDw2DLm80mqoawKQCb1yISTbCJj7ZJ9w6QbfsAAlEv9sZYco471TMHBwe6vLwMG6X4oFQqxQmbgC0Hoq3X66hHx3Zxwr1eL17rR6UbkfnNzY0mk0lh7wqEIMsyHRwc6Pnz5yFDMVY4Qco8PUKTtnmANPr0iraHmD32Nh6PdXFxUchL4byQKm9vbwtMHJuSFHNVqVTiKHNKU51wuf17QQE27IUJ2LzPJeye+fpTCfQOqs4MYYoMMPIFwILGzMAhyfA9TrfzUw2zLIuKBmd1nmSlTe5oCNmd7bFQPVEKULFAYJVIDz5BVDXABGGdLsd49ILs42E/CxoddrVa6fDwMEB+NpvF4mFREgZyiiKhOOzGpSxpm+D1saZOWtq+BYy2MEa01ze/wWIYY4DZQ3TGCyB1aYrLJQoYrzMhtH5pe1gcZ6HgRNy5ocUyFn68BTkSP77BJTJYKX32McD+7u7u9OWXX2o4HCrP88J5LC65+AWLxvliQyTo6CO18S5/8mITJJ1K5X4TD98plUo6PT0NW2Kc+X6v19NHH30U+xZIzjohAYTG47EODw+DQNAf5CvmcjgcxktHmPtGo6HT09Owvevr6/g30a1HwkSWniRl7svlsrrdrs7OzkKz58TLXfIhsgztwmHu7e3FWPF9AFlSgQAQ3ZycnOh73/teMG9AHPtwJcIjcuYdm8QeqG5zoGfz5zepuJGeCNDTOQ+xmNw0KYlk4AeJYfywaP5frVZDj5S2Ghkn86Wlkw5srm8CahiHJxqdoXhY5xozuQFndzguP7aATTJ+bIHLLqvVSldXV6Fhwt5df4dBc+4PRjydTjWdTmO3JAyJz3GUs5/djn5L+xgH5A2XCABSr07yaAqWyz0ZZ8aUvtAPNjpxj1TSg0kCQJ7b8OQwjgbgcDIBGMHocYowdoC/3W4Xjg6AGQMIgI+Xd/qzVquVXr16pcVioa+//lo/+clP1Gw241RDCArvP8DG0g1IziaxHeQRAJWKIGzcI5+jo6M4thubqFQqwdRxkqy5er2u58+fx6YrwAfQYf2406JMkTnDIRJJ45QYz3q9HhIHG8TevHkT5ZBo+p7kTiVGcgE4Vw4Ta7fbyrJMX331VWHjoUeNRKfk68jNIQXN53O9evUq1i65QS7IVa1W0/HxsT755JNg9N5exo21AblxKcmjVuyA9eiFEemaf8z1SwN9lmWfSfr79qPvSfp3JPUl/SVJF29//nt5nv/B++6FdwbsHQQ8a89kukRBqIzxeX2xdO9tOTPE9UpAgEEG0D3kJmzyRKHnEaRtUoZ7Slv2iLxBfTBhtbNkKkcI9ZzB0O/xeBwg/erVq6iISJOstJEQH5DnxdOw0lqtFqc/omsPBgNJipeo8FnCedqNM0VO8ES269gsJFgi7MyjFdoM0HH5TllkqDRMpc9EXC4h8IcI0BkrC57aevoJGydKIaKo1WqFtxBJWxKCE0mTwkQEzD8s8PXr17q6uipUWvmhX0SAANfd3Z3q9XqMIbthkZQgBKPRqJCXYaxwBO582NkKAybh52f9ZNl9SfJ8Po+dnTgzWL1HNazJ+Xyu09PTICRUFlWrVR0cHBReFoK8gxNl/CgFff36deF9Dy5XuUzpRIz5BfxLpZJevnxZkFwXi0Ukol0u4flEuMwL0TAkxiUVJ5nf//739Wu/9ms6OTkp1L171AheOL55xArYs37BQ8+9MYaeK3zM9UsDfZ7n/4+k35KkLMvKkr6S9PuS/k1JfyfP87/1De4V1R4uSTiYeljLJAFUvEoOMKXOGNbG5hw2qeAEXB9Ltdi3/dJ6vY4kC4uJ73l7uKgcwPuiBXsiBpDhHnt7e5Eo83uu12tdXV3p888/13A4DKeBtPLQGAFqbCS5uLjQfD6P8jFOH2QM0CBhsJ4XANT8XaoADGPM56XiCxPSaiWYIm2nDZ78hP27Nsm4pkk1jtllrAEg7IBxd3vxcj1JAeTMB4fH8R5WFrTnBvwtUfzBzry8lORsnuc6OTmJ81xwlNS4UzLLeeg+Xix+HAt2ytjRfsYGoPOyVb9Wq1W8StDn6erqSpPJREdHR1G2OZvNwokwFow11VJ+/MJoNAr55ssvv5Sk2ACGY8EBEk243TcaDX300Ud6/vy5/vAP/zCS5jhd2uqRN0SDCLTVahUiXRznbDZTt9uNjVKDwUCXl5caj8eq1Wp6+fKlDg4O9Pr163DW0+lUX3/9dRQruByLbS+XS52enupXfuVX9Omnn8Ybw4iksHUwxKNNZEX6AQFpt9sxptgv6gL4glT62Ou7km7+jKT/N8/zX6Qa42MvD9tZrH52i1eh4Nn8oCbKqWCHzrL5f1pHDSg6+LtkI90vDBgdTI/J9mQvCw3AJKqgVhhWKxUrWlioHgYDONPpVJ9//rn+6I/+KGQMjNqlLgdm7uvsALmBpJbLNDjKm5ubd7aeY6y0C7bOPT2aclB3CQWN26Msd5JERM7yU4nMpTlnkrBMDvLiM7AeZ/KuP8P82D4PKJIvYew43dOrYshD5HkeSWqiLe6PJMH/ccIvXrxQu93WZDKJiIj5AFyxbY8oU4Lhezn4LL/3unjaSu6HNZBlma6urjSdTqOWvtVqRSUQGjrH/zIu3W43Iq/xeBwSHhuZBoOBJpOJer1evIkK6cXBkTlCHvPjPE5OTvTs2TP98R//sUajkS4vLyNZjW0BsNIWIFm7LnOUy2Xt7+/rxYsXMR7L5VJff/21Pv/885jXXq+n3/7t346ENT+/urqKog1s1fuyWNy/KeuHP/yhfvCDH8TrAskxUaLJyaS+NjwShdj4+mF/BuSU4yzAOid5j7m+K6D/1yX9l/b/382y7C9I+keS/mqe5zcfuoEz3l3JKU/S0knY2WaziWNKW62W9vf3YxEuFotIoPngeP1vWtOLM8BwqDhAx4PZObPwhCmsjn5Q4gX4cQHEGCZjsFgsdH5+rsvLS3399dexs9fZHe3zkNYdGKDEm4zIBXCMweHhYej0/qpFtut72Aj7IOLy45udDcOYWQyANE7Bk+GMGf3w+alWt4eu+bgyTzgdl95Sh8Q4ErL7OTiMM9EAgIrDIyHuJXf+KkDmnXHw9nq7WczkcZATDg8Pw0m6vo9t4KQAGBKcDuq0hfFBevI3pJXL5UL7Xd7CwS6X98dVP3/+XBcXF8Ea2ezDRi3WJmWjRK37+/vxshRAnHVKOTN2j517pRJ7Y3DcjDOR1d7envr9frw1DpsnWiFqpz/YiMujSJG0DdDkDVC083vf+55OTk70+vXreKuXE0Eib9orSZ999pm+//3vq9/vB8gzt+RJkIyxCV+3bif83PdbEFFBsFiHRNiPvb410GdZVpP0L0v6t9/+6O9K+huS8rd//21Jf3HH934k6UeSdHp6GgAqbU+oJEwEAFwTZKF5Rnw8HscihD2i1zm4uHwAW4CxeWWJh8BECEwQ4ICj8QSUtK02IeyEDXuS2cHak0Sj0Ug///nP9ebNG43H4zA2aft6vbSWmHZhMOi4ACyHZd3c3Oj58+cR5vLdavX+PaZUGUgKXZJxc+kAViypUO2CjLHZbGJceQYvqIAls+hddgIU0OUxfHf0OE9+z/MYd8YK+5AU55BIKlTOeBLy/Pxc19fX6vf7krbvFPBTK6l4crbtjNmTz7TDd6vy5iCYLICDfUvF3bU4A1geQIFTYHzTnaCMKzuHPZ81m83U6XR0eHhYOD2TMXzz5k3YEslSjmZgH8D19bUmk0nMJxEu+jG7aBmL8/Nz9Xq9AEn6xdHG5Huomjk8PNQXX3wRBIvSTD7jsh1rl/VB2xkzZ8vM1yeffKK9vT1dX19rOBzq8vIy5pVTLol+WCswdsax3+/ro48+Cl3e5421gz0iW3p+yx2cKyFOstK8I3mbVIL80PVdMPp/SdI/zvP8jSTx99sG/z1J/2DXl/I8/7GkH0vSZ599lju7YsHA2gHHNBm6XC51dXWlzea+Hpzdd1SJYMQwNCYALazVagVrwTD8FEsYhC9uqhxgHixOGCQTzQ7c9GUhbqypXAFz5gXORCme6PXw1eUbrz5xuQsAqlTuj2ceDoeFkjTCbj6L7AQw8l1K8khQkSRkfnyhYYTcn8UPIBEpvbWRQtIdAPWyRpKztNMBlSQz7J1KHNqBVu/7LZBOsiyLCIZ8yGg0UqlUij4iGZCY9eoRxh4QR7ajD563cJmPqIp+YkvO7GBuRFlEqJIiWvKTGHGaVG6xb4L7LZfLAGlkDz7LuEmKKOzm5ibOU/fIIc/zOAjszZs3hTllQxd5AqqISqWShsOhNpv7oxdwYNVqNSIQTtUsl8s6Pj7WD37wg9DRz8/Po9zR1xJyLu1zO3SGDLhDHjxyRKbCCZfLZR0cHIQjJbLD0SE3dbtdPXv2TL1eL77f6/XUbrdD3iUyWi6X2tvbi4jC7QEbcFtik5n/HvuGtBFhPPb6LoD+z8lkmyzLnuV5/urtf/+spH/ymJs4+BBW+2YmD7lhmYRXHGrkZUwsKEI7NLPb29vQZTnMiUTbLmAGyGHHLve4dgcAMxGwXZ4vbY95sLEqePLVaqWbm5soZ/MEpLN+/5kDPm1JI4d2ux15BjZIAcY4zXa7Leke8JrNZlQqOZDQD16ozEmKAKcnUKlu8M1DflKjM31YF6Ds8+35BwAQOYaogtzIzc1NAAo7Pwl9U8afZVkA0Xg8DlaHVEcljpe7AiYwKU/CO8B7RQdscDqdRl9w9vR1tVrFcyQFOycqwgkSUVHfv1qtYrMUGj9jTTtGo1Fhpy52t16vY1s99fhuSy6FeA6LjUFo+6xDImckmWazGadiEuVBmIiokBKn02kkpGu1WjDln/70p/rZz36mq6srnZ6eFiK7NH9BDoZ14FVaOFjG3tkwzoPowp0uNk8pN3Xt5XJZz5490yeffBJlnB5JuJN3mYmx5NgVJ2YuyTHuyEyQDZ7NemQ+H3N9K6DPsqwp6V+Q9Jftx/9+lmW/pXvp5ufJ73ZedJaFBKBzedKRckQGB3DGQx8eHkbmHSlHUmz3XiwWUb/sIST3gs27lOKTwnPcqHyB4HwwFvTZHWMXjkPank/+1Vdf6auvvirUNrPQ+RwA4wlNxsi1fAd7wsXlcqnxeBxg6fkGXsRCQhKGhu5MvylRpI+AmO9YBGxXq1WwUS9/oz98ln4gdXnlBHOYZfcb3UajUdwPFnZ7e6vxeKzz8/OoWEoZPvfiyGWu6XSqN2/eRGUSyVEWq48rrJGkJ+DjMgKLkjYh7TDfaKw4ND9awf/G0aX7RXAE7XY7nLaPk0dz7jw8SQiY397eqt/vB0hL23cnEAXxfcYA/R5HyTNc03a2XS6X47OsJ/YIUJ+/WCwiwuBEy48++kivX7+OpCyVUBBCnBfPctnOy69ZY5AKP6KbnxOtSipsuEO6Y/4oAjk+PtbLly91eHgoaZsLYH5cCibqqdVqQUxdvoXw+JjRB6JF5sKT/EiRj7m+FdDneT6TdJj87M//MvdyMHVQhclI2woNZ7YYYpZl4f0Ir7hgDaPRSPv7+1HaBqvgfre3t6rVasGY3POy6N/2sZB0Y2GjyROKbTabYD0ADeyISXVWN5vN9Pr16zgvhO8h33g46rW8OCSvvgC8pe3iAhyHw2EwTk9muazkG4JImuGAYaZIZPQBkANEMWbG2Q0eSYicieuNgBAOmP+Xy+WIPDyJhe5MMthrkBknHJZr4VTj8JYm8jXUdsOyaaPbKMCCnWEv/HFnQ025Jw09p4N2ywJ3iSjP82CS2AIOk3Yy3sgy7tD4P86ZeUZKY68FUgARGk6BfwP81Wo1NuyVSiXt7+/HGF1fXxfyKCR/JYUjAayYz8FgoOFwGIlXmPPp6ak+++wz/fSnP9WrV69Cl0cSgrwQOXs1nZMez1uxRomsWUusDWyJ/Qc4WMCXud7b29PZ2ZmeP38e4N/v9+MzrCmYPbIQ8wwWULiA7ftpp0SVlH4zh9z3T+XOWDoO6+RnDo6SCh6XxekA0Wq11O12o74Uw2VX6GQy0ccffxxlmVl2X7tLCRXGhDRD4oTJ9gQe4CIp2J1XiWDUDvpenuihu3QPxpwH4szIF7eHnjBs/njpHAaOcTszGAwGkRB0AHU2AQv3/3MGCUx0NBrp7u4uHCf7FEqlUpzhAsPhOelZRX4eDwwIR4WT5fk+jrVaLWqsWbyMuWudnsCEXfmGKRYpdfP9fl+np6f6+OOPdXx8HPkbFpdHebQLrRmWCotHtuIPchcbgtyBk2NqtVqxqGFuMFJ0XvqJPIQtYfOMCcwbsMBpAM5IWpVKJaIeEsM4QsZLkvb396PN1OFj+xwzzBx5JRElgsw90o603ZzH/brdbjiiXq8Xb2i6u7vT+fm5zs7O1Ol0Qp71UkbIgkdUrGnG2yUwr1qSii9y9zyR55AgbmdnZ3He/M3NTYwXsiLYQbIakuQ5FXCMcfZNgnt7e5HMRirDUSKReYHJY64nAfSwQEJNmBydTydqPB7rF7/4hS4uLsKzkVyFNVHZMRqNwhsS7t3d3cWxCEzkfD7XwcGB9vf3Q+90+cMZHCDuIM3PYb0YGb9D0mFDhUcCsDzqdimBc6fim2z8YDIqQjxk9iiH0NArYwAf2uiaPmDAokVCYAEg5wAOjMFyudTl5WVEJhgvG0DYxOYVIrsWpjt317Q3m02AZ5Zt9zRQxsYOT9gUpXCMLWyU6or1eh0SFnryycmJXr58qU8//VTHx8dx9kkalcGgvbLKQ2425YzH4wB4IgRpe24QLE+Sbm5u1O12gyUy9r5jmP+zk5U5wSF6madXp+Cg06Q3zpWkNMcOoHezoYvEIO13G+XdDsynR9sucY1Go1ibd3d3ESmyNofDoY6Pj8PGqPY5OzvTz372M93d3enNmzfqdrvqdruRWPZksLN3r5Djjzsw5ELmzs+kAvRTcicpzrPhNM/BYKBOpxOOFxtnhy0vkeGtXDB5l2NdInadnjZwbAl1+9heelz5+64nA/SwWGcmdNwTQdS8fvHFF7q8vNTx8XHo6nh2NFFAgIHtdDqqVqu6uLjQ1dWVzs7OJCkWBvW1nhDx2l3ahfaMcbnhuD6JhETI5vXlOBj+Ho1GevPmTZxBQqJqtVrF9nWAHqChDI3FxPMAHzccPgM4uCboiyFN5gIgMHycCmOG/MJzKYeT7vMiBwcHMYdea04il7CfdsJ6pG2pHOVk3MO37d/d3cURESRY0XrRc3FwnKHP/UngHx8f6+TkRM+fP9cnn3yi4+PjqN1GTiAyAmA9EvFSTxLenEk0GAyUZVk4EtdqX716FREGFSwsYGweuwNwiEIdsF0+o6YdBy9t30g1Ho+DOPA7d/acGCkpIpleryfpHhAB2FqtpvF4HLtp6TuRWJZlhbds9ft9XVxcRIUNchXnGeV5HkcNwPxLpZK63a4+++wzvXr1Sr/4xS80GAx0fn4eNesu63liVtruJfHcipMw1h6ASuTD3ghwgTnP81yHh4d68eKFDg8PdXh4GJIXRR3X19fRDu8X0Y3nHj1P5USMdUc+odlsBh5wpXP4mOtJAL20rYbwhBMMhomHmXHONNUelI7Bwt2jAz7sxLu4uNDPf/5zSdLLly9VqVQ0GAyi1JIsuycDATKYPyzAa8ElxUJz6YbFyFvoCc19kmezmW5ubiLxhGZJKSTADQtjMbIwq9VqSAI8F4cHI/bzajz5k0o3/nn6hANgcTSbzThql7kD+Enm+i5gKjw82sKJ0Q5fiPzcQ2xJBTZLH2GiOPJy+b4Om2hM2laveEJ6MpnE+T4HBwch2Tx79iyAhHvQLsYCMuJ5INqYZZn6/b5evHgRteY4HCp6JIVT5swhgPz8/DyiCaI3HwNAC6cAuBFReH4L8CBqwY4dwLwqaj6fazweBwjRFwclnHOz2YxjlMfjcWGTGvNXKt0fd3xwcKDFYhF7Qug70sTx8XHIMx75NJtNPX/+XL/+678uSfrFL36hN2/e6OTkJKqF6Dtj4qWKzD2OQNpKW+CDs35PgrLmYNKdTkeffvppyEvYNS9lgUhBRphvT7au1+vYD8BceD7DyS020m63Y76IdIiCvULwQ9eTAHrCGXayAvjOWKRtuaPvzIRN1et19Xo9dbvdQuUHA0gdLAd87e/vh3FL92VWriPCiF0+QhvH8bA4MRwWGTvi0PRg8WiKzijQu1+9ehVs/ubmJjRxnuHyBsBA2yqVShxL7AlMLsA71Ybph/fHPy9tw0rmyaUgfuZgQ46Eo3hZ0F7x4Ju9PKT2hLfnOFx7xzGhgZJfabfbOjg4CD2TvtIHrm63GztgK5VK1EO/fPlS+/v7EdU5W3KdnIoqTyRT/UBF0ng8VqVSCYfY6XTifCFkkFqtprOzs4g2Obyr2WyG8+LF2y51Yduey/BcDVENr9Nzx+IJUq+bB6B6vV5szrm9vY1IkjVFVMXZLzjW8Xism5ubkD94UbifqYTkMBqN4jtEHqXSffXPl19+WZBl6vW69vf39cMf/lC3t7d6/fp1REvIgdwXJ4dzdND36NTlRgCUMQDcXYbxtb2/vx9Ohgo+3/DW7/cLRRG+exvwJvKGlPlRKqwBd+o4FZdU+f832R37ZIDeB4IJoKMOXkzI9fV1/AwQRw5ggwMXg0WtNQbEhg3Kv0hwwIKo7U71T8CGtgCwnE+BgfG9VPfziVyv7w+P+vLLL+OskMlkUniXK/dn85EDPckgHFar1SqAPM/x8C/LsqidTlk+7fYcAt9hHLnIg/DyCxZnpVIJJ+QHvDmjlbaMmCiIhBrJTxymM2dp+7o18izINJ44ZfH+f+29eYxs23Xe9+2qrp67q4fq7ju9+wbyUnyPRMAwjmwgiSJEQSILDpgASiD/E3kAGCcykAAJIAoCIiVBADuTkUCBDQZSKMaGhlixTQQRYMVD9JfkkLZES5FI38d333SH7q6qrqrbYw0nf1T91vlqv773tt4jefsSvYFGd9dwzj57r73Wt7619tqO3Fi40AbVajXcbvYaeG0iFhPjI5Wph1J5lgCoGwVFhs/29rZWVla0uLgYu0IrlUpw5qurq7p9+3agxp2dHS0vL0cA04NtUIvMO8aCcWYc3EDjEbGBSio9CQKizBnB3u3t7eCEyRiCtkAmWAvw6KPRKOSQe4HuCdqyDr2M8tHRkRYXF6POEvLNeGKI4cUfPnyob33rW3r48GEEmil34imsubw6nYM+8UQFZIy59Hgb6/natWthtNlkhjeK8cTwF0UR3jjeCTta8Vi8QiVgh3l0bxtZ8rLQZMQ5gHlWuxSKXioPfMbiOe+NQvScbhSkJDUajXB1UdJkVBDA6/fHxYxOT0+1tbWlRqMR3PXi4uJULQ0PdnnaG8e2OQJGeTOh0B/S9EYNp0f8e6en44MW2u32VG14+uHpWtyDBceiZxt5vV7/gFKj7y7EoPk868Y9BgTWBcr5bZA5rzlK8gAXStWpJ/YwMN/Ms5eJYCx5fpQ2HpmjNHKdMba+4QWFB69P0JiYh5dbXlhYiJ2SnvcOEgdAYMgw8u6lzc7Oxj4NAmn0z6uW5gdQj0YjbWxsxOYbUHen09Hx8bHq9XqMnWe3ECMgC4zxc4rQDRx99bgJDc+YLCcCpyh9SZF+jEwNBoPYe0C2FvSmy1K/34/05cPDw0C1gC2ndFhneI6rq6sRJO90Otrb29P9+/ej/zdv3gxULZWH2UhlNo0H+H3t8tyO3vmNQf3EJz6hN954Y2o/CB6qUzXEHAaDgfb397W5uTnlYbImPJMH4+AUUr5uPVOHeaZ+z0XbpVD0PgmOYlypg9QfP36s9957LxQwPD0lXr2+y/3797W7u6v5+Xm12209evQoalzXarVAuZubm5EmyASjROHUJIWy8kAnvyuVSiwa8CXcmwAAIABJREFUFiB9JEfX0+V45n6/r4cPH2pvb1y+f3NzU7Ozs2o2m5GXDP/pCtgn2cfOPSKp5I5Rpp5p4eOOsuH5ES5cTAJFo1F5/CKKCpfZ+4TRZWF0u101m80Qdg/k+rhAG/A+rjQKjQ0nBF+hKrzMNIuIccDjaDabEf8g1bHRaOj27dtqNBpRnRG3H+8AXtp37rIYQdq+6JkvUjbdeHF9PKF+vzxfFeXnoIGyFd1uN+gKxpSccOgKV0AefGcs3KgCpiRF4BD5QvHhJZM2yOc5nQxELinQ+NLSUigjYm3