{ "cells": [ { "cell_type": "markdown", "metadata": { "lines_to_next_cell": 2 }, "source": [ "by Andreas Bauer and David Boehringer, 19.06.2020\n", "This script contains two examples for 3D-PIV: The shift of a bar of binary pixels in one direction, the expansion\n", "and a real data set where we recorded two stacks of collagen fibres at the same field of view with confocal microscopy\n", " in reflection mode. One stack contains a NK cell that deforms the matrix and the other doe not.\n", "Please download the data at https://github.com/fabrylab/3D_piv_example_data.git (180 MB, unpacked) and provide the\n", "folder in the code below.\n", "We tested this on ubuntu 16 and 18, with Anaconda Python installation. The whole script\n", "takes about 5 minutes on my 4 core-intel i5 @2.5 GHz Laptop. You should have !!! 8 Gb ob Memory !!!! or take care not\n", "to open all matplotlib plots as interactive windows at once.\n", "For questions contact andreas.b.bauer@fau.de\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from openpiv.pyprocess3D import *\n", "from openpiv.PIV_3D_plotting import *\n", "from openpiv.validation import sig2noise_val\n", "from openpiv.filters import replace_outliers\n", "from openpiv.lib import replace_nans\n", "import glob as glob\n", "import os\n", "from natsort import natsorted\n", "import matplotlib.animation as animation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make save_plots = True if you want to compare the \n", "visual results " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "save_plots = False\n", "out_put_folder = \"output_3D_test\"\n", "if save_plots:\n", " if not os.path.exists(out_put_folder):\n", " try:\n", " os.mkdir(out_put_folder)\n", " except:\n", " print(\"could not generate output folder\")\n", " save_plots = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "############ a group of bars shifted by 1 pixel to the each dimesion the second frame #############\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# constructing frame 1 and frame 2\n", "size = (32, 32, 32)\n", "shape1 = np.zeros(size)\n", "shape2 = np.zeros(size)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "shape1[16, 16, 25:27] = 1\n", "shape1[16, 16, 7:9] = 1\n", "shape1[16, 25:27, 16] = 1\n", "shape1[16, 7:9, 16] = 1\n", "shape1[25:27, 16, 16] = 1\n", "shape1[7:9, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ "shape2[16, 16, 24:26] = 1\n", "shape2[16, 16, 8:10] = 1\n", "shape2[16, 24:26, 16] = 1\n", "shape2[16, 8:10, 16] = 1\n", "shape2[24:26, 16, 16] = 1\n", "shape2[8:10, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "window_size = (4, 4, 4)\n", "overlap = (3, 3, 3)\n", "search_area = (5, 5, 5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 14/14 [00:00<00:00, 145.38it/s]\n" ] } ], "source": [ "u, v, w, sig2noise = extended_search_area_piv3D(shape1, shape2, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/user/miniconda3/envs/openpiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:838: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if zdir == 'x':\n", "/home/user/miniconda3/envs/openpiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:840: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir == 'y':\n", "/home/user/miniconda3/envs/openpiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:842: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir[0] == '-':\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Automatic pdb calling has been turned ON\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUkAAADzCAYAAAALrOQPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAACCQUlEQVR4nO2dd3ycV5X+v3eKepesYhXLvcm2XOQUIJVQsgEnlJBQEiDUXVg6JGQLZRcChLYL/OihLGx6J4QUNhBIcVzUZVuyeh9pRnX6zP39Id83o9HMaEZ6VRy/z+eTT6wp972S5n107jnPeY6QUmLAgAEDBiLDtNIbMGDAgIHVDIMkDRgwYCAGDJI0YMCAgRgwSNKAAQMGYsAgSQMGDBiIAcs8zxulbwMGlh5ipTdgIDqMSNKAAQMGYsAgSQMGDBiIAYMkDRgwYCAGDJI0YMCAgRgwSNKAAQMGYsAgSQMGDBiIAYMkDRgwYCAGDJI0YMCAgRgwSNKAAQMGYsAgSQMGDBiIAYMkDRgwYCAGDJI0YMCAgRgwSNKAAQMGYsAgSQMGDBiIAYMkDRgwYCAG5vOTNLAEkFISCAQQQmAymRDCsBM0YGC1wiDJZUYwGMTn8+FyuQAYHx8nLy+P5ORkLBYLQgiDNA0YWEUwSHKZoKLH3t5enE4nUkoyMjLo6ekhOTkZv98PgMlkwmq1YrVaMZvNBmkaMLDCEFLGnNBgjG/QAVJKfD4fgUCA9vZ2enp6KC8vx+12Mzg4SGpqKvn5+eTm5pKVlaW9Rx3HLRaLRpomk5FGfgXC+Cu4imFEkkuMYDCI1+slGAzS1dXFwMAAJSUllJeXI4TA6/VSXl6Ox+NheHiYtrY2LBYLOTk55OTkkJWVhdfrxev1AhikacDAMsMgySWCOl77fD68Xi+NjY1kZmayefNmpqamtNcJIbBYLGRnZ1NYWAiAx+NhbGyMoaEhWltbSUpK0kgzMzNzFmmOjY1RWFhokKYBA0sEgySXAFJKLXocHR3l1KlTbN26lYKCAoaHhwlPcYR/nZycTFFREUVFRcAMaTocDgYGBjh16hTJycnk5uaSk5NDW1sbOTk5syJNq9WKxWIxSNOAAR1gkKTOUMfrQCDA6dOnmZyc5MCBAyQnJwMzkaMiRZV3nA/JyckUFxdTXFwMgMvlYmxsjN7eXlwuF01NTRpppqWl4fF48Hg8wGzSVNVzAwaWCLrXMIQQf5JSvkHvdROBQZI6QUqJ3+/H7/fjcrlobGxkzZo17N+/PyIxKbIMJc14kZqaSmpqKiUlJUxNTbFp0yYcDgfd3d1MTU2RlpamkWZqaqpGmlLKWflMgzQNnAUoWOkNGCSpA5T28cUXX6S8vJyOjg527txJTk7OnNdGIsVESTJ8vbS0NNLS0igtLUVKidPpxOFw0NnZyfT0NOnp6RppCiEIBALa+6empigoKNCO5wZpGjAwGwZJLgKhxZlAIMDU1BTDw8McPHgQq9Ua8T3hJKk3KQkhSE9PJz09nbKyMqSUTE9P43A4OH36NG63exZpnjx5koyMDO39ZrN5Vk7TIE0D5zoMklwgQo/XU1NTNDY2Yjab2bNnT0xiiUSSi4kk54MQgoyMDDIyMigvL0dKydTUFA6Hg9bWVpxOJydPntRIMzk5Gbfbrb3fIE0D5zoMklwA1PFaddD09/eze/du6uvr5yWR5SbJSNfPzMwkMzOTiooKDh8+TFlZGQ6Hg5MnT+L1esnMzJx1PHe5XNr3ZZCmgYXA6w/y+xe7uOO5TmyTHoqzUrjpNet5x4FyLObVrcAwSDIBhB6v/X4/TU1NJCUlcfDgQcxmc1xrLDcpzgchBFlZWWRlZbFu3TqCwSCTk5M4HA5aWlrw+/1kZWWRm5tLdnb2HNIMBoMkJyeTnJxskKaBiPAFgrznFy9S3zuGyxcEoH1kmv94tIU/NQ1yx3sPYjat3s+NQZJxIlT7ODY2RktLCxs3btRkOfFCkaTb7cZqta460jSZTGRnZ5OdnU1lZSXBYJDx8XFNchQIBMjOztZIs7Ozk7y8PHJzcwG06rnFYjEcjgwAcPeRHup7xzWCVHD5AhzpdPBIXT9X7y1dod3ND4Mk40Boa2FHRwejo6Ps27eP1NTUBa03MTFBQ0PDrLym2WwmMzNz1ZGKyWQiNzeX3Nxc1q9fTyAQ0Eizu7sbp9OpCdmzs7MJBAL4/X6klJhMplnHc4M0z0386u+duHyBiM85vQF++bcOgyTPVigSa2xspKKigpaWFrKzs6mpqVlQJ4vH46GlpQUppaafPHnyJBaLhd7eXiYnJzWNY25uLmlpaauOVMxmM3l5eeTl5QHQ0tJCRkYG4+PjdHV1IaUkJydnllmHcjhSLZjqP4M0zw3Ypjwxnx+adMd8fqVhkGQUhB6vHQ4Hdrud7du3k5+fP+/7It34o6OjnDhxgoqKChwOByaTCSklVquVnJwc8vPzkVLicrlwOBy0t7fjdDrJyMjQSHOhketSQh3PQwlxbGwMu91OR0cHQohZpOn3+/H5fIBBmucKynJSGXP6oj6/Li99GXeTOAySjAB1IweDQVpbW/F4PNTU1JCZmRnzfaFdNApSStra2hgbG2P//v34/X7sdvuc96h/hwvDlVzn1KlTeDweMjMztRxgUlLS0vwAEkAwODvPZLFYKCgooKBgplHC5/MxNjbGyMgIp0+fxmw2zyJNl8tFc3Mzu3fv1kgz1KzDIM2zHx+8aAM339+Ayzv3yJ2WZOaDF21YgV3FD4MkQxCaI3Q6nTQ2NlJcXEx2djYWy/w/qvAijNvtpqGhgZycHA4cOIAQgunp6TntiNEKN+FyHVV5ttvt9PX1EQgEcLvd2Gw2cnJyogrYlxqxiMxqtbJmzRrWrFkDgNfrZWxsTLOFM5lMeL1eJicnyczMxOfzzYo0w806DNI8+/Cm3Wt5qnmIp08M4wwhyrQkM2/as5bXbi9cwd3ND4Mkz0BpH4PBIAMDA3R1dbFz506ys7MZGxuLqwIdSnwjIyOcPHmSbdu2zTqiL6bjJrTyrIoohw8fZmJigu7ubqSU2tE8Ozs7blnSYhCvSYdCUlIShYWFmi3c5OQkLS0tDA4OcurUKc0WLjc3l4yMDLxeb0yzDoM0Vz9MJsF/Xb+Xp1uG+cXfO+hzuKjIS+Om16znki1rVv3v8JwnyXDt44kTJwA4ePCgFj0KIeYcKyPBZDLh9/tpb29nfHx8lvuPgp5icmVSsXHjRuDlfODo6Kh2tFWkmZWVtSS2aYmSZDgsFgupqals27YNeNkWrr+/n8nJSc0WLjc3l/T0dI00FUEaoy7ODggheO2OIl67o2ilt5IwzmmSDB2rMDk5SVNTE+vWraO0dLYcQRVZ5kMwGKS2tpaCggLteB0OvQ0uQhGeD/R6vTgcDi1KCyWcjIwMXQhlsXsPJ9lotnA9PT1MTU2RkpKidQMp0hweHsbn81FUVGS4thvQHecsSapxCoWFhfT29jIwMMDu3btnmT0oxBNJ2mw2JiYmqKqqoqSkJOrrwolpKSOfpKSkWea9qnIeaqnm9XqZnp5elNxoMd/DfJFoqC1caPU/9HswmUwkJydTWFhojLowoDvOOZIMLc50dHQwMDBAWloa5513XtSbyGQyRSXJYDBIW1sbExMTWoQTCyvZu60IZ+3atZqlWm1t7Sy5kaqcp6SkxLXmYo/bwWAw7vdHs4Xr6OjAbrczOjo6y+EoJSVlDmkaru0GEsU5RZLh2ken08mGDRtiRn4Qncjcbjf19fXk5+ezf/9+6urq4iI8vUlyIUSlLNWSkpLYtWvXLLnRiRMn8Hq9Ws92LLnRYklSdeYsBOp7yMnJIS8vj5KSkpi2cCkpKVFd2w3SNBAN5wxJhvo+dnR04HA4yMzMnFccDpEjSZvNxqlTp9i+fbvWfRLPsVyR4mrq14bIcqOJiQkcDocmN1JV55ycHK2opQdJLjblEAwGtWp3LFs4j8ejifOVLZwizampKa3QZbi2GwjFK54kQ4/XbrebxsZG8vLyqKmp4dixY3FXrRWpKYH55OQkNTU1syKseKJCIQQ+n4/Dhw8jhMBsNpOens6aNWvi0mIuF0wmkzahMbRn226309nZqXXSqMh8oQgGg4uO4KKtEYn4FWkqW7isrCxycnJwu91apV0Rt2ELZwBe4SQZqn202Wy0tbXNivxi5RpDoSJEl8tFfX191Nk185GklJKenh6cTifnnXceFotFywfW1dUBzNI5rqbjX3jPtuqkGRwcpKGhAYvFQm5uLnl5eWRmZsa9d70iyXiuZzKZotrCDQwMaC7uobZwhgGxgVckSYaPVWhtbcXtdkeM/OKNJMfGxmhra2PHjh2aLVg4YpGk3++noaGBpKQk0tPTSU1NJRgMaqMWSktLNeJR3ShWq1UrpMSS7OhBNIlCddL09vZSVVWFlBK73R5R37jUe19oNBoqzgdISUkhOTk5qi2cQZqrD0KIXwJXAcNSyqozj30J+CBgO/OyL0opHzvz3C3ATUAA+Gcp5Z/mu8YrjiRDtY9Op5OGhgbWrl3L9u3b53yI49E/qijU7/fPIdlwRFtvYmKCxsZG1q9fT3FxMc8//7wWxYYSdXgLn9vtniV3SU9P10hTmV2s9I2pSM5qtc7RN4ZLdUL3HmraqwdJ6pXXjGULJ6WcQ5qhBsTqiJ6SkmKQ5vLhV8APgN+EPf5dKeXtoQ8IIXYA1wE7gbXAU0KILVLKyD5uZ/CKIkmVc2pubmbNmjV0d3dTVVWlOdSEY77jtjpeW61W1q5dO6+hRKTItLe3l56eHk2DGd6vHSv6TElJoaSkRNMIqsqtMrvIysrC5/Ph9XrjluzojWiRYCS5kcPhoK2tDZfLpY2I0CMnKaVcdAtmIBCYs0Z4iiEQCDA2NsbY2FhEWzin00lfXx9bt27lS1/6Eh//+Me1bigDSwMp5V+FEJVxvvwQcKeU0gN0CCHagIPA87He9IogyfDjtcPhwGKxzGotjIRYJDk8PExrays7duxgcnIyrn2EEl4gEKC5uRkpJTU1NbNaHBeC8MqtyqeNjo7S1NQ064bNyclZlr5tiO+4rKQ6oRMcVS5wcHAQn8+Hx+PR9p6ou1EgEFiWI7vZbCY/P19TRITbwgUCAUwmE8ePH6e1tXXBv4NIR8iQ5z4D3A6skVKOLOgCZxcKhBBHQr7+qZTyp3G872NCiBuAI8BnpJQOoBR4IeQ1vWcei4mzniRDtY8TExM0NTVhsVjYtWvXvO+NRJLBYJCTJ0/idDq14/X09PSsWdXRoEhyenqa+vp6ysrKKCsri3kDL1QnqfJpycnJ7N27VxsrYbfbaW9vn3V0TKSQkigWsncRMlcnKSkJn89HVlYWdrtdywVGkhvF2sNiv79IkeR8CG8DHRoaYnh4mLvvvpvjx4/zrne9iyuuuILPfOYz89rsheFXRDhCCiHKgdcB3Qlt9OzGiJTyQILv+X/AVwF55v/fBt6/0A2c1SQZOlahu7uboaEhqqurtUrxfAgnSafTSX19PUVFRWzbtm1WrileFyC73c7IyEjMY75CuGXaQiGljNi3HVpISUlJ0XKCejue6yEmV3IjePlY63A4NLlRqFFHOJktpYwoESjJ0Ve/+lWee+457rrrLl588cU5JifzIcYR8rvA54GHFrXRVziklEPq30KInwGPnvmyDygPeWnZmcdi4qwkyVDto9frpampifT0dA4ePJjQBz2UJIeGhmhra2Pnzp1zWgvjkQoFg0FGR0cRQlBTU5OQt+NiSDIaQSUlJWmFlHDHc5fLpbUgLkbjON8e4kGk43r4sVZV/ZWMKzxK1osk9cxrer1eSktLeetb37qoNRWEEIeAPillnVEQig0hRImUcuDMl9cAjWf+/TDweyHEd5gp3GwGDs+33llHkqHaR7vdzsmTJ9myZYtWEU4EytqspaUFl8sVtXo9X7QXWuApLS1NiCCX4wMfqedZ5QTdbjcvvfQS2dnZ5OXlxXW81RPxkFN41T/cTs3j8TAwMEBBQQHp6ekL+pmqfOJiEEqSOkfqacAXmTlqGwiBEOJ/gUuYyV32Av8OXCKEqGbmuN0JfBhAStkkhLgbaAb8wD/NV9mGs4gkQ4szwWBQ82zcv3//giu7fr+f3t5eKioqZh2vwxErklTtiTt27MDhcCS8h+U0uAi9psoJDg8Ps2/fPsbHxyMeb5da1L6QfGK4ndpLL72ExWKhq6tLk0qFzgWKh7D0iEYDgQBWq3Up2k43AusBFUWWAceEEAellIN6Xuhsg5Ty+ggP/yLG6/8T+M9ErnFWkKSUkvHxcSwWCz6fj4aGhpiejfFgcHCQ/v5+1q5dS2VlZczXRiKyUPcfFYHG62AejpXu447WTaMq/ElJSXGJ2hcCPTSOAGvXrtUq50oq1dbWhtvtnuVuFC0/qBdJhkbFev2cpJQNgDbjQAjRCRw4R6rbK45VT5LqeH3q1CmysrLo7++P2fUSz3onTpzA4/FQWVkZdztbaCTp8Xior68nNzd3VntivFFhMBjkyJEj+P1+UlJStGP/Qo+5epNsJFG73W6PKGpfLPSoTAPaGpGkUlNTU9jtdpqbm/H7/bPcjUJTI4slNUWSC6mUhyLSEVJKGTU6MrC0WLUkGX68npiYwOPxcPDgwbhyfpEKAqp6XVxczPbt2+nv79eGTsVCaCeN3W6npaWFrVu3apXkSK+LhpGREZxOJ/v27SM1NZW+vj5GRkaora3FZDJp/c9ZWVlx3bTLkdNMSUlh7dq1mjA8VNQ+PT3NiRMnNNJMdBjZUrdUhvZrV1ZWEgwGtdRCT0+Ppi9VhcDF5GMVOTqdTtLS0ha8TpQjZOjzlQte3EDCWJUkGap9nJ6eprGxkeTkZDZu3BjXTagiutCbb3BwkPb2dm24FyRmcBEIBGhvb8dms0XNg8bqBZdS0t7ejt1uJy0tjdzcXHw+H5mZmfj9fjZt2jRLtnPixAmtlS8vL2/VzNwOj9QOHz5McXExDoeD3t5egsFgQqL25e47V3+IVBTs9/sZHx9nYGCA2traReVjFUmOj4+Tnr66Z0kbiB+rjiRDtY99fX309vaya9cuBgYG4parmM1mLccUCAQ0E9lwaU68JBkIBBgZGaG4uJiampqoN040klR51PT0dPbv388LL7ww6z0K4bIdp9OJ3W6f1Ya40IhtqaAs05SlWmgXSjyidr1ykguFxWIhPz+flJQUDhw4gM/nw+FwaCYj4e5GsfaqSHJ6ejriGBADZydWDUmGah/9fj/Nzc1YLBbOO+88zGYzQ0NDcZOkIkeVO1y7di0VFRURDS7mW3N8fJzm5uZZE/2iIVJOUplbbNy4UZs1M9971OOqlU/l1iYmJrDb7fT09ABox0Q9tI56IVFRu145Sb1gtVpnjbxVcqPe3t5Zg8jU9MbQz5RBkq9MrAqSDD1eK1LauHGjJvEAtIR4PDCZTAwODtLX1zfreB3pdbGOx93d3QwMDLB9+3Z6e3vnvW444fX19dHd3c2ePXtiHr/iKbyEd6WoCvTAwADHjx+fRT4L1QouBeYTtSv3ndTU1IQ7U/RCrGg2VG4Uuv/Ozk6NDBVpKpJUrkcGXhlYcZL0+/34fD6klHR2djIyMsLevXvnfMjUEXo+qPGwwWBwwQYXfr+fxsZGrFYrNTU1eDyeuIksGAwSDAZpaWnR7NVi7WGhZBbu5+j3+zWjBafTSWZmppbPTNQwYqkQSdReX1+vnRz8fv+KiNrjlf9E2r8qYrW2tjI1NcWTTz7Js88+u5i5PZH8Eb8FvAnwAqeB90kpxxZ0AQMJY8VIUkrJ2NgYMEMujY2NZGVlRc35qSN0LExNTdHQ0EBycjJbtmyZ9yaLRJKTk5M0NDRQWVnJ2rVro74uEoQQeL1eDh8+TElJScQjfqT36CHhSU1NpbS0dFZHjd1up7GxUTOMUOSzXA5B80H5UK5du5aMjAzNvzERUbseqYaFSnYiFbGKiooYGhriyJEj7N+/n1tuuYW3ve1tiSz7K+aaWzwJ3CKl9AshvgHcAnwh4Q0bWBBWhCSV9nFwcBCv18vo6GhESU0ozGZzTLlOf38/nZ2dVFVV0dPTE7fjeOjr+vr66OrqmjN/Ox5pD8wQ7MDAAHv37p1XQxiPn+RCEdpRU1lZqRlGhBZTVJS50kL20Op2JFG7KqK0trZGdDvXI6eph5AcZn7u27dv5+KLL+bgwYP84z/+I9PT0wmtEcncQkr5RMiXLwAJsa6BxWFZSTJc+zg6OorH46GmpmbefFS0nGQgEKClpYVAIKAdrxOdXRNpjUivi/V9tbe3MzQ0RHFxccIi66UmqnDDCI/Ho4nDnU6nNhwtLy9v2c17Y+UDw4sokUTt2dnZi/75LVb8HY6pqSmysrJISUlZip/n+4G79F7UQHQsG0mGjlVwuVw0NDSQkpJCQUFBXAn7SMdtdbwO922MlyRNJpM2ubC0tJTy8nJtjSm3n1PDU2SnWqnMS4l6I4bKe7Zs2YLdbp/3uqHRox4FlkRJIjk5WXM8P3z4MJWVldjtdk0qpfKCubm5S54XTCQSjCRqt9lsuFwuDh8+vGCJlF7u6ArT09OUls7r5ZowhBC3MmPM8DvdFzcQFctCkkr7KKVkcHCQzs5OduzYgdvtjvs4El64UUfjXbt2zTE0jbfIMzo6yvj4ODU1NVoFXErJd55q4zcv9GAxC/xBSVlOKjdtnbteuLzHbrcnFMGqKGoprNISeb/Kq6mxq8rLsaurCyGEFmWG6xz1iIAXKiZX+1bV5J07d2pzwkNF7Xl5eWRnZ8eMFPX2o3Q6nbpLgIQQ72WmoHO5XOkcyTmGJSXJUO2jEnWHVp1tNltCsp5AIDBrLEK06vV8RR7lPj49PU1mZuYsidDP/97Fb1/swe0PzvzNBk7bpvnPMXjDxQHSkmZutt7eXlo7utlfvZuszJkbIl7Ck1Jy7Ngx/H4/VqtVG1q23LKRSHs1mUxz8oKRdI56Hc0XS1Dq/eFzwpWofXR0lNOnT8cUhetx3A4EAtpncXp6WteOGyHEG5gx271YSunUbWEDcWHJSDJU+zg1NUVjYyMVFRWUlpbOStTHS5Jmsxm3282LL744Z51wxDpuK+/HwsJCNm3axLFjx7TnAkHJT5/txOWb/V4J+ILwh4ZB3rq3hP/+wxH+t3GKCa/E8sxhDu0p4ebXb46LJO12O1NTU+zevZvs7GxNM6gca5bzqBsPrFYrRUVFFBUVaTpBu92uDfTyer0MDQ2Rm5u7IKnRYtsSo+U0w0XtShTe19c3R9Sul5ekWmMxYvIo/oi3AMnAk2e+1xeklB9Z1IYNxI0luQtDizO9vb309/fPqRhDYiQ5PDzM2NgY55133rzzQqKRpPJ+3L59u+bKHQwGaR+Z5mjXGCYhcHr9Edf0BKCh18GJ1tPc0+rD4z8z8CsoebB2gJbBSX5+7ZaoJCmlpKuri6GhITIzM8nJyUFKqU0VrKqq0rpqRkdH5xx14zW8WEqE6gTLysrw+/0cPXoUp9NJb28vUkqt+pyTkxMX8SyWJOPNaUYShatq/8TEBElJSaSmpsa0U4uF0Gh0ampqwSSZqD+igaWHriSp9HkqompubiY5OZmDBw9GPM7EQ5JKaBwMBsnOzo5roFK4XEhKSVtbG2NjYxw4cEC7CfxByQ+Ou2h46kVMAkxC4I+SUrSaIDhp44EuNIJU8AaCnLZNc7R3isIIJBkIBGhqasJkMlFTU8OxY8dmkan6d3hXjdfr1Ry4T5w4oVmUhR519R6dkCgsFgvr16/XjrgOh4ORkRFOnz6N1WrV9hutC2ixvdsLOa6Hk31fXx8ulwu3271gUXsoSSoxv4FXBnQjSXW8bm9vJyUlhf7+fjZt2hSxX1lhPpJUwu6KigqKi4s5evRoXHsJjSRV/3ZOTs4ck97//r8O6mxBfHHokaWUXLBrM3/oao34vNMb4HjvJFeUzF7M6XRSV1dHWVkZ5eUzM4hCXYpiEURSUtKso67T6WR0dJQTJ07g8/nIzs7G6/Xi9/tXrKsmdP8WiyWiD2VoC58izdBobblJMhxSStLS0jQD5oWI2kNJUu+cpIGVhW4kqW58NQt6//7989p7RSNJKaXW96yq1+poHA8USTocDpqbmyPOwJFS8rvDPREJUjCThwz//m5+6CS+QOTjdJJZkJliYWbu+QxGRkY4efJkxOFioSQZT7En1PCioqJCu5FHRka0FkpFQHq7h0fDfJFouGQn3Pw21KBjoYUTPccuKCxE1B5OkobBxSsHuh636+vrEUKwfv36uPwPLRbLHJJUx2shxKzqdbxdL/DyaNfR0VHN3BYgGJT8vd3O0S4H6ckWnN7IUWykq8yQafTrCyF4/fYCHP1TSCnp6OhgZGRk1vE+9LWL7bhRN3J6errmThQqtI4Wtc36PnXIB8b7fnFm3GpmZibr1q3TuoAGBwc5fvz4rKr6fJZkoViOcbLxiNrNZrMWzQcCgQVF9lH6tvOYEY9XMjPU6lopZeLDlF6hSKTX/UwnUwtw8szb4yqA6UqSVVVV9PX1xV2MCe9kUcfrdevWLViM6/P56OjowO/3c8EFF2gf/im3n/fccZROuxOnN0CSWcSgvDj2zsuUaTEJPv+6TRRlpTDSE6C2tlbzJ4x08y1FK2KoQDxS1KbkL/NpBhPBYkhWdQGpn5OyVOvt7WVycjJuw+GVmLkdSdTe0dHBxMQEH/7wh5menubee+/lsssu07qc4sSvmNu3fTPwtJTyNiHEzWe+Piv7tu3TXu472kvb8BRbizN5674ystMW7Yv6KxLrdT8tpaxO5AK6kqTVasViseDxeOZ/MS/noqSU9Pb20tvbG7EKHi/Gx8dpbGykuLgYt9s964P/H388SZttCu+Z47I3yrE5XoS+2yTgkYYhXrcxnbGxMXbs2KGZY0SCHpFk6FqRHguP2iIVVFSFfaHQ01V8PsPh7OzsiHNp9DDtXYxOUonas7OzWbNmDY888giXXnopTU1N3HXXXdx7771xrxWpbxs4xIwkCODXwDOchSR5uMPO++44TEBK3L4gqVYT33nyFL/7wHnsKc9Z8LrL0euuK0kKIRKS9QCaXZbZbI5aBY9njZ6eHvr6+qiuriYQCNDV1aU97wsEeaxxaNHEGA3egOTk4CR3/rWRmpL0mAQJLxNbIjnJWJjv/WazeZZmMLSgMjU1RUtLixa1JdLOt1SNH5EMh0Pn0gAaYa5EJBkJimhTUlKwWq186UtfWtR6ISiSUg6c+fcgEL0SukrhCwT50G+OMB2S3prRIgf5wK+P8OIXL8dkivqHrkAIcSTk659KKX+awOXDe93XCyGOAxPAv0gpn51vAd11khaLBb8/stYwHBMTE0xPT7N+/fp5iSUa/H4/TU1Ns0h2amoKlzfAvcf6ONY9Rl5aEv7A0rp3u3xB2n15nG/2zvvacGJc7i4zdVwsLCykrq6OtWvXYrfb6evrIxgMkpubS35+PllZWfOSx3IUiMLn0oQWUmw2G0lJSQSDQfLy8khLS0t4T3p13JjN5kUPE4sFKaUUQpx1LYl/axvBH4y8bacvwEudds7bEDUtMSKlPLCQ60bodR8AKqSUo0KI/cCDQoidUsqJWOvo/tuMJ5IMjfxSU1MTIsjQI97U1BT19fVzcpjDU34+/qdRvNKB0xvAahYsURA5C8lWc9yVap/Ph9vtXnEHayEE2dnZZGdnz9I6Dg0NcerUqVltiOF71fO4nQhCCylqJK/JZKK9vX1BhsN6RpLT09N6/06HhBAlUsoBIUQJMKzn4suBcacv6n0hAIdz/omliSJSr7uckZ54zvz7qBDiNLAFOBJtHViiSDIWSSrXb4vFwsGDBzl8+HDcH1JFwBaLRfOPjGRw8a9/aGXCKwnKmX1Ek+3oiVSrmat2FSNHT8/7WhX9ZmVlMTk5icfjoa+vb1VMRQzXOqrcYKS2yZUiyVAEg0HS0tJYs2ZNVMPh0C6gSBHjYiRICookx8bG9Jb/PAzcCNx25v8P6bn4cqC6PCdqJOkLBNlTHnm8ykIRrdddCLEGsEspA0KIDcBmoH2+9ZYkJxntuK1cc0JdvxWpxkOSytrs5MmT+Hy+iAYX9mkvdX0TRPqdmAQRH18srGbBhRvzeNXGfF4caYv52qGhIex2O9u2bSM/P59gMMjRo0c10w2v16tVouN1EV/ocT0ekgvtTAlvm5RSIqVkfHx8xdomw//AhhsOR5reGK4n1at3e7FDwKL0bd8G3C2EuAnoAq5d1EZXAJUF6Vy6tZBnTg7PGMecQarVzBuqiinJXnhgkGCv+0XAV4QQPiAIfERKOa+34bIct0OP1+FDsZRjT7wFg+PHj1NaWhp1NMKUx4/FJCJGj0tBkAq2STe+gIzZu93W1sbExASFhYWkpqYihMBkMmE2mykvL6e8vHyOi7jVaiU/Pz9qvm05iSm8bVKZc/T393Py5MlZsp14HIL0yMXOdwqJZHQRrnF0u914vd5F5RJDSXKh3TZR+rYBLl/wxlYJvn99NV97rIW7XpopvJmE4N3nr+Nzr9+6qHUT6XWXUt4H3JfoNZa8cOPz+WhqasJqtUasXsdbDR8eHmZ8fJydO3dSUlIS9XVrs1NIspjmOPksJXwBSevwNI82DhFpZ36/n/r6etLT09m3bx8tLS3ac+FFnHAXcbfbzejoqDZdUBnL5uXlrbhLkMViIS0tje3bt8+S7YS2TaqjebRj7mJJPhHTXpirJ52enqauro5Tp07h9XrJycnRjueJ/HxDJyUaLYlzkWwx8+U3V/HFK7cz5vSRm5ZEkmX1jBKOBd2P26GdMUq3uGHDhqjENl8OMxgMapPo1qxZM+8H0GI28enLN/Efj52IqydbL7h8Qe471s/Hts9+XN2E69ev134GiVS3U1JStAFfocfd7u5uTCYTXq9XmwedKOHo2XETLttRbZNqgmOkY26iBBcJgUBgwd+D0jgmJSVp0jElNZrPcDgcKqI1WhJjI9lipihrdQyiixdLEoooW7D+/n6qq6tjElssg1y32019fT0FBQVaBBZP1JmTZkWHIXoJI1xmpKzZdu3aRVZWlvZ4uJg8XkRyCaqrq2NgYID29nYyMjK0o/lyGF7EItnw/ufwY64SYOuhEdVjiBfM3XOoC1O44bBKl4RCCLEkruQGVha6k6TP58PlcjE9PR2XODzacVu53SjvR/Xa+Uwupj1+bn6gifjl7PogxWriql3FIHu13u3R0VFqamrmEJZeecWkpCRSUlLYuHEjqampTE1NMTo6SmNjY8J6x4UgkUg0Utvk8PAwTqeTl156acFtk3pNOoyEcBemUMNht9s9S2qkYDgAvfKgK0m63W4OHz6M1Wplx44d8W0g7LgtpeT06dM4HI455hDxzN5+8oRt2ausZpOgMCOZt+5bS+2RHurq6khOTmb//v1x9W7r0ZYY2oqoqroOh4PBwUFOnTpFampqxF7olfCjVHu1Wq1MT0+zc+fOiG2T+fn584rDl5Ikw/ccqdKv+s2np6d5/PHHOXHiRNyf/Xmu9yngA8x0wDYwY9LgXuSaHwGUoUM20CmlvHRRGz0HoCtJpqSksG/fPmpra+P+8IYSn9frpb6+nqysrIgEE0+Rp3t4HHcUd58lg5SkWE243S6cTifr1q2jrKws6suXwuAiHKF6x9CiSqjMKDMzc9G924uBItlobZMdHR1MT0/PKlaFqyAWS5IL/R5CUx9SSl566SUAGhoaePTRR3n44Yf52te+xt69exNeWwhRCvwzsENK6RJC3A1cx4yZw4Ihpfwx8GMhhBX4M/Cdxax3rkD3wk1qaqpGZvEKxFXUE837UWG+UbG9vb3IKRspSSac3uVLSgYkdI06uf3ho1xZmRKTIBVCb86ljnwjFVXGxsaw2WyMj49TW1sbU2Y039oLRbTqdrjLTmjEJs+MiFBHc70GiS0GKi96ySWX8Je//IXPfvaz7N69e7HHbguQekbTlwb0L2qTs/F94M9Sykd0XPMVC91JEl6WAcWjfTSbzQwNDdHf3z/L+zHaayNFksFgkObmZgKBAB9843n89sRzzGhFlw+egOTwiIU3bZz/hlvp3m0lM8rIyMDr9bJly5Y5MqP8/Px5ZTB6VMfj6Q2P1DapDHDdbjf9/f0UFBQsqB1Qz5ZEeDknWVFRseD1pJR9QojbgW7ABTwR5myzYJxp11sHfEyP9c4FLEl1O17to8/no6enBykl55133rwfVrPZPMeGzeVyUVdXR0lJiSYw/9H1e3j/r48uqwQI4rdfE0IwPT2tTRlcaheg+d4XTWbU1dUV0wx3OU17FcLbJl988UVMJtOCp03qaW4B+riSCyFymbFIWw+MAfcIId4tpfyfRa67H/gs8Bop5QroP85O6E6S8dqlqRZFJZqON38ZetxW4xF27NihOcQA5Kcv/7wXswku3pzPzGc6NiYnJ5mYmGDz5s1MTk7idrs5cuSIVqxIpMVP76N6JJmR3W6np6dHk+6oo/liSVKPKM5kMlFWVhaxbTJU5xjtZ7oUkaQOEqDXAh1SShuAEOJ+4EJgUSTJTPSYB/zfmZ/FESnlBxa55iseSxJJxrJLk2fm1/T09LBnzx68Xi+Dg4NxravIV0pJe3s7drs94niEn/+tc1lcfxRMAtKSLHz04vV0NR+P+jopJadOnWJqaorKykqNFIeHh9mzZ8+cyYiq82apNI/xRKDhZrihMiOPx0NSUhK5ubkLkhnpbZARTvA+nw+73R6zbVLPvm3QjSS7gfOFEGnMHLcvZx6nmnggpXzfYtc4F7Gsx201WlWcmV+jXhevSa/ZbMbr9XLs2DEyMjKiSmwa+iMbXOgJwUz/qdkEF20u4POv20xpTipdRL75/X4/dXV1ZGVlUVpaOueIF2r/FU5Gyisx0Sgzru8jwSJNqMxoYGAAu90+r8woGpbaRchqtc6ZNhneNrmQTqVwhJPkYsfJSilfFELcCxxjxg/xOJCI0awBHbEkx+1IkeTU1BQNDQ2Ul5fPqv6aTKa4TXpdLhdDQ0NUVVXFHFW7NjuF1uHphX0DcUII+MRlG/jwRevDHhdzbn7VmrhhwwaKi4vp7OyMWd0OJyNlMhspylxJmEwmMjIyWLdu3RyZkc/nIycnJ6abkR692/EiWttkf38/Y2NjHD9+fMHTJsNnbushJpdS/jszjjYGVhjLEkkODAzQ0dFBVVXVrPY8mDmaxzMqtre3l87OTnJzc2MSJMD7LlzHC+12PEt45k62mDhvfd6cx8OnOqrOodDWxPDXzHfsjRVlTk9PYzabKS4uXrLOmmiYr3d7PjcjPVsKE4VqQVR+lKWlpQlPm1QIJclgMLjixiMG9MWS5SS9Xi/BYJATJ07g8XioqamJKAmar8gTKu/Zs2cPp0/Pb2p7sDKXkkwznWPxRaiJwmoWbFqTwZ6yrDnPiTMTIE0mE93d3QwODkbMmy60Ih0eZTY2NpKWlsbAwAAnT57Uosx4bu6lrE7H42ZksVhWhWmvyWRa1LRJRZLKX9PAKwtLVt12uVwcPnyY4uJitm/fHvNminbcDpf3eDyeuPKXv/h7FwOT+hJksnmmP8xkMrGjOJP/987qqJMKA4EAJ0+eREpJTU3NnGhJEWno1wuFkuhUVFRo1l+jo6M0NTUtef92IiQbSWbU3d3N5OQk4+PjWs41kaOuHoQUSQIU+oco1rRJ1Tap3PJD32/glYMliSQnJycZGBhg3759WqUxGqK16EWS98RjcBEISn7x9y48MbjURGJScyHgn15Vgtvj5fX7NrGtOHpiXkpJbW0txcXFrFu3LiqRLoWYXFl/qTxhaP+2ijLVzT1flLmUUFVot9tNTk4OxcXFc4668bgZ6VH4iUcCNF/bpBCC3NxcRkdHF7WXUAghcoCfA1XM/H1+v5Tyed0uYCBu6E6SXV1djIyMUFBQMC9Bwty/urEMLuLRX9qnvTi9saPI0pxk+sY9cVfA95XncHVVAZOTk2yKQZATExNMTEwkNHd7KRHev62iTJW+yMjIwOfzLVgrqNdxPZbMKFY0rNc42URziOFtky0tLTidTm666Sb6+vr4l3/5F6666irOP//8xWzt+8DjUsq3CSGSmGlNNLAC0J0k165dS1ZWFp2dnQm/1+fzUV9fH1XeE35MDYeUkr7uDgIx2M8kwO70x0WQJgEpVjO3vnELQrhjEtvg4CDt7e1kZ2fHFT3H+nopECnKHBgYwOFwcOTIEVJTU7UcYrxR5mILL5Gq2/G6GeXn52tTEheDQCCwqKhaqTlKSkp48MEHede73sWBAwdoaGhYMEkKIbKZmcfyXgAppReYf1axgSWB7iSZlJSE1WqNW/uooDpwNm7cGLV6HYtMlINQdnY2NZW5vNDhiPg6s0lEndymkJ5kwmI2cV5lLv982UY2F2YwMuKNSNAq8h0fH6empoampqZ5o0QVSXo8HpKTkxdtlbaQ9yuncBX5Tk9PzylU5Ofnk52dHZWIlqN3O5qbkSoIBgIBRkdH4x6aFg69Om4sFgsOh4OcnByuvvrqRa3HTDuiDbhDCLEHOAp8Qkq5tLq2sxBCiF8yMzp2WEpZdeaxPOAuoBLoBK6VUjrEzIf1+8CVgBN4r5Ty2HzXWDIJULzaR5ghuKampjlDwuJFOMHemjXFtT99EZd/NnmkWk28elM+fz8de0DadQfK+fzrN896LBIZqfG4yiJOCBE3aQ0PDzMwMEAwGMTj8TA8PLxic2tCo8yKiopZs7dbW1ujRpl6WaUlss9QmdHU1BQnT56Me2haJOjVcWMymfR0JbcA+4CPnxGWfx+4GfhXPRZ/heFXwA+A34Q8djPwtJTyNiHEzWe+/gLwRmbGyG4GzgP+35n/x8SSicnjiSQDgYA2kmH//v0Lar9T87d3796tfUC3FGXww7ds4L+f7adhyI1JQGaKhQ++upJ31pTxqtufjbpeepKZCzZG1j+GRpIul4va2loqKiooLS3VHp+PJH0+nzbzZdeuXQAcOXKEiYkJurq6tOl++fn5EUcE6IloJBUpelO5zNAoU4/e7cV+fykpKWzePPMHLZLMaD43Iz1mbqu85vT09IKciCKgF+iVUr545ut7mbnRDYRBSvlXIURl2MOHmBkzC/Br4BlmSPIQ8Bs5c4O+IITIEUKUSCkHYl1jScKW+XKHMFve43Q6Y742EtScarfbHXH+9qaCNP7jtUWUVqzH7Q+QnWLFZJq5IT/86kp+8Jd23GE2QWYTFGYm86oNsUXiyvty586dc/KPsUjS6XRSW1tLXl4eHo9HO3JLKamoqGDdunVav7FytcnJySE/P3/Bx8nFIjR6C40yh4eHsdlsJCcnEwgEyM/Pj2uMbCgWm9MMf388bkbhMiO9jtsmk0mrzC8WUspBIUSPEGKrlPIkM73bzYte+OxEgRAitG/9p1LK+Vo0i0KIbxBQ+btSoCfkdb1nHlsZkowFJe9RJDM6OppQDtPtdtPQ0EB+fj7btm2LeD0V+aUmmUlNmk0ub96SSn2r4Jlegckk8AeCWM0mKvLS+Pl79mpkGv49BYNBent76e3tZf/+/RFJIbybRsFut9PS0sL27dtJTU2lq6uL48eP43a7Wbt2LT6fj+TkZK27RuVl1cTB06dPk5ycrB174+mNXgqERplJSUnaqUH1Q8eTy1RYShehaG5G4TIjn8+nm1WaXiR5Bh8Hfnemst0OnKvmFCNSygMLfbOUUgohFpUXWtYEWDR5T7z+kzBzYxw9epStW7dqurVIiLRmqHvQt9/9KsY9kiebh2jt6OLQq3azpyy6eYQQgrGxMYLBIDU1NVFvrEhRtCLW6upqkpKStHkpVquVqqoqJiYm6OjowOVykZ2dPcvIIjs7m6ysLCorK/F4PDgcDq03Ojc3N26BfSTooTNMSUlhzZo1VFRUaKJrZYibkpKikXqkPyiLPW4nEgVGkxmNjY1pln0LFd2riFbPSYlSylpgweRwjmNIHaOFECXA8JnH+4DykNeVnXksJpYkJxkJseQ98ZJkb28vLpeL8847b04PeDjCc4h+v5+GhgZSU1O1669Jgutqyngx2Ed1eXbUtXw+H83NzQgh2L17d8wbO/S4LaXk5MmTuFwurbADaI7a+/btw2w2k5WVpfkhqs6O9vZ2LXJUs12Sk5Nn3ehjY2OMjIzQ0tKiRUbLKRQPJ9lQ0XUk1x3V2peTk6NF3CsxeiFUZuRwONi2bRtTU1MRZUaJpBCMSYmrBg8DNwK3nfn/QyGPf0wIcSczBZvx+fKRsMSRpPoQT0xM0NDQwKZNmyLKe+Lp31YFntzc3LgKPKEk6XQ6qaurm1NkgfkLLVNTU9TX11NeXs7IyMi8kY9az+/3U19fT2ZmJrt27UJKqVnFqcfC1zKZTLP6nZ1OJyMjI5w6dWoWySgrrtzcXDIyMli7di1WqxWHw6G1Iy6VtVooYv3cIhleOBwObDYbbW1tpKSkEAgEFmUrppeYPCkpKarMKB43I4Wpqal5zVcM6AshxP8yU6QpEEL0MuOcdBtwtxDiJqALuPbMyx9jRv7TxowEKK4UxpKRpMpV9ff309PTQ3V1ddS/srFI0u12U1dXR1FREevWraOuri4u1yBFkir/WVVVRXb23GgxFoHYbDZaW1vZtWsXVquV4eHhqK8NXc/tdnPq1CnWrVunOfd4PB7NKq6kpGTedQDS0tKoqKjQjrJ2u107yqanpyOlxOfzaURTUlIyK8pU1mqhUWaoyYgeXT/xEnB4lOlyuWhpaaGnp4fu7u5ZBap4iU8vkgxdYyFuRgp6HrcNxAcp5fVRnro8wmsl8E+JXmPJjtsmk0k7otbU1MTU/0UjSVVF3r59uzYAPp7Z2+p1k5OTtLe3R3ThiQUpJZ2dnYyMjHDgwAGSkpI0V6P54PF4GBwc1CRJUkomJye17yOeVs1IMJvNWrQTCARoaGjA4/FgMpmor6+fZbggpdRsvgAtMqqvrwfQCHMpXYBiQeVk09PTWbt2Lenp6VqaQUWZiohiFaj0mrkd63sIdzNyuVwaYSqZkc/nw+fz6XrcFkKYmXEj75NSXqXLogYWhCWJJN1uN+Pj45SXl7N58+Z5b6RwkpRSajZj4VXkePKXyoXH7/dz4YUXJnQjqSOxxWKZlTuNVrUORV9fH6Ojo2zYsEGTmQwNDdHV1UV1dbUuFWmfz6dV9tXgM5/Px+joKH19fUxOTmpzqlVUlpaWRlpaGmVlZdqxt7u7m4mJCYQQCxay60Wy4QYSSpd56tQpvF5v1ChzqZ3NIyE1NXWWzMjhcDA6Osott9zC//3f/zE5OUlJSQnV1dWLJfBPAC1A7OS7gSWH7iQppaShoYGcnByKiori+hCHEp8iKZPJFNFmbL7Z20p/WVxcjM/nS+iDqo72ypotFOFVa38gyIudDsZdfnaXZuK09TI1NaXlLpOTkxkbG2Nqaor9+/fr0knjcrmor69n/fr1FBYWao9brdZZBZ2JiQlsNhs9PT2z8pzJyckaIeXn5zM1NUVvby+Tk5N0d3fPipri6VhZKjG5IvXQ466KMkNlUHpFkguFcmbPyMjg9ttv56abbqKiooLvfOc7fPnLX2bjxo0LWlcIUQb8A/CfwKf13LOBxLEkx+2amhqt0BIP1KhYRXClpaWUl5dHfW20dZUWcceOHWRnZ8c9YAxm9IiNjY1s27Yt4liE0EjySNcY//S/dfgCM6Tp9Qe4sDyN77/rACYk6enpWrElJyeHwcFBCgoKEhZbh++vublZ+96iQcmG1Gs8Hg8jIyN0dHTgdDpnFX9sNpsmEldC8dCjpJIj5ebmRixYLEfvdvhxV6UO1EC19PR0kpOTV0xsH+pH6ff7ufbaa9m6detil/0e8HlgccNyDOiCJROTx5qYGA6z2czk5CT9/f0Ru1jCXxtJ/9jT00N/f792PJdSxpVDhJclPnv37o3aVqaq1vZpLx/8n+M4vbP38GK/m+//Xwcff00ZXV1drFu3jrKyMqanpxkZGaGpqUnrTCkoKEio6jw8PExHR8eCjuzJycmzjodjY2PYbDaampqwWq2Ul5drQnaLxaKNiYCZnniHw0FHRwdJSUm6C9kXQrKhqYP29naklIyOjq6Y2D6UJPUQkwshlFnDUSHEJYveoIFFY8lIMl7to5QSm82G3W7nggsumLfAEn7cVuMdwkXe8dx8UkpaW1vx+XxceOGFEcdLhOO+Y/0EI7gIuX1B7jzSx/lpw+zcvg23OY3/+OMpnjttJzPFwvU1pbyhKp/xMQc9PT1a7lAdfaMdx7u7u7HZbOzbty+u/cWCyWQiMzOTjo4ONm7cSEFBASMjI7S2tuL1erVuGVUtz8rKmiNkD80Tut2x7ePmgx7H5ezsbC2X6XK5tFymx+OZt6VTj95xvSclAq8C3iyEuBJIAbKEEP8jpXz3Yhc2sDAsqQRovkhSuegArFmzJq4KdCj5hsuDEvnAKx1jRkYGaWlpcR/VWm1TuP2RI1R/IEjllh3YA1be+bPDuH1BzZat7bFTPNWSx3+/o0obcTo+Ps7IyAidnZ1au19BQYFWoT558iSBQIC9e/fqkntzu93U19ezbt06Tc8XLjFSsqe0tDSNYKxWK0lJSbPGs46PjzM6OrooIbvebYmpqamUlZVpBapQ6Y6KhJV0J9L7F4JQknS5XIs2uJBS3gLcAnAmkvysQZAriyUjSbPZjM/ni/r89PS0dsNmZGTQ1dWV0LpjY2M0NTVFzSHGghKXV1ZWUlJSgsPhiHrDDE14+OEz7TzRMozf76Msy49VgC9CAGU1myjOy+Km/6ll2hMg9CUuX5AXOhw83+7gwo15CCHIyclhSiZjSSpgbYaZgHNcM+1Qwvlt27bpQpBqpO+2bdu0cRihCJUYKRfzkZERTpw4MUucrkggJydH03FaLBbNi1LtO54Wv6WUIEWS7oyOjtLa2qpFmdnZ2bpEkup7lFKuSF7UwNJiSXOSbrc74vNKEK3GrE5PT8dd5DGZTDgcDgYGBmLmEKNBjXgNFZdHq5jbJj1c/eMXmHD5UMHjqVFvRFfzFIuJ62pKCUrJ8Z4JIh1Cnb4AjzYOceHGPGyTHj5xTyMtg1MkmQUef5A37Czki6/dSkvTjMQnEAhw+PBh0tPTNYnMQuzkVKFj165dceXMQv0l1dxvu92uSYwyMzMJBoMEAgFNFxguZA+dq6PIKnzvy9m7HR5ljo+PMzQ0xOTkJHV1dXP+CMQLZbgrl2BSopTyGWZsvgysIJY0kgw/biuDi7GxMWpqarSbJt78ZTAYpL+/H5fLxfnnn5+wrKa7u5uBgYE54vJoJPnTv3Uy6fYTeroOyJmxDuH3Q0AGyUuz0jI4NffJEPgCQYJScsOvj9PrcBGQ4DnzY/pT8zAjthG+9bZdWrSnzBhGRkaoq6sD0AgznsmCg4ODdHd3s3fv3gX3dFutVu2oHQwGaWpq0uZ9K3OIvLw8rWCWl5dHbm4uQghNfN3Y2Kg9p/KeK9W7rWZuJycnEwwG2bBhA6Ojo7Ps6dT3MF9kGG7au9y6TQNLjyUlyVDiUyLo9PR09u/fP8cYYT6S9Hq91NXVkZqaSnp6etwEqf7CK0lSNO1lpCjgqRYbvsDcxyNFkr4A3P5UOylWE1aziUCEvGWa1cwbdhbyfLsD25SX8KU9fsmR4SAkp5+5juSvraM80jCELxDkjTsruGhDNhNjDm1SX05ODgUFBeTl5c25obu6uhgdHWXfvn266DRVkSw5OZmqqiqEEHg8Hs2zUe0ntGc8VHyt8oRKm+nxeLDZbDELV/PtZzEkqwguNMpUCoDR0VE6Ojq0NsRoJsiq93slhO1nI1zeAIMTbkqyU0ixnh2piWWRAE1OTtLQ0MCGDRsoLi6e8/r5SFIZZGzZsgWLxcLAwLzGHcAM+Xk8Hurr61mzZg2VlZVRR7xGiiSFTGTw7AzcviAmAQJmHbmTLSa2FqdzyeYCfv1CD94oxZ8ki4nOURdZKVb+6c56jnSN4TxjDvzcaTsbCtL59Xv3UlJSot3Qah50cnKyFmV2d3fj8/n06PwAZgilvr6e3NxcKisrX/6+kpO1yYGh+wktloQetdXXQgheeuklpqen54je09PT4yKcxZJkJFdyZc6rWjpVJKyizHDtqN/vJzU1Fa/Xu6BUyLmEH/5fG//951ZMZ363n75iCx94zYYV3tX8WPJIUk0RDB2vEI5YLX8DAwOaRjA9PZ2JiYmEvCePHDnC1q1bWbNmTdTXhR+3VVrgwrUmHnYKPP7Eck1BOTNwLHRqoy8QxOkN8J5fHaMkOwWrOfJAMl9AUpiZxMP1g7zUNYYrxD3d6QvSapvmjue7+ceL1s+5oZ1OJ8PDwxw+fBiYmVw5MTGx6AKFz+ejtraW0tLSmKNyIxGMkhh5PJ5ZEiOXywVAeXm51lljt9vp7OzE6XTOK2QHfUhyvveHtyGqirmKMoPBICkpKUxOTi66b1sIUc7MrJYiZv7G/lRK+f1FLbpK8HjjID/4c9usaQDffuIUm4syuXhL9HtzNWBJSXJiYgIpJTU1NQlr/KSUnDp1iunp6VnjGeZrS1QYGhpienqaAwcORKzmhiJ0TWUekZyczOcOHeDwz47S43DFPaNbIXysbVDCyaGZYXctg1MRI0mzgJ0lmZTmpHLXkaZZBKng8Qe599gA/3jR+jnPWa1WRkZG2LhxI8XFxVqxpaWlhczMTE2TmcjvQsmsNmzYEPMPTSSkpqbOIkFlYnHy5Ek8Ho8mPbJYLLOq6zBz+gglo9B2SQU9jtuJVKPD/wi43W6am5s5ceIEn/70p0lKSuLRRx/l0ksvXShh+oHPSCmPCSEygaNCiCellGf96IZfP9eJyzc7uHH5Avz2+c5zkySVwa6Ukr179yYcxaj3Z2VlzXn/fEdz5T7ucDi0YsJ8UCTpdrupra3Vjo8tg5PYJj0JE+R88PiDRPqJmATcdGE54y4fk57o32N4tw+83NcdSmaqe0b1c4+MjMzq0V6zZk3MHu2pqSmtVXOh7kUKqmfcarVit9vZtWsX09PTnDhxYpZsKCMjg2AwOGv2ttfrxeFwzJn7s9hJh4sl2ZSUFFJSUjh48CC/+tWv+PKXv8yzzz5LU1MTX/jCFxJe74wB7MCZf08KIVqYmcFy1pOk2xf58xxOnKsRS+YCtG7dOtra2hImSGVyG23+diySVFGgGvHa0NAQt/eksjPbtm0b2dnZSCm59aEWLR+oNyLxri8I/3RXIxaTIDfNisUE4QGnScB5lbMj48nJSRobG6P2dYf2c2/cuFHr51YO6bm5uRQUFJCbm6uRxtjYGC0tLXHLhuKB0inu3buX1NRULU+sJEYDAwNMTEyQmZmpuRhZLBZt7s+aNWsQQmhzfxSJqwg50d74RCPJWGv4fD4qKyv5xje+saj1FM5MANwLvDjPS88KvO1AGScGJ2eRYqrVzNv3R/ZoWE1YEpLMysoiNTWVtra2hN43NDTE6dOn2bVrV9T2rmjHbTXitby8nLKyspivjfTe4eFh9u7dq91oJ3pstI8kPsVRMENkEYriccMflIxMeSMSabLFxMcuefmorYhn9+7dcR/xQvu5Qx3DT506RVpaGikpKdjt9lk/j8VieHiYzs7OiFKkUImR8t9U/e7wcrFHSYwU4TscDjZu3IjD4VjQIDI9O270HAImhMgA7gM+KaWc0GXRFcZ1NRW8cHqUJ5qHSDKb8AaC/MPuEt68J3qOe7VgRaYlhkNKidfrpbu7e978ZaRIUpnz7tixY1b+cT6DXnU0n5iYYOPGjaSkpCCEYHBwkLqTnSRbzfhiHHsjrgkz0xaDclFEKQGLSSCRnDEbwmwSfPQ169hcOEOGAwMD9Pb2sm/fvoiV1aCUyDNFpGgIdwzv7Oykt7eX5ORk6uvrtecyMzMXXPzp7++nv7+fvXv3zpsPFUJoPeMbNmzA6/UyMjKiSYxUQcftds+a+6NOHWNjY1qzgmqtjCRkh5fnZS8GiiSnp6d1IUkhhJUZgvydlPL+RS+4SmA2Cf77nfvoGJmmbXiKrUWZVOTrMqN8ybGs0xIjQQ3oAti9e3dcN1Eo1CTCffv2zXF+iRVJhprrVlRU0NfXp0UxLpeLy8/bwzdeOryg78kXkJgjyIASRXj1OxCU/OjZLraXZLLWNMHY2Jg2TCwU/eNubvtTK8+cGiUQlOwuy+KW129md2ls/9bu7m7Gxsa48MILtSOkIqipqSnNTCI/Pz/uY2p3dzcjIyPs3bt3QUfbpKSkWRKj8fFxOjo6GBsb0+zwVM94MBgkNzeXnJwcbYyGErJHmvujx3FbRaN6kKSY+XD/AmiRUn5nUYutUqwvSGd9wdk1LG3JSTKWyHZ6elrroU7E2gxmPpyqShptxKvZbI64psfjoba2luLiYk3akZWVRXNzM36/n/T0dNzjI1ywPofnOsYiCsrnw2KiyFhw+4J8448t3HZZHnv27JlzXBxz+rj2Z0cYc/m0glNd7wTv/c1x/ue9+9hRMjeNIaWkra0Nj8cza02r1UpJSYmmyVSGHKrirAw5ItmSSSnp6OhgcnJSN62myh0LIbj44ovxer1ap0y4xAhmCiuhBOtwOLS5P5mZmfj9/kUbUsDMH27lbblIvAp4D9AghKg989gXpZSPLXbhVyqEEFuBu0Ie2gD8G5ADfBCwnXl8wT/HJSVJdTSOdKRROTDVv22z2eLWP0opOXbsmGYAEY2EI0WSk5OT1NfXs3XrVnJycrRhWmpwV2lpKW63m5GREa7fGKClH0ZdL5PeYqNDPdA15iM7Oxu/3z/nGPm7l3qZ9vrnVOTdviDfefo0P393NQDNA5M8WDfApNvPhlQXF1aks3Pnzpg/y9zcXC2doTSQLS0teL1ezSdTaTJPnTqF3++fdwRvIujo6GBiYkIj8vB+bCUxam1tJTU1ddY4XkCLJIUQTE9P09raSmdnJ319fdpz8bR6RsL09PScSZyJQkr5N4gofDAQBVLKk0A1aHOB+oAHmJmE+F0p5e2LvcaS5iRV100oSaq8l81mW1D/9tTUFNPT01HH04YiPCc5PDxMW1sbu3bt0qKfqakpmpqa2Lp1q6Z/S0lJoaysjOK1a8k69hKjrpcLOJKZT7E5QuVZL6i7JBoZ56ZZtTZNgLz8fPq9qUz6TfyxaTiq+P1Y9zgAtz/Zxu+P9OHxBZFAikXw8Gk/v18fIDMlvo9EuAZydHSUgYEBTdKTlpamtS4uFip37HK52LVrV8SoNNLMb+Vi5Pf7Z5GglJK0tDStgJWWlsbY2Bjd3d1MT0+TlZWlCdnjzVm6XC5j5vbK43LgtJSyS88W0SWLJCMZ7wYCARobG7FarRw4cGDWhz0eklTRZ2pqalzzjVUkGTr9UOXwhBDYbDba29vZs2dPxGPXX1pH6R9zzzk6S5aOINX6VrMgGKH4k2Ix8a7zylm/fh3r16/nxdMjvPf+Zqa9AZAQQUKpIdlq4mj3GP97pG9W54PbL+l2uLj9qTa+fNU27XHblIdxl5/y3BSSLdFzd2azmcLCQgoKCqivryc5OZmkpCTq6uoQQmjkFW+74ayfxRljZL/fHzPSDUXoWNh169ZpYymUxEhFi36/X/t3aLukErJ3dXXFnPsT6vyjZ3XbwCwUCCGOhHz9UynlT6O89jrgf0O+/pgQ4gZmpk5+RkrpWMgGlvS4Hdq/HUmiE4pYJBkefR49ejQu+YbqrW1sbMRkMlFdXa0919nZicPhYP/+/VGLRc+3OxakkzQJMInIbYfxwheQWEwCE1I7OltMgv3rsnnv+TPastO2af7x7sidOeFIMguu3lPC3Uf7ZxFk6PUerh/iS/+wlaFJD5+/v5n6vgmsZhMS+MCFFXz4NdGNjQOBAHV1dRQUFGhD1JQmU41XUDN2lCZzvqKJMh4G2L59+4Kj0tCxFCr/Ojw8jNVqpbGxcZZNWjAY1Gzi1q1bh8/nw+FwaJFsqNs5MMuV3CDJJcGIlPLAfC8SQiQBb+aMYTHw/4CvMhNzfBX4NvD+hWxgWXKSakBXrPk10UhSVaHNZrMWfaoIMR4dXFdXFxUVFVq+SErJiRMnNNKMtUZWigWLKXGyC8qZ61hNMwLxhcIflLMSVCYBp4amGHP5WJORzI+f7cQTZ0ibapakB6d5YdAZ9Rjv9Qfx+IO885fHsE16CUiJ98zv5Gd/78Jsgg++unLO+3w+H3V1dVqRJBThBhjh87VVlBmux5RS0tzcTFJSEps2bdItr9nT08P09DQXXHABJpNJK/709PRoFfy8vDxNZxnqGC+EYGJiQnM7t1gsWjeQTtXtNwDfB8zAz6WUt+nxPZ8jeCNwTEo5BKD+DyCE+Bnw6EIXXvLj9sDAgDZWNZYwORJJqip0+IjXWAUhhcnJSTo6OsjPz6esrEwr0DQ0NFBYWEh5efm8N96bdxdzx/M9C4oIhdDnSB56ZW9A4nD6+M7Tp/n6oR38tc0ed8vkuBd+ftR+Zj5P5O9705p0nj45woTbTyDMcMTlC/Kzv3dz4wUVJJlNnBya4jcv9NBmmyLf5OZ9r6qMaX4BzHL6AaIOScvIyKC5uZm0tDQ2bNigG0F2d3djt9vZvXu39scxKSlpVgVftW92dXVhsVhm6SyllJqGUxFmW1sbX/7yl/nrX/9KWloa73znO7nooosS1l+eKTr8ELgC6AVeEkI8/Ero214mXE/IUVsIUXKmzRPgGqBxoQsvGUkGAgFGRkawWCwRPRzDEU6SsUa8zpe/VHNa1q9fj81mY3p6xliisbGRTZs2aYOj5kNlfhrvOa+UXzzXE8tHNyLiIS/zAjpz/EF4rHEYq8mE2xvfNEqFmXxlZMKxmKC6NIP7jw9E7A2HGZ3m8ISH2t5x/u2Rk3gDwRnHIwEv3N/Od9+aysVb4vvZArPyhqo1UQ0+S09Pp7CwcN4/hvGiq6uLsbGxWQQZDpPJRE5ODjk5OWzatElTOZw+fXpWz7iSGPl8PtLT0/nWt75Fa2srl1xyCQ888AAXXHDBQvZ8EGiTUrYDCCHuBA7xCujbXmoIIdKZ+ePy4ZCHvymEqGYmzugMey4hLBlJNjY2kpqaSkFBQVwaOTV7G162R4s2niGaSFxKSVdXl9ZiaDKZEELQ3NzM5OQkxcXFmtV+PNHJ4ISbu48OLJnmZ6FaSl9Acu/xAV21Iv4gPFA/FPN7DQQlVrOJf3v05KxhaAEJAV+Qzz/QzLOffTVJ5sQ1kVarlYKCAvr7+9m4cSPZ2dlRh6QlCkWQ0Srj0aBUDsqMV6UKTp8+jdlsxuVyUVpaSnt7O83Nzbz2ta/l3e9e8MyuUqAn5Ote4LyFLnYuQUo5DeSHPfYevdZfMpLctWsXfX19MYeBhUIVWdTQ+VB7tEivDY8klWu2ch6Cl810TSYTF154IZOTk5p1WHZ2NmvWrIno6K3wk2e7cHr9K6KLtJgEAhkzp6n3vmKlBywmwas25lHXN040mglKONo1xgUb8hK+diAQoLa2lqKiIq2wFx7RqeaBvLw8CgoKyMnJmZf0Ojs7GR8fT5ggwxGaKpiYmKCxsZGSkhI++tGPcuLECd70pjfR3t4e0VTawNmNJfWTNJvNUYeBRcLAwADFxcXz2quFR5JKM1hQUEB5ebkmzVCC5n379mniY1XhHBsbw2azcfr0ac2RJnzQ1h+bhuchDggEZ/KPocdri2lGvrOYlKTKgy7kSL4USDZJisxOHj3agT8Q+TsTgrgLSaHw+/2aqW9JScmc50MjOlUIHBoa0gaNRRuS1tnZycTExKIJMhSTk5M0NTVRXV2NzWZjcnKS+++/H4fDwZEjR7jwwgsXunQfEGqJU3bmMQMrjGWpbs8Hp9Op6R+3bNmS0LrKWm3Tpk3k5eUhpdQs03Jzc9m6descwhVCaN0janyqzWajtrZ2lvmrNwoZKOxcm8UXXreR9/+2bpasJigXR5DaPlkdBAkw7Yd7TrgwiegVe19Asrd8rlVbLCjX84qKiri0r+Gjb6MNSbPZbExNTVFVVaUbQSprtj179mC327n++uv5yU9+wvnnn6/H8i8Bm4UQ65khx+uAd+qxsIHFYdl0ktGgRrxu2LABu90e17qqJ1sdwVQHjZQSt9tNQ0MDlZWVcd10oeNT169fj9vtxmaz0dLSQkUGnIoiP022mHjVhjx++EznHN1hUM7oEnPTrNidPvwBuaCj8SrhRw0BGZ20k8xwfXUBmcnxG0Z4vV5qa2tZv359wq7nMPO7U+a869ev1+Q8jY2NuN1uioqKGB0djZlSiRdqbvnu3bsZHx/nuuuu47/+67/0IkiklH4hxMeAPzEjAfqllLJJl8UNLApLKgGyWCwxI0k14nX//v0EAgFsNlvU14avPTQ0hNPp1CYBCiEYGxvjxIkT7Ny5k6ys2I430ZCSkqK1230208bH727CE4EZzCbBO/av5Y7nuyOu4w1IKvLSuOcDO/j43Q00D04tyCjjbEEwCJsy/bz44oukp6ezZs2aqBZl8LK8a9OmTXPUCwtFUlISLpeLjIwMampqNDmPGpKmUiqJemROT0/T0NDArl27mJqa4tprr+X222/noosu0mXfCmcMGAwzi1WGJT9uR4okg8GgNuL1wIEDWu4y3tnbikz3798PzJCm8lbU0yi2piKLd2y1cudJHyYhcPuDpFhmCipfOC+DwLSDVKs5asdLTqqFp0+OcHJ4+hVNkAB+CT865uSJj5+npS+itSW6XC7q6urYunXrvPOHEsHp06dxuVxaz3j4kDSlyfT7/XMMOaLB6XRSX19PVVUVbrebt7/97Xzta1/jsssu023fBlY3lj0nGVpkCR3xGk/+UuWvkpOTZ3XutLW14XQ62b9//6KPVQoq//TBS7fxkSuz+GPTMKPTHirz03nttny8Lic2m40LiiRPdM3N06VaTVy7v5SvPd4asQ1QwSQgzWrC6Q3qksdcSTicXtpHXWxaM3ME3rBhgzYqQhFYRkYGY2Nj7Ny5UzeCDDXAiNbfnZaWRkVFBRUVFfj9fkZHR2cNSVNKh9AWVTU3aOfOnfh8Pt7+9rfzpS99ide//vW67NvA2YFlPW4rm7ItW7bMyUHNR5LKe3Ljxo0kJSXR3NzMyMgIXq+XnJwcXS257HY7p06doqqqSms1u75mtg1WinWm8+LL5ZW033GUjlEnbv9MG2GSWfCGbflcsD6H0WlvzGtV5Kby71dt5XtPt3NiaDLh8bWrCSYh5kyBDB0VMTk5SW1tLVlZWZw4cUI7lqsBYQuBGv/r8XjiNsCwWCyzxkWEdtkoN6HMzExOnTrF9u3bkVJy7bXXcvPNN3PVVVctaJ8Gzl4saSQZalWm5tfs2bMnYo9rrNnbqrgTanFWXV3N8ePHSUtLY3JykqNHj2rDoiKZwMaL/v5++vr6Is5iiYS0JDN3ffAAfz45wtMnRkg2w2vKk1kjJjl8+DD5KYKJKCooAWwuTGdg3M2p4amzmiABLGbBlqLIdmFqWNnevXs1u7KpqSlsNhvHjx/HZDJRUFAw7wTHUIQS5I4dOxb0RzJ8SJrb7Z4Z31FXx9jYGD/72c9oa2vjU5/6FNdcc03C6xs4+7GkJCmE0D7Idrt9QfO3VXFHzUdRPbNqsqE6soVWpf1+PwUFBRQWFsZtz6WObJOTkxFHIsSCxWTiddsLed32wlmPBwIBrvOe4tt/HcQb4SydYjVx4/nlfPvp03E5+axmpFhN3PL6zVgiyG3U7yt0WFloZTr0WB46wXHNmjVRBePKzcfn8y2YICNBzTiqrq4mEAjwq1/9itzcXL75zW8yPj7ORz/6UV2uY+DswZIetwOBAC6XC6/Xy/79+xPSqwWDQW0CnhKXCyG0qXvhHpChVWk1m0XZc+Xn51NYWBg1Sa+6daxWK3v27NHthnO5XGyyjnHJphye7ZjQiHDmSA7X7MihqjgN71kYQZqA9GQzQWBTQTofu2Q9r9o4t9NGKQ727NkTM8KPNMExVDAeeiwP9ZhcjIVaOJQkacuWLSQnJ/OOd7yDd7/73bzvfe9DSonL5dLlOgbOLohoR9wzWPDd63a7efHFF3G73VxyySVxvee5557jwgsv1Ky3cnNzWbdunXYM7+rqwuFwsGvXrrgjUtWhMTw8zMTEBNnZ2RQWFpKXl4fJZMLn81FfX685A+kFh8PByZMnqaqqIj09nWfb7PzP4V4Gxt1sKEjjHdVrKLHOjEB49LSXh0778CZQATcBQVZ2nMRFm/L48Tv3RH1e5Xarq6sXrDgIPZaPjIxoaZnk5GR27dqlK0EeP36cTZs2kZ6ezvXXX89b3vIWPvShD+l2jRh4pYxs0P2jKIQ4Go+f5FJiyUhSWfo3NTVxwQUXxPVBe+6559i9ezf19fVs2LBBs+KXUtLS0oLFYmHLli0L7qAIBoNaO6LdbiclJYWpqSk2b96sa8/t0NAQXV1d7N69Oy5yGBmf5q0/P4bd6Y+rwyY9ycy/vHEzj9QP8mLn2Ip05SSbBR949Tr+6eL1EZ9XkXx1dXVcud14oD4HTqcTi8US17E8Hvh8Po4fP86GDRvIzMzkPe95D69//ev52Mc+thwECQZJRsVqIMkl7d3Ozs6Oy/tRIRgMUltby65du0hLS0NKid/vp66ujuLi4kVHeiaTSdPOORwOmpqayM/Pp6uri4GBAdasWUNhYWFUAXQ8UCNUlcg9HhRkp/PAR87jB890nJlRE8AbkFHt1iRgm/JS2zsRkSCXo9/bZIKrtudEdFRSKZG9e/cu6mcZCtWLbzKZ2L9/v5bOCe/jTrRarghy/fr1ZGdnc+ONN3LppZcuJ0EaWOVYskgSZroqjh49SlVV1bzRRG9vLydOnODAgQNasWV6eprGxkY2b96sW1cGzER6Kq+pIj2n08nw8LAmVFd2//FWylWezOv1smPHjkX1Cwel5LLvPcfwZGT5UHFWMjtKMvjzydGIz6dYTRzaU8x9xwYWNUIiFIIZ7acE8tOT+OIlReTKmRnleXl5rFmzhuzsbIaHh+np6aG6unrBsp5wqDEOQgi2bNkSkbzUzHSbzcbo6Oisanm0AV1+v5/jx4+zbt068vLyeP/738/+/fu5+eabdSPI97///Tz66KMUFhbS2Djb9/Xb3/42n/3sZwHWSClHdLngysKIJBOFcif3+/1RSVLdAMrUdGpqirS0NOx2uzbZUK8pdMpv0m63s3///lmRXlpaGpWVlVRWVuLxeLRKuc/n0yrl0caNBoNBzT8zXq1eLJiE4Dtv3ckHfzdjnKE+eWYxMyDsAzsED58ej7lGZV6arhMdTSbB/7t+N3npSWwoeFmio6K5gYEBGhoakFKyefNm3UgmdNxGNIKEmc+acg1XUp6RkRFOnToV0V5NOQ9VVFSQn5/Phz/8YaqqqnQlSID3vve9fOxjH+OGG26Y9XhPTw9PPPEEFRUVdHdHbm01sDqwpCQJsUXi6iidlZVFVVUVExMT9Pf3c+rUKQA2b96sW4uhqpYD8862SU5O1qy5/H4/IyMjdHR0MD09TV5eHoWFheTk5CCEWLLCz7aCJP71oJVnR9N4oXsKAVy8OZ8PvnodlflpmA93ceqpDtxhlXEBvGpDHnc83z2v7nK+0bWhMAmoLs/GGmaoq1x5PB4PLpeLDRs2MDo6ytGjR7FarZpjz0J+j4ogzWZzwsQbyV5tcHBQO5ZPTU1RVlZGQUEBH//4x6msrOTf//3fdT9iX3TRRXR2ds55/FOf+hTf/OY3OXTokK7XM6A/lpwko5lcOJ1O6urqqKys1GyvlMg8Pz+f0tJSRkZGeOmllzQfyDVr1izIyt/v91NfX09eXh7r1kWf+Bdt/8XFxRQXFxMMBmfNl05PT2diYoJNmzbpWviZmJigqamJyw/u4uozowLCcfW+Mn5/bIiuUZdm6SaAZDNcvV7w9MnYnT6v3pjLRy6q5Kbf1uH1B2MSpdUkuGLbmjkEqaBUB9XV1ZjNZnJzc9m0aRMulwubzTZrhk2siDwUqkhjtVoXPQgs1F7N7/dz9OhR0tLS+OpXv8pLL73E2rVr+eIXv7hsOciHHnqI0tJS9uyJrgwwsHqwbMftUDgcDpqbm9m5c6fWfaFGv4YSmbrZpqenGRoa4ujRoyQlJWmEGU9RwO12a2Qcj3VaLJhMJu1mm5iYoL6+nqysLDo6OhgeHl50ix28LJuJNgtcIdli5vfv28fP/97FA3WDePxBXr0xj398zToycJFqGcEVJZI0CSjJSuYLD7RENclVxZ+0JDNrMpL4lzdG9vns6OhgcnIy4uyY1NRUrV/a5/MxOjpKZ2cnU1NTWlU6Nzd3zvv0JMhQBAIB6uvrKSsro6SkhJycHF7zmtdw8OBBPvvZz/LLX/4y7vlHC4XT6eRrX/saTzzxxJJex4B+WNLCjc/no7W1lfT0dC3S6u3tpbe3l127dpGUlKS5wijZT2FhYcw1QwssirQKCwsjHudURLZ9+/aoo2wXAkVkKl+qtHzDw8OMjIxgtVo1Ik9E/qKkQ3v27Fm0bObrf2rlziN9Ed2HUiwm/vPQNv7l4RMRO31SrSYu3JhHfrqV8yrzeO22gjlRpOqkcrvdCReqwqVYoVVpi8VCc3MzycnJbNy4UTeCDAaD1NXVsWbNGtauXcu//uu/4nK5+NGPfqSbKW80dHZ2ctVVV9HY2EhDQwOXX3659gewt7eXQCDQAxyUUg4u6UaWHitSuBFCdAKTQADwSykPCCHygLuASmYGgV0rpYziDjvPHpaaJDs6OjCbzZSWlnLq1CmcTqdW3BBCaKLrhXhAqlbE4eFhgsGgFuWlp6droxl27969oOFR0TAwMEBPT09MInO5XBqRSyk1Io+1j56eHoaHh9mzZ48u0wHHXT7e/rMjDE24ZzkUpVgEr1pr5sK1Vr591I3TN/dXnHqmxfBt+yKPiNWz4yXUGd5ms2lOQdu2bdOtYBcMBmloaCAvL4+ysjK+8pWvMDw8zM9//nPdXKNiIZQkw1FZWUlXV5dR3Y6CBEjyQOjPUAjxTcAupbxNCHEzkCul/MKC9rCUJOn3++nq6sLn8+FwOMjIyGDDhg2atq6/v5/+/n5279696MjJ6/VqhDk1NQVAVVWVVmBZLFRlXHX8xEtkofvyeDxapTwzM1PrbW9vb2dqakrXWSxSSo43neT+pnGe6fEx7Q1QkZfKh169jit3FjIx7eLS/zo8p/ADM67rD33kIBV5c+VPqpgihIg4GmMx+21qasJqtWp/5DweD/n5+Zq8aCHXUgSZk5NDRUUFt912Gx0dHfz6179eFoK8/vrreeaZZxgZGaGoqIgvf/nL3HTTTdrzBknGxiJI8iRwiZRyQAhRAjwjpdy6oD0sNUl2dHTQ3t7O5s2bNWsqmPGAdLvd7Ny5U7cPqxIcezwe1qxZg81mw+l0ahXphd5oSqYUCATYvn37golM+RgqIs/NzcXlcpGcnKxrD7LK6ZnN5piymV89381/P9Mx68idZIILylL46lWbtdbN0HWbm5tJSkrSNVeoCDI1NZWNGzdqj6uuLZvNxsTEBFlZWZrjeTyfGSklDQ0NZGVlsW7dOr773e/S0NDA7373O12idR3xSlGtLwVJdgGhf0B+KqX8adhrOgDHmev/REr5UyHEmJQy58zzAnCorxPew1KSpLLBys3NZceOHdqQrqamJs39Rc+kfENDw5x1w3u3c3NzNQlPPGQXCARobGzUomC99uv3+zl27BjBYBApZcIEEA1Ks5menh7Xfh+pH+S//9JB/5ib3DQrN5xXxtXbMrGPjszKF+bl5XHy5EltFpCeucKmpiZtv9EgpWR8fFwTi6txDNHyvop409LSWL9+PT/84Q95/vnnufvuu3UTuUNksfjnPvc5HnnkEZKSkti4cSN33HHHfDlxgySjIM5IslRK2SeEKASeBD4OPBxKikIIh5RyQS7PS0qSAwMDuN1uurq62LRpE6mpqTQ0NFBeXh5xdOhC4fF4qKuro6ysjLVrI+fRAG3A/PDwMGNjY2RlZWlmF5GISbmor127ltLS0ggrLgxKH6q0leEEoCRPiVbKVfU2Pz+fioqKRe8ztCDV3d1NUlIS5eXlUQtliSJegowEp9Op5TGllHO6a5qbm0lJSWHDhg387Gc/4+mnn+bee+/VrY9c4a9//SsZGRnccMMNGkk+8cQTXHbZZVgsFr7whZk02De+8Y1YyxgkGQWJdtwIIb4ETAEf5Gw4bj/55JNs3LgRs9ms5d3UbOzFGBKEQo1Z2LJlizbPJB4oYhoeHmZ0dJT09HSNmCwWizaHZePGjQua5BcNitDXrVsXUZKkChmqUm42m7VKeSxiUs5Ja9eujfmHIlEo4g0d1Wqz2RLWPYZDRbxq0uFioKYk2mw2pqenkVJitVqpqqrizjvv5JFHHuHBBx/UrTEhHLEKMw888AD33nsvv/vd72ItYZBkFMxHkkKIdMAkpZw88+8nga8AlwOjIYWbPCnl5xeyhyVNzLS2tvLv//7vuFwunE4n99xzD7m5uZohQbhtWaIYHR2ltbV11piFeCGEICcnh5ycnFkRU1dXFyaTCZfLxY4dO3TVzamhUrEIPXTE7YYNG+YIslWlPLTyq3wQKysr55VQJYJQcxEVSYfqHsM7keJ141EEmZWVRWVl5aL3mZSURElJCcXFxZw4cQKv10tzczM33HADPp+P2267DY/Hs2QkGQu//OUvecc73rHs1z2HUAQ8cOaPtAX4vZTycSHES8DdQoibgC7g2oVeYEkjSYDbbruNp556issuu4w//vGPSCl505vexKFDh8jMzGR4eBi73U5mZiZFRUVxz0ju6+ujv7+fPXv26OY0A2j9vgUFBYyNjcUdyc0HNb5gMeNuvV4vIyMjDA8P43a7yc/PJycnh7a2NrZs2aKrCYiKTEtLS+dNjQSDQex2OzabjbGxMW2wVkFBwZzfpao2Z2dn60KQCqpoB7Blyxbuuece7rjjDr7+9a/z5JNPsmfPHq6++mrdrheKaJHkf/7nf3LkyBHuv//++SJtI5KMgtVgcLHkJKmsz8xmM1JKBgYGuO+++3jggQdwOp1cddVVvPnNb6agoEA7+mZkZGhH3/CbTImYp6enqaqq0lXGoebbhBKv2+1meHiY4eHhuDWP4VDicz01m4FAgL6+Pk6fPo3VatVycpE6WBKFsg+LlhKIBTVYS/0uQwssVqtVk+OsW7duUXsMv2ZbWxt+v59t27bx4IMP8pOf/IQ//OEPZEZp69QTkUjyV7/6FT/5yU94+umn4/mdGyQZBecESUZdWEqGh4d54IEHuP/++3E4HFx55ZUcOnSIkpISzYk6tG9bCKF1Y+jtNNPR0cHExIRG6JEQqnn0er0UFBRQVFQUc46Onl00oVCRqXI+dzgc2Gw2HA5HzEhuPqij+/r163XJxYYKxaenp8nOzmbLli26CcVhRk7m9XrZvn07f/jDH/je977HH/7wB11nesdCOEk+/vjjfPrTn+Yvf/lLvD/Dc4IkpZT8qWmQxr4JqstzeO2O+f8An9MkGY7R0VEeeugh7rvvPgYHB3n961/P1VdfTUVFhXaTud1uCgoK2Lp1q24yDuUOJIRg27ZtcROvyskNDw/jcrm0IkZWVpa2Rm9vL0NDQ+zevVtX2YmaGxMpMg2P5FJSUrSofL60hOpz37Rpk65H92AwqPW5Jycna7/LxQrFgVmtkU888QTf+MY3+MMf/qDr/mMhklj861//uiaEBzj//PP58Y9/HGuZc4Ikv/PEKX72bDsuX4BUq5lPvnYzH754Y6y3GCQZDWNjYzzyyCPcd999dHZ2cv755/PCCy/w29/+FpPJhM1mw2KxaMa4C81JqsptTk4OlZWVC75Rleh5eHiYyclJcnNzCQQC+Hy+mJHpQjA6OkpbW9ssw+BYUJVym802yw0n3ExYVfO3bt2qawSmeqaVqkEhXCienZ2t6THj/Xl1dHQwNTVFVVUV//d//8eXv/xlHnvsMV3VCJF0kHa7nXe84x10dnZSWVnJ3Xffvdif2TlBklX//iemPC+b3eSnJ3H0X6+IuaBBknHgiSee4EMf+hC7d++ms7OTyy+/nEOHDrFz504twjSZTBphxnukVRrI0tJS3SUzDQ0NOJ1OzQi2sLCQ/Pz8RecK1dG9urp6QX8YQnvdA4GA1iIphKChoYHt27eTnZ29qD2GIlQ+FMtrMxgManIsu91OWlravDrRzs5OJiYmqKqq4m9/+xv/8i//wqOPPqqrZR1E1kF+/vOfJy8vj5tvvpnbbrsNh8Mxnw5yPpwTJLnvq09in37Zwm9tTgrP3Xx5zAUNkowDv/71r7n88sspKyvD6XTy+OOPc99991FfX8/FF1/MoUOHqK6u1iI5KeW8oxeUFEfvsRBK2pKWlqa1142PjzM0NITdbtcKUvn5+Qm3xfX19TEwMEB1dbUuLXUqXdDf38/Y2BhFRUWUlZUt6ugbingJMhyRdKLh0W93d7fWQ//CCy/w+c9/nkceeURXwX8ownOOW7du5ZlnnqGkpISBgQEuueQSTp48uZhLnBMk+VhDP5++uw6LyYQ/GORH79rHZdti5yUNklwE3G43Tz75JPfeey9Hjx7lwgsv5JprrqGmpkYbDqWcgUKr0ePj4zQ3N1NVVaVr5VMZ+65ZsyYiKagZLOrmV7lCVfWNBTVyYvfu3boe3VXxZ8eOHdrIiomJCXJycrSj70Ki30AgoHUUlZWVLWqPKvq12Wz4fD6sViuBQIC9e/dy/PhxPvGJT/DII4/o6gofjnCSzMnJYWxsDJj5vebm5mpfLxDnBEkCdIxM0zo0ybbiLCry51d6GCSpE7xeL3/+85+57777eO655zjvvPO4+uqrueCCCxgbG2N4eBifz0dqaiqTk5Ps3bs37gFf8V5fzUuJ97gXniuMlC5Qcien00lVVZWuvofj4+O0tLTMmSGkvB6Hh4c156ZEol89CTIcaqrl0NAQX/ziFzWh+Dve8Q5dC2PhiEWSALm5uTgcC7IqVDhnSDJRrAaSXFVWKAtFUlISb3jDG3jDG96A3+/nr3/9K/fccw+33HIL+/bt4+qrr+bEiRNs2rSJsrIyzXx1oS11oVAFj0SP7unp6axfv57169drXTVqkJaKMLu7uwkGg+zatUvX0QKqOr5nz545fyxCx+6GRr+dnZ3zusIrgiwqKtL96Nvf38/o6Cg1NTU0NzeTlZXFJz7xCZ5//nl6e3u5+eabdb1eLBQVFTEwMKAdt/XscjKw+vCKiCSjIRAI8Le//Y3Pfe5z2Gw2Dh48yDXXXMOll16qRXJOpzOifCcehB5X9Sp4eDwehoeH6ejoQEpJWVkZRUVFCbddRoMStldXVyfcQRSqeRRCaH9oUlNTCQQC1NbWUlJSomshDGaMUvr7+6murubkyZO8//3v5+6772bbtm26XicawiPJz33uc+Tn52uFG7vdzje/+c3FXMKIJKNgNUSSr2iSBHjkkUd4+umnuf322zly5Aj33HMPTz75JJs3b+bqq6/mta99LR6Ph6GhIaampsjLy6OoqGjeAoZyVNdz5C28XB3Pzs6mrKxslhYz3LA3UYyMjHD69Gmqq6sXLWxXOUyVyvD5fKxdu1ZXGzWAwcFBent72bt3L21tbdx44438/ve/p6qqSrdrxEIkHeTVV1/NtddeS3d3N+vWrePuu+9OyFwlAgySjAKDJJcB6vsLvXGDwSDHjx/n3nvv5fHHH6eiooI3v/nN2nE93HsyNzd31vtVpBevVjFehFuohSIQCGiEqcg8dLTtfFBH5oXKh2Lt+fjx42RkZODz+SKO3V0ohoaG6O7uZu/evXR1dfGud72L3/zmN1RXV+u2/1UCgySjwCDJVQApJY2Njdxzzz2aEPnQoUP8wz/8AzBzo46Pj5OdnU1RUREul4vBwUH27Nmja7HA5/NRW1urTfKLBWUoMTw8rO0tlpvS4OAgPT09VFdX67pnv99PbW3tLBMMZXJss9m0vSkz4UQKTzabTSP1/v5+rrvuOn7xi19w4MDS3S/f/e53+fnPf44Qgl27dnHHHXcsl3OQQZJRYJDkKoOa33Lvvffy6KOPkp2dzZvf/Gb+4R/+AbPZTH19PQCFhYUUFRXpIhCHmaNrbW0tGzZsSLhbREqpVaOVm5KqRpvNZvr7+xkYGNBtwJiCIsiysrKoFf3wvYV7dkbDyMgI7e3t7N27l6GhIa699lp+/OMfc/755+u2/3D09fXx6le/mubmZlJTU7n22mu58soree9737tk1wyBQZJRYJDkKoaS39x777089NBDjI+PU15ezg9/+ENSU1O1Gz8jI0MjzIVoGFV1PFHT4Gh7DtViqt/t3r17dU8LHD9+nPLy8rglT/GO3R0dHeX06dPs3buXkZER3v72t/O9732Piy66SLf9R0JfXx/nn38+dXV1ZGVlcfXVV/PP//zPvO51r1vS656BQZJR8Iohyccff5xPfOITBAIBPvCBDyyrHGOpIaXkhhtuICsriw0bNvDggw8CaJ6YWVlZmplEaDtdPFHb1NQUDQ0NulbHFbq6urDZbOTm5jI6OqpLrzu8nBaoqKhI2EYtFOHjFxRZqhykw+HgrW99K7fffjuXXXbZgq+TCL7//e9z6623kpqayute97r53MT1hEGSUfCKIMlAIMCWLVt48sknKSsro6amhv/93/9lx44d+u1yhVFXV8eePXuAGdLs7+/XPDHdbrfmiVlYWKhFSsnJyRQVFUXtP1adP7t27dJN3qOgRmWECtDVLPDh4WGEEFoUl4ioXi+CDIfX66Wzs5O+vj46Ojo4fvw4R44c4Rvf+AZveMMbdLtOLChSvuuuu8jJyeHtb387b3vb23j3u9+9HJc3SDIKVgNJLjqhdvjwYTZt2sSGDRtISkriuuuu46GHHtJjb6sGiiBhpkpeWlrKP//zP/PnP/+ZBx98kPz8fD7zmc/wpje9ifvuu4+cnBw2bdqEy+Xi+PHjHD9+nL6+PrzemeZ+u91OS0sL1dXVuhKkMp91Op1zZninpqaybt06ampqNHF6c3Mzhw8f1kYwxIIiyIUY8c4Hp9OJ3W7nwgsv5LLLLqOtrY2cnBy+8IUvcPfdd+t6rWh46qmnNA9Nq9XKW97yFp577rllubaB1Y1FZ/L7+vpmyVXKysp48cUXF7vsWQEhBEVFRXzkIx/hIx/5CKOjozz44IPceuutDA8P8/rXv55rrrmGdevWYbPZqKur0yzUqqurdW2NVOMLAoEAO3fujCm9SU5Opry8nPLycnw+HzabjdbWVs2vM1yLqZzK9Z6hAzMR9YkTJ6iursblcnHTTTfx+c9/nmuuuQav18vExISu14uGiooKXnjhBZxOJ6mpqTz99NNLWkk3cPbgFdGWuFqQn5/PTTfdxE033cTY2BgPP/ww//Ef/0FXVxdXXHEFSUlJJCUl8Za3vEVzjVF5wsUUVlRV3mQysX379oS0iVarVZuw6Pf7GR0dpaurS9Ni5ufnc/r0adavX687QU5MTNDS0sKePXvwer1ce+21fOpTn+Kaa64BZtpN9RzEFgvnnXceb3vb29i3bx8Wi4W9e/fyoQ99aFmubWDhEEKUA79hZiCYBH4qpfz+mdGyHwRsZ176RSnlYwu6xmJzks8//zxf+tKX+NOf/gTA17/+dQBuueWWheznFYmJiQk++clP8tRTT1FQUMAll1zCoUOHqKqq0gTiyrGoqKgooQhTSklTUxPJycls2rRJt26XYDCoTbU0m81ahKnHDB2Yaelsampiz549BAIBrr32Wj74wQ/yrne9S4fdn3UwcpJREMdI2RKgREp5TAiRCRwFrmZmOuKUlPL2xe5h0ZFkTU0Nra2tdHR0UFpayp133snvf//7uN/f09PDDTfcwNDQEEIIPvShD/GJT3xisdtaVfB6vUgpaW1tJRAI8Mc//pGf/OQnNDQ0aIS5d+9eRkdHaWlpwe/3RxwdGw7lX6nGz+oJv99PT08PO3fuJD8/X9M7njp1ao4WM1GoWel79uxBSsn111/PjTfeeK4SpIFFQEo5AAyc+fekEKIF0NVdRRcJ0GOPPcYnP/lJAoEA73//+7n11lvj3sDAwAADAwPs27ePyclJ9u/fz4MPPviKqo5Hg/LEvOeeezh27BivetWrNE9Mh8PB8PAwHo8n4sAxNTdGjZ7QE16vl+PHj7Nx48Y5x93wGTqhg9oSkT0pb8zrr7+et771rXzwgx/Utec7HGNjY3zgAx+gsbERIQS//OUvueCCC5bsegnCiCSjQAjRBYyEPPRTKeVPo7y2EvgrUAV8GngvMAEcAT4jpVyQn92qE5MfOnSIj33sY1xxRezZF680KE/Me++9lxdeeGGWJ+bExARDQ0OayUVBQQGnT5+O2OOtxz6iEWQ4lIv40NAQIyMj81qpTU9PU19fz65du7Barbz73e/mjW98I//0T/+0pAQJcOONN/Ka17yGD3zgA3i9XpxOJzk5OUt6zQRgkGQUxCsBEkJkAH8B/lNKeb8QoogZcpXAV5k5kr9/QXtYTSTZ2dnJRRddRGNjI1lZWct56VUFv9/PX/7yF+69916effZZ9u3bx6FDh7j44osZHBzk9OnTpKSkUFRURFFRUcIWb9GgCHKh0xKdTqdmJKy0mKoopUZm7Ny5k5SUFG688UYuuugiPvWpTy05QY6Pj1NdXU17e/uSX2uBWJWbWgBWhCSFEFbgUeBPUsrvRHi+EnhUSrkg66hVQ5JTU1NcfPHF3HrrrbzlLW9ZrsuueihPzPvuu4+nnnoKt9vNO97xDj796U/jdDoZGhpicnJy0c47qn9cr3GyoUPHfD4fHo+HdevWUVZWxk033cT+/fv5whe+sCykVVtby4c+9CF27NhBXV0d+/fv5/vf/76uFneLhEGSURBH4UYAvwbsUspPhjxeciZfiRDiU8B5UsrrFrIH/eYBLAI+n4+3vvWtvOtd71owQaq5J1dddZXOu1tZmM1mLr74Yr7yla+Qm5vLhz70IbxeL5dffjmf+cxnOHXqlFZcGRgY4IUXXqClpYXR0VGCwWBc1/B4PBw/flzXwWgpKSmUl5ezc+dOpJSUlpbyrW99i6qqKmw227J10sBMZH7s2DE++tGPcvz4cdLT07ntttuW7foGlhSvAt4DXCaEqD3z35XAN4UQDUKIeuBS4FMLvcCKR5JSSm688Uby8vL43ve+t+B1vvOd73DkyBEmJiZ49NFH9dvgKoHqeKmpqQFe9sS85557ePzxx6msrNQ8MYPBoDajJisri6Kioqg2aoog9TDYCIfb7aa2tpbt27eTkZHBxz/+cfLz8zl48CAPPPAAX/nKV9iyZYuu14yEwcFBzj//fDo7OwF49tlnue222/jDH/6w5NeOE0YkGQWroS1xxUnyb3/7G695zWtmtdF97Wtf48orr4x7jd7eXm688UZuvfVWvvOd77wiSTIWlBTonnvu4Y9//COFhYUcOnSIK6+8ErPZrI20DZfuKBJbCoJU5Ltt2zaysrL45Cc/SU5ODt/85jd1HWgWL17zmtfw85//nK1bt/KlL32J6elpvvWtby37PqLAIMkoMEhSJ7ztbW/jlltuYXJykttvv/2cI8lQSClpaWnh3nvv5Q9/+APZ2dmaiXBycrIm3UlOTmZqaort27fr3tWiCkCbN28mJyeHz3/+85jNZr7//e+vCEHCTF5SVbY3bNjAHXfcQW5ubsLr/Nu//Rt5eXl88pOfBODWW2+lsLBwsdpegySjwCBJHfDoo4/y2GOP8aMf/YhnnnnmnCfJUCjDi/vuu4+HH36YlJQU3vzmN1NdXc3TTz/Nm970JqamphLWOsZCaIU8NzeXf/3Xf8XlcvGjH/1oxQhST3R2dvKWt7yFY8eOEQwG2bx5M4cPH15sLtcgyShYDSR51n9q//73v/Pwww9TWVnJddddx5///Oflsrda9RBCsHnzZm6++Wb+/ve/88tf/pLR0VGuueYann/+ef7yl79QXl7Ohg0bcLlcHD16lOPHj9Pf34/P50v4eipvunHjRvLy8vjqV7/K2NgYP/zhD5ecIJercFdZWUl+fj7Hjx/niSeeYO/evboVuwysTpz1kWQoFhNJrvKODF0gpeTKK6/k3/7t36ioqNA8MT0eD1dddRWHDh3SPDFtNltCRr3KKWj9+vUUFBRw22230dnZya9+9asFtS4miuUs3N11110899xzDA4OcuONNyaUP48CI5KMgtUQSRokeQarvCNDN/j9/llHaiklw8PD3H///dx///1MTExw5ZVXcujQIcrKyjSto8lk0o7k4Y5FapzDunXrWLNmDd/97ndpaGjgd7/7na5zdaJhuQt3Xq+XXbt24fP5aG1t1eOPgEGSUWCQ5CrBWdCRsWwYGRnhoYce4r777mN4eJg3vvGNHDp0iPXr12vjFoLBoBZhWq1WamtrKS8vp7CwkB/+8Ie88MIL3HXXXbpOZoyFlSjcfeQjHyEnJ0cvveUr5UP3iiTJsz4nqQc6OjpYs2YN73vf+9i7dy8f+MAH5nXqfqWioKCAm266iccee4wnn3ySzZs389WvfpXXvva13HHHHVgsFnbt2oXZbKapqYlnn31Wm1X+s5/9jGeffZY777xz2Qjy0UcfpbCwkP379y/L9WBGcvXCCy9w0003Lds1DawcDJLE6MiIhtzcXG644QYeeugh/vKXv1BdXc23v/1tLr30Un7wgx/w2c9+loyMDAKBAB/96Ef56le/yr59++jo6Fi2PS534a65uZlNmzZx+eWXs3nz5iW7joHVA+O4jX4dGSs43H5ZYbfbufzyy8nKysLhcFBUVITX6+XOO+/kz3/+M36/nxtvvHHZ93UWS8CM43YUGMftVYLi4mLKy8u1kQpPP/10wn6WfX19/Nd//RdHjhyhsbGRQCDAnXfeuRTbXXE0Njby0Y9+lL/85S8cPnyYyy+/nHvuuYeSkhLe9a53rQhBGjCwVDAiyTNYbEfGCg+3N3B2w4gko2A1RJLGILAzqK6u5siRIwt+f2lpKZ/97GepqKjQhtsbBGnAwNkP47itExwOBw899BAdHR309/czPT3N//zP/6z0ts5q9PT0cOmll7Jjxw527tzJ97///ZXekoFzEAZJ6gRjuL3+sFgsfPvb36a5uZkXXniBH/7whzQ3N6/0tgycYzBIUieEDreXUvL000+zffv2ed/3/ve/n8LCQqqqXnaWt9vtXHHFFWzevJkrrrgCh2NB84vOepSUlLBv3z4AMjMz2b59O319fSu8KwPnGgyS1Amhw+137dpFMBiMa7j9e9/7Xh5//PFZj912221cfvnltLa2cvnllxuaTWbcd44fP85555230lsxcI7BqG6vAnR2dnLVVVfR2NgIwNatW3nmmWcoKSlhYGCASy65RJMnnYs4B+YfGdXtKFgN1W0jklyFGBoaoqSkBJjRcA4NDa3wjlYOesw/MmBgMTBIcpVDCHHOmm5IKbnpppvYvn07n/70p1d6OwZWKYQQbxBCnBRCtAkhbtZ7fYMkVyGKiooYGBgAYGBggMLCwhXe0crg73//O7/97W/585//THV1NdXV1Tz22GMrvS0DqwhCCDPwQ+CNwA7geiFEYu1y88AgyVWIN7/5zfz6178G4Ne//jWHDh2K+fpIFfLPfe5zbNu2jd27d3PNNdcwNja2lFteErz61a9GSkl9fT21tbXU1tbqYXBr4JWFg0CblLJdSukF7gRi3zAJwiDJFcb111/PBRdcwMmTJykrK+MXv/gFN998s2ZT9tRTT3HzzbFPEJEq5FdccQWNjY3U19ezZcsWvv71ry/lt2HAwFKhQAhxJOS/cMlIKdAT8nXvmcf0g5Qy1n+veBw+fFju2rVLulwuOTU1JXfs2CEbGhpWelsJo6OjQ+7cuTPic/fff7985zvfucw7mh9//OMf5ZYtW+TGjRvl17/+9ZXezkpivvvwbPlPdwBHYl0TeBvw85Cv3wP8QM/vaz4J0DkBIcR/AClAKtArpTzrwi4hRCXwqJSyKsJzjwB3SSlXTZ/kmVzSKeAKZv76vwRcL6U0WmrOXiy7BEgIcQHwJSnl6898fQuAnvewYXAxg68wc5O6gX9e4b3oCiHErYAf+N1K7yUMWi4JQAihckkGSRpIBC8Bm4UQ64E+4DrgnXpewCDJGeQDGYCVmYjyFTG7QQjxXuAq4HK5+o4MkXJJRjuNgYQgpfQLIT4G/AkwA7+UUjbpeQ2jcDODnwD/yky09Y0V3osuEEK8Afg88GYppTPO9/xSCDEshGiM8NxnhBBSCFGg914NGFgMpJSPSSm3SCk3Sin/U+/1z3mSFELcAPiklL8HbgNqhBCXrfC2EoIQ4n+B54GtQoheIcRNwA+ATOBJIUStEOLHcSz1K+ANEdYvB14HdOu3a/qA8pCvy848ZsDAqoJRuDEwC5EKQEKIe4GvAg8BB6SUIzpcx8JM4eZyZsjxJeCdeh+VDCwrXpG920ZO0kBMCCEOAX1Syjo92yOXI5dkwIAeMEjSQFQIIdKALzJz1NYdUsrHAKPP8JWDpTAZeHz+lywtzvmcpIGY2AisB+qEEJ3M5A2PCSGKV3RXBs4ZSCnn5MiXG0YkaSAqpJQNgOaucYYodclJGjBwtsCIJA1oiFIlN2DgnIZR3TZgwICBGDAiSQMGDBiIAYMkDRgwYCAGDJI0YMCAgRgwSNKAAQMGYsAgSQMGDBiIAYMkDRgwYCAGDJI0YMCAgRj4/4gO23R79h32AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pdb\n", "# displaying the shapes with 3D scatter plot\n", "fig1 = scatter_3D(shape1, control=\"size\")\n", "fig2 = scatter_3D(shape2, control=\"size\")\n", "# 3d plot of the signal-to-noise rations\n", "fig3 = scatter_3D(sig2noise, control=\"size\")\n", "# 3d quiver plot of the displacement field\n", "fig4 = quiver_3D(-u, v, w, cmap=\"coolwarm\", quiv_args={\"arrow_length_ratio\":0.6})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig1.savefig(os.path.join(out_put_folder, \"displaced_bar_frame1.png\"))\n", " fig2.savefig(os.path.join(out_put_folder, \"displaced_bar_frame2.png\"))\n", " fig3.savefig(os.path.join(out_put_folder, \"displaced_bar_sig2noise.png\"))\n", " fig4.savefig(os.path.join(out_put_folder, \"displaced_bar_deformation_field.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "################### test to check the replace_nans_function ######################\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# ball shape with a gap of nans in the middle\n", "center = (5, 5, 5)\n", "size = (10, 10, 10)\n", "distance = np.linalg.norm(np.subtract(np.indices(size).T, np.asarray(center)), axis=len(center))\n", "arr = np.ones(size) * (distance <= 5)\n", "hide = arr == 0\n", "arr[5:7] = np.nan" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig9 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})\n", "# replacing outliers\n", "arr = replace_nans(arr, max_iter=2, tol=2, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig10 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig9.savefig(os.path.join(out_put_folder, \"replace_nan_gap.png\"))\n", " fig10.savefig(os.path.join(out_put_folder, \"replace_nan_filled.