Skip to content

Instantly share code, notes, and snippets.

@elmarculino
Last active November 16, 2018 12:45
Show Gist options
  • Save elmarculino/6881c69d00f6bbb05c190e193be78fe4 to your computer and use it in GitHub Desktop.
Save elmarculino/6881c69d00f6bbb05c190e193be78fe4 to your computer and use it in GitHub Desktop.
ImageClassifierData.from_path_and_array
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 102 Category Flower Dataset\n",
"http://www.robots.ox.ac.uk/~vgg/data/flowers/102/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from fastai.conv_learner import *\n",
"import numpy as np\n",
"import scipy.io as sio\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = 'data/flower102/'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"102flowers.tgz\timagelabels.mat jpg models setid.mat tmp\r\n"
]
}
],
"source": [
"!ls {path}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"classes = ['pink primrose', 'hard-leaved pocket orchid', 'canterbury bells', 'sweet pea', 'english marigold', 'tiger lily', 'moon orchid', 'bird of paradise', 'monkshood', 'globe thistle', 'snapdragon', \"colt's foot\", 'king protea', 'spear thistle', 'yellow iris', 'globe-flower', 'purple coneflower', 'peruvian lily', 'balloon flower', 'giant white arum lily', 'fire lily', 'pincushion flower', 'fritillary', 'red ginger', 'grape hyacinth', 'corn poppy', 'prince of wales feathers', 'stemless gentian', 'artichoke', 'sweet william', 'carnation', 'garden phlox', 'love in the mist', 'mexican aster', 'alpine sea holly', 'ruby-lipped cattleya', 'cape flower', 'great masterwort', 'siam tulip', 'lenten rose', 'barbeton daisy', 'daffodil', 'sword lily', 'poinsettia', 'bolero deep blue', 'wallflower', 'marigold', 'buttercup', 'oxeye daisy', 'common dandelion', 'petunia', 'wild pansy', 'primula', 'sunflower', 'pelargonium', 'bishop of llandaff', 'gaura', 'geranium', 'orange dahlia', 'pink-yellow dahlia?', 'cautleya spicata', 'japanese anemone', 'black-eyed susan', 'silverbush', 'californian poppy', 'osteospermum', 'spring crocus', 'bearded iris', 'windflower', 'tree poppy', 'gazania', 'azalea', 'water lily', 'rose', 'thorn apple', 'morning glory', 'passion flower', 'lotus', 'toad lily', 'anthurium', 'frangipani', 'clematis', 'hibiscus', 'columbine', 'desert-rose', 'tree mallow', 'magnolia', 'cyclamen ', 'watercress', 'canna lily', 'hippeastrum ', 'bee balm', 'ball moss', 'foxglove', 'bougainvillea', 'camellia', 'mallow', 'mexican petunia', 'bromelia', 'blanket flower', 'trumpet creeper', 'blackberry lily']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"102"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(classes)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"labels_mat = sio.loadmat(f'{path}imagelabels.mat')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"labels = labels_mat['labels']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1, 8189)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"y = np.array(labels[0]).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([77, 77, 77, ..., 62, 62, 62])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"arch = resnet34\n",
"sz = 224\n",
"bs = 64"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def get_data(sz,bs):\n",
" tfms = tfms_from_model(arch, sz, aug_tfms=transforms_side_on, max_zoom=1.1)\n",
" return ImageClassifierData.from_path_and_array(f'{path}', 'jpg', y, classes, tfms=tfms, bs=bs)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"data = get_data(sz,bs)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"x_,y_ = next(iter(data.val_dl))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvEuMZdl1pvet/Tjn3HsjMjKzKquKpSJZFF8iKYoNoSW6Lb/QaMOeGD3xwPbcPfLME8Mjw2MDDQMeaWADHhnwvAHDIw+6DYMtqSlKJEsSH1WsR1Y+IuN17z1n773W8mCfyCrCJFxsq+ASkCsRiLgRJ+8595y91+P//7XE3XlhL+yFvbBbC/9/X8ALe2Ev7LNlL5zCC3thL+yX7IVTeGEv7IX9kr1wCi/shb2wX7IXTuGFvbAX9kv2wim8sBf2wn7JPjWnICL/oYi8JSJ/IyL/1ad1nhf2wl7Y367Jp6FTEJEI/BXw7wPvAt8D/lN3/+Hf+sle2At7YX+r9mllCn8I/I27/9TdC/C/AP/4UzrXC3thL+xv0dKn9L6/BfziY6/fBb776w6eNsm3JwPmhkj/neAgAE7PZhyRQIiJFCM5OSIVQUECjtNUAQgSCAI4IP0b60szR836cUEIIs+PFZF+zHrqwEfnNxHMjIAQJCAimDuO4wLmjqnjDs+TrxAwN9wgIMR0ey776MM7QCDGuF5uAI+4BVpRXNfr9n6e/rWeQNYPCAiy/vzRZxKR9c8CIuCOmgLW76cL4qFfr9t6n/v/jyKE2ztgjppj/tF3FwNxcg4MOSLSiCERQlqfnmNWCUFwCYgLZW4sS+ufB8EFJDy/bEQCEgIBQUSQ0O+zSOz3HWNIQtBGxJH1PLf/qipuoBZoAkgkScJLw936p5aAalvvGoQo6zNy+jJY7/P68+16jBJwbtdNv+gQAimPOHA4HPrzC7er5lfY7ToDWNeOcPuM1kNE+Hj27kAkMqaMmdG837/+POnvIB99Pd87H7+G9fk+e7x/4u4PftWlfdw+Lacgv+J3v3SfROSfAP8EYHuS+aP/6LdwjJwjMTp5FIYhoFagNZalsKgTwpaXzu7w9S+dcbp5ivtTJAgehaf7K7QqZycnbMeRVheWUiEESIlqymEuXB8ONBNOtyOnU2YI0GrtOy4k9nNlzJFdzgQ3GsrB4HqeuZM37PL4/AMdW+HyeODQKtogSsIlcpwrh+JUBWsQzDm7E9luIUUHdcaYcEuksGG72zHPSuSUWO9ghw0Xj2bKHqo6+1opwWnJ0Kg0qUjujz+ngZwGYhiIMTLmke2YcFeMvn6aGXMpXF49w/1IsEaykaQ7BkasHiltJoXMLo3cHXds4wTqLHPh5rhwvRSe3Ry5KjMaFUmFYTJ++82XePW+4C5sNzvGcUICNFtQq1gUpnhKOyTef+eCv/yrd2hpYBFnOAlYBslCyJkxb9hOJ2yGDcM0EKeRYThh44mdzbx+xzgrF5xaDwDmTnXl6c0lF4crrg/Cwe5yPWzweMKZbfAPL8mtsW8FOb3L2YN7/OLhuzy5eIJ7I7gSEcY0ErNwbDMqhnoFcWKIpBRwlBi7k1KFu2cvIdPEm1/5Mh8+fsJbP/kJLhFCQgFxA3csCBLDbYwjqCMYjj53ADHG599tDVoKqAlnYctvv/IGh/2Bh/MjFENCJoQBJxLjQB4HogQkGCGAiKNqqDqmgujM//o//PO3P8nm/bScwrvA5z/2+g3g/Y8f4O5/DPwxwL0Hk2tSUk5IhpCFvAnkMTDFiSlG6lK5vNlzOFaeXT/lF+9e862vniEyErJhOAFZN4FQWgN3Uk6oQa2VeVkIEtmMI1eHmVoLNiTSMBFCxh0O89wjgkSIQq1GUVsfECymZAytDTdjKQUvlU2KyOggRkiRKIIZYKA4IUKI0FoDhc0QiCFSq7GdRhKJJIloA0ETQSOnw465KUtTmvWFJA5iBhKo1UgpkkIgxcAwRFIeGFJiGGL/3K3QVCl1Zp4PzMc9QiOJETzTamPII64GzRGxfp7kxOg9I0rCMPTFEmZFqq0LPGDN+OC9c7b5ZXa7xNKOSK5shi2T7GhNObYLmh0Zx7u89vrLPDy/5L0nF6RhwsxwBUmxfzakp2oIt7E7ijOEwJ1pYIxHohgE75HTGo3+HOa5cagRTnaEONAsIsOATJlchFwXlsMBwj2++K2vsbl6ifNHj6hX10ySGKc7qC5sWqK1BfdIrQsevGdl3rNVd8fMmeeFIQfeeednfPmrX+W4LLz/wYdUVYSebRlrQrcmdfIrUwieOwd3f/6z0bPOj2cCsuZMQkBCJEgkxkAMgSCCBFmdQl+v7rbey0+OFHxaTuF7wFdF5EvAe8B/Avxnv+5gF2c6G8lD93QpO2kClwIJJAfu3Ru4G+5xeXlkf36g6CXELWaKqUEQhpgo88JxWRjHjLh1b2lObUpOiWHcMKhSrWKlscyFk82OEBPNlJ5cK+qBuRUMxYJQm1OqEqjd+5fKdpx6ZE6ZNA4QGrUthKhsRliKgAmLGjkHtpuRFABrxCCIBMYU2AwjzQN4AEuIJZKPSHBaWmhmpBhQg+iGW98wTZ1aKylE0ijkHEkZQnI8KO4N9UJtC8typCwHyjIj7njo5ddoW7Be0USERCAi4EYIQkoRJDK7IKZIdlLt5UgaJnJSUhCurpw0CJKVZZkJAaY0EDwz5YH5MBPSgWGz5evfeJOrf/Ujbo4FLPY0WBViQtzRpjS1vjgFXBsE2A0Dm9BTL/XuJJs1hs0GCQnViMpIGHdocQiZfa3cOd2i5xcMIbDUyrOnT5lOAjokTl97ACcnlMsDNQzsthvmfS87ajniGE0K7hXzinogxUwSmMsFXhSPxru/eJuv/PYXqaXy7NkVtfVo73Rn0rekPHd1var75VIB+KXXQQST25Ki/04kgxsiaS0fvJdGroQQkLVSlNCLtFsn85vQCZ+KU3D3JiL/BfC/ARH4H939L3/d8SFGTu5vgUZIRsqKMyOhEsfAMCUkHchj4NWzkekLZyzn5xBnYnR6pd+dQk6J4zKzlIWchBgTMWVEjWmcSHnAfCbFwFHhcCjkNLPb7aimzLWSUiCkQHUFcVwi1RpmoKp4jMSUGMcRKQXciSnh4kgYQJzmyjgNqBm1KjE4QmPICdSxaiDKFIceeTyAZFxGtEZiDXhtVC1U04+wFhduawLxFaNQx1T7wkURGs0D5g21imqjtdY3vkQcw73h6hB4HnnwHml61AkgjqSOKZgohnYsIfYFm1MgR4hBOBbj5thIY8co5LiQtpUhRlIcaaFR24FhTNw52/L65+7xNz95h6oTId5Gv3U9CM+deaY7BXHYxIy0I4HuQGqthBS4utpzcXmktISnHU0GUow0j+y9MOTEdkqUq4VWoF45ejnBbqA5DNstQ8iUGiFG7kxbdJkphz3H/RXGJRK04zRBUZvJOVOLMi9OsQWzDv78/nd+jz/7sx9wfbmnYogbphXMO35ijriveM8vV9nysdeqioceKEQCHwFkETdoboTYn5eIoa31Z0gAMcQc915i3eItn9Q+rUwBd/9nwD/7JMdKkB5lgBCNkBoxOWoVx1AmKoAIQxbqouzuDLgdUWs0B1FjmRduASB1ZUwj07TBHbTpc489pMS4GWhLo83Gfn8k5oHijaJGHhIuRrXa0y7pmUYIkTEnpnEkSyTnjKpSTXuF2ISQMs0LLj1aK4oamBu4Aj3Vr9WIEshDxgUUYVEhWyRKZlkq883MLAUVgdgXiLthumKV6ybGHK2VUowcE4S4AoqygmPCkCaCDegwY1oQh0giSkQ67tgdTYhIjHhwilVaayy6UKzR3D+WzkIQJyXIQyCNA7U5yyJM40hrxrzsyRvBCqQwQjCO8xWbrfA7v/N5rq4ueHJkrUu6M4rSHbwZLKUSEqTk7DZb6vGGQW8YQgAiTuDk5A5PLx5Ra6DVhKcNIU4Mt5tHGjde2WwSaTMQUao2rj98wsnnHiDRObpSRYkpsC8VywN52DLIRJ7uEo8XHOYLjCN4wSmYRYZhQJNAFEo5cH0ZefunP+E73/oW3/9Xf8HF/qaD0yuALfT7Frt34Hab3jqDX8oaPpZFyC1ojKDqIN2Bmjl4xyVcnBAiIdyWIfYcm/jVEN+vt0/NKfwmJgLjGHs0DSCiEAUtjdYKS0moJTxCCqDLgs2VmDoKvrRKMGdcgarFlf1hT2mVbANaFbOealtzLDgizjAOaClUNS6vbmgoDaNpozRFzQkp9mivxjBsyDGQJBCDUGuhacNwBEcJzHMlZiGsG8v7+iXe1pNmGJ1lySkSQ2SplSa54wYmLMdCuVhoh8p+mAlxWLMIgNDP5j3qS4BAwM1xU9w7go/0NDVNA5sh0RaoycEP1LpHqxCsZwS3jImzRp4YIAjNOi5TtPbSSunvDwhGipFpFKbtQNptSdGpWsnqBGnMxwPBG7vxHkMeCPQyYC7XjCN8+9tf5v/8/rtoUMKQCCn1zC5GLAhNlWVWxhG2m0RqRjTHtDMJKY9styeU8gHuiRg3uAyEOOANUhQkR5ZWWFC2J1tSO5BMqceFVJQ6CMWNgiN1ph0qV9U53Z6yG3fEMPFg+4AQlaVesT8+pbYbDscrQhQaR1wXchyxVjjcXHH57Jzf/eY3+Iu/eosnV5eYfowlEulODz626f+fZQSsLFb4iFnqTiUSwkoouPK8MPCOsZhD9wu2/n0tXH4D8cFnwikEEXKshNhD4HwstDajTYAMyViiocvAtAucurHNTo6JSqCaknMkSCCmRIoDVRuX84HD9Q3iMMbMdhhZSsXVSEPGIsgQac2o2jB3kMTN0TDreJd7AxG0OTk5HgKLKft2wKzjC5thXLdqpFQHE0LInYKrgaZKGntkcQrNrG/qQVDAbSTGwBACXoUPH11SrwxpirsSYkWioEFQDKITsnxEZ4mTYmRIkc0wEVPEY7+eHCeyTNgkaHHUEhYTjQ3WKm6CBTisC26UvgRzgIxgIrgMHN0xV9ykp7QOQmScNmx3I2ESyJnmI8doeCwkbRzLgejCdrdjSMMKBzv1eGCTN9w/OeGqHvGUkdSdHyGTYj+S2TkZlB03ZLuGYlhMaCikmNkfbri6uWHWgZoyLY09kg6OuHLignvkZikcrZClMarT1IhVaGZIirBUqJW2HGlLwdvC2esTYhXxhZhOGKcH5DuvA+DlyLy/4Ob4PrVdYUshR8frng8e/Q13X37AN771Nf78+z9mf7OntobHiEXhaEqIEVkp7KYd3A1hze0sImSidEpUIhQ3PCdSFKr3zNToASF4IGjsLJuC0nBpIIaLYSKE+Mmzhc+GUwgdJKu1MR9mrq+OtNIwtU4HZUGSc9wXNh55+SSxSU4aB6wUQpM19Q1IkF5fmRMl0mpDBBYrdMcrpJRQD5Rm1NqIIZJzBISUMhacZVkoy7LWad2rl2WmiFDEmOsMobMIxIhYXGv32q+7BeItvy76nEuPMSLSuf4UJ7CMxAGJHX2vpXH+9JJQB4bg+KKE1NF5jQLJGcaEpECgb1SCk1NgGkaGlIgx4KGDqmOeEAZEA3UxjnPDYgApuC3EsuoXBIJ38LOn8UJaI1pzMHWWpXI8zriFnvq4EEJcNQbeM6YUaeYs6qQ44G7UdqTWSAKSJBC63qEWXn/tHvoINE8U6xoQEKJEUCHj3N1t2QxGvb6BUkiTUEplNw28884vcImEPHBcGvEk4xIwGm5KxEHi6jAK0xCp88wggWV/TT7bdcapVqw1tBbcjeurZ/xkPvDVL3+ZY9lzeHJOmk4ZpjM2045xs+Fku+X18U1iMK6uPmS/P+dQrjB1npxfk4Zn/P0/+DZ/+r0/Zb9XSmuox1UDIUTPiASa1p79iaybfdUciHc2PSZ8jVJjTnijP/dV79LziNWJypr1eRdE3GYVPC8l/t/tM+EUwCnHxtXlgf1+pi1CWSKtdlAtRSVvAnGIPLPCg5TZ7SJL6YCitg6k5ZMT1IyyFJILp3kgbrYYzrwsLHWhNUVCJKUNpRgpJE53G8acCe4Mw0AlcCAwu5CHDA7zMjPPlcuy7xRVhO1uQPJAI1PNuN7PpATbqQuxJhJNjcMqgVDr6W8gEghEH3EGGoI2w1tgfz2zzAuhGZ4EFyO4dE4gxM40pIAkMC2kJIzTSMyBJAJNkRDIeWQzbtkMW/AIFslBOW4LDUMVNCmhduFODAGxnnGkFPtrXwVc7ljTDnBap+NCFFKO5CEjUYiDMIwjFhO1Fbw1VHpJk2XmuBwY3RnSQNTAFHsGde9u5DCf8OwQkJjw0HElCZkcBkJbqMueVhNCQcSw1hAJ7PcLV/uZ5gkPiaVWTmPC5XY3RKIEQnREIs2MMs/kTSIaXN08I2wDcUXvqypqSlkKAMdl5odv/Zjf+eaX2U3C/uIR89V7XBpMJ/c4OXvAoJ8jp5HtnS/w0qtfgthYWuH86oLLZ89Az/mDP/guP/jzv+T84hJvHUkQNSKOuWAWMAHzsAqTjBANxxliZowDAxEPcONCRIgSMFk57xWTMG+gfc049pFeWfy5DuKT2GfCKZgZVxd7lhlEJ6w6tijl0Chzo+kMcWF3d0eugf0JnE1CozAOmZwT++ORw7IgK5h4Z7frNVZnBckxwhE8VMyF6+MMZmyHgWkcGEOn3KbooEYSY0zCdhoREaYcuJEDh6bMzWjVkcVRdzSDV6O5McRIiIEokBSidPzAHMy77kEk4k0oi5NSwul1fZBMORRSSChGdUNiBokr3ST9Qd9utgQpBcahb+LgAWmQUmQII9EyWCBI7NEnJHLODHmg5J7CYoo4pBABJ4h0xxMCw5opxND5efFAkIS6EkMgDZk4JtIAaYhM2wmVAAvMrdA8klOmaKPMpdfWWUkhM6QJ3DDb8+r9u6gphxbQ6HhsBBlIaWI3RrbTzP7qKadixBRpTXEJLK2ynxuzJxZXqhrmDWtL5+zFYdWLSEyEccQ2A1ob0RpTBK0zY0qUWjBVmlYkdNVrzglz5+cP3+erX3yNs7PI9ZMnKM7V1TWPLz4kTw85PbnHvftnzG3LOG6YpjPefP3zTEOizDfUWvjG1/+QH771Fzw9f0ySzhRhDbNGWLMsp0s8TayrJs2JYWDKGzIZxxnT0H2zVZrc6i7BMNCAE3qZJ06IHyluc/7kW/0z4xRcI94iWh0tireIVaEVaC1i0nCpDGr4G/fZH/cMW/oGdGEYB66Oe4aQmIaJJKv3xXAJFDPEne00YQjqRl0WqnbKzkMkJ1ZpbgbXlVNWchpwE3KEk3FDrMrNcWa/rxxnZckV1DqIlAcsCG7dW/v60Kp2+S1uVDPa7LT9kbv3JloMRDLeBKtgzclDJI+ZOOwIeejAJZ3GFJwYBVaI01pDQuoRP2VCylAC1RpehJAcCRFW6jbFSA6xK/PWZyCs8u3VQeSUiNYVeWnVYkQpXXCFEVPq1KtWckhIFiQJkdV5Saa4oxaRcALS6+pEIWWhtZmcBlQrm2TcPx3Qy8ISAp4GctqyHSfujpWToTKoM6XM5Fsuzq9o3qgWV2BxYj70DNAxWjuSUiKGgDk0a4QQKALT6Ql+XPDjkd125KYsRDp+ohL6ZgzdqUtY2aEUOb++4fV7J7jN3FxdMRpYOQDvcX14n4ubwHa8yzTe47WX3oQTMNmR8gmnJyO7sw0npy/zzi9+wrvvv83xcEmrB8QiVWt3Zt4xpBwTpsaQNiSZCDaS8gQoow1dhq1OrQ2jod5WUDKDRZr2LMHcOj2ZIP4GO/0z4RRw0Nq/6qJggVY7ptBqQ2uDJKCRVjsQk9JIsxuohTGOz3sH8pAZh6HXV6FLPWvp9WIOvV42CSyD4BYp88zV/hrZbYnTgHpf6CF0BaJag+qoNXJOXeYaElUzpRW0GMdWiAIxCYdiqPcauzRDvb/GEsviBG+E6mSP5Py86QKtRvBEnW8Y8shmN5I3kZBPkZjWjdZodEoMjKaKqkETUug1fpJIMWUuBzx2cDOPE8PYSww3w9UwNVR7luDm2Bq1ZMid7mp6y4x39lsiURJBItDWPhFHXVEEpNO4ZitVJhl1YakNjxs2Q0LLNWa6blIhBidUx33mbJuwkLmsEcYdMW/Y5MiUDbEFrQtpPOH62YxroJSZfYEQR4zMsR4wiZgVHEUt9h6I1h1nDIkWnYMJ93ansJ/xpTKGDSkOHG0BnHEciKljNjElUs6EnNAgnB+cl176ApWH1Kun7DIsev2cbrRWMI58+ItnLLsHnAwv89KDNzj6xOUNWAx88Yvf5He//Q/YXz/j52//Fe+++wsur58i7YgHxbzhquQQ8Rq5e+8BWU7Jwwk5GMuh0BZdS7t+/80aFoTogaa9BwcHNyVE72I0/o5hCqrK8VBwG9DWFywYqgW3AigpjkzjhmlqiESmzZabekNtipUjeyuod5FGKaXfiNgbgNyNaRjIrl0dKMI4RpoKPoMKzNoo+7qWH4EYEylFJEjPNnDSkDonbF12O6aIRbpQphaqOpeHhRyc3RQJeYTSaFo5zBVrlU1yNkl45cHLJMs071hD8IgW5bCf2WzOODnZEiZB0hYJq7S2hwiaQimlL4bmaOxsgddAFMdrRHPBUmDabNh4AOliqGVeWJaF1joL0/U0jqqCam9+aorHFWBdG28CvayI0uW05tbvrRgSheZKUu2ORgQJGfeAurAvhmQhpS3NbgjaVmxASGwgNAh7dpsdOozMjORxYEjOlAMcKlpmrp45Nk8dECUwlwWLAy6dQcq7TIwBC/2e12a0ppitjWJpxFvglc2ONB3QckTVaHPl7skZ3vZkDGIgpNTLo5jIKRPSgKTMMSReeuMEecewwzOSn7LUQpNC4AhS2Y1bdoOymxY+fP+nHBmY7r3B6b0v8vjxgXffW9hMI29+8Q/5vW//e8zLNR88fIef/uwtzs8fUtsBCcq4OePf/O6/w4c/fcL93RlnpxPbJyNvP3yHfdkj4rgqaq3rO8Q/RnN2Llyk0SWrn1zT+NlwCiYcD86YIymMzNrrzw6uBmRIDJuRzTiQgjHXBZWRMY2rHj0xemR/vMRFKOqEpgxJGPOAD5EmjmqllY4uow0tKyORu9IxWiUHME8d8W2KmJPHgZlCsUbwnnpnb4xipDEzDInrQwc3l+IUgxgCw3bApAN/MRjj4Gw3sM0jEidUemYChtjEYe+gna3IktkMW3QMq5QVahNaFWqBw9Gw6pR5IYTGdnRyiATvpYxNCU/xeVnQswEohwO2LEhxvAoqXecfq+PNseq4CWEYerclQtZGlIJFhRTwmmhEFoViwmBOWGXgSsIk9a5SdUQTugiLV/KkqPcgMKiR3XBRVHsmOCbj7ijMpjTPJIwpCctxIZSM5xFSZyTytOVxNYoHJAy06gzkrjpdgedWW3cM1TBzJC7gmfOUuXdn5PrxFa6Gli46m6YtC0qaMiGFDrjGyDBMXRgUE0GcY22cfe4L7C+2lIePSN56BtoWIsY4jkzBef3BRJIrbpY9V8/Oee/iZ+TN6wzbV1HdcTg+Bo3kOHL37FX+7X/jKxgzl5ePeO/9n+MeeOen73Jn8xJ5c8qd+69Qm3FoyvnxHK8LLhVXQRgI4kDPwhDt1KRbB7b/rukUrDmX5zfkXHuXoTq1KtqMnDNhyKScejuvOMd5xmXsQhcJLFX75gq9fKAIOWemMaJrQ8g8zxxblwz3gFvZDANmvZ33dLvjZDOQMcra7SjShUtBIpIy5VgJZkQE1UYOsN1kUopoC0gcGJNyfVOZD5WlHiitYQrDIGy2sBlhM0w0E0w7cCgOpolWlBSHrnlwIcmIxAYhoGqU2jUcN9cL89zQuVGrkiLQCkOKpCh4kF5rCmsqKcz7hZQH5sMRa4Yu1rs3PVKqddm1GmVpLEul5tzvpd4KmzrnTQCJHRhV7UKv1gKxBgjWz+nehU7NwSCmCTVnaYmQdpj1VFvnmbwbEe+ZWdEKLIQQegclSrAjrpUgA0WFmGC/v4aYmK3hQ8JaeB5EamtUGqraMx7VLud2xygQAje1sZ0mdBzYX1xDWAhNmU7fYNgOqBh57KViEOklhAhB1u5FM4pENi+9RlDj/OG7dLF46OpQhU3eECzx6v3XkccfkkPjslxzc/hrDsu7DJv7vHz/TWI+oRXj4cMD7733DqUdyAmWm8rxeGAzLeQ7mTjDQOJ6b3zla9/hyeGcw4dHrBaSJHIYwNtz0dpKbNI7WjK/iarxM+EU3J1WGq3qStdFXCGnTM6ZPPVeA6HX3tp6E1RMt7WSYaZ9QYeFkYzHgEpnB+bjzFJmYgiMeRX3BONYlaUdOc61p9UeUZQYIqHreAGhqOEhEtLI4eqmRxdVNlMmmBPU2KS+iTQntDZKc47Hgq104pAiITRUrYurlo70u4M1YYwblsMFURIpZqwqtVRUrHdrNuV4qOxvCof9QqtKskD01DUEVXsPiBoHPUKOqDtLhaYdBxFZsNrLhjpb78xMiaUUyjITXBlz5LBEphxIAUyhqa7ceSBILzlEOgiLNrwFsBG3iAehNafWPkfCXWgsJAnMdSARGEOgtCfkVFEtjHlEUGIesRQ41soyPyNvA1ZvcCphSJSlEVroAKU5c6mkKa58fHcs7tBazwx8lWUj1q83RuIQQI2Gszk5Zb6ZcYU2V6wUtvdPsUTXgazyYomxz5BwR7yLnWot1Gac3n2AmnN58Qhrglp31OfnTzleFd54/Uts0stQZnxYaMsFppfYcsWzp3u++IVvcm2dddienCDHhB67fmRoETkojT3z0ni8zNjmlGn3gG984494dl1o5QOsHQheOvNziyC4cDuvwT3CJ299+Gw4BXEheBde3A74cDoFNuaRIXcQMSLkEHnlwT1a3RNCBZyYA1MekYMwL10rsC8zc0ur+CkxMXbF41qfV2ukEMgpcaMz1/s9tgR2Q2AQqCFAyLj0NLk6zLXi0oeDhBiZpg1DCrgagvYuQhE2GbabAVXDZ++fJfSGoxQHpumUtkhPaUMgMqElUIsz5g3DCpqW44Ka0KxjIcvSqEU/4rMdQujcvpmzNEVijw+qtWM1x8b19ZGcMpvNtpdODjorm1X5aOYQ+j23KJACFeewLOCd0jPpYKPQ+gZzCArSHCq01mdaWAi06mgyMgdtAAAgAElEQVSjL0QHktE8EGTHcVnYbiNpmKl2yeSG69q+LUpZDmzihjw6Mcy0+QqJTmmNOExdRp0SV5fXSB5pq25CfeXm/XZ4DIjb2mbdnQJRCamt8mRl2GTyZqJcHRmjUK4uOXvjAToELHTxkDjo2kfg2gVRWituDW2Nw9yY8pbN2cvMN88IbeFQFu5stjiN4/GKZW8cDwsajTcevMKT6/e4OD5hWa55/90DD177Ktf7wvtvH3jlwRc4u3sH2Wy5vLimlUYcUlf11gNhc4eHDy85OXudf/Tv/sf8yZ/8H3z44VvU8owmPavsqUIfghMkIt5A/45RkjEGUoxrk03vEceFadqSQsJLjzpKo/mBO3deZxgXlnqB1oWmxrL2A+x2WzYpskk7WgNTZRonGKaOfNfGcTkgqaIKKSWmzcS8Xzi9tyFNvaQgCHOt1FaotbEdNpymhIfer+BuaKs0M3bbCR8zcymUunDnbNOjuxv7ZCxLoiwL19q4//p9sJGcEvvDkSCRUe7w+IMDUTddPBQ6T61NKWXBcI61si+r+Er6BlyonUYMa2OUdKWbttbLJAAC0oSlJo7lSBwzopCbcDoOtHagyQEftUuzxblpheRd2+AqPfXX1luutSHqaDVeee2L6FJZmrE0J+/AYneCpsCathMBhOJOC5kPZ2OT7nMy3YflIWN0qgqbsbeRG45EJY/w8OIaa5UcNpRasbZwlMh1dWpODNOGZgGlNwWZFmJqBGkEKYTo5OwMYyAlJ8gCZLQGWjXufeElnr79PmEubOaI31xRp0z1TvuJg2ovR0wrtRa01fWrUUrtYrmYeHDvHmkwrBx4+/ySl+9U7LpxMpzw6mv3ePftD3j6sxum6R5fPnuNJey5mK955+ffI25P+do33+Rw9SH/8gf/F1/80u9x9uoDTBNnZ/fY7hKtFi6eFR49/IDLqxum3ZbvfOcf8uD+PwYKP/jxv+Ctv/4L9tfPKOWa1o4olTxmvJ184v34mXAKskZsc+vIf+iSY4G15dfQarg15nLDs/NzhkkxV6bNgK4TxvbNWJaZKUzUuhB96DJc69tjWRaqKmnI5DH2mpcBk8xyLNzsDwxRSDlhwKFWtCljTOQIYxDq0uWmIUZMK00bh7JQW8UsENNAyIGlHqk0wpihAQi73Zbd9pRWQbWndjFmtAiHQyWwXXsKuvWsyTHTnl5HIUno6kdTNBomvuqZelOW+Kqjjz368xyNXjkU65lZlkgQx60hoc8EIIBiLK1wWHovg5isXL9i1tkJcUEscLhufO1rv8PbH7zTO0LX0XG978s7ViB0CnTV4Tesg8Fz1xhk6em8W6WWPZtNJOcdY04IyjBsKG60YkQC3hRbaeXSlJuLK+6ePHiu6gviKI0YjCBOjMowCtMGhuhkd5rAEunlZTU2dzbMywW7EGlLQd1YrA/SiR6pbenDceiBoM4LpS7UsmBmzEvBQ2J/c+C3Xn3Avd0dHOFmbkQSZd6zGUfuvzzx7Pya/dU5ddlxcv+M+6c76nLOYbni0ZOf8/qDN/nqVz/H9dUVNp2RSNDAKyz7hevzp3iMHOYrtu0ey1K4uVbunt7hO9/4h3zrq9/lRz/8M9566894dv4eMVbsuHRZ+ie0z4RTSCEw5tjTXzFS7m2vqr3+dTdqpQuZFM5OtrTyHilCltTn9rlwzbxiDV18E2TgeDh2x+Dex1gNAY+BKpFGRa0hNFKE2oylgubIPB8ptZGi9IlGSXBVmjZi7PhClEgtR84vbogRttOOKIF6XECcYUWBMSVnYTttVnFWpdXeRi0+UZbIshQmxh5lzVdQ1YjuVG1r27VStFC0oRjFZsScYBB8FU/F3qbrsYveewttr/9Fett28Nj1DbFH9D69J5JiJDo0q1zNjeIDIWRqtY7i02jBsNAZlsfnT/mju/dZbm648Etujntk0weriMau5Q9GWDl1d8eDoGoImZvF+dxmi7ZnLKGxLRlmR+9nhumUi2cfMB+VpcwMMSNETCKzKYqRPWLaaIcj0Dtm++xIXUsGJSRdFZfaB9B4IHglh5FA7srUXaReOdfzJbGcMGvHNVyV6EKtjVIKbg1T7VmCNrxpn7wFXW08Zh49vcC5z0v3X2N5/JDSlFdef4l3Hr3PV77wJrU66JHjvPDk4RM288SrL9/nqu55ennF+/4zXn3lS2ynHdfPnrEbBmYOaGmcX37I2x+8A6mXo8O042T7Mvfvvs5y/TI3lyfcuXPCH/79/4Df/3v/Fj/80ff40Y/+lPNnH/AbqJz/9Z2CiHwe+J+B1/ot4Y/d/b8Xkf8G+M+Bx+uh//U6W+HXWgyB3TQyxc4Hmwfq3NClgii1LMyL0A6JNEifCiTKECNTHDAzSlOmlFnKkZvDAXYbXByVhrROgx3KEQ+y4gKJapWqDVXvSjiD65Vh0DYzDZHtmBFVWoNggZgTS2sc9gdUoJSGurCdBjZjBjW0OTEFxiAYSkCpDYaUiSFDgOpGihuwkYvzwtXVHh2EgUSWQE5CDo6oQeuOUV1pWqjWqK60VhB10hqefR1y6mGNCtbHpklHnnC3Hgk1oNaR6VIbx0MhNSFOPXq24F3sowWxPgCmma0R3XrT1BA4HPb8we//PS4fPuTh+Q2cNEwbYhPJtrTgfZbkqs+/HZDbJwo5zY0SdqThgFZH6oY7m9d49ctf58NnD2nNsdZLPLUFI2MSWWohAFsTXr37EpfXjSxOEu/vK72HQYL1xqi1tCAJkiKpdYwhmNGSo0mYXj5Fro/MfuTqpjDXRvDunLXaqiUBa5VWKrcDzlKImN1OrQBC5P3HFzDueHD3DsvFQzy8xDjtePe9Rzy4+4BlbxC0Y0WXM7UG7t8/gQzXy8zDhz9lkz5HqRmdE7ZppHzk4aOfUXLhztkpmNKWc56dP+P64j2GtOPO/d/i7O7LPDp/xL179/jK1/8BX/vWd/nxj/+cX7z9A+BffKK9/f8lU2jAf+nufyoip8CfiMj/vv7tn7r7f/eJ30ng1VdfwWJH0ffHpc8VKPp8GjJre2kkcthX7t6/i/ue0rp4Jk8TUxAWLeyXmapKkMCQcldEruixap93mALklV2IqY9Km6Mxl8oUejv0mIRtzhAaVpQhJTwELHRFmVallJkYAyJxrXkbJk4kdrWfOTHAYsJ22hIkYAhmQk4Dh71yc7FgrXP5kpwQQ29bdu+bEOs9CtbAem2r1tFPtz5rSQHibTt176BcUwWgg6HaFIhgwi6OHXS1vtG90cHB4OsG7jr6tlSSZ8YCW5sIMjGjHLUPC/neP/8TsICizG0BFZIJWvsE7BYrJoEQA2ltb5ewVjYEHnrgc/lzbPfO737ruzzdH/mX3/8+9++PmBWaLpiW3sXqrKPpBrxUUtrw8uk99lePySYk7VqMxb2XotEJ6XZeRKdmk69SVQEVJeQAg663KnBxvKDS+ztYhWy6trq7BEKMxNRVoboOj5XbmRS2ToUO8PDhB+hJ5rXTu6gmTocTHj96j+mV1zl75S43N0eW/cJm0wHw48We3elAErg6HvHpgjGfMpcL5gKHy8cclz3jnZOe8UYnbSI+CNYWDrpw/ficJ5cnbKZ73L3zOR5++Cov3X+Vr/z2d/nmN77DP/1v/6dPtB3/tZ2Cu38AfLD+fC0iP6KPdv/NLUDMveVXQh+IImrU0DdQJJCkR98hj1ycz7zx+R1Vj6g3YhwJKSK18/6t9bWd14CZVrnvRqCoUltlCn2GwVwXPEZSVuRYKXYEE8Y0kMS6XiDkPpHX6A4ox97aG4TaMiEEpnGD1bK2uwZKrUBe9ezCECKbcUs9NpZFe29AdQ43BS+JWow09YGkHhomnWmJMfQSyZViQvSPWmXFBFWhWKctY+4CG0kB90oMglfvtW91rPVJSZ32jD3y1Uak6z9c+4ivsOoi3JVUI5MKL8spD9iQojCj7EU4DvD+D37O7/3+t/nh0x8j4uyPByZxYu0bRkNDQyANiRCHPtQ2BkISYuwtzaFu+PzmjGePr3mcbqj1inmfuT48oVkhpI5rqNGpYRmQPLJU4fxqj4TcW89Db5837bRkdKEuTkkQgpOE7iTFMF0dR05Qe/BR+oj4Ms/42hZu2jp+ZB0Duh1S1Rvc6LMS6UwH0idjIYK68njfM5oHO+PVk3tcyYf8zV+/xZd/9xtc3lyjTTnUI/fP7jEOI3M5MqUNOQtPDk/+b+reJMaT9Ezv+31rRPzXXCprr+rqKjZJcW0u1oyG0ADyyIZljCHZPhg+2Adf7IMPvlnwVRdf7IMBQwfDB8GwDwasgyGNZM0mz5Dj5pBssodsskl2V1d3rbnnf42Ib/Xhi6ymBXrUA0pATwCF6sruzEJnRrzxve/7PL8HKRJ9u8E7T9udE5LHdVt01GhTCr+QgM5EERE50MY164tTFqsTjk+fMT064PD4GvsH+x/7cfxXMlMQQtwDvgJ8G/gG8F8KIf5T4LuU08T5n/v5ww2tpEHpYgwJztNUFZ0b0F+mCGO0sjz78JzPff4Aa3s2/YLgPdk5XOhLVoFU2GbESCu0kNTGYrQmxEiW5YcsI0U7ICw+ZYKCjfDlgfAFjqqtIcUwuNISKZSPuxSRlUAqUFqWKbVQKK2Q0hSHo3egFDGWY3plDAKJkhV9t6ZudlhvSwtxZT7n+PCIlBN97FBKg5BobYs6LQaEsMMcweBEuXlTKABTVJkhJJXRRhYqdi7H45wlvs/FshsFVWXKZsdUXEKKrVIYLUGUQeIwvkC4zDgYHsxvMF1Lxmee2LWMROE3XN8/YK++wosfPmRsLNt2BRY632F8hJQI0iGrClSFoagEbSNRWtA0FWM748qZ4dlPP6C6PSFczYwqz3a5YONWjKeWjMD5REwCYyxdsujZFLrIFk0nE72UVEoO2DsNufhmytq3DIa1hD6lYi5LDGa1MncgeGLxjJU256UrVZXf00ALz6IY6tJwAsuXXIkiGZRKDmzETBCS5+cLrtUjXrtyrUBsjOHo8Jj9vQOWaQlRsG075vM5dcx065bR1DKrLat1hxENnV/jY0cftnR4TLQvC4NIRRUKsWyHUk+Wkq1f0oUXXGwrVt0e59u7H/t5/pWLghBiAvwfwH+Vc14KIf4+8PcoBfXvAf8d8J/9ks97mfsw26uLbTQWgAiVJdUR2QscASUNUgaoJMZofO9YLRLXbk8J9PQ+IURiZMpRrltt2Ky21PMJSST6rkPU9UBXGhx+ZJx3yJyotQEkYTTC+0QfIpuuQ5uanBOL1QaNYHc2x0dLDIVJgP6IhbdardByYPmT8D6RLucVsUBDlDCsNmvImpQ0PhZr+L/5a7/G4dEzLranqEqXlZzQaFNBTqgAQQqyrIgq07sypExaoaLGyUwWAqUVVWWKP4FcikYqbZRQ4iW4VQpRWqEYy/RfmSHPoLgKY4H20LSaB+Or7J9K6lXCbgIqZPrsiRLu3z9gOr3KO08fMplVXPhCrk4p4/pcvk/CIVPE1KYEx1SK2WxEPSrk5IP1nOcfvs/k2oy8l/FixWikIWt01AjKCcNFj1CGPkiyGbP1FqUtIUA2FlGNCUITkys2b2HIWZS1bh9QgzFIJIEZTh4pAzkicypqxQwyCVQupOwIGGMQKiOTIidRZO+mWNLDwEYorcWAQ0vl559yJFPW7EeLBb1WmOkE1/X0qx45L3Ce9x6+z858jy4mbt28gc1jnp8/Zrw/ps8RKovEsnHl+FupUlilVANcVxapeEqD+jQipCPrwi4NPhKWp0Sx/djP9K9UFIQQhlIQ/tec8z8s36B8+Av//n8C/tEv+9xfzH249WAvC6mQWVLXFYhEsIZ12BaVY6KoDFXZAmg1YblwXLtdAZJKGyoj8KG8ZbdtwCdP13dUUhWffSoruSQEiqKNCN5jh/UcpliNa2No21CGia7HiITUkqZuENog05jKjomiY91d0HU9dVVhjSEnV4zSovTPq9bjQiJ7GM/HiAHaZqoaHxMhwIcfPuFbiz/m3r07/OAnxyQKlyEmhgeiWL5lhpgz47rBWVnMPDYgUJATWQpqW1Ebg4iZlMGTIWSMNuSYhwKVEEpR2+plEpNWRR4tkioJSgKImR05YqetmJ5mRlmTq3IMzyFiRGS7WXFyumHbbZEiYKRA2AxZli1LSIXvkiJSQlVbJtOGvf0Z9ahCAM2LmtRrwqd2OTcvsEKw9RpTjWgunZpCU1U1EY3MEhcqdB5BlIiQiF2PDhrlNVlFkioMTVImC0OKCecKsj5liU35Ek9UVIspoFJCRomMAhkFORQEWiJhREIpVUxjg6u14NQuaQbFJHdJwL2E6UoKvGbZt4TaYHd2iCfnqADfe+O7/MZv/Q1+8rP3WHYt2Rou+pbJqCFlQ7sIjMyUGBRKS+Y7O/jlCVKJAgRSFShJFsWFm2IqwTupCKxSCoAkxuIGTmH5sZ/rX2X7IID/GfhJzvm//4WP3xjmDQD/PvCjf9nXkkqhjCV1qYBG2sDxixPWZy0yWazSCAVaSZRJ6CqgTUCqevjhlx4xR4HIGqMqQkw4F2gmBaKihSSmjEuJ0Ae65CFGlLUv13ch9CgRkKoMrC6WLVrCfNSQpKQNW7TQLE4C4/EBOmhsTjRWMJlWeF/UdUJI6lTw7iIXevB8NiGGsplg8DYEFxk1E549f8a//eV/iydPPmTdr8hS0UePz56xMSA0nkSlNV6AzbrwJkMqAI2syt9ZV1iri/ErDBQjJMRAiInsy1pSCY2Rpjy0iMJ/EBmUQHrY12N27Yhr1Rxz2FFFidUS2Vii8BipqJNAxMT1m7dpnz2l6dZMrGVNj5elSCmlsEogqsK7mNgJ89GkDMcEHKQxlay48cVXeDo5p88Sv4LkJNZltKhRQhcnqYbOZySW3DbcOLhLn1qOTo5IKWPQZcApQYhL5F0st7iIBOfoAJ8SPl7qOiKSgMiFYyFSEWul4bSTksQNLsTK8tIWHhOlrdBl0DvIYF6ak6Uspw1B2bR0IbLqHRftlvV6Q2NG7N+4zfsPH/KFz32On/z4HRYhcnx8BEqiteT29SsoXeT0UQnuf+oO52+dEgb2gpBVkf7LXF4CMSCNJIRiMCwRhgLQCGFR/wJO/s+7fpWTwjeA/wT4oRDiB8PH/hvgPxZCvE5pHx4B//m//EtlbNOwWCxIi46Lsy3ZK2pZo3I5KoHAasn1G5qb9ydcvSMJeUuIgdoqRJJEpbHKMMHSLzMoh1QGa0QxMmXQ0oDWuOTo+o619/TtmpAS625LzIndaUPbJRY+0wfJNkpkiljjgQUHV2+j3C3ycsHe7pQuPCF7h7FlwCViRAvFzqhCSkcXAkZ/lGWgZOE99uvIatUxq2e8/7NHzOWcvg8kIlscZ/0FiDG1tmRZbnKhyzZDZagMxScSBEJpTGNQI02QEtFFRKcJwhM9iN6VVKUy2cAIiw8eLwu41QyZjrbPvBJGTI4jO9KRXQKbSCpTZ12GslhC5+iOF3zw7Efcee0B548es7NTcRY2bCtPUhmTBHVWSJOoRyMaPcZmTadKYePdjrWOnO1t8GINi0C7yXRdRgnNSDZYDF44NqmjDQnjJfNuzL3rn+K91c85OTpHKkkyGWGK9jqJ+JH9Jwu0qolJEn3Ex4zINTmGQd04sDz7jIy5OFFzBBGR2SJyabNCyEVSLkqQToEhqsL5UHnweQzW/CQGnE0qeR5olquO2c4uD997n91be+A9BymxP5vxhfsP2Gy3nCxXPLs45drBDeb1nFCtYJsQVnGxfs7nPv9p/uzH79Anh5WFkyEApYpD0nlXzGiZIfOjCNOUrZGq/tgP9q+yffgmv9x69bGyHv6Fr/USMOm8Q1eWqg74UNBeIiu0NsCG8VQz35Fs2zNCH/EhYSpbVIiptA0+d4TsCCGy2rZ4mZlYQ6UNVmqE1hip0VazXK/ZbDblGC0ljakwuqZSkJNkuWlZrzdYU1M1I7KouejPkH5NlJrodplPH9C3h0SxIUuNMsW+G0NHzp7d3SnGWLzLKGXRyhJj8TGsu5as4cc/e5uDeper4x165TkL51y0DhU0sRbl/00EghIFdCsVStaQJTkW3LmqNbLSSJnQOeJiT1Zi+N4WYY+UoI1CqDKolLacHAgO28N1MccsI40XVKbs9qUALcQQeSaRSCpjcTHxtde/zrJdk1cbpJTs7FS0zhFs8bBoa8ppTkqcDvQpobcW3Qoe/+gZ13/zHtt2y7pd0a86XAuemkiiTQmFJyRPJwJa1eTe8o3f/OvEsOXtn79FUD1a6BJWI4tyMopY/m5TYu2ICYsBVOn5W19UoAhSLMYxJQSu7whOEaMswT6iuCTTMFDMuRivLmPjSktf5gyXWs6cEzlroKxecxZooXnx4gVf+8yrtK6HxYIb16/RdmsOFxdcv36Varlmtr/PNX8D14XCiTSZSle0KbDZblCq4vb16zx9cUJUHq8ctmqQRqMAKy7zp0pMYs4ZrWShUBnzsZ/HT4SiUYjCGjTWkLKnqqui1MsKT0D4wii0VjCZSbR1ZBmRSEKWLLcOqyNtu6GLAU8s0t0k6V3ANha0BaWGdZSnDSV/MA0Cn7qqCrMwZzRgao2UI1L2bNqO9aZDSo1uMtF4+vaMyoyoJnusznpm45ts+0Nks0LpTAihKOl8oqktznlSMGhly6wAydnpGX0I+LiENCY4x1w3LC8WjK7v0GpP1zrceoOUkHQkS4YjcqZgngXaKmxVIbQkSSAPecyh5GZchupIVY70yihQmUBAKUElDTbCFTHiSttQrXqmskYFjzQSKYvuQkqDHFbEPgVC53CbLauzMyYR4rpn2mgucrEWX7YJ0g1xfqKlyhV76xH+0YbNUc9Pjz5gsb0oc6QesqrJqiIJU7wXSeBFSeCSneHewWt86fNf4g/+5HdIaphZ5KJ5ICsQtqxsc0CJgBI9pJ5KiwFjF6kqzWg0ZnHuBxpVIMSekB3Jj4ihtFRKZqSIH8W25TKLKpkKgwBKXirJiyNzINjxUfZjsZInYL6zg5CCxWLBuu+4d/MqqxwZ+Z5mXPP03fcYTcbF+ZpBIaltjQwbnFuz3mhmk30uakvrPb73IEpkoRgs91YUD0xMCec6IBfmpv1LVhQQUFUWYxUJBolyGfaQJXQFDy5lQZ4ZW1ZFRlZEoVh3a8JgXspEtBbM6xEpFtXdatsRU2baNFhZqmgbwgDQsJBhZOvhtDHst1OiqWAyMggBXRdZXfSo6BFoYrRUVcLrF+i6IbR7GHEAKiFlhNyRCOUtqzRETcoKsqLvIzEoNuvytQIdm9hz2l4wDpY6KZ4fL9iOM/tVhVWKbb99GSKTKWuwPKROKy2JMkOKQ3JUJg+UZpmLEElqXYZfUiOVIRZpIZUyNDEzCYp5a7CnjsZlEh3JKqQ2GFF0GQKNNYZIhwqZxioWp6f06zV1FsSkcKvAvKk47xxBZRC6DB3bLV1qEGJEs9ScPz7nzoP7fHPxA1SfCopeWrK0IDWGhMpleo/IyJAY+zH37S20Nzx9foi2Fp8TUhqMlmWlnRI6JaRwaLVlPo/cuj7n1o09puOa6cRQVQWgG0PNeLRLSBt6t+Ltnxzze394wbb3hRdBQqqAkrboH9Kwq4UhtSmVFSQgB5t4KR5FQBZTQBqDiILziwvqpqGqa3ov6GLkaL3GVDWn7Zp7V6+xd7DH88cfcOPGPXzKVKZCmhnHyxWjkcGnDu833Lp5lcfPTkoYkdDETNF9iAKLUSmhteWySslcTHMf9/pkFIXMS/SZFBLTlCFd8JlLHqAKCa0qBBVSKkTeIBRUjaELkugC88mUgMclj7W69IPBsdkmVq2jDxGrJCInRuOG2lbFGwF45zBaUxuL61sQCe+2kEuQbMWY1aLHLTtClBg5RowjTp7TTDNzPeO7b7zLq6/NIPRkDI6ezmWYKKTUZVAVBTmXgZDRNQiF0BphDVFVeDIGyVhX9PQsNgukFIwnI5RRpBxJISKVJnsPepg15IJNE6kMzGLIiChL2Eug3NhaIEWNsSOyUChl0FnS9IKdVqJOeoxXmFRSsvMwTZdCY2SFEDUCT47Fxp69Z3FySiShckKHiGkjU2voVGCdSu5k3VTopihL24WHs4BxmaN8ivOBKmqiNmRTk5XECIHOuqzccunLq6xpNoKjNx/x02aH8/NjgurJwpXU7UqgZaDGUdEx3xH8+q9/hTt3GnJYkPOWSkMKCxJbhFHMd+8hKNoQqRd87at3+f0/PEUJjc+U4spl6pIYFLHDoFgOg0QuWwmBzGW4V7RkpWWKw0MZB5k6UpTjvqlYdD3q4oL66gFr37F/Y5/t+oyL8xM+9dkv0MYz/CYXFHwqQcPnG8e1gzvszBtOTre4dlPUnbVB6TwEAkusLcPF5Ats1/wF0EufmKIglSopNlJSN3Wp1D4jhS+R6G1Aioa+lRg5J7JF6IBKEaNKnzxtGkKyrNsNOgty6Gi0JI9LpPtqMM5MRzV1SrRti/eOUdO8VPd1vSMKjx8ktloJjLLE2FBNdlh3kW1yIBwoQTIVUcBp+y6ffvUOeRU4PFqwf2+OkwmtCjVIDBj3jEAKzXq1RusRlbZkIWmzwiVFHzIPbtzk4vghVZ2R04qUMxfbFTnDZDKjqWel8svNYPyBHH1B8XlRwnEK/4QUZIFsYAakWI2pRuVmRWODZNQK9HFP3UuMlkjSIP/VRCEH96PEVJbsYhHroAZvRikgacinMAEaNCNl8bLAUcZTy2jc4GSF3Bou3j/HqMRxfUEtaipdk3WDH6bpdjh+lzxFgcygs+LmzlWqs4offudP0bs91nTEtMaqgHCeSilqs+b1L9/lK1/9FL07YrN6n+A21FXFZp1QMjGeCbo+0W0CZ6cnVGOHZ4XUAtevCX5EVkUdW1aOJeRVSk3Ol27RyxauzHjKM1fyPsWgHxAigRRoZZDDwyqH4VlCoLRl1XacLReo6GiuXWG6O+Xcr3hxeMhszzEFpW4AACAASURBVBCcJwWHkIEsCpb/6Owpu5MbBJc5W7bEBN3GISqJNRothyCiobWysvhpPu71iSgKQ+0tN7oCXWusKBDXInFOIBQSi+t7yBqpFDEWYhA50tS2DN+EwEmDURIfHVWlkaIibDqkKu1BH2KZQyhJbcrR02pDDmU7ECmuwKZuqJMgR4VTCVMrdif3+PDJMzzn9OtN2XrUmZSPaIJnbGZ0T1vE6AB1Z0yVQ+l1U/EySGHIyaJyxWxUMi4QmZgFMid8jmxWa+ooWIuAbSrqccOBuULb9lycrWjPHU1dM67r8oMnEVNfpMkhEQN4l+mXPc4lImVWYoZJu1GGEHpsVtRBolYddpuwKCTDsI6i+5cv++Oy9kxCUqaUqaDgjUaNDOtt2flbFG7jmE5qmqt7bEYJWxmSdOSkmZs9xPoJ08/sEHeOqNcWrQzBqOIZESWVWWfoVSACMqRSqNYwUYplesZofMbB7RHjnTkT03D04XMevHKXe6/sYuQp3j1CKY8ULQd7uyUTQWu2a8d2sSCLim5rOXq+4u79mqaeom2xyJfhIpDKEDerRBaDnV+UhOwYAmooCFmUENmSAK0HiXQpIsgyoPU+lJgBbYqRSkmcL2jAJ8enkOaMjWJiLfV0zGq9pm6mSFEN4UUKncrQtbiGN+zMZ1xcrOj6ngL+r8oWRMmS1yEY5kdlDvJxr09GUcjQx4hQkkSPMLFouT00WRcGv1JIwNiIUB6jMymUqZsUUBmNFtA5z7guQzdhdHE4tj01AVUpfJT0zrEhoqqaqjFIIiUqvKgIQ5aIPlDJ+mXQjBp7Qu7YrhJXZ7fp26tsVg/p3Slds6InMJ70bO0xt9wByzcC7oqkbx0HlSFkSRABJTW0NWYdGWcHNhJlhQoaLbY0tcQdee7t3kC9umS2N2c8btBGYJTCu8zTxy94+viQxYuAtobp7gRbjwrhSBW2X1633GkOeLw+Z1tFhHKMo2UqNRWCpA3WJ6brwGzhGGeByRkVZTmx5YyJmUqBjAFpCk062GoIxKU4QMc1Z/2CsREEH6lihh7y2lHXV/HTMgfqmlOgxpxION1w1liyqRDKDUlYnioXbFw2mmkn6eySXmh2kmTkM+nhktPNO9z/DzzVqxo98mz7UwDufu0KKm/Yri+QaoMfjuqXb+4cPURNv91htl8To+Htt9fcemWKMkfMRhO8r8hSlhxOIRFZIaMs2gWRhhQtMRAAy4pTmVjSt1VpC5O4JIGULE+ZiiYiG0knLa3UhLgdiFuagCDrmsOVQ+Qlr924StQOVSX6TQlCEpVFJkVNT2CgYq1Omc8s86mlPT4vbSKFdxq0JitJ1pmsMtmmki35Ma9PSFEYQCKixJELJQoIpFLUKJTK5F4iU6auDc6vEdKhtUQpQVaaqrIkF0tIbC5ippgifdfj+x6rDU2tiz16s2EdHb1PuFSMVjknYuyRRDrny42UMj4HhJIYKQr5Jj1Hm3Me3P46y+Mv8vjkZ2zSB+Spp601dbuH2lFMvmboTjPVbosUEAQlnCV5Yt+jQ2KcFdoWkUAUNVZIJqMJ+80c1y354uc/Sz0bMRqVE4EUEi0NX/zCFzk8POWNb7/JixcvOD5aMhqPmM6mTEZTqqoijhquiV1WJz3LbkEk4oJD78ywzQ5xs6ZxDrPpMLGob/IAYYmUt7VRaoggk4MQK1OhSLbhPEdmt26gg2f58BAlJFEM+YYh4zeekc+MbIMzHSZNmMR9+vePmN+acExGrRu8BESRuUsJiAAysDYap0dUoWLkA7X3rNMhv/a3bsK9D1nGC0IX8XFLjJGL7FGxwhpJM5Z0QyI4mYG+LUhJcd5JdNhFi2t87vWai/Y7JAl9DEh2SemjrUG5xMB6LI2E+MWPpZKxULqFcoLIQ2S8GLB9kYSSgpjhvQ8esel7YowYXYpWOX0J1t7x7KJnPpsxrWrS5gxtaowufMUcihEPkYlEQnasNwt2dw94/uKUFAQh9sWApg3KlHvLCoZNyV+yQaPIRYguhUBqidKy3JBIKqXQOpEMqCwYjxr6cAxijdIGHzxZJJzzyFDowjFkfIq4UMhIcigaSmssIJSkXa5o+46lcqRaIwk41xf3I5amqgkh0HU9ymgyguA9YhSQcsti+zZP35uh9C4jvaYPRyCgrkZsxYrqczX8jmbnq3tIofFpYCgUDSE2pzLkkwI5ZEQ0taaazZjrGT996z3+2s2voGeW0XhcNgwxUddjUoJ6VHP97lUOD49541tvcPjsmLNNz0pZdma7TNSE9YfnXFczLmLPIvRMxlPm12/x4Pan4OiMxfd+RLWJ2CxKxFhMpcWBwR/CAGvVJTVJCpqkcKZC7TX81f/wt/nf/4f/kYkr8t8h0xQlBDYKwumG+e09lhOB2szYXc0Rp4/ZvmZZucxc79E1JyBHw6bBIYRDipa+MUhRM+stB53EHS6I9oJwU7HwH5CTxyiJ0pG2W0MKVLJB6ZpNm4svQUBOmRADxtbkJLh+9x7nh/BXXv3rLLZv4e2GFDU+SFKwSFGhpCLFQQCVP4qJf1kc8kf5CjGkUhDUJR5xCDoWgjjEv6WU6KPjW99+g+h98abEiFQCIYd9hpJ0Cd59ccIX799lPGloVwXeI1XGZI1RNT72KCUwVhJihwstd+/c4ec/+5AsYlnPak9OBobYPnHp8/iY1yeiKFx6UQW59GhElGbIVyz9WaZ42LGJLBMp+yIbzgkfikW1krqs6IwiRVAxUY1qhg0eRpUMhY5YCElJsNp2+CCxukA+bWVo9LhQcAGdEyEEXF8AIk1V0aiaJnW8eteyPKlQ6jM8P80kf85meoKqM4vtKZ+pf4vV42PEjiEHh0gSqQbc+7hioiuqcUJNFM1ozmgm0Pu7rDc9MmfuXrmKn0iayQSlyynH2GogGMHWrzm4/lm+8PnP8d47j/jOn3yPp4+ec3G0oBOa22mM8prbk6voqNid7dBM5syn+8y2iu1Fj2590crLiB7ecB+9Kct8XVBu7JxjeYCEYnRwlW//4HtsFmfsJnCyiJykLEjGRmjWJ1tmfcXWe27rVxAnHX32XIwrbhzcxazGnNoFWkhyCGjZI8WGynR4k2A14W4aYU5X9E+W7N+f4OyK0VRCNKzaJe22xRhDVWlUirTdCmOrgviva/q+Z7VdF9iu0KR14Ir9Ag+/f8zOzSNuXFfkeJUgKr7/83PIpsBpRII8zBZ+6VtWkFIi5oxIBSMo5CCJEkXqjBKEGMqdlMsqU0pd7ndRRFCCjBC5+HOE4dxFnl2s+Su7E7rB+KajpJY12W+plCr+BhmIsWOzXTBtrnHz2gHPXjwrrA6fSDkRkiJZ8TIU+ONen4yiQAFUpBQxUhSJJmWdJQanGQlEkCijEFpilEUqQ5KJ2EW0tVTKlCg1BhWbsdRNKQopR2KO9H2Hdz2NLW+itmvxEZqmwcjhmJVSWT0pgaksvfeklLDaMJITGjFBySV2/5hrV6/y5H3DdfUpLs7fZSOOUTGjqelGkcN3Nzx47VVGecsmOiqrMLWi2TNMdYWyATW37M2mTPctcXfOdKX42be+x56d4OcVphkhlcEnkEaTcmTkHJWsscaSPbz+1df52pe/zs9/8i7/5B/9M1ZnLWKtUeuMlJGqqfAu0m+3nD99xvmP30dte2SKIFIx74gi1c15uGGHWPicJTlGpJYkZRjNdzi4doff+6PfYSwEWiUCvxCAGxPKgVknwtMl12fX+cLOa3z70T/BTwLUY26PbnHRntPYiEpLjPbUuuX2jRGz+YRNt6ISM3Y3mifdOXd29+maLSGuqWNCWoMJlnXbloGfkFhrECJirUZKgXc9Ugq2m5akYGJr1EYTO8P7P36T37zXo1IGMaLrG/6fN97EFUB4SVui2KTF/+eEMNyvOQ/3iixGM5GRhTs3BMQKcoplxjdkZ5Au18Zl1lG2FaWYVtYQoiREeP/5IfvVDSb1mOwlMkri1qN1RjUKo8CTyMITc4vvl+zNR5yfFDBRzPKlzDmPK0QWQ+jQx7s+GUUhC3JMhOAZqbpgx1Io/nWpSFIMyG0IOaMpseVCGsBTYEOlh0MUj4EcYLBKqoHF74qYRGamo4o6G7ZdaQm893iXqWuLGcwsSRSRk0sRFwOVNUyaMbKL5NzRq0yXW1oekmf7fPDdMyb1hEopuvaMejZi9cpz/LMV73/zITdef5UqlJVe3ShmpmZqKkwDdnfKtfkB0yuWdj6FtiF1kbjNTMdzhLFkYSGUvjbiEMoWvqKq0VoXLJswfOZLn0ZUgjf++MfceCJ58ea7VBiIHTEk/HLJxbmjPj7G5kguQKPCeSQX9V3KxChJqpzESh6hxAWPqwrsZPH2Q+TzJbORJboNOZT2bwDFo6KkiYrFwxN++2/+HTbvnrE6+hD5jRtUcs7ZT56x2VkyrjxGrLk6F1zbtexOIHZL6j6w68b8/u/9Lp/5zH2evnPEaGpIYkloWwQSskZgEBhCADHE1sXUMm5GpBiLY9UWy/pmmbnNmCePnnNww1FPA22uwDa8+eZTjs48OdnCscqpINYu9QqDq/JyqvCyKOQyj8qpBO9IJV8mhBspybng4BJl3CIZVoNZkbNC5jK/IRcIjDYG1/f8/PCcr9x/gF925NQxqye4fsO2i4hKIkQoLURyOLdkb3fO7njM4fYMKQuDM+UiZU8xEcNfsu0DALmk+wglgEjMvgBCkkBQTEwiFRKTVLYo5UIBqWYK9dmJXDQPUjEeNUgEfd/Rd11Z0SiDMhIhE/iIEhmrKlwnaFcRmxVWKKRWVEbiUsT7Fq0ltrLFQj3OeFZshWaVJ2zFkmZny6tfvMXhzxWjs33EzLBIR3R3PmDntTntdzqe/+Qp9e0GWSt0pWmaisloxGinptrdZXdyhXouYdwwv32duhnz/OEzPvuFO8RcNA6FqlzYhjFnvEsEk5A6oZUqb2mbuX73Gl/9jYbrTxQvxITvHr/PiXQkmahTIm9XRZmZI8IUVBuh3OjISwFOLH9ngT8ONmS48B3bzTGrF0fsY7DJ0eUASb7MnJBSFrx7nxmnhvw08N1/9geYJrGYC+7t3mTu4WFzxJ2rNfMpKH9Kt/qQRQ+j3CCOx3zrH3+Lm3evMr0x5fith7x2cBMvFqiYUGnCdt0jhUXJmpzKGq6uG0Lqcb6jqSqsteikWPQbCJmT8xXXbt9l99Y5m/QhyU5pY+b/+qO3SHlWLPa5nFoTuQw+h2FrlrI0U0IM1vsAQgxtAy+LyOWpQsnCb4gM9SRn1CW6LYvCW2AI1UkZIUokQRaKw2XL+y9OuXflOqzXyJRpTEOby7ysFKowBCEHzs5ecOP6Aev1hm6INijPVRnix/SXTKcgsiC6TB9C0fXnSCUgBM82RrIKKGVISiMzjOQYGZcosaauMl1WLLct1+b71MoickahSWKwtjpDDnMihtkVwdY/IYkVWjVM1XU0U5xziLymS2f4botWBt/16ATVuAEj6UWgEhqVRoylJivHYu0IOSJ2nnLjGzv0/1yQj+aor1+wPRtTX4Wd10dcvNWS2prm9avIqzVXpnP2J7swmzAaj6nGu6imYmYU9b5i/uA6hw833BeKmLeknNhE6BGAo3WnbF0kyy0jYzFiDMnioqP1K+TeCSdxxWrnnDvtdY42HceTJfvNHLVdkb1HxCL+UgiytAMP0hfFqFSUs24xUyEVIZUotbOLZ9gJZOeoZQGTLGUGEkZClzNRGVov+fXP/lU+fPNd0voD+s/vokKFPjuH+YyDnZZZ/Yzt6gzVGSSBw7zk2skDzv6opXl1yv3fusnRH6/43Ctzrl3NPHaWVAfkZoP3Dmk088kY3/WIkDAJbCU4686QzGiyIq63hK7ioPosN9KMxfb7XMQP0B5G5gZ/9M+/T+pG+OSJoi9J1bkUABge/JxJIg4CO4GSomRcpELmklKRRBqKQqFjM5CvIBZMoAj47MuLT5aVZYjFV6K1HsRaCWMULgbeff6E0XQHmyrWiyWzqcYihoi4TJsD3gj6sCbInml9hd0rexwenmN1RZ8dEY/LHTp+/PbhLxA7+a/36toOM0TDkcpcphzJEm10tNHhKAANFzNK10hRIVFUgxNPaz1MfhUhZdrg6WKPFw7VSC7WG1YbRdtO2W6n9A76fIaoz9k7GPPKnS8xaz6HyxXH25aTkFgkSc6WWbRcdQoVCl0pxh6SxypFU1WMGovQLTc/P0drRb3ag37F6cUJe1/aQxzA2eMl9rlir56gXxljr19lMrqOnewg6zHSjtG6Rtc1UcDR4Sk+DOlUKbDpW7bbLev1ivX6glX7iMX6Oat1z2YNm62ji8c49T45P8XZY/SVQJUd17Jl5DKjZoTftkTnSd6XG394u6Vh6Va63YHVmBI+BjyJres5PjrEbTasz87RSuJjKFL/MuJC5GJiIglmozn7830ev/eQVVPB/oxRq1k8fsyzsz9FqeccnX6IXDiyXHMhj9jv73L0duRcLLj/5RmsLc/ePaTaA7trmcxG9M5xvljQeYeQAu+K1FkC0RmCs4ybhs5bLhycLI+4oa9RPbvBn/zhG4xnbUGyoXj2tONHP1iC1MXaHoe5QZbl9JGKoUnIAm0VWiGUROiCvbOVxVYWYzXG6BJzaAb1qJYld1OWdhQthxStcgIrSeJ5MHQNEYKpELsg07meZy+e42Mi5hLHt7+zh9v26EEDoWVB26Ey63bJ7t4cW1usNYWvYQxKSvQvNTT/8usTcVLIKdNvtuxd3cEKjQuhfFMp36R+qNYWgyXjYwYMkobaVEBPaHtW6xVWGUajMUiJD5EulYm3D5pm5wqj6Q3OnyW67Mn6HF1vkHVgvQkcH1m+9Jlv8Pyn93nv+AfY2Tm5PsW5U1rZkHON156kEq13+JhobEVjRsgscNHhD07R0wr/XkP9+haXK87Vguv/xgGPlx2Hbz3iK9+4h9zdIdd71H5ObiJJNARpUAoSmvF8xrP3n5N6aFUkmLLW6rtAcBs22w2rfkOoE9ElNBcFfFsvcfkcky/wtoU9y7s//SE6j7l+v2a9XNAv1zS9Q0vxUXS8UMU/wbCGlJfDRkhSEJVgHToWiwtEhkopKm1xblV0/2kgZiMhlvDcL3/+S3z/m9/EdSes748xJnLtwvD52zd4R/0uPp5jK03qM0u/pZI75D+b8finj7j3tybkySEnbzWEFmb3x1ykJdZCrGo2vUMqhQuBtuuopWZia5wH70tc2vnC4YnUrsEe77N6S7K7u8PNVyqeRo8QU978zocEf4BPpzAYqssashS3lDNZFwuy0nJwmsqB4A06FFIWMBSOYj57mXamPtroKKVKLmeMA46//JJDwldpvQqRO0tB1orz8wtuXZsjlMbHBEkxrkZsfIuWhTUSVCZk2HYr6vmE3b0pJ6erAnVFkEIuQ6OPeX0iikLKCRkj+9PZEDtW9PUQSPiXiLKcQonzkhKEBgxSRLJfUxvDer1hmwVRlP5347d0riUmR8gCkSru3nuNi4uI5QKsIariltRSsl694Dvf+T3EsymLD7bs7IypZ4Yr9xvW1RmLqkUn0JQhptaZShtUKkM+oTJhZ8nVTz9g+X+XQBhhStBnV3eMv9Sw/NYLfvBPv8+/99f+C1ZW4GqJ1hUp12SlQSY6H3nl0w/44fff4fjDI6o7FYu0oU8O13X4bk3XdWw2GZG3BHmGFgKja3SWhOQxcUM0C+R8hhQd9crQnWQ6tcS4UNqHlJGXKcUxAiVMRg4cgRwTSQFSEImcLBe0rqWxzTB/UMiqwvV98QEkQBiUUkyrEe/++B36vmXLQ/KtV7lyZczec81mtaR+paWpJZvNhtVE068brv7sPkff3XD3a3P6q0foasTJz86Z7Nas7AWrbsukLg7A8WTCcrVCm5JIbrQFQDeePnnatcL1gYxFLz7Lu7/vmHYLPv23D+g4JMlTXjzxfPhoRRZzdGNwIZXWSZcWIMVyAgoqlWWBUgWSK0tsHwJUYWEDvMwYLfDWPDgpJdoYEKUAvwyqFaLMtigA4ELKHd76GQwKkRQqF+ewrmqMDhBg1szoliX2XuQi+MNKYobF5pTRdEb34pCQM7LRZej5F0iD+ZXbByHEIyHED4UQPxBCfHf42J4Q4neFED8fft/9875GSonZqGFWjxjphrGZYEWNkRVaGpQo0MwUPSE4Mp5ECVN1XYfKmXFTU9cVSWQWmxXL9ZLsOxpdMbI1s4llNhFsl2e8cuMmM52Yak0larRssJVgutuhZk9Y3nibnc9l5pMd4gcTHv7TNbvnr3HFP2CU9jB5TKVGVMoiSChVdqZKSNq4Ju0s6N0RU7vDeGzQXcGmbfbPmHxxxDt/9i7f/t/+lGkaE6pEVpqsLV4otmRaETm4fwOXOp7/+D1i52h9y3p7Tr89p28vWHdnhHhMuz3l4mjJ4llHfxIJZxvEeklqt8TYImpPUI7gEv3ZBrFcY0KiokSsFWvOAAIgvTwlqMsBmhRgFeu+ZdWukGNLqDViNsLOp7S+sACFlKAsfRAIPeLmrbv4MBiW9jxXbybuaEPdRg4vHjHdH+GjoKbi2G/g/Aqzh6+ydzDFfPqCNpxx8YFkvVxw8/VdwiShdRpCazVGFyFL3/doa7FNDVqxbI9xecu60+goeVB9mlfD36SJrzC6uWR8Z8XSL9n0Kw6fbVDUSH1RwmgHII2UoqA3ZFEjVtoURqb3kMqwUA6OVKXk0DaUiIKSVA1l4k1RLUr58pe2l+aoIoVmsMNfmqrKKUSglUAbVRgjCDofSFmwWmyYj+eErSshR77AiJNIROWI0mFHmitX9y/DNUiDoe3jXv+qTgp/I+d88gt//rvA7+ec/1shxN8d/vxf//99ck6J6wcHjG1NUyksFR2BLnQQwYWADiXyPeaO4Fu8dQTfUWtRKEDel74uR7a9Y9JYZk2FljXeOzKBHD0vnvyE5RHs1VPsTg0s6EIYcO2ZJAPbnLhIT1E7W269eg13tM/TPzvjypVXMHc0YXyGGRmC2BKSI6mifttuHU5EzvIjxncbGn2XoB8xUplVnxHZU9/bZ2c55g/+z3/M3r19Pv/vfo2gJSlnXM54PF55bnzmNtXU8t533uK133xATh0pbhGxI8YtrVsQ4jFhq/GnhnEec3T4hKpe8coDS6oCG9cilwu2BMyoIeUNZtViYsG/E4vJS2WBHMQtMUaSKBMCOfTPSQiWqyVSZNaxJxuJGDfUB7vIk6fETUsC/KDjv37rDllJ2m5VfCrzXabSE37ynNVzQbizQoRzpBKcrbfsqwPCTyNPLn7MF/+j27wzaZmu93j6HY2X55hXprSNoUESg8SFEvUnc6ZtW07Oz3CTCdPRBGOnHJ9e0AXNtbyPe9Py4p0zxgeB/d9o6cbnJNtQx09z9OwxlR4TsiEIQbIS5xgckOUkcAlMkVITYyiSaaleCu2kloP8IA/tRho+Z9hCiCEFWg5tSRzaDDFoFobhopSlqFxuKVKKSEHJ7kBQj0YYK9ieLek3PVd3D1iENRGPkKkg5HQZaq7bJePpiGqxGoKbB/jOx7z+dQ0a/zbwD4Z//gfA3/lz/2sB165cYWc6Yz6ZMx3Pi4bf1kihUVmW2POY0DITw5a+W+HjFiET0bvSAhhT3JaqHMkqCY2sGJsxtdA0GlRekfoNJ+9mxGqGjhKrPFpHhNRYOWPH71PphifiOT+s3ubo1jPGn1XYcceTd59R5zkiaCSaFDPbtmXTb4khYWMDk547X6t5/qgvq0LVYbRk2o/YhMjVX7/D7c/u8A///v/C4zcekX0ooqsciUTa5PA28aWvf4Gffe8tXrz/IanvIHQEv6Htl3S+xW01oY3UJmDEinvXD3j69iGPvrtic6FpF5HT4wVOKhYyIyqDaQMiFJy5MpIYSmbiS1XO8KoTYuAMCtj0LZt2W9oMI9mqxG/89r8D4/+XujeJsSy77/S+M9z5TTFHzpVZmTUka2BNJEVSEouTJLZkqt2WhG4YVsMCG7ANN2zA+17YhhcNeOuG3Q3bLVgCJHdLassmJZEUi2MVa66sMechMuZ487vjGby4UbThhVyC2kL5AIFYZL63iIh77n3/8/t9X4w7xo1ZLzFe0RussrZxgvc+eA+ExQrPZBFidxdkI4WThs55QcmEws5ogoDgHYW7dsTg83O2ux8QBwPS8Rr1zionHl6i6B5hrEOUTYufVy33Io0TJFA1NZPFgr3hIUdDhzV9glBj9mKqd2PczpjemRHNmT3oVgRJl2JylulItE8IroN0jiAUxLEminVLDdcCpWlnJca0yUvrjgnYGnVMYmwfDNrOzYc9Hj4kPB//XD/sHojjhO7PaNLy/5pPtP/OMdLNoXS7oTghMB6qY/+ot56V/jKY9mYkgEAHOG9aia9tCKOAOIkJgrC1kv01ug//NjYFD/y5EOLVY5cDwMaHROfj7+v/zxcJIf6REOIVIcQrVW5Y6q8QpUtESZcgTtFBiNYBUmucCDBSUXuDEg2ZsMTOoKVkXCw4KnMmVcNs0VCWBi01YRDhvcZR40SFxWFxOLWgu2IxNdy+ssuy79L1ntCF1HXAtMoxsiELUxKXsSg8d6pDjlb2KU/epxMkLK4FME0oGsu80pgGiqokjKGfaOIoxqw7gqsV4azHWBY4LAiNEJI6rfmlb/xdOoMuf/ov/jXlxDHTFY2bE+YNzsBWPeHcU5eITciL3/wx4V5DOiqo8wl5s8AXDbZoqMuGwhbMgyOGcoeVzRWuvbrD4R3P5H7A9l6AkT2MXRBtaAK3gkzWqbodysATeNuKW1SADTQiVDjtcdLiXI0XjpkpyQNLoWp0qFgZ9Hny6ae4v7uNF8cyXDRhoKmrOW+8+EM6UuEacDIkNhZ1o0td9qkzw0pX4U3NdAYnq7McXZmh1zXmYk1DQzpLmb8tEP0dqktj7s8nVPmCqimo/JDcFcyMw5sGfUzyrp1iXlomucGZgNOjuQNx0wAAIABJREFUM4Q/XUO6Dofdm5y+nOBERV1BbAfcfWeLTHUJAoUOGqJAQSCIoqithMsArQJwEDSCsPRQNkyrmqPGU5cRjwwucyrexC0MpjRUVdNyHqsKW5bYqqQui9aFWpaUVUlVN9R1A4uGcNGCcJzUuA+z+NC6TqXAaoE/NmntzRfM4xjf7SMIyVREmiRYBSLQhEITy4DQg5YWaxZ0OmHLBfFt9uKjrn8bm8LnvPdPA78C/CdCiF/4KC/y3v/33vtnvffP9vsxUZoQpSlBmhKlCWEck2QZcZygwxCh28aeEJ5OHDPodOhkWUsg8m1t19i2BNPYur17FyVFXdJYg1AKFbaaeB/OOf20YDIZc+81iRpfxDYlZb2NrwRpZBlkkuUoJfMx2gc0rqZgzuDRPvlojrjZpxlHzJoRxmh0ECOT1qociZRaNDRlzuS6JSz7RNoighrjpszrKWq1w/P/7te5f2ePP/3vfh81LbFNQbWYIMZz/CwnXu3RuXiCV174CXtX77I7HHI0PMJMF+1py3TBbF4xmpXsTsYcFCOCfkKQpLzzyh2ObtYUE4nQAdblOO3ITcMXvvbL/Nbv/A6l0DS+Rag3tDZpKT9MhwpEEFA5x6wqqE3D5vIygWlwkxnvfO/7VIdDIto7oQkUlbDMyyloQ+0KGtFgfUNWSeqtlIPJHLc8Ynd6j1nZ4FTN/R9McEGHtadOsZhPqYua4nYHO+nQO6cokjl5UyMEBFGCVm1s3bimBfKkGZUTzOuGvGmwvmTTn+H2d2visEMlD1j7RB/Tr4i9RJmEfNQwPxzTS1KyKCYO20FcEieEcYgKNSIQCAUoh/MzjK4wCjouYWmk+ezZpylGhuHBEaFoUWgtJwwMnkYIrNIYobAcezmNw9Q1tq4xjaG2lsoYTNPKlH1jMKY5lha1nMW222NYVCWTssLHKbvDEePplCzLCPRxPdvYFr0HSCxVuWB1bZkobm+uP3sS/Ajrb7wpeO+3j7/vA38EfArYE0KcADj+vv9XvYeQCgKF1wIZSsI4IkgigihARUH7GCdbFEvdNOgwbM92Xds0XIp7bCyvkCYhUaKxGKxwREmGCqK2lqsUQRAQhgEEljLb4/FfPMX97TH334mx+wMSA/1Y0QlykqAiSwPSMCNyMS735GXNgR+RPSIY7szR7y+zIgbUmSPp9mi8I7c1ohGYekF4XnF4raRzsEbsNVJUeDmjNBPuHmxx+plHePZLn+e9v/gJH/yrF6gORozqMcVkn9f/7Du88/a7nH7mYZZQ/OiP/5zhKOdwuGC8M2ZyMGM2ccymnsnEMJpWHM4XDJucaH3AYiSptwPCJiHpaPJ6ClYyKvb51l/8EUmSIlWXRmQYEdIizQ3SuVawYj21lMy9Ja8b0iBmLe1i5gt0U/Hjb36TjrWIssRgmEnPzJRUvqbRDWVQYMISr0pULYjCPjZrkKdK9qsjrAsJvWBx27Lx+GnSByJWkgFuqtl9w2MQrD7UJexKvDB4bbF4lEhJg7j1UOgEF3SoteZoMWVWFJzonGTnL48QRyucfeZR5GrNuWcjptEWsopQLuPW+/cYxD26QUw3jujGKWkYk6gQpQUiBB84nDQgHU43VNphGliuM77+8OdZJ2G0GNJoCwEgPJHWRDJE+4CAiNinRDYmsiGJD8lESOQlAWC1IA8FRoCwntAJQhRKqp99fPtwLqGVwnvYPzykQqD6Xe6PhgQ6gqIhcqCP5xhCtpo87xtMU5Al8bGC6KOvv9GmIITIjo3TCCEy4Ku08pd/A/z28X/7beBP/qr3sR4aJWmUhRB0ogkShQg8KvDt0V8gCEKFpT0LF7Id0IRS0Ys7aC/J0oQ4jpGyDabU1tO44wbahwMjIVBeU+WaA7XN2V+MWcz20bdOslE9ThA2BEGDVw6VBugkRipNaS3jusbkcCu8S3VhTn3Nsnn4CDpUNFiUTBChx5saVxVsPtsj0iH7r8/p2ZMEJm4DctZwb+cGW/l1Ln/lEc4+eIYX/vkfcvTmTe4d7XJzvk2chLz87e9z88pVLqw8ADdKbn3nOgf3Dff2KiY7DZPDhnImMXWIcxGNUCxo0EsxnXSZYsfRkwM6SwlRrKHwIArmwx3+4H/6l2gXgAjxWqOlI1C2pfUg8EJRKsmwrDDOs768xnQ6R2hJYyoiCZgSEQpmvmbRVJiqJg00jauwocVFBiKLW44ZPN7l7OfOkp49gYy79PUKvekGwUrB6ScVsjMnCnv47Yx6WDC4KDG9EcbPaeqayWzMrJyS5zOqfIFtDNYHlF7jVYCSEaHtEu6tovZiHnnoPMN5TvaJBLN5m+n0HkotMT2wmLmkoxNSKUmVJItCOmFMLENEICGgRcY7h3QCIQfEdY9HBpf4ra/9e4zKKT+5/hJ5PKEKa2ocgdRkNmDZRGzUCZtFxMmJ5tShYvMQ1ieSjSZi4AKS49OTVrar+LDBoYU4tnLLY/Vd26HwtBd8VTeM8xIbJdgoIklTEqkQVYn05rjEAmAIA5iMj8iSqDWi/S2GlzaAPzoeomjg97z33xJCvAz8gRDid4C7wG/8VW9ijKWmNdw42VKXrKjwqkFoQxB4AgMm0EirMc5SmZrK5ERBhrNgvW1bjGHGQlTYymGCFhvvraExFihpypYSnMkeh5GjSQ44/8QGt751jcacoPu5kyzKXQpncamgEVUreRGaojbY2YhF4olOz+CeJb+xxpmlC+QrY0pZ4HxJ1dSELsYu5aycTxi/O2V47QTpYIPMBMgiYXr/gFHvDkXW5+IXH2V+9TYv/O63OP0ffpYjMaInHY9fepjtV7cwTUC3GjB6fYqLl5jEIVneDgpj1SWUEhMUGFXgQ4exNUubHXZ3x5jCEiUSgYNxg6ZGN7DY328JSaFAKYf3be/E4xBe0ekvsesM06YhDmOWOgPu72xTHqPPPRYhJYV3FJGkmpes6IDAw6LOsUsRNnCcuXiBn//1X+f8E6dxsWevPuCV1/8N8mjCBy9sc+ErPQ6aNwgnfaL6LAdv7aK6DcEDhrkf0hQeqoRaOmxsiZRFSUVRQ9lYKukxoqGnuqw1J7nzg0NWw1OUIufWu6/zyX/UZyiOSN2ARjqmB4aELknYIbQFWINVmgZJUds2iKVU6/80ElFrbNPnXLrON77+H7A72+MnO29RxjmxsFCHRCIic5qslvR8iFjUlOM5aSNbk7kwmFAwliXRSkKdxcwlzIRHyKBF0Al5nG50P7t8/+9gFKUUvobtvSGDXhvOGw1HbPaX2Bkfksv2tYEOQHi8tWjZgls1xzbsj7iE/2t81vj/aq2fDP1//S//PpunzyJjjQgFFkNT58wmI+bjGdN5xTwvSX3J2Z5F1wdEkSBJu3ijMa5hsWgoC6gqQeUaTDgnjgVJqAgkrYE6ilpiTuxJigifa4Y+p6Gmv7/K7EeKea9g4zPr3LPvI8IxvSgEMka1ZD/PsfMKrCJJQ04V6+QvOmgaNj69wt7ggIUp6Y832OvfI1KS9L0+Oy8OCdb7nDz7KK5KGc7HZBcV9coRNmwI9s7hX5wx27pB8nN95g9nTBtHt4wZX7lPNPIEC4+iYfDYSWYnQrq+Sz/oEqYw0XuY3gIdeZSRBDXc/eYWW/OG555/mjt/8ArL8yVm3YK6lqz0YtbOL9M5tcTpUxtUO/tMrt+nuHNEx3bJCbkvPMP5gsdWz/Bg/wTXd3bZqoYIGi5