dbjfGkWB6o9HQaDQKz4U+st6Is6SUYn/DzZs3Y13s7++HTFB6AFn3AK170qxblLmDE3SNj9ns7Kx2dnb06U9/OmISGxsbIRtkcmFUoJT39vbU6/W0tbU15dl71hl7U3zTGUCQvqFPkBdkiOd6IbNucPH8YVA4btVYZLh+8PqgCVfWnU4n0Hqr1dLy8nJQFq1WKzhFv68HYkHYLDgEk0XJBNMn+ECpzORxbtzdSj6DQoamWF1dDVQJN9rpdCL1Mk/lw4Un0OvuqLuonjp248aND1BVnjlDnR4Ur6fsOX+NYKPkoGcc+fti80WEMvTAsPeXcWL+Z2fHFUR9LwL0HhubUPTMR7/fj3r+ZIl0u92oub62thZKAuXqgTvGEiOE4vG4hPef52X/RlGUB714XIIxREl4lo2Dh+FwGMiNkg54FR5/YMxQ1M5N019JQcnk8Rk+i7dBsM85Yd94BZ3lSBhE76mGeE2MBZlxcOsO1EC0eOF4sMSLlpaWdOvWLR0eHkZCxd7enlJKUVSMoDvPhgzl8Sf3Jvmb9eGVXufn5+PAceIODmooaby6uhqlsvv9vh49ejR1yhhzgrImfoXuYS27okcWPMuNfjL2Doqf1S6NouecV3hcuD8QpQcfcW8RsHq9HvQNKKsoCh0cHMQ1OXhgZ2dHS0tLIaxSGRDEXYYyQOgRFnjz1dXVGHgPXErltmWQmQftXOmCvnyB0qrVcR1tUtsWFxcjqIlgouyJL7CNnfdcwaK8oTxQ8p6DjXFkAxFbvYnug1AJ6EkKN5Q5Q+myf4HnlEo6irFm34RXw3R3GuUDZUeGDc/HuPg13EsByb/77rv6+te/HkFGkBNlDkDjyAwIjIXvSsNpOMpskMJLv1CyzCPXg1bCcMC3Mo8oe7KR5ufnY39AtVqN7Bc/MpB+Iq+eMOBxI7I9vP4SwGNmZiYUEnLttWm4BorKY1JQhRz5h/LC8+v1eqHE+QzXJf+eg4IcJMGNQyGB6tfW1qI0QrPZVLvdVq/Xi52z/f74EBBkFODga8W9YZ6ftVcURcj/8vKyPvnJT+q1114Lb+batWuRAkxKL3qKsQKQERdjzCTF/hzW42g0UqPRiHnzZAT0BGAHcMHuWIDYRdulUPRSyfm69Sf1bGlpKepiwMtTjAi+EOEH7VOwX1Jwg+6ag07IEoFb8xK9nlLJQOM+446DzJgMODkPIiJojjS5NgGvTqcTARrnjt1TcaFFgczOjqvmUUrWU7AwLAcHB9rb24ux5PpuDOB5fUMVlBTPxsLztEd3TWluPIqiiI1HXMcrSWLAXUmDFFkkGEWCfaAn59fdQGAcWq2W7t27FxQYCB6EyL4K5oKcfmgqkCAoWFLIAkbD90pguPk+m8ugDAiC4ykgJ8wj84dXubCwoGazqePj4yh3gFGUNDVOpBmDpDHwXiMdefX4DYgRr8npKhQN8+vXkUpqFa8aIEHci3VIIb2NjQ2tra1pMBhEobJaraa1tbVQXqBfzn7AoDFnHFj+9ttvR9bVw4cPgwcn+05SGAn3flmP7CVxEMmGsUqlok996lP65Cc/GdQagXUUb7fbjcJ3GD/AYkppKg0TwDAcDsMr95gYnoWvGQeEvM+18PpeOI5eKuvGg+55IBTPwcHBVB7uzs7OVPQa4T45OYlULY5GW1hY0M7OjubmylOVULjUTiFNr91uT00QArC6uhoLGEVPHxEk0CUowV17JjGfSALM8KCkrBH8wovx4B18H5s11tbWIthH5ojTJSy2oii0vr4euws9lYvFThAaQ+jBO2m6Gh/KjX6BLCVNGaXV1dWo94Fr7JlIlOH1ksYYWMbVjzL0ALVn8TjXSzreW2+9pePj41B4GPy1tTVtbm5GzjzXxuj4Hgm8NuSGdFFy7VEo3Nd5fAwklBNeoqNNFBT34Pvsj0ABs0ZQEtAHlCHwPR7QO37MpmeMMYeVSllO2LNEvEQ2ihYaCnkgjx4vjTjG6uqqVlZWdHh4GCV1yQdnPFlb5MPjBTKPGE+nMWZnZ7W+vh4b25hjTsICEQNokB0aXlquWEmRbbfbkayBEer1elpZWYmaPugN6ttwXRIFHj9+rOXl5QCQgEAMQqfTmfJ+aB4vwBth3jHiUpkQ4vToRdqlUPQo97m5uamsAlAVykFSoHwULwiHRfb48eOprAYPFlEwSSrPNmWjVUrjQ5bZ0swiQZB98TkagBt23h4h8uwRqdzRhsJwTpzXms3mlADgaYBiUSyj0SgOQyD3GCWPAQQRY/xqtZpu374dJWZRkihVcq/zAC2ojWdwpOvKigWPQUQ5wWkyJhgUD7g5V4qxIHuKdMRqtTp17i/35LseUGy323r77bcjEwUvBx4XRL+xsREBTubQ5QPEheeQGwE3lG4kPVaCnBKARRbxEBlTqYxpSIoSBKBcruO7S0nBQya5L9fhf97zGIRTGL4zkx9PMJAUSJlaRqQfkxo5Gk2fYIVBZD8AFBJr++joKHa2k83jGWEoebyPSqUSAfSPf/zjUasfhU+BtsFgMLXr3SuNYgwBFMfHx2o2m9rd3dXp6anW19f18ssva3NzMzYwETODxjw9PZ060DylcYbc/v5+nKh1dnYWgJBYFvdfXV2dyl5jrPK4Cl4M64G9DZT2+KO0S6Ho4fNQPih6rLFv/2WiUNIIOnm17BZls0i9Xo+cXwKWCBzKiMliA0S1Wo0sEcq4OqVCoBaPwHl8qUS98J95oMcRPulzKAwERpo+YBoqBUOTUlK9Xg+EjhuZK3oyTsg0WV1djQwjlKzng+deA0YHoYZjZn4I1qIQXQARZg+2OofLOKI8HcXxN5lPHuTm+VDEUonm4f/v37+vBw8eaDQaxbNSLIoFCPWC8cRweIaGFwXDO2N8eMbhcBjz6srVEalTaeRcS4p7o4ihKth9ioJwA4IiLorxISCMM88glSVEMMTuvaGkc9rA0zbZzcvYuoeHF8o14bRJoTw6OtL6+npQSuvr61Mna/X7/cheqVQqarfb2tjYiHFkHigKhgJE9ldWVvTaa68Fin748GHULcKDqVQq2trairRZSVPlUNjY1u129f777+vBgwdaXV2N1GuuQXE1vCfWodctgo5Ernkd3XN8fKyDg4NQ2A6IkBkSDTY2NqbSbgGSePWkKxPHu2i7FIoepIvbwkKTyjzYlFJE/LGuvkA9Za/b7cbhxaBaFjzC7ZssQDggIbbHo/iLoogytii24XAYHK9UZmv4wvbnwpqD8njuwWAQG0bgi1GmGAP+h0JggxCn7pA1grLnb2nsAbGXAEPgu4ChKzBIjCtekfdVKrfgo/jwdBhLqm+6F0MjMIgCwfgQVGV+USosXDIzKFMB2uQeTpNIigApys4zHqAf6C9zxf8YyNPT0+iPK0i8Bs8VJyWU8QNoeKojCxVOnJgAsuggAQ+EcUU2+aEf9BcakXtiFBkbnzf3UpgbFCuGn347NYA8uAFAGbGLFzoREMamRHbIurwR6wKlojyRVcbNx4r5gsJ5+eWXtbu7GwaE0ih57Ic9Fg488N4BBCcnJ1HL5vbt26FjJEUMjxgWMgWAYIPjYDCIgDbjvL+/H985OzuL8zKIBbgHRt0jajIhH4yrG2XiPRdtF1L0KaVfkPSnJO0WRfHpyWsbkn5F0isaHzDy7xVF0U7jVfE/SvoRSUeS/kxRFP/4adfngdk5JimQHAWZHj9+rN3d3Uhz4mSd2dlZNRoN1ev1sJitVkt7e3txvYWFhViUKLV2uz1luUGrHGzhZVh9cnFBQVygHV9cNAQDSsS9ERdaJpHF4H1C2ODs2FpO8JWdl3D0PC/9RlFKmqp2CSJGoTkXCvImU4VgG/dHscA5wwmnlCKIhmFi3HgGArqMB8+LovKMBrJOUEQEklGo7uIzVk6bSIpdrwTrAA4odA9QOqXhhtaRLXwuXD0ppW4AvOgdffOUSJ4bDxOgwv1QuPPz88Htu2cBcHBPAIXv1FsuQzxDbgg828WNC/SGGzoAE9eZm5uLJAnfsFatljt5CSxjqLzYnGeFEdhG8TmP7UYdI3B2dqbbt28HvYSXzYa4g4ODWAvQXZKiv51ORw8ePFCz2VSj0dD29nbUGUI+19bWwnMhUI5ewNuAVvXYS61WU7fbjRO+fI8NYwcoGwwGQeGRoEHaLZspXcb43B+lXRTRf0nSz0n6sr32BUl/ryiKv5RS+sLk/5/U+AzZO5OfP67xYeF//GkXBxmykPmfxUqU/u7du5qZmdErr7wiSYFcQXss8IODgwhS4QqDvFAmh4eHunnzZiwQkARuKQvFOXj4fiYB4ZNKxYwF9gwIqgY66uQZEQ4PGnnAjPd9mz4BRNzY/PBmEDIBJozjrVu34oBjzxX3lDmi+2QgeW0aR50oRr5Hf0HLUklLSKVCcaSC0IK0cP3b7XYUBFtcXNTW1lbw+Y5Qffy5B+4/O1JJpfRskM3Nzak4Bd/D+3IOnvHwe7qh4l6MEymQKGL3ynynsBspjChUDXLigW6u7RlP7mH4PAAmaMgy6wNKx2UNWcBoSyVQ8ZiMpMgcItAONQFdg4EgYAinTVDa5Q5+/uDgIOTWFR7pl8gLayWl8UY5yjrXauMdtg8ePIig5+Hh4RS4wdPiuniMMzMz2tnZ0Z07d9RoNGJ+ofrQNegj5AjKudlshvePYaQ/PEdRFHE4CfQPWYKMEZ4fXhlebqfT0draWuhE5MLLSzyrXUjRF0XxmymlV7KXPyfpByd//6Kkf6ixov+cpC8X4xX5WymltTR9juwHO2EC2u/3YxAR6LOzMzWbTb377ruq1Wq6c+eO1tfXI2/eFSwLFoUI1ZOn/KE0QXMUEdvb24s60pIiS8NdNd+F6QE5X5xkllDwCfcRROllHhxFYe1Z2Ag1O3pR+CAnXOD5+fmgcQg4dzod7e7u6vj4WCsrK3r11Ve1tbUV6BH6gzH0H+gub64wnI+USj6eMZNKJeJIbnFxMYyppCnlg3FhP4MHbD2jQio3uPk80AjaQdOwgUlSUAkof88Ogmvlmr6wUbKSghbD+3S+FQ8BBQn1B4frVKAbVahEZJl7eNDXkxQYC6fa2Kzl3qEbKWTU4xr+mVweMXh4CHiyfn/klTOG2fHKGkQxSWWJbygkrr+ysjK1j4bgO8qSvmGEkMH5+fnIQ5+dnY34HKWySTDA08CQszYZu1u3bun111/XzZs3g2YiCOu6BZ6dNEsYAJI+2NTHM1ar4/0PJJC4d+JBcShdkkDwfIlH+YZAZGY0GkWW0kXaR+Hod1DeRVE8SCltT16/Keld+9x7k9emFH1K6fOSPi+Na9WQJnl4eKjt7e2wurjLWMbDw0O1Wi2trq5GXQ2UNZNIkIrIPkr19PRUe3t7MaiO5h4/fqxOp6N2ux3oC+W+srIS9wOlunVloYFOSQMFzdMH35wDJ8emipWVlRBYqaz9QxCROuu1Wm3qOmTacAQe6OXx48dRE6Tf72ttbU1bW1sRBJPKEq6u7HJkW6/XtbS09IGt6mQaeLCT50dAoVxQ+O7WQmUw/mz1B8mTv0zGw0TOpjwLmtM3KAOqUpK6hyLxPQQoWc+OYvFB2biC5H/uhTKmodzJHoEiq9VqU0WuUBJQeZKiVrunKub3Rx7wFhhb5uv09DToIGIuzDHXckrEvUtH9a7sQakkE6DYibcg/3hjjK0H3aXyIHfPM+d95JHMOvpxfHysVqs1lZjh71er1UhVrFQqeuONNzQYDHTv3r3IxkHhM0Z4EcSGyOD5xCc+ESmVnU4n1iuIu9ls6ujoKHb+IjeVSiVAp6TI1BsOhwHA0F0+hngqg8H4aM9Op6NGoxH3ZGy3t7eDKmQjKeA392if1r4Twdjz7v6BzP6iKL4o6YuS9LGPfawgz5bFArpDMJkceDEWNwKMQpXGx555dT52sx0cHOj999/X3NycNjY2Iu93f39f77zzjh4+fKjj4+OoN4OLxoYkT7GTSnSJMfKcXCgEtju7smPh8V3Pl4Y7dq/Gz8JFkfgGEQyBl0Ho9Xq6f/++Wq2WKpVxCVXPWZYUfaQfnrFBkJDnBpGCPlCeUpmr7AHdnCZwhQ9HS0YJRvLs7CxOZQJ5kyHDnOfIlIWILNAfcuThVSmG5grD0alUokaoOQ+Mc3/kDRqGseR/qAhQGMqdKo1kVGEYOSuVJAA/ictjQGxoAmnjEbnX54bX4xhOQ7EmeG4fU9aaVKa2EojEaBCDwMsCLWO08NyQK2I5rGuorXq9Hsb87Kw8ganT6cSzQnOBrJETxof5Q+l7LKjZbE55h5wbzfziDdy5c0ef/exndePGDS0sLMTa3dzcjN3JJGawHwTvhYqkLuNk1qGYGUMMGsFWvCG8NdY11CbXgF5kb0C1Wg3FnwONp7WPougfQcmklK5L2p28/p6kl+xztyTdf9qFiIwjJG7RRqNRZI5AVaBQQU0Exk5OTrS8vKydnZ2pokrk277zzjvqdruhyItJyhTFzw4ODmKRkhYGFeIbc6QycIUSIhDU6/Vi8xWC6RSBLzC+R3wCL4KzNFkYvgMUgcEgYBz8JKSTkxPt7e3pwYMHkcpGfRcEEwXpC9AbQV824iCkZA3BT4P4yErA43GvAKWHoUPREPRCcD2zgLMFPEDqQVen7Hy3KtfZ2toK+SEzwgOAKAbmgxRcjIbP1XBYlmFg7FmQ9AcDLinoE9+pfPPmzfBIUeAEyxkXMltoyBYKmPfoN9k+AAIUAjIMms4DsigXxovx5H5cj4YHgOdFcHN2dnbqqMGzszPt7e1NZaN59hBKD6SNbAIIFhcXtb+/HxkpDn6YI+gPnt8Vd6VSifjd/fv3I6hPzA4wOByOC7bdvn1br7/+uu7cuRPlHKrVapxVe3h4GIedsF+FonjEE1gL6K1utxtU3MLCQmTr4SF6BpZnZW1uboYRRJbxPlwe0HWAjYu2j6LovyLpxyX9pcnvv2Ov/8WU0i9rHITtPI2fl8pdb7jD0DCODKl3jWvrBbVY0Lu7uxHBZoGATPAWoDageygYtru7q16vp5dffjkOgeAMWUc6pOy5JYYXPDs70+7ubqQDSprK5mBBu9IiHxlaBqH11DlQHOiMgBSfR+mAkEkbo1rkSy+9pJs3b4YxgesDuYPMmAtfPH4Wq5eqJVMHBcQCJACKuwyy8UBiHqDF4HhGkvfTeWU3lB6Y8kA3XlKevsYz8xkUulRuGkPZeWopRsoNjFTmreexCJSQp3MSZ4HPxbghm8gBfWExYzSYFz7H/6wXDAsUAZw0RjD3hngGxogxcSNIX1ypHh4eRmDVazkRHHXemueH3qG5QaIelWdzOT1KH/CseH6PQyAreK4vvfSSlpaW4oyHubm52MhUFOMMqJ2dHX3f932f7ty5E2fVYrDQH3ivAJCTkxO12+2ghgFqzPH9+/fV7XZjbuD1PYjMeJIG7kkVyIJnXsH3o0s8bTcHZ09rF02v/CWNA6+NlNJ7kn5GYwX/qymlPy/pHUn/7uTj/5fGqZV3NU6v/LPPuj6WzgMWWD2QDjvNUNQnJydRu6bVaqnZbOrevXsxkShkNheweJ3vhlfE6g8Gg0ArftoQxkUqa6ZLCs7Nd+RyIIpU7nJkoaCwcaOZYAKUTB5IEIHwTANJoQhB9R7II/Pg3XffjRop169f17Vr16Zy0HHBeS5fVAgjsQsUPIiH/oP03GXPUTNIkDl0CorrkKLHd5xOyTnqHKV6IBSjilJx1M84uXcGej8v64nndaVKAM2zjbwvGC6vrOnGBdQ3Pz8fcZs8XgGSc/eecrZQaCgCZILvMLeMEWuKwCPv5wkEPq48v2e+EfdYWFiIpAV2dzotSayKdEAUF8+AwUspxfGPfqCGZ8/xbL5fgYJuIHy8GI8vwGOzVqWy+B1gb3Z2XELlpZdeUr1ej+BxtVqNPQ1w7evr66FPfH8OWW1khiFPxSTRg8PP2dwHOK1Wq0H5eBCduQAQjUaj2AeEsSQ7ByrwO5F186ef8NYPnfPZQtJPXLgHKpGEp5Ax+ORTS2Pu/eMf//hU+h4I9sGDB9rf39f169fHDzZZ2G48GHhQEqgUhQZXTsqiBxQnzxboQlIEEDn4AwoDRYCH4gbD3WT6CUIBwfumHrwWjAQKBoPkm6QI7Ny7d0+7u7uqVCpRt+PatWuq1+txHVC6U2Se2sfidH6W/jM/UrmRx59JUhhkL/Wcxyf4PMqRZyXYzP3csHAtR9bO17NY8sY9WHTQUf5ZxgbDxb3pu++jwLuELqNP7nkwZoyR54lD3/imGDdckqaMJGUOeF7PfmIcQdEoFeTGx0aa3qORU1T+GnLOsyFvIF0C43Dyng7NZh6P7QyHw8hrZ2w80ySlpM3NzaCmHOTh5ZCc4PPmaxLlv7i4qO3tbaWU4tg/B3nb29u6du1aAD6+x94RdAZKeW9vTwcHByEHBLwZT557NBpFLan9/f2pchf9/rgY2srKinq9XmTiMdZeAYC6V6x1uHloosXFxe9a1s23tcG3D4fDqPuAi7u7uxvcGeeCesok9IsP5mg0PiADV49c8bySogs5wUyv8MjidVRPmhgbrzqdTpy3CdpCIcO3e242fyPoIBQUDWidCQa9uXFA2BBeAkEPHz7UvXv3Yvv49va2Njc3I3uGe7E4iGWg9Dwo625kzuWjPHxLOKiDRStpSvnndAkIk4XrW+sx5lzTuXgQpBsPfybGCGXosZp8n4QHyJkfntOBgCMvGv13g0CQVSppMGgAjwusra2p2+1OGQhH/yBictBBc07vSCV/Xq1WI+MMY+FBffe8PKHAY0eO6nndPTOSGABenn2DknQviusim352MIcESYrjCmu1Wnhc0BQYMwyvgy5++994XYA25GE4HMZ+lu3t7TgjGIXN+oZOwfP0YmysR6dyXR+Q+AC1SXCdFF/GiPx9n2s8SuQ0H18AiFO6pPdepF0aRS8pqAdoiLOzMz18+FDvvvtu8HgIL+mRvhNwdXU1uHxKBICo2SoN0nAlUavVIiOFSUZZsWMTqwzVQ8CVXY642ywiuD02bCCECKK79o6qnL5wqgABQ5lgCOgrOwLfeeed8DC2t7e1s7MTMQeUDBtHEEaEEDffMzVwe52zpp8YW+IRoH8PVPl4kK1BsNY500qlop2dnbg2DVTLAkAR8zk/QAVe9Pj4OMYMJUs2z82bN6PfHpR2uokGEs0DlShwDB1o1b0wDy7jTfjGNOdqUYqAE5Q2VAPPxaYcvASUA/2RSgOMrGLcoT2YV6duXKnnAe/c44OmyOMsPieDwSBq0bOj19NFWb+9Xi/GrtPpBE/N+iSIy3rJi3mhnL0OFPQNnic0JyifgO0rr7wSXDyKfHd3N7xwjDE0DinZKGHuS1/39vYiLdNBCXJAnj9eMuPLOPo4n5ycBOsAlUXyA+nRxBAv2i6Vos+LY41Go4icszCZfAp5kXs9HA61trYWwR0vXAXiQeFhLFxx1Ot13bhxIzJyEF7oGJTV0dFRbG0ejcYZQXCyHkVHSTvl4sqaZ4SmIbruizbnhZ3rJ+US4W42m3rzzTf18OHD8BSuXbum69evT6WGSgpDhfCgjMn/J1OCTS8gUZCtUw6S4kBrlKIrc4wD6Bg0jUeFEqVMcbVajRooBBYdifpi8C36eABQTlK5F4FCW1J55qmjbBYZtARG2Q0bCoGxApS4J+Lo0HenQsuhGLgutAV9Jd0Q7jYHDWRh8D6GiWtgtBxAQBkx/gQ8kT/6g7KnMSZOVSG/GJvcSHr8Annms1JJU+LB4QFUq+NTlwg+ItceY0AGnceGJiXLxWMVrBfv19raWhwoQh4/8+U0lHt6ntZN1g7rAzkbDMa7VEejUWQR8fxQXL620TuMr6SgZmAfqtVxpVZPNsHjGY1GkZV20XYpFD0KgFRDtvzCQ2OtoUA8OAl6ANE7UpLGC58j5EDAnHQjjTc4tFqtmExoCgyOox8mzRGx0zoIo2/I8b7wvgsW5QwIRvJs/pwEsRB+5+WlcdnYu3fv6u7du+r3+0Fx3bx5M4KwHmAktgACR+k6H40SZTExTyzMmZmZKEnrOb95tguKB6OFQSQzAw8KBMPBIHhICDmFo1hc3W5Xjx49UqvVins6suTZQGSdTkcLCwtxfRQ3CNv/Z2Ey9vn7KHcC6FLpjcKp8vzcC88Fg0PA3fPhQdAceYmCwyCxRvJsF2SLzBGUP/SN88B5wM/jCh4D4X/e57Nci/UATQWowQP22jtep4f15fQOY806R9GnlEIGzqMNAXR5HI3++L4XAr3UxcIYI0+UIMBIMcYEPwF7rAvWPpupUkpx9gVrGyVNaeOZmZk4kAQZQNZcZyA7BHo5WW1ra0uVyrjaJ5sjL9ouhaJHgXqxKNzxlZWVCNBwwIaXJ0aQKL1LSWGi9QsLCzo4OFCn09HLL78cyh5hYUMFXLdz4gg2wSfPxWXCPc2JAkh8F8F1OkDSlGBKZb60pPAIUDIoffriOcxSqeS/+c1vqtfrxXFr6+vrun79uhqNxlSsgUAdz8BrLIg88Ml70vTmGuaN64H0XFHyHZQpCp5+e1qdpCnjWKlUoi4JnhKba1COKPBWqyVJU5UV2XxVrVYjWwIlxFjSX5QOix2lyIL1uAD7A8hfB3kzHh5Y9cNGkAOoCubcg7auSJALjAGUB7EhD7JKZV0hDIArMlfOHj/wzCVU120TAAAgAElEQVTmlteRB2Q4z7Tit+d5M/YYPKeWfIxAtJ52SB0Yxh2l680BiXssTn+5l+iInuwXz5DB62IOiDOhAzCUHmvhjGH0C3V1OGzFUzLn5+fjCEfPOOJeBHqlsnQ01yUZhDUDI4FxIb31ou1SKHr4LndnCMhyViQTBhKSxhTEvXv3JCnSIXHXsYySptALiqJSqUQQV1Igfd+cRJ/YUQnPCzqBcqA/RNFBTJ5l4mjW3W33TEDtjuadsuHZcVcPDw/11ltv6Q//8A+1v7+v+fl5Xb9+Xbdu3dL6+npk2rDgEG4qTLLY6IPzhCwOaBGn1VigTrG5ey8pEKwvXhTYaDRSp9OJcaAfjD2Lz7M8pDJ/nwBySuM8c04ZItiOct3b2wtlzHiBqFFQGCDkjvFw/h26EKTOOIJcPVDLTmjGh3v45hboMmgq59ed1vOgM5ksPAvel3PqyD394bn6/X6k4uZb5/FGmTsUPUreqQ9kA/qHtQvidpqOGAP98cwTNxDIOUqX9cZ8Q6PyPfd+KVjoCp8+uwGSNFUvhucgACyV1BkcP+uBWAeKFW+TNUJfAZ9uJDFepJsyBjMzM3GOhGdZcV0oGuaH/kAzkWHnwfNntUuh6EFvCNfs7Gzwn1hG3E5JoWg4GHhpaSki6LhVWGDQAddBCVSrVb311lv6xje+obm5uanSv0w+3C6cGdQBi5qAr6SpLBvuzQ/CR388Rx6hJIAIqnR+3gO0KEfq2Ny7dy9KBmxuburGjRu6fft2HJgAH4oS85RJUKdTDcPhMAK0oCq+j9BjKPPibqR+gYB4brhlqB6p3Inqi47GWLrBq9VqsaMSnp1A42g00qNHj6KPrqQ5Dens7CyMHpSIK20QtssZYwYf68rKaT2eFYXjXgJjANLjmdkViwcBbemeJOi1VquF8gSsOKLDEwAUONWB4nRPCVTv4+0ZLazJ/H/G1gPTgLR8gxNJCxgI4i8YZ4+3SOVJUChjsq+oWYUHVRTFFI+PQqav0CVSuYMYL94zzlhLjB3XYL05RceamZ2dVavVik1jRVHEzuZ6vR6ggHmZnR2faEfihvP/rB3GnmeE3llYWIhnRsZR9CSUdDqdC+vYS6Hoi6LQwcFBuOaSpoI+bMMnYMfkMLCkRC4sLKjVakV2hy94sm8I4h4dHandbqvZbIYLBUWConb0SEqUoy4sLQtSUigD37TjwuxpjCh7XMHRaBTcG4FPnsPphcFgoPfee0/vvPNO7MIl9a3RaASSZ8MF92ZjF0qFsWexgvTILPBdyiwOpyYcUeQLhLFEsJ3zR1FjSOiDbxpjHhwJO32F0WIModXYgo7nxoY2aVw8D/oEz4gCalyHQCfGiXtKZZVBlD958a7klpaWIkMJj4jANvMwHA5jjKEeGV8+kwfhuD750z5WkmJc+Z85Y2zd6Dj1wRz63z7eXA/F7LEcv55/f3FxMdIpAS29Xi827KHEcz6daxLEJ3GCseEzbJ5EETu95M/nhokstTzpgflgPfMdAAk0MA2dwJp9/PhxlBAmz5/rICPusWBseG6fGwcOlBRhPQE2PYMJ7v4i7VIo+n6/r/v378cJ8aPRKM5BxVVDUcNTsaDhxX2RnpycBB/n6ZEYg4WFhUh1AkUR6HUE1mq1gm/kOD5c4FwwUfQoQxYnQgMi8mwAaaxoyfc/OTmJg8ilMuiEu0buLfnyrjTZAbu1tRU0Fs8DgnRFz8KFHpIURZx8XrxioSNXR0N4YYwNz0a/JQWqBP35ebG+/R/F6s/OmKI0PDCNjPR6Pd29ezfS3JgPnpnrswEPFAVCBHHxOoeKQM/xTD4GGDOMMcrCKTrmUVIEuVGyZ2dn2t/fV71eD4RHv1FWGE0ULIFNp2uQcegvjCoyB+rFq/XMHO5B/xlzxoHx53Ou0J3DxltzigLDiNfrezFcyZGJA3hjvTMeXjCN2lPQl1zfPQw8Lrx7p7WQdzwzn1eUq2drIRteyZLXiCGy6erw8HAq0cM9Z0Cn7/yVFB4gHi8lV/b394O+8Z3UxCWR+4u2S6Hoh8NhZMb4ASKUB2ByyI91RbC+vq7RaBQBVhQJbj1ImSwVR3J4CdeuXYt0K1+cCFK/3w83Cc4RRQMqcOF3K06fcL8cWblnsLi4qPfffz8W1MrKSrinIANOi0IZ8Iyrq6va2NjQrVu3tLOzE1u0vfEsXlmP2IMjcKl0eVk0rtgdyfF5jGi+kxjFAjqr1WrhzvsmEsbYuUoUqRtQp7NAaiD+W7duBYo/OztTq9UK5ee0kKMnilNB+YH8MVi+25MxyX+c2uJ/51DdgKFQPSMFKpCMGYwANCAG0g026BWkyRix85vG+EFJuaL11D4UEffmdeab58LgwEvzeQw+hrFarUa2CGNMLAIPnedmrn1tQ2diCDwm5vQO3ibyzTMzJr6GcyoKcLa8vBx58qwPDFav11Or1YqgOn3DyEiKMyDQCQ7wuBZxjMPDwyiUiH6ACoWeY+5JraTUC7qCOYQJuGi7FIp+NBqp3W5Lkl577bUQJhQJLrAjIhRQvV6fyoAAmZFSiNUFNbGoqa9OyQPS5Vy4QWrO00vlAdUsCl/oLAYWCwqe53QUBZK5ceOG1tbWdO/ePTWbTVWr1YgZoBxANAghu105m5Oj0EhLZewQMn6cK5ZK6gbF6YjL54fPupdC/8mEgsqiYfBAongeLBgMOBuayL5gHIllcG9H0SxylAQbSba3t/XOO+/oa1/7WpQEHg6HU5kXuMQgPueuWcBwyTw7itGDsihnFIkje6lMz3REj3xJZUDY670gPyA9FKd/l/0jzAHz0u/3gw+muXJDGaGoQKVuCPP/ub/z/u4BcF2ndaAooASpKot34AfBAJQw0Hgezt9zP6eIPDvGPXHvE/OcU1K+ce3k5CS8e89IAjkzBhRHG41GAV6Gw2GAqtPT0ygx4jXwPYUZb5K5dI8CWfRxJMV4bW0txsRTVw8ODnTRdikU/XA4jGJBIIHhcDiVYeNZH57ehuWl3ni73Q7UTvXFpaUlra2tBdJ68OCB3nrrrUAVHtQj0AWtMxgMQtFTs4Y6KQgeXDbIDGFwtw3BI2DpFAQppFAnVMjjGVFEUFfz8/Pa2dlRo9EII8bhKOTj0pwDh692lMsze8YPC9L777nP7gpjVM+rC+QLj/7v7Ox8IOhFRgzjSlEqkI4re1dCzh9DVVHa9vT0VG+++WYUvMPoF0URJ36hhL3fAAgPXqIQoJic3vOGcgYIeP44XDIlBDzbiQVdr9enQIzz6Ch0xt//d2/r9PQ0NrBhCBk7FDtI0ceSz/Cb7+XBZjcc59ElrFkvYYE8QoNiCOCb+S5UIQaVZ/fUUIwqffN9Nv4MKE6AnxsmGokZkoLioaRwu91WtVqWlWDtEvTGWLosY8DQT+gOSVN7Q2AF0GlktWEM8Azwtn33v6Q4iNxp1me1S6Ho4fM4fAD0zAR7QA5kywLa39/X7u6u5ubmou5Mo9EItDM3NxfIF5oAPtHpFSLzKBMsMciC02UQTJCdVCIAD1SyUJ3LRrAc2Utj1H/nzh1985vf1HA4DCF3rndlZUXr6+taX18PL2BraytQMt5KnrdPnwgceVYJxsrdWx9rBBvXnb7yzBg+30mMMKIMMTKDwWDq6EYWinsA8Omrq6uxYDyrwsfMr80Y0Y9Go6HXX39dc3Nzevvtt1Wr1WLB4jkwxqArKC0WPgvY3XSnvkDv9AOeHEPLmHmwDeqBcaWWuyNaqaRcyIjCKEB1SOOAJwAEkMJ8snaYU6dpCGCjbKRpWuk8Y+o8vRsf90J43ykuKDAfB/c0PWDqm61A9ciuey3oB+foMYR4SDwPu6c9qcBlCePC/h3if81mU6enp5H+yJyyG96TKGAH0COs95x2ZO6obySNa+YDQunz4eFh7Bfic9TUIvf+wYMH6nQ6U4HdZ7VLoejzqDiKF8GRxkqJwmHtdjui4Xt7e6G4faBZ9KBrLCPCw2R7AAxF50FdLDWlYqWS50VJOJrFaDkl4AJOeWD3CKAsVldX40QdP1VneXlZjUYjjgKcn5/XtWvXwkvxxeUITipdWGISPCeKwTfo5MFlFg6UB4gIt5z7Omfvih4lDQIl1xjlzOHJGOQciTJXXI9nQmkwfxgPnoF02e3t7SjlipvbbDanTuiSShQP5cX1PKDplAJBQ1dwziMz7vTVg38ED7kPz4p7DgJkzNjF6WMPR43RgSZwZUgSg8eF6JfLKuPH3Dli9rjIeXMM7TY7Oy7+dXR0NJVV5oed+853N9AgbkfwgB2ek3hGUYwz4YhdeBYbz4lMsH6ZX8YfuScOQGCe9GzOWM7r6nh/czoMZiBPu0WvIb/IAYxFq9UKY8jnMUxk+c3NzUXyxebmpm7evKmNjY0ooXzR9kxFn1L6BUl/StJuURSfnrz230r6tySdSXpT0p8tiuIgjQ8Q/wNJ35h8/beKovgLz7qHZ72MRiNtbm6GRfPg0Wg0zrZpt9vhTrOBiUFiwNy9kxT8pSNElDG75cjiAMGT10ptHT9QGmSD29jv9yPgyAHB8JLON3pwjGtwfc6HXF9fjzoow+FQ9Xpd29vb2tjYiJIJWH3fou8o2ukiOEPnWVlMzlkzZqBLXFmvqe2I7jzDkrv2kmJxoSToD+mqBJ7xqBw95uPG/EnTO4r9s7VaLTyd7e3tQFceHGMcyGbAfWZuQIwoC0lT+zkAAz6fkqaOvvNgK2NwdHSkzc3NUBjuQUGhFUV5mpSnvTpSdH6e2BLKjnRiFDFz4uODocjnj885Xca9c2/NvSrWiVN1gCb+dwPuRgUPCwVOHwBBeOGAjaIoIsbmZ89C2eEZsN8DegzWgH6TIw/NxpnRRVHmwjOmeFKsGVf8vibwxBgrR93Qf8PhMLL4ADo+V4BW9lqg27rdrjY2NsKoujf8rHYRRP8lST8n6cv22m9I+qmiKAYppb8s6ack/eTkvTeLovjMhXug8YLFqhdFodXV1di67wcWkO7EYgJBsaAImORuWs4vIkyHh4exwD0Nq91uBxJ0RU//mNRc2XsZYJAOQugun1QiNhTu5uamPvaxj2lvb09LS0tRmW40GufWo+R9UxeIknt45gyCgneRGxtHdI6WvYYPz45i4LqMpysDpzEYH+7lG6ycW6ZfZCGAVj1QjBH37A7QEQvCEZQje9I4MdwHBwehYLyPzKXzuFyHfnBt8vCdE3cOGfni8y53vjA9uIssgsRBh4wdCoz7wBPzuqNYrg3oyREoRol5daXkY0F/3RuVSmSax29A3u79kIZMn1CejCNzxDXguj3Tyak/XsuDsihX9h7QLzwClGhRFHEUKUaffgCIarVaxHvc2KILGCMYBfpDTNHXF1w93iObyLiWx8ucgiI2NxwOY88EOqXX66nRaATdc9H2TEVfFMVvTpC6v/Z37d/fkvSjF77jOY0gFQhtNBppbW0tqBqQDK6qVObk4sYgvE6RELTgJCryoZmwSmW86WB3d1c3b97UcDiuK8GJ715LWiqDNyBiBAVF4EEUR5vcy5GZVCIspxvYFccmrqIopvLF83x1DyQ6/+mphmTaoOxB+85HO/IBhebu+nkcPM+RB+9obky4BuMPZeMZMa4MnMbj+47qQdf+TFLpkZB62u/3g3+lT67Uc14aBIdi9fIBzCvGIqdseEaUnvPmbkxBaRh/5AfDjaIggIki4xlRKp5Tz3tS6Vm4TPA3QMcpD8bWx8H/5rv000sZELPydFOegddA48wbKJ6+DYfDqTgau2edXoXGJGAP/QcgwLtFFpAbvg9XTwkFwAefn52d1fr6uqrVauzTYROnrwN+fNx9ExfzDecOn0/f3MNgY9ni4qI2Nzcj/sipd7Ozs+p0OrHzvdPpaH19XRsbG1Ng5Fnt4ocOPrn9OUm/bv+/mlL6Jyml/yel9K886Usppc+nlL6aUvrq0dGRtre34xxGBj3ffPDw4cM4kxHuHNqFBUYpYklBDeQKMVfCRLyZmE6nE5uKnD+Do2einJPzPrC4pZJPRjicS5SmN9OQJglHX6/Xg6pBAeRIPufIPfCFwscT8j4jZO71ILgsUFxKv4ff191+p1rcoPhORHfHJUUxOjwhSlTwHKSjQaOByhyV+0Lz3bc8F4sfOoeFeHh4GMgJpeU8NeMmlfWICgvSoxygaDxBwLlvGjJ3dnamZrMZc4Nnh3x55hPzlCsUECXeLl4tYw6qRdF535xu8DXAe8zneZ9174T+eEDdg9zMOWsHj43+AI6Yb9YBAUffvMZ9mStiZ6Qy9nq9OPKSMYa+wdh6RpbPDeOf0jid1jO+PLbisu3rwnUI84XccD30Ed4CzIDv9J+ZmdHGxkZ4iXh47CaGusILIKZ50faRgrEppZ+WNJD0NyYvPZB0uyiKZkrpX5D0t1NKnyqK4gNnXhVF8UVJX5Sk1157rSDPGgGVNJWC1m639f7778f/IGdSlqAbQAQEqNbW1sL9dcUD1YISYPEfHBzo0aNHQVewGLifu6A+2b69G6TjgTt3czFkeAgI9Nramq5duxYuoaNbFAsL5zx+nM86b+yVPCdzFogYd9kDiKARfhBqvuuBQefHPcjGZ3lmFhLKguvANzoVgaDnHgklE1IqM2SgENx4gmpB1NAjxDxAzaS54TVhfJAnNyJu0Hl2xgo5dUPudJNnDnFNlCVzhSH1zUNw06enp5Ht4YYYJQ+vne92Jf3OA5SOAEldZb0wV+6t5PLl1JxUghR/3cswuKKHuvTnyrOTQOHMhSc0kKgB0mYzpdM43B9KkOvhQUilN4MhOM+QgOBJwnAPlXFD5gBAHuBlDtAteGSSpjyEpaWloIQxIFwDWV1eXtbW1pZ2d3djZz/g1g3Ns9qHVvQppR/XOEj7Q8VEEoqiOJV0Ovn7aymlNyV9QtJXn3YtFq0H5Uaj0VR2CigbtxEjQJCV4BT52GSj1Ov14NhYIKB3lDNu+fvvv69Op6Ojo6OoiwIyRFBGo1HspkQIEVhQAIKAS+kBNXg7d215b2ZmRltbW3F+rVMlLAYWrSNwjxeAslCQIHkWmgd7eB6EnGs5TeP8rscDHDnmfaB5aQNHZ/zNZjUPeIJ0QfI5588zssBzJUXjdZQ4XL0X+HLj6dvsnYpxbtyNmY8PffSxcerA1owkhYKm1jqyyX2J2/DMlPTAILqRdo/Mx+DsbFym2csDePwBwDI/Px+brHL6Klf4Lqc8K59FjjyIyb1Q/g4M4PHpCzQYyg5+Hpnz/TT0xXfIujy6LAG4qCeEEed10Dbgy+Uf8IF+wGAjoxiQlFLoBJQ4xv7x48eh9J0y5DkBLoDXSqUSxhsK9caNG0FbUb7YgcZF2odS9CmlH9Y4+PqvFkVxZK9vSWoVRTFMKb0m6Y6kb13gesE9O08nKYIi9+/fj+PJSB3D3WeS4WHb7XZkXUjTiMvRMRaS7BgCNBQ/cxc2V4KUw0VgpTKVztGwIwfQI0KWG5BKpRLHqaHQnWN1WsAVKs2NC0oeqiFH7tK08TgPtTld44uO79JP7s1c8j4GlT57bMRjDV5MCsqErIQ8IOzGzhe3o0uUkHsPntnligHlmsdbuIen2TLfuTJxZehcLuPhm+dSSlMplDkPnnP3zsnjteI1ehwFoOFz4HzyebKSo1We3bl7f92fEU+vVqsFVeFrwJW6xyuQGZ7RM75yZO/xC5AsYwZyZgMj38MbhEbhGvD59IMxBW0z/47w8fpRuhRPdB3iXm9KKYKtPB9jDO2LkSflGQ8SXeEUEqmW6ESpzMmvVCohRxdpF0mv/CVJPyipkVJ6T9LPaJxlMyfpNyaTTxrlD0j6L1NKA0lDSX+hKIrWs+7hvCoFuXB1jo6OdHh4qP39ffV6PRVFoZdffjkmlvxs6A6sJQsGJTsajSJnlnt6EBCXkRQsrKZnsjDQKCqUniOTvHaHZ7CALj2LxREfPCKLWZouO+CoyxcxBozngm4AddBHR1X8nVMC7m5zbd5zCsYVO3978+AfxpB5mJmZibgD18XLAMnzfe8Pffa8f6ekXGk68ub6oMTcy/Lvu3JjbvxZfWwc2fsYurJ0A+ccPorD5zWlFK9BU+G9otzn5ubC0yE1kN3k580D440cuiE+OTn5wNnLLpPOS3uMizHAo/aaSfQh37gHYuW6/ppz4E6RMddw2xiUoihCTtbX16fiGVSXBElDx7AhC/TN/fH8eM1Ti/FGjo+PpxQ/G9WcQgaEkMLN2JO6i5FB1zCm6KSVlRXt7+8HOGXvDGvGqwSQKfVt3RlbFMWfPufln3/CZ39N0q9d+O6TdnY2PgT87OxMr7/+uq5fvx7C0Ov1IrhCCmWj0ZjaSeenQw2HQ127dm2qQBQGgAEiOMmJVCh8F36Ejtx4kB/pbx5cdIUqTWeMeP46fQFBStNZKvTD6QQE3oWfvjm65n3u65+VpuuF5ArB0Rd98vcQchQWr3Pf/Bq8jhFwJYFBX11djXHErXWkXa1WA0H5zltcVufHGQunmpxWQMG4UeDzHtB2he6v5x6Oo3tvfI/7+nN7n6Ai8Eydvsnvz7O6x3l8fByGBnqIcaCvGAloTBQa189lI59/ru9y7cDCA5pQdCgllJtTWT5+AAZAGCUZ6BdAhb4BkPgb/tyzYdyAE6D1tYVB4Jm4P5lfeF2cOFer1aIEuAM++kr2nVMupNW6saMKL14qGy+9OiesBM+NvqGg49zcXOyIn5mZmTr86KLtUuyMHQwGOjg4CKQCGkY4ESIGxwMbRVFu6qGGCEXKpDIoh+BImnKREAB4MVxGDhdgMhF4ODuUEijRq0L6c3EvaTpoiqDQR0fNoAtf5IwHAkFQiOuiAD23PEfsoEKnNdwdl6YDbL44QS5O2eTGxL0PpzQQaO6PEkdR8Jy40IwJtIenq+YZJO6huQfgHHHulTnKdjoqf2ZpOq2Qz+TBcBr9dG/GvTOu60F290o8BZG5xNvl+91uN64L/QjSRdlIZXE0EhFoPi+j0UgHBwcfME60nI7y93g/N4AppQ+Mt1NCbih5bo9Xoazh3wFpLqOMlSs7roGSZ1MlaY9Ou/mmKhQxReKQJ8AYABP60ClVXwPIIIYAfcVvqLfBYKCNjQ0VxfgMDuJ1GKajo6OokUQWFvQR9/Lg+0XbpVD00piiwVIymM6to+ycMgE5pzSuQknKHCicvHSQIBF4DgkmZx3FAzXEhIA4pVKQWKQ5IgI9eWaBfw8l5Qoeg4HScGoEhCGVRgHhhP/LaQNHxB6URcBBffSL7+bRe57NF7ojOOn8XHR3t3MO31EnCAhKhf7SV8YL7pNF79k4jAvPknsS7mm4B8M40wARbox9bPwzTmH4+DOHKNfcEDjKJumAM2xRKLzP8+HlIOeDwUDr6+shx7u7u+r3+3r06FEE8Uej8fZ6V4gOlnx88WDOzsYnb7kXeh5d56CA9ch7PDd5527k/FqArkqlPEiDMUYmfDMaz82aJ5bDMw2Hw6BV+Eyr1YoDaKhxtb29HeOI8Wu1WhoOh5FOydoiQA2NhnxWKmXOPd7E0dFRrIlqdZw1NxqN9O67707tL0DRkwVFsUVigxitlFLEg5BtnzPAEuvA5fhZ7duRR/+RW0op6j6z85XXHRHhUpFjSzokFd88+Lm4uKi1tbUI+vX7/eDWZmZmpo4B9EAQ98F9RjDyvFkEFMVLxgZGIqcU3D0HsVHPAu/DFxTplWyUwii4MXSl6ooeZYHhcxTsFMt51EPeWNB54M+RsPc9v5bTGQipN7wtNmq5QeE3HhU/PC8/3lzZ+9x6XwgiUibAN7k5ZcN7+etOteXv5UaA+UbZM44oP1KJeVYC6CA7LwQHJwunfnh4qFarNQViQKsoyaOjoykvAIXu4+gejCPU/Fn8NeTaKUgMnsui8+B838fGjb6PZS5fOQUJ5cU9SeDAeHLv1dXVQPSMuxvtfr+vhw8fRmCU61Wr1ah3g8zwP7E05+dHo1GsVfrjIGVpaUm3bt2KnbncY319fcorajQaqtfrqlanz6x2A0TSCXrxIu3SIPq9vT0tLy9rd3c3CvggMJwQRKmA5eXlyA/nWC9cKzhLFgkIfXd3N953N5RgT76VnAwB3EtKDzg35wsYQcTt9KwIBB3u0lE3isAVI79R7nCDbBxyZJ4rPThcjCaZAXz2PBopR9+5ws45WamkDvz5/PP8zbVZ+O7doBS4PobREQ5zhLuKImLBuUKhT/mz+D1YtJ4B5Ag4/z/npZl7/8mpn5zTh2N219s/w3Xc+yDPHFmRpj0X4j+j0bhW0GAwmDpAw2MUc3NzWllZicJujBPK1Q0oc+CK+bxEAI+JAET82g5sfL25sUUJ+rxB2zLH3lyBe8DaPXwfG/YJQHNymAfZfcwPskWJYlB3vg7xjNjvAQiAQmW940nQf5S1pKCDFxYW4jxjvJaVlZU4VwHgSlqw781gM2k+Pk9rl0LR47Ky9ZcDIzhZxR/IjyXj4SlURMkDFD2CcHx8rG63G8ERKmOORqPYHYlA+o4zV9CgPybeg60e6GWBOnpGOFFiuJy87pSLVKI7j1U45+qLMucKPSDlm2gYZ9p5yt2DebkQuZKTynoezveyQHM073wsBpRrOK3CZ8nK8fFjvum70yEgpFwZ5QaL+WMR+Ri6QjpPweTKijEBKboM+Xf8f56Zufedyk7feHoizz8cDnVwcDB1XgPe0WAwULPZjLF0IAA48frzHsvxbBSfR5cRxjiPu+RG0+k8nyPGnbH1nHLWHPdkQ5F7B6NRWfjL+8D1of1cvphnaCLWDYUJ4dsJhoLAYRNWVlYiTZPNeh6jcvTONTyuxFrHgzg4OIhjQjH89J1NXo1GQwsLC0GBObgi1RL+f3V1Va3WMxMao10aRY+VBJEifKARlHetVtPBwYE6nY6Wlpa0srISdS+gcXZ2dkIZF0URhYFyHtn5LhAXFpcBlUpLzWcXFxenuGUi9bhWnhopfbDcqy8gp1oQ7px7R/Q3Q/IAABUESURBVFgQTP/J0SBKwTdJ0fz5/f9csbkCdPSW/zxpLs9Dwe5mOs/qfCtUhu8yxONxg+Bj64FfR4E+brznhtopHRSVezv+7FyD8UVR5c+ZI3Q3CCgJ92rod24UAAOSppSVNF3HByS6u7urmZkZbW5uRu0UlyFoS9KQQfDcmw2CZJ3kBsvn1ZE+1BY0KqiU52Mc82s4SuYZua5TdHkA1w0RniSyRElf1gWnnjFmzBuGD8/68ePHU2UJPBCMbJLemXt+JIF4LA0dQAli5hZO3/fnVCoVNZvNYC/g+JGBfF1B59BXKLmLtEuh6EGs0C/QHgQ1eUi4+VarNaXoZ2Zm1Ol04lBoDAfoCdQtldkIKEMyFnIXHLRCgLXf74erxYB7mQMCLxgEpwacovCF4sqZ7+BueuAKRJUHiF1pSB+sUYLiyeklnpfv5Fx3znt7c2WWX+e8z/iY+jPj8bgXA7XGQkYW/OzWPHCcK/pc8ebeRY7ac37an8WNGd9F+Xjz+57nDeXjAgrEW0TZooCk8tQ1+iiNDxvhhKqVlZXgqTlsx8t/OBKXFMkJjx49mspu8jRl5MbLE3jfaS5zINPzPKPzPu/GL/eQcmCErPv/gLeUUlC6lBZ3r0gqs956vd7UcZcAAEmx5kimQAG7MfR9HpKCKVhZWQkdhZFgdy/58BhAQA18O+OPp8VRpw4883IRjBWb1F64YKy7XV4Fz118XPm9vT212+2wbJyR2u12IwfVObh+vx+BFgTGs1ZQqASonCLw10HtUrlRxxEFn2eh8DlXiqArV/ogFLwLFpsrX/87D+axyFxxIpDnBRBdsTvf60g/vyfP4krT/z/PXWchY3CfREl4X887rSqnbZ6kaD1egkLGHceI8LejRM8qofH6eVSNewVuuHMPxwOK/h5jRH/dkEslNXl2dhapj9wLL5TF7uBoa2trKg6AgSQBAVrU/8crHY1GUUPmvPnM6TAffw9u5/z6eV5Oju59nLiO//b15QkBeMKc/UC/GVeMKZufqAVPCjff9534TqcS38rniCA+WYL+rMgW57xC91Yq43IrgFTmst8f1+5hlz/j3G639ejRo8i7Z56RYyg3T5t9VrsUiB4Xiu3FUCe4oKPRSBsbG9rb29Pbb78d1pQT2Clqxvml1Wo1yg3Dz+O6oQxIlULwEOzj4+NwueA6ETjf0MRiYYIJzDhf6wrdlbrTCVKZBz8alUW33B10pZAH5JzvpLmidYqD+/tn6W+O0OlXrtyhUnLD4YiOhQEq8ZrnbrzpFwuexc3zulL0Pvg1nKpx9Me9c1ffx8efO39G3ud1p7hyg+LPdZ6nw8JmLrxUQW502NLPmPoO07OzszgYI6d8WDPEmNgw6ECi3W6HFwBa9QKC7D/xKqE5FeWGi/GGEnK6w7/nBtPBQe7tSuWmQa8S6hUx3SOWNHVwDEbB57UoiqgrBGDzI0OdRmS+kRPmhOuArM/OxhVIyexLKU0lc7AZk/x7nq9WqwXzgOKfnZ3V48ePg6FAptvtdsjd+vp6jMXMzExc94+C6C+FopfK+vK+MYGt1UwWD7m2tqbNzc2gVtjuvLGxEej+0aNHevToUewu4/Bs3DAE1gMmrlDpk6SwpqQ4HR0dTW3WQDjdkDjv6FkMUrlpJUdLIBIUI0rVOUa+5woiV8i5tyJNc9p+z1xR59fyfrsC9EXr3/fPuRJ0AyVpSiHwGX8+X7T59fw5+B7jTNDOEWFOReWxCzfO/J8bA/7nWrnxcaOeo3ju6ffzwKJ7Xq68c08Eo8dOyoWFhaAlHz9+rEqlotXV1amd2vSD1GRoCuTKSx8sLCxEfr8/G/NCc0NDn/N+M76umF2mGQ/GFJpOKk/ygjbl2ihBvEQ2SeJpQ5tixPAQoQHd6KZUlkIA5QNKGBOyaVh/g8FgqlooNClyjZE8Pj7W7OysDg8Ptb29PbUJTBofZ4mS39jYCGTPcy8vL0e8cX5+XgcHBxoMBtrc3AxZGo1GL+aZsRyPxyYn5yoRiqWlJa2vr2tnZ0f1ej12i1F3Huu6u7ur+/fvq9vtxmfr9XrQOp7KVavVwh2mHK4rfVzS4XAYSD+nUdjODqJB2SD0fM7RA0Lk1IWjd5QRLiaK3mkN55wxYO5Cnodaae5N5Irbkf959I3zq079nDevrhQ8ZfK8rKTcaHF958cd6ec0glMZjNV5NIQj8dw1dyPodBDzhTKi5d5b3ncfN+5fq40LrOFp5kF17xNzL40VGXEpZB5j2Ov14gB5V370izGo1+tT33Uqkfv4Jh365PLMuCPbrvBRrB738FhT7lm5nLi8oXTd+61UylPK4OuhqNygwYNTxwdA12q1NDMzPsEJOphANUkAzAXAUyrLdkiKnbJw8AcHB5Flg6KfnZ2N14lhUKqFDBvoYzwR4jS9Xm8KhPT7fbVaLRVFEbQeY+q7/Z/VLoWix7pubGxEjXKUFPw6HDbH7KWU1Ol0NDMzo2azGemUWO/Dw8MQgLW1tdhO7MihVqtNpZ2hKAiw8j/oK0eovmOP0soEUkCZrvQ984RrOA3iitkza1jsTotwDRAXaI8sjVzhOLJyheb0B+/7os+NhKNaru3G2L2A3ENwZeieBj+Mh18rN5Z5Lr0jyHzzkxsmN15uIHJKhvnIKQBX4q6YGZN8bs7zIrgO2R+ezZMbC/rU7XanqB6ARw5SKpWKtra2Yle4l/BFuc7Pz0cFT8YR9JrS+MwH+g6H70aCcXSuHEXPmPF9FD/zmXtkOQhA2fEa9BN9ZzxI1OAaeDde0AxUzJrEC4fmcS7e153n9kPNOv0nKa5DrfpOp6PRaLpI3fLysnq9ntbX1yMQXK/XJSmUPfQysg/q39/fj/pbHMizu7sb8gHT4d76RdqlUPRSWejJj9ySFK7kYDBQp9PR5uZmTBY7YhlMFgm7LGdnZ9VoNNRoNKYCWjmylMoUOKlM8aKkKALqvC/Rfg+U0GcE0bNkEHhXcB5o8+wUqUxB5Ef6YG4490IIfBNM7irn1M15iD5X7q6EveWKMuf/83RFR8+5AUJh+Pi4O4xi9LlxBcOYMQ4YWVfQOYWWI21+3OjmxsSv54bxvHFxJPwk7yOXA9+9jYLFyNN3n1PknZIHRVGE8Zifn9fS0tLUngtoDQJ/fgg3ipKyARgCxhrkTD+9/4x5SuPt+9AWPsd5TCcHOcy/jzFrjTnnt8d2eB9jwNkLULOg7KWlJfV6PR0dHaleryulFDuQOZtaUqRGOi2HEfDrsTbRU8PhMHQRJVh4vdvthmFeXl6O0+Mkxa54atsw7pICcM7OzmprayuoH1JJMQ4XbZdG0YPCQMBYu8PDwynUsr6+HspdKkvgcj5mr9fT/v6+hsNh8PIgfRCMB7dQ6CD985CY17H2LfEgM3h+ruUC4AKOgDiKcz7XaSGu5wvOuc/zaCFHln7d/HeuwFlo/hn/XK4Q/TMoRA9cg4b9+rkX4P+jNBgz/xyL3vOuHU26YnUqwa/h48U85M3pBo8b0C/vY04j5ffJDYO/l38GuQKguGJnDHHvpTIbx70H5I0EhtGoDGC6bDBPealcf0bk29E56wJq058H6tL7QLqjGzOncFyucpnz67osQTEx/rl3TEkIgqJkx6Acu92uiqIs7Oebyny94kWwJjCUuWc4GJQHyzBH3W43qCT6y5yhG/g8hpqSL9vb25Gvj4Ln/jdu3JCkKG4GY/FtTa9MKf1CSmk3pfR79trPppTeTyn9zuTnR+y9n0op3U0pfSOl9G9epBMsHCy0/93tdrW3txen5SwtLcV5p0ycc4MnJydxuLdURssdLTKYnkPPomMi6UNKKYI1NBQ8ltqVK8hLmlYeTpW4kDk/TF9yBeKI1JU4aDdXeDmN4Nf1a+a8qP+fK6dc4aMA3OtgEfEsvqAdpeeK1o1gzpP78/Gaj7WPuT//ecrDv+tz5tfOKZ/8Oc5TUk9C+XkffCwAD668+Dyoj75BO0qKYB/fgaorikLNZjMyOlByfrjLzMxMbLMH3OSeh4+Fe5U+1y6rGFc8X/fIniSLLs+8nlOSKGs8Cu6LAuV/rg8gw1MB4EGnkLrMGPnaJmuP2lOATK/NRJlhkLWnCne73eDXj4+Ptb+/H0bg8PBQe3t7UaWyVqtpf39fh4eHEbe6d++eHj58qOFwXL67Wq3GWdEeOCa243XqL9ouYhK+JOnnJH05e/2vFEXx3/kLKaU3JP2YpE9JuiHp/04pfaIoimcWTiZ4MhqNIjCyu7urTqejZrOpRqMRqZO9Xi9q3XgwpFKpqNPpqN1uh2UnK8cFrVotD1PGcuZonsAtler4jFMECGI2BlPuKn9zvxzdnKdMco6ahQxSzXnsnF5wY5Arcm+54j+Pl8+vn6NVSZEhwcKD3vL6HJ7RhDLI+w1f7O87amEMckOaK/fzaCnmwhGszxfjyv/uOfm4OpfOYssVfW7cuQbXdP47/yzj6XO/vLwcyl0q4z5OfUCFQDeiEBkvFCMyC+L3eWdDj9M9vM/182A0c0TgEfRKTMDXics+383lnv+dl3fZ8jHixwOnzCPri7FEF0C5wH+zUcpPH2OjEs/iMYCiKCJZBK/HYwPci+QMNmW2Wq04I7bT6UxRbUVRRCyGcfYquewbQsEvLy+r3W7/kU6YeiaiL4riNyVdtKjC5yT9clEUp0VRvCXprqTvv8gXOf1d0pRrScCD82Kx3ES/m81mfGc0GsVGBxQEx4AxKaRZoYAlfSBo5Ivbg6IgHL6TK2maIxq+6xkONM+Rdpojp3NcGdE8mCRN88P+fb+29zV/jd9uRLydZ9D4Dkrdxyn3TPyzOT2DQnJFkPczHx9Pu8uVpSuPfIxcgbqRyD0j58TzMc69A/e0nD7L+52nKbqMee62Fwnze/H3yspKVDjks/R9ZWUlDr3nx/sFSnUakmsPBuOaOWSZ0D/n8UG4PjcYd49N+XkQ7iX52nM6zJvvQoVC8YQEB0noA6dyzs7OYrMRYA4lDg3srAGgES+CzDxPP8WbYOMViD4HIpIiIwfPf2ZmJnQY8aZKpaLNzU0tLCzo1VdfDS+L69NX7kl9I+g1Dku5aEu5Ajn3Qym9Iun/LIri05P/f1bSn5HU1fjg7/+0KIp2SunnND5W8K9PPvfzkn69KIq/ec41Py/p85N/v09SU9L+hXt+eVpDL2a/pRe37y9qv6UXt+8var+lF7fvF+n3y0VRbD3rQh82GPtXJf1XkorJ7/9e0p+TdF6lq3MtSVEUX5T0Rf5PKX21KIo/9iH789zai9pv6cXt+4vab+nF7fuL2m/pxe37t7PfH6rWTVEUj4qiGBZFMZL0v6ikZ96T9JJ99Jak+x+ti1ftql21q3bVPkr7UIo+pXTd/v13JJGR8xVJP5ZSmkspvSrpjqR/9NG6eNWu2lW7alfto7RnUjcppV+S9IOSGiml9yT9jKQfTCl9RmNa5p6k/0CSiqL4/ZTSr0r6/yQNJP3ERTJuJu2Lz/7IpWwvar+lF7fvL2q/pRe37y9qv6UXt+/ftn5fKBh71a7aVbtqV+3FbZeiHv1Vu2pX7apdte9cu1L0V+2qXbWr9j3enruiTyn9cBqXS7ibUvrC8+7Ps1pK6V5K6Z+mcemHr05e20gp/UZK6Z9Nfq9fgn6eV7ri3H6mcfufJnPw9ZTSZ59fz787ZTe+Ey2l9FJK6R+klP4gpfT7KaX/ePL6pR/3p/T9Uo97Smk+pfSPUkq/O+n3fzF5/dWU0m9PxvxXUkqzk9fnJv/fnbz/yvPo9zP6/qWU0ls25p+ZvP7h5cV3IH63fyRVJb0p6TVJs5J+V9Ibz7NPF+jzPUmN7LX/RtIXJn9/QdJfvgT9/AFJn5X0e8/qp6QfkfTrGu+D+BOSfvsS9v1nJf1n53z2jYnczEl6dSJP1efU7+uSPjv5e0XSNyf9u/Tj/pS+X+pxn4zd8uTvmqTfnozlr0r6scnrf03Sfzj5+z+S9Ncmf/+YpF95jmP+pL5/SdKPnvP5Dy0vzxvRf7+ku0VRfKsoijNJv6xxGYUXrX1O0i9O/v5FSf/2c+yLpCeWrnhSPz8n6cvFuP2WpLUshfa72p7Q9ye1D11249vdiqJ4UBTFP5783ZP0B5Ju6gUY96f0/UntUoz7ZOweT/6tTX4KSf+aJHbk52POXPxNST+UUjpvo+d3vD2l709qH1penreivynpXfv/PT1duC5DKyT93ZTS19K4jIMk7RRF8UAaLxhJ28+td09vT+rnizIPf3Hisv6C0WOXsu8TSuCf1xilvVDjnvVduuTjnlKqppR+R9KupN/Q2Ls4KIpicE7fot+T9zuSNr+7PS5b3veiKBjz/3oy5n8lpcSZgR96zJ+3or9wyYRL1P6loig+K+lPSvqJlNIPPO8OfRvaizAPf1XSxyR9RtIDjctuSJew7ymlZUm/Juk/KYqi+7SPnvPaZev7pR/3YrxL/zMa78T/fkmvn/exye9L02/pg31PKX1a0k9J+qSkf1HShqSfnHz8Q/f9eSv6F65kQlEU9ye/dyX9LY0F6xEu1OT37vPr4VPbk/p56eeheEHKbqSUahoryr9RFMX/MXn5hRj38/r+ooy7JBVFcSDpH2rMX6+llNgQ6n2Lfk/er+viNOF3rFnff3hCoxVFUZxK+l/1bRjz563o/19JdyYR8lmNgyNfec59emJLKS2llFb4W9K/oXH5h69I+vHJx35c0t95Pj18ZntSP78i6d+fRPX/hKQOVMNlaekFKLsx4Xp/XtIfFEXxP9hbl37cn9T3yz7uKaWtlNLa5O8FSf+6xvGFfyDpRycfy8ecufhRSX+/mEQ6v9vtCX3/QwMFSePYgo/5h5OX5xVxziLJ39SYV/vp592fZ/T1NY0zDX5X0u/TX405vr8n6Z9Nfm9cgr7+ksaudl9jJPDnn9RPjV3C/3kyB/9U0h+7hH3/3yZ9+/pE4K/b53960vdvSPqTz7Hf/7LGrvTXJf3O5OdHXoRxf0rfL/W4S/rnJP2TSf9+T9J/Pnn9NY0Nz11J/7ukucnr85P/707ef+05jvmT+v73J2P+e5L+usrMnA8tL1clEK7aVbtqV+17vD1v6uaqXbWrdtWu2ne4XSn6q3bVrtpV+x5vV4r+ql21q3bVvsfblaK/alftql217/F2peiv2lW7alfte7xdKfqrdtWu2lX7Hm9Xiv6qXbWrdtW+x9v/D+/ahD5akZ/pAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = chelsea()[...,0] / 255.\n",
"\n",
"masked = build_mask(img, backLUT, ticks=50)\n",
"out_image = convert_image(img, forwardLUT)\n",
"fig, ax = plt.subplots(2, 1, figsize=(6,8))\n",
"ax.ravel()\n",
"ax[0].imshow(img, cmap=plt.cm.gray, interpolation='bicubic')\n",
"\n",
"ax[0].imshow(masked, cmap=plt.cm.hsv, alpha=0.5)\n",
"\n",
"ax[1].imshow(out_image, cmap=plt.cm.gray, interpolation='bicubic')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the methods the positive y axis is the reference for the angle, which is extends clockwise."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0fd811e1d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = astronaut()[...,0] / 255.\n",
"\n",
"masked = build_mask(img, backLUT, ticks=50)\n",
"out_image = convert_image(img, forwardLUT)\n",
"fig, ax = plt.subplots(2, 1, figsize=(6,8))\n",
"ax.ravel()\n",
"ax[0].imshow(img, cmap=plt.cm.gray, interpolation='bicubic')\n",
"\n",
"ax[0].imshow(masked, cmap=plt.cm.hsv, alpha=0.5)\n",
"\n",
"ax[1].imshow(out_image, cmap=plt.cm.gray, interpolation='bicubic')\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0fd8054550>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"img = coffee()[...,0] / 255.\n",
"\n",
"masked = build_mask(img, backLUT, ticks=50)\n",
"out_image = convert_image(img, forwardLUT)\n",
"fig, ax = plt.subplots(2, 1, figsize=(6,8))\n",
"ax.ravel()\n",
"ax[0].imshow(img, cmap=plt.cm.gray, interpolation='bicubic')\n",
"\n",
"ax[0].imshow(masked, cmap=plt.cm.hsv, alpha=0.5)\n",
"\n",
"ax[1].imshow(out_image, cmap=plt.cm.gray, interpolation='bicubic')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment