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@dsaint31x
Created September 5, 2022 10:16
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DIP_distortion_barrrel_pincushion.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyOowDuES2Q51ngitPBf0Phb",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dsaint31x/bcf5cd6a0889fc58b10771607a336a27/dip_distortion_barrrel_pincushion.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"id": "dgjcktoS1T_P"
},
"outputs": [],
"source": [
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"source": [
"img = cv2.imread('Lenna.png')\n",
"rows, cols = img.shape[:2]\n",
"print(rows, cols)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PpjIZ4at1hqP",
"outputId": "b12813e2-7d2e-4ac6-f282-ca490d6fcc68"
},
"execution_count": 135,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"512 512\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"plt.imshow(img[...,::-1])\n",
"plt.axis('off')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 266
},
"id": "LUi_gGvs2S2n",
"outputId": "c452ca4e-45fc-4b66-d8f8-cb26eb11590e"
},
"execution_count": 136,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 511.5, 511.5, -0.5)"
]
},
"metadata": {},
"execution_count": 136
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"\n",
"def radial_distortion (img, alpha = -.1) : # barrel\n",
" rows, cols = img.shape[:2]\n",
" mapy, mapx = np.indices( (rows,cols), dtype=np.float32)\n",
" mapx = mapx / (cols -1) *2 -1\n",
" mapy = mapy / (rows -1) *2 -1\n",
" r, theta = cv2.cartToPolar(mapx, mapy)\n",
"\n",
"\n",
" rd = r * (1 - alpha*(r**2))\n",
"\n",
" mapx, mapy = cv2.polarToCart(rd, theta)\n",
" mapx = (mapx +1)/2 * (cols-1)\n",
" mapy = (mapy +1)/2 * (rows-1)\n",
" img_d = cv2.remap(img, mapx, mapy, cv2.INTER_LANCZOS4)\n",
" return img_d"
],
"metadata": {
"id": "bz8kqUXn3XF_"
},
"execution_count": 137,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def radial_distortion_recover (img, alpha = -.1) : # barrel\n",
" rows, cols = img.shape[:2]\n",
" mapy, mapx = np.indices( (rows,cols), dtype=np.float32)\n",
" mapx = mapx / (cols -1) *2 -1\n",
" mapy = mapy / (rows -1) *2 -1\n",
" r, theta = cv2.cartToPolar(mapx, mapy)\n",
"\n",
" ru = r / (1 - alpha*(r**2))\n",
"\n",
" mapx, mapy = cv2.polarToCart(ru, theta)\n",
" mapx = (mapx +1)/2 * (cols-1)\n",
" mapy = (mapy +1)/2 * (rows-1)\n",
" img_u = cv2.remap(img, mapx, mapy, cv2.INTER_LANCZOS4)\n",
" return img_u"
],
"metadata": {
"id": "wMu4r5hJ-5Jz"
},
"execution_count": 138,
"outputs": []
},
{
"cell_type": "code",
"source": [
"img_d = radial_distortion(img,-0.3)\n",
"plt.imshow(img_d[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "ncvwcPgE7-sk",
"outputId": "32063069-bb80-455c-e1fb-2fa798ca7c78"
},
"execution_count": 139,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c967250>"
]
},
"metadata": {},
"execution_count": 139
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img_d = radial_distortion(img, alpha=0.2)\n",
"plt.imshow(img_d[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "pdJkDenB8RLC",
"outputId": "cfda868d-f372-4254-d85b-ce0ed625376a"
},
"execution_count": 140,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c8ce890>"
]
},
"metadata": {},
"execution_count": 140
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img = np.full( (300,400,3), 255, np.uint8)\n",
"img[::10, : ,: ] = 0\n",
"img[:, ::10 ,: ] = 0\n",
"\n",
"plt.imshow(img[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "NcDF5zML-SDQ",
"outputId": "f0c59000-a96b-42eb-9271-d62a05a32a5b"
},
"execution_count": 141,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c8bb750>"
]
},
"metadata": {},
"execution_count": 141
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img_d = radial_distortion(img)\n",
"plt.imshow(img_d[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"outputId": "a8ca97aa-50aa-4e91-c96e-f1150de38420",
"id": "y1LJA7V0_Xdu"
},
"execution_count": 142,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c823d90>"
]
},
"metadata": {},
"execution_count": 142
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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iRVFQWVmJ3//+90gmk0xFEYdMY536RZIklJWVIRAIIJ1Os3lP2rTf7+fzKJJCpAHEEDKDwcBcMFlFtLjY7XasXLkSZrOZLZLm5mbccccdrA0nEglEo1GsW7cOIyMj/GzHSj5XQKnVarFkyRIV30KgmG/Sjo6OQqfTsVlM0t7ejkWLFqn4PgCor6/H8uXLVZPNaDTC7/ejvLycV3JaGWmCBAIBGI1GDgnZs2cPzGYz9uzZw6aMoijsHd29ezfS6TST5+Pj43j//ffh8XiQzWaRzWaRTCaRyWTQ19cHh8OBb37zm7BarbDb7ex0SaVSKC0txaxZs2C325kjfeihh3D++eerAEyWZQQCATzyyCO47bbbUFhYqJogzz//PIxGI66++mrV56RRLl68GKtWrWJHBWleRUVFWL16NZtNZHpHo1EYjUasWLGCv0Oai9Vqxfz583H88cdz+3K5HMLhMMxmM5YsWYLS0lKYzWY+ls1m2fFB71Kj0SAWi+HgwYOQZRmrV69mjY2AYNeuXZg9ezaWLl3KDi9qo9VqxYknnghJmorBTCaTcLlc+PTTT7F8+XKmQUiz++ijj7By5UpceOGFPJ5kWUYoFEIgEMCVV16J2tpaFWe5d+9ebNu2DbfffjvfH5hcRB966CGceuqpqKqqYo0/EAjA4XDg448/hs1mQzAYRCQSQSwWQyKRQHt7O7761a+isLCQve9msxkdHR0IBoNoaGiAw+GA1WrlcdLY2IidO3cCAGvIoVAIkUgEHR0dKCkpgdFoZAeW3+9HKpWCRqNhjVmSJFV/0LzR6XRwOp0IhUIoKSlhMHY6nbzA0Lw0Go2YM2cORkZGVO9Rr9ejsrISsVgMRUVF0Ov1sFgscDqdHFd7rOVzBZQWiwVLliyZNpmHh4cxe/ZsPi+TySAQCPDqSVwWcXiLFy/m/2lAHzx4EFdeeSVyuRzi8Tj8fj8CgQDeeecdjI+P4+c//zmbpblcDp2dnTCZTOjo6IDZbIZOp4NOp0NTUxOcTic6OztVZioB4MTEBGw2G8rLy2G325HL5eD1evHNb35TBRAA8OCDD+LUU0/F6aefzrxWNptFf38/xsfHceGFF8JqtTKvk0qlEIvFUFxczOYOAH7+aDQKk8mkilFMJpMIBoNYsGABD16iF8gBZLFYYDKZGPSASQAzmUxMU5DWIIZH0XfoerRokMZKWhHFipJ2rdfr+Xr55iE5iWhCig4Ro9HIjgxgUoMhjYe0YUVR2KQmZ0s+D0yAQWYm3b+wsBCxWEx1Ll2P+pIcgtRPDocDQ0ND/Kz0XrRaLQoKCpBOp1FVVaVycNXV1WF4eBi33347gxRpiA888ADOOeccLFu2jPs1HA7j1VdfhVarxcqVKxGPxxGJROD3+xGNRjEyMoKOjg5+Nq1Wi1Qqhc7OTrzxxhuwWq38fojOuOeeezjWtqCgAG63G/F4HB988AGbzvQea2tr4ff7GSglSYLL5eKwJepfrVaLqqoqNDQ0qGgXrVaLE088ER0dHZgzZ46KCjnuuOPQ2tr634GJ/5F8boCStMPjjjuOtQzi0cbGxpgzoc9HRkbg9/t5NdZoNBgeHkZnZye8Xi/ef/995khCoRAOHz6MPXv2oKCgAC6XC06nE3PnzkVzczO+8pWvYPHixTwBZFnGzp07YTKZcOaZZ8JgMPAAfOCBB3DJJZdg4cKFTOwDU4HMl112GZ9L3BuFFRG3ScA6NDSEysrKaSFJmUxmGj9FNEIsFkNJSQnzXcCUB12r1TJ/Jmo9kUgETqdT1d9ktqfTadYkRA01kUioMm+ORLzTfcUf0eEhfi/fE3okD2r+5wDYTBOvQeeTFpnfBnGBzP+buD7xuWlS22w2+Hw+FQ9I4VRkVQBTERcAUFJSgmAwyOcRqOZyOTidTrZMxMWfeE3SQMlhlMvlYLfbMTY2xiFb5LicO3cuhoeHsWbNGr4Oce9btmzBtddeq9LiyIl42mmn4bjjjmOaKJvNoqenB5s2bUJRURE0Gg3i8TiSySTmzp3LNBcpEpFIBMPDw3j++ecxZ84clJSUwO12w+12o6mpCWvWrEEmk+Hnttls6OzshN/vZ449m81i3rx52Lx5M9avX8/hWRqNBqeeeipef/31aWPraMvnBihJUzh8+DDGx8cRi8WQzWYRjUbR1dWFd999F7FYDKFQCMFgEF1dXfD5fPB4PNDpdLDZbHC73RgdHcXKlSuxfPlylJeXc/Dupk2b8MQTTzCnCUwOtq1bt+K8887jSQdMaqx+vx/nnnsuO2fIIZHJZDiuTgQSj8eDuXPnsiZD1yHPsM1mm5Y2FwgEUFxczKFAAFTgmA9OojYlOg6IZ6O/yUFAjiYyecRMEQCsUYr0BQFLPB5XedDJ40z3oGvTvWjSk8ZFmjbdh4Bc1DDpfvQ/gbeo1RI3Rs9F/WIwGPg+RH0AUPUb9Q/1FYGZTqdj7Vd0vrjdbrS3t3PbqC2kzRJlQhQNAOYzxUB9ekbyYouiKApsNhtisZiKh6RjxCHmZ1+Vl5dj9+7d3Cf0LLlcDg6HA9lsVpXQoNVq4XA4IEkS7HY7j+9MJoO6ujrW/uhaer0ekUgEPT09uPHGG/k66XQa27Ztw8TEBL74xS8imUxifHwcvb29+PDDD/G73/2OaRLivz/++GM8++yz0Gq1cLvdbF1s374dNTU10Ov1sFqtrLQcKXvpaMvnBiiJFB4bG2NgoQFeW1uLyspKFBQUwOFwwGw2449//CNKSkqwfv165qFSqRSeeeYZrFq1CgsXLuQJnEqlOABbBBQK4CazyGQy8YQkzU2M06QBJYINMDmhOjs7MX/+fBXhTXwnaaRkQhO3Q5M1Go3yYCIqgQBKvA+ZoqJZSCYq/U1tFQdeKpVCLpfjGL1EIoFwOMyhIp988gkaGhqQTqf5eE9PD9ra2vDAAw+w95zMt56eHoTDYeYP6XkA4NNPP8U///M/M/CL/dDR0YG+vr5pvFQul8OBAwdw3XXXTRsX/f390Gg02Llz57SYy+HhYSSTSezZs0dlout0Ohw8eJCdB2Tqk5bf2NiI559/HkVFRez9tdvt6OvrQ2dnJ7q6uiBJEiwWC3N7xGHnxxOKzjt6VmAqYDvfVKdFhhwy5KQhcDWbzQgGg6ooCEmSUF5eztouXYsWN7fbDa/Xq7Ia8iMYxISGOXPmoL+/HyeeeCL3ZTqdRnV1NXbs2KHSEGlMkPZaVFQEt9uNmpoa7N27F5dccgnTOtlsFhqNBsFgENdccw1HXhAPSym2NKf6+/sxNjb2V3HhaMnnBihlWca6deuwceNG1l60Wi3eeustXHDBBTj11FMZBChm8fTTT2evJjCZNhaNRtmkoPPHxsbgdrt5UohBzBRLRm0gjSEYDMLlcqkGq5jtQQObAKKjowMnnXQSh3kAk0UbIpEIO3XI/KFBHIvF0NraqvLMajQaHDx4EJFIBB988AHi8Tii0Sg7AhoaGnDvvffyIKT2hkIhdHd3o6enBwBYEzMajTh48CDGxsbYQUBOAqvVCr/fj+HhYRQVFcFiscDhcMDpdCIcDqOqqgrnn38+crkch9Do9Xq89957yGazuPjii1FQUMALkizLuOmmm/CjH/0ILpdLBfI+nw9PPPEEbrjhBpSXl6u83qlUCjfddBMeeeQR1ZhQFAVvvfUWwuEwNm3apDomSRLefvtt+Hw+XH311WxG00I3MDCATZs2wWq18uIUCoUgyzKamppQWlrKWuLExARGRkbg9XrR2tqKV155BeFwmMOokskk2tra8NZbb+Hxxx9XafCSJKGpqQlf/vKXmR8mTTwYDPICVVhYCKvVCpPJhJKSEnbc5FMNHo8HXq8XQ0NDvMDSuA0EAsyTGgwG5HI5GAwGlJeXw+PxYN68ear4YxqnFOtL72PJkiV45513cOmll/KYI0WF2kxj0mg08mJB3C8pDdXV1RgdHcWiRYuYdpAkCcuXL8fY2BhWrlzJi4WiKHj99dexdu1a9vLLsgyv14sf//jHqmiQYyGfG6AEgDVr1vCLoZWzvr4e3/3ud9nTSdrL8PAwiosnN1wjTSwSiQAA7HY7gCmtcWBggE1cCp7WarUYHx/HrFmzVNelCU+mUSaTQTQaRSKRwMDAAEZGRvDJJ59AkiQGwXQ6jU8++QTFxcXYsWMHr8bEr/b09OD5559XhRqFw2GMj4/jnXfeUWXe6PV6DAwMcMEFh8OBiooKjslrbm7GzTffDIPBwJ5PrVaLpqYmbN68Gf/6r/+q4qpyuRy+/e1v45577kFpaamKQwuFQujo6OBge2AqS4V4vCVLlnAf03GbzYZcLge32w2LxcJ9RpqLxWJBQUEBgwDFhMqyrAJresc0Ee12u8oJQCl44+PjKCwsZG0MAIc+UeEPi8XCfUua2axZs1BaWspgkE6n4fP5UFlZiZNPPhlz5sxR8Y19fX0YGRnBnXfeqQLybDaLF154ASUlJfjCF76gyobS6XS44IIL8Jvf/AZ6vR7xeBy5XA7j4+P45JNP0N7ejuOPP57DYcbHxzE8PIx0Oo033nhD5cjRaDQYGBjA2NiYygohTbmrqwsvvPACEokEdDodL7gtLS1obW1Fa2srL3YOh4O5/draWlgsFracqqur0d/fr+KNiTKi8UFONtIiOzo6VBQLxXDu27cP55xzjioEa+nSpWhqasLxxx8PYIpOWrZsGbxeL2bNmsVzweFwYO7cuTh8+PDRgpEjyucCKAkoli5dimw2qyok0dHRocpsoCBrGgQEaOl0mgOtyetH5w4MDKC6uppfPnkMP/roI/h8Pjz44IPw+Xzw+XyIRqMIh8NobW3FlVdeCavVyhPRaDRibGwMiUQCLpcLZWVlbK6/+eabOO2003jVpRW2ra0NhYWFuOaaa5jc1mg07Nm+8847Icsyg5vBYMDTTz+NwsJCXHrppbxKK4qC7u5ulJaWwul0cpwk9cvIyAjzsaL5L/KSpIFQPxL3KAI4MGm2UX44MOW5pIlCppmY4SR6va1WqyoDiUxLMa6V+F0xQ4P6TWwveZLJpBaBjTKpRG2G3jnFgooUAD0HcZQ01kiMRiPi8Tiy2SzfC4CKn6Vr0OeyLMNqtXL0AGlLNpsNvb298Pl8WLNmDYMeXevAgQO44oorMG/ePP4snU6jqakJH3/8Mb7zne/wOE6lUkin09i6dStOPfVUNtnpWZ1OJ9ra2rB8+XIAQCgU4nG6detWdHd3IxqNcshaOp1GY2MjrrjiCthsNhQXF6OwsBBut5sD8ufPn88RF06nk0O8xPc4d+5cvPjii7yo0nurra3Fe++9pwqXymazWLZsGdra2jiGld7hokWLZoDyvyK0Grndbh581PGimUrcWiAQgN/vZ3KbBpTX60VLSwsee+wxRKNRjn9ra2uDRqPBK6+8ArPZjIKCAlRUVODw4cNYuXIl1q9fzwUsjEYjBgcH8cQTT+AnP/kJDwxZltHQ0ICKigpcddVVMBgM3NZcLofi4mKsXr2aOSnSWhsbGzF37lzO8gGmAqmLi4vZpBEdNQMDA6ipqVE5hrLZLILBICwWi4qnJI2AtC4RvEQnB2kldD3xtwgmwKTWmEgkYLFYVLwgHUulUqowJ/EdEhjnc7gij5nviRavnf+bAC//ewDY/DyS6PV69paLbaQ+JScQfQ5MemwpW0t0slA/kXmaX+zDarVifHwcTqdTpVmR04aAl/palmVUVFTA4/Ggrq6OxwUlAZDDhhZpAsXS0lK43W6UlpayOUsabDgcxooVK9hpKEkSDh8+jM2bN+Puu+9mEKPx8sUvfhHPPvssx+D6fD4MDQ0hlUrhzTffRCaTQSgUQiKRQC6XQ0tLCxobG3meWK1WOJ1O1NfX46OPPmIulBaR5uZmtLS0cDGZTCaDwsJCfPzxx0gkEqxQmEwmLFu2DG+88YZqQTra8rkASkWZjFUjz/bExATi8TgURUFPTw9XUyHNgQZlT08PD0KDwYBwOIz58+fjrLPOgsvlQkFBAXK5HN566y0UFxdj/fr1zL3Isox7770Xl112GebPnw9gysvZ2dnJYTvkJIjH4xykS5OIKIJIJMIkNVXUoWsNDQ2pyoABU3GgBGw0uWjiBgIBlJWVqcKGyOkj3kfsvxwsaiEAACAASURBVEAgALfbDUBds5EmkiRJHN5CbSCtkvKL6V4UgiWW+xIBiop45GtrpOHml/0i4CaaQAQa6k9gyjlB2i3xycS1ieYwADa3xfvRu6G87SOFB5EDRfRIizQBaWrkZadwFkqjpM/pOxQ4nu9Ft9lsrKHSMWpfaWkphoeHVcU4CBzJeUaaMX2vrKwMXq+XY4qpDTSGLBaLygIpKSnByMiI6j0Q9URUBgHZvHnzkEgkMDw8jLVr1zLlQlrwHXfcgVtuuQUGgwGpVAp+vx8TExMAJikLcvbR+A+FQnjvvfc4QoCuffjwYQQCAVgsFrhcLpSWlmJ8fHzagny05XMBlLIso6SkBJWVlaioqOAJ6vF4MHv2bFx22WVMaBuNRrz11ltYtmwZLr30Un45Op0Or732GmpqarB69WqeHORBJlOVJinFmRmNRqTTaS5BRuBcW1urirMjjYLMHtGT6fP5UFBQoDJ3Caz8fr+qBBcwOfhCoRCKi4tZKyQnj1arRSAQQEFBgSoGL5VKqWoSptNpVTjN+Pg4qqureTLTsWAwCKPRyCEn4XCYwSMYDCKRSHDeMQnxo5IkoaOjg8OiqGBEc3Mz0uk086uknRF3/Oyzz3L6KTAJ3NFoFPv27cNLL73ECxB5UmV5Mv3y/vvvBwBVXGdnZyf6+vpQVFTEqX10vLW1FWNjY3jttddUNUCtVismJiawe/duzlemBVKj0SASiWBkZISdK3QvWlh8Ph+/dwId4gV9Ph9r5mSGFxQUwOfzMe1D1oHFYkE4HGawEBeSkpISdHZ2qqrzAGDtS6x+RPeZPXs2+vr6sGrVKtXCqtfrVSFL9DyFhYWIRCIMpmLERnl5Ofx+P6fpkpAiInrrxTx2p9MJo9GI6upqKIqCF198ERdddBFsNhu3V6PRoKGhAZdffjksFgub5p2dndixYweuueYaLhji8Ximtf1YyOcCKAHglFNOwZlnnsmVurVaLfbv348FCxagoqJCVRzi0KFD+PrXv66qKagoCpqbm3HllVeqVnYCB/J600ARnQb0fZEXXbduHZvWNChJkxJXP0VR4PV6OSZNrLyi0+kwPDwMl8uFVCrF+cHhcBgDAwOw2Wz46KOPVEUqMpkMent7sX37dtZYCEwbGxsxMTGB5557DrI8VRnHaDRi+/bt8Hq9OHDgAJtBlIW0e/du1UAkEE8kEmhubsZPfvITlWmu0+mwb98+1NbWqoKfCYj8fj+MRiMsFguboqIjoKCggN8LAUcoFILL5UJdXR1n/FD/ZTIZbNmyBatXr+bPyIxPJBKIxWKorKxEIpFQaX4FBQUYGhpi7ZAWGzIn29vbOQyKNLR0Os1OEbfbrXrvsjxZ9JcoF1qAyTs7OjqKzs5OlaZnNpvR2NiIkZERtLS0AIAqS6i9vR2vvvoq86n0PsfHx1FfX4/33nuPHZhEZ/j9foyMjCCVSqGgoIDH+YIFC9De3s7AQuOQQIqcWNSHRJPQQkzjnWIo+/r62Jqi9up0Ou5nmiuUskgLpQisS5YsQV9fH4ca0fiqq6uDz+fDqlWruI81Gg0aGxthsVhQUlICjUaD5cuXQ6PR4NVXX+UF6ljI5wIotVotc3Lk7ctmsxgcHMQXvvAF5obI+UBebPqcJn5vby+vdGSWUIBsQUEBa0UUICtqISJfReYNaWs0KAOBAKxWKwYGBpj/9Pv92LdvH/r6+nDrrbfyFgEEsp988gnuvPNOToMk/rKnpwcul4sDu8nRQ0HUotlLmpBOp0NVVRUWLFjAVY1ogm3fvh3XXHMN9yOFhAwNDUGj0eDee+/l8BXqn+7ubjzyyCP42c9+xn1AGuL999+PL3zhCzj55JN5gtP37r//fqxatQpnnXWWSuuW5cntGS677DLVhMpkMvB4PNi/fz9OOOEElJSUqPbASaVS+NWvfoV169apTHFaPJLJJMfLEsBS32q1WnzlK1/h5wUmQdTj8eCcc87BmWeeqWq/LMv46U9/inPOOQdLlixRZWPpdDpcfPHFeOCBB1TFdinH/z//8z9x22238WJI4Esa5fr165FIJFgjpLhB4hrF96kokxWJKC01Go1yumJHRwd++9vfskOSaJKRkRF4PB40NDRwCinFpHZ0dKCiogIVFRXMI9KCReNHpCCWLl2KkZGRaVwy9UUikWCNWpImy7Z1dHSgtrZW9RyrVq1Cc3OzCihlWcasWbMwMDDAIUIUG63X6zkYn97zrFmz4HK5ZoDyb4lOp2PeRVwJg8EgfyaCFr1E0fFDJgNxhsSzDQ4OcsBrc3MzT5qJiQlEIhEcOnQIY2NjiEaj8Hq9iMfj2Lt3L/7xH/8RkUhEVR9xdHQUFRUVqK+vh9PphNPp5HqYZ511Fi644AIUFhaqiPMrr7wSDz/8MA8W0gJ+/etfY/78+bzvDD2Poih46qmnsGHDBlWgcCqVQigUgtls5urqgHqzrbq6OpSVlXG/plIp9Pf38wAljpDOj0Qi/Jk4cGlBIkcTCXmKxVqKomYoiqjxkHYrZuCI59F36XlJCLxEh42ozYiB9qQN07VNJhN7aUUrgDzwsixzn5A2BoD7Qcy6AsB5+5TfLkYcLFiwALFYDLW1tVwxh/r/1Vdfxdlnn83aN73nUCiEXbt24ZJLLlHlnGezWXi9XmzatAmVlZX8OVlGd999N37+85+zxh2JRDA0NIQnnniCt7MIBoMIBAIIh8Nobm7Gxo0bWQOmCj8U9tbV1YWysjJOs/X7/ZxwQACr1+tRXFzMCx0t6LIso6qqClu3bmXHGSk5TqcT7e3tbFmRH0Kn02FiYoI/B4CKigqUlJSgo6NjWlzp0ZLPBVASZyXGp0mSBKvVyp+Fw2EEg0F4vV4kk0m88847iEQiiEajbF709fXhiSeeYDOZBtjBgwfxzjvvsCYAgNMk+/v7ueDviSeeCJfLhcOHD+PZZ59lE4s0qQcffBAXX3wxF90g7WtkZAQrV65EVVUVhzYRp0OhMPR89B0i32kAAZOaNRW2EMNvAKgqoBPfBIBNzXQ6zQV4xZAMWlREZw0A9pgSUIhaB01mal8+1UCFKET6Iv888V70PXp+0TGT/7d4Pfr/LwElXVd0etGP2WzmySvegyY+ObjEY3TPeDzO6YB0zGq1qnhhsZ1UTCN/HIv3FkOmyKoBwKCbT+9QjChdi8KPCKwJ/KlO5LZt23DGGWdwdhi18aGHHsKaNWuwZs0adhxFIhG0tbXhlVdewcUXX8zW0fDwMEZHR+HxeDA6OspWDIVTbdmyBU6nkwthkFb84Ycf4pFHHoHRaITdbofNZsPIyAhCoRB6enpQXl7Oz06bs1G0CvGeRDEcq9qUnwug1Gq16O/vxzPPPAOPx4OxsTH4/X60t7dj27ZtcLlcsNvtXNmb8liLi4s51iuZTKK9vR3r1q3jYgImkwmhUIir91CQczabRWNjIw4fPoyrr75aVcaf+EzS/ig1i4A4PwSEwpdocJJ2QHvokJc635FERSfEiS9JEkZHRzlgXtS2NBoNksmkijQXv0dcpaiVkceW2pAPZFT6jCYpgYdoitKeNCLPRY4NckSIGiH1rwhENDEoqyQWi6l2nxSL14rPRFEGZMaSs0u0Jujdi/GY5IiIRqP8fsSUQtKqRUuF7mk0GrmCkDg+zWYz53RTu0kKCws5rEg0b8USZPmmLy1eR9KgzGYzl7ITtXJaPImeomuK2nI6neawLkVRMG/ePLS0tGDt2rUMyCaTiWM+aU8f6oeWlha8/vrr+OEPf8iWFPX9rl278OUvfxmRSIR59fHxcTQ0NOD0009nmmJ8fBypVAoHDhxgay4SiSCRSKCrqwtbt27FvHnzUF5ejtmzZ2PevHnT+vxoy+cCKK1WKywWC+rq6rBu3Tq4XC7EYjG8++67uOiii+ByuVjj2bt3L1paWnDuuecCAGtnO3fuxAknnIAVK1bwC87lclwQggoBA5MTPRQK8YASwWpgYABut1vl1aQwmmg0qqpuTvchsy9/IgwODnL2EGmZxMnFYjHOlCDtU5IkLkYrVgCiCZ1MJmE0Ghl0RLMTgAqgCFiJ56KgZVHbHhkZYXAWy8VlMhn4fD60tbUhEonwpCewHB8fR0tLC2vy9HzAJKWxY8cOFWgAk7szBoNB7Ny5EwUFBdxPADhjZseOHdy3JM3NzQgEAti+ffs0LbS9vR3d3d3Ys2ePCpDIWTI2Nob6+nruD+KjKVuKuFI6RmFGXq8XRUVFKqrEYDDwNrZUxQqYcowRLZG/x4zRaGTPu6i50/ulvcnFBaeoqAhDQ0OcgEH9S+MxkUioQqLovdH1xX6inGxa+MRnFYGannPWrFlc2YhidqnYhaJMBp/TfKQFv6qqCvPmzVP12cGDB+F0OnHNNdfwQqsoCl5++WVUVFRgyZIlSCQS8Hg88Hg8KvrjWMhnAkpJkvoARADkAGQVRVktSZITwCsA5gDoA/BlRVEmPlsz/2obMG/ePFx55ZWorq5m04aqHpMTBJiqN1leXg5FUVRcUW9vLxYvXqxyIkiShJ6enmmlzGhgkSkuTmqPx8MebDqXQIJMOQp7kSSJi0iIpjHJ2NgYm+Oid5WAkQp10CChitk6nQ4dHR0IBAIc9BuJRLBnzx50dnaisbFxWt54Z2cnfvCDH3C7aKIODw/D5/Mx4NFEMplM2LdvH5uh4kTMZrPo7u7Gp59+yrF5wORkKigowMDAAPr6+hCNRnni0UQnOoMmJk0oKts1NDSEUCik6nOqsjQwMKCa6NR+j8eD/v5+AODJncvlMDo6iomJCbS2tnK76RyPx4NgMIiKigpObQUmgY36lraroHdiNBrR1dWFZ555Bm63m0GQtOKmpibcc889KlMdAJfxu/fee5nXpUIbXV1deP3119kBV1hYyHn2FKImUkxarRbFxcWYmJhQ0VBkkTgcDiQSCV6w6ZkoHIvGI7WvpKQEY2NjKq2a0j/puSgDS5ZlmM1m5vhF7z4wCeDinCQAdLlc/DmJ0+nk1F8qJK0oCqqrq9Hd3c0RLlQJPxAIYNeuXces0vnR0CjPUhTFL/x/O4APFEW5T5Kk2//8/21H4T5HFL1ej8LCQhQWFvJKnM1meWLTygdM5U6XlJQwTwaAgeK8885jxw5dq6OjA6tWrZpmblFsnQh6NDErKyvZnCMNiwLOKR6RJkksFkMgEEAwGMTevXtZG4vFYti+fTui0SiGhoYwMTHBhSxo/5WdO3eqBp3ZbIbH44HZbMYLL7wArVbLE4u2WV25ciXmzZvHpd7IxGxubsZ3v/tdlRkJANu3b8fExAQuv/xyBiHSup588knU1NTg/PPPVwU9A5Nm+RVXXKGqiESA+umnn+KKK67AggULVBwubdtx7bXXMicJTG4ONjg4CK/Xi69+9avsXAKmTO9t27apqgcRwO7duxfZbBZf+9rX2PwEJrXQ5uZmaLVafP3rX1ctppTW19raihtuuIHbR8cee+wxLFq0iAsm0+fkCDzllFNw0kknqRyIFCJ0ww03sCVAxwYHB/Hcc89x4Y5kMsmV4KurqzE8PAy73c77dycSCcTjcezbt4/3nCGNNJeb3HsplUrhtddeY+cL5W8fOnQIzzzzDGpqangrFEqj9Xq9XKuUfqhkIFWookgPok6CwaBqkSe+W6QlaO7Mnj0bQ0NDqK2tZU1Up9PB5XJheHiYFQzibVOpFBepoaiEuXPn4oMPPphWXeq4445TxRofbTkWpvdGAGf++e8XAHyIYwiUGs1kFWpS7enlklovekspVk7k4Wiw+v1+mM1mDtkgkG1pacHpp5+Onp4eRCIRhEIhxGIx7N+/XxUMTNfavn07Kioq0NfXx6YU7aEzPDyMhx56iEl94tV6e3uhKArcbjcKCgpgtVrhdrshSRIuvfRSnHLKKbzFg1arxcTEBB599FHcfffdvJsjAfXDDz+M1atXY/369dwfxOs1NTVh9erVWLx4scrDS/vkzJo1S0WSJ5NJTgulOFIAqrZT6ToxA4Q4Q3IakKZAGSOkeYiLGABOOyXziyYDaUXEseVbCSRkBosWAT0LObCOlLudz/VSxgkw5fiiyU7csF6v5yQBAmtJkviZCgsLVSYxaTqzZ89mrZH6mBIaKisr2UqgBb+3txdGoxHXXnstt4/6/mc/+xnOOeccjiWkZzp48CBefPFF3HfffbzzIm05Ozo6CgAcpUEOzdbWVuzduxdz587lfqFMn+7ubjz88MO8Wyk54g4ePIjf/va3KC0t5XsbDAYMDw9j+/btnANut9tRUFCAyspKtLe3Y+7cucy/ZrNZFBUVcQk48V1SaFc8Hue+dLvdGBgYYEuO3gsVwqb5e7TlswKlAuBPkiQpAH6lKMpTAEoVRaG8Jy+A0s94j7/egD97fcUYLjEPVNyHWQwApgK/VB6rsbERP/jBD1SmrcViwYcffsjOH9qXm0yi448/Hk6ncxq5vnjxYixatIgrrlgsFt4S4t/+7d8ATJnd4+PjeO655/Ctb32LTQziHbds2YK1a9eyeUETlUx+cdtRYKpgcH4eNWm1FM4jTgTiTinzSAzpIRAjU1DcQ5r4W9oRUeRERa5THPwktEtgvpDpS+Aiain5nmLxmDgWxHPI8UIL35G+R1quCMqKorDXO7/9ZGlQKl++GU2mLfF41BbSxGhhp0WHjpEVk88tUzFgWizofvTeafdLcfdDAh6dTofCwkLo9XrMnj0bmUwGq1atQnV1NdatW6fi/t5//320tbXhe9/7Hr8fCoXq6urCTTfdhGw2y4VjEokEOjo6eJtnkT8tLS1FfX09SktLeQcBKjUXjUaxefNm7nOTyQS/38/b1lLFJofDwSBPiz0wGX5FtAK9r2QyyWF1lLRxtOWzAuWpiqIMSZJUAuB9SZLaxIOKoih/BtFpIknSTQBu+oz3Z35l7969vG3D8PAwmpqaEAgEsHv3bkSjUV7BfD4f6urqMHfuXJSWlqK0tBQrVqxAU1MT7r33Xq4FSBPiS1/6En7605+yhqPRTO7P3NbWhi9+8YuYPXs2XzuZTGLv3r04/vjjMW/ePNYOgMmCtHPmzGEQo0FFDg2r1TpNYyOzIz9nlzRiMrnpMwJD2lxNjFEkzdpms02LNaSCGOJEBKYKOdBvUUNSlKkq5vQeRKCkiU0Lj/hcwFQMIw1q8bnENpOIzgq6n3iMrkHfEykCcVKJhTXoOvkTS3R60Dmidi5mn4htoMWVjoltFs8V+1jUesmrT+9No9GgpKSEM6NEDQqY9JaTRioCb0lJCWKxGI9hUcMmDlGkIRRlMiXxgw8+gEajUYWjUUwjbfxFzxGNRvHJJ59gzZo1WLhwIS/AOp0OXq8XNpsNl112Gfc5JXr8x3/8B2699VYea5FIBNu3b8fAwABMJhM6Ozuxa9cueL1e1NfXo6GhgbV0q9WKwsJCdHV14cEHH0RxcTFvyyLuMHAs5DMBpaIoQ3/+PSZJ0psATgQwKklSuaIoI5IklQM4YgniP2ufTwHAXwLT/4pI0mRIRmNjIwoLCzFr1iwsWrQI2WwWZ555Jk477TSeCPF4HC+99BIuvvhiDsaVpMlMml27dsHpdKr2KibTg1Zr2oyKtLDi4mJVuhmdI4ZfkDbU1dWFuro61aCl7AwxrlHkh6jMlzgARPA7UqgJaRcUlkNmH4EXPQOJLMuYmJj4q0CZH6NKx1KpFJewE9tCZjdNalFTpGe0WCysuZOI4TBHAjU6VwRXEYxEEKf+Fc1eaouolYrn0TnkdKJ+IjAVnRliNIOoNRYXFyMUCk3L1hI91aI2TdfTaDScokrflaTJbRiCwaDKS05aE5mn+YBM2rDYt3SMuE6xPyVJQklJCedo53PRTqcTo6OjqkIr9CySNOlUFK2Yuro67N69WwXE8Xics8Yo4FySJp2CTqcTZrMZX/rSl1TW4ZNPPonVq1cztUD852233capjX6/H4ODgxydEg6HcSzkfwyUkiRZAWgURYn8+e8vALgXwNsANgG478+/f380GvoX2gCDwYBNmzbhpJNOUnma//CHP2DhwoX8GWlowWBQpekBk+EcBQUFTHwDUwBSXFysGhQ0gaPR6LRyYKlUijWvfOfPyMgINmzYwO2m32LYDP0PTHnGycQlzY7uQ8CVn60i8qLifjTxeJyfQdwpMJvNwu/3w2AwwOfzsSOANoz65JNPYDAY8OKLLwKYdD5RZaampiY89NBDXGlHDCNqaGhAT0+PKvuFNItDhw7hqquuUoEJtf3QoUPYuHHjNNCmTara29tV2T707A0NDdi4ceO0MRIMBjE4OIhLLrlkmpkcDodVIUDUJ5I0GTTe09OjSqcksCPt59133+V3TfxdT08PV7gnAKFKQD6fD1u2bEFVVRXMZrMqvIxSZUVvNAFYLBZT7ekjhjJRrGh+RSIaV/nxqwSyYvUjopao4An1ET0vAaWo7dJiF4/HVbyvLMu8ERjx3bTQUt/q9XpWMCiFk0KKxHcwZ84cdHR0cA4/pdwuW7YMBQUFOOWUUzg9U6PRYP/+/RzdcLTls2iUpQDe/PMA0wH4raIoWyRJ2gfgVUmSrgfQD+DLn72ZRxbSxBYuXMj8D63+/f39POioJiHxeyKfQ2EiLpdrmhbQ39+P6upqFaCJcW/iRJblyRQxIuZprxC63vDwMJxOJ5tExPMMDg5ibGwMbW1tKoAjB9AHH3zA4E0a3uHDh+HxePDSSy9xmiR5Qgm88vc8SSQSaGhowDe+8Q3VgNTr9ejs7ITT6cTg4CCv9uTkGBwcRHl5OXK5HMxmM8es2mw2/PGPf8Qll1zCmjhp48lkEg899BDuuusuOBwOXphogl5//fV4+umnOROIZGxsDN/5znfw8ssv80QFJgG0o6MDL730Em6//XZYrVZV36dSKVx99dV47bXXVNdTlMlCJ08++SR+8YtfcB8Ck0DS3NyMN998E3fddZdqsms0GnR2duLHP/4xnnrqKeaeFWWyatPWrVsxNDSE6667jnOsKS51x44d6OnpweLFi5FIJBiQvF4vEokEdu/ejcbGRl5UyGFx8OBB9Pf3q/qE2rp79258+9vfBgAGGVmWMTg4CIPBgPb2dtjtdjZPXS4XgsEg/vjHP05zXh04cACxWAxz5sxhPpqiHyYmJuD1erlgCVE7paWlHIkhZgGVlpbyHlUkudxk3cvR0VHmqmle0f1EC0Oj0aC4uJijE0QLraamhvPxqf2yLGPFihXYt28fB8HTYrxq1Sq89dZb/0X0+O/J/xgoFUXpAbD8CJ+PA1j/WRr1XxVaXR0OB692pL2EQiEV30XmJ1VopolGebPiAKXfQ0NDOO644/gzerFkWk5MTCAQCPDv3t5eNDY24vHHH+fJQ2C5b98+3HfffSrTjfjBsbEx/OEPf+BJQDFtqVQKo6Oj7CGlFZ7qShYVFaGsrIwLW8jyZPWaG264AUVFRew0IC7on//5n/H444/zgkIa5aOPPoqlS5fivPPOm2aa/vKXv8SCBQtwzjnnqDa7JzPutNNOU+V5U0ompdw5HA52ApHHm0Kr8jVK6iu6vwhqkiSpHCgiBSFqfKKIufwiByrSGmJhYnoGjUbDE5ocg2L4k9ls5r3X83lQCuHasGGDqq4ogf0111yDFStWqHjbXC6H++67DxdeeCEWL16sSu8EgAsvvBCPP/64qshFJBLBu+++i1QqhVNOOYVBlzR6i8XCtQtEbjgcDmN0dBSHDx/mBZTa4vV68Ytf/ILPp37v6elhTpLGqM1m49oGTqcTdrsdTqcTVqsVRUVFqiB56ncys/ML7DqdTgSDQVXRY2Ay7rK3t5etLKI7ampq8Morr0yjT2iTMvF5j5b83WfmUOdRCSex+CdxI1Qma3x8nM1vkdOhCjlbtmxBIBBg8Nu7dy8A4KWXXmINkbQ6n8+HO+64gwFL3Npz7dq1KCsr42rRxFF+61vfYoCgnz179rBXUVwdu7q60NXVxWEhdB2j0Yhnn30WdXV1OPfccxlEJUmC3+/nMB+Hw6EqlhAOhxlcxHRI4lsdDge3CZjybI+Pj2PJkiUqR4voqBDjIOkYmXr5oCZSI+TpBaYcN6LzgcwsaovoVRU986TpUx/lAxeF9pD2TNckU1V0LonATamt4gJF/9NCJvK1JFSEQwzAp/6y2+0YHh7GypUrVR5x2sucUizFjc6of8hUp76MRqOorKyE3+/H2rVrGZBo/G/ZsgUnn3wyampquN3pdBr19fXYu3cvbrzxRl4MyArbv38/vvvd76oss1wuhz179qC9vR1XX301JGlyv6ZQKIT29na88cYb6OnpwcjICILBIILBIJLJJBobG3HBBRew04i0VMoDnz17NpxOJ+dxDw4Oor+/n0OuqN+9Xi8mJiZ4TudykxXwCaRpocxkMsyh5jv+job8XQMlmYOvv/4684O0ugQCAbzwwgscqE2lukZGRvDII4+oqvpQyTJgcnVbsGABysrKEA6HcdVVV2HhwoW8CZZWq8XHH3+M1tZW3r+YwPPTTz+FJElYv349D0JFmQxCdjqdqKioAACeJFqtFiMjI6wVkmaWzWbZWSTu/EgDYHR0FCtWrOCyZ9QX8Xh8WiwhMKl5U5FhmsAimKTTadUApe9Q6AXdXzwmxmHmm7vEp4pZTtRP9DufZwQmwYueJ98RIUr+s4l/H+n/I6W2ieceaVJRqmd+OyRJ4v22xe9Rf+V/j+5DTg9yNojvgBYocYEBphYIMesmvx1E5VB/0rmlpaUIBAJYsmQJt0Wvn9wPm+5DIV8UrE6pvzU1NQzSsVgMZWVl8Pv9KCsrY15Vo9Hg+OOPx759+3DjjTfy+KBnv/HGG/HII48wTZLLTe4m+dhjj2HhwoUoKipCMBhEe3s7JiYm0NTUhF/+8pc8B4hG8Hg8eOyxx5DJZGC326HT6WC329HZ2YmXXnqJ+8doNGJ4ePgvjpnPKn/XQCnLMiorK1FUNXMDjQAAIABJREFUVMQmDHGLp5xyCpYsWaLi1Xbu3AlZlnH55ZfzJE+n0/jd736H0tJSnH322Qw0ZJK5XC6V6StJEg4dOoSqqirVJCKzkrhB8nwD4D1ixDhFGog+n4+3CSWhuoIUyiOaF0QrFBcXT+NIKTCXNCtxIgeDQa7CDkyBA01Q0qDoGGlFyWSSMzfEqtnUfppkdF2iGwhIaCsJYEr7IwtALAZLJrKoGZEmRH/T84vcr6g9iNolAbboUBO95WSOU/vJVKTjIsdL2ifxrzqdjvO2k8mkqjYmaYliogPd32az8Za3Ir1BWVXUjyJPDkwCHFUkEvlLKrRBPKC4mFGNy/zQMovFwry2eEyr1TLnWFtby5+Td53oJjEczWQysUeeQpTo/g6HA4ODg1i4cCEkadLp6na7UV1djaqqKqxdu5a17Uwmg/7+ftx7772w2WxMWWi1WnR1deH666/njc3i8ThvhVxaWsoLSDKZhNlsZs38aMvfNVACwIYNG7BhwwZ+8QaDAc899xxOPfVUnHzyyQCmTL6xsTGcfPLJqh3+aPBTmhQBVr42QWE6siyjp6cHZ5xxhmpgiuXMRCENUNwrXJy0IyMjvCWqCD7hcJh35BNNRGCygjXtb0NgQOleFIQuckRkqjgcDhWo0YJA5hdtA0HgQVkRiUQCfr+fn59+kskkurq6VAHdxJNmMhm0tbVx5hAJDfTm5uZp75LyvxsaGlR9m8lk0N3djfHxcTQ2Nqo0aZpowWAQ+/fvn/Y9j8eDUCiEAwcOsJZL77evr4/3Oqe0QhK6pthOOu71ehGLxdDS0sLaFS2kdM3BwUEVFUBaD5UPo89I6yaTncJnKEKAnGrj4+Oq8mvZbFYVOiRqlRqNBrNnz2aOksYh8flijj8dkyQJlZWV6O/vx5o1a1R0idls5qgGcVwDYM859S1ZGlVVVfD7/Sqrgkx5KkxNloosy7w9sRiMD4CzeOrq6lQxmR9++CEWLVqE2bNn8/X7+/vx+OOPo729fdrY+qzydwuUNDBramogSRLXRVQUBX19fTj33HN58BBH1NfXh3/4h39QOWUoLzy/4g4NEJHPIyDw+XwoLy9XDTQKJyLNgDQWRZncj6aiokJ1fZJIJMJB6+Kgpj2p6e90Oo1YLMb3HxgYwOjoKDt9otEoWlpa0N3djeeff54nHTk0mpubEQwGWZsBpkBm3759+PWvf80DlzyyFosFBw4cgNlsVhXtJY1reHgYr732GlewAcDpo4cPH8aOHTvYNCIwIQfV1q1bp5m8o6OjGBsbw5/+9Kdpjhmv1wuv14sdO3ZM23yMOONt27ZNGyeBQAAjIyPYtm2b6pqKosDn86G3txfvv/++qtAuLVpjY2N47733eHEjTdHv92P//v2YNWsWotEoc+OKMpkp09TUhKeeekplCRgMBnR3d3OxFuJ8Saui4Oo9e/ZMqwbU29uLJ598EgUFBWyVkJe6q6sLb7/9Nux2O5cGtNlsvBmXz+fjZAYKUxLzwkm0Wi0WLFiAQ4cOcf8AU+Y67WIqLjSk9eXv1ClJEoqLi+H1elUhRTTm8jVm8qwPDg6qgA8Aampq0NPTgzlz5vDiIkkSKioquIIWid1uR0VFxQxQikJAWVlZySsvAZ/H4+Fd4sSAbUr6Fx05mUyGzVzyKhKnR04H0SSS5cn9VIinytewqPozDcJEIoGBgQFMTEzgo48+gt/vRygUgt/vRyqVwt69e3HrrbdyIQQCNwr9eOWVVzgOTa/Xw+FwoLW1Fa+//jocDgcsFosquNtkMqGyspLTDokCCAQCWLp0KdavX8/9Rz/9/f04++yzeRMzGuyZTAY9PT246aab4HK5VGZaNBpFe3s7vv/97/OCREBIWub3v/999uIT2EQiEbS0tOC22ybT/0Wzubm5GbFYDLfddhuy2akK1qS5/uY3v8Ett9zCnB6BSTabRUNDA37wgx+owJe026GhIfzwhz9kM5KuSdsK33zzzbwoiovI/v37cccdd/C7p+drbm5GNpvF97//fTZ7iS6gd3PrrbeqwFWWZTQ1NeH3v/89Nm3apBo3tJiVl5djzZo1/Fx0z5aWFtTU1GDBggW8EFFgOhXN7e3tVaUYDgwMwOPxoLu7m/l7ok86OjrQ0tLCVdNNJhPXORgeHoaiKOygJC/16OgoWxXigkOhcLQgEFhWV1fj8OHDKu8+beFAIVE0/rTayT14+vv7sXbtWtW4qK2tRU9PD8466yy+p6JMZhLRDqX0zqxWKyoqKlT8+dGSv1ugJCH+hIR4MQCcIE8rejAYRC6X4/zYSCQCn88Hr9eLvr4+dHR0sClK+9mQBiPGxPX19eHBBx9EKBRCNpvl+LJ9+/bB7XbjvffeAwD2YHZ3d6O8vJyLJTgcDtTW1qKkpATbtm3DrbfeCpvNxkHvuVwOL7zwAkpKSrBhwwaVyaXRaHD++efj0UcfBTC1YORyObz99tuorKzExo0bVRqzoih45513sHDhQixdulTVf1Tkoa6ujlPBqO9ocpWVlcHlcqnM2lQqBaPRyHFvIp1B/U25vOLEIh5L1DKBqe1vScsSveIkFDFAaaYkFJx/pOIWYjaMyBtTX5KGL5rzijKVzZOvvZIHmhZUqicATNIKNpuNU0XFjesAsLOBtCb6icfjqKqqgt1ux6JFi1ROJr1ejzlz5qC0tBRr1qxRhWKNj49j7969uPLKK2G321WLucfjwaOPPor77rtPxXsqioJbbrkFP/zhD7nwSigUQjweR1dXF371q1+hrq4OY2NjGBoaQnNzM8LhMA4dOsTxpqQE6HQ6HD58GNdffz1KSkq4qrokSVyzVQRivV6PtrY2+Hw+fsd0XKPRoKmpCWvXruW9fGRZRmlpKbZt28Z59xRcb7fbOUhdrElQWlqqCvs6WvJ3C5TEvVEIQSQS4SIXQ0NDeOyxx7gqMgVdt7W14c477wQwFVZUWFiItrY27Nq1S7Ur4MDAAG/xSpPBbrdzZZ+LL74YZrMZdrsdBoMBDocD99xzD77yla9g6dKlPJHS6TSee+45LF68GGvXrlUR3oqiwGKxsDNHHOhirq1oiokaDwEA3YeAhs4TvdORSAQul4sHpehAoXuLO/mJnKkYj0kaEpWjy/c003ExTEc8TrFyYkyj6MDJbz9dk0Cf/s8/Jn4uXvMvFcWgv0VuVeTSRE03nzIR00Dzn4+eTTSt6R4UX0h0jpgWSpYPcaVi/7vdblVmFd3PZDLxAkP1MMlBBUwpCiJPKFZsJyeSzWbjufDyyy/j3HPPVVliiUQC999/P6699lqUlJTwwqDT6XD//fdj4cKFOOOMMxCPxxGLxRhYd+7cCbfbjUQiwfUWdDodmpubOcqEtMtAIMC55qTokIa8f/9+LudmNptRUFAAr9cLRVEwZ84czvk2GAyqEKqjKX/XQCnLMu666y6Ul5fDbrejvLycg1rPPfdcaLVaroZN5sMtt9yiIp5DoRD6+/vxT//0TyptqqGhAZ9++ikuv/xy5j+12skSZ1VVVVi6dKkqMJk01dLS0mlxfmKAreiEEPecAabCQmiTeAp2FotlUAgNgaBIusuyzBqpqB2Rlk2Dk4ToAnq2I/UxtUf8n4BX1HRFU0dcxKgPgCnwFReEfFM5HzxFyffyi88n3jufA6O/868pfkYAn39tEUDpO1qtVpVjLZ5P40r0uNP3xH148vuZ6oKKfUDts1qtXMgi/zvi9cUMFjEbRlzkiNIQ6RJgKjifhBY6AJyjTd8VrYd58+bB7/dz5XIAnCI7OjrKm9/Re29vb8ebb76JTZs2qWJ20+k0Dh06hO9973s8n4h7fvDBB3HzzTdDo5ncr8fv9+PAgQM4dOgQPvroI97cj7YYPhb75vzdAiUALF++HL/+9a9RUVHBg2NgYADJZBJLly5l7kiWZa6DV1FRwS+NvH+kFYphHuRMETd1AiadL7TVgxiATUApxiPSxBG1RRqYGo0GExMTsNvtqokIgB1M+WYrDRRxi1QxKJm0WHH/FToeiUTYnKHzRKDMj70UtRDRIUb3SqVSbOqKQebU36TdUFuAqbAcMaCZPicHAz2bWIGIQIeE8ptJKKxIdKBRO/ML8tIx0qrovZCDhc6ldhEXKIq4uNGz0zPS+84PR5KkyU2w8jU8Om4ymdj5kQ+8DocDXq+XA9LpO6KmLL5/MRA+3ykmSZMblYkJCHSvfLAVFxIxiF68ZmVlJbZu3cogSteguUSmNUlp6f/H3puH11VV/eOfk9zMc9MkTUNLoS0FLNICrSDzIyBDSxEEFBxApYBSEeRFBlHkpVAH5EXkC4g4AAq8DIIiAgXskI5p0jRNM8/JzdgkN8PNne/5/nH5rKx97q0g9Pf7Pn3edz9Pn7bn3LPPPnuvvfYaPmutEkmTpgMc6BQiSiIpKRbHnpqaipKSEhQXFxu2eMuKpZP76le/aiBSnnzySdx9992YnJzEwWyHLKO0LAszZ86UzUrCc7vdmDFjhqgWJOj9+/dj4cKFhrSXlJQEj8cj9jf2S/ycVmmAaU+pZpRaaiDmUG9qSnpcTM0AmIyDJ6qWtOhJdkpdXq8XWVlZQmDcFJronWFclhWDQHGjktAIUmc/rItMp9Lo6ChGR0exdetWCc0j5rCtrQ0dHR14+umnMTU1JfMVDAbR1dWF9vZ2jI+PizStY8537dqFm266yWDkth2DUfX09OAb3/iGfBc3/vDwMHp7e9HZ2WnELwMxibWqqkqimHTz+Xyorq7GNddcE3foeL1eNDc3Y3h4WNZYS+h1dXW47bbbjI1PDaK+vh4PPfQQLMsSqY1rXVdXh1dffVVszizGFY1GpbIgAEk4TfpgCQXnwTlnzhx0dHQY6rBmZHrNtf1X0wfnmkEag4ODRpJbnWGJnnzOAxkwmaSmx7Kysriku7TNM5qNjNK2beTm5mJiYkLGoulW1x+iNkUMcjQaFQnYtmNRTuxfm4CKiooSBjN80nbIMsrk5GTMnj3bsEnYti24RL1wANDc3IwjjjjCYGzEvZWVlcURBJu2CUajsXT+s2fPNqQxet3JYMmIqF4T4MuSuSTQxsZGZGZmSv1izST7+vrQ1tYmMJ9gMCh1lPv6+vC73/0OAwMDRoxvTU0N0tPT8Y9//EMkHTLGiooKfPnLX5Z54rd5vV709vair69PMuCQYJOSktDV1YXXXntN4EH0DhMjl5ubK4Z6SpFMRrJixQohekpNXV1dmJycxJ133ilrwMzUlZWVWL9+PdauXSs1VMjQGC73wx/+UCQLfovf78e1116LJ554wli/cDiWA/Huu++WWtYul0uSiHg8Hjz00EO44447pE8y+9TUVDQ1NYnEwnUmxnXHjh046aSTjPowLN/A0hVcHw2wb29vx7p16wwwOw+l/v5+VFRUGBK4ZcVCBoeHh6VGEec0LS0Nu3fvxp133ik5IwkRysvLQ0NDA1544QWJ8MrMzBQnZl1dnQQ08A+l5/b2dhQUFEjwAg8B4mxJ40xiMTo6KgldyMgoddPBxW8iWF9jIqnR5ObmCrCe9uXU1FRkZWVhbGxMzGhALA6c2E5qQ8nJyTjssMOQlZWF0dGDW6brkGaUrOZGtSAYDGJsbAyzZ88WSYknq9vtlvII2tDvdrsFzKqhD7TzDQ0NwefzSSr9HTt2SLw1DdGMRGlubsbPfvYzQ/UKhWJlOoeHh/H3v/8dqampCIfDyMjIQHV1NVwuF/7617/KeCh1NTU1obCwUIDLlFoGBwcxe/ZsFBYWoqSkRBxNqampyM7Oxvz583H66acLdo7PrVq1Cn/961+NAyQYDKKxsRHPPfdcHAMCYlFD//Ef/2F4Tjnf69evR1ZWFq688kpRoyiNb9q0CaFQCGeccYax6bkhsrOzMXfuXGHIth3DitbX1yMnJ0dyY1IyYDEt1n7RZViB6dh1pxkjGo1KDDszsdPeyuS6mZmZyMnJwaxZs0TyoT0uLy8PxxxzjJQ5ZvP7/fjd736Hs846ywgvDYfD6O/vR1tbG6699lrxwGpbZ1NTEx577LG4+dy9ezdeeeUVrF27Vhg6v6W6uhovvfSSwJ+Y+CIQCOAnP/kJVq1ahdzcXKFHv9+P8fFxpKWlwe12Y3h4WA5N4kMbGxsl5wH3TlpaGmpra/GHP/xBUABUqXfv3o3e3l4cccQRBrA8EAhg7969ePTRRyVhBqXk9vZ2bNu2DaWlpcjLyxOsp4YMUcMipMjr9UoEkmXFInry8/Ph8XhQVlYmEnJKSorU+KaJKjk5GcXFxRJmeTAhQocso9QGa10eYWRkBDk5OQiFQnK6T05OorOzE1VVVdiyZQvGxsaksmB5ebnUg9Hx30NDQ8jMzER5ebkUZs/MzERLSwvmz5+PtLQ0FBUViUQ1OTmJyspKXHjhhaKi0IMXjUZx4YUXSr0UqiaPPfYYjj/+eJx//vnyexL52NgYbr75ZmOT2raN1157DUNDQ1i5cqWhuti2jU2bNqGkpEROVcBMYOH0mgIQuxeZsWZATALitGES/K5NG+zXqRo6vdMELWuHE+877XdOb7q2venv1nY17QzSNkpNN/rf2tzBps0WNBk47XmU1HmP365t33psWnLStjn2l5KSIvkgNXA7Go1KCCkLwvEZv9+PkpISlJWVYcmSJUaIp8/nw969e3HZZZcJNI1zt3HjRmzcuBF33nmnMWYy2fPOOw+LFi0yghZyc3NRWFiI5cuXx2GHd+7cic9+9rOIRqPweDzw+XwYGhrC4OAgNm/eLFpSIBCAz+dDZWUlrrjiClkDHvTt7e3CjGfOnInCwkLk5uZiYGAAnZ2dYmoDpj3+xDRzXouKisQ09b+MEjHC2759O3784x+LROfz+dDa2oqUlBS8/PLLAnnJzs7G7t27MX/+fJSWlmLOnDkS/tTd3Y1f/vKXKC4uFsYLAM899xyOPPJInHrqqQZc46c//SnOP/98LF261HD+7N69G0ceeSQWL14sTIkp3CKRCI488kh5BwDJjzlr1izDOUDHCSUvMjwAUsWxqKhIcIbcTJQymJKfjeN22rDYqGbSrqWZH7GSevPy2wKBgGRM0gZ+zVj1GLQd90A2JNqb+Ix+nnPjdE58WHMeDPq6047nbElJSQYeT49D98F+tOOOtkYdyULmHQgEpHgZAPFsU7rSjFQ7ihJ9e2ZmpuSE1I4Rpojzer1iGmFjOVvSgj4kmcSC1TupGS1cuBA9PT047rjjxEHHw6CkpAQnnniioWJT4j3vvPNw7LHHioRnWRZuu+023H777Ua+glAohGeeeQZerxcnnngiPB6PhILW1dWhuroaxcXFEuRhWRaqq6ul+BrLIqenp2NwcDDO9PZJ2yHLKFNTU7Fs2TJcccUVKCgoEI/uq6++igULFuDkk0+WUzkSieDmm2/GddddJ7YXEm0wGJQaM1q66OrqwtKlSw3JSFdcDIVC0g892PTMcQORsREkrdOe0fY0c+ZMwxvOk9qyLAPTyHGNj4/jyCOPNDYNn9Gx3k4V2ynBsF/aV3W0CxtLlCZiNNobrCUybf/VuEjNfGkPps2Pm47/p0qmsaiU4ijF6O+nrdgJMtbPcMNrRg/AMNvwANFJFTgm/V36Ozn/vEbp0hmSykYbqW5JSUlSGoPrkujZRB5sOkdIM6S95ORYjDjt4Tobf15eHsbHx+PgWMnJycjOzobX6xXbMde2qKgItbW1MlYeIkQ/UPvgmMPhsEQEOQ/woqIitLW1SY4DMuxjjjkGtbW1OP300w2TzOzZs5Geni5pBTnnd955J9asWYPMzExEIhGMjo5icnJStK6D2Q5pRrl48WIsXrxYNizDomjPIgH4/X6J5tAnPo3swHS2b25gwoC0p82ZxJUtGo0acaqa6VF105g3Mo6pqSmpzeLEJGrTgt4sHBcbmQG90Yw15z0Aks+PDgRuZiZtZbSFBjUnJyfD4/GI512r8GRKVAnJaDh2lqVlf05oEaUqLR3Q8ZWZmSkZdvQ3jo2NISUlBaOjo3Hzz/clMuDzHR6PJw6fyINgYmICubm5ccgD4iX5HRoZ8WHQKs6LxmayT9bG0fNCDy/XgZIkGXogEBAkhDZnzJgxQ2rF6+8jOJtj1POZn58vWEfSD5/Lzs6WXJv6cCgsLBRJTWsYlEJHR0cNnC7fSQZMpmvbNubMmYO+vj5DMicqY3h4OM4so/0HRJVwz3Bs6enpYsMsLi5Ga2trHC18knbIMsrMzEzD9kLpyOv1SjgXN4TP50NWVpaRxJV/SHiauUUiEUxMTIiXjURGOyiN3Don4cDAAI477jjDjsaTlSYA9sH7GjrD65REyNR0f2SG6enpGBsbEwYRCoXg9XoFPE8HUzAYRDAYxMTEBCYmJvDGG2+IdMaDoq6uDoODg3juuefioEj19fWor6+XBA8cCwH5rBfNzchN19XVhaGhIfGMayhIS0sLent78cADDxiSGqV4Rllpps11ra2tFQeEZkzhcCx7+H333RdHJ8FgEHV1dfjFL34hGZX4LZZlYdOmTfJ/bcrIysrCvn378NBDD0mZBa4pv+NnP/uZbFYyUZfLhcrKStFy6Ozhsz09PXjmmWeEtsiAQ6EQ3G43nn/+eSOdmcvlwsjICPr7+7Fp0yajtrbL5cLY2BiGh4cFg6nDSl0ul9CChhaxxpGmA343weV6vZOSYiVoKYVyzsm8MjIyMDIyYsRva3MPYGoahx9+OHbt2mWsE+3JOi0fv4GQPj2PSUlJks/Baf6ZNWuWEeRxMNohySipljolK4KGc3Nzjd/SA6ilKp7cxLdRRSHhMHuOZh5UYchwec+yLAwMDODCCy+UBaJ9cnx8HCMjI9i5c6fUtfF4PJiYmEBTUxMeffRRYXi0M3o8HtTU1OCaa64x1EUAqKmpQVtbm9iDtJq1a9cupKamIi8vD2lpabLxx8bGhJFOTk4iKytLTuz8/HwxGziB0L29vSgrK8OCBQuMw8WyYrWejz76aElKoB0QVVVV6OjowKWXXmpIOcnJydixYweqq6vxta99DYCJ/3znnXewf/9+fP3rXzfsnLZto7a2FkVFRfj2t7+dUKJsb2/Hf/zHfxh0Qqmxp6cHN954o3E9EolgbGwMPp8Pq1atkuzYWmWur6/HqlWrBG7G9Y5GoygvL5f8pVriDgQCaGpqQnFxsWQX5x/SZn5+Pg477DAAZmnicDiM/Px8ow4S6bKzsxNbt24V1Z2HYEdHB7q7u0XtJGOKRqNobm7Gm2++KTHdXIPk5GTU1tbi29/+tiTvJbKgtbUVGRkZCAQCKCwslDDd5ORk7N+/X9ACtKtHo1EcdthhwkS1REsUBeeIgktRURF6e3sNHCednpxD7SCjWcKJdJg5cyaGh4exYMEC2SNJSUkoKyv7XxslAMHz5eTkGDWUGYjP5J20jzATT29vr+GVJPK/qqrKsKGRMF999VVJGOD1eqVOeF1dnUhJ/P3u3btRW1srkgdPQgKwiQdjrGp6erpUlGOdEcaa9/X14cUXX8S9995rlAGNRqO49dZbcfvtt6O0tDROjfzRj36EdevWiUGep+/u3bsRCARwzTXXGKpiKBTCe++9hxkzZmDlypVicCfxDg0NITs7G2eeeaYhufv9fuzatQtz587FGWecYdQgSkpKktIaxx57rDgE+N59+/ahoKAARx55pAEUZu2VyclJHHHEEUakh9/vl0qRNG84cZSZmZlSgpiNKAiXyyWMiQcEnVFJSbEMVKWlpbL5aW/LzMzE7NmzsWDBgrjkK4WFhQId0lIxAKxfvx7Lli3DwoULZf1oC37xxRdx4okn4rjjjjMSQodCIbz66qu46KKL5FDnN3R1dWFwcBDf+973BDrDdzY1NeE3v/kNfvrTn8Z57p977jkUFRXh85//vDAZSvGXXXYZ7rrrLsmHMDk5idHRUXg8HoyPj0sKOh7uk5OTqK2txbe+9S3BL/J9/f39SE9PR0lJiYG37ezsxM6dO7F06VJkZmYK7fMwqaioEJoCgJ6eHgwPD6O9vV0EEprDBgYGJJs7mf2cOXPQ3NyMpUuXGtLyggUL/k2O8uHtkGSUQMzR8Ne//lVsXUy0unfvXsPuFo3GIk56enowMjIiTMyyYol8+/v7sWHDBmEOlBQnJiYwMjKCzMxMqTtMhvm1r31N0uLz1PzmN7+Jp59+2sg2E41GUV9fj5deegn33HOPYZOh+nr22WcjNzfXuDc5OYmcnBxkZ2cbkT5MkEGQPd/F8rX0KPM6mSFLivLU1VARbTvUNlxK2VQfNV6QqhUjT3QsMVUoy7IMNZAOGtu2xQury/rqxMs0VegyFxw3nQyaUXLtdCZvbih+C79Nx63z/zTB0NnGZzhnxKrq7+D3MR+itodzzcgcgOkwSzo+iP3kc9omp9eI0hXtlsB0xiyqprRB8w/pi99E6Y40CcSiguZ9kOOR76Q9dGpqCl/+8pcNR5xlWbjwwgvx3HPPCcibEvhf/vIXhMNhfP7zn0c0GhXG+95772FkZARLliwRZjsyMgKfz4eOjg5s2rRJ1g6I2d/b2trw/PPPS2RPUlISRkZG0Nraiu7ubsMk0dPTg6GhIbS1tQkAPz09HR0dHYZD7GC0Q5ZRpqSkoKysDPn5+bLx3G43RkZGcNlllwnRuFwubN26FZFIBBdddJFh33nvvffQ1taG7373u0LItPfV1dXhq1/9qkEQbrcbDQ0NOPbYYwXfyEgObW/TRbMI5OXGBGJEqYvQOx0XVI85fr3oTtWGjfYhlhnlM+FwWBivVp2B6TRjzjEAZl3zRC0SiRgx8Bw7mYXTg857ui5OoqZVcWffThvqR2k6nE83zoGWjJzNqYpzHFxLZ4ILfdgcaKxZWVlGYTJnvxybXiN+AyVdDfVhdh7Sij5c+N06jwHt3i6XCz6fz8hAz7WhjVJHJPGbeV0fVKzImJ2djczMTPmW/v5+1NTU4LzzzpM++A3//OeGaoDCAAAgAElEQVQ/sWbNGsNpOTg4iIyMDKxevRpZWVmyr3p7e/Hyyy/jiiuuEAGIjtgnn3wSK1asENMVzV2cx4PFLA9JRulyuQx10bZtCX2aMWMG5s+fLxIAVSyCZolfi0ZjCXh5qpLppKWliReUUg374YlLqIVmPHozaiLyeDxS0kE7EqampkTF0o4nIJaV24mHBKbTZjmv603lZDSEDWkAuo6vJoPVWWU03Gju3LmyWfgu/oYmDu2FTUpKkj7JhDQTYFYk/l5vaEpquj/9Tiej/7CW6Pd645AJ6bnSY6XX2zlnmlE6GS0925wjHe5Hxwdj5hMhHbQ9nOPWUqJz47NYmHNOuBZODzIbHYIaz0lJnk4vjTONRqMiDevaS5R4dR0jzjltiJTYSZ9cc43f5ZgoLbM0BMfl8/kwb948Q7KnbZ9ge+7L0047Dffdd59I/wejHZKMMhKJCGPjCae91wyj4oTSSaMZUiQSgcfjwcKFC4W4gdii9PX1oaCgwCA+Er3zNOVvnGof2/79+6Vsre5LQz10SBejghhdpPuijYaMW3sYuTE14+G4aP9zqtqcOzIMJ5OIRCJxz3GObNs2IB/6uylp6vt8jgTtZF7cFDT8kwHp+eG3Tk1NGY4eSmiEejn71SnE+F7tvdXryHFq1VuvN+/TBq2/j/d4EGh4FxkPC+FpJsnnOAZ9UPA9jBzTa0GnisaKcq5ojiEqQUvQzEM5MjKC4uJieSe93jwANE1bliUYS0qNep71uNkKCgqkUoDWXgDIuDVOl2YRQpcomeu9QCclccyUHknHVNcPdjtkGSUTWWjisiwrLvu1vgdMSw0EqObn5xsnsmXFPNizZs0yvMB6w/H3lDKYyZmSIok1NTUVQ0NDgu/ipoxEYinZqP6wX47N4/Fg5syZUuOGG35iYgKWZcHtdscxcno9GxsbYdu2YPW8Xi/27duHSCSCV155RWqfUDqtrKxEIBBAV1eXfBtB1ps3b0ZNTQ1eeOEFucZNuW/fPpSXlyM7OztOCuru7oZlWXjxxRcNBmrbttz729/+ZqyRbccSmjjv8RtZ8oC11jUziUajqK2txcUXX5yQVvbu3ZvwHktd1NTUxBUXs20bzc3NqKyslNhzfZ+mGSaWAKYB4W1tbdiwYQPy8/ONCCrGUm/duhXvvfeeqMpkhG1tbfjlL3+JgoICsX/yuc7OTtTW1qKvr09qtlNSnJycRHd3tzFnNJ24XC709fUZsDjGvns8HsGl8j6laAYGaPNDdnY23G63aGiWZRlF7BjYwMMlKytL4Fz6kCH2Ulf41OYk7gn2xfdwj+iWSMrW9HGw2iHJKG3bxqxZs2RxuFDj4+MoKCgwpDcSIjDt3CCzogSiIyVcLhe6u7ulxvHU1JQwnM7OTvT09KCqqkpCJhlTPjQ0hOeff17wjiSODRs2oKysDD09PSIpBYNBDAwMSLVBrd6lpqaivLwcpaWlqK6ulrGSiVVUVBj2VxIJ68o8/fTTIvFQrd+3bx8OP/xwtLa2io2Whn4y3OOPP142X3JyMjIzMzEwMIAVK1YIqJ8b2+Vy4Ze//CUuvfRSfOpTnzJCCzMyMvDYY4+hsLAQl156qcCYaJ965JFHkJ2djdWrVxsbIRQK4emnn0ZKSoqkWePGDofDqKiowPr163H33XfHbQK/34+rrroKf/nLX4Q+uN50TLz66qvGwcqD55577sGNN96IhQsXikTD9fv+97+PlStX4vTTTzckt0AggDVr1uBb3/oWjj/+eCNyKBAI4LHHHsPy5ctxzDHHyAFJZMCzzz6LGTNm4JRTTpE1JRY2JydHmGQ4HJa6SkRzvPPOOyguLhYNiYdod3c3Hn30UflmAFL/ZnBwEHV1dcK8aDLZvn07ent7DRSBZcUQBjU1NaLG6tRndLSwVDOluKamJng8HpSUlIhDhdnyh4eHJbEL7efMqj48PCzZ1cncuWaMlCINcI6dghG/iX+4l1nz/GC1Q5JRArEcfTTqaphCfn4+RkZGMDY2htHRUYyMjGDLli1wuVwYGBjAxMSEpKvfsmULGhoajAgTy4phBAsKCvDGG2/ISZeUFEtwsX//fvztb38T9Z51ksPhMEpKSqSAEpmYy+XC8ccfj7lz5wrjSk5Oxq5du5CXl4eVK1dKxI/LFasxMz4+ji9+8YtYsmSJAWju6enBE088gR//+MdS/5gMubm5GbZt4/777zcYUDAYxH/913/hxBNPxLnnnmvkO2QGlvz8fJx//vlG3kDbjuUOXLx4sVHAiUwvJycHRUVFEncOTNuyCDbWZgrOLaUOmhnYLyVW3bR6zUNRq8Js2k7sVKO13VE/63SgJbL90vzAd+gEsYQ9ZWZmGjHOxEIWFRVh0aJFhk3Xsixs2bIF2dnZOPXUU6UPICb5vvPOOzjnnHOwYMECI6IHAB544AGsXLkSRx99tLFOSUlJaGhowLp168TkYVmx9HkbNmxAdXW15P7UNtPf/va3KCwsxNlnn21oEf39/ZL4Wsd627aNo446CqmpqZg7d670xeiyxsZGtLe3Sw4Dwu9aWlrwi1/8QnJQkv727Nkj5Yx5sLtcLrS3t2Pnzp2YN28ecnNzkZ2djZkzZ6Kvrw8VFRUoKCiQUOHc3FypR6/t6LZtY+bMmeIwPRjtkGWUL774IjZu3CjqIABJhPvee+8hIyMDWVlZyMzMRGdnJxYuXIi8vDwcfvjhEvAfCARwww03oKysTGLFAeCee+7BzTffbAB1AUj2oe9973uGKlNZWQm/348LL7zQiBdOSkrCyy+/jDPOOEPqE1ONGB0dRU9PD5YsWQIAxokaicQKejFpgD5RyYQ1RAaAYEJdLpfkhaRkFQwGBYTOzcQNMDU1hZkzZxrQGRI0Y6q1YZ/Psmm1R5sJnHAXNu0t18yNfekEutpuzN/zGc1ENZpA26GdDhLt7NIRHfpZ/ptMSGsb+jsYvOBU+7Q0m8juyPhrHsCcNzJfXfqX46C9kfkfCTnSGYq0nR2AqLFMfMsDl3PCQnJMd8f5Kikpwd/+9jcsW7bM8JYTh2zbNs477zxZn3A4VgEzJSUFN9xwg5F937Zt1NXV4ac//WmcTfPZZ5/FwoULccopp8j1wcFB/PnPf8aCBQvEm8/k0cT8UsKm1FlTU4NVq1bJ95GOmYnpYLUPZZSWZf0OwAoAg7ZtL/7g2gwALwKYB6ADwBW2bY9aMWp4BMCFAKYAXGPbdtVBGy2mCfCee+7BueeeCwCyMR955BGceeaZRgafaDSKP/zhDzjppJNwwgknyOYIhUJ44403jOqHJHxG8pDhsJ9AIIDs7GwhajI1Gri1rYennM/nkwgH3Zj2nlhCYBq64fV6pc44v1lvGOd1jpmZoHmPzen8AsyYaw030c8xmYG+p51Gmrmz0blyIJiPrvnjXNdEY9f3nZFDzjEn6hNAwn41Y3RKobxPCTLRhmNlTv177dgiM3T2m56ebkg6+n5aWppscP2sE3LkXEPGiRPqw2fJKPn9Ogxz5syZ6O/vNw5WAEb2/MzMTAMCVlxcjKamJgOLzPewSiKfpQBDbUnfo8PL6/UauSRp1ywpKcFpp51mZPjv6urC9ddfj7KyMvn2lJQU/OhHP8K1116LefPmGSa1K6+8EuvXr49bt4/bPopE+QcAvwbwjLp2B4D3bNteZ1nWHR/8/wcALgCw8IM/nwHw+Ad/H7RGaYIJRHnNsmL1qclguPA+n09sIVoqotdY293IQCcnJ6WOtYaysP63luaIU3T2rxklpVW9MamiU03VjeGTzr44Zi01cROzlo5mZpwbMkq9kdkvpRR9DZiOndcwJT5PkwcwLQ1pCA0N8ZRM9XNUvZ0ZeRh+yr4pkWtpmn1o8wEZM//Wjd/H+SAD57dpSVY7Iogc4Dfo7+A3ExKjYUNk9rQ76+scb0ZGBjweT8L5JmPTfXF+yCj1dT7HYnR8jn8zFFGbHvhMdna2OEh042GbyHFSUFCA8fFxYYAcGxOxOFPLARAPuQ4giEZj2YjonOR1fRjyIKYUXFhYiIGBAcybN0/mLSkpCaWlpejv78f8+fMBQBxnziitT9o+lFHatr3Jsqx5jsurAJz1wb//CGADYoxyFYBn7NiKbLcsK9+yrFLbtvsO1oBJdMRZEYBq2zFv8YwZMwwjL9VL4sVISFxsXS2QjRvOqS6MjIygoKDAUBeZsIGSJn9LOBKz9WiIC4lQZ+ZxSnIa78k+GSnDfmnQp/ecDge9aTg34XBYYDW8TswjVS8dJUHmopmFNpjTCTE1NYWpqSnDzjc1NSUOCKfXc2pqCn6/H26322A80WgM15qeno7m5uY43GZnZycmJyfR3Nwct4lZVri+vl6u6cMkGAyKJKTvM566u7tbzBb8dkJQRkdHMTw8LN9ByYf0NjExIZtWOxacWYe0uYAMViMdgGkmquFMmgai0eksTdrEQemM97i+WVlZIlFqOrOsWL5JVgFwHqx8Pw82Nkan8SBzmhP4XdqEkZOTg4mJCUMzYfZ4JvLQa0KzgzZbJCfHMpcz76ZuJSUlGBoaisMxl5SUCJM9GO3j2ihLFPPrB1Dywb/LAHSr3/V8cC2OUVqWtRrA6o/zcp6+egNS4tMhf5pRasM0EMNqkYnRFqdtbBoGxEWYmJjA4YcfHmcLCoVCKC4uNqQ8LbloxkrblB47AMkMxI3NBAQ0jPt8PjQ0NKC7uxvr16+XXH/EEFZUVGBoaAiPP/64EYsbDAaxceNGDA0NIT8/XxgapdqqqioJs2TjuKqrq3HbbbdJchDOqWVZ2LlzJwYHB8UUQKJOTU3Fzp070djYiLffflvmijaknTt3oqWlRaKlNASlpaUFlmWhpqbGcK5Eo7E0ae3t7eLJ1BsjHA6jo6MDTzzxhFzTTpK2tjY88cQThiTK/rdv3y72XR4Kth1LpFteXo59+/Zh69atxoHlcrlQXV2NyspKbN682WBQ0WgUbW1tSE9Px+uvvy7j0VrPxMQE9u3bF2fHrampwZYtW7BlyxY57Dk/u3fvRn19PTZs2CBzSeRCZ2cnXnrpJZSWlorkxqz7fX19aGhoAABxPjI8kNEsWvXWY3LiR1mnxglgZ0gtpWkeHJYVy5c5NjaG4uJisfcykoiHCeeWYHY6fvh7Msqenh7jvbZtizlA7yXLsqRg4P9rRinNtm3bsqx/22pq2/ZvAPwGAD7O89FoLHKENYN5qpLZUQpiRh7LsjA6OiqnZW9vr+AcyaC0usyqd8B09MG+ffuQmZmJt956S+p1sAREJBLBzp07EQwG4ff7hcHt27cPV111lSTPIAMjZvCpp54y1Onk5GTU1NTgO9/5jiQFSE6OZWBhSq2CggK5R+M+sZdlZWXCjJmSq6WlBRdddBFmz54tURU8bO6//35cfvnlWLx4cVxIIgth6Y1B6fShhx7C5ZdfHpdE2LZtPPLII1i+fDlOPfVUQ7oAgPvuuw/nn38+PvOZaYsMD5gnnngCRx11FM455xwnraCiogLbtm3DzTffbPQHQCTUBx54wHiGf1999dX4yU9+YhxwPCh+/vOf45JLLsHRRx9tqMOWZeHJJ59ESUkJVq5cGacqP/bYYygrK8OqVaviNI+nn34aRx11FM4444w4+2ZVVRW2bt0qWZD0WP74xz8iGo3iqquuErU4EokIAHzevHniFKQEZ1kxnOXw8LBoFpT2x8bG0NzcjKeeekqCFagNeDwedHV1CQRNS7b19fWSmIJmKUrRzc3NWLNmjUCAiPXcsmUL5syZI2VT0tPTMWPGDExNTWHHjh1ijuH39vb2or+/X6RB7gFCqcbGxgzkRG5ursClAIjpIy8vT/awRlbQZ0Da+qTt4zLKAarUlmWVAhj84LobgDYOHPbBtYPWyASfffZZYZIk7I6ODjz++ONCSPT4bd26FQ8++KBIeNFoDBi+d+9euN1uw94SDofhdrvx5JNPGguYlJSE5uZmAYKTCdHLN2fOHCxfvlwSZZCBdXR04OGHH0ZycrKUJ7VtGy+88AJyc3Nx0UUXxUmYF154IV566SVDJQ+Hw3j33XfhdrvxjW98w2BOlhXDv82ZMweXX365qFeUcN5++20cd9xxWLhwoTA9brSsrCzMmTMHZWVlBtyIpoHCwkIj6TAPn3A4jJkzZ8qmAKbr70xOTiI3N1fmQvdJKVKbQjh+2mx1EADtxsTbcQPwWQCyoZg1SW8MmlGYdYfP8tCimYP4P96jA4LXnbW8CUshGJ304/P5UFBQAJ/Ph5KSEiMs07IsKWbG+i+k3VAohMMOOwz79+/HggULDIdXOBxGZWUljjvuOJx99tlxTqqamhpcdNFF+OxnP2scIFNTU7jlllvws5/9zMhIFI3Gcn/+n//zf4yDkOO48cYbcf/990vYq9/vx9TUFPr7+/Hwww/jhhtuEG0nEAhgcnISVVVVAhT3eDySqGZgYACvv/46qqurDahWX18fBgYGpDQu57a3txfDw8PYunWrCA7JyckYHx8XKZySZzQaS8BByJX+/d69ew/oiPs47eMyyr8C+DqAdR/8/bq6fpNlWS8g5sQZO5j2SWC6sh5hDTorTnZ2ttTn4IT5fD6Ul5fjqquuEinL5XKhra0Nc+fOxTe/+U3Jt5ecHMvSMjo6KpAGMk+Xy4VbbrkF119/PWbPni33WPlu/vz5OOOMMwzvst/vR3Z2NkpKSmQzA9OYQap6ZETaLqgdHcB08ga+l9fJfMbHxyUllQ4L03YmfgdgOoi0DY3MVTsfnJtWP0NgMcfKZ3U2F9rMyPwY06u9sPxDCYL3gOlYZyIRnN5vzomee/annQLOpBE+n09sYhp2w8OU60AVV38HDxWnxMWDgO/UFSNt2zbqeOv51k4Rp3ebji2N6WR//P/k5KQELOh50VqWpiXn83reuLbZ2dnGwZqWlobc3Fwce+yxEmoKxDSuHTt2YNWqVSgsLDTA6n/+85+RlJSEK6+8Ur6TmbO2bduG66+/XpIFh8Nh7Ny5E9u3b8dXvvIVsfVSQl67di1OPvlk8ahHIrGKkhUVFZIzFYhFcemctAejfRR40POIOW5mWpbVA+DHiDHI/7Ys65sAOgFc8cHP30QMGtSCGDzo2oM6Wkynvz/nnHPEtkJCmjNnDs4880zxYFINzs/Px4IFC4RoQ6EQBgcHkZWVhfz8fFEfaOdkbLbGikWjsUgOZivS41FzZaipujiXUz3z+XzCgLRKMjU1Jf+nyg1MY+YYJ62ZLvsjtEOrHBpIrzcf38fUbfo6pR+tvurNqaV454lN9c7pIGNLlMBBtw+796/u/7v9AYhjSvo5LUk7G3G4ib6ftJfoHrWHRPPDhBl6DPrAJF1rCda2bfFuk5b4nJZYNS1pKZc0TobNMfIw1PPEd2pBBJiWzjkven8UFxejoaHBiN7iHNGWqp8pKytDKBTC3LlzpQ+dgu+kk04SpIjf74fH48G2bdtw+umnyyFKB+X/r6q3bdtfPsCtzyX4rQ3gO590UB/WmHBVZyRhCBjVYXp0SVw6pyIdNc6qfpYVS39GxqkZBp0sVMFIpFo1Zx9sk5OTAq/R1+lkSfR+LrJz41JicTJdNr/fH5dxKBGj1E4JNkqi+lkyQ0JjnB5bbgxduIzhpGSUOryU72ZfOhKHhx3/raEm/D+ZurOAGL+daphz3tgv51z/X3+HhvNQKud4GU6n55+2MJ1Ug9/Be9rUQGlUv9t5GFED0k5FLXFyjLpZ1jQMyNk0oiPRQXCg66mpqVJg7F8doHpvaDVXP5ObmyuQIu4VIN5RxGdycnLEYacdhbZtiyOJWiFVcv5WCxFaIzkY7ZCMzCkqKkrI4HTKKH1Pe/X0hiUR8joQ82xrXKEmACZD1cyKC6lPet4bHx8XHBnVBb7f7/dL7RI+Y1kxh5PO0M5++X8Acc4nAEbCWOcfSq5U37Q0qFVMJ1YQMOPgeZ02IjItfgPRAjyoiDjQjUzIeZ1246ysLKOkAedmcnJSVElnY9oyZ5/OdXVufNuOJXqYnJwUpsfrLClLxqX7pvlgfHzcWBen7VAXruN8MxkJ10H3mZOTY4R4amnQsiyjGJvWEIij5AGlPf6kOzp5AIgkHAwGMTk5KZIz6SwtLU0cn7yuzTH8TaKmER72BzZcrp1m/ikpKXFYVmA6bZy2Z/KPM5sWmzZVcS7p7HRiaz9uOyQZJRM5aAL1eDxiWOeCUKrR0QacUO2B5sIAkJRktI9QEnC5XCKRaA81oTuEO1AiiURi6euTk5MxPDxsQH/8fj/Gx8fR1dUl9ZxJBMwCtHHjRsMuGYlEsGvXLoyPjwvMR/9paWnBli1b0NraKkyPf/bu3Ys333xTGC89nxkZGaipqcFvfvMbI3yRc9LS0oK1a9dKgSpKi9FoFJs2bRJoh5Y209PT8f7772NgYEAkf50ia/v27RgaGpKKfVxHwmo2bNiAOXPmyGHGNRsdHcXg4CBaWlriNks0Gsse9J3vmMoMN3hNTQ3WrFkjUo3OEF5VVYXa2lopw8E5oPMuIyMD27ZtM/CTtHFPTk6ira3NODRtO1ZAbGxsDG1tbcIM2PfY2BgaGxvF8UW6TE1NlRrWv/71r8WeTEm2trZW1g2AcfjV19fDsiwj2zr/9Pb24q233pLEzaTd0dFRjI2NoaqqStRgSmKsM9TS0mKEBpLJj46OilZFeuJ49H6KRmOx8KwHxPXUErsue0ybri5Wx/doRq3NP0lJSaIRcW5o9z9Q/fiP0w5JRjl79uw4FcDr9aK4uFgmlxjDzs5OWFYsNdn4+Dh8Ph8mJiawd+9eKb7E+FG/34+mpiYhdC4uCbS2thZr1qwxJDnbtrFv3z5Jq8XNkpycjL6+PvT19eG+++4TxwEJtaKiAv39/UKolFIGBgYwNDSEPXv2CHOiA2BgYAApKSkYGBgQqZeMnOmuSIwkukgkIgyL0CGOIRwOo6ioCMcff7xRZ4f9lpeX4+yzzzak5qSkJExMTGB8fByrVq0ykmKQiezfvx9XX301Fi5caKh4qampuO2227B69WosWrRI1pO/eeqpp3D88cfj1FNPjZMoKysrUVFRge9+97txjJIx+w899FAcrdi2ja997WtYt25dnCoWjUbx85//HCtWrMBRRx0l0hDf/eqrryIUCuELX/iCoWbato3169ejpaUF1113nYExjUQieP/99zE6OopLLrnE0CQikQiampoQCoUEOqSlv8LCQrS2tkrSCS1VWZYl68jf8/uSk5MxMTEBj8cjTIOmhnA4jK6uLtFSKJWnpKSgvr4eb775pvGeaDSKhoYGtLW1YcGCBYZ5weVyYcuWLbj99tsNiTIajaK6uhput1voSJtNdu3ahTvuuMNI/sJsXKmpqcjJyUFGRobYK7u6uiSzFkuRFBUViWmCiBMyauI4OR90jGVmZmJkZOSjsJQPbYcko3z77bfR3t5uSIX79++H3+/HG2+8IROoN3VPT494YlNSUjA+Po6pqSk0NDQIxCUvL0+KVJ155plITU2VYklZWVloaGjAXXfdZWRlDoVCeO6553DCCScYWXaSkpKwefNmtLa24pvf/KYsIBDb2E888QQuvvhi2aAkrKqqKuTk5OCWW26RZ9jnCy+8gEgkgssvv1zsqGTmf//733HZZZdh9uzZRighpYYVK1YgPz/fqIts2zGY0llnnSUSB5vX60Vubi5OO+00w1tOjFt2djaOOeYYqSfEuaCNaM6cOTj88MMNL2wkEkFGRgZKS0ul2BeZMyV/FvSiLZMHQVFREdLS0iRRiW6EFmnQP1s4HEZKSgpKS0uNueQcZWRkoLi4GKWlpWJWoTmCsdOHHXYYMjMzDeZUW1uLoaEhLFy4UDapZcUSnrS1tSEQCODEE080HDCBQAD5+fno6urCaaedZmxul8slOT51MTBCjhh99OUvf9mwGdNm53a7cfXVV0t+UGovW7ZswfXXX28UJYtEIujv74fH48Gtt96KnJwcg1H+/ve/R3FxMS644AJh8rYdc3RmZWVh9erVyM/PlzmORqP4xS9+gcsvvxzz5s2TOQ4EAhgfH8d9992Hb33rW5LMYmpqCkNDQ+ju7hbYF7GQXq8X3d3deP7558UkQk1tz549uPrqq42oJqaT27lzpyApiCcdGxv7qCzlQ9shxyiTk5OxcuVKfO9730NmZqaArl966SUkJSXhC1/4giGyl5eXo7W1FV//+tdFfA+HwygvL0d9fT1Wr15tZHF56aWX4HK5cO6558qCUyrIyspCaWmpqBm2bUsS3KKiIuTl5RnV+vx+v1RYpE2U6u/ExIQkxdDvp+2S0o1+FxkCYGbUoT2Qtcu1d3NkZETmwlnsiiYDpgrTjRucRnKdtdvj8YjaSEmAY+Im5gamgZ1Mhmqt01Dv9KpquzL/pjTitDVSpXZCYzinnCPtPKOqxv/romxkDlQD+f0MOeUaEuaji6SRydIzSxrl3FEyZ50nzdjJ5HRJZNIyMcPUMLQtkOYbfUhTSiRqQ0v9VH21p5rjiEQiyMnJwfj4uJGglwcO+2KoMBA7IAsLCxEOhzFr1ixj3+Tn5yM1NRWLFi0yitC53W643W6sWrVKDj/OX11dHdatWyfCDuf02muvxeOPP25kn/J4PHjiiSewevVq5OXliQO3sbERN9xwgxHW+knaIccoLSsW8M461NpYf/jhhxte1qSkJAwMDBg1PmhHIRPQ2DOqsDNmzBB1h43ExY1M2xFhPsQMUiqhc8GZ5ZonJN+rc1cyhx+915SMSUCMOEjUNB5TS038Vr2xADNyJZFKyg2izQz8PZ0Euh/9b25op4rMcX0U25Fz/gHEMch/tyVyBPwrUDLnPdF9Mo1Ez+hMVIner9VqbXcjmDrRc0lJSUa4n14zJvpN1JhZSP9eh0aSoWsazM3NlazoPJgoLFCyJhSH30C4lBNzqyVVNmodGoWgGbX2+mswPJ2fGt2hnZ26BMz4+Djy8r73X2kAACAASURBVPISzsnHaYcUo6R6SnFdZyMh/pEEx+bxeCRpLlUdLhIlAU1EOpWaNjLz97qRoTBVmRN35vP5JKckm1Z/nM+Q8WpIkbaLJYKpaOakQcC8RgmPjIsbStulNJiZ49B4R80YtaTC0955TxvetbrK79YqtXNudDlZJzDa2beea/2uA7VEfToPQ97jxmTCDz1fAIwDOZEHW0OBtBOD97TZiI2HLH+rv5vYRo5Ff6tmlE7aSElJEUeiHh/Xz8mYqXnwGS3Vk8E5n+GedFal1H06tQMNv+J49HuAaRwx5z47OzuOGScnJ0vsul5Lmtk0CuCTtEOKUQLTuDFnY+iYszGcTjeCUp1Aa0axUF3RKgwN4NpIrnF29HprzxtxXzyNKVHyOZ0xm5KuPjGdTITM0FnUS5/szpObpzJPXr3BKLVqJ5CeI30wOCVI9peoT2Zq14yJ9+iddeLutIrJ5/j9TseOU+LSDNrZNOjY6TnlJtPz67zHg4TrxMZv0AcQv0/jFzUz4B+qulpdpjNPJ1HhHFBV14cIx8LntPTF+aFZwAnxcjr0eHhxHplAWEdTaaZJs40WVFJTU+HxeORQJa3r+dOYXkqqPDA0o9S5LnkNiJkYnFhZSr1OHCkjrT6JBqLbIccoAYgaogHDzDgyOTkpjISLxxApPgvA8ELz9CbUgfYnncuPcdEaSmTbtuSitG3bwNrxXm5ursApeH10dFQwhiznCcSk2aGhIYRCIbjdbilURltaR0cHMjIyUF5eLkRObN3g4CD+8pe/SLiXbduStGP37t149tlnBSzO7wmHw6itrZU6NIRDEcK0Z88e3HTTTcIkeTgEAgHU1NRgYGBAiJpqVlJSErZt24abbrpJwPl6U1dWVuK6666Lk34tK1aC4+9//3vcgWfbsZRmHo8H5eXlcfQQjUaxZ88erFixIiG9VFVVSXExzSgty0Jrays2bdpkYHDJnPr6+uD3+/Huu+8azAWIlRTu7++XdHFaixkaGsLg4CAGBgYk8onjDAQCaGhowNDQkFwn46THee3atfIu2is7OjrQ3NwszjoeZC6XC52dnejo6MDbb78tzkcy+omJCVRXV8u49UHk8/kkQk1Ls5YVC4n0eDzGPAaDQaSnp2NkZMRgWBwncZmcW2pBtNkmSmasBQu+n/ZTSq/8d1paGjwejyQJIa0mJcWCS5j4g++jxvZhmsZHaYcko2xsbER+fr4BvWhqasLWrVulHCgnvaamBrNnz0ZLSwuA6byODKRnOU96j3fu3InOzk688847Bm5wYGAAdXV1+MlPfoLx8XFjAXbs2IGmpiaDACzLQm1tLSoqKjBz5kx5N4l09+7dIqXqZ5qbm5Geni7YOC251dXVwe12o6GhQeyXlBYnJiZQW1tr2EMZuUBYho5o4vvy8/Nx8sknC1Fxw4+MjKC9vR3XXHON4aCx7Zj387e//S1uu+026ZstJycHN9xwA+666y6plMmWnp6O6667Dvfee69UpuQ4XC4XHn30USxZsgRnnXVWnES5a9cu7NixA9///vfj7Jd+vx/XXnstnn/+eYNOONdXXnklnnnmGXkX7wHA/fffjy9+8Ys44ogjZKxUWV9//XXs378fV155pWErjkajqKqqwptvvom7777bAJaHw2FUVVXhvffew6233mpkLPf5fBgYGEAoFMJFF10kG5qSltfrxcaNGzF//nzRXIDpWujRaCzdnC6KFw6H0dfXh5aWFpSXl8ue4B6oq6vDxMQENm7cKFId90BtbS16enoMDzYQM1c1NzdjaGgozt5cV1eHnTt3Ii8vT+YyLS0NPT09GB8fx+7du+UdLpcLmZmZqKqqwj333CNMnPSyadMmkfooMaekpMDtduPPf/6zxJrz3T09PVi/fj3a2trk4IpGo+jv78fmzZvhdrvjknAfrHZIMUoSPhO7UmLJzMyE1+vF6OioODwo3UxOThrSklZ/WAaC+Mfk5FgqtSOPPBLHHHOMAcTt6upCWloarr76agDTmZSnpqaQkZEhkAn2k5ycjPvvvx9f+tKXcNxxx4mKGwwGMTExgR/+8Id45JFHjFo9oVAIv/nNb1BcXIwrrrjCCLezLAvr1q3DZz/7WZxyyikGg7XtWBqyH/7whwZ0JBgMoqurC16vF1/5ylekCh6fCQaDeO2117Bq1SpDvYpGo+js7MRrr72Gk046SU5pnuCdnZ2YOXMm5s6di4KCgrhaO9nZ2Tj88MMxe/ZsI2kJT/mioiLMmjVLxs97zFZUWFgY5+hgida8vLw4RskNlsh4T6bH1HT6OgHRhCQ5nVr5+fnwer2YM2eOUZYAAPr6+pCeno558+YZamMwGMTw8LAUF9NzFwgEpATuWWedFZc0empqCi+//DKuvPJKw7wQDseqUEajUdx4442GqhqJRFBXV4fXX38dd955p8FYotEo1q5di7PPPts4fGg/f/DBB3HVVVfh6KOPFnq2LAv19fV4+OGH8dhjjxl21WAwiF/96lc44YQTsGzZMjE52LaNTZs2Ye/evfjGN74hpilqPB0dHbjkkkvEDMHDpq2tDTk5OZg1a5aBNWXOTNKolnQ9Ho+RKHpychJdXV0yfzyspqam0Nvbe1Dsk8AhxigpeaxYsQIXXXSRYSOpr6/HFVdcgeLiYmRkZAiTeffdd3HJJZcYmygpKQmDg4M44YQTJC8iT/z6+nosW7YMxx57rDBcgnVnz56NxYsXi20qFApheHgY6enpKCsrk3dYliXJc5l0Q0sr/A5uFJ7YoVAIfr9fALTazkXJljAVDfjloUBYjcbnUWKhJKmhSLQlaVwoMB3PrbF8fE6XDeUfvs/p6eWpz/dp8wP71d+g++XzuiV6Tv8/kT3KuVGcUj/HrvvhWJyAb0qVelPruWejs9A5d7Sj0VziLBDH8XLt9TzQbq7VccDMCKXLLZCeaKbSmZN4j1Kq1iQAiOOIAoWO5c/OzpYsQhRUbNvG7NmzUV9fj/nz5wtzZaBGXl4ejj76aOTn58uh7/f7sXXrVpx++ukoKysTO2tycjK2b9+OZcuWSXkHjo8AdB7swLRvYu7cuTj11FPlIIhEIujr60NTU9P/XNWbEgztKgx50s4JOkpCoZDU0eFpy1MtPT1dcu7pRlWAjBKIEXdWVpYROqYdC1oF5eYMh8NCAImYgn4fr9Ozzes8zW17urgYYG5qp/fY+S6dSUU/p3/Dd/HfxAo6x8jv04zSydicjiHn77STyOkocD7jHGui8SS6dqBnPkqfznv6+zhWjfPU99i4Zs750ZAvwEyj5xynVnnJKJ3POeeOz5LJ6wJjGhLE/nkA6z74jLN/Mn3tZOJ4MjMzBYZEjYqqMQUCOmH1wQPEnDTank0InLNuFD3rpGVtN+YhwgOEGOGD1Q45RsnF1ieuk/Gw8eTkv3Vj+v9E/Sfqhyo2gLj3knCc79CGfC1NaSnFOTaqp/rd+jkN0mZzErpWVSjxODeecwM7GbdmlPo+/62ZpfO7tQTgHI+2S+p7B5p33T6MESa65nxWj8U5ZucccB0O9Kz2WuvvoKTmnB8noz7QPe2p5/9pzzzQnGvGo/ukQ8T5Xuc7dH883J332J/GR+pnnLWmtMaRKLkKDxPtHCVzdyY4se1p56yG7pG+tXTPfZKIpj5uO6QYJSfCqQJpRkGVUnt3KUWy0fvIaAfdNCHqe8xs49wYGleor+tTneNzEjfhFyReqsk0HfD9HDs9fASss1Ed1tEmWv3nN3m9XuOU9Xq9sCzLKFjFcTgz6Wgvo2bYegNwzrVU6oTk6LnRc+6EADn/r+fa2RJtdv5eb8JEKpjuW79bH0ja4aIZDX+rQdParqxpkevEb41Go0buUT0O4hH1PFJDikQiBpaQ7wuFQvB6vYaNkkyHmYOcjhkyGJ2URcPF9Pfz3wzScB40Tsiek7kyocaB1k1nKsrIyBB4kobOMUuS7kdjUjUK5mDZJtkOKUYJmGFsnAyNE+RGp6rBBdcnGH9HR4q+piVWLf34fD7BY5KJMA9iJBLBxMSEZNkBIMWb+vv7xfhMYvF4PBgZGUFNTQ0AM5NRT08P6uvrMTk5CWC61nc4HEZnZye2bNkiXj8SF1Pu/+lPfzLgS+FwGL29vaivr8eTTz4ZB+UJBAJobGzEww8/LPPLORoYGEBDQwMefPBBmQPO1dDQEGpqaqTEgG7hcBgNDQ34+c9/nhDv2tDQgIceeihhdA6zH7311ltxTK+7uxtut1vmxfnO+vp63HHHHQlpprm5GXfddVdCU0J5eTl6e3tRWloa91x7ezuGhoYwPDwcd29kZATV1dW4//77jeuWZaG/vx979uwRmI+WrD0eD2pqavDwww+LF1i3jo4OPProo8Jg2IaHh9HU1ISnn37aML8kJSWhr68PdXV1eOWVVwx7o8vlQnNzM1JTU7F+/XpxmPHZ3t5eNDY2iuajxzo+Po729nbJbE4GzOzhIyMjmJyclL1HRp0odVpKSopRcpjzpP+tIXoMneTeIu3xumbehPKRyZOxam3oYLRDjlGGQiH84x//wJ49e8QTFwqFUFFRIdljyJQAoLa2Ftddd50sFCe6trYWO3bsMMDbkUhEKto5Qeo9PT1IS0vD73//e7lGJtXV1YWGhgbDfsl379+/X0oU6Ljt2tpa/PrXvzYIOzU1Ffv27cPExIRsXI4vKytLUl+NjY3JRiLQPRgMwuv1iomA0l9ubq6EpQEQb6LL5cLU1BRyc3ON5BU8NAoKCtDU1IQzzjgDY2Nj0qff74ff70dPTw8uuOACw5kAxOxK5eXlOPfccyXRBg+2pKQkbNmyBeeddx4KCgoMZmjbMdjRsmXLsGTJkrh7NTU1qKiowBVXXBFH/MFgELt27cKVV15pXOcG3Lx5M770pS/JYcg1sG0bg4OD+NznPmcUSeOG3bRpE3p7e7Fy5Uqx53EdGxsb0d3djc9//vOGVmDbNrq7u9HZ2Ynzzz9f4uJ5cIbDYTQ3N+PTn/60rINtTyelzcjIQElJieEQ0VpGWlqalB2mdBUMBjE+Po7u7m7ZI6Tn7u5uiSrTOTdDoRBqamowMTGBzZs3G+oxy/v+53/+p6GVhEIh2QfPPfeczBWhTE1NTbj44osNDSoajaK9vR1btmwRfwDXr7W1FRs3bkROTo5oQcnJyXC73cjIyMBTTz0lGiQ1opGREamdw8O2ra0NhYWFqKyslDIjXKMDhXb+u+2QY5TEZhUVFcmEpKSkoLa2FmeddZZ45Zj9pba2FnfddRcikYgkE8jOzsbtt9+O73//+zjssMPEHhUIBPDYY4/hc5/7HBYvXmwUlPrVr36FT33qUzjnnHNEYotEIujp6cHjjz+OtWvXGsZt27Zx/fXXY+3atVI6E4ipBMPDw7jnnnvw+OOPiyrETX3PPffgmmuuwVFHHSXfTPXO6/Vi9erVmD9/vmF/CQQC2LNnD2688UYA0/Y+Yvq8Xi+++tWvGgmJLSsGtXj//fcNnCDft23bNlRXV+OMM84wTuhQKIS6ujrMnz8fS5cuRV5enmEKYYKQ5cuXG5l+uGlyc3Nx0kknST5K/Y1vvfUWFi1ahKVLl8atu9frxcDAAE488cS4e36/H3l5eTjhhBPi7tm2jby8PBx//PFxUqxt2zjssMNw1FFH4cQTT4xzkAwODiIajWL58uXGYUCVdv369TjllFOMe8TIlpaWYvny5bLRuR6tra3YunUrzj77bIMueIj/6U9/wle+8hVDRbZtG21tbZLcRdvfKE1Ho1H84Ac/iLMLv/DCC/B4PLjhhhviDp/HH38cS5YswWc+8xlDso1Go/jCF76A3//+93Fmreeffx5ZWVlYsWKFkddzfHwct9xyC373u98Zz4RCIaxbtw6XXXYZFi9eDGA6LeK6devwxS9+EXPnzpX4eMuy8N///d8Ih8NYtWqVRLsxBeLOnTtx6aWXCoaU5oucnBwsXLhQtC9nSOMnbYcco8zKysIFF1yAk046ycD2lZeXY9myZZIfkRJDRkaGgIm5oRlhwIw/PP3IMOm10wSiazdrYz4ZgA4h4z02jXvTthPajDRR0X7Kpk0JExMT8hsNiWFUklZBANN2CcC4B0zjzjQUiJKDtg0BMBilhivR6aNVc602ORkMv1urXbr9Kxvkx2kHcn5oJuR0TPC609nA63r+ubZ8D3Gs2k6u4TV6frSzj+sHQPrXdBYKhSQazbanY+K1jVKvI/shkF07l/g+XtfJVvRhSbpJBPHSYyfNMGmHpjOnnZPXtIORXm+2GTNmwOv1oqysTPYl919jYyNOOOEEoatAIIDe3l4UFxfj3HPPNVLlVVVVYceOHQcFeH7IMUoyMWcaKhIrGSKJEZgmbhrESaxO+5BeUPZDYmNWH51cQy+AjgjQthVKY07vNzDtISUxkfnQJqQJlN+jpWh+u3Y+aFXe6eV2QlPYtH1Wq5B6nImwiprg9T0nE3T2p6/rQ8rZPuq1f+ee/k2ieUh0PVEfThuYnjsNX9GmGOf4dD+kM75bO3lI75q5cI31ga4xm6SZ9PR0YaCadmkS4b5wpphjfzqSRgsDHBPHSO2L49NJL+gp53O6/0RrlpaWhqGhIYMu9GHv9Hrrxn2h6zUdjHbIMUonER7ouiYep20KQNzpC0wTbiL8VSgUSggnYnMygkQMhP9ONH79uwOlIXPCovQz/4qpkBkngkscCEJByehAzMeZ+cjZZ6I5TDTuj9IOlgr1UZnsgdbF2RJ5f50b23lPH34f9bv4HJnNRxmfprEPk6gSPX+gw4uHs/PAIXwp0Rg0pMh5L9H7nWnj9AHmxJv+q2/5H10KQtfy1t5drTJQ+uKC6n9rldEJz6GjApguwMT38Hf0dAMQoHs0GpXrWlWgOkWVCYDknOTzGv+liz6xCh4wrbJR/XCCadmP/mNZ08Wo+DyjLYDpzNmcPy3Zcf7oReR13uM3k3AT5abkvDttbYApVeh1c/bx/1XT6rZWq/UYEqnrGm6koV/UUBKZH6gpANPmGF7XdjRNwxqupcfFf3NdgeloH9KVhvKQwZLOdRivjgnXcCQyPW1eYT+a9pkUg2MMBAIStqjhRpyTcDhWmkXDysj8tfRHQUWbGThejlFrbJo2nWaU/9GMEoDESwPT9kPLsgSuAEyf9uFwWLL1aOIOhUIYGxvDxMSEXONi9Pf3G+FZlhUzVnu9XjQ3NwOYPt3cbjf279+P1tZWWSy+x+PxoL6+3giftG0b+/fvx9DQEOrq6oSQeK+vrw/19fUYHR01TtJAIIDJyUnU1tZiYGBArgOQWkA7duww3gPEPO/Dw8PYunVrnJQ3NjaGoaEhbN++PW6OWeqAmYrYotFYjG5/fz/Ky8vjIpuCwSBGRkZQXl4elzUdAPbv34+tW7cmxN21tbWhsrIyYenVmpoatLS04N133427FwwGsX///oT3gBi05v33309oL+3s7ERFRYXQk2779u1DR0cHNm3aFHfP7XZjcHAwbn6AGKxoeHgY5eXlcXPe29uL/fv3Y/v27VIkjy0SiWB8fBw7duyIk3BHR0cxMTGBbdu2GWnIbNtGR0cHxsfHsWvXLkMVB2Jojb6+PlRVVRmSoGXFnHkNDQ3IysqKA6CPj4+jtrbWYEQAJOdBe3u7oVFYVizvAfeHxplGIhH09vaKc4/PjY2Nob+/Hzk5Oca4WTKir6/PYNzDw8OYmpqSvcjxBoNBKTGRSMU/GO2QY5QjIyN46qmnkJ2dLeK+3+9HdXW1pFliNILL5UJ7ezseeughkdCi0ahkNPnZz35mRF+Ew2Hs3r0b3d3dRmqszMxM7N69GyMjI0ZmdZ7QDQ0NePrpp+O8ka2trXjnnXeMyAgSlNvtxssvvyzXSFjMXJSbmytjY6KA1tZWbN68WQzvZLBMALBt2zbBGZIBe71etLS0YOvWrUYkicvlgsfjwejoKLZt22bYx6LRKHp7e+F2u1FZWWmUTAgGg/B4POju7pb0XczrSYmLGENnmB8AqeHDfJU0J9h2DLvZ0tKSENLR1taGvr4+VFdXx93joZfoHhDb9Hv27Elokx4YGEBTU5MkquWcJiUlobW1FQMDA9i5c2fcxhseHsbo6CgqKioMW3Y0GsXo6CiGh4dRWVlpOLvo8Ojo6MCePXtELWVLTU3F0NAQ/vnPf8bZ8pj8oaKiAuPj42LDpvd33759eOuttwyGk5ycjMbGRvT19eGdd96RA4jaTWVlJYaGhtDe3m7Y712uWIG4V155RWicdv/m5makpKRIDSot6XV2duKPf/yjkdMVAHbv3o2mpiZs3LjRWO+amhq43W7D+29ZMbSB2+3G2NiYIY37fD60t7fj/vvvl1BKMmHLsrBx40bJ6ZmamoodO3b8z4UHlZaW4sorr8QRRxwhJ100GsUf/vAHXHrppcYpbVmxTCjf+c53DE9cOByG2+3GXXfdZSxQMBjECy+8gNNPPx1HHnmkQXD33XcfVq9ebdQEse1YadJoNIp77703zhZ6yy234IYbbkBBQYFx+g4ODuLBBx/Ej370o7hnfvCDH+DGG28UTz2lWmZhWbNmDWbPnm3MSVdXF3p6enDrrbcaHnbCg/Lz8yUlGt+TlJSEzs5ODA4O4rbbbjOYSCgUwoYNG5CcnIxbbrkFAGRD+/1+1NXVIRgMYs2aNVKnh+9jCrs1a9ZI+WC2aDRW5vbmm28WXKeey8nJSZx77rk49dRTjXsAsHHjRmzduhW33XZbHE34fL4D3gOA9957D7fccktcTR3bjgGoV65ciWXLlsWp2++88w727NmDW2+91Zgf27bR2tqKrq4u3HrrrXEOuebmZrjdbtxyyy2wrOlQSL/fD7fbDY/Hg9WrV2PmzJmG8yUajWLz5s2444474pKeuN1udHR04OabbxbGxTlva2tDJBLBnXfeKZhdzt/777+PTZs24c477zQ0F9u28dvf/hYLFy4UCJjWoCoqKnDXXXcZ8xGNRvHiiy8iLS0NF198sTFfth1LdXjHHXcYOMpwOIznn38eCxcuxLJly4xvIhSPWZb47ra2Nrz11lu48cYbhXnbto2Ghga8+eabQpO8/uqrryI/Px9nnXWWMSZCtf7HJsUoLS3F3LlzZcOPjo4iGo1izpw5Al4lUaSnp6O0tFS8b9qwnZeXZ8RvT05Owu/3Iz8/H3l5eZJaS0NAZsyYIc/7fD6p4MiMytreyEzfqampgmEkeJhgcf1+Zo1mQSqddYZSCz2e2luqJRPtfdcwFJ2ogASpEx9opxdtms7kFZoIdeldp9SoN48T16ebs8//1805Hm3z0gz9Xz2rm3NeEz2j7e3aNqolQ8b/64Ob/6fExN/oAl6kDZqm9JoRTsR+GKVGppKcnCy4Y47f6/UiIyMD6enpSEtLM8xTdI7m5OQY3nEyS6bIo1c6EAhI6ryCggIjEQwlxJKSEvkGn8+HWbNmIT8/H4WFhaKRBAIBFBUVyR89pry8PMO++0naIccoNYMhQWRmZsqiMqUZjdVkEITUMEqChKBzAuoYWlYQpA00Go0alfMA07PJd3BMeuF1FAGv6VBJbcjW6haZoZZ6KU3o32qpVEsbWrJmP1pKddrBNBPVTduVDrThE/1f//3vMsNE7zmY7ZOMSZsonBpBonEfCB3gXDf2rXGaB3per7F+Xq+xHrOTbrRT1Akd0jSooUgHommtxfD3Oi0fhYTU1FQD5whAUgbq/UFmr0OT9eGlBQ893+np6ZLxi4LRwaKjD02vYVnW7yzLGrQsq1Zdu9eyLLdlWdUf/LlQ3bvTsqwWy7IaLcv6/EEZpTmeuI+np+1Avz/Q9UQE6MzN+FHGc6CWCCIDfPyAfY1p+yjNuVn+tx3c9q8YbSJIzidZh08qef87DPzDWqJxfNyx0cOvmx6rZpAHepfzcNDXD1b7KLvuDwB+DeAZx/WHbdv+hb5gWdaxAL4E4FMAZgN417Kso2zb/uRGAkcjY9QQFmA6wQRgTjJPf52RRxvgtY2Gz2goDK85f+NcwAP15exDt0TEkOj/B7qXaFy6aUk30fv/tx389lHn+EC/c6r7pMeP0v+BaOxf0ci/oo1EaQS1ucD5jFbhndedUDINM2PTjqUDRUclyhLk3LMHk9Y/lFHatr3Jsqx5H7G/VQBesG07AKDdsqwWAMsBbPvYI4wfDwKBgAEhoWpMHKS20dArTnsOMWWMS+aEW5YlODEmmWA/OhWVLslJbBqdGLqRAfv9fsFH6ucSPcPaPX6/Hz6fz8hSxHuETmjgMnGUxLbxm3w+n8TKsj+9+fRzGoDv8/kkgYJOrw/EPOx6LPoeC5uxT5YD5vt4iPl8PsOEwfucz0RlT/kdzjyFnJ9IJJLwHjBdr92pdTjf6VStnXPHe5w7zoETFaDnVQOxnXOn63Rz3vT8sDnXmIyEa+VcD20aIn3yOW2jZI15JsN1MiCNu+QYiXnUtMs54Tg1TXDPcU9pWuE+YMJfHg5cE+ce53po/Kn+Dn3debB80mZ9FI77AaN8w7btxR/8/14A1wAYB7ALwPdt2x61LOvXALbbtv3cB797GsA/bNt+OUGfqwGs/uC/8ZkODtDy8vKwdOlSA6MXiUTQ1tZmZMFh27VrF0466STjWjQaRXV1dVwSBWYPKi4ujsMA1tbWYsGCBYZXEYgla+jo6MCnPvWpuLHW1NRg0aJFcWVxmd7s05/+tPF727alZo8zu3MkEsG+ffuwaNGihGNobGyUZBJ8F6EqIyMjcYk0+FxTUxOWLFlijC8SiWB4eBiDg4M49thjAZiZuCcmJuB2u3HUUUcZdiBull27dkk8rpMZVlRUYOnSpQnBwE1NTZg5c6bhMGMjHGfBggVx96LRKCorKw2vqm47duzA8uXLE6qfjY2NKCkpiSuwBcTQCePj45g/f37cs16vF/X19TjhhBPi4qv1emgTDw/t1tZWLFy4UOpOc25s2zbmTje/34/a2losBMUuNQAAIABJREFUXbrUiJji+7q7u7Fo0aI4c8/Q0BCGhoZwzDHHxH1DR0cHMjMzMXPmzDja2L59O04++eS4Oenp6UFSUlIc8gKIzTNLq7DZdgw2lJWVhaKiIuNea2srioqK4jJ1TU1NobOzE8ccc4xxfWxsDH19fTj66KPjxpSamori4mLjenNzM5qbm/8dU1elbdsnJbyjRe4D/QEwD0Ct+n8JgGTEbJxrAfzug+u/BvAV9bunAXzxI/Rvf9Q/S5YssWtra22fz2f7/X47EAjYAwMD9t1332339/fLdZ/PZ/t8Pvviiy+2A4GAPTU1JX9PTEzYV1xxhe31eu1AIGAHAgE7GAzaHo/HXrt2rfQfDAbtQCBg+/1++9vf/rbd2NhoB4NB+TM1NWU3Njbaa9assaempuxwOGyHQiE7HA7bPp/P/sY3vmG73W57amrKDoVCdigUsoPBoN3e3m5fd9118kw4HLYjkYg9NTVlf+c737Gbm5vtQCAg96ampuzR0VH761//ut3V1SXv4PsaGxvtyy+/XOYjGo3a0WjU9nq99j//+U/73nvvtf1+v7yHf+rq6uyrrrrK9vl8ci0ajdqTk5P2G2+8Yd90000yn+xzYmLC3rlzp/3d737XHh0dtQOBgM0WCATsiYkJ+4ILLrD3799vh8NhOxqN2rZt25FIxA6FQvYFF1xgj46Oyrts27aj0agdiUTsH/3oR/bmzZvlum4bNmywH3jggbjrtm3bU1NT9ooVKxLes23bPv/8841xskUiEfvuu++2t2/fbkciEbnOb33zzTftBx98UOaU98Lh/8vel4fJVVX7/k5Vz13VcyfpzECAhGCICOplnsQAXkCZRAJh0Mis4PvMZRBIBEQQAogCMiiGyCBiEBKiCCGQOd1Jekh3ep7n6uqau6q6qs77o/jtXvtUBRHy3n357tvf1193n3Gfvdde42+vFTMbGxvNiy66yAyHw+reRCJhhsNhs6amxrzwwgvNYDBojo2NqecFAgGzsbHRXLp0qdnZ2WkGg0F1jvR0zjnnmB6PR5unWCxmdnd3mxdccIHp9/u1+QgGg2ZNTY35ox/9yPT5fCm0sW7dOvPHP/6xGQ6HzWg0qmhgfHzcfPzxx81169aZgUBAHeNaOOOMM8xoNKroNhaLmcFg0HzxxRfNV155RaN3rpOzzz5brT2ukXA4bK5cudJcv369djwUCpkPPviguWnTJm2tRaNRs66uzly2bJlae6SryspK84477jADgYAZDofNcDhsBgIB88UXXzTffvttNTZc+ytWrDCzs7M/M28BULk/HvW5ot6maQ7yb8MwngPwzif/9gKYIS6d/smxA9bYcQkUJ3QGmNjXzJ04ElLBKB+z2lizBPH5wETU2TQntqDJiDKAFJ+RNFNkJJTvB/T9wdZ7ZLNGmvkc67lPk5a8R25FS/et8rnW39Z79hfh/v8tffu0sZNanFAaNP8k/wfSBwflPXym1Ucu55PvTJfnQCIirP1MF0ySu2+sx9MlrZDHpRvIml+B5r2EJlmDYxJ/Kr+B8KMDBQtSff88NxmGIdNBfxsAI+J/A/BdwzCyDcM4BMDhAHZ8sS7qjRPJQecES1NFmia8ntdZzUQel74buTvDSrDyeh6znpM+IjYrhEPem47ZpGOiMrr/aQzKyqStTNZ67NP6ka7/1n7+T22fNl6fhkG1PuOzCBvJPD9NwKZ7plwDVvqXz7MyTyvzTdef/SVOSbdG5LOsCo8VKie/JV2/rMoCgzfyGQeSWf5LjdIwjFcAnAagzDCMHgD3AjjNMIyFSKqrHQB++MkH7DUM43UA9QBiAG4yD3DEW0a45QKXQRk50FYNjtfI3+kYifU50im/P4K3vsOqMchnSW033fvTHf80bVC2f8WA/9V9B/LcZzm/v3v+T2qr++vTv/Od+5vfL/JMq9Xy7z4zHUNORzdW5vl56Gl/dGt9nhTun3UNyh/ZT7murDRixY/KlHFftH2WqPflaQ6/8CnXP4Ck3/L/SKP0CAQCatBkFp9AIJCSsYYRZqZ7olSTWX0IUue9jBJKDZbRNU6QjPwxmi53Q5Cpy4zLBLDzW2T2IKmBSoiFVThIAuBvWSheQpSkZJfM2TAMBf6Vz5HnZdSR32w159O1dJrswdT2xwCs5/h/OqZu1dj3J+Ssz+McybElrMZ6zKphArpJS/eTBIbzvnQZt6SVxeOkQ64Pvo+5FCSMh1A9RrM5fqaZ3EzB7EHARKJhIjwk+J1F0ogEMAxDrXEAWhYjWYtHJg62jtEXbQfdzhyPx4NXX30V06ZNAzAh1RsbG/GnP/1JRatplnd3d+PPf/4zTHNit0wikUBvby/+/ve/K6bJTfws4NXe3q62/NlsyUJM9fX1KqEo7xseHsbg4CCqq6sVk6WfZHR0FI2NjSgoKNC2dPl8Pvj9fnR0dChmT39oIBBQxyXBUkKOjIwowmf/yPBDoRDGxsZUMgrCMVhTRUbfDcNQsBcrTIpbHrkAJGO24tSYTgvQXQ0kXusxfo80jQ4kMPjzNgo0NqvrQi5AHgOgjRswMT78kVUZCfGRsC+OLXeLxT/JPG4d80AgoCBqrKbJ/8PhsEpWIi0fm80Gt9uNsbExDA8Pp8BqmLyjp6dH+xbSVGNjo5ojMkBmD6qvr9cYdywWg8fjQVVVlcbUTDNZQ4g74sh4DcNAS0sL8vPzMTg4qOGZe3p60NzcjDfffFPNi2km8yrU1NTgzTff1Ky7zZs3w+FwoLu7W5uXnTt3HpB93sBByChNM1nnZMqUKYp4g8EgotEoJk+enKLJkeG43W7Y7Xa1PzsQCKCxsRHZ2dlK0kYiEbS2tqKgoAAdHR2ayt/d3Y1169Zh0qRJStNKJBKKoFatWqUmlES8d+9e/OEPf0hhEOPj46iursbPf/5z7bhpJuFB/f39Wn0bMq5du3ZhZGREq7tMabt3715cffXVasGRsQaDQfT19SlGzpZIJPMQtrS0qMJbHN9EIgGv14u+vj5ccsklGsaSz+zq6lLVIK2MrqqqCpdffnnaXURVVVW47LLLtHMc46amJrz33nsoLi5Ouc/tdmN0dBSbNm1KOcfkB+edd15amqmqqsIFF1yQliE3NTVhw4YNKCwsTNEkh4eH4ff7sWHDhhTNhCnFLrroohRtkecuvvhi9SwKjVgshpaWFnR3d2vBDW4D3L17NxYvXpyCo4xGo2hoaMA111yjgh0ydSCTdMjxtNlsGBwchNvtVslbpKBsaWnBtm3b8MYbb6QkTOno6MAjjzyi5j4zMxPj4+Po7u5GXl4eGhsb1bOYaHdgYABr1qxROF9uD969ezcCgYCqQcSkzwMDA8jLy8Po6KiCSvHdwWAQIyMj2pzYbDYFjZO71MrKyuB0OuF0OtUWZpvNhpKSkgPnvpHS77/rB/8GPOiwww4zd+zYoUFdgsGg+dOf/tTs7e1VUAZCHb7xjW8o2AGPBQIB87rrrjODwaAGS/D7/eYjjzxiVlZWmqFQSEEQxsbGzGXLlpl79+7V4AeBQMCsr683b775ZjMYDJqhUEj9DgQC5pVXXml2dHSYfr/fDAaDZjAYNP1+v9nW1mYuWbLEDAQCZjAYVL/9fr958803mzU1NWYgEFA/Pp/PHB4eNpcuXWo2NTWZfr9fO9/V1WVecMEFZiAQUOeCwaDp8/nM999/37znnntMj8ej3RMMBs3Ozk7zkksuUf/LPq5fv9684YYb1PWhUEhBq7Zu3WrefPPNZn9/v3YuGAyabrfb/Na3vmUODAyoseB4hUIhc9GiRebg4KA6Js/deeed5ocffphybmxszHzvvffMFStWpD03OjpqnnvuuWnPjY2NmWeffbbp8/nSnrvjjjvMjz/+WOsnf958803z/vvvV+f4naFQyKyurjYvuugi7fs57zt27DAvuugi0+v1aud9Pp9ZW1tr3njjjWZ7e7tGF4FAwPR4POa5556rjsv5am1tNb/73e+ao6OjKXNcWVlpLlu2TL1P/vztb38zly9frtEG/3700UfNtWvXml6vV3tfMBg0Tz/9dI02SRfPPfec+fLLL5t+v1+jd7/fb/7nf/6nGie5RlauXGl+9NFHCmoWDofNUChk3nvvvebu3bs12ND4+Lj50UcfmY888oiCJnHdVlVVmXfffbeCzsXjcTMcDpvPPvus+de//lXBnHj8Jz/5yX8vPOi/s0n/h4xu8YMosaRPR0KHpGoeDAZRUlKi+XjoPySEiM+kGXPEEUdo/hFqBYlEQvP5URLznIQzyCw+fIc0eekKkH2iz4bXWAMJ7CPfZRjJCD41AZm0g2PH7zAMQ4NbcUcGtVOOHZDUpNhnJhmRha5YK4XPlIEJ9tE0JzITSfcCd44wxZjUBpjEwQq25/dLbcPa+ExZt0j6ZJmpKV1SCPaJCVKs53mOTdIEx5vnmaiBv3kvrZ+MjAxllkpapRVCOpDzxbnl7hbp4gGAQCCg7Ryitil368TjcTXmEgnC8bdqvbSYJL1zVxTHlq4bm82myitzzACobOx8Lr+XPkqrm4g0abPZFJ3x+yVDk/GJA1FUjO2gY5Tp9nDS+S2JXy5AQMdFkglKguAg8x5mQOH9WVlZ6j426TjnYkvXF2ZIYeNkksnw/dJHJrMaAVAlKshcZXExmblFMi5+IwlSpmcDJrJAW1OwMY2XdD3Id8iIogwWWc13Gam0jomcJymo/t1I/b/T5PfI/9nSRWBl43jx26Tg4Tk5XtL/DEwIJ3k8HT3J7DvShSSz6kjmy2dnZGRoDI/3sXyzxCtKeF1mZqa6zzqvso88bu0DaVJm++HaYfBTCiO51qxjBEATCNYfqSR8mlkt/cMHoh10jJJYQhlEkDgqalxWaIC8RgZvAD3iy4m0Mt3s7GzFrNisi0Ietz43XUt3nL4n6zlrn+VxydDTPe/TgMT7a+mYWLqWjql8nuDMpzHDA8EoDxSz5bM+DaNnDfyka59GE+ngQdaot7VJgSWbZDqySSskHe3ujzb3139q0tbGNWnd2w/oSo8cr3A4rPK0ynOkRRkQksEaIk/49/9VHOX/a03CFThwklFIicWJk4yMhCFNGzYyBhmVVT6KjAxlLshIJSUXIQvUGDhhpmmqpBOADmeQgSeaujQ9rMk3JJEwCQL7zD6xX/J5pmlqRcakuS3dFbxfaou8X2onvEa6PXjMGsWmm8Fqsu6P+GXbH6NJd1w+Kx29pDtvtUhkv6warhTI/NtaAEyOgYSZWWFe8j28jvfzemlOAhNMUsJv2Hht/JMkL1bmQ5PcWg+e1xuGkVIoTJZfkLtkmPAjNzcX4XBY0+zokpEKifU7pTYuxy4dA5UWGDBR9VMmtDZNU7tOarhUlg5UMOegY5Rerxe//e1v8frrryMrK0uZBVu3bsVzzz0HACpBKKEHL730kpJqmZmZKCgoQHt7O9555x1MnTpVTUAikUBnZyeampoQDoeRn5+vJt/tdqO5uRk1NTVaf3p7e+H3+1VxMTkxHo8Hzc3NqiYIidHtdqvEElYz1O/3Y2xsDP39/QAmzHQSm9vtVtE8qfWZZhJ2xGexhcNhZGRkIBAIKNiQBOxSO+eCSydcmAFGCh8e49/ABCMgs5Dn0jEmifdM5y6xNuu2VGvbHxNNxyC5oK14QnmNvM8KHeJ80t9nbdLtwYw6AJS/kBFwCXMhM6PlIseB+OBgMKiNYTweh8fjQSKRgMfjSek/MwMx4iyZr2EYGBgYwNSpU1MEJ0uPWMfF7XarJBySuXq9XoRCITQ0NGjjEIlEMDg4iLa2NkVvHJPBwUE0Njaip6dH+W4Nw8DmzZvVuh4bG1Nj0tHRga6uLjz55JMKWhWNRlFXV4e8vDxs3LhRjWM8HseWLVsOmPl90DHKzMxMnHnmmViwYIFStSORCJqbm3HEEUcouI/0tUhzPRaLKdxWa2urIiASQ2trK8LhMKZNm6YtstraWlV0iS0ejyMQCKCmpgZ//OMflcTnwu/o6MDLL7+sZWNmFvX6+no88cQTAPQFWV1djYGBAUyZMkVbwLm5udi8eTP8fj8cDod6B7+voaEBDz74oCobQS0jFospbJv0VQJQhL18+XLFMHjO5XKhqqoKv/zlL+Hz+ZRJSM1027ZtWLlyZYp2mZubi6amJjz++OPqu6W7o7W1FY8++qjKRC3bxx9/jO7ubrz//vsaQ08kEujp6UFra2taZhiLJYtePfCAvs+BGl5bWxt++ctfaoKF9LFp0yb4fD6sW7dO03TsdjtqamoQDAbh9Xq1IEFGRoaqlvnAAw9oMDTiE3ft2oVHHnkEXq8XwMSGhvHxcWzevBkrV67U3ENknk1NTbjvvvvUd3HM5TP9fr8S4PFPUpjV1NSolHjUHO12O+rr6wEkK0NamUZlZSXmzp2L999/XzF2Qui6urrwu9/9TvWRbp99+/Zh0qRJaGtr03zhXq8XXV1deO2119TYA0nB0NjYiNzcXFVDiT9NTU3Izs7G5MmTNZ9oX18fpk+fjqGhIeWTzMjIQGFhIZxOp1Ju6BMNhUKYNGkSjj/+eJUtnUpFa2vrAcFSHnSMEgBmzJiBhQsXKvM5Go1izZo1OOmkk1BSUqIqtNntdrzyyiu46qqrNKJjBcJLL70Uhx9+uCIspq0/8cQTMX/+fBVFtdlseOWVVxCPx7FkyRJ1fSQSwcDAAJ544gksX75cwzfGYskyuXfccQcmTZqkmSGjo6MIBAJYsWJFion/6KOPYtGiRargEs8RFH7WWWfhqKOO0ph4PB5HY2MjfvCDH2jSP5FIoKmpCXl5ebjsssuQnZ2tMRpWaLz00ktTNK/29nZ4PB584xvf0MbeNE20t7fD5XLh1FNPhdPpVMeB5ML46KOPcOqpp2pletnee+89nHLKKWlL2XZ2duK4447D/PnzUxhidXU1AOCUU05JuS8ajarnpmtr167FiSeemBbX2dnZiWOOOSYldZdhGMjNzUV7ezu++c3URP2tra3o7u5W4yOZcGNjI9xuN0477bQUH2BnZyd8Ph/OPfdcrdQvGemuXbuwePFi7bhpmmoTwuWXX54S0GhubkZubi5uvfVWjRGRbouKinD++edrFkMikcALL7yAE088EQsWLNA2VwSDQQwPD2P58uWaGyuRSGD16tWYMmUKTj/9dOTl5an3NDY24te//rWiaSkY7r77bvzoRz/CtGnTlEVAer7kkkswc+ZMVQPHbrfjiSeewPHHH48TTzxRc2ls3boV5eXluPDCC9V7w+EwPB4PysrK8PWvf11ZTbFYLKWo3xdpBxWjlP44Rt6oanNhZWZmKoYVj8eVeU54CZCU1Dk5ORgfH9fqS0vzIzs7W4ObOBwODAwMaBE6Ehd/yxK3ZMgswsQJYxJeu92O/Px8ZGdnK+ZGMPz4+DimTp2qpDlNu6ysLJSVlWHKlCkKmkEtNScnB4cddpgSCHweTZAjjzxSGwPTTO4CKiwsxNFHH61pfnxGbm4uvvzlLyu3hezjhx9+iIULF8LhcCg/EU1Hh8OBBQsWoLy8XM0Rx6WkpARHH300pk6dqpnc8XgcGzZswBFHHIGTTjpJMzt5v8fjURUaZQuHwygpKUl7LpFIoKioCCeddFJKkMQ0Taxbtw4LFy7EMccco8GDbDabKnJ17LHHavNEWikvL0/Ju0k/tsPhwFe+8hUFfaEfz+Fw4KOPPsKCBQuQk5OTktjY6XSqHKAcH1pNGRkZOPLII7VnMpltYWEhZsyYoc0vabCoqAgVFRUaPItzVVRUpIDa/K7x8XGF1JAZtugrJSpCCl5aMhQM/M33sCCZbLyGNa84X6Qx6/VUZGQeTwlZYuQdSO/y+SLtoGKUwAQTAlJhJoAO+ZCBHmuRoszMTG3fNqBHynic1+fk5CAUCmmmEt8hAxaySb+LFV4j4RqS4dNstlZTjEajijmy6iP7KWEj0tnN9/A5rO7IceQ3ckHwe2OxmCJS4hOtjnISa3Z2tkbQMhBBxiwjlRQsfJ8cY2DCNyp9pDJIJH2D1nukxmhdINZnkjHJ+bCm7pK0IstpcHHS9JOwF44rj7Eyonwun5eXl6dtq6X/UlY/pDVB4U3ha4WAZWRkqOqeHO90RfFo4vNd1gAJ55DnpGJAWkyXkDkcDmt0wD6Qrq0JnimMpIDm2h4bG1P0Le8Jh8MpWZk45pJJp/Mxf9H237/J9t9sHGQZ6QX2n0sxKytL+W6keZmdna2Va003qNIkzsvLw9jYmObwBiYYptzjy5aRkaGig/JcOgbB49nZ2ZqGLM9lZWWlwESsDN06VjRzrJCVdLhGeR+ByPzf+kwSdTrNTyYTked4rUzgIftjfVe67/m8zXrvv3qW7L/1G03TTCnvYT1vBa/zbxnokufkHFjnivT+rwrLpUMOSOZifQcZvnX+rUxP0jyFuey/aSaDRrIyqlw71IBlRFwKPes3h8Nh5cOW8xAOh5UQsX433XBcHwxQHqh20GmUQNLP09bWhpycHKVFxePJEgU0qam15OfnIxAIwOFwaJORk5Oj4A6AnqoNmJCqJHqn06kCIhKqQYnMgBGZIIHf1ro4Unu1RouBpHkdDAYVgfFaXkffjpXZ8NtkZFjCqKywEknIEqYi+yMTYPDbeI7vkfAXSdhWmIhsVpiMHBsZ4NifEEjHhK3jmK7J+9IxLRm1l5qO/Cb5txSAcq6oQcnxlfMo9+LLxui4NbovFz01NPZNKgucIzkedD/xPqndS6Yn3xePx7VcA3LMpLYp4WiRSAT5+fna95JpSQEpfZRkmPLb6PvPz89X0CSup9HRURx22GFa/Z1wOKySzPT19SEajSq4HtEAB6IdVIySBLlhwwYFQ+Air6ysxIoVK5RJxAGqqqrC4OCgNvEA0NXVhZycHKxevVqZuTabDbW1tdizZw9mzJiBrKwsZTp5vV7s2bMHL774ojKdSPDt7e346KOPUFZWpp5FrFlbWxsKCwuVD5PMh1vIZAEuRvJIUNZJLi4uVmbG/ghALhT2hUEDGbmV11mZkc2WrI8uzRmOP32+0vRjk6mySNzyHfxOaw0hQK9TbZ1zHvs8jnlrMEWOk+yT9F/yevYzXU120oZMJsF7qJFb381zhJ2lG3cJwZLzaBgGSktL01oj/Fsybn5bNBpFQUFBitCS8wToaf18Ph/sdjuCwaDKTEVFoL+/Hy6XC7t371aMMxKJYMeOHejq6sIbb7yhFApmQaqrq8NTTz2lIU/C4TCqqqrQ2NgIh8Oh3mGaJrZv3w6Px5MCcG9qakJRURFWr16tfUdbWxtmzJiBwsJCbf3v27cvLXTr87SDilHSF3PppZfi3HPP1TScBx54AEuWLMGUKVM0beDJJ5/Eeeedh0MPPVQ9I5FIYM2aNTAMA2eeeabCdgWDQaxZswYzZszAjBkzlKQkFmznzp2w2WwYGRlBPJ5MaxaLxdDR0YH169crzZIA771796o0a5S+1AabmppSsuiYpom+vj4AwKuvvprCJDo7O1FSUoKnnnpK8x/Z7Xbs3bsXixcvVsxWfmtNTY1Kz8atkRzLhoYG3Hfffcq0N82kL8zn86GhoQEvvviiwvDRLRCLxVBXV4e1a9eqfbeEZTkcDvT19eHvf/87nE6nth0vMzMTLpcL69atU8Wp5EJtb29XJprUtkj0zC5k1TCj0SiGh4fxj3/8I4VmTNOEy+XChx9+qLRAHjdNE01NTdi5cyd6e3vVuFFr+uijjxCPx7FmzRrFdGhG1tbWoq2tDa+//rrSYEh3HR0dqK2txapVqxAMBjUNa3R0FJs3b8avf/1rBQbnb7/fj6amJtx9991aSrJwOAyXy4X29nb09vZq1TZjsRjcbjcGBgawd+/eFPO2vr4eW7duRWFhYYoV0dHRgc2bN6voNefD7/djeHgYV155pWLMpLWWlhZ0dHSgqKhIBSmzs7MVjnjfvn2aMM3Ly0NWVhZmzZoFh8OhbecNhUK4+uqrUVBQoAVpfvSjH+HRRx/VdvMYhoHf/OY3WLRoEQ477DB1bHx8HGvXrsX8+fNx5JFHqr6GQiEMDQ2hra3tgGiVBxWjBCYInE5tTn5RURHi8bhykPMap9OJsbExFBUVKeKJx+MoKytDIBDA9OnTlXYUiUSwadMmzJs3DyeccIKmEXm9XuzatQvXXHON5qfz+/3IzMzEkiVLMG3aNE37euKJJ3Dcccfh1FNP1Xa9BAIB3HPPPbj33ns1LSEej+PVV1/F6OgobrrpJrXAGDl84oknMHfuXPzHf/yHcqzTDLv22mvxs5/9TJlU/D0yMoLx8XGcd955yM3N1czlcDiMjz/+GF/60pc0Rs5oaG5urnJfSK0lFArBbrdjeHgYOTk5iEQiCAQCSCQSGBoaUovQCg8yTRNerxcdHR0YHh7W5tM0k9X6srKyNFOM7+3s7ERPTw+2bNmSQhPj4+Nwu93YujV9VWSv14uPP/5YCyCxeTwe1NTUYHh4OEUDHB0dVZsGZCOAmxsDrIElr9eLzMxMNU5SuwwGgygvL1fYQZnkgprZSSedpBY8mXdtbS0qKiqwZMkSRdsMGDU2NmLz5s244YYbFLOh6+euu+7CNddcgwULFmgms8/nw0MPPYQbbrgBhxxyiPYNH3/8MTZu3Ii77rpLc5PEYjGsXLkS5513HubNm6cJnVdffRV5eXm4+OKLNVoPBoPYuHGjgjVx/AKBALZt24aKigrMnj1b+cS5W8iqHXLThNPpVBoyx3NkZAQFBQWa5eT3+5VGeyDaQckoCV+gBpRIJJCfn68cytKMKiwsVCYuWyKRQF5eHtxud4qjPisrSwV5rI5mQj9k1JY+FmoFEuydlZUFt9udYuJQ8yCkgu+ib4jaCbU/amsFBQUwTRMlJSXIy8tT/eL3H3bYYdrWzGg0isHBQZSXl+P4449HQUGBlkwhFovhT3/6E84555yULZ0ejwfvvPMOFi9erNwb9C25XC709vYwrvttAAAgAElEQVTiyiuv1GAcvK6qqgpXXHGFWgDyuVVVVViyZAkOOeQQNRbSn3r88ccrLZ/vjMeTSVg//PBDLFu2LIUmwuEwqqurcccdd6Sci8Vi2Lp1K+666y41zpIB+3w+XHbZZTjqqKO0LXhZWVn405/+BI/Hg6uvvlqDBxmGgb///e/Iy8vDD3/4Q03riUaj+PDDD7F582Z8//vfV35AnmtpaUEoFMKll16q7uHP8PAw3nrrLZx55pmaJUE/nM/nw5e//GUNxUFgdWFhIaZPn66EoWEYil5LSko0zCYDUWS4fA7p0+/3a5YHlYJoNKqSBvOHDJRQM+nOoBCnL1gGjuhnTOdOoYJAZi/XH2mYz+FascKPaN4fqHZQMUpOrs/n0wbYZrOhoKAAwWAwZeCLi4sxOjqqHUskkntJrQERMqVAIKBpH2RgDMyQIdJ8pUnK/9nP3NxcrSg9A0AkJhKSTLWWm5urwZCAicVE057HuJ8VmKjDY/WnyVRxWVlZCnZB045ahqwjDkxsHaNUl1nVZdAlNzdXe6YMDOXk5GiQGwoZ0zTV7gk2GSyywlU4NjTn0vkxOXfWJsdemnIUuGz0OfIcGQAFloRjccwltEbCxTinVvwuv50MwFqDnjREWJFEVBCyJWFJbNymKn2TpJ/x8fGU9HPScuCYSAEfCoUUPdBPTauGrgcJa4vFYggGgyrqzX5L5suxkThOfme6+bT+b5rJBN2MhsvAUyQSSYnSM1D7PzKYA0xAEaQUB4D8/Hy4XC4tKggkF+vIyIgaNMMwFBOgP1Eu/pycHC3qTMInY5OTyomntiCbzWaD0+lU+2+lhkAcohW+QMkoJaH8TqZ6k8c5JnZ7siYJd8rIfpDIJYHJ55PpSSZiDQzIc9QmrM+U5rmEMUltGtDhQRxfGdmXzwGguQWs/bF+ixwT+Vt+l/U90qctz8lxkNclEgltq6j1HDWldGOXbl7lfVKz5zmOgcQWynNklPLZPMfNFdZ54jfSLSAbmZ7VFSH7aA20MGhknQ/ZV8mgKai5rkgvUmBywwSZMxPFSE2UNCE3YPAaWfPpi7aDjlEmEgns3LkT7777rkL0OxwO5avo6enRCNLpdKK/v1/5xDiQo6Oj8Pv9iEQimplH3xKZsSR4iZWUe8kzMjIwPj6OUCikJZfIy8tDR0cHotGolr4fSErqSCSCUCikRU4JbLcuZGqE+5OQzG4kzUpqYXLxWfGKVsHCY/K75X1SOPBd6fokmY3sk9S4JSO2NnlPumdar5W/rcfl86zXSuZhvYb+snTngIlIuXUMaLFIJphubNO9T46tvI+aYbr5iEQiKdoyz1GLlxAuCdsh3fAcYXZFRUUqWbBhGIqZ0e1FpsVzpGNCo+RYcJwkfQYCAeWXDQQC6ns5x6Ojoxp0CUi6gwgF4re6XC709fWhoaFBuTXGxsbQ2tqKgYEBHKh20DFK0zQxMDCAqqoqNZHj4+PK6d7S0qIRs9/vR3NzMwYGBjR8YSAQwODgINrb25UDPCMjA4ODg3C5XOju7lZ+FWqHfX19eOmllzSTJR6Po7a2Fn6/X9URoSnT2tqKlpYWvP3229oOCiDJqPfs2aP8QTRnPB6PKlhGkDE1OEpj63YxSlT6pCTWUSYT5g4fLhbex8COVVsG9Cw7XBSSgOmAB6CZqjwvs/OQKXIxSDeC1L6k5sHnyOv4HjYJubLSivxbCh/+LTVZiRulaSkxipKxcYcKBQ37xzHJzc1V52TUWwpdybzIsOgLtT6T6AJp6VBoBYNBhSVmZJ4/4+PjSiHgN8ZiMQwNDSEUCqG1tVW5oWh5tLa2YsaMGfjnP/+phOj4+Dh8Pp9CNHD7In/27NmDoqIi1NTUqDGIxWLw+Xxob2/HU089pSw500ya0Tt27MDg4KBaR+x/Q0MDHnvsMQSDQc0dU1dXpyU+MYxkvaiGhga1Q4wIjIGBAZV1/UC0g45RAsCsWbPw05/+VJOcXV1dWLVqFe677z7F4Ij7evLJJ3H//feryQiHw9i+fTuqq6tx+eWXK4JippNdu3bhlFNOUcRMScpMJ1ZtifAGqV1GIhGEw2H09PRgaGgIHo9HMal4PI6GhgaYZhIzJhmZ3+/Hrl27cP/99ytfLBdaV1cX7HY71q9frwIP9Hvu2LEDP/7xj5XTnguJUJ7BwUE4HI6U7YO1tbVYvny5gohIBtzW1oaHHnpIaaU8H4vF0NjYiDfffFML5hhGcptkd3c3Nm7cqIqPkdlnZGRgeHgYVVVVGB0dVYyCjLWvrw8ZGRkKTkWtLJFIJvfo7e1FVVVViuYYiUTg8Xiwc+fOFO00kUjA5/Ohuro6renf39+Pffv2wePxaHPKhZmZmYn3339fY4gAsH37dgwPD+PNN99UGhmZUHV1NdxuN55++mnlRiF98X1MHkHLhMyrrq4Ot99+u6JVCqqmpibYbDZs2LABgC4EmFXp448/1oSNYRiorKzET3/6UwAT5Tw4Rnv27IFpmirfgc1mg8PhQF1dHdxut3JXcR5yc3MxMjKiGDrpghaZw+FQAR0y8bGxMZSWluLoo4/W6KCnpweGYeCiiy5SSBXSwfLly3HXXXcpHyYFent7O5588knVf2ZqWrlyJe677z4tuLt9+3a8/vrr/wZX+fR2UDLKoaEhANCyIJeVlalKi3LfssPhUGZBfn6+grcUFRWhrKwM06ZNQ25urpLSdrsde/bswde//nXlk6Q0f+GFF3D66aerCSW2rr+/H3PnzsUJJ5ygUqCZpol9+/ZhdHQUP/jBD7RFOD4+juLiYixYsABf+9rXNFPM7/fj9ttvx8MPP6z6BCQX/Lp16+B2u3HFFVdovjMAuP3227FkyRIsXLgQABRzD4fDuPfee3HrrbcqrZXaQ1ZWFpqbm3HGGWcoBkutIhqNYu3atTj00EOVIJE+XZpbY2Njyl/JBeTxeFBXV4f+/n71vVw4fX19+Oc//4mysjKlKXGu6urq0N7eroSINCVdLhf6+/u1nVRs8XgcnZ2deOaZZ1L8lKaZLJf629/+Vt0nmWFDQwNisRgKCgqU64V93bt3L3JycpQGS38eMa3hcBjNzc1adDgzM1PljGQgh/jVRCKZHMLv9+OrX/2qtp8/Ly8P1dXVsNvtuOGGG9RYUlNct24dcnNzcckll2iwIQB47rnn4HQ6cemll6b4Pq+77jr86le/UrTPcent7cULL7yA++67LwXsf++99+KKK67A/PnztWe53W40NDTg2muv1YJ/wWAQ27Ztw9lnn43JkycrhmWayaqiRxxxhMrsZLMls3Q5HA50dnZi3rx5as0QclZYWIiCggI1fjLZtYy4y8AQk+EAUIGc/9E+SiDpl6AkpoaTl5cHn8+nzGtqWqY5keGbjYRGk4dSDkjCiSghuTuFuERCEGSeRWAi4iwXDJDMOOT3+9U5Ov+l6WWapjK3DMPQanPLvbjRaFSDQEliNM3kbg/DMFBQUKDBMIg9KywsxOzZs5XJRKY3ffp0fOUrX8GMGTM0B71pmnjxxRdx+eWXa2NPbFxXVxcuv/xyLWMNNcS+vj4sWbIExxxzTAo8yOv14vrrr8cxxxyT4kt74oknsHDhQpx11lmaeU2/NOFBVr9mOBzGFVdcgWeffTZFo4zFYrj44ovx7LPPqnfxmaZp4p577sHll1+OuXPnagkqMjIy8NxzzyE7Oxvf/e53U+BTL7/8MrxeL2666SaNOY2Pj+Pll1+GzWbD1VdfrUGgEokEdu3ahfHxcZx//vmasKOQ7Orqwrx58zStn3M+depUTJkyRV3PMYrH4ygsLFT0yWcSopafn69F2blnmq4ZiTBgNiLJxHmc2hqPcw3IDQ5ZWVlaRq5oNAqn06m2G3Nt0kKTx4Ek2oLBIqvQsyI6JCaYx9gnCna5Tr9IO+gYpWEYiiFKRpGRkaEkOaCbJhJ0Smc6Hc/W4AZrfpO5yfdyH7aEW0jHuNUn5nA4NA1IagHcky5NDtM0NUYtYTlSAJC4+H76xOS7SGRSu5a+PhlJpu9IpuiSTRItx1uWiZAQJMmEKcjYf7oQmAhYPpdzxCS5cvFI9IFVGMlvtGa1AaDNMbUQ9odYPuv8sC+BQEDLk8j7CKGRWg77JP3E/EYJHZLjKBe21MilgGRjME8+h4yWafakiwSYKEhns9lSIE4cD/rHrX5sKyZSauLWMeY70tGOx+NR2rr8FisQnPcxMbUcG75fRuLlcfl++Y4DwSDZDkpGybTz9K9wIXG7GLegyQg08VYkCJmzUrb8/Hz1bOno5zmfz6ftOLEyYemgp5Ncnuc35Obmpg0+0NSyEqPUROU5ElReXp6CNclGjVkuTHkffar8n+Mjr5eLloEOLlJqyhwLaikSLyr7LbGD8jnWMbIyNTYyHrkwyCAlw0q3qKXJKtPfkelIQUGthAtTQsgYdKBlYbUWuENMjh+fKyPpcrwBqPRiVvOZ11BblMwWmNAQrTTDTRDWJpmalV6oFTPIZ2WAZKbSUiAdcJ3Rl2uzJXcwlZSUKPqQwk/SP/vi8/lQVFQEAJowDoVCcDqdyg8sffdcM0SwEKD/f5VRGoYxA8AfAUwGYAL4nWmaTxiGUQLgNQCzAXQAuNQ0zVEjORJPADgXQAjA1aZp7jpQHeZg/vKXv1QV5jiYDQ0N+F//638pjZGR4oaGBjzzzDPIzc1VZoDX60V7e7uK1jHHY3Z2tgbPkdoAIRNyEXJBS3OejYwynaYjU6ZJrVQuRhKdYRgqXZvf71d/cwGRAXHvOfsrmRkbr+c11GD2R1TyekBnVNZnS+ZrZfaSSVuZveyv1eTiOWACM5dOo5HXWd9p1UB5TmrZ6Z5j1XrleTIL63m6fKilWe+lpWIdb9M0VZ1tea1VQMmcpWTk9MFb07fJomHhcFgdl5muJCYxHUCcTWqq1jR6FPwSX8vjY2NjKs8C545rKBqNoq+vTwVYw+Ew9uzZg66uLhUkI72zbAmDtbQUAoEAqqur8V//9V9qXBOJZPmPT6Prf7d9Fo0yBuAnpmnuMgzDCaDKMIz3AFwN4H3TNB8yDOO/APwXgGUAzgFw+Cc/XwPw9Ce/D0jjZFx33XVazjoAqKmpwc0336wImYXXGxsbMXnyZOUH6uvrw8jICGpqapSpFI1GFQ6ysrISF154YYpm1dHRga1bt6KoqEiZzFlZWejp6YHT6cT777+PvLw8tVuloKAAg4ODWLt2rcrik5eXB5vNhuHhYYRCIfT29qZkWQ+HwypgJTUkFoZnNFyaYAxacXeMlUlQykvQPBmszFcpzWdq6cCExCcDJGOXkI9YLKYc8OPj41r+Ts4Rc3TKpMnGJyYrAMXspTDgwpLb0uQ3EJhMOIlcHDK5hEydx0XEcZHCkbtgWJiLmEH5LaFQCMXFxQojS9qU21yl9sPzzI0ai8U0PzO1JmqiVmuDJrGs/ijnIl2+VK/Xi4yMDIyMjGjuokQiAZfLhVAoBJfLpTHEaDSKQCCAzs5OVW8mFAohGAyqJBPPPvusqhQaDofh9/uxdetWdHR0aAiSRCKBlpYWFBcX41e/+pXmOgkEAvD7/aisrFTJMnJycjAwMIDs7Gy0t7ejoKAADocDkydPRk9PD4477jhcccUVasOGaSaDUuvWrcPSpUsBTLiJ1q1bhw8++OCAmeD/klGaptkPoP+Tv/2GYTQAmAbgAgCnfXLZSwA+RJJRXgDgj2ayd9sMwygyDKPik+ccsDZ58mTll6HTuqysDLNmzYJhTKTG8vl8mDdvHi688EI4nU4l7VwuF1566SVceeWVyjRgu/DCC/Hmm2+mmHOPPPIIjjrqKHz1q19FKBRSYNn33nsP4+PjWLhwISKRCMbGxjA2NqaIqbq6Wu0UoDRsaGiAYRioqanRTBjDMNDZ2Yl7771Xk/CJRALBYBBtbW3Yu3ev0lzol9q3b5/CwEkGmpGRgcrKSthsNhQWFipNO5FIoKCgALW1tfjrX/+KyspKtb+Xra+vD6+++mpKFpdYLIauri68/fbbqtATzwHJypRbt26F3+/XttoRFlJTU6NpVRzjlpYWRCIRVVxMmpj19fUYHBzEli1bNHMWSJqYo6Oj2L59uzpGRkjhuHHjxhSfKPG327dvR19fn6ZdJhIJ9PX1pWwBpGulubkZgUAAa9asScF77ty5E9OmTdO0OP7et28f2trasGrVKjUPZOQbN25UgT0KPJ7fsmULGhsb8cEHH6ixi0ajyMvLw4YNG5RLSG5sCAQC2L17Nx577DFVThZIMpOBgQH09fXh/vvv1/yQhmFg7969eP7551FQUKC26GZmZiIajSq/ZmFhIXJzc5ULye/348Ybb1TJKbKysuBwOHD33XfjxhtvxOGHH65ptFu3bsWePXtw/fXXq/lPJBJ49dVXMXv2bJxwwglakGj9+vVwOBz40pe+pI1ZW1sbDj30UEyfPl1p4OzPgfRT/ls+SsMwZgP4MoDtACYL5jeApGkOJJlot7it55NjB4xRUuoTf8UBIaEQL0hzJTMzE16vF06nUy0U7sCRCUQ5AfzbalaVlJQgEomgtLRUaajRaBTNzc2IRCI499xzNa0kIyMDa9euVdCcT8YQkUgEb731FjIzM3HBBReo/ct8f2dnJ1auXKk0M2omlZWV2Lx5M6655hoAE4GkeDyOrVu3oq6uDt/5zne0BZZIJFOUzZs3T6ssSZN/6tSpyM3NxfTp07VFTT9udnY2nE6n+iYJPM/JyYHP59O00uzsbLhcLpSVlaGtrU3BkYDkAh0dHVWQHOkDjsfj6O3tRX9/v7ZPl64IlgtmKjXCTNivwcFB/O1vfwMALZECz3344YfaXmrOxb59+1RfiQdNJBJwOp1oaWlBIpFAfX29tr+ayU7y8/Ph9/tVmQ5gwuKh8KbQNj8J+lBAlZWVpQR5cnJycOihh+Kwww5LsRj6+vpw5JFHYuHChcrdQ7RGbW0trrrqKlRUVKj3ZWRkoLOzEy+99BJ+9rOfaYGbjIwMbNmyBRs2bMCyZcuUvx5Imuu33norVqxYgfz8fEW3hEtFIhEsXrxYcycNDw9jx44dOOyww1BSUqLWJJl1cXGx+k42Rr3ppuCxYDCoNFLpMx4YGEB5ebmaP7muJ02apAkzguPTuVU+b/vMjNIwDAeAvwD4sWmaPvnRpmmahmH8W6zbMIylAJb+O/d88i6YZnKL0+TJk/ksAEBRURHcbrfa78xBZZZzacbSp0NzjM5rqUEQIgEkF09xcTF8Pp/aMcPn5eXlYXBwEMAEeJpSn7n5aF7z/VwkssAUza3s7GzEYjGVGg6AMvVM08TUqVOVf4wLsLOzE93d3TjqqKPUwiQzmT17NhYsWID58+drPi9qm8cddxxOPvlkLS9hLBbD6tWrccYZZygtneMfjUZRW1uLM888E0ceeaQ2RolEAgMDAzj66KPxrW99S/nT+B1erxfHHnssLrjgAm1e4/E4nn76aUyePBmXXHKJRuSmmQTmb968GT/5yU+04wBUzecHH3wwxYcZiyVL2RLALGkgHA4jFovhe9/7HubOnasFXYAk01iwYAHOO++8lOhvb28vTjvtNCxatEgdpzYzOjqKBQsWqOqNFIJAchEPDg7im9/8JvLy8jQXwObNm3H88cfj7LPP1oKE8XiyQNzChQuxcOFCteuHro7MzEzMnTsXkyZNUu+LxWJqLRCTKBOK0MyX0DhgooCX3W7X4EaGkYSu0RfJZ9HlwefI4E8ikcxExPUoNdpAIKAYsdQcrT5TPmdoaAjz5s1Lmd+BgQF85StfSaEl7sQ7UO0zMUrDMDKRZJKrTdN885PDgzSpDcOoADD0yfFeADPE7dM/OaY10zR/B+B3nzz/MzNZLjqXy6UWITWPKVOmYHh4WKvwR83I5/NpwGdOgjV5g82W3K5ohQGZponS0tIUE43+Qe5XtQaAcnJyVCkK+SxqtOkc/tnZ2QgGgygrK1PnSbi8nwyYi5r+Mvp6+H1SAhN2AUxEqHNzcxGJRJS/lYuMATEJ2uW9VuiKdR6kT5BaAzVY+vFM09SEDc06BjQYcaUGzqQIktlxLHitxNnxHJkh3QdclNI3SU2PUCBqzaFQSEVX5ZY9idFLhytMF8zhOX4nf/itPMeqlvJ51K7s9mRlTIK9pUYtKxny2xlFp/ZJmqA7Il0FUvo5Zb/Z3G43CgoKNG03kUggHA4rhme1wmjyW01gt9uN0tJSjUmTLkk/0mJyuVwoKChQ88U11Nvbi7POOkujF/KHA9k+S9TbAPACgAbTNB8Tp/4GYAmAhz75/ZY4frNhGK8iGcTxHkj/JE0qll7Iy8tTRFJSUoK+vj4cfvjh7DtM00RFRYXaQkhmaLfbtRo4icTE/lqn06m2/HHxywijNY8kGaX0iZAoCTqn9stz2dnZGB0d1bQtPs/pdMLr9SqCJfNlxiG5D5rN4XCooIN1vBhEAPTSCgAUnjSdL4eRdOvCkRF+uWh4DSFbPEdmQCwgz1m1Ys4LzUdrUgS+X2avkQxaujc4rnKnlsSlynmSZqx8JoMyMhrPvkciEQ3XJ1EAFGRy3NgfMnvreJtmEg9JN4dVEJD+rPNORmlN2UYhwTwGckyAZK4BMj3pcmH/0kG33G43iouLNf8wGSUZOWlJMjwKFo5vVlYWPB6PlpOUc8F+8Flcm6OjoxrcjuPlcrmQl5englM+nw/BYBCtra0p9PxF2mfRKE8EcCWAWsMw9nxy7E4kGeTrhmFcB6ATwKWfnFuHJDSoBUl40DUHtMdIDtIHH3yAoaEhBINBpTWMjo5iZGQEc+bMgWFMlDbo7+9HQUEB3n33XbV5Pi8vD7W1tfjHP/4Bh8OBgoICZdKMjIzggw8+QEdHhyb9W1pa0NXVhZaWFqWBEcMVCAQQCASU85uLp6CgACMjI5gxY4Yi8mg0iuzsbJWsANDzGJLxUmshoRPKI7Ga/J2Xl6ftJZf+v8zMTFVoSYK3qfHKXIPAhFSnC8DKqNIxAOs5a9SWjVvS0jVqlvs793lbuns/y/OkZpjunNSGrIxPmttkvEBSw2KGbjlHkrGR+fFe+oZl/kee45iTduW8hMNhOBwOLdJPRh8IBFBeXq6gOZxHVkA0DEOtKwAqYcwRRxyhlAoGKJlFv6enB8BEUt5oNAqPx4Nt27ZpkLd4PI76+nolwMfGxhCJRODz+VBZWYnh4WFs3LhRRfojkQi2bt2KFStWaAgNuiT8fj8yMjKQk5OjAkzcS55OAfg87bNEvTcB2B9VnZnmehPATV+wX5/aDMPA1772NaxYsULbxtXU1IQPPvgAt9xyi1LdfT4f3n77bYyPj+Okk05SEemxsTFUVlYqf6PP51PMJCcnB7t371aBiFgsmZjU5/OhubkZr7/+ujKJCMNgIgumj2I/t2/fju7ublRUVGh4y/7+fni9XsWQiON0Op0YHh7G1q1blclJuFEgEIDP50M0GlVmELUrp9OZ4gAHkgROX5TUvsiUp0yZoiV+Zb8JZ7LiKLkYeUwyC2oEzL6ejsEwQMW+SBeJ9Gcy2COZrjR9rT5THpdNulbSMR/CwoAJ/6pkanQVWL+DDD0/P1/b+UQ3h7UP8j5gIqGxFDIUINwDL4Ug50oiFuQcyMQaZFBjY2MK1tPc3IxwOKzgPHa7HdXV1apcAo+zNtSePXuwfPlyNS/sT2VlJSoqKvDBBx9oqIJAIICOjg4MDQ1pmbi4/mpraxUonuPFrZr9/f3KbcL8C9OnT8fcuXOVtZifn4/BwUHcd999cDgc2s6d888/H3/84x+VuyiRSO5wev7551X0/0C0g25nDjCRLYhaI00hh8MBt9sNwzBUtmW73Y7i4mKMj4/j8MMP19JY7dy5E6eccgoOP/xwpX1mZmZi6tSpaG9vx9KlS9UiiEQiqKmpgdPpxG233aY0Aj7rzjvvxI033piyAF577TUUFBRg0aJFKqtQKBRCW1sb3nrrLcyfPx9er1eBa71eL7xeL7Zs2YKenh5l6vO+vXv3YunSpSplFxd1JBJBc3MzzjnnHM0cJCQnOzsbf/zjHwFAwT0yMzPR2tqK3Nxc1NbWKriVzWZDUVER6urq8Nprr6GmpkaNNce7ra0NmzZtQn9/v1aR0el0orOzE+Xl5airq1O4UWCilsnY2Bg6Ozs1E5rMHwC6u7u1uTbNZNQzGo2ip6cnZbcJIVm9vUlXuGROwWBQ3Wf1h3m9XoyPj2NgYAA5OTnqO8jIXS4XhoaG0NjYqNweREN4PB40NDQo/C0wATmqq6uDYSRhXoT6UIh9+OGHKC8vR2trq6IdPnfXrl248847tQxUZOj19fXYtGlTCvYSAKqrq3HuueeqMaYbgZpea2urmrucnBwUFxejvb0dFRUVCAQCyM3NRWFhIbKzs1FWVgav14vFixerRBMcl3vvvRdLly5VtaE4D5s2bUJPTw+uuuoqZYLTtdXf36/KZRBiBACVlZW44oorVMDSMAw1hyeddJIKEjIgSUwlS0GQ/skgWc1UZu76IlaItR2UjNJut6Ovr0/5hKQvhYBla1p/ToaEO5CBcl8r27Rp07Bt2zbNZxaLxRTRkIAoaWk+EL5AwsrMzERFRQWi0SimTp2qpK1pJlOzVVdX4/TTT9cKx9tsNpSVlWFsbAxLlizRzIexsTHcc889WLZsGYqLizXt0ePx4Pbbb8fvf/97tdC4iP/yl7/A5XJh8eLFChLFxfvBBx/A6/XitNNOUwudphi3jPFaJhchc6murkZ/f78yp6h9tLa2orq6Ws2RHP+GhgZEIhEFqGczTRMNDQ1IJBLo7e3V5iMej2N4eBhdXV2qIqQ8H4vF0NraiocffjjlmSwZ/PDDDytaked27dqFcDiMoqKilIW1d+9exGIxbNu2TdPg7HY7GhoaFBaQdEK/nqz+R3A06Yh430MPPVQJJtIUaw0VFRWpvIoU9r/61a9wyy23oKKiQuEbAagEG++88xQ0VnoAACAASURBVI76LvrU33jjDTgcDnzrW9/SNHCbzYbe3l5VWAyY2P+/ceNGeDweLFiwQKsHznE+5JBDUF5errRaZuLyer1K++MYseiXDKRRwQiHwygtLdUi8UzIwU0bcv3SHyznnr5gzg1hWTx3INtByShtNpsG5uUxIDVZK6WrNYhht9tRVFSEgYEBbRHEYjFMnjxZ5UuU2pl1DzMnnv4hBlxkdLqiogL19fWarxGA2ptN/5N0xufm5qK3t1cdl4GUQCCg7akGJkDQMrBCDSIjIwOFhYXweDyYOXOmNg6JREKlLzvjjDM0/CGQBFXPnz8f559/vuobF1Q0GsXZZ5+N448/XjMTMzMzsWrVKkSjUVxxxRVaNhsA+P3vfw+/349bbrlFmamcz9WrV8Pn8+G2225T40lf2a5du/D2229j+fLlGqaRDO+73/0unnrqqZQgiMfjwZIlS/Dkk0+qOaS57vP5sHz5ctx8882YOXOmFvUGgJtuugnXXHMNvvzlL6dYCv39/bjtttsU0FnS3i9+8Qucc845OProo9W8cr46Ojpw8skn45RTTtGSXJimiWeeeQb/8R//oQQnBTR31mRnZyuNSvoUSYdSy5NBFL6Dx03TVMERuSaoiVE7k2uKO3TI3KRWL90wUmv3er0oLi7W1hc1YRlclAB6AFohNM4/zXbrnvri4uIUwSmT4xyodlAySkpMr9erGAJ9lbJoGImemXVkkMMwknCilpYWAHrGa6fTCb/frxglFwIXfTQaTZF4EmLEZpomiouLlS9Stvz8fC2zjdSKS0tLUVNTA2Ai4YNpmppvS0ZwrUEY9oMERWA0ny/9aPt7XjweV/hTLgBJ0Pxb1nHh87OzsxXkSIK44/FkMl5WppS4O/4vI6CSkXKxUUhJ4SGfIWmEv/kjNUouODKS/UW9s7OztRRlPB6Px5VfWQZVaLZTWJFOeDwUCql5lFmjpICSc0RYlQSwy2/jPm/rN5C2pHXDd9GVRC3ayiwlnpb3ABMp0Oh+4Dul0GajFUBGKf3F/C6rz5ywMbnBwTAMhQe12Wxqm6phGOjr60N5ebkSGHRjEML33wI4/3+pMVP0Y489phF/OBzGzp078fjjj6uFl52djZ6eHmU6FxQUIC8vTyW46OrqUunzCWMBJhIKyAQOVP/D4bAqpMRJk/dSMjK6TZNC7gKi8176Ovk8ZjCyNskgrH46MgJrRToGesgo5cKQmpDEfvKHpX6twQOalOnSutEckgkJrJq8FbsqNTUZkJH38R28Vmo7UqOV1wETu5esfeF9EgZjZQ4ywGTtA5moPC7xf9Zn8n1+v1/T5KzfKL+Df5OZp6tA6fF4Uhgbx1mOi3wHnylL8AITGX2ysrIUNlIyMykkyCxtNpvKlylTAppmsob7jBkz1DzwHBUaPpPBUu49Z/ApEAgoqE9LSwuefvppDV85MjKChoYGPPTQQ2onV2ZmJpqamg5oQgzgIGWUhpHM5HPJJZcoeEssFoPL5UIsFsMpp5yC/Px8xGLJesNZWVnYtGkTurq6EAwGEQwG4fV64XK5UFtbi7a2NjXQJIb6+np873vfg8PhUCDfnJwcVFdXo6CgABUVFcjPz0dhYSFKS0uRmZmJ7u5uRRjABMaMSRuIc6Tkp/+P2iUXXHFxsQbZIJHRR5hIJJNR0KEtYUEE+MpFnZ2drT2P0WT+ppYG6MwmPz9fFWiSDAmYSG4hmRJ/S4ylPE6BIh3t1mdK5m19bjotx+pqkc2qQVu/gYs03f1cxFI4SSZNLdx6L+dHYhf5PGqcBIHLZv1uq5VgGIbCvHLeDcOAx+OBw+FQPmQyLwmKJ3pC9pP0JqPX3Awg6+5Yx4y4WqYsjEajaGtrQ2lpKXbu3Amv14uxsTG43W5s2bIF4+Pj2L59O0KhkPZTU1ODCy64QIsDZGRkoK2tTZn4eXl5KCgoUMmn58+fj5KSEiUEtm3bhnnz5qls8dTS33zzTbz22ms4kO2gZJT0kdntdhx++OGK2EOhEHbt2oWZM2eqjN12ux1HHHEEvF4vrrvuOpV2nlLvmmuuwe9///sUE+CGG27AY489prBgfr8fIyMjaG9vh8/nU0kvuNe3sbERd999t4LGABOg2NbWVgwODirfDuuN7N69G08++aSCANHpHw6H0dLSgr/85S/K5CCxdnZ24v3338ekSZOUNkTNNxqNYvfu3SoYwEBBOBzG6OgohoaGNH8rAFXSQYKG2X9ZEVKalEy9T2bNRSMbGbgVhE8wuoTmcMHyO6W5aV3MgF6uVAoKK3aT/ZV+O+JWqbky8s7v4HPocmGkVmooPBeLxTTN36pRyn6SvuiSsO5zpzBlBJ8Ml6nIwuEwuru7lUZOZllXV4dAIIDNmzdrgj6RSKYd7O3tVcB54n25xe+5555DIBBQJmsgEEBjY6NiQlKDHBsbQ2NjI66//nrNH2q329HW1oaZM2eivr4eTqdTRacTiQSOO+44HHvssSgqKkJRUREKCwvR0tKCVatW4eGHH1a0Fo8nE1y89NJLuP/++zWX0zvvvINEIoEzzzxTSye3Y8cOzJ07V0XIKfAHBgYOqDYJHKSM0jSTOwhGR0cVzIULiv5Imin0eQSDQUXs0nxi3W1KVBJVfn4+8vPzUVFRgVmzZgFImvb19fU499xzMWfOHKUB2Ww2PPHEEzj22GNx6qmnars3enp68Nxzz2HZsmWK8Ilb6+jowKmnnqpgDfwZHBxU0JCRkRGN2cRiMbS3t2uBIO7B7ezsxPr169V3EBTt8XhQU1ODRx99VIGIudgZzGlsbNQQBIaRhLcMDQ2pSnnS7K+urkZZWRkqKyuVNsD729vb4Xa7VYSaDD0rKwtNTU1qodBMB5LMsrq6GgMDA3jjjTcA6H66rq4utLa2Yt26dSlMORqNqnR21hYMBjE4OIh33nlHMV7OQzgcRnt7O9555x0lkKR7pK2tDX/+85/hdDo1DSsWi6GpqQkrV67UzEc+d8eOHRgYGFBZqcjkTdPErl278Itf/EK9T2qOtbW1+PnPf662TpJJm2YSw/iHP/xBjT9xrg0NDfD7/ap4GrGWmZmZ6Ovrg92erEMjfbQEZ5eXl6OiokJpYjk5Odi0aROys7PxzW9+E06nU107OjqKu+++Gy+99JKib47ngw8+iG9/+9s46qij1Hui0SiGh4dx4okn4phjjlFuCprkMusU55C0IoObRG4QZUJhHo/HMTo6iunTpytfOAVFX1+fFls4EO2gZJRAUnskNEVGwnJzc1XmEC603NxclZUEmDANgQkThMRCwi0oKIDH40FhYaFm5lG7AqCijwBUzjxrIg1OrNPp1PJnhsNhlJWVYcGCBSpyx+Mejwe1tbW46KKL1DtoTrW1tWHRokU44YQTVH9ocvf09OCyyy5TyQNIKGNjY7j++usVs2YfEolk+q6WlhYsXrxYjS3Hcvfu3Xjrrbdw2223aeUCvF4v/va3vyEajeKyyy5TKa3oh83NzUVHR4faIcVtl4ZhqDGgFsycofF4sp602+3GwMCA2jsPQC2K3t5eVFZWpvgTY7GYqsJobYxuM8OTDBIlEgl4PB6VQ5LmG4VrPB5HSUkJioqKtKQPWVlZWLt2LU4++WS1SPnMzMxMuFwuXHXVVZgxY4ba489F3NXVhWXLlqWURwgGgwgEArj11lu1bYcA0NHRoVKWSYZns9mwatUq2Gw2XHvtteoctezh4WGccsopWLhwoZbcYmRkBG+88YbKdiX9tPX19SgtLcXs2bM132dfX5/avsjraRV4vV4UFRVpvnGphVv3ynd1dWHWrFlaAIiKS15enlYzh3Rl3fbJOWc/SM+JRAKDg4OfugPs87SDllGOj49jZGRELUCJZSNImwyRjISmDTVKwzBUCn2pLRGkPjIyojLnSH+hND04eVOnTlXmiiRkmgRyaxgAxTTGxsYwbdo09V2GYcDv9ytz3LqHl/vAKY2JmaRGwAXPaCy/idmIKFiApLCZNGmS0g6lPy4jIwMDAwPIysrCtGnTtHEKhUKYOnUq/H4/jj76aPUOYEI45OTk4JJLLtH8dACwZcsWhEIhXHvttZqAi8VieOutt1BXV4dbb71V85XGYjHs2rULJSUluPPOO1OwdKztvGLFCm2sTDNZObC9vR0/+clPNF9sLJYsD+tyuXDZZZdh2rRpWtQ7Ho/jrbfewkUXXYQpU6Zo2o9pmnj++edx2mmnaSUY4vFk8oaSkhLMmDFDYSXJuNgqKio0AUzsqM1mw6RJk5RfmaZ6YWEhbLZksTtJD2RShx56qKIzalJkMPSvSybW398Pp9OpGBLHhG6YadOmaWOcSCQwPDyscMKSpuLxZPYgWaaWgl26huTY9fT04KyzztLmigKmtLRUCU7Ok/wu5mugNQVMFPejEsCEyweyHbSMMhKJ4N1330UikUB5eTlKS0tRWFgIt9uNiooKzW8mN9jLLWA2W3IHytjYGBwOh5r4WCyG/Px8jIyMKPNR+pzSBSKmTJkCl8ulaZ92u135Ja0JKwwjWTHR5XJhzpw56hgAJSVDoZBmsgBJTdftdmuRaBKlw+FQCTuk876goED1R8KAaKrxm6gZ8V1FRUVqG5/VLKf2zX6wyeim/Cap/dLFIMdSIgVI8Fz8ElojBaMcy3RR5EQioRAHNBfJDDnXsia39NtyUVphO7xWBl34TBkRlj4zfj/PyUw/FL4yvRnB5vLbeJzP5bj7fD6lnUqGTZeMhBSxz6Ojo1o2K9m/YDColbblObfbjUmTJqWgDSgEiH1kv8jIGCCSNDEwMIDS0lIFNyJ9jY6OKqHEcedYENtJBurxeBCPx9HT04OmpiZ4PB64XC6MjIygu7s7ZTvrF20HLaO02+2oqKjAtGnTMDIygs7OTrhcLuzevRvvvvsunnnmGSWNsrKyUF9fj5tvvhnFxcUqR9/kyZPhdrvx4osvYs6cOXA6nRpkoqqqSu2C4ISOjY1haGgIM2bM0Ca6tLQULpdLy25CHFtGRoaKtksgb3FxsWKuVo3WMJJlGJjLD4CKiA8PD6dESckEZGkGYII4ZYRbPo9Jd9PBKZiCzeoTBKBS17EPkiFKpiUXKZ/JeSEDYP8lHpZ+T46JDOpYMY8SbymjzfJ7pEDhtVJgWs/xfgo6qzCQ75DfLvuYbtzoHpL3JRIJRRvWeyTmlXhFyaRCoRDKysq0743FYirqzTLGcp/7yMiIShws+8AdM3Q7ECkRj8cxODiI0tJS5TuXMC8G9ZjKkIlzo9EoBgYGtABUIpFAc3Mzuru71XphpqzXXnsN5eXlqKmpgcfjUfCg5uZm5Ofn49lnn1UCNC8vDx0dHcjKysKkSZNQWlqK6dOn45BDDsErr7yC4eHhlLH/Iu2gZZRAUos7//zzVQafeDyO1atXo7y8HKeffrq20JYvX45vfvObmDJlCoLBIEZHRxEMBjFnzhx0dnYqrU/W+mBGIGkKNDY2oqmpCZs2bQKgJ+LdvXs3HnnkES3amkgkUFtbi9WrV2PWrFnIzs5WtXMYZDniiCMUOJmMNysrSxGgbJMnT0ZbW5tixFwcdrsdZWVlaRNjsJ8y+iu1IYJ1GfnmvXLLmTVCzRRsEtgrFyT9flbmK6OW1j5yQVl9kFJz5v+ypWNIsj/7O8++W5m5PC+TibC/1uQaUium1kgrRjIi/rZCfAjtITidYy6DG9adMhQkZJTS98y5JYbWqvkPDw+jrKxMMalwOKxwjJ2dnaipqUFPTw+CwaDKMbBhwwZMnz4dzc3NKe9qbGzEQw89pB1nUItuIfru4/E4uru7sWHDBqUp5uTkqDSBJ598stqmydIlq1evxqJFizB//nz1XV6vFy+//DIWL16MkpISxfRbW1sPeCAHOIgZJf1BBMaSiIqKipR/UmZOnjlzJsbGxlSaKC4KwzDQ39+PxYsXK60rHA5j27Zt6OzsxOWXX66wmuPj41i/fj1GR0exaNEiTXJHIhFs3LgR55xzjuqjaSYBxm1tbaoMg9frRV9fHyKRCNrb29HZ2Ymuri4ljbmvuqmpSRVeosbD1Gz9/f0YHBxEdna2SiuVm5uLmpoaVFRUKEA8j3NPe0dHh9qvThcETRSW95QmF/tDvxDHC4CWXISMRJp+XOBWs1jmqrQyeiuBcz4kA7O+y8rE5DkelwyGz+T/XGBSY5U+bAph+X4JtzEMQ0WmgYmSs1JDk/fRpSJbIpGA2+1Gbm4uAoEA7HY7/H6/chnU19cjFAqhqqpKMTVmB2psbMRLL70Em82mMLsU8Lt27VJ7zqVA6+7uVhFuavJMPbh3715Mnz4dpaWlqmrptGnTUFRUhGOPPRZz5szRgjDMwnXxxRcryysjIwMulws5OTn4/ve/j7KyMqWZR6NRNDQ0qEz11JAzMzPxz3/+E4sWLVKIAMNIlqaORqMoLS3VfJ7M9GXV+Pv6+hAMBv8/o2SLx+Po7+9XpgIHa8qUKaiurtbMMwCYM2eOwojJIMGsWbOwc+dOFYAAdA1FpkAzTROzZ89GW1sbZs2apTQL+i7Lyspw1FFHqQkls6ipqcHcuXPx9a9/XREGkCw09fzzz+Ohhx7SfJvRaBRPPvkkTj31VBx33HFKEkciETQ1NeHnP/85brvtNrhcLgXwpYkyNDSEjo4OlXGI2mJXVxfuu+8+ABMaC02+pqYmdHd3a9FbaptVVVW4+eablTCiie9yudDQ0ICcnBxNWCUSyRKi9fX1yg9J7ZRQpdbWVrzwwguIxWKaBtvb24u9e/fijTfe0DJZJxLJxK319fVYs2ZNCrMbHx9Hb28vVq9ereaN571eL3p6erBmzRq1HZMBKdM0sW/fPrz11ltq0ZHpER/4m9/8RmmHDGCEQiHs27cPjz/+uGZxEKy9ZcsWtWWW402h2tjYiFtuuUVj6NxpFgwGtRyoHG+32w232w27faI8A4UgE66UlZUhPz9fVQjNyMjAo48+iocfflhDVcTjcTz00EM477zzcMwxx6jxolC/55578LOf/UwLUkWjUVWmgtFqMt729nbMnDkTc+bMUX2OxWKKJsrLy1WtKmrg+fn5ar0xGAkk/Y7SLUFLhoBzGQn3er2qlIQUjGSUB7odtIzSNE01KNS66CscHBzUJIppmpg5cybeffdd7RnxeFxFt7loOehSSwUmFl55eTlGRkYAQGlmZIhMZiCzAVF74kKRUcv8/HwMDQ1pmg9NKjJMmrlcJITczJ49G4ceeqi22Eh03/nOdzRittvtGBwcxC9+8QuUlpYqQkwkkrVIHnjgAdx7770K4iHTwd10000KGEwNZ3w8WUVy1apVuOyyy5SZTYZQV1eHeDyO4447TtNmqE1t2LBBJY0FJra8DQ8PKx+m3Ftts9lUaQ66B6SWJ9/NxrkjNIX+ZI6xw+HA8PCwym7DbN/AxP7l/Px8Ld0XhQTLrBIDS6FsGAaGh4cxPj6OpUuXorCwUNOygsEgbr31Vjz99NMqOGO32xEMBrF+/Xp0dHTgxz/+sfo2+kjXrFmDzs5O/PCHP9SyX8XjcWzbtg3f/va3lZlKWujv74fD4VBoBo5xNBrV/KGkH+76YtBRWgFyLdntE6ViAajiXtxEQRcWt+9a94BzJ5HVH0uBJ/vE9cOkGGyxWEwhQ7jxhPQ1NDR0QGFBbActowSAoaEhNDc3K1OIIFyXywWfz6dVaSwuLkZXV5fSsKgl0CFOQqK59b/b++7wuMor79+dGXVppFHvcpMrcaMEYlqcBCf0YAdCcYDwkISySVgSvoSUTSBswhLSWEILLezaBD5vsCGEGNuAq2xLliXb6laXRmU0VWU0mpn7/TH6Hb13ZEOStbHhm/M8eiTNvXPvue993/Oe+jvJycmSd6ead5mZmYYkcC48+oPYnY/E6Gq0mRcOh5GZmSkaieoqYHoSAylqXmZKSopUkKiBDHVxqZFt+sKI1clOfTyX9evq99SGTwkJCbDZbIZ0I7oaEhISMH/+fInyAlM9Unp7e3HhhRfKc3NsBwcHsWnTJsHNVK954MABdHV14Utf+hICgYAIn7GxMbS0tMDlcknKkRpN9vv9eP3113HdddcZ5kc4HEZ3dze2b9+O6667TiqKeM3+/n40NTXhyiuvNKRiUTi/8MILuOSSS+RefG89PT3IyMjAWWedBWCqBtvv9yMlJQVpaWmYPXv2NIFArZ0CRE3xomWkCl1qnQMDA3IsOl1MzQlV3yvnLC0DtayUfk2TaapCS/WhRge11BzSaD9uR0cHiouLp0X3ubbUtaNpkRzOvLw82WBUSk1NFc2cZjrrwClEmckwNDSEoaEhA+B2OByB+Iv2658I+sgKSk3T0NPTg2eeeQaFhYUy6PHx8di+fTuee+450fI4Kevr6/H888/LrpicnCzVL3V1dUhPT0dKSor4Zhh1U6Ob7HUDTPnEOOGzsrIMzc1oalgsFtG6aGaEw2HRdKKJ0U2aeyROYtX3F+1vo4Dh96h5JCcnw+l0GgQ2zU3eMzqCy5/x8XFJXeHCYZCAmjyvQ964UJKSkgwuEEblVQ2Emo6KgqPmDKpRcJPJJMji5JOfM09V1ea5II+VdgNACgJSU1MNY8HNVEXT5vvUdV3qtQm8AkA0bm4cvC/nCStM1PmkjjHTctT76XoEQbykpGTaO6fvONp/rGqL0b46VRtXj6naXfS849ylpq0Gqbq6urBkyRLhlwKb469mCJhMkX7iRKUaHx/H8PCwFBoEAgG8+eabciwUCsHj8aC5uRnPP/+8WGU+nw+9vb3wer3S/ZQa6d69ew3Wxomij7SgtFgsuPfee7FgwQIRRiMjIzh48CBWrlwpJqSKMF1UVCRpPm63G8FgEIODg3j11Vcl4ZbRwKNHj2Lv3r0StWNT97q6Ovzud79DcnIysrKykJ2dDZvNJj4SFTGdvhiaWap/jaTWtQJTC4ALCJjaqVUYLfpxaNpzDKLHifmiFPC8nqZNIcSrCzf6u6oGC0w1R1Nz1VQfK58zOupNUzJaK4n+XvRx8qYGZaKPq+eRaI4fSxNSN4LjRcWPd01uRup1OF58DrXahUQrR92MOJ7BYFBKHqOv63K5sGDBgmk5jOziCUxp+Zwn7LfOz3gfvjM1eEWeubFFpyCNjY1JtRA3XqYJtbW1obi4GO+88w4GBwfhcrng8XjQ0NCAuro6tLa2Si4rAPT39yMUCqG2tlZ63KSmpmJoaEj4TUlJEXBgq9WKWbNmYf78+RIhJyL/6Ogo1qxZIxr6yMgIfvrTnwpE4Ymkj6ygBKbSM/hyqQlmZ2dLdI4mdnx8PJ5//nmsWLFCTHKTKQLp39/fj9tvvx0ZGRliUo+MjOCpp57C9ddfj5ycHJhMkTYGrPNdtGgRHA4H+vr60NzcDLfbjcOHD2Pnzp0SqODONjg4CF3XpRUFU4Sys7PR09ODxx57DOnp6UhLSxOzvb29HW63W6ohKCjM5kgfn6amJnk+mkbsQsdJx2e0WCyCi6m6E7gLU6gRQQmYAo2g8I3uPJmYmHjMNB/yoqbeRJ9D7QIwJqarjnkueDUCzdQtmpQ8T71utAalXp/XVI9x8Uefq/KsCktuHGoDuWNtBqprh8e9Xq9E/bnR8Xrc8FT/IS0I4jGGQiFpOkc/pMlkwuDgoPjpOO86Ozvh8/nQ2NhoyC4YHx/H4OAgqqurZf2wPUd9fT0aGxvx4x//WEo7ifbT3NyMiooKeTaLJdIEb8+ePbBYLMjLy5O1V1paiqSkJJxxxhm47rrrBF8yHA5j3bp1KCsrwwUXXGDw/W7YsAEJCQm45pprDH7tbdu2YcWKFbjoootE8QgGg6ivr0dxcbFhcxkbG5N4w4mmj6yg5MB3dnbivPPOM0zkkpISuN1uFBcXG8ytwsJCgXDi+Ywiut1u5OXlycTmpKTPjsJN1yOo5StWrBCEFE64Xbt2oampCWvXrjWYm++99x4qKytx5513ijnvdrsxMTGB9957TwIJDocDPT09CAQCaG9vh6ZpBugsBiacTidefPFFaf7FRF6Px4O6ujppg0tTNjExEVVVVQiFQoY2nhTAhw4dwhNPPIHs7GyDn9JkMsFut2Pjxo3Iy8sT4cvUoKGhIUOGATVjNmJzu92GlqnAlM+U0F8UmhRSKuhytNCLFmjqPIj+m+dFuydUX5w6BuQLmEKn4oap5p2ytw+TqZmKEgpFEHba29vR29uLd999V1LHmGJVU1ODtrY2vPjii6JlUbBVVFQgPT0dBw8enKad7927FyaTCVu2bJH3zevW1tZi3bp1GBsbE9dBQkIC6urqMDIygrffftsQzKEwOXjwoATvkpKSkJOTA4fDgeXLl2PNmjWwWq1ISUlBfHw8+vv7sW7dOnz3u9+VNUC67rrr8Mgjj8iGzLFet26dCFA+C9OieB4j6+FwGF1dXbjoootkwyR1d3dj7ty503qW9/X1Yf78+YZNbWRkREB7TzR9pAVlKBSBZlJNRpPJhNmzZ6OlpQUzZswwaANlZWXo7OxEaWmpXCcuLg5paWlilnLxxsfHiwZDs5u7XHZ2Ntrb27F48WJDsMdkMkl/b1VQ5ubmYmhoSPD1KPSASNrS2Wefjblz54q2EwgEsHXrVtjtdtx+++0iTKhh1dbW4uabb8aMGTPEDzQxMYFDhw4hPT0dN910k6HOXdd1FBcXo7Ky0tDWgePY0NCAFStWICUlxZA2FBcXJ21EaW7Rpzo8PIy+vj6sX79eEIkYNZ2YmEBNTQ3uu+8+mbS8bjgcRlVVFa699lqDtsW0ora2Nlx11VXTePT5fOjv70dNTY1hbHnt2tpaXHbZZdPmycjICNra2uS5Vf8fF1ZDQ4MsXtXfV11djbVr10rwiIJ6ZGQEHR0d+NnPfgYAhpLR8fFxtLe3Y9euXZKpwHprr9cLm82GkpISeadMkXG73SgrK8O5555rWPyapqGyshI333yzdNPkxllfXw+z2YyvfvWrhmKFdHuMHgAAIABJREFUuLg4rFu3DqFQCGvXrpUMCEaFfT4f7rjjDrk3n29gYACzZ8/G8uXLRaslyhXzctXAIuceNyTVUrHb7TjrrLMMQo9uEApDrjVW/pSUlGBiYsIAoNHc3IxLLrlkmu9zcHBQFBvS8PCwNJg70fSRFZSkqqoqOBwOQ4fAhQsXoqKiAhdffLGYL2azGfPmzUNbW5sg79D0pKCM7rEd7dfiZGA1z+LFiwFMRQcpAGkic8Ln5ubC6XSKoONE13UdeXl56O3txcKFC0XztVgifW6am5slgARMpdHk5eVhdHTUgFUZCARQVFSE8fFxlJSUGCKdXAR1dXWYM2eOwWwMBALIy8vDwoULUV5eboiiM4n+s5/9rCweVdupra3Fww8/bPBvhkIhtLe34w9/+AO+853vICMjw+Bb8/v9uPXWW7F+/fppJm5rayt+9rOf4bnnnpPxprZXV1eHdevWCeanKvDGx8dx4403YsOGDXItaioNDQ341a9+haeeesoQDKELZf369bj//vun9Y8ZGRnBLbfcgldeecUwB8LhMHbs2IGKigrcd99903ynhw4dwoYNG/CjH/1IxkuN1losFlx66aXTgjIVFRWYO3cuysvLkZSUJJoj3+GsWbOknJXJ5Z2dnbDZbCgoKJDgEeftwMAA5s+fL0E4vlOfzydFB0yr4wbW2dkpmz+JmjKDV6pbgEE5dVz5eVdXF6644grD2FFIUpOkkGVbF36m+uw7OzuRl5dnaHDGHGoGQwnF1tbWJpCAx/KD/2/oIy8o9+7di8cff1yg1Yj3eOTIEXR1dYnfxGq1YmxsDH19fejt7UVqaqq0UqUmpAY1EhISJFGWkUIKuqKiIrS1tYmjnE5yNVWIpOs6MjMzxV9FUgUlkdnVtAy1b48axAEiwBj0e/J+cXFxBo2QvlDykJeXJ055TnoKNmqOqg9S9TmOjo5OK42M3ki4UJh8PzY2Ji4J8qH6HKO1bpIKoKCmONFHqY6fGk2N1gbVRasCdajXVO8X/X2/3y9zQ70+tWr6GKODPep8UJ+PwkBt8KaOM89nwIKf8R1lZmYaTFsKMKYg8RhdCG63G9nZ2YZnYqpNdKI238fAwAAKCwsNn3PcowNemhZBuaJPndYXn8PhcEgXT1UxoGLCDQCYyjzgOLNts9frRWdnJ1577TUMDg5KOtDw8DB27NiB+++/36AVsyrpZNBHWlBygd9xxx1iCtAcuPvuu/H1r38dIyMjGBwcRE9PD3p7e7FlyxbY7XYpfySCdGJiItatWwebzQar1YqsrCw0NDTgxRdfxEUXXQSr1Sq5bBkZGdiyZQu6urrEN0PhQM0BgAGphk54psFQAOfl5aG9vd0Q7TWbzUhPT5dOkFzwQERAFBQUwOVyGUwZTYvAtqkpKqpZm56ebihFJNHNQABjEgUwqz94bwDTNOPogIiKXan6iDkWvL4KrszEeppYFBoADIEPHlMboUWDYkTnvvI+ahoThRC1JJqt6pjxvarH6G9U26eqGwgToNUAHPkYHh6e1hqZz84NK/odqGOmpqKFw2GB7uN1OE90XTfAoqkb29jYmGA+qptJOByWoBGrlrgxkKhM0Efa29uL9PR0OBwOWX/8PTg4CI/Hg+HhYRF6PT092Lp1K9ra2qDrOrxer5zT1NQk4BeJiYnIzMxEZmamJJaXl5fjwgsvlCDiwMCAQO5R0B44cADPPPPMMa3B/y19pAUlidh+NCU5eKWlpQZ4pqamJgQCAfz0pz8VB3c4HMamTZsQDoexcuVK2Y0HBgZgMpnQ0dGBw4cPw+v1GkACtm/fLouZ/sOJiQlUV1cLwAGL/oPBIFpbW/Hcc88JP9Qc7HY7GhoasH//fqSmpopPiwgsXNAMoDDFqaGhwZCXSS0UMEaV+T9rltWdnYs0OTkZDofDkPdGgZWcnCxJ+uqC5fGxsTEJKnFhq02pjjVhOfbkDYAIMvV/UrS7QqXo86L/VyOg0cfolqAAVoka5bGIfjR+h8+paZqUXqqFBhxnr9eL9PR0ESiapsk7ZHkl/1c15uiAFDeLQCCA5ORkuQ/fC2vFc3JyDOlAPp9PoOra29sxMTEh5a9+vx/d3d3YunWrKBDks7m5WVDSOTYTExPo6OhAW1ubIHVxLMbHx9Hc3IxnnnlGgqBUMtLS0rBq1SpxJVitVvh8PjzxxBP49re/LWhHJlMkMb6/vx9r1qyRZ/f7/XA4HJgxYwby8/PlHeq6LvCDJ1pIAh9xQcnJMTw8LE2HmKidkZEBwGiGMZGZ5gEXQkZGBrq6upCeno6EhATk5+dj3rx5sFqteP3113HnnXeKScOczH/5l3/BAw88IJN7dHQUXV1d0DQNF1xwgdyHAiY3NxdlZWUCrktTzO/3o7e3F7t27ZJUDL/fj9HRUVRUVODuu+82CDVOeIfDgdraWqSkpCAhIUGaoB0+fBgbN26E1WpFZmYmUlNTYbFYBDKNJWR8dgpYCsnoPM/c3Fyp22WwSTX3VW2Xwk4FuFDNSwoNukjUah9VcKiRfADi4mAaDYNHvKaKZakSzcHoa9JFoGqdKgoQzc3ofEIuyomJCUP1VbTQZ6CCi5bfGx8fR3FxscF6oGDheFJjo4+Yi7+xsRFOpxOjo6PweDzw+XzYs2cPRkZG0NLSIsKOecAVFRX4xje+IfdmyhaFZVtbm2zM/M1njouLE99mOBxpF5Keno4zzjhDjiclJWHbtm0SJadSwPfU2dmJn/3sZ9B1XdbIwMAA7HY7LrjgAhk/XdfR1tYmBQaqhdTV1WUIvNLC6enpEV+7+g5aWlpOSrI58HcISk3TSgD8EUAeAB3A07qu/1bTtJ8AuB0Agd/u13X9zcnvfB/AbQBCAL6p6/rfTgLvInCamppw7rnnyiCZzWaUlJTA6XSisLAQAERYMA+RFRe6riM3Nxe1tbWGnUjXdZSUlODo0aMSpaMAoJnEAJKmaVLZkZKSgrKyMhQUFIgmCwBvvfUWiouLsXjxYkMgpaGhASMjI4KmwsUVCoVw22234ZFHHpmWpNzR0YHnnnsO3/72tyUiPDw8DIfDga1bt0o+5dGjR+F2u0Vr2L9/P+666y5ZiBRyvb29mJiYkLYCfE6LxYKOjg5YrVZs3bpVNqLExESkpKSgra0NDz30EGw2m2jKFBD19fXYvn27aKU0j5OSkjAwMID33ntPULaByCIYGhqC0+nEvn37DL7ecDgCvuByuQRRSRXmFCiVlZWG+cGoKZ9dXYTBYBAtLS2w2+2SfqP641gy+d5774kWRnO3trYWg4ODsFgskuXAzpIHDhyQZm7MPwUiQnvHjh0YGBgwbDAU/G1tbdi7d68Bt4Bj093djaeffhpxcXHIyMgQQIzExEQUFhbi4osvRlZWlpitiYmJWL16taFpHpWFN998E263W6Lh6lx87733cPnll8v7oFujuroaZ511Fs4991zZCP1+P7Zv347y8nJRUkgOhwMFBQUi+OiWogarbkih0BQqPF0qXIdtbW2YP3++nMvfVVVVWLp0qaHCSNM0HDx48B8XIn8n/T0aZRDAvbquH9A0LQ1AlaZpb08e+7Wu679UT9Y0bSGALwNYBKAQwBZN0+bqun7CRT2DBY2NjTjnnHMMjv1Zs2ahu7sbRUVFoklwx/Z4PBKoMZvNyMnJgcfjMZhp4XAYaWlpApKr+pzM5kjzMQZHKHCZZ8jyNyKhhMNhFBUVoa+vD2effTbHSTRbta6a2gYXGEv9OKknJibE2Z+fn28A4JiYmMDGjRtx7bXXIjc31/C5x+PBv/3bv+GXv/zlNF/YG2+8gUOHDuGHP/yhaM7MGVy3bh10XceqVatE+2ENekVFBRYtWoScnBwBVeDxpKQk9Pf3w2q1GnINqRU2NDSIwOB4h8ORXNDdu3dPi1z29/ejt7cXu3fvFtxGUjAYhNPpxPbt26fNkZ6eHvT19QmkGMeex1wuF/bt22fQsE0mEwYGBjA8PIzm5maD75OpPIWFhUhNTZU+MvHx8YiLi4PP54PZbMbll18u0WXOi3vuuQe/+MUvkJ+fL/X0fDf/8R//gW9+85vIz88X/kymSKO2X/7yl4Jzqrognn/+eWRkZOBTn/qUaOecP7wvLSl1vjGqTn8t82VpHlMxYHBmZGQE+fn5Bi2aQVP6sOkrBYCWlhaUlJRMA97gmlX/Z5kiOwyom3hrayuWLFliqAziJnbttdcalAqTyYSGhgaDT/hE0gcKSl3X7QDsk3/7NE2rB1D0Pl+5CsDLuq6PA2jTNK0FwDkA9pwAfqdRIBDAv//7v+OVV15Bamoq0tPTBeHHbrcjHA4L1JOuR9oi9PT0SB8Si8UCq9UKl8slfilGLblzUtCqUbqMjAw4nU5kZGSIecXJSJNP9bfNmjULra2t04IPnMyMDtNEUo9F56+RR3UXp0CMi4sTpzsnJLUkLsqCggL5XjgcAQxxuVyyQNTgRH5+Prxer7gNKPiDwSAKCwuxYMECA1wXhWVFRQWuvPJK5OXlSV4c/WWVlZW44YYbkJmZadAUGM381re+JVkA2mQEuqurC+Pj47j77rulJFR97srKStxzzz0G4RoMBlFTU4NgMIh77rnHcE1WN23YsAF33HHHtNrxnTt3wu1245ZbbpHFzvkwNjaG7OxsXHPNNfLeKZDq6+uRmpqKxYsXi0Dnhm6xWJCbmyu16lzkFBDRPZJ0XRcUIDXwxHEeGxtDXl6eIUBmNpsxPDwswSY18EUEI86n6HSirKwsw7xhkMnhcCA3N9ew7qKDROq4NzU1YdasWfLcqsBlD3LyynpvrjM2qguHw+jo6MDy5csxNDSE8fFx9Pb2wuPxoKKiAr/73e+k3psteAlofTLoH/JRapo2A8AyAHsBrABwt6ZpXwFQiYjW6UJEiFYoX+vG+wvW/xUlJCTg7LPPxvPPPw9d1wV/cPfu3VKn7XA4xAStr69Hbm4uioqKkJycLCAYlZWVePPNNxEKhZCeni6Czu12429/+5tUMKSmporZ3dnZiZycHPF3UhBwAagTory8HHv27DH46ch/KBTpVaJGgXVdFyiwnJwcw06sJvZGvR+kpaVJ4jDPp4+KqOQM7vCamZmZ8Hg8hlQYALJZqIEa9TeBZtXILzAlzBmEosBg3T1NX6ZnkajNkldeU/WJmkwmwTPkWBMcNxrElT5L9flVhCaOv+qzBaaS4xkdVpF+uEmowprfASKR7ZycnGnvRXWdMN2L71pN6aIg5wagCjD+kAeWRKq8a1oEoUl1T6hzjkEevl8es9vtyMvLO6YA9Pl8siYolJlxQcR6tS95fX09Vq5ciaqqKgEZpqCz2+14++23JfDl9XolANrY2Ai/3y8pWFVVVWhubkZOTg5sNhsyMzNRVlYGk8mEr3zlK0hKSpIUKL/fL8L5lMKsaZqWCmADgG/ruu7VNO0JAA8i4rd8EMCjAL76D1zvawC+9o+xe2xiEyiLxYKcnBykp6cLtP03v/lN0dICgQCeeeYZLFmyBEuWLJEd1uPxoLq6WrRORv3C4TDy8/PR0tICm80Gr9crE/TgwYNobm5Gfn6+mJOhUAjV1dVoa2uTVqUZGRmw2WyIi4tDa2srOjo6pEk8g0uMLKsaaFxcHPLy8uDz+eQ5eZzCi0KPP8FgEOnp6ejt7RUTRvU1JSUlCaQcyWSKAGbQx6beRw3SHCvnMTU1VZDRVaJWGm1mkejcjxbM6gagflfV2tSIu8qjyjcXOxe2et3oZ4zeALhBqo3doolma/Tz6Xqk2id6A1DvdyxeVXM5WqCybQMFp2qeejweQ/oWNxSHwyE4lNF8j4+PIyMjY1qgamhoSAQNwWUcDgd8Ph86OzuxadMmDA0NGXrZ1NTUYM+ePQKbxpzG7du3CzwfN6L4+Hjs3r0bM2bMgM/nE39+Tk4OvF4v8vLy8LnPfU78rOPj43j44Ydx6623SikyNdC//vWvIjD5XAMDAwZ8hRNNf5eg1DQtDhEh+d+6rv8PAOi63q8cfwbAG5P/9gAoUb5ePPmZgXRdfxrA05Pf/6f1ZZogExMT4q+jz4gABGrHO2od1CQzMjKQn5+P2bNn4xOf+ASKiopk8sbHx8PpdGLZsmW46KKLRBgGAgG89dZbcDqduPrqqw0a4oYNG5CcnIyLLroI/f39GBoaElSV+vp6PP7449LdkWZcd3c33nrrLYm6p6SkID09XfrzfOpTn4LVapXoJHuOHzlyZJr2YrFE2swyAq8mIicmJmJoaEjGixoKBahqJgFTeXNcGKp5SiHP/NDooAEnsar58jgBV6NJ7RioCqDo9B3Vfxn9Oe/J73FMoq+pVs3weupx4mryetHCWU3Sp0DmxpuYmChYiuRL7S9E7YtBFDVqzvNokg8MDOCMM87A4OCgzD9aICwvtdvths1m//79GBkZwa5du9DX14fR0VEpatiwYQMOHDiAp556CsPDw9Luo729HTabDX/84x+RmJiItLQ0pKWlwWazIRAIwO/3o6ioCIsXL0ZmZiaCwSDWr1+PNWvWSOdEasONjY3SyI8C2WKx4MCBA1izZg3mzZsn7yUUCqG5uRkLFiyQ0k5qhWlpaRK04mbX19eH0tJSCSrxuYlDeSqj3hqAZwHU67r+K+Xzgkn/JQB8EcDhyb83AVinadqvEAnmlAPYd0K5VmhiItLfmykMAMTvSNOIgxkfH4+cnBwDQgt9P3PmzEFnZ6cgiAORibto0SK0tLRIszIKAjrLWcfLxTl37lwcPnwYc+fOxbx580RI0W/38MMPGxb6+Pg4Hn/8cXzmM5+R85nm8dZbb6GyshJz5syB2+3G0NAQRkdH4XQ60d3djRdeeEGAOYDI4u/s7ERvby96enrEZxkOh5GYmIg9e/bA6/Vi165d4i6gwGCeJwUCr3nkyBGMjo7Kjs6NyGKxoLu7W6K4NE8Z1Ojt7cWBAwfgcrkkYEUTfWRkREBs+Y6Y1sUUJr5HTdOkvpzalNvtFjOai4pChuk19ENyM6L5x+/4/X5Jlent7RWtjsKtp6dH2mtQ6HGTbG1tBQBJFePmok9G2TMzM9HV1WUA0xgfH0dPTw+effZZWfh01/h8Phw+fBiPP/64PCd9ytu3b0dPTw+qq6sNYwAAO3fuFKxQAGIKHz58GLm5uThw4ACSkpJgtVoxZ84cZGZmorKyEvfeey9mzpwpubzBYBAPP/wwvvjFL2Lu3LmGjcXtdqOrqwtf+cpXZKMMBALo7u5GQkICZs6cacDspICjFqkGKPv6+gRBi/OOaEbMiVTvy+wKtWKsvb1d1ijnqa7rOHLkyElBDSL9PRrlCgBrARzSNI3x9/sBXK9p2lJETO92AF8HAF3Xj2ia9gqAOkQi5nfpJyHiTdL1SKIpdxoOoNVqFYFDzSIuLg7FxcWora01mCWapmHBggU4cuSIJJ0DESE8Y8YM7Ny5U5KMAciCZwRR1VjLysqwefNmEThMEdJ1XVoZqOk+fNn03SUnJ0vP5XPOOQeHDx/GZz7zGUO1Cc30a665BrNmzTIA3u7btw/r16/HD37wA9FWWE1C18S5554rCcVceC+//DLKy8sNuX8ApDlaWVmZoTrFZIoAOhBklYg6ACQpeP/+/WhqahIBRJ9nfX091q9fL0Ke2u3ExASam5vxwx/+UO5B/gHg4MGDuP/++yXvUA1s1NTU4M477wQwVTlEiLLW1lb867/+q0R9+WxerxddXV3weDwyfmazWdB3AoEA/vSnP4lPkdpje3u7aJvcGCwWCzIzM+H1epGVlYXc3FxDri7bTsyZM0dqnakp9/X1IT8/HytWrJD7cBNpamrC1772NZSUlMi9uPF6vV5p4cFnCgaDePLJJ7FkyRJ85jOfEe0/GAwKPsCiRYsk8s05xblCS4pzs729XXzkVCr4ji0Wi5jK3PzZ30YFEaEm7XK5ZOOmSygQCMiYkcLhSJUQ/6YGrmmaIKrTn81naGxsPG6BwImgvyfqvRPAsZBN33yf7zwE4KH/BV//EHV0dODBBx/EggULkJOTg5ycHCQnJ6OlpQXbt2+XVBliNra0tKCzs1O0QZPJhOLiYqxbt060B+LeJSUlwe12GxziZrMZVqsV7e3tAKYWJhCBclNTirj4wuEICKnX6zU0WwKmhGX04i8qKsLAwIDstKopSLOXWi2pqKgIHo9HtAW1jDInJwfZ2dmYOXMmkpOTZWFoWqRf+IoVK+Q61OQo3FeuXClaEDCVZ1dTU4MvfelLhuBEOByG3W7HrbfeKnlw/JxZAddccw2WLl06zcf3xS9+EY8++qjhcwqnF154Ad/61rdgs9kMx8fHx3HLLbfgiSeeMPgCdV3H7t27sX37dnz/+9+X5yKfVVVV2Lp1K+67775pi+wPf/gDUlNTccMNN0wz23/zm9+IO4bvi9rM+vXrsWrVKpSVlRmEV2trK7Zt24aVK1cCgKR76XoEvam2thaf+MQnJM3GZDKJtlhcXIycnBzZEBnwMJlMyMzMNNT0j42NScsP9X1x/OkuoAClWawWCqibSXt7O8rLy6dFw7lO1HWh65EGceSVmzs3BWZNcA5QIyeANgsw2LxtaGgITU1Nomgwp9PlcqGpqQk+nw+Dg4NwOp145513DFgAJ5o+0pU5JIvFgtWrV+Piiy+G1+uFw+HAwMAAurq6sHfvXomMsZxwx44dmDFjBrxeL4Cp6N+OHTvw05/+FPHx8eKjSUhIwMDAgACFEvQ3KytLXjaFhMlkQnp6ughWXpvCKDMzE/39/VKDS42Jvho1ihoOR+qz1SJ/LiwGZpi7qLoKcnJyJMVCXdz01XITUBtRkQf6K1V/lwo3p7aDACIVTQwocZFxsaq+KTWKS42C5rLaGoGLSs3vAyB5dDSdNc2IqMRzVQ0OgKBwBwIBxMfHG8aYmhO/o0J7sTY/IyNDnktNSOc7VwE/KChoeqppPvRFsgGY6nLgd/iZKkAZhCS/6ne4yalzg8Sy0uhUNJVPlSjw1HfD+zY2NmLp0qWiFarvmTySn3A4jMHBQUMXAWItML1r3bp1cLlc8Pl8gvpTU1OD3/72tyJcQ6EQXC4Xuru7sW/fPpkrcXFx6O7uRl5eHhYsWIDc3FxkZ2cjLi4Ot99+O/r7+6ch/J8o+lgISr6k0tJSmfBjY2NoaGjAmjVrDJ8Hg0G89957WLNmjfiOCKK6ZcsWrF69GmZzpDNeX18fAoEA+vv78V//9V9S4D8yMgKfz4e+vj5s27YNmZmZSEtLQ35+PgoKCmC327Fnzx5kZGQgKytL7p2Xlyd4mOpun5iYKMKNQpumuGoeU7hyoarpSBwHClAubPWYaj7xc34WHx8vUVR1IbHkklFq1WWRlJR0zJ4/FJzR+ZzkgW0kVIe8uvCpWfNeKuoQAAMyklrqqKLQ0DfI4FF0tYsKKKIGIvisbBSmpuWoglTdMNTnZlqRSqFQyNAqV31nAAwN6Y4V/Ir+PDoDQT2m/j8yMiLjQ9M3ISFB3Bocd2YuqG4avqvOzk5cffXV8Hg8Uj5pt9uxf/9+1NXV4eGHH4bdbhfEn56eHoTDEfyE1NRUWK1W5ObmwuPxICcnBwUFBZg3b57gA7hcLoyNjeHaa681IFvV1NSgvb0dN9xwg7xTzqcLLrgAy5Ytk3fQ29srfdBPFn0sBGUwGER3d7chVYTlXvT7qZULqampsusTXMBkMqG0tFTSeqhpsHfOzTffjIKCArnHxMQEHnjgAdx1111iBjscDgwPD8NqtWL//v0yebh79vf3Y2RkBBs3bpQ8PAJjbNu2De3t7YiPj5eFZjab4XA48Prrr4sZT39YY2OjJD7TT2qxWCShd3R01BBFpk+JKSZMB6LgzMjIgM/nEzcFBYyKSKSaWADED6zm1wFTPcGJDq5qRXw3aoAEMKKPR0cu1SR7vkP1e+p50ZuDupnwuyR1M1LL4UKhkFSdqAEe/s35wlxZVShTa+b/FHSjo6OwWq0GQU5+nU6nALuo2hzL/Xhd0sTEBBwOBwCIFkVznBv8jh07YLPZDOAcDocDDocDmzZtkuDX8PAw3G43tm/fLpkP/PH7/Xj33XclXzMtLQ0ZGRlIT09HX18fli5dissuuwxZWVnIzMyEruv405/+hJycHKxatcoA5fbHP/4RBQUF+PznP2+YT2+//bYAV3OO059aUFAAq9Uqz805yz7lJLvdLu6uk0UfC0EZCkWQgdTFarFYUFJSgp6eHnziE58AMFW5UFpair6+PsyaNUvyv3Rdx5w5cwzwVAAk8jYwMCBpEDQjmaSdlJQkybC6rmPZsmVYvXo1ysrKxKwZHx/H3r170dzcjOuvv17SS/x+P/bt24ctW7Zg8eLF8hknvtVqFY2DgAysLyaCEH1GLC1sa2vD97//fYMQCIVCaGtrg9lsxu7du0VIsxtle3s71q9fj1mzZiExMRHJyclISEjAyMiIlAEShosACARSUH2nFLAqgjUFFyc3U5rUul4eV9ODVA3KZDKJP1nVqNTz1XQRALIRsgqLPJJ4/rH4DwaDhjYG/K3rUw24VP7VKCyFDBPsPR4Pent74XA4sHv3boyOjmJsbEwE01tvvQUgIvQYnZ+YmIDf78f+/fvxne98R+rlKWhdLhc6Ojrw9NNPywZKc39wcFDuqwYTu7q6JCiUmJgoVVODg4Pw+XyGlB6a4V/+8pfx1FNPGRL+TSYTfv/732PBggVYvny5CH0GTmn1qJ05jx49ivPPPx/BYFByUHVdl+R0VdvWNA2dnZ248MILDet8ZGREBKW69nt6emTjOFn0sRCUAFBfX4/u7m6pozWZTCgvL8fmzZuxatUqwQk0m80499xzcfDgQcyZM8egmcyfPx8NDQ1YsGABgKnJn5aWJr28aUar1RqqtqNpGmbPno0jR45gxowZ04Bi6Y9So9tLly7F22+/jU9+8pOi4VEAVVZW4rzzzpPcMzr5k5OTMTY2hi9/+csAYBDL6xlxAAAgAElEQVSIra2tuO+++6QEEohoSu+++y7a29txyy23AID4kKihUhN0u91SLuZyudDS0oLf/OY34vOjpjYyMoLa2lpcddVVYt6ROjs7sXHjRukfzQVuNpvR2tqK9PR0vPTSS5JqRPO/rq4Od911lyxM8m4ymbBnzx4x9RkZ5rM3NDTgBz/4gWxKFLQ9PT3o6emB3W43vAOTyYTe3l4MDg6ivr5e0oqoNR48eBA1NTWCrKQiEHV0dOCNN94wII5TUNfU1OCWW24RbZ5pZH19fQiFQti9ezfS0tLEymGr5ZUrV+Kcc86RPFpN0ySF6lvf+pYhBcdsNmPXrl0yVqoAJTD1FVdcIZYRfdD/+Z//iTPPPFNabVCg1dbWIicnR4Qox5y5t9ycVESklpYWrFq1yjD/abEQtENN33I6nRIjIE/hcBiHDx/G17/+dXHFcHNva2vD2rVrxfVExcTj8YjFxHpzAp+cTPpYCEpN01BfX48NGzYIeorFEmkqv23bNqmhzcjIkFSKPXv24JJLLjEAmJaUlKC2tnaaL45mSrQ/juZqUVGR8AEA8+fPx6FDh+Q6qimr+ia5mLOysqSJu5oaouuRWmu73Y7FixcLT2azGTabDXa73QD1T/OMteuLFi0S4UWIr8bGRqnaUHlbtmwZsrKycO211xp8mEwo/973voesrCyD39Dj8eCee+7Bs88+a9goQqEQnn76adhsNtx4441ihjLJ+tFHH8XMmTNx0UUXGerAw+FIO4Lvfve7BiE5Pj4u4K/XX3+9IZrP5z5w4ABuvPFGeV98p3v37kV9fT3uvvtu2QiAiJb63nvvobOzE2vXrhWByEV833334fbbb8eZZ54pYxEKReD0fv7zn+PGG2+UnENSMBjENddcg/Xr18v71TRN0q/S0tJw9dVXGwIrALBp0yYsXboUZ5xxhmhnLF9MSUmRVg9q+WVvby9KSkqkARjHl4AkhE+jRhkOR1CiLr74YkP6DyPPKkAJ/bYul8uAZkR3g67r6O/vR0FBgYw1NcTh4WFp3UxTWQVeVjEL6A4g/irn1MjICBoaGqTNi8fjQSAQQE9PDxoaGqS9CGvDq6qqTkrZokofC0HJiXfllVciOTkZIyMjUvny0ksvYf78+YiLi4Pf78fg4CDcbje2bdsGs9mM/v5+Kaqnz4aaaVFREQoLCw3lgCoQ6syZMzE0NARgKkmYYBFvvvmmwRThThvtcKYpp0a3OfmASLqPw+GQHZf3ttls0ocnOviRnZ0tLUxVdO+0tDSJlBOAgxOcfb+JE8n7c8Phzh4NyqsGO0gTE5H2wMPDw4Z8QZ7DFgHs9AdMaTAJCQkoLi4WbZvXY1uP4uJigfDi9/x+P1JTU7Fw4UKDdu/3+6VWeMaMGTIOFHxZWVmw2+3Izs6WogFqQMFg0NCTiPeidslxUJ/b7/eLYFIDREyHUcs2eT1djyB9M8LO98vN2Wq1iqmsmtEOhwPz5883JIczWk/XiCrAQqEQ+vr6UFxcbBBuapBKrRDS9UiCODuW0o1AoerxeMRFwWuwqigrK0ueTdM0CRa1tbVh9+7dsNvt6O/vx+DgIGpqanDdddfBbDYLqE1ubi58Ph+8Xi+sVivy8/NFu/V6vTjzzDMlUGSxWDA2Noa//OUv/5jQ+AfpYyEoOZGDwSBmzpwpgknXI90Hzz//fIRCIdFeAoEA3nnnHfzkJz8xpDY0NDRg48aNuOmmmySlYc+ePaiurkZfXx9eeuklSY5OSUnB6OgoXC4XLr30UsTFxSE7O1tKI+vr63HgwAEAU77Rnp4eDAwMyK5ITZd5ltQkKHR1XUd2djbq6+sNvjAmjrvdbkNEmBNfFa6qDy8jI0M2BdVM1jQNubm56OzsNNyH5jAXgiqMeW3eV00DYv6p0+kUniigKKRVf7J6HUbLVUF5rGCOekwVZKrg4niq5YoqUbCpPlRee2JiwoCjCUy5N+h6ifZTMu+R75vfpZZKrU3lQ9XCVGKkXEWO4mZFl0J+fr58To2SCD0qAjvHlnBmo6OjcozYBQkJCfD5fNLje3x8HDU1NUhJSUFlZaVhnBnkfPfdd9Hb2wun0wmv1wuv14stW7agsrJSgnx0jxBnND8/H8uWLUNxcbGMiQohZzab4fF44HQ6ceWVVxrSrgiYfO6558rm6/V60draelKrcoCPiaDkoq+ursby5csBTAUK5s2bB4/Hg/z8fBFIQATLkQC+XNw2mw0pKSkoKirCwoULZTLt3bsXNTU1uPnmmw3Bic7OTjzwwAO49tpr0d/fD6fTCZ/Ph5aWFpkYNKfj4+MxMjKC6upqZGZmygTg8a6uLvziF78QgUkfncPhQG9vL2w2G2w2G9LT02Gz2TAxMYHBwUHRVLgJaJqGOXPmoKWlRcaGgtJms8k9j2X+E/SDkVdqKao5yO+pyDPs0a1SamoqOjs7ARgBIJgDSUFL4jFVWJHUIA/Pjf5e9Ofq/9HfJzHP8FjXo7BXSY16U8BScAKA2+2Wkj01E4AaJQBpuqa6Ivx+v6GdCeev3++XXuvRQTGXy4X8/HwZKwqN4eFhDA8Po6amRrIu6LY4evQoHnnkEfEzc441NjYiLi5OkKA4XuwCun//ftkkKMySkpLg8XiQm5uLBQsWCNLSxMQEfv7zn4vGr+uRbp01NTW46aabRHMPh8PYuXMn5s6dK1VCvPa7776LxYsXG0BJkpKS0NzcjAsuuMCQ2jQ2NobDhw/jZNPHQlCS9u7di9tuu80Q2Tz77LNRVVWFK664Qiao2WxGYWEhHA6HpBDFxcVJ+sbo6KjUjeu6jqKiImzYsEHKGOkfKSkpkc56LPFjSdaRI0dw6623Sr6YyWSC1+vF4OAgLrvsMuTm5krycjAYRHt7O8477zzZabmQmpubsXXrVtEGu7u74XK54HA4cPDgQXzzm9+UHDIKuJGREXEv0LHO2veqqir8z//8D+Li4qRVBHvmuN1uuFwuQ4sGmrBut1vyJilch4eHkZiYKMC8qjBiehCThVXByAoppqFQCNCMY9dHCgEV2os5jiQ1BUj9Ds1Ffpc5ghREap6nWj9NAcegA8tFubjHxsYkasvsBNU/x+ZcqsZOP+vw8LBoa2rKz/DwMGpra6UvE5tuHThwAAMDA6itrcXIyIi0ewgEAti3bx9uuOEGSZanuT06OipJ1zk5ObBarcjOzkZ+fj4KCwtxzTXXyHvl+3rttdcwd+5cfPKTn5T6bF3X8d///d9YsGCBBJloOdTW1sLlcmHNmjWyufn9fsF/ZYCO78DhcEzbSAGgtbVV/LIcUwA4dOgQPv3pT4tg5vgeOXIEt9xyi6wnzoX29naYTCcHsJf0sRGUrHM+cOAAMjIypM3A3Llz8corr+ALX/iCCEmLxYJ58+ahqakJZWVlAKbwFRMSEuB0OgU6Std12Gw2DA0NiQ9N1Uzp8+MCJO5hZmYmhoeHkZ2dbeCRvkGr1YrExETRLBctWgSfz4d58+aJKcVF2NjYiC984QuGmvJQKITOzk489thjhlrbUCiEo0eP4qWXXsL9998PTdMEE3BwcBC1tbXIysrC6Ogo+vr6MDw8LKVge/fuxcMPPyxmDrWlyspKPPjggxIcoAkZHx+PiooKPPjggxKp5Tja7XYcPnwYf/jDH6SXNLWVgwcPysRWQWVZBbVp0yYBpOV5fr8fra2t2LJli2CCAlN+w76+PmzcuFHeGSO6VVVVcDqd2LRpk4wn+dixYwfi4uKwYcMGEZDcoDo7O/H888/Le+WGFgwGsWvXLknEV90GhNH78Y9/LONH7ZIdBjdv3iyanBoRf+utt5CSkiI5vixfLS8vx+WXX46srCxpPKfrOi699FK8+eabMvfIx1//+lf09vbitttuMwin1tZWlJaWYt68eQacUYsl0lp29erV4scFIB1FLRaL3Jdz79ChQ1iyZInBzcFsDJvNJon/5IkblqrABAIBdHZ24swzz8To6KhBez98+DDuuOMOmc+0ZHp6emAymTA4OChur4aGBsPGebLoYyMoNU1Df38/qqurBTPP4/FgaGgI+/btw8DAAKxWKwoLC1FYWAiXyyXBC04omk0MrKjmDiGpCKPFBWe1Wg1Q+FwENpsNDocDZWVlBn+Qin6uBjjmzZuH6upqEaYU6lyQKmQXtSim/6gmm5oczXI5ppYUFxcjKysL559/viFpNxAIwG63Y3x8HI888ogsIpqgP/rRj7B27VosXLhQxpsBnnvvvRff+MY3kJ+fL3yFw2HROj73uc9JmSOFB/urz5s3TwQdnyMhIQHp6ekCkQdMaY3RkWmSOp5qQIICnXiOXIxq0Iso4WqKi8kUKeVctmyZoemV2WzG0NCQRMqJkMOI9F/+8he0tLTgvvvumxYoeeyxx7B8+XLRzjhX/H4/Ghsbcd9998k753MwYX/GjBlinnIsmNROv260ls9zOBYOhwN5eXkioGn9sFyQLSh4HfISrQmGQiF0dHTgS1/6kiEoZLFY0NbWhuLiYpkf/M1NlecCkEIPbpacH4ODg+jr68PmzZvR2tqKvr4+sZjq6urwwAMPCM5rSkoKurq6DP7Tk0UfG0EJRATdJZdcgvT0dBFKQ0NDeOihh/DjH/8YmqZhYGAAbW1tsNvt2LVrF3bt2gWn04nx8XHEx8eju7sbNTU1mDNnDvLy8qQscXx8HO3t7YIozUmUn59vQNdhIInVCwSu4OJke9Fo4NTy8nL8+c9/NpQqMsmaSebU2oCIwMzMzMTQ0JABzVyNQqo7OwWSGjnld1Szmf5UYKpaJiUlBR6Px+AzoulK10VWVpYBTMHv9yMhIUF4Y0AiEAhIJ8jzzjtPtGry9/LLL2P58uVYsGCBCL1QKAS3243Kykp87nOfQ05OjqHGemJiAq+88gquuOIKg+91bGxMoNSuuuoqgwZosVhgt9sRHx+PCy64QIQoTfHs7Gycc845BiRzv9+Pzs5OpKWlobS01NAemJuoClLBexHqjddSx3FwcFAASqL9pWNjYwImrQazvF6vaPcADHNpYGBACilIwWAQPT09KCkpMbxzblA+nw+pqamG2nA+U0pKimiF1JC7u7uRkZEhkW8GIGtra1FeXm7oU8/AU0JCAjZv3oze3l64XC50dXVh37592LFjh5j77OXN/uef/vSnRYDTxXXXXXdJTmdcXBx+/etfn3QhCXyMBCXLnjo6OnD++eeL2h4fH4+ioiKYTCZkZWUhLy8PS5YsESF42223CSiFrut47rnnUFRUhLKyMni9XvT29qKqqgq6ruPpp5+G1WoV8zI1NRVOpxOPP/64VP9QIBw4cAAVFRU4evSoIPxkZGTA7XZj9+7dgmzOtgZpaWkSJVYFmdVqFWBdwAgim5ubi5aWFpSVlclnNKvos1TBGYBIkMXlcgnsPzCVNwdMRW55L/JA2Cs1ik7tmTBYak4hUYfUQA6vSVKT0GmaMSLOjYjPRG1P0zQDYpIa+OECokDhNZlaQ22R4+v3+6Uzpxq151hwoavChQJN1bT4Tnw+n/Qj4vjQXOe4qiWMQCQanJmZOS3gxJxCarsqP319fZIPrJaWAsDQ0BDOPvtsg6BkInp5ebm4FtQCAVZ2EbfT5/MJEExycjIOHTqEsbEx0QBramrw6quvypgx9e3VV1/FqlWrUFVVJS2GNU1DU1MTPvnJT8Jms2HRokVS4fbqq6/ipptuEmFoNkfwVDds2IALL7xQeAWAXbt24eyzz5YCBo5FVVWVQVM9WfSxEZRApJ720KFDOO+882RhJSYmorS0VFrXciIS/cfv9wt+nq7rKC0thc/nwxlnnGEobSsoKEAwGMTVV19tqBHeuXMnKioqcOmllxqc9T09PQgEAli4cKGYiixJ/Nvf/gaPxwOHwyE5n16vF/v27cP1118vlTsEQK2trUVhYSFaW1uRm5uL9PR0WK1WKdFkwETVRBlkUdNETKZID28uGkau2VQtHA4bwBv4jGlpaXA4HGLicBHSRGUkF5jSolJTU2Wcoicy+VG1F35OIa8KVj6X6gqJ/k1SzwGMrSKiz6dJqAqiaH7U/9Wk+mOlHHk8HqlZVv1rExMTolGqgBMAROgxWZxjz1QfpgepWQZDQ0MoLS01CDxqgA6HA1arFXa7HU6nEy6XC/39/di1axcqKyvxxhtvYHh4WII+FHx33nmnzDdWDrlcLmRlZUlJL+9XWlqK+fPnIzMz0xAsfO211/Cd73xH1h55e+ihh/D1r39dcjJ1XUdTUxMSEhJgtVplkwCAuro6aTFNXAPyeNttt0lAldeur68/LmL+iaSPlaAMh8M4evSoOLg5sfLz89HR0YF58+bJRGSwgBFuvsD58+fjj3/8I4CpRarrkfrtxx9/HKtXrxbg3fHxccyZMwfvvPMOCgsLJTJIR/Pg4CDOOuss0dAsFgtmzZqFxx57THpy0wTy+/2499578Zvf/EZ8azT3HQ6H+LL279+PoaEheDwe9Pf3o7GxEa+99pqYk4zKNzQ0wO12IysrC0lJSdJeYnBwEJs3b5aFTNPX7XZjfHwcu3btElg6ans+nw9OpxMHDx4UrY1CLhgMor+/H/39/QbNjRFhCgpqetSMWQ+tvieTyWSI3Ko+ShLNQAoaNeqtRq+p6ei6LhBrXEzM7yMcnCq8NE2TPt70p1IzZf12OBwWiD7ek0KKgRt+RrxFr9eL5uZmuFwug6CsqKiQen8GRPh8+/fvh67rqKmpkYj38PAwGhsbMTw8jPr6euleSEFTX1+PQCCAzMxM2Gw2AaxISkrCFVdcgSVLliArK0vGu6WlBS+//DJ+9KMfGSyLtrY2DA0N4fOf/7whcGW32zFz5kysWLFCIAdVgU33EH2QBOlgWhDfC5Hv1bk0MTGB9vZ2LFy4UEp4+X67uroMubWcMycLVi2aPlaCMhgMoqqqCq+88grKysqQm5srQQGWCNJ0Sk1Nhc/nkwoeLtisrCy0t7fLguNEyMvLw9GjR8WPo5pPDGBwoiUlJcFms6GzsxMpKSkGf1ppaSkGBwdF0+JCZZ8St9stJZEpKSmS13nOOedg2bJlBvy/vr4+PPDAA/jtb39r0G5YZrd69WpkZ2djfHwco6OjEulubm5Gb2+vmFP0rzkcDlRUVAjoK4MUdrsdhw4dwsyZMyWlhs9bV1cHn8+HxsZG0bIsFosI+d///veS4MzgRUdHB5xOJxwOh0x4CsPKykr4fD4BiiAFAgFUV1fjl7/8pfhF1fdeX1+PBx54QD7ju2G9dn19/bT5UllZierqalRVVRlM31AohJaWFjz66KNirtOMZlOtp556yqB5xsfHo6GhAenp6Whvbxf+mJLU2tqKlpYWaRFBYVldXY3CwkJUV1dLoIUZAgCwaNEilJSUCDaAxWLBunXrMHv2bFx++eUybhQod955J5588kkDyEQoFEJ9fT0KCwvFh0plora2FjNmzBDLw2QyScSb+bk8xg01NzdXglgcMyJZqePId6vm33JM2KaDmwkFKIOEagWYpmniQz169CicTie6urrQ1dUFp9N50pPNgY+ZoJyYmMDOnTtRXV0toAP0oQHAo48+iry8PBQXF2PGjBnYv38/li9fjtHRUYEXAyLmkMfjkZpiCle13SqDIoTDV800s9mM/Px8bNu2TZKxuQAJOqGacJyIOTk5GBgYMHSYAyClYlwUnITUENXADXkgPFVJSYlotEDEfHQ6nYaoJaPqY2NjuOyyyzBv3jzxbVosFhw5cgS///3vsXbt2mk7va5Hyh9XrVpl8JmFQiFs3rzZ0HyNv/fs2YPu7m6sXr1a+KLQYYnaWWedZXi3Y2Nj8Pv9uPzyy1FcXGxYjEwDUmu9SUSR+tSnPjVtvoRCISxatAhnnXWWwV/LlqvXXHONABmrmpbX65UcRtXPWl1djVtuuQWFhYVyPrXAuro6fPWrXzX0V+KYn3POOfjsZz9ryDQYGRnBu+++i4suushgso6NjcHr9UqDLTVIxvvRx6sKa7oZ+ENB2Nraik9/+tOG8kk11U3VficmJqTkM9oHyl42Ki/BYBAul0tqv+nLpqZJcIvR0VH4fD4cPXoU9fX1aG5uxrp169DT04P+/n5J/3rnnXcM7WxptXwY9LESlAAEUt7j8RjSLYAIjNXhw4cNO9Df/va3aZMjFAph5cqVyM7ORmFhIXJzc1FeXo6hoSG89tprAGCISLvdbtTU1KCwsBDJyckSuPF6vfD7/eJrASITUd291YmYl5cnaTpq5JSpRtHtTJniwYWqanQE8I3ebZloHy1ciUg0OjpqyJsDIlVMbDCm9p4OhUKw2WyIj4831G1TY0pMTBToOY7v8PAwysrK0N/fj5kzZxo0ZE3TkJ2dDavVivLycoPPkOWGs2fPFkuB92Lq0KxZswwCb2xsDPn5+UhOTpb8VH6H7o3i4mLhg9/r7++XiL26kdEUz8jIkHJV8sck8qysLEPpo8ViwfDwsBQ0qBkFFHpEEFJLFbkR8R4kfi8lJUXqn4HIZqr6pNXAEGH5uKGr1+/o6MDMmTMNcHnMJc7NzTWAagQCAbhcLqSkpIjpzEogYie8/vrropECEZ9jT08PfvKTn6CzsxN9fX0YGBiA3W7H8PCwWAHqRkpSy0DD4QjIr1oJ9WHSx05QqsTI5wedo/5mrl9dXZ2cozrvb7vtNpmENEtCoRC2b99uqHSxWCw4ePAgenp6YLPZYLVakZWVhfz8fIyNjWHbtm2YOXMm0tLSkJ6eDovFgry8PLhcLkOgID4+HoWFhejt7RUeKRwoLNUuhdR8aSpGP2t+fr5sIiqZzZH2s/TBqZSWlgafzzctCsysArUaRr0XNwOOHwADPB1NTXXxsryRmwtNPjUvkL2O+Mzq9dSoNxcfsTXJH8eO34luzUDfLd0PPMaIuartq5Fy3i86zeZYC5u8MAWIVgvvw/FV76Ueo3DmfU0mk5S6kgfeY2RkBHFxcYagJd85QXlZlECg6U2bNsHj8eB3v/sdBgcH4fV6MTY2hqNHj8JsNuOVV15BIBAQ91VfX5/kTKo+ZPp3X3/99WkBPfXZjjVO9BOfDvSxFpR/D0X7yI53DoWOmounqv1DQ0OGAAjzKdvb2w3CmKkw+/fvNyQy0+QLhUJ46KGHkJWVJQnygUAAfX19km+Wl5cnidBmsxnNzc0GUFtN0+ByuTA0NASfzyfo5gCkRJP1yhT6FET0GakoSfHx8cd0mlMYsoIjeqKrbotoTUFtUaC+B6YH8RjHWtWQ1O+pGrn6uXqMfKjfByICk8UDKh+qu0Q9X9M0yYtVBRY3AtUcJakWAIW6CmLBQAwR6QEICDOzEPgdmq3j4+Ow2+0GMBUA2L9/P8xmM2pra6XayuFwoL+/H2+//Tbq6uowNDQEt9sNp9OJsbExuFwuLF682BBYpJkcHf0nz3wnasT9/Z77WERh/lGh/+8F5T9DH/Ty1QlwvMlAB3e085sVGe3t7dOE9/bt2w1mFSfuG2+8IRouEYmCwSAyMjJQUFCAlJQUaSZvs9nQ2tqKX//616KBkSoqKmC1WtHR0SGaFnMWBwYG8M4770hfE2qCDodDsAKJws4gldkcaRerdk2kUOWiVFGIGAjjBqRqxKprgc9N4cr3oeZPqlYAtV5VsFMTU3sp8R2yWovnUnCbzWZxgXi9XqlJZ/aEz+dDW1ubPCcTzXt6etDe3o7XXnvN0KMpGAzi0KFDePbZZyXzgn5Lh8OB2tpafO9735My07GxMbjdbnR0dODPf/6zBES4iVGIPfnkk4ax4fjs379fxkkNUDF/VxV+/1s6FebxySTtdHggTdNOPRMfEVI1Ky7kaJP3eDs8NV766NRrAVNCnUKJ58fFxcHn80n1DYUg01nC4QgGoQpMbLFYUFdXh/nz5xsqUQAIcjoDEiq/vb29MJlMKCkpATCVwM/Ur9LSUvHbMQ0lFAqhoqICK1asmFZTfPToUaSlpSEzMxPAlCkYCkXahxQWForvjoLU5/Oht7dXErQ5rpoW6cE9Pj6OvLw8gxANBALo6uoSC4DHGOEdHR0VN40qkIjxqb4/vovoWvITNRdidFyq0nX9rGMdiAnKGP3TpC5KVTNWzXmm16hEQaVW8pDU+mWeS6IP9lh8RNc2q/cif9F8q9HhaAGj9nZRiZqnmv+pamMUbDH6SFJMUMYoRjGK0QfQcQWl6VgfxihGMYpRjKYoJihjFKMYxegDKCYoYxSjGMXoAygmKGMUoxjF6AMoJihjFKMYxegDKCYoYxSjGMXoA+h0qcxxABiZ/H26UDZi/LwfnW78AKcfTzF+3p9ON37KjnfgtMijBABN0yqPl8N0KijGz/vT6cYPcPrxFOPn/el04+f9KGZ6xyhGMYrRB1BMUMYoRjGK0QfQ6SQonz7VDERRjJ/3p9ONH+D04ynGz/vT6cbPcem08VHGKEYxitHpSqeTRhmjGMUoRqclnXJBqWna5zVNa9Q0rUXTtO+dIh7aNU07pGnaQU3TKic/y9Q07W1N05onf9tOMg/PaZo2oGnaYeWzY/KgReh3k2NWq2na8g+Jn59omtYzOU4HNU27VDn2/Ul+GjVNW3US+CnRNO0dTdPqNE07omnatyY/PyVj9D78nJIx0jQtUdO0fZqm1Uzy89PJz2dqmrZ38r5/0jQtfvLzhMn/WyaPzziR/HwATy9omtamjNHSyc9P+rz+pykaU+/D/AFgBnAUwCwA8QBqACw8BXy0A8iO+uw/AHxv8u/vAXj4JPNwIYDlAA5/EA8ALgXwVwAagHMB7P2Q+PkJgO8c49yFk+8uAcDMyXdqPsH8FABYPvl3GoCmyfuekjF6H35OyRhNPmfq5N9xAPZOPvcrAL48+fmTAO6Y/PtOAE9O/v1lAH86CXPoeDy9AGDNMc4/6fP6n/051RrlOQBadF1v1XU9AOBlAFedYp5IVwF4cfLvFwFcfTJvpuv6dgDOv5OHqxdJHUkAAANZSURBVAD8UY9QBYAMTdMKPgR+jkdXAXhZ1/VxXdfbALQg8m5PJD92XdcPTP7tA1APoAinaIzeh5/j0Ukdo8nnHJ78N27yRwewEsD/nfw8enw4bv8XwGc0Fb345PJ0PDrp8/qfpVMtKIsAdCn/d+P9J9vJIh3AZk3TqjRN+9rkZ3m6rtsn/+4DkHcK+DoeD6dy3O6eNIueU9wRHyo/k2biMkQ0lFM+RlH8AKdojDRNM2uadhDAAIC3EdFa3bqus/mQek/hZ/K4B0DWieTnWDzpus4xemhyjH6taRp7hZwu8mAanWpBebrQ+bquLwfwBQB3aZp2oXpQj9gFpzQ94HTgAcATAGYDWArADuDRD5sBTdNSAWwA8G1d173qsVMxRsfg55SNka7rIV3XlwIoRkRbnf9h3ft4FM2TpmlnAPg+IrydDSATwP85hSz+XXSqBWUPgBLl/+LJzz5U0nW9Z/L3AIA/IzLJ+qn2T/4e+LD5eh8eTsm46brePznxwwCewZTp+KHwo2laHCJC6b91Xf+fyY9P2Rgdi59TPUaTPLgBvAPgPETMV2I6qPcUfiaPpwMYOhn8RPH0+Um3ha7r+jiA53EKxugfpVMtKPcDKJ+MzMUj4lTe9GEyoGlaiqZpafwbwCUADk/ycfPkaTcD2Phh8jVJx+NhE4CvTEYJzwXgUczPk0ZR/qIvIjJO5OfLk5HUmQDKAew7wffWADwLoF7X9V8ph07JGB2Pn1M1Rpqm5WialjH5dxKAzyHiN30HwJrJ06LHh+O2BsC2SY38hNFxeGpQNjYNEZ+pOkYf+rz+u+hUR5MQiXQ1IeJP+cEpuP8sRKKRNQCOkAdE/DVbATQD2AIg8yTzsR4RU20CEd/MbcfjAZGo4OOTY3YIwFkfEj8vTd6vFpFJXaCc/4NJfhoBfOEk8HM+ImZ1LYCDkz+Xnqoxeh9+TskYAVgMoHryvocB/FiZ3/sQCR69CiBh8vPEyf9bJo/POgnv7Hg8bZsco8MA/gtTkfGTPq//2Z9YZU6MYhSjGH0AnWrTO0YxilGMTnuKCcoYxShGMfoAignKGMUoRjH6AIoJyhjFKEYx+gCKCcoYxShGMfoAignKGMUoRjH6AIoJyhjFKEYx+gCKCcoYxShGMfoA+n+jFQK/he/fIAAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img_u = radial_distortion_recover(img_d, alpha=-0.1)\n",
"plt.imshow(img_u[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "jbe1pWj9AQ7k",
"outputId": "8cbdce88-7be8-4502-b1fa-6afdc8d0ddc7"
},
"execution_count": 143,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c7938d0>"
]
},
"metadata": {},
"execution_count": 143
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img_d = radial_distortion(img, alpha=0.1)\n",
"plt.imshow(img_d[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "3bu6n42m-2HW",
"outputId": "742dafd4-8f9d-4813-e121-34e71d79088e"
},
"execution_count": 144,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c77ee50>"
]
},
"metadata": {},
"execution_count": 144
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"img_u = radial_distortion_recover(img_d, alpha=0.1)\n",
"plt.imshow(img_u[...,::-1])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
},
"id": "AaDxcDUf_4XP",
"outputId": "613f8c47-4574-477a-eba2-611a209beada"
},
"execution_count": 145,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f106c6f0a90>"
]
},
"metadata": {},
"execution_count": 145
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "V9qX5iNF_6I5"
},
"execution_count": 145,
"outputs": []
}
]
}
@dsaint31x
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