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#################### real data example ############################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we recorded stacks of collagen fibres with confocal microscopy in reflection mode\n", "\"alive\" stack contains a force generating NK-cell, marked by the red circle in the animation\n", "\"relaxed\" stack is the same field of view with out the cell\n", "download the data at https://github.com/fabrylab/3D_piv_example_data.git\n", "this calculation takes ~ 3-4 minutes on my 4-core Intel i5@2.5 GHz Laptop" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# please enter the path to the dataset provided at\n", "folder = r\"test_3d\"" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(folder): \n", " import git \n", " repo = git.Repo.clone_from(\"https://github.com/fabrylab/3D_piv_example_data.git\", './test_3d', branch='master')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(folder):\n", " raise FileNotFoundError(\"path to 3d piv data '%s' does not exists\\n\"\n", " \". Please download the data from https://github.com/fabrylab/3D_piv_example_data.git\" % folder)\n", "# stack properties\n", "# factors for voxel size\n", "du = 0.2407\n", "dv = 0.2407\n", "dw = 1.0071\n", "# total image dimension for x y z\n", "image_dim = (123.02, 123.02, 122.86)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# keep these values for our nk cells stacks\n", "win_um = 12 # window size in µm\n", "fac_overlap = 0.3 # overlap in percent of the window size\n", "signoise_filter = 1.3" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# window size for stacks in pixel\n", "window_size = (int(win_um / du), int(win_um / dv), int(win_um / dw))\n", "overlap = (int(fac_overlap * win_um / du), int(fac_overlap * win_um / dv), int(fac_overlap * win_um / dw))\n", "search_area = (int(win_um / du), int(win_um / dv), int(win_um / dw))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# load tense stacks\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series001_t22_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "alive = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " alive[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# load relaxed stack\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series003_t05_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "relax = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " relax[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 14/14 [01:09<00:00, 4.99s/it]\n" ] } ], "source": [ "# 3D PIV\n", "u, v, w, sig2noise = extended_search_area_piv3D(relax, alive, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, dt=(1 / du, 1 / dv, 1 / dw),\n", " subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# correcting stage drift between the field of views\n", "u -= np.nanmean(u)\n", "v -= np.nanmean(v)\n", "w -= np.nanmean(w)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# filtering\n", "uf, vf, wf, mask = sig2noise_val(u, v, w=w, s2n=sig2noise, threshold=signoise_filter)\n", "uf, vf, wf = replace_outliers(uf, vf, wf, max_iter=1, tol=100, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# plotting\n", "# representation of the image stacks by maximums projections. The red circle marks the position of the cell\n", "def update_plot(i, ims, ax):\n", " a1 = ax.imshow(ims[i])\n", " a2 = ax.add_patch(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " return [a1, a2]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ims = [np.max(relax[:, :, 60:], axis=2), np.max(alive[:, :, 60:], axis=2)]\n", "fig = plt.figure()\n", "ax = plt.gca()\n", "ani = animation.FuncAnimation(fig, update_plot, 2, interval=200, blit=True, repeat_delay=0, fargs=(ims, ax))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAADvCAYAAAAtmxukAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAADkzElEQVR4nOydd3hb9b3/X+dob0u2LO89s/ckISFkkJDBhhbooNDetrelpXvdtvd28OveLVBoCRmEmRBWQkKA7G0ncRxPeW9btmxtnfP7Q7Fix3biQKDQ+v08eWJJ33N0dHTOW5/5/giyLDOGMYxhDO8nxH/1AYxhDGP498cY0YxhDGN43zFGNGMYwxjed4wRzRjGMIb3HWNEM4YxjOF9xxjRjGEMY3jfobzM62O57zGM4f2H8F42zhEE2TPKtU3wuizLK97L+70bXI5oxjCGMXzI4QW+MMq134O49/NYRsKY6zSGMXzEIQCqUf677L4E4XFBEFoFQTg9wuuCIAi/FwShQhCEYkEQpo3mGMeIZgxj+IhDIOKajObfKPAP4FKu1Q1A7vl/DwB/Gc1Ox1ynMYzhIw4R0F2lfcmy/LYgCBmXWLIWeFKO9C4dFAQhRhCERFmWmy613zGiGcMYPuLod51GiThBEI4OePyILMuPXMHbJQN1Ax7Xn39ujGjGMIZ/Z/S7TqNEuyzLM963gxkBY0QzhjF8xHGFFs17RQOQOuBxyvnnLomxYPAYxvARx1UOBl8O24B7z2ef5gDdl4vPcPXeewxjGMO/CiKgv0r7EgRhE7CISCynHvgfzhtMsiz/FXgFWAlUAB7gU6PZ7xjRjGEM/wa4WjeyLMt3XeZ1mdHXB0YxRjRjGMNHHB9wjOZdYYxoxjCGjziuMOv0L8GH/fjGMIYxXAZjFs0YxjCG9x1jFs0YRoQsywjCe1IHGMMYgKvbgvB+YYxoPmBIksTjjz/O5s2biY2NZcGCBcyePZuJEyei1Wr/1Yc3ho8gPgquk3CZuU5jwldXEe3t7XzjG9/g3LlzAPj9fhQKBVqtFr/fT1ZWFgsWLGDWrFlMnDgRtVr9Lz7iMXxAeE+m7URBkJ8f5do8ODbWgvBvjH379vHd734Xv9/PNddcQ35+PuFwmKamJpxOJ06nk7KyMqZNm8a3vvUtent7ycnJiRLP+PHjUak+7L9bY/hXYMyiGQPBYJDf/OY3bN26Fa1Wy9q1a6msrOTAgQMAJCYmkpGRQUZGBjqdDoPBwJ49eygvL8fj8aBUKtFoNAQCAfLz86PEU1hYiFI59jvxb4L3ZNFMFgT5lVGuTfkXWTRjRPM+oq6ujq985Ss0NzeTkZHBggULePXVV6mvrx92vUKh4BOf+AROp5Pk5GTUajX19fXU1NRQU1OD1+tFpVKhVqsJBoMUFhaycOFCZs6cSX5+PgqF4gP+hGO4SnjPRLNjlGsTxojm3wsvv/wyP/vZzwiHwyxduhS9Xs/27dvx+XyX3O6uu+5i69atUWsmJSWFjIwM0tLSUCqV1NXV4XQ6qa2txe/3o1KpUKlUhMNhJkyYwMKFC5k+fTp5eXmI4ljP7EcE74lopoqC/JZmdGstvrEYzb8F+vr6+MUvfsG+ffswmUysXr2akydPcvz48WHXB4NavN5YzOZIp/3AtHcoFIrGbwBUKhWpqalkZGQwf/58BEGgtrYWp9NJXV0dx44dY9y4cTzwwANIksTEiRO59tprmTFjBllZWWPE828KQQDVh9yYHSOaq4izZ8/y1a9+lYkTJzJr1ixSUlLYtm0bbW1tl9hKoK5uFrm5r6JW+y5ZXxMMBqmqqqKqqgoAtVpNWloamZmZLFy4EEmSsNlsOBwO6urqOHLkCMXFxVGCmTJlCgsXLmTGjBlkZGSM1fH8m0AQ4MMervuQH95HA7Is89RTT/HXv/4VgNzcXNxuN//85z8JhUKX3Fal8pKfvxWlUoruayABBINqenrisVrrudggCQQCVFRUUFFRAYBWq+W+++4jNzeXxYsXEwqFqKmpwel0Ul9fz4EDBzhx4gSCICCKIlOnTmXBggXMmDGDtLS0MeL5iEIAVB/yO/lDfngffnR1dfGtb32LkpIS4uLiWLlyJS0tLZSWlg5LMrIsIggSgiDQHx/rJ5nI64OJRhCgvT0Zj8dEaurZSx6Lz+fD7/ezY0ckNKjT6UhPT6ewsJClS5fi8/mixNPQ0MDevXs5ejQiH6tSqZg+fTrXXHMNM2bMIDk5eYx4PioQgDHX6d8XR44c4Zvf/CZer5eZM2eSm5vLM888Q2Fh4bDxkHBYhdN5PcnJb6PTDT9b8GKiUSoDZGcfRhSHj8sHg2b8/gSMxrIhr3m9XkpLSyktLQXAYDCQkZHBxIkTWbFiBX19fVHiaWxsZM+ePcTGxvLrX/8alUrFjBkzosSTmJj4bk7RGD4IiMCHvKh8jGjeBUKhEH/84x955plnUCqV3HrrrbS0tLB+/XokSUKSpGGJRqEIolT20do6lYyM/QyX8QuFpCGWhFI5cvIvHNbS2HgTSUlPYzQ6L3ncfX19nDlzhjNnzgBgMpnIyMhg6tSprFy5Erfbjd1uJyYmhqamJnbt2sX+/fuRJAm9Xs/MmTOjxBMfHz+KMzWGDwwf8jv5Q354Hz40Njby1a9+lfr6epKTk7n++uvZuXMn1dXV0TWyLI+Y4UlPf/v8X+L5tdDdnY3FUoUsi2zcGESttqFUukZ1PFptK3b7q5SXf5uJE7805PVwWElfnw2zuXXIa263m1OnTnHq1CkALBYLd999NzNnzsThcOByuXA6ndTU1NDS0sKOHTvYu3cvoVAIs9nMrFmzmDdvHjNmzCAu7l8yaXUMMOY6/bthx44d/OpXv6K7u5trr70Wu93Ohg0b6OvrG7RuJItmIPqtFklS09OTQV3dYgoL/0F2tsDZs0ZiYobfTpYjcZuBsFqL0eu/hVLpH7I+HFbR3JxPe3sGWVmHL3lM3d3deL1etm3bhizLWK1WMjIymDdvHna7nc7Ozmi6vb29nVdeeYU9e/YQCoWIiYlh9uzZzJ8/n+nTp2O1Wi/5XmO4ivgI6ER8yA/vwwGfz8dPf/pTKisrmT17Nna7nXPnzrFr165h11+OaKxWK8uWLYtaDHr9Phob61AqQ8yeLRIMNtLe3r8vkY6OTCRJIC6ujrq6m0lNfR6FYjCpaDRdw76XWu0lKamYUGh4J16WBbxeG3p9B8CgIHVXVxddXV2cOHECgNjYWDIyMrj22muJjY2lvb09Sjytra289NJL1NbW8sgjj+DxeJg7dy5z585l2rRpxIzEnGN47xgjmo8+KioqePDBB+nq6mL27NkUFBSwefNmGhsbR9xGkqQR+5AKC8cxf/48du7ciculZ8qURObMmYMoitTWpmIwGAY1T8pyhLC6uxNwOCrQaJqpqLiPnJy/oFAMjd0MF/cxGruB7mGPJxjUUVs7i5iYWhISzlzqVNDR0UFHRwfHjh0DwG63k5GRwZIlS7BarbS2tqJQKKipqaGqqooXX3yRHTt2EAgEsNvtzJs3L0o8JpPpku81hivEmOv00YQsyzz99NP84Q9/QJZlli1bhsVi4dy5c5ckGYgQzcUBXYVCwbJly9ixo5Bt23rJz2+gvHwKp051kJa2B7VaTXp6Orm5uaxZswaPx0NNTQ3V1dWoVNXY7ZUA2O0H6e3NRZYVQAhJEvF4bBgMERNow4Y+2tuTiY1tGOJiDQe12kNsbBmSNHINe19fDHq9a8j+2traaGtr48iRIwAkJCSwaNEiJk+ezLRp02hqahqU1Xruued49dVX8fv9JCYmMn/+fObMmcOUKVMwGo2XP9gxDI+xrNNHE93d3Xz3u9/l5MmTWCwWVq9ezdGjRzl27BhTp04dsr6joxCv105KSiTQe7HrZLPZWLt2LcXFxQSDbxAbW4Aogt1ehUIRqbUJBAKUl5eTn1/AkSOHcbvdpKenR1PRvb29OJ3O88TzaNRyCYW0NDdPwO83UVi4neuv1/Hww3lYrY3DWjzDoZ/EhoMsC7S2puLzjaewcN+I6/r6HBw6NJnc3AZaW1spKysjISGBjIwMVq1ahdFopLGxMUo8dXV1bNmyhZdeegm/309ycjLXXHNNlHh0ug+7ZtyHDGMWzUcLJ06c4Otf/zp9fX1MmjSJyZMns3XrVtrb23E4HMN2SMfElKLVXmgzGEg048ePZ+7cuWzfvp3m5mZEEWy2UwiCCrO5E4COjml0d2eTmfksL71kpLl5CjEx+/B4znL2bKRIz2w2k5GRwezZs3E4HHR1dVFdXY3T6USleovW1jxEUSYhQcH48W+O+PmamqYTE1ONTtc5qvMhCDLp6afwes0jrmltnUlnZwEKRQBR9CFJErIs09TURFNTEwcOHEAUxagkxpo1a9Dr9TQ0NESJp6amhrq6Ol588UXGjRtHR0dHVH1w0qRJY+qDl8JYjOajg3A4zCOPPMJTTz2FIAisW7cu2kYQDoeBkYO8CoUcdV361ymVSpYvX4Ner+DJJ58kEAgM2magayXLAoIgAQLXXutmyxZQq3sHre/p6aG4uJji4mIgYiVlZmZGA7Otra1UV2svKxVhNDZSVraGvLwX0elcozo3oggGQ8+Ir5tM1cTGFp0nmsVIkjRkjSRJNDQ00NDQwL59+1AoFCQlJZGZmcn06dOjkhhOp5MpU6bw6KOPUlNTw7PPPovf7yczM3OQ+qBGM8p25f8EjBHNRwMtLS187Wtfo7q6mvj4eFasWMHbb78dldzsRzgcRqFQIEkKRDE84v4MBgNTpkzja18bR3LyV1EqAyOuBYiLO0Zc3LHz24aZNu0U/WEgWRbo6krE6zWSlFROc/NsYmPP0NnZSWdnZzQw63A4yMzMxGw2c//999PY2BjNCA1Mv5tMTeTmbh01yYwGOt0FkhUEYQjRSJICQZDPk2kE4XCYuro66urqAAZJYlitVj796U8PksQoLy+nqqqKp59+mkAgQHZ2NgsXLhxTH4QxovkoYM+ePfzlL38hKSmJ2NhYMjMzefrpp+npGfoLHg6H6e5Wc+7cJyko+PuwwdaJEycyZ84cKivLSUv7I4IwPCGN1Ed0cQuCLEMgoMPvNwAyWm0nZ89+jKysbZhMF2art7S00NLSwoQJE3j88cdJSkoiMTGTJUsmY7frojdtTU0NMHwq/GpAFMUhRNPZOYOurolkZT2JQjE86Q6UxMjJyWH9+vUjSmLU1tZSWlpKRUUFGzZsIBAIkJeXFxUBGzdu3H+e+uBYjObDCb/fzy9+8Qtee+010tPTmTp1KkVFRTz11FPDpoghYv6rVAJW6+khJKNUKlmxYgVKpZKdO3eeb0ocSjItLcsIh7UYjZ2YzXuHvH4x0UTiLheCtVZrGaLoi5KMLEMopEGl8iPL8M47Wvx+HfX19ZSW+nA69UyYsIfMzKRo8R1AbW0t1dXV1NXVXbbD/EogiuKQ8xcbewSfLw5RDA67jSyD1xuDQhFAo4n0gI1GEmOgFs+ZM2c4d+4cTz75JJIkMW3aNKZOnRpVH/y3Jp6xrNOHE9XV1XzlK1+hra2NtLQ0lixZQnNzM2+99dYltwuHw1itkJBwaNDzcXFxZGWtoqamiFOnTpKRkTFiwV5MzAlaW6/D7c6+LNFEXI7wEFKzWGqjfweDepzOOYhiiKyst1GpoKzsdqzWUpKSDlBYuBOQqK6ujrZJaDQa0tLSyM3N5brrriMQCEQzWu8Vw7lOgiCRkvLyiNvIsoL6+mmYTK0kJp4eluiHk8To/wyLFy8mGAxGiaevr4+EhAQeeeQRnnjiCUKhEOPHj49q8eTm5v57yZ6OtSB8uCDLMi+++CK/+tWvCIVCLF68GJvNxvbt25k0adKQ9ZKkoLc3G7O57PxjacgFOmnSJGbOnMnXvtZGdnYJavXgoLHfb0OhCKFURlwxjaaN1NSn0Wq19Kt6divnExASCIqx/HLvnWhcJ8nku7S35xAOCyQmnkGpHN4FU6s9ZGa+Q0tLIaIIc+b4eOONIvT6SG+TQjH4pne5klAqfXi9FZSXlwORmFJ6ejqTJ0/Gbrdz5513Rt2Y5ubmKzrHoihSVZVAV5cOh6N8lNuEycvbff54FcMGky+Gz+ejrKyMsrLIdzNQEiMjIwOtVsusWbOiNTzHjx/n9OnTKJVKJEliwoQJUfXB7Ozsj7b64FiM5sOD3t5efvCDH3D48GH0ej1r1qyhpKSEnTt3EhcXN6xp3dx8PR5PYpRowuFw9IJUqVSsWLECURR58sknKSy84Bb0E01v7yRqa7+OwXAau/0RVCofKpV3yPv4hUQEwujDpUyJe5Nzpe2QIOFwlFBWdh1+fw1K5dDK3nBYgShKqFRBUlKKo88nJAwvGwogCGGczhlYrXUkJ0dS5319fZSUlFBSUkJCQgKvvvrqoFR6Z2dnNJXe0dFxyfMsCCIKRQC//90V4ImiGM3yXQkGSmIkJCQwe/Zsurq6mDRpEitWrMDj8UTJs6mpiaNHj3Lq1CkUCgWyLDN58uSo3nJWVtZHT4vnQ34nf8gP7+rg9OnTfPWrX6W3t5f8/Hxmz54drWuBSCByOFPa4XidQOCCHEJ/1slut7NmzRqOHj3K4cONqNWD3Zt+ohFFPxkZ/4dOd462tjy6urLIz38NURSZNWsWXq834q60PxvddnGBijRVJU5npJepoGAXPT3TqK6eh17vRBRr8fksxMWdxus10Nyci0bTR3b2wVGdC4ulBaNx5yWrhru7uykqKqKoqAggGiTvtwBbWlqixHNx0FyhEElKakGhaBnV8VwMhULxrogmFFKhUIQQBBmlUonf7x9WEmPatGkkJibidrujxNPS0sLBgwc5ceLE+e9NZMqUKVH1wfT09A838Yy5Tv9a9I+ffeKJJ5AkiRtuuAFBEIbUtfQTyMVQKECnax20P6PRyJo1a6JawDU13yMr69colZ5B60RRRK+/kB6PjS3DZqvCZDJx0003UVNTQ0eHkb6+z9LTE8eyZW/z6qtBursvbl+Q6esrQK1uRxQ9aLWd9PRkIssCNlstRmMrweCVRQJHWzHcj/4ep6NHjyIIAg6HY1DFb0NDQ/SmHS7rdGXH9u6IprNzElptJ2ZzNQqFYkiAezhJjPT0dGbNmkVCQkK0wbW/QbS4uJiEhAR++9vfolQqmT59epR4PnTqg2PB4H8d2tvb+clPfsK5c+ewWq3ceOONHD58OFrwNhAjEc1AqFQqVq5ciVqt5q9//SvBYJBwWInHk4ooDnaHhtOjUSggKyuN2Emf4e97nHT15aFwniLs3YtW28zZs37i48eRl5eO1ZpJZWVl1GpISnpq0L5MplrCYSUNDROIi6tEFFW4XDnExFRw+LCKurqFGI31WK1V7/LsjQxZlmlubqa5uZmDBw8iiiLJyclkZGQwffp04uPjkWWZs2fPUlNTM6RQ8WKEQgrq66eSnn4UQRh9jOZixMcfi/6tVCovm0nr7u4eVADZL4kxf/587HY7brcbvV6P0Wikvb2dt956i8OHDyPLMmq1ehDxJCUlXfHxXnV8yO/kD/nhvTvs37+f73znO0ydOpVZs2Zht9t5/vnn6ewcvuz+ckQTHx/P6tWrOXLkCHa7nWCwPx4jk5z8FKIo4/Um09a2iLS0DUMqiAVBYMGCBaSkpLBx+0a65DxaYz5JtvVVdKbIMLnubgAnjY2LeOstL4LQRnZ2GnPnzgWgtLSWEyfa6OxsRK/voLp6LpKkQK/voqtrDsGghZiYCsxm+XzH95UHNyVJ5EpHDEmSFC28e+edd7jllltwOp2kpqYyf/58ZFmOptLr6+uHEIAohlGr+wiHVSiVwXdt0QyEUqkctI+Ghuvw+RwkJb2BTjf8RIqLJTHy8vKYN29etPK6ra0tWofU2dnJm2++ycGDB5EkCZ1Ox6xZs5g/fz4zZszA4XC8p+O/Yoy5Th8sBo6fFUWR8ePH093dzZNPPnnJi/dSRJOZORu1eiJbt75IdbWMyXRBB0ahCGO3vwOAUunGbI7ENAYSjV6vZ+3atTQ2NrJp0yaQZeI5TVroVXyhiCXk9drQaLoRBInDhxdw9OgsEhP/HydO1NHd7aew8Djx8bmEwxkEAvncf7+aqqpqnM5ympubsVqfix5TQUGItLQ90ceSJNLSkkVCQsVlu7mbm2ewd+97u2L7C+v6LQWNRkN6ejr5+fksWbIEv98fTaU3NjYiijJJSRdE168W0QwkNLO5HJPJiVo9chvFxfB4PDQ1NfH6668DQyUxWlpaosTjcrkGqQ+aTCbsdjs///nPSUlJeU+fZVQYyzp9cBg4fjYhIYFly5ZRU1NDY2PjZS/c4YhGrVazcuVK2tpg+/a9WK3tKJVGNm3qwW43otMN7kVSqXqIiTkNXCCa5OR0brhhGW++uZuSkk6am28gPv4gOl1n1G4IhTSUl69AkkwoFHruvrsYh+MFqqrOIMsisgzBoJ+GhtPAaaxW+Nvf7kClWskddxzF4XDQ0dFBVVXVoDqYvj47en074bASrzcGv1+LVnvpKZnx8UW8/voM9PrxxMdfWptmJFwco/H7/YPS0P0C6VOmTGHlypXne7hq6eysoqWl5V1nnQbi4hiNyVR3xfu4mKyGk8RIT09n+fLlWCyWQZIY/Zo9d9xxx7siGkEQHgduBFplWZ5w0WsPAb8E7LIsR3o/xojmg0H/+NlAIBB1UTZv3kx2dvaoKkIvjqk4HA5Wr17NoUOHOHXqFP2qlDpdL9/9ro316y+QjCSJhMMKVKrB6e24uDgSEj7B175egMmoJC5uMwqFLypk1Q+l0k9+/lYqKpaQmnoMszkLny94vjcoTHx8JT6fA0nS0Nk5DVlOw+vNQa8v55//PIPX24DDEWD2bA3Lly8/P/JlFc88I9Pa2oHDcYisrKOjOo9KpZ9vfCPAli1nzp8Xgd7eJEymhlFtD8MX7A3ExQLpZrOVU6dm8/GPz2Xt2nj6+vpQKBTYbLYRXd3Lf47Lx2guB5VKNcBFHor+ONWhQ4cQBGGQJMZLL72ExWLh+PHj73aCxD+APwJPDnxSEIRUYBlQO2SLMdfp/YPH4+HHP/4xe/fuRa1Wc9ttt+F0Otm4cSOyLBMOh6+4y3fq1KlMnTqVF154YdiaEY1Ggc8XR0vLAgBiYvbT2JhHQcE7CELEVVi5ciUqlYoTJ/6P9LQEJMmIRtNFSsru6H4ix2egrW0dHR1ryc7+NM3Nkzh50kxy8uA4QlPTjUAYt3s8WVl/JiWlFkEIEwzq6e11UFWVhChu48iRI3zmM5+hqOgk8+bl8uab47j99gLq6xtpaamitrY2evNIkogsi1E9nH6YB6hBSJKKlpZpeDxxOBxFozp/V5p16u7uIjl5B3v3SuzdG5HVmD59etRFaW5ujrpabrd7VPtUKpWXnXHucuXR0LCM8eP/OOzrlyOagbhYEgMi16bL5eLee+9l8+bNxMbGjmpf5/f3tiAIGcO89BvgG8DWQc9e5ayTIAgrgN8Roa/HZFn++UWvpwH/BGLOr/mWLMuvXGqfH1miKS0t5Stf+Qrd3d3R/pfXXnst2g0MkfqY0fa4CILANdfcjNHo58knn6ShoQC73TVsl7Za7SI29jiNjUsxmdrIy2tFECLm9I033sjRo0cpKCg4HygcrMbX0zMDj2c8fn8eoZCMVltLSsrDCALo9W3ExuqGpE4zM/8+7DGrVB5SUvYxsGK/qMjI7t2rSE3dikpVwg9/OJ3ExDC33RaRlAgGgzidTnbv9tPe7iUx8dSgfQ4s/1coAiQkHKGubhHx8UWjUuy7UqKprFyMVusiJSUShHW73TQ1NbFz585BlsLq1asxGAxRKQmn04nXO7T4EUZn0eh0LajVrhFfvxKiGQ5ut5tvf/vbV20sjSAIa4EGWZaLhqTWr6LrJAiCAvgTsBSoB44IgrBNluWSAcu+B2yRZfkvgiCMA14BMi61348c0ciyzIYNG/jLX/5CKBRi6dKlmEwm1q9fP+RXbLREk5CQQGxsLJs2NZOQsAOVKkR3dwIaTScxMUNlO0UxhNFYQ17eY9HnCgvnIgiL+d3vijGbnUjSuCETC7q7s3G5Es+7IjY0mmYSEjZFX4+PLycxMY7u7qF3dCikoaFhJg5HEVqte8DzOqqrb0WWITs7sq+YmNOIYgCttof8/J2IYog33ois1+v1ZGZmsnx5Jk88EcvKlYW0tUX6oNrb24eQnNHYTGHh5suewwvn5sqIJiXlMA0NM89r8siDgsEXWwoKhSKaSp85cyZKpXJQR3d/Kn00RKNUetBoRnbN3ivRyLKMwWB419sPhCAIeuA7RNym4XH1XKdZQIUsy1Xn33szsBYYSDQy0G/7WoBLa9vyESOa/vGzycnJmEwm1qxZQ1FREa+99tqw60eq+B2I6dOnM2nSJDo7O0lNfSn6vMHQiSiGkSQVfr+D3t4M7PahTZD99TUul4pNmyqRJAN6vcDu3WA2q1GrL9SRKJVu3O4E0tMfRafbF/1F9vniCARiaGubjV6vQ6l04/F04VVOoE+chl+ORxs+h0Jx4vw0A/eAfXpJT99Gc/M8FIoQkyf3cuTI/hE/r8fjicZI0tLgwAHrIAEtk8nEpEmTrshVGYjhurcvBa22j8zMtxGEyDaXyjqFw2Fqa2upra3l7bffRqVSkZqaGhXFkiSJmpoarFbrZXWdFYogaWkjW/sej4rdu004HEPH24z+s101fyYbyAT6rZkU4LggCLNkWW6+QosmThCEgUG7R2RZfmTA42RgYPS8Hph90T5+COwQBOG/AQNw/eXe9CNDNAPHz86dOxe73c727dtpaRm51P1SFo1Go+HGG2/E4/Gwfv16PvGJTwx6PTk50i8UCMTS0rISrzeRuLjBRBMXF8fatWs5cuQIxcXF9NdtqVQqvvIVBevXB5BlkZBkoNt/DRqpHKOxkVBIjdOZi8MRSQG7XBMIhYyEQnpqahy0t4/D47kGQRhH3pQH6ZZmolK6iU85MuxnUau7SUt7dVTncSAE4UL9yPHjkc/7uc99DoPBwOrVq9Hr9VEdG6fTid8/dG7U0H1eOhjc0xOHydQ+6OYVRWnA3woeeyyJ1FQDWm3fMHu4gH4pidOnewmFKomPb44KvC9btozZs2dH4ztNTU1XRIBmsxJBCNPbG4vJdOn+rpFwtTrEZVk+BUR9MEEQnMCMd5l1apdlecZ7PKS7gH/IsvwrQRDmAusFQZggy/KIX/yHnmhCoRB/+tOf2LJlC7Isc+ONN6JWq/nb3/52WdM2HA4PSzT9sZT9+/dTUlIyzJYXoFZ3kJFxgfD7GysLC8cxZ84cXnppG62tg6dASpJEIKCgxz+JBt9DiPjpCxWgbTuLQVeFILxOTk4MBQUzz+ut7IluG+mB8vHWW170ejdasRmDcCaqTuf3W1Gp3IhiiN7eJNraJmG1lhIT47z0iRwlQqEQBw4ciLoqKSkpZGVlRQsH+2/c+vr6YS2PS7lO4bCA0zmL7Oy9I0qDhkIaLJYgGs2lSWYg2trmEgiYMJuf4ty5c2RlZVFUVERPT0+0vykpKYnu7u5otfXF39nF0OtVTJ9eQ13dlZPMpSaVjgaCIGwCFhGxPuqB/5FlefhAXT+unuvUAKQOeJxy/rmBuA9YASDL8gFBELRAHDDiSf1QE01jYyMPPfQQdXV12Gw2Vq1axYEDB7DZbKPyn4ezaGbMmMHEiROHVAqPtndFkiQWLVrF88/H8frrpaSkDD23kiRx/LiIvydAQdwnEQQZSVYixoZQKFSsWrUSQRA4djaO+NzruOWWLmprWzl1ykNJyWTi49+kqSmb7OwdAJSXfwlRDOL3x6JW1+H3azGbq3A4DqDXtwzqs3q38PtNiKJ/0K9+OBympqbmvCpfxArMyMigsLCQpUuX4vF4ojo3/Q2ql3KdFAqZtLSThEJ6YHiiMRhkbrihnmPHhn15WNjtR2htnRd93F8Z3Nvby+nTpzl9OlLfFBMTM6jNoL29PUo8XV2DVQcj0qD+d+U2ybL8nqwZWZbvuszrGYOeuLpZpyNAriAImUQI5k7gYxetqQWWAP8QBKHw/LsPX3J9Hh9aotm5cyc//vGP8fv9zJo1i/z8fJ577jm6urqYM2fOqPYxMEaj0WhYvXo1vb29w1YK989i6r9JvF4bLlcGfX02kpMPotP1EhMTQ3x8PKWl59Bo3sFo7B3ynhC50CoqBLq7k7HbSwEQhRBWq5VJcz/L0/tiaOww4FbmIjuVHC/5AnbZSkPDJ1EqErn3Xg8WSwUuVzx1dXXk5v6OYNBCR8dsTKYylMouZFlEo+nB4Thx0Xtf+Nvv19PVlUBCwuV7nnp6kmhqmkLlyJNX8Pv9nDt3LqqlbDKZyMzMjMpJdHR0oNPpiImJweVyDbuPi4PrwaCKioobyc/fiihGCh0F4cpqYLTaVhyOd6KPLw4Gh8OR2VTg4uTJk5w8eRK4UO27dOlSnn1WYMoUD8Fg/0gb1buuxYkoMX6AGsZXsQVBluWQIAhfBF4/v9fHZVk+IwjCj4GjsixvAx4CHhUE4StEAsOflC/jl37oiKZ//Ozu3bsRRZHbb7+dtrY21q9ff8XNdv0WTWJiIjfeeCN79+6Nji8Zbu3AilKFwodW24XHY0OhCJOXl8e1115LW1sbp04Vo9MNtSJkBARkgkEjKlUG4bARiIzNzc3NZdGiRWx+4TVC7SKZynYqyhdjmd9DU/y91KmtBKbamRHezaFDB+nt7SE3N5clS5ZELYczZ0qpqtIRF+eKvmcgYKW7u4C4uIOAwPr1eoJBAypVH7IsIknDf8WhkJLq6sVkZ7+BKMrY7ecwm2vJyvoYe/YMfz5lWTFIntTtdl/UmBjPxIm3sHz5csxmM42NjVGLweMZ3upSKoNIkjCqYPBIEMUQOt2FWN3FRONyJdLSkktBwTuI4oX7YWC1b2trFtu3p3DzzZEkQ1JSEkqlktLSUpxO52XrcgYiHA6jVquv6DO8J1zlyuDzNTGvXPTcDwb8XQLMv5J9fqiIpqKigq985St0dnaSlJTE9ddfz65du6K6sf3oL/G/HPGEw2FiY2NZvnw5zz77LE6nhWBwPHFxQ8vr++M5/ReoWu1Bra7GZnMya9b1JCfbeOqpp1izZs1594BoIyCANyab1oI7SD38C5TKPhYtakeS/oggCCxatAiHwxFNwZsEUKAl5FXAiXrSYnfj0yRSN/3r1HrGE9NeT2PjNk6Wq/ArBeJ1TpJtFpw1SzEaVdx0U2FUT9fl8tLcnIPLZSI3dwepqSG2br2dCROeQKvtJSmpbNhzo1CEkGWBYNCARhOxzDQaL6I4vK8QCDpwNn4fo/4wBu05LKZDQ9Y0NAQ5fjxARsYWFAph0DgVlUoVLdEfWDgoCJCb+zqRH8YI0Vwu6BwKCVRVzSU7ez/DeSgXtyDExjYBYnS653CIj68iHK7l4MEQBw/u5/bbb+fcuXM4HA5mzZqFQqEYlEq/lOsuSdIHP4fqQ3UnD8WH4vBkWWbLli38/ve/JxQKce2115KQkMDGjRsHjQrpRzAYRKVSXfKC1Gq10cDxo48+SjgcpqtrGirV8Cnb4fqdjEYjN9ywjocflomL24XZ7I3KeXo8NhoaJpCSUoRe343WVYUQ9lNy4wbGvXQnOTl9HD6sYd26ddTX17Npc6QWRSAy7/rcubUYDFXExJzGWfMF+nrT0J310OSbSqsiD1Fcjc+fi33qU5SGlnOqVUcgJY2kwN/Yv/8QmZmZ0czQtm1uduyYgFK5h/nzAxQVXdDnDQb1uN0ZWK0lyLJIS8t47PYyFIoAGRn7UKkGWxoXJmCKBIP6aE+XWtVCeuJPqG38JoFA6rBEo9d3MXMmNDbqEAQP9fX11NfX884776BSqUhJScPtns7dd19LKBSMxncaGxujLp/Pp6akJAEYKufRD683FqXSOyzJwPB1NLGxl2+jGFglrVQqcTqdUQtYrVZHU+nXXnstoVAoOrK4oaFhkBX2gRPNWK/T5dE/fjY1NRWLxcKKFSuoqKhg48aNI27T7xKNRDRJSUmsWrWKffv2odPpoheBwdA4rJRmb28sNTUhZFlNe3s8cXHVUd99x44dZGbWRk37fkIyGDrRavtob8/GYDDS3T2PdPGXMO1LCHLER1/x8c/y++ZUvMFE5KmzcCkWQBJYK3aQEHobk+YUogixtl2olHmkpW1hwoRZaLUSR46coK19FfHSNgSvjFdIpF77DQiGaW6OjFbZu/ckSiVkZiby1a9mkZ7+cex2GzfckE9VlSpaS9LTk0lLyzRycp6hry+W7u5VxMQ04nAcHBLs7A+KNzZOxuu1kZPzFgpFiNbWbLxeK7kZD17y+1y3TuCxx4a6ScFgkPJyJ2fOXE99/SZsthCZmZlMnTqVVatW4XK5qK6upq8vjsrKZDIyRn4Po7Edne5CMLmrK4GYmOboZ7lYJuLd4OKCvUAgQGVlJZXng1j9GsXjxo1j2bJlUanQyspKysvL3/Us8eEaKgVB+AWwGggAlcCnZFl2RTcSgQ/5PL1/KdEMHD87btw4brrpJrZv305Dw6V/fUKh0IjBttmzZ1NYWMgzzzyDy+WKjhcBsNuHj8+AzLPPhgmHx+F261m3LlJ9unHjJlwuPyrVBb++323zCemkpR0jGLRSVfUNYmPfRCGFSDv6a6ZNm0Zvr44n/vImhtQeNBozYY0JhaGLds1tdFsW0D7hVvS+s+Q3fB6r9QSGrEbkXjUKhRdZ1uFyTae1ZQGxtpepr/8YZvNZMs3fprn5AaoDP8FieQufL1LB3NOzl+rqSCzogQceoLOzM3oDd3V1UV5ezTPPmCgtvZ6UlGIUijPU1t5GXNzxQcPtQiENJSWRtGxiYhU9PV1RS8Nmc+LzuS7zjV4aSmWY+PiTeL0OPJ7yQc2VVmukcHDChCTsdi0xMWujFs/FhYOCQPS4I8JZE9Fo+tDrI+uGU9gbiFBIpLfXgU7XM2Ia/XLVxQM1iuGCVGhCQgJFRUV0d3fz+9//ntWrV5OZmTn6kzR8Q+VO4NvnA7UPA98Gvjn4gK/kLT54/EsOb+D42XA4zLJlyzAajWzZsmVUqvvBYHBI2lqr1bJmzRq6urqis31GC6Oxk2XLJEpLG4iNnYcoNvPEEy/Q3DyFrq4Cxo37B+GwGo3GSzgcRhaN1Ku+iELuxCa8Tm7uDxDFyDGtXLkSSZIIBl3UVKUyTvsKOmXkgo3hbWLbd9JTOJe+hIn4pViqpv0IwRLGNX4RkspAS/kZVh15FJ8vgczMP6FQhHA4dtLWdg01NfcwYcJDBAJ5NDV9Grd7GqL4OLW1Mxg/vhZBiBDhwBu4X+/3rrskqqrimDt3ElVVVdjtj+P3D1a/83jiOHUqEn+qrf0aPl8KHR2d5OU9hFIZxmh8d4VrA5GQcDhqHQ5Ef+Hg6dMZVFWJzJgx2D2sq6ujurqasrIm2trs2O2RuJ1SGSY9/SSSdCH4enGpQjgMgcAFaQ+/X099/TSys4dWeo+0j8uhXyoUItZQXl4eWq2WsrKyKyKa4RoqZVneMeDhQeDWwQfLWPf2xRg4ftZsNrNmzRqOHz9+RaXrF9fHJCcns3LlymHH2I4WKSkaCgtX8r3v+UhO3o8oyuj1HSQmrsfvN1JXNx693hXJKCj8ZAW+TY36O7SpbsMiH8NqtbJm3TqKTpzg+PHTTJv2P2g0ekQxRDCoRaWKZC16WmKRk7xYxbfw9Tnoal5KfHADwpFGpLABRTCfncH78WdWEw7VIoSr0emaSE19lri4vahUQVSqM2RnP0QoZCIcFmhqmoYgRGQdXnzRRzisRBTDOJ13EA4/T3v7cQThKIIgUlycTFZWFrNmzUIQBGpqaqiqqqK+vp7u7nSs1ojFkJ39fXy+BMLhC+3cgYCeYFCLwfDu5BuAYUlmIAoLvdTXq6MyDBcXDppMszl8OMzChWnU1EQKB83mS5ZwUFc3k1BIRU5OpDWjoyMLlcqFRjN6IawrgSRJJCUl8cADD7wfu/808PSgZ8ZiNIPx1ltv8YMf/ACfz8fkyZOZMmVKVOQ7Pj5+1LUH/cFggDlz5pCfn8+WLVvo7h46kmQgZFmgpycFs7luUGxi1qxZJCUl8corr5CZeSFLExsbMYuVygBJSaXIsojPl0VT00REdpAZ+BEQkX2cu+g6/lc7GbUthMXhor7bhtlcTiikx+m8jtzc7QCEmwO0r1cyfvxOYkQwqY/TYP0iHDiM0FHKgpv3ISmTebH7TnrU1zDBezOKUB+SpGRghbcggErlRhA0BINxNDTMIzl5P+3tAmfP3kB6+imCQRNNTTdgNpdgNpcjyxdkN9966y3Uag2ZmRcK8Pr6+oiLU7F5s522tja02mYgYmF6vWbKy68hLe0kAL29GbS3z0UQwqSnbxlyrn0+PY2Nk8jMPHRZchmI2NgQ48ZV0n5hnPeQwkG9XktLS3r0uP/61z50uk5iY4uGtYhTU09QXz8t2riZmlpMS0suoZAWtXr4DvAraVcYDiaT6T1tPxwEQfgukbTZhsEvMEY0MHj8rCzLrFu3Do/Hw5NPPhn1gweSx+UQCoXQ6/XccccddHR0XEGNjUxT0wRCIRWxsVXRfqfe3l5KSkpGrJVobr4Hny8Zo/EEmzfPp6/PR0bGDkQxkrp2uez8+TevkpD4LN0TFlB/y4M48yZjnHQO9VYP2dmvRIktMfEMsbGV0ceGQAmqc4foHH8fyuozvFXfiW2Glrwz/0W3fTY1Bd8lrehhQj0CdXXziYlxDprbpFT6sdlKkOXIV3n99SqKiuLx+2NQKHwolR00N1+D2VyO359AIJCA3+/B54shHDYQCLxJaWk5giARExPDxz/+cRYsWEBcXBwtLS1UVVVRUVFFONxDdvYBDIZIBa1O14TVegKPJ3mE70iLLIs0N48jMXH0an1qteKy7Qd+v29Q4aDHMwmjMYbZs2cTG2tn06YQGRmzcbnO4XK5aGnJQqdrjRJeRNLj0sPt3suUA1mWMQ8U9rkKEAThk0SCxEuGLY77T3ednE4nDz74IG1tbefV31byzjvvRINo/bgSotHr9dGMUL9E5GggCGC3n8NobCY+3sGyZas4fvwgJSUlLFmy5HwQUYUohgYVdul05QSDFgBuv303NTUVtLToo6nrl146jc8XT47hCPb9LxB34EXivvNXKlw1XPdVM54uiZ6Ajpbcaahf3ktvvYx9wjp8DWaM7OfcC0rsqj8gdSrIiPGiDuVydNr/4ahcj6n1EM5p3ye16BfEe4pwuXKHfK64uJKocl9qqkhh4QZUKi9xcSdpaZlCb68Vr1dPX99swmEDfX3tqFQ9JCdHtGxqaj6NIASQ5efp6+vj+eefj2rBZGVlYTCspbpaYNmyDvr6ys9bFn4sllIsltIhxwORuJfBsB9JuvQdcObMDaSnH8JojLhjg2UioLfXhsl0aVdNpyvD7ZbZutVPOCySlHQ3KpUiWjj4zDPNSFIzwWDLiBo2o4EkwWhamCRJuqpEc16I6hvAtbIsD03p/SePWxk4fjYQCDB37lyys7NHdHGCweCoqinnzp1LRkYGBw8evCKS6UdsbBWTJ08mO3sK3/9+Fbm5ZxHFC5XBra05KBReHA5ndBuL5SAWS2RAmyAsxm63M/+6Gziw53UqKioRxfF4PCmEQsdpa1uC253L/S1HeGL/VsrdavRWEa09gD5ehe9795LwdAOxMS50MzuYsdpL/vReDEE1NTVVSJKEMtBO86nncaZ/jVBSOqqjxZxdvJGU079Gtc9IZ+dsYmIO0dR0P1brbvT6SpqaVqLTNRAIKAe5Aw7HSZTKVrRaD9XVt5CQ8Heysi7MGA+HFSQlbaG29tN4PDb6m+EHasFI0n70+hROnkxl2bJIHUkgEKC6upqqqiqampqGPdeR8SmXTjNbLE2DArkDx614PCZqaiaTnX1sUDr7YvTHvyLbS6xereaxx/ZTXh7pveovHMzIuDVaOFhdXU1tbe2wmaWRslZVVatRKHxkZu685GeSpIh1+G4wXEMlkSyTBth53tI6KMvy5y5sxH+m69Q/ftZut6PVarn55ptpamriqaeeGtHFGS6TNBA6nY41a9bQ3t7O4cOHRy1KNLCHSalURofIbdu2gexsKWq59NfHxMTUU1MzFYfDOaT6FyKjV2KssXz3dC4aoZs4sRG9vpeUlOMIAhiN1ahULmR5EuEg1B3vz+z4ML38FpO+9FnemjyTqs81s+Bb5ZRuyOb0kT48ibNIsqXzqdh6bLZYtm83YapppPu2eELNPVDeTZPqDvIdX6K6+j5aWpYQG1uC2z0Vvb4SrzcBULJp02T8fgsaTTcykWswNraRUEiHVutErx/sMjQ352AwdCFJVTQ0TGG4MUyiKGM21wF1UQEtg8FAVlYWM2fOJDExkfb2dqqqqkZsJpRlaGnJxuG44DbKskBS0qlBbQ0DxckNBjfjxr0V7VwHaGlJB8DhiMRrAgEtlZWryMvben5SpTAoviJJ0pDCwbS0NLKysli0aBGBQGDQVAZZlkcUvVKr3Vitl58n/l6IZoSGykt3bsN/nus0cPzsPffcwx133MHrr7+O0+m85HbBYHBEfd/U1FRWrFjBm2++SUVFBVOmTBm1RGd/hspsNrN27VqOHz8ebaobuIuI/IOCnp7JpKWVEwqpKC+/g3BYw4QJf0epVLJq1SpOnzbS0nKUpO71NFjv5ZTiJ9gW1JF66jcIgMlUTiQOODG6b1kWSE9PZfny5fzl1/vpnJJH8sZMmiZk09ck49Il0NOcSLsU5PWzPydP68RqDbNqHmQkOpE/pebNN7dz6pQBXYKbrKy/EghY8fkKqKv7MipVFX192djtu6muXofVmoBPM45epqFqPYTbnUUoZCAz8xeoVIPjH5IkEghosduLsVi6SE5eO+i4/X4DWm3v+e9IiyQp0Wh66evrGzT50W63k5WVhdls5v7774+mo/t1bIJBDYGAHlkWEQSJzs4MOjrySU/fi1p94Zgu7nUaqFUTeRyipyee+PiaaD1NWtruaFXvcNZIOCyiUEjnP0NwUOFdv+LgwMLBxsbGYWM08fFFqFTDN9IOfr8w1n5F+w8C/0kWjSRJPPHEEzz++OMEg0Guu+46TCYTW7ZsuazaGUQugOEi9fPnzycrK4unn346Ouc5FAqNusQ7FAoxfvx4ZsyYwUsvvTSsUJYsQ1eXiFKpRKPppLZ2DaLoo6AgUjNltVpZt24dx48f5+BBJVarHmXITVrLn+ht+xptCXOI1yfzo+8cwt2j4FxtLC9On4Bxl4XuSg+h8GeYv6CdzZs309ukwe7Zj1Bthf+9B+OBUtTNHnoTZtG6QeTwx2/FUbmTqiotlVVK0nOeQaeQSE/PJD8/F7v9LqZODVFVVUV5eREm0x3U19+GzbYfs7mK+MRjHC25Ea05mRR+jVtwoNF0kZn5AqIYpL7+U/j98SiVPaSn/4XU1AtFjGq1OmoN+Hw6ysoWYLU2kZJyipqaefh8VhISTkV7owaira2N9vZ2xo8fzz//+U+SklLIyYno2MiyjNPppKqqioaGSKwjYv21DCIZr1fLO+9Il6zqjYtrwGTqjlpFoihFA9QwfKGd07kAi6WeuLihrekDFQf7v+sJEyZgs9l44IEHBomjQ9eQ7YdDf4/dB4b/JKIB2LZtW3RgWmlpKZWVlaNutb84GNy/n5aWFjZs2DDI5RqtFrAoithsNgoKCli/fv2ILQuSpOL11xNZtsyH1VqMyVSOJGkQBJm8vDyyxt/M9pc30dZag0JRiFKpxu9X09CwDKG3l8zT30Mb08CffpFAWqaftMw+Zhv288b/fZ0Fz+7Ernmb51+cyRcfKuWVF2I4e8oAzV0o/+vPhEIhulvzaPefg9RM1MlBXpt7N6Zjf6C9ehYNy75E6s7f8M470+nsdGO376W5uYvU1HxmzVpGerqB0tJ2HntsOirVHkpZhZTUTQb3oaQXpbWdcFiLKAYJBGKx2Xbh9abiCeTRormLOO9merozcLsziY+viRKNVuslI+MoZnMkEGswtGG1VmOxXIjHRFxLDUqlP3q+JSlCFG+/beONN/wkJb2E3d5HZmYmEydO5IYbbqC7uzs68nfgoAlZVnLqlANZXklCwtO4XPG0t6eTk3NBWVAQiFpYw2E4osnI2D9iF/vF6OrqoqysjJiYGH7+c4E5c4qZMCFxSOFgTU3NiNdTOBzGZrON6v2uCgT+c1oQRFFk8uTJJCUl8fLLL9PU1MSKFStG3S4fCASi5JGWlsby5cvZvXt31MQdiItJyefTEwppo5kLiAxxX7duHX6/n9dee+2SDZgKRRCLxYfPF/m2lMogghBi0aLFOBwO/vBMFx3B7yGhYqp1B9XVk2lvn0VW1uPYbCcxGiNjbXu6lZw+qeT0SQOfijEyPkHmbzWfQLGnjp9890/MX+IlJiuF73xaTds1d+I49TpSeyeCEEuadR+icBDlwevpVK6m9ks/w/DH5/HW6mm47guonmrAag0TH++kuxsaGztoaFiGLIvMmnWATz7QTW76zXT4i2mre5PGWisNDR48nkTa28eTkbGdrq55EdHyxHY6tDMw+p/F40mgtnYF6ek7MJubCAbB5ZqOx2MkPv5A9BzZ7YNjE62tBbS1TUCn6yYzcyeCMFhdLz7+HD09dpTKAD6fj7Nnz0YbFK1WK1lZWVx33XVRfd/+doOUFBunTkVaCQyGrkuSynAYrs+ptPS/ycpaP2yf20j78HqDKBQCPT1ODhxwRgsH+xsr582bhyzL0YLHgY2V79Z1GqHPyUakQC8DcAK3y7I82LT6T7NodDodTz75ZFSNPhAIjJpo+rNO11xzDZmZmWzevHlEceyLLRpZFqmtnUBe3j6UyjA5OTksXryYV155hRkzZgxr/YTDKjo6crHbzyIIMgsW1KDX66mpiVhT69ato66ujs2bN2MH/C31BGzTGDf9LOPGlXLoSDlqpfv854xHqexGFP1IkpKcnDTsdjsdm57ArF1K+4/W8tuer1L3Qg5PH/oa7kI1Me2PUnHLD7Edep6u5zIQRT+xxuNkVR4hTvTyyJT/JpifQOCgQJ9tERj6EKtKcLtzSU19BYOhAlNuLb3VDmpseo6mriFr83f43L1qKjqqo9ZDZ6eLhx92oFRm09y+Cu30MIIiQKrnV+ikKmSDSG7ueqqrV2Oxn6DdZaSjYyEuVy4qVRjoo6npOozGWiyWcmJjTwIQE1OLSuUjJsY5wI25QDRudxqi6Eet9g+ZBtHV1cWxY8d4/nkzdvtecnNFsrKymDZtGkePGtFqNWg0mdTW1hIOD87m9vbmUFf3XxQWPjTstTGcRaPX1+PxpIw4d/tiqFQqwuEgGRmHBx13OByO6idDpO1lYGNlX18fr732GjExMeh0ulG910X4B0P7nL4F7JJl+eeCIHzr/OPBfU7/aUTjcrmiJANXRjT9/SFFRUU89dRTl6zMvDhDpdP1UlDwDgoFUSvkqaeewuv1MnXq1GGJRhDCeL1mSktvpLDwpWh6u7/z+2Jryu+xEKvbwq5dSUyY4Gf695Ppq/VQ+2ID9fW30ds7CUkSCAaTmD17G42NjbS3NpPmfQR5YSztGTm8/b395KR/mdjkLE7vScD12k5a75iPNFNFb6+XWcn7kGQZU6iPlO/+F2qxHY86h96SWro/twzZl4zi58XU1n4Rh+NZZIcG8T4bHY5bSH3l1yj8fciyHG32a26eQ1JSD7ffXoUjYS7nSMdvNLDU9G3a65sIStDYOB2Fwg9qPVWeL+MLn0OvP0539wQ8ngIcji2o1S40GjeieMEqjOj1OAed04FE09Y2H43Ghcs1i7y8wRXzAH19Rjo6TKhUaTQ0HKKhoYF33nmHdes+x/HjxweJfvWP+21paUEQQpd0g4Yjmvj4/XR1TQFODLtN5Hhn4nbnk5X1VJRoBo61GQ4+3+DCQbPZTCgUwu/3M3fuXKZPn84TTzxxyX0MxAiD49YSSXdDZGjbHi4mGkD+T8o66fX6QY8DgcCoivDS09O54YYb6Orq4s0337zs+uG6t02miBVSW1vL5s2bB60dLuUqihLJyUdxuyOjC8LhMKmpqYQVS3jiyRfxe2vpduViMDShVveiVPaeT8d6USoVlP6xAseyDNI+NRN76TN07P0706Z8moMH2/n732NYvFgbkaWUZTIe+Wn0fdtLvZzYmYI5VsRmD5GV20jCDd08J3+WZlUeNx3/MU1dWUg+JTUtizGba6D2GPm8hDdjEnHZL9LcGqaG76Ba3o5UZmb83jsQgxHLYc8eA4Ggkd7AfAJCCidOaqnTVBOYkUea5T5aThRyTGFl2rR1LFum4o9PJuLsmoxBe4x80/9iVKygqenzJCSsJzFxO4IAghBAkpQo1UHCGJCCYdraCvH7raSn76G8/JtotfXExHREfyAmTrx0RtZg6CUurgqbrXrQ83FxIWprT1Jb2/+9msjKymLevHnY7XYqK91s3BjCZDLhdrtpbc1ArfYQExPRbh4u66TX16PX11/yeAThgsrfu5Xx7E9WeL1eioqKqO3/EO8NDlmW+wNjzYDj4gWyAOH/JIvmYqK5XBFeZDrkNaSnp/Pcc89x/fWXHQ8DDHWd0tPTWbZsGTt37hySRr9U4FipDGG11qJUKpk1axZarZbXXj9Bm/sBfMFMHKrvUFZ2E7GxZ0lP3wZAVtY4YmJiqK0NUba+jcbWFO58PJH5n5lN8vGnkTyt9PRk8bHvGDi4U+LoGwoacj6Fvfo5pB4RrzeL7OwtVFbehkNVzfWmTcyYpUF5RmRj4+cwWR7kSzl/4p23e7HEOBEUMr6+ZBoOLEDeLxKTr6Dnm4uRko1Ynn0Zd+UMxFDE0pBlkWOl06k4l05sYj3muafwz5yH35aIffdzqLsaibH4UKu9NDV52bLFTLfwBzIyJL52Ry8u1zXExCiZNetbhEIRAnA6ZxAI6FBo1ci5q4gNvURt0QRk2Y1G04MkqbHZ9qFQ9KFW65Ck0fX4hMOg03XjdqehUFQPKrobCLfbTVFREUVFkZG8sbFp5OTYosHZV15poLq6G5Wqi2AwSFtbKn19g2M04bCIUnnpFhVRDKDTNZ2/LpTvenicLMvnSUsgPT39Xe3jEvuWheEax/7TiSYQCIxYim0wGFi7di0NDQ1s2LABpVL5rpoq+9PfmzZtord3aOAwHA4TDOpobJyI3V6KSjX4AupPXff/+lj1u4jRbafXNwWTrhirtQxZq4Dz16lbsGBTRE6bLAvE22By4wz27N1F+BMOcq5L59rnDxGqnkbOLIlJy2Q2vt7EGet3MO14hZDfgEIRJC9vI1qtlt1PKzFb+/jv5X/D+b8+dnvvZqVrA/escvPXM7No1s8gpfh3eKZMpfeEGUEp4DVmE7d9K8llf0YY4GL2BcZTG85B/1+tSIUxuJSLSXjzOfRniujxzqEtfAcx+j2olF30xU6msW8m1B7AnPpXfrlhNpl2OLJ7IgkJd2I2C0ydepRT1SnYClV0NehID/wDk1yMafxbdHSMw2arQKn0YTafQBBkgsE8OjtF2tsnIgiKaDwHoKrqZjSaDuLjj6FS9dLVlUJt7QJiY51YrYOtmkuho6MW+BMbN0YIITU1lZUrs0hPv4dgMMj//Z8dlcoVLdyTJCgpuYGsrL0YjSM33VospVGX7L1MqewvDL2KaBEEIVGW5SZBEBIZZqSJJAr4NaMVQx+mIvMDwFUPBg/ESDGajIyMqAUSqU+48qZKtVrNHXfcQXt7+5D098Vr9Xrw+3U0Nk4iPf3CHI+8vDwWLlzI9u3bUalUFBYWApHApUl3EgC12kfdnV9B5erA8foGzsYs55Qxg3CynpiGGNqaDfz0JyU4HE66OmMo/EI2vYtncOe2/Zw64eHZ1hRWrH2FXJXM5ufvoCB9OxoF3HlfHrrwfCor6nnq5zp+/806nNUwbtzP2Z60mHNn4Inf/C/3vz2JhvGfRanoxjajkZ7KJVj+so/U8G8RuEAysigiFAQQfgC+wAxiXniU+Nc2ohBkfOEEajq/g8P+FN1pc+hJn48Y9mE69xaNXZ9CHB/AaxmPtfsxbr7ZycGDz+P3K3A2ZxGe8CNMca08eNsLNNQaqax00NLSgsNxOvrepaXfRqFwEwy62bNHxu3OxuE4OOh7sNlO4fNZCYe1qFS9xMXVA/sxmVpRKkcW/m5tzcFkakKni9TbVFTMIy6umpiYJkKhUDRbBZEfurvvXsCbb07g9ts/iyhGqpUlqZy2tqQo0bjdKciyCrP5AsEpFL6oNKhKpboiMfKBCIfDV3sCwjbgE8DPz/+/ddj3vUrD6t4vfKAxGkEQWLhwISkpKWzcuHGIBTLajtm4uDiSkpJ44YUXLtnvdPr0SpRKyM/vJDPzcFQtThAErr12EcFgHk899U98Ph+JiYkj/hIlPf83Gm/+LM5PfodJFQfJClfgnL2Kcp8d14lzGHt7kN3QedLFO/edRhACKG+6k+6m1yjZP4XY9iLkpBe5bmUMFdmruef6NjJDp+gN/wVPeSZJSUsJBGag0Vjo6vJw662HaG19kT89mc49eY9yeuIqauU0St7Kpzc8kdzQlxFUYTo7l0JaiMDSRHomTCPjFz8kt6KBuj9XoXU1U1pyF/HxJ9HlCYg3uGlpvY44uZjEksfQdZfRaViOnKMkpI4ho/77SBSQek2Aw4f7CEsCzuo+EsI/RWqsYv05E1lZBiyWG6mtzSQ5uRmj8ThtbUVMnPh9AgET7e0LuPFGFS+88OKQcxgTM7R0v6trLX5/HcnJz1Ne/hBxcW8SCAzuWmxpKaSrK5/8/IgOclLSaZTK4eMnHo+Hjo465s7t5fnn9xEbG0tWVhZ33TUFs9lMU1Mm1dXVvPrqZGQ5MIhoBuK9WDSSJI1Y4X45jNDn9HNgiyAI9wE1wO0XbycjEP6Q9yB8YDEao9HI2rVrqaurY+PGje9a72PGjBlMmDAhWlh1KYTD4PEEo8FgQbiQuq6ubmT9egt2ew4Wy+mo6PhwUPg8pGz6LS3L7mTvPd8lrfEky7Z+gzXGLn6S8yjt9q9gt8age+N5Go7dQU/fbB7bpKeh+YsI4Rqmh/+L/0pyUun5MxttOfzx2IP84947Me/sZsmt1Xzr/nZqy0PExASZOlVHSkoKDzzwAPX19ew9UMP3P/8Xvt6+CXd4FqrgIWq7l5CwqJjOuUvotY4n4eSThH8aR1n4H8x+sZegayM66QytypswGFroU0+FQAjF7h2kxF3QjmlM/Dzq2A6Uh7qo838DUbTQ1lFJaflSlLHTMFu6kdqaaO+5FZvtGKFQCYJwjs7OqSiVfSQn67nmmptQq9XU1NTQ2lpHZET05REOK+npsQGR9LVK1YnbPZ4XXsgatC4S5L1APnr94ObKi1PnkR+LiHvQ0dFBR0cHR44cQRRFkpMjol9f/rKeDRsyWbhwEU5nRPRroEX8Xmc6vVuiucTguCWX3A6B0H8y0fS7TpmZmVx//fXDBmtHg2BQjVYrsHbtKrxeL+vXr+dTn/rUsGvd7lgUiiA6XQ9JSZXMmGFAklR0dKQxcWJoUOo6MbGasrIfMX78l6JNlWGNHoU/cvEHiUVJBwIQ8OlZVFtEbXs1hx8/xXOvTufBW7by3LgbqAgksDMwjaavLCWvvRb/66+xMGYqu/YEcbvqKO4J89e6pXxhtofHu26nOWzkpd/aKd2XQXXTKmbN7OSb33+a63UnOVCXwtna23lp+y5SUlKYOCWb0xUraT0QJuveMrqzLbS3r8HVEIf94PN4N2QRMCWhSytDL58lTc6gS1FHV9oKYlJlnLtuxqZv5Zo7HqXk2VxaW9cRDCah0TQwnpspP/dpmntvIz39p/Sabufx3beji32cOMMWrLpzkHbh3EqSAlkWSE5+GUnSc/CglaKiN1CpVKSmZpGRMZWsrGSWLr2LN9/0olQW4/MNP7xOFEPYbBVYrZFpBxkZkTTwbbd9hscfj6zx+y2kpByKEkk4HFHHi4+vOn88cObMSrKz34nqBY+k9StJF0S/4C202hSamw2MHz+e5cuX43a7o2n09xIMDofD77aG5j0h/CEvpHnfLZqkpCT0ev2Io1NGg5qaFdx3XyxlZUc4der0Jdf6fHo6O5PIzz+E3X4OmIRWq6W7ewpTp1oGyVQYDDXk5PwUtbqHUCgGhUJB/Y0PYjm7F0vJ2zSo/wul3ENC8J8oFNfx1h4N1qI/MXOKDX3BPl4riWXHWRsz092szXmTn90bz6xPnKNixSy6z3pw/CoDx1OH+USWBXusxIt7qsjRjOO6tEoeMpxjfZKH040vsGPrx1iQ30V4rp5rHJ3MVvyD0jMxlFbU4XQ2s1sI4Jr1CdKze5BiYpjfU8vUpjKqQh5iJnyNUKgDAQ9N+Z9kT+w8mtKnkpa1j9TcGmQ5mZQFEDhWi6vtixgMJ7Fa96DXlSMSxmI5hMPxGiZTM4I4jQXjXdSV/GPQOZVlgd7eNFpbl9HbOwdBCKPVNqFSdZKY+AQnT/6YU6dasNtb0evPsWPHWdra5jJ16kJWrbqexsbG6E3crwcjCOBw7EGlGhyg7epSIkkKRDFMVdXnUal6ych4HKWyD5/PQkdHBjpdDyZTO6IIyckn6ejIQq+PZKWUSuWg+EpfXwySBEaj6yLLp56yMigrO0dnZyKBQAI33AALFy4kMzMTq9VKSUkJVVVVV3TdSpI05D54v/Ef7TqZTCbWrl2LIAhs2rRpVK7ScGsmTZrE6tVxvPPOK7hczbS3F+D36wmHL6ytr19JT08+48b9BrO5bVChlSzLTJw4mWCwj9de2zikPN1kirhf/RZNwhv/pOaW76DqbiOt4ef06O/Em/x3ElRH6Nj/HBYbZGXZKSmRkWUBCTjkNHOgKobTtYnMOXSCX5h+TTgrg9t++UOmPfkxzM89Qu+5d1hQKFHvTuNjO7/DZNsxTjaKNDQ0k5q6nof/VsAzm5bx10efJpSm5Jdfr+N//7aMzc89QGLi37G3/ImmNxYyzvkC5juyeP14OiV7HiY2NsSECTXopxym79oFJPQ04f1FKynrOuBcLcYGJ/6N1YQUfgry70GSlKjVbvyKZHoUs4hPPo4vLgNXwlLinPvY89In0eluRql0Ex+/E1mGkpLbCAQmk5PzBA7HHtTqTtTqjvPnF5KTnyE29iDJyfGEw1MRhEoslnb27l1DY+OjJCUlkZ2dzfTpM1EoBJxOJ6dONeDx9KJSDXaFHn00Ca02FaPRSX7+zwkEHCgUkRvdYOgmL+9tRPHCd2i1NhITc6FR9uI6mp4eB62tBTgcZ0lIGN7VNhg68XpNHDtWzokTJ1i3bh3nzp3DZrNx0003odFooq0GI2nY9CMcDmMwGEZ8/f2AjECAD3Ay5rvA+5J1ysrKYsmSJbzxxhssWrToikXH+/9fsWIFSqWSl19eHzVlrdYqamrmDdrObK5EECJ+vEbjQ6PxnV9rZcGCBTidLp55JomMDAtq9fBqbf1Eo+lswL7/Gcoe+DMLNj7EZxfqeK3vSbY+/wWMWQX4P72TvVMKCchdtDw5GVWwndjY11GpurFYatlfH8a5LZM/fdLNyVs+Rc1OB3ve8aLxaPBK80k1HuKewi/x550PUuy7n09O/iLzpjZQXNPNCWcz29/II3OxhpAG/rHxt/zP17/I//3y/6H315CyrJxjT8zE03WU3soK9HojJtMWvB+bi7B6PBM4RWqrgkX31lO3qwJndT1GoSeqVdLeOxV37gKC0wqRAwaUMe1gux+1qxldSznN9X4CgXJstppB8gwGQxmJiUcwmYYGTyM9TvU4nQvp6NAjinqCQQWnT69EEArp7bVy7pzI/v2JdHRMoqDgcaZNC6NSzcTjieeGG1rp7T1HVVUVXV1d3HdfA88/7wQiOjgR3eII/H4LFRX3kZ//h6hGUKSg8ALxXOw6JSaeQxRDCMLIv/gajZ/k5AskpFKpqK1t5OzZs+zbty+qYZOdnc3ixYvx+XxR0a+LNYqvtrreaPAfGaO57rrrcDgcbNiwAY/Hw5Ill4xjDUJ/irtfO6aoqIjjx48PWqNUBsjO3oNCkRN9TqVyodcPrsLsn5V96NAhzGYzRmMPZWVfZcKE70XXSJImWlYfCCijweCYM3tI6LyXBYsW8eyWJ6ipVaLtDDL//5mwhcuI74SdDhvmR2Jwb07j3OvrUMX2kJf7BYRQGJM9n1LNdJ5dX8KaSftoD6p49VwcbYH5hHiQcaaj1DcG+W76NXwqs5SyOg0qm59PLGzi/z29CnVDA8l5TVw77b/585OTmH/v09yy6gzFDeC97xoSklMI32ZEf7IdMf1mmGTE1y1iOH0UU3oSzow23vnjcvSSFZtNh9fbjTrpKA19y+FT0xAVQZLe+CPG8jMINc2o5V4UCj9q22Ss2g68Bh+CXonbMwWVqpP4SR4khYmAz4HKE7EeQiELCkUfohiiszMftzuF3NwiCgvjqKsLk5FRjNfrQa/vxOvV4vWmYjA40WhKOX0amprUJCaeorjYSnZ2FsuWLcNisWAw6Bk3Lj+qYzMQshzG5zPR3Z1LbGzJsNfQcDEaq7Vx2LaFcFjE7c4kELCh07VgMtWev55UlJYW4HCcRK32D9GwMRqNZGZmMnv2bBwOR1T0q7Kykra2tqtCNIIgfAX4DJFZwaeIDI0bNucecZ1GfSuPEwThJGABnLIsL37PBzsKXFWiUSgUeL1eNm3a9K62DwaDFBYWMm3aNLZv337JGU/9FZiyLKPTtUSHvPfPuo6Pj2f9+vXEx8djs9mw23ej11cP2F6gsv1h0m0/Qyl2ce7cA7S2ehBFkWXLlqGrfYnt27cTDAYxmyBZOkrbYz3Y7i9AOctDoV1B0XOHiRfrccy7Hu/NEwgv/3/c9uY/SLcaOH60lX0VE3jlWD5xccfQahuI16zHL+3krebfo7LXo534F3xqFVPsPpSil5NH47h/6UHGZblpzHDwlUVdPPf/6mlP6mVp6nYmzMpDaZ1Cl286Xr8GQ4pAZ7GV4MYSzMFivM2dNNpy2PakBkf8Bioq78VqLWPSpDIS4+I445T5RMWTeBpOUlNVRntbB1XV1xAMXodK5Uep1ZN4axIVcV+CgISmswm9XIoY9iGGfcQ07ab+zGo8ngw0mk5SUzei1TaTk7MDlysLux0EwYYogtHYjFbbgyCAWt1KZubf8fkSUSjC9PXFEAjoqK6+i5KSXLq6fsRrr5lQKru48cZpJCUlERMzm+efDzFxYidabTFNTU1otb1YrWdQqUZ2XYJBNaWlE1CrLwShB0qber0WqquXkJv7CoGAhZqatSQmvo1afcGFU6lUZGYeJxQaPiDc29s7rOhXUlIS5eUR92vr1q1RTaYrhSAIycCXgHGyLHsFQdgC3Emk6XJYXEGMpgSYC+wGfn3FB/cucVWJxmq1cuDAgcsvHAaiKBIXF4darR5ROyYUEikr+wQFBf+INlYOzA7o9XqWLLmFxsYG3nzzaUIhNVZrJG2tUnmIibmgxi8IMkZ1MQ1dnyfT/j/Ex7/Mhg1f5Ma1X6Cj8xBHDh8mrNQiEkQALJY28EPTk9XkZGYTbqohmDsd//RJeL9ch7GmiyXJftbV76U5LOFYm4AuOY1n/z6VY+/8Bnvc8yQlbUAjNjPJejuSJPJ2m53XK+/BrnXxqfHrKfav4dGtN7Dy4SO88r/xrPpNM+UNx+g53c2PT6Vy3yec2Mb18HjnA2Q/8W3EQydwln8RUdSRkVuFN30iAclIjzsHMS8Nx+2lKAvMlJrmcbbDh7r4bZ54JIOYrOu5fuVCks+ocTrrEMV0rHGbqFX/EOlwHyn8CoPmNEbvUKtB4WhBlsForItaCYIQcWk1moxomlij6UCjicRxSkvvx2isITU1ogNqMLjIzj7EmTPjMRojQdzu7hno9e3Ich9vvvkmoZACuz0RlSqB6dOnk5SURHt7O6WlTmprm3G7h6a2Adra4jhzZiKTJm3D57NSVbUItdpLXt7rCIKMWt1DbGwpPT2pxMaWM3ny0HstYhVduK5CISU+XwxGY/uQtZH3bKOtre38uRCYOHEihw4dIjExkVmzZg27zSigBHSCIAQBPTCiety7CAb/Dtgty/JL7/bgrhRXPUYzsIN3tDCbzaxbtw6fz8euXbtG1I5RKCQEIUwopI82VvYTTX/X9SOP1NHe7sJuh4aGiej13SMW4hnUJ/AEIlMFCgvdOJ0Cb7QosczRwmFoLbiT3vgpGJtP4Nsr4zDuQB92YzqipnbzMWwcw7tgFsFf3sh8ZYhjv6zizdp4siwu0m+5nnzLKX71jUfoXvMUjeV6Mgw1nPA42GsvpLnUQ0eNmpN1n0MI1HOypYUYazH2uBjCuUnE3jCOtz5vYNHRv9GnVhOoU7D5FZnwnPXY84OIR06CBGlpT1DW9xkCLz2MRg/KEBSuq0AZ9uBtt1AW/iyi5McmHkA5LUhguwJ/qJKDO45Rd+Cr6HTpTJpUy/LleVS376YgtZndb7w9ojXpcs3C48lAFEOEwwYSEzfT1nY9oZCHri4D2dnltLZOIRAwodH0YbcfJz//CTo6ptHSMo+kpD0DvvdmVKpIf1F29i/Q6w2I4mogMoES6nn11d9RVfUVDIaXsNvtJCTkcOONqzAYDPzsZ72o1R2YTIcQxR5aWxdTUzMHo7EOWdah1XaTlnYAo7E92jApijIOx/BuVz8GFo7KMpw9uxqrtRaDoX0IsV0MWZaZNGkS3/rWty698NL7aBAE4ZdALeAFdlw0rXLwegT8o1e+igXSgS++6wN8F7jqyXedTjcoHTjQxRkO2dnZXHfddbz22msUFBRcpgkTrNYyJEk9qFly+vTpTJw4kS1btlBbO49gMBu7/TiSJOBy6RBFZXR4WOSYFAhCGLP+BGb9CaZPn86ECRPQaE7yyFP/RMhdh3jvIhKe/AcBYzJux1Tck2ZSevjrKCYn4VLKoNmB2t9JQU0z13S38nebmqYfriL4jYmIXd9EcMfyjOHLND5wnHvGHeb0wbX8bfxD3LKsjcU3Q6vSymP77+Dc3/qwJB/CmJaMvy+RpPvG02lXEvvJAMfnr6Kivh2Trhu1D9ytvdheP8I15SWUJ86iXkqgx5eLXulB+cgLCF4/E4zXsG/TBpQqNyZgmvAkIY0Zla+LNtcKhN4ZaD1d9DXlYs95Gr29jGajjb+XWCkM7WFC+gxmz56DxpSB311NaWkV27ePJzl5N3p9KyDh9baSnHwQm62Svr40AoF4gsHj6PXVSJIKny8OpdKDxRIJsKpUPhIS9iPLF+7S3l4rnZ0KHA5v9Ls5dWoukUsn8rivLxZZrkWlilgSFRXw5psmCgqeQ6uVGDcuG8hn2rRbsdsDHD7cRWtrKx0dbwESCoWExTKYMMvLb0EQAqSn7x4kI3qpa66gYPuQHrmRIEkSFotlVGtHfk/BSkQeIhNwAc8IgnC3LMtPDbf+Ci2aBGCaPHAa4QeA951o+tsQAhfJ6/e3IyQnJ0cDxzk5OZftE0lIiPTQBINBdDodixcvJhQKsX79esLhMPHxh6MzjjIzjxITE0NT02zq6u4iLW0jPl8KTU0PkJHxP6hUCm644QZkWeapp56KFAF6/IQffgHF19ei/ONnEL67kZTsk4Q9xzh+aB5SYD6tpjzyx5tR627GnprMtid+Q6DHhPr7FgI3FxLYmURicwULzx7hhUAqL86+GV9BFov37uBXwS8x3tBGrKqHz6/ZzErNcfaxgHcMa/EV9xLc3otuegC/V0nvnb28457OxBkPE9Pai81voTdR4Ph1n8eXkIDqG60Y8ssx9R1FeL4CKazkuabV2O0aVKpIil+Qw6h8EUG2uiXfRV6spk5ciqrDhULuReutRdnXhcLdRUdliD0lKby8rQetXc01KYdIS8tjyRIz8fHrMBrLqKg4QmmpB0lSIggSRqOTvLyfUlx8O/X1RiorezCZimhomIbPN5nk5BNUVd2NRtNCKKQlJ+d5RDGIweAiLa2cmJiIlsupU18nLu4cS5fKvPFGv5yoB63Wg1odKaA0m9spKNiFUhkmFIK2tnPAOV5/PRKgzcrK4t57swkGp9HYmEBVVRUHDnjo7NSTlhaJp6SlvYYgKC6pttfTI+DxxKHXRwhutCQDV02Y/HqgWpblNgBBEJ4H5gHDEg1cUYxGAbx53mo7KsvyZ97boY4OV51oRqoOHkg0/W0ADQ0Ng2psrqSxUhRF1q1bx8GDBykqKor66zrd4EH0oVCIc+ccQCRjoNHUI4o+/P6V3PtJB6dPneTE8eODfm3xBgg//CLKLQ+h/OtncX/tETr116I1VZPRupWPJd9A8It2mjxtPPtaBt0F30SzfxuuOw9gz96IWteIlJSGQhTJT9yFsH0HXYULqZ75Le4/+r/8JbWI52K8GAwmcpreIHHry3SfvI4b57aSOjmWkvsymVO8ibL2Jbj8KppOz8Zn3cWJ6z5B3g+M2FUBgvUN1C+1k/pQFnI4j7BPhYkzpAe9dPkX4d5SSVntg1gC76CQe3F4N5Ph+wGeE/lo2hqJLXk9Ki8BUKb+PYeV9zA59DaCqwib9hS1tUGam98G3qahwUpCQgFG483cf7/MCy8kkpn5HA0N5fT09DB58tPk5+ed14zpQKFQEBdXikrlQ6PpQpLChMNKQEKWBc6c+TYGQxUmUy0KhYfMzKfQatNRqZIGfMcBsrP/dOFr8SbQ3LyMhITd6PV1g77n3t5eioqKqa6eSUNDMXl5dWRlZXHjjRPYsyfE7NkOWlsrz6v2XXrW1BtvWGlsXEp29qbLukoXQ5Kkq6EXXAvMEQRBT8R1WgIcHWnxFVo0xbIsz3ivB3ileN+J5mJNmv7RKbt27aKqanB5+miFsvLy8khPT2fnzp2cOnWKUEhFVdUs8vL2DVkbCoVwOIJoNJHuekGAwsLjHDnyA36/dyuhUDp2jtPQ8GnefjuDUEhLW9tS4uN3wIOPI4xLJdTQhyapmrSbk9AUGYnrKeTxP9jxKHezaOk+tIunsrvgY6iqWjElpSEELLiVFnpOaOjry0Gvr8Za8jazC9vIuOVGXnjmRbo6OujKy+HIjTfgsqsxJVUgl2wl91Qbt+o1+MJh7jW+xaGChfz3id9jjJEx6Bp5Z95kJiX8Ht14M/J+BadenELBhOeQ1Wo8GpHV93yMLS/uoaPcgcreiiZciVKO/HrbzrxJYJcOtycNY6LivDRHJIOTEPw7sSYbctt4gv45dHak0lC/CEmSUanaUSqhpqaEtrZ1PP98GX5/PCkpCaSmTqG83ITX6yYhoQJZllCrA5jNTSiVEYGxrKxnKC6+AVHspbs7Hqu1iczMf6LTNSCKkUxRT08KRqOHnp4LLrYghNFoLsRA29sLCIVEdLrBJHNhPQiCArPZSXNzG01NzUjSQTQaBZ2dGeTl5bFkyRL6+vqorKykqqqK9vahAd6bbuqkufnlKyaZ/uvtvVo0siwfEgThWeA4kVnbJ4BHRlz/n1ZHAyNbNBCZMpmbmzuiHvDlLJqBqeszZ85E9yEIQQIBHeEwKBQMiscEgyEWLWqhpmY3AHPmzCEnx05DwyMYqrdSO/17qHwdJISeobX1x5w9+0f0+iLq6u4klc0oqs8rtzWeJecWI7l3rsJ93E15eQ1uz614Gn5JSsFOvvTlt/ib5VdUNC/hs3eXUetOpDY3na5egboiPbiNLP/SUd56ZQP+89L/2tp64n/5ZyT1dcg/ncYz3t+y5W/HeST5BMIb5Tx257fwCBZ+1fcZTHlBvrPg26TcY8G4bSGBbS9hMoqIQgBCYYSQF9kDkktBqeZb9CVoYGkOPZZ5qLpaUHW3Y+48Ar0BlJ1hyvetJs5YjdXahiRpMerOEqeOxZJtoqP9RSyWerq6TtPRkQvI5OT8A4Dk5Edobb0BQZAoL3+FsrIFKJUGZsxoJzExl4SEeHbvtjNzZjM+n0zn+frIceN2EAqpo4WABkND9HuVJBVdXVn09flISrpwd1dU3IXHE8ekSX8AQJYD6HRnL0kAN93kZ8OGLkKhSOPmmTO3EhtbSSh0hPLySAe5xWKJDpCz2WyDWiQCgQDhcGhQujscFpEkFSrVyAL3F9aGiYuLu+y6y0GW5f8h0r09KvxH9TrB8ERjMBi4/fbb6ezsvOS0yoh2zPB9IgMFw59++mmuvXYRgUBktpNCARMmRFKnXq+DlpZFZGQ8TW+vg66uHEQxIqq1evVq+vr62LhxA1arBBKknv4FlTMexmQ7xmfnneZQTRaG/HpadyygxhhDzJyzWPfsJM52K1NcZopaztKnL8Aa+zZNbffS0n4nlG7m71/ws/gTD/HZ262ETTrcWyDvbBXKhDoSP30H1cU+3liejG/Gf6My9SF8959IlW0IQHLoDeSf76LhJz+g99lb+GPjXILVRxE6G2kqyOCtwnlMKT5C/Sd9JPyXB/2q8Zjunk1cZRvSm8dpeLODvl43sgwSAj5rHjpdM+rKg4QsVlSeLtTuZrTeamSFEnWchs7AHTQ3h2huriA2tg+H4x80N8dSXx+iqysGi6Ueq3UvFssBWlsXRslbEMK0tIxDr6+mt/cm+vpmIwguDh8O4XJ1MmXKYU6fHk8oJDJ3bg633KKhrq6eoqIOGhrqEMUL41paWiahVvdhtVZisZyhpycDv//CtaHRuAdNqUxPH2qxXoyBBXsKRYhx455Hlgf/eHV3d3PixAlOnDiBIAjRFomZM2eiUCjQ6/Wkpqaen2wgUVp6DXFxdTgclxfouhrB4CuFhPif1YIAQ8Wv1Gp11FUqLR1+IHw/AoHAsF9SYmISy5ev4u23L7hbBw5oqK7OJCmpdNAvnEbTTm9vOj6fBYOhlYaG6fzzn0o++cl7OHr0KMXFxYP2rfE2Y6t7meaCzxGWN+GwPUFN80oKZ/4YQaegeeKniVmxEvfDYX7/m30k5p+g+3PjSLlvMjX/c4rQeelKWRJ4+4kAx19sZsk9MupwFkcOLGHJom5KWrqomWol+a9vU/bnNaS+Y6Z3yafRBU/T8boBraIFo7GelO/8CGVKEktW3MAWRSndjdeSWnYfR92ZbG+9HqWjkc6tIY4G04mv3UrfJB3OmI/T7prJp6/vpqPew2O/v4YJ5k8iisO3WkTPta2L7u5s9PoW0tJepy+UxqlT2XzhC3727DlDWDKgEPsQxTAJCYN1nHW6M1itZ+jstJOaehSlEnp6cgmFFEhSGFk2UFqqBTZx8KCKyspvkZTUw4oVXeTltUfdlupqB0plZLStUhkgPr4HpfJCgZtK5aS7e9qw9TKR68VAQ8MiUlLeRKWKBIx9Pom2tjTs9loEAVSqAANV5cJhgb6+OMzmSN2LJMm89VYGFRUn0eneJi4ujrVr10anSLhcLs6dq6S21kXXKObHybL8gTdVAv/ZrtO0adPIyspi//79lyUZGN51mj59OtnZk/jBD/xkZV2I6UyZ4kKtVuB2CzBAaU4UwxgMtciy8vwYlVruums83/ueC6u1AkHQ0tJyJ4mJ6wmFNHg8SSQ4t2CveR7xU/di9NciNLfQdOvd5J9+kns7GtnUYKLo00kEPncr3s4YAvts6ONnk3PLdrwnG8ED4bAaQQjT2xVm6+8Fbv5kB9euK+fA2ymsnfYXWrdPxznzE2hsjcTc+wtInoN/+hTkxePoebyB3vxr8NTuI7t1L9TJyB1dtPlmoHMsJdawi+yM9ciyjKfPgvn1VmTAexZ60xfgm7qUJ5pqSBcrmb+mnRnZt+Hp7aSiooLKykp6enoG3ayyDMHYeQgGO65OK52N85DFRajMRTz7hpoO1x3oVWdJtfw/ysp+jVrdgtl8lNjYXQCo1bXIskRiYhmBgB61WsbvN9LWFqStTYXJ1IXXa6Su7lYyM5/E4XgWg+EMO3fmcfr0abKyspgzZw5r1sTT3KyjqkqNTldFbKxMfr6K/mGinZ35JCTsH9FVUqn60Gg6EMXg+c8loNWKxMaOLETudifQ2pqD0diJKIaRZQGLpSnaqClJEl1dXbzyyisA2Gw2srIutEjU1dVRVVU1bItEP96tHs27xRW2IFwWgiCsIFLUpwAek2X558OsuR34IZGbr0iW5Y9dap/vC9GoVCpWrVpFMBjk0KFDQ1LbI2Eg0fTPug4Gg6xf/zIez7pBa0OhILm5AS5qhQIgMzMyBSEubjF1dRY8Hhd9fT4kaQ7x8bsJhWy4XAswmQ7T3LwAjaYVrbaHUCiETidRkPQSZfOeRTd3Coe3/Qz3yRLU+psIzUmj46abiOlrxTCuhJ605TRnW0nf9BPaW+YgSWoSEt5gypTJJOjn0ykX8dBvnyBtHOROP8rDX/PivOZeGqd8Fp6uwvNwKypVDdp7JtO5egFtOx24ihfTsF7A6/UjhNw0BCfg6guQm/sWAGbz+aD2+c/q2S5gMj6HoFbhm3iOisyP8cKBKeS6n2NWkor5i++iu8/Kk3+tZcGCQzQ0NCLLYdzSNLSaGvSG08Toi+gM+EjPrGBCnsyzT6tJK1x//vs8i9W6G622iVDYgFLRF00VCwK4XGq02jZyc7cxffo0JEkmK2sToZCeurpVlJ57FLWqh85OAYOxGFPv0UHl+4mJiWRlZXP27Hdwu7OoqekgPf0cDQ0NpKQcRJJG/qUWBEhKuiAZWl5+N3/4QzzhcBomkxOIkGpd3bWkpLyDKEpYLE1YLE0DZlHJ2O0XfsAiMp7BqFRFZ2cnnZ2dHD16FFEUSUlJITs7m3nz5hEOh6murqayspKmpqZBwuTvFYIgxACPAROI3MyflmV52LL7qykTIUS6T/8ELAXqgSOCIGyTZblkwJpc4NvAfFmWuwRBiL/cfq860ZjNZu69916OHDlCcXExkydPvqIhciqVCqvVyk033cSxY8coKipCEIzReot+hEIhenpM1NZOIi2tiLa2ecTEnEat7kGj0bB27VpOnuzizJliZPm687IGEoIAdvuzlJf/CntqKjJqWloWYjK109qqRqFQkOyYQXyonlMtXThK2zAaq3Ge/gbmwJt0p19L2cMB+raexLt8Pr15Eyh5YD1pv/4hDdXLMNqmEpfTwt69e1Eo7fztW6lce2sDyz4h8YkvnGHzr35A7dwv0/WPh4j9w0aUW2pI2PcwGmc1rviZCKe6mD3HR1XVBtKFDQSDWrBfSMf6fKZBMhjJyc+h0zWhUARRdXTx8eQkfvNGCUX+H1N8pgy9OYSi6zSpqfXk5eVSXPwZrrvOSXLbn6mra0IVf34mEf9Hqj0Vj3sOsbEXWjW6u6309S3Ha1yGrI7FqDqGQgwgECTd9BPq6ycQEyMjihYEoR5ZlggGVciyRELC29TULsJme424uO2D4i39aGpqoqmpifj4c2g0X2Xu3DLs9smsXLmSzs6IVVZV5YqOMrkU0tOf55Zb7uGFFy4Miot83yejQejLcUBLSzKPPmpBr0/Baq0Z9JokSdTW1kaF7PV6PZmZmUyfPp34+HgeeeQRrFYrdXV1pKamXvZ4L4PfAa/JsnyrIAhqIm0II+Iq6tHMAipkWa4CEARhM5HiwYHl1PcDf+qfmCnL8hDB9Ivxvlg0Tz31VLT3IxgMjlqfIxgMYrPZuOWWWwY1VarVvaSkvDVobSgUIiFBpq/PhsdjJhg009OTQ0FBLevWrWPfvn2UlZ3F4QC4jqSkV6LbarW16PXl9LisBImlIP1vuFzT2LYtjyVLlnLyZAal33yBBMdOausewGY7SFzcK4Q7ekj87O8oXLaMpsMHUD6/i5Y5t9Gw6muUP/QIq1/Yii+pm7/0zSG1w0SW0MPZc0sp/pGdP/ygEX94EumOX5Dy5CNIWj1dD9zMxH3/QJRlkuo3YnEXUWF6gHeysvAdKkbt6yAtrWjA+TFx5sz/kJf3O0ymOmQZbLaiQedFlmWModPoAwdQ9BVhCpTR1DSL09J3OX3mZRISqzl81E3Qn4nRmM99912D01lLRUU5ggCS1I3NdjK6v/j4nQQCNuL0r9LcPpeU9D0EAlbUGjei4CU2to3Gxm+g1ToRhCYkKUhFxUKs1nqSk08zftwDI37f4bBIMGggGDRSWXkLgmCgtbWRw4dfByLa0NnZ2dx4442oVFr++tceLBYn4fCJaC1MTc0kDIYu4uLq0Gj6SEgIoVJdKBhtb89Co+k9f26grGwBdns1VmsDw00uSUpykZzcTUNDzZDXLobH4+HMmTOcOXMmGpvxer3cf//9JCcn8/e/X3q21UgQBMECLAQ+GTlueXCg6SJcYXo7ThCEgTU5j8iyPDB1ngwMrB+oB2ZftI+888e5j4h79UNZll+71JtedaJRqVRRkoHRT6sUBIGZM2cSFxfHX/7yl8uq0AeDQTQaFePGRQKVHR0qYCY33jiNn/60Ebu9lHBYS2dnDrIcCRwKQhiVyocgQE7Od+jsnkJ118+QJEhIKKGz08DGzUsxmbfQ2TkDpdmDNbOIutMfw2I5gs12AoOhjjVTJ/H34x4EIOHgM6S1naXynl/wUvIK0l/7IenpL1F6+iHcN4ik5PwMoTtMT+84ahtt9LoNWIwesn7zvyjUasIDWjMM3WfItT5GveYP9F77KYSNz5GUVBLVXunpyUY5I5VKw+Ok+H6N4OrC0xVHaur26D66uxXIYZk8/f8g6yI3s9FYT1tbC263kWDAi9utpaVzBkqll+//1AfidWTGb2H1ajtbtrjw+xeTlnaU7u5uzOZaqqtnkpi4G0H2oRLbqaq5g6ysJxHUMoFAMlCNRnMOpzMBn08gPb0ESdLi99vRaEYeQ9vePo2enmyysp4hO3sLjY1z6eoKDni9nfb2dg4dOoRCoSQUupaCgnhmzfoUvb29VFZWYjI56ekZvtkRoKFhClZrNSZTK7IMFkvj+Wzl8C0xBoOCpKQeGhqGfXlECIJAb28vCoWC11577V1rYp9HJtAGPCEIwmTgGPBlWZaH7ZmICF+NOi7UfhUK9pRALhEh9RTgbUEQJsqy7LrUBlcV72ZaZX/quqmpiZaWllGNuhjY6yQIAp/8ZB92u4tNm16kp2cpCkUeVms5bncCmzYpcLmyEcUQcXEXLECruQgF/018vJ1169bS3X2UZ18o4Zzz44wb9yABTSa1xq8Qk34YM0dob59OVdWt/Pa3EqIYj9HYiiiuY/WUZDbuX0/rXV/EFz+JuJf3kRt/AoOcRvHKR6FRxvbCq9jNm1FoDVSEfk265RBzx+k5eMCLKJYhy8fo6XFgtZbxf/Z/8NiO55EKJRSKCzdeU9NK6C5HTErFrRmHZHcQshtoDWmJDz5Lb28u27alUlb2ecaN+wWCEGlE1etdpKe/THe3A0lSYrU24A0lAUriY15Ao6qnu9vIrl0pZGdPwWRqxu9fS3e3htWrnZSVvUF9vUhsbBOhkEByym70+kgtUHz8QQRBA0iUlk7H5TIgSRmIYgMJCe5LEo3DcZTY2FMoFBImUys33liLz6ene5jxS+FwCJNpF8XFUFwcqYWJiysgM/M6Zs82U19fT2VlJTU1IcJhJQpFJMWdnb2Hnh47AKIICQmVg/Yry5GCQZUqcD5L9e4nIITD4Wgg+D3GaZTANOC/zxfv/Y7IzO3vD7f4Kkt5NgAD/b6U888NRD1wSJblIFAtCEIZEeI5MtJOP9CCveHQ33W9a9cuamtr+fjHPz5kTTisoqFhAampbyLLClyuXFJS3CiVSnQ6XbSd4emnIzOeI20IEqIoER9fTCCQhdudg9erJTa2hO7uLCyWKgRBZsIELcuXL2Lr1q3MmjWP2Jgq/IFUvIFcdFTgP9GL99pbCYYzyTL/iNbWa0hNncb+/Qv52MfaqaycxO9+V0ty8mYSJTX6xkgj4fjxh8hIbKSl+CwNMx/ElTQPa12YRNvfScr00R2+jUceBcOEJOTKvXzjoSm8+mozjY29KBUi6lAPaAefh+zsR1Aq/YCMQvYhekMEBSthIZISbm6+laYmHYmJW3G50jGba2hrm4Re34LJ1ILFckHyMj3ht4P2bTb7cblmcepUEuGwhCC4CQT0aLVm9Pp7WLQoTFxcOY/9PZHqmjswGRehVPrR6boRBAgEbFgsfUyYsIeGhrcpLV1Ac7MdnS4Pjycdq7UYtdqF2RyJCdXXT8JobBkkw2k0gsnkpawsFrc7jfj4kWdlu1zd7N2bRGzsOYqLT5GWlkxubi67d4ssWXIngUAVVVVVNDU1YzBcKtUvUF09j6ysAxFNnvcgTC5JElqt9vILL496oF6W5UPnHz9LhGiGxVUmmiNAriAImUQI5k7g4ozSi8BdRCyuOCKu1PAq9OfxgbcgDMTArut+wfDhrJ/6+gUoFP7zPnWY9vYpuFzHMJvN3H333ezZsyda9QmQnHwhOG8ytXLnnR6+973k87++kbSpUtnH0qX5vPRSAmfP7kSv72TTJtBqHUzMuim6fbz9TUJtZzCeV/DTaGS6u2fy4IPP0NSUx6FDcWi17fT05OL5qxZ1jB+XMp3OTiNZWSL2c1sxFu/C7x1PVdPDrFtXRVaWg23bvoPW+CBhOQaNPcjGja9RUCBRUDCflpZx3H333VRWVvLWW0GCwVoMhlZ0uqEugkruQhWJyZGZ+TCVlZ+ltTWV3t5VaLURwa+amiyys99Aq+29ZDA0L6+U5cv97N69G0mC4uKnKS5uxGbbQ2PjMRIT++js/BiJiae54Ya7eeWVHnJzjxMMHiAYVHHdddm0trbS3Cwzfvzb+P06ensLCYcNSJIavz8OOEcgoKGtLQu324bF0oLPZ6KmZiHhsMC0aXX09GTS3j4DjyeVlJSdKJVDGyBlGdLS3qG5eRrd3Q5qa2vZv38pkycns3fvYxQWxlJQMAeLJYbk5C5aWiqoqqqKiqP3o6kpm8TE4mjV73ud6XQ1iEaW5WZBEOoEQciXZfkckV6nS2pbXK06GlmWQ4IgfBF4nUj85XFZls8IgvBjIk2Y286/tkwQhBIgDHxdluWOkff6L7JoBqeu11+2yQ1kjMZIbYQgyIhiAK93GiaTg9/85g2MxsHDySRJhSAEozdVKBQiM/MtBCES4FOpQojiOrq62ujrq8NgaMfvj2POnDDbtiWSnFyFUhlGpfLjcLwe2c/5konExCLq6+N54YUlGI1fJjc3npqaB6mq+i05OZ+lsWkNfp+d3t6TFBQEaG+/lsZGK7AItVqJ0ajihRdeQJYhPmYXcaof4dNaqai4EUnahU53mEOH7kKn28ykSSFMpmmkpMwiL6+aiooKnE7niDeCQiHxs5/5+OUvyxCEGGJiigABWY7EJGpqvoDHk05S0nPExBwasv1AOQ9RhClT7hj0elcXdHba0OlLePxxJ+npbgKBpaxYocfv7yM5uXtQa4lG40WjOU5s7PGL9pN2fka3QCBgQRD8hEIKHA4PoVAYh6OI+Phj9PamoVAM32UtywK1tVNRKgVCocjNbbFUYbFYaG7u5dSpRnp6WmhuLiQz083ixVZuu+02RFGMpqTr6xvweCyo1T6g8/y1oRqxPuZyuMrC5P8NbDifcaoChp8vxNWvo5Fl+RXglYue+8GAv2Xgq+f/jQofeIzGZrOxbt26aOp6NEhPv1CZKooin/+8G5vNxv9v773D46rvfP/XmV6k0aj3Ls1Isi33ArZxwxXjXiC0hLD8siGb5GaT7Ga5dzebvdkku5sCpF9ICAZXjI0xYAcb3G3csNzUe+9tVKae3x+jOVYZSSNLBsfW+3l48IxO+c7MOe/zqe9PS0sVRUURpKaWSCNTAcrKthIaegK93m2FOBwOwsJKaW1tJTAwkGefjePTT09x/nwbdvt8tNqzlJYu5ObNKBYvPkRWViC1tSbkcjupqacA9xNULs9ky5bZZGef4+zZPwBumcrw8Jfo6HgMna4cQ2oLMkcRljJ/Kit12GwJhIYW8thj1zh+/BCHDl1Er3dht9sJDXUfW61uJTLyPMHBjWzZspEzZ97kwIF/p77+L0RGvk5xMTgcsaSkpDB37kNcvCino6OAlpbPaPZSrhoc7O6K9uitKJWxKBQOwsP3kZ8/l5YWGWq1EZnMTmHhJhISPkCnq/cprqDXQ0jIR3R1KqiubiUrK5PTp68RGNjG3/+9wLRp05DL55Kd3Ul4+HHKykoHPEjCw/MJC8unvT0eubwbu12JTtdIYWE4Go37wSgIIv7+tzI/oggtLdHo9c2oVJ3I5SIZGR9x48bXUCiuABATc5lp04IpKnKnwg2GOqnu6NQpOHnyDB0dk5k82cHkye4UemNjI4WFToqK2mhraxu1RTNWRCOK4hXAp6DtfTcFAQa2IPR2nXrPuh5Mwa28XEtLy0SMxus4nQqcTpWkR6LX61m/fj2FhYWcPn2aNWvWkJp6rg/JALhcbZSWbiI9/Rd0dgbidDpRKBSSyNZ7771HTU0NGo2M7u5IHA4VoaGfMm/eZPLzNbS3q0hIOEdbWzJOpx65vIPk5CkUFc3hP/8zn3/8xw6uXm3GY4UbDLVkZPweuVwkgAtUK59l/vyXmThxEnb7EVatWsOhQ5/Q1CRQXr6AjIwPUKnc88ALChai07UwbVoOGzY8yalTpyguziMwMBatNh+Xy4VMJqO0tJTy8nJsNhVNTYuxWjP57ndD+fBDA9OmlVJamk9ZWRmiKCKXO1CprLhcCmQyB4GB7mylUllFWtp7WCzh2O06tNpGAgOzqaqai9Xqor7ewdWreiwWE2FheQgCdHb6I4oCer375jWl/gcALUIEbW1hTJz4dclyrK1dzL59kRQU+BEZ2cnUqWksWbIYi8UiVSk3NzfjcgmIIhgMnvYDK0lJp5k/fz51dZ1erwtBgMbGxJ7P5t5GLoeYmBPS2rwJk+fkzCUqKhuDoQmnU0Fp6SqamvIoLNwD9E2ha7VaRFG8NUxwWEu7L76ICQhwn3Zv92d0z42yePFiQkNDefPNNwfNKomiwEcfhSGTuS8WiyWMlpYo4uMvSkHjI0eOUFxcjEql6gkGe8v41SOTaRBFgaoqM8ePO5kxw11U5RHZArerMXHizwFQKBqQyx1otSJqdQdqdRfd3avo6jrE6tVBuFwxHDlSS3NzBqWlbchkbnGtzs4otNpqVCoroghqMR+XTKC2axKBgYGsXr2aV175jObmYCIjP0UQOunoCEelKkMmcyCXtyMIajZt2iQRoCBAbOyv+nyHnv+rVDbCwtyW7c6dMoqKllJWpmTNmjSamp6irMzFxInTyc4u5tq1B0lO/hCF4lYJhkrVTVDQLUshMtI9k7yoaAEGg4uwMBknT5oQhC50Ohv19TH4+1dIN7MHRmMNRmPfh4UgCCiVVuRyO7W1kRw8mMXp0x9gNBppbZ3N/PkpmM3+bN9eztWrdmJiLqNW37LIZDLZoDf31atbMBjKaWuLwmC4FUAOCroVuvBGNCEhpdjtOqAJhcLGhAk/7vP33il0hULB+vXriYyM5CtfuZVCLywspKlp6N4xcP8+tyNGPlqMtet0J3DHLRqdTkdQUBA5OTlSVmgwVFevoKtLT3KyOzPh719Nefk0UlNnMG+eO2jc0tKK06lGJnNXEXtruEtMPIsguAPCwcHVmEzptLV1sGfPGQICOrHZ9CgUXX1mF4Hbx9Zo5ISHu2M+NlsMDz30MILwGSdOvElSkrsuJTp6E9evy7FaAygv30Bq6u8QBCft7RE0NCTjjJOR0/2PhIUd5LXXXsNgcFJYuAY/vwr0+lZyc5fj719JR0cEmZkqEhNDB5XOAHA4lNTVJeDv34C/f+8bUyQp6a+0tEzij39cRkeHjEuXCtm0SYPT+Tzd3TZqa0PJyPiEtraiQWs7BAFiYs5x8+ajTJrUitl8mvLyGVRXm1Aqa7DZglCrr+LvX0tzcyRqdRcaTRvuzB691iPDZLqAzSbgciloaJhMQEABLS0tWCwXOHq0k9On7QQHJxMevgKHYy7PPJNHYWEh2dlFg1oRoghRURew2fxobEwlOvozr0HtlpZIfv/7CYSHfyw1WQYHV/isK+NwOOjs7OTSpUvU1NQQEBBAcnIyS5YswWg0Sin0kpISr201oih+IRYNjGll8B3BmBONWq2WLhiPFWKxWDh16tSw+0ZFfciaNREcOqTsie3I+Kd/ElEootm2bRsOhwOnU0NR0SOYTHtxuQSKi+cTEXENna5FOo7nwgoICOArX1mM1Wrlr3/Norx8NjJZJ/X1JozGUvz966mpmU1srDsG5DGZAYxGIwEBSRQUnKWt7VaMSC534XK5tyspeQybzR+73Q+1uhV//xpqayeyevI1lP41VFdXY7fbcTisTJiwS7opMzLeRaFwotcvortbR1HRa1RWRiIIAYSG9m0IdDhUgIjDoR5Qwi+KIg6HgZaWmURHv0tMTAfV1Q+SlXUaUTzNpEkGamunUlubxgsvLKa5uZGCggIKCgokq84DlcqKwdBBc7MCtbqT5ORT5OZGYja/j82ml5oOm5oSEQSRmJgrFBevRqNpIibmFHK5tcfKc2I0uj+DwVAuWad+fk093zEcO5ZAV5cNrfYGH354hJSUFPLylhAW5s/06UHI5XL++tckwsOvoNPVIQigVsvQ66tRKJyS5rP7O7j1ewcFtTJhwk0uXboVQB5pOYtSqZSsotbWVi5fvszly5f79DnNnTsXu90uzXKqrb1lYY0V0fT0HF0EKkVRXD3UtvfdSFwPdDodJpOJiRMnsnv3bjZv3jxgG1EUaG5OIzAwp08puE7XhVKpRK1Ws2HDBm7evMmFC7fqgJqbk7DZ3O6ZwyGi09WRn7+M9PR9yOWiVKgVHx/P8uXLef/99zGbzRgMdkJDr6PT1aHXuwOhVque9vbonmOp6OgQkMvlxMbGs2zZUj744O+orq6mPzzuYFDQJbq7A7l58+tMmvRLDAYZP/pRJNnZN7h59SbmiGVMn/4E1dWNqNW5FBQUU1o6Ea22k+eeS2fHDgV2u1tD125XIZf3t7AUFBUtRK1uIz7+3IB1ACiVbSQkvEZiYgJLlz7C3r37aWpyIggCcnkLEREf09wcy3/+Zw7d3YnEx8eRmTmZyZPlHDtWR1VVOdnZZpKT32HlyiLCwkKpr6dHD/gmDodcKuEHSE4+I/1bpWqhvX0OBQWTSUn5zYAJGO6an4Ewmz8mOzsOUeygvt5Ga+slwsOvYDAsp7S0ntjYBCZOjEUQosnIuEFhYQFlZTPp6EgiIeHPEunV1ibS2RlAQsKVHhlXgYAAi9fWAl/RPxjc1WWgvHw+JtP7ffqc9Ho9SUlJPPDAA4SFhXHixAkpFjhG+BaQDfjEXPcd0YiiyCOPPEJbWxtvvvkmTqdTujFvxRoEcnKeQaerxmjMRxBu+dV2u534+Hjmzp3LoUOHKC/vK9sYEnKToCC35ERFhYPW1kDS09/Fag2juTmRuLhTBAZuJSkpiO3bt1FfL5CU5K4iDg93dwyHh7v37+42EBDgFjNqbjaRnW1k1apQRFHPj350haCgNvp5gsAtyyc09DwAwcEXiIpyT9f8+c/rUKsr0Wq72b9/PxUVmahURrZujWTOnAf53vcEDAYZNTU3UCrfRaVyfyeBgXX0L4uXyx3ExZ2lri4dgPb2UNTqVlQqt9ne1WVApbIwdepEpk6dyvbt2yVheI+bJAgQFFROa2ssolhJWZmOa9fiOXv2JJWV08nICCEkJIgHH9yATtfKiROhPfuD3a6ksTF+QDWtB0ZjIU1NDyGXt1Jd/RAymQy7HdrbYxBFLQZDvtf95HIHEyb8CYslWKp8lsudREXB5cvlFBffJDdXR3R0JfHxAg8//DAbNviRl3eNigo9ZWWKHsnMSpxOOaIoQxBcXmM0I0X/gj2lshOnU4ndrkGpvBVb7Ojo6NOF7ufnR3d3Nzt27OCjjz5ix44dxMfH39YaBEGIAR4BfowPKWQXspGMW/lCMOZEIwgCBQUFXLx4q2/Lk+L21CfIZCJBQdd7umr7XhgBAQE88MAD7Ny5k7a29gGmr6esHsBgkBEYWIVKZUUQGrFY5rJy5aNkZQXy+usW4uMtVFY+QH296PVJo9G0ER3tVm1TqdqpqYklONjOe+/9Bat1Ks3N0Wi1AwfDO51OKRgMMHlyMAsWLOCdd96hrGwdSUlWiVSDgkpwuWR88kkLYWE3ePbZNXR0uLt7n38+g5KSEgoKCigrK/OqPKjRtBMX5ya08vLZhIdfQ6ttRattobZ2IgsX+pOWFsD27duHTMsGBJRjMLi7v+32IBwOBybTn3G5ZNjtGezZE8maNQE880wwdvtTFBYWEhZWQG3t4C0EgYFFBAUVExe3Hbm8G5nsUVpagikpWU5c3IFB9wO3xeTv3/fYcrm8p+itg/j4c5SXL+XKlX3cvHkRiyWIsrIZrFuXyDPPLKC5uYuf/CSA+PhLyGQFgJskRpopcjoF5PJbBN/folEoHEREXEUUh7YYLBYLTU1N/PrXv2bp0qWjTXP/Cvg+4HNk+b6zaIAB/r8nxd27ECoioq+ou6eIT6lU8v7779PW1k55eSZBQRWSf98fYWEKwsLcpmxQkJKf/UzL9euF3LxZhMPxYM9agrh0ycGcOS2Drler1fLEE/Po7Kzjxo0qXC4nSUmDis5LFhrAjBlzMJuT2blzJ1arlbCwS6jVtzI0Op373ykpKSxcuJB33nmHpqYmrl93f+aEhATS0tJYtmwZjY2N5Ofne42hAOj1DWg0HVRXTyMoqIRvfjOE7u5u9uzZ0yfQa7UaKCmZh15fgVzeQWRkIS6XnJKS1VgsEej1NQQE3JQ+i1rdSFVVLDk59eh0VZw8WUhX1xSefnoe/+//BRIc3IrJdJXi4uIBZJaY+Cfp34IgEBBQw8SJP+81QwvKy6egUlkJCSmQGkQdDiVyuaOPm+OJ7QkCGI112O2f0dkZhkpVgk7XRErKx+TlOcjLc8dCHn00jbi4JBITJ1NeXo7T6cRisTAS5ObOIzy8kOBgtwh67xiNB4GBQ1bXS/CMWjEajSNaQ28IgrAaqBNF8ZIgCAt92ee+jtH0xnD9TkajkfXr13P58mU6OjqQy+XU1ydgsQQRG3vN6z69x6PExMSwatUqDh06RFlZGUYj0vjbqKg8rNYpKBTeJTNCQ0NZu3Ytx44dk7RwhoPT6USpVLJ8+Wr27Angs8/eQ6GwY7fbCQu7Im3ncChRKOzMmjWL1NTUAal9h8MhBWc9a0lNTWXTpk3IZDIKCwvJz8+nqqqe9vYQ1OpGdLoG0tNPs3HjJgoL8zl//ny/7wWqq6chCFYslgigjYiIQmQyJ1FRJ1EqWwZk2wICaggM7KK0NAid7gQuVysNDY38+c+51NRMoKXFicmUwFNPzaO7u1tac/+Ur0wmQxRdfchDEMBqDcDPr6TP+62tsajVbeh0TVRVzUMmc9HQoJUsElGUERRUhELRLb3OzV1HYuJx/PzqaWtro67uOnl555HJZMTGxjJ37lzS0tJITEyksLCQgoICGhuHrIwnOfkSdXWJBAVV9fRsuW6789rpdBIcHHxb+/bCXGCNIAircHe7GQRBeFMUxScH2+G+rKOBgSnuoYgmKSmJJUuWcPDgQaqrq1mwYAFKpZKwsAKCg0u9BvaamzOw2YzYbA7Cw1fx8MNhPa7WQHGkkJB8MjO1KBQDfVhPAeH+/ftpaGjAZDJJWaehIJPJWLp0Kb/5TR11dY0EB3dhtfZ90ttsWkpKZvL3f69Hq5WzY8eOYUcFe2Y4nzlzBo1GQ0pKCjNmzMZoDGXPngbKyy2Ehjazdu1aTp06RW5u7oBjCAIkJByjsTGJpiYz0dE5FBc/SmLie2g03i3DjIw0nnkmnp/+9CqVlVa0WgcJCReprJyOXt9NRMSn3LzpIi+vE39/fwID0+nqWsrf/Z2Bjz4qo66uGqv1Rg/RDPy9POqAvREc7LYSRBHa2xOIiDiPwRCNy+XC4VCSk7OZiIgrUre9XO4iKek4FksIfn71iCIUF8/BaKwiMjKH0tJSwsLCuH79OiUlJVJxpict7a19o6RkOk6ngpiY6wiCey0//nETBkMoRuPgLuNgcDgcoyYaURR/gFu9jh6L5rtDkYwH910dDQws2htMKuLBBx8kMTGxTxFd70ri3r5zbxgMhdy8+XWysxUUFMTz2mu/RS4fXIGtd9rag7lz5xIXF9fHyvBkDUQRKitnEBFxtU+xG7grSdPT0zl//jx6/ackJsq8xkb8/V1ERkZw6lQjDQ2f4e/fl2S6ukKpq1tMfLz32qLu7m6uXbvB/v1aFIoiZs9uZdmyyUyY8By1tbUYDAaMRiMtLS1e9w8OLiI4uAinU45OV9OjoTwwUDpz5syeETg7CAuz0dUVAbjdD5dLQ0TEJTQaCzabhu7uAKCVurpsSkqMdHS8R03NHOTyFbz44iz8/PzIyMjg2rVrUpPscHDP2XqDqqp09uwRCQtzolDYCQ09N2C91dXLCQs7I+1nNh/Dbr/1UFMoFHR2dtLW1iZNOfBYOykpKcyfP5/u7m6pCK+7+wadncF91vLCC4H87nehBATUjzg1/kXV0dy3rtNQbQjgnoywZs0aWltb2b59e5+noN1uHzZF6O8v5/vfbyY+XsPOnZ0IwkqSkt6Q/m6zBeJyqdFoanqOeUu7RqFQSGNXdu7c2efcniCvO+Bso7h4AampH0l/T05OZtGiRZLQurvcvy8RNTVFotEY+OpX53H48DlOn3Zityfi79/XmlAoLKhUTX1mUPWHIIjEx2dRWpqJn5+asLAwfv/732O1yggJSWPFihX4+flRXFxMfn4+FRUVA6wmudxJQ0MIAQEatFo3gWRlbSYt7SArVz6AwWDgX/81jKQkDR0d0dTXT8bPb39PdfKt8SYNDbF0d+tISspCq20nOfk0MlkXKpWVmpogXn31v9iy5TFsNoGlS1dgMOgpLS2loKCA8vLyPuvq6tKi1fZtlgwPz0OhmERXlxxRhKameAID+5YWxMZ+gEJxq6hRJnOhVt+qDPeWdXK5XJSWllJa6q6G9vf3Jzk5WZrp5LF2PPGn8HAFMTE3e35fyM9fSnT0BfT6Fq+/UW+M9QQEURSPAceG3e5+7HWCoWM0QUFBrF+/nk8//ZTr168P2He4IXIRERE8+uijHD16FJ1uKunpn9HZ2TcF3tmZREdHMtHRu6mvn4lGoycqyn2Rbdy4kStXrnDlypUBx+5dB2E0FtPbC5g5cyZms5mdO3ei0WhIS5vGU099hY6OVvLy8igoKKCjowODIRSFwsT7779PSUkrLlcSQUEDVfmVyi4iIz/q+cxq5HIbMtlAwlEqbWzdKpKePpu33nqL7u5uqqoyuHZNTnn5TpqaErDb4/nSlyawYsUKGhoapICyRxIhOLhYqi8CUKstbNiwjO5uC/v378fPbzlWa2jPfKUyr0/y8PDCnpG2bngaNi2WdOLj/4LBYOC11wQ6O1tpbQWNpouFC9twOJbi5xdHcHA9BsMJ8vMLuHFjOsHB5URE3JqTJJc7efJJNTt3duFyQVBQHfX1kwgNLUAud+B0CnR2KgkMHDyz5kt6u729Xfr9ZTIZKtVE5syJYd68eVitVvR6PaGhodTXuy2akJAc2trifCIa8C5zcqdx38ZoBiMaT0zkvffe61NN2Rt2u32AReTBxIkTmTVrFm+//TbNzc1MmjSJgIB2bLa+F59GU05Z2VNEROxDq63m+vWNLFxYymOPPcaHH35IRYX3cRwOh0NysbTadrTaq8hkMlasWIFMJuPtt99GFEUsFgvbtzcRHHyJuDgwGDJJTt7AvHn+KBQK3nvvPYqLa9BoIDHxhtdz9UZzczRNTVHExV1Bp+ubNQkPX0ZgoJodO3ZIgdLQ0CKamtz/1ukaaGjQcPRoDkePQlhYGKmpqWzZsgVACijX1rrdQ5VKxfPPB1JXV8CFC+5AcnT04V5TAZx0d+ux2fwwGGqpr59Be7uZpKS3BlhvoihgMFwlNraWzZu3smfPCT77LICkpLNUVWVy7pwCufwGdXWQlnaRBx/UsWHDetavV3D1qpymJhtVVVWSVdm7BSE8/AYgp6srGD+/WhobY6mvj0el6kav9+6WyeXyEdXROBwusrLM1NScwmj8mICAAJ588kkeeughgoODpZaD4uIcfBnkMVYTEEaK+7LXCbwTzYQJExBFccimSvBu0QiCIPWbvPnmm1KfyWBullpdj59fPqIoR6utITLSTlxcIjt3vjYgYOx0qrFaA9HpanC5XH1iORqNho0bN1JQUMBnn30mfRaAri5/OjqMNDYWUll5kdracOLiGikvz2HKlCksXbqU8vJy8vLyKCkpGbK+IzS0CLtdhUZzi2QUCgXr1q3jyJFm3n//MGr1rf2Vym7Cw3N71mghJubWzKzSUivV1ec4ffo0Wq2WlJQUHnzwQUJDQ6mpqSE6OppTp05JhWbu77fvehoakunuNmAw1KLTVdPYOAOLJR4/v76C3YIgkpFRxqOPbuTAgQO0tNQSHy9DJnOh0dhobU0mJeU96usTaW1t49y5LM6ePYtarSYxMZFp06axevVqKitrOHasCpdL3sfFCg+/NewvLKwMf/8mSaDKYgmkszMIrbZNqscZacGeTAYJCSdpb4/AaKzGarXS2trK3r17kclkREdH90hzzMVms0mZrN6a2B6Iotinturzxn0fo1Gr1cycORObzcabb745bOqwP9FoNBrWr19PeXk5b7/9dp9tHQ6H18ZKQRBJSvqNRFDh4a1UV7d5zUrZ7XoqKpaSmvomVqsLd4sJBAcHs379eo4fP05xcbEkH+CB2ezuf1IoFDz++FJ277azf/9BFAorWVlZOJ1BiOJmVqyws2jRIhoa2igpcbtY/Ws9BAGio2+RhU6nY9OmTVy9epWWliuMZB5ZUdFSQkNvEhZ2k66uLql6NSQkhC1btlBdXc2sWbPIyJjApUul1NffpLW1ldLSB7DbtSQnf0x4eB4VFVMA94zs+Pj9yGQD2wni4+NZunSpZGECUuo8LOw6ISE5PSJkTgICiqW5R1arlZycHPLy8nC5XISHR1BZmYlabeCZZ57pZYX1tXo9MSaA+vpUZDIHAQG3OshHUrAninD9+iJCQkoJC7su7e8J7LtcLsrLyykvL+eTTz7Bz8+P5ORkydqprKyUYjs2mw2XyzXq9gNBEGKBN4Bw3GXifxRF8aVhP8v9Ggz2ZJ08NSr5+fmDpj77o3eGKiwsjDVr1nD8+PE+Up0eOBwOLl6citHYhErV9+ZVq9WsX7+eyspKDh8+zNy5c72eT61uwmoNpLU1mY4OA4cP64mKSuGRRxbx7rvv0tjYOOjFq9fr2bRpE1lZWSiVV/r8TRDaKCiYxqFDO5DJPqG4eDVPPKFh3bp1KBQK6Wbqr8sTFBTEhg0b+Pjjj6Xxv8OhpSWZ6uqFpKe/hlbbgsHQV0s6OjqaVatWsWfPHulpHBBgpLV1Do8/vgqdTse5cxVUVhbT0iKgVHaTmHirt0qrraGuLhGbLVIKlJrNZh588EH+8pfdFBTEEhfXMiCo7an6Tk19u1cB361tPIWPRUV2SkujaGxs58MPd5OcnCz1EFVVVfXMdirq0zGdmNi3fgj6uk4tLRF0dRnRatswGqsGbCsIkJR0ia4uo0SO/Yv1XC73g0it7sBisZCVldUzZ0wgJiZGshYtFnesy9/fXyLT24QD+EdRFC8LguAPXBIE4aPew9u8QUS4/1oQwG3RZGRk8MADD7Bv3z50Oh0ZGRk+7euxUtLS0pg3b55U4+INdrud9nY/5PIIgoMLpPeDgoJYuXI9ly6dJicnh8DAwEGfNoIAEye+giCI6PUGWlun0tIyjx07dmC1WnE6nZSXryE6+n2pmQ/cJLh27Vo++ugjSkpKBhxXJnMgk3VQU/MUQUHbsFi0nDnzKfv2qUhIOE9KSjJz5swhLCyMiooK8vLycDgcLF26lHfffZe6uqFncjmdMqkVQ6erR6m0YLdriYq6gEp1KzNjMpmYN28eu3bt6mPRtba2AIfYscN9gyUmJjJ3biphYQvJy2umtTWbwsJC2tttKBROdLomOjsTAZgyZQoTJ05k+/btNDVpsds11NYmExFRgDf0/t76w+VyodM1smRJPTt2hKNSdXH9+nVu3ryJKIqS+/LAAw/0cV+8XRO9XSe7XUNXl7uC3xvRAOj1bX10dvq3H9TWTqGx0YTJdFAS2wI3WXqsHXBf74Ig0NbWxuTJk3n++ef5xje+MehnHgyiKFYD1T3/bhcEIRv3nKVhiea+tGjkcjkTJkxg27Zt2Gw2FAqFz9F4u91OdHQ0Op2Obdu2Danf6nA4eOihHMrKbj35k5KSmDLlYX7yk3ZiY3MRhL6jWbxBENxPoUWLHiIxUccf//gara0aamtNhIbmYLFE43DoUan6thPs3bt3SEEkvf46oqhAp2tj4sS3KSycTnd3Gnp9MVare/CYIAjExsbywAMPkJCQQHl5OdHR0XR2dg5aTl9dbaajI5iUFHdNiVLZRkTEx+TmPktGxu+lJ/TUqVOZMGECb731FlarFavViFrd4vU7z8vLIy8vj9LSRcjlRh57zMiWLVvYtq2d9PQ66ury0Ouv8OCDDxITE8POnTux2x2UlS0mLe3wiDqmnU6orJxLXJw7ff7ww0vQagXq6t6QXGCXy4UgCFRUVFBVVcWxY8fw8/OTvnvPREhPIZ7nN/YQTWhoCaGhJT6vyf099iWayMgrqNXtdHREoFINbl12dXXR2dlJWFgYly9f9kkkazgIgpAATAUGijv3w31LNEajkT179kivh5qE0BtqtVrK8OzevduneE5IiIPKSveNNWvWLMxmM3v3vkl7+xZqa6cREXEJh8NBZaWayso5REcPlFvwSFJUVFRgs9nQ6zW0tnZjsxl76lzcItoqVZuU5n755VNYrUEEBjbhdGoQRQUKRV9iiIq61QfkVu+zoFTm9lGVE0WRmJgYBEHgl7/8JX5+fqSmprJu3TqUSiWFhYXk5eX1cbFCQkqkniFwW2V+fvXExBzpaf5zsmDBAkJCQqRsld2uJzf3W6Sl/Xefp3N/xMaeoKFhIidPZnHwYCUKhZYrVzKx2Wbzf/6PSFdXFx995E7LO53uAHZ/eYvhIJOBn18NgiCwcuVK7HY7Bw8eHBCU9vz+HhfLYrFw5coVyX2JjY0lNTWVhQsXYrFYCAwMRK/Xj7jfyQNvesFBQd471/vD6XSi1WpRKBSEhQ07inpICILgB+wFvi2K4vCzgBm7KQh3Cp9bZfBwRBMcHMy6deu4cOECmZmZPsVzPG6WXC5n5cqViKLIW2+9hcvlIjV1FypVl7RdVBSEhrqzGC6XgqamiYSEXCEwMJANGzZw6tQpaRzHihUrUKvVFBQUkJ/vj0r1WwRBYPnyFSiVSrZv347VGk9d3VQCAwtoaZmGw2EgPHzIqaA92aEcRFFGW1siAQElrFy5EoBdu3YhiiJNTU18+umnfPrpp6jVapKTk5k9ezbh4eFUVlaSl5dHcXExSuXAJ6zRmItMJmPVqtXYbDb27t3b67syoNVeorR0BqmpJwZdo0zmJCwsC6cT2tujcbnk6HR5xMYGcfVqHvn5+dLN3d7eTl5ePoWFBp9mY3vgrk8pZu3adTQ2NnLixODr8aB/IaIoipKOssvlwmg08qUvfYnFixej1+uH7Yr3hrtBmFwQBCVuknlLFMV3fNlnPL3dg+GIJiUlhUWLFnHgwAHq6+uZPn26T+dxOBwYDAaeeOIJbt682UeawkMynu38/BTSk1wQHNTWzmTSpHZWr17MgQMHaGhowOVycfHiRS5evCjd5HPmzCE8PByVSkVxcTEffPBBj5RBA35+Ht/fhtVq7LM2URTo7g7FZnNSU2PCbHZLizqdckpKHu0Rv5pNeXkpZ8+exRusVis3b97k5s2bUgDSU4tksVjIz88nPz9fkgBVKpVs2LCBsrKyAcfUaqsJD79AZ2dQv3UOTG/X1SXR0hKFyXQKhULBsmVbyckp5MiRIwBSlW1gYCApKSmsXr0ajUYjVShXVlYOeFB0dASg07X2VF3L2bhxI6WlpXz66bCewQB4Cyi3t7cjiiI7d+5ELpcTHx+P2Wxm6dKltLS0kJ+f3xNz8i6XCiNPj/fGWBCN4I4ivwZki6L4C1/3u29dJ29D5AaL0cydO5f4+HjefPNNqZJVLpdjtepRKDoYqsdRr9czbdo09u/f7zUg64G3TEBwsByzeRE7d+6kq6uL7m45cvmtwKXnJq+qqmLjxo3cvHkTjUbDs88+S3NzM3l5eeTnZ9HVBTZbBO3tE/udU0Z5+VoiI9/tmRt0633Q80//FMilS59y8+aQcb4+n6F3ADIwMJDU1FTWrFmDWq2mrKyMxMREzp4967XiGtzTGnoLe9fXL6Cl5UFSU3/S8zoNlaqdoKBy5HIHGo2GzZs3k5WVRVHR1QHHa25u5sKFC1y4cAGlUtkTH5vCqlWrqKurIz8/n7y8Qm7ceASrtRmdzkJ6+hU2b97MjRs3vFZn+wq7XUV19SwiIy+j1drYtGmT1MnudDp7Cu2KcblcBAcHk5KSIn1XgxHiaMfhjkGf01zgKeCaIAhXet77l545S4NivAWhB95udKVSyZo1a2hra2PHjh0DnoClpRuRyaykpHhvOkxPT2f69Onk5uYOSTIeeM4vCALLli1Fp6vh0KFDuFwuurtF8vIeID7+Kn5+t+InMTExrFy5km3bztPRkYNc7g5Mh4SEYDKZ2LJlCy6Xq8ey+CW9FQlkMicuFzQ2zu0jAhUVFcjf/73Oq3rgYLBatYiiDI3mVl9Pc3Mz58+f5/z584SHh7N582aam5uZO3cuCQkJkos11I0TGHietrZM7PYAlMpW9PpqBEFEobATH9/Eli1f4tSpU+Tl5dHYmElAQO6g8px2u53c3FypozwiIoLU1FSeeGIm27bpychooK6umhUrHuf8+QtkZw9NsCUlmURG5qNWd2G3qygqWkBq6lEp0O2ebCACfmzZ8jA3b94cQFwea6exsVFySVUqFYmJidJcp/r6emkUzGiIZiwaKkVRPAWMODcucp/GaDxZpsF+NKPRyIYNG7h48SJXrw58Urpc7kxQbOwhamoSUak6CQq69SResGABERERHD58mKSkJJ/X5amtqaio4NixYwA9WTFITv4UjeaW5TFx4kSamjL4f//vIKWl0wgMbMVgKAFujeg4c+YMOp2O1NRUFi9eTEBAAMXFxeTl5VFRUUFKypvI5V2Sa5KUlMTixYuHzVb1h8VipLMzgNjYnAF/i4yM5JFHVrNnzx5qa2sRBIHo6GhMJhPz58+no6NDcrH6x1EUii6Skn4tZYx0Ondpf1BQEBs3bpTIUBShrS0FudyK0XhLmsJmU9HZGY7ROJAwa2pqqKmp4eTJkzQ3P4AowlNPbaW7u5uWlmTCwlzk5LgICvKmYCggCA6am6MkGVGlsouysjnEx59FFEXKyqZgMl3h6adXk5WV1afSuTc88RlP5a7NZiM3N5f8/PyeYsFwUlJS2LRpEwEBAVRVVVFdXT3o3LHB8EVOQOB+jdGA26rxJhWQkJDA0qVLJf0Zb3C5ICTkMmp1Kw5HpOR6KJVK1q1bR11dI2+++S7x8UE+p81lMhlPPPEEZ86cobCwsGeCwC1/vDfJLFiwgPDwcF577RRqdTN2u4HWVrNENOAWc7LZAoAyqZDLo5g3adIkVq5cSU1NjRQbyMjIIDMzk+3bt3tVzxsKwcHVBAcP/K6Sk5OprPxXvvOPBtTqZJTKBuJi/4eKigqpn8toNJKamirFUYqKisjLy6Oqyh1f6p+W9jStHjhwgOrqOoqLZxITc4PExIFxSas1kOrqqV6JxgNRhMZGE5cu+ZObexSnM4vY2DgEYTLd3VFs2TKlhwgLsFjc8RO5XCQ+/pbFo1TaSEw8RVdXEIIgIooCGk0XLS0rOHUqi5IS7yTTH72Dwh5rp7a2lvr6ek6fPs2iRYuQy+VS8L26uloqFhxuTK4oil/ITCe4j2M04J1oPOnn3iLaXhelgMBAj0JePiASEBDAhg0buHDhAu+/r8Fun0F0dB4KhYKuLnf15mCtJnFxcQQFBfH6669TX1+Py+VdRU0ul7NmzRra29vZs2cP/v7ubVJSdgzY1unUUFm5CJNpG1ZrIG1t0YSHX+2jmBcZGYnJZGLZsmXIZDJOnz49Zir5mZmZTJkyhT/+8Q9ERsjQ6YqRyQYSWEtLixRHEQQ9ZnMs06dP55FHHuHy5RosljyKiookUfilS5eyZ88eSecmIMB78yuARtNKdPTlQf8OEBISzHPPqfjRj0qprRWIi3NRWlpCXZ0fanUOR47Uk5KSgkbzKHPmKHE4SntUBav6/EaCADqd2wrU6zWkpKRTWNhOXl4hPlROeEXvwXwKhYKoqCiOHTsmkXBkZCSpqanMmTOnjxqit14nT+bri8J9SzS9+50UCgUGg4HQ0FAp/TwUPLow7qeOk7i4OGl0SlVVFWFhBurqzNjtdmQyJSUlD2E0lhEZObBTevLkyUydOpWmpiaam5sHtBN4si56vZ6NGzdy7do1qYFyKKjV9ajVLYiigMslUl8/kbCwq30yOHV1dcyePZvr169z8eLFPpZFYWEhubm5IzbRAebNm0dUVBTbt29Ho3Gg0Qy/j8OhIjd3EZ2dp8jJyaGtLYL6+sk8+2wUc+fORSaTodFo2L37bYlkZDIICSkb9JhKZTfd3RZych4gLW1g5iw8PJw1a9awf/9+QkM7pDE5AKGh1wGBpiaRd95x0NFRQ3PzGVJTE5g2bRqPPPIINTU1UvzEY1HodDoee+wxjh8/TkdHrTQobjSQyWRs2LCBvLw8KisrpXheVVUVNTU1HD9+HL1e36fXqXexoN1uHxOiEQRhBfASIAdeFUXxp77sd19OQfDAk+ozGAxs2LCBzs5OPv74Y59qGjxZKqvVytSpU8nMzGTHjh1SIZZG00Zc3AUcDn+6uhQYjZVERPQlGUEQpLjJrl27mDJlCk8//TRNTU3k5eWRm1tAVVUsXV1hTJuWy7p16wZtJ/AGudxFYuK7AKjVrYSHX+pDMiqVjo6OL1FW9hmXL18CkFLnKpWqT31MeXk5+fn5FBcXD9kUKAgCK1asQBCEAYLkw0GhsJGcfELqCfP3r8Xf/zDHj0NRUTstLQkEBNRw7dos/uVfQvu4WEOdx8+vBbW6E5dL3hMAF3oGzLn7q371qxO4x+t29ikUdH9X7uNGRGRRUTGT1lYDOTk55OTkUFubTkKCyMyZYYSFzSAgwE5zcyXp6ekcPnyYkpKSETWbDgaZTMamTZsoLi6W5od5S5/3Hq/iKTVITU3loYce4siRI1itVilrejvoGRj3G2ApUAFcEAThwHB9Th7c7RaNMMzFetuTuL7+9a9TXV3NypUr+fDDD5kzZw5//etffZJ43Lp1K4cOHWLOnDlotVoOHjzotb5Bq9WyYcMG3nrrrT7vq1Qq1q9fT3V1NefOnZM6hsHd6Gk2m7l6NYPcXBmbN1cyYUIUb7/99rBC1r7CHezeyHe/6yAh4QA6XfOg23oqXE0mE4mJibS0tJCbm9tnEkJbWwIBAbVs2rSa6urqIad+ulyynpYK3366Bx98sMc6+oj2dj80mjaMxm6SkpIwmUxERUVRXV3NzZsFlJUVeB0F2xu5uQsJDRX59reT2bdvDzU1Ak6ngvb2UKKjc3vWyAA3t7fSoNMp5/r1DaSlHUSt7iI39yFEUcfXvx5HTEw3arVaUu8rLS31uWO7o8MPh0NFQIDbBfNGMsPBY+14gsvueegqamtriYiIoLu7m2PHjo00XiMIgvAA8ENRFJf3vPGDnvP8ZLidlTMyxaCLB306UZ0Qf0kUxRkjWdxY4I5ZNElJSWRkZLBjxw7a29uZNm2aT20I4H6KrFu3jry8PA4fPjzodt7qcwICAti4cSOffvopeXnujEbvm8MjAO5ynWLdurlMmpRJe3s7a9euHZU740FUVBSrV6/mwIEDmM11AyYO9Ic7g3JrAmJwcDAmk4lNmzYBcPVqCfv3J/B3fyeSk3OVrKysIY/X1BSJUtkl3UxDYenSpajVavbu3YtKJRIc7H4I2O30SVWHhsZz4cImnn22g4iINimL5U2vePnyatrbZ/CnPx1CoWhHr4fW1lBsNnfJQ21tBo2NqaSnvztA2uPWdyJDo6mhtTWKsLBCpk27zrVr89m3L4uAgE+Ry+XExcWRmprKkiVLpII8bxIcvdHYGIvNpsVgaEIuHznJuNc20NqxWq1UVFSwa9cuMjMzfb7O+yEa6B1VrwBm+7QmBJyuu9uiuWNE4xG5utVNO7REpwehoaHExcVx/PjxPpW+3tC/WdJT9/L+++9TV1eHy+Xy6qoJgsCqVctRqVT88Y9/xOl0Su6Mp6O6rKxMEq3ytYTdbDYzd+5cdu3aRWtr65DFhoOhsbGRs2fPcvbsWXQ6HV1djxAaGkZISBehoaHEx8dTVlY2qDsTElLZo7mbidF4QypAzMmZT0zMVfz8WpHJZDz66KNYLBYOHhz4JCwunkxERJ6k61tfX0p4+Ov89a+d2O2RdHUl8vWvu/WKPS5WZWUlUVELmD07jv37d/Wpt3GLVWkRRbewfGXlNBobkwkJ8d5HpFDYMZtPIoq3Uu17935ASYn7geF0OikuLqa42C0F6inI8/SHFRUVSQHl3oiNzaazM+C2ScYbnE4nFRUVpKenM3XqVJ+maIw5RHA47lOicTqdfdwdX/qdUlNTWbBgAYWFhYNaFQ6HjIqKBcTHf9LniZiZmcm0adOkSt/BSsk9tTTl5eWcPn1LfNtms5GdnU12djYymYy4uDhMJhMPP/wwDQ0NkjvTO83Zu3x/1qxZpKSkSJ3SYwF/f3+eeMLIwYNv8fvf15GQkEBGRgbLly+nrq6OvLy8PoHSW9+Rnvr6RSgU3RgMbqtOq22lvn4iNTUBvPiiP6WlpZw7532et17fQltbBFrtLU1frdbtVra3d9LVVcbOnUcleYkpU6awadMmvve9DDo6Bk6oVCq78PNzZ680GiuhodlYLJEEBxdK31//VojOTj2hoQFs3PgIBw4coKmplsHKVBobG2lsbJT6w5KSkpgxYwYRERFSirqwsBCbzYbBYGHjxrEhGVEUqaysJDExkVOnTo2WZCqB2F6vY3re82EdAk7HfVpHM5LZTuCOFSQkJPDmm28yd+7cQa0fmy0Aq9Wf6uqZREW5L5TFixcTFBTErl27BhBcb3jcqrNnz5KdnT3oWlwuFyUlJVJgODw8HLPZzKxZs7BarZKkQlVVIO3tJp55RkCj0bBz506frZ/hkJCQwMMPP9xHvc4zJgTc9S4mk4nZs2djtVp7yv3zaG1tRanswGzuK8wWEVGAzRZDYmIa2dkXvBZKehAWVspgoTuDoUGaHOqRlwgJCem54bLQ6WJZv/5L2Gw2ycVqbm4mNPSW9RITcwmr1SARi8MhJydnIWlpx1Eo3L9dQ8MUJkyIY9++fYPqEXmD1WqVHhjgdmU9KWq73Y5eryc7O3tMSKaqqoqoqChOnjw5FmULF4BUQRAScRPMY8CXfFqLS8DWfXe3INyxYPCrr77K73//e+n1nDlzsFgsA/pwFAoFq1evluQHXC4XDz30EDU1NVKMpT9cLhk2mwF//w6+/e1vc+HCBc6cOdMn6NsfHpW5oQoFfYHBYMBkMmEymdi1K5Fp06wEB1/n0KGhO7dHgokTJzJ9+nT27NnjU3GfwWAgNTUVk8mEVqulqKiI3NzcPp/Tz8+PVau2cPLkBaqrr1FW9ggymZWYGHejZHe3uxZpOHE4p1NGU1Mc/v6NaDTtLFq0CIPBwIEDB/q4c/7+/qSmpuLnl0pCgh+VlSVSxbS3a66yMg2DoR5//0YiIiKIi1vKpUvHcToHT6+PBHK5nMcee4yOjg5UKhUGg4HSUnfNzkg6vMFNMjU1NQQHB3Pp0qWxmHwgAPRMp/wV7vT2n0RR/LFPO0+eJsr+etKnE7ki/O6tYLC32U79fxDP+JOsrKw+tSvDxXNkMhdhYS42bnySrq4uzpw5gyiKg2ZEJkyYwKxZswaozN0O2trauHjxItev51BU9ANmzbqOTqfj+eefp6TEfTP5cuG2tIRSX59Mampf92XOnDkkJCSwfft2n/tu2trauHTpEpcuXUKlUpGUlMTMmTOJiIigsrKSqqoqZsyYwaFDh6iudscbIyI+xmZzd3KLItTUJPX0Fg0uHO/ZtrExGaXSzrp1bnnUd999d8B27e3tXL58mfJyOVFReaSlhZGZmcmqVauora0d4PZFReUgCG4L5JFHHmHPnj04nS0+ff7hIJfL2bRpE7m5uVLcr3+Hd3NzsxRQHqqYVBRFaYCfp5l0rNDTPDlkA6V3CLicd7frdMcsmn379vHjH98i5EmTJqHT6SRZAM8F5a25cPr06TidzkG7ez3WyQcffMDixYtpbGwkJyfHa+D2oYceIiIigv379w+bmvUVISEhrF+/vk/djUwmIyEhAZPJRFxcHHV1deTm5kqxgf6oqJiIUtlOePityQJLly5Fo9Hw/vvvj4kLJggCmZmZLF68mK6uLpqamqRY01A3E7gbOaurJxIff3FAqlwQBKkh9pNPPhnxujxuX3JyMna7XXKx9Ho9y5cvZ/fu3X0eCDU1yajVFvz8mlEqR/YbekimsLBwyORCSEgIqamppKSkIJfLpSB3/1hhXV0dGo2GrKysQccC3QZGNaNFyJwuctBHuY145b1t0dhsNqlyctKkScyYMYPdu3d7raux2+2oB6nG6m2ddHZ28uabbxIXF0daWhoPP/ywdIOXlJSwfPlyOjo6RlzcNhTi4+NZtmwZ+/fv71OK7nK5KCoqkgTFIyIiMJvNPPDAA3R1dZGbm0teXp6Ufg0NLUapvCWLsXbtWpqamiT1utHAPdJ3ItOndzJz5kz+/Oc/09LSQlBQECaTiQ0bNiCTySgoKCAvL89rSb3DocblkmGxhEjjTNzv+1Fevom6ujzOnj1zW+vzNFyeOHGiJ3M1h8WLl9HdHU9p6VWMRqOkLwPQ3e2P1aoHZAOmVw6F4Uimq0uPVusmXE+j7NmzZ9FoNCQlJfUpqDx+/DiVlZUoFAo+++yzsSSZ0UMUYAyzTr5WKAuCsBF4G5gpiuKQKeI7ZtGcPHmS//W//pf0OjExUeq0DgwM5N133x3UNcjIyMBoNHLmTN8LeeHChYSFhfHee+/hcDi87h8REcHEiROZNm0aLS0tnD9/nry8vBE3MnrDpEmTpNjJcBZBbxiNRimuo1AopMBtfX09arWaTZs2kZ2dzeXLQ/cNjQRdXQ/xwAPx5Oe/I621tjYBpbKboKAaaeaTyWQiKCiI0tLSAW6f59LwxG2USiWZmVs4fbodjWZgdsmzz8hnVk/Hz8/Mp58G8cgjf2XChBRiYmKor6+XXKyhZoF5w3AkI4qQnf1Qj7bw4HEgQRAIDQ2V3L2ZM2fy9a9/XapzGiOMzqKZOEPknaFLQSSYhSEtmp4K5Tx6VSgDj/evUO6Z0vA+oAK+MRzRfG4WjSiKZGRkkJWVNWA+U3/0HrkC7gvc88Tfv38/giAMSlJOp5PExESpMdBsNksXRV5eHjk5OV4LzYbD/PnziYyM5K233hqxZomH8M6fP49Go5HS+MHBwWi1Wi5cuOBTf5WvmDp1KhkZsbz99u4+wXG7XYPn2dHV1cXVqze4du2aFK9IS0tj2bJl0g3eO52vVqvZunUrJ0/eQBS9C3XbbFqKix8mNfW9QRtc+8NkMjF16gR+9asqoqMvU1qaR2mpOwng0bSZOXMmTqdTcrGGq+D2xV0SBEhLO4XTOXSMRRRFsrOzsdvtlJWVYbFYRpQF+1wgAiPj4aEwCygQe35kQRB2AmsZOInhP4CfAd/z5aB3zKK5efMmTz/9NOC2YLZs2UJnZyfbtm0bdt/4+HhSU1M5cuSIFDC+fPkyOTluPZbBYi0evRdvI1r0ej0mkwmz2Yxer6egoMCnKmCZTMYjjzyC3W7n8OHDY+aChYaGsm7dOq5du0ZQUBAxMTHU1NSQm5srdVPfDubOnUtUVBTvvPPOgNL87m49oiig1VqwWvWUlCwiNfWDAdXLISHhhIdPZubMKOx2OyUlJaSnp3PixIlBM4HgthI8kxZ8sWrS09OZNWsWO3fupLPThSA4B62kVqkCkMsn8uij0QQEBEiBd49msAe+xmR8RVNTkzSILyQkZNTHGwSjs2gyZoi86eNnnS6UAr1vjj+KovhH6ViCsAlYIYricz2vnwJmi6L4jV7bTANeFEVxoyAIx4DvfmEWjUdlLzExkYcffpijR48yZcoUn/b1ZJ0iIyNZvXp1T7akesC0yN6YPn06GRkZvPXWW16b2zo6Ovjss8/47LPPUKlU0qyg0NBQSkpKyM3NHVBxq1ar2bhxI4WFhbelbTsYYmNjWbFiBe+8806fp3NUVBRms5l58+ZhsVgkgabh3LTS0ukoFDa+/OUI1Gq1NCO8P3or9KnVHcTEnEcQbt2kBQWzCAioobo6gQsXdNy48ToRERFs3ryZjo4O5s+fT3R0tFQJ3B+CAK2tEbS1TSUl5ZMhyWbixIlMnTqVHTt2YLPZhq2ibmqCsjIFXV27kcvlfYoXGxoapCruRx55hIKCAi5dujT0AX1Ac3MzHR0dZGVl3UmSGT1EwPfnUsNogsGCIMiAXwBfHsl+d9R1mjlzJmlpaWzfvh1RFJk5c6ZP+7rHqISwcuVK9uzZg8ViGbQIzy3NuQyNRsP27dslInI6lVgsQcjlDvT6xj4Xvc1mk0S/PdmijIwMVqxYQXV1NTk5OTQ0NLBu3TrOnDkjWVJjgfT0dObMmdOnG92Dqqoqqqqq+OSTT6TA7caNGxEEgfz8fHJzc726DUFBVej183A6G722FAwGvb7vkLrQ0GLa2iKIijrXI5+5mKefTuSdd96hsrJS0gX2yDhUVVWRl+fWs/H8PsHB+XR2BmG1GtBovJcSTJw4hbNnp3DjxnZE0bcsklJpJzzcXans0QT2FC+Gh4djMplYsWIFnZ2dlJWVERISMioXp7m5mba2Nq5cuUJERMRtH+dzgQj41lfqC4arUPYHJgLHehpMI4ADgiCsGcqquWNEo1AoCAoKkm5+hULhc7PZlClTCA4O5g9/+AMOh2NQklGpVNI8pv7Nl3a7lpKSh5DLLYSGFhMe7p0s+meLoqOjmTZtGhs2bKCyshKVSoVGoxlxMNIbZs6cSWpqKm+99dawqfampibOnTvHuXPnJLnQJUuWYDAYKC4uJjc3l8rKSuRyOV/5ykPk5lbw8cenhzzmcHAXzDUgk4mEhwcQExPJG2+cBSppaIhCre7Abnc3W/aXDLVYLD2C7fnI5WcGtWamTZuGv7+Z6upa/Pzc34HDoUSpHPqRrFZ3olZ7D9o2NDSwcOFCPvnkE3JycqSpGkaj0WuQezi0trbS0tLC5cuXiY6O9mmfLxy3N7zBG4asUBZFsRWQzLsv3HUyGo19bn7PDKYhF6NQ8Oijj9Ld3U1TUxOiKA4aqxiunUCjaSM9/SAqVdeg5fTeoNVqCQ8P5w9/+ANyuRyz2cxjjz2Gw+GQOppvp+hv8eLFGAyG22pT6Ozs7CMX6pk24BHRunHjBtnZw7t2bW3BWK1aQkMrvP5dENxd1J4ap7173wHcFpRe34Ra3bvPS+wjGRoYGIjJZJJmi3tS571H+86aNaunzeQQ4eF6BAGqq9Npbo7FZPqkz1A8X+GJyfR2lzzfVf8gd2NjoxTkHkw7prW1lcbGRi5evEh8fPyI1/OFwMWYBYNFUXQIgvAN4DC3KpRvCILwI+CiKIre043D4I4Fg8EdmOyd9Xjuued49dVXvW7r5+cnVQlnZ2fz8MMPEx0dTUVFxYBiPE/Bnkdxb6zgifO8/fbbAy5Ef39/KZisVqslV8ZbDUpv9O6UPnr06Jit1d/fn82bN5OdnY1OpyMxMZHW1lYpruPtRqqrS6Sz05+EhMH7nHrLefqiHeQNGo1GSp2HhIRQWlqKQqFAo9Gwb9++PkTrrjROwt+/FrXa95IB8E4yQyEsLEwqyhNFsWdAYL70G7a2tlJfX8+nn36K2Wwe2YceHUYXDE6dIfKSj8HgR4ZOb98p3FGi8ZR2ezAY0XgEsQ8fPiwpujmdTkkUKi0tjYSEBOrq6rBYLMTHx7Nnz55RtxP0hsctOXDgwLBCSp4bKS0tjcDAQKm3qP+cIJVKJQWTPTOHxgL9pxR4EBwcjNlsJjU1VRoDk5ubK/0G3d1u4SdPU2RvNDQko1Yn861vxbBr164R1QkNBZlMxurVq4mOjsbhcPSxKkbjjg5HMu3twdTVJZOUdN6rG6fT6SQyvHnzJteuXSMvL4+TJ08ybdq0217XbWJ0RJMyQ+QXPhLN2nuQaNauXdsnO+GNaNLS0pg7dy7vvPMO7e3tOJ3OQVPIK1euJDExEbvdTktLCzk5OeTn54/qglUoFFKNzmDl9I2NcWi1Leh0A4lNoVCQmJiI2WyWLLDc3Fzq6uokAS5fh8T5Ag8pv/vuu5Jb4nSCzaZDq71VlKjX60lNTcVsNku6Mbm5uYNagAEBc2hrS0et3jEm8SgPZs1aTHi4noMHDyKKImFhYZhMJlJSUnA4HFLxYu8H0nDwkEx+fv6gRY52u5rqajORkbk9ejiDw2KxYLVamTNnDtnZ2bzxxhtkZmaO6HOOEqMnmv/ykWg2fjFEc0c7sfoPkuuPuXPnEhsbKzUQDhb0lcvlPProo3R0dPC73/0OURQJCQnBbDbz+OOPY7VaycnJ6VPi7wu0Wi2bN28eVpC8szMAELwSjedmyc/Pl7RkPfosFRUVCIKAWq0eE40ab1MKAOrqkunoCCQl5dbF1tHRwZUrV7hy5YqULfJotFRUVEgD5pxOJ1OnTiU5OZk33/wIURw7ksnIWMHOnXrCwo7h5yf2rLWOuro6Tp06hZ+fH6mpqSxbtgx/f/8+IlqDPWzkcjmbN28mLy9vyEpqpdJKXNzgLqIHFouFqqoqjhw5wqxZsxBFccxqpT43jCy9/YXgjhKNtw5uhUKBKIo8+uijdHZ2sm/fvgEzlnpDJguhsfEpSkuP89lnty4sT2/K6dOnCQgIwGw2s379egRB8KkCOCgoiA0bNvDJJ59IadLBEBNzzacCNFEUcblcRERE8NprryEIAmlpacyePdtrv1Nv1NRkIgguwsO9j7NNS0vjgQceYMeOHQPcmvDwYjo7B5fu7D1F0uOOms1mFi1ahCAIuFwuduzY0afOZrRYuXIlTqeTqKjDyOV974LOTj2iKAfapNqm3kHu/qlzT0LAV5LxFRaLhcrKSg4dOsSsWbMAd7lE/6mqdz3GNr19R3BHXad/+Id/6DNs/vHHH+ejjz5i1apVXL9+XdKmGSzVGxISwtq16/jVrxrRaP6KUjn8jaDT6TCZTKSlpaHT6cjPzycnJ6dP0NYj+XngwAFqawefWzRSmEwm5s2bx9tvvz0gfuQhQ7PZjEwm65nEkCtNrOzsDKKzM4yQkIFpeHdLgTtIfbuWUVnZDMLDb6JW33KvFixYQGRkJJWVlSQnJ+NwOKR1+RIIttvVVFbOISHhuPSeIAg88sgj0tQLbygpmYRSaSU6evAqY0/qPCkpiY6ODgoKCjCbzWPWE9bR0UF5eTnvvfceixYtGvXxRonRuU4JM0T+1UfX6av3YIzm+9//fp+L7YknnsDf359Dhw5J5vFglkxiYiJLlizx2k7gK9RqdZ+gbXFxMd3d3ZjNZvbs2UN7e/ttHdcbpk2bJpHBcDEOrVYrZbAMBgOFhYXk5OR4FeQaqqVgJCgtnU1wcAF+fu509bJly1AoFHz44YeSq+ARqzKbzWi12mHF2p1OGTdvPs6ECTsQBBfXrv0d3/xmAy5XIydOnBh0LXa7GrtdhU7n2/cfHBzM5s2bEQSB7u5uKXV+uw8JT1HfO++8w7Jly27rGP3x7LPPcvDgQcLCwqQH6Pe+9z3ee+89SY/6z3/+82Czn0ZHNPEzRF70kWj+v3uQaH74wx9Klaomk0kateqJDQx2bk+aee/evWPSdQ3uoO3KlStJSkqiu7ub0tJScnJyKC0tHbVPvmDBAkJCQti/f/+IyUCpVJKcnIzZbCY8PJyysjJyc3MpLS1lyZIlqNVq3n///VGv0dNVLQgCq1evprOzc8h0u+fmMJvNQ4q119ZOJiTkJkqlE6XyOcLDyykr+3BUa62oMBEUVIlO1zHAXfI8PEwmE6GhodK6fB270tXVRWlpKTt37mT16tWjWmdveCQvnn76aYlo/vrXv7J48WIUCgX/9E//BMDPfvYzb7uPnmj+yUeieeEeDgY/8MADJCYmkpubi9FoHHQkrSAILF26FK1W26edYLTwHNflcvHKK68ASBo2y5Ytk9oOioqKRnROmUzGqlWrsNvtvPPOO7dFBna7XRqa5hFFT0tLY+PGjbS3t3P8+HEUCsVtN1l6IAju9a5fv57a2tohZ0OBd7F2s9k8QKw9PNxdGLdx4yYKCq5x6dLZEctEeFktNTUmUlKusnnzZnJzc6VgvdVq5caNG9y4cUNal6dq2jMccLCCPM8D5o033hhTkgG3wFr/4YO9raU5c+YMq1pw2xAZy8rgO4I7atH8+te/prGxEbvdzieffEJAQABTpkwhISGBmpoacnJyKCwslMadrF+/nqqqKk6e9E3/1BcolUqpTaH31IPeiI6OJi0tjaSkJJqamqS0+VBtAp7jlpWV9YlDjRYKhYKNGzdSUlJCWVkZZrOZ5ORkLBaLtK7hrDybTYVK1XftCoVC6moeTpjb4VBRUrKEpKSPkMluXcEdHSHI5d3Ex+uldXkEv69fvz7o93vruDJKSuaSlHR62HlXoOaxx9b3IZnhEBoaKqXOPXVEeXl5NDU10d3dTUlJCa+++iqPPfaYT8cbKUpKSli9evUAXWyARx99lK1bt/Lkk09623V0Fk3sDJH/5aNF84/3oEUTFBTE9evXuXr1KoIgUFdXx1//+lfA3amcnp7OggULaG1tJSQkhJMnT3Lt2rUxO7+fnx+bNm3iwoUL3LgxcC63B5WVlVRWVnL06FHCwsKkTFFnZ6eUNu99c+t0OjZv3szly5fHdL0ajYYtW7Zw5coVaUpBdXU1x44dIygoCLPZzObNm3G5XFLQtn9mraEhitraFNLSTiOXu60zlUrFli1buHr16pDTDzyQyRxotQ10dwei090KoldUzEevr0WjOUNJiZWKigD+4z8Cqa2tJT4+HpPJNGT8xE0uIi0tMQQFDS425XaXBicZh0OJTOaWlehtPXmGA54+fRq9Xk9KSgqzZs3ijTfeoKOjg29961tjLVjlE3784x+jUCh44okn7swJ/gbS23fcovGMqx3M9I+KimLt2rWUl5cTERFBa2urdHOPpvYkLCyMtWvXcvjwYWkK5EgRGBgoZYqcTqcUGF2+fDlHjx6VBpiNBTwtBSdPniQ/P3/IbT31J2lpaWi1Wklbx3NzNzTEYjDUo1J1o9Vq2bp1K+fOnRt1F3p19Uw0mmYCAwvo7o5CFFdiMBRRX5+P0VghxU/MZjMhISFexdqtVj0ulwKt1ntWyxOTGcqSKShYitXqT3LykUE7xD2w2WyUlZXx1FNPYbPZCAsL4z/+4z9G9T0MBm8Wzeuvv84f/vAHjh49OlRd2egsmugZIv+fjxbNv92DweCMjAzq6uoICAjAYDAMGLCVkZHBnDlz2Lt3r5RODQkJIT09ndTUVMmiyM3NHdEAdU/Gat++fWM2T9vPz49Zs2YxY8YMWlpauHHjBjk5OWNy/MFaCnyBR1snLS2NkJAQqbO7vLwcvV7P1q1b+eSTT6TudACrVYfFEkxw8MjOZbfrEAQnej3MmvUlTp8uo7DQhlbbTEREX3dhpGLt4BvJQN853UPBZrNRVFTEz372M1544YURfdbbQX+iOXToEN/5znc4fvw4oaGhQ+06OqKJmiHynI9E8x/3INHYbDZ27NjBq6++ypUrV1Cr1RgMBgwGAzExMTz00ENDTicIDAwkLS0Ns9ncJ2g6VB/O5MmTmTJlis8zkXxFcnIyixYtktLXnlodg8FAQUEBOTk5tzWz21tLwe3CIwhlNpuJj49Hp9Nx9uxZzp8/36eMoKEhnqamBFJTj+N0yqivTyMy0rc2CY+FdObMmZ4hetMICclFpRq6xikyMhKz2UxSUpLX4kW5XM6WLVvIyckZE1lTu91OYWEhP/rRj/jOd74z6uMNh8cff5xjx47R0NBAeHg4//7v/85PfvITrFYrwcHBgDsg3HvWWS+MjmgiZ4h8xUei+ck9SDS94XA42Lt3L7/73e+4ePEiCQkJdHV14e/v79OUP4PBIJEOuIfQ5+Tk9CmMW7BgAaGhoezfv3/Q+pzbQWZmpkRe/S0rT3o6LS1NUuvLyckZdFBab/SeRnk7OsaDwTMO5tNPPyU0NJSkpCSam5t7dXZ3Y7O5B8ZZLEGUlc0iNvZSv2kHKhSKvg8AnU7HY489xvHjx4etpgZwufCqHdxfrL2wsJCkpCSuXr06ZiRTVFTEv/zLv/CDH/xg1Mf7HDA6oomYIfKUj0TzP/c40Xjw1a9+lSlTphAXF8dvf/tbzp07h0wmIyAggICAAJ8Gcun17qxHWloaKpWK/Px8oqKiaGlp4ciRI2PaqzJv3jypYG448pLJZCQmJpKWlkZMTIwkcVFcXDxAg8bTUrB79+4x65SGWxZS/1GyISEhpKWlkZKS0qclob29na4uAzKZU5JpaGjIoKZmDhMm/FlyUfz8/Ni6dStHjx4dkMYdDHl5C1Gr24mJuSIFpvvDz8+PL33pSzidTmQyGcXFxZIWsOd37OgwAjL0+sHbLDxwOBwUFhbyne98h3//93/3aZ2+wFtBXlNTE1u3bqWkpISEhAR2795NYGDg7Rx+dEQTPkPkCR+J5pf3CdFYrdY+M5tcLheHDx/mN7/5DadPn0YURYxGo8+kYzQa2bp1K4A0jKx/y8HtQBAEVqxYgSAIfapnR7J/TEwMaWlpJCYmUldXJ6XzJ06cOOqWAm+IjY1l+fLlw1pInrG+ZrMZpVIpyUl4iEkUoaJiEYGBefj5VSKXR/L00ys5evTIiALrdruShoYUQkKKUSoHVksrFApJU+fKlSvI5XISExMxmUx9xNoPHowmMLCEkBDv0xc8cDgcFBUV8cILL/CTn/zE53X6Am8Fed///vcJCgrin//5n/npT39Kc3PzYAV5w2F0RBM2Q2STj0Tzu/uEaIY8mShy7NgxXnnlFY4dO4bT6ZRIx5sMaEBAAJs2beLkyZPk5eWhVqulbIzRaKSwsJDs7OwRx04UCgXr16+npqZmzGp6IiIiSEtLY/LkyQiCwCeffEJubu6YSTIkJyezcOFCdu3aNaIOds/4F7PZjNFopLi4uMf1q0IQxJ7vcS1WazXh4R8jl4+NS9qfZLzBI9aelJQ0rFi70+mkqKiIr371q/ziF78YkzX2R/9gr9ls5tixY0RGRlJdXc3ChQvJzc29nUOPjmhCZ4is85FoXh0nmr4nFkXOnDnDK6+8wpEjR7DZbAQGBmIwGFCr1QQGBrJp0yYOHjzotUfIEztJT0+XsjHZ2dle1ft7Q6vVsmnTJq5evUpWVtaYfqZly5ahUqk4d+6cJFBls9kkN2YkBNEb6enpzJ49m127dg2bnevu1qHReA+SezqozWYzkZGR1NfX97iN+ygo6B7Sdek/bG4o+EIy/eERazeZTAPE2j0k8+STT/Kb3/zGp+PdDvoTjdFolCxHURQJDAy83Vjb6IgmZIbIGh+J5s/jRDMkLl68yMsvv8zhw4exWq0YDAaio6N9Ks2Xy+UkJSWRnp5ORESE1OfUe7xKa2sY0dF2tm7dwPHjxykoKBiztctkMtasWUNra+sAcS2DwSDV6sjlcol0fBWCyszMJDMzk927dw8reC6KkJu7iLCwPIKChibc0NBQtmzZQmVlJWFhYdTX10ttB97OU1Q0HaWyi9jYobNXt0My/eERa09NTeVPf/oTXV1dTJkyhf379w8ooRhLDEU04M6SjkTAqxdGRzTBM0Qe8ZFoto0TjU949dVXefXVV6UBc+3t7QQFBeHv749GoxlWS8RT35GWlkZsbCzl5eXk5OTw6achTJyYhFx+Ykx1iJVKJRs3bqS4uHjY2VD9JS48afPB0t4zZ84kKSmJvXv3+pxlcziUCII4pAsUFhbGunXreOedd6S4TXh4OGazmZSUFDo7O6X0tMeNsdnUVFVNIC7uM2Qy75fNWJBMb7hcLioqKpg8eTLx8fE0Nzezd+/eUR93MNy1rlPwDJHlPhLNjnGi8QnZ2dkkJydLMZvc3FxeeuklDhw4QEtLC0ajEYPBgFarHZZ0PCJQs2fPJiEhiaKiAq5evTri5srB0LulICvrKtXVJuRyO6GhxcOOjFWpVFK8KSgoiKKiInJyciTXb968eYSHhw8Q+x4tPFmrvXv3Slo5/WE0GjGbzX3cmJycHJqamgd1nTwkc/PmzTFxSV0uFyUlJTz88MPs2rXrcxGr6k803/ve9wgODpaCwU1NTfzXf/3X7Rx6dEQTNENkiY9E8/Y40YwaRUVFvPLKK9KTODAwEH9/f3Q63aAX4sSJE5kxYwZ79uzBaDRKzZUNDQ3k5ORQUFBwW53TnpaCEydOUFBQgCi607QVFemYTGd9nk0Nt3SJ09LSiIyMxOVyYbFY2LNnz5h1uMOt6RL/9//m43K1EB5+vU9TpTd43Ji0tDT8/PwkbZ3eAXiFQsGWLVu4cePGmJCMKIqUlJQwf/589u3b97mQjLeCvHXr1rFlyxbKysqIj49n9+7dBAUF3c7hR0c0xhkiD/lINO+NE82YoqKigldeeYW3336bmpoajEYj/v7+6PV66cKcM2cOCQkJ7N27dwCZeLJEKSkptLa2kp2dTX5+vk/paE9LwYcffijNPRoLCILAypUr0Wq1dHR0EBcXJ3XB954WeTvwpMZ3795NSUkILpeC4OB8n0r9PeivrVNaWkpBQQGzZ88eU5IpLS1l5syZfPDBB397spveMTqiCZghMtdHovlwnGjuGOrq6njllVfYtWsXlZWVGAwGIiIimDRpEjk5OcO6Hv37r7Kzs8nLy/Oa4RnLloLekMlkrF27lsbGvup1ni743hIXBQUFgxKiRwCrNxISEliyZMmIU+PDrTcpKYlVq1YhCIJUMd1bA3ikEEWR8vJyJk2axEcffYRsJGbhCPDLX/6SV199FUEQmDRpEn/+85/RaDR35Fw9GB3RGGaIzPaRaI6ME83ngqqqKpYvX057e7vU8Onv74+/v79PT8f+/VfZ2dnk5ubS0dEhtRSMZviaN/TWqBkqoBwaGkpaWlqfhtTeEheiKJCbO5e4uGvodO71JScns2DBAnbu3Dnq3rCiohlER19DrbYOcJciIyNJS0sjOTmZtrY2SVvH12ZZz2RMk8nE8ePH7xjJVFZWMm/ePG7evIlWq2XLli2sWrWKL3/5y3fkfD0YPdHM8JFoPhknms8F169f58yZMzz//PO0trbyxz/+kW3btlFYWCgRjr+/v08Xcu/+K71ej0KhYM+ePWMqeK5Sqdi8eTM3btwYUabGE28ymUyIoij1hlVWylEq7Wg0FkwmEw8++KBP9Te+oKQkE63WQnR02ZAxmd6D7pxO57CC6KIoUllZSUJCAqdOnfKpN+52UVlZyZw5c8jKysJgMLBu3Tq++c1vjpm28CAYHdH4zxCZ6iPRnBwnmi8UHR0dvPbaa7z++uvk5ubi5+eHv78/BoNhWNKZOnWq5IalpqaiVCqlG/s26yoAd9Zq69atXLhwYVRD6Pz8/KS0uVqtJi8vD7vdTnp6Ojt37vTqZlksBux2DYGBvrt/DocKQVDx1FNrfI7JeNZmNpvRaDSSto7H7RRFkaqqKqKiojh37pxPbSmjxUsvvcSLL76IVqtl2bJlkqbSHcToiMZvhkimj0Rzdpxo7hp0dXXxxhtv8Kc//YkbN26g0+kk0ulfEDZv3jwiIiLYt2+flAHyTDlIT0+XRr5kZ2ePaJqDR0vGk7UaK2g0GhYvXkxaWhrt7e0UFBR4bdOor4/GYgkiMdF3BUFfskvZ2XNJSPisz1RND3oLZxmNRt544w0aGxvRaDRcvnz5cyGZ5uZmNm7cyK5duzAajWzevJlNmzYNJsE5Vhgd0ehmiKT5SDSfjRPNXQmr1dpHU0ej0WAwGAgICCA+Pp7MzMwhmy49/Vfp6ekEBAT4pF0TEBDA5s2b+eijjygtLR31Z6isTMPfvwGDoYHJkyczceJEdu/eDSBJXISFhUkB2/LychwOOS6XfNhxsh54SMYj3TrUWgyGOvz9h+7EFgQBp9NJTU0NwcHBrF69eswbJb1hz549HDp0iNdeew2AN954g3PnzvHb3/72Tp529EST4iPRXBsnmrseDoeDPXv28Pvf/57Lly+TlJREa2srRqPRp7iBUqnso4ZXVFREdnZ2n0rk4OBgNmzYwPvvvz9mFcqFhTMIDS1i0aJEUlNTefvttwekwntXTMfExFBZWUlOTg4lJSXD1ur4SjLgPevlDbW1tWi1WrKyslCpVJSVlZGYmDj8jqPEp59+yrPPPsuFCxfQarV8+ctfZsaMGfzDP/zDnTzt6IhGO0Mk0Ueiyb6HiObQoUN861vfwul08txzz/HP//zPt7e6uxRf+9rXMJlMJCYm8rvf/Y5z586hUCgkyVJfTPz+/VclJSXU1tYya9Ys9u/fP2qZi96wWrU8+GAmycnx7N27d1ji6C1xkZCQMGTx4khIxlfU19cjl8u5du0aer1+TI45Evzbv/0bu3btQqFQMHXqVF599dU+0iZ3AKMjGs0MkVgfiabgHiEap9OJyWTio48+IiYmhpkzZ7Jjxw4yMjJuf5V3GTo7O/sITbtcLg4dOiRp6gAj0tSRyWTMmDGD+fPn09nZSWlpKdnZ2ZSWlo5Je8GDDz5IZGTkbbcreIoXk5OTaW9vl9LmDodjzEmmoaEBURS5du0aBoNhTI75N4DREY16hki0j0RTfI8QzdmzZ/nhD3/I4cOHASS/+m9EUnHUEEWRjz/+mF//+tccP34cp9MpyVt409QBt5j64sWL2b17NxaLRRoiFx8ff9vD7Tx46KGHCAoK4t133x0T5UFPatpsNhMUFER+fj4ff/zxmBT6eWaAXbt27XaV6oZFS0sLzz33HNevX0cQBP70pz/xwAMP3JFzjQCjIxrVDJEQH4mm+h6Z61RZWUlsbKz0OiYmZtiu5XsJgiCwZMkSlixZgiiKnD59mpdffpmPP/4Ym80mWToeUzwlJYX58+ezY8cOqWCutLRUCgJHR0eTnp7OwoULaWhoIDs7m8LCQp+qaxcvXoxOpxszkgE3GZw/f57ExEROnjyJKIqsW7cOuVxOXl7ebaf0PUPerl+/fsdIBuBb3/oWK1as4O2338Zms42pgP0Xhr+BuU53dIDc/Q5BEJg3bx7z5s1DFMU+mjpdXV0kJiZSXl7O9u3bB20Z8Ay3A7cLk56ezrx582hpaZFcGG/6MEuXLkWhUEizz8cKCoWCrVu3cu3aNcldunDhgtRcuWzZMvz8/CRhKl+KF5ubm+no6CArK0uaGHAn0NrayokTJ3j99dcBdzHkYFbm3xREYOx6a+8IxpxooqOj+8wmqqioIDo62uf9y8vLefrpp6mtrUUQBJ5//nm+9a1vjfUyP3cIgsDMmTPZtm0bAP/7f/9v/vKXv9Dc3Exzc7PkXg2lqVNTU0NNTQ2ffPKJ1G7w5JNP0tHRIc2/6u7uZuXKlTgcDj788EOvx6mtNWE0lqFWj0xG1BvJeNDZ2UlWVpaUJUpJSWHu3LkEBwcPkLjojebmZtra2sjKyiIiImJE6xkpiouLCQ0N5Stf+QpZWVlMnz6dl1566QsJOI8p7sfZ2w6HA5PJxNGjR4mOjmbmzJls376dCRMm+LR/dXU11dXVTJs2jfb2dqZPn87+/fvvqWCyKIr88pe/5IUXXkCtVpOTk8NLL73Ee++9R0tLiyRv4YumDrj7r9LT0zGZTAQEBFBXV8eBAwe8auuKIty4sYaEhDP4+fleQKhUKtmyZYtXkhkKnuyaR+KivLycGzduUFZWRmtrK83NzVy6dIn4+Hifj3m7uHjxInPmzOH06dPMnj2bb33rWxgMhjs2uXIEGF2MRjZDRONjjKbrHgkGA3zwwQd8+9vfxul08uyzz/Liiy/e3uqAtWvX8o1vfIOlS5fe9jH+llBUVMRLL73E/v37fdbUAbfFtHbtWjo6OmhtbZXmX3mG7rW3twNuhb2amsnExPh4YXL7JONtjXFxcfj5+XHkyBFaW1v5+c9/ztNPP41Wq73t4/qKmpoa5syZI42LOXnyJD/96U95//337/i5h8HoiEaYIaLw8fd03ENEM1YoKSnhoYce4vr16/dTqlNCeXk5L7/8Mnv37qW2ttarpg640+Pr16+nurqaM2fOSO/7+flJ868UCgV5eXlkZ2ePSEDbQzJXr17l2jXf2xGGQmtrK3V1dbz22mvSMMGvfe1rY3Ls4TB//nxeffVVzGYzP/zhD+no6OC///u/P5dzD4HREw2+PjiGJxpBEFYALwFy4FVRFH/a7+/fAZ7D7bDVA8+KojhkCftdSzQWi4UFCxbw4osvsmHDhi9qGXcNampq+PWvf83u3buprKzsI28xefJk1Go158+fH3R/rVYrkY5Wq5XkN4fqv7oTJNPW1kZtbS2nT59m4sSJY3LMkeDKlSs899xz2Gw2kpKS+POf/3xHs1w+4q4hGkEQ5EAesBSoAC4Aj4uieLPXNouAT0VR7BQE4e+BhaIobh3yrHcj0djtdlavXs3y5cs/l7nJf2toaGjg97//Pdu2baO2tlYqpPNVU0etVveZHe6Zf9U7Q3QnSKa9vZ3q6mpOnDjBlClTxuSY9wjuJqJ5APihKIrLe17/AEAURa+NZoIgTAV+LYri3CHPercRjSiKPPPMMwQFBfGrX/3qto/jdDqZMWMG0dHRY57ivVuwfv16Fi9eTFdXF9u2baOoqGjEmjqe/qv09HQpQ5Sfn8/8+fPvCMkcPXqUmTNnjskx7yHcTUSzCVghiuJzPa+fAmaLoviNQbb/NVAjiuL/HfKsdxvRnDp1ivnz5zNp0iTpRvnP//xPVq1aNaLj/OIXv+DixYu0tbXds0RTX19PaGio9NpisUiaOnl5eSPS1AF3hshkMrF8+XJcLhc5OTlkZ2dTUVExqoI/i8VCZWUlhw4dYu7cIR98o8adfsD867/+K0FBQXz7298G4MUXXyQsLGy0JRijJJrpIpzzcWtVKdDbX/6jKIp/vHUs34lGEIQngW8AC0RRHLLN/64jmrFARUUFzzzzDC+++CK/+MUv7lmiGQpdXV385S9/kTR19Hr9oJo6HiiVSrZu3UpWVhY3btwgISGB9PR0qTYqJydnxP1XHR0dlJeXc/DgQRYuXDhGn25w3OkHTElJCRs2bODy5cu4XC5SU1M5f/78aAsNR0k0U0U47uPWAWPiOgmC8DDwCm6SGVYd7Z6sDP72t7/Nf/3Xf0kp3fsRWq2Wr33ta3zta1/DarWyfft2Xn31VbKysvpo6nhIpzfJeNyloqIiioqKpLR0WloaS5cupbq6muzsbIqLi4fsv+rs7KS8vJx9+/Z9LiRTUVHB+++/Lz1g7gQSEhIIDg7ms88+o7a2lqlTp97RambfMKYVexeAVEEQEoFK4DHgS7036InL/AG35eOTBOM9RzQHDx4kLCyM6dOnc+zYsS96OXcF1Go1X/nKV/jKV74iaer84Q9/4NKlS6hUKoKCgjAajVy6dIns7OwB+3tGnPTvv1q0aBH19fWShERvjZuuri7KysrYtWvX51YD9Xk9YJ577jlef/11ampqePbZZ+/ouXzD2DU7iaLoEAThG8Bh3OntP4mieEMQhB8BF0VRPAD8N+AH7OlJPpSJorhmqOPec67TD37wA7Zt24ZCoaC7u5u2tjY2bNjAm2++OaLj3KVdvmMKh8PBrl27+OY3v4nRaKS5uXlEmjpwq/8qOTmZlpYWjh07Rk1NDQUFBWzbto3169ff4U/hxsGDB/nggw/47W9/y7Fjx/if//mfO+Yy22w2Jk2ahN1uJz8/fyzmfY/SdcoU4QMft469N7q3v2j85Cc/kaQpPBfcSEkG7tEu335QKBRYLBZefvllHn/8cT788EN+85vfcObMGQRBICAgYFhNnf79VxaLhbKyMsxmM62trVit1jstGgXA6dOnOXDgAB988IH0gHnyySdv67cfDiqVikWLFmE0GseCZMYId3ez0z1n0fTG7T7ZWltbmTJlihSfuN8giiJHjx7l17/+NSdOnPBJUwfc+srFxcX89re/Zc6cORw4cIBvf/vbd3Q8ijfcaYvG5XIxbdo09uzZQ2pq6lgccpQWzSQR3vFxa9MXYtHcmSlcdwkWLlx4Wxdb7y7fqVOn8txzz3ltULxXIQgCDz/8MPv376exsZH33nuPmTNnUlVVRV5eHvX19QNkLWw2G8XFxfzqV7/i6aefxmQy8d3vfvdzJ5k7jZs3b5KSksKSJUvGimTGAC6gy8f/vhjc0xbN7eIu7vL9QiGKIufPn+fll1/mo48+oru7G6PRiFarpbKykp/97Ge88MILX/Qy/xYxSosmQwRfXcTp4xbN3YKYmBhiYmKYPXs2AJs2beLy5ctf8Kq+eAiCwOzZs3nrrbeoq6vj5MmTPPzww1RXV/Od73znjpFMeXk5ixYtIiMjgwkTJvDSSy/dkfP87cKTdfLlvy8G40TjBREREcTGxpKbmwvA0aNHb0sP55e//CUTJkxg4sSJPP7443R3j0xo6m7H5MmT+dOf/kRbWxs/+tGP7th5FAoFP//5z7l58ybnzp3jN7/5zagmd9578NTR+PLfF4NxohkEr7zyCk888QSZmZlcuXKFf/mXfxnR/pWVlbz88stcvHiR69ev43Q62blz5x1a7b2NyMhIpk2bBoC/vz/p6ele1fruX9z9Fs29FakbQ0yZMoWLF30Xh/IGh8NBV1cXSqWSzs5OoqKixmh19y9KSkr47LPPJLd2HPC3oOU5btHcIURHR/Pd736XuLg4IiMjCQgIYNmyZV/0sv6mYbFY2LhxI7/61a/uSyG0wSFyt2edxonmDqG5uZl3332X4uJiqqqq6OjouCPFY/cL7HY7Gzdu5IknnhgXQhuAu991GieaO4QjR46QmJhIaGgoSqWSDRs29JHZHIfvEEWRr371q6Snp48LoXnFONHct4iLi+PcuXN0dnZKlbbp6enD7vfss88SFhbWR+ayqamJpUuXkpqaytKlS29rQNvfMk6fPs22bdv4+OOPmTJlClOmTOGDD3zt7bkfMJ51um8xe/ZsNm3axLRp05g0aRIul4vnn39+2P2+/OUvc+jQoT7v/fSnP2XJkiXk5+ezZMkSfvrTnw6y970JzwC+q1evcuXKFa5cuTJiIbR7G3e/RTNeGXwXoqSkhNWrV3P9+nUAzGYzx44dIzIykurqahYuXCjV+IzjnsAoK4PjRfhnH7f++nhl8Di8o7a2lsjISMBdTOjLmNm/JRw6dAiz2UxKSsp9Z62NDcZdp3GMMQRBuKc6yp1OJy+88AIffvghN2/eZMeOHeNVvyPG3e86jRPN3wDCw8Oprq4G3CODw8LChtzeW0D5e9/7HmlpaWRmZrJ+/foRDZG7kzh//jwpKSkkJSWhUql47LHHePfdd7/oZf2NYdyiuetx4cIFMjMz6e7upqOjgwkTJkixkbsFa9as4S9/+QsAf/nLX1i7du2Q23sLKC9dupTr169z9epVTCaTJA72RaOyspLY2FjpdUxMzHh7wYhx91s0wwWD7wsIgvB/AQ2gBSoGG5b1Oa1lB7AQCAFqgX8D9gO7gTigFNgiimLTMMdJAA6KojhgHKQgCOuBTaIoPjGWa78djHSO0DgGQhCEQ7ivF1/QIIriiju5Hm8Y73Vy40e41d+7gW9+kQsRRfHxQf60ZAxP8yywawyPNxpUArG9Xsf0vDcOH/FFEMdIcd+7Tj0Ixq3q7o/bsrlnIQjCi7id9be+6LX0QBrvIQiCCvd4jwNf8JrGMcYYJxo3/gD8H9w338++4LXcMQiC8GVgNfCEeJf4zKIoOnBPOzwMZAO7RVG88cWuahxjjfvedRIE4WnALoridkEQ5MAZQRAWi6L48Re9trGEIAgrgO/jnix4V410EEXxA3yfFzKOv0GMB4PvQQwSUP4BoAYaezY7J4ri176QBY7jvsM40YxjHOO44xiP0YxjHOO44xgnmnGMYxx3HONEM45xjOOOY5xoxjGOcdxxjBPNOMYxjjuOcaIZxzjGcccxTjTjGMc47jjGiWYc4xjHHcf/Dwpv9JYrwJ+oAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# unfiltered 3d deformation field\n", "fig11 = quiver_3D(-u, v, w, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1}, filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# filtered 3d deformation field\n", "fig12 = quiver_3D(-uf, vf, wf, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1},\n", " filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig11.savefig(os.path.join(out_put_folder, \"real_data_unfiltered.png\"))\n", " fig12.savefig(os.path.join(out_put_folder, \"real_data_filtered.png\"))\n", "\n", " # This needs a working ImageMagick installation, and probably works only on linux\n", " try:\n", " import imageio\n", " plt.ioff()\n", " f1 = plt.figure()\n", " plt.imshow(ims[0])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f1.savefig(os.path.join(out_put_folder,\"tem1.png\"))\n", "\n", " f2 = plt.figure()\n", " plt.imshow(ims[1])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f2.savefig(os.path.join(out_put_folder,\"tem2.png\"))\n", "\n", " i1 = plt.imread(os.path.join(out_put_folder,\"tem1.png\"))\n", " i2 = plt.imread(os.path.join(out_put_folder, \"tem2.png\"))\n", " imageio.mimsave(os.path.join(out_put_folder, \"reaL_data_max_proj.gif\"),[i1,i2], fps=1)\n", " os.remove(os.path.join(out_put_folder,\"tem1.png\"))\n", " os.remove(os.path.join(out_put_folder,\"tem2.png\"))\n", " plt.ion()\n", " except Exception as e:\n", " print (\"failed to write gif of collagen embedded cell:\")\n", " print(e)" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python [conda env:openpiv] *", "language": "python", "name": "conda-env-openpiv-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }