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HDMI.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
},
"colab": {
"name": "HDMI.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/ahoudard/677943abbfc7308d30fbbe749d353d68/hdmi.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qZAsZoTQ9Ek1"
},
"source": [
"# High-Dimensional Mixture Models For Image Denoising (HDMI)\n",
"\n",
"#### This notebook present the HDMI algorithm (from [HDMI paper](https://hal.archives-ouvertes.fr/hal-01544249v3)) for grayscale images in the 'unsupervised' version (i.e. when the noise variance is known).\n",
"\n",
"*Antoine Houdard, November 2020*"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9hJqrICR9Ek2"
},
"source": [
"import numpy as np\n",
"from numpy import linalg as LA\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.feature_extraction import image\n",
"import time"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "PQWmTiNaKbeW"
},
"source": [
"### 1. Image processing tools\n",
"\n",
"#### 1.1 functions definition\n",
"We start with some function definition:\n",
"- **imgshow** which displays a grayscale image (with clipping between 0 and 1)\n",
"- **im2col** which extracts patches from an image\n",
"- **reprojection** which perform an uniforme aggregation of the patches\n",
"- **psnr** that compute the PSNR (for image valued between 0 and 1)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "pEkaT_dN9Ek3"
},
"source": [
"def imgshow(img, title=''):\n",
" '''\n",
" display an image with title\n",
" '''\n",
" ax = plt.imshow(img.clip(0,1))\n",
" ax.set_cmap('gray')\n",
" plt.axis('off')\n",
" plt.title(title)\n",
" return plt.show()\n",
"\n",
"def im2col(img, patchsize):\n",
" '''\n",
" exctract overlapping patches from an image\n",
" img: grayscale image of size NxM\n",
" patchsize: size of patches [p,q]\n",
" return: patches as an array of size (pq, npix) with npix=(N-p+1)*(M-q+1)\n",
" '''\n",
" patches = image.extract_patches_2d(img,patchsize)\n",
" patches = np.reshape(patches,(patches.shape[0],patches.shape[1]*patches.shape[2]))\n",
" return patches.T\n",
" \n",
"def reprojection(patches, patchsize, imgsize):\n",
" '''\n",
" perform an uniform reprojection of a set of patches to an image\n",
" patches: size (pq, npix)\n",
" patchsize: [p,q]\n",
" imgsize: [N,M]\n",
" with npix=(N-p+1)*(M-q+1)\n",
" return: image NxM being the uniform reprojection of patches\n",
" '''\n",
" res = np.zeros(imgsize+[patches.shape[0]]) \n",
" weight = np.zeros(imgsize+[patches.shape[0]])\n",
" \n",
" for i in np.arange(patchsize[0]):\n",
" for j in np.arange(patchsize[1]):\n",
" k = j+patchsize[1]*i;\n",
" res[i:imgsize[0]-patchsize[0]+1+i,j:imgsize[1]-patchsize[1]+1+j,k] = np.reshape(patches[k,:],(imgsize[0]-patchsize[0]+1,imgsize[1]-patchsize[1]+1))\n",
" weight[i:imgsize[0]-patchsize[0]+1+i,j:imgsize[1]-patchsize[1]+1+j,k] = 1\n",
"\n",
" resweight = np.sum(res*weight,2)/np.sum(weight,2)\n",
" return resweight\n",
"\n",
"def psnr(img1, img2):\n",
" MSE = np.mean((img1-img2)**2)\n",
" return 10*np.log10(1**2/MSE)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "MMhFylU3P3oW"
},
"source": [
"#### 1.2. load an image and test\n",
"\n",
"Let's test these functions with an image"
]
},
{
"cell_type": "code",
"metadata": {
"id": "pk00s1VkQ9nz"
},
"source": [
"# dowload image\n",
"!wget -q https://houdard.wp.imt.fr/files/2020/11/simpson_512.png"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 758
},
"id": "dLiINU5wQEex",
"outputId": "00109a4b-b842-4517-afd9-14bcd73f6692"
},
"source": [
"# import a grayscale image\n",
"img=plt.imread('simpson_512.png')\n",
"imgshow(img, 'clean image')\n",
"\n",
"# add Gaussian white noise\n",
"stdv = 30/255\n",
"imgb = img + stdv*np.random.normal(0, 1, img.shape)\n",
"imgshow(imgb, 'noisy image')\n",
"\n",
"# Testing the patch extraction and reprojection\n",
"patchsize=[8,8]\n",
"imgsize=list(img.shape)\n",
"\n",
"# extract patches\n",
"patches = im2col(img,patchsize)\n",
"\n",
"# reprojected image\n",
"reprojected_img = reprojection(patches,patchsize,imgsize) \n",
"# display image\n",
"imgshow(reprojected_img, 'reprojected image')"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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bv6lUSplMxoLAcDhUv9+38ogAlUwmlc1mVSwW5fP5NBgMtLW1pU8//VTxeFzz+VyRSETl8o/uDfjSzUm0cV3X6p9kMqlgMGhwYT6fK5PJGCanXpnNZspms1oul/ZzQqGQzs/Plc1mlcvlDGbV63XN53MjflhsvKjZbGaZb7lcWvQGxrCgptOppE02zmazyufzSqVSthn7/b4tBBYpnzMQCCgUCmk0GhkRQSSPx+MWJGKxmMF3oiL1npdA8Pv9BvN8Pp8ODw91eXmpUCik+XyuyWQiv9+vxWKhs7Mzy9CSdHR0pN3d3Suwx3VdywIsaO+zpYaMRCKCxGNxU9N//PHHms1mymQyikQiBqPT6bQqlYpisZh8Pp8uLi40Go2UTqcVCoUUDAathhwOhwqHw0omk1Z3O46jw8ND+f1+I0A+D737/b4Wi4WKxaI6nY46nY4tUL/fb4uarDSZTLRcLpVKpa6UM17CjVqO+hq04K3NQWj8GSTW7/dVq9WMMwCFDIdDI9YWi4VxCcvlUnt7e+p0OhqNRle+ln3Q7/dtTUlSNBrVeDxWJBJROp22hAbK4Jk+1ebkF7bbbdVqNR0cHMjn89kDYdOMx2NFo9ErBI83OkUiEZVKJcu+1WrVGF1IGoru4XBojNlqtVKj0VAsFjM4LG1YVrJnIBBQsVhULBZTOLyxciYSCXW7XYMl0iaLZLNZhcNh+Xw+9ft9I2ioiyeTifb39w1qQUp4sxjoAXgJyQJRBYzkPoGgn3zyiYrFosFs6hoiPNkkn89bjb67u6tUKqXRaCSfz2f1LZu+3+9rvV5rMplYBkgmk1egVyQSMWKNWhhYysZMp9NWB0YiEVUqFeVyObmuq06nI5/Pp0wmI5/Pp8vLSyNigNORSESdTseCid/vVy6XM/jI76pUKhZAEomEcrmc1dTr9dpQ2nQ6NW5gNpsZGTWdTlUqlTQYDHR5eWn/z3EcFYtFTadTg/98NgJ1NpvVYDAw1EBmhBcBivJ+yNjr9Vq9Xs8+Yy6XUyqVkuu6KhaLtqaCwaDxJKPRSK7rajKZyOfzablc2qZ2HMcSA/f+VJuTOmyxWCifz6vdbqvdbms8Hms+n1tGchzH6icWUiaTUTQatRukrqTOA2q4rmvRF9JoOBxaxAEuEBQCgYD29/dtQUPe8IEhZZLJpEFO4AM/JxQKWTb0+/1WO1UqFZ2enmo+n6vT6RgsQjoB5kajUcXjccusLEig9fb2tkVkv99vGbPT6RhxUKlUjPFOJpMqlUpWlyQSCZ2enqpWq9lnG4/HVteASLzQC4JqMBio2WwqGo3a/c5mM61WK4NlZKF8Pm8bORqNWvbysr4wrx988IE6nY6CwaD8fr8ikYihFQI1z7JcLiubzWq1Wll2jkQiVzIVCIx6MBaLKRaLabFYKJ1OK5/PKxAIKJFI6JNPPrF6ul6vKxwOG3zP5/NKp9P2bFmXPp9P9Xpd3W5Xg8FA7XbbAiJfA2MKmRUIBNTr9TQcDtVqtSyoUBPDtJJJV6uVisWiPTsSBHuh1WpZduRzEyD5txcxff765xJCFMHRaNQ2w+XlpWW74XCoYrFoDODp6anBGyj26XSqGzduqNPpGARZr9fKZrOaz+caDAaW5svlshzHsWgVDoeVyWS0Wq2sxuh0OsZAAhNhzXiIZF/uGwKiWCyq1WoZy7hYLJTL5WyjAFPZUMPh0Grecrls7DFsMTXJer2W4zgWfS8uLgwN7OzsmBwAe3l+fm7wE/Y5FApZUBqPxyoWixoMBsaUE6D4HT6fzxZ5o9Ew6L9ery0IslAJpN1uVwcHmxbTra0tYxLD4bBJJ96ygYU8m820WCws4heLRQWDQUMG3qzmJdpAOePx2Agx5IlQKCTHcYxFhcFstVrK5XJqt9u2qCeTiZGQkGcsegicSCSiVqtltfNisdDp6am2traMCET+SSaTpjwgwQHhg8GgSWAE8263azyD67pWd3Y6HYPAs9lMo9HIPhdaPM94MplYTYzcNhwO9d577311nbNQKLhbW1sWFSF9gH2r1cpSfDgcNpKHyMsDgeSYz+fG1MKMoR1FIhErovn7RCKhXq+nSqViiyYcDltUYkNQRwCLM5mMAoGAESLUHxgl1uu1SQWJREKFQkHHx8f20qH2kVIikYhpeLPZzGAzOmez2TQyhtovFAoZC5zJZGyhspC4d2payKj1em0bP5lMql6vK5FIKJ1O6+LiwkqD4XBo2jNMaqfTsY1M1ozH4+p2u4pGo38OHqfTacvKLFaMAWy8fr+vra0tBYPBK5oepBuEG4FmNpvZfaEHwt5Pp1NVKhXV63Xb+MgkZFfqwmw2q8lkYuw4zDybPpFIGPwkww0GAwvu1IIkFkm6uLiwYOo11gBlkXBg4XkekD7D4VC7u7u2SSmbwuGw6vW6rl+/bvCV9eclTWFwuVarlWKxmP70T//0q+ucpVLJSBSv+4eCnAw4m82uZFZpU/exAdAQkUs+L8oHAgGVSiVVKhUTcgeDgWmg5XJZ8XhcjUZDi8VCvV5P6XRatVrN3CeO46harVpGJ3oNBgPLsj6fT41GwzIo0Oji4sJqIdjocrlssAy4zudqNpvGzHnrOiSgYDBoQQkIBNmCCQGyAXQRiUR0fn6uRCKhYDBo2TSVStnPoOaGTR0MBlosFlosFup2u8rlchb9Q6GQbXAcT6VSSev1Wo1Gw+AYxBUbJRgMqlKpKJvNqlarXYFiwD/ecSqVsiwTi8Xs+YBKgM/AvHA4bA4bstd0OjWYT/Zj4Uqy7ELWBtKSfSCbfD6fOY0gK5H/VquVQqGQSqWScRiBQMAUAMoCAiqZ1Mta8/wh+5CKWC9kyeVyaRIgewTYi8RFYIjH41aGfdHlf/PNN3/kX/7u7/7um3zYYDBozg1uDkKGojaZTBrmBnbA1qH5wD6iQVLvBINB3bp1S3fv3tXDhw8lbSIhdSO1KSxiOBw2rRNpAkYMe9RwODSJBOGZDEWRHg6HjVWjxiQDEFWBPkhA6XTaiBpq6tlsZhIHG91bnwDJ2QzY2zA+fPbZZ7ZZGo2G3SuEBeUCmR8Si8hMJvb5fEbOQGIQCCRZEAWxsCjZFNw/zho2O4GSsoGsCywH/kobIhH4C0wERfC5gXnJZNIQCtpfu92W3+83mEimYgOwwFn829vbtoGAoaFQSLFYTOl02jIrG0qSbXaQRKPR0Hw+NxIJFII8QwYuFAqaTCb2DIH7oEb4jF6vd4UgRHWAPGIdOI6j3/iN3/jPvvLm/J3f+Z03l8uldnZ21O/3LWN5xXFgFIuQTTocDq9kBdhAnCleP+JwOFShUFA4HNZ4PLbMBMvo9/t1/fp1+f1+I0mQIrzmiFarZS4SamAWGLANdwnwxsuoJhIJrVYro/kTiYQtMrQqFudkMlEul7NNALQj2xKkIE9KpZJ6vZ5tQPRKsgWfA4JHkhEoaKPA9NVqZbCTYEIdhN2Q+/BGbLRnFhKlBSxmp9OxDDgej62WDgaDVrdJG0Tluq4Gg4HVVEB1kBYlCPUqLGkikTA30NbWli1+gtxisTDIDuwnS6Jt83cEJqQ8CDikmVwuZ2UNBCWfGZMBntd8Pm+2T9Yc9f1qtbpiR+T5wCcQlEFroEN+BoYTIP5isdBkMjE14zd/8ze/+ub8vd/7vTe73a65PIAosVjMNkez2VQ2m1Wn07HowNcRqSVZBgJyVioV3b59Wzdv3jS402w2Tbu8vLw0l83Xv/51vfzyy+p0OhoMBhoMBobtyaySjOKfzWYGw7ELUq943SbVavVK3QwzKske+GQyUTqdNq8t2avVamk8HqvT6VgdComCuQKWezKZmDCPUZvF6DUkjMdji9bQ8bDSgUBA9Xr9ioGdRQZ5sVqtTNYZDodarVbGRnrtl9Q9rutaFgfCLRYLq7l7vZ49P8wKuJ7wuvIuyLAsZlBRp9NRIpGw/yYzQwDG43H1+31DN6lUymp2v9+vVCplgYSNT+bhneCqgjQjGMPAcp/L5VLlctnKAeBmMBi0jQskl2QBmo0LaXRxcWGlCU0INICwfryEJi469HV8xuyH3/qt3/rCzfmlNSfOF6QRIgbOj3K5bFENOMBD5Cbn87kZwiWZVSqXy2l/f1+BQEDn5+dmpv/kk090cHCgQqGgi4sLzWYz3bt3T9Vq1ax71ApAIphLnDmBQMBqIx4Q0AvxGPfQbDZTs9nUeDw2VpF7J5A8evRImUzGInetVlMymbTMQZBiA0CY7O/vq9VqGZTEQECWBjXwbJbLpUqlknlqYW3pTuFnV6tV05UhMOLxuCEHIjSZh6CDDY3nNBgMlEqlNlH6McwiILIQG42GyVDJZNICT6vV0mQyUaFQMEkCqWoymViAZbFTDmEKIUD0ej3LhuFwWMfHxwaf+/2+oZBarWZyEJ+1Uqkon89rNBqZbEFQbjabKhQKRuiMRiPl83n1ej17B0DaxWJh3m2yOIEVeQqI3G63bSMToLz2SjI16wclgbUznU7VarW0u7tr7+ZHXV+6OfEeQv8S1Xu9nvlFEcSJQqR7IAotQWSd3d1dMxU899xzWq1Wyufz+qM/+iMVCgV7iETPyWSiDz/8UIFAwOxfdFpEo1E5jqNKpaJQKKTbt2+rXq/r/v37tgmBjqvVynRBahngONAvl8vp0aNHBreRSpA3qDup71is1N79ft8yHsI6jKs3ugcCAWsf8vv9FjRSqZSxszh90FFhD3FrOY6jTCZjmY92MyyBBC4CBe4b/s3nJqBAQEmy+uv09FThcFgff/yxyuWyCoWCHj16pO3tbWMjJV2RH9g8QMGdnR2tVit1u11r6cMbyzuCrW+321YjsnBZe7DEWDVxDeEwo8zCSM8GWi6ftLyBmoDyoC6kP5oD4C6AziAAAhGJyEuEkoDIysBomipms5kRYOFwWKenp8bbPNXmvLi4ME8hzCovmpcBzCLtI1sA38DdvMzJZCLXdfXgwQPl83mrM9frtZrNphzH0fHxsbVrXVxcWM2JYA/tPZlMdPPmTX3nO9/R8fGxOp2ORcyLiwvb5F5qHFEaaxrBZDqd6sMPPzTGLx6P2+ZjgVF34CGdz+fa2dlRq9WyhQILx6KBPMMGtr29bdmZLgaIBGCs67pKJpNWq4BaMA6Qkfgeam/gXy6XU7/ft8AhydxIRHZqW4IhPaB8HwGJUgCNGrKMzA577/f7TedEDnEcx4JNOBw2kz2bBtEfc0A+n79iBiCzeqUsnvnJyYlt6tFopMPDQ7s3mGGY+5OTE/l8Ph0dHeny8tKcOSAsAiDdUEBs6kvIUHgVSj1cRdwvm7per1tAIEmxPrwIAwnnqTZnMpnUer2+4sgghfNLlsularWaSQBePyHRrNPpqN/vq1gsWktPMBjU97///SsfmtqzXq8bCQMtPRwOjaCIxWImxbRaLb377rvqdDo6OzuzB0ukAmqDBObzuba3t6/Uv9QEREOyDbYwug0wFSAZkUmpF6HaF4uFNTpLG18nRJAka59CZ6NhAEIJTa1QKBiVDyzudrtXTP4YyvGz8p5wVzmOY43RwP9qtWqdEs1mU36/XycnJ/acyE71et2gMaXMYrEQJCHWS8oNPhOEHp5j3EyUJJKMAEPnhcUl+yWTSWUyGXNikXWm06k+/fRTM+Cjj3tZXdYpuiUlAaZ8Mh8BzfuZIZu8TRmxWMyezWg0sm4Y6mwUh2q1agToYDCwLhYaQeh3LpfLOjk5MTb7R11fakLY3d11seDxEGmMDYVCSiQSRsyk02nzmpbL5Sv9nOiPyWRSBwcHxpBlMhlVKhXLaI1GwxqnYXzz+byCwaBeeeUVi1ZvvfWWQWbYzkBg03ECFe9t8Caq8dCJimhXZ2dnV0RtvgfdbzgcmqbX7Xa1WCxsIxG48LcSoCSZuRyjNMwx9SARlc8JwQWcJ3ORyXCa0FiOxokUApnCJoag4efz/efn51cCLg3ouJKA4eiztLkRAFx3M3lBkgUAfoa38RhYCLHkDZReSQQmvd/vW0sivb0w0mR6sijvBFTGe4pEImo2m8aVwA6TMLyb2msK4Z1iZAENIiuRrICvrVbrimaJXISxBqRF6QB/QFAnEQWDQZ2cnHx1EwILi0XGYgKiIS3QsoP2Qzo/Pz9XqVRSNmmtuykAACAASURBVJs1EZiHt7u7e2VhINauVivdvHlThUJBrVZLrutqb29PxWJRN27cMOPDeDzW6empSRrr9do61wkIW1tbRhzRr0c2wLaH1Y2ahwkLn9dJqUMRvnF9ELhwxMAgIjvAqMKe7uzs2GcgI61WK11cXCiXy9nvpsZFwsFzyhQIanIWCPAO6On1guKh5Z3FYjEjyvgs/D1s9OXlpUqlknVwAPfi8bja7bZarZb1hALZmGZARux2u5pMJlf6U9mY1J506HjlqeVyaTW03+9XvV43RpTntbe3p2q1qnQ6bRwI2nIulzN0AiJi3EssFjNbZiqVuiJj0RwOp7FYLFSv101bPj8/t/IMOIoWTiACtcAjQMQB18nQNE5APn7lzUlHAZQyDhgeLOkceh7xluxA5EEopgDmAZE5yWpoo9Qw2N5gZ3/4wx+qWq2q1+tZJMT3SITEjQLxg52OWoFuCwzuLAx8l0xHgHCiDQjiZHt72+xnOFuazabBb5g5vKxkUH4viwvCptVqmQUPuCXJvL1AaQR672gU6k6eG1c+n/9z9rRkMmlsLpohkIpOnXw+r263q93dXVvQNDEzrQLUQaYAgfDOkGLm87lKpZKkTeOz9z3QyREOh9VsNq1FDGIKogkIyXpjLTmOo0ePHlk9j0RDN8yjR48sWFAGkTy8gaHX61mZUKlUbIRJPp83/oMAOJvNdHh4aI0WlBbpdFr1el3pdNr82wRsHEegTukJg4ul8cuQ65duTvQe6h7odV4Cuh2pG0nFq2VBlvT7fRNsuXH0y1AopFarpbOzzbmvt2/ftj7Hy8tLI5jo3OfhofWxAfb396+04RBMgIdc0OE4noBjzWbTRHFofBYNtkKcOdls1txJzKgBBZBlgZgw26PRyNjrfr9vWblUKhnzJz2ZDtHr9ZTP583skUql9ODBA+3s7NhiI4JT30DeSRsdc3d3Vz6fzzQ43hEsNkxztVq9MtwLLdfn89mi9o7rQETn+ylnCAjpdNo6ZFzXtaxERxJkordGBlbSsYTuC7nCZyNZ5HI5QxVkoU8//dScZMlk0sbUgGqAtMhFjC/BLgr5x+9C1vL5fIYW8B9jCCmVSkYCevdLqVSy/eDtE0Zqgtt4qs0JwQCOzmQyV0zRRAZcGfRJrtdr68sj8gMxYSpp6q1UKkqlUqYx0tb0zjvvmFG7VqtZ3QLbJskgTTqd1i/+4i9K2tjgstmsZrOZBoOBvQgWK7XkfD435tZxNhMf6PDI5XLG9LGgCTgsbBhS7pmfDxng7elMpVJqt9t2z9ToGNaxsdH2BCSmR5H6tlqtKpvNSnriJOr3+zo8PLxidIBNJFOzKIGWGOFbrZbBfQIFLCeLZj6fy3VdlUoldTods+hh6wyFQioWi2ZfBOmgqSKFbG9v25wofoZ3nEkwGLQ6FPIHRxMOHxIGem+73baNRF3J5qD88o5VoSyhRoW0pM4MBAJGZpHl+QwEPIIBcBmEBvLBRkhJQAbGpAJipMaHEf7KmxOfoPcGcPrAqlGjEL2g7IFM2K9g6xzH0f7+vnq9nu7du2dR8KOPPrJM+NFHH1lNSTcFOiqLbjAYKBR6MlqzUqno+PjYxHRqvHa7rd3dXdPYKPxrtZpKpdIVGh2nDwsMkoHaAbcH9SCZmc4OzO9oeFgW8ZpSfxBcsDFCcvj9fhUKBdPYELrZZGRUvh/DNu1MXriGJs3m9jag04RQKBRM8vHCZbTaQqFg0BX3EaUErD2bdLFY6PLyUjdv3jRyB1RAZkK6oOWPDdnr9VQul83NU6vVzHHjJYfIdNKTmUf8fzRdnisZOZPJ2MQCb53Y7/dVLpdtLfN8yfoESm9nCWULnAcmBsaPdrtdQ5uMMeH9014Ga877e2pYu7e3p93dXetwoIMDRhL9kJoQNgynBvUBCxNth40wHo917949q3lSqZTVfovFwgZ+EfFyuZwODw9NaqH74MaNGzo9PVW9XtdHH31k2Q/2r9FoWPZhIx0dHRlzxuxVZslgiiZwEABgqiEvKpWKvWxJpr8ycc+r6+ICYvIaTKK3sZygAGQGaRDBkXZoBKZm8WqXMN5kMepagg663tbWlnmQmauDlQ656+TkxGp4ShIWMQGYHtBsNmu2SG9g53kyj6jb7apYLFrtikmc9RAIBCxjlstlm9+7WCxsfUhPxlryjj6/5iQZM7yzs6Pz8/MrzOv29rZZ+AhmPPNarWY2Va/LjDKOZwCLTl3K+icIkZCA/ZKsLt3a2tIbb7yhN9544+k252//9m+bO8PbitNoNAyidLtdffbZZwqHw1YzNptNzedz8zES8WEER6OR2u22/Qz0MKDw6empDX5GQ41EItre3tbh4aG2t7dNtsFsfHJyYp5HojGwGyjFi2fBkLFSqZSZzGu1ms2pDYVCNrzKW0vzYjEzSDIWk+iM7ksG9FLqZLOLiwvT04j82BmZ9cNANLLC2dnZn3M9STIJyVtOANEkmX+XaA1sQ/pgtAyGCVxeBF7uuVAoGBMaDoctC0qyhUx9tV6vdXl5KcdxrHMEnyv+ZwIGMgNGhWKxqEajodVqZX2p3B/rjh5RPq8ka2bw+Xz2zmq1mrLZrDH18XhczWbTGt9zuZwZWOh4IiAAh5lCic0Tt9LW1pZBXRCSt2YFHe3v70uSbty4oaOjI21vb9veeqrNSVZEj4GdSqVSNpOl3W7rO9/5jtbrtQ2f9i4mNjK0OrUghoJsNmsTBsgS9XrdSBSiEKNJcrmceTOhr09PT60+RHcliq1WKxOMsbnRDQ8by0xaaeMZ7ff79pLJajQvh0Kb4dREXUnWfcH9UIdT83gN2qFQyCI1GTWZTBpiYKFRG7JhCTJAcDZ8rVazOoa5N9wTnSLeSexssmazaV8DBOedUU+jQfL7mDzAe4FLIDgEAgFjMtn4aIKYNajFvHZPZvFiwPASK5RH7XbbejtBAgQ/GrzJlAR0fiaZmefIBmq32zZGBRSI+4tAijEFOA+K8Xpow+GwKpWKsbSSDF3wTL/97W/r6OhImUzGMrLjOHaywFfenIzkgDamLsIgTISglqENyHVdHRwcqFqt6s6dO0qlUvrud79r2YYFi8E9Ho/r61//ut59913zbrL58N5iCIAE8drSYE9hHBG7GVpN3RyLxawJnJ/l9/v16NEjy+rFYlHVatWsd9SZ9H2iT9LW5O2ZZMA2G90rakejUZOQPg9j6exg0DGfGw8ojiyYbhYjrGQwGDT3CRMR2LxkGxaxV/+E2ICxZMFXq1VbrD6fz7IHm5TeWeo4WMednR3LTN6NDqvc7XbV6/XsWWFfhK0lIwLFYXeXy02bF2gKk7lXKSCTsTZ4L1gjCVqz2cySCF06uNqQbjDA4I/GCM/m5P8xxAxSkQBMp0sikdDdu3d1cHCgvb0980ZPJhOzNULwfeXNicQwmUyuwAJvkQvcZcHxAO7du2cbC2tTIBCwDLq7u6tisahvfvObunXrlk1HoEuE/k1YsW63q1arpXv37qlWq6nZbBoRgtYHDN3Z2ZG0iaDj8Vjlctk2KVE3EAjo+PjYxkRSi1BLLBYLI5/IAhBROEXoRoGRZpFIT7oteGmtVsu0YG/3Ryi0GRfqZbMZfOZtTqfhAKHfCzmxLALXEN8jkYhBMjRRb+sTC40Je5QCtGSRvQkE3jNKvEQGjdDcgyT7b9rAgLySjJBCZ8zlckqn02o0GsZmI80FAgGDjjDH0pNh5tKT3kpgJM8O04xXRsO9hl2Qd4bkBezHGIP7BynN21NKsz5ZmfnD165d0507d3Tr1q0rRhsux9kMumOqxlNtTm6Y9M1i5WUvl0sTf4EM1E5s3PV6bRun0WiYtCA9YauYkvZnf/ZnCgQCeumll7S1taWPP/7YxPJ6va5arWZaGg+cBzmfz5XP5/Xaa6/p5OTE4C4uoBdffNEyCgO8GOdPNiX7SrJoizTE5wkGg7ZIYJGxAZIBLi4uVCgUDCVAGngdI3TagwD4O28DOZ0Z3joSmEs3BVmVRR0KhazROhaLmWOKRc1YD2AXY03pg+X5YORwHMda0mDkpSfzeryTKoCxwFq8uyxIfMpM7H/06JHy+byy2axBz0wmc4WF5zlDKrIZYYsvLi4MjgIp8U1D/tGcgfwC1wEfwrsOhZ7MLSZAeZ8fMg/kkdf4EIlE9Morr+g73/mOrQX0cdDA9va2lXahUEj9ft9Ixa+8OWndcRzH/KGJREKDwUCj0Uj7+/tX6lKiPmM0M5mM2u22TU7j6w4ODtRut1WtVvXd737XFgLM2xtvvKFarWaQ7JNPPrG5qaenpybg0sDKiVilUkk+n0/Xrl0zVgyj8+HhoX7t135NPp9Po9FIZ2dnFhmPj4+1t7enRCKhTz/99EqU4yFSO9G+RZ8h2YFzZai3ITPy+bzpwHx+NuF4PDYt1nEcG6aF0cHr/vG6irLZrFkksVX2ej3LEiAbRlnCPEqybOuFk1xAb2pXRn2QvRlXGY/HzUjuddGwSZCrOp2OZQ3GfyKTSBu5Aeloa2vLghWwl3YybHFsDiQODg0CRkobB87NmzfVarXM0eTt/ADy8tkgo3h33svLT3g9s1gKC4WC9vb29MYbb9hpbTjRSGiUAPzsyWSiVqtl9lTY56+8Oc/OzsxcDYPFWEz0zkePHml3d/cKSzedbqas1Wo1s7OVy2V9/PHH5sRB2jg9PdXe3p7VX0RUCJLj42Ol02kdHx9bsCADrlYrZTIZ+71od/fv31c8HlcwuBmCVa/XdXx8rLt375q2RiZNp9M2jYEFyjhKGsVns5mq1aoajYZFeCaEUxNhUYtGo9akC3LwDraCxSTbsElYkDwHFqsXduIf5ugDb5MykhXBAjhFYCCTwlIT9WEg2YDewMSoEpAJz4s+VczwgUBArVZLoVBI77//vp577jkdHh5qMBgYFwGxwhgZSdYGiLmDDI7hgE4dnuVyubyieYdCIZOlKLm472KxaGwwUzAKhYKNiqG7plwuGyKAzKPXFsKQ38V7PDw81Ouvv65vfetbunXrljW4YzTh/RIEKLfQkCXp5OTERoI+1eas1+vW38hCYzjvYrHQ9va2jo+Pjdnb2dnRJ598YhAsEtnMzuHh3717V6enp7YoP/jgAzuwhsX46aef2hF7jx49UjabNfkAepruejQyYAQTwjHde0eH1Go11Wo1zWYzlUolq1lg9ICI3kOUVquVSS17e3tWKzrOZraq9GTgMFlwPt9MiD85Obni+WVDsZCB9MBBoBVRmg2Dw4fNg5DNmBOM3tRYeGqpSQkG9M3S7QJJw+JzXfdKczMZajab2XkevFfQBHObYCAXi4Vu3rxpA7uBo7x/WgfD4bCNL2WCIowyMB7+gQAA5ESr7vV6BoFh7zEF8P4JSAQT3gFNBCAf5BEIQgIpkgzB4MaNG3rhhRd0584dHR0dWR8yo2rwA2C6gbsAeTERYrlcan9/X9vb2yYdfeXN+Qu/8At2shTuHq/FiiKYF+z1TEJUMLh5MpkYfmeTwxx6Fw11HkaH8/PzK47+F154QZFIxOx9mMPRmcbjsUGiyWRzAM7+/r7NKmUmjbcvkmkEnOFx/fp165znBQIBIUi63a7K5bKRAdFo1AZnP//889ZC1+/3bUFSw/R6PfOc9no9tVotg230ctILSoCQZI3QuFToniBQsJGp96bTqflfl8ulmfT53NRRvBPkJvRb5AmCNGw0ULVQKBgsBury/3hOoCzuMZFI6PDw0Mi8crmsSGQzFpTamQ3mtSuGw2EVCgWdnJyYM20+n1tDPFAZzgMXF0wvbDySFM+SQIWfF1mM51+pVPTcc8/phRde0De+8Q3b7KA3OIijoyOdnZ3ZADwQS7PZ1GeffXYFER0+PlcGVPBUm3M2m6lWqymXy10ZsUB/X6lU0vXr11WtVm3MIzfmOI4dyYap+MMPP1Qmk1G5XFY4HLazQw4ODvT222+bOA1LR7SORDbHKdy9e9eMDc8//7xNTX/06JFWq5U113pdGBT2iM14VznvBFauUqlY/cIiisViqlarBm9rtZp5cOkyYfiZz+fT9va22cqIkj6fz2xi9FuWSiUdHR0ZSUQGI3v4/X57+RwG5G3Dw20yHo8tgwCNGb1Iy5WX3vdKULhr2FwwuBBNtAJ6B34Nh0MLSPF43GYoQRJVKhUzfdMozjQ7gsVwONTHH39s9S1BHb6BgEDWr9fr+trXvmZSElMascNRQyNtQSaBPCglIIEoa2gJA1l5/a6u6+rmzZt6/fXXdePGDWUyGZvE6G1FK5fLRqi9++67JjEyswg33Ww20+3bt00+4qiMSqXy9N5aoIj0xC7F2AVgAFARt720Mcxvb28bHEF891rGgAs///M/r7t37yqfz+sP//APzclDjYXmRK1TrVZ169Ytffrpp1cms0PhHx8fG8tJBiFLS08GWfECISt4kSziVCplvmFofw5yqtfrunHjhlarzUgK9EkayJvNptXq1FG8RJ4lRgO0QzYFkXg+35yB+vLLL0uSoRbgPzCqVqtZ69vFxYXC4bAePnxoRo71eq2LiwsjtDB7AH/RCyH9qK/Q9vCWSjJuYDzeHFf/6NEje8cwn5giYHNjsZhqtZoN7i4Wi+ZXhgBrt9v2noDE7XbbAg01IBuOrhBvFxBn42ALpHMH8wL6KrUjCIHnzUjRw8ND/fzP/7x2dnb0ta99zax36MCUDHSlUJNTQjUaDUMFhULBNjAIgYyfSqVMH32qzUmzNbCGw4LOz8/NbTIYDGyBszhos6FGYaxDo9Gwh0/T8O3bt/XgwQOlUim99tpr+sEPfqB+v6/nn39ex8fHdhwDddX29rZJAUR2ScaEUtRLMjseD/Ti4sJOLub/VSoVO64uFosZGSHJxmEkk0lrOGcB1Ot1M1Ocn59bYd9qtazOZpHDBjJbh+BDlIc4oXbCy4nbCjSSTCZtFAYTBugn3NnZUTAY1N7enu7evWvdPzTCZ7NZNZtNm8lL4ONgqs8++8xqYQIyZu9oNGo+YNbBaDTS3t6eZWn0cDRMDBhnZ2fWYUI2pM+WcgBDA7IDkBTTxGq10sOHD60mpD7GJML5LOFw2E6T3traMhcb6IC1QYKh0yqdTqtUKumVV17R66+/bhwLhwwBhXE0SbITAeAsWFeBQECHh4c2NYQGgmq1al5kmHmOmHiqzRkIBLSzs2MPA9GWwVIXFxdyHMfIkkqlYvqSt3EaWaBSqVx5CT6fT2+99Za63a5Z2Mrlskqlkq5du2ai+507d+zBA5MZRYnIjVfTa3oGIqKTMv3A5/Pp+PjYulXm87nq9bpKpZI+/PBD02mDwaD6/b4KhYLVFwwYI5sD871zZumWWCwWdu4HTqNSqWTMJvUynwNW8+TkRLdu3TISznVds9t5iRBJxp6DHjAIILPwMwiid+7csRo/l8upUCgoFArp9ddfN/8tmunFxYUNoc5kMjYxDuIIW2YqlbKAVC6X1Wg0VKvVjGHN5XK6vLxUoVCw/lyeC89JejLyZDqdqtPpWFCJxWJWUwJvudArMbegzWJ6Yb4QU/Dj8bj1yO7t7eng4EDb29va3t42E0culzPWHl7DW6smk0k1m03zI8MEI+NxRGE2mzUCilGq3W7XNjjn+jzV5mSUAhkinU7r5OTEZrjSScIA4vF4bA3M0WjUsigvlg2PsH3//n2bPHB+fm7kxc7OjlKplAqFgiSpWq3q9u3bGo1GOj09NREeGMRIkXA4rFu3blmjNG1js9lM5+fn+vjjj/VLv/RL9rAQiV3X1f7+vtV/BAtsXkzKu7i4MImHnkx69SAvEomE1ZLec2Ukme4YiUQMpi2XSx0cHKhWqxkTC71PZ0a321WlUjFpgI4QsmIymbTJDtTHlUrFOmPIFtls1iK9tHEx4TsmswUCm6MfOKlrZ2dH+/v7qlQqev75581YkcvlFAwG9fDx0Rlkp3q9rsPDQ4Px5+fnNkyM1jREe5AKeibsJ1ARxpjRN8BgXGkYz3EwYVggI2Pn88pKR0dHunnzpl5++WU7OIs1gu0TK9/29rbp/LS6zedzvfvuuxZoi8WiNV8wfQ+2ezabWZcQZBCIEVRFKfiVNyffSNGKHQotkyhF76P3GD6EaLoGpM2Eg88++0zVatU205/8yZ9oZ2fHdFSO9UZ7QsynRkG2YeFLT2a/VCoVG+RM9uDgon6/rwcPHui5556zad18jSSzZYXDYR0cHBgxtLe3Z64ZGsGlJxP1EMBp4GaCAPePRS0WixmMAY5D5MDWspj29vYMQpFhMCZAdnkjPLYyDqNFh41EIlZK0IgNQ0mDMz2bMLU+n8+yFnIVrCJkF86wUqmknZ0dM9iHw2Hdvn1bl5eXVnvmcjnrm8XovV6vzTQRiUTMisn5pIwSoSanBDk6OrLNysL2WugkmdEBXiMUCimfz2tnZ0cvvviibt++rVdffdUmEPJM6MSh8d/bgEDiIZiWy2Xt7OxoZ2dH9+7ds2cHYUSDRaFQsFIQWcxrBoHwe6rNiROGyE3fHKk+Go2agZdNzC+bTjenacGa3rt3T9vb27q4uNBqtdKjR49Ml+LFQGAcHx8b9EG28PpF8Yfij2QSHO1JjrMZ60g0hDVm1AkbDDO4pCuH8jBLhsFRRFRmyVA70FERj8f17rvv2tDqF1980dwzXvIpHA4rn89fkUtwNzEJIRKJ6Pj42PTOyWRi08bJrOhqDx8+tOMe8LUySgX7GFIGhBjmCqZaEFwIvPy+cDhsA8BpWAgGg9rd3TVIT8sbzhjqOGA78hGMJQENh1KpVLJ2MKD2iy++aCQPNZvP59Ph4aGi0agePHhgY0PoDoJAIoAcHh7aqJVMJqNXX31V3/zmNzUYDOz+2+22lU4gJt7tycmJpA25SJ8p5gg4D0oryoJGo2GdN5Cl7XbbYDX3A3PMUY5PrXMCByAdgCLUVQx+gvGikMf6hTe32WzaeP7hcGiHwhLxsX8xHZ1ZO2x4mDg64Vut1pXj2MfjsVqtlr71rW/p4uLCZrCyQLlnYCidIMVi0Y5wI5PSVA61L8mOVPC6RoDnNIUD8xeLhdm36OxoNptXWqqAcywWIOC1a9fMmrZarXR2dmZsd7vdtqDIpD5OYWbj01ROAKNkQD6g5Q2YD8zCREB2gM1EHz0/P7cyhenqoVDITkijBuXeXNe1dj1JxgYjeUynU127dk2Oszk4F8jnrecxKTDJQtoguW9+85tqNBo6PDzUgwcPrrTKAWmZyviNb3xDe3t7lh1RFxjb+kVDn/v9vpUfkixANRoNlUolI8WQbejLpR+Z5nCvfY8sLskmO8CCP7V9LxQKWUTBA4mLA6wPLNvd3TXWkUwIBc9ioVYgUxwcHFgNh5GA/ktgLtrber22CX6VSsWsUkRtTNXY6njQ6FfD4VB37961RUKtjHGextxAIGADsHFCQaGzyNho8/lcDx8+1N7enh0PAJQHXlIXoWPST8nPlWQEwedHrzDiEQkK0zXwjuMsOEKC3zmZTCwgUgqw6bH8MUGw2+1qf3/fZBNILp5NNBq1cZ70wHpJIVjofr+v3d1de+fo00hXlCrUzGwkoCvHGiDDYEK5du2aZS/0T2Ato1ZxeOF6wnRC7cohXCCJSqWi+XxzZCGONRoUptPNCd37+/uaz+cWwL0N3vwb4jObzdq5PpR0lCUEGfbAfD639+q6rnUxfeXN6W2lQhpA48RRAU6XZJGDIpsDf/x+v6rVqm0oCJlgMKg7d+7oueee0zvvvKMHDx5c6crwNsIympAj03FdNJtNkxqI+p1Ox5hlCvRoNKpKpXIF4rGgqYE4Qi+dTttC9xrD9/b2bDofwj5MNuSZd2IC2iLEE24QSCgInBs3btjBwHx+NFH+Lcla3XA99ft9NRoNez7Xr1+3k9bu3r1rrGc0GjU4SRAsl8umGwOz8A2jcSI5sUin080MWwZ9Y98jAPHZqKvRA5mYDkHFKFAvKkJnpgRhUJvX2UWmo+TAZOG6m+MPacsLhULWY7ter82uSX8sDc5YHJGODg8PFQhsxp8ytY/m+GKxaCQd7i/vIc7U8V4PM9mYzx0Oh62ThzIJ1v0rb85Wq6VgMKidnR01Gg27MaAgp4lxU7CtMIT8YvSk4+NjMygT9V9//XUVCgUdHBzo93//93X//n1rZgVmMTAYXennfu7ntFwu9c4770iSHRsPY0qbF0wrU+6AGrhTgC/AL7IZsAcNFMocOh6ig8ABzORFQrqAMIj0MIe0ankbnfGosukdx7EZOovF5sQrb2Y9PT01eETtfn5+rkgkYqI78g3fS0BgsS6XSx0dHVl9i6ZIMAa9UN975QXWR7Vatc9J8PZOylsul3YeKuNmEPSZBoCzhg06m820vb1tRA1kDfowExpg5IGMxWLRhtAxNcEb7PDhXl5ems00HA7r6OjIShBOKSMxQVwhd3FPIBHW19bWlslwR0dHtpa8jeeJRMJKD97bU09CAAZgk8PdANamq5+J7vhIYe4Sic1RbljOKLZffPFF64p4+PChWQQLhYLS6bS+/vWvazqd6q233rIaam9vT+12W0dHR6ZnAqupMajVmIhO/x6EAZY85gSxIPFDcnQeWRhSh9oVKYOoyWICbmIcgFjAKeW1ptGh721aX6/Xun79ummz1Hb7+/vKZDKqVqtXph94zd4EIWQtFjlHzhNs0Od4TxB2EECQSpJMCgJmepsFRqORbYL1em3nmcBs8uyWy6XN0kWqmE6nevjwoUk9BKL79+8rm83akRHz+Vy9Xk87OzsWFHg26XRaxWLROk94z0BPjtUgsxJsLi8v1W63zTFULpeVTqf18OFDZbNZc3RBROIOYz4vvl9MDZQvrKV+v28EF6gLbfPz7YCRSMS8vUzN+Mqbkw4FSVarQXPH43GbBIdzg6kCDO5lkTAzJZvN2rmE1WpVe3t7+uEPf6hoNGqL+PXXXzfNiyFIeFIXi4XOz8/V8VqzkwAAIABJREFUbDZtxCSsKXCMxmZkhcFgoGg0qkajoXq9rr29Pcs+wGYWJSMak8mkLi8v1Wg0bMoesNTn20yMi8ViJoEQBaVNgzRWMeDXYDAwTy7tQ8hGNKMfHx/b4gROk/2oT5iswOaGSHr48KH1MFJD4zKiQdw7b3c8Hpu2yrgORp5QC2KSqFQqNtbk+PjYJtxB5JE1qesPDw+tdQ2PKcQgs4soW2CV4R4uLi6sPAASJpNJffTRRyoUCiqVSrp//75KpZI9P2p/giidL5lMxhotOAjLcRy98sorymQyZrRHS4cPYJOz+TB5UNN6B387jmMoxWt2h0xj7eBJx42FFZWWx6fanLxobFA8VI5qA8/T7wgs8x5mywfrdrs6OjqyhYVbgnH8TD67du2aDRGjq4T5NKvVSg8ePJAkY2klWddHOp2+Al9pMuZA1ouLCxvfSP2SzWbVarXsKLz5fK5arWY/D9sgFkQ8lBgJgHJsAlqGsJSt12vt7e2p0WhYZwJDveLxuHlzITvoloGIIysxhIwN5q3bdnd3rYtCkm0aWtCQaLhfAg1Bk1PMyDQgpmQyeWVId6FQMEhOQPI2QjOoy3Ec8yYjgQEjIW0ITGTccrlsdlB+LlLe9evXLcMwBhUCCykOJ1Kr1bKat1Kp2Dwq7o3xnxgG+DlAWWpaJkzASgOh0ZnhUlgLyHx0M6EPMzOIrz88PDTWnWaRH3V96bHzH3zwwZv4O+nEx9lCvUC3+P7+vk0/4AWD04kqOzs7Ntzo/Pzc3Cr4IDESz+dzPXjwwB4G+B+vIxGSwh/mOB6P6+joyGA2EXC1Wll/4M2bN83czQOTZEbqnZ0d8wZ74ep4PDaK32teYA4s0IrPgZkCEiwajV6Z1o4MRDZlE5K18B/DmHIUBaZ+pApgltcCCAkGmeetJb0d+cArqH+mAaCF8owJKoyCgbFfrVb2vmAj2XSMXaF/EXKG9cAzZ+I9NRqN4yxqn8+nYrFonlr09aOjI8ViMSONGLYFmcfPu3PnzpUT0JEyaEX0TnDnTFAYZ4I8a45n7/35zIKiewezDDyJFyqT3ekHJtA9//zzX3js/Jduznv37r1JSxBRBhhXLBavnCdxdnZmkZkXjxc0n8+r0WiYpjQYDIzCJqLzglerle7fvy+/32+H/Liua/OHOE4BiQAdUJIxjBcXF3acHsU/L7lQKFgUxK0iyRYb/lJgyXg8tloBggWTP64Xxikyh5QuGGoPshgBzXVdG1FBLQ8093bUMMGN2hV2ldpyOBzamFG0VYKF9OR81dlsZpoysoRXSyYLIhmRiSD7IGHm882R98hJfFYkBZxiBBUcRcgi1JjAOjIp5QXMOB5lfh5ETC6XM/uotLEKogyQWfv9vm7dumWWQ8oxx3EMnXGPoDpqbGx3IClkP5hmglyhULAgw0HP+IInk4n50cm8mDH4XJJM700kEnruuee+cHN+KawFH3vbc3B/8LJ5+BgUeMj0yjG4d2trS/V63WxTRGlalbBxwWYxbS8QCBg7DHTgfElqAsZVMDaEKIWjB5cGNWIsFjMmlo3ISM/BYGAGfQwHEBwYDjCNU1+wESAOvAccsbhPTk6MAIBc4iWxMXd3dy1IQYQgXbHRIW9obG6326rX6/a1SAlkCHyzlUpFjUbDIj9MOuwxdR4jIdmsbCZmuZL92VRA8nQ6bZCRZ88zBP55bXGu61ovMM4isjgwEjso6ANJIhqNmjOHaXoE4Bs3bmi9XhsB5+0sAkWdnZ2ZvMO5q/AJoB90aUoKggRoAyOJl0w7PT01n7DjOMZdEJDRj/F1Iz3+qOtLM+f777//pt/vNyodWILrh4FeXjjEJuJBbm1tqdfr6Qc/+IE++eQTmwd77do1JRIJ8x92Oh3V63Xr4/MKz2RcxGMwPlARIfvs7EyZTMYiN9kLyrxcLpuXFG3SGxyY8IbuRbQDWlLXUFNIm6HZZDIEZ14aUgK2xHQ6bYQKRgREfzotOp2OfT31lxdaw6LCXlLDeWEX+i7+YKZQrFYrq+0gn0AE9CICzTjMid5E9ExIEK/++XnYysgUv9+vfD5v7iMmL+RyOXPVUKODWmKxmH09pnwkjng8boQeNTGNBsPh0I4+5Ou73a5JWbVazbzQ3plABCev0yubzV5RJ+jX/bycA2PPhAu0UBIVQRadnWBNBxVOqtu3b3/1zEmbUTAYNJsUDg2kEpi+TCZj55LgfWViXiQSsRfNQ14ul/qVX/kV+Xw+/fEf/7E1YUuyrDyfb+aJDodDm98CzIxEInr33XdtDKLf77djFSAGqKN2dnZ0cXGhV1991RYtzCcOInQ3ar10Oq1qtapyuWwEAWiCTcQz8FrXyBRMSaCzAuIJFwlMK1qZ19VDsCHYoaMhnQD5sDIiijPZD5KKn0NNjHlkZ2fHektxHsEOQ+hBWnBcOvOBMIGj6XIfzPbpdrtWOqAHsqiljdZHUPKyrGR6xHucNxxwC3+A6wiXF4GWEoPzWbwNBuFw2I7QgJharVZ2LCWN6RB4DAQDZsPQk8GByoVCwVofeWYcw0hAo0mEdwaUPzs7M0LrqTLn9773vTfJYtDMRGoyKnS9JBPZSemMy0SSoFvD5/OpUChYtwj6YiwW07Vr1/Ttb39b169ftyzZbrf12muvWU3w6quvqtFomCCOEwU9ER0SWAKxhJTjOI7JAURS+v+8LwYROpfLmYOHl0OXCv2jZAXgFBcwZ7lcWhSfzWYWnTkyjtlGZAN+N8Z+r30OLZNnjVGfkaGwrQzFgh2mju52u1ar88wmk4m5gKj1JBkcZ0HSZECLFIsdDXu9XptEA1tJzSfJeAs2Cs+GDhvvRIjt7W0zKVB68LmpZ5keyBQ+5DtKDoIC94mBgoDL2sMLDgPOZ5SejBNlYgaT4T9/4h3mAmyo3iYF0B9BB8geiUR+ZOb80s351ltvvYkORl/icrm0hlHaenw+n9WbQEMYRti31Wql999/34Tdi4sLffLJJ9aPeH5+rnw+r1dffVUvv/yyaXy9Xk/JZFIvvfSSQb9YLKZ6vW71H4QRnkgyK0QHXS002PIzqFtBAGQEpirA+tJZAsFSLBaNTQSCsqAIOH6/3wIE7K53+BjWwfF4bJuFGUJkV7I2Pk2ir/Tk+EBvkzUyC/2S3Dfkx8nJiXXZwDCWy2W1Wi0rP7a3t9Xtdk3jXiwWdv4mflQcO0R+GG9pM4GAGVI0QpPBqXXZ+PQFx+Nxey4sampu+oN5f0xRCAaD1pGDDxjykM0oyfopMbSzVvEbUyJ5DwqGmPQ2dkBa8T6CwaBOT0/NK4w6gQEfOY0p8BhL8A7TrzqbzfTCCy984eb80dOFJHOFZDKZK+IsC47FIT0p1vv9vs7Ozq50alDkM9CIjFer1XR+fq7T01MbDhWLbU4n/uijj8w3SlsSVra3335b7733njUbM5wYaJvJZJRMJk1DisViBoGOj4+tToLKJ5oyeoJsSWTkxWAlu7y8tOFSeHvRTYFnPt9moBgBjAi9Wq1M98Q1RQ8oZ4hSm3iny5FNgdJAMJALNS5k3fn5uSEanFJYDvGi0nfJ9HJvV/9qtbIOC+pmDt+l5mQTYU/z+5+cO0Ng/XxXEGNQCJ5ktGq1avICri2vpkzAgkzCXOD3+7W3t2dT+8iopVJJ4XDYNFqGxOEG4h64/3K5bM+dsgYGmI0OKceUj3w+b2NOsGgiKeEAIqgRjAguJCzW1hdd/1xYO5lMbOFB/c9mMxP+8UwyeR3thpvESO44jvL5vI2f5EUgBzAoajKZWMsXHSY07nIqFKMzgM50MSD2AiGwEvr9mxGFW1tbNm2dli5Ih9VqZZY2pg94e1PRHzlfcrV6cswbBgQ0LRhFYOVyubQxLNFoVKenp5ZhMNxDcJFtJF0ZLQqhIsnGTJLdgEhsCLRJ3FleZIARnXdE5OeZIb0g52CUIHPBiFMPQ4j4fD4zj2CfI8NQM2JcgUWHkUWmiEajFlBhoyGZgPMwnfwebxM3Mh9zmVj8BAm0aiD6YDBQo9HQnTt3TJMlA9JZ0mw2jaSC+OPrFouFEUfeIQC4q8igNJCjZUuy9Z3NZn+kzvn/a0wJtRubjZdKJsCvSVQgK2H8DQQCNvMnl8vpwYMHZiSgeEaSef/9963G5eWm02mdnp4aeSBtRH10Sl4I4i4/k145dFmmvk2nUyNImAeDjctr9WL2D9mUOTL1et3YQO80N6j6wWBg/aZYBWEIqTO46GOMRCL2u6HbvQRGJBLR/v6+nenCZ0PSoH6kJiLg4WiRZKQFDHAgEFAulzMSR9pMXCQowkgzMYHaGIQEwUF/L5sMEsfn81k2xkWF4wqrW6FQMGQGVKZmns83RzEMBgMrb+A5sBtS025tbVmtSWJAHonFYrq4uLDAzKZiMNlnn312hWmVdMX6yRgakB2dUZhoKCsIPLij0PFLpZJBZ9QBEBGo7YuuL82c3//+999MJpO2OaF/gShgaYgISI5cLmceTYTZ0WhkMBU4TC22vb1tWQSWkRrX59ucj8ImITpBLEDo1Go1E+sxMBB1ceLEYjHlcjkzbtO7idbJ1ABo+cFgoH6/bxkjGo3aVAhM/hwvwMZg0fEZ6ObnRVAzUvPQBFyv180kTWcJMhLwlmzFz8tkMjZPCPKi1Wppf39fsVhM5XJZvV7vytR0Fizzl7A40lgNgUbQgYne3d1Vs9m0zIa5hGCcSqWsERsyC+iKCYNsQ4lC54j3uD3KJpht9HJvFxFjNBn2xgwlNhWIjvcG68/7oXbm+fJn1hV9pmxkToBDG8VfDreC7vn5mVskNN63d9oGX7e9va1bt259dULo7bffflOSLTY8psBCCCJ8ibVazf6Ogh5IyMApiu5oNKrXXntNN2/etPMpWeir1UqtVutK+xIQCAKKTe5to0J8J4tTl+TzedP+ONGs0WhckTY4+IZJCAyFJvMPBgMNh0MzW7Px0WnJjq67OZaCuaZ8HT/HywDyHIieXs8s98ymogQAtSA3kIXQQBl3gr8WyIovGN8zjHu1WrURNGRpNGAkDwgyGHdJZnagpxZW1MtMwyZTLqCRs3bQb3nnTNqjrvV+DQ36kErz+dw2PBMsuCcYchxeeIzn87kZ3iWZFu49lpKaOBzeHNSMhgzHEgwGbW2CFEkq/E5JJn0RUNCTmYksycw4T+UQAoax64k4RJT1eq39/X1jnyArWNhgb+Cwd7BvIpHQSy+9JL/fbxYoFt96vValUrGoE4/HdePGDRs5SOMts3jYmGxkWEtJpr1BLmBBo1ZIJBJ65513zIxN7VosFs12hY2LuiGVStmLPT8/17Vr1yzihkIhvfvuuwa32VjValXFYtHM19RQRHYEeCAmJg8WNZEfWIp9DGcSmQKDA3U4NdrNmzetTY9uCI6gYxYPm3w0GhlRxkZFnKc8QI6i9Yv1QpaXnox+pI4mQ1LL44UlGMH8bm9v2yhTjA/tdtucW9PpVMVi0RqdGRXqlaTOz89tqgbSBYdNoR0z0YCEwfNhrZMRHcexgEsSIXhBfmFXXK/Xpm1zSBbB0jt6BwPEUzdbE/1LpZLa7bZF4el0atQ7MIkP4GVwgaFA1mq1qoODA9O3OCIeTy516O7u7pX2nK997Wt66aWX9N577+nTTz/V+fm5ieucRHVwcKBIJKK3337bNj/yBSwrZnhsZYvFQvV63bpRID7QOPkcuIAikYiRWmz+8XisDz744Ir2yzwZtFw69KkNqVXY5MBpuuQxwBPpaXAnUHk3I7qu1/bHJocEgSyi3gFeeqfcYSLIZrNmLYTRpXYi6gPbIpGI3nvvPRsXQtlCkMCM7p2TQzYnG7EhCJSz2Uz379+3U7IR+CmhcDPhIIvFYjZfiZIEu6fjOFbTP3z40BxUNM5Pp1M7C4hpEJgR6OMEfaEnYzOlFCJwnZycWIAfDAY6PDy0nwuEzWQydv9ISgwT+8qbk0wIRdzr9XR4eGjnIgIVcQ55bVnACMRdogymhMVioR/+8Ie2SfP5vG7evGltSUzh7vV65pcslUp67bXX9Nlnn+n+/ftGTnHIjt/v1/Xr1+3wmGq1al5WsidBxysCezsTIBMgZxipTw3c6/WMmZVkVjhv3YnPEwmjUCioXq9bHyiLNZvNqtPp6Nq1a1Ya+P1+9ft9HR0dGXFwdnZ2pYUM3XGx2MzuhTwDEnY6HZXL5SvtbDDtZA6CKpIMsAyjA1kLB5j3dGwIDp4DEgMZgc/A56Y3kjUD/CZowbqzqWlDRAKhBIDZx/MLQ0qdSnCUnpRCuNZogsA0T8M07iDeH7AbeYnaGY4AaahSqVxBGXt7e1c6hMjSKAg02UsyCyfN6E+1OfGtMlyZ8YzoNyxshFu0NDA7m5iNNRgMVK1WLSM9ePBAhUJB169f11/7a39NL774ojlPvK1WdKAQeTn/cTgcGnxg4sHh4SHCrk5O/j/S3qy30fs8/78kUhK1bxRJkVqodUaz2GNPbMepWzsGmjYN0CJBC7QHAYoe9HX0DfR9tEdd0MZAYLROHbtxamdmPDOekWZEUZS4iRKpfSEp6XfAfK55lP6TYuY/QGAjtiXyeb7LfV/bva5Hjx55+pMk93eI3qUXfRKlHhuRW4rpw5Dn0DvJZNIlKA+ZPpybD8CHGzMIMJHZEyTepdZtTAwJCh4oGcouBN8g00E1SiTSGgCEbpeNSknIJgOsicVi9oNWq1ULx+k5g61DMKqGXppFGMzARRAPpYQXta2tzUZv+F2shFLLQAD/Kck4B4d8d3e3x9QT3AUewiaHziMoDtDv4uLChxTVG0BUo9EwTYbYQdKVhAXWfnt7u/tsyn/6YkprKgLCyaenpw1AsWaxX77S5mQTxeNxlctln6q1Ws2JbPQXWJtA/SiTUFRcXFxoYmJCDx8+1MbGxhVu886dO5qdnbVCZ3d310Jj+hVuATYoCCW9KTM6GKYLAU1pvLW1JUkWp3NTBTNogk6QkZERpy3AzYLo1ut1Tzmj1yZbCKAgGC7NoqSk4gbd3NzU+Pi4gRUoGIAHDh8OOiI/enp6lM1mtbe35zEA5XJZT548cfAWhw03HyUYYgz6LugMwthoTYLhakHZIvwhoA0AnSSLBRjRQCWBlA8a6/nz5+7H0QXjucQFBDYBP8xgItRPlOqIOvgDaAj4yEGLgZ6bjMOS9Yo8kFsUrpoDHD46GMrFAUurBIdJ+MD09LRbwXw+71Jbki+uV+45s9msB6fCkfHioSqIu0RIjPeO0osPPTg4qM3NTQ/U4WX19fXpO9/5jtE9wAX8f/RabB7oD0QEgCa4E+gPiKqcn59XJBLRv//7v1skzgPDaoav7/T0VKlUyvI7+gRQV1A+pGhTU1PePMj84CuZvcJUbU5OTnl6Yvyy4XBY0WjUpTp/RkdH/XM5GKFgWCyhUMhOf4QQkUjE/F2xWNTS0pLfE8IJKAIybAHwdnd3ndcDRYGNCvwBMT1yRW7ao6MjU01bW1tGeykreX/wh4xdREYYpKKCIg9sdqRYMBCLWBKeCQkbfDbMBLAI9KUAe2AEgDUIN87OzgxWAcjxruFkuSGDdBnrF6F90GSB9heLGRv+lTYniFgul/MXJN6RzRKNRlWr1RzLQa9FyQZaeXZ2punpaZ2dnSmTyfhG+cEPfmBZGA+CkovN0NbWplKp5GAnQKadnR3FYrEr/BGJDRDee3t7Ghwc9IOGOMcRcnp66n7r6OhIa2trPuGi0ahvkCCiyK0elGDF43FJMvDDyUveEd9pdXVVw8PD1gUPDAwom81a2sZf6XuDQm1kjwSVBdVRbN4gosipnEqlTK1wKALjgzpKLQAvCMBQslJyUw5y25BqR6I50RyYlXm+0DvB54ZEkH+PSoa+m405ODio0dFRCxwAwQB4JNmfCTDW19enUqnkZ5nJZFwWMwUORwxGdOI4v//971vYwPujh5fkiwEMI9i+dHV1WWLKzQ7HDoBH3A+3NzjIS29OanfSxUieI3qQ25JoiKCjAWSQkg9FSbVatYNgYGBAU1NTDvPCbEsa++npqb755hvTE++9956q1ao3WiQS8UJmehcvFUf/wcGBLi5aOT6UkdFo1IojaIeenh7f9lAWkgy2YC2jP+TlgboBJgUd/nxXFk4qlbKYnYCucDis1157TQcHBxodHXX1gXAdyR6GXyZ9dXZ2urJB69zd3e3ZLGxoyjc+Q2dnp+kTxgXAp9IPkxiAV5fnQ/If9j+EB9jeiE5h89PqQB9RDoMig16CbPLcmO9CMsTDhw+tWILGgOCnnQAFhq6CP6UqocXgQAGljkQi/hy8Yw47om+w4XHpRKNRJRIJl/mRSMQJFYgVwuGwlVzY287OzryuubBeeVaKJJ9oOD0oS6rVqkZGRmwKZrGisqCXwXWBiieXyymRSCiRSPimRWT98OFD81T37t3T7u6u7t27p1QqpXv37vkL06uisaSv5ET/6KOPPGK9Wq1aEUSZ8fTpUx8MY2Njevr0qdLptE+0/v5+/dd//ZcnUnd2djqIDFED0DrlKacqwNDe3p4+/vhjffDBB84dQk+JKx9bV6lUMqhCCQS3Cs3S0dGaUzI7O6t8Pq/R0VHduXPHvxvh9cjIiL766iujiicnJ/75TJfmn7GwqB54x93d3TZfw9sB1F1cXGh9fd3vFk8kZH48HncMC6UcYCAbOxQKmdelL6b6Ql/LoCYqKZ4ZInrsiVgYc7mcRkdHPcSImwu5ZVdXl375y19a1rm4uOh3y8hDpJP84WDloA5WEV1dXWYmCAJgvyDjIzJmcHDQaRe0Ehx6xJa89ObkAbP5EomE535AGYD0BW/N09NTvxBQLGxikgzTE3lBn7OysqLPP/9c8/PzWlhYUL1e19tvv62zszO99tpr+vrrrx0o9e1vf9s9aL1e1/379/WrX/3KA4yKxaJyuZwmJiaUy+XU19en+fl5Xbt2zRGSVAa3bt3yw4fGeffddy2uOD099bwOJFyAKvR82KdYWKhpkJfRs8JtUhbt7+/bloUzZHh42ABScKEBWlBagvQODQ150U5MTHhzUvIycg7uGCormM8TLNOHhoa0ublpkzyCdQYlocOlLOMwnpycVHt7u3K5nJUzPT09TiEIBmdx8FxeXiqfz7tvhr6QZEEGzh1u33q97uePCo1nGTRFn5+fm2f89NNP1Ww2df36dS0vLyuZTLosPTo6Ujab1be+9a0rBxc9NGudTcVFg7kbxxEpD1xGgIUYCTo7O82VBpH3V9qcOOsl+UGi+cRkill6eHhYuVxOyWTSes+Ojg6PA5BepM4hIr9+/bqzPO/du6fNzU11d3frs88+09LSkl577TWjlm+88YY++OADc1bn5+eampryzXN0dKTPPvtMh4eH+vGPf2w0cXNz0yggRuHXXntNxWLR/RDVALcgNxOxKA8fPvQmbDQatnYNDAzYdRCLxXxw8D96l2q1KjTKlUrFt+jAwIAKhYKTAbm5aQdQLCFbQ5kTHNbLxqdvIowMkhyBOPk+bAqkiPShlO/kPoHgQtKzuSiBycbBCH1wcKC1tTWLNShhg7rioJ/z8rI19TqVSrnvwr7G7UbqHrK+jo4Oi/IRqsOTw2cTHg7KSx99fn6uW7duaXx8XOvr61YOHR+3pnojLQyaqcEnotGo8vm890Aul9Ps7KxOTk6sSKPU52AAHCL8G0oo6PdFMP9KmxNFTD6fvyIGDpYlNMOSDOKEQiH3W9ymELzn560ZKpDq/Dfd3d36i7/4Cz148ODKwmw2my47zs/PrV5ZWFi4gnhxS6TTafdU5+fnSqVS2tzcNHxPuYG+U5LT8igr8T1SClPCghBGo1EDPahi+I6NRkPZbNaey+3tbW1ubuq9996zOQAPKhK/YDBY0Ja0s7OjaDRqPSu63+npaZu/Ofm7u7vN9Qb77UQiofX1ddVqNSt5iBKFnmLmB6VxMIiayqS9vd0VEl5VfKqgqCiCeNdsOspSMncwsgMySi8m2nEbk9qPoAE9NYAKCx7QD87z4ODAETCAgw8fPtTp6ammpqYM0BCEXa1WHW0DjdbR0eGA8d3dXZXLZY2Pj9t0MTk56XgSsBUykcE8GG7E4QDPixUxmOb32/78n0kICKERHrAIms2mCVjsObw4XhRUCtI86n+CpN544w1NTk4a4r68vNTMzIz5IUkGRPgrMkH6Xcq/7u5updNpLS4uGimG6uHkxLaGA31yclLlctnEN6Q5/RURnjjdr1+/7o3abDZVLpdNunN65/N5x3FWKhUvCHp3bn1AJjye8Xhcz549U6lUUrlcNol9cHCgzc1N5XI5A3LcDG1tbUZBuTEp5xHlBzWx9K7opSlbuel+007GzXx4eGgEmJshGIkJlQRYc3x8bMdLcIoc60dqWdM46Cm9Udysr69bDbSzs+OEvnq97uwdDnbEAABfsAm0Tvv7+1aKzczMWH761VdfaWBgQJVKxe8XsJBqhMoH8UKwzMXHzNoj1YG1cXh4aJyC0O5KpXLFSobP9datWy8vfAeFJU0NKVQoFNL09LR5QQACkNFUKuVFA9pL3b64uKhIJKJbt27p5s2bvrUADNgsJycn2tra8jQs+L/p6Wn7HEHSiNxELscNj642iOzt7+/r6dOnSiQSWl5ednxiPB73TRqJRJT99UyP8/NzxWIxxeNxPXnyxPm7mHs5ERG23717VwcHB/rss88kyePeYrGYT11kbyzWjo4OPXnyRIlEQpOTky7Jtra2tLu7q0QiYRpqb2/PLnsmdAFKULXU63Wl02mP+aOsR6ABLQJfjW8S/AAROBK08/Nzby5+F6l63LwsuiDnjQifUfR8lng8roWFBaPKcKGhUCveZGVlRZ988ol7dGaQMMENegyahZKbQPP+/n7fnisrK9rd3dU777xjhQ5yTFBfFFTRaNQbHUFBkP7h4OKwRVAgyTJALjE4fEAwtMEATPTHVA4vvTlJ4iYCAmSv2Wxa9c+xa3d7AAAgAElEQVRJE7TQAAAFS1LE8tPT07p7965isZjhbJwu2GooHyS5pCGPh5kj9IlbW1sOeebgYHPijwT4YVNcXFzoyZMnBoDg7K5du6bj42NVq1XVajVdu3ZN4XDYt30ul/Oill4YA4rFokKhkGKxmDk50EUWH9k8/Ix4PO5nxgadnZ3VwMCAJXM3b940+MYBMzc3p5WVFa2srHhyMyAUpDx5qbxDDAUYf0lLgB/m9wefEfgCABQb7vT01Kos9NRB0GhsbEzZbNYoc2dnp2NNEC+MjIzoyZMnajRaqemAOiCwqVRKv//7v6+f/OQn2t/f11//9V+7l6Ui+eabb7S9va21tTXV63W98cYbHhsCRwxgx4akorm8vFQsFtPjx4+dCn96eqpkMqlwuDXBjV6/s7PTIE/QHQRGQT8dbPUo3aHN+vv7nXPU1dXlAHYshq+0OTlBJyYmrCtExQIMvbm5aREBKB5BRhDxlH5YjBh4FDzFUX7Ac7J42PDA7uh72YD4MsngQVIGxYKnD0SSCoDehtN6d3dX33zzjQGM9vZ2ZbNZQ96kyLOZ4cjQ5eJqSaVSymQy7hMzmYzS6bQGBgY0NzenX/ziFwbUeKZUJtACHDKNRsObmAqGfg0faSaTcX9Iuh+uFWgQnC+STD9wisN1op0NirNRhPX19Wl1dVW9vb3OcEWcAf3BjQ1HSinLxmfTPXjwQP/6r//qpDpUXDdu3HDI18DAgG/LDz/80EL4oD+XCgQjP1XR1taWwuGwJiYmfAPSYlFlNJtN+19nZmYsEAhGWyJDhK9Gmkhbs7i4qMvLSz179kxTU1NWZZHWgaFdkg8DDkx6bYT+v+3P7+w5P/74478jnoLSMijXC/ooQf6gT1hcuAOgIKBN2PwkLADVo1bh5rlx44Zpgtdff92nFrKp/f19bxyolbOzM9/WbK5ms2npW71ed7/MyYUYmdMR5K29vd06SG4aUulZMEjESP8DLq9Wq4rH4+rr69Ps7Kz7ZU5mXiK82bNnz3xj0dMgLOAZgOReu3ZNAwMDisViymQyV2RvmUxG7e3tJtWj0ahznPi+2KIwz+OSoNcGbWduKBUHCQDwfRgF6CUxhTebrbk35XLZ/XZfX58+/fRTVatV/e3f/q3ef/99zc7O2sHCxjk/b408+Na3vqV0Ou3+HPtb0PFBPhCIMvpqqjzC3+i/MV/Tas3NzVkAkv71hDSEDcgoEYVwycB7Y/oYGxvzs6UaCIVaIWXsD8II4vG40yK41W/fvv3yPefk5KQdCZSG3BoMPIWsDoYvgXDSrHMLEiNJch18HieL1OrR6CN4QJQybBRcA5VKxcgXJxo0AOqQ4ODWQqHgh0wJhaID1A86BbpjZ2fH+lf6Xsq4YGURDoeVzWb14YcfSpKbf4zA3CiJREI3btzQl19+6YAqnBanp6f68ssv1d3dbW8mwoJqtWrPJ3plqK5bt27p+fPnnuaMMCGo6QTQGRwcNJDE72XEBjGT6FTR25KLi8Y1FArZF9rT02MTPeg5Bzeo6snJiSWLJB+SvNDe3q7r16/bNQTKyrtHnQQoBcfZ2dnpz43ogUoGhxRAY61Wcy+N2AKOnXXATUZ8JvwyHDbtFTRVT0+PsYGNjQ23b1BTyAM5wM7OzhSNRrW8vKxEInEloua3/fk/e04kSdwSlJzr6+vuJZhfSd+D/43TI4j2Qhewabji8ehhhObUCRL2Umv84NOnT3V4eHilvAb84aH19va6H+3q6tKjR49M1iPNqlarviFZNPBPY2NjjpeEGkArik4TdDKVSrmHgcdkoVLqlMtljY2NGamGH0Sc0NPTo2Qy6RcLB8Zfcf/gC202m4pGox4sRC/FP8NzSVoh7wqdKM4bSjY2I24O3hHZsAAsqK0Ah4Ka2K2tLauSyA+CUqtUKjYLxGIxzyhdWFhQZ2enCoWC3113d7d+9atfGf1E00xeMpcEXDGoKJRfOBy2CZ/xFrzbmZkZSS1rHOMiqUYqlYppEn4faxAgjOFJYB4DAwOqVqs2/zcaDSubcBWR3BG81bmogoqkl9qcEL4YjFFAoH1kYXGbcvJBss7MzFhlw+kClI9FiClZaEe7urr8ECjVUH3gjJmamlI2m1Wj0TAqeHbWmh8Zi8VMA3BL8oCgKKBSUHig/Uyn0ybAifsMStwg4Pv6+jQ8PKxisWihOP0JJTayLUoZwLXp6WkdHR1pYWFBT58+1fHxscUL8J+kE7IIYrGYNzNiavyKhUJBpVJJg4ODmpiYUD6fV3d3t/L5vMbGxjxwic8NBhDMJEomk5561tXVmm9DSc8tjMKoVCq5PyMbBz0qh2QwrZG/JxoTyiWVSnmdQfDTLm1sbKher5u7ZEo3CRFETQKwBKssfJdUO3xXKoru7tZ8naAVD2dS0IBxfn5+Zd4ooBhT0Mm/pTXgUK3X687uhQNGC82hG8yu+l1m69/Zc/7TP/3T30lybU0/xkkMYctNAXDBg2TzBksBDME8lEgk4sAjgB/qdgbLUh5fXl6aPMZiFczOBQHGdYIcbXNzU6urqwa0CHzq7Oy0aXhxcdFgAFEfpAlubm76e924cUOzs7Oam5u7wqcipgAZRM43Pj6umZkZDQwMKJlM+rNjm9rY2LD1CAKfiV2IyHO5nDKZjM7Pz5XL5fT48WMVCgVnLyUSCW+83d1dx6ZwSIKgswEo96gEoJA4MDlwOWiLxaLHNGKcB0RBwUWiAe4egCMwBQ5FqWWnIl+IwLFiseiyE6tg0JHD4c/aYd1J8qan5OY7AAyBY6DLnpiYsKYXfAFkGundwMCAVVsAW/xMnifvnhZIkhFtkNxoNKqLiwsL/QGAjo6OXO28/fbbL99zorSh3+A04TQISsmYpYlxOAjK8ODoRxi9QD93cHCgeDxuwAWFERJBmm7AF06w/v5+z9xEbUFKOTdnkCQOclDQOMDl9My8SFz/8/Pz6unp0fPnz63HvLy89I2NTxEQgM+G8B9JWb1e19zcnIaHh11uE8ydy+UsUUP0zgJAr3ty0hp0dHh4qJmZGW1vb3tqMwIPjONBEQEDd1nYWLIQaECLcIAi9+PWGRoa0s2bN63E2t7eVjab1dzc3JWRfZSZ8HaUmZT+oVDIXuBms2nhOEkA+/v7Ojo6MlhID0jMCVWbJN9SqHagsRA8cKNfXFy49ydNLxaLGRXGd0xIODw+rVQkEtHQ0JC5bRITyAnq6+vzz8EqCXiEDxWKkIqFPUEfHvTuvtTmhK8bHBx0CUfPifSLFzA4OKhCoaDJyckr0r5gH9NoNHzCMlczSJBTIkErBCdWb25uanBw0GbYjo4OJ7+n02mrlihX+XtONRwzZB7xArn9g33y9va2s32q1aoVJogsKHc54bnNyQfC28phQ0m7srJiAQXGYmZnYvYNuhQ4jWkFOIVRCeGlZa4MJzvoOsKHoBwRhBhBAgoqgBeqAJ4X6Gij0XD5TAYRt0mj0XB6OaIMej16RLKOKUmZ2wonuby87O9M9cNkcNBiST7s+XswhcvLS+f6EL9CLi7gEdLNvb09byRYCGyK0WjUB1QymTQ1w6YHPafcZ6QiACdlMdJNenEwECR+AKGvvDmp1WnAUYBQhgF7c9Kn02kdHByYj0SogDkWQzI3L33B8PCwnj175sQENgvqExZAtVp1VitibfgtZFKokgCXMCiDbobDYfsmOfXpCTo6OiwBGx0dNZm+uLjoKH9MtwBSbCjoCHjSZDJplJa/0r90dHRofHzcqCHeSCgE7EUQ3PRTbDpuiv39fS8q6A8WJggr/GIsFtPKyooteYSXAecTuEViIMFdiE4AxEC3oZMo/YmwIZ9of3//CvB0dnbmz4g7KZfLmYuWZPS6WCyqXC7r8vJSN27c8AYCGebfJbIF3hZNMCU374golEKh4BxZdLXE0bCJOjs73Q5tb29f4ehJnOcgp/JByXV5eampqSmvNQ4eBPD08PT7eJpfaXMCdUciEQMLvHRKO3Se9B5QDtTqgA64G0BdcUgQ04CzBAg6Ho/7ZqVB7+jo0NbWlubm5iw04Hbc2NjwTUGvAHqGYCEcDpus5+eh08zlco70Z5GhGYVX46XS18CVseljsZhKpZI2NjacnvfkyROXWMlk0rNHLi8v9fz5c42NjbmkbTQaRl8PDw+tNuEwwiAAMs1n4LN2dHS4IgnymkRHQrhzuEDQ4/JgMefzec3NzSmZTGpnZ0cXF63UfNoHSmMOQ3pqRPwIEkiXo9w9OTlRX1+fY1KHh4eVz+f9nuAgSZZYWlpyK0OIG6ANv495rW1tbR65gAOHEn9ra8tC+kKhcEWSiDY7iMDTrtCapVIpYwi0ZoBfuKomJycd2UrViBAGAQNa3KCe+JVdKVzdIJFIkFDSMzwUZT7ZOEGdJyoeSVb8UGqhU8zlcq7pUc4gBEfMwEZFQcMLlnQlJQ4fHYTws2fPdHx8rImJCcd74MWjdAIlTSQSLk1BFYvFovtJypt6va7nz59bCBFE4ni5/LNMJuP+OZvN+pYGUWVS1cDAgGZmZjw7BDAELo3NSdleLBYNGoH48ay4aSifyOXl9kFtxbTrdDptmxRzWhBsAFJxaEqyAIH+m82ChA/ZJu8TNBv3/+TkpG8lfJNUO8ViUalUSj09PXr69KlCoVbINJ5QgCGe6czMjGNDCP9CTEGlR/uCXhiZZfCz8vMJYQPB3t/fV61Ws5KKDb23t6eJiQlXNeQLB21ltAfcsLRjVJr8rlfanLi2abTJsQ2WU1Krl0EVAuIqyYqO0dFR96iYVeGV2HCEb0kyisrpLLWMs6Rn46dE24sYnuAwSf6cBBGjXuru7r5SfpF/w+Ihy1aS82J5BvQ2uEouLi48Kg6BN80/WT4oV9g8INpkEoVCIW1sbPg5oM2l6qBPp88FvAoOHmJqGb0Y+bV4NsEOuHEBvjBhgyYC+gTnWCL6BrgJ3vwccLgwxsfHLTCBo6X1gOaAkxwcHFQ+n7cu+KOPPpLUyjuiDEVQEA63Euuz2axbKdbQysrKlZyqYCsGV425G70rrQVrRZJDyTjw8vm8PbJEmXAZgZuw8cgSRiuNYX5oaMh7B/EEAN/l5aXjS3/bn99Jpdy/f//v9vf3rdqhZOns7NTU1JRPJtA/Tig2L6Ls3d1dQ+uVSkWJRMKLnIXHiHqACJwX4XDYOTmUdywKbkJKbWRzjUZDuVzOw01B3zBIg+qycel/oQBAUAnUhjxHoki/RiwjJD6xHqFQSDdu3FCpVLI0jZufMphhT5zEfX19euutt1ySUfo0Gg2roCizJfnGIn2Q0j84PwWKA3E7J3mwsuEw5LAJHo7cltBIACpoUKVW9USJTB8VzFTC+QKNcnZ2Zrqkr69Pa2tr+uKLL5zNc/PmTffU4XBYqVRKd+/evaKzRuVTKpX882AMWHeg73wuzN/QJvDTJycnvoURJMCBhkKtAcZBwQmfm+dCP0qSH64YniUHsySvTUQ9cJ5vvfXWy1MpR0etIaT5fN5mV2rkWq1mNI8PRk9WKBT8wrn5QKzm5+d9lXOrAMwA6oyMjHhw7/HxsXNh+GIAOpJc1mENY/R5Pp/3aQ9qB60CunlycuJsolu3bpnC4UYhgImgbMozSj4afg4UFgwxkqQwcKvDD0ovBOOUfh988IGtU6QrgDpjzcPEjZAbLo4NwWG3urpq0AkzPNQD/RW0BQIJMIXj42PTZfRXpVJJiUTCvwtE+PT01NpZJG4HBwean593KYxAAAAFvS0uIyqm8/NzvfHGG46tRD5HlAhiddYglBjcLQFbCBYQy9M6EQHDumMTHR4eampqyrGfl5eXpuPwv4Kk06ZxYAbBO0zweHwplUF/CWFD+80h88oZQrwIhNm4zNPptE867FbMjwBOx1GfSqVMMDOLhIcbi8WU/XWCHBsO6qSvr0/Pnz+3QgelEZpMKArSBRiUAwkOoYy4nY3KQz88PNTm5qY3QKFQcLA1CBsxLGQIcePU6/Ur4cdY6uhdq9Wqe116Kk5Ybn4+3/n5uRYXFyW1MptGRkY8xYpJYywQWoKge77ZbIWGJZNJx5VAQ7HI8RTCcwLhY2qg5GWkIN+PTd/R0WHap15/kd0LSizJEk4sevDgpFcEPbbQUb/85S91cHCg7e1tLS4uWqklye6YYrGo7u5upznU63XrqwF7kBuCbzDcibUE8Hdy0poNk8lkPIf08vLSaXocODhpUMHBpSLF5H8coKwrIkEnJiZ8WIFAB2/wYFbx7/rzfw7PRbgLUAF6hvSJkwChNn0loARuh2QyaRnc6empyzoE9JyAJycnfqDDw8Pe3MD4aCc5lSnjUPrQcGM9QsnEJgyiY9AK0CtEX9D/cSAQ6ox8bWRkRKlUyrwhQgrkhZT3vLzZ2VlHVh4dHTkLGOBneXnZ6CEvkttiY2PDJnNmkGJ0J1eXEn5+ft6OCkpTbndE8vPz8zo/P1cymTSiDbcZdEpwMHd0dDheZmdnxxVFUPxQrVZVqVQktdQ/q6urpjiI82CWCOAiB3RnZ6fm5+ctlN/b29P4+LipGnhT3DqY8Sk/6d8oqZHXIVrg5gyChFILDyGbl0oERgE/Mb5Xqg1ueyg1jP3MKQVgwx1EK0EAGhUMggnauFfanJzEBDejqsE5L8lXNuUINxo1emdnp5UyROITKQEVMTAw4PhCFCv1et29A8JppHXcYJQ6SOHgAVG8cGAgI+TkR1OLvvH09NQxh8FMU5BYDhqM5fQYjEigv+JW4YZA4kcWDxzizs6ORe6Uaf39/dbDsjDv37/vBQ49dHR05HwkspbodTOZjHZ3d/39uUnwk1LWoZDB+0pvGzxoQRLhbSVdyRmixcBfSwp6vV5XPB43dYIflFsEIKlcLvtZceDx3JgmAEj1/PnzKyl4iFqCRne+J/Sf9EJEw2EdROgRJ2A7HB8ft4acQxbBfE9PjysKqkgSAyX5QO7o6DCIymiNra0tu68QfFCFcLC/0uZkg2IROj4+9uLEIU6QMzks8Fv8Uk7mRqPhFIPBwUHnxra3t2t3d1enp6e20rARKEc5wRDE48CvVCoeTYj4gA0HgEBPjFWNTUT9j7UIjSXlZz6fN7+HHI5eM1iaI4YHiRseHnbZwgGGhCxYEtJv4/44ODhQMpmU1EKaJyYmvNGCXBwn88DAgLa2tlx9sFBGRkbMGTcaDXtkg/0xt1q1WtX4+LgjHOF8g2PwQNy5XbmxsM2BiJMcUCgUbKIGrWTzA8pBd/Ad2trazAXPzc1pc3PTvHImk1EqlbIlb2ZmRqFQyJlKiUTCQ5EoMdfX183NQx+B6AbTHljHlJjcqnDLVFJBHTGlKwot+GZ4d/TWKKBouWq1mm9zbnpQ61fanAh7UfSAYAG3g/6hLCmXy4rFYp57AQ3R19fnfmFxcVG1Ws3BXqenrcnIH3/8saVzqE2IcSB7BzUSuUKUq+Pj4+4fgxEbqVRKtVpNAwMDevvtt5XP53X//n1/L0kGc+ipOzs7tbCwIKlF1FO69Pb2umSUXgBi8JpQFvS8Q0NDevr0qXtMekIWLyAaUq9SqaS9vT1P0OIwhLTnxunr67ObB21mJBJx6xEOhz0MGO5Xkm1U9KHY6n4TVeWEpyQEUcYjiZ8V2gK9dblc1uHhoSYmJq4AKpLcS0I9nJyceAZLUE+MjBAgcWRk5Aolhk4Y3y3oJ+sy6Lfd29vz4bGwsOD+F3oO3jEUCml8fNxSQ7jdZDLpTRsOh30Io7floORg52chHOFQ4BDgfWOhY99wIL/05gRKJl6BxDvKVuYdBpUzxWJR09PThptRUqTTaaOq0A5EWtZqNd2/f9+nFDcwYMTh4aGH4uJVJLSZXgApHTB4oVDwg+NgGR4e1vT0tJaXly3roqymtCQFjhOUKJFg4396emoLG64OYHQ25qNHjyyLe/LkiZ49e2aqJhqN6vnz51azcEPRjwRpA2B88nBAIdEGczMh3iBRHqUUCQOUaaDR9EeUYrxvnj06UOx8gFkg3lBgtVrNpgcqCTYbpR7gDuUe5vZMJuP+HhAHcfjo6KgP8lgspomJCZXLZau1aDXgmkHzEQVwuPX09GhjY0MzMzOOHxkcHPxfNFowzgRTN6AWmmPWUVBAwM8gR4g+mJEhcNsYr/l5oL2/Kxrz/9TWUgpxg6E7JZ6CPgIe7uLiwklkRGkgW4Ich2Tn3+3sbA1k/eEPf6jt7W19+umnfsEgsiye/v5+bW1tuYTc29tTrVZz2UfZxK0EoMEpmP51Kp0kaySR7cEPgvzRV1BaspDOzs40NTXlfFJS1PicbFY0n8i3OFnhMSnFATwg3im3Li8vrSXlZzUajStp7KiMkLEF0UukkfTYHGiUwKhk+CzkQ9VqNU1PT/udMSWN9D9uU240+jJK4HA4bC6xXC6bvqIcZ01JL3yiLPR4PG5O9OSkNfNzfn5eW1tb1kmfnJxY6cWGKRQK/n5IRJmNiUsEAQGbhEP48PBQpVJJnZ2tyW30pGi6g+mGGCVYm2iOARoxJyBxbTQadg/RVrGPQJFfaXOCoNG7hcNhlxksduBpHlLw6ifNGx8i2aq484GVERGMjY3pxo0bajQa+vrrr02/8IAoMfAW8sA4FDA4o9C5c+eO7t69q08++cSytUgkoh/+8IdO0/vmm2+Uy+UUi8WUTCat7ADQgcvlsOBQOj4+1vT0tJPH6TG5YQF7cCPABXJj41MdGxtzKhw0BzcQE5EBaPDM0l8hsEfpQqQJ/RoCB9LeksmkFhcX7aUE/OH3A7SwQYLB1NBi3AR8PvooDk0EH+Pj494MOHYA5NhkcNkcEGAbuHooS6HJOFjwc1JWEovKvNLR0VGdnJz4YOAwQh2GkT+YDggqzM+u1WoaHx+32ik4gLdYLFrySPUCloGp++TkxCApSfY4eTCJcLi80ubEhpPNZl1jcwqPjo7ah4h9Kxj1wFBYSl5uuaBSB28mahBJDpQaHh729C1O2UePHimfz3uOCnrH119/3RlCGK6Xl5d1584do4U7OzsGTur1uiYnJ7W0tKSxsTH99Kc/1eXlpQqFgq5fv66LiwsroLCFUXaiboJY5xCj5wYUkV6gtpygCBCIMIE7wznCiYs6CLcECh0OCE5rhBX0+nCVSBXh6IIGAYA73DhUI6lUyv1/vd4Kbybhbm9vT5ubm3YLgZIjpWOzhcNhAy4bGxvuk+nXRkdH9fjxY1csHGL8HBRU2LmCulZQWDYQ8lEyrjBYsA6R0eGgomoD7ApWENVq1WsSrTUsA6ntSA9JzEBhVCgUdH5+blkgrh005NyqjAPBgYQHGOzjpTcnPBCnOXwkVziTlbhFt7e3NTc3p9u3b3vRUu7y8MkZ4qGw6FCohMNhTU5O6uuvv3Y5Qwk3Njbm0+ni4sKB1JQjHCAPHjzQ7OysAaGOjg7dvHnTqCI3Sr1e182bNzUwMKAHDx54YZGs0NHRYd3u2dmZnj596p5ubm7O8jx6Qkm2osEPo4paXl52L4Uiqlgs6uDgwCJxRAlSC0RBWM3pjDF4dXXV2k5ucG5BAI329natra0ZER8aGrL2l3IWYAzaijIPBBtQg0qoq6vLaGQ8HjeFw6ZBj8stGATwkEyyGemJuUn4LCD9kPZw5cR00nsj16T/C8ojHz16ZCFAZ2en0um0Li4uDIZB/0G1MfsVOg+xPQOZeEdcNvTvBN2RSE9bhHsKBReij6C2mzwn1s1Lb87d3V2rXvjiLGz4sZOTE7sFms2mBgcHFQ63UtnIbiU5jZ4tSHZj4anVavrmm290/fp131KAOgBHoG28YMAeNmZbW5sKhcKVQF9c6pSFlBYgnx0dHYrFYrp27Zq++OILLS0tqb29XRsbGy63+f4ffPCBLi4ulMvllM1mjVjX63Vls1k7LvClQrfQE1PakNHT3d3toGWSAPge9IgAFwgYAL42Njau8GzYw+Awg3plsojwVyK0AFm/vGxNzeJ2YjOxKRDZczuh/oKIl15I4iQ5PxgVFL0yuUzt7e3a3Ny0FA4ukmfR29ur5eVlgyb060H0lPQMenR4dW7JYGAZNBCgGS4lDrRgFUIFB87A4QFrwWFE5cP6pA9H4klSB/5RhB3BLCoMIa+0OSFS+cJsiLOzM78QJHV8SeD8oACZYC1ORkyroL5Em4RCL+ZIcBonk0k7z/ks3J7JZNIbllF6gAE02gA4gEOUdjyk0dFR1Wo1zczMKB6PG5lmcVNSkdyHrI04TmSLUgvdpfRhg3LTIEgIirDZ+Jzo/F7+GfQNtwmG3vHx8StijN7eXou2KVU5gFB0zczMWC1zeHioZDJpqx8II+IINiTflYWHGIRol+PjY/d39K7d3d1+p2xMdMmlUkk9Pa0hxel0Wvfu3bMHF5CIZESpJaonyCuoDGOtYEAATOKv/HuxWEyzs7OampryuiHaBJqJWzAoICBxEk8mKjEOe9BtjADITRFEECBGD09CAxgLf0Xm+EqbEzcFcihkVzhPgidXs9nU4uKieyBOiYcPHxqwwVqEMgURAFk3cI3A2vQdfPGxsTGfhl1dXert7fVJyFQnQKugW6LZbF6JQdna2rIS6eLiQtPT07YnjY2N6csvv9TZ2ZnHI9B3cgBwCJAOhyGd3idon6NcGxsbM8fFiYp1C/gfemR0dNSlJVO1GJQDVQMSmk6ntb29bf50d3dXU1NTlkhyaqOogi4i6QHM4OzsTBMTE76xgxXRwcGBSqWSpqenvVmJDwkK7qGBIPOxdgWNA1QHf/VXf6XXX3/dNy+A2n/+539qc3PTm4sbjJbk5OTEpnapVYLPzMw4eQClD5tWkpF2VDkohYJmDjABSvuuri7TSAgkyIdCNMMa4/BCOBNUA5HsEA6HlclkdPPmTR/ktGevtDlRvTQaDcPLlAQ8fHgvysPBwUEL2CndmNCEdA4kra+vz/ajoPE1Eono888/t7ofbiz4ECX5JB4dHXUcBuUY2TzknzL0iDyZcn1tCmMAACAASURBVLmsiYkJ39aJREL5fF5dXV2anp7WkydPrmgy8akSrUjcJ4cWNIokUyTc3vBwJDiEw2HPCqWMApHGFcLNzsxNXijIOf0atyxRJOACpBUEgStueGRvExMTNm1ze7BoQWO5oaampgx2IIWTZBST70Esy/7+/hXDNWAIHF9XV5dSqZTGx8ddQXGQ/OM//qN7cJ4nebhsJlROzWbTGwixOaMIEXvghqHsJPGRtqCvr09TU1NWR3V1dVkYwuGDCo6NxucKcvlcBsGZL9AmoVBI6XTa9ko4aKrQl96cwToftzuNPB+a5OypqSnX28PDw9Z35vN5f/iDgwONjY1ZTfP48WM9e/bMNyO3Cr3TF198oc3NTVM23Ij0t52dnXr27JkPEPhEXO+ceM1mU0+fPvWBMjIyYvUJJXs4HHaOTyKRMJHPguGwOj4+VjKZ1PXr1/X111+bcuBZIeXilhgfH/ciBbqX5EOC25GZkYA8LCqAH/SmsVhMnZ2tFHZkicEbmEMCiSK3MuUezwQJGZEacM3lclnxeNwRHByE3PxomFH2SHICI/wfhm7SHBBS0F8y9RzhAHw6tsGlpSWtrKy4j6ZMZjBuvV639A2LltTiNdmEklzCoiYjBJr2jJmacNySHCfCeudAQSCTSCScjhEOv4jJpB3DTAEOwLOFRqKFCIVCNmv81v33u8zWH3300d/xoYOq+mbzRViw1CKzU6mUr3tugN3dXfNPSKOoz1nkY2Njmpyc9M2EUTUUCml9fV2Tk5NW43R2tpLm+T005nxpPJSNRkN//Md/rK2tLc/LpLzs7OzUxMSEHSoQ9SCMABI4YwCloBEonxhqi0OH8h6+FdsZPxMQAHtWo9G4MrkZDSyb9uLiQgsLCxZTSPI4h5OT1giIYK8FT4cBHb4XnysIJT5UNhf8I24OynGcFFBQHATcesjm4J0RSyAqARSkRwVzwMIGhw0/DqoL4gsVE4vFdHl5aa6WEjWfzzsOhsXOgShJc3Nzrk5wjlD1AOTgjAoGWpNMwNxOsADQ1v39fQNMJHkg2cNfyugLkiL5jsF8XaqxnZ0dvfnmmy9vth4ZGVGlUrGyARUKGxbAgNKTvgvfZnAYEKcPgcLBdADcDWdnrXkSuVzO4MTt27f90rq7uzUxMWHVT0dHhwleSYbrgd/RgI6Pj+u1114z+ga6R04QJlvE8ZRY3d3dLm+4PeHC9vf3df36dZ2dnXmOC+AYIM/Z2ZlDveh14CKJ7+A24/d3dHSYa2WjELzc0dGhXC5nd8vFRStQOpfLuR+sVqvu6+D7wuGwUUdJDrPq7e31rRvsD6EtTk5ONDc35x4aKgHk/uzszNpjhBpEP3L7LC0tGQDhv2M9QSuhhSUQ7MaNG9rd3dVPf/pTra2tmX5g3glqJpxHyPQ4/IIlfSqVcnIeYgFJV1wkTK7meQ0ODiqVSung4MCocPBG5ZChRKWsbjRaU81RVnHbbm9v+0I7Pz9XtVq19PSVozEvLy8No/NlAQJ4WVNTU56kBRSN+gd9Jg8e4AT6hIBdNhsvOP3rQavValXZbNb9LuXZ5WUrbQ8tZCQScfJfNpt1oJUkuyEgn+kTgrLEoOcvHG6FKxOtAXfKrYNJt6enR2NjY/r2t7+ttbU1lUolVxLt7e2KRqNqa2vTxMSE2tranKuLCgj3ChA9ZD1EPoomACcoKuB8ZGooi9iQ4ADwl/F43KU2CibiOLu7uy3cCDrz2dDMKQE15ud0dnb6tgIw5HZhfCHyRzYgljSiZOibifjkebH433zzTe3u7mp5edmTxBBQHB8feyQ8wdiYnRmNSPWws7NjcHFwcFBzc3Oeyn16eqo7d+7455ycnGh+ft7I7vDwsLl8UO3gQQMiHsz4BfFdXl7W0NCQCoWCb9WdnR2bSMbGxnR5efnqs1LoFTo6OiywxmUB2TwxMeGxCkD5CIcRHwMIoawgfoSTEpUKIbzcUOfn53r27JlLyq+++solSjgc1pMnTzybA0lZe3u77t6965tLkiMeIf85WCiHufFQgeBaQDYWFKFz2mELCj4TbkYAMnhVgDFuVYzLkUjEIA5CDBZtMBKDPjkcDpsrnZiYsESMHorDkd4dm10w7oNDkGG+pNRVKhWjxLy7wcFBtx/b29tXeEhCozksSYzAmsVCzWQyjurg0AmFQioUCpbJITJhXZyft/Jof/CDH+jtt9/W119/rZOTE62trRlLKBQKdgQhqxseHtbU1JQkaWFhwYN9u7u7ncIvyc8D4Tz5WEFvLAcddrF6ve4bsqenxxE0IMinp6ceFgXff3JyYq0tOtpgIgWH/ittTk4j3B1ra2sWN0vShx9+eGUIDsnwLGRuxJ6eHj148MCNMrI2SYbIQd3oXTo6OvS9733PpzY6S0mWAjKAJkhbsHmxOFHmwK2ifQQhxr8JSskCAYUGCS4UCga1mHmytbV1ZVAQSLMkvzjc/Dgb2IjxeNzyLky+VBYAbiiBkJRRitMyBJFq/Ju0ByiMcA7hkqhWq5qdnVWhUPDBsL297XcGp8jfS3Llg3+xWCx6IW5tbTnXCLEHXLMkp+Sxcff29ky54WVFfQYlQzkIT3zjxg3F43E9fPjQ1sCxsTEdHBwon88rEmnNPxkaGlI8HtfY2Jimp6ev9NThcNiJGnDGbIz19XV1dXUpmUzaSdLW1soOZhwI6p6dnR2lUilXDs1mU4lEwpsUvzPaYSoiqioO0L29PVM7r7Q5g0ocxOq5XE7NZlNvvvmme0FQNdQSxCPyoihBIfafPHmijo4On7LoMyWZQ6QEHBoasu8NlK7RaCiRSNiFzzwL8ncIrrq4uLC4nDKE3hFxcq1WswAb21I8Htfh4aHK5bI5PQ4RQJJoNGqUFbSW05MDRpJBCMoe8k7Pz8/ds6VSKW8wDo6joyNHj2LPCvpG4UWDpRWfCxS0Xq9rfn5ex8fHLsXpn8jMCapjEGzg1EHMwHg+ngXfB0CIXpCDhMgSkv6ISyH/F9klixgWAAN3W1ubVldX7RGF475z547ef/99Uzrb29t69uyZvZ48/6CPVZI+//xzvfXWW1cUO0E/JzpqwuPABwCKWCvw6YhaeLeSfAjSGkH90WeTHoEEET45SMH95p/fLk+QzN0ETc8jIyM+ZQBi+vv7rUVcX19XpVJx05zNZpUN5I3mcjmjuKhL2HRtbW1Ga8fHxx1ncXFx4TkdgFBsFjSWoKuAJWxA0MFms+lNBMrHrbyysqJ8Pu8FDGWDugbQKxKJqFKpGBFEPQIsz0KnjALsIa4f0QL5sSymWq3mtEBKILTEQbP14OCg/8qpTZlHOUt/w6ZmgQeBJRBDTACxWEzz8/PuhbHQSa2bLyhcmJ2ddVVAD8vnLJfLFo2wCavVqq1ymPMlmRLhliLlYmdnR7VazcZkNMXpdFo3b97U5OSkZmZmFIvFNDk5qffee8/DkimNuYmlllni5z//uXGQ4KwfwMF6vW4HC++Psh41Fwn6m5ub5pgByFAxlUolRSIRb/pMJqN6vX5FdogIHkPBK5e1bATKmkKhYCNpOp12SURPiNaS/jMSiXgYzPDwsGNNtra2rBklDJganYeDLjeIxAbDw5rN1rAcABPmaIDesVDZtGwWHA0XFxfa3NzU3NzcFQIcryr9JeUyVjHM5+Vy2X0DBwr0AxA6sjrAIIARqID29tboO/rN8/Nzra6uOkyNBDkWyfDwsHK5nE9hbm9Kc257coiWlpaMMCL43tnZcYmGX3RgYEDZbNYHFoZsAAxMCyCc9M78bm5s7FyoqOg1obHa29uVz+c9MT146EmyxhgdNv7P999/3xcECiVEBpJsLwPRRv1ULBb16aef6g/+4A80NDT0v7jgRqNhThf/KpUZHCqcMhY4ngeVUtBcTX4Wsr50On1lqnVnZ6ezn8FwXlkhlMlk7Nek/INOYeGGw60ZIfSa8/PzfsCABIeHh5qdnVW9XrfAmg/Ff8ssTiJGQHfZSHgXSRsHUg+WR52dnZbIXVxcuPSjLO/r6zOnBjUDP8lQ4LGxMfX29urg4ECFQsE/m9uS73J5eel5HWtrawZuKAkh5UkJ2NjY8G1RLpet10W/W6vVrFUmQQGektO4UqmoUCg4AzeXy9mSFgyd5rmDonNrITN7+vSphdhQT2dnZ1aAHRwcKJ1Oq16v6/XXX1c0GlU0GjVpfnp6qidPnigUCmlzc9NIOBZAwJVcLqe2tjYtLCz41mDuCNYuSeaOOzo69ODBAw9Bgm/O5XJaWFgwWgxmwRQ6KiYME2AXn3zyiebm5rS4uGiTNRVDUKfNTRaPx42xwFNzy2P8BnE+OmoNcT4+Pla1WjXrAJCHMAMjQiQSuaITQFdNhfLSm3Ntbc0nJj8QCxe9QrCEwEjN2LRkMqmNjQ21t7crFotZ/RKPx91rAmFDtvf397sfo9zl4ZB2R39KOFJQbYEcDIDq4uJCW1tbfpAAQoiri8Wix8iBHMOTosIJhULubZFucUoSvZHNZjU/P+9/RkZPrVbzYkFjy80uyf04JDgQPrQBLhAAtmq1amdQIpHQ06dP/fdobEGL+/r6nFFDBAjAUFApRKQKXOLl5aXu37+vZDKpR48e6U//9E8trUQPenR0pFwu5wxZXEbRaNSxkuiV5+fnrWyC++7u7lZvb2uaNJO8+/v7NTMzo48++kj7+/tKpVKanZ31IKOlpSUj/9xcaHbhGUOhkH7+85/rq6++0u3bt/V7v/d7NoIj30QUQSvFlHK4UmR7rGkcUvV63dQg6/D8/NztwuHhoQ/T4MHT19fnSpDKDBvl/y/LGOZaGn98esin4G+A3UG3QB1xISwsLKhSqWhvb0/ValVjY2M+hYmxSKVSLtG43TgIurq6VCqVrIFEdQRoRXAyfdDh4aFnRgbRzePjYyPF8HIcDDdu3HCpAm1Qr9e90Xm5yAlDoZDL21Qq5Tme9JRra2t+QUNDQ4rFYs7uobxl81EiA7zAvQFiQV4DtIEkoqSanZ29ghxzgp+dnSmTyVyRByYSCW1ubvpQpPemVEVofnh4qOnpad/KtA6FQsH9JHNxotGoisWi4zsRN2Aih/9sNBrmm+GMceWQsfTuu+/q448/dq+dSCRUrVZ1//593bp1S+fnrdH0CNjpv+G3z8/P9b3vfU/xeNwcOVUFgg9uakrU4KBo1FI4UAgo40CGFsLoEMw4DofDtikitse3CejEnqKFe6XNSQnAg+a639nZsQOdqx9YHK0hD4SecXNz02ZWam2IYG5cwoW5pfhd6EAph9jQOM7RiAIkUFZwiDx8+FCTk5NOaceCNTs7a2SQU7y3t1erq6smmkEC4a4QOuPIp5w9O2sFJG9ubrocB52WWu4J8o329/dtP6NkrdVq/tknJycqFoumntrb253dCpIMyEO/A2eGxKy/v1+PHz/2gnz+/Lni8bhdFXwOKCUOlUQi4WBnqgwCsGkbOMwQOsA70u4gLgHcwibY29trBRHxI4gEQJ45zP7mb/5GX3/9tZaXl3Xv3j0lk0l9+OGH9qdCGfX09PhncCN9+9vftjmBea/BvB7wAQBPEPxQKOTWiqAxDmFaDlwnAFk4WbgUOCyoDKkyqI6oJlBTQVe99Obkg0BDYM/q6+tTOp2WJCv/ubY5kbiVKpWKxsfH3T9gUA7qQxG3Az6lUimLyOGCIpGIASBuABQ1nMRI1oJl1vj4uL744gvfvpLMffJi1tfX9Z3vfEddXa2pVdh9GKUAEggf1t3drTfeeENPnz7V559/bgQXwp8SsLu7W7lcTolEwiU76GgwAylYTiNLJDEC1Lu3t1eDg4Pa2NiwO4ZBPqDIiCW4HZjVgdkboQEwPj5cJnnzXkigw7iQy+V8yMIph8NhxeNxf2aqHJ7vwcGBotGoGo2GfvnLX9peBg2GiD0Sidg4fuPGDfX39+v27dsG69LptLLZrDKZjB48eKBr1645ghSTBNUHNxaiGLASsmkrlYpBITYWG5MLAaAOEBEPLRuXeaVw5kgP2ZTIP0OhkJ8nWAcbGV4dWu2VNie/EGkbDXdvb68ymYyWlpYc2ERwUiqVMspFPQ2SxsmCKuTw8NDg0fz8vHNVibGg1+Q2ZNGB5iYSCR0fH9v3V6lUtLW1ZfUMVqWZmRmVSiW99dZbRk9B0QYGBvTnf/7nLifRq/b09Ghpacmf5eHDhy53FxYWvLEXFxc1MTGhtbU1D1GCg+NGR6K2s7Pjvo04DBQ+kkzjcCugDwbRDpL8qFz4ntPT0+YrQdBDoZDzcFOplLq7ux2fgQiAAxiqDBoHRJkNREtDC4HLptFoODSbd0Ppd3R0ZF6ROTuM/qNNgiecnJx0VCTV1MjIiAO6PvjgA42Njam7u1v9/f3KZrMGnAC9KKn5ew4LvLc8Y6SMQZ04lQxUF6kJpFs0Gg3n+gbbD6ohDkaqK3phqgs2uSR7bRHHv9LmhNhmgfDFsFsdHBxob2/Pi2FgYMBugWazqdHRUX/pWq3mExINJINsgibmk5MTa2Z5EZxSyPNQWIC2rq+vq9lseiZmMFuGqc4rKyt6/vy5ifFIJKJr165paWlJpVLJpTvl6dzcnJPY79y5o8nJST/k7e1tn9zxeFwPHjxwdbC1tWVCmpMS6J/cWJwPoN8MfuKg29/f95AgkD4Ww97enm+eIK1weHioyclJra+va2pqSmtra+63EVlQjSB6h1bp6OjwLBO4ZUpg5GZsmiCAgayQoOi2tjanH0BrBQ9XHEo9PT3GJhj1yBQAYku5jbu7u/Xuu+8qHo9bAMCmvLi48E3E5gA1xTlCf0dZC53Bf0c5WqlUrvhmAcfIWAYnCCZTkOvLhDM2NsBksVh0uc76xuHDoRIUrLzU5mR6FSJwFrUk1+L1el1zc3P2tFFSHh4ean193T1ivd4KKn748KHS6bTef/99n1RB2w4gA6gkE5ApKYOWprW1NXtF4dEuLy+d3QqAMz09bc6PMpbk9+yvp03D3ZbLZU8Ji0Ra+bcPHjy4UiKFw2FtbGwYWCqXyxoZGfFwVXS39OXLy8t+8V1dXcpms4rH45JkhJFp3ojIGfgDB3x+fm4jMZuIRQ4os76+7pBu6UUANjcZwgcOQ+lFHi5oMgITNhki8Ugk4psGEQhhZmAC2PrQAEPqw1HG43GbsbHQsREXFxdto8NFQkIdc142NzeVTCbtnCFXCdte0EOJHZCKi6A2dLI8T3ppPMvBNUwrwL/DugZEQrscj8fdi8Pvl8tlo/3BA4F+nz2B3velN+f5+bl3f6lUcu0cDoc1Pj7u3nBsbEw7Ozuu50k4KJfL+uqrr0xUAwa988472t7e1uTkpHZ3d23ADupP0+m0SyRuCGI8gPNRK5FzimCc3J50Ou2NDOze2dmp1157Taurqy5Zx8fHLYMjBGt6elpbW1taW1tTJpPxJs7n8/bt3bhxQ+Fw2D0zcYrr6+tetDhAODiYuBa0oEHyc2tEo1FPl0Y7S6+K/pf/BnsTDn1kcoBfPT09HhhLDwtgJ8np7fTvlUrFtzzWPpBl3j0VC/0+Gzl4cwRtVWxEgBPeI0Aa3ko+UyQSuaJ9pVQlLgWt9LNnz3xjAw4GARZAvb29PZVKJfeI+FZZO2woKo2joyObIgifQ3UWjGSl9GcGEG1LsMS9uLiwmyUYUcrhAGXz0psTu1GwFp+bm9OPf/xjj6FrNBp6/PixkSkMxJw2GxsbHv22srLiUpByg34V3ggqoLe31wolSgAWdzqdNtlPcw1CSJ88PDxstc3u7q4mJyevlK4/+MEP9PjxYyOk3OzJZFLValXVatUbk9KUzQ2BDMS+sLCgo6Mj27gYBS/JPRrWKhYRPSE6UfpJeMmenh6f4pTJCBVQpUjy5hkaGjJKi+IJKgI9bTAlnU1P6QeVkUql3MqwuIJmBFBaKCzKdBQv/CzM9WwqSmN+JjfvwMCA40poGdLptNcTCxnKB4MzTiBJ1jeDZfT19dmWiEKJPpKLhrk0HN6IJ8AwMEafnbUmZK+vr3tztrW1KZ/PG+Dj2ZGWKMl0Ht8BSoyYHi6dV44pITg4GNvwwQcfmNCvVCq6f/++zapEzIdCIX344Yfq6upyJMXBwYGazabeffddK0hIQwvmwkA50OQDWMArweXt7u464IoXT+nISU6KOw8RGoKyC9UPPQ8b6OHDh3r06JEikYgnnHFaMm4QrqvZbNoN09fXp/HxcacHIuBHa8nPo8dkw8ALSvJNw2ZE9FCtVjU8POy+h4VOOgR+WiZuSS33DsIG+rNr1675dzcaDW8yfi78Hs/99LQ1VZt8JelFKgDrgpS5jY0NDQwM2AlSLBZ96+JOAeijr6vVarp9+7afUyQS0f3793X9+nXnUlUqlSsHEgZnbnsuDkk+NEHzObw4eLnhETEgqoHb5f/nd3R3d7sygtYCiEONtrGxod7eXs/w4eIImtODOMnIyIg2NjYUi8Xcxrz05oQc5sR/99139Sd/8icGRP7nf/7HCe7A7evr6+rp6dHq6qqmpqa8eZaXl5VKpUxKS3LGDbEkuC6Qv4FwMgQ3KL1DfhUKhawxleSeDOoHlwqB1JLcX9F/NBoNffLJJ/qDP/gD9ff3K5PJqFgsOhkc/pMbDiUI/QL/7OLi4sr0LOgf9LhI/vB8SvIGpD8LAjeSjNJKrf6UVD5yiSD+iQ5hY3JwQOmACQAwBd05bEx6V0zCwRYCUAMxBKg7ZSqlK+82FGoNwQrSUZSzQe10T0+PJicn1dfXp7W1Nf3DP/yDBgYGHNxdLBZdVZCACLDDAdvV1aWpqSkVi0XLNqUWt4zZIQjy8d5wLxE4B2/MZgew4p0jlgcQgh5CXloqlXyIcgtzMKPPBiSUZMnpb/vzO10pbBhO3fn5eYVCIc+7b29vN2BDgBICckAePIegkiCVlMosOnSZlIfI1fhvurq6lEgkLGsL6hiBxbnFZmdnNTk5qc7OTtuk0Jzyc6UXIVsdHa1k96dPn+qzzz5zz4TDIqiHRNjA5mCiNZuCBb+3t6dKpXKF49zb2zNPBgqNUAM0nF4H0wDqKwANvicCBuRi3d3dBltGRkYcWAxlhEaYw4CFIulKvCOLFGkZZnH6QzTKcIHwdyh+gtI9DPDpdNq2rLGxMQNKPT09nqkTpGRGRkb05Zdf6t69e1dSHILUz9bWlnEQ1h1pCmwIQgLoG7/++msL4onfgV3gORUKBZXLZWWzWQtW4HwlmWNFEddoNBxQTXsBNUVbiIc3kUi4ZePZkzTy//Xnd96cwN7BTFBKp0Kh4EaZXm5/f1+FQsHZQ6SYUxYsLy9reXlZ8XjcX44XNTEx4Y13dHSkjY0NZ6qS+sYLL5VKjhXc2toy0YsgORJpDZVZW1tzihuLq7+/34vg6OhIi4uLRjLp//7sz/5M5+etqVQPHjxwnAjfjZgJ8mlmZ2f9e7PZrNFD+kcUQYAv5MoAs+O4J18IkzE3NHQRc1Do2ST5lgiFQlfyfmgRQLjhKkFBkVhykyMnQ5TAocZ/E4wvYSHu7OzYaIxiCg4Woh6DNXwgN2F7eytZnuAtSlh40HK5bOT1zp07V+g06CDkerFYzOkbHC7c7HDEiGIw4YNFgHyDxiOKuLy89BAtQgfgoelFef4AT+Fw2GAogNjw8LD7X54VSRPEhb7S5oRcTaVSVzI6u7q6rO+8uGiNJ0AMjPr++vXrkmSR9ocffqhoNKr19XVD5SBvzWYrR5WTCfCFYTsIm4MxE8izGDqDQAHbE6f36Oiouru7HXg8OTmpqakpT4BuNBra2NjQf/zHf7gU+6M/+iO99dZbTmPIZDL66quvlEgk7IQArCERALXOw4cPLVMD8ELpRKWBSX17e9szOIDiud0PDw81MzNjEh6NKKIQwBcycjEiUJJBIcFj4nYBTSyVSlpaWrpSEtPv0nMNDw9fCetCwA3lAHosvfDOYnpHF8zCJdI0GCmzu7ur69ev+9/D+0pcza9+9SsNDAxoc3PT//3AwIBLzUQi4dF/2Llwg0AhYZYAJKMlQxBDlE5wIBdoNZa4WCzmz4TOWJJ13ljMgnuGCyEYFke7cnx8bHQXeedLb05UHjyMb775xiLvaDSqx48fX5HSQWUQRRkKhdyDxeNxG3VjsZj7BhL7+JKSjDKen58rlUo5pgOO7eDgQKlUStKLOSFETqLiYHRAtVo1RM6N9+zZM+VyOcsR6YtyuZxKpZJ+8YtfOPICdJb+IBKJKJfLSZLF3+TuYlTmRR0fHzuekefJqQt/x0ZBrN5oNLzxydOhfAYA4UDitsVxj2gD+gDrGeYE+LdI5MU0bJInKONx8PM5EXCzwBjlTinLz8eeB0qPIJzQaQQWIOwkAM7NzZnSAk/AuF2r1ZzCQBAaqC3aXG4hDvhQKKTFxUX9/Oc/d0XV3d1tKgcQMjggCy6U+BjicHg/3IhIBcE+wB2Q6Z2eniqZTHrKOKIL4ji5feF5OaBfaXNS5vDwC4WCbt++fSVvFL0kZQDm48ePH7t8o14ndPrk5ETf+ta3/KWw64yNjTm4CYRVkslaaAjMwalUSu3t7W7EyXWlt4NPZG5LvV7Xz372M491IxGB3orSiRLv8PDwCuROYgFoJygzGw/1FBwWwFQwwR1kkNsgEolYtggRDlK7sbGhaDSqrq4ux7UEAY9giQcaCAhErAnPDgANORnVBSBIMCEBTo8Dk8T4ZrNpGgV9LbEmsVjMPSvvBfSejGOiT/r7+1Uul734UUKdn587ZIy4kkqlokqlotnZWQ+ZwngA8s50trOzM83MzGhpacngFOZ+0ikymcyVNEUOHHpsNNKS/PsZcw8wShVEugdVkiRnKsEetLW1WUEUjUbddvDPg3lLv/nnd4ZK//3f//3fUcYGxdjU2SS1YUvK5XKG96EnKB9At3Z2drS9ve2HiReyq+vF5F9CwSR5MdJk453jVuOlVyoVFYtF1et1ZxT19vb6tCLucnh4WKlUyrA6MWlvjQAAIABJREFUgUvz8/Oq1Wp2DtTrdYvo+b64PtChsuggtNva2izgJ9mOUohEBXoO/JTBqBUqFf49NggLnUXFQmKzcCPx/3Hb0+OygQkao9zm+fHfsZm4OShVKdsGBwcdMcNn4zugh6Vka29/kbsDOANf29bW5nyk119/3Y6niYkJPXnyxLNSgqBeZ2enKxayl1AJ7e3tWX10cXGhmZkZJZNJJ0NiVgBtB4GmOqEMDQJe0FxIVoMZWCDGxLPQRjCGQXox5AtPMiEDjUbDmc04ru7evfvyodJwUmgmm82m7t+/73mF9B+5XM6C8dPTU83OztrQGsxiKZfL2t3dVbVa1fT0tEqlkg3AJycnmpqa0ujoqCS5D0LPSZkLqQvJ3t7ebu6xt7fXt3BHR4eWl5f9sOHi6Bna2tqM+JJCh3kaYn5nZ8dBYYAGDKvhZzAmMHjLU6rv7u7amUGlAT2Fi6ZWq9kyhfGXFLpgFAubmduYJIBgxi3PGisYTg3KXqIgo9GoxxBA0kuyIJ4ejSqImw1FEnJAvgflMyAeZuXOzk5TW7QkSAgBvygVAQg5ZKCJmEIWtKYxlAo+fHp6Wtvb2xoZGTH6yqHd1tam8fFxh6IhZCBnGNSUtUXrQr9YKpU8LY8bE/6d79HR0XFl6ncmk7FSLihbvLy89M/k+0CrvPTmRDsLZYGLfnl52bGUwQXAqcB0adBYEvCy2azj7FGUTExMaGZm5srobvoVdI0ACKS60UeEQq24Tm6jrq4uTU5OmrQuFouG2ym9NjY21NHRofHxcW1vbxtMWF5e9okK4U1MCIkGkUjExD29bJDOgRsL6laZEsaGr1arPv0jkYjDhRFESK3yMZlMWh6H1hgCnY3EbYUCKzh1GwBIknsjqh6eMaIGvImIFeBDEQCEw2HPPoHOoY2hxAasgdNjbSCZo5SG6D85OdH09LTHGaKiGR8ft6WPXjmVSllt9OjRIw0NDendd99VJBIxJwsNlc1mjX5DQxGBs7W15TKbZ0o1xDOC5tjZ2VGxWLTzaXp6WpKuBMP19PQ4swlvL5xwMJlhY2PDeARIPpjLK2cIodIhiqKtre1/aUIpuQAEkOfhEQQQIeZhcXFRw8PDVm5wknETdnR02LgbjUZ1dnbmEpIcHTSge3t7PvEg1nkgUgtNozwmBnNqaso3iSTHGY6NjfnmqlQqPu1xfASlXCCgwdQH6IGTk1YCeaVSccCVJOfuAvsjeSsWizYFB32JpVLJFQM3Ggcg4EZ/f7/6+/vV09NjNJvArqCxF9cGNjGQRJBU+jgsXfThILTQECxkDhs2I1gAdAI2MMpJkFi0qvRui4uL7o1JQp+bm9Obb75pJRUSPbhbeEpudgCtoaEhPX78WAcHB9re3vZnw/Y1MjJiKgbLIO+WS4BEPUA+KiCwBXp79gaINvzrwMCAtra23NoRLoBkj/+Ww6irq8sXzktvTshw0MNisWh1y8zMjMuAYJJ5X1+fHjx4YGI3FotZorewsKD5+Xn79uBKUZ8wtBRnAoQ9i3ZkZMQ9DP0WkjiQQsq2Wq12xdeJMIB/X5JPLTZ1JpPR5WVrXggWs//+7/926UO5RW95eXlp8T63/e7urkckoBUFTgexCyYlMLAX5QkQe7BMRjcbDKeGN8SZEaQQ+ENLMDIyonK5rP7+/iv6V3oiNh3cbT6f18jIiFF1nEeAILVaTScnrTTzfD7vg/D58+fWG/O8qKro2XGuzMzMKBqNWrwxMDDgn/mjH/3IGATidMpfFjMHDGDl+vq6yuWy/vAP/9A+Wg4RhATw72dnZ6ZDDg8PbeiHq+7q6lI0Gr3SHnApgR1gM+zv71csFrMTihbh7OxM09PTV9iAy8tL4zYczq98c/KAMC3zA/v7++1hJFsUP2EoFFIulzPEzg1HXEQ6ndba2ppLKDJWULiQLEfDzgLt6elRJpPxSXt6eupbFS4TeB996fLysv8/yjROUkCu09NTu0GCnNTc3JwSiYSePXvmCBH6Rcp1JGdzc3Puj6WrqCZoLCd10IzcbDZ9Q9J7UBnQ3wQD1OhTkRxyO+/t7fnls7gkuWze29szT7qysuLBTZSOlNHpdFrj4+OKxWK+MXp6etxbsoBJKkSwDqdMWUifj+CBUhYEfmBgQN///vc1MTFhMp72hwqMyobvAwdKRYUDipbjwYMHunPnjkZGRvT8+XPNzc35oKA9gAu+ceOGkyUB7bhFyRcCKERSyXMCeacV4IYEd4AjRV2E7RJnEnwqfOgr95z1et1j6DY3N90XwMvl83n3NpRbjC3AGsWtUyqVNDk5qUKhcKXP4SSCd2MxgA5LclmLARYhNaqS/f1934YIktFz0gO1t7drZWXFJVQoFHI0IYuUFwGcn8/nnSZPVAh8IUAKxDYqGJBqbkleKpYkeljkjPgpkdBxuiP9InCZiiCYzg5VQHIB/SRUT5COYpwDPSKoriQLylHYsKGJNcE2CO8KEIJCSGrdfFNTU3r48KE5PvJ7AUAY3rSwsOCDkciW3t5e+zQRxPOMkfANDw9f0UpDhX3yySe6e/euYrGYXSe7u7umSEjXQwSRyWRsxpBk1JZoVOSqklwlBZ1FcPXI+BqNhjOSeEboeaHz0AEjWgny7q+0OSllIciRJGEyBfEEAEBQjpeNlG2AGtBFwBtOQpDGQqFg0IAbBsCFkxrujV6E/oKehlOJUmhra8t6U8rNIAlPnARiikajYaMzGl7kWPRKqDwAxbh5WeAcIEH+D58jvRKfHaQV5C4ajaq/v98HV7lcNkpKgsTGxoZPe8pcQDY+N3wlgdac2BxqtVrNpSS9MmAZM1pOT0+VzWZ9EAQHzTJ4CkcQma4zMzPeuIA90A2bm5taWFjQ7du31dvbq1QqdSWxgv4cZJj1BpZBtUUwVigU0rNnz5ROp51Nu7Ky4koJySSHANMD2tvbnZYIMLm3t6dbt265Jw6FQtYQ5/N5V1sc5JTUQQkq4hA2NCAWaYzsHdY+h+QrbU4iKOCHIMlBI+nfms2mAYhEIqFYLGZggmwYYhX7+vp8wiQSCfM/fGECozAAh0Ihu/tJBeBBgXKS2CfJgEepVFKz2TQ4QpPPQuBnU8YgWcMYSykUDI7COQLyKckHE58J+oOEb+JEONA4sOBhEWo0Gg0jimT9nJ6eOuOXUp6+DNUO0TB9fX2an5/3DQ/8j7h/b29PW1tbFk9QHlPCIgCAm4Qm44CSWiV3X1/flZKXlgVKB+6a/GDpxayX09NT3bp1S7Ozszo+Prbta3x83GolQCre+/HxscfI1+t13bp1S//2b/+m09NWsHU0GtXNmzdNq9F+zM3NmX4D1EQeKUnZbNbeVw5rQDAOHP5MTEy4EmL9IQ2Fz+a/w4gPF8pf4cuDZgqwhFfanCB5TJKmrEWczgOD1mg2m7bckLLGjYUcDiHC+fm5G3V6DW5K0EFyVE9PT11CcarOzs56gxIMTT9TrVYtrSOLiJKYf4fP1Gg0zDWenp4qnU77ZEb2FzT7gthRAkOvcHB1dHTYfUBfQVmDSoWFAv1CySu1EvBBFIeGhtxj0c8yswQO+vLyUouLiwZhyGyCPE+lUpqYmLBYHsVMJpO5QsTPzMxobm5OhULBOELQUkd6ImkYqK6kljqqWCwqmUy6yohGo0a9qaImJiZ0+/Ztg3egu1tbW2o0GioWi5qamvIhxYgH9MnBgVMs8u9+97vm4U9PT7WxsWG9Lu0YFRGblYOIloaKAh6bqJz29naFQiGvHUC9trY2l95I8RD5U/py6HODs5bZT1xAiDFeenNSXzOwBwqB8gLyH6Ci2WxqdXVVS0tLztlBbM0XGRkZMTjEPx8YGHD2qPSibwyKioO5uEDiIHYEe1GeUjpyE9O3FQoFTU1NeSNls1kvuOCUqGDZTOmO7K27u9v62Uql4v+PF8foBmBzbpWg5YzbHEE4UHz61/NLKammpqYcno3lDGAlOHaiUqmoVqtpfn5ejUbD7wTtZjgctm8xFosplUrpzTffdMIcpvWnT5+6z67X6yoWiw4+Hh0d1fT0tCYmJtRsNl3uguZOTk663wJVpX1h4fb19SmfzyuTyeju3bsWmlB5IAWleqAVoPeGL79x44Z+8pOf6L333jO63dHRoa2tLV1eXur111+/ot+9vLw02o19EUUQLRFJ7lBjiGoI8g4aPriN4bcRyYPCo3LDO0oFx/eB5wWNfqXNSZ8FADQ8PGwPITcLLglJllR9+eWXGhsbszoE+RWwPk6AtrY2C8bpJyGUKRH5HSxO+lqom97eXgM98Xhc6XTaqByqETYHi4CXgZWHUujk5ERvvvmmCXnE1xwGADMsBvqN4MsDYWUzkySBQBvyuqenRzdu3NA777zjvgRrEsNvoYGgtIaGhtTe3m6b3MXFhSYnJyXJbiC+Z7B0hf6g/QCcYEZMJBLR8vKyFzBlN4cO/tj29nbdu3fPxnFuGN4tszMlucSk/2Kxrq6uamRkRF999ZWuX79+Rbo4OztrvS9cK5UUqC+mB5gCxAGg+bdv33YV1Wy2Qr5YD7xHwB6GH3MzBquPnp4eZbNZtyNcMrQ3zWZTExMTPpAYW7+6umqVEdx5tVq1KRxNMvznK1MpCJNBAznFLi4unGCNH40SbmRkxFpWXPuVSsWTlguFgp0uUBRsAhDF3t7W9Obt7W378xB0Y6kCpKLMZTGMjo460hI1D008tyXlJZ+ZUgSiGkAlGPGBZpYkOU5DvJMMTR0bG9OTJ0980wOI/OZNjx/13r17/izxeFyLi4vuj0k95HlSNnF6cwIHFVRY+egBJZmTxcUC4IFkkO+K6KRUKml0dFSpVMrlOa4k8AaQToDCUChkzheJ28bGhm93+v5r167p1q1b7luPjo5UKpX0xhtvWCwBfRKM24QS47N/97vf1b/8y79oZmZGfX19+tnPfqZGo6GlpSU/G2694B82XDCiFB58aGjI6405rXDQIMOMIeGzIMkkJyk4N4VAMzZ1b2+vstnsldCz3/Xn/5yVwgcHpYSiACEMOvp5qJySQPWxWEy5XM4pd6g/Tk9PPU6PAN5areaoB0pSCH5JViDh/AiFQg6Tmpub08nJiZHNbDbrh4SChx4UPjEcDiubzWp2dtY/nxsd7hJwCoE4CWrIsKAFeGak4Emt6iOfz2t4eNjqI6Yy4+JAOD88PKyenh41Gg299957Lv0ODw+1urrqBcehODk5qdXVVaOygD2c0CDdlLi4U3hmoLYcqqurq6Yb6FEpoTOZjB49eqTR0dErHG4ul7O1D9764OBA09PTunv3rgqFgqmUW7du6Uc/+pHbClIPSqWSnj9/rjfeeMMIKQkPeC/hSkGAy+Wy3nnnHf3zP/+zEomEVldX9Zd/+Ze+7X8TE+AAQ/M7Pj7ui0ZqWRrxV/b09GhlZeVKwDcZw0HakE0M/ccNiziHy+3iojX+YX193cOPec+vvDlHR0ftEKAPqtVq5uf4QGgxWZSUktKL7FRyWkulkolrPjRcKeFM3LoAQLzIIH2BtrS9vV3Dw8M+HFBdVKtV9y6UVfwcArmgI3D1x2Ix//7/196b9Daanlf/Rxw0UqIkkuIokZKqq6u6227Hjp2gYydAgOQjZe3/Nrt8mSxtIEHgBIbdTk81qTRyJjWLFEVR1Lvg+zt1y393GVWb14sSYLR7qCryee77Gs4517noISQ5alNGU5pA96ACopfEIZwROQIP/Qi2jnBgoZNcq9UySonbYSQS0bNnzxxg6KVevHjhz8r3hAgH2sdKhMzIGBzzoIAZoQ6WnSyAMY1Gwz69CA3481ipwbtPpVL6xS9+oU8++USNRkNffPGFLi4u9B//8R/65JNPXEUARA0GA5XLZXPTBDkQ81AxRvVSrVZtcfrs2TN9++23+slPfqLt7W1XDpK8aAuuExAJMAsakDMRjb7Zm8maBJZQQRdRdkuyeASefWFhQaurq94lRGUWjUY92YIuF8Xae5e1vFCUDEQLolCY2kNOifISsXSv17OWFqoDbohSAA2oJGcmBAs06TyM6elp92FXV1fugRA3nJ2d2TCYw1er1ZRMJi2xoz+jIlhdXXUAQT1DWY5fD/0i/R59M2ZdjUbDPTU2kyhzQKOTyaS1w3C0ZGHoJyZ4/vM//9OZlstGdqLchhsF3WXYHTpFesOl0YOCUiMB7HQ66na7mpub80rCb7/9VqlUyqgqbgxUEP1+306DrVZLsVjswXxqu9222ggpIJ8ZkCy0BsEnt1QqWalDWUuVAd4BijsYDPRP//RPevz4sX2GKVU5v7e3t86cKKmojhiIANwJg1ro4kfFwxAFnwmgkYyMiyLocKvVUiqV8tJp2hDOLvzt9/281eALBQSlDMgcDTOjWVwIXNoBHygb6C8RF0hyiUtJiEaUmTnQTkpH+kfQLeBvOCX6l9vbyfYo+Di8cMP5R3qxSCTiC8jgcCqVMieFPBAEVJpkfg55WB6GEDtABIQ90xVQDgBLw+HQwY5eElUUeyxbrZa63a7nYxm/u7299QEBzQU4IyBIE8F9ODjebrc9nHx9fa3nz59LkrPX2dmZ6vW6JJny4VItLS1pc3PTz+vo6MgBY3Fx0f37V199pXq9bqPrWCzmrIGlKYqoXq+n58+fe5ZXkrENfui5QdIjkYiX0sZiMX3xxRdaXFy0Agt1FBVSONpFj4y0lOfAJe10Og8AIhDW+fl5a43v7+895nh6eqqXL1/qu+++86wr54fZVQLk0dGRJ57u7u68Re/7ft6aOeknp6Ymuxup34+Pj1UqlUzEYv8PWc18HyUQGa5YLHoHI4Q83CDZA+c9zLYYPibC03twWCDw6Yt5MMjYUqmU5wsRQq+srOjo6MhucZSDzCjSsCP/o1ylYgizDp8deF2S/3xKKnrvcJ4TW0ZKbobW+WEFH0MEf/3Xfy1JPlCU8ewPoarhICAEgcIApcQwmZWMzFUmEgmtra1pZWXFKynQPc/OziqdTiufz6ter7uMZdpicXFR1WrVaDDIKHprvIbDNoglSAgV6vW6vvjiC5f+BAd+z1CVA9IJys6YHBRQv9+3XhsuGQ0zM78MuZP52FgGOkvgQyJ5cnLiINftdt3qUPqT+aGNAIYQcXC+4vG4z1uog37nywlwgwESUYFMUCqVzA/SCCNFi8fjNlWmlGEQOp/PG9Kn3GMKH/kf+lBQVDhW/tn09LSjMMDK48ePrZ0NJW1hfypNvGIh9nlBKysrJvfxvQEB5vAnEgkHBhBbLCbpw5vNpiuMsL+AcpHezKOiEaVcI+NeXl5qcXHRAnPcHYrFogMKXr2AClA5LN+hdE8kEjo4OHDfRCm8t7en/f19CxEqlYoRdWmC1D9+/FiVSsV6aUbc4HnxiYUf5F0TGGdmJibSSOdAnuv1usf9KI2pvlgTyQVHp835gmILl18hlWQxEfQXzwY11d7enjdvk30RoaAAotLg96D3R8pKZYd0j4kW7Efr9bqePHny4MzxfhF14KVLy/VelxPUjNKUB0HU5gLxYuCsotGoKv931wkHgi/E5aaM5WJgzU+/iUia6J/L5SxmXllZcbnBwSRip1Ip1Wo1W44AEHAxk8mkms2mI342mzUPGY/HPRFzcXHxgKYBoQbxhRaR5FIWqR+XE1MutnUhNr+5uXFk5yBw6MIM/fXXX0uSZWFUMJT90Dn0/wysh2Xd1NSUNjc3JU0WHT1//twBBOR8OBxqZ2dH5XLZo3mffvqptre3tbCw4OcFtYOZFb0WEjaG0BkVLJfLPpj0iIy90W8dHx/b4e73v/+9+/RvvvnGlBFyOWSUtE9UEGAe0EqMEPIdkS2enZ3ZcZHFSySR/f19XV9f6+Dg4EEQL5VKLn0Jztjf4OAuTaol3ifKIOaKuQNQLtBuVIfvdTnhgogQgD9TU1MWd8NHUbOvrq466iBqprcCVOj3+w/curm8lHc4lsXjE1NpzILX1tacwa6vr83rhVIy1gDQZ5DxT09PlclkDMeTieH2iHS9Xs8lC8uVCEpky9BhnofPv6NsQQgAn3V6euoxMNQnvERURpKsWR2Px9ra2nL/h10JEx/A+cfHxy7fxuOJTWmlUrGQnqh+cnKir776Sv1+X9ls1tKx09NTL5Ulo2SzWduA0g+en5+r0WgYLUe4fXJyotFopHa7bTkeSDBqLPAI2gAuKtu7M5mMW5xGo2E7G4YpwnE9huDZ4MUZQ8nFnhtcKbhI9PS0FldXVwZs4M1BVm9vb63jZnyNtSIkK0C6cLaW7H94eKgf/OAHTlwMstPu4fIRjsa98+VcW1vzC+EwwOsdHx/7wpK5JHlJKf45/D5QE8ilyJ40+qCm6XTafjmzsxPTYxbxzM7OKpfLuWxOpVJ6/fq1wSKoE7IT4nNc4zkc9If5fN5ibx422Q0tJDwho23MKJIJqSL4fKDaHA6yBRwxZSn9Cv/tYDBweRjubUkmk8pkMup0Orq6ulKtVlO5XNZ4PHZmlOQ/j0kPkOvT01MdHh4aUYVHREGE2CDsuxKJhFdInJ6e2s4FGoiBcoJMu912+Z/L5Vwas/wWHAHOmvcNaHZ9fW0UGeE7wAsgHRecy0UWk+TyE+cGvgNDBiiGMJKm9CfjUiHS15KNYSnW1ta8XY6BfqopRDMgtWiFv/nmG3300UcGPWnJQhwjdBZ558sJ1yTJJRVT+mwKAxzgQPCAk8mkvwA2IKEwgQf44x//2CQ4gMTh4aHS6bTG47GFwXd3d5ab4ZiG6gdnenrT0WhkWdzU1JT5RJRCDAPTb4bCZNzcKE2R3MGBUiVgm8ICYdYfcJGXlpZMj/D74gTAcwNRnZ6eLGhlNhW6BzEAGeby8tIA0O3trSqViqVv9N5UACDcGLLFYjFtb2+75AOMgdBnYuLJkycOlABDFxcXqtVqmp2dtXkVQvBqtapEIuEM12g0VCqVtL297bNAlkAPDLcLtsC0EAGHkTT4XEp9xgsxrr69vXVARaTClAfSTLaeI0WFGaCKkmTJIxUIqPPd3Z0xFYzVFxcX1Wg0tLm5aQB0bm7OwCUzrCsrKzZGJ3teXV1ZGspfuV/vfDmx4qdvg39CtibJ4AjlLeIEUFW4pcvLSxvu4qiQTqe1vr6uZrOpZDJpHeSTJ090f3+vWq3mzDAzM2PbEgJBaL/JReNgP3361P0B6BhLfXZ2dlxCg0BDLzCGRokDWRwOJkPAIzmkPMG+ksvP54IER4wAuR6LxbS2tqZqtfrgkJDl+PV4oTJsjfyv1Wq5/P7oo498yfDFOTo60ng89sYuNriFIATPdDweWz6YSCT04sULX0wCcEjdUNUwOwmRv7KyomazqeXlZe3v7zv7FAoFDYdDL6ZiFQK9dCQycVEMHfFZGLS6uuoLS9VEu0TPRknJmB+CBag9zqf0xmMYzAAfXZYtsaNGmtivLC8veycOFEkkEnF7c3Bw4N8L4UO9XvfYHOBYPB73vlYM3UDY3/ly3t3dKZfL6eXLl5JkEybAEVQl0A+IxxcWFlSv1715utfraWtry5cPJzKE7EQVkLGwTD4/Pze6FY/H9bvf/e7BPGWj0bDEkIuRyWTcP4XqJaz92eMSXiAmCPBzJbskk0nzlVBH9HqSTIgDHAGNdzod90HD4dB0Bv0vwnHKGl5cu91+MM52czPZkg03xn8D4JFOp+0OAK3V7XZVrVY1GAz0s5/9TDMzM6ZOpqamrFEej8eesmHyBFSy3+/7ciENhM8koIXOgFwEKBgoNzIZ1cXNzY0rE4aez8/PNRgM9OWXX1oKCGc8NTWl169fa3193VvGkNLd3t7a4pIenwvGJTk7O1M+n/d+GFRp+Xzelq7z8/PK5XLqdrv2vlpcXNRnn32mWq1m/OT4+NjgGkMKkvwMwoxMZcgF5ZwjRaTvfW+FEJMg1P940aDYAUHj5+TkxEoQSY5uPGA0h/v7+y4xAT/gVIHYMX9qNBqO1mgmU6mU+wYQV0AcvuzFxYWKxaJf8GAw0G9+8xvPaoLqIeqmd2anRahL5TmgReXwcSmRAZKRmCaBzEY+F8LvXFxedCKRMGjCM52dnTWiyFwgYFm73fbiouFwqNXVVXW7Xe3s7Ghvb08/+9nPbNPRaDQcEHjuBBHAqHQ6rV/84hdqtVr+7+EledcEQbZ/8/wwbEMS2e/39dVXX+nRo0fmsfHwAXHtdDrmOvv9ya6XV69eTQ7l/x1xo3K5ubnR3t6eN5afn5+bFcDlgAEK/IZCcy7E+KCxhULBAnfWDfLZG42GRqORnj59av6cjAxYybsOzz7TMQgcIpGIKSg4VQBDWiXe73tdThArPDbRy4KWAgkjDqamp36nSb+5udHLly8Vj8f12Wef+ZBCGPNXEEsUP19++aW2trZ0d3eng4MDW5iwt/P09NT8G0PNDMEOBgOXfWFZdnx87D4HjS8XB3j/+fPnWl1dVb1e12g0sqibEp+emhL+7OzM6HIossAlHPsUnuXs7BvTYoTYHCogf1Dp4XBoeB9RBeVpq9WyK3q9XterV6/U7Xb1k5/8RF988YUODg50eHhorSfZhAtA9VAoFPQ3f/M3Ojg40Ndff23qJCzpp6ffrGpAwsc6v9CNHlEHUrdQ/odbhSSLHxhu/u///m/VajVPjIRa4Vwup729Pffg0DEIInD6J/hD7SSTSe3v77tiAyNg1vP6+tqLszi3gDyIF2hDRqORN5iHUzNXV1fm7bHGJBnQokWjUbduVBj1el3xePwB6v9Ol7Pf7+vw8NCZIR6Pe35vNBoZ4GDyfmtry5FjZmbGEDnN/3g81u7uroUKwO9zc3MepOZSV6tV3d3d6X//9389E8cqOiRllHuVSkW3t7d6/fq1yyECxvPnz43CdTodffzxx4pEIjo4OPBOFQT1gEKLi4t69uyZYrGYEV0m4sk8lOGpVMqfI5wyCPkv+jGQPWR/ZC8sPMjWt7e3pjtwVXj58qVevHhhIIpJlGQyqefPn7u5JSkdAAAgAElEQVSS+Pu//3t99tlnevHihc7OzixY5+KTpakIFhYW9POf/1zxeNygD4cOg3CCLLpVgBjQbAQV0iQTb21tWa97e3vrcbH5+XkHCNqaZrOp3/zmNwZh0NPigMjWaKxYCQCMxDH0wCU6OztTuVx2y5TP5yW9kYFSThNw0um0eUzmaCuVikajke0vCYgklfDZU1lcXl5qY2NDnU7HWRjQp1QqOQNHo5PVhY8ePfKE0XtdTkAdLgQRBBWOJE/nX1xcqFAomPdC2My/W1paUqvVspC70+moWCwaxCCjdLtdc5DwVIx5MfTNF0fdgSAdw+OpqSnt7u768PPPRqORdnd3rW3FHoUJduDycLHNzMyMwQIuDvYXoWP6ycmJZyMp/0BVOYz0uqCY4TgcssKrqyul02mtrKzY8/f+/l7Pnj0zpUBv3uv19Ktf/UpnZ2f66U9/qr/9279VNpvVN9984zEtymJ6LTTH19fXqlQq+vzzz5VKpfT73/9e7Xbb5t9kF9oUxqLg9biU19fX7oEBXBCqd7vdB8t0K5WKvXzpZTFim5ub82djKB+Ou1gsek8KsjiqHCofKqhsNmuQDOqM98xFkuRLfXx8rEQi4SqmUCh4oob/FnYA9RGDDEyahNvDCHwg0PF43EutcI/H/wg0+b0uJxFxMBh4DwqcFUAGvNTS0pLq9boPG806RDINPNaFwP+MMbHePdQa4lXESBNlMw/+9PTUS3yQ6gH+8PuG3jFwn/w+CPpx6ONhcqnoqaAlsG0MNZJQKXCFqJEQmrPUB4CI6A70v7CwoHK5bHS1UCj4YPb7fT1//lwvXrzwouIQVJibm1Mmk9EvfvELra+vKxaL6dtvv9XLly8dqADKuKBwgRsbG/rss8+UyWT061//Wjs7O34H6FYZZQszOhwy2Z8gTj8JWsqSofX1dVc6r169cilHvx4Or0M5XF9f6/Hjx/5OCwsL+vGPf+xA2Gw2dXl5qVQqpadPn7oMxqak3W77kpPRotGojZ+h2OA4KZehzECV6UVhCK6urpTL5axiQ92ELxYeRLQO8KySjBqjLFtcXFQmk7Eu/Z0vJyl3eXnZsiSiGxMCmDmH9TnqlHK5rMPDQxuA0UPwoRlB4teFmkrgZ7hAhpgRwDNbORgMDM1jPwIwA/gA6U4/B6XBKBsgED0kpXgqlbJGk1/Dnw2aigCh0+n4UuGoB6La6XQ0Pz+vVCr1YNofYcH19bVKpZIymYwymYwODg68ICkcwQMtn56e1vr6up4+faqlpSVtb2+r2Wzq8PBQl5eXev36tVZWVpTL5exwDoiFR8/29rbi8bi+++47O7VLE36QCon+nsvIwQvLY0rXqak3O1Hn5+etNb6+vjZiCSWXy+V0fHxsaghfWVDyXC5nzTGfATki1QA/SEiRDPZ6PT169MgsQa/Xc2aPRqPeTQMdx7gdskSEG5TKo9HowSQQnxvdtTRhMdiwR8vG94pEInr16pXXPdDOnJ6eWmX1XpeTxhsHtVAOhhyP/hM0ChkflAFjQqR84GyoDezwUY5AymIrORwObbwFKBESy2Rd5hwp3XDaY+oDxBkEj0sMaMQFZxKD6Eq2hBNlOez5+bktP8m6eCthZQGxT4Qm0kYiEZfoT548cUk/NzenP/zhD0okEqaCyFhYaOCSwBrD09NTffnll2o2mw+E9aPRyC0CIBZUQ7FY1OPHj/Vf//Vf5ncp+xBekGkJZuGzkGQBCEAWggI8n5itxByOzEjvi0aYIMCMJTO1XCaEHKxxyOfzevHihXlMuGFJFs3jGYTYnsqHi8PZCWcyaXsAspAHhuN30F2YdfGehsOhPv/8cwdT3tNoNLFJZcEUlSOBl3vyXpcTWmJmZsZZDekSD5sUDmQ8NTVlQTCuCWRIfs/xeOyyDpmaJMPwELWIFchcZDfACQy8cEDY2dmxEBwoHQoASoPgQCAYjyd+SASYg4MDw+a8vJAyoZQD6WOdPYELhzmeGwcOVDeMuKurq1pdXTUPCSENKIVwgNGjx48fa3FxUblcTuvr61peXlaz2VS321Wn0/FBZ2UAaCxqJ+Rn/X5ff/jDH3R6euqWAykm+MD8/GSZMUGE902/1e/3jWID2FFF8J5w7mu1Wg7iILxckFwuZ1ohnU47WNTrdWWzWZ2fn5u6obVBEw2NtLa2ptvbW3399dcG53g3CDwAgPg1PM9Go+FAzeIsLiUtC/QW8js2ulH1gbiOx2/M3zKZjC1AQxCObdxUku+tEKKpJ/ITLSQZbQMsghxmThPyHeIYlGxubs6LX+bn5x/weGRo1EjIq3hQiNDPz8/V7Xa9E5FmHftHXjr9JlQQJRA618XFRfvcQhWtra0ZrMH0OpweoOcsl8uG8FE7MWBOfy7JGYzsROVB9m+3217xQCAjwvZ6Pc+VJpNJff755y5pz87OVK1W9fXXX7tiQQ21u7urTz75xGVUv9+3UwLqp6mpidVkNDpZ7UiZPz097Yheq9X83nBCl2QpJJwfdFiY6blUr169Mh7B1rWQKyaQkrEJRACJDEATzFgxL8lGaPv7+4pEItby7u3taWlpyVkQAAm6DTqD3xfONBKJ+B3s7e1JerMMCkCQDB9iFJiAgSp/+eWXLof57xDXgEFQXr93zwkSK8l6SiIgiCzSNcoy7B/Qu0LBsAVLkrlREE3KAACa0WhkFI8Hg2SMDAzpjo0KGZlyjDJZkns//nvKD8AGfi3brhFxc/mggXBBoDSmPMaUbH5+3k0/wgNgdZzcrq4mC5UAFKAHmKrhEkDVMJ2yubmpmZkZlctl7e/vO1OS3aE5zs/PvZMmrGwQrQMQ0WNhqXF0dOSMgrYZoAwkFjCHPxe6ilI+RNn5+0gkYgsUgjXuCVQKlI6Q9diFDAYDiyGi0aiq1aqDNMEgFHIgogcphRaiLcCzJ5yrXF1dfYChcFkQSCAPRfwOTnFxcWFFWDqd9ngkgxWUyqGhAABVKpUyQIiZ+DtfTkoZeDguFPNwPED2ZnS7XcPuqDfgRrnYIVjC0lHKGuYoY7GYLzr2hpSmIU3B1ALBghk91uvxIIDbKREx+6rVas6mSPI4aAzd8lI4pJDwaEZZJ0GZS1Tlc+XzeStCWJzEs9ze3rYiJZzpxO2+Xq+7P4zH4x7xajQaFuFjVIWQA/4RFB0BOa4F0mSIoVarKRaLeeIEr9WbmxtVKhW1222X46PRxFkhEonYtW5hYUH5fN62K/f3kx0sH330kS99o9GQ9GZ7W9hfUYERHNbX172/5fb2VicnJ54VhT+m8uj3+35GPEuoO0nu6anUwBHq9bp5ZzATtMvFYtGtFMGAc0b25s/DXZBWZnZ21pJWRA48S0Qm9/f39gsCAZ6bm3urTcnU24S35XL5HrsR+jQm3+/vJ7spIfEZD+PSxONv9kAyy0a5woMGBeShApZgOQicPxpNPGvhUFGPzM3NuX9BxAC4Qm8IWIEEkMkVxNHMe0IBMKLEd+RwsgeEXwP3xXcCHAEIoZzhJYTTMNhyhkoU+o/Q12Y8HqtcLuvp06c+zP1+X/V63dxcLpdzyXhycqLr62tVq1WvLMDNgllGSnSgfWSPjOtRXYRKIqiy0WjkTVmUgvT1CPkh5BnF63Q6SiaT/uz8FAoFLS8v6+XLlx7DgjpjbO/jjz82rwytgZSOZ4mInZIdZz+ePT+AYYwLYqaGLUtotEZgR03GPycjYhQHYJbJZCxSoK9FGvjRRx+ZEoI7R0WE/O9f/uVfpv7U/fuzwveQQgDaBmnl0oBYQi/QdzKdQq9KSYW8CTEBSBzuBSiSuNBwk+wuwTdGkqMUc6CSvKkYeiUajfq/QyqHtUg4y4dImjlDLjkiA/hbVg3wUuD5oFhOT0/9QphyIbvzfCiBmMJAFE80BRUFRZ6dnVW1WvX3Yc5zfn7eu1DYVbK+vq7RaLIaI/QbprSlTGe+ETS71Wo9UCrd3d15oJmLRbAmgMInUsKHVijw2bwLng3zlbu7u5LkXpdqA1oEwyymP0JHBPhv5ijJzJSXZDJ6TTx+EIAwnsbAfrfb9fsmmDBsQYWGeTiVJM/x+vraOAOy0hDkWlxc9JwzICZYznsvMkIcfn19rfX1desmIXnpiUj3oRgcuJwvwdQ5NT+oLmXE6emp1TNwqphWwQkxoEqUleTxK+YfOTCUv7xMnMfJvnjiMtzMwPVgMNDOzo6i0aglWq1WS7lczsQ7nwteFZR0dXX1wQxsKBnj86MVRR3ExUTCCC3U6/VUKpU8wQAYRglORREK8/v9vhFYpmsIcvPz8waFGL/imVECowMmCDHdw8WS5PJ5NBoZgEGyxmUgq6ysrCgajfrSk+k4kIAmDGTzPvP5vK6u3mw2p6oI6TMCe8iDY6nCThR4SS4rZXGhUFCn0zG9AV4CMHh0dGSHDEa9CGIErKOjIw+rsyt0dnbWM7n4LHEhyfB4F3EP3ntkDEqDMkCSUzZ+s71ez/0BD4nDhraR3gdhMkgv1oMgwaBpjIQlEgm7usGXIamS5KYbHSgoK4Q1sjwuUEjZ8DBZPsvD4yUjKADV5bIzgY9eF+6U8hpkGMEFhPfa2tqDA8ozWlxcNPUCF0nJzkGZmZlRs9n0IG+hUPAQNuVrJBLRzs6O1U2IHFgGS9/Gs6VPDN0FGdymZwRplmTblzATn52dueSnr+VZgx5D58D7wVfz/FFMEVC5bKiUstmssxtjaii8qOzQf0NpMGdLAEC4QVA9PDw0wo9TH6AhAxwhzkLJThvGehE+P8J/SnDAQmSnLPwiuVB5kTS+7+etvrVwPGgjyYJbW1u2cVxaWrJ1CMAL5lw0x4i1Q4UQfeDU1JS63a6zHNMpvMjV1VU/KPpJ9KVA+SCCIJhcFMabcNRDzkffNRwOVSgUfMno2Xq9nhqNhqrVqhFa/GvC3pHeA2CGQEPZxwsj2lOOg0xGo1G9fv1a7XZbh4eH7lno8SnPCQQcCOY34f4oz8L9MJTrjUbDs5sEK+ggtmizC5SAhiUpABlm1QTYsGKil+JC4QaA618sFntg4syUT7FY1Pz8vGq1mt+LJAvEOR8HBwcuW+FrCWSU2vDBBCT4ZJzq6Z+Zn2RCRZLfB60GpT9D4VRE9/f3ymazTkLtdttgGmeK4M4lpvQn4IGphC4h7z2VwmQ7WlFUM7ifob0lesJ7XlxceCcjH47oxJpyuDGyHr9/SNUwiQ+HBCKLOIELjNVkq9VSPp93P3d+fu7ehBJUkqMuwQJUDmSTi0uJBiTPnhFJNs5GUjc7O+vSkxcD8BIiialUSlNTU7b1xPWdEhWQBQvK58+fa3t721QLrgidTseOAZRvOO6DNJIpkIvREiCap1yE9uISshCZTB5mYBBJ0Eq+K2UnAZmSkHIasQnAFU5+oOtI+RC6EKSkSamby+Vs8oWIBQAqlUrp6OhIS0tL+vzzz9Xv921At7q66m1mIL20V9FoVKlUyvYtPB9YCiosQE3OMNUUnw8udDR6aASG/jtcbkTFA+7BZX/ny0kDD7JIORKaNbF0Fi2sJG92pgQBxGGPBGgrm5wQKYSXD1+dfD5vVBSvn9PTUwsOiPZkUbYvc9Dv7+898oMon95jNBoZnALuBvygxwQpxP+FFRFID0H3KE0jkYhtL6AcQK3v7u5cphNYQFKlN/IzQLDxeOx+nHlDLnmv1zOoQGTnnSHcpncjmwIycaCwqNzc3PRUDa4GFxcXtiMFSOPzpFIpX3qyQj6fN7opyTJO6Av0qXCKCOwlOViFSiRQY0nK5XI+9IhFNjY2LNQ/PT1VLpezjplAzGeW5AVCJAt6Vkr7crlsD6SlpSX3mViW8J0vLy8fKM2mp6ftZwvohJKJyhAZJy0hQRAK7vt+3lrWwpvl83mLffF5IUMeHh7q+vr6gZsYxC7SOmli54FoAYCHvgp1Db0Qh5yehew4HA51eHj4gEZJpVIuEekpQ+KXrCjJfQaNOIT/0tKSM+bMzIwDzsHBga6vr21nAcFPFonFYjo+PnafCmKHzUhY3vOZ6W2hT3gGlPRoPUEm+/2+S2oyGaorRvDgUelf4XOvrq6suun3+9rd3XWlsLCw8GAt4/39vS8IAgFcFwBsqtWqe8Xj42O/K94p6ClBGZHH9PS0s3yz2XRlFY1GDcRRAVDNUNbTx9OzggWwmoIKTpJxDGZwNzY2VCgUPGoXiURUKpVMY+RyOW1ubtrjqtvtKp/POysy1MG7ADSbnp5WuVw28AUOwepJemEwCvroUqlkGoggR2/8p37+7GbreDyu/f19ZbNZNZtNq+tRsBD5eWkIlVHDkNkghQF60DDCN3JQoWGYxEBSRwaGY2RUjEOCFA+XNpRFZEXKJAZgacihUehRCRQ4FWDHiLoGJRCZh0CAHUY8HvfF4xLQ74UlGY7pkoww4ueLsoTAxcsFA4Brg/6JxWKeYyRbUpozlcIwACoadKeAO71ez473vBM0qmS8ra0tSyuhJOirAVwASJhYIZO/evXKvR/BggDJZcQnlhlb6Bx8oTjYcKzhnw14Sf9HpQUPL8nVFNw27xDhPKguvWGxWDQ7gTgC+xHeD+0cg/hgIZS1R0dHmpubU6FQcBDgjgCUft/PWzMnOyVDu0IokPv7e3OLHHY0lWy4AmGjH+GAkskYYqZJpwwcjUZO+5QxkM8cVF4wjbYkN+MnJyeO3HBaBACyHGJnSi5Jvuz0s0j1OGDNZlPVatXQOMMAAAfMc4Y2jcy9Qqdw0Y+PjzU/P69KpaJCoeAeB3CK708vA9iyurrq/pMsOBwO9fr1azsi8LzDNQl8Lg4Ddp30wFAssdjE+xaNM8GVS8T/KMtzuZwPKPwrWY7MQq/I34f9X+g3dXd3Z4sUKgTwgX6/bxUaIFvIVZ+fn7vl4qIQbMEPQoECyaderysSebOpgDOKt1AIsuF2kUwm7eJPkAHNpdzl/aysrLjtWFpaUrlc1srKioPN23rOt15OegGQVkrUqakp5fN5o2+JRMJu5mQsBMbLy8seMuaFonsF+QSxws4i7AvpM7h8IdcYcp7wWGgqGaDFSX40GtngCjNrFglR2oY9AcAAXjEAJkxvwMUCknDooIkkWZaHBpWsPxgMtLm5aQCpUqkYwMLwiuwKLQLlAUnOdwppG8o8zKBxkguzOf+MwMT35buHlBOHm30gr1+/dqChB8dmFJ8eSnfsMFHekJ0A5ZrNpstUkN/hcGjsAasWftBm83kajYarEj4r6q+bmxv3fbOzs/Z3oqJaXFx0wJUmEsL19XU/17u7O+3v76vRaPjd4zXEOyUxQNMAQCFhZcSSQHp1daWXL1+6NaBUpu/+Uz/RX/7yl9/7L//1X//1l/BXCIHj8binH1CFwFFi48gFRYcKIktZEBoGI/xFexoqTxYWFhydEKQjbA+nA/gzeNCSXHKBLrKvk0U2AAf0CoBe8H3YoVB6U+qCwAI2UQYBz7NrBcUKmtTb28kSWFRE1WrV/SYziGGZBpAD4ok2E9AF2J4pEIAt/H/opzlwACdYbAKGUNmEyimCMr0kQBH9J0GZvpHgQTYDewBkwxWPTE+w53lLsoLs9PTUl5DvDG+NWJ8LDp8IqorpHDQLIBKJgkSAGAD+mWBKe0SGhzIiCdBj4+7AWUMQgrgdpVAkEtGjR4+cuaHb0NxSVf3DP/zD//en7t9bM2cmk/GD4zekzGDIlIzB4DUHGX8W6n2AC4Af/GH4PRhwBfUKXyJRF98iSjNKpmQyqXQ67VLm+PhYg8HgQY+BNpZxKWww+aFc49BQSiNMl2SxPL0DvRnqKMyCieZk8Xa7baRwPJ6soQd0wtol7HsXFhaUSqXc23LAeJaXl5fmX/ksfzx8zCgYCDbcIUZa8I5I+Hq9nmcdUQ4lEglfNloPnBEJTqDEU1NTHo4ngCI2xxaT/0HB8PlpNygn+bMApagkyJTtdlvpdFrz8/Oulsj2AGj4EpXLZeMjZDOeLYoygEtoLC4uY22dTkepVEqSTOOFLQUlPxJEBi/S6fQDp0b+LIQoCB6+7+etmfPf/u3ffhmNRj1lgiicgVEyCC+RoWM+KKUJUSKkYEAlQxe68KCTRTDkhVpotVruGy4vL92XhcO/6HO5fPj6ULZRFnMhySB4pdJr8t/weSORiAqFgvWf4Qo+Pg9iCV4O2S8U9VOytttttwpUGvRTGCdTnZB9URAB5zNniOACZRZ6Yka9EEiEqip6tIuLC+XzeZdYIN/0b9jBhOvzIOzxhiJL8qz4e7S5eEmFWmyAPTIzDohcOLIkboPhXCVBA8wB+g6ai+/B/yT5EmUyGQdpxv8QEXCxQHMBRcEuTk5OLKGkaoB+wxBAkqrVqqLRqAqFgnt/ngMgG8/7H//xH/9k5nwrWktUpO9iBpEDSPlG2UBEAMSQ5OgSfkCQRMh3LjmZN5ToAa6AVKZSKUPrIZQ9Pz/vMu/m5uaB2IGDDGhFec73Q7lDDzE7O1mlzqRNMpk0usdFyWaz1lfCnZExsTxMJBIPpmkobS4vL+0OgAUoXBha3FarZYkfCC19OyNNKJPK5bI3u6HXpS8GUaREQ23FAYQ/pd8lkMBjAsSgbKFfD4eXCRIsGCJgZjKZB4PY8I5QCVBwVEAhiIWSiUF2Wgg0s4jkESPk8/kH8juEHIBg9/f3RnXBNb7++mttb287CIM15PN5277wjgjwXGb4di5pPp/34Hy321WpVNLKyor7ZlRxFxcXpr7+XM/51rIWQAJCnexA01wqlXxgYrGYJ1E4JJSZmUzGzuz4xuJyBhdHqYydByULkkFJFoXTIwAmwLleXFx4hIetVPBgd3d3Xg0H4BQqZHDPY4cHpRZDwqFUDWSO3pl+mD53NBp5jR0vANBhdnZWz54908nJidrttstgnmEoAaQnRUDAReOgUwYDmvH8WBfPWNlgMFChUHB5ikQOIAtLEp43CCQg0uzsrEXwZG5aBJ4LYnyE+AAm2LxwAcgacMrYyczNzVm2yZkIDZyhdvjMBAgYAvpdAm8oNyRIQ7tBieXzeQcmwKjV1VW9fPnSyH+/3zeNEo47AsaBF+zu7lqsQZBvNBo+q2Rfqkqey9u0tX/WfQ/ghil4MhLDy7xEmnc4HBpqDLwQlxMRoVwuLi6UyWSc2XiwaHIlOfLd39+rWCyq0Wj4kiAkRhsauqYRUHgppVLJrmhYV5Ld8CkNuU/GuOBg19bWDIxdXV2pUqmo1+upVqu51MFaQ5KHuSkJ/xTRf3Fx4ZEvDmGIpBIgCAz8fuHwLr0tz41nQ9UCAgpwAaxPNEe9RIBAwBC6TsCnQk9R/sGpotYCPaftCcff6OH49ysrK166S0amRAeYoRcNJ5EIPHCdVFuAXFRmyWRStVrNWlZp0jMy7SJNKrJsNuvzgqlYOPuJoXmv13NVwlldWFiw2okKEWUQOAqVEZcaW57Q2eOdLyeHmloabi+kIMiURHAuHwgaaGwikbA4mYgI8giZPh6PLTigP6J0PTk58WWm1yNoED2XlpZcWvECAZMoS4nMQOt8XkprhsCXlpb08uVLOzKgo6WUoozms9KbARSF1ixccNzwEHHEYm+W4aJgYZNWq9VyIGBKhNKM8o3+LhyhYpMalAgHlSyAPpryPQyIXK7QUZCWRpJbFTSpgEOSHKAZvZqdnbUWlSFuWh8UT5SfYA68T9oTgg6Km9Fo5FIZ5wi4S54FZzS8jOE4HH12JpMxsISxNHpiScYvQocDAi4IOK0HnxMfK6odZpwJXgRPgE5kfO91OWn0ORiSvOJtenr6QZMOH0dDznAqh5FpE6B5yuFsNusHxoWnR6F0IGpih8L/x5qf2UOAEgArsgTIKC4N9K8gwaiIQF9B/xBZEN048JQ8UC0LCwsWLwCSQIfgKIezPUAGUToEfMKyGeKerAloEQJrBC6EEHxHyk/6TA4ngBSEPOUwvTSZKhKJ+JCDBfAOxuOJl9La2prVSywmDpF3RtIQJFDiMjwNoo8iiYtJoCD7QKfV63WtrKxY0occlGqFHnhjY0MXFxduaVBxQb0dHx/bs5fWhczJO6O9SSaTOjg4cIZExUQfTkZGgdZqtWwjg28w5mW4R/DM+FwEvD/189aeE2J3MBhYxkbEDTkwABPkchcXF36I4WwmRlbhPOXMzIwHrtE3gljOzs6q2WyaSwxVRhC5MzMzngxBKUKGQVIGcMIALP0O3wXxhCQfQi7WcDh0yYcYgsgIB0ufi3EXYgHpzTJXIHN4UFwMGN6lRJf0gKIiG3F5+ff0p/zeZ2dnHv0CUINbJOihigIFZrYWxJ0gxfOgH4KAB1WV5O8d/p4EaMQe9/f39jiS5HKfS8/zoIppNpuWNHKxb24maxvK5bIDSzKZ9Cp5yms8c1utlquHwWDg9gmAi/UWZK7hcKh2u62TkxMrdwCdOJ/dbte/niSClzItRji0DU9MFcW5wjGC50Nf/X0/b82c6+vrnlkDYSNThTOHZA/WD6BmAS3kg/N7hIgi0SREzJAI0tNSplHmgrS2220/SMaN4vG4aQn6CMoPSg14r1Kp5MPAxYjFYs7+RDwuC58vzPCUUABngD/0qSEpj8Uln5fJCS4uetXFxUVvVaNPpCSE4qB/CZ3oCDiYeJNV4Topo3EZoAzjAgA2dbtdFQoFVxn8uaPRSKVSyVwemmlQbd4JQYfPwueFbqDUR90EcQ8wVC6XHwxkh/s4B4OBM10YhACUQKHX19ddVoOYc8bCgWowEoQN2IhQrUxNTenTTz/1eQTEoZJk+oQJLfpZtAEolJBykoiYHX706NH7XU52j+TzefdXt7e3Jm8RB9frdQ9UZzIZ1et1q2XoS2u1mubm5vzhQukbpSr9KU090YppekbIMFOi/CESEi25HFzOZDLpUpaSgl/DZUYdwl8h5MnAiPHPzs5ULBZ96Tj8CK3hXCk/yTgICgBIotGoPW9Go5ENqpj5Y+CZTMYPPBrPiewvyf0c9BMZFdwg5P0YgRGEbqgAACAASURBVKKl4O8pJ8nAa2trRmMBcrhEiCcYFwRcgqNELgeyzcA5jg48j6WlJQv/f/rTn+rx48d+Dxx++kXWvjMkT+DgGdCa3N7eutyWJv0s9iNkP6akKFWhkRC1Q5FBM4E5EHgYAAdjQDLJcDhVXvjfkZzoQ1G2vfPlRIcIx7O8vKy9vT3D5fQQa2trjtRhDY+MCiQRwIE+k4kAODt+OJQcEjSb29vbarfbFhmwxwPSn8lyBMuSbD0IZwcYdXp6qnw+b4EF6hT0kZTJrVZLhUJBKysr5uA4lKC5fFcqCtC50C0c4IxgIckCBjSYUCVkEwAZIj78IWqnEBSjr0RbCupJj4NsbH193b0byC+8Is78vI/Ly0t7tDKzyeclKFDWhYt0mXoJ3TN4L/T99PjRaNS7Um5ubrS7u+sZXuZlOdyUz0gQyZC7u7va399XoVBwdQZ9xHOfn583XRbKCOFZscEBVOLcUanAj5KgCETR6GTd/dbWlgE/AiMa8tCOh1UXkmxc9l6XM3wB09PTtppnpCkanSx9YZQL1zReBBMSktx3guqRVaLRNyvb+WupVDLogpxucXHRZD4Pmz6MbD09Pe31ggBQIZgUCsUZ4UFXG4vFbBVJeUkJdXZ2ps3NTQNDIK1E7VBHCr1BtoKXBSFkBR6aUS4H40OUybOzb7ZaUxLx2VFt0RuioYV+Ci3/KcX5Kz1j6NRA5qNyIDAhzLi9vfX42crKyoMtAMxXchYkeV8K/fTr168dKKh0qHC4CARjBBMgy7g85HI5tdttf3cu4MXFhWZnZ13eg3zzbJnGCWVyPG90vQSy169fe6mVJLcYAEfz8/Ouukg8o9FIH3/8sZ0llpeXtb+/r0wmo3Q6rbW1NbeGo9HIGmU0AZTT73w5kVhRol1dXXnygeyDxIoHQ5alNCA7EDUlGRWEbyS7wOtJctYgSyIJW1pasunUysqK7u/fmFQTCDY3N+2uRql8fHys9fV1OweSAaE7mBeFgwrLI14kpTgHW5JLZ/pT+mymF7BGJHvAJeK3hGMfBDWqmLDElPSgfMdXiIyJQieZTLpPR43F9+JAsvL+6urKazHw7KW9gG8lw6Hr5RmUy2XvG11eXn4w64sTIL3s/Py8F/DWajXt7+/7YoOIkp1wBOx2u9rc3HQ2ZqoHYQYidII3Niv8PUAOVROVDj7LkoyEk0BYb0FLwHugpQj1v5Ssa2trOjk5sZqM/w/NBjYSrmU4Pj52aU8P/V6XE+ACdQP9A4cJg2EuhfTG2U6S6QguHl+UkR7W5oU6XUoAfHLQhZI1OPygXvQdBAdJ2tnZMSBEH4pqJURCOcyIxNGUXl1daX193S5tXAJJ7o3wtDk+PnZPdXp66jV08ICj0cgAFaBOvV63WIKyHO6y1+u5lKO0RbzBoQmzK5k0VNRQttHzURWMx28c9bPZrFH39fV1SRN/IiR5BwcHBnHorwaDgTqdjn9tsVh84GzPYqbvvvvOPSM2kQgvcMYj0zSbTc3NzSmdTuvg4MCOhOfn5x6sxuLk7m7ig4z8DoAyGo36cw2HQ7dLzOBK8hpCpJkE0JubG1dqBD18ncbjiYnAkydPtL+/b+qQCRcSEYP4yDNhNi4uLrS/v6+1tbUHI3m0d/x+73U5QcQ4nFwI+pu7uzsbPtPsM37EZZJkky5KsFhsYkrNOgZ0qVw+ojbILMgpmavX69n4mSkDxAVE2jDAQM2A6HKAp6amXGIAfsFtQo+A7M3NzWlzc9OiexzLQwtIgtXBwYFevHihtbU1g169Xs9gGPYl9GqM0/HSePZoTkPEl3+3tramubk5PXv2zNI9hNVEYxBZBgnYiIYXbqh8gQrDMiUUeZPV8HUlA6C2ohecnp42lcXmcgCyi4sLHR0dWbBB0OFsHR8f+zuk02m1Wi3LM5lWAoSKRqPukQeDyULnlZUVVatVl8cg+bQHoSJqbm7OABbVUThxxfD4zc1k4RTLrHhnXOzBYGAqipJ7ZmbGSjLe38HBgTMyZuOUx6GO/J0uJwoMSHNAFQ41FwKyn4wYit/JcnyZsGwiqgOvSzJQQLPNtmKsNiipyeipVMoHCuQU4QOBhD4il8s9QInZ3wiqxjRDSN0gtn/69Kl5MBQluAl2Oh2DE2iPKacphXA5BwyixGcSgvJdksUI0AnQM6G0jRnVUBLISB6EPLxbKP64urpy2cyzoH+ihye4EijJ6ggSQgE7NBvlOa1MqVTyuBcA4Hg8dtUlyT0mCC9yxmq1aiHL0tKSF/+QfWmVQmUZACWBFHM6ACqcFQB/CA6cKdoMaB/KXspYAiSTL8xrTk1NudJhXA/bknQ6bcAICxiWSSeTSQNM73U5O53Ogy3C9KCSdHh46JdBdMI/lR4BIXQ4vQD5TE1O3wiVQmmK4p+1b8i3INMbjcaDkTBKVRBboi0BgVlESYaz6ZvpZwkMzF3CZ+bzea2trTnjZbNZD2yT8VClYK2xurqq/f19q3YYbTo/P38wL7i8vKx2u+0LVygUbKBGb0xPRulP+UlPHpZMlO8Q3mxrAyBBWnlycmJdKxrcUBQfj08WJ/FncFnoweF7eXa8H2ip5eVlB7sQI6C858wg0s/n824/JHm0CyIf8AhtLtlzenpitoVYBB6ZdwACvru7+2Bus16ve9AeYcr9/b17QWxIOCcgtIgLGJOEtkulUl4wlUwmVSqVHByx1URxd35+brHEe8v3uFCnp6dW4MM5MYFPL7O4uGgCut1uWzXEBANSLbSc9JQoOPC0QbYGZA04g0oG4AIaAVSVDE/5EfJ16Df7/cnCJSB1MigVAN+FjdFkCPrlXC6narVqoAB6CJifbCvJl5FWILSMDBVMlNfoWUMLC7aKAaYh7WOnKEDTxsaGfz/aAdqAkL4IZ1lxEASEwQAM5Jf3QHaNx+O2RgFTgPfkLPA8CoWCBRqQ9QTFVCrlfo7LzaQKOmMqKbIZHDq9NHpXzlgYaJiWYkgerTYgFO4JYBHQGZTxXFiqF0bVyKr0viGlJcmTLScnJyoWi+p2u1aDYeZFK3Z0dOQ1DpyXd76cfBHACxpwek5Ky/Pzc38AmmUiN4ALWYB+EhULChCsEzFPIjLS21xdXZmioY9k6zJZmrKPcgT64MmTJybfS6WS0UMUOtPT09rZ2XGGQjXU7/ftGjc1NeVsDgLKQWLETJIjIVnq8PBQi4uLKpfL1myGfdbMzIwKhcKDCB2uR8CND+kYRtn0NIyF8dxDeRjlMGgmznyhLBAgbWpqylpQ3hslLSg04AXjfEjzwnKY748cjjL7+vra7vv39/eeENra2vI6w4WFBbtGUKHxWaQ3/kMIHBhOWF1dNVJbrVb9fKBVOLOSzKtz9gjGe3t7DrLQZNIbxz4uJmqwk5MTL1tiizVnoNPpWLXEP6MEx3g9FO2/1+VEgscXp6RIJBJu/Jn5Q7GDxI4Ig6kVTTeGV8ViUcvLyya2FxYWjLaF3ixkynAC5uzsTLu7u7q4uLDKgwsL2MHLXV9f16effmowgayUTCYNlsDtPX78WBcXFzo4OFCpVDLPSTYA8JFktJG+7I+j8v39vRqNhsXb9N8cWCw2oWFCRwWECGg3QRlBpjl8cMMAcjjRcWF4jlQKgFlhCchloaSnnIbrzGQyGo0mKxRYCsS0BcAclATaV74b6DCficokEono8PDQQBGffTweG9xqt9t6+fLlg8H6169fG5zqdru+NARtkF20wEjwMHsGJ7m7uzOQiCCAGUzO8/z8vJ3Z4VwRvhAMwp6VM0Gg4jkTCBh5TKfTbq/q9fpbrTH/rG+tpAcRg96S5ph/h/IFFT46z9vbWytSJLlJBu1MJCY7JilT6N8oc8hUy8vLajablljd3d1pZ2dH9/eTNWwsnEGcztQKqhm+Ry6XMzpMNp6amnjknpycGLEFuZyZmfF6e4ATSkNEGQitCVxI9sgO4Q8CDC42WfLu7s59MuN3gE78jwDHgAA9IUtnJRlJZLqCigJkERUUvSNBKzQ/lt4MFB8dHfkSY4IMIhwaryF4iMVi5vxisZgvNbQS+lqCXCQS8XYwgiSyykql4gFtRCyDwcAa1r29vQc4RTabtTcQ7ROYBgkgFpuM493c3KhWqznokQ1BawkEIbIaXvRKpeJtCFQtYZZksIHBAGliXcLnIBCsra293+VEKgXyRRNMiQtKS/Yh+qJsoYQKVzDwMvn/IKXoZ1lBz3gPNAhyK+YSFxcX7UI/MzOjSqXi3SorKyuebSSDR6NRl9NkDcqn0WjkifVEIqEf/vCH3lwViiBmZ2f16tUr0w/hrCEm10i56KWA5KkI7u7uvNks7IUoRcOyij9/cXHRwnX+3e3trZfUzs/Pa3Nz0/zwycmJPv30U1vKADYRwCDzQcrJMCsrK/4uDAbACfIuf/jDH3o9AeU8qrDZ2VkPZUuymyLVBwGHQ0+1AWDHQYa/BvXkc+EsAcX36aefampqSoVCQfPz824DCMIEIrhdNL2ojGKxmDP37373OxsE0MtfXFw4uYS+T7FYTLu7u2YYKP0lOWNKE/tPnsXCwoJ+8IMf6Ojo6MF5579958vJg6RPCi8eh4OoArDCByTKhA8fxI0H+MeTC/V6XZJs14/agojPeFe5XDZiiFB5MBhobW1N2WzWfR6lCGVjNpv1NADZc2ZmxiQ3ahiABHprHnCv11OxWNTz58+1vr7uMlqStra23AODkDJqdH5+7rVxkcjE/hHkE9UQgYpqg++MrjWXyxl82tjYcPmVSqUUjUZVLBY1MzNjYT5QPmsY+fNpTfgzEHfD/dGH0ftL8gWr1+tqt9uuOhBNwMXu7+97VhPABOqGpUWgxZTQ0F9IJzc2NtzLP3/+3OolBi6mpqa8sKrdbkuSnd0ReMBZ0v9SGsPFQyVNT09bSYYOWJK11aC3lOSs5SBJ8ftPT08/mEApFAoueeHCqS4YoMdA7r3le5L+f2MvHPZQ+I3uEyUM4l6ExJQeAA9Mm9C0ozABIKFszeVyPkwh/0amDmkY5FpYSYDq8WsYPkbPCNBCKQU6nMlkjBoy0oaukuYdioiZQtQw1WpVy8vLOjo6spM4I2v0RhDw2JZQhoOC889isZhKpZIBDORy4VgcIE232/Umr0QiYQE2lx31C675cJrj8diGY+AF4/HYTnz0rPROGxsbVkTBY4e0TKVScZC+u7tzsJLkMwK9gO0q3k+pVErNZlNfffWVMxcgCoZpcLw4XyDygFJBKM+75kwSnBlxrNVqBmwos/P5vN0ZoJVmZmZsy0NGBAij5aDlSqVSVr0h3AHAgzfn/nBPCPjvdTmB2nu9nnsIdj0yckPmpFQCWgbS39jYsEsBvBvEO2LmSqVi0ODs7OwBb0Vflc1mtb+/b+UHIAkPH/MuSV4hAY+JGgTPH3rjk5MTlctl26tQKdRqNe/5uL29teCb0jIej+vo6Mjo8Pn5uZrNppUxTOFPT0+bTxsMBioWi9rc3JQkCxygKZaWljxfKMnrARh329jYeDDrurS05IseXjjKNYypCDSIBJA/8mcPBgNlMhn3VEtLS57Spx1g4ID1ikzcjMdjHR4e+tKTGa+vr62YWVhY0NbWlldXcPivrq7MHS4vL+vg4MC/9+3trWq1mgPG9PS0x7BGo5G2trasbeVsIiIBsZ6enlaz2TQVxl/JwghbCLjJZFLZbNYZmHEutuUh/gfEI0hD1ZydnTmxTE9PGz+Znp5sv+52u6al+DMJpN/3MxXyUH/8k0gk7hF4c9iYSyOjhUOnIeScSCT0ox/9SJLc74X1fOgsx0gOmTPMavxZDM/WajWtra2ZN6SHoiRhzwmlKrQMwgheNJcQngvpGxeDMhz5GVrikI8EKc3lci5fQJd7vZ4FDvSR9HgEm2g06hIew6tkMuk+EuAG4IzpFsTeJycn7h1BAE9OTnR4eKhSqeRyCjoB4p+oTU9WKpVc7j99+tQACeIOFFD0R/f3k+3Q6IzxO2q3235PxWLRAYi1DFQZ8Xjc6iwmdeAJQXh57pSkT5488SABQQNUvtlsWpbIZ6UdgR+/vLz0CBeyT9RAnE14ScAt3tvCwmSDHNw3/CjWMwBwvV7P009k3FDgMRwOVa/XLZQgmfz7v//7nxTYvjVzMoFOlAWpgz5ghIqVbJDG2P8jAGb0hin82dlZbWxsPEAJ4T07nY6mpiZ7MAFWMOYlsiN2xp6x1WpZNzoajQxEMO2CYgae7ujoSGtra7bupzxqtVruv5aXlz1dUa/X3XdSyiANo69FtZLJZB64+dXrdX9Hggi8MCAMToAfffSRPxM7SJmaZ76Q98H3YC8l5WE0OrEc2d3d9UJZAhfP7uuvv/Y+yuXlZZtKDwYDr7KvVque7qDNAESrVqt2TIhEIvrkk08sLMC6hGGA+fl5A1L0YWHPD81Gj0cmRfQuydmL4ACPSN8LVsCwP/Of/X7fiizKWj7Tzs6OMy1eVJim45IQLrvi2YKc8xPak1Diz87O6vDw0KIIMBjaOHpY8JLv+3lr5iwUCve3t7feJxEirYVCwdE01LXSC7I/MpVKeRoDCwmyEghg6FvDjCB9AUoZLmO1WnWfRDYIx4eIfPBsq6urBilCWRzIJqNtlUpFzWbT4zyoUtg+zSUn4jLonUgkTPnw54bcKeV3NBq1hUXIhzGxQBT9yU9+YtJ9dXVV3W7XPT/I6/X1tctySixJRqNDhwRmPAF86J9nZma0ublpaSHyvuFwqFwuZ2Mr+NbQRIvKhF4akA8giHMwPz/voYTQEVGaYBkMr0PVgHDjtHh6euqdqOF8KzQEPTX9MYg4fTtTPbRig8HAZ7NWq5mT3d7e9gWmrWC/CyAe2S6cZT06OjL3jUUPijbwi7Avh2LEBQJc5Ne//vW7Z85isahMJqNyuWzHtUajYS0khHm4aRo0KpFIeIkPHBcPSppIvxiSpuQ5Pj52WUDvhDsbqN3y8rJLFzjXZDKper3+gLAnSnEIksmkisWiS67T01M36EtLS9rZ2XF2hBBnmgPlTDqd9rgXSF1I8TCEzlgQPex4PPaqhBAxzOVy7t8YQcOoijIW1JbvfHR0JEnu93d2dh6Q8YiqEXzTy1KxUKohJePgDQYDB18qBjShfEdEFclkUs+fP9fc3Jw2NjYerKmPx+OuJED1kcrB7XJ5aJlQk8EMIGLP5/O+2FBr8XjcHDmUHhmV3m9ra8vvAcSY6iKZTPp8ID/kXDCcgJfw4eGh1tfX1Ww2DYohOMDWFVEM7QPPgfd/d3endrttTIXPCr7yNoXQWzPnP//zP9+DKt7c3KhYLLpPowQIM1i/39dHH31k+Hl/f98WjvA6jNWAfIGUrq6uutRAwQ9aiIggjJZ4GhUKBbXbbZ2enqpYLJq3hJ4oFovO2PTDDNKWSiXPEzITCY0QUh9ski4Wi9rd3TU4EqqWJLl8I0MhbmDNAn001AH9IqoX+h96Zcp+ZJGhSIDycXd31wgpmTqfzxvAAHjjr5TGmUxGq6urnjghGzEDCtdM4Lm7u9PR0ZEvz3g8NjrN5eKz3t/fm/tMpVJKp9MuB8O1HLQaHNr5+XnPX8K9osdFz51MJm3UDHYROnSQxcjgZE1K0XAmOJPJaG9vz6AafeFwOHRAQAkUGqiTGAh4BwcHvmRQeaDZSAj/6q/+ytwpggqkif/zP//z7pmzUqk4BXe7XU+pIEkaDocql8su18IJkvv7iS1iu93238OXctkY/+JiIwUDXIJSwHJkYWHBn4d/z0vAToJeioNJ2dPv9z2RTq9cq9V8OULLRVBYYHGyyN7enks9pGqAHGQGHA8oawGw6FnQKdMzYbFBzw3ED33ChYRCCSM+CCXAFOUWvsK8w1BMTs8HnUU/Ho1Glcvl/N8yikUmILM+evRI33zzjfL5vH70ox8Z8Li5ufEuysvLS/N4lMK3t7dGjE9OTmwoJsnZBwAHQcj19bX7WEbtkAmSpXu9nhFP3i1IN5eNc4bAYjgc6vj42C4QZPuzszMnCaoYyvhwFAyemgEENo8hkpAmjEGxWFQ6ndZvf/tb952ozwjYvKd3vpy80EgkYuIbFBR1DIghJUir1fKLpFS4ubnR0dGRCoWCstms1wHipwJUPT09bf+ZTqdjCV+r1ZIk0zUcXJp93NsymYyjKjOVROrQgAsvGNawh5PtlFbhfwstgwAdIjybzerg4MBCZuxXJDnDA0AAeIDSIbMLx+7o+eiv0ePSZ/K8QZWZjqA3QrUVPjPKOdRLiUTCfCRIMBmaw97pdJxtAH0w/+r3+/rss88e+OyEGuFI5I39Y1gGQneAZHPpmYqhnwbhxgia0pghC/p9sItkMunBgeFwaHEGYAzv7/z83HOv+BwjPmAKCiCSgBhSOSDsTFExbRImls3NTT169MhoO63V+fm5t44Nh0MLc0Do3+ty9no9T3W/evXKGRBDJrSmmPkS/Tik09PTRrHYi8FlAaSgbyUT8YLz+bwRYdQv9Hp4pSKM4GJAboPAIR0EZeSAE7HCi8dALJmDmU0iIZcMNJe1hNIbZ/zxeOw9jpJ82Cn5uLTj8ViNRkObm5tWCIH0SrKsC50oK9UXFhaMaIPCxmIxK5/4jNls1uU02blQKDiDk9noLwFfGHuj9MNiZjAY6ODgwA50BDvMsBH7Y1xG+0H7AD+J5xRlP7JQLjp6XwI/VqPMXIbuA2T/i4sLo7s3NzcP/HkYfqccRpkGyhuNRl2SAyzOz0/WDaZSKT8bADEsNEN0GfEKVUWhULDhNtM2g8HAzg4g0olEQo1Gw5rzd76cLIIBKEEdhJiAZpuXAQEbUgs07el02v0Ei3NbrZZ6vZ6VJKHOkOxGXc7AcDweVzabVaPRcJaBrqGcAa5mXvPq6kqdTscvj10b6CH5/Mx+8vBDkQBSOwywP/nkE/evkPiSjBwi32MmE2EE69nZmE2/Ssag5L27u7MZNv0JAAI9Eb0SwBgQ/d7enqLRqHlKUMaQhiFbgFAPh0P3UpS6UBaUhQjb4U8ZIWTwgGkbEPNwjR9gGKgz5TklNZRFePZATEMuHf6Rkj5MFvSIVBYhZUNVR1CG30b7PDs7a7NoXAqpUnjnLKli0ICsyba50AWfSSrUSVQXnI1YLGY99ntdTigSoiKD00RWDiKiZ0mGpOnNuOBwofCPl5eX7gGR/F1cXKhSqdjEl/6JSLm3t6eNjQ198803LhXZUsYXJ9IOBm8MnPkfpQYPDVVHMpl0FGPsit8fTvX8/NzTECC9BAaGhVlac3R05AMjyZlyZWXF9APPstvtmm8cjUZKpVKqVqtWXZ2fn3uOVHoz1AssH4/HVavV7KZAUIFfoywGI6hWq6pUKq5yALHCwe9ut2vpJAPe9ExkeXo9MjgoOb5QyCj53rQ6vK+rqyuPlrG6o9frqVwuuyddXl42GEmVQBvDs+EZkC0Bclqtlt0IkDYuLi7q8PDQn4fvF7ZSBIt4PK5iseiyncAKBQNdBH0Si71x/aPEBsGlFA/PoCR98cUXRv3f+XIC8fMHSHJvQonAQYBvg1uj5Dw4OPAXluTlOviszs/P2wiZaXTpjRUhkZy+iMMHqTwzM6N2u23UkQxA4AAF7XQ6D8hoaBqmZyDvmZIJkTZ6RC473w9LEzxpxuOxh8uJpPBamGVBKeVyObVaLeVyOXW73Qd6Tnpv1gkkEgk1m03lcjkjz/TIGxsbzqCscaDfXllZUSwWU71etyUjVQZ9E9u1MQMHBOMQMikUHiouF8EHxRZqH0pnykYAn+XlZfvekqn49SisQrAIKSAXH3oJRB5zOcpq2AC40eFw6IqLSgluNwSKQPK3t7dVq9Ue9L6SPE4WJpiQY08kEu5jpUk7A2VIcIBK2d7etuKLCuO9LieqDPS1/X5f5XLZ7uEMTi8uLlo4wHBxJBJxZhkMBr7QTPhzSHkwTNvz30t6QHGA3IKkDodDvX79+kF0xQsmXOIL6orImew6NTXZvIzah8OGiACtbLvdttSQbDQcTpbfABpxYLiElPKpVMq/HhEEukuQX0pFwBpACuRmeAyF+z4QMtze3mp3d9eqJbLfysqKwREyLmZkzMTe39874hP1EQkwSI9HMGJz3gsBl1+Hhcj5+bnHyPDvgdaS3vTbktx+YKECcirJC5mwUgFHCFupWCzmFR+cD6xhpDcDG4BwIKsMI5BouNxcWCZm0um0szp2pQBZuESQZEIpK2cunU4rlUpZ4kfPTwtwfX1tiui9LieNK4cZ31fKgXg87uHpSCTimUK+PMQ6Vvu4vcOTUXfTQ5ClmEkcj8dWhaDex6YDs2IeFFpTwCYc00KP2X6/b4sRBr47nY61tVie8M+ePXsmSV7nBmDC5bu9vVWhUNDc3JyOjo48A4ra59tvv/ULfPz4sQ/O3t6eew8E2fB2/Nq9vT1nyPF4snYP9JgSGmH//f298vm8Z27pk0PLEtwHsFvBQYKhbDSsPHMGhRGQc4nZZ0mZK8laWOgZQDjQTgbP2UxOSQ4qysA6o1RULJT24UQJ2lroDyopnif+tZxXENrQ5YFsDqIcSvzwwSJYUYVx8bigJBZAt2g0qkePHnm4nDOcTCZ9Kbn8kjwiGPbZ73Q52bPBA0MHGs48Iu+iHLy6ujKszxoF+lRK1o2NDU99hJnmjw9YLDbxhFlYWNDa2prVIJR2lBqoMcgGXF40lpgUo4pBdfPb3/5W2WxWkmwlQVnKlMSTJ0/0d3/3dy4/bm9vlUwmXUKFYnm4wV6vp2q1qmazacBAkhFIhO6Ua/REoLPhkEEmk1Gj0XCFAEUD4c93G4/HlrAxZ4mAAhE2fR98HVkPGoHxJ5Qu2J9QsiL4z2azLvtoSVg7kE6nDZBxGVDrIL2T5MuLbA/TK5RYn332mXtaACrOW2glwkJmSW6f6F+hvSg56a15jiCn0CvQN3CcOFXwzHimW1tbpn7S6bTy+bzfH3w/k0Cg1HDItHLhLO97XU7KTcoJQIy7OMlD/wAAAoVJREFUuzvv2aTcSSaTVoEQcYfDiVHxo0ePPFyNPQRRpFAo6MWLF5qamnL/Q98zHA4N0CAUBoVklT0osSTTOlgq8hIRXbP2HISxXC5LmpDmlUrFQujQBf7nP/+5Hj9+7B4GUIJhXw4VXC9qm8ePH+tXv/qVXr16pWazqWw2a8sUXjIjdoxpQXCHFo7hRm+oLL4r74IfEGIOFCUyAQJbDco2LiXtC+8MZBIRAe+OwIy1CzwsFAM6YeYpQx9dgnm73XY25vJK8qWgEoAlQNAPKANdxaWGniM5fPzxx3r9+vWDKRxJDmj0mmikufDHx8d+vyC8S0tL/u6VSkWHh4d69OiRBoOBSqWSIpHJlj3eKbpcnjF9PeATrREVD1zve13O4XDoESay0f39vZVAq6urqlardkmXZOQNvxiQVmweQBslmUdEqSLJk+bI67DXOD8/d/9DX4nMLpyA+OPsCgwOCc5hxCE8FoupUqn4km5ubqpWq+ni4kKPHz82sgoPmMvldHV15dUB09OTjcZcBMAUSQZUGNmCnIdq4iBwoVBfASbMzc0Z7cQtEAUMqDPAC+8GAynApVhssvIAHhgin0VRCwsLHt8KucHxeGxBB3+u9IaeQE3DNM/s7KyDK+ILgjG64DDjAaqgy2VRMdJQykjaHmSac3Nz7sElWaq3v7+vfD5v+1bc3nlfIPC9Xk+VSsXBm0omBJRQSzFZRHCbmZmx2Ib3BNgT0lFUWfTCo9FIzWbTzwWtLWfk+37eqq398PPh58PP/7uft66d//Dz4efDz/+7nw+X88PPh5+/0J8Pl/PDz4efv9CfD5fzw8+Hn7/Qnw+X88PPh5+/0J8Pl/PDz4efv9Cf/wO7oACYtX3PYgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UhNIcXo-L143"
},
"source": [
"### 2. The HDMI algorithm\n",
"\n",
"#### 2.1 Learning the HDMI model on the patch space\n",
"\n",
"The first step, is to learn the HDMI model, which is a mixture model with dimension reduction in the high-dimensional patch space. To do so, we use an EM algorithm and we start with a random initialization. \n",
"The main algorithm is defined in the **HDMI_learn** function\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RpgnkopWMamh"
},
"source": [
"def HDMI_learn(patches,K,IterMax,sigma):\n",
" '''\n",
" Learn the HDMI model (see paper) for the set of patches with\n",
"\n",
" Inputs:\n",
" patches: se set of noisy patches\n",
" K: number of groups\n",
" IterMax: max iterations of the EM algorithm\n",
" sigma: variance of the noise (used as a threshold for dimension reduction)\n",
"\n",
" Return:\n",
" mu: the mean of each group \n",
" Q: orthogonal change of basis matrix for each group\n",
" ev: eigeivalues of each group\n",
" b: estimated std value of the noise (should be close to sigma)\n",
" K: K\n",
" d: the dimension of each group\n",
" posterior: the probability for each patch to belong in each group\n",
"\n",
" ''' \n",
" # Initialization\n",
" p,n = patches.shape\n",
" mu = np.zeros((p,K))\n",
" Q = np.zeros((p,p,K))\n",
" pi = np.ones((K,1))/K \n",
" a = np.zeros((K,p))\n",
" b = sigma\n",
" ev = np.zeros((K,p)) # eigenvalues\n",
" Phi = np.zeros((K,n)) \n",
" eps = 100*np.finfo(float).eps # machine epsilon threshold for speeding-up the algorithm (all smaller values are considered as 0)\n",
" \n",
" # Random Initialization of groups\n",
" posterior = np.zeros((K,n))\n",
" classes = np.random.randint(0,K,n)\n",
" for i in np.arange(n):\n",
" posterior[classes[i],i]=1\n",
" \n",
" t0 = time.time()\n",
" # EM Loop\n",
" for i in np.arange(IterMax):\n",
" print('iteration '+str(i+1)+'/'+str(IterMax))\n",
" \n",
" # M-step \n",
" pi = np.mean(posterior,1)\n",
" for k in np.arange(K):\n",
" tk = posterior[k,:]\n",
" stack = patches[:,tk>eps]\n",
" tk = tk[tk>eps]\n",
" nk = np.sum(tk) # normalization for class k\n",
" mu[:,k] = np.average(stack,axis=1,weights=tk)\n",
" centeredstack = stack - mu[:,k].reshape(-1,1)\n",
" Sigmak = ((tk/nk)*centeredstack@centeredstack.T)\n",
" ev[k,:],Q[:,:,k] = LA.eigh(Sigmak)\n",
" \n",
" # estimation des dimensions\n",
" meanev = np.cumsum(ev,axis=1)/np.arange(1,p+1)\n",
" d = np.sum(meanev-sigma>0, axis = 1) # dimension should be at least 1\n",
" bvalues = np.diag(meanev[:,p-d])\n",
" b = np.sum(pi*bvalues)\n",
" \n",
" # E-step\n",
" for k in np.arange(K):\n",
" s = np.sum(np.log(ev[k,p-d[k]:]));\n",
" muk = mu[:,k]\n",
" isev = np.sqrt(np.abs(1/(ev[k,p-d[k]:]) - 1/b))\n",
" Qk = Q[:,p-d[k]:,k]*isev;\n",
" Y = (patches.T)@(Qk)-(muk.T)@(Qk)\n",
" Phi[k,:] = - np.sum(np.square(Y), axis = 1) + s + (p-d[k])*np.log(b) - 2*np.log(pi[k]) - patches.T@((2/b)*muk) + muk.T@(muk/b) \n",
" \n",
" for k in np.arange(K):\n",
" posterior[k,:] = 1/np.sum(np.exp((Phi[k,:].reshape(-1,1)-Phi.T)/2), axis = 1)\n",
"\n",
" tt = time.time()-t0 \n",
" print('Learning time = '+str(int(tt))+'s')\n",
" return mu, Q, ev, b, K, d, posterior"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "YAjHtPxwPFEe"
},
"source": [
"#### 2.2 Denoising\n",
"\n",
"We now compute the conditional expectation for each noisy patch, knowing the HDMI model (once learned) with the function **HDMI_denoise**. This gives for each noisy patch, an estimate of the underlying clean patch. Then we perform an uniform aggregation to recover the image with the function **reprojection**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "WqsQRZfePDgX"
},
"source": [
"def HDMI_denoise(patches, HDMM):\n",
" mu = HDMM[0]\n",
" Q = HDMM[1]\n",
" ev = HDMM[2]\n",
" b = HDMM[3]\n",
" K = HDMM[4] \n",
" d = HDMM[5] \n",
" posterior = HDMM[6]\n",
" p,n = patches.shape\n",
" denoised_patches = np.zeros(patches.shape)\n",
" \n",
" for k in np.arange(K):\n",
" tk = posterior[k,:]\n",
" stack = patches[:,tk>0]\n",
" tk = tk[tk>0]\n",
" Qk = Q[:,p-d[k]:,k]\n",
" iDelta = (b - ev[k,p-d[k]:])/(ev[k,p-d[k]:])\n",
" centeredstack = stack - mu[:,k].reshape(-1,1)\n",
" product = (np.eye(p) + (Qk*iDelta)@(Qk.T))@centeredstack\n",
" denoised_patches[:, posterior[k,:]>0] = denoised_patches[:, posterior[k,:]>0] + tk*(stack - product)\n",
" \n",
" return denoised_patches"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "P1f8z618RMF5"
},
"source": [
"### 3. Run the algorithm\n",
"\n",
"Initialize parameters"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 264
},
"id": "QfdhoerVRVpY",
"outputId": "7387a6ec-1bc7-4f6d-8c5b-8e8e6028d243"
},
"source": [
"# Noisy image Gaussian white noise\n",
"stdv = 30/255\n",
"imgb = img + stdv*np.random.normal(0, 1, img.shape)\n",
"imgshow(imgb, 'noisy image')\n",
"\n",
"# extract noisy patches\n",
"patchsize=[8,8]\n",
"patchesb = im2col(imgb,patchsize)\n",
"\n",
"# parameters for HDMI\n",
"K = 40\n",
"IterMax = 30\n",
"sigma = stdv**2"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N4QTTermSCqB"
},
"source": [
"Run the EM algorithm that learn the High-Dimentional Mixture Model (be patient!)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uyavexpTSGWm",
"outputId": "627d7747-0855-4f02-a820-334a2a6903ac"
},
"source": [
"# Learn the High-Dimentional Mixture Model (HDMM)\n",
"HDMM = HDMI_learn(patchesb, K, IterMax, sigma)"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"iteration 1/30\n",
"iteration 2/30\n",
"iteration 3/30\n",
"iteration 4/30\n",
"iteration 5/30\n",
"iteration 6/30\n",
"iteration 7/30\n",
"iteration 8/30\n",
"iteration 9/30\n",
"iteration 10/30\n",
"iteration 11/30\n",
"iteration 12/30\n",
"iteration 13/30\n",
"iteration 14/30\n",
"iteration 15/30\n",
"iteration 16/30\n",
"iteration 17/30\n",
"iteration 18/30\n",
"iteration 19/30\n",
"iteration 20/30\n",
"iteration 21/30\n",
"iteration 22/30\n",
"iteration 23/30\n",
"iteration 24/30\n",
"iteration 25/30\n",
"iteration 26/30\n",
"iteration 27/30\n",
"iteration 28/30\n",
"iteration 29/30\n",
"iteration 30/30\n",
"Learning time = 676s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yBZYiAtLSPUR"
},
"source": [
"Denoise each patch with conditional expectation"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RToIjbyR9Ek8"
},
"source": [
"# denoise patches with HDMM model\n",
"patchesd = HDMI_denoise(patchesb, HDMM)"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "FxDm2KP5Sf9v"
},
"source": [
"Uniformly aggregate patches in order to obtain the denoised image"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 777
},
"id": "S5994gKc9Ek8",
"outputId": "fd360028-2753-4c34-d0b0-89428ebf06fe"
},
"source": [
"# uniform aggregation\n",
"imgd = reprojection(patchesd,patchsize,imgsize) \n",
"\n",
"# display image\n",
"imgshow(img, 'clean image')\n",
"imgshow(imgb, 'noisy image')\n",
"imgshow(imgd, 'HDMI denoised')\n",
"\n",
"# PSNR\n",
"print('PSNR = '+str(psnr(imgd,img)))"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"PSNR = 32.11599697490574\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3EHRXxYek01g"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
@ahoudard
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A notebook that perform the HDMI algorithm (supervised version) for grayscale images.

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