train_sfno.ipynb 423 KB
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{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "# Spherical Fourier Neural Operators\n",
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    "\n",
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    "A simple notebook to showcase spherical Fourier Neural Operators\n"
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   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.cuda import amp\n",
    "from torch.optim.lr_scheduler import OneCycleLR\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "from math import ceil\n",
    "\n",
    "import time\n",
    "\n",
    "cmap='twilight_shifted'"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [],
   "source": [
    "enable_amp = False\n",
    "\n",
    "# set device\n",
    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.set_device(device.index)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training data\n",
    "to train our geometric FNOs, we require training data. To this end let us prepare a Dataloader which computes results on the fly:"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
   "outputs": [],
   "source": [
    "# dataset\n",
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    "from torch_harmonics.examples.sfno import PdeDataset\n",
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    "\n",
    "# 1 hour prediction steps\n",
    "dt = 1*3600\n",
    "dt_solver = 150\n",
    "nsteps = dt//dt_solver\n",
    "dataset = PdeDataset(dt=dt, nsteps=nsteps, dims=(256, 512), device=device, normalize=True)\n",
    "# There is still an issue with parallel dataloading. Do NOT use it at the moment\n",
    "dataloader = DataLoader(dataset, batch_size=4, shuffle=True, num_workers=0, persistent_workers=False)\n",
    "solver = dataset.solver.to(device)\n",
    "\n",
    "nlat = dataset.nlat\n",
    "nlon = dataset.nlon"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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gFX8zLLH2VPsO62MBe3n6WipyaSA39Ip1vKtQpqQtR/HYKi4vPe5j5hV23uBbh+8cQkqkVsg8vm9pDEWv5Ivf8Ol8/ud+pvnJn/2Vb/upn/2ff/PUqVPftLe3930hhONDfSd2iwkkT18n8zGXLgkh8q2trTeV1n7t6++9y7y0fwejNcXwbEZ5doTZ2mT0vFdSrF9EmQFT17Jf1+zXLYe1Zd56Fo2ntTF6aW2gbQO2O+oQ2SZgm7gZXRXwlSe0qQ7TOOgCtC7ODghi/SLVYADUUCEziS4FxVCRF4K1kaTMJKeHmq1BTqk1p8qSMqVJrpnhu4quOqCb3MBVE3xdJeBfR3AegkeoVMTNS4QQqOE6AGa8RTaKYgZZfxOhSgAWvmPStkgBs9bSpMKx8wEhYJDFLtQgte9zIbHNIQDN4RWa/UvYw13s/g5uOsMtGoJ18XyEQGYamWlUv0Svn0INxujxFirvUXWBf/Fvf4af/k8/2+7uH3zt/v7+D4RV2HViS1szo/DJax//uJ7773Z+7iRdejJNa/3yc6c2f/qVw9Obz8/uxcwlohebOcWZIdn5c6y98DPIh9s0CHaaOTcXNQdVx7Tx1Cl6samA6VKNQYhVQwgpQWqQLv0gB5BQSkLnCSb9PBiWNx+RSfABWUpUIZFaUA4lWsNoGCOYcU+xNTBkSjLOM0ZZjhYSgce7LuJi2jm+XfCH7kMh08nKiIVRCmFyhFToYoTvarLhGaQqCMDMtQA0zrG7aBACpo2jtUfHFyI+Z1xoxoVmvchBZKxlBb3TfXS5RtO7RJsV2GIHA7jJBF83+M4ipEQoSfAepCAET7ANojdm2BvwF/7sV/Ilf+KN2ff/8I9838/9z1/4K0KI14UQ3nn7VsVHhz2dI5mPCScjhBjceW77nzxztPmFrx0+X5Suj3dwehtGpwRnPuEO8ov30LvjOZhyAycU07Zit2pucTCdC6kzszxuzHiEEUfORoKQApOD6wJOB0yPiH+xsZgRQiB0oIpY35BKoLKEMRmmeaFSYoxg1JOMC0WmJKd6OX2jyVWsw6jgcbaO7Wq/RPvamBYtUzMpwEuEYuVkhJDRwSiDkAppythNMj2kygjB0glJJhU3qgV7VYMPsDuL3alZ42i7owhYSsHO1DIsJeOi4fyoZNZ2bJYlw+E5VN6nd+Z+moPLNAdXsOVN3GxCaGqCtSAlQuvYXveOYDt8u0CXYwDWNs7wTV//DeKzPuPX7/2Wv/2df3D3XXf+3YcefuSbTjA20U5qMk+xFUXx2gubmz/xoNwenu2dByfpl3DfPdDfUIzuWUMNR6w/99WQDZnYhmsH++xVHZPaUac0x/qAD8QUI5VPEv4O5yA3AucDzgvKEqwNWBs/+OADTR3I8uiMIDqktgn0hxLbBQYDiXVwahQPPigi4K5nFKf7OUoIBpmhVIZMKCQBH2wEx3V1fCRkLz51qqRESJV4AJYnLRBKR4ezTJ1W/0cStChOGahcR+s8hVZcmzZoFZ3JvIrXpDvmaIwRzCvPtPRMG49Rgkm/Y3vQYz0fxs9i/U6EzmhNiS1u4hczfNuQLhJCqejEs9giJ/joEFOb/MUvfZD////94+IH/vE//Pqf/o//+UuNMZ/Zdd1bb/OS+YgzgUA/jSOZj9qajBBi/a7t7X912vPqB83zMaJAC7hjXTAew10PjijvPk959wP0zz2AKtbZbeNd++a84aByNF3kcoEjjJyWEd6vUuZx/PK5lEX4EGjaQGYEnT36+7YLlIXEuUCeCZyHXAukhFxHj3Wqb2isY6OX0TPxHrBe5GQyDipkQiGDw/t2lSb5boFr5ildqo8Qvl0bnY6zMR1ZXhulEToWflUxQJVDVNbH9DYQymDKdQKSQ9vgg+fydEHnPY/uR4ewN3FUdUwVu/boAugEEu6VkmE/vp9zaxlnBwV3DAYAZICt92mnkR2im+9jpzcJ1iJ0GuLMe6higC7X0PkwTY/3V8hj18353d/5Nb75276dQa/8T7/467/zOSGE5jYun48o2zDj8JqNlz2u5/7LG//5pCZzO+zM5safvGvr1D997fCO7ALnOGxglAnOn4H1M4LxxT7FndtkZy9SbN7FnsjIbcPl6YKdece8cbQ2HAffYpRAqzhDBDFFMCohc4+9tguBugtsDqMTUe8HJWWkYNF6TvXjrsyUJNcS5wMbZU5lHQNj6BuD9Z5CaTQyzkIFhw9LeH8bUb2ui3WY1FsWyiBUao/bjgAIbMLiqKMTCT6OB9gOxxyhM3Q2wLsWqQr62nDYNqwVGddmNf1cMW9cvA45zGceKWNEFnzE+iktOEx4ofFQ8chuy7yJFBI9oxlmGWvlJlIXBG9ReR9bDnHNguAdQgiEiQhkaWJEI1WWTjjmozob8sDzH+THf/gf8aP//Edfe+nazWta68+01v6v27SEPqJMAOppHMl8VDkZIcTWK55773tedOdW/w3FvdSHGZMa7lgDY2C0Idj+tGeRbd/F4MILyIfn2Gkrrk3nXJm09DPJwcJi4zgOWkW4tlbE1CWLm7jUMZWBGNlYH8iOeRMBVNbRN5raOkqjcD5QaEVtHYPM0DrPKDdUnWWYZxipcMHTU4bWxOlrjQC1jIQ6/LHZo+BsrF8kaO0yrZAmx3cglmFFon5YxRvLiCZ4grUE2eHaBcIqpM5xqW5jegqNZGAyCh1HF/qZ4tJBjRoKbh5YhkPJdOrRRmDb5GjagFRQLcBay2iguLZvcaHiwlrOYdPS9R2nsgHCN2SmRGUDXDtbDXYuhzcJfjVvJaTGJzAggNIF/Y07+Yo//RW88sXPXftb3/OPf/ns2bP/7Pr16//7xxq2RgBaPH0xvx816ZLW+qX3nN/61a/8jAe5cBmuX0mdHgnn75YM7yjp3b1Nee8DDO54AaLc4Ho14/Kk4ua8Y157nAfnYmFXKUFh4lBiL5MMEp5jkGm0jIROmYyDkJmKaNjlkCQci4BS5LD8XSzSydX/LvgEpktI/GDTV5Lgu7jBlEpYl/h95IzxabJ6WfDtjiaubUyjgusIXfwfHwccQwhHjobojJYDkrIcYvrrICTZ4DTSlGjTxwpJ5ToOmobKWi5PauousHNoCQEmM0fMygLOxdOXCrQRSAWjQUIqjxXnxxFlvNUr2Cx7SMSKEMu1s+g80wUUUiN1gVTmFs6beHUECoFrD1lc/wPawxv83z/4Y/zHt76Tt1/fvSuE8PDtXmNPV9s0a+ENm5/4uJ77o9f+w0m69KHYl7/xC378Oc+894vf9PmfTPaOPabWYwxsnoH+Kc3gjiHF3Rfp3fN8BtsP0EjDI4cHXJ7U7M0tVR2wbhkRQGZiWiQE9HPFuIiXaVxoCqVQUpAvgWZSrv4PIaClTGRP8dxECmNVQszqFf1DpF5QQuK7Kj1Zxrmh4BFKRyBdomcQUq+cCyHc0qYWIvXNiRQOHpDB44mT1qFrk4PxkLpPwadjeYdfpk3ptUJbE1yH6W/guwrT22QgBeSxuxUCTBqLUYJZoqPoXKCqPNqzwgz5NFs5W3iGfcnexBFCw/Yo4+qswnrPZq9HCxSqQBf6GB1FSJ0wjRAaR8AGhw1+VSfTUlJmI/rbDyDUH/DGL349957+Rf7+z/zyQ1mWfUrbtj9/e1bY09uEiIDxp6t9RDsZIYT+3Ne/4ffm071n/MOv+WL8O9/DzjzWCbbvjFe93CzZ+PQ3MDj7XCqh+P3JFKi4dFCzO3PMFh6f2r1KCYpMUGYy8ucWio1eDN3XigwjBZlSFMccTACMkAQCGoUnoBKTjAzxth7whNAiAedsdCZdqkFIhWvn6f2olBJZlC5iarDkollSL7BE5i7rLzkoYlqR5oqk6/C6QdiG0DX45JSEkEdpk3MpKmqhawldR+g6fNukgrHFd7FbVZxq0cWIvs4JpmA4zrm2mHN+KPj9nSnrfc2V/Y5hT7I/cZQ9SV15lBY4F1AKqsbTLyV157k2bdkaZFyfN3Q+cKosaHEMdIZSx/sksZoUHUzk4LEhoo4FAhcCQUGhexTrF5Gm4EGl+bv9Hn/zX//8f/+8Zzz713/qXb//cR/tZFlP93TpI9bJCCE2Xv4JL7967z3PzN74igvM3/pWFtcW5ENFT8fhu41PegG9u55P/8yzmAXBe/cPeceNGDUczjxN4m/RCSCXGSjyuHjXygguU0KwUcbCY99kGCljnSZ9qJplGhSAgFg6heDwId7lvW1ASFwzi8x3weO7iJIPweNtHFyUOse7pJ9znFRGKoR3saAr1NHPjmEjhNLRaQhHSOhAkdIx4R3CW4JSYImzTK6LNRnvCXUNUhKaGtE2ESWcoh9fzSF4dH8daQry4TZSCM73hix8xwNbkiuzBb0txY1ZS5lJDueOIlNUTcAkDJFWsbumlMB72J13nOob9qqIJl4rcqa2IVcaLQRLqLzH45Jj6dI1sT5g09d9oxEaivIUKuvhmhn3vrrk/xyUfNdP/s+XvOjc+bcJIV780d59OolkbrMZYx549rOf8ztf9Ce/lM982YvY/63/hKs6pBb0zvbITo/J77iT3sXn0dt8Bg8vFrxrd861/Y66jWMAdaJb0EbQtYGyJymLyNey1lOM8lsdzCDL0EJGJ4NEpkQoIWFiCoJfpTQ+oWV9V6eIweGaOFgcUutZqCx2h7q4/r1qVvNFEDE5KyqFZU0novdSoVel4k+s6AiZHI2PrHY+BKTOI4+w61Z/s+QBDjbONfmmXfXoRdPgqwa5iCMJwhia6w/h1xb4ZoHfrjG9DVTe0c/GDHKNFILGxfSpth6tBK31aB1wLqza/FKC9wHnA7kWTBvLWqnZr1tcCIyyjM61FDoe03qPEtF9t87RpHpNbaPjcT5QWUuhOgaZYcPklJv3obI+p14w402DnH/2k295TrWoayHEuRDC1Sd5aT4lFqkenr5e5iPOyXzKq1/z9Xff94y/87Vv+g4+5f472fvN/4Dd3UHmisFd6+j1Mfn5u+nd8QBq7QLvOJzwzp0F1/cts2l0LPU8DjUqI7BdoOhJygSUW+9rRnlE2K4VGVJIBiamKn+Yg4n1Eb/q/HjXQQgR6p/qLb6rosMJPqYwrgMWaRo61V18TKWEkPjGI7MyUSzE2sqSh5fkLIRQCClXZ0JKl4JX8ffLM/SROlOYDJJDC87FR9vi245g/crRuKpDmhbftMg8OllfLVapm9+8A9+19M8+C50P2TQZC2MYZTkPT6asF4brs4Z+HqjaCMybNY5cS6wLGC1wAXIZfz4qNK3zTNuOntHMuw4tBUoIKuvRUtC5SAY27yxSCGrrVhCBVqX6kxAMizV0Oyffvg/fVHzZ53wc9/zSO/iR3/qdK1rrB621b3nSFudTaFqeOJknbEII+Vlf8MZHD2fzc9/03T/Aq+67l4N3/4/4Sx/ITkfFxHz7bsZ3fwILoXn7zh7v2am5seuY7KbBvi51jzKB6wJFX1KsHIyin0XMyjg3SAF9YwhALtUKNxMIx+4ciQAqwoGPYP3EiEUIgWsXEdMSfATJuQSSC37FVBc7SF10IlpHVC6JIlOqSK2psthpUTqVK0SqzRxFM6RWtnctIgSEt0hTxOlrb1foXoRM0YwjuIBvLcH6CHarLUJJfOuQWYvvPKZp0Wsj2quP4NsaPT5FtfNuio07Cd5RDrbwynDXeMS0bekZzc1FjSvgsLZsDQ2T2jEsFZ2LkYzzgV6mYvQjBS54amvJVXyOTelgTI+ik3E+4Ai0LtDa2GlSIupFQezYDUd34LoKf+5eZNHjUwclF8+v8bf+3S+9eWNj48/u7e39kyd1sX6Y7aTwextMCCE/6bWf7Q4rz5/6+r/Dcy+cpptdo73xCL6u0ac2UMN18q076W3dz56D39/Z5aGbLTu7jtlujBR8GyJZUiHwNtAbK8peTEM2RgoXArmWjHKDEIJBlhEI5Klzo1LhNNYKlmxkEoKDZRtauNhutdUqCjlO4h1uwbq4Y/QLsVW9rLUIncf/lVk95PJroWOqFO/fHIcDCiEJIdKDLrEzXmo6fxBrPikSihfEr87Ddy7yvTiPa2Jk5luP0JbgQupoheiIrCU4i5sdELzHDDdpZzfIBqfpCxBZRuc9UsCk6TBKUHWOU31N6wJFimQyFRG8pVFYHzDptNqUJhGi0Fx3jCIjAPP2WG3GLX9n02ck0KWkd+o+TG+DSVthtjrufY7nB86/nm/+sZ/94Te+4Lnf8C/e+rv3PPGV+fSwWPh9qs/iD7envZMRQsgHX/Xqa6oc8Ymf+2e5e6vHaaPZe/dvIkyG6FrUcI1s4zzlqXtYqILfeHSHh290HOw6qp3kYGyIw4jJwfTX1Yqce2s9tmW3Rxl9E2sxpdb4EMhk7BhpEe+0SkgsHhUxtBEwt3QwwSKTQ/KuReoM28xW4DLfLlY1lfjmXJwfWnaLEn+uzMpIe6lM5HXRUb5EKB1lU1LHxRHHHpZF6GW5VAoJMra9hVQE1yJNgatn8ZopHYmrIKZIaRN761Y0mcEHXBeQyRGsPg+jcLMFIjsg5Dltem2rYp1Il2P6qmQhLEYWCASt95TaUVlHpmJNRskYyWQ61o5KrdBS4gNkKfRfZgASqJ2LA6jp51Xn8SHyfTkfoPX4EFMpLSW6KDD5kMGFF1D3HyEEzyjf5+/9xdfzTT/6M3dvbW19840bN77tSVm0H3YTJxy/H6oJIeTLXv0Gu3l6Q7zwdX+az3reJpt+zvTybyGEROYl4/s/iXy4zY2mogF++d03uHS9Y7Lj6CaO4CA0HpRA9iTBQbmmcC4WIs8kB3NunDHINKVW5FpFUqYUuQig8x4tJG1waCFolylRek6GjIOFAryrkTqPd+KuxmtQyhBchwSCN9HhmGyV3gRvY6RyDFIvTS8Sd+siOh2hV4C0Lnic93gCVUiMdSJGWZlUKBHJrITwEVQXAj6PQnBCm+joElpRGA2NTeleVJCMck3R2QgpYnQTOswAXNPBwQS9sYao53SH19CDU9hmGlO5DEpV0gnHKM+Zti25UijZ0TmPTU5N6Pg6eXJ4UsQRiyjTK1fOTUtBBiw6G0GQPlBbfwvlRpUGWKWI9ZxcSdZMiS7XMcMKv93QAEV/wHd93ZfyDd//L7/1L77u5d/wA//xl8sP55p+MiwCO5/qs/jD7WnrZJYOZmtrQ9z7iV/GS+7pU2iFmyVBQqVYu+eTEfmY984mXJvV7C0s732kZXbTYacOXCC0HmEkMk9t6pFEG0GvL9gYRxa4c+NY3OwZTaZiB0nJCJ4jBJYReZvSnDbB241UWG8j9kQdXcpMZatBPmlKRPDY6gBpCoI6wrtARNwKqSOHis5ReR+ll5SWxSq6WTqYNrgoJ5vautYv6SciAFClyMJI4pyPNAhpE6dvD6opMisIbY1XCmE0UsfaUaSqEAgZicCXziZGaSna6TzChFXR2PkJMi8JwWPrSZRVUQYlNVoYhBR4Y2icpW8MCyylEbTOkSlF6xyl1lG8Ti/HL2KXT8hYK7Pek6da0qyNTqRvFM47OhejIusCnQssWo9WFhcWHJqWuwcjVNZH5X3M+hbd/g2MNvydv/7n+aZ/9K+Kr/lTn+u+98d+SvGRbOL9z8g9Xexp6WSEEPKVr3tD57ORuPPB/427L2S8eHOTdrFDZxtUPqDcvBebDXnX/h6/fz2Oqly+aplc7nDThDHpPBiJyARCCfK1NBowlJwaKcpMcqpvMFKuWtUmtYqXqNJlQXHZMlVSrOgPahvRsoMsY5GUAAY6UlYKEWVgg8qAsFIEuAVgJ+Sq3uK7CqlzVNZP6o45UkSHFISiw9MFR+uik6mtW0mxLE2lVMEFT0/HYMWjkCoHE3DtHJX3Vm1zYUyMrDqLMC3CeYQNSC9AC0Qi/wZQJnHSAMH62NXyHqFjjcc3C6QyOFsjfR9vG5TROIgpZwgo4QGN9Z6+0TgfGBiDC4G+ielpaXRETqv4N0KACZLO+VUqO227mG6FwLz1MU0UREfjoeochZYcNh03s4qN4TauneOaOWowJjQVRiu+5zu/la/9pjfJr/nzf2b/e//xj6zf5mX8YTPBiZP5oEwIIV/xmjd0nR7Jj/+Mr+D+e3Jed8/5SKQ030Gakqx/mmB6XJ5OeOujMbK5etWyuGFxe0n2wwVErhCZRGhBeSq+1dNnFIOeZNxTnOoZCq0YZBojFVqKWwBunYub2HpP4xxaSprW0XlPZSVt4nY4XpiUIubHPWlAZiwxtroYJSBewNaH6HKcWtBRYM1LHSVJVBZb1UJjE3q4wydul+hcovyKSxw3xzhdlERLTwhqpWMtpYwMelKh80Gi4uxw88MYgaS5KD1IU6FLTnEt8CoWggF0qRFKIJREFRpZZIgsixreWYE0OTJFYULKlYyKRBBEQIlIkRHBjLEMpHX8v1SKQKDUJkaIKjqaZT3Mh0CpDJXr6JsYsc07y6lehhJRedN5wfLkbeo8rZWGWdtRasPg1H3oco3pQ7+Gc5bQtfjpNb7ve/4vvvZvfuvaN/y1b+i+8+9+561h5keQ3a4OthDiAvBjwBlinf2HQgj/4Ikc82nlZIQQ8rM/9/O7UA7k3S/73zi9qfnUu88gfEt18AimXEf31mmE4t0pgskzwbvf1VLdtPhDCz4x8pvoXGQhGZ1Ls0dril4h2ehrTvUMpVEMjIl5vlIJqh7buJ33NDaKplXW0bnYLq26iPeYtbFtOsgUe1XEnmyWOdNEwqSKiFgVQpCFgNQlJFRwerNHTkYofCryHk+LGu8wUtI4R2UttbXHnEyIsPqwnLm6dRpcJGcnTHodkQrUMnawZNnH2xbhTKy9NC2qMPG8lEBmimB9dDLJ8ehhgdQSoRV6bQ2hM0SWE2yHWh+v1A2ENCsnE51E/F8IQRzAEKmAK1a1hOUsWC41gUAmdZr1knhx5Ghc8AghMFJx0DRs9DKy1nJYW0xqfS87UtYHhplm0XUUuUbnA4rTd7F49HcJdNjDXfTgGt/93f+Ar/3av6K/8Avf+N9+4if+xac+eSv8yTFxe9MlC3xtCOE3hBBD4NeFED8bQvi9D/WATxsnI4SQX/D5X9hVppTP/bQv5+ym4XX3n8UIRTO5jDI9dDnGy4y37+xw5bCl7QJXr1qq6x1+smwRhxUht9nQlOsK7+H8+XiTunuzoNCSU2UeB+y0jvUIWKUe1gcaG1OuWWuTw4n6SloKZk1H6wKDXLG76PABNnqavbpFAKd7BdO2TVENjEyROj9pWDIbxO9ExGoGQKUp4w5H4xy1s1gfI4CFtVSdpbJuhQ9ZMvUtTUmwiVALQAlPplJxWEmMzMCE2EJ33YpHxjcVwjTIfi+y5ukWryWql+O7o/Z1vJ6jmCYth0LXNpF5D6Gjo9HlWuykBQ9Cr9r8dWrf2+PT38m56DSmEUm5opmUly3jQEVsKwVACoUSkkIFCq05bBp0EaECjfX0jFi9TpfkgQd5jg2eXGboYkx26g7qK++EtqG++i6GvXW+6+9/L3/pr/ylT3njV/7l7l/84Pd9REU0tzNdSqjoq+nrqRDi7cB54CPfyXzJn3jj5X5/KE+/8ksoc8mn3XeantA0k0tIXaDLNTqheejwgId3Y7Rw+ZJlcdPiFz4y/3d+5WCy04ZyXVH0JPecj/WWM0NDqRWbvYJCaQqlU94vsMEjQmyvdt7hgWnTMWkszsfc37p4R21toDCSvZnFBxj3FHsLmxROBJlqUVJgpGS9KFi4btVi7EmDF4oAeDw20dQaIVc1l8oeCciVWsevO0dtYwTTuXALiTnEDkzQIISPDifJl7gQEgfLcX7fKCkrtEEl3pn4vUZkDbJtkf0+Ks02LfE0ZnMrdsMSP3C+efEIw6NzTLkGxHZ8FWJBPIQI/Yd4rp3zKClW3TA44qfVSUBOJvyPd3XCA0VRYJneQwF4oVHKoYqCSdtybthLmlgdpdERd6Nkev+QJcel8n5k3Rtt0O1cgRrmD7+Vteds8qVf9yZ+8Du+UW9sbHzFRxpg78kA/Aoh7gJeBLz5iRznaeFk1tfXv/TjXvTCs1/w174KGwSvvOs0Q2VoJpdASFQ2IMiMd+7vceWwwYXApSvRwbipjWuwC8hRfDvlGYMpBGVfcl9yMM86HXlmt8oY0mdiiX+RdAn3IqSkshaBYNa2zFoboeyNp+nixm7aCABrdDhOy4KMM4ls9DV7VYdJ9R0lxGpTAZDHorJPtR4fAj1jmNqGxvmVc1m0js4HFtJRWU/TpRTJB6w7KkwvKUGXpRkl4/k5HSOdQNLulrHTFEyJStHMEeFwJPIWOkPmTZzEdha9sXkrvyiQb92ZcDbRORVrF45mqEKgFaxoKA6bZnVtZq3FSJEK54E81WFgGaGIFLWkLparAZFwRhmuW0QdLFuh8iEESyZzpJScLQxT17LZUxQ61sqWtbVYCwpxOt53SJXFwnpWIose9mCP4Dq6xR6fcfedXPqz38gPfNNX/bDW+rc/UkYQIv/R4376phDi1459/0MhhB9632OKAfCTwF95otLBT7mTMca86P577vyxN3zVN1NbeOU9pxioDO/jAtXlGkGXXJlPOaxj5HD5qmW2YwmtR+aSYAOiF69y74zG5JIzW4rzGxkbpeFMP0IhNvPoYPA1IXRIkSgbhCaIwMzFQb1p28VN7gKzOupaAyxqn6gLBIva432c2p5XcRZq1JdMahfnbiRs9Az7dYxqpBCs5RmTplkVk7vkpRoXU6SqS48keVtmkmkd60JtFyMYe2zgECINaFAB52MW43zAQ6J3CLTOHaMBEKshSZUP4xyV69BS4XWOzyM3sLRR9cCsbR290BLPEwLlqbuPBjQBryItRQB2qvnylQA4aNqVoz1sLD2jV3WvXCcCc45IqIDVZ+/aGSDoFjtI06OdXUcXI9rZjXjjUV1Mz2TOSGkWwbNRlLTe0ViHURLrfXJgceTC1oexy1QMsNoQrMXN5xz+9s8hX/gavuzB+7n0lW/i3/7Db3yzEGI7hHDtCS/yD4N9EJHMzgcirRJCGKKD+fEQwr95gqf21DoZIcTpZ99//298+3d/H1V/yLM2x4x1QXAV7XwHnQ9RumSvqzlsOqa14+HrLdXU4+qAyKKDUX2JKiXFSJLlgu0zmjvWczZ7GVu9Hj1lkK4GV+Ha2O6WOseHBmUGSAJNiCC0JnVwPDCp3crBVLWnqpahS6SaNJmgbgJSxpRLqTiBHJ0KZNqhBLd0rHxKyWyaRh7mmt2qSZraLuo6uUDdxbpL3Xk6G9UPQnhfrSet4vG1jlnNkRJKRNrmHFFCBJZsc2XkndE5znWorJfAjb1EXpXGIIIn37iQJsFFQiYrst4mpNGKQOBGNV9FJQCXJxUqRS37VUemJIWWVJ1LbWpF7Ry5VljvyZZqCQRCcAgktp0C0FX7CCFpJ1eROqc+uIzK+7hmhi7GCRHdoUyPnpAEJEYpchnhAlJFdLRY/lvOQ832EVmBGgzobu5ACBy87efY/Lg/zqtedg+Xf+8v8Bs//8+vCiGKjwSaCHmbajIiXqAfAd4eQvie23HMp8zJCCHMi5/7jEt/+au+BtY2ef7GmJHKsO2Ebr6DyvrofEwVjgqwOxPLZN9jG48qlhtXoHLJ5nZ8K2c3NBfXc073CjbLkgxJu9jBA7Y6AECaAttMMb0Ngm8hqSVqKWmdi9QFKZrQCqZzT91EgJpzqUQRjm12CUUhaNqA1yBEYFDGKCSmSkcWErivSwi/1nlqG2isp27DSukgzwSHc0dnY1rm/BEgDmIEoyJU5RaZlQjIi1PLpVaxw0Ss/6ilLIoQcWgSIsalq9C99eRYHpMeDbdTOkTsUiE5dC0u1XuWNa2HD5bEW4Jrhy1aCTIloiZT1VGayJE8bWKtpmcUi86yVuQ471O8LyJZlmuxzXQ179XNdxFS005uILOC9mCCKkc0k6vocozSReQG1gXe1rELKRQhdAShyQHva4KIXS9lCjqlcPv7uPmc0FlsO8XXDTd/6f/h5S//Ina/6OXsXXo3443zCyGEfjoTX32Q6dIHslcAXwr8jhDit9LPviGE8DMf6gGfMifzhk952fX7n/v87I6XvCze0VWG6+aJSDpDZX28bxDCcH1e8fBuy/6Bw7uASbwvwcevz5yNb+P5F3r0M81dw3Fkp/M17eKArtrH2xY720X317GLfbLRGXy7QPU2Vsxie00dOzpSUCW9pXkVmfeX1LjexU0vJavRBHzUIAr6aM5HqYBWYUXFeTz1iU4j0Msk+4vYuWq7+PO2i6lPZ8OKczgNaj9GrTKsislCxPNQUiT+YZEwM3LF3resCgXiZDfBpw1XIqU+cjrxiMmxJDE6lRMAGyKPC8Ajk/lK7M4Dl/Yjf44U0fnd2LdkRqxkYWySg8q0YN46lBBkedRZUioNkgYHQkSSL8BWhyu60W56E4TELQ6ReY92/wqqHNE2C2RWoHvr+K4mH23TTK5gBpsRGtBOEKYfj1fvg0hDqMrEFvwSfNlaQueAPXbf8lN89svfiPirX8L3fd2b5Etf/qcvETssT1u7XZFMCOEXgceffD0Oe0qczGe+9Ln/JCi5/if+3Ncwt5aLoxHBVTTTqwTbInSG8hZpBlyeHvLwfs288vT6EpcIq4OH0bpiPYmhvfiOET2j2S56hGBZ7LwLQqC+8R6EybCHu6jBGs3uo2RrZ+kWB/EClGMIFktsfQ4zw8MHcQMVRnI4SxwqabOv6B7CMrw/lqr4uJ2LTGDtkTPKdXRaPsR0yS4ByS4qMS4dSpccjVJQ2+hggucxNZgoO7I8D61j+1IrgZZRVSFTklwpcqUiyFDIpaAKIo1EiLTRlrUWCGlWajmsGVOjgODA1iuEceMiTufSQfM+ReidfZfuqtHRTGaePI/XY7qIqdKgiNPjlXQMc3MLYjkEi7d15NNJPDx2vg8+YOcHqwKzq+cIpSPK2OT4rsI1C8zgFNXue8hH29QHl1bpVDu7vsLwdPOdGMnpPA6LGhNnt6oW11qC8whxncXNd/I5z3wu0zd9A9/3V7/qXK/Xe9Visfj5J2lLPCFb3mServZhdzJ5nr/iGVtrf+an/v3/4Jq1ZFLi20O6+S6+XcR5G9ND52N22ordRcO0dvQKyWTmMFkUQ9tYV6wPFaf7hjvX+hRaMyRg2wmzy2+D4GmuvBthDPZgDzUc0d28hN44E/NxbeidfRauqzFFSQiOUZ7x0MGUzgcGheTagUWKGLGsPkgp8C4ODYqjjC0OU4uj4usyypASmjTI5310VFoLvA/M20Bn48+7LjoU78GlKCnEHnB6jahceTw1UlJgdIxcci3JlKDUMg55qjjouYzSlnoIYUUPEWL6o46KwlJFeomAjBPeeNpUnL4+r+JsUOdouqO22s6BXaVsQsD0wKN0dIRKwXQSaAtBWRwVyLVUqynsdPlSvUTjbYtr5wipcdUkFmvnuwC46X6KQhTeOYQ2hLaOet4msgzq/jrV7sPo3hjr3Uq3qZ1ej7Nj3mIXh/GzMTkiyxE6XocQLHbe4dtDdn/u3yBfW/Ciu9Z53Zd/C//vD379fxdCPG1VEG5junTb7cPqZIQQ5+87v/WL/+gHf4SJFPSVZkME2vk+tjokBI/pn8L0NmiC56BpOKwtg0KxP4vh97Afib5PDTSn+xl3DAcMVIatdmi7itnDvwnO0Vx+CKE1dv8QNezTXYtNAqEM3hiyrbuw9SFFuRYvhJBMrIuC9oVeqSWWhaSzDueivEfXBpQWt2ikaS0wiSd4iWQ9krBNbdqUbi0Lt50Lq8jFpv+XxFcuFXlvqbXIGIeopDhZZBKtY/rxh1ULchlnfVYOJrg02pDqO0vSKxHRKQCWyKvbOEvtLJ3zzLo4qnH5oInF6CZ2u3yITsXHXjkA7dwjdUQN60yk4U2JUlEF4vi5LlMviKTrztZIZejaBa6Z4RaHUVlSCNz0IKZSs2kM36xdjTWIrkMYE8GF1RzZG9JNGlQ5TIXuPA5wVocxLQw+OhohkCZDFgWybhG1xfsOW3tCqNj5L/+Si6/4DD7vdfey+8hX8+af+8cPCSH6Tzddp5NIJpkQQjzvznO//eff8En0LjwDLQVrStDObmIX+/i2QpWjKEuqCnarGT2tGRaanVlHZgSjnqIwks2+4XQvZ6vso72l2nsXvl0wf9dvELyjeeQSQivavTl6kGOvxjthtrWGmx5izpwnuBaVR+nUECwd8T5fGs1BHQuVSgb2Ji5GCxrqJqw4aKSM0YiU8XfOx6KrViJFNWKlgrCq54S4MW0XVunULQ6GyHsTkhNYTkaznI5OEZN+DENRbiSliR2cfqYjktkc+2iTcwlhyUGcIohE3RnHDjTLCGdh45zUtO2Yth219UzrWIQ9mEYC9q6NJOwAzeFxCVywCx8nqJ1AF4K2DsiU0jVtoM3Dat6rUDoB5QTetbhmglAGV0c+ZDefrEjV3Xwer+t8jsxz/GKByDKQLdIXiK5DDcZpLit2ymTew4kFUhuCs3T1TkwTg8fNJwnxbJCZQRUdwXlcY3G1pTtYUD38e9xzl+AVr38J+3uvod/Pfxp49W3YErfVnsZiBR8+J3Nmc+Mv3nd6vPHiP/M3U7tTYBcHdPM9bDVBZSUqH6DyPk2IPCTX5rFjURjJWqk4O4zFydO9knHqRE1vvIN25xLt1UcI1rJ45CZSSeq9GIl0s3gXzjcK3GSOOnuaYDu6vWtkozMo00PpHgRLrjR7VYMSgn6uWEw7eqUghGXqE1vUUkaHU+aSLEUwnY3ctVLG0L+10QFBdBghxL0SAity7WXE4tP3YdlBWt7tk4NZph5ZLlYORusYGZRGkhvJIFMUWjHMDJlSlMqghMAgCSy5h1uWBxdCEXzUdxJpk1vCKro4aBoa65nUlsPK0VjPogpMDx3OQteESNu55HSZu2UYhzQisuopideC4+wWS93vUkv6JipTDlRG8G1Ma9oFrp5ip3uEtk7Hnq8co6vqGNnMF8g8wzcNsizxTY0q+7jFBJEV+HqOzArc4jB+31Uptcpw9QzfVPFkhCR0XaS8yDSyi3SkrnXY2jL73XeCFPyJT3ged33tF/PX/8IvfLrW+mVPJ0nc29xduu32YfF/Qoizo0x9/7f94E/SOk9PG4Z2Qb3/CHYWowxpCkxvA29bjFDU1uJDYKM0nB1mPPPUiFGWcXE4ZCgC9eQSk/e+meqh32XxB7+Hncw4/N0rdNOO/ffOqQ4tzcyy2O9AgF3EhRSsxe7dxKyfASFoZzcIwWKEWnGcDPMISx8UinGpWOvFVvDaINaBtBKMBpK1gWJUKqSEUU8xLBWDPBJeFUaQ6Shxq9VRfWYV1fhbI5jHOpjI65IKvSo6mqX1S0mZxUHPfq4Y5opRbhjlGX2T0VOGXCgMguBbQtLOXlpwNqZNENOl1CHyBGpvaVM7a6/qWLQR8byoArPFUcRi555u6rBzHx0M4CtPqD1usaT1BNfGDpTSaQp7qSUuBFJIesZg8XjXYetDuukO3eQmAG4xxy/ijcYvqvhoEvG58/g2TdzX0Rn5JhaLo26Ui3zK3uKbBSERqLvFdEW1EepqtUOD9witkLlBZgqVxV3r6o726lVu/sq/4sHNAX/z29/E+QsXf0YIkX+o++HJsFSr/4CPp8I+LJHM8+6/9xe++i/9ZS7Zlq1eSU8ZFvuP4OpZFDIzBSof4OoJ2fAMHbETsV7kdM6jc0nfGPrSQHDMbr6L6vLv0928Sn3pBu1+TbUfF9xsPy4gqeJmHqxJbO2xtceMGgiB4p57QSrayQ0G558PgAouDUsCRK3qZUCxM+84PdQYJdhbWDaHOhZZjWK/spwaRLIrJWNl40DE1MKlbpL30FlHCAIhAlpD20bncUwkANIg4PL8pYyAv2Udw+jYEi6zGMEMc01pJBtFTqEVmdIUUscaTOjw3uFdE7WVlooIy/wrWQhuJRzXeofzUTWgsSmiWTjqxjObe7oW2ipEOdrGR8bBY46SzkeK9QBBi1UkJo/BUcvjkr/GUAgdwZDVPt1iL163ahYdAOCripDaca7uEErgW4vQEiEFWAcm1mjIsljDWbb7hIjcySKSbC1hsT4dOx7URmoKYwjWIZRA9TKEbBGdwFuPPZwjxDV23vyv+eQXfxaf/vrPWXv7b7/1PwOv+uB2wpNkH+s1mcFg8EWvfMEz73vhK1/D9XnFwGSEdopvq0iclAb1fBf1fIQwuGAZZTmdd/SNJBcK6TucXTB99DepL/0B9uZNFpf2aA5aZntxEdYLaJujiKE/jGF91zjGd+T42mLWh4S2wR7epH/nCwCwzRRVrJNJRyYVu3XFZi/eqPaqlnOjnFIrdhYt58c5PaPIlGJ30XB2GAXflnK1u4uGtTJOINvExbIzs+SZoO1inaXpwBhom+hdpAwrBjoAmVIyk4mV+FxZRAcz7ivKVIMZF5q+0QyzjGzZqg4+Ri5duot39S1EWQiJTERaQutU8A0kfj/mncV6z2HdrbpI80XAdtDMPa4LR5GKDYlkdxl+cZTqHTOdHGVuBKNCYaRgnEfHJokMggC2msaOEuDmU0Iboy+3SIBbkRyMlHE63HALnn6pxCB0lr43sQaVCGyWyhAQo7nV34aAUAqZmdXrySJDldGx+dZhpwtCuMbs4d/gG7/yK/mcP/nGVxpjXtB13Vv/yA3wYTABtzQinm72pDoZIcTGPRfv+Gdf9qbv5T0HM16wtUEWLPXsxjFJECAEVDFE6oIAFEn7OFMKGVxEAduW6UO/hq+mNI9ews0bpldrXBtoKqgW0DRHGBYAbWK9Y+2swncetZGlO1aLKodxxEDsko/OIYIjF5IqONaKSM1w0DRsD3oUOl6mntEYKcmV5qCpuWPUi+coItRtt6o43c9jcTchYm/OWwojE02mX4Hp5lUkNo833SPcy7JTIFOKleWCXhFrP7kRjAtFaRQ9o1gvcnKl6SmDIkYlrptHUqp2HrWdvFupIywBdiJWkgm+A2US6D7QJvG0WWtxIY5VrHh0E8G4bwO+C4Skd409ov9cmRKRyycTKCPIC0GeCQZldMSnejlrRUE/Obt2vnOEizncIXTJucwWBBcjEl+3kY9YQMAfSbtA7DIpRfABVcbukSwjAE+qIi4ICXhLsDYexwu8dXF3inR9dNQDFVoRrIsid0YRZOQ+drOK5vK7cdWU7/627+Crv+7/+AUhxEYIwfJU2sdyJHPnxYs//le+5q8VFLGLUwpFO9+hm+7gqgnBO1RRIrMeypS4rkosbjoK1NsFTQqhJ+/6FfxixvwP3o2dt+y9t6JroZrDbA5tF0FpKXhgNIja8mU/rjHd08jcQAjI3hChDXa2S9Y/RXAtzrXofI1SRGBaHTynihKDZO47tJCczvuxiBUcWdm/Zahv6lo2yzJSOISAD55r84pBpsi1ZNG6JFIWOJw7tI6Q++VMEhw5GduFVRfJKEG/kBSZ5FRPJwej2ewV5FJjhEQGi0uqlLY+JNgG1y5WYwLBR7rMiBkxOCHQOk8veOstcNZGfpxp7fA+Ip6XXSTvAr7xBBu5k1cRDKxSo2WVT+Wxha2yeH2G/chGuNQWH6gMice2M5QpqW++BzvbB8AeHBBSvcVV7UpU07cWaRQEkFnUupJJeE/2+quBTTVYi2urHK70xoPrwEUAoqtmoA3Cu+jQEn1FAGRZEroOMpBlga9q8D7pU3maqzfxTcPpOws+41M/deic/dvA1z2hjXIbTHwsirsVRfG6T3rZy16jnvliFq3jky+cxbYTmun1iH/oWoTJkFkvLvx2ji7GsSDpwTYT2lksAM7e+Rb8Ys78HY/SzTt2H25pG1jMYyo+rZYyGVAayLOYkpsMskLQVZ4lJb0se1EzaH5IcfbedMdvyQZnUtgeUKZPToiqj0Bfl4TQ4eoDHMTBTe/xrqHzHlOsM1RJaTG9zk6zYC3PyFSki8hUpDi4etCSmZgOtV1AK3GLk2naQK8n0Spib4alpEjp0Vpp6BtNzxj6KkMjCKHD1pOIeu0qbHUQ8SJJrTIeN8qwSGcRxQARDN7WKFNCcDgh6Y5hVqaJQ2e28BFh7WItBlLWFaHLj4EiC0QmQQtUiliyUmByQT99f7qfUWrNRhG7hMvPeDm0avePohg7r6OqJeAaG6k/U5gqpIjpTW4IzqGGIwDU6BTLk9SDUwRvMYO1JAczBSHoDm+g+2tHCGKTEVyduIpTUbosEXlJaCpUvx/rQs4Ruo7QWdxkxuIP3sYXf9J9/Lef/29/VQjxwyGEd3zIm+UJmhC38Ng/7exJOTUhxPCO8+d/7M//9W8WjzSBi+sG6Vvq6Q3sbDfq/ygVhcfaBb4YoLJ+HB5s59hmFnEMzYzFu34TgOnvPgTA7Ea8w00OobNwmGp4y5uqUSA7GPRjFGPbwPhc/j6eXuY9XLPAu45suEVX7cXFWa7Tzm/gXRvrRP0oXOa7GtdVFOPzVPsPRz1r11GsX6SrYodMKI3MxngCa3lB4yyl0UybloHRPHSwYFgqqkSAlZmjEYNFmvAe9OQqghmVMtVfFKd7OT1jKLRmIA0hWJxr6RYRKe3aBb6tcNU0Mt95S9IIiXWYrIgOsFlEBQWhki6TRhK1rOfdUdQ/q9IYhA+0lY9t3aWjSSnUUi9meW1FltKkIqZJAP2eZNSX9PPoaDZ7BQOVgYsdoebgCr5Z4KZ7CGPobtzEt4lJb94uF1RMdzNFcAGZCsciy5B5rJ3p5GCy9XMEb8mGW3FtubhehM4JriXfvJN27zJmfJru8CbCCWRRJN3vLHrRZUQ02ohp9eIQ31SRF7iusQcT3KIhvPP3+doveBXf+k8Pf1YIcXcIxzz1h9k+5nAyZ86c+d4/9RV/YfNtuxn3bRu2+iXe1nTTmyuQVXCOoD3KFDGcJSSuj+hguvk+3c4lfNNQX7qB7wKHVxrqBezsQNPBNNUDl82NnknaPSbVYzyMzxpUrtCDAj0aIKRA5mUcD2gX6OwU3XyPkFq8rl3EeRlA5n266duxs5iyqf46sytvw9czgrXkZ+6m2nkXS3E2oQzlhkbpDC0URmW0wTGlpXaOjZ5h2kRh+i4x3PkQmFaeXiljuzuNCgzzWHspjeR0r6DUhkIpDArvqlVH6PFaVKhMaZMySJ0RgscTGfkEUQVgyQQIUC08TR3wDmzljyKY5UVf+m0tV2mSzCWmkKhMUCzVOfuaURFTvHiRK1xX004jCrvbvYqfTfFtS3ewIPgQuzpVxN5IJUGAtx6V69gF6sdjqeFalHgJnnwtzjCWG3fGG8L6RVw7R5oetjrAdQt8V5Otb9NNd9D9NdziMKVLGt82CFMgszxer1SLyzYvIpSiO7iOzHtU734bbjan3Z1xt5E8eN+5i/vz+i8C3/9BfSi3y8THWLokhLjwnOc88KXbL/0Ubh56zgxyThUltDNk3kfM9uINUJs4O2LyGC6HWBj17QI726fduYybHFJf2qE9bDi40lIvYDcGDUzijRAbIg9uoWMUU2QwXou/y3sCXUYMhMwiRgaA4PHNAlWOsPO9WHguh7h6RjfZib/rj2l2HsVXc0JTo9c342ZoW7AWc+Y89dV3Ld8zSEX/wgO085tIFblkpTIgFOtF5PxtZCQGn7VxI+8u4vkMS5mUDyOmZpTrBFjT9IxmlOVkQuE4ulHa+hDXLWinN/DNIqZ2bR2xIu4YZYOM3TtxDBEXXLfS1QZYuC7VYgKTyjJNhFyr16piq9o3qZN0vIOkZUxlikjcDmAKQZYLBj1JmSg5TpU563kR0b2uop1cpTm4gj2IKXG3f5imoNNrLo6iKm89Yok1MlGMTvVKZD/W+vRoc+VoyvWLQCAfbhN8hy438XZBPtxecdS0sxvk6+dpDq+hlIpyu10T1RtS8VsN1mIBOe9FJQZToM4MaA+uYrbOIbJdEILFo3v8iWfczS++7b3fJYT4JyGE+gNskdtuQkR1iaer3XYns729/fde/UVflj163TIaKM4OepjgqGY3sPO9lei71DlIReia5Gjm+LbGzvfxTYXd36O+HD3KweUYZSzm8YIeLqJing1gEjall8UIZn09nsd4U9I/E0PpYmuILHNkGSkXQwhIGad4g7dIU9LuX40DeBCH8vZ3sPspoily6ofeg5vF3MxsrtFceijVB+LdOr/rGVQ33oPur6PyHq5bUK5dJBdxE8pc0HnPtG3JlOTmvGGtjGJmS2E2LSX9LA43llpRGr1i8YdIrG2bgzjX086x9YRushOF2tqaYNtY01hxcepVFya0NeS9W3udwtAERwiBvSrOiXU+MJk7qjpgLauir6tioTe4EME9x0zkKU0ygnwUr8f6mqJfSM6OM0Z5fA+FkHT1fmK8A7t3DXuwh080ne1BhWs9wQe6RcS1SBVBiUrFeSjfebJRlj6XXnQGQD7aRugcU56CpArRyowMsCqP3bdsgGhnFGsXqPceoti4QHt4jZA3BKnwto2qEsGv6joEj8p66GKM9x3F5l3YwSm6/giZ5dRXDpAHgU+7eK730y58FfD3Hv9uuX32MdNdEkLc9ewHnvf5Yf0lGCP4uLsHjFRON7+One/hm8UqtQjeHkHCvMNWk3hHaWvaa1ew0woCTK9UIGB/J3aQZuk+4YGUmrMWu5UM+jFNMhkU4/jWzCBD9UtEUSCyfIXS8219hAKdTwlNha9rRJZj9/Zwiwa3aNGDnPraAb51uNZTbPaoL+3Ejo2IC7+4Ywu7d/0Izp6XlNv342yFVJ5MGoSMre5pestrpVnpNi2JpaJTUeRKUqdiTSZULPD6FmvrOOtVTyI0vp7hpvuRk7drI+n3MloTsdawStZlpDdQpowF38cAWqwP7M0ts8pH6gkbaOaRIMx3x57b+VUtBiWO0iQtyIYSnQmyFL2MSsVGaRjnGacS9Wk3u4GtJ7Q7l+Lr7h/iW7uqv7Rzt0rJXOshkytpGakk0khkr4wzS8QajEy4mMjYBwd2Sfkp2W0rcqWYuIa1rMBnA6TvyNcu0E6voXtrCKXjZL7JIv1o1ouzT96RjbYw/U1MPsKHyBZo+puY/gZNMaJ678PkreNTN+/i59576TuEEP/wwz5Amdbh09Vuq5PZ3t7+7me/6ktU8IIzGzq2c7s53WIP18zTnT9iNaSJUYZ3HdiG0NYE77DTQ+y0wk5rplcq2oVnsh/3TtfF9N95KNJQ4ii1jTY2YqFXZ4Lhdjx2tt4jOx1DG1mUSBMXI1KuHEzoOuzkIH5dN7idfeqdJIUbAvVeg23jZivXNPPLs2MIXRjcMaDdOUBmM/TaCMcB5X3Px9VT2hDIhlsgwIioLDnOc2xSgAwmrHSftYxaQktm/1GerxDOzjX4bkF9cBlXz3DVBF/PcZM9fNfFroe1R/ybSiJk5PxXg2ylLhBchyqGcUbMxE0/7RomTbf6DA8mjrYOdHXAtQE784Q2xE6PXXaYYoeHQNS3SgtcaYHJBOvjGMUAjPOMgcnQweNsvEN0hzewhzv4RdyL3aShW3SrOaiuCSvGwVi8jufmWocZxw9cjTcw49MA5ONzKB2lcicJ2ewJXJlMGWSaG4uK072CnbqibwxSSAbakI/P085ugBC4tiLUM1QRBfCAWCy3R8ybThpmtmUtG6GzAflwm/aBy/A7v8PgRssrNs6bn5Xqa4DveJxb5rZYBON9DDgZIcR9z3jghZ9z/r6PRwg4O87YHvRQyqDzIS6fRlCYc0fkK8HHGZN6hq8r7P4Ofr7Azmq6WUdXR6CdUhE9HoFYMTVyHjaiAAH9PuQFFCNFPtDonsGs9VGDBMgqyxU4C1i1SX21IDR1xEKEQHNzgp1bhBbYhaNdOBZpwthkcHi1w0VdekanFUIKqpsLsmGGKjR6bYTs9bEH1/HNgnzjPN1iH50PkOUGhdAI6ZKc7BFbv0RQp1rAKIsI4gyB93XsajUz6v1LuHqCr+b4eo6vF9jJhNDZCLtfFlGkRAQFJkZHQusIFch7UQokH8ZOnjBUPtZhbsxrDipHa48ilubA4VtPaAKh87fiYpQgdB6R6VVApHtxkQ8GkjwT9DLJHeNYnO0LibNVjGCmOwC4yQS3qOlSca2bO7w7lp5F+W6UJqabRqAyheyXiISNycZnUXn8XJ00tGke6+HDGC9embQMc0muFddnh5wbFkyalvPDAU0I5DJHFyMEAlcsYreznkVumgRgVPkgalXB6vO62SwwSrKmNIO7X4Kb7FE8OuFTztzNL+9e+RYhxD8IIcw+6E30odrHSuF3e3v7e1/06i+RQgjuuyfj/LBkrAtse4htpnjbrdQLYyggVyJjSwcDrDa6rR1dk+Z+lkA7B4MiOpjNCI2g7EMxiMC2wdnE1TssMVvxLifzEtmPT471ijiTFLoWN4uL0S0a7KxmcSMu+HbhaatAU0NTQ1HCbHLEpzteh+mOIytjq9Z3Df1zGrt3gKzrWGg1Gd1sl+BdlIcNDiEEuVA4IfGpiFsl59I3GVpE5xKCxdkG11W4Zkq99yi+muIWU3y9wFcL3HQWBwWtJ3iPyt9Pt0kIRFZEB1OO0L0Y1XmhmbuWw6ZhL5GY7xxaZgsfxzDqtNH3O+hCvODLgm8kEY6PzoMSsaUsxC1t1O1RTt9oSn10XtXOe3HzfdzsIB5/XmMXLa6J18Ieo49YbZr0v8o1qjTp8x2vophssIVQJY7AldmMKhWPH9qrybTknVcbhn1J3USC9nGhmXcH3DUe4LShND1ARLT3zntXSHChTEzrXSQpRygEns55FtYiLZDDeO0u+s94KfVDlxhds3zi6bvNf9Hq64Bv+cC75vbZR326JIR41jMeeNHrNs+9mKIvGBSKzbJE+BZXT6McqhAIUx6NE6SwNthmNXbf3dxFKIFtXMRmBLDdERJ2GJsJGAN5SpPGZzVSCbJRhh4V6PEQNRyh+sOo8Tw+hW8jpSOpJRnmU3wToxdfNTS7c7pZPJ9m5qkXgcNUA/YeFlVM13yISOLZJEZXbRPI8sgz7Bobp3idx00OYsGwN0YVEXXqugqpM6TMUQgUig5HqQySJGkbHN63eBujF9tMafYejc6lmuEX81hXej/mmi6hesMfeVdT2RAH3FxE1sG9hWV/7qjbwGTP0VVxitrXR1FNODyaHUIJRKFvKSAvVSbLvko0oKnLJBUjleFdjWtjCuoWU9ob1/CLROPQxFTUtmF1veFIEVFpgTLxG9UvUIMYvmbjs6gift0ExyTJA18+jBQVV25apIx0GNduWtZGinddbtna8ORGUOqKjdJT5H2UEbhmRnHqIs3eoyu+GYDgLa6ZIk2fylkOmkjcNWssNxcNp3ot29vPp3zm2zjPu3h15/gfV9/zDUKI736iekWP28THgJPZ3t7+P1/+hi9XykjGQ4WSUWrUu3ZFKaCKQaq/kOZRJKGdx6Jl22D3DhBK0ezVKCPpaos2JCrH6Fi6Dobj+JpFXzC6ED1NNi7RG2MIgfz8XQCIrMAMI0DL6SqC+xLSOLRNYltbYGcNvvO4Ni70w91AlRgA6ibicaou3sjHBUzncQP0yjhJ3R9FJrtu2kEAPerhq4ps+wIIiWvm0cEBUmWEYEHEO7JJ6gEiOHyweGfxtkqdoynN7qO3zOgAuMMDfNNiZ1WMYo7JyMospnCxEKhi2N816N4apreeFB6P7Mphy8HMMZt5FjNPV3m6m5ZQO0LtoPW3tJWpWjAqBqI+QJnDkt8mlys2v82BXjka8HjXUu8/gl9ipNoO33S0h0fdXmePprnj7NaRH1OFQvUT6G68jurFRZD1T4MqIDguTeccVPFGcW03EWzddCgjKPqCK5c7hmuKnQPL+dOGP7ix4L7TsSZ2puhj+qeinlM5IiwOExh0EZn0pCL4BpNO6PqsYW8WaUhz0/CC857zz3oFQmm2Hn4Ln3zqov6vpfkbwN/4IzfObTKB+OhOl4QQD9z/gpd8+vq552MyweZYc3aQ4/EYZWL+7x3eNgjvEFmJbzxuMYu4jvkE3zQIJWluTpBGsNhNcyupUbKs1/YGkPViYWZ0PjqY3t1n4xsZraHGGxFObhuy8VlcM0MogyoSN0g1jSArY7AHB3TTOjoHoJ55FjM4OIyvNW8imXfrAjZATwsOa8hUfACsr0G9iPiefKCRyzvucIiv5nFWaHg6ht7H7vwisfJDHGqMlAwt3ja4do6rJ6uukJsd4OZT/GKOr2t8FVM733n8MZ6IGCkmpyVlmirOkWUf3VtHl+uobIgVgsO2vkWXGqC6afFzj59bWFjCYQ2diwXfJZNeOj6dAy0JlYvp0nr8eVkIRv3kUIVgLY81mXZ2I6bFNt5QIGJfvA247oj4Kq6n+L8yAqmj3A3EFFimcQQz3iIbngHgoKtWSOXdmV1x3hzuRFLzxY6lPoydr8meY21T8fDVjvNbmr1Fx6myoAsuDnTrAjiM4NB0eXxX47sFolxDCclannNNvK8Mk1m/m/GzMqp3vZPPunknv/Crl79aCPFdIYSD93ny7TYBUj99e9hP2Mlsb2//g5e/4ctVXkp6peDM0HBu2Meg4pQvceReqwwndRrcc0iT4xYxmgxdR7c/I9hAO7XoTNDVIt3NItWBMpD1Ew/JxXgnMxsj9FqsM5QXng2AzHqrBbgsCrazndhNCh5ZlHQ3Y7i+nByuJ5bZISQiPhZNjF4miepAC5h3kRzcefBBkBuO6DCzuGkAfN0i8xZZ9pF5D+86pOvAlEcpovCIIFYUDNHBHJFK2WqKWxzgqll0wosFblHhq4ZuUuM7F2k6/VH9QmqR5h0laBV5a8seqjeOKpH5iC45mOvzihuzltYG9nYd9fRWhxOuzwhNF1Oa5fyTUgSlEEYj1nqEaYMYmIhdaQIuP3IUG72MjTKldclBhUT9Zw/3V/wwy6Kx647ex3HaAlNKTN8gE85Gr22gUy1GF2sEocBXXJ1W3EgMiPt7sZYHUO1YpBF0uxbfKmQh2L0SGG9pDmaOjb7moYMZG2cKvMxQpocu4/VyzeJYyhRvkpgeLonTKWlp2sC8cvyvesL8guX+jW36z3keg7ft8pqtC+W/M+qbgL/6/vbN7baP2khGCLH9jOc87xVn73k+/TLOqJRaJeH05RoS6HyI7+pVR0lIhU0gMjefx5H6TNNOWlQmaWYOUwhsE+iNJN5D1osaPYMLsYhb3nsXZv1sJB8fb5ENt5C6QJkIhJPKIPUaAK6Z44JHFoOI2q1q7LxBaEl9aFlMjhCurYWDJlCnAqQNkY9WCEGpBI2HsY7OpevA2BUFbZyvGfaRg2EaIDzavMFHnl1BnPKODiasZmsAXDunPbiCqybRwSxmKwfjFg3dQYVrHd4migyOYDAhCISSiUYyQ+QlqjdG9zcw/VOA57DtuDaruDZtuHFoOZjEFLG50eGnFmYdYXbM2U32WY5ASx1pMmRRwEQgEt+On1vMpkbnUV9p2aHqXNT5tt1Rk8VNDlYFNreI79u7kNqvYRW56kyglxHMIEeVGWp4VIsxZbyxTF3D9XkESN48iJseoJ14fOvxex1egsgV9sAickm+qVlMPSEIHtlpufdMzvXFnHP94a30EVLhuxZbTWJk09sgIxJtAdRdJFNfzDzTAG83FYPMcPFZr2Lt7l/j0+YX+E87j36lEOKvP+lUEE/zmswTirFOnTr15x789M/K8yyGyev96LMWtqPFI1WBzodJ1wd0NojysLZBZMUK5h+8xyWiam8DOo+8IcUwnl5/K8cMNGsPbKPHfcq770QnnebBhReQj7bRxYisdxpl+phyA53FRRmcjZFUubYC+4lETtQeNFRTTzWPUcxkEccVlp3axnsa73HHgGulStGMh17qihcjhRkazCiG80LIW0hXVdZHmuLWeaNj+LbgOrr5Dl2aSPbNglBX+GqBr2KK1O4vcI3DNR7Xvh9mqA9gXmiuzyuuThqu7Vv29h2THUt10xJqDwuLvzbB3zjE3tzD7uyu/rae36Se3sDVi0gkZRNZcYoe7DzWc8pc0i+OgIS5UAhpkMqsaFYhRntC3wog01mc2DaFIB9pTF9hBkfXS6+dOopieut06U+vzRqup5R3euBZHCQWvf0j5+0PouMMM0s3dbTzWNwHmCcRPxc8Uhapxd9LDYpUjO5qbBM7kUpKTvfz1cDn0vYOHFenFQvT484v/0bueMlpXrq5PtBav+6D/rA+SIugUPm4Hk+FfciRjBBCnL/jwl964Sd9Ol5FOoI41KcxMkYdQbBKslU+iBPDrosF0ckuMotoYF93cXbJBaQRuDaQD6O4e/98BI1l6wP0eAxSUd79PITU5MMz6HINqXKWtwoPuOVr6oIgOnS5Rr33EKoc0t28isxzullLM7O3oOxnDSzssrXsVs4lBBEH9EKgZwT9IqKLAXqjVA+RIur36KNLaoan0eU4aUnrlfwIHKUQS4qG4Dp81xK6iN6NBfHIZ+ua970RLtMzocQROZxMkUxRoMoBqjfG9NYihcZj/n6662j3LW6vI+w3cFAR5jGybKc3ca7FL9PdxDnTzHfwXYPuOsygiPQOxxzFovaUhWDROgbrsZDmmmmUIskKvDErjIvMNMwtOpN4GWeTFNxCfpVvHo2DmPVtdG9MNow1uIOmYZKY83YnlskktcEnjpCccEjOJ3SxiC1GBr/wWCHQuaBuA/tzy5W8ZpAZMlOmz8UTXJvqSHFg17cL2tkNykF8/Y2+Zt542iZQLwJN5XnHlQYX9vnEMyN6z7qf1z3nEm9bVN8K/Lv3+QBvsz1VDuTx2BNJl17+3Be8cHNjbUjdxbagkRIlxDIZoAqWQhiklrhuhsoG2HqKbxaIrKC7cQWINwzf+chy30GeRgJ0IjgqLqbi7tppzPo2AP2t+xEqMdglVKYUAh8CfW2SPKwGrWkmVxPHSmJf2z+km9sVHcF8DvM6Qj8A6pXo2NGCL6Sgp2WSg40/E4nBrjzTI1tPw3prG+jRJnq4gTQFUhdRrVCpVfQikoLAsmZF8NEpexvTKnerU4kUkLED5m1K7RKNw9LBCAHSKGSWIYsesjdE98bJCRccuqjCcOPQsn/geKzZm3vY2SFdfUhnZ3S+xoUGgUQKhZYlRicMgff4g3kchzhdJKBcPJFeLhnkmtpaymNzVzLr45tHCW2LzA3eNuieRmiH70QcIQCysUEquSoy6/WNW4CUJh/hhAQqbs4bdhP0oJpGHmcAP7NQxfcYFh2kgnyoHaJUhM4DCueiemfUJw9JKjespHKWF9dVU2yeprV1znrR4/KkItcRGyRE5NvZ94530/CJ50tG97+cF3zSNcpfe+sLhRBnQgjX3+ei3y57mgsvfchO5ty5c3/19Z/zefQziZKQKUnrIgm1C4FWO/omI4iAIES50OogbvTg8fU8UmE6jzQKryxY0GWMYPKNGMHojTGqP0BkBb0LDyBNQdbfRKiYmtxoFmQqwvHrlH7JMjo8hEK6Gl2MYkoyuYGvKuy8QWWS2Y2OehHhM6vGSYiLbumwtBDkCfafTgmA8Qb01xXFen4EEju1Ead2iwEqj+haU8QidcAjU7oUEn5UCH1EiSluzamDs3QHM9y8WXWSlh2ZFbiXEHErQiCkRGYGkRfIoo8uR5hyHWX61MGxXzfcnLeoxB/c7lncTkvYrQj7t47azOwNXGjxSUrFiDJK2zqFchkwiAtbS8Kkw2lBmwuKs0fLqdQag8RlfVQ+wFZTZG8QIQTWxvYdRBSvkqhjhWOz1ouT1qOY8pbnnokqhuh0Lae25cYi3jAOpp46cfHYucdPk3Op7REtRdWlUQiDn1nUhuExzbXVDUVlPWwVQVLL7qfICmySNTb9TcbKcM/6gNZN2CsdTeVWEjcA7zjY5xlrFynvey6f8bx7uTLvvoInedTgo667JIQY3HffM177sgc/gSuzKsmyRnXE1nm0dGRSEkJg4bqoq2MbVDYAbuDrOcE57MEhwmjcYYVQErlccKVBFhnCaLLtC6hiwODOFwNxCK4KDu87Jm3LpGnpvKd1nvUihuiHTUOhFetZGSME19FOruPrKqYSeVygTUL1ah1Tpc4HTEp9Gu/JRASWjTPJILXRB30YjiLrmy4Vur+kfyyR5QDVH9M7fS8qHx5dL6lT9JK+X04YqoDwj/kIgscd7uNm80j76JO+kQtJSoWjAUVSHVXGKehlqiTL/mpGKQjNtF2wVzXszS2HU8f8MCJ1w25F2J1h9w/oZvvUzS6tm65OpWURIfehw7oa6xsyM7r1fDOJyCUqk8wXgSL3THKb/t5jdBHrTN0xhQAh0P0cr+VqMNKM8th6T9FDtr0d0dppsDIbbKGyEU2qeN+ct8xS5FLNA91sKXMSUyMgttpdmn06uvhAdEjVQjLssyKB7/Co4FfzSkuJFTePxV/rAxXvxFx4KQDrpeHCZmCRCNaDg6oO/P71BUoK7r74Ej7r1b/Pv/qt9/wlIcR3hvCHaX0+QRPctkhGCPFPgT8G3AghPHA7jvkhOZnBYPDGz/vsz81yHWVQtZI4HwmYlA+RK6VqcCFE5C+xWt/Nd6IMSholEEZj96cILQnWI7VKfCEKNeijxqk9vX0/AKZcp0ur5ZHJlIO6Q0tJ1TnaJJCWpVzmrnHc5CrVa3w9x1czZFnS7F2mW7jVxPbBAWQ64mIKJZjZQCElRgoKJUhZG3kWRwzyMna7lqYGPYo778esnSUbnF79XOoCIdRKV3rpGyQCKRSENIgnNU01xS0OcbPD1d+HFFWFYzKwH4pNmo6DyjKZR9BdO/X4QxvDNyVpZ7vU9Q6V3acNMywtnqOUzWPxaAKOutlFCEEmJfLs2uo5phAUhaCfR7qKWdetaCp0OcZ3FXb/KGNYKgMYJQkupot6bRBnrVLR3Kxvk43PopPDnvuOedcyTfy/BzPHYp4Kt3XUfAIiFUX3vinhMh+ODjmddwITVtYyzvKVPpVvYnTn60Xshs0O8W2NHqxT7T/E9vrd+OC5MW05c1pzUzna2lPNPQdleu1ync1nPo8XPOOu05evXPt44M0f9If3uEzczprMPyOSb/3Y7Trgh+Rktra2vvnz/tjrZbzLBazz1DbgfWBSOwpjWS+jguGkbchyRXANKh+uBs+wltC0MffuHEJLpFGoMkNkBnP6LKo3JlvfRmV9TO80M9fSuI7dquagjgvt2iQuisIIDmtLpgRnh0WkBkBg22mE9Bd9ZNGjufQoutR0V2tMIVhcD0fi9sRB4yIVU3MpKNJiLHPYOgu9BDwrTuXkp0eYzVPoU2fRo02yfkQYq2KE0gUOgQ2OLsR27jIh6iWyqOCjqJnrKoRUq8dygFSkxx9qUqT2JWTr/URHWa5SNakL6j+qezpr8LMKpbIkVStpQ4WjI4gYMomgUGmZCBRSKKQ0SGMI0xpRaHwmifokMK0cg9ORbEsjCT5NuzuH6o9Xc2vu4AA1GhxNjyczm2eQad4KIBueQekCITPwHTcXNVcOG6a1Z3cvbmybRiBC69+H6wYArVazVmKUnFshMZmgl0ua1A3TSBxEdkbSrJsQUQ43L1BZTje5iRls4ro560XJ5qDmYHHk0JYifA/tVRgpOX/22XzOaz9Fvffa/rfzJMnbCgFC3x5NlBDC/xRC3HVbDpbsg3Z/Qoj7L2xvXziTBhCdD8waz6x2TGtPaz3Ow81Zy2HT0jcZClC6xNaHMYRPhc3gImxdJHY11S+Q/R56fQOAYusepClTBBMXz8OHMx45qDisHFcOOmZ15MudN55J5SiNwofAIonES1NiqwNUMaDbvYmb13Tz+LvFJJBlKUIxkOuIhRlmgvVC0Mugl8Ppddg6A8UgXq5yI8OMS9R4hBqfIls7GykdANNbR+keLbDf1uw1NYdNzTQhXZWULGXjpMqQOrKuyaxEmDwS4rzvNX8/PzuSTlnhY/I8DkRmJTLrI4SmdpZZ2zGtHYva0ywCbuEI8/d1Pp2vllNUQCCIWDt6rKm8H/l5SgOFQpSKduFXUcWksczaljYcIZlXJmMHTqZBNDUYokZj9NraClhp1rfJ1rfpbT1j9Wd7XcVeleowC8dkfoxFr0pCc7BU1ItfmyN4tujFcwVQiRa0Vx5d10FmIHT4tkIXo6P2daKj8PMZ3c1IF9pObtDOd+gJzdl+ybPP9rh41qDNkYTx7sxFAvnBGT7pVa/BO/fpQoijCvbttNVieBwP2BRC/Nqxx597Us7pmH3QkcyZM2e++vWv+jgIgdY7ci1xIVAn1OZk7mnKkFQWFZOmoV8anK0I3tHcfBi/mOPmC/yxkHY5RbxcaNnmRaTO0OU6ixCYtzU7Vc2sjX+zMzlGem2jhMj6ICpAzlrLxeEIScAmDpN27zKyKFHlAligc4mzsWCX5zCrINcxnUnBFWUeZ5T6AyiHcUHmQ022VmLWx/Tue+Et1yYf3UEdHIsEda+sZZjIlQBmXZd0mxS50mRCI3WGMiXdsePEsYC0KASrUX4hIs/KEnwlUgs5WysjElcfc1oqwxGorWPROao20DZR+dHXHipLqNo4Ad9VdO798CwFQRAeHxyODiMLtD7aJ2KQI/oa1ZdkpaTsyRWPDIAWEqVLTLmWyM0dbjFFDcbILI/k3Im4S29sxTGMxDNUbNwZO3My8vDgHDcXDVcnR2DBZuGxCd0bbFipG6BiUZoAojxSIRBDjeypiGtK3bCNnmaYa/o6DkXKrIc9eBSIVCBusZS+tahhn/bqw3A2xLGVbsZ6UbBbRSd67oyhaqK2VpmOP3Ud/fE2r/30T+WRy5e/EPjR973QT9weO+P2R9hOCOGlT8Y5/GH2QTkZIYQ4f+7cF73yJc9BKMV00bC36Nifxrukc2BSW3h3ZhlkDc84FYt1OgTsfB+Zl9iuu/W4KT1Qgz4IiR6uI5TC9E8jdA98x6OTObvzjqrzzCpP3S6LzfEY6yMZI5jWcce4R+MtGQGp8iiBOzvEzaa0uzNcHVnu8iJSObRtdCghdoVpO+gXsHEq4mCWNr5nSHZ6TLZ1FnP6AgDFxh0ruoG575h1MYIrE15mv24SxSbRwWi1ErWXyqxCSWUKnCmROsObLFGUyvQQeEtk1tfpPCXoUmH6JkaCWh9xx6SWuSXQuVivsontznchyslaD84TnMX7LrbUiSlSOBa9qJChMBgKXOgSgVZNaG6d3+maQL+UDAvFIFP0Eh7Ge4u37RE/y2AtsgcWfURW3IKKNuMtlCkTQjnagW1ZdB2zruORvYZF46maQJ3SJNd4XOoo0foVDknk+mjmamhAC7LT5hYu3PVh3JinE8G5a+dx+n2+j5sf4qvoeN0iiry52QKZ59jpPotLbyO7/1WUQnH/xjrjfMavPnrr0PVe1bJR5gyyHl/wx7+Qf/+z/+0beTKcTBqIfbraBxvJPPc5d9/RN0YjZUHfeObtnKqJd0mApo4F2HObUYjsoG5Y60ma+jDKkFx/6Eh3WEBIVXFZZCAlerSBWTtLPjwDOrZOr87nK6rK3cO4oLruqJVbFoK6ia3ycQE9rSNGw3W0s+t0s72oUADIQqPyDlNImrkjTwKDaU9gbSTBKsqj6KW3rsnXC7L1AWZjE70RcTv52nZ0hMnBHDY1+3Xk8N1NPC2tXVJsglaSUjvKwVIFCqTMCLqIlI9ZgcgKhIkQfqFVHCPoYuFXpAjG2Q+tCvz+ehtCSIRQSGFQwqCCIRDw4XhLJl1nfYqi3EQP1pDDAaGNnRzfBBhA03qqzrPoHIuuY10XLGNVXQxx1SQSyGcFwXao/ii276VCJN2qfO08UuVIleGR4Bt2q4ZZexS5VgvPIoHv3MzfyjusBYQ4RMvArLpJav0oDR2tRUXOs+OMfsIuZAgs0M4jMtnNY13GpyjFzhv0oMDN57FIPVxnfu336J15FmQx9XveuT4HVUfnAzuzjmGauWqD48KFe8my7E4hRO/203OKWxDmTzf7oJzMaDT6zI+/eyuXOmcRLFdmC+ZNlDKdHSQwVSlQMlb+zw492/0BiEjSbGe7kfS6qhBa4bvoaNSgRJYlajAiWz8HgBmcJgCHXc2VSc1h5ZgsHNbFQq1NTkanyKntAmfXFb1M0bilLKumm++h8h4d4OcVrupQhaa51q4igqKEOlLa0OtDlkcqCYgjA9k4I9voozfWV9ciH5+NbVXd49FFbPsugXG7i5Z566naWPBV6Rebqaaz7I70VUbw3Yo/JvL2zuM4QdOsxh+OWwhxQlmZGOFE4fn4QC61lFRsmSeQmQ/h/ToYAJnn6LqHsT186MCDDGpFqiWRaFGQyaM0Sa2PEet9xFqOHBvMWFEOj9KktSKjbzIsAaUyVN7HVgcA6HKEUybJ50bHofsbSJ2tZpIA5t6xsPVqwvrSfktVB6pUe+lqjz82XhFsCkN9WNVeAOTQIJZAwXWF0oKtdU2RAHp3r43IpKSr9umSWqk9jI7Gp1RpKZFrpxU6BGSvh5sdYMZbdPMdtHeMix71/Mh3bCey8855nAkgNA9+/Cfot7/99z4R+C/v/9P4EE2wIrR/wocS4l8AryLWbi4B3xJC+JEncswP1sl84YsunEL342LYrzqu7zhm+w7XBoSCehqYGcG5O3PGhWHaNWRKovPhivYydJbQ2fepiutRLPjmo20Egr22XoGuls4FoK6OeEdCiAJpw75ikCvaNHiUIbFtbAc3u4/ipgfIPAMWtJMWk8eFJ1WgXkRHoxT0xomCwcP4Ykm+0cecPgrf+894KcXaHeh8zCI4dpOD2asaDmrLtHbUnaezURhtqf+cKYF1nqBjYVWJqHeUS4PUJSo7hvRL5qYLpFYEEwf6VstoWZPRcjXOgFIp7ZRHU5OQlBBiQXI5rY2WiEwRsvf9+HvqFC40+IRHkcJgZIExI7JihB6MV8+VGxlmXVGOJIOhZNxXrJXxmKXSaATe21U9RhUDfFejsjKSnnNUS8gGWwkdnSGEAd8xaTqmbXdLHWZ6cERw5eaJsW8Z2S0Z+3xA9PVq5CFfV6s0afPU0Xq7OIrX3HiHhSiXe+M98diJNXEpNOcbi8wUvulwB4fo4ZhuGmVRdLnOSOX0RxlVv+PdBxMEUGjFqaJEioiMetnLXsF/+s8/8/ncdicjbhlneSIWQnjjbTnQMXvcZyaEyO65cP45d5zZJB+fpwNKE2eUXBewi8g7kq/rVXThQ2BkcqSQtLMbkQE+1WOWuCSZmRjFDGNFPxueIQSPk4aQsBo3ph3TuadOaZl3qQAqRdS7HkrKTNBaz/lRyTjPo4i8NLEQmsUwV+RZFAdLWAiTC7omUPRil8bkAu8DeV+Rj7NIhrUWwWdmc5vs9MXYUs2GNMdqCbtVrE1NKsei8TRtoEgDdLPKo1RUhIz+z6KEIFOSLCkTLE1lJT4roqJhUxPyDmndakMu6R2WzkIuh94e2+oOPorSC42RgkxFwTiTgcwEIpeEUiP6ObLpobuOInhkq+jsrZH8oNxOLesClZeozXVYKxHjjMeaD7BRGkaPoQIVykTJ3CSXuxxb171x/HxSqqRMnw5P47tVd/DqpGVWO+ZV/PxtG6KCwrLgm2hBhYza2MLIFR5GjY6cy3BdrTSgLm7kFOnmNpCK4C31wSWCbeKUfr3AzRZHMrltpE71XeQBUoDd3wWpMKNNbLUfbxIyvo+Loz5SyIg6J6KJJZ5XfPzL6PUHXwjc/o6O/OhIlz7h+ee2jBqv0c1u8J7K8+7rNQfXLN1+RFbKnqSdONpB7DhBvJO6bo4ux8ze8auILCf4w7gp9JJWMVIjmLUzEDzZYIudtlrxnixD/fqYHnMQIDwUpcC6gE1ty/Uio68MnkAzvUo7vYlNekp2f4JvHSqX2NrhbCArIz9wnJsK5ANFNjSYcYEepzbr2il0opPQ/x93fxpr67bmd2G/0b3N7Faz+32621b5VrlMFbGxsWNDiAkRUUJAshUlX1AklC+ORJR8iUgkFCVRgkQUQyIlFiAEik1EImOMMY2BqILtMlVU4epdtzn92c3aq53N240mH57xvnOuvfc5955zT1XurXG0tc9ae60559s942n+TZW5MylOGrkXu4HrXZga0tZko/osEWFNIuTAaxRYEzgezRTJDWA3m6w4dLkjli2q7zE+yIMEcsDjeR1N1V7Drk1RApPVmkf1ktJYZm7LrOx4VnsuZ5pmYRiWlnRU4a7m2OsTivWG0OwIfUMMHYcA1eLhI1RdwKxAVRZVGpTLvkg5vt1bZnnTJG4BCQ5UAR2kNNnhjGvkdolgVL7O3rPznifrPUr45iZOfb+wzaXSeF5SkuwuBxRVanTOVOd3zIRdeXTqKPN1eGu5oDaOfvOMGKTv0n7ybblPRuUyILSe2IecMWYOVO4Ppr7Dby9x8zv49gZbraiMw+TgklLCKI3NkIDlfMHq+HillLqfUnrOl7TU75fG77179/7JP3Qkd1F9+lVWTct1FjtKQ4Q2EkKiuOeoasXlOqDvKXZ+YB4Gth/9Oroo6Z9+grKGNIjsv67F+c8e36VYPcQt7hG0A/ZqZzfbSNMIxD4GpocXoCgUMcGdheV05vbBLXT55pWRqCoKdFWgew/bATcz6CFNlUUYEuXSUD+c4072lID6Gz9DefoW5erRrfNxM3T8zvmay61nvXtJZa7dC2KjEsGq3P/ZP7SN91TWUBmDyRmXKWaEYiZYl+zPnHyAXc/3XeOT/jnsmO2JxSukWVpazKxAN0ts18v75uzjsKTVj+fohcHMDcVSM1tqFgs9TWoAlkVBpSwk/4ogl0xCnPSOMijRlHO0Lgkkhvz5n29amiHS9pLBgFyjcOABleJBoAGhOOT+l12YiQB7fGQmxb6fvLOksoa5SqRhn7V1L95nePGclGtyf9NKKd54ZE/ZgynlvWN2PG3prp5QHEVstcJGj1UGiKTkid02l2KS6fyJP/4n+LX/6lf+NPAXf+AL9X2XQpkvp1z63Vg/8CernP0nf/r4mNR3RO341adnNNso1PrLHqxG1wa/DsToOF4YXux6vjavabN2av/0A5Rz0lDTGu0y7PzoFLcSMFvMKeeYxUwr30vjw2ucTIRSgtVci6B+zmYiibi7mCQK4uZaUJvOElov8ghJoy34LmAKTbmy2GWBXWZi5skp7s5D3PIubia9Iu0WrEPP2fqG59tWAG65Edlk2r8/1KrNafthudz5ROcjnRfl+yFGnDYZmCdAupeXyVMKpYK8ttpjacZyCZh4WtF3IlUQemx5RG0tq9JxXHuaPtJnV4D28jb0Xr2xQrWB1HmZ1ow8iNzDobp9u5zcMyznhuO54WRmOa0dJ9WoiCefIwwN0bci8TGp7LmpTNJun8Hsgoyqbzq57pfbwGYXxc0yBxe/zdOkeBBclJpgparUmNwHK+fSKwJ4fFRQ50nSiasnJPLu7LtSJj37aHq54TI7XG69SHwMIkFy+H5To/UgqA+bMykri8UtudU4SMAyReJP/Yk/pf76X/9r/zRfZpBRSoSwf0TXD/TJlFLHP/21t984Oa4p3/gGOkPV25s965XNQCo0xf1RuAl++u4xkAhDi795gS5rwnotuidEIRVmP2MQYegIXPUtOj84N9tIs8sP8JBGVPokWg1wPDPcnTseLmqOihKbIoNxtJcf4NcvBKRWFAyX1yLlqIBC/Jbd3GIKg5k5bB4tm+UKuxK94NFGxLgZbQpseuHObLr9A9r2ib5PDIMEwZT2E0VjpUHtrKKwiroQ3Z1l6ZgXjlJbAukW9FqXMzG7qzrZWUf0qVGTcPjU8B2tHIQGnCUtWprzdylXj4iuptQFR2VBOxPMTIgjSFTRFgpfG+Lcimbv+Bm+spyCjNIKVSh0odGVwtWacna7RJs7w/3ZjJm1FBhSOsBCfWZ2ldGFByvmqdj+17M1zpgxpjxNGrMYm4W0jcIuNKbYS08cLTSz3B+T+0Puz+7mCbGXTKZ7+h4A/dklxER31U2Zcugi2qrpEKThnlHEIzo7682YXPINu4u940SzhhQx1YJi+YCf+5mfZeiHP66UUl8aYVLx45/JaK3/4Z97eF+bylAcPeR5LwzYYR1Im4F006MqS1oPDGtHypT/m75jlnePFAOh2UqAORi32aM8UTqWckQBz3ciEXm+8VMgSQcId23EqbCqNfNaT5taiDkIMU6OHGF7PQklEZPQF2pH2A0URwW6dJjZ3makfOsd3OlDypM3p++Zck5A0YSezTCwzajjppcm7zCIdGQMSW5Glek4CnTcB8RE1i55zTOntJlKpljMiMUOVdbosDduU4O/LR5ubhPjUhQGccjkPt+tUbbElpaFKwmznAVqRWkVhQtsa0UzjwxHhtBEYpcdIw8yhfnbBdoqrFMUpaLM/Y5ZpVnWmnmRMwdjsORSIcuNTjq5Y8k0BsQRkGiLPao3r+vOcz3qweTvDW0mib78XI7xySjUQbaxPN43et85qVjmZrSLfnKy3H30m6Sho//4k0l3uLvICPGtTD+11USfxIv7oPcx2uSOJV9KieBbgm8nd87D5ZsbUhhYzO/wta9/o/rwg/e/CfzOKz/4hdbvg57Mo0eP/uw31UzbWtSzV0XJxSh8FAEfSNuIfmuJnWt264hRitOqxigzTXMOJyDaOcxKVOPs8i4oTTIll/3eJuOw4SuTFTgQD55YygD3ZiUnVUUkifDS5owhSz6GzQ1xGNBVQdw0EBNm5oT1naG+I+vbLk+xcwl8xfI+tlixS4HLZq9Ve7H13OwCuzbRdRF/G8B8W4pB76klt35kxK+QcIAfGkK/IXQb4R6VM5IfmNibWoS/voz1zvGMRdGxrD3XO5nc7FrJFode+h4pvvo8j+v+saUuNItS0L2rwgn3Jy/fb4i+kzLJd5Pt67iECOqmfllE0SehYaz7fYm8baQX12UCZOyT0AfGvsxIEB0N4Gp9W0Cr0ixrefiOy5JjW5Jiz+7s24RszzI8fzq9X/ciS4DceLRV+D6hY0SPqn1mBI7K5x4BnsqIxCgxgDb45grf3ODXL9DljPbDb6OLkvqdn6I5/x5/8r/+J80v/Re/8I/zZQUZpSaJ2x/F9YOVS8R/5BuLI1JMlEeP+TtPz+naRNwFUR5rPcz3I835SvNoVXDTdzjlcfM7dOld9Gw+6fqqokQZizu6T3n0GDe/y7jBf3LTcZEbviPpblr5/iorxbzWnCwsd+Zu6sfUyuDNvqmoXJltWj2hHzBVMT20uhTRLDOfYRYrzOJo8vSx1UpInUCXCZ1nmUbRZ+Gow2x3LJMmf3ujsBbMgTylyaPmQ2H53KZGaStIV/t68zYAXRYoG6bphvRkDEopCbh+IA09w+UTzHyFb29yk1Xj3IKTosZpw9VLlACArz0q2PWR3ota3IhJimmf/Rizl0YA+OrxnMpaSm0plEGTiPHAO7pd3+7FaDNdlxh6VHAo7aZzVhiT/3js1M9SDOZ20xytUIn91E2Drvafa74ylIXiwZHjuLIcleN7toQ+B5fLp3vX0vMNyUeaq1FuVEz+bCmKfbo+aHxnbJGeSZmvqwWmWuTrMY7q95+lP/tw+v/2yXeZf/Vn+Yf/wT/Jv37yr/z3gf/zKxfiCyyFms7rj+L6vkFGKeV+8qvvnJTOUL3ziH5zBizZXQbS9bCffAz7rU9r0Qk5KSvo1gybF5jFMWFzja5r0jBgj+8If2W86Yw8XE+3u+nhPey7jB7UgnZVE6Ug5mwm5v8Pfjs1fJUpSH0rZLxmlzV4zZRaphBw9+5hlse3T0p9lJt3BUPuPzU+ZJrAqwhapTIbOnMax8x1/BlnFdYKVqXIDotGqVvynofL765IfhC5g1EaQymS1sRhQMU4yW9OaVKMgqLNmWDUhjDubimSKo8pFxzbktpYVoXjzmxgvRi46Tzb7nYT+A++VQsA8gCKIPgewfjUbn/rlCRSaPC+O8hg9hlJ7JtMH9CoLNCti5lQGrQEJ6s0fSYhNEOkHSKFU3Q5swo+5fJQST8GQO+zY+lRyXV4ORjWznJsS2JoaV58D7/JkIaLK0HzAs25/N2uIyhBkg9twhb7Rv44wtZVhZkv0eUMl4GpppxP/KwUg2g3b6/xV5f4qxuSj6KX4wq++gf/cYy1f99rL/4XWYofe1rB1x5VhXa1JlxdU51+g+7DJ7ha0baB1Im9oiosae1BSbA42/Z88zhfaG2IzRY9XxG3N5iVXBjtZOculg8YiFx1HR9dyU54eRNodomhy2PL3IcQ/x4AxWpmOJ1ZQkrcqSpm2hFDR799gW+uJsfC2O4kc6kqeY2+RxUFpp4JRgdED2Z1n2Jxf5J5HFfrA60Pgtg9+L5SapR+ISUZq49TEOsUhVNUpWJeaeZlNkBzhsoa3Es3hVIaZTKTuqjRvhMiYdZVQSuSMTKqChmgN/ZmxulSiMThoPcBohs8dIR+NwVPV9ScuoqVq+hqTxekVGlyX6L1YeKKAfyBu0eyWyowSnScBf+hRXTuQLPGd2uSF3mHFP00EpbP5yfQ2GHpnFCEFOhDoMk0gi5bjvgDnlaK6VYPWRklWU3uxbha2OAg5Eer1QS6SykQcy8m7K4Znom+dHu2I/SRdrO3xRk6kdLUWlwUDpcuHbrOE8gcYFx9TEoBU8xlZD+0vG6FzY7h2ccM73xMXc+OlVL2y7FLUbemWT9q6wcJMt96aJz1XcIcH0FoeXI57MefSkmaESNqafHriNbwcFGyHjpGsUazPEX3LUGpbCF7FxBRIsk8Eh/eiLva+dpPF1xurLyTaBEFKnPDdyyR7s+rPfhLG7S2KFNkomGBigGtjUwB2hY9m6GKEpNTXjM/wmZV/xHeH5Rh4zuuuo6rtue6vX0vaPFQy6WK/N11ibKSrKWwEmDqQjMvNYvi1ZvAZGEtOThASfM32X4ypovdDl3Nc8/KouxA2Ny88lo/yGrPP8CUM0y5wBRzTDGjthVzW4AtSFnFL6SIT3HPezoIrXMlDyzRi080EMNACv2kKjdszgVwl8RdU2Wkrz7wmJ6IkQcUiJlzDDHwdLMvuapKE0MkRoXfgi4VUSGigjGJyp1iGlsDLA4mX/dmFUtX4psL+vVzQif3WGxaQiY/Ntd5WpphM+JzLlSTGPZlmTJqaviOZfUIbxDB9oJ++0JK3pRQ1k1DjubpBl1o3Okx3fkHvPXW2/z2b/3m1/gy+jJKTQTTH8X1fYPMycnJzz2q5tRHBnd6j2hKhiwZICxcqWNSN5C2Hvd2xXYdOdt2fP3oGJsKisVdvC3pzj/EzI5QrsBksW1X36FJnrPdjiFKen6ZmdbdVngqL+PMYpb4BJkondbl1Dvw2ahe2/1JV8aijCW2O8zqeGrYkaIYoM2OZJfPD7ZSliF5+iC76/hem06M6ccRsLMKBzQZLDarFdYonFNUTjErNLNCT3yqZSl4lVEGwWmTg0zuWSiF1o7kqkmd7XVL1zXJe8lmJlVxLeVS7rHGlPK0qSd2u9xQ/nTNpN3luxhbCc7DFNiRaKk1t8fM+1SiWz/NRMcwBZp00AUfJSyTNijrSEqjsoJe6DZSLiohe5bKsksDISaOKosPEuCuN3GaLJpaE9ooPRyr9tPGQt+agh+W2a+slBguzgDoLxt8K46T48ceegi57PUDFDWYPD0by2xdyXkc4Q22PkHbihR7KbOVmfA/se8J233Q3H77E+zdB3zrG9/gP/6P+BZfSvP3xzyTWSwWf+RhscTNhXx3kcWV3dIQKitSDTGiSodaOvw6sHrHcbb23Awtp7ZAuxlx8wK3ukvodtha8pvy6A0Ahhhpc1r97CLvKts9anb8W9s8uq4EfHcyt5zOJJgsbYlKfuqy+901KUhfI/hr6QPMV2hbCFmvXoov0eLOtBsBeZwqglxduN2n0JkioJViN+5uSnZOZ6G0miqn7rXT7LKg9enMsSgsM2uZOUdpDE6ZDDdHmoUvLT0SJpUm9S2mXhJdkdX+B5LvpRQJfsLSpIyVySeNNPQoY4jGouw6a80UWT2vmoKqKPPdHrvunv+9/dRkZHcfgP4OV3/9VDKXmKYM5uUVu10u8+TfTTWiqiWARdK0UYxBIhxOuNQICVJTZqVGfExeRaWostrdqjac1IIAdyi83otXTW/Cvt8ydEzN7mEQITPglk83MMEhTL6HbX2McTNSimhTo7Slz6LpY78x9IGUEptnHavHNf7yBV996zEnJyc/C/yVV07W510/7rQCrfhDjxdz+k2gOH3MLuM8hitPer4RNvWo4mYU7siwvon85OOSs13L6ZFkDW52wrA9pzoVsSc3vzs90F3wPFl3PLuW7ST4vb3ESOc3lXhjjzfCaq4ZRivZGIlE7MiTyQprKc4JQy99DS0TnOSHKcDY2ZFILYKwxHXBLnk23Z4z4w+yJqOgsJq2j1SFzhoxQn4snaJ2hvVBWXV3IcFl7iy1tZRGjO8sewnOaeX+CnkCo12V+zSOmF03TVGRfDZ/GzpS8MJs94OcNL/vgQjs/WBLH1GqxuTeT0YRuwJd5Amcq6e/R4U6gOapcHqUkWCTLRJeAdmF3XU+lH2zeJzhK+tI0aN4Na0fH/2UZbPGdTo3aCX6MeOyM0XotYyzw9gMPvgMIeEPqAatD4xvOWwu8DcviNst/oAXdbh8HjB4Lx9sRBC4uZtilM6APlcfY6zc30Hp6WGy1RGmXjFc7YXTR0+oYTswnJ3zzle/xmKx+Ade+yE+55Lp0o9puaSUUl95680jpwzzhzX9xSfc/cof4+6R4f1cx6pxwgGkjUfpktVK82Lj+cm7K5rkKdxMQFemIIZeLoKtaFLgRdNw1fZ0Q6QfZHy6uw5EL2hLouxY0SdiHmuGkFjVBh8SQ4gsXCFTEKXQRozDtKsI3U7wJsVIaGvRM7EKsbOjSb/EFHOULuhTmMbV635g0w80mQJwuKpCihxrZNpSOzOJKj1clsycCGmP6nhj5mJQk1axRRqmKd1ujiql0aZAoYiZ36NtKeWI76CoiUNHvP58/LpwvZ6a09PTotR+4pbdHbVzqOx7PY7/D8ej/dmHgi7No7RPEzofRbglaJpcg7y02yp9qyczNwVUe+Hp8+2A1rBYiKleqxNDK26T2kHKWYx+aeJYFopdH2mKwP2ZwBBGAubYSwHRBh7aOCV/LydgdhrO5U1mOZMA7QpsuUBn0F1PQqNoU6BQDpDelJ4t5XwquX+7bYLkKVYND+warfXPfsYl+8GX4se6XHr08FgMifvrnuL0MS/ahu++lycYY6qaEhiFXjmGdQAsp3PLECJFYTBuju+vsbNTcQ6sTogk2iww/b3zLBB9E9hl0mUcBHiltIwsTSnIy7JSzLKO7L2F47Qu8TGyNAUxtPsJQr+TE29L0tCIH/bR6pZJGIApFmhTZomBcbri6ULAxz3YL8QkWYsS25UqjzNH9O+DhQSXubNUJmct+XE5dAwogJQGYgykFDMj+TDj0JPwVPyMvoyZH5GGjmhaEQLrkbH26C+es5rkw4Rm/bTVPbnMEp5aAIqlE83gXBqMsp7KuVtpedxcT4EE2AcMrfaAoRikpE5RMpaDJ9m313m8HjFuTlBaZMyVwmhhx4MEc20U2iS0USL1YRUcYGeMy4jkPA2qcmYJYFH40OHmJzTrM8xikUfXO1yl4UbOz6Hh2wQ/KBWuNvtAszrO5yQDCTMZcpub3oUxGDejmN+lv94D/cbVt4n2smOxvaJwxZ0vh17w492T+dbbpS1SArdwpBi4V0n01seWOCugEXIkQyDuPLO3CjabOOEruhSYKY0tlgTf4qoTUv7+bhj4zsWGpk/sGkHOhiGzbUebCcMkPuRqPfVnfEwM2UwOpB05nmg9ehqbAd+sMeUC7QSyb3Lz01YrtK2JSnP4CDaDpw0ywh0mu1oE26LVFGD6EKmdoXaGhZNeS52BaRbZ3eR3I2UKkAIxjJmLBJbDsuJ1iE1TzCcFORnBZk+gEY/Styi7JeYHP6a0FwZLiTR4YjcQfSANgejjLbrA/r1vZyPtU5le6cKgS4MuLNrZKfBMesIHASd1rTR4dQ46SklpdkgU7G+Pdvd9GZBB9n5ZLWWoUXuI92KlaWxidxOnXsmhZi9A3ydaI/92sRMp1LuZdHrompB8wC0s7WVPUe4rvxGnaO0t9kP+pQxPWNzB1cfTsbXBs+0H5oVjG3oKbUSQfnGHfjZDFwaVqSbhgPP76MH94tvf+fZD4Ak/zFI/xmC82Wz2B986OVJKQXfdUZ6+xUXXoLQijm4BhQUfYFbALtCvI/ceWc43nt2R55jxgVNYm9PLFNgOPU837dQc7QchQPptJOT6NQVkFJh3r+gT3mf9mCB+TwAhJTQRlPQzjK1IYUBpi0npgBc0l4lSuZBpQB6dN9FPpmHb/vaoesS8jQFmfEaPqyI3cx21cdOJHH/bxoFwAE4b1eHkwHLJdNBwTjFMu7+Q3Q6hepLppCzKbYq5AN5cS7BuAt2lGFE5yKi+J8ZE9IHYekLnCX2cxrHRp8N2zV4Iyyn0Sx4+/eUOU1oJNsUYbHJPJwebCeAYE0rJtfjUpQ4y4INjFP9yNTk6Ajw8cjjrMVmjx1goZwrfQ/BqomvEKPyxotRYo7jeBe4uxHxwEwcWxYrq5C3JHkOgf3pGeTqjvexzyS+fxbl9RrPnP6Y9uvgg3dFaMuBtFti66Xq0grvVTAzt4st8k3w+t4H2/Y/52lfeUT//N//mt/hhgww/xrSC09PTP/LGrCRsJZNpz76H/coD7pwabk4c8SzToY1kMmpZE3aBzSayWmjOth0za3FGs3IlTRroY+Cq7Wh9mOxNzl5kANY6EodRoyZBFqdKNmGcZDGLpWY51/iYuDcvOSqLydg9hu4Vs3pbH03KayC7p7EVKPmdMaPa9H4KMJ0X29uY9sFlXPPCMHOWhXPMnaNSwqIelw4dQ7/Fd2tivyP0W+LQk6KnPH5867P59lroBNqibJn7MblEGT2yx7FKkraotnLO+s3rAV+ftkIvhvSjsX3wicNBUH67LPA0YAot6OpS7IOn12l7dIzQ9eICecBgVZbbpVMU7yaV4dqv220Tt9OFuXaYUrzHndZcNH0mcyq6XtGTMHbsvwg4TxlyOZXRv3lTGLWVD3OdsaRz907xF1fUpyXdppnOgehGH3y+fHh2LhSUyTMs/0Obv955Tx8iR6Vj63tO3cjoP8HMnmAKjdaR3kOfxdfevn9MVVU/Dfyn3/8KfvpSP849GaXUw1m0AsEYIuXJG4y3dnXH4lcFbHsIEVU7Uhuxjw3NRjRuAa67nnuzmpuhk10li2i/dymv9MkLjx8SfZOmPkzyTCQ4XeupXKoWmpB3lDsLyxDjZC8iGHOZxqQwyHQmczpSDJhiJlMTLbV0QjKq3TCwHYbpczXZYSCkNMlNgCB1F5m3snCOhSuolCEBOvYM3QbfXjPsBLIemhsRBe9b3IkwzLvLj/bZirboPMlJrsLkXgxKo8fM5DO8ad3sVPpOecQM5B5M3j27TnbomKbA/Wmr2yWYSJwJY8HYhC0VdkjYUjyNjI/oA02ZFCLK7tHYclwH/RhyVpZFzhk1iA+Wb3JfJgYZqesKoxROG0prcoAPFJmW4dzercFVmqHbH1vwib4D8jT++Xrg4aI6eLf8Ge2+t6SsYnZi0dbjO/n9oRf7YqXEfnfSMJrlsuulss9nL3YQz6/RntfVJ9jVHexyDlxNPz/0MNx0HK3mLBaL2zvPF1qCr/pRXZ8ZZFJKq9rYCajUPPsOxclXcU7R3QRoswyBVuJlvbD4bWR537LeBraryHEFF23LsijYeMkYXmS+0/mNp88j6i6zumMbYZBGMiqXTMhmN6oe+MArIlUJDjhLDq0zcXAMMNkoDKAnsPUD667nutuntLtB+Ek+kx1HqcZ9L8ayKm6PClNo8M01/eY5w+Ycv74gZsa2XYkAeX/2gUBH8yhXOXkNXc4wpbz/6+QB5MbRI4tC2sh6xJIElMm4lzHIRL/vyXQtsWnl2iRJ98csxvdC14hhT416eQ1dLqcmhC4oLbQFUwV0VUwVkQhomb2Ytcpw/4PdVeX+jDoINAIQnGVZiCjgQi3vN5ngWU1p95ijo6XBWmFnD73QN2KASftGSVkFAnP4+KYhpMSD2YxFfYfaWLpzIS0Wbzymv/qOnH+r8F2agktK+2GYrQxxiMS+p6gX2Hopkz64RXjtQ5w0m3sC+kBm1NYG6w7oF42nPvIURbFXqf/Ca998/1Fcnxlkqvni63bQJAWxj/RPP+DOTxneOnV8fGfg5rkjbZ088TGRuoB94Gi3kTunjqudp7KK+4uSq7ajC5FtH9j1ooXbZ+Lb9lJ0bGMnJRIx745agRFaQTHTE8LzdC4iVQlYuIJS2QN1hZQtQUQgepTgVDnSexJtyCVSTrekVIoMYY+JKYxiCEkE8LX0CcYbaKYdKbREBobdJf36Gf3VU/z1C3RujMdmR9/sSH0/Mc8xMirWleyIxf19YElxAOpMGhwzGT3B/MecZsyujDIYO8tlVb7BMgAPIHYNumhyv2QE0cmPhax/44cMm98nIlIy+ZdKhpggyYNhDuxGpMl7OzMZ2fWSVeaS7/ABiKLeF3oy/H7svw2kOJCS+D+R2/GPFzMq21HZntJ6rnYBZxSDlQzDZ33yw2MQIJ8w5fsgwwE/GeqVzN74Kdqiwl8+p3rjDqa8xm8HwicNQyuBJkbJYsZl6kzkbYWWoF1FSoFiEgvfr8b7aTNyizuY1Qq3uCCljsxuIfSRmoAx5pgfdqmDyd6P4PrMIBNDXMxnjsvrxO5y4O7pfVrg2Y2nXQdSG1GLgtR6lDMwJEIjLNbNLlKVhk0XKcxA6yPOqInt++Iqs5vXkWnCe6jZOmIgar33Ll5qjg78fe7Nyv3DlwIxepQyQthTCm3rqccBe92S1vvJz2fTe6ELDNJMPmTvFkbx0jCGQhtIntBv6K4/obv4+Na/D88/IW53hLYjDXtZBrSiuL9v9JrZgrC5ykJalugqzCQToDOeJtLHwBAjPkq+ZvKTdOQqPs9SWlGtLN167CnkacdeeE8+5ihjqUEHeVDNS2xxZTTaGfHfdm7i8xzuprqq9ziYEZR3+Br56xSD6M1kHItvrzHFgrkpcZVmM/TUNmc0TsS2+j5hrcL7hApqasq+TCfwBxevD4FgRYHQuNlEsdB1ja52sB2Y3ynoNp72JlDkAGNLvZdTLQQt7XfXcDIeQ5w2JmCaqrYhsHC1EEVfdkzNp3NWlSilTl5/xT7P+jHW+NWkMOyEO1TMDKlrKNLAV+6UfLvsGI4c8WmOEKUYr8cuUd/VtE1iWAIlXLee0mo2XaAZItcbefB2B8zXFJFM5eCCqZEzMtb7r8d9SbGk1H47yTf3uIMqXdATaULHdXvAI+kD2z5OPt4A7RCz7gu4gztWshmDQRNDi29vkxT9xTP89SX+eo1fd4R2EPeD030wGM6vMZUjzXqIAbM8ITRrVFFhqoFxwvL9pMCtNmzDQKkNTpfYcv/A2tkJ/fVTYrcjtg26aNHms3e5wynT9PXBw6oU+DZg631WBKDLElXK8QlqOAP4Dsuk4tVgOO26KeYyKQh7eddjy0X+DAGrLIWxNN4Le30IFC7inKLPfZmyUtLjyGX30KccPJOoFvpE5xN36pKPtmsezGZoYPH4p7m6fg7ra0xVYuqe0AXBzUSxXhmtfUyhib2X8hMpx4fmClseEZMQO7eDx+aN0ccodihpX4umEClqjR9iLlMTZbMlpXQ4x/9CSxjyP6blktHa+EGwA03OPNrLD3m6ljRfVVqCy/gLIWFmGt8lFseKXRupC8W8lJp6CIldlyajtil9byKpi+J6oDjI3dkD/m4DVXkw3wtuK9TBhELlm3j8YTNpzQw5q7jMrOqb9kCnd4j4IFMDa6DIN9hJ7bhTl5xW+WEiTbiaYXNOuDlnOD9juJCgM1w1DNsBm4WO2vNmCpK60NjaYnIWpVyBPb4/EQkP15jejzIMfZBmtELh8jmpnaW2jlpbeTjzTR19J0Gma4hNg246dCO7qfg1KZRKHIJ/X146T2yMVYQh4WojE6fSoisntsKHPz9f5oaqu9V3OVyfheXwzTXGVURToEyP0RZNotCa0tgp83y0KijMgLOw1uIMcSipA/IAx6DACTSiGyLfudjwxqqmC4Gj5WNCd8Xs7Z9B13N2v/ErVG/cIzRPiD5iSg1apljjbaQzsC+sL+HOmyhtCL6hsjM2wKJwXHc9RinKkUipC+E2LVbYRYmbdah1nBK+Wem4c3z0M596Un7QpXjt+f5RWZ+dyWg5HX2fgXB9R7l6xDu6473TgTaPnkdb0JRkQmQrRd8lylLR9IKb8CFzU+I+tQXwO2HVJpBmr1ZSMlk1+ejMjjWLlWE519xfWR4uZUJ0VJbUo/VGlh4YyYZKmRyYxL1v7Gr0MdKHNFEFRp3eQ76LNUrU4exeGe4QPi86uhtCsyZsbgg3G4ab21yY5lIymZQEtWwLBTvpbbkI9uj2BpbCIGNRJWTBPopoOUhJ1/gwcbVcziZqH1gUgViUzI3DlPKaxdwTh0YCzXxHbDpMDjK2i4ReMEnxpVJJrvnr9Y9srTGVkz8zsWwBwcnocp+t2NnR7Rs+jRwqyVqUtvs+TBbZSn5AF1JaSJASYuY4ATotakoj9jEvmo7SaqyOggQ+VMw7gLKEjKkqC2iHlD26PaUxzK2bRL9NtaJ4+yv4s6dUj44wV1t2z3bYQsok4/blEtaANgw3zylP3pjedlUUhBRvSZCGlLglpn6wTAb6VQrarvsSxkIH7gk/gutTP5lSylljJkH23XWk/+QJuxff5e3VkqJQFMcGNc+grMqgKgMxEQYm8SZgSm19vqmbVpwg+yaNcBURgh7NuWqDWRjMzFAe7825XOYKQUbgHgDWUoqkJLIDKjcdtXJi2p5XTNLY9XnLG3ya+FKHyPvBi1mcD7dFv2dK02+fk0JP6HbEZkts9sGlu+zprnuaa8/uKrC9jmyvE83NqwVQ2OyIuy2pb3Gru4JGzSLGEcm6toP0jja957r1XDUDl7vX37jfb9l5KX9qg600RSWOks5BWcnI9pU/paj0j+XYuPR8DsaIZOl8iZkfyZ8DXhAgch7VAlPO0EV1qz8GTLSKFMM0rYlDO2kD++4al8Zpk6GydhKhslkBT+vbZV482CyajfDhxjVSQEAmd7aQz2aqObqWzFiXjupENjFbjdPKXC5t99e6vxkpAylLdzFlMFZrypyuGFejZwvsosbNLUVmidtCiwlcDF9KnSPKRN//z/8/1mdlMsvFrFR+gMHDVqyBqY7f5IPsT21LharNvlmrQFeaFBJlpfFelM2U2vNMuiFNO6W2YKIiuqzZ2iVx/yvG8kJNymTO7kfKhdE4bTBj8zB5xLi+F6Z1ChA1KcPL2+TZ9D2XB/0YHzPDOo/DQYKg2EqL2NTYxEsHf6cY2D3/9q0T5bcdw2ag2wbaTT7OVojRedhEcxMpF5puI14+ujSYTqgBE7blpff7tHWRA01pRbEvxAQVLLKEqa2PcMNOAmG3I7Ytsbv+zNcsKhC7Vxnn2uxI4CqNmxvsrMDOC8ziti+UWRyji/k+iIw4IKWnrFI7QWBHkJGWMnv0cx5fx9z0NhmL1K+fYetjlCkweacTW19DYQU7A7BaGDY6MhwEkOgTfZDj2NxEhkHoBkdvWL59vma38nx9scAtHtJvhGiqyhpdFqQQ0YXBLSTdmKbQOVMIN9fY47uCGt48x9XHUB5xXFRcdO3EXZMX1QLG7DvisEc+jvd0HDwCN/0S1pdYLiml/tvAnwcM8K+klP4PP8zrfXaQWawiYHyQ3S4OgebFd3n85t/P/ZM1l2ceuzRCJMxkRlIurQ60lCCPFUMScDCZ4ZoUwy6hrSL2CV0J8C6FhKn0/kYvFFUpAlC1MzJtGGHsSaD2cWhBaRFOihptEphC2joZrg5w0fRcNYF1ttwYy6ER5KeUmv4fJO29lYfkB6d/8q78ftcTOo9vI32TmFQi8q3TbKX8KHyG2wPGBmwzENtubxXy0hqisL8vcpmz6YKM/HNfpnTCNB57NQA675ILU09gPenNtJjlCv/ihezIfgTQRXQW3IovJVvlIu/ElcHNHWZeYuY1ZpEFtGcLTL33zHKzk33D93ByFL1QPIzDGEc0vchVxAO7lDBASoRmIPYtYWiw5YIwNKIUaIrsyigbzBvLOnt8D1xsgwwmSkWXZUjGxnUMQqgMPtH7xPsXLUe1ofGeyzBwbA2zez+BKRfc/PbfpHj8Fs13ZAPRThP7cJsble8hf3mGW92fXBgMCq0Mx6WIp8UkrOyRrHu4xG89T++cRZpHP+xSfFkjbCUd5P8r8I8CHwG/qJT6d1NKv/lFX/Mzg8xyeWSGPETZbqB9vqF98l2Wb/4ctdMsjg3ddd6tZjoDsLIOL4LQzLgsQDIErRUhRskgGunfkNQeHp5lHean2crixHD3SD7mo2U5NXxrZYmhYTiY8oRuPd3guj4WnIzRk86MmQS8b6+YMRWHy4fE3YXj3qzMfk6HQAyZiPQfi05s7AP+AHna5nvL581rJNtpk5gdaYY2cjhziWFgdu/rmZE9lksCDGwyCG3X3e4ddTmrG7w8WIecH1dpimJJsbhHzIEGIPUddvB7OUkdKOeIgf30PTXZux4uu5xjlst8rZeY+WpS6jcvCV6ZYrGfHIWBqHvicNCzOqhvDn2xIZMYlSZoi81M5xQ9xtjJwB4k2FijmAZnL33kFBMRRciYH59LY2qhjbReRtpGW7StqB59nWH9guLBPXR5Rdi19Jf7hnzsPUGBWQpptb/4mNBtRI9IXaOLIwplaJOnMhaTouRa2qCLEl2X2NqhbvytCaoWtwmT0sEo6gutLychAv4B4Dsppe8BKKX+LeCfAH5XgowmDrjC0XvIFRLFvbcZxl2lUBQrTRw0yUtGYmqh6pfVnrxWZq0PpaDpE84oWhJlrYhR0W4ixUJPoKr6yEBKzJd60mt9sBRvn9o6nDKk2BN6AUb5bi1WoDHc5iopiLEHXeKMptA6p9r5s7SJwe+FsCCL/uc/IaYD2sLBZZwambfLGt9Lk7zvmWgVo8Jb+ZLTSegCqRcLE2K4RSFISAbVh72WTdcnmi7hfkg4hD1aCs9Ig7Z5Jy72rGYJ9DkoVwZTOez8VZsWu7gzSagaW+1xGgejVG1LktKih2MKwrBDxbBHcWevbVH6GwR6YB3Jd8TeEG1BdPWkBTPXFlvPuMqwfqMlQ50GkGq8NAfnMhMnKRWX15HVbP9vPkUMiNZRZmqPWjrQYucFftsLUz0HxnCzwcznE+ixvXif2YOfJPkdxpTMtENGDRJAQ7smto14kx2USyJhEtCSd+3rvy+8fuAgc1cp9UsHX/+FlNJfOPj6DeDDg68/Av7oD/PJPuuWXW/bPqCdCQnKbA3RP3uX1dv/NR4flXxwNlBUCj83hDYKg9eoyZoVYJ61X6pCY5TcWJVTOTtQrNeROgPshj7hCkUIUM8lwBzVBmcVR5VjmUFfFvBeop5vb/DtDbFvMdWC0N4QjRM0pqvQukIDlbb0LkDbCw/GKHqT0C9dWjGMuw3CezSfMz8sBQ4mTc0n0qwaaQ8hSG9nyK+bn1e6TqYKRZdY3HPEPhKHQBrkAUsxUB29CQcSEK9bTTY6Gxua3u+Z4iNOwxnNSVFjqyPc8j6hl3OV+hZ/ef7a1y2ORmJm7oc50ZUxdYGZz9DzxeTscNjgtdXRS6ROKZn3Wjn5tBmHjsIre6V/kPsyICWUypOm/ua5lMK+xdYn2GKJURqn9XSs1kiwUQeSEMbJ2H0sl/omEWOkmmnOrjwhy4S0c8/92WzS6pu8ujJNAjymMLe4Xykl/NUVxWxJGjqoxfJFmQFjSkgDKEuMA75b45vbeCpbyShVFxplDcMwxPRpY6jPsb4ftupgvUgp/eEf9v0+z/rsILPb6eLuAkg0LbRXnv75U7qbT3hj+Zi7Rw3r64CbqQwflwtc1loCw9xQu9x5dyKXeTQzXO8Cq3nuqSAPyHYXmS81ZSHj48VMjNtAsCrHGZdR5jLJN1ekGPC7S3xzg3Y1fnsByA5qyoU8XIVC6ZIi77AzZ2gL8U/yMdH20ohOScq58qBUCHkaFTNpod8+fy3bdXM2ari8Knw0BDlGo/eyomEYhbnCnnLw0gpJPt84mesG8dse/cDHIB5ClB6AgsLIvVpZQ2ksK1PhZieT57P0QuKEwVdOGuGm9cTXeOfaI5m6mPkCnfsvdnGCqZeC/3hJmFznxrMwxhNJachqiMl3KHXbnUDbciqjpua3icRBT1YwyXdE3+cRfwBlMFpTGDMFGoCjpWatQanI0KUprfF9msq/sYwfs1SQnpyr72bCasX2RoKwsiKinlSckoSJcB4i/vIFyhWEvqG9/ID67tcY2stspueIw77UUkbQ0aZ26K1YDZti8tL5Upopn0Wm/ZzrY+Ctg6/fzN/7wuszg8x6s03FO1ppFejyszC8uKY9f5+jk69ROsGvXL7wFDMtQLZCMVpPVxmxe3fh6HxkURiuW8/x3KCV4sXac2dluFwHjpbi+rdtIsdLw6oWhvO37u/xJEdGM2z3uqnD9lyMuozBb86nG7U4ecSweUGsOkgBW5c0yctYOmv2LivDpguUTtGzD3avWy8nFkpbkZXMKOOXAW2j91qMstMKmTMTPF+TFIu49gh5zq8xjtsD3Gzkl/wgNrK5ypjeC8CaiMsyEKUdqG1HWRkKt8DNhYMXfSfnKE9y7NGSuGuI1SAKeokJ0atfU5fZ1d1sHbPElEuMq6cySan9zydlUCSUMaQUhOKZIuFANEqyzo1wmSYbCikpRNUvm9tRZ16TCH7pg/d5ayUNYGsGLtchk7wVozbM4XV5+RqltDeukx/I/ay7b4A2hN37U1antBatHpB+VoyTZGrsdpiixmcVQzc7IXRrfLdmZKDGrpGfj0nK0YNAm2L8oaPDIQ7sS1i/CHxTKfVVJLj8D4D/4Q/zgp8aZFJK3be+9VOpmBlCDNQl7G4i9+8dU915h02W+KpLRbfQdG3CWE1ZifbHnZVllkskgKNKVPqNVpRGc7btebCyvNh47h5ZnFHcNIHTleHNY2m2il5MidWamTL4PIbtrj9huH6Ov3mBso7Y7Pad/tUpw81zdDkj9o0Yb8WOWpekQi7EZZ7YiOFaQOu9rYnWUuKdzF8+NcIq3j37HSFgWoc6EHdaX74eQfu6yieFxOzBjOSFeZyyrcj+h8XLSXii6RaS9YddbnVP3iFnZKHYort2n1GNhD9r0VWFrmbo2avId1PMp96XUoZ0QIc4PAUCioyMsqJog62PCO364ITEV09Ulq2IfsCUGawYxdNrZUrMXHPRNCKJqtVkB2wyUjmFMZvZXxOt1XSNlBIHz5FBcUhMVcZgj4/om+d5YppkOOEjES/UEO/xF89RhYjWx0FE3fr1czkebfDNNaHdkPpuz2FDJldKK6IPr79BvsD6sjKZlJJXSv054D9ERtj/WkrpN36Y1/zMNuIwDM3uclgAdF7Mr4bLNe3FhxyffI0HS8f5jWc+16CimJqNliA5i3ljVWd+h2U3eB4tai6ajofLUtwIdYvVmsIojmeRVWlphsC9eclpLQ2/WlmCl/Rz2J5PkgoA/vqS2DaY+VzGoOsrSWO3a8yjBf3mDBcDtjpiZipu6DmpHdftgNVwVBvOBk/p5AYsnJp8mKcTP15CJcGl/eQ70w4+wvSNSaxvsnSKBnWQsYz222M5FSNStsDUyEnRk0i06mU64u0VfRpVI+Sz5Yb6zsj5B6icZ14M1LbHumrSNI6hp79+vQibOTref6EU2mXrlGp+YP+xnFwoD1cA4sFeOhrWmfExVtlSxVhcfSy8r9eNXJXOYEoFZLryS72dOGwwbo45mKZZoyZ8E1nUKkVuTcz0wTXdNJF7OW7eOteTu4L8McsZqunE2eBg9whNjy0L0jCgilKymdkRvrkmhR5brfDNNb65ITbb2+e5ssQhopyh6T3O2s+nPvYp64fPh/YrpfTvA//+l/V6n60nA6aYGYz2+Cij2f6qYbh8SvQ7HswrPln0dMNeyrGuNMdzw6I0E8dmVTpm1rEqCjZDz4N5jdGaF7uWd46krl/3AydVwWbw3J9XHJUlicTcOFLsxHbWt8IXygEmrK8Jmw2xyUzXEMFo3P2H6GpGf/lEEKRDSww95eotjssyezprNnm0u8zOB7D3UDYK7r00VXkZui0sZCNq+Xavbj+uQzTqrZWlE6o3TvfB5qV1iGIdz222u77lBZQSDEp28MbKa22LwHU7MHNCMFyY0cLjZMr4JtCcK4h9N01LDpddnk5m8qZciKpgscC4CqX3WcxY5vksFh7IgUbpVxjcEnBM1hY2t2vUgylOyq+VUmTYXkoZRcoOE2kKMqNq4djMt07Y2fVCTV5KYyCOIdEPMKs0N23A6Y77s5pdHCZIwdgzUkZP11tXBWHX3yKHxm2DspY0DPirF6ANsduhXJEzsG6ySYbc4zEabcXhQTvDruu59uqHyhJANsHDKeiP2vpsqQeUsbXGGWgGmOU+X7g6Z9iecbx8zN1Fw4cXHcu5GK7VhWKes5i3VnO0Usydw2bvZFdq5D+FW4hNyHXf8WA+ozCG2TAwy7KWkYROXupbcg9meymfYX1FuFnjNw3aGfzVZkpJlXPocoOeLUQDt93gFneJw4bazbFlxU3fc2fuaIaINRkUlmDXRyqnKa3Bas3d2W0WsTIFyjr6Jx/K+xTmFq5kt5M+zNiXGcl7WVTttUHnsFza68WIr9Phz48B55AlHX0iaBgGNU2cdl1iUwSuncgkbOk5KSsKW++N7MaRrCuJfSOmcSPvy5jXkhklwNTicpkb6T7f4C/3BEIuoDQGnVnxphCAndIjkdKKDnO9EtDg0N2W73w528nYGwCFmiQ6R6rJ/WPLVRHYuEjbRlyp0AcSo0W5z7RLqyis5qrruFvXGDenWNyXY7p5Ie9hLcoadEpQWeIQXr1+cd+bUUpjXEFo1vtgnuKt5r5yZkK/77oepdSaL2HFL6ns+t1Y309+cxNKfVpYCTJ9B/16P22bacdp7bipvbhxxCS+z6WZdphRB1elQFJQJIipR+uSmdJ0KXFa1tm3xnNUlDiRBcekMDXUht3FPsBsJIPxWZt1uG4InRdxq6OK4cVVNkbfYhZH2MUdYr+j63fSBK1PuTermVnLznsxAAOeb3qWlWiX1G5ve3JwRnI/Zm+ONp1Il/k+A/SDcIJC+JRMZlwjjSAHmRTD1OcQaQmVSYDy418GB84Uc2nQ1yf49hptS0K3y9ObkVyqs8FcOQHtXp4kgQQSn32zD29yBcLLQRqSGoU2YuN6Wy3PYecnhHYjQSeKjYuyToJM5jSN7hNT0DkARsrmpCltz/l2oHIKXyhS0nRdpKz2GC2AqtS36CnFa2Qw3MkjMIZ+9y7KmsnAUCOTpXHniE0rzW3fEzbX2OUJfn0h5886CdwHWjK6dCQfCMGjrGYjXtxXn/MSvrK+5Mbvl74+uyfT7t5N949PC/cU1Yh957CLon6mHW3ynFQlV/XAdeupC8MsU+LfXC6EKKYspAE/7NCmEAX/oUUXM2yxEIxCHEi6YKZMHlNqYncln2H7gv7mOcPVU1LXMFy8wF/tsQfDusXvPKGLuLmhu2xRRmEKQ/VmyfD8YyEy5tTVze9g4sDKlNS1pQ2BD27WhJi4Mxs5Mpp5nq4YpVkc6KeODyBA/+wcXVhsabBlwHWJ8mAi3YxYGbNnNosmVb7jY6J4822ZVmTbE/19QFUjHGQPOBP5yTAkxvu56yO7XrHpw2Q6V1mPMQX6U9JqOz+R/0ljk9ZkVcHMVi5mk8Jgekm7JBwEmZSSTE9iRGm9P1RAT72ZbFg3SDtCFxUpCZU16YNgV1RZstPdCk4yiFasXMXG95NNTV1o2iFSlyImpbVmGBL1KEBlRHZEPJnyNEnrSQgM0r5c0gZ7cof+6SfizmCTcI2UmsqmqbQLQYTHMkhQFRWx292ypwEpwZIPmNKitGbbdMQYLz/jcv9gKyXCp5TdPwrr+2Uy690ovqxkZx7aSFjfMGxfMF8+ZkPPUeWICFx7XuzxC5W26BTw/RaUYthdEvot2hb49Zo0z97IGak79Du0q4nD9VQi+eaKkAFNYbclZZLjcN0wbAZ8fpKVVnQ3GTKvFfP7hv7sGrttiLsddnmKXd3Fdxt8t8nENun+PZjXt4zcrrs8ObMWpzSQpsnWdG5cgS4s3dkGUxqB8neB9kAapnBy3qwMVZjlfun3y0ieN1sKrcV3KE9ONuuI0gql04SMHlfKtIjgR6qB4Gp2fZgE0mtrcJWhVu4WDUBrK+f8YLw8rlE6YnT/VLqYxJH8QRZzuHxMaBVBa1RKGBXpAcuosWJJtiCFimJZ4dtrQs5WdTmbyozDZq92pUg/HAQ3kyJR7QNEaTW11fSl5qaJzCuNMQlvhYqxmOlbwvCzzIGz2giLetIyznrF2T3TnpxI3+XySgiU2ss422iwhuS9APfyqFqXtfhjZThFCsMUcHH2Fg96s23p+/7iM26FH2iNCPEf1fX9QOpn6z5SFIJcjUmU1kEEm1Lspg7/ojAssnXGw/lcUJko/CD2IKSIb9cTgM7OTujXT0kxiNve5jmmWEwNXpSeRoAAsd2R+o7YD8R2IHRBbGzJgW/YTxOqlaG96DDFgN/2zBcz+mfvE3bX+KVsHO6dP4yLgcIUeOOIRF40DUYrTuuSwhgqY4XC8BIgU+lsbubsLbsQgCL3ir3P4vy5KesctyYc0zpkI8eAReFyCj9KTjrLhD3yvSKaDAW5FWj2xz/ydNohTbYztRuyu6GizI4NqlAEbVC2nKQWxkzydUprSpnJ/iUiThEhRYYwSrnv1xClf9GEiNMGrRJaGUhh0l2OQ3vr4R45VqZeCq4kxf0Uz1XiC55BfdqKG4XRwsgHz6wwWccFtvneOF0Zmj6SEiwrLUF/tDs+eDCnvFCb/Si7qFCFDBXM8RHhZo2uCpIPe9+pQwYwiGVKkCxnZJqr8QbIGs/Je9Lg2Q6w3W5ftZn8AuvHtidzfX39y8+a9GceFUxEtNmRJmz22/XMOFZl4LxppxIDyA9nmBCdY8CIQ0vsG6IfpiwmhQE3P2VoLgWEZUuhB3RbqWuzHMIEgBoiKU9YhjYytAk/7MWvu03EOGAbWD4ydM8usdsGs91SL09xizsMzVWWUFxKzW9LTqs6i/GNI9hD0JSnGzVEtBIcSRYp6q5aTKlxVSKEkWmdfy+9KgIlgLHx3/ND6wdS6FEkivwLlTWT55B1+5T+h1lN8JNuT6ELjBNjsGSLfJxjX2ZvGCa2ubdvlZDBbCHuS6VJGoN9A3tUIxSMisZomRaOy1TLnD04Yi5Do+9E/GosMw61g40T2H8+EwZFYQy1tfShZ1lalFKsatj1Ivd6Z2EnB4qjyk6cp5m1+BjotaZGiZ1yeyNB0Imoe/LDRG5LfS89mCBIbWVlpJhSdr/MnDaUAFOl85/Lr6JEpUhsW3RREAbPe09fsNvtfuuHuqD5PPgf13Lp5ubm7777fBN/8o7S5xdykcKQiG1P2F0T+h2UK5zWLApHSonKClvWoAjDhjA0xH6Hb9biRdTt0EWFX59BTJj50dTQTbIdE22fA1HeXbMUQP6h6fOJzCKTYXrfkpt8ifmx3OTNRY/beey2Z76c0z95l7C8wsxX2Nkxw/o580d/EBcFsi5j0/ywKBEoD74XaHsMDDd7xDEI7sGUWayoShQxoVTiJXgE1sE4sNH2QMlsUonze+j8Z10wtwcHj6filjYvIlsh2raRJlMYNr2nMgOrl5ma43HYbO1LvBXHZMojdIDI6xuMY3CJKU48Kq00PvqJOd1FT9JG6B26lOLJqcxLOhbngvpEFP1CL4GmPp4e2lvrJf6Y1ZrKGkJyU3l4VFoKoyitIM1HpDcIMHQss5w2WKVIGFQKuPqU0K4x5QzvO0wGIsbtGnt6l3B9ia4qCTKuIAWfvaXMS+AlUSUggiqrqQGsy3KaNn2w8w3wwweZlG6Jmf+ore9XLv32dz78eGvu3VmOd14Ysu7HbkPobigqaRjW1hBiojRajMpgqq/D0BB2V9nsrJuYx7qaE7bXEmh2V4KrKGoZqb5Um0/kOy3G8C8vP2RuUNa+2d0krIXoI/02cvSmoXtyjp1vMIsb9HyB/ebPAdBevIcuZiLJqA2uPiUlD8kTwiCff9hNJcX4eSSbkSAzbAZspemzh3dR7h96Y4TTZayiXI3ZwaefdJd37toK96suNK3LpVChDhDA+98ZGchy0jJJ07OXGR0iG+ux+qA3YSxOOYzRnxrcxEpGTQFGofAp5kwmvtILGHdUo/aBJ2EojKHxAw0DpbEU2mB1iXGGmNHjtjoiFTPBmISBFAYJNGTczK2x9kHzNX+EO1XF3FlWhSgKntYljRV95NO6EG2glFgWbhqByyvt5T+UNhTLB7SXH2DqJX57iZkfyXsbIwElBrmPvUc7N+lpTrwsJViYlERgHYCilICkDWG7JrY9n5ydaeCDT78TfvD149yTef+DDz9S5vHdCWgWA4Q+ENsdvl1TrQKVtfgYGVTAaD1NSEa7i+SHPM7LnkCtgJZiu2V0FlTGCUVg2F8oknj0KFdAs8v4FwebNns2qyzNmbOs/Jy0zR6fssqwkO1Zj9t43KzDzlpm31zQfvJt9Gw5kfFMMaO+/02G5gJSnG5+EcTaTxJCJtGhtRDfSsuwkaDoKo1S0iM6zDRsoTDFayJLTLj7b4ruShA7W5fH2DNnWZSWTRdpSnl4fdgHmZGjI++hbstQxrTXUEGAeoUJWD3ctm81RgShlBSHitdA/MePmokDYy8mZC4YSHAZb/T+AEJvtGLIP1cejIs3vpdgowzWzjB2RkoeZWqsKadp29jXMG6OzKgUU4BBQH+Vtjin6WOgtg6rNc4YKmuYWUsXAj5GjspiKu1qK2WVUfsQo0D0X2xJeSTGji1SLnptCM0aszgm3JyjZwtSnialEFCuyIElSTlnxcJXejwCOkwhkDoB8fWDZ1DmKqVPGfd9jpUQkbMf1fX9HCTjO+98ZedO3MLoQIiw28AdIDaN9FjiQGHctBMUU/08ljeRsLveY0G8l3QxRZI26LKego+yjlti0/m1Yt/JiLOqGZ69yJyfhJsZhl2cHFCDFi2XePCcmJuEdRntuYu4beDonYL+k6ciiD2rqb72U9MxtxfvTf2H8frbakVo14ScYe1HkgfTjlwyieG82LyO112pfX9zUlrTe/W4MTrKDt5jTcVN6KisZeYMi1LT5uC72f1wN9NuCOyGhmXuJyVgjH1WZZjky/wrXi2TRgW4mMbAI9rJL6ft295jtKLLmhoybo5U1nDZNpOla2UluxnBAkE7DOJSqcgkSrW/z8Y1jfyVptACOXBKmsFDDCyLgjrKFMzHyNwV0/VzOeMYj1EpmTJpU0ABod9SnX6F7uoj3PJedux0GQPTEY0lNhvJVowFLxuiyg5u2hbytXWZerAkAMp7Pr64QVflr33e6/e6JZpFP76ZDCnFX38+pH+kqgTNGiPErNYW+x3RtxhTMhBvjQhj7OAwvT2sV1NkkjaNAcZbKwcYbcXfObQbdLVA2RJdlPTPPsas5iij8bueYSus3aKWHaTvMnw884OMgd12P90BOK5g97zBVh121jD/ek3/5F10WePJEwVrKe++Ix/JDwyb88lm5GX4vbIml0yR0A7Yygj5bUhT6QSih2wKJaNPEKyFlugzloYiafB6Oc5x1aUmxrGZKt8bQX+3MxlR9+tG3+hBMhn3GSZgXfTY/OAd4nVi1riZJksvZTpDTPQh3Op7jFnN+CoXjRyXAODEh+twUPBsu2PmLLW1lMbg8nRrE3qKrOdsgIF4qyE/vscogRlJkh0pTaENIUXqPD0MKeGUEZ5VPoTD40wolLKkNGR8UAZfnn6FODRS6rRr3OIO/eUnmNly3wgO0qMZvdeVK9DlLEMyGoqTbHkdE3G75ne+/ZSmaX75Uy/G51hCK/gxDjJt2/6X75+f/yOP9WLay6KPxC6ry/sOVyqs0oSX6noJGEVmLGdAlXGCmpxEoNSUUtqFSBIYV4tC2SQUHunPP8QenRKrhn77MW5VoUw/ZQbdbsAV+wcsxr06nUKCjHWwuUy4rcdViqO3Ld0nZ5i6QNfjWLegfPMr9Bcf32p0pOj38PAUibvc2R1LpmqfYYRezo2rD7VTpFzSTt9WmnvNzaFSoMzZ1MI5dmWgHR0fYiLEPLnZb+KvvIzsbjLOhoyb0RGTM4rx0YoJos2B6CUAT5/Cwc/tA8yYFfgYc6kh/9b6MHHARi2ecY0l2vONEFNLq6myMl/tDDNn+fB6y6K0LJylzgGoMparvp0ynVFK1RMmeoocT5rKp4TgaIzSJGWn4Fgri2fMYsyt7CwhQdSg0boQxLnTklmWC/qhwc3vZmCgJXS7LPWRlf1GGkEI6KISw77s821nx9jZCX53mdUBOj64XHN+fn6oUPdDLf/jnMm8ePHil54E4uNsnzJNmLphwrAoYuba5AyHhFEGbZyQ5YqZQMeLithfo4tSor0Vx0EAdyS8EVsuMOWSMOxwi7soZehunlCcPCYOnUwf2ga922HqBv/BNf1WtES8hrKWkmn8rKOmy2YjoDhrpWdzWsHuWYutBmzdYio5FfU7DxiefyISjDqLLI1qcdU8j9MPFd/MLckHAFtZoouTlq78nEI7PZmEHa5RByf2DWFoMMWCIpMa54Vj6UXvF2DI1rGHpbzytz2UJJsTJ4Yx0GodMftD2b83+5KnNBZ3oIl86DU1gu5iLouGEOlzRtWHcKsPAyJ87uOrabzRiufXXgTCxlG6U8wKzdwZ3r9sWWYLlmVpWRSORWG5bDvm2cwOxIN6pCxMw/10ALdGE0MW5VIaqwwxdVhlGQ3/TNZTTkBAAmafAkYpDBqPwpqKlAbKxQNiHFBK47s11embdJcfY8oF0XR7nFEIAh4sZpAidnaU/z9h6yO6VvSfPti0IaX026/cDF9g/T4ol9Jvf/fJWfzji4Veb+Sh3V54lt1A7OShAKaLHVOSXUVZtEmZJ7Mi9juSlSawMoY09KiyxlQL7OIEO5Mpla2OJND4mdTA2u4zmujZPvlNigdvEHcbmu99j/KkwpQ9pgh02TJ3mtIK2JJ+kAevH2CVKf7ry4QrEq6IuEqxekuUy/rnF+hCMDCqcLjTu9O5iLvNvq/0Uuqgi/2pVEahc99oXOHAsmOajilFimKzYo/uSUmWfYdsbv5W2rIsHF0IXOx6lqWenBY+72p66a4crsT+Bg02Uaa91YzV0p95VXqdVwJM58U5YQyG47rehr0Vcdo35Mf19NzjnKIqFFXps8YPfHgxsKwDx7UX6dVSHBqvu17M7J2j0CaHiH3Ta49cVnvNnGGXSZkii6l0BgaOAwoSPknfxyhNE2T03kfJKAvlCGQf7XLP4RolMOIm86uUFtHzohb8T0qYaonWsmGRYlYRuOH9F1cJ+J0f8NJ95jq8hj+K6weRpf6dDy83yp4wTXBigNh7UisYmJTCFAhiSiQiMWNObLmk73fY+clEwovNGj1fYaoFyQ/YuYyAXH2CLZekFLDlSozZYo+b30MpRXfzCfX9bxCHltBvCbstZrHGbnb0mytmK0W3TWgD9QyGzARIyEi3sLDNLOmuk6ymKOCkguZMshpTGaDDlJby0Qn+5mqPaXkJVZcGiV7Kin6nRkpJXWpwEb/d91dMadA2G9Xrgz5VillIWx6O0O9kmlWuPvWCzEqdvaLi9DJevSRqla+VH99qSJTFp/OiNr0nJNG+HUmDNvN6DhvBMb2KyWiGSOf3JV3nxVRtOPg81+swZVuHgcZYxcVzjy0URaWoazmmWaV5dulp+siuj7SzyEktjbV1P6CVuCqYLDWRUrg1hg99zrK1IQ6t9PVSgTalTLFQoER9cSwF+xhIyWO1YTP0FEb+rq2l1HYvL5qbwqaYEXpRxhuz3pQippiJrEb+f21LQOHba5R1dBc3dCrtUkqvcjm+wEpJ+mI/qusHyWTat9988zqmdBqjoh8yJqXxksn028welpFgyKOdQQVKXWDKBS4MxDjQXz/BHd3HW+HPmHoldWuKFPO7mGIJKYCp2SVPpTS9Mgwp4kPkePVYdEWSZ/PJr1K++XXC9pqwvmK27nDrHlt6uk+yDOWY0XjpT3QDKC/oZaOh6yXIbC4TrgwUVcRW8ruLRxZ/uUYXNhPkMvdmPupdhH05YfcQ80OvHVPZQ8KwaJTkP3C7HHl5xSgByumKmXMsQ5jQs0NusKbcPBf5h7yjIxOucYy9JwErMk0x/44A50JM3OCZF6+WcbvB4yaR7ul+yMFIPkt3kLlsOzl33SBm992QGIbbN//mIkyDR8H5iRbP5pnHVJprRDN6O9PMF5oXl6PfFLzYDtydO07rgi6I5ayb/Lf2kIMUhsnJAqXR2orm7ki81I5k0pSfBRJDHpWL57anC4HSmOxrFae+1dI4kbpwNSZvmtqWAkHw3VTuQxZZtyWjNKkpPH53zdOLNXpefymlkqwfbzAeAEmpv/1J2vx3FEu8lyCzO2uZta24FIYebcpcLkW00rTRi2Ic4mg4+iH3mxcURw+nXaBYPJDdo1jSpYTRjrVvuWg6VqUgOLeD583lgstshHakFfMH3yL0W3x7w81v/DzVm3ex12u637lkvlJ0u4RdSPJxnUnbMaO+fYBZDkCbTbZq7cH3iVWWj+muWmxlssG8xR0LuzG1reB6Dh48Ib85UugwVR4NZ5exw7JKvVwrjCuGPYaob/D9Bu1G9rOj0tKbGIFu0vxlD8qLcZLqBCaDsxSYSrZ9QzyXFVFN1ABgymIqGyc8S/FS5tbkXlSIaerB9CHRDIH2QNF/sxOPqL4TTWKA0CdCznT65wdcMKNQTqELRfdUzsEwNwxLQ98m5ivN1U3k6qbn5EhjtdgVV7Y8mKgcoMCzuwEgxEulScahXUUMfaZICMBwHM0PMdB5wdKsM2K4MJrrTrKYdT8QkzThA8Im15kGYWxFSoEQBtk4syTGqIHsUYQUKJQRkqnS/PK3P2a73f61V2+EL7YSP95gPACePXv2b/3aw7v/+E/HpQpRJB98vnliu6G7/hhz95vA2OUOlNbQBM8iB5/kdxSL+yjtJm7IqOhuixVNljk473Y837bMnOW9qy1XzcCjVcl3L2+mG/un753gbEWRuSb1Oz+NX79guHzO/LrBVT32xtNuEvPl3myt90ye1+0gpM8RGTtmPc11oKgVoY+4PuHqRFlZomh/oAqHcgmsfYUcp8piwryorFp1GGRSvoGVMfKz+XeT9yLYhMACQrclZIkFZQqsnVEbhy/GB1v6H2M5sm1fj5059JPSUZrDU2B6JejIyNs7zWBH7lQSz/GXusWND/T5vXsfaQcpaZr+pTJqnYNiG4ldIvaRdJDZxGcZNWkVoTRieZxX/3wgtIbgDYtj+f7NJlK4QO08i8JSmj0xU2Q7LSlsxYNrhAUMzQFR0ZHsHkR1WCrtvKfPJ+wmq+antAcbKgS4V2RqhEKL6FYUjRjtqr0WUCniXj3QhgGfR9omDAzXZ/zCd56my8vLv/rai/YFVkpMU70fxfUDBZlhGP7G3726Ct/U2JRgs4VVk9h+5wmqKHBH96XOVbKLDzEQBnnAdLaandsZKTQU87so7Qi+QdV30Cg2ceBF0+C04umm5clNz6zQnG88N9vIpo20OfX+5qOS335xRWE1P3PnDrM7XyesHjM0F1xd/sfUb97FztfYeke7kegyn2cpzE6CShh7S/mBswa2W2FOl7d2/4CrDWE3CM+qLkj9IBnJCIHOABWls4bKaBcpL0AYXfHIAUopqdUmmcmUkdFyY8e+IXZbQs5k7Khk9xmrcAof0hRUwiHF4PusbTMiiRM+aHyEdSfeWD7qjJ49QMS+tHZ9DjKZ9dx0iaaJ9O3tD+AvBlIbYMx4clYTn1wLqLGyEi5qR1oU6COHPx8g7aFWqxPDrknsKnGApJRA0QOFrfCDlEjRd9IAzmLIyXdEbTAjeUxJK9sTpyxmN/hpBL9u/YTejQnmhVjbFkYz2vDtdWekV5OUn5q/xs0YgK3vWXc9zoiE7dIY+mef8N3rmx74uz/YFfrB1mscbX5k1g9WLqX09M1HD1/oU/+waS0Z3sCwDcTtltCsib5HFwWJlGHkA0P2aT6pKjahZ2YqPIk+eupMyLvyLWe7hsIYPrje8fR6wFnFB2c963VkNtd8/GygbRL371t+++MWpUSLd+YMy6JgVRQYYPbVn6G/fIJZPqW//A7Lu4bmOrA4EkBm20nzdxB3iml1w+2HsjxQ3ByaIKhTrVAug+BKpg7mqJCnRl0HBA09Ll2V+2g2fVPf7se8zicFCTCh3wqfRpd5fAuLIuRsZp9NDF7tcUFqDF571HGQt90HIp8IYS9H+fLatJHBJkqXsNmueUxoxvr/sNk4uj00TaTdCbraZ3Ry2GYS6HkrKSSQhnDrvIQnl/IeswqWNbGrUCcF/tqzufYU9xxNoZhVOjea4y1d2wTSRI/59bNhHkjzN00GchxwoBJdCLS5DNz1+wyt6SXQNkPEaEVlNT6Ka2hU0uRXyogvE0hj2YrIVlKWXei4aDq6EDA+cFSWhPaa7z69wC7nfyddX3xpYeH3RbkEEJX+998b1v/j03hC5+HsGaweyL/5zSWx32GK5dRM3PYS+c+bbmoWLotAFzxHZcVF3+Bj4sWu5dmmpzCKp9cD51cBaxXXl4H2KrCbafpNJDQxuwLKe779VcevfrJhVRn+xNv3KFdviS7N8j5X50+p3zzFVGtMKdlM8+7AfCalkx5ETjSRibIjcE02R/oOqhn4LmFsJPQKXUQmwkT24BGy5hhk3JSi66rKP5dQSWxPbs1xX3NDTD0Z0xLsRjBEeefVxmEKS5UBet4Vt8bFjY10NmGyduwYv6bSyGduF6D0OK5Wk+MlkHs8cSoPKrfvHY0NXa3FEnYMMn0QbtTo1z2uoYn4bSRkv6i48bDJmdq5NMhi1014I9HmkVLDvzjHdEt0tgtR96p8jwW6WtMsIkcLPTW/XzQ77taZQT5mhfkmuUWuRYLLKGCeUPgk9+N28Gz7wK6XwB2yqZ4PoqTnQwSrp43plbCszeSiqU1FkzzXWVztshkojGaIAQf8rb/zWzw/f/EXX7kBfoj1+6JcAnj27Nn/69v69J/+Q+pIh6SYd4p+F/DrhhLxoy4WD1kWBbvBo5XIPzqjeLbt8DFy4wYaH9nWnnUndqFn24HSaj666Lm4ChgjI832ImBKxe6TgbgeMKcF2+9KwKi/UvHRBwO2UJS157i+5N685E5dUwDVOz+NXnyEmT2lu/qA5sqzOFEYK8zsroNhzYiwAPYPpvej06N8fWssfJiRKCU1+YHgtiqqVyYxYneyd3WLY4PoIBKkECY1sKQ10RiCcajR1yi7ElonRM7KWGbOMi/kNXdDoOnjJMakVJqkTeQY8nEcHHDMbpYxZykxKEJQ+Py1BF0hN7qDnsyu30Pyey8PY9cnupzJjGVS2EZQirge4GYg3XSkzW33j/b6CYk0CWRZN8NWC4bLc1xKaKNJVy3qwZyYHL6L9J2mG/bNajnP+9eUIOOzMHuWXJgE0t3ESwsk+nxNGh9ohv1kbOzTvIyidaP3NgoORuZj6aRtwUDkMl/j711s8REerQwz47j53i/wi+8/G9q2/Q/4ktePMD/yc2QyMf78e91z/xPF1wp57hTtJuLXLWEjgJSUfJarlBtg03vaQUaFnY8UNnAys3x03XLTCOHyahMorOLyKqANXJ0FuguPMor+SU987wZ1XOFftNB79Dsrmg/HJqzm3rdKfvPjhpNlz4NVxx978A62Pqabn9DWC2Znl5gyN5jLAXcT6J7BrMp2Gfk+OryfXk42khgLAWAW2Zj9ZXuUohTm7eHUadxZdwfWGM7dzmyQzAjvUc4R+z3nay8aJfITX+bybURbxQgtGXtU0/mIkVAoQlI0MImaH65uEDxM1ye0hrZJIiDW3H4406Yj3ewIazkPYbeZ/Ll3/fMJ7GeHmqJfUsxOCZsNqsrd+HmBWjpil2S6GZJkF7ffhT0vLu4Di8oNWm3QWoK1UoYhBfoQaPIkoPNx4nmNw4ERyG3N3ntbZEyi4HKCl/cdtYuVpQ0DV13Px9ct101gXhpaLwSGzUfv8cl2d5VSev8LXLJPXYcN6h/F9QMHmZTS9s3Hj7/nY/cHgir4ZK1YniuObno2v/ZtuZh/0FEcvzPV7t2Q2HXiOz0rFWdXnraXJuG80jy/8BSF4sV5YHcVUBr6C08468EoqeGB+OElqe3QD46J794w2lKanzzm4v2B9UJztYo8+OmCD3dr7tULZve+SXv2LtXbjzH1C/rzDYuHlvZmw2IpJdEwCDgPRuP20YHw8Ljz/2hyeXSgtu+cOAhWOfCMO2U+AWErpYEuq6mxK0+JJzGmSjFnO/sHg7J+5fyHbj2xvgtdMbOOxmVpTespnJqwgns9rNxcDUm8mg6fy9e0Yvp275+VcuIzfm0t2Phq5gBinzv+7ftE7CJpRCVvc5m0a6bz0TdXDH7DEPeZTROuMbEhpAF2UK0e5t9rMW1N6gJg5VhkcMe7l1u+ejKfxNUPR9m31kE5o4zN2F1pHrc+5B6PZGVDkIHFmJGOgbW2Vmxy8u+OejcohbYW4+ZEFJth4LIZuM7Hv2kDXzmpSDef8BvvfoIqiv/09R/yi6/E74PG77iarvt/Xx21/9yisTRB8fELw/GTgXurAn99ybA5oz5+h8IIUnSMrtsm0vXQ9Ym2j3RtYltFbi4Cxinam4DSiv7cE17ksuH5jnS+IW53+O0a320o+35quNpvvkF4b0OcWfzSUf/MjN/+uOHyxPPWcc9PH6+Yv/WHaOsVunqf/vw3AVjedxTrQLeLXJxBXe2TD2MEnAcSaKrFmAYrtDW3eEeqEGa4rupJj0bZctIYAeE6ia3HIOLSAGRd27ifLr28Yie7fDgQQdJm36OxlaM0llnuB80KQ90HtnZkZ6upZIK8sQ+Qwv57SkHy+3IwRo0rb0ee/mAkHSOEySNevnfIjRpX8onYJ1KeIqXWk3Zy7D5TUAa/oQ3XDKkhjiUHmiFtUUFhVYFtN/iPNhSnD8BHGNItLtir66V/y5ng6Lqg8h+tXR4+7DOYERoR0/78CM9LXA1qq1kWjsqKtU9Mw4QoPlTp8wTWfc9NmwPMLuJsxuOEnr/x13+RJ0+e/D8/4yC+2EoCvPxRXZ8ryFxcXPzVj0+u/xffSPNyFwJg+PADWD3oqd+B4fo54WHDvXrGRdML3HnEcuwSfRuFS9QkulIR+kR/E/E3HrQiXvSki1awI+cb/MUl/faCrrukLE/YvXiflCLze18lvn+GmlXSZljVXB9b2o1l1yTeOi65DpHj1VsYN6N//j7VG5nhXd9g64buvZbl6iUsiRagoSsQZnkm6gnVIP9MjkK6KNGloJZ1Vv+PvsPUgvacJDxDFuvK2U2EV+QiJhfJ/HcarSLHpRTeOpSV8kHbksItmGX9irkbqJ2nGN0v9W33yhTlAZ2cJ2NGl2iFDocSHMJjHlfxUtAZfMJoNT2IMjbfj84PX38cUeMj9H5i7Y8rpB6fOiL7KGVwRDw+9cQ4sppfimIHS6tXCZ9jqamty64Ccu2M3eNYfIr0IdBl3pUPe8SsIBIUhVUsKsOytMydZVEUzJQlDBtiRhQrbdAqN/lRnLctT9ZynM9eiAzJyZHh/qym+e4v8qtPz1KM8T/71AP6gitx+z7+UVufK8gAv/Tu+un2q+lhOSj4pBlYVY6P/t7A/K0bqq+IhUm5fEyZSYAxSlOwayJKQXsT0U7RXAZCE0ltJN7kseNVZrJebAlX0udpmudo7djsPmSIrTQKX2iMrbCloHDL1dfwHzbEXYnvLL99Z8euD7xzPOcUqN76lmQVgJ49xcyvWGzOGJo4TV5AJDurGRS1ophp3OxAlKqy6LpEz2b5dRaY+dHtkzk73oteHxD2om4nQXXIkyjv98ZfuVwa9yLlPfGwYQSTXxGANgXG3faj/n4ryZxT/t/nWkjf7kXJ++xHKIcaNbAXkweZMMV0u381ooxvvzET3Djm6ZtP+yAbD2o4xZjVvEwVT2AVSqspeH543vPO3SJLZ97+eaU0CWFDK20EKOeqg1Ip3GKOHyaTIyZoXmpWpeG0KifZiZjLu9HGRRmX+UyKQGI7DNw0gU9eDPTZwbIqNHeLit/6nV+nceZZSumKL3ul3xuCpFLqzwD/PPAt4B9IKf1AUhWfK8iklMIbb7zxN67aqz87M0c0IbDuHEfAs185J4W/A4D7A6csnOPtk5LfbBucg+1NIgXwWymNwi6inCJeyS6frju4aUkhENcb/O6GEHqacAUBhrQlMFCpY27aD3G64rj8FgDh4xfo3Qr6Bdxd8vETz+AFGfsPPn7A/L44IXYXH1K++XX85X/J7OGcsBNrlc2Z3PTzI5H0dJXGzc3UIrHzAjOvMIsFei7ERbM4lr/rJSYHO+3qKciMY9S4OZv+Tb6RiHZAeUPKmhQpRtKw91NNgBr8NAp/3Yqxo8p+1HPnqN1AmXs0zopa4PfxiZP3yv2UmJOYYORrbWTMPerRaD0+/Ldv5sNApIRz+OoyBmUM9fEjupvnt4LCXgsvIfLzORsbEc/OQS5TdSFyq8aM/RIBCyr2NdxoBjdiYrSrp9c6LJWGmATHlR9OrRRWC7BxFF87ncn5XdoSg2LYviDGgWF7TuxbTDkjVRFbrGiTGOmtm0B70Ph+kDWd/+pf/wXWQ/9/+v5X5POvxO/ZdOnXgX8K+L9/nl/6vJkMn3zyyb/44ET/2Z9Qxwwp8tF24HjmOL4D3YuG4fwpw+6CxewufYw4Kzt4CoI7QSnCJpAasa1NWRuXTc5iNg2hkW7s0IvBW582eDo0hiZdojEMYUdxI9ocVd/gQkDfW9A/HVjnKclbp46nzYZ79Zz6zlfpLj4EoHjjTczikrDdsX33nPmdEQmaxaUqS2g9xVHWulnVmKMVZnmMXd3Zn7z5CbY+wrh9T0ZpUZAamiv5mWpFOLATSdGLrcJhihCiePm8ZJkattv8O0me8pz6j7QMV41awKK5Miuy1EWhsFZNPk9KS3CYsGsxl3MxvSLKPqGdo8hQcEjCPPi5w+Ayiu1pq1BWoQqNeVASLnrIeBuVEY7GzXDDHB9bQvJ4ssCXqtEYnJ7hzF5OQVUllBaVNUJdsdehGUfrIlR1mPXlPozSOYupMxOaLLglwfgQwOYO7IBXldgs36krSmMxcSCGgW79jBQ9YXedwXd78bHnuy0fXnZcXmfqR5s4PjG8fTTj/Lf/I/6DX/mddHV19a/xu7R+Lxq/KaXfgs8m9r5ufe4gA/ziE9M9+UYKjyKKNga+d2E4OdYcPYbh7Iz1e7/E6U//t7gA6kJjRkP7IL2BlBtjaRdkt930pEb8bWLXEX2PHxpC7NDKENJAJBCQkaGS25GdF2P01Aoewjw/RgO9Au5Z3n/RiyHdceLtumD2SDKfrlrhly/Y/b1fp364EDJjXspohnVLeTrDLrPA+GqJOb6DO7pHShG3vAeAmx1jyhUmUwCUMgQvQdVmJm40BaPOCEj5JKPuV4mSoR1N2pMgjHNXdfSbGi/uYEu0qzA5O6pMybJwLAr5/SsnGi0mP4zaTK0KeT1g1OROgzhTEiCFT795VO5/3OYxJdJBtiPHrQi5lxNroQswK2Cbz8viiDKzl1WQDzTEHZHAzN7FmgrnVkTf4xYn8t6LAlUbTLU/Z3WhKa2ejPCmEJg9nMamL5DtdaVU8mnARxHe0koY5taIc8EII7o7K1iVBSsr1i0pRdrL9+kvP5F36ltxu8z9t4iwtzdtpGsi7TpSzHRGClt+6a/+NdKs/uV0eXH+qSf4h1gj4/4HXHeVUodlzl9IKf2F34WPNa3PHWRSSun09PRfPtdn//sH5hFd3h6//RH0fcfb/gx78oRhe8FxfYdv3g1crtcsTw0Xowh2oUnXA3QB+kDqxcsk9XsDt0ObUkdNYBBPIORGGGhRMYO4woaa+8SrNcoZKDSbc4fWoPXA28fQK0e5FJ1V42YM8xPC5orY7ogHpujDsxeU91boWY1ZZMr+6nSaDhVHD3GZT2SrlUDJM5U/xV6ymiyABEwOiCmIVrC2JWPbYmoOx0gcAjH7Vic/pvoHQSYHHnlNhy6qifFbzO8xdwXLMpd9pWdTRJo8Keut2msKA6j0SimVYv7WQX/l5eWsZEhARv4qjE+klPtvIdIMiWKZS0afCL0j9SW6l88azq8AqOcPsK0E5yHspkZvtXiIqXJwXy5QRzXqyGGXhqJWVKXiahOoTzW1taJJPH3ejOaNXmRflZmcJ9WB9KY/MKQbtXNCTGL8phR36oqlK1ChZRikn9ZdfiS/e/1if85SoljcZyCy6QO7NjJ0+4zx4YnlqLvgr/3Kd+O7T5/+c6+e0S9vfY5y6UVK6Q9/2j8qpf4G8PA1//TPpZT+yhf4aF8ok+Hy8vJfeffE/m/ecW/aIUTOho5VUXOzhs0Lz+L5Gd3VR9Qpcre+w6LeMvgkzoUJ+ePT9DApq+XbBxotSlusqdBhg1UFVVrRsQbUFGzSQdPQ9xtss0BvaxQLhsvANu/mH1ztSClxPzdt5/Udhu0LykffIHQb0tDRffIeAMWj++iyRtezqe8Smy3F6WOK1X3c/M6+B6MrRsnHCJB7JEqBnnZW6Rf4XD7J8dpbs+DkA2nwxMz+jUOQSX2X+xN9mM4VgD2+90Uu2+QcOY7PpwpDSy9FJGvH8y//P5Zc5iUg3qzUE5x9UQvXZ0S+7m72n9WcOhmxjqNhJCMb1lfUd94CoGh3JL9vBpt7EsTVvEStpCQpV5rZQrOYyXssSs3MWZw2tzpFSh1A/F01oaYTSrLhsVeT7VCMVTijiClxpy4n2+UiF2Dt5QfEvmE4fyKnLqN53emDbENjeLpd8955y9VFYMgb6Xyl+fseHfHiN/8Gf+fDp5cxxr/xg12lz78EWP7lNH5TSn/6S3mhg/WFgkxK6eyNN974W5rtn5qnGdvo+WDX0YWCO5dQ/8459s4vUv7Rf4KVq/jJ+zN+Yb3GlgpvQBm1x4ccpHnKiFKZMhbrakJoKMwCk0q8P6NghsIw0GApSAQKtSCN/42clc1AmlmGWsNdeHYzTBwlgK8vj6hO3sbN7xD6LduPfp3y0Tvyj9pIllCv8JtzETdf3KFY3MXWJwK6Oih1gjL4tL95E2CUmtT2x5/UxQxdSI9FHUiKQs5k+kDIQSb0MvUqlnvKwuHyNxdZqDprlxRzajfnKMtHHFWedRnYlXLAXZHEFG54/Y2ocqajjCL2CVPLw2ctuEygLJ2iLNQ0Jh/X8TzLQhSawoVDgjlg6S499n6Bz0EqFQZVWFRdE3PPqXj0SLLZlG6DHR/M0AuLWcn3jpaaoywHsSzl1hU94rjPHEddZhD5VlOgcxYzmruRr1FhNH2ILAs3JXknZYXt1/SbS8Kwozt7l7jb4M9fSF8sRvR8ATFRnbwNwGbwNG3Cd4IRcguNc4oH5Yx/9d/+K/jEv5m+nzXoD7l+ePem3731hYIMwNOnT/+PH701+5M/oX5KNb2ni4Hz3vPkzFHPA8unL2jO32exeoMH85rlfEt4YHm6jTLmdBoVE6lX2WLRoEqF8h6jNcSKGDzWziY1PFmaLgpy1KmakAacnmFMISNKH1BDIGXS3m4duSoUVnseZX3fK9+xsBWurkTm82G/v0q5adivn1Pd+xouOxiacoHSFV0K0zxkGwe64OlCnMS4FQpnNCeF9Eu0LsEmjKsJuVGojMvMzByYfCQOr94lQyYVBhewh509pVCuoB9N6aolpa1YuDHI9FzXftKZ6SqF7xXJZyTy2Mz9lBvTFkrkMEvR3gWxYpmVemq62kyWHJnYD5aOXampi0CRp1zGKjYG2stA+YYc+zA3hLlFL0v0RoJk2nWYd+6QQpRMNqv0uYclZqYp55rZUgLHyczlYyyYudEfa9T11Ae+2WNGZvLIax9gQMoklQPNUVmglUyqijgQgfb8PUK3of/4fZL3DJdrTJ0zVSfXT5mCgOjP7Noog40E2ijeuOvYXXyXv/zzv5bOzs7+5def6S9ppd+b6ZJS6p8E/mXgHvDXlFL/VUrpH/t+v/eFg0yM8T/61d315X/jbjodrkteDB1tDDzZGO5eaU6fbeifv8c6eo6+/qe4s7Ck5HlRawG8HjnS8yA3lFaoWtJqFYThHNfrqfHX3TxnXj3O4CfDdvcEo0ucW9D3VxTF8RQMlD2QXOgjQxtpdoq1E60akJq8rwK1tSwUVMdvwUF5o5TDOFE5G3VdexI731EZy/Ugr7PphyzgtK/x782kz9BkTEhlLM4UMuUYg8ynNX77vchTGPbjHG0gHiJelUK7C3y2QO2rBbZcUpdyDk6qknXtJ/Z024sM5yG+L+q0FzpXMrrXL4HvQLR2AVa1ZlEa6jxOHlHd44SmzYSfd04qlqUc+7zyXJSK60qzu8yypm8WtEvDcORIOYimJmAeVYLf4fYY/Oi+oa4181pzPDPcnRVTxlZpi0FlouJtTNGEks46vuP0SexphRV96Pu0tAUGRXP5IaHb0D17l9i19GeXkBL9dUuREsoZyuPTrCNT8BuXF3zvecv1ecDvBAs2P9b8Y199zC/9q/9rLrX6Tkrpe6+c2C9xJdJtIu/v1vuk9JeBv/x5f+8LB5mUkn/48OFffHF0+edOmrtcecWQIpsQ+OSF5u5ZT/zPfpk7f8rDO3+Eh4sSrRTXjyJPvtOjZ4b0sCaedRzKVGqFcIS0kvTUZnq+tWAs/fkTlkdfRbuSbn3GbPEGtl6gl0vR3Z2VqGpstubReS4TLrb7ZvIQI++slvTKiCMCIyI34hK4+g49kSbrxm76nrkrOGt2XHfj9wKdF4W6e3PZYc+bjtJqFm5scoMxImA9SmoenEP5O0aiD4Qs/DQ0UThAY3KlwQ77oKBUI+XNiD6u5vTViipPm5au5LQe2GSHhKYXy9qUezG90gRzGGRk97U5yLhKU1aKurwdCO/MiunBLI29NWkaQqT1npt+4Jt3JGU8n7WczXrOZp7Lufzs+ipy7x3H5sbQbbN0xU6U85bvFNKAfmk0/vDUsigNR/m6zq0ct1OjqQkTIzqL/0wBBrgVZLSSTFMrxcyJI6VRChV7+vaG9sV7hOaG/tkTwmZHdyFwCqUVoRmo7h4DMHv4B7gKnuvWs8ulUvIJe2T4ibdKLn7t3+Xf/vd+kfP1zf+O3+31e5TJfNH1hYMMwLNnz/6lnz9d/TP/k8d3y+GjiveahjYGrnvLkw/g6yfQP3nC9ff+Fj/5E3+a59unnCwN+psFn7zbE60i9Y501aMWBSiVa3ZDFnNFFQLkorBQGMrC5Zq+QD8Xm1k1K4nrBn2ygFUFR4U8hFZNU5S2j2xzI1Vrz1FledE0lMZgtZ5uwpOyoiHR+ZbdMHDTya68Kh2fbLZctwObnCHseiF/nswtZ9vshW0UtdUTyMtodct+FcjTjv0DOkL+R0nToUsM3R4qrpQEmTjSg+kp7sw+17VazPSBbW5ksAcjayWljc2lUVkp5rVmOdMcZdTz+ICP67iobnseWfBl5KTybPK07uvHR9ybdZzNW54uJDC/WHqu14GvvVNwvc3nsRE9YD8k3nhz/z5aqwmB++aqZubsVCIB6BSIyWdyabp1TvfIwP21VUrhlMIkBRoqZbOZWGB38R6+vaF/9gGxlcDSvdjSXQ8oPbp/ZgVE6zDlfNpsnn84MFx6MIrjB5affrBk9yu/zd96frbd7Xb/9ue6UF9w/b7syQCklL79+PHj37y+v/25bz6c035c8aRvWHvPbz8zhF8e+PrwHHfvfdJXN/ypNx7yt548wxq4WBl2rUevrHBeZEuBnYY+oO7OUJUmXfaoN1aoyhCf7TDv3IHKkJ5uMG/fR80czC36vEQtC9TcCvZjJrgKW6jcfYfL68BipmlN4mI30LhIYQTheX8uWcZZs6MPUXAPfeAoNxg/vGm4aTzrNtLkjKMbEqu55sXaT41DZ0ToaLzmhTEcF4i2sTnoydxSxovEIUmJhEjLjCxxEHuXl9dw1aCLKwB0PaOfHWMrQSNX8wccVyWbPBJv+siLm1c5QOV8dE3I5NBy338ZA8xptiE5qQqWZUF1YHMb+5tbd7fRjoUtWGQKR5s8D8qak7LmwVxKzLNVy9m252Lj+Zm35MCuW8+6DcKC9omffCgZWUxCZSiM5uF8hlVajNrGrDM0WfHukOelUaMG78GxKkTUPpImd06A4Hf43QXt+fuE3Zrh+TNC27F+92oqT2NIKA/FUY0qK1Y/8ccxbsbV+ppffbchZA0dtzS8+cByvPmIv/Sf/Abe2b+cUtq9evW+3JUSvyfl0hddP1SQAXj+/Pk/+x9+c/uf/DMPFvboTNOEgis/UBeGT64Si3c9x3/gGWd/8y9y9x/8s/yh+yf8p5vnPHxo+aiTByvNNX4diJuAPnaosoSU0JUmVAZda8xM01canUFZQyXC03qm8c979Ftz9MwQrz3m1GEXBjfXkGSXfknzm3UnUotGC/jq6UbAYn1IovnaR1a1aN8A3DSRXQ4wfRZoqmeayxsZN+scZZzllt/QvVlJFwOlKSaCo7JuXwtAlj/ZB5mXV7MTqYX9jRRQup+mVbq+QNdP6WdHAJhiwcLV3KlzkBlCljCQ35bNOL1CqlvmSdGi0qxqCTB3sn3vqiyptcUwPngdEdi9+O50EEpbtKsmIGJRH4OboZoL7mYfqdPjEx4vei6P2skf+2cfHk+uFN0B1P+bp/I7I8xfVE+DMLdfMXPbT5YOfa0EYKeyXKZCk3KQEqnO5vJ9QrtmOPuEsBWE+e6jG9qbsKeVFOLxpJyl/spP4eoTXgwDv/Wk4er5PnjPTw3/3W++yfO/9W/wF//e966fPHnyv3ztBf1dWL9vMxkA7/3PP3r06FebP/PO33/y3YbtYGhj4PnQcY+Sm7Xi8jfPuP8P3aW9/IDlw5/h8VHJpRu4PAr4IbG9CNilIViFLjS2Vvid9GmqR45ipmmuAvO3S4pasXkeqL9WSe+gVlzXGldrXKXYzeX/i1pRVJq+S5TVbS3bEBNCFRqvTJ+/LwGi7SPzUvPkSr6/bSXAtE2ibxPVTF7r5mrvjjjiSVyxb5aCGJEtCsvMuAOJRpcfiNcjbIde1Psmu11kR98HhYS2HlNmG9bqBjM/p58/BcSCprSPOcoWDM3sdnNaa+hcugVFf8lpF4C7s2p6jVpZUmgZssSBb2/EcuRgNR/+JsqV6KyHY2bHuMUpxeIe6ye/BkCxvM9ydofjxRGP59nryPe8PV8JryiJNclq8ko/6AulSOg3t+Qxou8mL/X92nMeDjE05oBMGYYdQ3NJd/kxYXvN8OI5YdMQmp72WgJH3yaMlSAzfzRH1yUu+7VfNB3rbcA3CX/jsSvLf/NnV3RX7/H/+PP/Lpu++3dSSh+9elZ/F9bv557MuM7Ozv7cv/Ebz/4///M/eqfY/PzAJhjWwXPlB9ZNyfYi0D99zjr+bcqjN/gj9075tcsrnq48vd/vqEMpmiZDG6nvGOq5RmtYzjXXM818pljODM9nnjr3DZ4+99x/x1GXmqpUPKsUVaWpCsX1OrI60pQ5wIyq/iMOzoeENYpNHvWOcpJtF8W5MKfBbRMn1TdXKjZX4y6a0Z2Z8wTgTjWbXZyaorPCsys9R0WkyNnLIecFkMZ33OsXBy8BJjuo4GMOMlNPBbRJ2FIeBlu3mOtr9EJQ6/38ObZaUReS2ZxUBX0Ie0CcDrRFnBTgQMq8WW70riozuTWOKw5bht0Lhu2FXKvNObHdENvMLs/OAO2730EXOZjOZvTzJe3qzuR1vv7uf4E7uj8BGwGOywXN5few1YrS1tQHkqb99vk0LVJKMTRXEwhuDEAiHiWcsVfDdsrcJgUpkIikGGivPpQM5vwJMWcw3cWOqw9a0ZLO4oUGqE8cZl5Rf+0P4Bb3+LCP/OffvuHiWcDfyEk8fsNyWhc8/Xf+Tf7Ke98JT68ufs+yGDkHv4/LJQDv/d9+/Pjxr1z/mf/ZH/25zS9w8wuWWhsuhp7nu8gba80nf+c5j/+Yor36iHQU+cnTUy6bgbO1J+RUvi8TRanoK8VsrlnNJUDcmVuuFiLdeVo7jmYdR5XlqLIsqoZ5IePV7561fOVxwSzzWj4peiq3t/S4aQJ1IYFLK5Uzmr104SglqZR4/Ixs2r6JDE1CZ4GtmMulFNIkI1ucyKlstwkQsSKATRllzB0DpT7QA7b2ltFbOtiNfPaH6kYxvTjC+OVrraR8chv5RjEbsDc7zEICgF+eM8zvUGb28cKVDPVeSsLogWaIk/i0VkIZmLuxyes4rgpWRUmtRk3cju7yY4ab5/Ie1xfE7WbSiZlY5FqzfVd+xpRWGOzLJwxHuZQ7usPud36F/vgUs7qDW4nXuJvfYfPRr2Jm4oU+TuK0rWivPhKaQJa78O1a+Eij2p1SqBgOsp6U62IBaSokowmhIw47mov3Cc0NYXeNvzwnrLf4Tcv2mRxLLwNPrMul5cxSf+ObuKP7xPqUv/sdQf/6JpJ8ZP62bBpv1HP+t3/pl2lK96+llJ582vPyZa9DPecfxfWlBBmA58+f/0//L3/pr/3Cv/g/+pP6j65/nf/81xIzY1kHz5OzgjcMXP/OOe7eL1D+sX8KlxKPVxWLcpi0SdbbyHKu6fvEcqYZQmJWaBal5d5cLmRMiZ95sGLhCj7ebPjZR0fMnHgV1/aa2llKY/je5Yav3KmmAGOUwpr+lq3HthMU6LijDxmn0bSif9PnIDM0QiIcboJIS/b7IANgloYhK/OnID2BJhuxNX1k299ufqiscjf2DtSIhj3gDYUowQX2mrNjJjLni63jjC9RwM6GA6EmRWEU80Juh1UhAaZShjBISdRvnt96LX92hl/v8LvR+TIQfcrWs3JcNx9ssVWDm20oVlcA2NUZ9mhJ853vYo+eMRwdAwjDfXFC++FvTT7pIEhpvzlHlzNhU7uSOHSkImCyToycQwtkzlhUWaJVAZqYhqlmGraS7Q1Xz4lZDnS43HL13pa+TWLB7AWbZCwcv1NjlxXu5BHl0WPO24aLm8CT7/b0ZwM6l+n/2M8d8/H/91/nP3jyvfDs5vJ/9QUv0Rde6QcnSP6ery8tyHjvf/Hx48d/+8OTf/ZPvP2n1/zszfv81keK6wGe7yLFC83iKOAvLrj4xX+H0z/83+Pr8xM+sR2745D9bSRtX1Sa49oQEtybF9ybVfQhcFLVWKUo0ATf8PXVMYZEDB098M3jk1x3J9wdPZUsCsWHNxseLgtR64uR8+1A6TQMEVsIliQlyWaGPjF0gn2Yjm8TiK2IbIGwlwkJNbeEPIrVpcYjpVOXIf2jXUgfwsSj0baS5u9oEKf1KwJRn7W6HlwLRS7n+l3AbVpshun79SXD4hxbSfZQVMcsXMH1S+p04zqpHYXWB0p7TgKM39FvhRDYXz+lv3yCv9gHm/ZsR7/1+DxtC9m/arIILxQXH3uKylPNs/3rvKU4WlMc1ezeO8MdSaliV+f45ZJwfYNeXmPqOXq2AC7QZY2/ORdOWQ42o2HbqN+bYpAyNEUZXSdIBCAQ+oYUerqbp4R2I1nM1TlhuyWsd2yfScnne8kiyRCtxR1LcVwz+4lvUJ6+xVV5wi9/dMXzJ57hwsv1d5pHjxxvxWv+/L/079HVxf8tXafbEfl3eyVIrw4Pf2TWlxZkAJ48efLn/vl/4V/4L//yX/iX9Nc+/vPcrDeEK0MfI5c7eNwkXvxXz7j3R6zIQXzrH+VRvRRXAx9QaqAwijYbat2pHPdmNUdFSQJcigy7C9phR795QXX0Bm1zSWjXzO7/BHFoiUCxeMDdjIad7vrVgpjEV2iIIU+RDgiWMdB2WcvWZ0vX0Yp3iBJgmjAFGYYobPKth1waxdyf8YVi6PcRoxnE32d8t1EPRueHWluN+v+19+bhkuZ1effntzxbbWfrvadn39kFBFQkEFCMMS7R6BuNlxivxOCSGHfN5oLG9XULiSSaxGgkKBpDXhUFUVFAkEEYYIbZeqanp09vZ6lTy7P8tveP31NLzyCMSs/0wPle1+nTVaeqTp2qp+7nu9zf+17SM5nFXEu3Jf+2PmI0Lo63ZyqetvK4yuKnrfD6dBxLge4QAJUW5DLDpcu0eneJORrMwGWhAmfLXUwrumX2zmN3LmK3d+Ll3Qhok21H3coaW3OpDKTWAZ3AxXNQFJ68A5Ohp9izZLsN9diRj1rwWalI+lN0r8Bc2MJ3p6iWryI73agk6BdqgVGwvV2GbEEmeBcFq7yZj7VdPSZ4gzcVZnQh9pGmY+xwDzepGD4wxJQ+uizY2FpKs1gqZa3gVHLgKvTq1fz5A5tcHFqakSc0HpFJig3FlzztGGfe8MP834ceMOeG2/+WJyE+JTIZgBDCXxw7duyPP3Dv6b91/OZruOXiRxi+wxJQGAfbF6G3BpMHzpMcPISphiT5CutFRmXdnKJeJIpBptu+QMvuDC6mulJhyyF2vMV47yJuGj9Irp7gWxHvYGu6J54ZNUuEpFi7llWdElqZxHPlmAOdlHFjUSKeAia1Q7UC3LPGsO5K7MQTbCCYEPehZqWPEFDNvDPacgcISsx7NtCKp5vYl3lgtMvV/T5KZ8g0R7RAKNNL34aoQvfYmPX2vI/l1Ez+1pkQlypb4qCvq3jGbqc/3lToJY5LSANayvnrLUXk81zyu5oSWw2xkwgqbm8XtzfEDFui2k49n8KM9mZ/ayztZvwWiFOrNIGL21BEXKIzCXQmlrwnGF805D2JrRxZ6UimDXqQY4cTgnWobge3N0R2uvhyEidyUsVyyju8M/PeTGilP4RUcbTdgqiZ7uJbC5ZZLwmgPDvGtvIMts3CpIIkg40bOySDgtXPfBn5xtVs1yUXdi0Pf6TBnK3j7l0i+MxP6zG556386q+/hyrTPxdCuCyaMR8zPlV6MrPY3Nz8pu/8/te8762/8evaXPhhnlNe4I73eVIFkwq2znjSjmfyoXuQeZfV217KgXxAnWStzge44Om1Z3kXAjlRV3WmTGZ2NjHb55BZjt3bxY/GuAMjfF0RmobsxHVMHnp/fEIqjjdntH6pM9bzgspZMmXYKDJ2q4Zh5TDWo81M3qDtu4QoG4qN5dG8MeL8gubf6qkgBSHxgJqzdxsTKI2f7/Y03tNRyXyDehYqlah2CqZbE7pk5poS4q+eqS08uqwKIU66vJ2VcoZgmrmusDcVPilIZAS1IDVSzwj57VKnlKRCPSbvdtNYzrhyghuXmHFMn+qRpRx5liyl2CsjBi8vIiopSBWUJlCYdq3BxOlZpw50ejBt1eS8M3jn8bNFSVpuS7eDL6eIJCWYhpDUBJfhhUSoaE0SgaWKvkpS4ZoJIXiCM9jJNr6e4qsJbrSHn0wZn9zGtLYlswQpaVfKBocTso0e+fU3UBy4jq1klTtO73LuEYvZMgQbkIXgyO05Lzo04OE//yC/febh8vzFiz/AkxCBj+fk8OTGJxxkQggfPHbs2Fu+7Ude/8rXvPpV1Bd/hlv3ppzdjJ7Tkwl463GNoz71ANP1YwyueT6ZUPTSBB+icnyRREGiVCjwBjPdwY63orbH9jns9hYIgR1OsOOaZFrhaotv7FzkaeZVLXUWpRHyHr0jt1MISaozkpZbsVs19DNF9FgLGLMoXYQUcTr6qKZJ8GE+9pnr4rRSk8GGeZZhTByLl+2WtfEO2e7ezPgkMktRmSJpR9JJGkiTtj9A2wheAplELRwJgLnC/tKbEMsH22Y2PvpCy1YkXAlJIpmDjERENm17WwDfTHDVaPGQVXx9XbtSYapAXUFZzkXvAJhajwlhjsVSQCIEuRKMZuVnEK0tLnMKQKcH9dS3DiOCpJfga4NPFKJdJRBJGssma+PfJgTBp1GgXKqIFtIghMRWo+gkaWrsaJtQl/hqSnN2C1sabOWwdbsj1iakSQarV2Ukvfj+ZIevQwyO8p57N9nec9R7DmqP0IJkXfOFzznI+Xf8Kv/5F99KJeVPhxB2/tIPxuWMwGMV4a+g+ISDDMDm5uar/uTNr73rI1/9ktVr/96XkK2/mfoPLjAexbPFeNuRb4CvDa4cMTl3F93DT2Mj7TByNbWNdhKpUigEPjh0PqCsp7jxLq7Nz83WHs2wohk7zMTgao+zgeBjs1IIQXHtYepH7kdkOao7QBcr6HwFnfXpAFLlbBRZLJGI3JnRxKPaPR6ZCnwtIBFQPuoPfYwfB+AutR9xNk6t6jaTqawD3erLzB0UCnQ3JSniBzwrPNZwyYKk84sSKkkga/sGACoVyETMp1RCykeBjp+PdAEksrVbZU5Ok+0288xRwLsmTnGWfKTwUedmsmWX/rbFqL1q/+bae5ZPrFoIbJDk7fMrbYgs3LbBWnQW/SXdBFTlkIkAofHWI41Fdjsxi9F6bkUrSPGmuYQvMyPl2ekuwRmCacfS58/SXBjipgZbWWwTcO1mumo1xHobmvxAlF1deeHnkK0c4+xkwsWh45G7a8xmDTYg+pqnP7tgZXKG93/gLt56fvPC+YsX/91jD4YnLi6vWs3fLC4LyIQQzq6urn7nv/o3P/Lzv/Qff4zillNcVzY88KdDpIJyAtV2Q7buqU7fh+6tEbxBKkmhdKyNxXy/FogHfbJyCHPxDKrbpTp1BjOqaUYWhGC6bbB1IB8oJmfjB0MogUwuILMEVaS47l4Empa1mfYOkK9cw1oePazj6DiwmzuKXDEaeZwR+EYSXMCVIn7CK4cILNTqIne9NVWKb3izZUnWFN7FhuLsAwjgkeish+qsAiC7PXR3j7QfPxB5HUuGWSRNbKhOHw1yf4OYFYQzkJl3lWbiW3NP6dnlj170h+UKMoCZOy6E+c8NATwIJJkS+PY+pm1gJyYO2vKuiA13H8s/1T5AaH1XZFEgsxycjQDiHdAQjMC3aw22XGRfbrxLMDXNI6dxVXxtbWXn2+7OhrguIEBqyNZSipuuR68eon/s2dw/2uMDZ/Y4f9pgLxowHtHRrN2a83dvPs7O+36T17z+bZzd2fnCEMJHH909ERGAT6VyaRbD4fA/b97z7n/22jf+3rO/68u/FLN1jhPPrNk7U2ObgK089fYEfWCd+sIp0pWj5IOrkEhypbHBIxBYQCxZuOrVg5its8gswVYOlUkmFy1NFWhqsGZB9VcKlC5RWY3uaDrXdWjOn6Y5fxrdX8M3FUlngyLpztX0L0yaucTjckrvpg6RtdIB7fsplFhw1n1bzywnNy3BbnmXqbIWi0MlHfonnkO59UB8LisjkiqeznMTCMEgWwH2ppWV7baLklpDli/cbJNconONylpyWpIgkjSOyaFlx34ULmwALxYlk1ii47danJfsAc1+NusdKR2ive9MmkEsQCsRMvZm2p9JFi8VzETJL30+j3mKYenKJRKRyIro1mkNIpF4U4EzCKlx0925QqLduYCva+ykarNmi2titutMQCpBkguSQtI92kV1c9LD15KtHGHPGd73yB47ex4z8pGyoARqTfPS5wwY3f/H/NLP/g9GSv26tfadj3lxn+D4lJkuLUcIIQghvviNP/eT9914++3q77/0VSQHfgf/1nchVBRoCi7ghnskG4eptk5FYe50Zc7QnIVKulixM58iREV6STpIqXcapI4sTYhZ0myM2l+BybZFZ4K0dFRbD9G7uo/udwhNTXCGeuUwae8geTpgLcs52K042E05N24Iwc7Ny8x4MX2JHkVtL2bm+axl/JS1PZzF6xC/z8blE2OpnGPQbmQnxSqmv44qxyQzHyYXKHcX4ua9waWCU0pDmguy1kY37Wl0N0F22x5PpxvdLdvmskzytoxoBb9bJuxyeEIU5ZazsXq0/BDJbAKWIhOFSqM5GrRAV0FhYK+CTAuib5yk8YGOWui5KNHKkrYlZp7EZdIkWfiPqwTSzmxCFM3chIqOArORXwgB4R3B1gid4evpHBDddC9mOd5jd7ZiA7wxuEmNaxy+8XHcb0P0b2qP/mw1pbj+BGqwTnHweqbFAe48u83WruPsPQ32dBnf11Ry3TMLnrna40PveD+/dc+D5YMXtl7Fkx2BhWPnFRiXDWQAQggPbmxsfPcv/9TrflR++zfy+dc9l/DiivLe+2h2Wr/n6WLBzUy2yJMeiVDRHydE24qAIOkdQCY5zc4ZZJoh0siYFSpuQKdZoC5b/kg7jqwqGKwA40CSOtJckGyVBOMI1qFXN6h3Hok37kOeDnjG+jqb1XRpQmIZj3zUbe1JbOlxSkQtnKGHmYWtaBu/iVgaA8VvzoUFm9hEcadum3XoYpV0cIjQVJjzZ+evXWcjQWftGbn2l6zyKy3QuSTpxrcvHWQkqz30jLrfX0N311B53IaWukDKBEfAtBnhXFB71pOZaRK3hEGVdFB5b6lv1EV1xuhOTVK0k7LS0e212d680SvQRlJ75usaK61nkhKxaT2zFO8U0Xt8xktJCoXKYlYGLDyhLrGuXDS08QFvm3n/yU/2Wj6Nx40mUZy9sbEHM3XYlhgpZRToUqkkP9hBd1KSQydIBgfQg6u449RZLo4sW2csbjuyhUUq6d5c8HeedpDtD/8+r/kPr+fsaPJFIYRLt0SflAifeo3f5dje3v7J5P53fPP73/uyq170JZ/Bked+MReqX0Ek5/GNRXUy3HiISFLSlYUTgxKS2ltcEDg8uUiQOqd34lnsVe9AdTqofITKFOAit2RJxHpmoToezWQSIM2hHproDe1Bb19o6/1YEzWcpXPgZtba0kmK2Jzcm/j5JKdWYLTAJSLKRbr5p6tVqxPzZUngMSVTaRwTY+ilM2O2DmnvIPXFU+j11jhOCGSq0UVMz1xtL0mHhZLoQs81Z9Wgi15ZQa+1flD9AyTdjTnjV+kch6AJbm4079qaUs3+MAlS6HkGqdIuSbGK70+pL5xC9Vbw0wlJ2ZC1/CDXeCa7gcHqgrycTiGrBbWNlikAK8Xi5VBqsfHd6zPfck5aLRuda1SukLPST6mFu8PsJXVxTyo4h6/bRlUIuPE4ThbbJrudNHjrMBM755FEwXRIBwkqVeRXH6G4/umkg0OoAzezVU85PzQ8eG9D9UhDKB1ogVxNeP6zOgyaIb/ya7/JCPHusix/jyshAvDRW2ZXRFx2kAkhOCHE5/z2z//4hwcb/4Fv+NzrOfDCL+PiO98AUuEnY0SSILMO3pR4VxN0gSdOIBrvkAgqKclVisp65EdvwnRWsDu7JI1F7xl0I0hcHKsKsWhszvZ+hIB6OgOEqMeSbO8unmhb46SDI+TpgPUsR4rYo1nrK9b6ir2JY5oI6tQzrjxq5i/kaJlconViAJXFdH/moHpxx7HSl9TWM24svTSWRkkaAS1dO0q6dpRmZxOZpMhiiJ9G4ltoDMG6hXyBVog0QbUWL6o3QPXX5pvOSe8gSWcdncQsxApJ5S2VtTTuUvfEmQWI1wEUc8YvWHSxNp8yAQRTE1rf7ngFQINKJUnqqKaxhCrKyIMxdlG6rq8tyNdSLUCpsxL5QSqVyESiuwki0chUI2ej62igFYHWu8hRas8ofjphXtMCbjwl2OjIaUYN3vm5Xo9UkQOVrabITKOKhPTgMfonnoNO+9xx8SJ3nSnZ3LTUFy1haiERqI2UY7dnfPaJI9z7Wz/JL739/e7+Mxde+Vf7JFzGWB5CXIFx2UEGIIRw17GrbvoPf/r6X/6G3uBr+ZxnrHH80z6P6dmPYPe2wHuCaXDNFG+mJLogCBnPvM6hZZw0JW0qrztrBG/JTlyN6m/TDB9u3Qw8TbvP07pXYFvKjPexjJJ1QGmPVA47KhEqNjfdcBu9dpBm9Tz0AlkWezRH+jVatsZuWrCXOKapwNQBN+N9uLA4k8wyex93mJbslfAeahuYGDeX9VxN83nGAZEuL7MOsruDL1ub2qaOzcw5yCTINJuXMqqzStJdm0sn6HyAVAVN2zspXcOkFT2vZyDjI7M5aUHGOIVLAqJt6uYqx/kJae/QXHdn2XDPbA3JD3URWlDtGgZHU/JRq8NSxt0v0yxAZuWAWGQTsYVC91Ar4iVFu1oh0f0i7nJpFcvhdvLXPoHI8l0y4/NlGR1AvSc4jxmWBBswUxM1nn2U0ZjvU3UUup+THlglu+ZmksEBVDpg7A3nRoazZy3NdNHolT1NcUDzsttXabbv5yff8Ht4ob7uSePE/GVx5WLMEwMyAJuP3Pct1vGP77vjxXm3uIW/87SDbNx4mGp4GjON75fOBwiVEoKPLqoiOgu4EHUOtJCk2WCul2sGcewyeIZg9OFTZANoqjqaxVuYTmNqLlo+hnfx+skwkHZjOm0nDcm4jD2NtYM0w0VfJEn7HOoUHOoU7NY1uW7IE8Fe6qkrj2kWXBjfylXMDmZnouDRTMwKIgenNoFp46CdFE2soadTdL4GxA1tlfdxvegJBeBNE3khcz+hBJlkc5M5nfVRWQ+pW9lKIZl4w8QYRq0ozdRYShPFq2BRwqdt36PUjmbJWTGkKUXSxZkxWf9o/L1CIlScWs1FzLNddDElGeRkrRuEmRhcS3ZzTaB7uGUa+0uZqdlGd1EFSTEHE1nki2ZvG7MxdvCeUFWXjNTtaEpwATOqW/mN9gQwW5tQsYRN+gkq02THj6B6A/pXPwfVO8zINbz9oQvc80DN9KLDbBuwAbWW0DmS8LTbcm7o9fmNX/hpHtqt/uKB05v/7TEH+JMdn8o9mVmEEEySJJ/+h2/8kHZj3wAANGtJREFUkfevHv0J8UeF5PNvievzUqXYeoQuVvG2RuoUJ6I7oJKW2jo8ULtoNNrNVlFpFzPZih88qeicGGP3phy6WbHz4BRroOjCaLgAmeUYb8VxZtpTyMQgdYnb214amXqKjT6rbTmTKEmmFEXSsFeWrK7EUinajYS4VNke99XEozOJ0u3kZEn60/nI/r37wpjjK9lC3KqtH9J0BZV08EV0UfQuAszycspMV2XOHJbR+rYMM4HzirExjGqz0Pk1ntqGuYbM3Ka1BZlMCxrrMc6zmmfs1jUhg07Sm58ks8ExpM6Rab7IoroXUf0d3HBEfvUR/GRKugGuqnGlwTd27inVOb4a3TJbck0IkGysXqJ0ByDzYvH3zngybZnmyypmLdbFzGVUzcHLTtvHDnGpFRllM1UikYkg2+iRHj+G6q2g++sk3Q0eGO2xNa05fd4w3fVzvWmRSTZuzMgLyWddc4APvfO3+I+/9nvhngcf/rg+Q094hLDQBbkC4wkDGQBjzJ2rq6tf9fu//EO/0n31D/GO7nluXO9ydHCMTvCtlKJEioRECGofNU9ciF87VUOhHWmhSERC/9izGMsPkawewY12Yy2fl/RLG2njTcBZPy/ZpYxUfd3qeHsXooB345CVwY1GsORA2Oydp3v0dnTWp68ykkKRa8VeHYWvIUo5VCYCzewDPO89yHgW9X7Rg7BLZ/K9qmXO+kDTqskVWpNKhU5iqqOT7oIot/S/5UlR7QzdJTU5gM1Rybh2VK1ucGU8ZkmFcPYcVcvFSRPRTr78fCpkvcdlGd22THUqJesdRqUdmiKWeKa7hulfxK3ukGwcxbUaLX46jj7jTUNoGpLDMRsKpokTIBcbNnp1PRL/Zk/Mu/n6ALPrrY3jaO/xZU1wPu5peY+d2nlJZBt/yRldSlCJRGUSmSr0Sp9k7RDFkZsoNm7ECcnWtOYDp0rqKgJVMB7VU+Qbmm5X8vzre9gLD/KdP/Ja7n/4zPNDeIJlHB5PfCquFXys2N3d/Z+3Pe9l3/j2//0LLyq+8p9wcWS57kDNsw9tkCTdGWmWgMcFP7criWfkQOMFF8spB4qCRGiKjetw1R6DZ7yE0UfehczGZNMGXcY9G2+buEcU4og7SeNEQ2nRKopFvxxvHG5aIfQYJxVuPET1Vmj65wneovMBHZWTpDlHeoYjvWjuNm4c08ZR28D5nQgana6cn53nJYCcUz1o2g/+RHgCFuMCZbuoVGhNruV8r0ovlRGzx3QhzB0qZ7FVl0zaXsUse1mO4dhjl7Kt+NxipgWglaDJAo0JNC0QNs7TOM96sVjwHKQpRbZKkXSw9YikWMMMDmEn29jpLp2rbgfAllED2NdTfF2SHTgRSXOAb8q4wGmbOSkygk/ba5ESqGJfJIR24dPiTQvKpYnyG85jSxffwxCnXUJEnpJsrXfTlQzVSUmPHED1BnSO307SWWfXGe7bHvHAxZrhjqPccfgm+rXrruKGG1NuOdThtn7Bq7/lx3j47Pmvtda+93Ef6E90fCoyfj9W3P3et33Wtbd+2vYdb3vryu0vfBlZUqPkFlf1uwzSLJLCiD7HXgVq5xAinvHrdvendo4aRy/pRgsMqUnWDsHaIfy0xFU1vjJRAsHNjMxcayK/1CsR0ZfbjA26a3DTEjctUb1YDjR759szrUHlA3RScH2vw9gHeqlm3Nh5v+NQL+HhnQbjwlxSNHyU937OAG5iD6Sxnqlpp1vKRnfGtoxSS32JWYlzrN/hfDmZN3Er65gaN1fgmzY+yks0gbpZoEo58Y8BGami53VDoDGCOg3z51fbmNnUzrGWx77K5mTCSpbSS1LyYtFodr2DuGpE0juANxXZyjFcPcaZElePyQZHcWaKa+LEzDdTXFOi8l4LRFO8KeNYupoSzIyY6Fq+y6z0ctjSRH1lFzClJ4S4hxT5hgGpJFLFiZXupqheQXb8errHb0cXa4xkynZZc2q7pqp9lCdWAplD3tesH1A878QK13Z7/ORP/yiHDhzY29nZ+a9/1eP8CYtAbH5fofGkgEwIwQshrqnK8fbBq66WztzAziFHfr3iYllxoMjJdeRshBDIlMKFMJ+WhBC4WJasZClTIei0WrbFkZuw1R7i6TnVAx8GwDdn5z2BEOpLFOha++R5pmCGFd44dCfFVxVIiRttx4mGrdE2nol1vkKvczD2aLSjtIZpe5Ytrad+VP/D+ugMEFsLy32R+LNGxsUnKaM0gpIL0zQpLs2Ejw5STg0nGB/BCVowMFG3BqKGTWPi18w9c1aNzCRFCaFl1Qasnq0LxC302dh/9hil8ZQmXjluHOPc0k8Ngyyh064uZOmALB1QB0+S5cjg0Gkf7w3eVqi0h3JRfsKZKRQruHqMUAlOzjytPfhWE8h5fFXi9sZxJaCy+MbRjAzext6JqcNy62a+85Z2FCpX5Ad7yG5B55Znonsb5CtX0xDYHY/44NkRF3YsdRVN9ZJC0OkrhBQ865oOx7o93vyWN/PWP377I3d+8M5r/vv//JW/yiH+xMZsTf8KjScFZABCCEMhxO1v+9V/f/crX/VjIFb5YD7hyEqCloJVYrNVCBHNJKUgkbq19oiXa+fRMmClQCdddGe91c9N8ceuxpcTukVBc/Y8wVh0P6XeunTL0NXxTCgTGcfP3uONQzQGL0rceDhfFrTjrZjN5Ct4OyVRGVql5EqxlkHlHKV1lCZ+zZYijQttU3XhfTQDHOfAiI99gIQAG/34Vp0e1u1ofpFxGBvBYMYqNiYu/1mzkJzwLiz3jnF1ABGBxql4P2UFzgqc9aSZYNSardW2Fd5qs6Jp49lLLcOsYZAtJDs7iWavbii0ppg1slVKonJCsCjdQaoEqTNcM0F2Yj+Gdk3A2zquCThHcLEPE3eOTJSZaDy2cnGJ0i0cN4UgMni1IOtHMp/uJKRHD5MdvxHd2yDtbtAQuGtrm93KsjNyc9fKJBOkueCGExmJEty4PuDB++7jp37uZ/jQXR96RghX8o5zG09AT0YI8WPAFxA9hO4HXhVC2P1493vSQAYghPCRa2+85Svf+b9f8yuf/Q9+mEc2BaOpZ2dqObFmOVBkFIlud15US7Jb9CgSGcuqylm6KiXtHMAIEdP3aoxPCny2aD4Ga9H9DmZ7tMQANfMdGakWY6BgHUiLK6P4kZvsIYsuwRpMMcDn7dk5KUhn/B2VcqDImSaLEgoiy7eUtNlNO0L2C9uNWRnkfduPWiqzvJ+VXXZ+G9dmRm6WKdkIKs4ushbfatrMRsYzQtpsZck37RRFMje4b2kosSHeWtg6KzA2NrbrNiuqm8AkE4xqxyhzdBLFTmnopYpRbell0U62m2imGAqdkElFwJGIBKlFKyjVYOvYbJ+ll8FZgm3fryZmMFHHxlPt2cXf5Rd2NLOyT6UtE7qT0LnxalR/jc6RW9H5Ci4puG93l6lxbO6aSJjUEZjyXLAxUNx8oEuhFXZc8o3f9s3cd+89T7/i+DAfLQJP1HTp94HvDiFYIcSPAN8NfOfHu9OTCjIAD973kf/5yr//D//VnW//+due+ZJXY2pPOfV0Ukk30ZTWsZqnpEohhSBXGuOjVKeakfSkwuJRCFTWJzhD5/DNVFsnodc2Fps6HrzWRgBpP8nzZcZWzHtG34+LeB63OyR0msgLCQGcpXT3kG6cQOcVoXVLlGmB1DmDNCPTikwp1vLIT0mVRSuHNo5uJtmduChzEEIr0hWfgnMReOYToBaI0kywN16AU2hvM3uurgWGMB/QRCGmsHTdHGCWTnjB046I25eA9oQYFhNk5+KXtXGxMEkFY7vo35SNp0jbUiqV1CZQWU8vi0TKXpJgXI0Qgm6SIJQgEQqpUpyLfRc72caO42fZbsXhja9qXGVwVRSYcrWnmS71lNphm1KQFBKdSXQuyQ71SY8dRffXUL1VdLGK0gVnyzFnRzWT2lPV0XOqU8Tm/6Anue1wlyPdDjIE/tGr/wnP+/QX/PRdH/7Qh/4Gh/YTGIFLmm2X67eEsLxG8S7gSx/P/Z50kAF482/86tNe8FmfvV0M37ZaDv4Wox3Pg7nBejg2SCM7VUX1NikESkq0EK26QttPaKm2Uqb44JEqIV+/BjPdprjqVrypaS6eApgv0cFiYjOLYNyc2OKNRShFaKc2HiD4uOWbbRFMjRldQOW9WEZlPfJiA63S+XQoU5JUSbQ08w3kyoS26RuPDSWjsVxLB5kvQ87+7/0CUGbSE8vlj/fMPaDiUwxztuuM5BJmKdJyzJtTkXUbASngl30XW9CZkQ39EvhYFzBWYCzkiaAx0UBuhmWzX5crRT9LccG3299RxDiq98W1BW9KzIVNfFXhJiVuElcZql2DawL1NK4HLAt5SQlpJwJM70Qf1c1R3Q758ZtIehsUG9chVc5mNWXcWKyLoKiVQCs4spYgBRzqpRxrG/3f/n3/lgfvu+fH/+xP3/7tH/OgvZLiyRlhfy3wvx7PDa8IkGllIY6Zppl+wRfknNMvZLjt8D5axtarnuvX+uRKkwiJmrdFHQE5O2yB0KrUxxxaJjkq7bRM1QS9ephga2TexWyfA0B1u9jd3Us+gL6s5/opQsnYuRdRHMt7jwyBZvNB1GAdmRVRm9bW8bGTDkplFAgQCp20oCglql1PGM99mPz81zof8K2Q+eJ1iV+mDnMwbHc5F+XC7LqwBCiPKo0eHWJpgXNO2Z9dtcTgFy3HBxsIQbSY9Njn573H+9moXqCkR0tolKBxnkJrBGLeJKY1X3OmxJmy1d8t8dMpflrhpg22tFQ7TWQNm4UObwjL0hCCfDVBFxrd7yD7PVS3Rzo4hC5WcSrjQj3l3KTk7F6D9YFOJklUoF8oDnQTrluNmagSgu95zQ8yGY/M+fPnP24JcCVFgJidP744IIT486XLrwshvG52QQjxFuDIY+/G94YQfqu9zfcCFnhc3fArAmQAQgilEKJrXdi77rkjdfT6V7BrowfSwb7mkdGE431YSTNk258IwUGIxC4vVWTGzqj3QuGdQSYdQggonbVAkM1H0iGmCsiihxvtxuxmdqr0YS6vGdrRUGi5LG46jdvB0/HSYxmCNaisj8paeQSdk8oMqSRKSPppytSY1iVh9nleXnqaEQfb7Kxlr4YArfTuAmA+2nh8hheyvbD887Ag86nsUfTnpfvG1w6WNXFo+UQzcJJqxjGKGY2UsfmcZ5J8yXN8FjGTiycHGVw88boGV0UXR1eO8OUYNymx0wY7NXOAsc0im5s9t7QQ6FSQr6dxa7ubkR6/CtVbpTh6C0mxSijWKZ3lwrRiWNlWJEuQJ4KVFc3BTs4gSylUwtjUfN+P/hA729v+bb/9f/IQwuWvPT6REankj/fWF0MIz/vLHyq8/GPdWQjxNcDfBf52eHQZ8JfEFQMyACGEqRBikCVq3O8o0T/6Msa7ng+crDi8oemlCb0kRSNxZhKnEWYKIqqjza1NVbQ0DT7KNEqVErwh6W7gqr0IOnkPM7oQy58WbGb0ddnp4sejBaEO5iVTsLGEwnt8UyOCb+Ugo87JePp+VN4jWz+BznqQerRM6bRiUCoVrOUGJQxKurlUipTRvkWKMBf8Nm1JIN2iR+JnzYjAPOsJAURY3vNZwoz5YbD4eVJcetu/LMSSepgQsUm6YDLPnne8XZZGO+AskXTSGecnloqFTsilRgHO1pTbJzHjLexe3D1z4yHT+2IpaydtFjNaSGQ6u9jezjptgzeVJL2U9NAq2fGrUb1VBtd+OjIpsDLh7GRMaR3jxiGATirppIoDRcZqnlMojURQOsP3/MAPsbe7bf7kzW966gHMLJ6Y6dIrge8AXhJCmD7e+11RIANzoOlNqmbnts/w6ZEbXsF413FgTbFdNpzogwG0zvDNlGa0YHlLE7MVlfXmZl/zrKKl3at8EA3ag0etn8CWw3hn7yJPo+262jY/n9Pd03Tu+zyfhLRyfD4EZAi4ukSkOXiHzXtthmPni4xSZ+Qi4Xivj5YTUmVYzRPGjUMrS6oDU+XpEns0RscxtbWBvIily3TsF7rgiEVP6XEeY3n30ixmOSOaA85HQZ40l/MWzqwfAqCUIFGCTiYoEkmeSLqpop/FQ+tYr0cuNZpYHtlqGI3iRtu48RA32qM+cxE7NdjSYSpPPXJx6bT9O2daQXlXojOBzhW969aR3Q7ZsWtQvVX6Vz8XlRQgEnbrKXuNmS+DDnLNSpYghGAlzxioFAiMneF7f+g1DHe3/Z8+lQFmNg29/PFzQAb8fltmvyuE8PUf705XHMjAHGjWikTuZIlIV696OecuWDpZw7vtBT792EGCd9h6RHAONx0SnME3FTLNaexpVG/1ksf0QiDTuA+0bNSu2uNqBgRmvEXwFtnpz2UoaAErLHc+2+WfKKDkcaaJuroh2pHYyc68jJrZjCyPvFeyjFQtWL65lkyMI09aFq8J1CZya2bHj3OBbiFxPjAezxrXYvnpPCZm1/V6C3BZxpDlkbmfT9bEY8qxXidq9kqxlM205WSiYaOrybSiSOJUsJskHMw6EAwEizVTbLWHmWxjds7hRrvRJnY8pdlr4q5Z5anGfi4mDousSWlBsZagCkV+ZBXV66L6A4pjt8QJUtJl5B2VnbJT1XH5UkqUCPTShKt6/XZ7X0Bw7DrDt/67H2RvZ8f/2VvelDxlAQbaxu8TMl268a9zvysSZGABNDvDvXuf/bJw7Jpnfi4fub/mhmtT7t8dctvqKmn/EHa6E+v6cSvyJASyKLDDi6j+GnZvC71yMOq0mGohSamSaPhWZHhv5gLYIfhIEAse3VnBDM/PPYxkVkRynpt1X9sPZVtCBWvnjQrjNgmrB/HWYCY7kT5va0LaQ6YFPZ3TSzSN0OQ68mp61lLaBbemsnF3aMEcnnFkAuuDS0XNt/cuPZNtrMSR/6PDL42sIZbygZaz8yhujvew2lOXmLUBc6DRUnDV6gIsc6XItY5fSuFNdLG01RDTOlFOPvxn8fdOprhJxXRzHHsvbYN35uQIcc9Mp4J8oNC5IukmZEfXSI8cIz92E7qzhi5W0Z2D1MExamrK1om0SBT9NGlVDgVJCJh6D5UUjILgO77/NexuXZi85w9+Z/CUBhjgiRph/3XjigUZmAPNTYc2/mi80pVi5bqXc3bLMihq1ouSw1kf3V2nrO+Km7thgtsbw3CEzFPszg56dRU32SM9cDxq1OgsKudLTQgeqVN0kkdejJSovI+t9tpRddwCjvYbbbPZxm3gWVkVvGuFrdutYYDQEIKnOX8a1VtBpnlktDYlPpvOsyaVdNBpQZqukEtN02YxtYsck/jdY9oDyLYAE6VF25F2+1odWVnoZS3Hsv/S8n3cEh8oGmOG1p2hHZ8HONBNCCHEpdUloBFCoIRASTjS7ZAqNRe/SoRCI6j3TlPVI1w1wk53ceNdqgcfwE3rdnrULnNetHgXl1dnISXotNUyTgVJR6E7Kbqbkh6/Gt1dJekfIusfwauMOlh2qgoz0xTOEqSQ9NOMFEk92qRRCTrrsWU9//LfvIbR7ra54w8/GQCG2Ji3j12KvVLiigYZWPRotGD8+YNMTAYv4cMPVjgfuP2Q53DvENmR66kevhs/LaProHGEnQmqk2JHJemBVarx3SSHj8dGcN4lWz+B8xaZFAiZIJVu57aSrN+J+zUhkLTU93r4CACqGER+zO65+UQpOAtSxaW+4CPfxLmooD/cInT6ceu4KeNiYBW1p2XWRSU5MtklG1xF1jKHOyrg8NgQWtGuGcjEhcplkHm068DHitn9lkHDzQmBraRG+0E92MkJLC57FiAmWu3jw0UPSTSJC8ESvAEMo3N3Y8s9fDXGldHgvnzgobge0Poejc4bWrUHgo8ZjJAzG5sWYDLB4OouupeTHjsSBdL76/Sv/jRkUlALReMapsbiQkAC63nGIMmRvia4hnq6jTMlSfcA29bzjd/9/Yy2z1/44DvfeuSTAmAACH+pL9aVEFc8yMAcaLr9fn/v4N0f0kf/9j9hZ+L405O7vPKWw/Svfi5m2DJFHz4DIUQr0tKgi4Ryco70QJ/wyEOkx06AVNhyiM4H0VojKYjs3xQhJAERrVnmvtCBma+ydw3B1qi8R7OzGUsg0xBMjV/WRQmhnW5B2NshdLoIpfFJPGULrWNWlUZ/7mYcJy2dgzciZEIidbTonZnJI1q96EvBZfnfS1+zpf8v/oq2BxNa/lYLICHgg8eFwEqaLwHY4j7LhZdAkAZDsCXeG5wzke/STJk89H58OcVXcfjgplOmJ8/j2pIolkWB6XhRcTZNKzDe/pKiL0kKSXGwQPdy1KAXd5C66xQb16J0QSUkxnumxuKDJ1OKQZqREwHPTHdpxrHUVWmHB0c1X/+Nr2b98LHhJxfAEN8o94Q0fv9a8ZQAGZjzaNLPffnL33jf677ji1/x6u9DJAPuPL/D848eZOXmz2J08j3Uj2zGDGbStHT0GpUr/Lkh+aEBzbkzZFddS7P1MOroLW0Pxsaxt1DYqGQDgGqXegQC3TkIrsTPmrm2xpsK15SEpsJrjSy6+KaeW3PMKLzee3zTRMU3xggVu5lCJwil4/d2odAMz1McuWneMxJqJqatQchW1iIazLZPrn2G4lGd3wW7bn6taO83m47NXlsieKkwU+Bbus/S/wJQj85EvyqIr4FtMzRTUp78cNTcrRtc2eBKw97DE2y9tA1uYbiz9Czb1QCtIe/EEbXOBPlGhu5nqF6Hzs3PQnfX6R6+FSkz6uCw3lE7ixKCTpLSUykSgW2GjB56b2zKe0f36O18YHOHb/imf8R0e/Or7nnfn1zB69R/3Viagl6B8ZQBGYCW/PMlvV7vC7Z/8Jv+z9d972s4tXU1vXSbm9Y36By/Hd0/wPS+97VaMuVcllF3oNkak6UJ1cl7yU5cR7O7iT6yEnk23iJkig2eylmEANP2Q3pJHH8qmYBMyJOAd2YuF1rvPoyrp/hmCiKWQn48jClsCzTBOVzTEJxHFpHPI1qSiZgpR8lo/2G3zyG0Jjty/cIFUqVzfyoh9dzzOQKPaF0iZ0REOWfUiUvILnIOUAuwAjPdQUiFF4/y0F687hA85cWTc4CdeUz7piLUJdXJk7ja4NuFRls5dh8xWDNb4ITh3uIxpYwvTaLbHkyysEfpX7uCXok2L+nRa9HdNbqHbkHKlGmw8xKym6RoIUgRVHunqS4+2G7L76A6fdZufimv/a3/y//4Tz/HxdMnn2OM+YtP2MF4BUVoJ5pXajylQGYW4/H4TUKIW37xh//1XV/zRS+XD372V7M1vcCLT1yLSrtUZ+6lc9vNyJMnqc6PcZXDVQ6VKaoz2+SHV7Hb51G9VczkIkJIdLGCBBrv5ip10ULEs1VWrOWtnq6QJFKylhaRwapS5MYN1MPT2FbXU4holRBGu7Hk8D6eWY0lGIuZ1uA9qpNd+ocJET/4rYOC2Y4lVLxOkR29JgKRikATn1ALOkLMs56ZhKiQqgWWNiNr9ZDtdKe9Xi+tFSwAal5JzOQ9L55qe0+m7S3VhKbGNw3lQ+dwMxnRpZJoazN6gNu27zJsqVuCBcempdLQX4G8J8h6is6RLqqTobpdOjc8G91dJ+sfRciEpm1zKyFQQpELjW/2GG2dJLgGMzyP29tG9VYYXPcZfP1rfoIPvedd4czJew+HEC78DQ+7KzhC5H5dofGUBBmAEMI9Qoj1N/5+56GnfeS+lRf9s+/n3ZsXODEoOP6ir2LnzjdRXH89Qj5IvTXGlQ5XO3SRYCcVahB5MOnKEZrJRXRnNTY3hSCRklHTsFcbausxPjCsLINMo6RAS8HUGA52OqRCoZIO+fo11MMzCCGxEEuwvMBNRrC3i6+quTatbyzBOMw4ZgMqTxZNlHY8HO1u2w++jDtUbncYs552ZCy0Jjl4JF7Xgk+8fRQaRyncJN7nUovfS8HnUl/ddoUieOz22eiUMGM7myjB4OsG3xgmDw+xVQQVU0ULFICzmwu/K+thtwrzprGSgkJHm9o8iwZvOgGdSfK1DN1JyW+4mWTlUPTYWr0KKTM8AkkgEYFERKmIZnSG6bmPUG+exO3uEEKgc+uzyY8/n8971TeRJHrz1N13XBNCuHI/gZ+ICOxnMpcrWuGr9aa++fX3fsfXfNnX/vDPc0HHPZkjz/h72PFZRv33Iu/7MME67HASSWtKYC5uo9cPUT5yN50TT8M1JUmW4IInUZKylbQc1w4hBMYFtifxjH2wn5CqBaflupUVUplTrF2PX6moh2cwxU4k5JmGkOexZq6aVmnf49olSW88ZhzlJJOOmg245n2TWPXI1vlQIrREtg4DIlG48TSaoGmFTFog0Tr2epKkBRgN895OLLmQj15QIgKMD9jRTqur20pj1BFYAFxtmJ6ZYCsXvZWqQFODaeD8FlHCwkVwGRo36xa1NuGCfIk1nKYtwKSCwbV9ktUe6ZFj0R4365CtXtVCS5xgSQTOTJmONrHlkOqRezDnzmBHE3S/i+r1GedX8wVf9hWMt8+8ent7+z9eniPvSov9cumyRjsl+Aerq6v/z098+zf+yvf8wA+JU/44F6YVT984zOD6FyKzDtVDd6NXV7C7w9h4BezOBZJDx3HVCJf1SPJVMqkZm2Yu4F2ZQNnMDNFi/TuuPGtdRaotnVRh/A7H+126OiGVOdngGCrpUFoTm8JNjagqROvPqnJN8D5KShofdYhtwEx95Km0SU3akXMXSqmjqJbQIqr4AVIrZCLxiUYmClpdFzFzsvcOtCYoh9ALCm0QstXPiWsJoakWjUNn8cZE0agWXFxtqC5MsaWjKf1cwrOpoKlhawdKA42DxgWMD4xaABaCWFYKQa5ilrbWh24XOn3oH0zI1lJUnpJdcwN6cIBs9Vg0qNNZVNQKhgCY6TbT8/fhTUn98L005y5ghiXJSkF2zQ3893sl/+vrvp7tzVOfWdf1Oy7zoXfFRAhhziq/EuMpDzKz2N3d/dUkST74A//yn93xWdcf11/0g6/lw9vbrBcpR298KbqzSnX2fvTqRty4thZZxDWD4OJ0qZmcxxbr5DrKfM40dKWEsgo0Nu4RJVpQVp6NFYV1My7JhLU85WDRJVUpMu2QrhzBN1NkPcUnKUKV6JUudlS2vzcq2PlWKtMvmcQBmNq1mYwg6wik9m0W45CJQKWe4BRyZvwNyDQhtHrDc7kKIcDFvk7wPi5WBr/oF/kwBxdgDjAz76Rmp4oAM40AU5VQteS5M1tQtop8jQtsGXPJQF0FQaYlhZKsZoJuHvEvSaFYUehC0rn2CGp1HZnm5OsnUFkfqVO8rYEaM90mOEO5+RGqU/dRn7lIvRO1gFeefoLuZ34lX/Vt38fO5oOjsw/dd1sI4ZHLcYxdyeH3M5knJowxdwohOpPG//A7/uEXfuv3/cRr2T5+Dc7vceDoMzhw9BlUu6diPT88h28m0SQtLebpZk9Iht7SSxNq69meWOomtJ5NsZlpjEdrwfkdR6IdeeZIDghSZclU7LOs6wyVFHSPPY2mf46md5YmOY3bGyJU1ToktjtDDnwrobksRAWzcilQT0JrVBY/wsrJecYjlJxPspY3x4XWcZ8qSdvmsebRDGCBXfI88vMlUN9EbV07aaK2bhOFu+sKRntQ1jCpo6Ro7QJj62hCSxYkNme1ECQiCox1E0GqIU3g4HFBsaJJV1Lyo2uILEemGen6VUgd3SN9UxKCpx4+QnPxNNWp+3HjKeXmiGZsyVYSOifWeW92Kz/0pV9mxrsXv2E4HP6Xxys/8MkVMx2lKzM+qUAGoG3yfZsQ4r9817d989s+/cRVR171Iz/D/bXhqkGXlbXr8c0eae8QZnJx3pX3torsXjy51PQSj809O7klBJhUHqVieRHHsm3mIAXWBh7ZbaJTgfVsFBml1nS7h7H1bmQV6wzV6RHqCqGmCC2ZTZpnE2alRcxolgSapATxUbRjZhnOrF8jtUKkyXw8LrMMkWbINGv5OMnCZGn2GM4RZmZQUiCcQzRN1HWZ1Ni2MR18wLvY2G3iYAwbfe+pPdQ+XGLFrNu1g0RIMik50pV0c1jfgLwrSAtJ77p19KCH3jiE6q2iigEq7RC8wZRTzN55vKmoz9xPdeoMvjZMz02px45iRSOedSv/6jffzamH/vieRx66/yUhhLN8isZ+ufQkRQjhbiHE8e298be++8v+3g98+w/+SOZueRqpmrJRZKymOcVaL3oBmRKpU4RMAIESklxrqGvWO5qy8ax0FY2xLadDxK0BEcEma4WajAsY7xf0f6JwlUoKpM6ik4LWyCxB1gaZWrJU4c5VpIXANgHpgCVQmVHtaU3LvAvoTEbzMi2QqYqPl6fIPENmcSwuiw4yK2IWo1ugaRu9Ko+7U8FZvKkima6aEJxDGIPQTQQxLWmGhnriKEeBctK+tsQeTOkCSrD0JRFEgFlNJJkW5BqKDNbWISsi2W5w/SqyyEiPXo3s9NHFANGKinlTRq8rU1OfeZDq1FmmmxOmrXHexm0D7uhdxU/94H/Z3dnd/aej0egNT8wRdSVHwIf93aUnJdqm8I8JIX7t+77n23/zJS947rO+9lv/tTjVOM6qkkGWsF7kdDvd+EJEzUkEgURIVrKUVMq5o6LzUd/FeZiW0SdpLgIeop+SEoKdqkFJgcwEM59HoRTpgasQOsHu7aFXewgpMKOKbJBgq6hn41ud3Zl0g5AClURgg6hqp3OF7mh0J0V1c2SnQHW7yKKH6rRb5nkXlXWRSVxbWLbfDa2PFBDJflIx086ZjcGD83jjkdpGw3oZSDOYjCP3JVGQ+Lk7VBwrA71EthY2kCVw7GgEl/6RlKSXoHs52TUnUJ0eeuUQMlkIjNnJNmbrDL6aUj98hr2TQ8qhw9nA2omM8KLn892/+KZw5qE/+t2HT5/+yqeEk8ATFPvl0pMcIYQHhRCf9ttv+5Ove+f7vvzHv+ub/+ng+IteycVp09qvTtgocrpJ9OCWxClIoRMSqUiU4vyk5PhqxvlxQwjQLySqHW1DtHntZdH5cT3PSFQk7UkUKu+TBkezd44QPHptve3NyLbciWAitSDJIbQf3lnmovSjAKZYAIzqdpDdHqrbR3VWUEWrWZv3kGkHpfOYyYhW+aldo/CuiY4BzSQS+4oBNtvBjrYJTY2sKlSuSds+T5T8DKRpCzIacgO1AeMFRSJaiUtYW42N3TSDweEE3VHkB7qkRw4i8w6y6JCsH48ZVfDYco/QVDQXTtOc2aTcHDLdMjgT0Cn0jqS899gzeO2/+Znt8+fPfWVVVb/7ZBxHV2oEAu4KpgJ9SoAMzFcS/rMQ4k3/7sd+5hdPrP+3V3zj9/yA5pobsT7qtqzkKattuZEpRSLkHCyUEAQCvbQdQ0vBqI6WskWiGDeWXqrppwmFTui25Dfvo8SDLYfY6S6+nMyN5KO8RGzcyiSwrPM7z2KIkp0qlai8BZdOhup1kb0+qreC7q1F8OqsoPNBfP4rVyFV0jKD5XziM9MVDiH6hNMyfO10py2r9NwHSa/2gDG6tiS1x1SONFuUcqqGfnfRpF5ZnQlMwdo1OSqLEg3pkQPIokN27HqESpE6adULLd4a3GSH5twj+MmEZmeCmTqkhPxAwp1Fyn99y5+brZ0//u9nz579lhDC+DIfKk/BCIT9cunKibZB+HeEEE//rm//Fz97zUb/xV/3nd+nuPpGpqZkVBtW8xS1BDaFSCiyBE+gn2ZR3kAIamdJpMJ4x9X9RVM1ReFdha1HCKmx9SiazTUVvprixmN8WUehq/kUSSBUQMsFQU6oBSdGZQpVJKhOhpxnLwN0bw3dXYsCTlkflbZyozIhzBc+/WLq1GZqSiTIJJn3jJTOMdNtvCmReYnsVARjEIlCpgqde7JuoFgRmMq3S49Q9MUCFIWgf1WBTDUy1RTXXYPIC7IDJxBJhlQJSWcdITXOVtjpDmbvAn46xk+nNFsj7MSSriTcieQX/uAv3Nb29hs2Nze/I4Rw+gk4PJ6SEULA75dLV16EED4IvFQI8eyHvuNf/uzN113zoi//+n+h3InraVw0mV/NMgoVwUUDuJq8vb+QGo3D1RMSneHLPWy1R9JZp6qGmOnu3NrWjnaQaYYdbuMn46h7UzWzJ3Lp6Gi+ShTLJ5lIVKZRnRTVyVG9Hqo3iNoqvQ2S3gZJZw2V9pAqwwImxO5x42qMi8uEzoe52JSWglRpUqnmRmtJdyM2ptuVBJGkUQvHGFQnJ+mXpJMoNqUzh8pVdKcMkB/utY1iRX7ttYg0RyQpxeEbkUlO2jsMgNTpvFRztprLZ7jJCDeaInPNPYOCX3jL+8zZ8+f/z+bm5reFEB58Io6Hp3bsl0tXdIQQ/gJ4sdb6efec/Jafvf32p3/a53/1P06PXnMDk8YS+lFjpb01th7jmkl0PfAOW0ZbDyEVbrJ3yUa1Gw/x4xFuHMcydlJhJy24eHC1a9m+sUSSS5YjovV8kjpOj1SeIbtdZLePyApk1kFlnXZylSNkgkdgg6NpOT+1jep6cdoVRa/i7pWk0B6rNLnSpDJFBBt9qrIumVRIlWDTHFl0ceM9ZJ6j+jVpYwjWoddWWEphyE7ciNAJnSO3oJKCpNhghpgNDonEAVppQCClxjcVbjxEaM1douB1//cdzSObm2/e3Nz8lhDC/U/E+//JEoH9TOaKD2vtnwMv0lq/6EMfuvNnn/XMZz/78/7R16n6mms51LMc7/biiFZqXD3GjC5Gxf3JHn48whuDG0+xoxpCwEwMQs0auAJbWkzpsZXH1IGsKy+xXU0LsTRNEmgio54QLlmYFEpHx8pigMoHqKw3p9+b4KicpbR2LuEJUbZzIVAVt4ms93R0LPsuUZcRMoppZd3o+yQkIs1RM/cFa+YayNnh6xBSR6dGnWNVGnlEBDYnI5QUjBtLoRVaSnppSkdF10ZT7gJw147ntb/65uah0w//webm5j8PIdzzxLzjnzwRljSQrsTYB5lHhbX2ncDztNaf/YE73/9TV119za0v/YIvKZ79ws/i6UcPspqvQXC4cg+zFV0oy4fi92bU0Iws1kSG7ox6X1fQ6cJ4FC+nKexc9HPLD4BON7KKlQrt0qAnyQW9o7q1m23LqkcLuj1K/0WIyLaVxIVE50O7oChQcsYBkqSzUXUIBAFSaKTO0bnAmxKVFPhOFXk0rVBX0l1vf4kk6x1GyIQ9Z9jzDms9D21tEULgwsTMJ29FKikSyXqRkChJXyp2d3f4/976rvD63/jN6cWtrXedOXPmn4cQniK+01di7PNknpJhrf1j4NOEEDeeevDkN//Sz/2/X/G8F/+t9c/83M9Xn/fC57N+7YvI1o4zefhOQtMw/GDsS+6ejyAwGUNZxRFvZaA6F+1EjI8LhINU4pZaMetVVIdLdAShLA+kJiB1RTq1JNMGXdXossTXFb6eopIC1yr6SS1JhUKoSIpLlMS4SAycSXUKFkCjZfQVXzgaCITQRAE+DSGg0u5cW0anPUDgEWw3JTuNwbiK+7YnWBc4u2PxITAtw5xYnCaCQVeR9gWCwN3v+wt+/Y2vr//sPe/erqrqP21vb7/uU5mp+4mKKz2TEZ+Sqx5/jRBCKCnl5xw9evQ7k6L/gi/5iq9IX/HyV8hbj16FG59j5wNvZnr3few+MKIaey6chWkFFyaB0gXGrhV2CgEbAp5AIVWU9mz3fA4VikxDkUatlaKA3gpkfUXaVaSDjGQQNW/VYAXdX0P1VtHddfLVq6Lvt4yg4wg4YpkU5jDT7jQROS0SiY7+mPOFyagmPJOBiAS7sWuwwdM4xwM7Y0rjOTe0TErPaOiwBkzp5xIVSSYoepK1FUnSbHPyz97mf+dNv1VWdf3mRx555MeJpmD7B94nKHp6JTxr8BmP67bv2Pnd934sm9rLEfsg89cIIcTB1dXVr83y4htuuO0Zh175RV+cfekrXoE7fQeTu96NG43ZvesC5x50lCWc2YmbyheaBhsCLnjqmamcEGRCkQpJLiUdrSiUoJPAxkoEmrwD3VVJ2tek/RQ9yFG9DqrXj5Om7gBVDEhXj6KSDjIp5hyZGQnvUg1ggfc1s8bs4mdR/sEjsUQZ0spaLpYVFyYN49pRNp5zFx1NHZjuOoILuLLdVk8laV+ysu45f8+7+PAf/U59+vSpU1tbWz86mUxev89xuTzR04Pw9MELHtdt/2znLfsg81QKEVean3fs2LFv9YFX3P7s52Wf/eIXd1/54pewnht27/gd3HTK3gdPc+7+BtPAmQtR0OlcGdPbibNoIUmFwBEYaE2ho3pclkCeRqBZWY/6MmlHka2l6G4WGb+dAtnpIPMOevVgBJjWAWG+L6WSmN00kyha1V6ej6ylav3Dk7mY+m5TMTaGYdVwelizN/Vs7ViaKlCNov6NNwE8yFxQV+dQ04+EB97/jub+j9xdNab55XPnzv3MfiP38kdXD8LTB89/XLd9984f7IPMUzWEEAp47sbGxhekWfbFQXZvetGLXyRf9uLP0i9/wWfghvcyuuMPCcYyvPs8Ww8bvIetrZhESAGTqt0JSqAx0OtAlkWKvlSQ5VCsanQuI5u2iKQ3mSXINEF2iqiGl6RR5qFVxBNKI9N8vo0t22VE3V1HpR1U2kVIRdLZAKExeM5NJwzrhjPDmmHp2B15yqnHNFGOoqmGXHz4A4wffn951/v/3Dlr797b23vD3t7ebwMf3i+Hnrjo6n542uDx4cZ7dv5wH2Q+WUII0QVefPTo0S8NQXxuf/3Q+u3Pe1H+ws94gfzcz3gB64li/MgHmNz7vugEcPIREILp5qTV9IV6L4pTSSXwxqNSGS9ricpVq5Qn5xrAIlFLDgjt90S3Epyq1ZdpM5u8QGYFKu+hexvoYoVscBQhNJMQG8YP743xITBuHGVVc9cH3s/JD97hP/jn76xGw+EZY8ybzp8//5vAn4UQmif7Nf9Uja7uh9sGz3lct33vztv3QeaTNYQQR5Ikefnhw4e/3Fj3vDTv945cfV1y/Lobkptuvk4+77bbeO5Nt5KmCdXwFCEEpmfuAqDZfPCSx7I7u4sL7fLijDkc2rXwJV3yBcdGq/iVpqheH5GkJKuHEGlOtnYcqTOc6nPyodPcc/I+7nvgPn/PPfeYkyfvt5PJZFcI8Uebm5tv8N7/YQhhePlftf14PNHVvXDryrMf123v2P7TvzbICCF+APhCoqHoeeBrQghnPu799kHmyQkhRA7cJIS4dWNj43mdTue5jXG3CpWsHDh6Irnq+uuTp91+q1w9eJhnXH2MQX/ASq/PWpGCd3hnKC/ci2tK3HS4cLEsJ1Gjt6rmankiSaLqnZBUQlE6T2k9QyM4O7Y8cOZiffd9DzRnz50XjTHbQogPTiaT92xvb78PuAs4+Umv+P8Ujo7uhVtXnvW4bvu+7Xf8TUBmEELYa///zcDtIYSv/3j32+fJPEkRQqiAO9uvX5tdL4SQm6cfvPrO97z91j/p95+1srLyXCHEgRBC33vfdzI5KqVMpMAprYs80a7X74tBfyD7vb6UBCbjiR+PR34yGSvrXDDGlNY5ixCyqatHpJQjIcReCOHc1tbWu8uy/CARTM7u91KegiEgyMvPk5kBTBtdPpo/8keJ/UzmKR5CiBTot18DwAGj2Ve4kjUA9uMTEkKI3wUOPM6b50C1dPl1IYTX/RV+12uArwaGwEsfj2nePsjsx37sxzyEEG8BjnyUH31vCOG3lm733UAeQvi3H/cx90FmP/ZjP/6qIYS4GvjtEMLTP95t5ce7wX7sx37sB4AQ4qali18I3P247refyezHfuzH4wkhxBuBW4gj7IeAr388Rnr7ILMf+7EflzX2y6X92I/9uKyxDzL7sR/7cVljH2T2Yz/247LGPsjsx37sx2WNfZDZj/3Yj8sa+yCzH/uxH5c19kFmP/ZjPy5r/P8EHxByWgvWCwAAAABJRU5ErkJggg==",
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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "image/png": 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",
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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "torch.manual_seed(0)\n",
    "inp, tar = dataset[0]\n",
    "\n",
    "fig = plt.figure()\n",
    "im = solver.plot_griddata(inp[2], fig, vmax=3, vmin=-3)\n",
    "plt.title(\"input\")\n",
    "plt.colorbar(im)\n",
    "plt.show()\n",
    "\n",
    "fig = plt.figure()\n",
    "im = solver.plot_griddata(tar[2], fig, vmax=3, vmin=-3)\n",
    "plt.title(\"target\")\n",
    "plt.colorbar(im)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the geometric Fourier Neural Operator"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
   "outputs": [],
   "source": [
150
    "from torch_harmonics.examples.sfno import SphericalFourierNeuralOperatorNet as SFNO"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {},
   "outputs": [],
   "source": [
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    "fno_model = SFNO(spectral_transform='sht', filter_type='linear', operator_type='vector', img_size=(nlat, nlon),\n",
    "                 num_layers=4, scale_factor=3, embed_dim=256).to(device)"
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   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the model"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {},
   "outputs": [],
   "source": [
    "def l2loss_sphere(solver, prd, tar, relative=False, polar_opt=0):\n",
    "    loss = solver.integrate_grid((prd - tar)**2, dimensionless=True, polar_opt=polar_opt)\n",
    "    if relative:\n",
    "        loss = loss / solver.integrate_grid(tar**2, dimensionless=True, polar_opt=polar_opt)\n",
    "    loss = torch.mean(loss)\n",
    "    return loss\n",
    "\n",
    "def fluct_l2loss_sphere(solver, prd, tar, inp, relative=False, polar_opt=0):\n",
    "    # compute the weighting factor first\n",
    "    fluct = solver.integrate_grid((tar - inp)**2, dimensionless=True, polar_opt=polar_opt)\n",
    "    weight = fluct / torch.sum(fluct, dim=-1, keepdim=True)\n",
    "    # weight = weight.reshape(*weight.shape, 1, 1)\n",
    "    \n",
    "    loss = weight * solver.integrate_grid((prd - tar)**2, dimensionless=True, polar_opt=polar_opt)\n",
    "    if relative:\n",
    "        loss = loss / (weight * solver.integrate_grid(tar**2, dimensionless=True, polar_opt=polar_opt))\n",
    "    loss = torch.mean(loss)\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {},
   "outputs": [],
   "source": [
    "# training function\n",
    "def train_model(model, dataloader, optimizer, scheduler=None, nepochs=20, nfuture=0, num_examples=256, num_valid=8, loss='abs'):\n",
    "\n",
    "    train_start = time.time()\n",
    "\n",
    "    for epoch in range(nepochs):\n",
    "\n",
    "        # time each epoch\n",
    "        epoch_start = time.time()\n",
    "\n",
    "        dataloader.dataset.set_initial_condition('random')\n",
    "        dataloader.dataset.set_num_examples(num_examples)\n",
    "\n",
    "        optimizer.zero_grad(set_to_none=True)\n",
    "\n",
    "        # do the training\n",
    "        acc_loss = 0\n",
    "        model.train()\n",
    "        for inp, tar in dataloader:\n",
    "            with amp.autocast(enabled=enable_amp):\n",
    "                prd = model(inp)\n",
    "                for _ in range(nfuture):\n",
    "                    prd = model(prd)\n",
    "                if loss == 'fluct':\n",
    "                    loss = fluct_l2loss_sphere(solver, prd, tar, inp, relative=False)\n",
    "                else:\n",
    "                    loss = l2loss_sphere(solver, prd, tar, relative=False)\n",
    "\n",
    "            acc_loss += loss.item() * inp.size(0)\n",
    "\n",
    "            optimizer.zero_grad(set_to_none=True)\n",
    "            # gscaler.scale(loss).backward()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            # gscaler.update()\n",
    "\n",
    "        if scheduler is not None:\n",
    "            scheduler.step()\n",
    "\n",
    "        acc_loss = acc_loss / len(dataloader.dataset)\n",
    "\n",
    "        dataloader.dataset.set_initial_condition('random')\n",
    "        dataloader.dataset.set_num_examples(num_valid)\n",
    "\n",
    "        # perform validation\n",
    "        valid_loss = 0\n",
    "        model.eval()\n",
    "        with torch.no_grad():\n",
    "            for inp, tar in dataloader:\n",
    "                prd = model(inp)\n",
    "                for _ in range(nfuture):\n",
    "                    prd = model(prd)\n",
    "                loss = l2loss_sphere(solver, prd, tar, relative=True)\n",
    "\n",
    "                valid_loss += loss.item() * inp.size(0)\n",
    "\n",
    "        valid_loss = valid_loss / len(dataloader.dataset)\n",
    "\n",
    "        epoch_time = time.time() - epoch_start\n",
    "\n",
    "        print(f'--------------------------------------------------------------------------------')\n",
    "        print(f'Epoch {epoch} summary:')\n",
    "        print(f'time taken: {epoch_time}')\n",
    "        print(f'accumulated training loss: {acc_loss}')\n",
    "        print(f'relative validation loss: {valid_loss}')\n",
    "\n",
    "    train_time = time.time() - train_start\n",
    "\n",
    "    print(f'--------------------------------------------------------------------------------')\n",
    "    print(f'done. Training took {train_time}.')\n",
    "    return valid_loss"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Epoch 0 summary:\n",
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      "time taken: 30.337862968444824\n",
      "accumulated training loss: 6.563157506287098\n",
      "relative validation loss: 0.14439213275909424\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 1 summary:\n",
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      "time taken: 30.065420627593994\n",
      "accumulated training loss: 1.0783583740703762\n",
      "relative validation loss: 0.03158371150493622\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 2 summary:\n",
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      "time taken: 30.11690044403076\n",
      "accumulated training loss: 0.5136246508918703\n",
      "relative validation loss: 0.027934805490076542\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 3 summary:\n",
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      "time taken: 30.133581399917603\n",
      "accumulated training loss: 0.37776567693799734\n",
      "relative validation loss: 0.024108433164656162\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 4 summary:\n",
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      "time taken: 30.13297390937805\n",
      "accumulated training loss: 0.36006640107370913\n",
      "relative validation loss: 0.014237499330192804\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 5 summary:\n",
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      "time taken: 30.15645408630371\n",
      "accumulated training loss: 0.297270274721086\n",
      "relative validation loss: 0.016570735722780228\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 6 summary:\n",
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      "time taken: 30.139532327651978\n",
      "accumulated training loss: 0.35900684841908514\n",
      "relative validation loss: 0.018209800589829683\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 7 summary:\n",
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      "time taken: 30.152181148529053\n",
      "accumulated training loss: 0.3336304852273315\n",
      "relative validation loss: 0.01663747988641262\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 8 summary:\n",
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      "time taken: 30.162219047546387\n",
      "accumulated training loss: 0.33510926738381386\n",
      "relative validation loss: 0.01906427275389433\n",
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      "--------------------------------------------------------------------------------\n",
      "Epoch 9 summary:\n",
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      "time taken: 30.210174322128296\n",
      "accumulated training loss: 0.31660769623704255\n",
      "relative validation loss: 0.017148463986814022\n",
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      "--------------------------------------------------------------------------------\n",
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      "done. Training took 301.607839345932.\n"
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     ]
    },
    {
     "data": {
      "text/plain": [
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       "0.017148463986814022"
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      ]
     },
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     "execution_count": 9,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set seed\n",
    "torch.manual_seed(333)\n",
    "torch.cuda.manual_seed(333)\n",
    "\n",
    "optimizer = torch.optim.Adam(fno_model.parameters(), lr=3E-3, weight_decay=1E-3)\n",
    "gscaler = amp.GradScaler(enabled=enable_amp)\n",
    "train_model(fno_model, dataloader, optimizer, nepochs=10)\n",
    "\n",
    "# multistep training\n",
    "# learning_rate = 5e-4\n",
    "# optimizer = torch.optim.Adam(fno_model.parameters(), lr=learning_rate)\n",
    "# dataloader.dataset.nsteps = 2 * dt//dt_solver\n",
    "# train_model(fno_model, dataloader, optimizer, nepochs=10, nfuture=1)\n",
    "# dataloader.dataset.nsteps = 1 * dt//dt_solver"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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386
      "image/png": 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",
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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
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    "dataloader.dataset.set_initial_condition('random')\n",
    "\n",
    "torch.manual_seed(0)\n",
    "\n",
    "with torch.inference_mode():\n",
    "    inp, tar = next(iter(dataloader))\n",
    "    out = fno_model(inp).detach()\n",
    "\n",
    "fig = plt.figure()\n",
    "im = solver.plot_griddata(out[0, 1], fig, projection='3d', title='prediction')\n",
    "plt.colorbar(im)\n",
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    "plt.show()\n",
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    "\n",
    "fig = plt.figure()\n",
    "im = solver.plot_griddata(tar[0, 1], fig, projection='3d', title='target')\n",
    "plt.colorbar(im)\n",
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    "plt.show()"
   ]
  }
 ],
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