lA1JnGcmaa9WQRgtWXIDH8Xf+i29w6eu/SBVKOmGKpoMwEVZU1PKIe/dv0YyGDMKKP3vpnxJ3O6R3TvLBH95Dn6o597UeTdrgjWZz8BTOneMvX/5jVs/usDxwKGJqF7I3GnK0OOLESsa55lF2/zdBnJ9h7HZQmzc58+WAIqpI15bZXDnJwZs5xXaPvhgQNQLjchayZBYoDirLYVWx7eYUhUEvAnpFlyXT5VJyguvTe2ypAypZkFnFkukSNTG9CqLGoxqDrBuEMwjZtqRVAMI5lGszDY13FMJSYHFLEYv1iIMMJomnFu0RawuFbQNOla1wJXxy8zG2h3fZm+zgTUg2CHj6sbO4vVusZQEzSsaBpSIgVAphDabxFAuBNSn9wQlkAP/tP/n2q977Z//frsePRaIxzSTV4k2KWUnoNvBNDyvAWIOjbj/vCoFSgrpyKJ2iySjNiMAEaBPibUMUO4SI6PdOMS0tu8V1+rKmGygsEQ6JMzkBJUUTUXuDVwFRGBIEmjByLH9Wsf+9Q3a+W7DxqXWmPYdVjqxJ6QtL1cmYeU8zh7yq2Yv2WHlyncWrhrsvHzJ4eI3FbMhoDA9c/jSl3KVztoffTZh/sI8Jh8w3KhbBDHtNEu92GCVHeHeTzzz6NLOmx9tXrxGfkQSpofGWtYfXufXj97kwOIUbljx17kluxQcM0z3M+5LVTka9KZjqgEA5tFOYIGD13DoHV+4QuwSfxPh5ifRQipyv/6e/zieef5qgcxZciR1vM756lz/9Z39AsQ2+kmRCUCHoxDGdbpfo4ICeDZDeE0iPwTPHUBpPV/doEsn65bM8+qXPITtdhFSYRqCNAlzLe61TTq0/TnSqJM/fpfPGMsFEcvXFXQ5Ly9NPrJCqhMmNHnHQI0lX+d4b36K3UpM3JaqSKJezcHPGdk6mEpbNecqtFHZzdFNh12Y8+asn2NLXoI6pxyMORMJMLJM7h7BzVlVEqhTehVjkcZgrQJiQ0ARElebZi0+zuHXETrWPETWn9RKpW6bvNSwapJMoK4nwBIBWDq+hkWBD3XZHmgZlPcJZNBLlIJaCxbQEFG41xQZwEDbUukGWDlULrDUYV+EawFmU8wjbILRjVlrmjSZLe4igRtSiRdGFAda3wT6Cdi4CFUU5IgmWP/L1+LEoRHkMWXSEKa5T53dw9SFNNcbUBc424FuaL1iaumY6y3EoyqZithhSN3mLYo/AqYrSLrhw6TGy+CLSdPB1G0X1yuAEuCbC5oZFU1GpCiFqtPXMxZyDpR1O/9wG1hvGr5Ss718k9iuYtCEJoKs0MUkbJ8Zw0IzYT3cJP6Go3ZTxq0PWDy/y4KnLFHaXo/cPGd2c0u8tsxyvkd8+ws+nnHp0k6gf8ezZJ1neH6CJuGKu88TfeZLPnf0k63tdVsJVOit9OufWOHn5AbYO91leP4WdeuztGVkWcObBATevX2W6NyGLUgQxTnicDFg+sYooSor9Bb3uElIKEhkihWXpbBe17PFJgA8FeiUgO7/EI196mrGumZiSRTEjSQMa7fjJlVc5mg2R3tBPY5wzGA0zW2M9PPOJZzn14CXWLj6AER5ROXQh0CbEeUHjF3hliYI+WbLaWpwxBAworgaMb05YPdEh8j1u/Cjn5ivbbN24xZV3f8DK6QXp0hwvLcNxzsHCsTOcU+YVoUhIZ+vM3jZEvsuUPZ772jmm8Yy0v8agO2AlTom9ogotM+2YqZqFrKhCMFFIITyNdsjY4GpL6BPWupt86XNfIdMJHstakHIqTzgzy1gaCwYVpEXRci6txQuDCzwyVIRS0fEhgZEtpSuMSeKEQCviUBEpQV9FpBNLdmBYWSg6NVBV2KrClg2ublqRi/R43zZZ25SpASnZ2R/TWVpnnBc4L6jzBuHazITxFq8EVlqEslTV7NiY/dHWx2JTAI9tjnDVFk1xjXL+Lra6i6lG2MqCcQhqvK+xvmE8G5MXC4xpqEyJ1xYjBfOinTNU7pCdvWt88pEv4IoLuLpHVQ+pmjGVCShthpYhoQpbQUmeM8/nzIsFpSuZLS3ofbZLlCbk33Us3dhEGslCTjF2gfYNWazpxhFeWkZqzN1si+XnMsKup95tWA+W0OfGLD0qWRo4tvau0awmPPHQ05zO+4jCM80WvLPzKnY4ph5HmJMh79if4hZ7dK47lo96bGyeondqjUs//xTNcszRfMb+zW32Xr6DuBkiNnN6j6/y/hu3OBGsoFWGCRucKOkudUjCiOmdA+TMcXL1DKkPSV3AZPsQ3VhsMWU23mF6tEfR5Jx77AJjkTOTJVZbwm7E3vyInXzIzCzo9jP0cfW3djVlWRCGIe/eucHtnfucvfQIcZihCAlkREBAWVeUH7YplQBh8VRARVQtceOlCXGtOZUsc/2FiltvzVHLh/QvjRBLO1RyDxE0aB3SVJKjhSTPJZnTqDJkcb0m2tZMXEHyWY0/s4sIA/rhJj3dzlyE8OyPDiljySKRjEMYK5gFMJeeCgv1nKAUhFXIk5ee5pXv/5R8PGOzUgyOKrJxiR7PUfMKVRkSFH0PHecJhMDrACM0gUgIK8Xm8gnOPXARbyXStycTkQiJRUimY7poomFJd79ifaFIFw5Zt3jBFn933FqVrTax7VW0/NCyKKisYJwbRrMcZwzeGmxj0CrAOYfWqoW8eNOqED7i+thsCknoUX6Gybew5R0od6GaQSmgsXhbADVeOfIq53B4hLWOxjaU1DgpqYwnSBQEMw5Hb/PjH/wpGytPIP1JfAW6kQipUF2DVppAhURxgtaqhbHUJXES0ctC3OaE7DOWXIzhtYT+9XM4n1AyJ+wYussB/V7KIOsjtGQRl9yIdpHPCJq1bZLSIXZWKZdGjM9d5fQXuiRPCO6aO9y9eZvbL75Dt5sx2TSkT61ydPMW9bURcmWZ1/R9bm/fZPTt93kgWWepO0B0I5744qe5Ozvk3v1dmEuu/fk15rKi/0QfjObo/RlJFCJjDdrSCEOv00GMSk521llb2SSziuWgw913bmGmC3bvXGNv6yZ7W1sc7O2gI0iXM5wwCGvItGaRzylEgw3BOksSRzgtGFU5hTPYRMPJJb7xX/0Tnv3yF/FphpNtWtI5QxBJglDiMBhXgy+xZooxE9ztnOhI0lUdRlsg5me4/OkNHvxshu/PyMWQwkxZLKY443DGs5hNSLOA5e463dEKw1dmlEVF/HDNyV+QTOQWSRIfS3bHNFHAQRkxbBIWQlJIRYXEWImfe5K5Jh0pOsMeG/M1lsddOmPB/TfepmtqstGCfuHoW0mGohvHhFq3w1thCJQnJaBjAjLbdmlU2mNt4yTbd+4TqBCNQqPRvv0KlEZ42Ej7rJOyaiMSq0C1jdQPp40fYgqFECgdoIKE8Jgrsj+coTqrVF4ipcDWNViHa0ybWZCSOI1QoSdfjD/y1fix2RSMaxtlwtW4YkroKnw+x8yPKUHOAA4hIcm6DJbXUDrGOsGizFmU7d1+NhuR52OcHROEd5mVVxjuWRg/SGI7KD/E+BLTCviQUtGYBnDEoSYOFXFSsRKGqJUFp36jx436Gle/s0t49ySZ7ZNlETq2KOnoqw49esQ+xnrPbXGX+dNTvrv3XRavOTrzDaZxzf3OVcKLE+JPa+rTDjUpyG+NkP0+7mLE41+4xMGbB+xdqbn8q89zsDqhHA658/23WWpCtm7eYmlzmfOPX2JiK5xUqIngjRfvki6nbJ46xQc/vUfqBUIEWBylrMm6GR0riZzkzv4O3TDkRHeF6e6EelaSBhJT5kQ6JRIB1WLGxvoqgzRjSUX0vEbWDiEVjXfYqqapamopOPIWO+jyzFe/zH/8T/9LTn7yEeilVMJhpMVpg5cFSuRgZ9hqhjc5UFLVY6pyyPztQ85k52kCRRM3nLzUpRrcY6Zm+ChFRz3yhaUqHHVlKYqarquJTcNAncTf0ER1xHh5xIUvh5BuoVRMLDTCjqncBKtXuLMVUy/WiKqUuEoQI0l+fcrhS1vsf+cas+9tM3vR8vef+ns8WA84+MlbrJQl8WxCUNVoY8EYvPcYZxESZKCwsaIRnpiAro1JXISXAQ88/QR3d7eJhSJRmkhpYhUgnEf4tv9LpNBBRCBClFNIjn/Gip8dR7ZH7x6pFFEUkyRdkjBpCVOEkAxwKkIL30JzvECj8K4Vy3osiBrvm498NX4sNgXvwUhNjaQ2DlOV5JMDenGD5hBh54jWXYZQGosgSXqkyYA07VNXjqIokRiEs6RhSi/psrJqmdYvsb19g+ndBD3uIgtPOdcU1jHJc47GY4qiJNSaLAxQWHI9Iqkisjpi2t9h+dc182zE9rcPWbp3ijVzup0rCIc0lsRrekHMikxQSnA72WP3oR0O9m6z+5cl6dF5jPCMzV3ypT16j3dYULL/7jb7L20RmoC1xze5/IXHeOOlN3DDhk98/hn205yXv/0S9rAkqB2z4SEXzp8hSWPOP3geDXzwwh0Ob+Zcfvoxtrd3ybcLlI2RStCEDhlKAus5PDrg7mQHhMHlNYf3j6gLg7eWTtbF25hAZpimob+8RFVVRGgiq1jpr6KDkLKo6CVdlAzJpaJe6vJr/9E3+M3//B+TnFxFpDG18OhQt0M3M6Up9ilHd2lmO9SLfVw9xZk5jZlRN1MmuyWTckaznvPQF1ZY+CvUNRSFpq4sOE2kOuQzy3iUU5awGg9YnixRXjFM7kwYpzv0fk4yDu6BrRF1iChAN4IOm4iD09TvKbp3DPLdGbOXd9j+4S2Gbx4Q7EnWyxU26w0eTB9i+OZV5N4O3XJGXCxQ+QLpXJvfkLLlKojW5hUiCL1CiQCjAopAY7KUB5/6JIejIcVkQugcgXUo53C2Rip/XI+vEIGmNhZjPVXV/n0rRBsgEy3WTqsWPKSVIowSdJAe9y4Ek7xm1khU3AFse2rgbNvGOGZHCunQgUCKv92Y8994eQ81loWpKJoGpUGyIJ/fpJsdEQclYRCCFygVUDeOorIoGaNlCl5jjWGpn5ClCVnYI9ZxyyAUigcuBCi7z8H7AW7vYQLfwwDTfEFtLVEYEkpFIASJCghtn0I1OA2y9JThAZe/tk43tcx/3ODfTug1SygvEdISxp5soMlWIpJMEckKkSxQJzXT0YTtH++TjdZocoupDxG9Es51iWSMe2vIrT+/TuoiLjy/zolnUn7wx3/Jzz36PGxkzBeGn/zwZZ565DFWk5Srr7zGepJxdnWNOEsZFB2ufOcumxfOMtgIufvGIZnoILSgcA1BEmGqksZVzGTOPJ8gvWA+XlDNCkzjCIIYQYb1IZOyQCQRC2MIw5jBYJWHH3sCr0P6WZ80SFAiRGQZ/+A/+8f84m/9JrLXAaVbUIv1UBTY6ZB8f4v53i3277zLeOcm08P7VIshTb3A2JzGN8ycJ199n9O/qLHdkunBLsXdmNlBTlUdUuZD4iBAWEU+tyTJgH70MPLaEuaVksYXnP/6OuL0kMZYmipt7dNNSLhYori+xHv/6z7Ra2OW37lL/OaQ9EbFRtFn2a/QDzcJ5Aqra+f4uc89x91rL5KoEb45xDcViohAtH8bARB4iB1kTtIxgt4CYqsZSY975ByP/8PfYFIvmNy7T9dB4AyBNygs4PDCgwZjKlzVHIuBJUpolBUkVhC5tmYlZUt3aktTijAIUTpsw2XOY1EYFZP1Bm210zuiIEQ4gZLqZ3VsIT1/DZzCx2NTkEJS5Iaq9sjjpBfK4EWBbUZQCNajAWqu8NMlbCOZjC2u6WBNgdYNSQQRMbHsEKoIGktQafpZn+TEnM5DU8b1mK0rNcn2KmYocSV00ow0TUjCCGEFwigi36UQFTMzweeeVMSoZcOjv/YAUg5459sj7v+0Js5XSMOQpCPIMoXINEEqWU8DlkKLPCEplxqGeyX5+xo1C4m1wCcNGw+d4sTGGpe669R3Kv7i936MKCqe+7XHOHVmwI9+90/4hV/4PCI0XH3pVVxuSDZ7DB7oMZnucLi7w5MPXmbFJBy8vsdoWPLop55E3RwTzhIC1SV1Gflh3spMJSRWoAjpRj1UnpHvV0jrmU8sadShsRXG5vhmjjcNNnbc2N/i1TdeRduc5X5KETqmSxFf/sZv88RXvgoyQqgYIRy+niPnR7i9LcY33ufeO69z+703Obx3jXu7H3B/epthtU1Z7tPkI1yVM+wXbDzfY9E/YFQ2yHKd+bhikHRIwxgReYbVEYuqoueWOVldYP5Dh74VU5ZTzj2/TLV+SJpJ4noJd3+J+t0ON/5syAv/w1Xe/5Md/I2S7tjQXQhWXMiJcEBUhcS+g3IRcZRR5nN+8me/TyBKlDAI79CBOhYTha1XU/i2si3aYJB0oAmIdUYSdviFX/k605v3uP/Be2R1QSxcy3QULWJQeokzvjWPIynqEosF4Qm0QnmQFrQXbVxZyJb6LD1OShABrblEYRpFNa+Z7A0xjaIRXZraIbzE1hYa3244osXBIT76oPFjkVOQUhLpjDzPUYmitLb1Rsq2C65qz2L7gIura7zy7h5BkrDQMbMopzOwCCuwjSGIMrTwVKbE+poojCjVlIWskOsdVp+KsDcl13+4y+DBLqceXcHIEVIZAhlgMVSuRmlJaBVOemzkWtFoAJPBCPHJjGezz3D6gQd5653v0zuxgl6dMjUHzFyBjAW1V+S+wQ5yeg/2qKqSnWsTpPT0ljuESYboSQaPrpIcCk6mT/Ctn3yPH/yLH/HM3/sUn/rSZV77/R+hriWsJgnNUcnL33qBC//Oc6w9d467tw/Z397jifMn+OTqJW6U+7zxZy/zS7/5Re799D7uriO5uEQ4Kal3S1aTJfpRB0pHSMwgWqFX1Mx3ctJTBpqQmhopGqQtSH1FJAQmsBxOSrSNWdaSMJAUvYgv/MN/nwef/xxkCdJYqBc0bkxzdIjd2eHdH/2At15/lcZbTp07TZSAPakJQttO0acDmnrK3uGcy7+0ybwcYfZWmd8uObVxksFlxaF7j7DxVEqS54Kw7HPOXaZ8TdDZ9gg1I36ow+DBHpOiRkwDtt8ZYnZn1PttfiCVG8QyRkmHCUKUSgiODdKhDkjCFGss+XRIqByD2CFFCPhj7iTtBkHcos2kx38o3/UKT4AJYoQM6BLwk3/2P2OqBasKpC2wqiWEKdHyI6X1hDLCO0ugIiblFGmKFskuGpz0x6TLFr7Slir0MaxFt3MBZ2gsVJWjzgvmB1P6wQZZZw1FTV1VLdnJS3ASqTQ6AKfmH/kjkVnrAAAgAElEQVR6/FhsCkII4jimsQ1FWWADQRxFCARVXROJIcV8iWh1nwce2uK9K8uIpMM4HeIWDm8jAhHQHGcZjCkxyuIiQQ3UDURSQMfSbM6JEMxv11B5zj57mom9T9lp0DHISqI0CC1wXtF4237+cwkOR3P5gJEx5DcPuf/6Puq1Bf2zjv6DPdY3PYVumPqYhXDIgSOLS2KRsPd6w8FNR6g0m4+vcaCmHK0Y5pOa7MaQc8Kx2BPc/L13EX/3E2Q/f5GDP7rDRrBEgWf01m2a5x7ErmScefYTyL/Y5ej2IaeSATasuH79LnJS0nvkIdw0ZFMu8+6tl4lqQeAly8trzJOaE0sr9NNlVrHMh3NOuJbNWOQF1pYIYzGNRccpXgSUs5LTg2XCOCMYrPHpX/06Fz/789RZSKMqIjtDLib4vX12r7zHS9/8NrfeeI/QB0DA1u0dimjG4KE+mzkcqDmLcImrd27x0juv8GtfPInb73Pvh1PWy4Z76ft0uw2zaIh0CjfpEu6d4jSPUl2V/Nz5n+ft+QvU6YLTp84zenefrdsjqv2GcJ7S0RGp9mihUFa0uDSnCEWA8AqsQOoQLwSL+QhratI0BAxatvYl4Pjxu32QFtajpWxdEL61bksZ4IRmoRIuXv4Ei6M9poe7JNpimxqPQougLTh5jwWU0EjnUXgSpUmDgMZUWCuZmZxcl9TCYpxvhTHwM1amc60XxVJjGqhqS1nlOGO5dWuLJ598CB3oVkgrPvRUtPkcwTES7iOuj8WmACC1QGiFdJrGWqTx+KA12ySBZ5CdwBZHbJ4qmB157t85ZGUjpW4M3i4IEknjC2xjkKo9DptXM0xtEEZgVEmDocgMnItYW7tIvBuz890hq89s0MRDrCyRpSSvFogQ0LLdvbVgPJ8AChdVVPIA1bVsXCi5c2WL+ZWAu1dS1j8BJ5/aZGyHCFUjew1B4tFYTlQ9Dt8yHLxR0mPO4ELEnqoolgTuzoQwb0josTyOuPXdd9j83JMEg2WiMmChBLWZsvfqVQa//BTL5zdw3TGXzlzGTwtGwzHZuOGlb/+IZ770RXp3HeEiYHZjRMcEBF6xuXKKre0jprOcsxsrqMUM14Apa6rcEmlJPp0graepGsIopapBiJTzZy+zPb/NJ7/+qzz8tV+hyWJKDMoU+OEOs3eu8/afvAhFTf7BAb0mpWnAWEVdN1RJxa0X73Bwa8pRPuUwnzDXFQ89dxG3t0R+1NCNMvLDBntBkC3PiBpJfhSgdgY8lnyB5lbAZjLg4gOP8dPX/w+U9rzxwpuEQiDrmBWxTOhjpLVAgRIhoY4QXuOtItStG0KrAGcM89mYJFakiUTJsu1++KAd9kn1M9mxdy2lSqn2ohJeYFF4EeF1RLiySefMGa6+/TLLyhJ6i3EOFaUt6xKw/piMBO3GYz2BE0RS4bVkRsXU55Sixh5vAi1GzWG9/ZnGzzmHUO18QAcQhBqLwzQVziqCKKJe5CD9z1SL7emmwP4tQ1b+xqt1kLRmoU7aQeuIvKiZLwpqByKqWN5IGESfwB1d4MmHzrHZ12gT0olCOqHHNlO8rlGhBBGiCNHG0RUhm8mAzbTHUqxJsxqbjbjfuUH1QEG0nHLnu4eEr63SOVjDWIf0imphyPOKvKopTUPjGqIw4JQ4wbruodcWrHxW8PCvnmiPzxYJd18K+dEfDlncTOiaPlmikKHCdBdEF2o2Ly0TOc39n9ykemfEWr1ECPQuLTPUITNRUDDmwfmA7pUFpx85RaeTcnr9DEkesvf6XYrtMbWoWXpkA7nZYZEoHv7kU0hirr9zHbvcJ846VPdK3H5JbFsvw9rGaawIGNcVYXdAlGYUeYnwHukdrqlwpsEZy2wyI9AhtYF4aRmWlnj4K8/z8K9/Fb8UQegQ1QKztcO9b7/I//7f/HMWL+5z9Nou5UFNZT3Des6RGXFkh9imJKo7jG46pnuSwjhOXewRZyPe/v6IcZPTfTjlTnyEfMSQLwq6s9Mku5ss3hKM31yQlR2ee+4Zgn7DbH7I7PYh/SplUGas+IyOVgRxjdQ1oQ/QrkWfSRShCmlz8y3UuC5y+t2YNFFIaoQrkb7Be9AqRBwzQfGy/RLyGLmowSuc1xgREfVXefozn+HqlTdIo5BIgLKWOAjafo3xeNviL62jfcIQGukl0kvCIEKEGhsLKu0oMVh3zKGEn0lsWzScaJHtUdCyGwNJkoTEcUwYJhweTAjDXtt6PfYsSuHb2YiQBPr/bzIYAd40ZGFIGKYEMmLOgkWek8QameUs6ncR+ac52fsKvtrmUxfXGE7uk3qHcZpazKnrijCUmKbBNYZ+mNKJUxIVYZyjXuR0w5gwgPvFgvfDVzl1+TQb/gTzly2DMqP3jMPrmkDV5JTk1QRjDVmc0YlDugakVjRRzIwGfT7l07/xJD/91+/gRyfx4xWu/WCL1QPL+eeXKGiowoo8GdM/36PYLuhOUw7fP2QQdOivabrneix/MuDo5lUOzJxzbLI50+xGc9KzKafDE7jGsj9xzF7fYukJSXWuAy5k7eRDiNqzfPoSu/vvcO3Ke2ysXCIru3RFhmaBxaA7XQopCGLJ0gOnkZMtZFBQlfNjx6FBKYmrYTGeEYsBe7MD1h96mO4TF3juHzyPWErwrsAvZlTb23zvd/+Qa3/8XR4JNunHXSbzOSKMGDczpuSIwJNqR2QVpgLlNTLTLJ/qkWWO+rBgIQ549Nxp3nr5JkedCRf7fdheYu9dz9b7e/TqZQ6D20zFfRbVTRZ+RKwtSZMijSGQAqEMxjU46QhkiDIRXmiEDvEoFnlJN40QFoq8fUJIIoG1dTuZPyZiWXMsOPbHQzrXzhWEVm2aEIVSGitCKh3z+Be/yusvfY/57hbLSuCMJJAx1jucMwgvMc4iw6DF5OMRxxZe7yVeaqxWNJGg0gInFKJWSNe2VYMwII1SpJSEYUjjbPursg1SuhYUG2m0VozGU4Q4hQoW4BZ46tacLQ1Kir/W7f9jsSn41uVKICTeOGId4WNJU7cevNJJanbopm+xv3eDxUHB+ZNPQX2etHyA2s2Zs8eeeZMqNgihSKOENIjQOiC3FVVTI7Um0RGismSqoCpzdtkifSwmWo5595UbnBmfYOXzfXxcIqKY3DQ4lxNqhdaChSpxWBa1oW4qAhQuFTz8y2d565tbuKHm4RMPcnBjj+ipVXz/CBf22BmNMGqb/mPL5G8VrKSn6C73WH/0BN2NZaLLMcOr55jNJ0zuHpDPS9TY01xomOUFn/3yr3Dw53/CvTc/QJ1dYu+M5Xwo2Dh5gXdfeJ/Lz3ye+396h7e/9T0+9zvnOX3mAWIVAlNUJKGToPsdinKOWu6QLPcI0zkeg/S0d0rRmqCE9YRCYr3lM7/yBZ742lfRqxopHH5+yOH7b/Ov/sf/hXe+/RrPLj/G2c2HUBQspnPGZkre5ARSEjlFr4lYCfqU3hKkhrq3YPnsKvNxwd77DU/99jKLO2PKu2MuXB4g7/TZe3WP4Z4jrDvEWlKbHYIwYG9nFxkphGklqmgBgUDJAOkV0iu0aDcEGYQUTYuUq5oGN/N0ophuN0Ac85GUcEAbQRZe4/AcG9nax+/jQJ1XAi8l7TRA0XjB+cuP8YPv/CVptUPfV8gmIAg6xzKXEuFNy1pEURrLxtkz7B3sUxbtYNE1YJXC6oDC15Te4YVCO0UoNC5wBHHSztakxFrbjh+dQMqAKJI4ZbFNm0uoK890aomiJeZFTWNyglC0gh7hWlDsR1wfk03BIxykSYyxkrJunQShCqiKCmSKkjVVc4U0zsjWNimabYzpMtwT5LMFngC70Se3I7yeo5XG2AxvPEVTYbGEwf9J3ZvHWHaed3rPt5zlnrvVrb2ret/ZzSab4iKJEinSojZL3iRZY3vseOJlHCSOM8kACYL8EQFOgiBAkNhG4MSBERhwxp7YGW/aIpnaJYqixObW7IW9d1XXeuuu557tW/LHbSXGwJjhZCaG5gAXhbqFe3FRqO+t77zf732eGt5NI6E6tCSjJrmtuDtzneYxzT6xj50v9tlJdznwI/tI/YQ8K1AmxAJd18drhfQal5cobzDW4XRIuDrLEz95iDf+8gbj9T0effA8L33uBY482cF2DI2ojvdDmK348L//cc6ceoz6TA20RkbhFCD6rmepKs/ucI3BhZsML+3xprlNuBSwazZ5+oPv5ouf3WDn+gatw0fYUxvsn3mIpSP7Ebmlk8wwHtzkxqVLHHv3g6weOsrOxR6FySnJ2H90lVuXdgjaEbIGhAF5lZMNR7TbLdK8T+QtQkZkxvPAO5/kHT/6ftxiQqFzouGI3puX+KPf+i3eeu0GC3qRZm2R+r79rN16kUxmjMyIzBbM6CadKma/mkMXEWIpYbOzxrEDbUxfo7oLjKOKLBqwdXXCsmly0K5w92sjbF8SuQCtYgJRonSB9zmxrKOtpEISRQGhAiUstjQoGSF8RFFJDAH5sKCqSuIgIA41M0mMdA4tptH4IAhwVvy/jEQRYH2ErkcgLbYqCJwj8J7KG4TXKK+J4jZlblBlRVCM0WVJKKZWssoYpBBYDwKFEgrrwCYhwWyb4tYtACa+AhnipaAMPQMKMlchxXRBhlphwwAdhNPbDTE9iKwlCdYZjDFUZY6rKpScOjuEh+5ezuJSgiRAOjkldHuBc9Ojybd7/X/uKQghTt13PfzgMRRC/CMhxKeFEOt/4/kffVtvaOuYPMabkDK3WOOQKiAIaxRpii89Qtep6gHpTI/txktw/AKt87eZPVWgrWWme5I5d5IyD7g36LIx6NIdDskm+bQbLcH6nMqNSUJFPKOxcUWVpUibEhyd0PmoJt82XPjMRUa3J2AEQT3CBuCUInCKho5pxnVqYZN6vYMOBDoaUTtU8dgHz9BOQoZ3N6iLOhtfTSlehgVRZzaqs//gfs689wz1gxXhjCFKNIH0oBNMUsM368zMr3Lk6XMc+rGTPPsjT9F5KKA8fJtwacDjTz7Kzp1dGmPLtrpNt7zD6pkDqEhx5olHqHnNhS+/wG6esv/cOQJfQwuJy/eYW2wy5+uI0CDCEqcDnJQk0pAWI2Qwtdjq5jxFp8OHf/0fYWcS0BWmKNhbW+Ozv/+H3HvjFnXbZCHax2OPP0ljaY50UtKfTMhwEAYEImKhtsxcuMih/Sc48NADjNvQqs8Rv6XR22PqD44YX7HsXRsSlzP4i3Vmxw0SWiyH+zi3cobZoE1NxcRBNP1jtQ6NJ1aKyEsir8FA6QQj59ixjs28YlRZtApoRRFzSUToCxLt0M6jVEhZaQLVAZq4oIVJOpx638eYPXoGNTNPLgSVrTCmwAOVERSlZrhXItKKnTdeZaEaErkA7yOMtUhtcb64T2yOcJXGuQDfaHFza4u6DVDGUihHqRWlDtgLSgZhiVNuKs4VFqGnuwYhAgIVTpO8UqCC6WSpMSXWGKwxmKKgyjJsVXL3XpfuXkoSNmgENaQFbwWVU3jxdyCD8d5f8d6f996fBx4FJkwZjQD/ww9+5r3/3L/0Q0iJiAwZA0oxQdU1Qb1GkDQJ4jbSNEho0ogCwihF1IYUYcadYZcNv81G+yKN91WkN8bwcsQJziGqgK1ii63xJgCxjKmykrwYgahoJU06bU0Q5JSFI81rbKclLMPBT84ThwlbX5iQ7C4gZyTBPCy6Dm3XIPKSUGoUilBG1FQdWWlsVZAcSzn53DKnTryPhdMJ9QSyVwv2XrCo0SpnT55Bp7uovZRsNKRf3CYrb+Kqm2h7h0jsUgsNUb1Je3GFMIAs7RMqS5bvsG9fwsNnDrJ75y2KtM/dzbdQHU+qJzz29LtpRA3EqOLupbdYPnmMVEMsNNU4o7OyhHRMh8ecRUchQssp8Uo48Bp0E9eZ4Sf/0a+ydPoAcaKRwwG9166yffEmb168iioVNV9j6fBhDpw+Qbq7w3DQpesyRt7SdHWORiucOHyWQ+99iuUPPsY3X/8ynb1Z1Kvz5KSM99/DRhG7L45puXk6nWWOHj/BbGuRfY19PPP00zzw4AkQjqQWEeqpRlBLRVCTpOSkWjOQdVI9x6iMyFIBeU7kRrRjx9JMnUYtxFuPVCHOKZzVSFnD+ZjKJ6j6IsvHHuaxj/4E7dMJty9+h+LGdeLhBOUFpdI4VwOnKcoxZdUjShxKOoqivD+kZRHOYqoS60ochsqWjKWjW1MsHznC+N4ehXd4LxBSMW5Juq2KnsyoXIU0HmmnASWvA7TWhHrqpvzBGsmznElaUBQVeIVSIfL+Q8mQqBYxyTLipIGQIUIGeC+nvzv5d99ofD9w3Xt/W/wr3Lv84BIIIjmDYTruiZ7SekWVI3zBKEoZBoqOTghoIAuH9IIo1Ix3t5ANz6h9m9l3HqS6qtj9xpDT5x9lo36NiR3R1wVlsIcpc2pBTDNqgBcIJiShpypqFNkMVRIzUCmuucvCE4vsfDPnyl/d49jeCquP17C1PsZ6jAUVTLd11lusgDCMEcJQiRxxakS2sMPO7/c5/vgh7oQ77FwZ4rMRd2Yus/rhJVx8ECpJnm6QuYKQETU1RKkGMuwg4jlkvYOL6rRm95OPeoxUD4KKk+dOUmy+TqA0/azLbnGP+RMLTO5scfDgUdYuXmLryg3e9cH3QiMmGHmYVNSazak1Owxx1hGpgCqbQFFCHKJEHVVr8dSnnuPA4w/hggo7GLHxyiWufO1ldG4pJo4mdWq6wZl3vZNcO+7ceIvNSZdKQqDqLCarPPPuD2NsiF5e4i+//hdMrOVcdAzlAtbnX0cekQSDFqJbwzrJnf4G/XQEackDx06gA8+F179LFEt8dV9pJ6ZUDZxCqAiRLJAkC4zXt1mYTxjtrCGlpJZEtJIWogSMQkzvlTDeo5VAqogDS0uMeyP6gyHDvR26L/e4fu977BchidI4p6eSGDSJaGJNjlaOOBGUto8jQAqNdwaBxSuHu9+XcbbCeUkaBkTHDyLDkAYBpfZYKyilZ7NeshFM6NsJxlYoO3VP+iDAqwAtpm4IZy0qmIbzSkrwAq0jAqmmGH5pscogjCHEYVxFZSUqrE/lM9IhpaDwb5+n8G+qKPwM8Ed/4/tfF0L8O8D3gH/sve/9i14sEDTVKaJoAeuqKcZ9JiHLx+z19yj9LWzWIwgUgUxBZOSqREYhgXK4UmL7OcXKOs3aEsELmr0XMpZPniJfTrmVX6MrewQK5m2NJJUEriCkIjGCtISCnD09pBaPUZOIvfAu888eInm5zcbnt+B6nYPvb1HOjMkoCJsCq6bnyC5wKK2IRI2yCOnLbfTsDrqq880XL/LgM6doJQvsDe5y7OhJ5MwS1E+gM00tnWGSDunubhCKimbLESRuKvVwAWVtCakTWi1HGA4p+illMebs6jLdfBevauxlXQ4tn+bOlWucePgh1q/foL+9jYxDgpkWIs9wBmo6IIgVuhagpUABk8GYhnMY6XAi5sCp88yffAwbGMx4SO/KdT7z+3/Ah9/5Yb75hb9GOkWF4J2Pv4vTj7+DGy9/n3u9dXbIkV4zo1p86Mc/SVCbZ64xy7e//i3u3ely/qEnObp6kJde/xLNU026w4rG7RbDasjADJA1xaDs0ZIBb964wPXti6Ds1EuBIlDR1ELlPIFvsTJ3gief/QhBnPBXf/YnpDs3iEhpJQlS1SETCB8gfIRxipOnH+Hy5cvkztJJ2qzfvkPsDE0M5fYVqiHstxod1UmlIA5b2NKxb2Efe+s7aCWnkhdhcRhKZwlUferOwWOcwQk3PR2QGuMFrp7wnk99nLc++0WcsaShxUQwrHl2wpxdPWbiC1zlCJ1EInGhpHIeKoOTBaKSCN3AGYsM5H3j033GgpCgNDYIUNYgXIU1lv44Z7bdYtgdEERMiU3h21/M/9pFQQgRAj8O/Of3n/pd4DeZsmV/E/jvgV/6W173D4F/CDC/pMnMNbLiDqGeI1LLVOM2neQseTnkkdYHsFmX4cZFrLpNmezimzkjVTFJUqhy6nuzLC3Psj5ZY/bJVco3Jesvb2D2O2bOr5AODIUuGZBRKEteL6AKEOk+ZspVgqxNbSzIb26hnKG16ImXI8L31kg6K2y9tMHon2TMPtUkONSkMAW+AZnNpy5JJ6kEjEtP4GOaesz8z7VZ/5zk3ku3OPXoSd719z/B4iPHqNcOE/slch1DY55O7JmZyRBkBAGIIAAV40TITOckwHQE1k5pPL4sMGVOlu8xTPsgI1QtYvHoEdTcAofv3STdLSi8YeboATK/Rd6IaCYRZUviY0euDUQRtXYbXWRE9YTl1SPMHzqGw1P29xi8dYu/+N0/ICoCaiiG29toC/H8HI999APYADa27rCZbjGWgsAFvOu97+foo+9ACMX177/Kq699h5PHTvLh5z7Fd77+x7iVCbdubzG+HfPsyiP8Rfk5fCIY2BEBliSoEWhJoADv0V6ghMJYQelhmJf4siAKKt54+Q3A0N+6SyP2xHGItR7tI6RXmMLjnKHRamGMoawqUJ5ev0sj0kRVhaSi9BlaRESuSabqVDgazSZb1+5gxyUzjQQpwXkNeJz7AeegQDhLEEznEwrncWgqL2nNLRF02rz4V59j7bvfpy1hqEsmDcduXDFWOYYK6839IIMEMd0ZeAMI0EJhpJpaqPH36UlTuvN0rEEglEQ68EqhnUfIiP4wpd6YJYrb5PkuQeAw/N3uFD4CvOy93wL4wdf7C/9/BT7zt73Ie/97wO8BHDkZ+ZHr4bwhYgjVPdK9l1Aiocw9ZhQwXvfUqyVEepjlgw/TmN9GtW9h5B0K7ylrlkgo5potuv01Zh6aZaGuuXllk+FXA46fPssk6TFONhkmfUZOEhXzPLT0I4Q7CUV/SLYzwG43kKlAN2FN3aFYGFNbiomfTNh4tcdbX9zh6JkVjj6+n9Kl6CSmLCdUWcXA51gDTdVBqRjO9Tk7XGXzGztEM4rjDx8mbh4mUoeRVlMLavhwFumrKULtfuZeMj2NkR4QGu80XkpsOLVw6xBqpSQK9tGZSfGiBBejjzWJA8HPPHKYYuDwdc3TP/9JRt0hdV9DdhLm33WSUdMwe3qVxoEaQaeiZgxupkNn6QBWh2SDEdV6l5f+5M+xazscP/8U69tbpJMxorK88yPPMfPgMbL1HfZ21+gXfZSMaBw8yAd/6ReQRlDs7PDNF/+aLBrxY7/ySbqX7nD12iXu5LexechPnfsx6BboWFLkOUJI4iCiFdepSYlwBo1COEEUxkwqxyDL6BUlwme47i12x/doxpogNBQ4CiJcWdFwY7RQ2HJKfh5NSq5d79NuxZh8QhCFuNJggoBSBIxrLdxMg9l4Dja3Sdc3MVu7LLabBIFHMsbaqZ3ci3Ca55i60MFb8qrEKYFTIYWTNDrLxK1Fbm+tE6xv0AgD0qBAtkJ6zZxNVVKZYvrf3XicExhrCaQEU+LKH4SmNIIK5xw4R1FkWKYJxx+YrKWU/0+/wAuHDgOccVRGImRAoANMNSZu1N72gv43URR+lr9x6yCE2PcDZRzwU0w9EP/Cy3nPpLI44cnLMVKMqXRFVVU45eBAgFtw+NEaS3Yeu+3Y/FaX+c4hjh17N3caVxjMbbNe3eJQ5xSjvZQs7iNPGB6YX6X3XRh+a0y0UmPx4QX8siIuEopxi2p4m4WVDoP6DdwDeyS2ZH2sKLcdSS8g2IoYXynppRZFixmRsHVlxPqtV9h/ZoGlY22anRoTMyB3KbFS5CplS5bE45z2vpDiiTrP/vgzdKIW0i9gmKfUhtgZVGWwgccJgSXAM90mB94gXA7eIKXGe8iqCjRopnl6XIAX96k7XhA1m9MtZyskmWuSVSVLiyfo4IlsANKzfHqVTHmeWJnDyj5ju0VQ5kwCzVhMIM3JdnKCwZDx7ibaax58+B18+StfhlDSrs3xxHPPkQee7Xt3Wb9zEyNAi4if+8e/QdqOaI4t3/7r57l16xof/w9+kUoNeP4rf8LeTh/BAu87+24W4g4vbn0LbyByAXUdsZQ0mZGSxFuMAC8klWWqY/eSRn0W2fDkVYVxORORMR5llGWJDmoURhJbi1cF7aRBvRUhhSAIwZJhqgmJlFSVRcdNMqsxtQZnn3uWpVPHeOu1F7l84RWWQ81cK6GUJSXZ1JYlBdZMDQo/QKRN+wlM5bNeIHWN+blFSq+4fW8NK0t0kWG1JWsosrCgJyaMSAlNQVBZlHEwXfM4DN5Mw1NVJXFWAlNtvTWGwd4uBosUciqCkRIVqKk0KZgeizoh0TqkNxxz+tgK63e6aCkxxduHrPxrFQUhRAJ8APi1v/H0fyeEOM/09uHWP/ezv/1DSEUjqE1tPM4ihCcKwQXTKlhpz0Ra+vkeNhmzujDHqf0HWf+uofviHrWTCyQiYDi3xrbfoj7fYrwzRkjBpNll3wcO07iccPe1PQbPV5x47AD+uEXOW+qtMX12SIseOvToqkApQeEKmG1QO5KwKDskVpMPU9KhZbQNtlvj7gu7bLzQg9Chmp7OXMLs/ga1ow3CuqEUW9TaFaefmEfMSkrZoSZnUTZBSImTFTZ0eCJCUgJncCKg8pJK5Di3QyQDsD2ctUjjUEGAtzm+nFBlFlQK0mBNHUUHr0pEMMCLisDXcCVoXeGjDJRGhi3q3kIU4AFlPUWwhy4GZKM1ioGl7EucG7DvmZPk383QSZ3+zm2sgpOPvIuZxYOMBtuMbt2gu7XNRMU8/MwzLJw/SQisX3iFF174OueffpYzj76b5//n3+bu3WsUNuDEibO888PP8X/+4R+wa/YICGlJQ6ceErucwCmcF2RaMhKQuopgMmY2nGG2Mc9jp8/w5pVLbPe26U72mPgMgaeNphPX6YR1GspTDyICFOr+uLLSCunBGIGTMeNM0FpYpvSwfeEy3/vzz9HfvcOxTkw9VBQ2n3IOrCBnuviVt0imA2Q/iEKbUhNGdaSMQITUw4TbN14nZw3WbBcAACAASURBVMIEi0tq2HaCmY8ZSYvwmk4pKDyUVhJWCuumaUfrDFiDcvelMKVFhwqERHqLHQ+pnMMbTeUrpA5QscY2CmQs0EGMjmrT3I+UjMuSMKph8wxf/R2dPnjvJ8DcP/fcL/yrvo8QgigMQXqKIr9/AuGnWzYt0dajpKAIHUOTolWPUb1EPTqLuJgzuehZKY4Qe0FVpNOF1gmYdMfovMU6Kfm+nKgZsrBxmptf3kW+pjn4zjb6TEZfdxmFKfVwEVPUCYtbtEJLWUFKRS7HtGdCmvsF+4uYSM8iVMKNN7ZZf3lAsrXEzPoC5d4O62/1qH29Yu54h85HF7B6RKU041ygQ4MKKgJd3teDVThfgZsCOPAG5yYo73HphNAYSt/HFj2E6zNO9/AI8qwgG2aoYo6i6GF9j8qMwSukr9GZWWZre0x7Zj8r+4+ztnOX+f1NoqbGhyVClFM1GQLrPPWkhVZ1hhtd0skIFTQxStPYP8/D0QLdvXWy0YjMGN71Yx/CSkfW7XHztTcw3uNaCT/6c3+PSAWMdzb54h//U8JWyId++RPc+tK3eOt7l1AuYm5+kU/+u7/C1z/zOYa7fURaETUhCepE0hNKgXGeCkHXVgzxFNJT0wJvJwwHm9z43g690YDKFuCn+P65KGEuqNMSMaFSeOlQXsN9h6NQEoeEMCArDZV1VBjSUY+7a2vU4hBb5iwnMVEQUXmPVwonNKW1OCXxxhDKAGUFwgucBScU8VIbawWRTtjZ3mGY9Qi0YFLmZKGiqgcsHjuEWGiRaMdo0qff36ba3kIWKbVoGp0epAPsfUm182B8iPCaZqM5Na+LEGElGI8tLR6LNGC9wSuB9AIhNCiDRCIq2NnZ5dDSIrsb4ym34W1ePxSJRgTEcYTHY6pqqtV2Fu/ctMPqHYFXaBmQG0/PFPREjkp6tB9vspgtoNYy7JeWaJ3QmBMpeX1AELe59uaEQ+0TPDB7CFMWLC4fZPCo5frlq3S/sUt13bF09DiNqGCnKhjljtreCWZqCjWnyMOSYZUx2nYUcULZABmnmMaA4DHB0cU5im8bTqQz7PYCJnGHpOXprW1Q+8oS8dlZgsNNwiSh3ooRusT5AcrX72vELbgSjKCoemR2E5cN8ZsQ5C02/R731i7QCHapBT2SWkRaaLZ2S5rmIPuXD3H1yjqeDWBAOVKU9ZOsb4y4kr3OT/3yf8xn//gv+Min3sfKsTb97DpWFEhqKNkkiebQwTLeSaJgiRETSmWxUYATiqBw3L56BQR0VldZPHuCwpX0bt/hxpuXyLznQz/zMywePkRWZLzx+a/x1o1r/MJ/8Z9Q7Gzzxle/Bkh8KPj4L/88d7dvkdoh5x4+yeH5eV688hLp7i7KTI1To7KkVDAsHVkgKb3DmgIVQG88oHDTllkjClgImyzHCS2niL1CWYdQATJMpgNJzuPkdEttvQMVkeKJ4hppb4/xuEcNg5yM2Tc/Sz0IKY2lVJoChdcRNpDMzNRYmZ+nt91luNtDOkBO5xOay4tsbW2TjfeQ2lFQMPIpRVMhZ+rIdg3TkIhIUwHJzD4Wlo+iT1iuX36TMAjwwnHprYtYX2B9gROaPNMcOnCEuc4scVgjiZpoEVPZHG/NdBJSiWlQ0Xl86bHBdNZhOt4N49RgfZsobjHJ3z649YejKNwfQHHWIb1EC42XYloNvWScjzGA0op2o0M6zsCXRLHHRTmj+jbBXM5kb5a9y1C8vM2+I02OPnKG6ugeJqq4V14BN6af32bhwSNEao+ZtIZZ19x9eUglS3qyj206us6TO8vEVhjl0bWpDSqKMsLZhNZSG9W2VLqgTCfse3wBZcfsvHCHeze7JEPN+fNnube1w/F7h3j6/e+FTkllt9BKIUWFQOFNhMDiqj7pXsYg3aA7vEh3/SavfvYyP/WBX2H5wePcuvk6r1y+yCOnaoR44vo8rYUa2dYaQXKIpLZCr5uS1AxWjsnSe8y3ZiiLkkg5HnjwFAsr8+S+i4oCAh2jZA1JHXwEIkbrmDieo7I3sDIDHU0JzrKPSwyikfDos89CEjC5u87di2/gtSCeX+Spj30MIxXjK+t87f/4DO//+U9x6tRxXvjf/pStcZ/aoTZnHj5L7WBIleU89aknuH3hFZ5//jP4HUVDhdSDmLhWJxYZ3cmIuHJUVYXUEGsBkxRVZgTKs9qZZz5IaHpB3TgCb1FKYZQgiAOECnHOUZQVxlpG6QjrPFIXjNOKSI0w2ZhECxZmWswkM+As2lpyFEaGzK0cIG61WTx4kL17t3ntjdfRDmKlqZzBGYNQkttXr09ZiN7hAsc4KtnVJX4xJidHSMvG9gSVd2jOLuNVxGCUon3AscPnsK7EiwonBBubdxmMe1gf8KMf+Qj1pEFVVix0EpQO2Nrao9pex4gcISVIiZSgpEBKj2aabcBbrJnKeoajkli3wA/f9nL8oSgK3k99klJM2XLWWIJAAyVlUeLwyFBQkxI3cRSZphE1aQkIzXRQZBBmND84prMVk15qs3l5xPrrrzGzb5VgpUIcGbO37xZVVeFndmm/N8LnAX5Hkb7ao1wriHuelWQJ9yFFFjj6OxnVwJHvplR7GXZ3wI3bG1ir0FYRiYBGEhIsDmkdqfPUg6dZi3d5480tnv/qJd7z0+dY776BEyewqce7Afloj0ZykDiqkL6DNRVltsXezjbdnTts792iu7VBWoz4s7/8J/yDQ/8ZDz34Pu7cvcna5gZHViQ6KKnPzBAGnrc23+DQyccZv16RlxGEXSwGqhGdhRa532Pl+AIkDhkrQrVAHDbvwzsUppw2zzwSqWp458BnSBMS6AAbjqmttolWlzn/oQ9gs5zi3ha3r15iy4348V/8NaJmQjHu8d1/+qfMH5nnfZ/4ALdf+B5RonjuZz/K/JklZKIwuiR2HmzO8WcOcXe4yN43c5qteQ6vHmTUH9Jfu4soKmasoFNvUCk3VbGZiqjeRNVD6jKmYUEZg5QCQk0Zaiqtyb0n8BVpnjFMUwbDMVEUT5mGZjwdpUbTbgQszbTQ+GmU2TiQCQZJFDfYf/AQly69wdrt64z7fUIpUVJSTCZ4Z0GCQhMjqZylDByjWsVmOMEfaNHVGWFVEfsSJUtcUdHfHKD1NB6v40X6/REPP3yWq9feZN++VQ4ePEhv0Gd7t0+VG3ZHuywsLjK7sI80Lzl1Fvr9AcYLCCQ6UuhQEEbTYT0ZhDghcMKDAOcFaVrRWZgly3be9nr8oSgKAFFQI6mFpOMx43RMqDShCsB5amGTUhQgSwLl8BQIFaNjhRc5xngC18L6LnbB4WfqzJ1tUbuVULyZMvpGxvhVS3R6Ed8ekPoBWSSg4Sj25ywem0GuN5lcMNx7fZPij0JmjzU59cgsxYEhw7hkhODeTkG928HuScSuw28Z3NgxvjHi3rpjLZsQtBscXt1Hs+u59PmrnPiRWe5215hTcxiX4+UuedolCO9Rrx1A6jp5MWAyukO+t8lq+xCxnCc/FXP1+2/wvS98gad/+hd59JFPcOnlPyVPhzRrjlAbap06Wlnu9S5w+NxJ/q8/v8g7zp9iNLqLrXpkRcn3vvN59j/4AKjiPhU4QaoIITwChZAK7yVCBPcfHleMCHwNRYhRhjQMeOqTHyduN5GTkt2LV9nb3SY6uszjH34W5S3XX/8qN258m4/9h7/A2s3vEuqUB54+ydhZTENTVhNazRjKCh+UFLrg/MeeYGPZc/LUGcpxztaL32Nnp4+cqdivZnBO0MtGBEJRr7dRWlAKT2BBI7ASykBgFXglqJxnMhlTZgWjSYoTEiKJFxVYhzeGTi1h33yTZqjAGEDihMLpEOcDFvetcndjgxe/8tdEgQQqOkHEeDjGCqaZFMnUvu0ycAobSPZUziYptUNzDOIS4yzKg7GAMOAzBBZTlKR5ismh1tgPeIoyp5gUOOcZjFLytGRvewuEQGtFo91imDlOPHCeYW+H1y+/hq5rSl+gYo3QU9mNZHpy4azFWosKNOO0oOzcl1u+zeuHpCgITGUhFtNtkRAYNyXVKaUxpcSZEiKDlyU+qkjFkCiIiFWA1gE6GpKXJcI2QTmK2ibVQ5LWwxGzOwusPe/Y+5rHBZJqeUz7gQYrJ9uUwS6BgvpKC9GYIWz36L8woHdxwL0bPfY/foLGqWMM3AadqIE+MiHfPybLK2ypkBMFkzrdgYdBiLuXsrChebR9lGr/ES5+5w7/7OL3Of3MEqsHm/g4pdaJqLe7ZMUOUbSE8gmBmiDKjM2bXc4+8RRjC/mkxyvf+CInzz3N0RMPsa8V8v0v/zYzrQRZlDQ68wSiRxyN8MUaKMGJB9/Dlde+gS0zqipnd/M680fmmPFT0EggJUJV4KfsAJB4L1AyJghqhIGiGudT8IgUGFtRyoBkaQEfSKrBiLuXrzIuUj7+q79KpRzF2l2K7iU+9Ks/QpHfIcsMs7UWVitcPSaq16lbRWBKfOYoREUuSlqHljnxnvcihQIkq8+d5uyFB3nl819ifGEbt1dS05JYK7RzSMR0OEgojJCUUmFDSeVh3O8x7mdTmEmg0fF9ipJQaC/AeeZmOiw1EoQt8U5NZxZkSGUFZWWmzdc0Be8IhUNWU8X7aNSjnjThfkYADRYzPabUmjwWdH1B49giWd1j8SjrsV5QyCmifdrytEgE1lSM8j6f/Olf4uVXXqSqcuI4whiIAo8NwZU51nuGwz6b2ztUKOaWD/LsBz7Cza11JnZMEETTMIsUOC/w1mK9pcJghcVVFbomqYwnCOO3vRp/OIqCgMpDVloqN0VHFc4wRWQ6xsJTCEHg6hhXJ3cTtFVo10C7ad+BvIErDEFQwziH8VNH5YAIvS9m6YN1micqdq/tkHUF21/aYfDtHkunF2mdniVdlBjRZeEdktnjy2y9PmJ4I+GxhZ9ldeUB/vKl/wVZu0BwWCFChdSWdGQRDUEapLT3x9SaTZqmTXTVceulGzxYf5pf+7l/j3s+5/kLX+b6d66wciKmbG1w+EzFwVWHKsdkrkY6ntDdHHLp269Sn7R46tkPUvQc1058gec//7v8/YP/JWHnCEce+BQXXvpzHnl2iSK0yFAStRvYfIbjZx6j8g0Wl09xe2uTpkoo0xRZVlOClRQkPgQXILzBFY7QCaRxICzKKmI9z4B7lLqHMxliEhHZgCgosWbMbr7D3OMnmDVrnDp+iNsXvshksE6s9pgUkiBuM1frUNMJOkyIrGR0/Taje6+w89Y6d27nlLOWn/yNnyRqLyKSaVESQhCohMPve4SZE0t8+/f/GevfeZMo82gnsV5gLIQ+QMmYoa3YrXK2RyMm1qJcQKJiVucPMhN2wFWU2RhsgS8y5mZnqUcB0pQ4AryIKIXHFAJTgnMeEaaMhvfI8hJj7FTtHmiiZo1KGzzmPnVFIkWMEgGZhmFQoBebTNqeYVBQOYF3Mc5nWCkQREhXIqqUumuiJ3WeefIDbF58mSuvfxsbGII0otVcot1uT0NJNie1AhWGVMWIxtx+RK1De2aOT/3ir/NXn/lD8mwHXHFfqygY5wVTjLybftZIIQJFr8roRO23vRzVpz/96f+/lvrbvn7rd/7rTz/30Q7eOrI8Iy+ngZSiKijKgqwyTLKMqijICsM4N+AFzSig6Q5iu6eouQPISiArj7YeComZdJgJD+ImMaGoU+YVM+02C+1lmul+mkWD7M6A7bfuke0WDDcLNm8MuXe7ix9mtJCkO11e+ua32Ll6m+1X1hjeSAiGsywms9TrNUrlGUvDUFnyvE9Bj8HMkOh8i3vX7rHx5k1W43ne+9jTrB4+xbU371LenSD2HCpMMDomm0h2h5Y3vv0m+vYEsT6is7yP1UceYHewx/jWmFrVZOXYaZr7V7j0xiUarsHSgeP0C48dKNrRcRaWzrN3b0Qy30GoKc23qHJqMwnJ3AwOQRAm052kcwgHzkiieAYhargyJx1tMpzsUNkcvMYUGkXEyr7DCBlRDHdZv/smy/MRo63rCDOgKkYgNHXdJonmUI05ZNzC9y1bL1zi5T//El//6ktcvD0hXlzlfR87R2OuT6MButbEy4hKxDilsG5CHJUcOLyf3tYuvbUeIg+RPkbJCBwM8jHDKmeY5VTWo0VEoAKiKEQ7QUsnvP+ppxntdrFZxkK7TaJCXAneBqSZoags40lKWeVAiVQWHSmst4zTIUJ64iQmiAJMKHHqPkhVKyyCzHtyCb2kYtw0+HnNJCwwTC3TgREo6gRKoMUAyjHatJBmkXMPPcN4MuKVi9/B1TyVqKbNwdKidEy90QAhEXFCZ36OUDiM9QRxkyqXzHUWeOLRJyjyguFggLElZZVhqhRrcpw3TAluGq1ipNTMt+t89UtvbXz605/+vX/ZevyhKAr/4+/85qff98EG1k6JtV54KlPivcV7h0XhvCOUU1adFwHGWnyVE9g2ulxmZfEYTXmMd579aRgeZvOCYGV0nPec/kk2v7XFxku7TK4ZqjXJ9vU+eZhRhimZHmOkZ7xdEdypU789z2Rvid5aQW/Q4+beLe4V2+zlGdbXCPuKYm3Ixpt3CcYxs26ZRtakXSQEqkWOZuwnjMUe+w91cI2CtatvMLq5wcrB4zzy5IeJ6qtcunCT8a0+fr1kpXWUmQPHCZN5tq/eIxxWpHs9Dh4+yurJ89hU8dLzL3D23EOIxTaNRoerX/g+D3/wJxiKmK/+71/h3On3Ec0fYe/mNp0TB5ldOYCUId3uNlGsmJlr42WAjGp4Z6dpPOcxRhDXOkiV4IqCYrxLOulS2gxnFZiQWlBndWmFtLvL5Ve/STVeIw4yTDEg0nqK0IuXMWVE3Fqms3qUUDbYffkW2998k8H6LttuhuPP/QSf+o2/h5Kv0ar3p3n/SUzFBCvGILMpZt55fFQxO9vh5qu3iIs6y7MH0GHETneLgRlSCEdNN2gGHSJiqiwjKwbk6QiKKZhV4giUQDhHlVeUhcFZTeUcQiuQHh0JwgikcuSlYZKl1OoRYaSQ2mF9hYkiHAJhp7cwpXfkWpDXJP3mhKJtKcISo0qkdyjjCZ3AxRKjS3TpSCbzzNoTnDlwniLdYn3nMiNyCl0hQj+NtluHYGqCQtaQcYNGq0mnLhmPRzgncBW4yuOt5sEz5zl4+Ah7/T1293axVY730wFDITRSKOIwIpSSQDi+/Y1b//YUhd/+nf/q0x/7xD6Uui/fCDUeRxSHhFFIWEsIAkU9VAgpkTqirAzOVETxGF2/w9hcxYsRk3yb0vQwuo9p97h87wX83IiZU3X0/gCzLGmfnUMdTikPDCmOFsjjNWqdNmEasFi0OL1wktkgxLsxyyfbnHvqKAcfaDEz56Dqko/3iMoIsdVgfrhCcz1AXO7RzOaoTZYIRk0SNc8uO6SNAeVCyUiO2bxxm6gIOPfgO3nw0ScZdifcffkWZr1gZd8xjj/8CMniPG/duEGx3adeSuaPnebIO86xsXmXrds3OHbmJO25JV7+6vdZOX2OZGU/2bU94qhDbXkJNxzROraPQkQsLK5SlSmj3g4Lcx28DiGJwU3/M+EExkhq9QWkrmMnJWW6x3Cye/88XOAKSSNM2Lx2mVee/yx5/y7ejlGRpNZawKg2jdZBNLOsjXIeePfTuLFnfHmbndfvcPPaHW7ZCR/41f+ID/+Dj5NOvkHR+ya7d7t86yubLIdHuHHhBZKqRzOskNJTOMj0gFoAZrskLmK8EdzZuI2ROT6ReDW1QO2fP4SyglHap/BTK/bs7CwoR17lDMcjJkWOcZ40S/FUeOXQsUYEEus8xkBRTGP1ndk2St8fQJMOpQWVD/CVg8qAA6OhqEFZhyxKKeSEMNYoD8IJpJhyDESYo4wg6q9wNHoH83KOrTuvMRi+xkQNSSOFi8ArhxLT4S9rDcZJnKwjoxghHT7vsrWzyXDUY5LtURUZVemxRtGoz/LoO97N4vx+9jb2yCYeRIRnqoqLAkctsERBxAvfuv1vT1H4nf/pv/n0j39yddowDBTWG5yzRHGIcxbjAWcIhEMKKAxkxRR91WzWQDucNHg9YGRuMXJv4Vu7jKJNxtE6ojPEtCaMwjH9MMfMaEzTMXZdMt2lbPTpJ7uEJyO2GpuMdtYII8lwXLGx2efqxWvTAaQBjCcKdILWAWVu6O+N6HdHlJOKet+ymreZmSwy60+wXXkKQrZVSj8Zg/QM727gdkcszy1z8sn3sO/sQ1x9+Qprr9+go2qcOX+exZNHeePyFQbdASvHjmDnI84//Tjffv5L7JubY27fPkS7waXLlzh29gGWWgtcu/4Wq2cP44sU2Y5wPiDWGu8N435vqiiPY1yi0cJN5+48VEZSby4idROXG2w5Zne0OfULlB6RebZv3ubOay/T8hOSWoyqNYlmVknFDLOrD7KycgaXKY488Tj9NCPcGDF4+TpvvHGZy2bIz/y3/ynnnnmWUe9Vdtf+lMHGRYabc5xY/QRvfuNVXvizb3DhCy+RuJD5hRZVMKLyQ9SkouWafPUzX6Hb62MCR2pT+uOUMvc04zYnj51i7d46BQUL++dRoWY8HrPX79Ef9CjKAo8DCY1mjSQBGQpKZ8jykiy3eK/wTtNohFMHpzV4/P2/ToEmRDJtgvtEUyRQtSRlzWJVQQBEPiC0IRF1XKkIdIOlosFif5Yzs+cxkzGb6SvsqhuMEs9YB5hQYQJwwiKNxVcO6yxZWYFKkKHG2gndjats72wymPQZZGvs9Tbo9bv839S9Wayl2Xme96zpn/Z4pjqn6tTU1VVdPVd1cyZbHDRSlCIpgKzYRoTIUGQnsOCbIIlyFQEGHF8ECJJIQa6S2HESRZ5giZYsiiQktjh1s5vd1VNVd1XXdOZxj/+4hlz8hwhtWTKFKDb1Axun6j8bGwfYe317re973+edTedURUNTwpnVi3zyEz/CqVMXGU1r5kXZJmJrS2w8RnX45tf/AhWFX/v1v/OrP/Nz57Anx4eqqdrOuAhoY7DO09RtQjIEmqCom0DTNKRRTCQMShoICoSmdoGmdkQomvmcCI/y0NQSQQcpuyjfw8wdvRr6cYTpGh5Uh9jTsP7kEp3zKxzVnr1xTm0DodI8fv45YnGeo4Ocss4RUUAlmloHmlhSljPygxHNbsFi2eFDH/xhcAvMN0uiwlBHEbPYcXi8w+xgxCAdsnTmAk998gXmh8fcv/E2onacv3KFR69f51vv3mRjd4Onn32a2lsuPfkkX/vKV3ny2Wv01k9x45WXeOaZp+kkCQ/2tzh/5TxSQZx2mO7vk6QRewcHnF8/z9a9DdJuQuhAcJamrlp3njd0+6so1YMm4H3JwXiLqplji4rUK8Yb24SqRCcdouE6S+eucfmZTzHODVefep4gDMOVVZyAcDhi9NpNvv2Vr7Ela37+v/kVTl8+zf7bt/mDf/hrLCzsMGs8qX+C89FT/M4//KeEehmp1rEuY2VlEWNzUqERE8nXP/8iWw/3OS5rNg+PyEuH8gnKapz3HE+Omfk53giOJmPmkymq8UjvSbVmaTBg2G1J3AKPtS2TYV6WjGdTpII0jUkSjVat+Qjabn5rThSIACLWzCLPrC+plg35wDPVeWtK8oaoNnRsh6zp0GPIaucMYcMjjjyTYoeD8C5H2Raj1DFWHbzuIDUE3dqiZaBVJirBLC+xdet6DKHiYOdWe9wxCqdKGlcwnx8xOt7hcH+HyfER88mMug6cOf8Iz334Y1y49Bjj8YTQOKSTaJXy8kt3/+IUhf/h1//Or/7w5xYpqhLvLVK381nr2m5vWdWtxz5YnPOgU5zQ5HlJZgILiSc2grIswAeEDxibEReLuKmlbzoopwmFIfI9ZBWh5qBmHp0bVNHF7SWIDYN6oBntzTm4N0fNY7SXVHVJWTn29+bMR/vIpqCnuixH61wYPorJPadiTSca4FRGqRs2xw/IN7d5Kl7j04//GIvZkxze22U2O8QlgWk+Z/fmFgPdJ1td4Pz1J+ieXuLtN96gnpY8+vjTXH3+OWwUmG8ecubMBZLVVY7nOWmSEQ97ZDKghSEaDJFpxGDQQyUZRqXMdrfo9jqM5zkry6sIZ9k/2CReNATvqKsKhMRaQ394Bh0PCHX7Idw/3mA2P0Y0lupoRn08JRAzfORZnv7IZ1k5f41pYTi9/giJEpR1jksSwmhMefMu73ztGxSx4Gd+5Zfpn19h/5VX+Pz/+L9ydhjonoNRiFkQl7jzhZfZ3Jly5tp1fvIXf4EPvPACu3d2ePm3voaoJK9/402+8eWXGU8s49IRREasB6wPTnN6aZXalczDjLmdM68L4rjDwGSsdfssdfosZF0ypdDWI2yDr6FuIuo60DhLkhk6XYNUDULUyAAuhDZ/MbTkZiEUUgbKKJAPDeHckHxRMY0KGmNRIiORXZImIali/LFFzgTVUclUWOxqYDo4YJrmzENE8B0SJFp6vNat5ZqAsB58wHqPcwHpJUIFXCioywOiLMUrjROqDa8QFd7PqKsxk9Eex4e7HIxHHI5HlC7QX1jmIx96gbOrF6nzQFkVvPTSu99TURDfCZz4d3ldupKGv/0/X0IoT2okCgEhUNnAvLQU9YwokdRVTV4U1A6qoJnkNZoOvTghNQXPH16neDNw/+Z9+o/24VzKiltn69tTVhceI4oSjva3KOsDwukKkUpEAnQCZA02rqlCSVkEGlcTm4TIDnnw2gHjO2P6IiFWAQHQeIzX+MIhmoBCofHEUtNNh5xZf4QP/tRPcvvhXW688Rp1XrC0MOSxD15j/ZnH2Nra5LUv/iF+Z0RdVDz6iQ/ykZ/995CnFhBS8c633yCLYi48/iheScbzCWkno9frc7h3xPLKCqWucXVNZjTYGult24muS4rJMf1uh9F4zvDUMiYKHDx8j93D9/HGYaKAUD2kPsflpz6NyZYp8yn1dIfN915m7/7bbD64T6+3xoc+8ROk3WWc9xyOR3R6faK4tz0q1QAAIABJREFUDeR1lcV6R5kXdO+PePH3v8AP/PW/jF7usfVHr3Dj7/02nV7K0mfg3Asp4/cPufn5fd58bcbKU9f4T/+L/4r7X/4KX/7d32Z/ekBTlshZTS4iVNLhw888x3I2oCc1W/fusP3gHnM7Q8SSSLfBuXhPJKM2Jk1KmuAZ24pRVVI3DuMV6/0lQtUQR4rEaJSUJ0dTB7pNImtJRoKgNKiE2gsaJAddS+fsEulyn+lkijvK6c0U6qhmLAUuUyRLBtez2K6nih1WO2pR4W2NqBxNbnGu9WIEo7FG0wiJc02rwakqdF0ROUcku/QXLzPND2nI0X0NOsYFicUiQkB4h/IBnAXraOr65O8VqLQPukOvv8rS4hnWz1zgkUuP8GOf+JFXQggf/Detx+8LnYKUgVQbrG8TdYIM7RvmLHVdUDQlU2dxztE4S+0Flfc0RtC1gtOxIixEFO8PKUYR1z79DPKcpqn7sJly7ZFV+ukid26/TLGzi+WARp3i2FYc1VNKVYGuwc0JzRxRaRpfEnSAkCKqhEhEzOs5uXfE0pDpmCRpxT52XtGNMzpZQjXNydDMNnf5+he/zIUPX+Mv/Se/hFfw9iuvcefNW+zeusvzn36By3/9F3n59Ve5+80bjG7c4eXt/5Orf+WzRM9e4upHn2N2b5s6OKxtGCwOiSMDvmJxECGbEZIGFWrsvGR2uMPseJfZ9Ijp9BhXTLENSJW00wGjSCLBdH6ISCHOFJ1B0qrtThKIolgSiRRjehweBc6eu8YjV59GpB2sErjgCRKUltRVhXSCjo6YzSv6ScarN1/kh//Gz8NCyv2vfIvb/+SLnFldoXhC89THTzM+vsvrf3TMrdsJH/6pn+WzP/+jfOF/+jXuf/MGo9GcqdGMbcSpMxf45Mc+ykefe57Dt97l9S99mbcPtpiHKXKgyHSCKAMhOCRtMnNTBbTSeBOxmR+wNxlRBU9kDMM0otKWJIrxAXLr0Ta0bkJpTqhHUAdBisRWnspbRNJDGEM30tiNmu1XbhFjSNMBPusxePQMcjCjTEqmcsZYlTSqQkUCKVonZQAQ/y8pCSXbhxAnxCULTY04oWq1l+bs6kX2xzH7o4dYV4OoEQgyoZBBEFxANBZhHcJ5tHV47QhCYO0xVXXMbL5HWW5j7Q5Hh1vf83r8vigKSkEaS+paEILHNg1VU1PVNc5ZsiTBS493HjJwGKw0HE5yxGhELAsaN+T8xz7LTArc4ZSHv/cmJuwxy6eQKpLlDntsES1WpL6DG7qWvtNAYdssxVOdRXTIsB1H7SNc7QlFytGDgqJwxNAabwJU1lH4krK0GCdohKAW0DUpfW8YxH2ywRKTzT1e39lnaX2Npz/+UZ76wU/w7us3+Pqr3+L8xhofevpprj/5HO9+/RWmW3u89c//kMujKdmHnyG7uIp2bViL9a3xR8sGqebMj3Y4GD/kYHuT8d4WvprjqylKeZQKBA/WSepGY60CL2iqnKRj6C11cKWiqSOypVNtOAmt4EXg0FHGhQtP8tiVx5lUFYX1xMYxnU3Iup02DF0JhA9UZUlHGm6/+TZnP3mdZjHh8PVb3PvDb3H6yqN0nlxn9fkuozvv8o3fu8c7Dxo+98t/i48/9yF2vvl13vz9rzIPjlxBb3mZH/rRn+Cpp68zvX+XL/3m/8HGO++RuIBRgq5OqasS6hrhBUFCFTy1EKhuhsdw+ekneOflr+LTBK2g1+0ibaAUDWVZoYPGoOjFHZQ0JHFGXlQE71svkW9DaTtZSqMjKmvpTjXrZy8y6+csnl8jO7vM7ckevXMrHD+4wayZcuwnTEPekrEqMJ7WI+E90rUBsVJqOBmrEwLCe1TwSFrPtBaq5TR6jXAaI2Kk0GhZ422NChLj20T20FiEs+1uwTuE9ZTiO1Q3S2wMLliq4pC9nZIjxt/zevyeioIQ4n8BfhLYCyE8fXJvEfi/gYu0MJWfCyEci7ZT898Dn6PFvv9CCOHVP+31vXf4ZobwccsHbBqcDwilyFTSCkli07LuCbigKL0k95KxdhzEgdN2mb3NtzjemvLwK7eRjUWsa9YudolOz9nWtwhPBUQ3pqgEdSnZ3zxk4gKmk5F1YrJuRCd27KTvYoQlHSf0povMpjuEUpBaDUa1ctggsS4QJxGpjlFIOt0+snAIK6nyOWwfcP76M3SefIQjm7P17Zv0hn2eeeJZnnz2Gpu3bvPuGzdZWlvlwmc/gYgV4xt32HztHfI858KnP4jqxEhjaALIWDPZf8ju/Tc43LrN/PghtizQIeCamk4agxRIY9rcgRBBKcAqggdpYmw5Y7I/IR7E2OIIlVVIpUDKNtrMe+I4ZuXUKYqyQGnNvK6Jkrj9klMt6anKS1IdUdet96Sz1OPUpfMc3rrPzqtvc/ljH+TMx68hEsnkvVf4nd+6RVme52/+yi9yan3Ana99kZf/8ZeZiIzk/CI/+dkf5Llrz5Pf2+Glf/APePjma8jgSeME61r2g6kliyRgHJV0VL5m3FSMbUNZFZRI7r4yopqM2/SoIJkej4mQVM4TBY0hIjUxWjRUwVHUjryq6HR62LJi1hHkviSIks5wCS9gnhjc40tY2cNdXORIzpjbTQ7uv0k+n1GFmrqe0DRzggwoHSGlwYmAVLLNSVVtAjQIGu9b1WJokUsigJQRwYIgRssuRmlsU7eFpSrbvAonkE5yIk5HBn9CbPQtiNcpNAK0xHmJEK0KOtiayh3++RYF4H8Dfg34+99171eAL4UQ/q4Q4ldO/v9f0jIbr5w8PkILcv3In/bi1jmK+RELC2tMixY8YuKEzBhsXeFshXBtSmcbCS4QLiB9oAmCWkcUxRF3H/wuO9Oc+INDokIxf8+y8Y19jAnYoadea5CXBeuXzxDiPqpKGU0t2mTEQsN0jqkCFw+vUk0nHG4cs7t3gNiG1BucK6lKiRcC7aFwgVRoGlsjnOdwnhMFTddLeiLiojtDuXuM7vbonFlg9cppdAhMHuwREsXF556hedYyvb/Nwd0N9OkF+h9/ivNPrPPe736F8Pk/5LGf+hQhFSRpxmx6zMHRNvsH7zOfPaTOj1BCE3cWSbJBGygjI/qLy2gHRd7Q0Skm7RFFhm4n4t6NbzE93m2zI2VCnGYgWrtt3TgSkxCEYzY/pJutUNmKSCpcmWPLCpK0xZMpQVlXREnE6PiY05cvMNvcZfOVNzn3zJMsf+gpDl3B0Tvv8+o/+grZ+pP8/C/8x8SzQ+7/9hd48Qt/wP4cfvBv/DU+8JkP43b2eeM3P887f/h1ctu0hCkhcV6zemqNxU6PejrBTmeM6glzPLnzlM5RNDW1dTilqeqarmg9DwFJHCdID3GsMdKQmKy1GLtAWZZ4W1E7h60CUgh2oznZhQX664u42JBGMfNa8MroNZpU4N/3SFUT+wpnx+0uq6owxZyurUFJXF3jI42MBaq1nSGlas8Q4WSygYfgEKHFBQgnESIlMkOuPfUBOnHE/tgjafDzAtl4pBMIqU+Ara0xy4nQ8iJlQAV5Ei4rTizUbfEI3rbmrT/PohBC+IoQ4uK/cvungU+f/PvvAX9AWxR+Gvj7oe1gfkMIMfxXuI1/7PIhYO2M2Fh6w0W2DqdYJ1qbs/coE1HalshUNQ2TfE7lFWVjSaZDwr0+O0nBur3Kx1afoCjnFOkE97hnvFVgC8V0f0Kzl1PfmDM392jSBi27dOQQax15qJlWR1hRklpBsDWu9iRmyMAMmNdjSlvTxJLae7wLBALhZCISad2eQwlMlWAmAmJ/i0nRsHg44epHn6eSmslSSvzYWYRt2Hr/Ab1hn8XHLrLceLY3HjK/t8PKo+f4+F/9aW69/jrvvP0GT3/k4zjnMZGiO0hYO7vErt8mWryMMT3K2tBdvsDw9GMsnL2CiLrM7t2hGI9JekOyfp8kUziXIyrH0eb7FGFKHgQrp04jhKBxNd5DEwJRonntta+w2O9x/fpHiaM+xTw/Ee84ghNIpaiqGqUV3V4XP8259fVXWHv8EqvXn+Rw/4DjjV2StMtf/s9/FVLHfO9d3vrCV3n49bfpdc8yeOYsP/Dxj3L/d1/kpS//ATu7e8yMJFtd4/LVazx39RqLQTO5d4/bt95gY/chR80xk7rBolAqYLRgJesRmwQpDIlSKN/ggSA0AYkSpuV06IjptCBvaiKjsaGh9g0hkpSixKQxy596DHcuZo8p3s6R1mNrj28EoQzEZYQIgJYok+FDBZUlCZChqWpPpSXuZF8gffvlZRCEk0dLVmqbhTIIVBC4RrK8eIaf+w9+kW9+7Zu89vZLxH1BU85QZYGqIRIRIvKtEzJAMBKLp/aW1j7oIEhEkC3OTaqT1oXFuz/novAnXKvfWeghhG0hxKmT++vAw+963sbJvT+xKAghUGnC/niPBSlYGXY4PJ7T2AYpImITUdqGygfqco7FotQpLvqrcJARCoXpFLj3FjDJKfbee5ej2YyL1z/E9Rcu887NNzCjbc6uL/D6q39EN12gyTWZGrK2eA5vAttH9xFNm+kXnCfVA7r9PpHMiEzGQeVREmpbEsmAlY6gW6pP4zyEgMUjhWJpaZXzS6dZTdZ4/LGnmByNme7sY6RDij5zaRGdiNWLZ6jzkuPRMTqKOHPlMuV0Rr4zQpxZ4NKnP0a+ucvh+JjFtUWM8nRVFxU/Quk1wnZBZJxfv0x/eQ2VdTmeWnzjSBdXSfoL6CRtVaCxoJzWlAGcEkQyRkV9ssEaQmZo4WhEm2cYC8XaYpfx3m1e+eo2T1/7IbLeOfadZTKbEScJShviOMZV7fn17TfeYuXRCzx67Wkebm1RjKZcuXIZ0elQh4rZ7bu8/wdfZ+/WQ8TCkOs//BkuPvcE/+S/+3U2X3kb2evQf/YZPvWpT/Lo6jnk/iF3X3qZl956i+2dLSbFiEqWVKoiCEVmEhITkRiFQiIDRNLgi6ZF1omaIhQUjSURHQbRkA89/Tx33n6D7eNdGhps4rHBkyYpRkXMcLBomJEThG2bg3GE9kWb3ehaebgOiihoJJK60jgb4bTDa4t3NVC3R4bKoIQmCgEdGpwI1FJSS4kImrhJUDYlDh1Or57mc5/7ce6+/gbvfutFqqwB1UHXFlO2DUglviO0aoVnXnic8CeFJiBFQAWPCm0KWFDgZWhDcPjeY+P+/2g0/uuM239s7vnduQ9LpwRoRVVXHBxs0cuG9JI+dVEjlKQpCnxlEVLSMzFplGDtkPS4y+T1MZETmK5Dek8d5aw+8whPnX2BppG8/NpLPHrxLFHUUOYzrn/go/SHCxzvBS6evUI+Lbj51g1EluBGgqZwGBFhRMpAL7PYW6QoKmy0SD8dELljpi5nVM9pXKAWDRpwQqG8Q3vBeGePzYOCqjtnd2uPQdohVRGrdcmCCAykpIljxjbHDBIWVca8rjgYH9PvdFhc6pG7AhUki+t9ZnlOUAVO5Jg0xfvTnLvyCFpkNLWi11sELTg8OkLqlIXeIliBkHFrGNIaHxq0McioZRgG4REmJukuEoJCCouzJUZrtDF0koTGOJr6kLdefZEnn/8ROt1FxrMJOmrR603d0Mt6zCdTRBpx4fEr7G1uMT045MqTT+El+GA5uHGD2//i60w3jli49jjP/uyPYZua1770JTa2t7n6Vz/HB3/gEyyohN3X3+Hl3/gNNt67ye7BHhNvKYJDaxjqLiuid4JYlyihcbZd2FYKptWULMpQUnEwHzMLBZV1ZAIi0+fWzhaz5YzCJxgciQhkQuNDa8XmguJIHmOEJHECIzo4pxH+FE01RUmHras2UNYGogBpWVJXDbWSNKqlbgvn0T7BSUGDJ5iIyim0j4mmin7okmhNmqacvfQES4vnmMym/P7v/HNUPCPIKT5onAwoG4idoNFtxqO1HpRASkHw4gQiS4v4PBlqKC9Qsm1eWkGrzvT/dsCtu985FgghTgN7J/c3gHPf9byzwB+bh/xLuQ9XZFAShFFIB7YpaBpLN+sxmkzxdctrTNIOcePAB5qqppiOWJB9VvQa2emY+cGU5mCbutvn7t0GOYm5euoxosphm5T53j5jOSHMPbMoZcfvsHr5FOcG59h54JnfHWO0RjQ1WiqmszHlvCI2CY9cuMTuwS6TyQhRNURSIhQ0BFAKoTWRDXScYqgTUgcin6FC4NgW3K9Kbj18l84rMdnSgPVrVzn73OMkp5dxXUGcxJjIMDk6Rs8Dg3NL1OTItKDfibB+DqJVIhqR0BmuUTiBqBVORhzs77J4akhsMsqiIjYK5x1SahprMUqitSFKY6zwCAlRkrRFBo9wtgVxSE1QGpN1iDo9mtEh3k24+ebXeOz6D9BPDPPxMZ3+Aj5InAwELbhy5QpFUfLOu7f42Mc+TlGVRJ2Ml7/5Ehwe0nvsPM/9xI/RPbvGew/v89qXX0RsHfFL/+3fRtmGw1dv8MpXX2Lr1i22jvd5TwiKKKYnO5zvLnO+v0A/QD0eYV3J0uoiwWjeePcdSm+ZNzU1nspJFJpCgVcGHcUEpyhouL+/hTeCJER07ElsXmwYa0G5FOEuS5St6Uw0Cy5haBaoS8HhvYKPXn+BO5u3aUyFDXPy+QikA1Hg4oagDCIYZBNjnMG4DFNaIinxSqF1iqw0p+MVFulRqprN6oit9+8xO5qysDJg0JfcuPUmdZOjoiE6tOAYLSVBClSQOCD4cLKGPN5ZkK3pyysPtMAVJRXCCYxsx6N/Fj3S/5ei8FvAfwT83ZOf/+y77v+yEOI3aBuM4z+tnwCAAOssWgi0EQRnqauSTtbl/NlT3H+wgbfgPDQOpk3BaHbESjagu7bI0Sa88fb7LB1NSfIM3zuFX17msWefIskkN2++zOFsg2gtoHqeqZ6x4NYo8xE744fYxNO/IOkPLhImjtGdXSaTMVEWoyJJLQvu1+/TdBvyeUEtHBZHVTetHr6xOCqq4JFKY4Ij1j2Utiwtdsh6A1Saobop8bCHV4KtjQ1Gn99g7eqjdD5wld7aKiqOWTq1SFkcM53usnBxCZGkOAeRUhT5mKY5xhWCSECtl4nSJcbHBYurZ5GUzGdzknSAlB5EhPVterf1toWZyjb2TUpDkmRIHYEUNHlBCIEgBF5BPBiixgM6wZPPplTzHe7dfJVnnv8IdePI8xmd/gIWT5xlhNpx440bPPehDzItckwU8/DBA5565mmijqGZ5BT7Y2588UtM9475zAuf4fylR7j97dfZf/Hb7N65y/3jXfZCQXZmhR96/HnOXLjC6qlTpCqi3Nxl/v59Hr46YlTlPLh3yKzIafCtlkMEHFDWU5RUeOWQIRCcA99Q2BllMQcJVmqUialtg5EZj6yfZ2Qt07cSBqEmQXD29DrDpVX2xsd4cZvNO68ynR3gTKDyZQtZ1QqpMgIdTFCYGrJaoguFzAUr0TrGSfr9lLt371AncybLDe/bKU2cEXSXjpF8+NmLfOuPvsTB1rv03RinNVPf7jgUok0NPwl+UUKeFIPWQYx3bVEI7ZEC0XYupBBI6RBKocR3cqW+t+t7HUn+X7RNxWUhxAbwX58Ug98UQvwi8AD4SydP/x3aceRt2pHkX/s3vr6UVK5FXLVR4+32djw5ZMEozj96ljtbBxS5pbKOXAZcN2KWNuQrFdOm4PErT7D77W8RgmDGjL35AXe/+XqL/6oqlHfw0OKCp5tkdPqKSci5N9tiQsPpM5f42HOfYWO0RVkETp06w9mrp7l38D6lzinFhNrXTI7m2KAIaOIgUc4TNa14pFaeOTVVVVOUJQVzjooxwxBzKl1EL/XpXTzD6pOPcebZz9Dg2NzZZuu926wCg7VTJ6nKgu5SijAWMC0CLBSkcQ35IftHG2zcfokLH/wPyfMZw4UV6rJgWsxYPnUKrMRai/MBZQyNbRBBkCQduoMVBitnORrtkwyWQRkQEqMFVdWgiKmaiqgzYHH1UfY33iOIGSHMGe2/z4O7PVYvPMFR0VCVJSbpgAiMjo+5cPFiqy0hEBvN2XPnUEJyuLXNwTt3ONra4ezjV7j4Mz+By2sO7m/w1v/+z7gzPmK+1OORf/9z/MQLn2Yt6RMe3GfjlVd548WvMhmNOTg+YFpMcdoxC5a5q8EHjNRoBImJSJVGIjBSI/XJFjsERGjDU6QPuKYiN4JN02CGXZLMQL+kmhZ0IkmWBnJTcLd7B5c8IPQlvmio5gWNtYjck9SGuNRkwZDUEU3dtMIELFU1R3pQTnKgZzRGkNgu41MVVUcwi8cUqkFbxfMXn+JTn/gI9269wcHRHZQqwHus8wTnkUK0TBet2gyaIAhSoKVBBI9t6nYB+dCqHNuqwMmBoT1OnOwcxJ834j2E8Ff+hF/90L/muQH4m9/zXwA4HxjlFVmk6ScRdVWdNCY8x+Mjhkoy7HbYHk+RXmKyjOMmQNRw6rGL9HVEc1QQP9lDrdUYv8dao1FFRnMQaPYc0SwjjKE4qFCziEa0CLJuscTS4gKPnb7OZKPm3nt7SF+zspCwcbjF6zdfp3QzkA4fHDIMcc4TREAogZQgFShku3h1m/znvKCwDd4FctFwWNX0do7pHe+xf/c+/YvrrDx1hfPn11Fpysg1jA4OGJ7qE/c9IhVgaoKXCO+AObbcZ3zwLhvvv04+dixcfIG1M8+3b7jWdJZPURU1TR1Ik4i028UHjxcSowS4ijhbwmQrrA9PsXj6EkIneB+QWHRo8NUM72u8NHQXL1LOLU1dUhQPydKE+3ffIekv0108S9E4vLXg2pzD4cKA49mU5dVVdBThGsfWg4fcfeUGg9VFrv/UDxErTflwm+2b97nz5i1m55f59I/9LI899jidOWy++g6v3nyX45vfZnKww34+YxYcJQ1BOoJraLRB6AgjFYnSJMqc2JYD2kEsJNIJbGUxkcFLEDogpEKnPapQ072wSrQ6oKwL9uoZ8bLkQB4zrEusq2gmJW5U4uc5cr+DcBolDNobZKNoCo83mqBqTBw4qkaIocL2oMTiZCALM4S07MUdCt0lhIwsTzhHhggOf7DDm9/8Mt969UWszAmxx6pWvOS/49OU7bQiqHYcqZQGIfDeoUUgOEFj2/dBnhSG9nQRwJzsKgAp/oLlPjgP09xS15ambkikwCiFlrLl1O0fkKbLnB2u4IuaHTHB2Ya8nPLg6A793SWSh4oyMew/mBC7hmhqaSpBMZlD7SmrHCUNQUmcLnk/f7dN+/EGOZNsvvkq3eECLn/AdnXI7VfeQQpPIhVDscBiNCDGMBMFo5Azbgpq6Si1pBYepUBaT+TbVCKBIEkSDCezYy1ogmfW5DRHjmI+Z7axx/TiOv2r5xk89ihZr0dRzBE9RRzFBFqjDtLj6yOmRw/ZunuTenyAalLG+w85vXoVJVOUiTg8OAQpGSytorUiNG0HPYoSJB5rK6TusnbmKjoB3V+hcRJbz9FNga9zkIamzgnCIHSf4dIlyuIYKQrqYk6/t8T+/jbnBmt00gGhaRBCYoxhOpsyXFrEOkckaEdnPvCRT32SzlKf8fYWm+/eY/ON29zf2uPc9Wv8+M/8FGH/iN0/eoW3b9xg48Edtg52OKoKirpGIRE+EGmNFQGRJCReo4NuzUpIXG3bEZ+UCNGqYo2O0VJSOkstTty3SKQecO3aR/nwhz7MV774+9x//yHBzcmxjIyimQcaDTWWrtL0fExtakISkGmbX1GGCr0omZvALAXTi2hQNKLGBkddNwgEpVfIEOFtTBYyZJ1wrn8GOW2YiBH3x3e5P5ojsxpZ1AgnUU5jvaEMbYI1UuICOCURxiC0IvAddXrL2ZSAJ6BcK4YKLhBEwAOI0CLhgv9T1+B3X98XRUFJwaAfE2uFaNpmmvCeECWAIC8LimKPM2tP0l9dJOzscnh3BzXqk5WalSA4nO7gigJmEl8leC8oVEmpKmyvIKy51vBkSoIA1fQxHnrGEPwMEw8IakoYbTOtDsBJklIzkEss6yWePP8MB7tHVPkDhC1w1tPItheCbF2dvSgmMTHKOSIXWEv6rHYXcXUg7nSIsx5Rt0/U7zOpSuZNzYOjCb137rDiA/3LZ+id7ZNGgK1bP4ZqCVP58TYb797BTS1dM6B2kuPdffwTFiUdVVkSRSlZr4sSAls2WFsTd+J2WxkE3ilEJPBOI5IEHWftt69qTj5IFtvUNHXVRq8Hi4gM/aWzdAaaOKnAdMirmCaU+Cqll2UoIyniEucDHkESpdB4ZsdjFhaGlEbw4NXXmN3dZLp/xMUPXONjv3QNZxS3/sWXGN26y7333uX29n0mlFgliHpdjIpbsZEFPy9IbUMiAqp2CAu5t1QyUCvR7iSMIPUQi5i012FWFIxmY2ahotQWhWZFCPzmAS/e/accTA+ofUURNdjYotMceaFLPOjQGXRZ7C+gXKCMwHlPMy8oZjN8VRKauiU7pRFCCiJjoPZEThPZCBUi4tClqRS+sJgk5anrz7A32mKz3qLUBTZpCLVFW4GQCmVbUZX1DXiFaqBRMcJVGKkIUYSIdCtMUhZqWrm0Uq0IygcQAic8XniQ/mQsCfh/tyPJP/OlRGCgGhIToUyHQlaU1ZzKN+hIUTQxoQnsHt4kHw25kj6Pnp1i73bN5v42B937iKsNvWcCWRdKW+Ibz8BFLMURwRiC8ThlqXxJUVv2po5JPiEkktXegCBqpO9y5QNXuVQ9iRh7mo2KsGuZbM/4xltfoUYw9zW5s3gURumWmKMVUrTnyKawoATOOup5wbyeEJzE1YKuGTLQfYanLnDp8lnCao868uTzY+ajY44P9qjdMWvdM4jS4KVAeEs1yWFuSDiDUxmnH11jf/8YvXIJKdpv6M5wjVhGQMA2Ja6WxGmE8A0EhW0CznqirkTrBBX1W3VcqIi0pSgaGl8jAOdAG42tK4IJmP4S2ickPUtQnkgkGNlhPnI43xDrmCZUKGlOHHywvbNLr5PRXxgyb0ouPPcUs7PrrPWXEUdjw3z7AAAgAElEQVQzqpsP2b1zj9/7wm/isw4Ll8/x/Kc/wiNXnmB5eZWhSdCNQOQWvz+j2thh9+1bzHf3qIxlrxpz8cnHub2zyWu336Kc7redeGDq4ehoGxtpjruBmZG4bkKWZWih+Ka4gxzGcEZR6wEh7aMzSWQCjWm1GkZ5fFKd7CZLVOOQyqKkpyHgFXjACoMWMaKWpKUiLiN0obFTT2VLdJbQ63SYhJKXb34TF+c4k7cAlBCBUK0ITsY0wmJlTU0NQSOqltko/JTYxIQ4xel2JxRk2zsAR/C0x1nZNhOllHjACQ/SnewU/i1lSf55XVIIuj4lExGN8XjdwZkeRT1HiylOR6zGl1g5XqR4s+b+7hajsiJaMSTn5shhg01y9paO8LGjtC0Npx80WkYEYggx3hnKylHklrjyyMYga4VtOlSkFHNLPZvCOEJNA3EBiTWsLC6wsrxI5S1lbTie5kzrOaWvsMK19lfviLzGeNpxKZ7tqOCgrMmCYOgmlPWY6fyIwk1ZFGOyegV5egGzPGDtzArSW+bFmM2tYzpNQn+xQ0qGyjWxWueRy08zLxzdlTWGly1RFjPLG3TcxQWJ9y0+DBEwcQR4bF0jpKZpKqIUalejTBcVpYCGYHFViavmOFeTW1pblA84IUnTLqBITY/l5S51KEEbBD2iOKBVQFIz0IKiqIi6gY2N+3QGQ7LlBbwQdEaOZjajXwc277zN7vsP2L2/iUTws//Z32Lx/FmSKEHXArE/Z35vm52dHcaHYw639sgPxvh5js/n+KpgHnJKZREPQSjFQqIIlcEjKG3BkawJJqJ/esj6ylnswFCkntJVVFVDaUNrgMITZBveqGygEwWUCAgp8MFTWwta0ShQQSOlRPtA5CVUNUZIXJmiZEyT5xSznKKckYqUTtKnXhWMOxUqlVSuoXQFLsxambRsA29PvFAIJM57gveIIJCi9QTpqPWxEEV4rSFSCPyJB6KdKAXvILT4eBG+kysJVimcEPjvSJ+/x+v7oigIII4gSiVeOzSWKChUlaEmXU7LR+kcnGf8nmDn9h7Lj2guPOFx5xxvvL9BXVZI7VGVIbYZiR+SRSkdkaB9jC001VTgCo2fWsTEsjaR+BKUi1AuQVhFLBMIklloEA50HaBpZdi1bXBCYlxCUtvWthscXoGKdIsCVzEyCKy1FGXRIrddw0R6RiFn6BzzY8e0nDE+2iG9ldFfXiFZWkGsLtO5eIbuwoD+cAXnS8J+g00iROgym3k6C6tk/Yyi1pgsw7kpUQwiykCqNoBEKJTWBBuoioIo0ZRFQZRGBDHFxAEpYwSi/QA6R2hqQlPSVCVORagsJY5SQNLMcwyGOAqkGXS7fVARQg6AlOBKbDGhmk8p6oZ5PqabJSwO+sgQON7dJ9qccPBgk4PtPUrXsHL1Ms/9+Cforq9iDkaUD/YYbexRHxwz2Tlg5+EGo8MNrKsogsemGrukKdc905CjalCVZKO+ixOaWZKTuxqjBFUJMmhs1ZDf30Y83EbFApMZTGpIOilKRaSdAY2UFD5QidbFGPQURIMKAmEFeIHwgsj1MdYgZx43LtAziz2eYpyn21iEssyNRS9kzJcl00GXg0iRqylBNwgZsI0F20DtiIVAIv6logDt58wHTwgCXEPd1OhI45WGJMIbgz8pCsJD6+eUbZ8h0kR1q3Z0DoSQBCnbJquU/BlkCt8fRUFJQejWTJE0RUS/o4n8nI4/h5k+S3FvyO39h5x6MnDm+pw8LtmmphdlXHrmLG++8x6yFixX6+gyRpQGNxYwy6gqjys9CSmhgrQO4EJ7ZnceoxMkiqauSJKa2WxGNdVEJuPU+jlik7G7c4ivWyedoqZsCmSSMOynhCjgaVrZaRThQiCyjrTTQVsHLjDNZwgE1mkqoRjVFfnRIQvKU0vBoHIUByOm93bprq/SuXQatdZHDPqtc9F50A0IjzEO72tksAQ0Skc4BHVVtEo/C8E6mrohiiOcrTFRilZQ1DNU1AAGRR8hDM5WlMUM2xTUTYOOUpLUkPY7aCUY74xA5DT1HmVZEZk+KllpdyTBI7RAZYrO2T5z0RCsZynpEwP54YSdm+8z2j1kYWWZpz/yo6RphrQBl1dUNx7y3qtvsHX3Lrs7W/hIMBYVrqPQnS7GZ61F2jtsqNuztrPUWjKrS7w2NDRMTUEYKBaGfVZ0l8wmREHTUQmj3T1slTMdj7DHM+YiRwmDjSuywZCF5QXKGJSOEIVBjieY0pFZhZ/X1JMpabGLs4FKaGSccFDlbfaHESTDBNOLcB1JEVlmxlPGOZUU1MK2Ev6TFam9ICZGVm3cnVRtczTo1sUqlGofvtVXNLZGpqZNr4o0ITWgA1Iogv1OZL0h2IC3ASVazkI7fZQopfEnzXr/vQ8fvj+KQgAav8RsNmYxMQznq7B/hmqjz/79GenZGSuPVeihZ26nYGuGtSR7aOnEp3FHGePNCd2DPlGVom2GcuDKsm2ynSj6lBAoPCjJKEhqX2GrAqECXgRK5wnSsNBboqose/tHLK0YLIJLVx7nuec+zL133sDowGG+zeFkn7nLqZ3FukCjAi54tBXETnJx+RTO1qzHfU4PV+n2F8iGC+hBB7GQUZt2u6+bQF478qbisDjA3zzmzOw0S+unCStD4jjB1xZXzjH/D3Vv9qtZdp73/da0h28+Y83dXT03hyYpkhrMhJQtyzFiGQ7gJECSi8AJguhfEJKrALkIchcgyK0v4gQZZSuB4YiSaJEaKJFUt9jd7LGqa64zn2/cwxpzsT5Sgi1DnYQCOhsooM45dc6pb1hrr/d9n+f3VFDqiLVrgpyhZH7xW9sxmExI1iMilIVCaokUJUJqUuwJPtA39xkNLUJaYIRUAalydFliq3IcGYTp6NfnuOYeqlvQLu9y1i8YNAfU0+epRwJdXt+a8SxmJJkejnELMEJwfP8RDz64z41rN3n9q18lucDq6Rnrh+esjy+4eHpK3/ak/R2ufuNf47UrU6Y7E4yS4ByiFXSXPSfv3+X4w7v45YKTpw85Pm7pxZrk1rQkrIQULKkUHD94SicHHDJjcniNr33jq3zzyW9xPl9gpcMSIQgGEfaEZnwZKTdrrj93k+5Rx/qxI6aCzjl6IQl6gBOJOJtTzkpSKZG7QypZ4E1PHzsWeLxMmfehEl4KogyEJIiYfGoJEREjhgxI0UmiBD8pXSJZU5C0JGhB9Dk/MwSXU7m0ImmNNAqtXd6MUyST2SQoRUoGUWSjXvS5sZwERJFLwST/f9ZoJIF2NQfykJvpRXh4k3e/syTZxKufv87uATw9OebixCIHE4Y64B8sae9Bs+yZFBMO0j7+MiDQhADIiFES5x1d30GpCUoQUyC4RCFGyBgJRIIT+FRTymtMRrvUteLdD95mvjjlzvFHGC3p4gmRY0ZMSUQWmxVLu6ZNPUFISAYjAkMkRho0msVqifXdtvF1gZIaVVaoqmR6OGOwM+Zgd4frhzc4ePYmcmeKK7PCsF0suXj6hKJtmezvMzAFwSdir0hlhU/ZkSmSJzjPaFCA96iM+MkcvxgATdb5JLQuad0xq9WK0dCj5RVCFNktmDK1RwjQKrJaH3N59D56c8TR3bfpFk8o6kynPrzZ8Pwr+zAwSKNy00wOGReKVkdWiwVn8ws+9+UvUtcjzk/OWR2f0Z4uMEIxu3aVF776OtPDPVQoSJsN4WJOeLyieXLM+uSMvvMkmxCXK2aLjq7t6RGE0YAkKg6ufY4Hiws+OHtCa1rawmNGNS4klq4jhFN+/fd+gz52+KEjCpepRAisT7TaUtUVjVvSr+5n/sKwY1LXqNahIzz/wnMsOku//yLXXryFHCkent5juXyEiw6XIg6LTQIfE1FIki7xosguzqTYtvxQIpJ02uoGIlFmLoVQmXuQBIioEdEgYga59sETJQSZwQhSgCKDhwgOxVbODKQkSPRAyi7OSM5IIcfY/Vga/UmuT8WmoCi5ql4jzZ/j4v1ryOMxr86gHuegzSd3JKcPJD5ZylKyCSX9ZkoKnlIItAg0qSEoD4WgT5bgE9oW2VM+GJCUpgs+G5cKCSLgQqQPYAO89PJnePGVn+e7v/NHqK5HiIjt1ri0wjnL0fEF89OP2CmvUxY1pYErgxmq1AihMaqiTAH9Y3+80PTJ4pOndZu82IKhQFMIQTw5Y/H0IUsleVRNGU922bt2k9mzz1Ddvs7g2X2oC/QmYVdrVFXTCyjKIXowIBGJrtlCTxQSQbvaMBiM8qz+x556Ad47tFEoMyE1Bd6vWLg7DOolhZmgixzRd3Z+jCoiq41ntT5B9Cv86oh++QAdN6gwgVCT3A6hH9LFnnLYI5UFeoye0qtI43qee/V56noKSbF/5YDxzoz0GUk5GCEC4BNuvuHozbdZ3X9Cd3TK6vyU+WrOYrOk7TZY2xFTwPsOFzZE0eNTS+VKYgy4FBhLBbKiLQWjg33KGzu0VU5UamNiqA07MhG7hiigVwYRFRrDZYhYETkxCTGQmCqyvFhSbTwDbzhxP8K5xGj1Mjza8Pmf+xkmbcEZuxxdPOZ8c85Gr0hlIMlIEPkOLZEUSeNEJEVPESJaCKKSdCkgEhiV8EaghSAZjbOZjSBiQoZESDky0YdA0CBTAN/gYkvyHulj1sOkhIxk30rMvQMpMo4+JklEkH5cUXzC61OxKcSmRtz5Ja5MXuHJ+h5xkWvwJ28/wIc1Iy24BiQ1BCHoQs/aOpKNdJuALIaMZhNW/QqRMtZCp4wyV0pRqhLIRpJoAy5aLmxDHxIRzWA4QiL5o2/9BmePHzGta8bKUh3soso9jJYUKteGvvNo7ZmNJ/kFSYBPmKRJUYHK5pVAom0dRM1Mj1CVplJDZCpRSmOFZW0XJBkRUdOHyPxyTSgvGJiCIgXqg1kuOQbDbGiJAR0twm7QIhGiom8CplS4vifGSEwBIfL4EUApT0g9WhSIOKaSr7JuPkSaJet4jNYFrq/obWQ5P0KkNUVVMigFZVnx8fFTtHIolUBVjAavkcIruP4ZNB3d+hGmWiJ1R2EUejBk52AHFUuc7bAbh1L5MTsbsWcL+lWHW1tS61A+Mrh1lfLGLnv1Z6kNPH7yiOas5eHde5ysT4nGkowlaUsKHUvfc9K3GVY6XxPmHWmpOWla7MMn6FnF+OoeZlphVaBUCjlUCAJONoiixktB68I2sDZQGYmgpx0G0lDToxBJUpRDrJqzCHOO3/qQnXKX2GuGjHEYlkrRssTJDGuNMqFlRKdcTsiUKH3CJIEvNbGs8CLhZEIqh9IGHxzdVohsAggfiRGUFhnYYiQq9NA19MKRfEBHEBFs5xAugAsYF7ApYXWBNwVOCnySuT6X7hOvx0/FpiBVwa2dQ0oiD04+JszXrH1gUoF1PdI7nLV4GcElQkqUJeiqpCwD3nnW6zMumxU7e7sIAcv5HBUjUkhWIRBjRGtNSomma0gmP6lVMUQ1LU/ffZdaaZ6ZTShKRZQl1ntCCogUSC5AiNQohMsIbqMMMeQg0uhdJm8HhRMJHwNVWaF1Fgy55IAS12tcLJFmxM0bz7N7c4fJzRmDvX1CPUDVNaqs8rFSS6zRtD5r3HVp6JzFOI2pc4pwColgLdZ5xtNJNskk6JqWqq4I3iMApQ3BOYbVTaL3rJqPESbS09FsNizXnhu3XuFg5xYpnDEZrLj7wZvEuEYYTVFcY93c4vXXf5mL5Zh1I5moKTJ6nC3QJhJsibQVxhaszlaEzlPqisb2dCGgq5p6OGZ67SpKaIRPqKdn9OsVOEdsloRVx3VRsdaO68/fZn0+4Xx5wuPNKU9Fi9obo6/uUc0UymjqJLn/g/eYPzwl2YjaWMzjhu5sQTeuULOaeGWGmQ4RhSJKB8kSBagiW7uJnqAEQkic1pAUShQIYXCmxI8kRiRW7YbzboGMicZZWuGRlUa6DSblJq9SJTJpwFCkRBCOprKYFKnkgBg0k2vPc2V6yMBHHt/7EEJDjCtiWhOkzbJ5o/EicxKCD0jhc6noHb53WOuxISE6jwwREbIwOkhJjAKXIEgNYlteyPUnXo+fjk0hOu7989+iP2qZ6CEx9CgSwjuk3yCFxJNHTh6PFFnFlVJA6ERlDCEmrg5nWXnmIrXSGCJSStKPEVaA1porOzN0JSEKtCyJLlFJSXIWYsA6S4ieQgiIYKTOjENhEDEQQ0AEgVAQsusET8gLWUpkoShLDUZjraXrOrwPEDa8cPs1RsMdfEooI9msW5b3VnDnEaWpSVqjpyMGV/cp96ak8Yh6OEBpjdQKGQO2zRQdXQ2QMs+3B1WZO9KFIQaPMQbvPH3fU1VVdgumhIhjjLjOZKBZbu7T9pcsF0tGgwMO9j/HsNzDLlsuHr9Hcz5HiSmyuIqTN3jxc3+LevI8Ey1JSSOTQUaF7TSi8rg4ot0I5qdLRtWU8bQC60AJamNQUhNspL04pZ2vWZ5dcu+dH9FfzknLDWG+hE1Pt1xhS4cPLWXnGAqBKAQzE1k9jPjasfviIfLGDuyO2PgWrow5OLxGicYdLVgdn+FXHWLtaB8v8cMBkysziis15WRI71MO8VHQi5j7DSoRyJh0LRRCGJRSjGOikomEJ0pLbzzrsqWRHmlNDovxUCiJLAxeJjyWoXM4HPNSolKFbipuDq7x7/yb/y7D0Yzzx0dcmR7w3e//LtFLAgqkQmmFIOXTFZEUIERHcn1OkeosOI+MAulyOSKT2K6HbOmXIaHkVmqetseKT3h9KjaFsLboR2sKJ9CiJfQOKRI+2JzqIz2yEAgRUCmQgkfrMqf5aEnwFikEQzPA6ApvI2IwRqWc0RBj2JJpJEorpBSE1COFzJb4RO54p4APlhAjSmRaMVHkJ0loYoiEEKlVSULlcQ8RSoHUBgrD2vY4IpfrCy7ml3jrKCioxYBr167x+OQxq9U7NN2SFHq0MlRyyEiXTEZj5LCmvnWVxnUMk2ccBX3n0GWRhSw652xqYRBlFuEosvbdb/UTCIE2JdY5XG8Z1nWWrsSED5BCSV1dpypndN2GkhWHB7eAaZY5O81mKTHqGZ65+fO4OGX36msU46u0bU9ZG4i5dk2+oO1K1HCXjU30PrB/7RbNfMP5xSU6QRE1XlrSaEA5HFCOB0yeucI1JM9+7cuEZYs9vmR+9yEP3nqPu++8x8XqY9bdOYj8GGlyB19LiUmBJ2dr5nXEjQtS32OUIS0uWF0Zc7mrGFQHTNaRcSdxi5Z+0+E+nKMfdvhxy84zV9CHE1YmsKTPp1C1JilISKKUKKlACbwIYAzJFQilidajZQ3Jcy4SyUhUDJRK5uavsAjhCaYjBknpd5k0e1xZGjhd8r//w/+Wi7BGOMHt69cpy8DB7g5ny4TvEkkmjPGZqBQiykiidUgfEX1AdCEzSgEZBFpKRMzUr2y2lsgtMTomn8uHVH3i9fip2BSUF+iFJZJ98ClGXApYa3PXdVgQZdhirROFNDl6xae8QKQkIShCwohIhSBuKblKZREHZPmnEGKrZtMkH4nWQYgkAkF4pISSkpzdmxv5Qkl8iqAUuhD4IEhJEZXBG1iIlifLY1becrnZ0PY9icRIlQgfKE2FkYr79z/G+RYhPSL2VIUiiYrBdMrs5ec4fOVZdm/foJrNSFKhi4qkDaIwiMqQjCJKcNYSg0V3HcYYpBAE61BaE132Yihl8L1lMhpt3xTk2Xdvt5kDBiV3GFUHDK8YpChzUy+uKaoddq68zo3nfp7CHHB+7NB6hg0dka2jUilS8KQQEaqkdQalFeOdChUFo6mklIpCaeRwgCoLksqOPyNVdlf2lnEPoXH4PrGze50rL2i+sPsspx+/yXsfv81jt+CxX3EZWmIKaCK4CF7StRHhe4ZCU6CxlysuP35Kqx0Sg4oarWpKUVB6QRlLBk2FvfBszo8orvWMbh5gBjNCLRBO4ZTDk1DKoFVJROJ2SlqhGMgK4wJlE6iXkau6pm022L4lElEjhR1EVnXPUkWWhWAgx9ya7/LsYp+ZFzwVax60T1iIBVWTeO+9e5lp0Q4JRYFNkqIoiS4SEwQy3zGGiIqJ5CN6e7NTKW1t0YCAmAQh5UlTpp4HInkqUojhJ16Pn4pNASTKlEjhSURc6rN/nAgC+pSISVMZhRaeImW6ThISofIxXkSBtBLRezQy5wBu471DCAiZk6dyEy7kuO6YY8GC8ESZcwRkodC+wkiTMyiiw8s8enIEkgSfIlev3GDRe95874cc+wvOwoKgJEVRI0uJsAEdEhWaMgVSXDMcZJdeVZTIKBjqmtvXn+OZF1/j/tHHHH9wl9OHDzN4s4fhcII62KGcTSh2xjAsKUdDTFUSSHAoMTJvWForhIQUcpPK9j1a55dXSUnyOUyn7xsGg2w063tLUUoEDh9cNla1S0aTHRqv6GRNjCVeLKm2obSF3vYCtrVqHzqc9wxiTqcOzhGtQ/SBkTGkAJebOX7h0T7CqiWeL7FnC9xixfr0nNB6aCOFy4KhWT2mvux5We3zzPCAI7fgfnfOo/acRexIWhMjCBcRPuKFJxbQaMGMAS9uApZEUgqfHF2y4GE0qrjx7LOUleHo7CnLp0sm9T4Ho6u88/ZHXJwcsdEN5aRGaU2hS4w0KOdzOdpb/GKF8jApapJQFDLfxJQqKaYTmqFiNB0zHEQaW2A2kp89eIEr+zVvPXqHY7Hgkh4pNNH1pKSwXU+QCRs0WhckkfFpKYosakqJ5AMxeGQM2yyZrIgUKbsl8+gRggAvBJ6U/+QjIsk1n3g1fio2hUikCy1aRYQSJOEQUmBKmQNgdMHV55/n4uEjZN8gkKiYRy2Z1ZcNHwUS23dEqZBSoaTKPQVk7t6HmPsKQuVJARmVnbDZPag8SWYNg+sdUUAqSzaxyWlS7ZJmtUJFwzIqzGBCI2AjwJYGqRUxJsooGQjDq1duMS6r3MhKHhcFPiqUHBB76LrIew+O+JO7HyL6noFUVGVe+JMrVxBTgzea8WxKdbBLsTNGDwtkoRFCECJ0qzX1cIjY4sOVyGMq6xxlPcB7nx9HAlLWyWutCcETQo8QAut6ytLguuyO9FGT9IRUVPnuXAVEYQkhoJMieYEQYtuz8JRFxbAsEdYhW0tzOadfNKTO0y/XDDeWbrOm61tWF3MWR6fEdUvcNDTLpyQHuIQIkkLlstAXmr7vSPMeYxQ1ib1qhNQlnfPZtZUE0jsMEH1gtjth03vOkHgjKaZDVGkIMVBIRUPBeg8enD7GFS0Bx4Mndzk5P6WQA14evcDVm1d58+0fIkqNHlb5BNp6FHm6IGYT2tKxGmsaHbmoE6AY9YadoBGbRDoJHAwGTCe3GA+GLC+f8CebDzgaruhVouw1ai2RSZF8RIiATGAEoAI+RpTefi0lpFRbHiMkYh5vC5FdkXILVBEpn7STIAKR7N9IApCJovwp6hT+FUEw/zXwd8nmzTvAP0gpzbcY+HeB97ff/t2U0q/+pb8jJXQIGKEQSaApSSHXrH3fUwpNs3aQCmof6IWjRCGEoFWCIoATEpU0VTHYxnsL6mS2pQKQcmCGFDlNOMmcXyALjfU9QQSC0DgfCL2lcZZGOJ7OL3iwPGJjHG3qGAXFRIwYuMC+Khnpmj0zRSHxzrNrKm7VU66XI1JwdL7DhUjXeCyG17/0FUa7O3z7W99k1Z4yVoJ9WTIcTKgHO4wPr7D7/C1mLz2DmAzwEZILmMt1frFSTRyVCC0x0SBdIq47dFEQjSKkCFJRKgG2J1pLjIYImMJQFuYnKVzJA1Gzns+p9kekmDCFQUSB9p6yyAQgVIUTBidCVuYJiK7PtnGVKMc1y3bJ8ukZauPQLvsP2s6y6R19tPSVIs12kIdT6qu7dMeXNE9OWHfn+NCSpKWzTc4AcR1xm9lppCG6nF3lg0JrzVAawKBEwhQJF/tsF15tmFVDGi0yKm/VMxlNuPbybYq9GTZ5kuwZ6RFWOfqQn4PQCyIly3WA++d89ctfwxnDlS++zLXPvYg7PuWdH/4xF5sj4sCyFCsu0opFv6T1FhsC69JzGS2jcUWxSbR9w/VrBzy5/JjH3TFNZREhMXaCyuVJR5/63CcTkUJokAVeGrpS0PsAaYWKniTH+KRR0SOFQgGFUDl9Kve5cdEjhc4CtKhQKFL0CCWJKdCony5k5R/yLwfBfBP4tZSSF0L8V8CvkTMfAO6klL74if8H5Oq9UgYlcuinVgXee4QUKFORpKEazhAbiy6AKCkdP5nHl1IjpUYLhVaaoEWOWQuZgZ+0wXvPVlJAHwOtztiwZtWx2CzovaOPfWYC2NwB9tGzbBZUIeSatJ4xGk0Y1TOu7t9g03bs1kPscoESguf2brFfDCmVIUbPk9Rw0qy5WM0zQYmS9kffx64bYrdmZ1AyVBJDSVASPRkwOZjy9PED3v3wHXrbItsGhWR374DJzWtMX3iW8nCXVJdsBlXmI/aJiRgjUx7TZRWdpOtalFKkEPKdxINRCkIkOk+KEWsdfdcTt9MJ3/dUdYVKgWh7QggQPcZptMs2X+stNlqkUdSjITpFRlKyc+MKcluWJAR720AXpStkUeBICK0zPzBBv+746Nd/j6cfvM/p3Y9wp09I7ZoBgqVraHAE4bPUmPy6azQSjQhQSIkqC4qipPMWkcA1SwoCY10hXUQ8WFD6ObuHNS/87Jf4KJ3yeHNMz5rWBKzpSXXMm9JVw7XZgBCX6CC58/HvcBjeY2e6x0m15KQ5I9oepy1eZ/itToKQBEklWu0J0lFWCuMF3z15i+g7emEzeNhoCqkzZzEkZLD5JKByTyzGRIxia2TyP0l/ElJiTEG0DYpcOoht6aBFPrVJY/DbPoREkJIEofOOIUAXP8Xy4S8Kgkkp/eaf+/C7wL/9iX/jX3DlTaHMO58ymSSlNDHlkWITJYPJHoWFi5M7VGgKIYmxZxgVIuQQEyF0hl36bUCOhyRFbioaQx8D67Zl2W24CGuc96OK++gAACAASURBVPS2x/k+i37k9gnWQ6q6YGoG7I9rBtowKCvqoiLICpskzsL89JzV6ozDYc2Vw6uMogGXWNuOCzr+9OwhK98TRchOUOXpF4+oo2QgwIXIqhfEcc3nv/Q6H92/xw//8FvYzYYKQSkSe6OSw5u3GE0qXN/h1x1mmkilYlqPMFWFUCJ7BmRCpkDoOmRVIVNuRsWQtQohxhwRF2NWg2qDbRoGdUUMHm97VvNzFDNkCth2nZuz0SOsRzloCXTJY4YlVVlgRKQ9nbN8fM58ucCGmF+7pmMoNJUqiGpIjAkFlFXFaHeK2d9FVSWf+/t/j8+uVvSPn3Dy/vv88W/+Jk/u3qHwhkDPRgY6LFFGCAEVHDopNBmPFmREiGwMSzEzM5J2ONtRBUEVDPMHx8QzR1hFzEtX6M/nTJ+bQIp47eh1xKYW2XVcKEtbrvE+J5Wdt2f4ZYEgUl3NZWrygmSzSlEnhU+JIBJeenyp8qnFeYR1KGlRzlP6RKkkhRREKfEhomQeeabkM10pJKKPWXJNRIgIZAenNjpToVOiFBKVea05VzLmSYQSkSCybHq7sEh5RMHrr98EHn+i9fjT6Cn8R+RMyR9ft4UQbwBL4D9PKX3nL/qmP5/7cKMeoKMgBYkWOqdLO4eUMm+HKjF/7yOSMfhygHQRn7ZPVhQgt7VUUeM6i4zgkycaDVIiTMGi3XB6ecmiafDBYcpIqRTjyZTCSApjMEbnAOZQYqTCKMjhYwLbBuglAsWgHlLOhtx78ICre/vMxgUmOrwSnLmGh8tzju2Sc9+CyJhtIwECrd/Q+oQ1JY2HUlUcrRfc/953uFxeUCvJSAjGsuCFm7eY7e9yvhX/XD+8zmzvBksrmVS7DFtYPnrAsm8YX92jmg2z2pWE3taipJwoJFXOMYwhZml0iOhC0HnHYDDAOYt3PbbvcNsTQkopT25SwkVPEBIvoa6HGAXGelZPnrB8es6o3uHm9dusmw3nT45pj5Y052tKD1GD3zSszs5ZXc6hkHQGzHTEZ7/8NWbViKEouTXaR3/m53kyuMGjJx/x4Ow+bb9AG0WQICUYIbfhuYEQIu26R0uDkgqtDGiD31KGnCkIItDGDZu25/Kjc8xHimp/zObkhPrGFD01uLrASk0qAk4K+tgQoqPQQPC0pcNHj9UCkyLR2exDEIKo8l1ZCNApge2yDdt5ooIgPIPoMQGKPqBVwKXcEP6zsNkc2KASqC3FWeARIWQ5t3MYqbY6lfiTrIecUwkxRkIMQMySd5FDm7UOmDox3at57TMHn3hB/3/aFIQQ/xnggX+0/dRT4JmU0rkQ4svAPxZCfDaltPwXv/fP5z58YbaXpNAIld+0MbDdRTUxRowQuM2ag5de5qwcIM4b+uhJFNBapC5wRqIGU0gNwjuCMDgtaW3P5dFTlpsVLjgGoyHDasq00Bil8xEtRbTaij+SoMAQfSQlR5QCjyIVJSFqBDVJG+7cucve7h7SBAKOjXM8ai940Fyysh2OnBYtY0LYHOsVRCQIRVUPaVL28qsYc9d/eYoWgbKsuTrZ49pwhooFq7OOvWdvsffsbU4fnnD0p9/hxmuv0aw9997/ARvfMbh+gEiOZjOknozRZUljF5RVjSmLTENC4W1AakVwCSUgWAsxokTCOUdv7TZbMm/GIQaCz2pQZySqrqjLktB1XD46wl9eEi9WVMJQmHyU3ju4yt71Z+it5fL0kgcf3EEcPyU5wfRwl4O9Hc5Oj7GXp8xPnvDt7/0xMWrKaodBtcv+7BovvfAKg0owmQ0pHt/l6eqM1nVZyKMl0hhEFo+QYqB3jti3lFIzUDU1BqEk0qjcmJMeJTz4nDjePT7DDGvSMmCmFatuSbkzIF7RyFlJrwRCFwQi3kW8bzMaPqVshd7eiQWSpGSecsWUJwOCPDoM4GIeXRMjIUX8NjsSJEKmn0y3RAqoqNBBIqNHi4SjB+sIIdIrj9CaIHPDPGTqGlr9C5wEJRBa51RZ0VFUli/+7EtcuzWhND/9gNl/6RJC/IfkBuQvbQnOpJR6oN/+/QdCiDvAy8D3/7Kfl5JAoBAi75oZFqOyd6EQFEmwXC248TNfwX7wlJOjJ5h6gp432BDxgwo7ntA1lqowDIY1D+7e4fLynFFdsj8cMxnXDKoiP2cu6xWMMRRFPp2EYIkhImIiBkfMOkW8gNbl/sZwbw8fA1xohAh03nPZrzhrLnmcVixiQ7COodF5QhITCQ0yB8ZoqQlREp3AyCxGIlomRrNb1kx1SWE9i+aCXg/Y37vJg6dH/O73v89VNea1w1v0H37A+2+cMTjUDA53GUxKqtJQFBW1KLFrTxfbLM4CXPAUVbmNW8+LXRlDCoHSaJyzpBRRukCbCqHzY0vRElJgMBoxnoxouzV+sWQgDV3n8WuLFIaLywvmJ8foqmZ0cMjk2nXK/QP293bYe+UF5Mma4/c+4Mm773H++AiVSq5PbpKqlg+7d5m3Hcfrp4T1GensLm8e/4hBFCgfuLp/AESerM5xUrAREeECKoCpCnSp0YXJm2uIGBeoU1Z5xj7kCZRQjMoBk7199GAHVms2mw1x7qgDTPoWfzEn3U8U1yakscbPKuxAE4ykSoIkAqoSW45E7gmkkJBk2naGm6QcMIsgiFy+ighWKigkQSQKGdBC5o3CO1KyyOBRUaJ8QCef1bypR0RHkJI+Za1MkjI7LLeuyhC3hCYESUmSULgUiDJSDeFv/J1foJis8Dwhhe4Tr+3/V5uCEOJvkxuL30gpNX/u8wfARUopCCGeJydP3/0EPxGEIiTyREBrMshWIqRA60zAOV2v+OBHb1OcWToSn/3C62zevUu7WMLulHUb2FjH04tLQtcyLApeuvkcw7JAhZ5SJaS3GKXppQGdj30xkOfeqiBGRxJumxOZrdUueIQo2WwcjzcPQEL0jrIUDCYTHp/MOfOWhctjriokjHNoraDUxLIkmoK+73GdRyO4MrvC7miH1fIC7+bUzmFWHSn0WFkghxOWyXLv6Uc87ddI4Op4SBvmXDy8S3ljj0URGcwqZlf3WW9WNOuW0+6Iqhiy89oz1KMBXbthOb9kOJtSVRWubUlS4ENAGp3fZICpSuphjTIVrreYoqAa5Hl903RcnJ5Rhp7jj+4xEgWVMlTDMaI0DPennL//Nh+9+RYlBbPpITvXbjK6foPDl1/BjXe4/pWf49pnX2f5+JgH33uTB997k+60RYQxRmrqoqexLZGOy8sF514zMDXzh4sMRi1KtDF4YVEuYVIW69htI7QkN1GTSmxEhw+ZMCWDRHqB7AQ9nhc/8yo/+9qrDJTgn/3G/8Ll2X2kX1EKT2EN+v4FAwXeSDoFejqmPajRs5oUwEqPKBTWh/y+IJ8QYhIkqbBa4wXYFCi6iN5OxjqZpwxGWIoUKACVsp9BpohwPgfORgUJlLAoEZFa/qQZGeWfjRtDkkiVsU1ZnCfy12NEmMhf/5u/wHTH08dLCrki/TQhK/+KIJhfA0rgmyJ3NX48evw68F8IITzZrfmrKaWLv3xLEGhd/iQ+m+0slpSTbqJV+CSYpsDg+AgrEkkKFkd3KPaHvHV8j2984xf5g//yv6MiMZwO2d2dMhSCUhfZo45BRr+VgCdS7IkZiA9KYVPMHVujCcHiU0EbNa3a0CrL7v5t1HrCRAiOTh8x2h1x/dkDvvu932W1uaTyHSMf8DEw1YpJZZDjKRshWfoW2yxQFnbKCUYP+Pf/wX/MfLXin/z6/0jq1gQLzms6WVIMa5Y0XDQrumgZxopX9p5DR8WHJ4+Qw4hoLbPp57k2vsG933yTdn4KE0N5+wU+90u/gtGK1bt3WVwcYQ/GDJ6/gSxK/J0z/KTG+YDxEuMjmkTYLIk7NUmPaM8uEcEiykibAvuHt7FnHWf37mDWPRqL3J0yePYKPZFRMOxMryHMHv/81/83dPsew2rAdPeAcjjluduf58rnP0N5bZ/6cMatn/05nnvpq5y+e5/f/l//G0LsIa4pFXRCYIXADTydXCORkFRW97nESAqkl0jyaxaSxMWE9aDLMYUwDKXApRWdX2J0i5IFMnrspuH+n3yb5b23uX37BXSIFHFEdAVKJnrVZB1Gaxk4zYSE6RL2ssfqljAUcFCxmThcHfDSEqNCkg1wWg/wXiOFpRANQgQ8aZsvmUuMiCREv9WzREoHpROYIJEIIgFSxEiJFAZsQrJGT0cZx+Yagh+h0wBUj2edQSqipD4sKUv40ldf4vBqg3VztFAQ9vCx/8Sbgvh/kjH3V3V9Ybaf/tnf+DtZyQXkkCuROYI5ESOLjlNAxpS16WiEqbHRsRgrXv23/i5P/+dvYboltVtTB0WjJoTkECohFYQkQBma3hErQYgC5yW9c/SuI6QO61tOY0fnzgm2xXW7DEefY3RwndmtEZ14yocfvsVmPkfHwKQqqaRAhgChRfhElcYYOeAiNJw1pxRaMCxL1tFx3q1JpsDFQLNpcjPVaIqizAIrHymlAG8ZFAWlqLG2o9Cwv7uLd4myGPGZlz/PxZ1HbNb3GY1LisENXvry32b20i0+ePh9Hr/xh7z4zEu4yRWuff2vMX31Fh+89X2emcywxYDR7gHtYsXy/Jy4WdEt54zrAcEJVFCoaFktj0AEgijRh4fs3ryO//gI13WIUcWbb7xBf37Jrdu3ufqFLzA53AejWV1e8M3/4R9x/NYPMesNOoHYNtVkUoyrCbuTQ15+4bOs3rvgeH7BKracdCdchgtascHaQIiCkCJRpG1pUwAS1ycOZgfMqorF8Qmpj2hV8sLLr+I2HbZZcufiPgvZgJEM5ZgDc8D+eMLZ/GO8CNjot/29BDGik2LAGBEEhTJooaiKiuAcBZKiLLEx4ZTAVwUrkSh2xpztBE7UKWc8odEe9ACdagokkR4Xen6c2yRDnhyYJClDzJtCEJQBdNxa+0nbiUFW36aUuFSKcn+ftvcUTYuUKxIOxIDBdMC//rdeYrB3Tmcvtyj/QF1WGehK9g8hFV//xvd/kFL6yl+2Hj8VikYEGKH/DFyJygtEyi2SZmtmSrlBJqMiBgExbVWM8Na3/oDDK1c4PbXUnWPSCYIwCBFJNDTdkiATnU2s2hbjBW2INFEy7z3tFtrhk6ONSyblIePqNXb3DtAlzK5fcPfpb5GkZjbSVFFRRU0RJNonimQQKWR+XqwJtoDYMBuMsNLyeD2nwW3jzhq0D+wUJboYsNYlfbAEPFqDSmBIEKERgT72zPb2QEeMF1wfH3D58SkXJ6fUI49LnqE2MPc8/M6f8Pjhd7j97C66LLDFkFG1Q3/nMet3PsR+8XXmrUeoAaO9Q1JZsjx+QphfMB3N0NWYKAzN8oLUnLMzmWCT4vThMUVQ7Lz6HGc/fJfdNvBzv/A1vv373+Zb3/ptrv3R7/P8869y5daL7D97m7//H/wq77//p3zzn/4T7OPHlDFgfEBFx+X5U84vTvjg43d5dnyLyfQarz73OdR771Asa1q/ojcdXezpksUKj08B7zI8x6I4beZEWzEwBVpKfJBoXVKNS86Wc7TJiyIkhY8Ft557ieuTGf2bxzSuxShF7yxKZ96AAlRqt7h0Q0DQdg2FLkAqrLWIpKhThXSSMoDrO2aN5pUvfoY3ztc87M/oSDgBHpXv0tuQmnwsJadDk3LPI4Lbvv+dSCiVlUiBmMfL5H8rpcxSapGQdHif8e2j/Z6f/+VXqQ5W9GJBkpeIVKEYQCyQCEIA6zZ4/op7Cn8VV9jCJoWUKKVwcZufEFwOQA09KWR0OzGRp94G1SfqYJi7DVzX6J0hJw8uWfdrGj7EKIXvEz5KejSxGOBkje8XLOOSuVywqlpcmRjMJkymezx34xt8/ev/HqtHa37/d/8xKn1MX20oD3vEqUZ2ijIEhE0UQVKmAoPE+YIYFcVgSJ80wmt65zhu5pzT4WMgEBhKw3Q4ZKcY4FEsXYAY8vgzxixWmu1RlDX3Ls4YTkeYqsYuGwahoJ/PmZ+scLXHeUttDc8MJuhmzaM//T6HO7BZrLi3fMIrf+1LuMdnPHz3jxEnj1Gf/TztZkl72fPKlesUuzN0t6TpGlabJTtXDonVELNT8eTOW1TTEbvXr3FysuTRn7yDGNXceP0zvP3bv8ftJPnaX/9lGhU5+4NvM/+d+9wav8PO5AqHL7/G8196nf/0P/k13vi//k/+9I/+kEiHF4440Gx8T+MaNot3KZZP+cLOkBdffZVr59eYTaa88fbvc96dsvARUyj65Ak+4YKgSYHLboGXG3Z0TYFB6oof3f2IkTTI0KGEpsAQkGgh6W3HxcUF2peUEWzw1KpAhLQVBEWMDnlHxiHldsSgt+i0lKErKQWic5l6FBUv6Nu0Hyx4abpLaFueNAkmhlAP2JmOWZ53GYu2LYtjCCQkIWZ4midhydBVJTL/AymRGdeMSHm8KhAYLXB+idJD6tmIX/qVV1CTI/rUoKiIQaKVRuuaQg0x2hDDgF5VLNrjT7wWPzWbgjM5yRmV8DiCCkQZiDrQ2J7GrXG2yY0ZLUlakKShUBA6x0bB5uQOq2rMuu/YkRE/OEOFCiUnxJCpuHO34ry7JO47JjcN+4c11/cGdC6imDIZPsNrX/kVLtUJf/Th/0T8mY8Yu0D/QYk/3WW8toi+IdqYFYRbDwXKkEQFZcmaxDxc8rg9woeWjevQSlBKTV0MM1lJGSyw6jqsDRiRpd774ynTyYyiHHI2nwOB2WAPPw+YXiG05NHFE7rUI12gpmJncMDiZM7R4ndRuscFz+Xjjrh/lYEYcv97b/L0nT9mf39MhUGdL3jw8IyXP/9FmGhS8IRmw8fvvcPk+edIgxIjKg5vPst7P/whX5oecPWF2/zozgPe/T9+i8/88i/y0pe+xPu//wZXm8i/8Yt/jzeKIT/87d/h6fKIZn6K38x5/PY7TA5v8MLNGwxe/gpvvfMDWpezMpQW1KZgvrgkRsv5D/4pZRpwfXaDnXrG4e4B9mhNL1uWbo0uNKYqKJSE6NjEjs62rIXAEFEuUIhIPdBEITBRs6tqrHdE1/P++29QCcNUl6AlPmwnXTEXqlrm8abSKXsRVJYMSi0RIQcWaQGSSKBDILAJ+vUGF3v0OnBVjRlNRzxYWG698jIfP3kbbx0IQaENiSwkCzEQUz4dEPMpWCuJJv8eJbMYLaWt4SuBSZmvQFEhi46v/80vIqtTmvaIoihxThBcQaFKqqok2B58nr6UxYCRmHzitfip2BRiisz1JVY5dK2wocGmHo8lioCrYp77K4cuc0RY0CCrkk5ImmTxqsW5C5ZqlzAYYrspihfAGWwTsHZDJx4QxnOuXJPw2hA/uMSqBeveUYdbqGZGGQ95643/ntPm3f+bujeL1Sw7z/OeNe3pH85U89jFHshuUhy7KZIyEWqKJdsJLWSw7MwIDANxkJtcJVcBDN8l8WUQOEGQG8c2olzQCiPJJCSRoimSPbG7eqoeaq5z6sz/tIc15mL9TSuIIjUUGaA2UECdUwdnqn+vvdb3vd/z0PpHbKgNwuNt1D3Jzixhux7nQ26hSo0XErQhKkNnBYNLzIYZj4d9Tv0xxmgKoTiri3VA1xAc2Ai9THTrF9pEG85NN5mWI+pqSpcUfefYLkrk0qIGQ/SSY1bMmOPKgS0vkG6C8RNmyxlJLSlqycz29IeKzz33DMoqbr/yKpO44uTEETvL8t07rB4c0915iH7yAqIbMIPl+NEjdm/d4vLzO0hdcfniDV75zd/hveotPv3ln2Xj8ln2fvQGr//j3+RL/9Hf4saXX+DWN7/H9qHg+U/9CtNih+/+1v/G4eFDlrOWHb3NcPSY2du3wcDVZosH/RyCRwiH1pLSbNCFFQMr+rBieTqjmo14dusa0QX6rsPKgRAdWiUKWTNWmqqoWIlElIHe9pSxZKMYIyW0waFSoBaSaVFhY8RrsM5xEi3Jg/MhuyiDoNIlI92gGVFXBW03QyoQMm/5dRLo9dFVyXzjBhlx3pNqybULT/H2Gy8yLUZMqk2e+uQ19vuW9ugEdDZfe+8xSJTW6Ajee3yKeRRdCKLIE46KHJgLwaNizMQvVWbWqDCEVPHFn7tBtXHA4I8wsgYrUDh6mzAm4PyKEBw+SUrTYHRJpeqPfD/+dCwKIw9/eQVVj5eRJBylisjoMKXGx8DKdpR1hTIlrc1ilmU/sFy29NYR/IqEREXoqwO6cAlxvIUdWmZul2bbsX1RIsoFQTu8GxEdtDHSo0jKsuo+wNtDDiZv4/rA9uoq1d5Z1MOCehZIwykxZHCGTDUhFCjTMJqcQVUVt4ebHPoTZran9ZZpUmxGzXZVgUgcq5bDEAhDw7ScUPoWHXsm0ykboxG1NFSipggVohNcipt0aZ9eWQ61o7M9EoeLPVoLohoRKs3u6iGl82yODYeHM+bRsV09y0ZRcPTjP6A7uktxdszj1jPsH9Pv7hL2Tli+dZvN0YTi2IGRrA4f8O73fpcrTzxHONOgz19An9vh9ksv8dS5q9z4/JfZu/k6q1tv8YN/8ht88e/+Z1z+zCd467d+n/r+mzz5+U+if+Xf4hvf+CfcX5zS9rtsYtguPdsb52hnA0WqGNJANB4rBypTQ9IkkVOLFJLBd7xy/A7GaIIJxGTwPjE4hzWSUglKAcKUmWiFoUwlW9UO53a2effhGyzjjFE15elrn+PwqKdvIo/nD2hCj3CO2q1jxVrSJcuiG9hImqK4RKW2wUWkDxit0NGhxYBMPbkLmENRRZK0/SmPj2u8nxKE4rlPPY96ruL/+vb/hNOeLJnKjsiq0JQyi2CFEjgXcU5AzIj2IGGQIJKjFHkKVBsNOiKNIUjB+eem7FwfYf0hZVVCykDjIbT00SODA7/OpIS8q2lUnQuTH/H6qVgUmAbEZzrsYoE2krZf5VCdBC8lq76nc5a6Zr0dt3TWs2pbEIpmY4ywIktehhbdRDr7iGJngdGwoyIh9QxVAhlAaiwmvyhsjxAeilPUVsHKLpHtmOlySrO3Tb1bU84VaegYoqCTY4JQjMotNibnqKoxq7annTtOZitO4gIbHJVWXNjYoHAOhOIUx1EKLFxgpxwz0g2i79jc2qGqalJIFKZGpCrfBC6QgiSpxJACM+8yzTpGCqXQIp8dF74nDgM7ZcWss/S2R1eGpijY/eBt7t5/G60cwQuevPYMd178McPhIeJ0yfzNDyinZ4n9knE1xbU9+2+9w6M33+HCC2dBC558+lm+/4OXufXSS3z26te58vlP8+rDR9z9wQ+or1zji3/1r/Ko/h4nr7/O6eNdrv3sZ/m1v/brfOsbv8GwPOaoX9HbXUKtuXDtCv0jz/HJDBshGYlkoFBgXcBIlWW9BjoV6ZMlhoAmj8FbH+n8AF6hraYuSxBgkyPJlqU8oD8+IqkBUSS61PHg8DE7m9f5+n/8b/Paze/x2u9/C7dcoFPElBmBVkmJC4nCeZbLU2QynN85R2k0dugYQsQhqUyJ93bdJYAgJHaxYjqKbJ3bRm2POPWnfHDzbi5sl4YocphJQg6IKY1Oua1aCEVQHh8dkYhdp56DiDghELFCipLEipAGlFY88dx5BpaI9c4nJXDBMniHj45l6/G+pCoqlJK4MHC66NB/zlOS/8ovrx1zvY9sFBjD0A8466mahhAdbYKVl/RtfpHYwSJioi4VVdkggZXLU5URT4gOVIvYOMKmRFFXeBfwQiGVIqDpkspBId8hpKPvLdEWYEfsHDzH+GTE5EjTrBR+8My9ZCjG9HqTSzee5Nr5yzx67y4Hx3O0FuztPqIMJRtxhNaOpsymKCUbBq04Hiy9V5Sp4kw1oRoco+mIQgtUNJnBKCqSKPCiYPPaDvu35rQRuvUsiElQIamkQokccmmdJZqE0Z7FsqORilrVjGvJ4eF9Ft2MetrQLTu+sHOJN2/+EL9coBcd7t4+89EHFLVmfHWDYDX9bMar3/kOv3LxKcxogyc2rvJ9M+KdN17n0tWLXP3Kl/nhj16nOLrFK//7P+LyZJNnP/0CL752i9M7Dzl6/Jgv/PzP8dd//lf51m9/ky5olmFg/vh9jtyCyeYW7ZFlvljRiAojbD5HizxroVLGk4s1QyAkiUBiQ8htZSI+SVwUjGJNKQ1Wd7TM2e/fZ2trh2s3rtHsjNl9cMju7XscL2bs/cNH/Dv/yd9C2pbvf/uf5/hz8LmAlwRGKFSRHRZuGDiaBba3NhnCgKhGaF3TtnNkykBGHwM+BERyDP0JT37xk5yOLb/1yrc4Ugt0Iem8JRlNQqBU3gnZEBBJUqqKIimiaHHB4VKPBHxSOKXphEZpQ+89l85M8sNMWzwLvOhxdpFdEkmDMChNLnYPlj4MaKl/MpGaSAxr+O9HuX4qFgWCYLAdRVGw6ju8hiAUA5F26Oi94mTVI1Ok1Dp7CmPEDh2FhuAdpQG37JBoUA6j839wUWikCmgRGawjRkUz2qQMimPrWLqARzKVG9SrEaN2ynh/wnhpqJaBsGxxUTGYkvG1azz91M8wqaeEtmN/vs+oEJw9s4WzJWEGE5GDMFoHfGj43Od/njfee5vZasCEip3pOcY+E3tMoRESajNCSZPbZ2jqrR30eMpJcNgUc7tKCCopGUudwbUYrA+0yRG1wNoVY6AxDQjNg+MHLNoV5bhmieNjl29wfLDP6fEhLszz728+o9s9RG5NUZe3EKJCB7j/9k0evfIqF3ZuMClLnnriE7z50re5+eL3eOHJj/P8V36B799/gBzm/It/9s/4+t/42+xcvcJ7b78Bg+eVb/4OT3/8GZ7Zuc4H925zqh02OB6d7uJPH2XOoTQsV54zTb7RtZJ4FxBrSIwWeWFAK1ISeaArBbwPtKnHp8hYb3O2Okc3n+VZFR2ZHZ3y2vEpZV0T/HpCNgmGg57/8R/899R1TTUaY11PDD4PjkVASDwakqNoCkLsOJi1iCRRNhDNhEJOiAFCjiR0OwAAIABJREFUtCSRSEnhpeNxf593Xn2bdidyVC9pdWLwESGLvN1NOcCUpERqg0wC6RU6ydxalzqDdWOGxYao8caTxCmXL2t+6Rc/y+9/+ya9F8xXJ2B6KhMZrM2Mz2qEUIlRcnRyRduuMsqQhNaZThb+oslgyEVYlrYnBI1LmVcfomDR9XRDIkaoypLpuMFoSbD5CSNFJESL+dCyIyO6ABHAyDEmqcxp0D4rxU1iXDjOjhpGznB4z+PtCGHPMzocsXlaoleWYTEn9BEpNL00XHr6k9z43PPsHR3w8ku/x4Nbb6FtRyNhcWxo6pJp5bAxZx2cj2g14eDREr2IXBVjQr3N+Z1ruHZGCKcknbmKRhoK1eCi5Oj4hNH5K5hRxSL0hOjzz4SgFgoTBdoY+phYeoeVGSabYkQVFT4J+gDzMGfQnkYZJs2I8c4mL7/yCoKWngFUpJMDcXmK1Akz1MSQkCni+xPuvPYDzj5Zo+tNnrpwg7eM4v07t9j83e/y+b/yV3jvyRvcOT2gvX+H93/8Mmprg06BsD20Hbd+/CoXz13h8uQMq35FlNCHgRA9IXrKuqJd9QQyAFVrSfAdaQ0O0UqRYh5Qy4hJwagwSCU5pWUVBvYWB4zSlDI1bKqS0o1ZyRm9WCBXRd60l5IkPToItFX0dkU1qRAInA9ISW4DpqwOFDIwxA6BWNuXFMK1xFDRbJwlasFyyGIZZEmoA8PYErcF82LFoC1DEiALSkq8BWQWvvaDo2wMWiu8iNhoCSESkyawtkMLScRjTMfnP3+OZ58tWC3fBulJYUSKK7RSFEWR5y5SQVk0WYVAZNSMEQK6vkXIhFQFiUQf/oIdH5JIDClBNAjV4DvH4CL9YsWq7anKf2kx1jIhCEgy9VYSUSmuRZ0FMSWUXo+Qst6Wq0QIlqJSmFLi4ookllzeuILbPMO9Nzomsy2qQ0HZKbxb4a0noAkkNs7ucHJywGv/6H+lbU+Iw4pxIWgKKKWgLgSu75HkaGofA75Q9LMT2tXrXN/ZwMkGPz7Dsy98hfvvvcbpXkthyjzyu+YdtvMVq5Mloe95/eaP6X2HFAKVBEYqKhQmSpAanwKtcJnBFzxFElRCI9AsrOOYlsnGBsELVJK8+/bbtMOMJFYsYktZGDozcHJ4j0JeIh5rGAa8Hwiq5dG9t7Hj59AqsD1VFLJg4U64/eL3eOJjV3n2M89z9433Ud2Ml1/9Ll/60i+D0azcgCgE7WpF+9BybucCFzbOsj/fJyqLTT7zM61gVI+xPg9fSQFKJ2KwGZCzjrqLlDVohVQ472ikgnVHQfjA/uohVzeuUskaPRgKKqLYJLSSITo6sUJUWcYyosSKgFt0WZaTJC5ClPJDTC8+2XwzCU2SIrORiwFre0zd0PmBPia8UlSjM9iwQNYl0GGSpIguzycIjfIlSmq8CBR1QW9bZoslnZEMSlKmiECBlEThCXrBEx8/x86FKRsXaqaTnsHepW1LQlQIoSlURVMICinRKhBCAV5SmYboIkJGjC5pU0vXdaDIO1JTfuT78adiUQBBCoYUCqSqcDbRtR2D89T1iGlTYkRACKjLAkHOurs1NEQriXMBLQ2O7DxQShFTTzAKmwI2DIzqBtPU9G7gKA2cXUVutGcxu6ek40Tseiyewo5IqaaNiYW1PD59n+Q6mkJRi0Q9qajWKq/kA4RA8gkfDDtXniD4lnce36VWc7Zryyq29OUm21cv0JaaWfQUdc2UnNj00hMGh+t6CqXRAk6O9iF46qYi+o5KSaTLPXUfc+ClE3n8tk4wNSVFkoQEKx8JpUBJCZ3FdnMG5xhtlKysz0CVUnN37w5lnHLeFOgTA12H8z1WrNg7uMuj2++znZZ01YptM2YeH9O1+3zvD36br/0b/z5XzzzN/flL7C0ecHpnl8s7Z3l9cYeVGzCV5qQdmB1YtiZTtINSC2Kh6UPAuYAdeq4/8TmC6zjYvw/JoIzA2RYXPUrk4JEUmcYdQyQl2Bg0IUaCCYiyZ6Z2+fxf+iXswvPmy28y4RKmabDSspsesHDH6KhQIdGUChsEpFxbCkKQhAQkcj0ajUhEEZHrcXevHVJGOpM4sj1dI+lE4nG/RElNE8d8/OKneP/oAWMZMZtjti6cQ6MYNSPu79+nkx339m6zWM2yz9JFKmEwUiNTwjSOT3/xIlsXW3y8hZIlQ1tAKLBtQ4qWJCxKVFRKk6KjUBpEhVYlVaUZsFj7L3c5NgxYO+CiY2n/oh0fEIRYEyjwNrC0K6SOjLSiUolaQnAeoypkDAjRk4KllA2aEhcdwVsIiUJpksh47yAT7cgyH1ZsxJJJHCNFga00xfEFTu95hjceUR40+DZilcAZjfCGYQj0fYeMlg0tqeuGUoGKDpJHpJRx61rk0W2lqEabPPupz7J6/SXGLnJ+Z0IlI07VFBuX+Oq//jX27j0gtMfUMX+OkAI9nv2TJcsBLJJ7D+4RVjMujBtcDEgGRiGigwBpSErj3JIoeuoEOxRMRI1QJdaCEJrtYoLyCVUWSGlAg5WRU1a0TjAxNXN3wpYJHLcTyv0JbrkgiUCXJF4lHs1vU6ievoucKTd4KAqO0hGnt99g74ev8plzN7j7wcvYOvLu7ptc2t5iRMGpd8xMgEoyDAvsckBpiYgFxuUQTiwUvXDMU8ev/Xt/gxdf+hE//N53GMmAkJHoImiF0oJIJIWwBuBkTXsiImXKw0i+5Zvf+gaj0YSQBCfDEp3GTLfO8Omnfo67774D8yHDclA0xRZVWdAPLX3q6FKHMIIUoDaOGNcpRCFJAjoJptHsmwXHmwPdJLJUA13vaVxJG1dUi5IzRQ2m4uKlp7n+3Cc5tQf84at/wPt332ERllhyrDrGhNASFx0IyXgz8rkXznDm8oooTqC3ECXGGETS9CtFpAIpcXbAu4ZRMyK4GVqWCG8IbomPedLU+4iUFaPKIGTAugHn/Ue+G38qFoUYEyEp2n5g1S6pmoLGSEK3olESLVIenzUFIioICiP0etAp4+CVLvHrQTAlA0I4Cl3iZYkSA6ONMToUxKHkjL5Cf6tm/t4KeVDAskYkTWUMne+ZLQ4plGSjUpSmRJMQKWTUNgYfJVEmQlyLO5XGhYjrlvzBd34H73su1Jm/iAgIPWGr2eHd736XR/duMzaSwih88HgBj+czdhdzvChpmilb53dohzkiejrbUyiDcR1KlCRdYEXCy4gRkWkq2JANhayy/7BQFCIwKiSzbk5MilXfcn5rEy89szQQ0wg9aGRyWNUzjwPjoyUhRJwEnwwIwe78AZsTyWrpefKFz3Br9i6ng6Vwgbde/EO+/DNf4+zmNifzA3bFQ9Ssy2IaD0FLMnjcg0yYZCijQYT1tKpJVEaw9/BdXnzx+zz/l77KGzdfY7n7kE1j8NEhk8IFT0wWs5azCCRBCqTUSEAkSQwJrRS966HQOOPoUsseS06OOkyTkNYzFiVVKtg6d4nrn/gE5eaIt999DVMHdh/fY94vmLk5AUmQCXQudMa6ZDJIUupxE83eKNBWjiJEQu+wTnB39T5TM8GICe2DyGsP38dKh5OOydZZfGeIw4qw5jISE1J1jDc9L3zpCaabPYSIxCBjoigLqsqQvGaxtKQ0yq+34EjRE4NFKYERgpA8bbeg9x1CKIwuqCuNkhGlI9Z3LE7+1GHln1w/HYtCEnRdR7taUFclk9oQhwEQlLokETBFQMqE6wrObjzLyekeLt0F2eKEJMqSkCRJDBTaEehJhaPoRkzsCDmpSLqmeLzN8nWJe99i2oZ+kaiLMSpJFifHuNCx2QhKI5Ck3LZKESUyuKOPY7xUhGBBZNYCQpGcI8mBpBwpDZSFQSaJUppxUeMeP2Z2fMRIiNyfjpkdMR88D49bhhhwYY4u4Ohon2m9ydB2FIUg2gGUJgqNN5I2DfQpUCbJSBcYNHINqAneo6RgUDBzFtdZLk62KAvD0jmGAEqWRGkoTEMUkqgksVAMMeZJUpmz+q1vOWqPcTayXB2jyLMbrQg8WO3yyjsvYpKlCpFFmvFwPiDJ+LUUc/EzpMQqWCotUbJAKAmo3EFJifMi8cbvfZsPfvxjNquKIUX63iK1JIiAkZmDmKncMUNLxboCkNY1ByEyek4pAqBrSa9aumnPcb1gujNBTxPVAoqTyL1Hj3np/ptcun6NUHqScMzqBWnDcho9odBYkYjKEJRiYXqeWkg2VzXjYoSLC1ZhIEVHrCCUmQdi4wlCtnh7QtAV0+oSfqgYjadUk/OgYdUuWcxPCX7Jpz6zw5UnBqp6vi6cj9DaE9WCzg7EADLscHTYIikRyRE9IGYkHClqvFkxBMuyHxBJUBZFxhSKhFIC7y1912L9X7BCY4yCfrBUpaLUCRkHSD7bhYQmhBJkR2SBkArX17jVpTUk5AgYiKInmlkeWFGGIeQnR+wDwRpGixHGnWXxssffiuhe0VvHaLpJSIH57IiicGwWMg9bCUlMZFBKzLuCKAyiHOUbZtWRkiXhKYsSJTwh9aQETVWhlKIwWdXlBktpCjSBQpmsYsfgU8CtIk/f+CT377+Ld3MmKjFNcG7zEr6O3N97nbhmDFjAEmmjwwvPpigYqxoTS6LI0tn2YJ/JeMyp7Vh4S6UF0+k4+y5jwCVFQmOKhtL0eGcZRKTD05PwKY/wJhGZh44Dm8/jt95/A2dbSAmrEsf+lNtH77EzqpgKzR4dSwlG51CYWoNAEAkvIm20uCGBC1TG0GhDioGJDCihWM4OsW2BLCTeQxJZ6iOTzPFwKfmwD/HhuP+HZ2dSypkBkTF+vo+wFXFbEbudaMWcydkNXKqgDQy3Ttk8Kjh+8B5slsjpmOWOpE8dM+1okyNIlZV1QtI1kT274kp1hU055nzXMnQ9Xs9xacCobIIvCoVSA0kZXJrhVj1GTKn8BKlrfC8YV5uc27nMaCyY7iwYhvtoLVASSB5vI95qbJT0vqIS55idHrAxmaCExQ6WkAZ6O1AVm7g4pw8LkhwzKcZrhL+nt13mO/qBbugZ7J9jTuH/w/vw3wB/GzhYf9h/nVL65vrf/ivgPyXvrP+LlNJv/2lfI0tdVBZjSkHwDkXCFGVegVuNLkpsPKSqDEdHDxhWF9nZ/AxSLJDiPiHdRZhHkAp6b1iuJL0eSAaqOMbf2eT4lkE8NIgegp9QFg2j6RYHhwcUo20KLNH3KJ3Zdz4EXMrYthgiMSWcW2bFHCsSA0pGnFthjMFIkFrmQJKU1EVNigKKkigFAomICZ1yC6xdrLiwsc329Y9xdPsdjDScH29QRMXlZoNbDz+g1orT1uJIRKMYfCAETykFm6pCOZBaE1WJGY8Jx/ugEouuxQbP2ckmlVbZ6pwiUWjqZsqZM+cZlgtkCnS249HRLj0+A1JT/gmtEcxSz0gVLE8fE0xESQ3C0YmWWUyM7CalLJChpw2OQuWnukGjpWRIAS8SpEBAIqXAOQtKUGpNEEMmXRvN0rfY5HAyB5mkDUhVolTG8sXgkUYSQu5IfOhLVGttYEwJYaEQhtKXNEriRcAXklX0dHogTuHimYuI2y2Lhy0744r+cM54q8DWhmA8XuTuVda9R5KDVeF4Z/WIZ6sn+eToOmYV+MB7gowkZxGVIhFIIiJF/v8JtKzsQ1pbUxc7FOUmxIbF7IjlHObHDVV1ia2tc0w2TzFmRXLnczivDNhhTNvuYHRFU55BGs/pbEE7KAoTMwVaDPS+Q4tRHrbyCVUIUJkJaWNg8H6dqfxzWhT4470PAP8gpfTf/tF3CCGeA34d+CRwCfiWEOKZlP5kGFSMidN5z3SsUXU+N1U6i00GZ4mACIFyNEKrhC6PqXfOcHZnk53NJ9nba7g3H/Bpmfv0VuICVHLKjtlCnI5xdzewj2rqqNF14PzkE8xmK+JKcn58leBXDO0poDM7j8DQD3j/YWY8EVMiMaA11GXut4u1y1JrkKpCSoMUGTpbqAqkIEpNUhoZWROSE31w7C2PaE8e0926ybQ2nNs8Q4lGJbj/wa1cPC0SNgS8gpQkmgzlqI1Buaxv80myCp7H9+4AkSAD1nqMkGw0I3TMclbnM0r83NlzGKlwREIYcP2CdpjjlSUmj0guH42UZuFd3t2QbVtFLPAiYcVAm1bMXZlhqXJE6zuGJLL3oveYUiGVRgX/E89hMtkwtfAeYSpKpbIsNXoaJRFCsbSeQWRytg8SQZG/vlAEv6Z8p0zZZr1b+JBYbaRByILSB6TLXstBCQbhUSoRQmBfHTP6eElzaczikWX6SDJdaJhOGM5qUjkQTUSL9aKwAlEmFqOO907v8XNPfJGvfvwJFje/xazfywNIRGQV8zmezE4U0uPVQKEEIh5g230uXbpOMy2ZnXj6ueH4SDB7LBFaMNmYsrN1gaouaft97t0/pm+XbG6dY2Njk9Gk4P58yQd3HnD1So3Xq0whF1O0jEQsvYsQEzYMrIYBFxJDyIGwj3r9mbwPf8L1deAfrwGut4UQ7wFfBL7/J34NEjZIVn3CKGh07hEnKXEEqtpipECkDGa14YByJDlcHmLkc+i+Js3Oo8pNWvcYxxGTTcXEj9m8e47VOw1+2ODKC59gXNTM7zxkdbBHsAuG5QoVcx1AFREXHUaMEFJlcauR2dInIj7krLkQETsMlGVWh2ttkEJjTI0SBUIqtCrWOnMJUaFixnGHFOlwPOqOuRNOidGzXRo2trYoigoRBC5GurgkVuC8QxWaKHPyDZvQSTFKHwp0DF1IzGzPKng2N2pWQ0f0kXHVMC0qtI8IKbLYhZypWIU1SVoLhtgTJXh6QrIg8o7NS+h99jIaIdGmoOgsLlqCgqAiLZ5CFGiXECHgvaCU6581BEQp0Os8gE/pJ0RkHzzSWkaFQoZAlSCpDNvROnEcBVFoiIrSjCiVpnerXFcg5U6EEFnBHvNMQfaBRkTpMVIynDqmmxv0JFSVsM5igsIXnqXuYFyyeWab4qRmuz2L3ltSXzjPB3GfheiwYgAlKXRDSh1DWnA6KfjdR2/xlbNf5t/95b/Jb/z2P2Xf7mUFX8q8SCkyo0FGgxEVBQqtHBeuNDz9DLThARcu1fQLx/7jyPFhie2n7D8WPHx0F6UCXefprMOUCbO1YNlZimaHKM9QVlN8uMd0GhiZhhQjPh7gfEskYF1WHi77HuvABUldVsDsI93E/39qCv+5EOI/JJOa/8uU0glwmSyH+fB6sH7f/+v6o96HrbMaISdYH1j2HbJZG5J9TwoCJwKgCFYRbGAyKRHyBKGXvHfvgFH6OGVRMo3PU7YH6OoxlRsI+xrxqGFHb/P8F36G6ccu8NZLL3P3gzc5k2YUIVCqSGUy4yaISFoXGGP0BBPWDsiBbLzMu5YQIkWRM+1aGgpVok2J1nUWk0iDUSVa1ZAE6cMx2Jg9jcuhY2++ZEak1HBhY4tSkgGewjB4x6w7RdeCpAIpaqbVFiIqLC1SlxQkUhCo5jzBes5sCtIcGmM46Y5Q0jGpJmgy3BOhSAl0gr49JHrBRg3OZRhpH7NIJEmDE9mmpVIkIlhEi4kS7QKdBIeEmFHmg0j0RWJsStroWDhLKhOpyOj8gpokfE6eqsAyuEy1FpLBBVKhiGmNoCOikqSQhqRh8BETBKOq4tmnnuPdd99l0a4IcQVyyHkCAiSJXjsVbehxLif+JoOgvX/K+KkNlnKgEw5NTXJ58VEoBhPoLsDD3SO224azpwWXzrzAq4v3uNvcIVQDjTWIFPEqsdIty3jIi29+n+W9c/z8J77My+/e5O7pPQY6xNhj1w+YEAuklOhyxfmLBVeulvi0R9MMxHjIdMdQjAzNtGQ5azk9KegHwdAlVDKEwZOSp+1PEMlgk8UVE7a3Ps6ZM9dZzF9DjRxlcUJZJkw3wTqPFB40dCqxsj2WSCP/1bck/wfg75Exq38P+O/IUhjxx3zsH7tv+aPeh+vPNEmbmuA8rfMoH7FhoEiOrXpKTJEgNS71ZDl3kcWoQ48YeQ4Wr+FlRXMUmMaz9I8loZuyIa6x6pccLI559K3/k9CtaE+OmFYG41cYBEaZLNfAIJPKBCjhc2U5eWLy67NbJMlAWt9kylQopTG6pigqtDYIVYA0KDQkjRQFKQqkiKQ0ELwmRsOF7cvsrZbMh4Gz44apqpHJgrN4D4UyKBFBeAZnmVRnuLz9NH27YOEf4sJAjIlkKiZnb3D8eI+CGWdMQfQ6eyJDT61BxkhaB55SSNQIlFhRFIKUDEkaBiytFMioMhL+Q8N0zFv0VrosNA2WpZF4BHXQmBAYkmMZOsokKUm0weOzbx7RS0yv8lNdCbxMCBlpg2UsSgpZgpBILfHJoYREpohMkjo4KqWQJjE7fszbb8NkvEPfiTwnkAJS50KmUoKUPFnMJ3FOkYKgcBI5ONp7J+jrGis9Mdq8mwsVKWk6HRGbC1rnaLod4soxSdt8rrnOBTPhreEWggBBIoOgLCAVHSeLu7x88oBnTp/k0vgsc7lkSYezS1RtcH6F1AJddlx6ynDufCRwiFYqx9JDxPmBvm3RBi5e9Vy5doHd+5rDPUkXwVoDqgI8EUU/BCBwfDDQrcZcuvSLDP5dBvcGSlZMjGFUGQbbs2iXSAEhWQY/kOrNj3xz/5kWhZTST9hOQoh/CPzm+s0HwNU/8qFXgEd/2ucTAqo60UaP84JlK6lUST0p8IK1Wisr5LVWtF3PIBJGSwZ6VsLTpoHp9UOK7gKbxcdZvqvx+/c4eHCfkBzOdhAsE6Mw1mGMzhN5Mcs+hcj47JRS7mCkLEFJIj+BQkxk5alErZHjxtRolc+7xpRoVZGEznn9kEk+KSRUCAifcD7gE/TtkqvTLdSw4kwzIYW8iseY//TDgBAS5/M0noiRx3snjEpDSpIkAghHMdnmyU8+xQeHH7B/fI/tZhNiiQwbjApFXVbZVOyzfVjGhJESo7J2j/VNH9fAUBlyGEiohCAXVtdQbexacBKFJolEICHXctQQejqh8ToDdUPwSKkYFxO0r4gy12gKEaghH8eGgbJoMEOJVIpEdisIlUlWhdC4NXnblIZ2WNFsbmE2CuSqQQaVceYqIkTCJ0tMIVOMYsL7QPIR6RLucY8Zj2lqgy8EgtxdQZBN4S5RTSrUlmFmPMfVy5wZzvO1yS9ysX2CH7UvYf0SkTzReWIpmRvPckPw49ldLinHV37pX8MLz49vvkg7zECOcWGPc+cFV642OP8YkgUM3lu8dwQn8QGqpqIoLSmdcOOZi0wmmvff7ig6BdJQVQ2TUUMKks5qlkdLfBe53/ecv3CFptlmtbxDal6nbjp80TL4Y1Ztl5kNg+QofXSa80cvSf4/bmJx8Y+8+WvAzfXfvwH8uhCiFELcIHsffvinfhMi0TSJssy5be8rBlcxeEMbIi4lnAsUVYUpimzLEYKkNF2ApYuoSYGuDIUYsdwLhCMPi2Oa1KPtEu2XjHVApR5NfqqQMjFarnvfSeShmEggpEAk7wyEknknIDVa5wGUuhpTVyO0KinLBqOrvDtIGoVGSYUikWIOmyCyd+CwP+XB4UMqLblYjhi7lLsZMWaXgE9IaTBlvb5RFINNXL/2FFoUOaMvAqnwRA0vvf4iR/NdOjujKDUEzYWdj7HRbDCpasy6ci8SaKnyhF4CYkSslWNxDRWVUqGSQiWJJMNCIeZFkpTnNNDopIiRXKVXGZffCktLwEuNTYIQFClqLl+8TtFsIyjRUZP5RoLCR7RPbOhtjK9QscDIEq1NNh2tPZh5VDniGVC14Gu/+jWuX3+CreYsRaopaFDJoFOBjJroPSH2+NQT4oCMEeMS8tRR9wrlBMoJhIsE77NlXAuWZeDh9pIt3dCbjrvVQ955eJPmXse/eflrXJc3KDlHUNtY36BSg3CC1kTeO3nAa++9ybkL5/iFr/4CX33ha9Rik41xxZMf2ya6GRKX6yw+EYMgBoF1HiEVphAI2SLUPoE7nL040Ix76ibPhIyqCeNmQmE0KSzpVrv07WOGbsH+44HjwzNMRr/MqPk689WzHC0n9MlgkyClhtpcoF63xz/K9Wf1PnxNCPFZ8tHgDvB3AFJKbwgh/inwJlkn93f/tM5DXhQEpbLojZr5AhYLjwuS41nP1oYi2IFRWWCKMt9kIrf3OmdZrFaMJhOk94wWz3P6lkE+KmC5pF8dEmKbOwZFQqiQX2hybf1dwztIEFLAp7wMQACZ215JiJ88yRQSY0pGowlKaVKS2XatytwfD1kDLkSuiQTfQwj00eOV4Ci0HAwzvPdUJrJdFpA8iYAPDmfXo55rC7EpR8TBAwWXLl7i0Z1beZYfC0T6vmc1PyDGQKFzYfT5z3+Be/u7zGanmCBynl8KEhJhNMJmX6GSco0AB8S6nScUKIHUicDwkzFmIUElTRFKKlHTu46gPUkFBNk61aVEFwVeFvRDxIhEHwcu37jOtY3n+MPf+xbS5RyJFJpkFIUQjIsJMVk6P5DWHZIkElpolEx4kYu8McGd+7fYPdnl+Sc/x8l9S13VSAmrIUESKDQxdag64ok/ISOXRhF8QvcpI911QERFVBErIklGpIFhq2X7YMJmOM/D6SNejf+Cq+ES1W7Fzz79JeK5MW9+8BaHh3uc9sf0wrPQLRjHW+/f5Pbtm0zqghe+8DluXDtLseWpzYwhCLSuUKZA6ZIQHFa3DHaGMQVGF4TUI6QnRk/EsLndsL9/itYTYvB0wwxr58xWH9A0JXYBi25CXV+i66+y6hwb46tsn71GIz/L0eJ1+sVNUlyysVmzWS2B/T+fRSGl9Df/mHf/z3/Cx/994O9/pK++vgSJjbqgH8g+BicZBo/zieUy0ujEtNH4EIkpT895H1i2LaoIjE3PNE3xrxfIexUsTugWuzgXGIIjySwDJUmUkmipUUGhlUJLlQlMMawr9H7t+wKlNEIIAnm8VirDqJlSFBmDJaXJ2QOhSVEhk6JQBinAhwEbLCnm6v2p85yfymmcAAAgAElEQVQOS1waqOuCsta4wRKDw6aBGCI+GJqqwSeBEAZExOgtmo0N3nvvHYbhFMoWFAhVYpJipEeYrcsYVYIXPHx4l92je2w3oENCJkg627eW0VI1NYXWyBgzQyAFIJGEIEiBC5EhhXxWF/k4RUyoCKNYs9WcY8aC4xiyYj0BBDyCoMCmSNSCLvaUUvHGuzf5+n/wd7h7+w4Pbr1CISVGG1KRKFCshjZr7LQmEPIRat3hkUKgP9zMro8Wq/kBP3zlO9SpIgaoipqPPfEMDx/uZtOXk0Rr0VkZhRIJU0iGwZJzThFVZjZDNOBUWs+XJEy0nGyf58LpDpfaFXvTXT7Y2WU2f53J+3v86tN/HWMusDI1q+vPoJ45jy4tb7z5I96+/WO6cIQfKXYXr/DU1Uts7tS0/ohKmfXrKnerUvS44LJ7wjqUNiRklgHHgSEecP7yDd55+4QYt7AWYmo5Xdzl4o3AuXMFkFgtj9k/3OPu7k3q+hyT6hJbpx9jOr3OxvanOPv0Eff3/jmI29RqE3j/I92PPxWJRiGgFAJlMvsgpcSSXGjxTqCMzDeNj+hCMriOtlsRSTT1lHGYUh3sYO61yHnP4vQUFRVDCJkRIARaKUokZVAUSWfTbxT4EDNlN2X1Fx+eNaVAaoWSOn9PQiJVPj5IYXK4RRf5jB/Fuo+uMwZ8/QTOYtd11LfvCMNAneDidAMVPCkFbLR5oMtFqnJCVY84ni2gkCQ0P/uVX+X0/mNW+/eRuiXQrTsJJSYKnnziGYpJw613v8vy5JiDo5vIqUOGPM8RRIZ7dNFxPLRsqiZPdgpyuChkD6LQAq8EXQj0wWN0olLqJzMfBsU4NdRDQUwjZmlOoiOmsA4S5Uh3cCCMwroeqxT3Du7ynT/8EU89+2lO9m6znLcZp65ULvAWgmgj8cPfu8juAyHyPEMiZKpxShAdlYgI2TMkh1QlyyGwf3jEqNpiOtphWC1Zdif0BDpncwFTaoKJdKslIS4I1qNrgywV0QBakklwgnl5TFNKNobLqHaLvXqfrjngqD/gf/k/HnAtneWSOsPW+ApiMBQJPr5zhVsf/BA57rjxuSucmTiQ7xNigxYOZci1pKElJofUkf+bujeJsSxNz/Oe75/OOffGjcjIyKysypq6emRPZNMtkrJskQIlwgtDsCEbErzjxoA2XnnrlfcGvPDWa8EwBHhjmxZsQrY4m2Q32eyh5qqsrJwjY7jDOeefPi/+U9XdAg0WSC2aFwhkVmRk3Kib9/znG973ea3NGFeJc2Sk+zQMyGBxxjPOj7j76gnvvX1JVmW/fYDvrzl7pafqA2pKHJ102L6ynyDX59TpPT569OfYZ1/g5PlXuHnzjJfv/jrB7cm7Z8D//Zmux5+JQwGUziqdN+Qxs+qEaVSqdaRc2CeFfeZk1Tj9c0wtrDMYhrzmZPt5Dm8p4WkmxwknhjEKpTQhSecCQQyu0lwCVVpgJ4WiTU9ftbQWwYAYh9J+tb7DOE+prXLwtmsRd7RDRVQQbfZewZKzoiU1nXpVcoGpZFKKeIVbxzdwKaFalzdtJOUZI2u6sKHEghfIVXnxpZe588LrfPyDd7i+fox17esVhyCsQ0dXE0/v3WcaC7syM9c9N12HYRkaAllgrsJUBSMGbw1uKa9rahWUU0MVmKlMn9iJrcHWNoBUlBAcL9+4y4UmHlxfInqFqpIs5L5iaiYkgzU9SQqxJpyfee+9N/mP/9F/yUdvfpd3t88R2mYn5j0Pd0/wtiHNRQXrDFYKIoITQ5FKVUulJTo7AKtt22A8guPxs/tI6fniGwNHR2vKOLPuBrK3DJsVs1EOtjJdf8z5dJ/9tGM3H3ADmMFj+g5dCE/H/sDu5jV33Re4XVYM6T3O7QdEl9iXa94bZy7HC1ZvP+D2+CrSOS7rI6y94uvfOOPOS9CbkcFWUhyJecSZTCWjVHKOWCPkkqgoXec5Pd7QOY+WhLMBYw2xJlb9MY8fnXM4TGDP+YVvvoHtH7YsFFuoeYvrKp5ITZkXXrhDVeXp8z/l4flf8OT5qzz86AvcPvkcL7742me+Gn8mDgUrBucqczqgWdHq6UPXyqxY2BaIk6FXJTFSfEWMZTCWk+0NeMshH2wp84YonrFeENmTRAiu8QlMbcIdNUtmRE3NxSdK0QoGjDUYa8kFxFqCH3C+Q4ynLhsHNGDUNVGSLsnDYpAi5NrSs41UjBSQQKrClK6Z4szN1YATg6bITPuokrDG4MIZNpxh5kxnKs4Zpl3id/+P/5NNX5jSJdaNzT0oFmdhzhMfvvdnTMXyPF7zXHZ0PrJxp60cNYkAlGIZDxm0p8NgNFFIiHRosTgNWBFSbXf9LH7RahSkVKRasilc1wvKBF/8+W/zF9+/h9s/Aq3sO8s8JI6L42QauBFe4tl0TZZrtI7sn7zL7/72/87dVz7H++++T54vMRIRn9jlHX0ZOKodwfZoPGBCgVwRv2yGrEAVVBt0l5xxxkJOzYG58mg98MN7f8Dg1nR14CTchromdke8/rWv8tJXv8zxd/+I1fm7/OjiTZ7GjzmULT5bTKlI15GMslu3edXb++9yOp1x9/hV+tUaffAhc5mJvvLQPafmJ9z78ANSGJjsI778rYHPvSaglwy+Q6uhuJGYd1R1hODRT/Ic1VKqo6jgXKH3BV+XzZYYFE8IkOoDzm4X3v9gz1e+dsTJmTD4I0rt2B0ORNvMeuIdMh643D/Ah4HhqOeW7dqyY97y8PEPeHJ19pmvx5+JQ0GrMh4SuQrGBrw6duWAkcqNjWdfMjkJ18lirWPoBNlnzuIryIM1Fx9sWU2CykisLQxFxbYMKWtxi/LbiWkDNlly+7QxAa31DZllm4ddUVzosdZjbcC6gNKUi05WaGl/X0xT0+XUWoGWOVYppan+5uLYTolxnrkxrBm8o8S0iJQEJ26ZTXQQjjh9/XUe3/8QNZ5p3DNdXfGt/+g/4erxOzx83jEeEiJCMBbE8jwXbK0430O1pP3IC2cbHE3tp7VlaqAVp7DxFveJoUgBaRddcAG1zZ8wFGlVkbTVVF1MSIVmanr30Qfc/OZXWZmOsdgGDrcOdR1Ve9abW/zaL/0G7/zwfR48fgcTDmzHLX/0u7/Nqy+9hndKmWvrGY2h9wJTQl1H6I+YJ0G1YmSmlGVYqEtaEouCUds2RZf2TGlVw/HxmjRnZr3mydUB362x8Qn3f+cH1D8yfP0Xf5F//Pf+A174YMN3H624mM+Z6p79ISKmMK0TYwfONsVlrpngOm6729zytxhePOL9q0dsy47ZwZgiYh/zlW8e87kvKrk8orMWskOrkmsLchkPI4O2G0aKCZMKc8nkuZJFGccJ8T1GDFojcxxJzKRSWK9WWHvg9OaK3f4heFjWRhhtZKgglmoDuxm2U0RNwpiZbp1Yn0yswjEp/i1zSYoIw3BMVotk5WJ7ibPKjeMBbw1hP3G5VXaprRBXxXOaTrAfnbD/kcFcZWSMTHlHg2ULBo9IwdZmmHFWcMY0eEZZ8G25ILbNCsS2oA5jHH3X2gbE0IVVqxSUZQ5hmzhJmjVYRXBGyVmREqk5tdLWBVJWMkrfdfShQEpoLm1YasA5t6xGB2bbYW6dwnjB/uFzxBr2+xHWDnvSs61zMwYJYDy5wFYsp2envPLq59i+ueeGrrjR91jDTx1W1Xh6YzjtPMEu61gxiLb1Ym+FajMmzZwaz8p4ckmYlmrYBFsohzKx8yPPnz9ig2MrHclmxBnEejKGWCrBB779c9/iBoajW5Y/+P5vU8rE40fvM/Q9xiq1ZekSiBjXU2oGCShwenyLq6sPQeZWJeTYAlOUT392K9K2UNKoz84uAcReKbbipFJ1T4l7bG/Ic+R7/+8zvvOnv4d/7Q6bfoVbd5wfnrI7PMY4ML1FO8i2oDmyky1vb9/k6vycwQz4PPCf/mf/lD98+/t854d/TpYDd14KfO5LZ1Q+oO8d3lpqii0S2Qi1NtboNGWMNRRt+Y45geARcaRayRRKnMg5E1MCp4is2aw3dOEaaytVr6hlRRe6doiXjFTBigEbqKsVJk5M+YAxkdXKsApXHPWRjr9lNGcRIVchVbi63pFTZLXq6VxF84FNsKTBcciJOivTY/BXA9MPCuUjgVjIU2zR4NIGf1Zbj2qU1kN/AufUuoiRCtYv2oPQA4aua78aaaGizdwUmnTZempRSIufXwy1FHJOC0ewYkrEaGGuSkqV/RSJOdL3BuaxQUGMpWJw3qJGkALGrdhq5Ru//qvM/8/Ms8fvYVGSFp6d32PaPUG8Uou2u7p45gRRlTuvv8qkhe32ghPvCdrkxaKNO+jEk1XQXDBF8QFqLThjEXVYtQzOUS1oVAYVNmZgLIZZIwWwph2s2SuTi1xdPWHIghTP7A3ZVfCZSSLrIfDn3/8d3FM4u3HCh+89QMkNruuUmGrDlddGOPZ2aQso5JLpwxHf/Oov8Yd/ckEql5QSMUYWIjENVmoW34NIEzAh1JoWVWm7S1MtZP2xNkMCVSpJrnh4vuPJIFzqRPQzeUhID71b05lmXLPWkclIqFy65xyyYzfueeeDt/jFb3yT22e3uP/eu9z9giA8ImaL7QdEapNgm0IcZ6YpNoKSWJx1DH0AwMWJ7WFLyYXoCiYlgjN4G/CdRawhpyM2m56SWlVhusThsG+vWwiLVDiTcyY423IjKi21Vg1GHTWBWsX63We+Hn8mDoUKjDGxHxMxzdw6u4GhUOYDwVRc1xFV2eZE3VpW16dwb0X9eMbtc5sX5Aq+DeBcrbglIzDYttQyurgcVcEI1nuca61B16+oCtYFvO+QGii69LO4dqLjcFYwFmouzSGpBVMrtSRMLRhqc3SKJ1chpogzBSmpQWedQ03zWcgSfCI0HuBh2vHg7R9QS8taTFopovzwu7+L1R2eGXGC84FcLVNWVr0hxz2PHj3k9o0Vq9KchuUn2iURR82WeS7EqviNQypYaaivwQ/01rCdJwzKalgRGDjqBp6kmZGp5S2WQjWwqzsePfqQG25ANbDVgvUCJpG7wj5d8fHl29yYVmwfPeSiXLHXub1uNbUBp7Z1o5Em+RUpOF/JZY9Rx7tvvsXpjVs8fHqN837BqbeNRV7+DU1DKYK2TqQdhIVaFZaG0bpA53pyVZwTpnKA/oB2GdYgJqGSUF+xg6UPHaEaAvLjWHipXPgLBhfoSuT3/vC3ePfB9/kHv/r3m/Dq5MCj6z3OG1JWEpmUZ6yN5KIE27NZbz5V5a5WK4wxHKYdKR2YU2LOBh8cSZVgPDVVhjDgZY1ZQDJ59vRdIEvlar9lqEPLkiiFnDMVZcwjU8yIcaz6YzS3+VgsBj/8LWM01tr8/+M4c3S8oQseqQJ4eqOUIgxd4aYk6rjmxu425V6iXJ7TWcGavrUD2mOoGI14EYx1eGNbkLA2Y4YxBnG2VQnYhdlg6Pvh062CNR1G2+AHaSVfzcvaTVpVoCWhWhAyQvp0dZayElWZUsVQCb5lRQbXIdY0jWRtByG0VWCqM6GzPPrwXWxtLIl9Lcw10u+fQNnRMVI0YWRFqo30c+qER++9yRhHNjLTkTHWkZ1DqFgRRBzYHnEOLwFhBM3tDltqi12zFW9aFFrKkZWFzvXY0jITlIpZwCvJJSQmVnKCdwM7VY58W9sWpw3W4mZqF8gYrqeZMbXv7w0NobdsQawx1NyIWsqMEYfTxPXTx8QQSVXR3JBiIu11sxgw/BSFCWnVQqktzBVJTYpuegwOZxxVDVRDEI81I10XceSG2jOBIANmaDcPqdDkT6UJycRRUiXmHeoqjy7P+b3vfcjXvvQqKW452ezJsidrYjdGxphQIoMdGFxPJwFnPSVnJDV6uQVCMEwpM0VFjWHTrdFc28FQWvJo6DJaIR16bty6xTY/I+aMxrm1n8agS+BLqpGYIuvhhKHrcFUITvFWmGP9zNfjz8ShUGplf9jigyfGES+K1YLVjBhD5y19ndjUyubolOlBoTxMrMVgfaRGi6hFqscgeDV0xrQWgHYYNKutwTiL8x4bAlUNXTcAjr7fYJbZgWbBqEGMB7G0m5uipVJTm/iaJTQUTYBSSwGFjKHQoJx98ASXMTiMdS3aC8CapWoB0QpOqeOO++/+iNOjDSFVDgjJKePlE9Z9xbgMmDbVThXvAqSJOI2N/jQ4jNbWIlVFs9ICFDzeHfPl11+h2sr5h3+4zDGAqtTUHJHVZDAw5sS4f46dAzkssFTzyeCykm1EpEAsVLHMVjkKHsVhqagUdOWYpoLvPNk5ynWlVMUET0FxWoGCltoUoR7IhVwmlANgqNGgxZPJrX2QirctE6TW5UBYiAqq7cRXze3w/9QVGsjVgPTcvvMyzy+vMHkm5IRl4URoQMXRSQAbUddK7mIj2RQQi8traiqIKdhu5PVvnHL8wsiV+T43OkuKW7IkplyJGVQtPhxz4+gEnQt5TjixBOOgKt5bQtdT7JpDnNkdJqwNVK9sVmu8CFqFcdpRmLFeuXfvCWevnGHcJeuupZbNU8b7AEYa7MU4qmZWqwFrlWCVo+AIRhg/+0jhZ+NQUFWO1w4fgDKz6RyddeRYGLyn1AmXEnfsC5jnHfuPnzPEHidrSnRUBDFKrxnNFYdvA5/a3lC6tAttRmWxzhFCh0jAuzViBoI/JubmA3C2oGKpOGptswhbM1JrownnRhSm5MU3YCjFk2slARkll8Rm3eNNaVkGpQKCiFJqASONWSBCSYWTUtk9+YjHTz2bg5CBp51SqlB9y8Ww5hhJa3yd6LqR0nnKPONNxfaemEzLmcwZp11jGIhw55XX+Nov/Ie8+/6f8/S9iKnm0wyNRKIAiYiaws5kLvqCtZF1meg0kwQSi1TaNbail4GgM6tuhVoo1nGcIUnmMGT6zqM6E2548jZRxKLWQyr4avBSqK4uHEyDIWCsJepElcqt9VcY5jOe7e4BB0Jw7dAVsNZAbu5PI6ENKW3FmGajtvRLXFrD5RkSz59+iJOBIQk3NoGnuyvMyUA1ivMZzw43eyYprMRBrVTNZDJeKiY49jrz+TcG1ifXpOkKL0ccJDAnENdxiAdiynhj2YQ1XjokVPb7LSlN2N4vYMlMLpmUKt4Huh6maaQzjrXvsN4z15lZJ0pVjm7OnD+defLgNmd3AqvQuKCTBvYR9vaaAxcc4gL5UUFS5Pj4hN73GBWmeP6Zr8efiUNBBE43R/RBGoUHaRFx3oPWNoByHV3sefjRc6ZtYaUBFhef/QTkWSreGJxpUmPEIEZ+rES0FuMcYix9t8bYHpEea4dPyUIilWZlMlBaWjCppflKTq1/K5laZlRj4zcWbZsJmly1lBZz3nUd6MyMMJnGomym5NYIC0JWoarQyUiuI1cIJZxgDpYbI+CVWg2GFUYGcq503mBNJGal5ky3binDxi0EIhEsrQIjZR7du8f1+b/i4vl9pDbvgRODqQ7vLbjKDFBpwbVYqAZnAkZqsw43nitalUOayB0MYWgAEdNkydYq2QqpZLJT3D6x7gOcWPyk3LAD47QjS6aatl37xHkqppmw2jA4cbV7zp07rzHGC+ZYyJrpOggmNdaFqVBNc3caECMgDq0swwYoJaKfgGhLoxEdrW5x5/IO83XHx2HL/MIV2WWqeA55piSlRAiptjYvKVkDmmeOb8CLL2/APVz0KY2dEToomim1GekG11ojqFjX5gXjtEdMXTYvhlQiJWU2w5quG7i+3rE77EGFzjqsNeScqApvvP4K1+f3uf/+A1577TW0PAFzoF8rycFuVuYJyhTZrNZIyvjOLzAapdT6l/ML/n8ePxOHghHY7i/YHTKWxjc0S2qPVuX4ZMN6OiZ+YLn+3h6/60Ey1IIr2i5hMXgfsDRloYrihx7rPMa2Dx8GvO9RwIUO53pUA7Uu/dsy0BIsoorJMzlOaE5IydRaqHUklYlcIrXSQlCLRdWQCPjVhpoOHHnLlEeQTDENAmvEYWlGq080bnOZeWQe8eDuU17+hc9xV1/l6g/PWTlDfz0SSZh6g81wG4NjrpcYF6kambeVTT+0VqkUXPBoWxcQXSRmw1giF4/fQeRtbqwtK+9BhZqEGgE8xtRWHiOc2BXHbLB+xazXjPkcLS3H00phQBhN5WmZCOJ4cdgwscfKhIYmdVYK+YWKfRK4cd2zen3DzWeR4/PI4+K45xLihJPaBsMFFlpzy5DEVPb1Mc+uKi/feonr3RmX8yVj3jKYA+IqyWlzeNIOW8WgtfXYzhlKjS0SzlhqGVtrYh1XKXLMhi/4G3x+/xpPritPTracu3MO9oJR9uQ8MkRtGPwaUAInp8q//2svU/RDchkZQrMy73YH1CRiiczzhHeerrdgEvvpQE6REDyrTQOutCi35kS9ud5gnGU3z5RhzbN4yWWauNkfM5iezWpDSpmXb73IF1/5PL/zO3/G//W/vs2/90uv028KUZ4yU5kTzNcdG5d5YRhYdY2WfXX1jGvn6YYVJnx2l+Rfyzr97/phDZyerFmtB0ywhFVHdzSwOlkTjjq24w5TLdPjiL12dIRmmKGV822abppF2BqMt7iuox/W+NDjfI8LA/1wTOiOENMhtkdMD/hlEm/acLEoaZwpMUItiFGk9+wMHIKn0GTNqpaillkdyfRMdJihJ5PIdca5CloWl6Vn8APeuOYENIk8VM655FF6xP5W4ugfvsHlzcphu8VG8Gc9V/0BkR4vazQLKW5BRowoZIdR6KxHVAnOU7W1JqUusNTQMRchGSXbGQaWAWtLRHKux/thgdRmRBRflReGY/7u17/FN77ytWbfrqVVAgK2FIqD0jtun9zkNBxBbS7TorTpvWTmbqIeNxeqzC2l6LKMZAveOkwViipVG06+jTjayrhSSTIzxis0jbz+udeYjWM0A8WcoHWFaKDd0xpkt40VLCy2bq2NEyHyCSOjIlTER7ZHT3juPyYfJl7Pr7H+eMXN6Zib3KI3KwTTlK/WgBWsi7z82gnG7aka6fs1R6sbHG2OODs7Y320Adoh1WzwiRjHplex2qA42tyeKSemeUJNk121uVJjXThrqSjbcc/1YcvV/popjWBmjDvwd375y3if+NM/+R77fU/Kx8RsSbFVpsYZpjwy5QlMQwA439K0xfwt2z44I5yte+ZoyS7Q9R3GGpxzzPPM3hrWZc351TVhbhzDusTIOWMRazG2TWERg/UeG3xjJboO4wIii3lJLV3fo9ai2sRKFo+WZRiGEKSV5alOuOM1YXNErZXnl1uGGNv60bgmhLKefnNGro7t9jlWZpSp9aSmYFyP8wOxtIyI3As7Zp7kay79gRuvn9HdtTyo19yZVvSXaw6xJ7y0gSeG4E4Ids00HrB+i3Ejqp6aAl7anTXnAsEskNl2p9ScMYBGwVYInWBprY7QqhZjHLU2dqMxQqkZWwvlasf9t97FvthRtKHUrDFY03BuftWSm/M+sVkPPEJIIgiOXgEz89wc2HVH3FmfMJRM6S3Xg5Ci4haYTDGtzWlrXEWbmhkBsKA5cn7+MZMzdDc3zOWIuEsMeLRegiYqCWvN4jJ0jQxeKlVlaQdt224s9GfNiSqKDpV744ecTYHTfsBfF5x3XMoVRT1VUvv5rCWExK0XAqVe4lxHcBu0WsQUxBiGvme796g29sQcR1Q8mUZXWg0rKpmiSswzJZf2fqWFJqsqwXtOj4/Zxshut6PUPcPQ0YeOIgdEEibAL/3dz/P7v/8Dvvudj/jiN+62G0zJtERloVhlLgliJuWEJIvXntXR6jNfjz8TlYIRoauV09Bz1q9Yi+PEdXRZcbEyOEeZM/NVxGePFYtKbtpFEax3uL5rA8U+4FcDru8JXY9xDu877OJuFGlZEoKnVEHVLKo4qKU0sEhJ5DgyzyPnT5/w7kcfUoeeF7/8RUzXk7Fge0x3xPrGC3zt7/0DNKzwQ8B34LyCKQuYxZIRdjkzBTiXAw/tlt2ZUl4buD4VntUEO2H1JNBdb+iHO6ToWJWBdX9jSSaem8KP1FqW3KzfLPqHTwJSrW18iFAMdhaOTEePpReDX7wairYe3jajV9W2FlYt5DRT0sTl+TM+eP/dpQRvIBypijHCjTunnNw6QXNB59JWYz4gxuNl2YK4whQSeRBMLOQA25WSgmGQgCtC1to8JNKqBBblZKNdNRydMvLk+ce89PmX+ce/+Zt0Z3fJssaYNc6usBIwxi4CprIMfpvSUcQS59zmLMZQS8ZXS79bYUbPrrvkLf0eW/OU2/6UYd/jc48UhxahaKWYysmpYbVuhKmSlZKEeU7EOBHTxDhPHKYRVaXve/ouNMNXmqhaiDkyp4n9uGeeZ1Qrc07NjLckn3lnWQ8Dm9Ua56RVnGTUVK5252wP54zxnH498dVvfpF5Nrz15jmHfUfJBu+FaoQxRdQKmRZJuD/s2O+u2zD2Mz7+urkP/xPwleVLbgCXqvqthfr8Q+DN5c/+QFX/+V/1HLlWqm87drKnlsQ47zECR+sjxjzCmEjXQposhj3VTjhZ46rFOaFQccMRLvSYrsc7jzOCmB7jV4h0CB7LYnXWDi8GapOXogXRRI4TtoyUeEByIUgrtp+89UNe/vIX8C+dMK09czSshhPu3nmFx++8hRye09UJY4Xar0g5k7RSs1BLJpnER/KYZ2fXlDsGs3LkuTBdX7EqS2z69TEX2x1uOEdSzy37NVK9ZKqPIGwpRhBWUD3GFVwv1JrbnVVtE7qURfrr1hRgnC5Rkwl2wLuenDN5MYC50HPnpdd46/73iUnRaohGqN2IEqkqSIJqLF4aOel5v8PceMzu/o5X02s4b+h9xZkAAlkyalesUkLsxIP1Y145vEjWK4abyrTLHIeXuJYrRvscldy8KFopYqlqkAVln0kcQiLbyOMnP+TXvvLPePk3vs73/rcHnOxXaLF0zlK4ppJQaVoAtN312wsjTRuiGTUwA35QRCaOiptC72kAACAASURBVHLYXnNv+JDpRDn9eI0/WhPSQA9Nhdkrd28LK1fY7x1d7xg6SCkzp5mLwyXbccc0J9b9isGv8FYYvOOwh64fmHJiO0VEYd0P9KYNePfzgXkcEbMMWmtloLAJnss0E1PB2YLoASuWLgwY57l5Z+LnfmHFd757QX7PcvOFgdsvRlZDR04tdMcGT+c7UpyJ+5n42QuFv17ug6r+s09+LyL/HT/Njn5XVb/12X8EQGBOzbUnYii14Bz0Q0+aKzmC7oR5X/C0oZ40bhKWNgvQoviupxuOmmip63EYxPao9BS1GG0EZoTGWTCt7xcyJU3EeU/JkTnHdrFp08ZNuwOh9zz44Vts7tzi81/9MuMoPPzgIW+/9UMkTgQpJCckaylaiAKH3FyNV2Hk+fEItzvUOa7LATcFgnpYC8/KNTcvj7hxtWopSmcB9pET47h/uEbN3Ai9dGj11NLWrc5ZYkzAJ/1zy1t01lKrJeW59ZVm4VzWiqGlKBkbcCHw9Z//Bh8+fRtJzSqOMWRtuovgOmw2qLHtgteEGSzJRUptnMZgV3g6xGSMVxYFAo4mAMp9JBnwcUCODNOtiY3dkD7K7GVLobYQoMWqTW07eqPLwBnFWcPVo4f8z//Df89//l/916SPHvDoj7+Hc5YSI2ItVhKYgvXgrG+tyIKTl3Zq8ol9Rant/ZKEo9BxdSg8fvSM0+F1jkuhsqW4Lae34OVXVty6WdhPlxgHvrNgFBuaB8aoUA4FI4L3fknIbvOFPnQM3YDxbd6Tcm5q2r4jpomsmTRGjHMMqwGAXBO+99RJGNNMrgX6FX3omkjL7Cn5ms1Ny+tvnHLv/ZHLZ5YXX7jFpgfpmzFvHHeEdY/3jt1ux/5w+MyX498o90FEBPinwK9/5mf8y58E7zzBe0pu6x1r4TAfOOwqrtyEwxpbpgU2arDV4/E4bIths4b10TH4HnGBKg5jB8QGijqktjuQlrpAWXNLfsoT1EiJI3HaUbWQWmOKKWCrMFhHmiuhWqZnFzzUd1F6yuGAL7ndVeuMhqY/nyQzuYkn5hy1lenFQv2cZ8qJ6To37QOGYpVkZ9QJfjoixA3HdqDst4z7HU8PF+S6BdOUekZ8yxS0Hmc9MDa3pbXNy7FEti8wCHIubV3rGlatlqZMdM5S1TPFwv0H95jGLb11pDxTFgCKsw5rXNvqOEslYwaD6w1zmRhWnt2TA0EGej1idleIa7AU1ULNEZUm5Jpd4jTf4nl6SLkb+eBH73JXX2dkx1SvgYo1DQQuSCM+1U9mH0BRvKk8fPsd/uxf/zZf/spXefCnP8BIoSJ49UDGmEhFqeobMVkV61wTOIl8uqJTKuRGflpFhy8rLg+OD+OOX/3lX+HfvPOcC1u5+6U1G3fBlPKnEuVMk4y3tbOgwpKnYai1EmPEu7ZTWYehJaEby+nJDbb7HakW5poRJ0g22C5gnWPKCUompdT4G1raRywMoaMTGOcRkYS4RObA8c1TXpxPePDgGe+89Yyzb99kve7w3mGopDRjnOD7wBTHz3w5/k0HjX8feKyqb//E594Qke8A18B/o6r/5q/6Joq2nXLJOO/pxTPOW8YxonUF28D4oJK2maE2c4kBKM0h1t48nq5bk0wgDGtqtah6ILQyWCzU9kapuSzBHYWaJnLcQ42gkZITsTTjjRfb6Etq8CKk2ECa8dFzjOnp1IBR1FaizqQMs1Gu2HHBjqs7if5Gj97q2ZktsSrGN+BL1Eg1bVDm9wHShpsvvs5gCudPL4jTlivO6WTGkNu+HY/WlipcS2yaiVrBOWppk+ZaK0mhaiHXdoG2iUOlVqGzhpwr1TrC0Yo333+TKs29KcY0RuRyANXc1qeCUmwieqFa39KNbWBk4tWzL3LwBy7clmIyarRJwSkNie8Ec+Y427/EFPbc697BngTqttLRM7Jb9uhtOi4UqjaMTGU5zLTgjefYGb7zr36LF3/jnyBeiPPYVB/VY6ioNCOSalv/NXd404XIIuKEAhVMFXp1SAnkyXN08yb2tZu8cfc2f3zPcVj1nJyuWM1XTGkmV+UwFVJpse7WOKoqh7Ql58y629D3PZR2YGiJJPFIrW3m5Rybow1Pn58z77f0weF9w/HHnFBY5hIQF3JXS8KqVGkZjMY6ShZiTMQYmfNzzDBw99Ujnj16wps/2PK1r92F9aqBgwTGacKFVi181sff9FD4L4B/8RP//RB4TVXPReTbwP8iIl9X1et/+y/+ZBjM3buW9arDiVKYQArGCWFYQT2Gx2vO3zrHzYqjLD6HVhqGPoA32G7AuqGtGav/9K6quqDMpWHSpNRmOZVMyZEcR+I0UctMTS0dyRr3qV8f2+S0JVecsXhxqNomNxZh1kS0kb2b2GtkJ5lH5ZInuuX4tZe4thlvhCFtsDVjTUXs3FghRig1sJlP+ZJ9A5Nm3ikfMbxoyR9X7DQ2fBdQi7Q4tG5FLYqSfiz3FeGTVLAWvto2Kda2DUPnm3pSjFBLxbqBfRZ+7mtf4+On7/N0+w55zhi/uIykJUMLEHygmkw2SglCEWEsEWcnopuwOORgkKEpDas0RLxhUYjXwtZcQgd1EspK4TZM1yM6LYIjbWaprGVpGYQiTcuhywjVakXTxDSPvPX9P+aFF9Z8+M4HuGrZHL/Mfn+BMqGMLWNygdECnx4OjYFYlptIk6/XVGBMXNy/j+8T//r3P+DjJ2/yxq+c4VUI0jOTWK9Caw+MwcyRLnSIEdJ2ZEpCqa1y8L7BeItmDtNEcAEnvoF8a5N2ZypTKRTThqzlE8Q+HmMNVSMnfdtKpJxaslUIqBikNHdkrQm1Edwlq9URX7x5ysYV9nFmn2dcsBRRDvNIGctSzXy2x1/7UBARB/wT4NuffG6Ji5uX3/+JiLwLfJmWIvVTj58Mg/nmz3ea80iV2IZFtWC9o9JzdVnx58L0MNInJUglm8YBFBXUge07+vWmORlNwJgeVUMtbSJvEKQ2aXKa9miaKczkGNGckQpGfXtDiqCmhctmVWItDSRiWpnuXNPKZ2OYrbK3wtZVLkricXzMeb7iuR44mELQM45XR3Sl9Zqlr0TJTDFRkmJKwJsNN92LDO/Ch/UvePS5PauwId3fciKFIsvrjcOYgDWOabxGJKJUnHPknNsefglcRYWy7P+dNQTf5jSoQUVJpaB+4PTVV9h1O8q7qQme0kTGYK22kt01o5MYQS3U4MgIU414M7LNV0itMCs5loYIM0q14IIjm1aV7dwVH19+SJwSPgxchAv87RXDsw1m8tRS27qY2lSYVkg0snUwrmUzGjAlEbTy3o++Q/AGIyPOHBNnSxdus0tbVJasyeXA/Kn37PLxYz9MRVPGB8OpM1x88CF/EbecvCa8fNNjpgtyTVgCq7DBO8ccJ4w245QBui6wOzRUvllQ+t55qoVxbsHAg7ME79EYm5LUWlb9msF1jZ+QE6kUBm8IXZs3xHhoDkgrPDlckoFVP9CbQilCjLIwS5XCjrlYqsJeZ5RC8I1vWUqk73uGowHYfqZr+29SKfwj4Eeqev/TF13kNvBcVYuIfJ6W+/DeZ/lmVWdqlVae1QrWsz9UtJyxfzZjJ9uCUsmtfbBtD207h+sHwrBa9Ai+vfkTy/xgcQLW3AxE+y2GTNbUEqYUjBqC7dquPiWQ0t6gLFBXCxiD8Y4cAkUcs2nM/+tQeELm43HLw/6SK7lmO48UVW4+fsbdbsON1RE1CNIL1cC8F+R6oDscccO/wOHJiDWJ86MD25PnlOsd3hZG34ZhbSvThDrWWqxrLCSDYK0hxYS1FucsWtqhIE3ahdJsxvWT8tkYEEe33mBXAx89uEfUhF++SBath/OhkaSgycmNMGtlSkrMhbHOhGPP82dPGW72xJhJ5UB2M25t0MASZqNk9hy6Hat8RHdYc+GeE44v8btjmBwibc9etYBq4wAI5GUVCg2nZ6QF0Toj5DTRB0M5zNx88UVKFfaXT5rbkkZ1yqXwSd+wfJt2g5DWEiEF54WiCZuEM+241z3j9S+/zFE4oPOWVCaOVrfx0i2HgcHRBqBxmhZtSHvdaim4rsPbdsGqadCZKc5IUVKMGBWGbuBoOCJIYGZGiwAJVcGLJ3jDnCLTJwPLrmdMkaQR6YVpdhQ1lNLgwt46aoYomTnPreUwDiOVVd+zWg24YPh3dij8ZbkPqvo/0tKl/8W/9eW/Cvy3IpJpbdA/V9Xnf9VzqDa0t5XQVImrypgTop4zc4v7H4/IwZO0hZO4qvTFMoSerlsRuhUhHCPmBK2GmjOSK64ItUY07slpT00TmiZSrqABj1t8+g4nrbQ2Ypiqa1YGZjAtc8DaAK4RltU4tCtM3cTH6WPeS/d45i4Y/YFsFFVPmZRH5xe44Pmlr77Aie/xRwL0ZHMTU8+a5Hqc2a4uuZ8/YPuSMNFzNClWE8XQEpA04kwLmhnCht3uCdI1Sg+1cSKCF2DGmkDNHbYM9A6MSy0R2XrAg3hq6fn5b/8iqpFH772NzwlSxNuWSj2VJoQJIq2ENYbJCdfdnl0HJRf63nF5Y+bEDoxGmKMS/cw+XhPMQDDrljylmTEnTu/cRR9Y4k6Y1pEn9pzoBj7X32WfdhR7TU5bTLZo2SCuheRkGhfOWoFasc61GQGOmCOuO7BPTzHpNoM9ZornWFGsaTeNViFpSwKDBmERaRUJlZIrWlMLFDYrXpk3vLLuqeEppUyYOJBrxUpFF7XlnErTGZSmNbDimPPMbtpTtA1zLcKcmqR5TpDGSMkF1EIWpIKaijXKEGSR9wc60zWzVOiwVLwUVrYD49jPIxeqTDGh0shep6sVN4/WlDiT6oxYw9V2R++EVTfQmUYxt9Z+pgMB/vq5D6jqb/4ln/uXwL/8zM++PETAekuwHVUts0k4C5vNi5zs7vDB83expQWyiGkUpbCkNfnQ48MKMQFVC6VickZzJs8FrTM170jzjpITUmob2olZysyCiiErLPcPjLVUWt+pOFR7qgRmFCSSTGZnZu5Pj7mX7nPlrxjdjmzykiLlUKOMKfP4+TnvPbjHL3/zWwRv6cwp1tzlYid86RtfYnv9lL/48PcIrxhmGynFQio4bdh4TFn66pZkXbXCMkEXx0Iwav9PtSqy4OudCQhNvVcWE5QxgnOBMSnz1QW//1t/gl2i7VRr28hIUytZE6AcWn9uDMONFS+9sebCFeyc6d0a6wN1pxg/cHx6ylYnrIeL7Z79lWKdIZaJMXo+fvKMl+Rlgu+wYsg2sws7si3YMuCMIjIiFkrKjblglEZzoGUzLIAcRJdU8IAxhefnD7h1dIbObUBpFmmzATBtWKmqqLQNQdHFkLYY6n4Ma6kMW2VdPFvaUDhWyNNIoSw3r0Iq+VMrvrOeTiAeEuM0UQp0xjH4js53DMMRVg1WLbU0QdNu2oI1rLr+09fd2LZOzjkvAGGPsQ1K4zXTG0tGGVOiGpjGmRAswTVD2tHRQNWOakBrC5XxVvBGcFI/Lfo+y+NnQuYsIk2jbQTJgscxdMec2JfZvu9IV4VQW1nsjKXvenzXY3yg2o4sAarg44iUgqYZzYk0J1IeqSVScm7VCL6h1Gxz1hkT2mxigYioaQAM1CL2iGJ6bHdEDspsd0TZci2R+9MF8cxwSJV9nMA2R1ytgnOG6pS4nzgclHc+eo+zW2f8nZ/7Nl08JYQTPv8rbzCla55fPeTWl25yMT5o7stcGj4M++mAzKjH2h5rDdvrS6xr0e5NCVix1n4adPKJS3KOiSpNO8BP9Na1FLoQePboAdP+Gkslam4uQ9uIRaIGp2BVKAayqWxuH1NuzRSTsRNoUvxx4PGj59hXX4aulenqlM3tYx49uqTOlUIhScdVHPn5117k3gc9HYEchLLKpHTA1Q1dOcVVIeoVs5naIai2bU1o0NMm8hGU0rYkakAzTirXl8+4deuEq32HspC6P+UsLIcCLLQrmkRdF3UnbRAbnEXGyvg04lYbDvkKdYbw/1H3Jj+WnWl63+8bz3CHiMiRSWaSSbJYJKuqa2i33N1uw21DtmFpI9iwvBMkw0t7YcALC/4LtDKglQEDXrQAwQMswbYMwVJbbalbdld1VdfAYg1kcSaTOcZ4h3PON71efCeySkJJTQNtgH03gYyMiIy89573vN/7Ps/vaVxd4xYw1mCsmQe3VNXhJaRZhMWixytLYz1KNJ3rUPnyudGIzeSQGOKAa5r6XhFDmAJ908xowkKMUEpV26Y0IFqjtWCMqz6VUliuFhitCGGktT3O1lxO1sL5xSlhGmn6tnYen30j+fkoCoImJSqWSxt65yE79Oh49O4FZV9NOXp+8Zz3aOsR7Wolj9BQKGGLSQlJE1IyJRVKnCg5zsIeXS920TgEKxpdDKrUF6IoKEpISpOUoBpDcg2xFYZ2x5YTtnngcdhz1iVYdbR+hTk+oaSxXntKoY0iWzDaEGPhbLfhB2/9lOv9i7x64zaPHzwilMCOczbqCeqwSozZZyxVG6GKqlsGBSIOTVtDU6W2rcqYGQzK0ze2mu3YdS5Qn9vqzKt3tXpVCKu+ZXtxQhg2UGoGhdKGomogTqcsnXFIGZk0BCv4KwvO9YZiEkZHtDcUJyxvXeHWV7/EB/e+jRTFVCp67ejGIecnG8JUUNawlYGdCrhugdUd4jJ5UUVBB3mB3jcY1iATWe3QUJF4VDEVzBuEMjMeUVAMIpDzyGJRh6BJ9NNkK5Eq5zbGPO0QSv759qrMnUcdSArD/oJl03L83ob12jFqwdqM9/3so5jXhMr+HD5TFCqMT4eapRSUrQNfXUBCpmt6BAh5rN2ac4xxwEyOxnlSzE9XkYu+QyuDdpaLi8huf0FWkeL0bBrTTGPAGU3jK80qx0iMASsWazXLfkkMI/vd+dN5UAzxM1+Pnwvvg8Jg9LJi0DCUFCk5YcRiackFomSUt2AMGVWpSsZTqJy/HAIyDaRpIIUajlE3C5UJWHd28+pOwBfBZ/Ci0VLFdJiCtIW40EwrYTwInC/Pedw/4SPzKW+n93kn3uPE79j7wMn+FIzixo1n8L5DikabehGa+UKUopmmzPHpnp/+7B7FNHRHLTQ7stsgfkK10HSORdtiZ+Do5b09p0SOGu/W9P0CVJxBp7p2NyJVqajn5OxZQKOYUelaz88xQI1tz2li3J1jqJH1al795XnibzF4DFppolVwdUE5XFBsD8ajjCGWQHaFyRduf+lllleugK2OvKIjxsP6cIH3Gikje3bY6z13Xn8NUR2SFdoX8kGkuSWwjtje07RrrJrDdakNQT0y1Av30glai3xTs0BtYp/3RFNR5/ILReQyPPfywr/8KMjT56xqGmZX4aQ4/3BLOvWkQaOtetpolVLZHuM4st1uGYeBEMNTIVOceRtaK1KuArmcA0WqUC7HDEWx6lc0rmG727DbD1VopRS5CPthR8oB5wzWzbGFpTAOI9NUpc9SCl3j0Hk+XrhqgjNKkBQgRaypg+kxxAqe0Z/9/v/56BREQWqJKVJMxvWC1lKDUlyDai3ZR8TaWp6tQ5SliKk8vTQy5QkrlpJK3ckWUHM8Wm0Y5RKriqi5JVUVRBKU1HVhk4ltYtfsmMwFo9my0/DuyTkfnp8y2YxrGw6XhzRtR4mBdDKwuLrg2uEtHh5/SpI83w3UDOuEUixxMKyu3OLK88/y8ftvgB3RacLout/32tHrlqwMja4dU6DUFZpu6Ns1ikTKVcdRikLZeuwxet71U++E5nJekuucwTrz1FYskpnGHd46Ypig1PNxVuqy35iJFJpoDJMXuLHiXGtiWVfXp7kgm0iyhfOyxV5Z0LRLSlH41lJUJsVE09eh5+lpRHWZV3/rqzw+fcT07j+ENLDoLcf5BN/AjWefx56tURdrUgyEfE6RSBGpqszZaqxEgDRf8HUIqW1mYOKrX/8V3vnpOeHRpqo755uBwNNC8fQKn23al52C0pBNoUkat+/Y3IusXjsEdTp3YlW5WGZres6JlCOZ6oEopc51Uqp0ZassGCFL4HxzijMtRlsa29LaDmMsj08eYpRmvTpAiWLY7dgPeygZ13ishcWyJ471+bzYD0wlYZSmtQZypMxOzSlOLNpaRLb7gQrHNcQAxbv/T9fj56IoAEh2aNGIjMQ8AmDLQHe4wq07wiYwXiq9YqKUQM4DxpR6/k6FIL5uH6gUHzu3ywCFukWoXbRm1IpJamaBNIq4VGzbyN5uGBcPKM0FpU345RWOtyc8UcI+N9hxYlJnPJM1B01XlWinI+sbV4kSOTl7TEl1Sm5MZfy77NCp49f/tX+DR/sTfvTxG7z+xWcgF1QUShRKEGQUTFT1LK2qpsBojaHBuY6Lk/sImZgCtmlmZ2BC+4acM0ZVQIzWVbVojJnvhPVpKEVIKWJ1S04R7zT7WIN1L4uGVpVcZa2l5OpqdDcP2CiNiUui2tOZRNMGxHWcfHDG6f6clBTONfXYpSoBq6SRZWdoaBh2Cv/MiocP3mcUix4ytkRKU5hWZ5T+kNXhDdqTK9zfASESZEspNcFL58vTj2Bt/Vhy3TVmqifjua/9Ch/ce4PxQcFYMwf+lMosUAqjzdO5y+WMQYqQUxVnJZXRWeFSx/bBjuVdQ/IDRjm0tlU2bex8B2+qq1RlnDSo/Y7dbmSaAnsGvLYkJ7Sth6Twfom3bR0I54LDznmaNSSXLJgOLlJgv9/SiEdpwTsLk8YYj/cw7DMp1lDgZd8ipRZIYxSljBhtZ6+LR2EYh5GcFTH9WQuDoWHhXkETKJwQy+OKBG8DzUvC6vWW43HLeLqHoFGlUNJEsDucXeBliRZDDgm0pegKWze2QlJKgUz1mqMF0YWoFMlnOMjkdWLnTwj+lOJ3qOaCrEfcgcKuGo4er3j7wYYkESmJ8yyQzti3oQ4XLZx/9Ihrz15BFpmT8yckNaKUxxaHHdfcOLzLle6A//P//nt8/81vod1r3H3mFplMcpFdmwm7gklSj0Ol1A6gaIw9ImEZ1R7RGbCgQl23ISjJGAxKGoo4pqRQvkdpTSo7bKlnX6s9OQaUErTOTHEkZcEYjaojQYxdYmlJOAav4GrHThcGhMYKgmeSlt5ZbNH4K2suPr7HePaA0m8REjZW8hPWYqeG0u7odORHb/w/vPjsayzMAZvhCdu4pVu1xGVmt97ihlOGY+Hw+jXKriNPW/LumJLPyGYkFYVxB8SkaExB20jRjm6yaBM4+eGbTJ8ek40mzxd9+QV9gtH652gyVY9XqjqnsKJRbkVJATc2cKyJF5p0oHGlzofa1gJCLvVIoHR1S4oxONeidKiQGCXEkohjIkvBKU9gqsnlWpNjIoRIiZakMuOwxRkzC68SIQxM+4D3BmcNKQvbIRJLJZUv1h3KaIYQcAqcMzijmaLQaoMzBm0MvhPCNDKEPZVv9dken4uiME1wfLaAojk8eg6vl4gaiaqhe3bBV/6DZ/lO+8d88r1TuGiRs8KiGFSyjHkk6pGCw+oWZR1iK6WXtKhOOVPQVig6IUYoLjOsNpS1ZlpG9t05U3OMbXdoM2BKxhpFcygcPdtw45FF8jklD+iiSVazjZHAdpYC1zeLUsLNOzcJOXCyOUYbsNaw7A74jW/8Oj/+/nf4o2/+Prt0zPd+8H28FZbLA8RlYpuxraZtHc5GgraVIp01N269UEM+dCKXUvU4KlPyJdVYUGikmIqGU4oX7n6BB4/eY9zW+DirzM8FTVIQXY1henZAUhLWKAyGxva06zVDfIy+smSXI2PI9WiEIZJRGq7bhmE/8M63foDrIqatsw4vjqIzWQsej24nTFa89863+caXv8pz14/4KLfsw5Z2scD1kFx9k5/nU24drPiVr/4W3nf8/v/xv1D2E6JiTaZGEOUoKYMVsrbY4sgx8N7bPyXtJ6KUpwpPU9cy8zGuQnTm7TP8wnFJi4bsUDrjiqGLHdvHG8xNg+4Nzjugwlxzrjj/XDI5laognXH5rnW0bYMRhaYeE6BGzF0WojhFjPX03Ypx3HN+fkbjqijNes3C9WzGkf24p+s7lHXEHJhCvcnZ2UthsJADkuqWx2iPoGl8jaqPuQb5xlIZ45/18bkoCrHAjz8+wxvFwcZx8/o1rl5rcU3Davkc2+6UW7/dsnzuNvt3Jsb3E8OpIiZHk6ApGYOqQ0VVI7eygQujKh20KeAzyUZ0C3pR0FfPSC6xSRdcpHPEj7RNxqjEoe1pe0d3JbI+Mrg2o0zBYMkl1zckkVxqmyylgk5OTzZgDTeevc0YA9OYMAJf+OJtHp2/z+999/uch8fgA2fnmbfffo+XXn6R6BTGJJa9p+09olLdrWcwuSZCX79+lSfHFS8v87GolFJlyLNCTymwTiPKEKaBOE4440DSPLibISZzGMuld6LMd1VNJU68+sXX2CuF3d0nLSYmU6PMVCkzNHVgiCONbehjw3T/lO7Fjs4uCEUw2uBsRKuM07kyLkQxhQf83u//9xxeKzzaAE1HJkPs0KZnvxM2ac/x2U8Yest/+O//Fe599DbvvLEl5YioEWGsHMhSMyYDhdEpWHriUcfm04ShDnnV7IFQ84amlAo1gTqcrUPHS4Uj5BTQRsgpYoHhItJOHXEcaVzdONS8Ck9MASUKZ1QtrKamUaUQKSnT+KZa1HUNbCm5YvmrNmagXyxZrDUXF47t7nzWxahqA0fRtIZhgN2wZ4gGsNW3YSx+Xl323uFVj8QKgbVOz6CZSiXLuXYzXdtCjswOhD/x8fkoCrnwOBRa49hN8PjkjBf2R7z++l0ugrA5ecDVVebOrz5D+41DNk8iFycjw5DgoqBPEsPZhiHWvEXfKsxiD1dOcL1HNZpBRqZpy5gnikrEcEqQxJhCJS3FiSiGpunwrWF51HJ0a0F/2OLakQoNq6ssiiLlajzCKFKKNChQhpOTHYujFTdv3OaD8/fwveYiPuSDt75NVBFlE0Uy+33k43v3aRcdep85tAAAIABJREFUi2s9rnG0/YKub9jItq66ROOUw4hme35RtwQyp2dfcgn1pSGqDmc1whRHyNVIVfsDPa8u82wK0lWrUcoco1en8lY7Fqbn048+5Nxp7CtLNs2eaOowRqSQESbJBBX59Pgxr8Y1i6DZxYZOr2uiU4xkE4CM0QVxDkkTuMSj8zdxboFrYrWZp4E09cSkmXaZDYHSJ37w4beRv6f40su/wsnJMfc/2qMICAGloCgDRhEkM+rCs6/c5ev/3r/LvY/eRu3q/+1StHTppH06bJwf6pICjpqfqzqf0gqYInIhNNsFsXlM6gKLxRJgZkAmnGtwklCmDq0b6xiGgf1+oHF+dkzWrYUzFqVMJVyVKok2VrNaLcglMEx7JNdZWCFSpNqeYxQ2u4FYalaIt6qGytgaZtR6j3Md07AnqZ8XPess+ykBgnMO2xr+TBWFIoVN2CF+gWShbXtuPfcip7uBN3/2Hm/+4fdZiKExhls3bvDi3We59ZWb9CtHlC0X28dsLwwuF7zXGJMIacc0HjOMExf7Pee7gdzoqmuYIgtT97GtLthcmHLBJI0TDU2hO2wxjUZ0wxRGlHZoKRQ1sxByRYmZOZhWKYsoQy7C8eMLnnnuCr5tGfYj7z14h+LrJD3Pk+wiis1+4JNP7/PC8jZXVyuWtq9EnllvZLSmFIty1a4c0oRIxKjKA0RAUE87hhrSashZ0CXTWkNOcyCOqlBQbevvCBW8orOelX41bEYpQ0yJ0Bp2XWHXFLIRJBayrXBRfEOxBbJl/8lIHgNl1KjSYZzBdppIglJo2pZJCdoLqkQkRy52FzQLRTaOXSjs9xPGJvYDFKfZ5wltCt9685vcuP4CL3/1K3z68B3StMFXMCcx1U2E6Coq0l3L+tlnUI2j7Gbthq7FoMyWeeZkpjp8rccmKZd4OvCqDqElZ1RI2K0mfArmyDOOgVK2KKUZx3pxed+iyGirMVKwzpGGPaEkdtOIN5X0VZPMMzGOiAghjjAWvPg54FgTYmQ/pnpM0RFRqaaw+wqwiSHQWMOy8xiEFEZ009B4j6UG9ez3Z3hrqzw+yay6rFGHSn929cHnoyjkTNgPxGJptfDi3btM08BbH7zP73/zDe7f0wznBRX3tOqM66t3uXWt5e6da1y72bA4LDTesrpyyDhuGE7OiXGYoRXCdJ5gVOgCDdCqBvKIMdVw44xidWVVUeFF8L3QLBqM71Accv/TTzGmx6ihrk/FIipV7t+c25DmvAGNJiXh5Mk5V65c51F+gqipujSTYKhCGq00OSdOTs/pHvRcu/oMq/aALCOkmkBVjCGIRbwnhYGscw2kUZVzIPPwTGld2ZIoRBLGGM5Oj0lxws9TeGNtJfpKpS/FnGprrRUyQ0619WQUvm/RS0VeZvJCV+RdYxEdWSRDsXV925gWc+BZNmtOhw0X5wF9YFg3a5wJkEDlio7TWjBiyKnQdtUWfbHfVi6BFqIpNUMzJSRmkoaoI+aw5fZzL+G/3bN7rMliKLngjUFKgqLJIXB6/wEnH99jmiaaecMApZrJ5j+rKhGdjwGVzKRnq7ZS4HQhzpkYJRXMzpAeKpovd4SwYxz3OFepVzEmUgo4pyHUZK19nEgUhhyxJaIVWOuwTs0elSogMkZIaaLaczUpR4yxxJIZYrX1G51J1AIdS5qTnxrWna2GsCkS48AwGYxS83wIjK0A35QCKKmy7BjB/VkrCikznI34hePm1QXDxRkff/CAH79/j7NTIeeE9YWkC8k1nPuG/Q4+ePsJ/mcTq0awTvH6q3ewKiMJ+nZJYxeUPDFGQ2FEqYAlV8pP8UCmbQx+6bGdJ4owhgnTFbR1dN01zs9bHj0MlOJBj5XgpC59GPO6T9ULC127nkuk2ProGkPMnB0/xHiDRpCoqilGg7E1pu7RgzMO14959uXnKFnPMucKDi1Nw+Gzz/Czn95DeQP1ta7Dsfn5uxQ6iWRSEZRucdbQ2I4YxtpFpILyGmM1ecrzN82cCal3Em0tiME1DevrC+4vz/DrHpcKzmqCm1hPtQgNnUJbS39zxYMfnVTqVNRsT/ekzmMPG1x7gAqCNnugUIqufAutKAwYCyZ3ZJMoPpFNIceCnoR9KSRtefNnP+T2888yyYBtG8oOMoWxRNzMknCiePLRPX76re/QGVfVHU+ZCgV9qUSUS59IPXY9hVDMrAXNnPMpCaPARks8h96vWR72bLYXNK3FOc3p2Un1iuiKWptyZEyBYjRBchVaa0EkEmOdYVDs01wM5+p8oWiFs45uaTGpZTfsZ3GWIcXCmCNjmOoFrxImCW3XYpYdOVXoyzCvG8vMikD9XGhljP4FbN9ne3w+igKKYaxuse1U+M6b77AbdzzZFkbl8P0EfgTjUFaRraCsJTtPMR2jRJrW8MZ2j7MGMrSTYVEqhq1RmqXP9D7gbA0WJSa6ztEvDWIjygvtqqPowjDuKGIp6YgffO8THj2qyG5j2loEuExiuhTbzao4JbOBqEbObXcj1565xZQmpt0FSlWXHam+SUTVxKg8THzw3oc8526y3jZVnj2/X8s0cPPVO1ykY86/90MaySidGObAG1JBG13zH5SqnY+3GJWwxpCiqcUnVdBGAnCWaWYbUgIiGW3BK43C099+jrPDiO03HK08RnQN33UjBzGBblnZBbnXNKcL0nDO4eqQR80x4hpO9gHyRLuAq3pNwSA5VaVpHtlPI5sxUlxX38DMHg6niaZi84UApnBy8YDT0/fYllO6hSXTITGQYsAALpVaPNPE6eP7HF054OHpB0jONRhmDhbSqtK0VPm5jfxSEl6hLIZcqMnVUi9aESEPQnwiLA81xoLWLZ3rMOvCFCZUY8hqZi+XlinBFCemaWIsEYyDmIhTrOYlW3kVS7eobT0GYzW+aLRuicEQi0abCUkyQ3YF52aDmEpIriSuzvX03YJhX/M3d6m+vkoprLV0piWmRM5gbAt8Nk7j56IoKGOQrmfQlofDREiWqHpS53B6oiSNU31Vqc1T1UVnaFtfV5DaoDS41qOwiNEEPCVq0rgnnp9jw0AHXOk6jtaefil0tFjV0jeGbmkwrSLIhFF7kKu8+9bAP/lHP6NIi20UyixQc7p0KXXSdwk2UVqDmtFbzoGuq0HvPTeeeYaPP9qTc8AoS9pHSgFV6v9HKGwuLnj/3fd4xd7BalPvXkVo8sQbP/inPNxMiF+j4xmQmcTTGuq5VRlAIbmu4iARpgHbrtGmIUpCDCCz29BrlKvMCWMtSRTGWrQ43OqIj/OeB3lHuwTdgBiHsUs66+nNlqJarDgmnTm4eYQ0hZCFxbrjgoRmwaQcJ8OGIQS6xuJNg1GW7XTGGHcELCgHtqCyQRfou4a92RFMlQlLSXz68D1U85uoteLB8Rm+O6LXnjFNGFG4XMgORCLj5hixlQ4upWBEKg7N1vnB5SxBzZJ3TZ0pKF1dl+jK7MilVBaDKJpimD4VDp/PNB2UZJBo6H2PypYpjxgrdFah24b9BCVkwn5i4wrBVp6m9+2cTwrOeoYpVqyb83WOEwRjOg76jinD2W6o18FM2XGmxslZB945SA6nGnrV03ctKUem6YIhV5Ws1hYkU6QQS0aV5jNfj5+LomCMoV+t0dTAVbHVMuytJZuCKorOVjVaCAFThOVBS9d1oAxlnoxb0yBiqvxZa4KK5KQZTQtJsx08x48DnkRvRxZtpPF7vDcsD3qOrh+xuHLAPp+gtOU7336HBw8HptiBEbQkjLk0HUnFeV0i1pVGOYVygnGKZd/QW0eH5ujaTfIwcv/e/dqyesgkZLY6aq3JIXJyfMxueQU3t7U5R4w1fHjvI/6dv/xX+b/+zmOm4ZhWJjrJNdkqlzrsVHWeUPmnBXSDMl3VwpdUh2xG0xSh5Bq5Z5wna18luNaSXMdzX3mFdOOQnQmU5R7Va7RqaZolnc90zoPuccUy6sD6+iFn3Tlk4XB9yEXKxOwYS6JYyxAK4xgpU+DaYY/xKxpdSdoxZvKcH5lKwLsl2gJGnq5Yc8q898EHXLlxgydnWzIJ5xtcaZnG+l5IYcQ2muP7H3P1aD3by2s3UGa/RA2MqbJvczl0m41RUE9TSlX6k563OaUIRizjWcZJize7GlBfRjrj6NoOkw1RtkSgcUKmELJmP1mSZJwWsAXrMq31WDo6vwZJhLQlhcKUthRJ+GaHbyzOCTpo4i4QJsEbzeHyAC+KMg0kSbV70yAqYjTkaYdSE/thR9N5NJ4kVbqNV+jypzhTUErdoeLdn6nvNv5bEfmbSqkrwP8I3AU+AP4jETmdCc9/E/iL1H7lr4nId/+lRUFDY4QyL4wFNYeb1jeTRdHZumYyDhSObuHwvga6KAEpBmtaEDenR1fFei6qQi72gh4tJhpiLmAa4ljXO9M0MeUtY/6UMQd28Qmr9RVOTwPbvaBsxrapqsJKedohVC1BmdVy1cdvfEPXOZaLlmsHa9rG0XcL7O2XyUPh0aOHWO9BIJdIkULOYJUixArkVDVRHWsNWheW65aXv/ZVfvd/XxFZ0EjGxgHtHFqryhmgBt9qXyW5RTyxGKTU362IgECjPVOa6sXYtrSrAza7iaIcBy/cYLrp8M9pGlWIq4TxFqcb2qanawpN41BqRZMNzo10N1acrixaw8HqCgc5sRPNZpgq2q2zqGIIER6dTjx7/bDi6vMebQpjqceuQtWCLA56drtzmtaik6VMcHJ+QVAKOs8YMoZMf7hCdiNxP6HTBHHEK+H44bZa8J9OXKSCT6VQUBhlahP2i7LfWadhZgCL0vrnjspY2DwKuHxEnAKu6yhTZpwEaw5pbIdXVSI+lB3eBrwzjKOupi9tMSbPQ0YzQ3ACjfcUXJ1HAcO0JYRpzrxUaNtgvcbkhBaDyTUzIodAnAIZoXSRGGEfJ5BM3zccD1syiqQ0IgrRDtGacfgTWUefvSgACfgvROS7SqkV8MdKqd8F/hrwj0Tkbyil/jrw14H/EvgLVAzbK8CvA//N/PFf+NCS6NVAxGOcZ0KRVUEbxcI5XDF4pSiATYKga3qPaCqPUmNMg7friqhSiWm/r23cNpA2E2G7QU0JEyNJBHEOo6qBaj+OTDkzFWHMQkhHbB8KqZiaJ6ghlXpGF11ddxqBufW0WlfgRWdZrhYsFz2HyyU3Dq/QWIc1nnV/hTgkhv3Edr9BGY2y1QWc5yk4QAgBL66KaUpBqUQcz3l0/0NEaYLyJDE0QnVHGjOvIhXKWgqOolqKsly5eYNH986wRhFjrt2MNIjSjDJgDlcs794mnO946c4r3PnGXf7Bj/4hXWoJqy3KJZq2obNdbV+9RTtBK09nPeIT/c2ecmSRybBaL2jGDTkoOtszzGIbSsIUR9pM7EfNsltDziQViakOxSiJkAeaxRK/MJRxHgh6h+k6xv0pQUPyil1OOD1xsPSUnGlLRZ2ZVO/2Ual5Ii+IVlCqtsMai5rDfovIUyYnpSpCL12Vau7eGl9vILLTDKcT7uZsmbaZ3e6cRWfwziPF0vmrxFFwquB1QWKsHEVnaawml6rdiGpDkZESLdZ5tPagOqxtmdJEyYHtuGVUgVwMOScaK4T9FqxCW4VVlmlMTCmQSt1CLBYd3i6wdk+RBnRPjpEUAiFP6PinmBAlIveplGZEZKOU+gnwHPCXqJg2gN8B/vFcFP4S8Lek9mXfVEodKqVuzT/nlz5USaiLT2maNcasSaXUFklD05kamhIrshzniFkRUy0IWnla39E1K6xZMeWJkvfEqZA3ieFiZDjf1Cd13KHTgDOKmDuUqrbrKWciiqAhUkjZg53vsKrOENCGrJiHiTN1xxocmr5tWXY9/arl4HDJsl9wsFxxuDyidR5vW5Rx+Jc7NsOet959C5GEEk1WUnl+MxzlUp9grAWtiClxfO8DHv3wW3zj9Zf44cV9yvkWkWp2EqQSlLUlJY1zh2RpuXbzGi+/fpdP7/0AlXYolUhZE7NlcmCvL3jlz3+ZCxM5yJY3P36DEAa6F2Byp2SfUKKqJ0BnjA4oZckKlKlryrax7Kcti+fXhEeWYqBbLikh09iRpkSU9ZBHYlGkybEdBo4O1tXMpqVyD9GzkS3Rtppu5dmVEesayuh44ydvkcp+xtNpkstMTrNLmoOjJYkdqsyZFrp2cQnBGU0qeYazACWj0FilMNbUGDyl/pmgHObsDG0MsWSMMzRFEy8S7XMr9qlgjYC5YEwDWVlSXKDkiBw12mV02bDwBSOKNI5E4/BOERMonUkEYoLeLEEpQiwY7bDGsJsCpRT2KTFMmhACh23BpkJOG4rTlAzaOU62p/RdTy4JiRO9XtA0S55sdky7jJ5GlMq4DtbdLeDen05R+GcuXqXuAt8AvgXcvLzQReS+UurG/GXPAR//wrd9Mn/uX1gURApN3DDtt2wvzpB+DUajrcMqg8UgcwZDVlX4o6TDmBV9d8iyX9P6BeMoTAi57OpKZs7sG2MkxlLZeEmTikbnmvuQi5BESLpOvpMG1cQ6M9B1NYWuSc0iBu3rPMFrUwdvvmXRtix8y2LRcbQ6ZNHXwrBaHOKsp9Eeazztaslrr36J4/NjHj74BKHgnCELVb+eM8rreUUmoAzWdXiV+N3/+Xf41d/4bb7w0h0++NETQrJ4oyka1JxroVyPmBVXrz/P61/7Cm/++LvksseqQEkRTAONYseWm1+6i7oT6a+AKYkvfvkq55v3we8QIkkUVlakqAl6RCOY3FZdp1wmakeCLVx76SY3X/oi7yzfRE8noHKNW9cGqxs0GZs9YSzE88B+FPrFms02oCpKm7qyTMQS8L1jP0ZyhGwUTilygQqUNejGIFZI8+vdL3qMMoTdjlwyTlfJcJn5EUrVbk9EEXOqATLG0jUNqgglpuo4zeXpjOHymEgpmALDxR4GzaAzwhnXrmi++Optkhp4+61TnnwScN7w8t3r9MsjYhAikAT2O+Gtn95jlxS7MWE9OArXjnqUcuzHc2I8x/jIq1++wUcPAscfz/Z+Er/y5bu8cP2IHCLff/d9zs52lBRJWRFH0Fox7CIvvfgCD99+D1ETznq+9PLzvPjCNfbTho8//P8hDEYptaTyF/9zEbn45/HZv/ilv+y6/yU/72nuw9GhQULCZFDThjAG/MEh3bLFKVNRa67BOENSNVA2RY81a5b9IYv+EI1nKANIzXxQ2pBKYAwjU4ykkNFZY8STo4CtktMMBBGyUmQtFFVwRjBGMF7P7DyPiCclXSPRjGHRtKybjoXzrLuevmnpGs/RYslqsaLvF/RNjzUWS91IFK14/vZtTs5fY7+74PwsIEphbFXaWZnb21zqeRbqeTdNdNbyw2/9E77wyheZph1OK0RFwJGwJNOwOrrJnTuv8vEHD/iDf/z3SdM5jYpkJRStEQXaCns78vxv3mV6LjHqM2KZKMNIVDsKNa04KU9RAVAkJ2RsjTArFlGZrDJprEW1NInjTx/RXPeUkMDmCq7JrmZ6SottHHSCzkvO9yd0yxbfLMlxR46m7vSBmCZ8s0KbUG3nrSbHjPKm3tWdASdklaE1jDGgrKLrFIIj70ZsZtYLVD1ClsQiMUcOuqc1N4SIQ2Ok+le0VZTZSZlTBqcpKeOT4cEHj3n+1Vs0a0Pbe7729bu8//6HJAa+9rVX+V74hDAocoJpnMglEfOOOy/c4fGxYgwJ43paa/GmYFXgmVs3+elb72CtoXGGX/2111j0hfvHD0lTZnbEcfvZ53njBz/m8GDFb/65X+Uf/N632I11q1DigNMOpwWxmuOTM5re8JUvv8Tz19d88sH7LBdLvv6v3OAzgtU/W1FQSjlqQfjbIvJ3508/vDwWKKVuAY/mz38C3PmFb78NfPrP/8xfzH24/WwjU2zIMaKz4PJAHCMHXcditSZqjXEtrl2C6ZhGTZ4UrVtiTQfiKWKxtsW6QNsuidO+dg1hRELASMYrwWmFNkKUWPfVxlchUasRU6f0baNpO4/vPEUrSlakVFdNqng627JsOo7anoOmqUWhbfHWsWw8i8bTGYcT5jxLRbHVPNUpxyt3X+Lxkwe8HUemaV936Uahsq6rTqgrNMmoGTdPTjRa+Ogn38fNaLCa3uQIyXDr5Ve4/cprLNuWn739fVzY0Bmwrh4rYsnz+bfgb6zJz3Wk5gQ1QhiFshdUrvbzFApRT2gRrC3k3FMERGu88lgtDCRkarExoZaF99/5EVcOjrC9oTQDqih8qgEqbenILbAKBNMzXuy42BV6v8DoHUovECkk9pQSsdayaJYMeUL0VF8frUHV1bOefQVJCsVGopkYBborDU3bE88SeobzXlqlF6WgCyTlqXzfTNF1WKyl0pQV1E5UV9qRunRVDplwUXmevk08f6dnf3HO/U8MKXZcP5y4/XzLh+9mPr1XyCqCTlw76iAt+OZ3vs8mZdYd+EZY2Mhq1XCxP523Qp4ShTe+/xavfOEGJrdIzCg34pTn9//ge9x/HAj5lKP1gju3nuGP3niCtAlhxInlxRdu8u6Hn9B6x8J57t55lu9++48YN4IRxbXn289UED5TUZi3Cf8d8BMR+a9/4a/+N+CvAn9j/vi//sLn/zOl1P9AHTCe/8vmCbVAQJg0FIsuAimhpXDvnff58uEBi6vXoFng2hVCV/ev2tG5BcZ0iJ7jyLVClGMKif24ZbPfEkqCRmO0Q6WKkkekioZEsK1Ge4v4KhnGGtplNao0bUOMmRQgBlAmI8nQW8+ybVkvVxz1K1ZtT992WFNtq864OgBE0FKhI6KqWAkttIuGV1//IqfbEx58eo8SLnMgpaoKTY38Kkah8s/RYoqqK5BSqiV4DjOwGsJ+wzs/+QGbJ4/xYcKaOtUuudShmq0e+5gK6ytXiUXqyy+WkKvBK8TExTCxjyNiNJ1RGEl4nWh0pNEJw9w9lLmjiYUcNf3hVfZTRHpXidYGnM1oo/CNRbyuBGaEHHr2wwXLdlFDYqXKcZUUKnR1pFm0TCHULYzMWhYURWp0BblG46EKRWWCSiSj8F+4BkUY337MaqvxUxWTbaxjsuCpBqaiytOtRFTQGIctNWBXl7p2LqnUfb/3mL7HOMU4bVgses5On+CbFd7BZrPh6PqCIidY25BLQJh46eWv8/Y7HzCFiCjYxz1NsqgSePX2y7z3wT0EQ0wVnLLdX8AXnmMMCXGaIWac7jhYOC42OxYOur5l/+kFbafAe5QUVk548fYd/vCPv0vfO2LY8e1vfZc41o1K2xbQB5+pIMBn6xR+C/grwA+VUt+fP/dfUYvB/6SU+k+Aj4C/PP/d36euI9+hriT/4z/pH1BocrQ1jAQgCTlEjBHe+d6bfOW3f5vF1QNcu2K7F6zzKN3i3QqjGzAKaw2b7YaLzSM+ffAhDx9+QppGbO9wbVvDYnOGFJESgVilrN5TjKpuGGuxjWFxvaHrPVYZ0pCJE0wDQEbGQus0XePpfEPnO1bLA/q2h1l/nhFiyVDi0zN/keq7R4HxcOXGEV98/RX2+y2b45O65qxmDJS1YA0pVtfjZZCJzFuKdAkQoc4fnIKT+x9j+wYTAy4VCq7GjM27eK10DS9VwurqAVGEEqFkS1GWsQjbKbKZAjFnGg1aMl4lLAE9BxqWFJAyIWJJQVECMGmevfslHth7JDmlZIM1GmtjfW18TesySePbhr32hGgZp0oJKnqaRWEZlBDyhn6xZJyquSuVyi7Q2lYPQUkoCkbXwW/QhWgioylM7pgvvPo8V681nH37I/SFppSqXalC31jZFKoeHd2cfiUqYan2+Jo9WjULUYQdmdXNK6hWkcqeUgwpZ8ZYpdGpVBVkiCN916Fk5MaNJUobnhxv6fol+zIxhZGNhvagYR8SIYBSdk4y0zV9DEsWYUwTUxQa5/itf/Ur/Pidd1nf6NHO8uDBGeu1RemGNBVuP9tyfnxCaxpSucAoIU4ZLQuUDrzw0nWOH/8p6hRE5J/yy+cEAH/+l3y9AP/pZ/4NYPa8W3KsMW1KKqbKSCacj7z/o5/xa7deoLENk454Z9C+q3d/6kQXlXhy8hEPH3/Ibjih6TSLbkXreyyWEmaIaw6kNBLyWIGa1TOLbz3Kaqy32KWl71s67Qk6MpCrpVUiMY4YrSrtxlust7R9h/OelCaKZEQJomJdNUqchTGzK9FojNM4bbnzwm3Ozk55Nwb2Z1vEKJKUioi7lOLOuvz5uSXlGipbSvVn1Au+0BpFCgONUdX/UQwYzSW+XGZh76ASzz9/k2wNIopxTAxTZD8FhpSrgq4ojOjateWEpEAxkBAojqIsuVhy8MRBo6OQOsNmGJlKQXSNhzVG0M7WIJIyE6upYcA5aHYXmYMViJqeOhXJgjBR1Ij2QpzivFrUiJYKxs0ZI2XuFgpJFaIvtEcN9kgIzRm3fuOLHD13xE+//TMuPtywGjpMqFsJqxxK6nMz8/zr3EUlnBRQ9XUQr5lKYtsEVuslEyPG1ksh50SmgmpCrgGxIU50XUarzN27N7l/7yFtc0STBxpXmOLIMBZuvv48nzx4TCqqEpeMkFPlIMhs4B7ChPM1GrGkiddeeR7TF975yf2aCm5zlc2Xwq0bV/n4Z4/x1tLojv1+U0GxKfLM7RtcvfoMv/O3vv2ZL8fPhaJRFXBJocWQqBbfopgJN/Dop5/wB4/+Dr/2b/42y5vP1Jw+GdiGQgqBPO0Jcc/5/jGLtbBYV1FJoyrowmhPjDUgI6aJKWxReqyZA6YKctq2neO7LE23YulbFs6Tl5HtEHiyHbj36ITjsw1n+5HDgx63UvRHFntQED2SQiKlTJJE1uAWDt81NI2p8eRa1YKBYA302vNr//qf4+DZm/zwj75H/HBHzrOdNyZs+Tl4Ay4LRC0uxlQWo0VjitS4MGeZikVwOF2/RmmFVAsnxhryTVh//Rb3uxPUZiJNU7X7TjtKqgRtVUCGesQaEHIRQha0HhE9UoqjhIa0U8SoSsbZAAAgAElEQVRzz5XlCv+i5fSdE0pT8K7FZ4NOAdUYfDKklGmlMMQJHQQTDY8ennH9a2sKjyv3QHdgIJWBIZ7RrdeEi4QRg6Za1gWNKQU9FSRknNYsrq7RB4r2ZseNFxZce6aBK5nmtSWv/NaXMWeZxYPIgz/+gE/efAA7g5s6fG4qFr1QWRRZ0yqhmEzwib3O7MzIta87rn19TWwmyt5AakilcBEe0LqWYj1JClo1ONVxdPUmve/Ynp7TsuDG0rPsWy72LU3XcX6a+eSjhxysFnRtxjmN2MTmbMcUA9NQcEVzdOC5tljyh9/8HqlYks589Qt3+I1fvcNbP3tAYuALX77DRx9ekHXBm4k4LjCxJekz/q1/+zXee3vL3/3b77B2X+CXRLr+0sfnoigUKYz7AVFQlKbMduB5/o5Vlv3Jhv+3vXOJsWy/zvpv/V9773Oqqruv77VjXzt+hiSOgGBZliUgDIKAZBKYZUQGSExAggGDoEwyBQkGSAgJRKSAEJkAIhNQEELKBOw8iJ2H48R27Nixr31vP6rqnLP3/r8Wg7Wrfa9jkw5J3HVFrVapTp0+1b3O2XuvvR7f+r6f/68/x3d96M/y4vvfQ/fONtPKQplPaC+E5Ag+4QmMccfodoQQiSEhIuSysiwH1mJIR8XjpTKkyDTuDKbVPWO4x/mwI4lw0iNzq0gxMdKbFDcOjjA6/CjI0GhA7Y0mfQtqHUaPjB2JzsZu2/5+b1YYh5ToVXn55Ze5/sATXrn8AvEqkJx9Wbq7sQ1vv7s985RYxTYzb1QvtzVuDPYctglRwZpsoUfe/f3fxRoL4jq1V9u+UyXi6C5Sb0Z03pHnRm2Z3KFUG8V6sc+XHNBrIa4D73zvO3iyfhUZKqqF6G37U8Q2PikW5GidXgtOFS2NvhZE99b5d4I6oTs11a6N8m2YRua10ZvhQ7wYOxQ0cJAmz/m9PenFgL9wTBd7xvsT52c71HfrVTzolLrw8kffxkvvvc+jL17xym89Yrms9NnOryiegUgh00Pj5Be48Lz/+97DvffPXC6v0F1lJPHo8sQLL77I+pnfpOQDb3nhe3j48IpaOo8fP+He/YnTYeZ4PACRNCWSGB/Id77jnfzPj/8yy1rw4UiXxiiR1jJz1S37MHFfLRX0REqJ9dCZzs7Y743fo64r47nnbDfy6de+wsW9gf2Y0BLpwfG9H/wAh8MjPvvbr0B9D3F8s1G8A6VbEyq3Yp14D8FtJ71E0IDLhc99/OM8/uoXeOlPvZ8+JeaSOa0LkxtIuwvEecbumcKApEgak9WtPeNYGKiMu0hR25NwKFNMeEyAIzCwDzsi1hFuJeJqwi2OITucNkKEcYBpAPGVKg1Ssv0IMRWrRiXuOiGVrSEY8XKD6Q+oRnIzmbvWK+98+S30V54QjkqvnVqLpZXdaMSCt32O3vtWDoCoUp11y7uaErL3att8MeCyMmvllJR7PdGXwtv+4nfzuD4mtEJrsGpDqpD6jp5N87DXjniFoCYSW5W2eHbxHl72TFwwP1yQU+MD3/kiD7/0m3wxfZFKYxzO8NopVh2juUGtpnW4FJuvrws1z0jrHA9C3E3UNuN8NTXn3kzHwxVCmtBWUHFoU6J2dppAPcVl4i4w3h/ZvzAiOyUNE3E4Y/A7xHVW3+j+RPQN8ZfUBw85P/O87YNv5/prla998ZrT48Z6WMn5CHulT5WLd0y8+O4Ldg9OeL8SS+dwOHHdXmX+nOcv/+BH+DPfO+P8ygv3zvn8p6+YhnNoHdVIbZ21V+tLzA3xcLHb0dpGB+8iV/NKdp1BJpY5G8lMiOjgCINDa6XMl3z4L32Yz33uszx4cMGDt97jE5/4Dbpcsx9f5vq1xuAcrEL3Ey6unE2V973vu/nCFz7H93zgRfRdEdwf4/Th22HaoZeOeIeXQGvNYMTbUgzBRE2SGFXW6eFjPvPJT3D/3e9Exwg544MS/RkSAxGbj7soNLW0vqwztSwEJwwhENxI7wXvhCkNxoZMYPATu3iGx1OXRhoLazNFpLb9id6DUyqZLoXmKtNuzxiM9rv1Sq4NF4w9WqRvoqcO1x1OParh6UWZW6ZQees73sb8xWs621q1bAnzVj7Yvrw1wVpvhE34pD/tGBirk3OOpo3aFG3OhGqCcNzP1CFT1iOinbJk8qlQ50ovwKpI7sba4xWtjawruijh3mATgdNC0xU3Kbszx+9efdzUjruQpsnq/abktZgmJIKWSlsy5bSSD5nleiYfV3pTnjw68Lb9iJC5Ib81ijmotRDHM5wzERXvAt45Qg9ItAWwGAP7s4mzs4l04XHBKOodftuUhF63vRCsN+EGQWLmwXsiL7zrLUhzLGvmMl+Ba+Q2QzjidgeqE7JOuGggOlc8j6+OfOwXPsn3ffD9OOl88pNfpNWJYdjRW6fkyMNXG8N4Tq2OmjNDEF5++0u88ughb3vrW3h0deKwCKe1stTGugiiA7/5mddY1sYQHW1ptKD8zu++wsvveg+5rPzSL/0Gp9OCc4l3vOM7+dxnv8DZ+Z6cM0sWSo6cxzM+85lHpLQnTIXMAuyf+Xq8FUFBVKA5Suv4YOMgL8aQrGoLR2gz6TgPWhru2Hn42S/wtg+8k94WfKuEfo7zyfgHnZLzFTVnal5oORucOkXE7wgaac0otKewYz+dgXpEIskNBOeJsZF74brOVFdZKZRWSJiG4NIWdm7H+RRIk0fEuuQ1r9Q2EzRsQibgXEVQUKFXpdROrc6AQEHRIIznO/pZoXGwVHqjHb6ROPPupnHonqpCGVejWrdc1QKq8/RWiG4i1AglUvbKq/HEd8yvopoptaBrpc2VvoBUT6idUDplNd4HSRgl/CCUZeHq+JCwrSETM5kVDQtr6dRyD+88uVuPSDq4rcdCbtTDQj3aHko9GVeAqHB1tfAd/T7oDBRETEynO1sYi9rYpUgG6y2olU8hedRFfDAJ2hCEYYj46HDNdC96KyxX15wevcp5tYxs05pmkaNph2Cam7IXlnPPGBPMldP1iZaF0UV8ahZ2vcP3RGknXnn1ksuP/SrJTThN0FfOdyO9dx4/meGyIzESvIGiglcuLx9xdfWQ4AdSDLjiWdfCumZqiYxx4pf+9+d56cUdu+jBDahmPvVbn+fTn/sSZ/sdQTq1eJa58ru/+2X6Ns7tVPArjR2n40v84scytInry8AyK1V+H1ToW9rtCAoIgWh3RhHQSquGO48h0Z2tJ0csfffd2HZK6Vz/3pc56oLGif39+xSBVTPSOrTFYKoIvnekKaEoQ3NETUAiusDO7ZjiGSK2delcRAXbWqSykllprDSyNiZJrHTmXmlBIQldOrXOJhMmDZcElWrruVJpWkAjvQhaN0BRFboIzTXCFOhXhY7Bs533NgYUnu5FPA0QG4GIBYMbQlLdMPwWGGJKoBHfEr3BpV/5yI/+IE/KFa6YzF7LlVCF1ANopLZspL9FKK3TspUqPnlEC12O4CPd27guV2UpSq+geaaVxjBM2wTBkIhlLrSMfT8V2rGg6w07FayzsMzRqO+kGFBLBVCaFmqZGYf7SNv+H3uFweB1C1A3VGtdiRKpS2NWoGbmh08ol1f0wbOWI2s94YKjlEzbKOmm/Z4YIrEopzVTsnDKDjdckOIO9autpDdDLO7Ge8zLEcWRzvY48dArS7uys1kDXhLz4ZoQhOgHSi6cHp0oZbUJDZ1h6LZPU00CcZkLZ+d70hAZN2q/5VQYd+cc5oXKwOCh1YIPgcvLa0L0rOsMbuu5xIHLy5nmHVUvyekxa1tNofwZ7XYEBbFLnt4MgrwtsPRqs+TgPM4LAZNYV7pxApRiu+LS0brST4eNPLXRMkwOkk8k53Da0V6ZNDG1kdATIQaiDwxuRKq3ub4E4yHQRukn496rmbl3TrVTmrDmTu6woiy9c8wrzTnqJmYbkiMNibUcmPOKNmMJGv0ZrpnKdRfozsZ8Eq188tsylDpPwT0VKtk+JGMA3saapvbA14legBACrVoG0SssNFJoFArxpYnywHN6fI1kQXWjqm+w8wkkMJNZm+KbM1i32poyvRMcoCulVnoVnBtpfaS2SMkFV1dqrU/1D1QdpTTKWpEc6LlDBS1KLX2TfAvQHccr5cFLOxpXQKWrsz6MVlrJ7CeHelhy3RbYKoL9rpbCMheWUzYuixSsHNAOeSaUyvk4IS5TouJVSTHifKIUpROY0n3GEIj9NXK+pq1HOiuHuilS50rEId2ziztwRm93Oi0kN5NSoLWMozPEgeATyzJTezbWKQKtr6gvFG3gHGlwaDbRWxzUUpiXE/uzTTtVYIye3W7kcDrZ/o33lLZSezMsyWg8GFK9NY5rNS7QLqxzJ03nHE9P6N0AVc9qtyIo1NZRdURnGPiqNj5Erc/g+qZaICYJ17ftQO8jx1NhvH/O8uQR5XBg2J3ZheUdk0uMITKIR0ult8I+Tgx1IMaEV0/QiOsBraan6EIERpqurE1ZWqPgqOJoIaJElrVxfVrYnU2ccmVcVmNLbqDN4WPE+0BeMrUs1Gb77jXC5O/jvbE6lxsCEAWRjnOmORD9FhTa1wOCbvyCQcIGyOUpD8ANjORGxyGEiO+JGWVlYeUI90e+enzI/NVrtHt6ywhK9BHtBY9tomrtaDNAmdtIXXtrqJq0nFeDWKPNtn1Kp5dGadn2hxDaluK3orSqaBV6btS1UrIxGkkIoIL3jvkIL7yUCMH4DFrdphCitsjVmrFUdRN1qQ2Oa6aVTEpCOK6kK093DXWQziajnVsXRnXsfWBlRUURtRtLcAnnrAEcCkjvlArOw/48Ml+vlDZTS0CZcGK8Es7ZZqvuL7iahcvDNd55pmEk+EStneAzTmx7NXellUrtFe3NJkrBSuZE5JgzLTekBRxCyZXTqdKTkOIENGrNpDGAVjrFss6NrLU0tV2NUpiG++TFU1flcH2kXmW0RUrZgs8z2i0JCo0vffkr9GoU12fnE2fnO6Ph7oLWivNiQcE5Qkz4QamyQm5cPzkSitLXTFRlNyYkDMQWCHgGEs53uiuchzMjxeiYAGtWOhUZHHEcCSEicaRXBQm0bmrMEiIxjezOzhEtXJ8WznPhMM+M42Dppx9NEFdMTqwUk2X30dGaNSm7M5yC0b2bwlCrmZYzLkMvlVYqZVmMoPVm598EETdGoA3mjKkeGc2YPP251UbyiaYLq54o/oj3K1955SuE105UFRwV76HFSPQJ56CXYp9JU9ZayTkzu9kUjgn4PuLEOB5EGuoKXioihUqjd6UXISo48duiocBTqTaH856QBroDOkQfcOK2IORpuRmb1saB0Fu1dNmNVim0TskNXRvLshCWDr4TRsEnyzpLV6Q2Yj+xQynLQg+FnAt5UYLrxJ0wJpNY0zazLJWse9L5O2n5muiEPM/E3cSQRoYw2LZus67E2bTHJ8erjwwoNowPGNPIuiw4qaQoVM00dTgCQTvXy5FMh17w3TQitURogXWuBBcpS2ZGyRnQRtzayL0ZEtf+zUoaRzomPGv7HYEob2FebVLV+4Iym4iRCmXtz3w93oqgMEyRi+94iasnM2tulKvO5eVjHlzseOH+jkggbdh9Hz1hcBAKS2mcdWgSOfqO65kHKGOaqH3Cr53o9gxyZhdTygTvSdHZ3asC6p7qN8RWiO1kWgu9IN7jhh1+LQR/Yjd4OE90dUiEpcxcH5RpVHzMTGG0HYy6KUnLGcF5xGMHsymLFpx3tC6UahG+rgthcfglIOqpsqDudWpQztmpsVH1mniuzfVVLEggwVB63tHUMfuI9E7tnXJhfH3LVx6zXJ7w6piGgZQGWrB9jNIWtHr6GtGeWcqJYz1SQoWTsluVuDOBmtoCGxQQlWpEJtEZLgChyCbEQkedkFzAJ0evlt6HYnySN7wGQzinLIXh4gEuLNY4LBXoNOeZ1yumFNB1QValzTZR6kUp4jgdVnzoeClov0cQx6CXpHRglcraM6yNlhvqBT8kfBgApTvBBY+jMLqMeCWvG3t1LzyZnzC6C3xUmlhZcyNH50ojusAxH1naE2oJpBQYfIKqBJJJ8QksS2dwI2hlyTOlK7V55ppYCqx64vy+fUbD6HGqHI42hegdvHbaMeMVvMJu8JT1BG6gq0OZmOfAcT5yfXhCLhnEkWuzsk7fZLJx4zTx/R/90zx5dM3jV59w/eTAejyy1MyrTy7xVHZjYtxN4LoJcaZKHIVpGGgiRsBSC+SVfYo0Rqvm3MjgRgodFUjBmnKKSYfHkAhDNExAa5T5SNPGsVXmstC0INKJyXG2S8R4jjjja3Si5LxyefkYoVBixIlnHCd2uz3TeEGKA+Ig54U1Z8sQuun8LWumrCt1Xqz5vmBlTCm0Xp8yA6mqYf831mjvPA4ht7ahJK10SCkQQyKXRmsZBmXWBvcGijYevXbJ8cnK4CP1zLOfEi100ExvDaozHgCtzHPhellgFCTC8ari/Mq4H6gIeKHgaJt8mzhjkraUYINpbzTrLgotd4hiQC7fNiUjIyEN0YKWkxEvidIX8AJN0N5oreDouN7pa6HnSllW1tUWlkQ7NZ/IpwNnh0y6F3nhxZXhfqFFGFJEmzAwUNcZlW5KQN1RSmUcow1ztVOWgmMrwbynFJOaH1I06HBrFugxlizvrAS6unzCuBsIZ+fkYk0BRRHv6BtvpveBKI7qYJ0XDkul9R1rraQIySshOM53O6RvmVAIrGtGemc+nfCqnE3bKFoFjyPnhg+BwzxzfTgwLyY6U0qltGrD/WevHm5HUIgp8O4PPODt6xnHw1u4fHTk8uEV15cH8rriW8O3ZstFzsZR497hYyMFYSkFWoecWQ+X6DpzfvEWu6dqwqmY0rRaSuyc9SfUeZxviPPotjGXaybPC80LqoXWZ7quRN/Z7xNTH3ACtcwImeggOAet0h2E4BhT4uLsHtNw3yTBnRDDinMzpWaqWqOotULOK2VtyAohV+qarQGoJqPe+pb2bVnCzbG9YWkC2R5vsm6t2rgyZE59xr9jz+V+xSXh+Frl1VcXghSurpX9tHLv4pwQTNJemmVPp3Xh+jizVGNaDsFTdp5rXyjV4ccIwdGwhiY9bbqJuo1F+zZFMIqzJp3mFIKjukqVSrVhCiHauE5V0e7xbsK7RnMN9YZ21bbSWiY4h67V+hOLZQo+RlMix1EOyrEvrPMVb72Y2AWPUNGtNxVdxNcTy3LEqRD8QCvNmpdLRpyQy0LrFSee/bDjmBdK6yzVzrFWG1UqKUSGYWQKiTB7rk5X1FKM77MoUo3YJSRPdA7vvdHsd5MfzB3m0mnNbgBjhME5Ru8ZRZAguOiZppGjVvb7M2prtFqJ0XM4zQSfrOzwe2p2nA4zh+OJ2hrOO2sKK+AE/eMkbv12mPPK+f2GduHsIrI/P+PBSxPH6wccrhf6aaXnTK2VdTmhZNsUVPBNqblZB5wAteFa43wcUWwDreVG7ytrOdHrio8ODcH28qnUBupApVFp5H4id2VtFSXjXWdIHi+DNem0U1xDWzeYdAzsp4khRVJInO3OuNjdYxwe4N2AihBbxnvjTzAJuLpdyBtXw5wJizzdEFVVJIjhGm7KCDFaee3dlpPYAE0ScCKm61CsKejDQh0rZ+97O1989AV2QcgFTqsgdOZy4uq4cL1k9lPEe2dovAJLySy5IRIpJzjUjHeZCz8ydyV1CKPfUIYO1yxzEDFB+254ceOhBGqe7cQUT5dKc5Uqut29GuKrBcEW8H6P84uJM3g2npFKLTNepm0ki53kvRMJDH7A9U5Uay57lItpxxQKpRd6b4zDZKXCesmynHAaONsNpGjU59MkzOvCvYv75LJSpeNjpD5+yNXxRFcYYmKMA1MaCM4RfMCFQOuVqoXjfOBwPBAlMfqRYUqkIUDvOGdla15mSs7UZhKEuVWCg90YDUejwrgzNS8tSvKgQ2Q3BNa14YeJEBwPHz6m1cZufMAY7/Pw8sjxtBDTQM8rtW00dGKK2PrsLYXbERSExhgXeleCCCk6lrPAtBfO7gXqPFHnQl4LpzlxOlxR60wuja5KLlCqdbqdOKKPBBdoLtBaZW0nTus1S11AjDK+1Y4XoUWP39CT6ipdKrrdXWrOphbkhSEZNVwpxqnonzb8YJcGLvY7ok8Mccf5dMEu7Rn8nhAG1HuCNrxfjBdyVoLLpFgpEbI7suaF9bBQl0xZbevOOAYMh3CTIcjGNiy2zAfK05GkbDJwXYVMZnjxjGVotNToNZPnTAFjO/bgvHAqmaKF4G01miobIMZt+wuCFuXq1SvEKWf39vSy4lcD57S+lQm9b7obgEnebESoN5+nvZ+uldbtotAmXF0/wg/3iMMEOhBkj/AEh8OJ4l23JamWmeLOzpbu6Orpm95GDM7AZs4RJRF8ZRwGaj0hrjOOe8skSjfaOjox3YykIyFYORCGwJgiZ7JjXk/Wa7m44NF1o4uQxnEbjwdSiOScbU9E1Ubbw8A8z4xjIAwJFy1b6F2prWyr8Y7S7PO1qqITh8A0RgYBnRs9V6bzSC0FJ1YiB++pTownQxUXHK0Hpuk+bfVIm5jnJ4zTRFcTbb6htG/b9OhZ7VYEhVYLT778ZYL3hDHhQ2TwjhIq/jzQRs86CKFEhnzB7nzgdDiwLgdarogWRKutFauYgKo4VIS8LU2d6omieevSe5QBRGgO1DVwFXUVlUypmVwtxe+bkCsbSs9q2Zm8HuhlZjc5vChnux1jOGOIZ5zt7rMbzoh+xLlIc9ZYDCEZmi3t2ClAoFXHGipTamidoXa0tadrxogYXkFszPf1CYRtksoG3um6aUxurMRzL+zOR47FiGpTV6JzuL0nuk4MnhhNZ7EDuTejHVJb1zUMRNvYnYACx4cHNFfSPhJ3CZeqCfF4j3QBKiGC30hurTu+Qi+oUWJumhOFXiuOSG2Vy+vXqO2cqe4Z9kqKI7WeQG2U1qmUtrIbPBIDVTsNb4CcYD2LGDwpevDgx4E4DXSnNK30daY3T+mZnDutWS/phqim9Wy9i15YFlPMKrUQRBlTwMfInDO73gku2F3emajLui744EkSiVOk1sbheES7ELvDOHNMQ1O92y5OZ5nQRuKY9h7UggPdWTm8mExBKZUYjbY/hERvBRcDihDiiLiRvDjKIqy50BXWUmwiIWwiRaZK9ax2O4JCqVy/9oTgBDcIPRhoqRHoBEqLtG4gkNIVHxz7/Y4YHCVXfOnk1VH7E9snWIsxJjVYayH3QtbCUhc8nhhH6yP48HRPv9NofTZ8Qq4spZFLN3LM3KlLp62NdVlZ5pnT4ZqSDwTZIVjD7N75A1I4ZzedMcQRJwFwdtd0pj48qoFfcIHeHXmthHiEWOhifP7BOVQCGZOl06f9A6N17xu9uzqbnACbapXhFBCH300sal1nXxuBxpQSw3k1BiXnbBynzrKRppvWAdA3cFjvCN30M52nzRuKsyZqWQnTgI8DPkZExZqhTSCyoTmVIDcx1cawTi1Du2FWdtFZYOqdda02Nh4jyUWqMy7GIrqRojR29855cvnEqPe7NYybFjZdONttGJMpYNGNMbt0nNgmbNNMKyvajbi5lpVSFwQDRZ1PI/N8REXxQ8SJCcuspXB9fSReBIJ35FoZY2JIA2udn/Z0QgwcjwvH+cTOJVpThjgYOnbpaAiUaqNomrOxbDDwkdJJ04g0YZ6PADapalDqJkpcq2k+tE2LtBnk+XA9MwwTuWZat2NpCbD1pW54IJ7FbkVQqLXz6HLGR8HNHRe3pZgtstYeaM3hxeNU6FVsgacJQRwahF2LLJuWXllX5qvHRjaaDTyUS6b0Rq1Kd4U4rEgUWnCoM9Xo1h1VPaVZ37LXbWkoN8raKNl0G66ezBwuMzln9uNIydBrIvod4zCR0mgsQfinOokG6xGCs9SzUyjZEUJjHIUlea57puiMCyuS8yZ7ZoKqKAziGDbSlBa8wXw3LsLORlm2NfaOg8272wpDd/SotPvKdFgJyeTJVRd6UbuQ1SFO6b1QS2MTRzAQkjZiAGkNJ45ZC10GVAx4NgjgPS56arNxpBMTxxk0GntSq6YC3oHWbIUcTB/UeVxMuKhb/2SHCye0G0+kVyvtaj8y7i/wsVOz2Pi2CNIT0h02k4FxCIhYUPMuQhxNVjDB0Afm+ci8PsLHxYR8/FZ+VSvbJGRO60rtjuYcSgHprC1zyCstQpJG6RUQK2N7pfaCE49PnrUXonpCSDQUiYFcZ9bcOeRKlUDuxuysmgkSDezlDMKetwx1cgYXD4MJy0gcOK0rjpHBv8jpkPjaq0/Ia6baJNRwNT4+JeNRPF0n4PBM1+MtCQqN1x5dkiZHGjxpMBiuc3678yVaF2pXWlO0etoKtXhEkk0RgHlZKb1SS+F4fUVFyKWSW9uw7mqK006oWhANVPVQoGgBZ8QiismN19LIa2FdLa1c5szx8sjl44XTYUFbBnXEkIxBWr/OfXAzLdjWF5/qF4IpPyUx9eIQBMTS1evTgb6cSHUmtPJ0gUpvegfYjHqrJXBq+AWbShi4ycKPsupK9YlxHKmHAzIK472Jc+m40dvSUW/GGrza7xjApRuXwdOjI1tDcGOA2oKFbivd0qqpJKvbShrFYVMir4Lr3TQq1IKicdAaP4KRlga8jxuwyWjZe7eSpN+86e1d5bIQhh3DEFgPdkFqFytLqtKD4rsyxGCTo9aIYcCHgdaLIUvFtlZzmVmWTvTRmMK3Ddzj6ZrSMqdlIYtDfSQERwiOXAtXhwNt7AwiJO+e+j4OO3CdRiVMA69ePuLyMNuGZEr4FPEpUk5Gd1caqJj6FxRqsS3R4o1EJ4RAKaY3OchGl+8F70eOy4oTT/A7nlxnSukM40huMypiPR542nMJYuK1z2rylOf+OZqIvAocgdeety9/BHuRN7f/8OZ/D292/+FP9j28W1Vf+oNedCuCAoCI/KKqfvh5+/H/am92/0wRQvkAAAOXSURBVOHN/x7e7P7D7XgPz45ouLM7u7P/L+wuKNzZnd3ZG+w2BYV/+bwd+CPam91/ePO/hze7/3AL3sOt6Snc2Z3d2e2w25Qp3Nmd3dktsOceFETkr4nIp0XkMyLy48/bn2c1Efm8iPyqiPyKiPzi9twLIvLfROS3t+8PnrefrzcR+SkR+ZqI/NrrnvumPovZP9uOyydF5EPPz/Onvn4z/39SRH5vOw6/IiI//Lq/+4eb/58Wkb/6fLz+uonIu0Tkf4jIp0Tk10Xk723P365jYDRfz+cL24P7LPA+IAGfAD74PH36Q/j+eeDFb3juHwM/vj3+ceAfPW8/v8G/HwA+BPzaH+Qzpgf6XzD40EeBj91S/38S+Aff5LUf3M6nAXjvdp755+z/24EPbY/Pgd/a/LxVx+B5ZwofAT6jqp9T1Qz8DPAjz9mnP4r9CPDT2+OfBv76c/Tl95mq/jzw6Bue/lY+/wjwb9TsfwH3ReTt3x5Pv7l9C/+/lf0I8DOquqrq72CCxx/5E3PuGUxVv6Kqv7w9vgY+BbzMLTsGzzsovAx88XU/f2l77s1gCvyciPySiPzt7bm3qepXwE4A4K3Pzbtnt2/l85vp2PzdLb3+qdeVbLfafxF5D/DngI9xy47B8w4K32x1680yDvnzqvoh4IeAvyMiP/C8HfpjtjfLsfkXwPuB7we+AvyT7flb67+InAH/Afj7qnr1f3vpN3nuT/w9PO+g8CXgXa/7+Z3As0vZPEdT1S9v378G/CcsNf3qTXq3ff/a8/Pwme1b+fymODaq+lVVbaragX/F10uEW+m/iEQsIPw7Vf2P29O36hg876DwC8B3ich7RSQBPwr87HP26Q80EdmLyPnNY+CvAL+G+f5j28t+DPjPz8fDP5R9K59/FvibWwf8o8DlTYp7m+wbauy/gR0HMP9/VEQGEXkv8F3Ax7/d/r3exCiy/jXwKVX9p6/7q9t1DJ5nN/Z1HdbfwrrDP/G8/XlGn9+HdbY/Afz6jd/AW4D/Dvz29v2F5+3rN/j977EUu2B3ob/1rXzGUtd/vh2XXwU+fEv9/7ebf5/ELqK3v+71P7H5/2ngh26B/38BS/8/CfzK9vXDt+0Y3CEa7+zO7uwN9rzLhzu7szu7ZXYXFO7szu7sDXYXFO7szu7sDXYXFO7szu7sDXYXFO7szu7sDXYXFO7szu7sDXYXFO7szu7sDXYXFO7szu7sDfZ/ANYm2wGuSWulAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data.trn_ds.denorm(x_)[0]);"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"learn = ConvLearner.pretrained(arch, data, precompute=True)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "49b5c7ea9a89412cbe723bb43498e693",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 86%|████████▋ | 89/103 [00:03<00:00, 27.18it/s, loss=33.6]\n",
" \r"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lrf=learn.lr_find()\n",
"learn.sched.plot()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bb94c3cafbd44169bda53e7de0cf1657",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, description='Epoch', max=3), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch trn_loss val_loss accuracy \n",
" 0 1.316231 0.528503 0.847892 \n",
" 1 0.69004 0.417167 0.883323 \n",
" 2 0.464866 0.385618 0.894319 \n",
"\n"
]
},
{
"data": {
"text/plain": [
"[0.38561770714996935, 0.8943188761019022]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.fit(1e-1, 3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"class ImageClassifierData(ImageData):\n",
" ...\n",
" \n",
" @classmethod\n",
" def from_path_and_array(cls, path, folder, y, classes=None, val_idxs=None, test_name=None,\n",
" num_workers=8, tfms=(None,None), bs=64):\n",
" \"\"\" Read in images given a sub-folder and their labels given a numpy array\n",
"\n",
" Arguments:\n",
" path: a root path of the data (used for storing trained models, precomputed values, etc)\n",
" folder: a name of the folder in which training images are contained.\n",
" y: numpy array which contains target labels ordered by filenames.\n",
" bs: batch size\n",
" tfms: transformations (for data augmentations). e.g. output of `tfms_from_model`\n",
" val_idxs: index of images to be used for validation. e.g. output of `get_cv_idxs`.\n",
" If None, default arguments to get_cv_idxs are used.\n",
" test_name: a name of the folder which contains test images.\n",
" num_workers: number of workers\n",
"\n",
" Returns:\n",
" ImageClassifierData\n",
" \"\"\"\n",
" assert not (tfms[0] is None or tfms[1] is None), \"please provide transformations for your train and validation sets\"\n",
" assert not (os.path.isabs(folder)), \"folder needs to be a relative path\"\n",
" fnames = np.core.defchararray.add(f'{folder}/', sorted(os.listdir(f'{path}{folder}')))\n",
" return cls.from_names_and_array(path, fnames, y, classes, val_idxs, test_name,\n",
" num_workers=num_workers, tfms=tfms, bs=bs)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment