{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 行列による画像処理\n",
    "\n",
    "<div style='border-bottom:1px solid #000;margin:15px 0px 15px 0px' align=right> 計算機演習A,B　2021年８月9日　担当教員： 劉　雪峰 </div>\n",
    "\n",
    "\n",
    "## 1. ピクセルと行列\n",
    "\n",
    "画像ファイルは、ピクセル（色情報を持った点）によって構成されています。例えば、サイズが$200\\times 200$の画像ファイルの場合、$200\\times 200=40000$個のピクセルから成っています。\n",
    "\n",
    "カラー画像において、各ピクセルの色の表現にはRGB（赤、緑、青）の値（$0$～$255$）が使用されます。RGBの値を格納するために、サイズが$M\\times N$の画像ファイルに対しては$M\\times N\\times 3$の$3$次元行列が必要となります。\n",
    "\n",
    "画像の行列を$A$とすると、\n",
    "- $A[:,:,0]$は赤、$A[:,:,1]$は緑、$A[:,:,2]$は青の値を表す$2$次元行列です。\n",
    "- 例えば$A[12,17,0]$は、$13$行目$18$列目のピクセルの赤の値を示しています。\n",
    "\n",
    "（ここで、配列の番号は$0$から始まることに注意してください。）\n",
    "\n",
    "画像におけるピクセルの座標系は下の図の通りです。\n",
    "\n",
    "<div align=center>\n",
    "<img src=\"http://www.ces-alpha.org/hp/image/?conf_id=CM2021&label=IMG11\" style=\"height:350px\">\n",
    "</div>\n",
    "\n",
    "## 2. Pythonでの画像処理\n",
    "\n",
    "Pythonで画像処理を行うためのライブラリはOpenCVなど様々にありますが、ここではPillow(パッケージ名＝PIL)とNumPyを組み合わせた方法を扱います。\n",
    "\n",
    "### 2.1 画像の読み込み・表示・保存\n",
    "\n",
    "初めに、授業のホームページからトマトの画像（tomato.jpg）をダウンロードし、JupyterLab上でこのノートブックと同じフォルダ内にアップロードしてください。その上で、次のようにして画像ファイルをNumPyの行列として読み込みます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "変数のタイプ =  <class 'numpy.ndarray'>\n",
      "行列のデータ型 =  uint8\n",
      "画像の高さ =  400  幅 =  600  色のチャネル数 =  3\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "img = np.array(Image.open('tomato.jpg')) #画像ファイルの読み込み\n",
    "print(\"変数のタイプ = \",type(img))\n",
    "print(\"行列のデータ型 = \",img.dtype)\n",
    "\n",
    "rows, cols, depth = img.shape\n",
    "print(\"画像の高さ = \", rows, \" 幅 = \", cols, \" 色のチャネル数 = \", depth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "画像に対応する行列の各成分のデータ型は、$8$ビット符号なし整数（uint8）になります。\n",
    "\n",
    "Matplotlibを利用すれば、読み込んだ画像をノートブック上で表示することができます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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od+A91CVUFVqPoBoidYXWDnF1/Ood6j3qHKoBoyDWghgu1Vt865nfZCnbYeGeT9BoHGJ30OX2oydZ1Aa3LRziUHMeKUdo5iKFoWlvIALGgLFRlSLmuqzgl2ZKqio+eKqqJKjDuYqyHuK8J4RACIE8b+KDo9fbptVqp1KxUGSG2c4indYixtyoEOg7G3d6TcMtIv8M+ClgVVUfTK8tAf8GuA04B/ycqm5JfAr/GPhJYAD8HVX97o059SmmeO9hL+D2klfZs9TJUAiTnzvtGT79536Gr35jlUsr5/mT7/wm65trfPjEQ8xWglY9tPRIOUTLIVJVSF1HAx2SwQwBCSGxw4IYG7npzIJt0c8Cz2ycpz84hbKF2wi0jjR48I6Pka3tMLtxmvzaiG7zPK12G1sUYC0YiYY/y5FGC2k0oSggb6ONBpoVaJZjsoxaHXVV0Rt2ubpxhVE9BDGMhjucuvwCB5aWyE1Op9nBiMGajN2dLjvbOxxYOsziwhJ4Zae7TX+4Q6Mp3HL4Dm49fAet2SNgFKsWMW+VsX3nCM3X43H/c+CfAL+y77V/APyBqv63IvIP0s//R+AngLvTv0eAf5q+TjHFFK8TIWXP2omhlpf9VsbUh3fgaj524k4aa3+B33viV1nbuERdP8rl57/Fpxbu4AgzxKScSCOoBtQ5qANSFGieo8YitkCyJuQZ5Hn8ZwyuYTm7fpFsZsjxex/g9LUXuHLpKrfPNbDr97D7q/+Og1VJ78QBFpaPweHjSF5gTBaNvzGQFYRmE202kSJHGwU0M7TRxLfbXDWea3XJ7qgHVnHBsbu1RZYVZFnGfLPDrMzSyFosdA7Sbs2ysHCQTnsOa7MJYy9Jv+6CsrWzzjPPf41vfO23+ch9H+HBh34Sk8+9J+JHr2m4VfWPReS2617+aeCz6ft/AXyVaLh/GvgVjW7DoyKyICJHVfXqW3bGU0zxnsLLPWyz31gn/lmDQ1wF5RCqEaEeQVkioyFhNMRWfe7LGpTte3lWL+Nw1J1DfGntOT7VXuYOezjWuC6aYBqYzEArg6KBFgWSN5BGA/IGZBbNLGINqLA1WGONNZqL8JVHn2Jj60VuPXqU7d5pvv/7L/KJZ9c4/KOf4dAjn4bZNiJ27xqUyJtL9Lw1KGFU4n3Fzm6X3YZhY36GbiZYIxjJqYaO0bDLYlWxYFvQOsyJe36UhbllTGYQMYiafWIR3ffFgii5hUNLBznwQ3+ZD933Kf70P/5bGoNf48HP/RLvpKf8VuGNctyH9xnja8Dh9P1x4OK+911Kr73McIvILwG/BHDy5Mk3eBpTTPFewPUK5BgoFF+i5RDf7yH9Hgz6yGiIqSqkHk28bes9ilKEwMcOP0B+reRrK6foL5VU3vClrbN8+tZ57razzMwtQWsRbbcxjSaYDGNM8sbHcjsfCZPMUpZDnj97iucv/z4ffPhBqtpycaNJr7vNx+/7KCutFzn2N/4KBz7/s4jNEaOgFpUk3zMGNRnWNpBqhGfARn+VpzdOsZl7ZuePgKkJziHk+NEm+cZVDm9X3L58G/N5g4wc7e4g0sB0OmiRo/jYio1YVTCVJExBTZkENy2Whfklbr/1btZf/KPUdvP9a7gnUFUVkVci5l7r734Z+GWAhx9++OYsCDDFFG8xxhz22LbIhNNOPLarob+LDnrQ3Ua6O2SDIdQlWpWIq1DnkFQGVY1GcYWNig2bWx44+QijFzMePfV9Zu+/n82h4dvrL7J+oOaeYpaTCycxxRw+1Bjn4zGDRs/YGtSA8YoOHN995hv8+n/8Na6tnaa3dY2P3n03995xD4WxbK1ewxw7zNUjh7n1+C0QsqRikRSAFEweeW4/HLC5u8Xp1TNcGq7QWJ6lKNpUVcZso8W1M8/T2rjGSdPi0MxROo02DDL6YURRrWH6fezGGmZxHpk/gLTnIu0i42Qes+/Y6X5KVMUMBiUXLl7gkc//rfeCsw28ccO9MqZAROQosJpevwyc2Pe+W9JrU0wxBbx0V6+Ry1b1iFN8bx3ZXsdUJdrbRTc3sIMBWtdRqhc0GnxjwMQ+koEotdMqarSdtZAVPPSBHybkSzx1+QkWjhxkgOF8d4e+f4qt0Sp3zN7JrGvCaAijERoCYhShIGSADwRfsX3+Rc6ePcVGd8jOH53i3rXLHLn1VrRUHn/sPL3zQ/7W/+FnMQ4QD5qB9UQpocGLZau7xZlLL9DPegxzT9E8TPBCmwbbF8+w/o3vUVxe5eCJk+SzC2xl5xi0muTNJllnFj8zR65zZJVDfE0+rKHdw8zOYzszaLMBkhMFg/vVKQJGaDYLPvtT/yntdpv3iuV+o4b7i8AvAP9t+vqFfa//PRH5NWJQcmfKb08xxR7GnrZJBjxogN42YX0FU/aRcoCsbyE725jRKFIm4zI1NkezgpDlmCx6mSZ4wu4Og5VLuH4XJ1CLAck5GgIba8LptWdZ/tiPcGlnjWvXLrE62GRjccgH2kc51A/kOwOoK0yowdiYni4gtWd39TJkEJxlp5rlyaeU7z97nrmOoD3D3csHOFE0Ye0KZHmkRVCcerqh5Jm1K6wPdimLIe2FGWqxzBVN1s9e5Pnf+Qr5C+c57AwzeMJgRNnpkDUahHab0GmTLS0j7Rkag2Xs4hKEGuNiUFaqEgY9ZGYO7cygRSOl1O9PvxGszeh08rf5Sd9YvB454L8mBiKXReQS8F8TDfavi8gvAueBn0tv/xJRCniKKAf8L27AOU8xxbsEL8+SHCdkB/GYckTY3MT0tzDlCL+1jmxuYwYjJDiCgpgCshyaTaQzg7Q6SAog4jx+awU/vMbgwin8ylXq7i79UZ9Rf0R/KIhTmkXBqctb3P2f/Bia3c5Gb5Or5TY7YUBjc5uP6hJHBoFQdiGA5hmKUAfl6nATby2DUOKHQinQKJoY72jZEcdvmcesr8HQobMzjIqcM6Nr9JoF/UYTFprURZMXz32Tu1r3kckc3/jCb7H+29/g+K7naLvBkQMtlo4t0l5coDl7ANOYwTZb+EZOc34eX3l8WWJ3tqAcQWMX6XbQzgyh1YHBLszMIp05tD2LFE1UbFSa6OvJ0Hz34fWoSn7+VX71Y6/wXgX+qzd7UlNM8a6ATqpivAJemuY+ri4SUMTXyO429eYaWV0RejvIxgbGOTA52jSIDxiToe02zM/DzCzMzkKzBdairsRXDjvTQquK2aqmPrjOaGsFuXoVe+ES9fAqzUFNthvonrnENzfW+Pjf/VnuOHYPve4KGEO1tMg3eiPubXc4tmmYW9+E3YDanKsHm2xnFZ1ihiobUAclqDIzY5mdUYJA3S7YPNhicTDCt2a4sCyc3YFMcmY6M6xuXqXUPp/5xF/hyoXTfOWf/FOKb57lZC3cuZRz573HOPqJj1HMzINYyqzBsNmkXxT4TovNHAaDPnmjgDxnptWgGHnaUmL6Fdlgl7zXJNvpYJstzMw8urgIc0to1pyk2u8l+piJnBLGO6B3n2WfZk5OMcUbhI5TxSXE5rbiCZqq9iWDEDu6eJQMVSWMuujaKlm/jwy30e1dpCwxeQOdWYDgMWpR24BOB5lro80GYnOCmJiuDpA1kVBCq4U9fJS8WUD2QWbbs4QQGF29SuPRr5L/6e8TLlxChwWPP7rNd5pf5MP/6Z+nOXcLYqDVakG7w+XgWZs9wJEZOPDEM0iWc7l1G2v9DTa6uxTWYK2gahhVu2BbLHQ67EqPM9k6h+45TtnK2RnV9Hs12AGbu5vcfsstNPJbWbl4md/+v/1PLJ/ucceJE5w4ucjxD96JO3GMy4eP0HM1dZYRZmYZEHAovd4OIZRUJtCyC6jWSK/LoNtj+cABrDGI8+SjwOJolqbPaFnL3MwC8wdPYmcXsUuHkaJJwMSiXHhEJXXySenx70KVydRwTzHFG4XEZs4EC+JRDILgfE1/uM1wtEWlQndni8II5WgTt7NGoYHe1jaNUU3TZhQ2Z651jNm5GQozgxoLzZSkIpZQlZiqHzMbvY8etwVxnjAaYjILjRkwgrYamIUDzNx2J637HmThvvspvvgvMY8/w2jF89iXL/N48RUe+KlPw9JhdrbP43yfo4fvoDN3iO3Z46wdmKc5Knn67NNsdXsMy5IsN+SFITMNWiYwuzhDf7DBVjVg1/ZZX19jd/cqg7pmYW6OxYUGx4/ch/E5gtLKC376f/sLHD54mFFeUoWaVZPj1JO3ZuLOxQjrG9sYk7O1tU7tu3RaLXJbUFc7NIsOdV3Tnm2zMdwl1AMaNqdotLi8u4mn5sD8Iehu0Oq+wJHOAQ7MHmT+yD10lm/DZo20PxrXMLkx7d3eDkwN9xRTvGGkJBPjCRq4tnqOUxef5dKls9gsUtOCoR50yXzA1T2yPNAsZhhVgRro7vZYPLjEHIJduYaGwGzW5NDBE8xUiyxIjq2qWAVPPWIswRmMxLR0bTah3UKzHEZDbPBo5Qi2jVlYYu7jn+WWzJI1/hX6zSforlmuPTlg+55L+LtHLC3cihYNVtfOs12cZ3nuGM2ZBUZzs7jVBqX2qenjaWC0ETXeUjGse7gs0KuHnD33LOt9yLHcfddDHFxusTi/iK2V4XAbYyoWjnYoFm7D1SW9QUVwgcJmEBps7qzQH66y1FmiVcKgO+BAnjHbPsqRpVtoNyONYm0bT2CkNd4qvXLI5tYFqnKLmXwGa1tYhEpqtmvH5cvPURRXmF+9wNFDJ5ibO8jBpZO0WwdoFE1EHKIZe9Hf65/tzYup4Z5iijcMAQI+eL7/9Dd54uk/5vgtd/HIQ5+lUczSbLaYkQw2LuMunaFavcJwsEtWNxjNdOgfXGZ1WLE93OHS1fO0TEGlnrWdNTj1TUwI3HnwBEvFHIdmFlhstJnJZ2k05ghFgWQWrEBVY6oSnENDHWtyV8MU1DS0HniI48FTtzNuf+FFrpzq8fjvf4d72ndhsEixQTkyYEfsbJ/H6AzN1gLXVk4TTI1txqx1rw4xBtsUSh2gRumVNZfXLnHq3BYn7j7MCb/F6tUdfH+AqwJnLj7O4qE5itYBMA3quqJRzJHbAjMq2bn8AlrCXQvLtMwCc/PHWTi0yML8Mr4sqddW8de28OUIkYx8foHG4WNkiwcwC4vYziy9fp9hf4vB7io7K+fYvfQCLozouhG9usvl+jz9oxtoXtBstSiKeY4cO86tx27nwPytZKbxCs/15sbUcE8xxZtA0MBTz/4Jl648z1/7qV9ktnMweccB+j105QJh5RLZzi4dV7A0E2t5cOudhOVl7s+baAiMuj0uPPU1ts49RWO7xyaeUafFc1fO0Gw0Ue1RqHBw5jCZVhyfO87y7BGWW4sUFVg3wgbFkmF7fdRsonkTydsUWpMfP8mJn/1FNr/+Be41X+XFXY/f2uRi40lmWhmHlu7nysY5Llw6w/bugOXZwxigaOYUHYfXQIYiIjipCCagPkOCYMRwbOk2rl1e52LxPLcf/hDbZZ/d3WvMZItUvZrZrEClRVX28ZvXWD/1PIc5wD0L97BQNvDnNqm3zqO7X+Ha5hYrVUkY9vFlSagdokJOhrQKZH6W7OAS7Ts+wOwDD9K+4y6WDh5n+dA9yOLtjFqHGZ17Adtq4oywvXqV0YVNtsoem0Wgf/AAF7pdvvXoV1k+PMNH7vk0J09+iEZrLrHeMXi5F7iU61q2jfFqtdXhrSzf+0qYGu4ppngDUI3Fmk6deZyNjSv82Kf+Jq3WXAxMhoD2dwjXrhBWrmI2NpHBAGMKdG4Bf/gIdm4Ra3MoA1KNaPUG3N08iBz8AB8uDrC1dY0zl17gdPcqG6KEpSVGMy0GskNmAt9f/TbrK5e5/egJZooOR1uHaDthBsMdh0/Ssm2K0MewRcgMNHPC3BxH7v84m5dP097ssdlrsDnwDE2HfrnJTGOGdmOZld5Z1oddjh+dp2gaWgsVzuXUpRLCiHanRV44Rv2KVkvoDjbZ2tymN1KyWxuEqmS33ibQY2bmJI1Gh7I7ZGfrNFcef4zDGz1O1ovku2tsbX2HnW4XCQ6rAes9NnJMCIr3HhNiaNGLQN9jtwzVpZz6qcfZ+fJ/oHHwCM177mP5h3+E1t0PkrfmoX2I/soZGp2cE7fcSXXwJCe210CU7PhJBkeP8sLGGs+unOGf/Mt/xN23HeKTH/88993xGZrtRSw2yTZD6kL/So2X/6yE7xvLn08N9xRTvA7sL7c69r4Ggx7PPv81fuwzf5NWaz7Vnw6E3g5u7SrZxipmcwPZ3iaEmjDXQGZmsa15BIPrdWFQIhur6OYqbK5Av0fTVRw0OYdvu5+PuQ8wGA45u3qWc9ubrJqMc7sXuPXB+1i4+2H6zrO6fZXnVs/EcqdkNHdeZHnpMIuNeWY1x3rDzPwC7XaLbhPye++jffUC9UyH5btO0J47SpYX7G6uszBfMdPaBJ8zHMQw3oHDbXa3HNYIktW02zX9nQpXx/omg6qiNduhM9dgeeEIB5aOUrmaUbWLInS3drl46nGe++az8OIAW9bACnOqtBDaktEWJbcBm4FYJW/l2GYjViuUHCTDmBwpMsijpE/rgB/08deusn31Er3vPcrsvQ8w99AnKeaWMALDa9eoL18iO3GUfPko2utTnTvHoq/55Ace4OMf/wz/yU/+F5y9dJpTZ77HN574v3Pi6DF+6EM/weGD92CCoGasSPmBR80rvPbWGPOp4Z5iih8QYyP+7LOPsbx0kNnOAjFzRfG93ZgFubmK31glbK9jBn00z5LmRBBfw+4WsnKFcOka9bCLrYZINSKIh6yBtnOc1mQNmGm3eWBxmQ84pVcP6LkPc2Vrjeee/S754SaHT9xBPvsBvLF4yag1sLG7xbXhBgTY3Vxhod/gwMIBTGFY/uAjLH/iszSGA6RdI3Vgo7dL3sk5edtH2N2Gfm8VRKiHgUEV2FwdYjTHFk362yNwhsx4ggusrRfcenyJQwdmmV1aIGu18CUMNgaE4QaD9SGP/ofvU651uaMldDLLogksqaGTW3JRitkW+dIC9sBB2kdO0Dp+K9mRExQLS9CexZkMmxWYZivaw8rhel387jbD9cvUly8wfPE0w2dfZPT8i8zecRuNE7ETTx1GuOefx89dpXHkJGKF4amzFCpkdcX8idv40H0f44P3fIzuYIfnX/wev/m7/5JHPvgxHnzwL2JN+xVGwesxwNcb7rfOA58a7jcN3fd8xr3x9v67/zeK7D07ve6X+16MyQHX99YeVz4b/y69dx/3tq8v7Es7P73KYeMLe81hX2mY7fU23P83L3vTS76XybmPP/ulA1av/4N4Ia/RHnDfZ72DsSNJXV1UlbX1cxw/cSCJyxQ3HMD6NWRjFbe2Ahvr+O0N1DmsmYGyJgwGyOoKfm2bamcFqwFjCnwxA+1ZpJBJJ3QTHBIChoBIVKgsGsOSWE7eJXzMf4puOeTC5kWuXVvn7NpZhvQha1JiydtNlg/exm33fIyZxQ79wS5FYZhbmCVYZabVYrcLo9GQRmsOX28zKFc5euwom+sFFy9ssLY2ZKM3ohoZBEcIAZt5cgvzswUmz1i5MuKOWzMWF45Q+YrGzAzYBiKXWDu/xrd/+/vYUcVth5vcqZ57+jUHmgXtpUXah47RvONu2rfdjyws0jp5K/bgUcQ2kKCx6UFwsZZKVsDMHFo0wSt5VaKDIa1yhOvt4jc36J9+ltET36F7/gWGl87SOnSYxsGD0O4QdruU9Wns/DK+kTE6/wKd4JEAckKwM0vMzc7zyMc+y333PMyT3/k9zp76Bnfe+7mbLklnarjfJJRY2l5SgZuXGqW9xx3Su0WVcZvqaDM1tszb+5OJsVSiNthMigmNj/PS48dvxqZS95lDHX/gS2zi+D2Tg+orG8OX2NHrOrN4JJ5VCKgGcJoCOx7UQwjgFXU1wVegAXHRK5XUgVyNwWR5lLLlRZyY2bhDuUS+WCHI+LNBCZhX5BtvLPYvkCIxWLW0eIyti6dw93qy0uHXLyGb6+j6Gm57HdauELZW0SxHrEHbDjMcQdhETaBx8AgqBq+RwxVRFAejMhWUEjQzILGlgs0sNFqQN2OjgnaLmfYsR/IfJdSOQX+blfOn2F65yrkzz/PEE9/i6xtfRzsdjt13C3feeR9u6SDUW3RH66xtXaJoLCOUHF0+iCkCHX+AanQepWZrY4W1q45+7SmaBTZTMmtQpzSKgJBx/4eOovUMy/OLZNLg4MIhpIADC8dZPHCMlj/E2a+f4ZaG55aFWY71PMeLJZbuf4j5Bx6iOH4X+fJhpN0mIMhsO44FF9Cqiuv5yCMeCI4wGiLWIlmBaE5oKTazWJsRGi2ydofW/DLN526h9+xjDC9exG1t0TxyBHNgAbEQdjeR9gxSNBhcOU/LGoyAnrSYzjyoYWZmlmPH76V79Sm4NzZneCne2YKmU8P9FsAgyRhHkygajWuQWCozaAAfkLqOPf5ciYYy9gB04wauBjWCZjZulbMG5AUmy4jF4c1k7LykEKhGozaG7F83Jm9+efr13ptkUu9+77XrzXxcnkQ1GuraYatu9CDrElOOwHtUPH40wPb6sLMDm2uEnW3MqA/lMCaPqKI+oD5gLLH7SnuG0O5gF5bQw0cxR+9EDh5H2000KzCYaPA18o03C+665yM8+h++hu9uY3Z30Y0V2NhGN7dg9SrhyhnYXkeLNl4tpnMAqWqkaEJnBrIGwXsk1PH+uRr1VSwsFQKIJiOVQZ6heQNpz2JbM9BsoVmLUCghBAZnz3L5K7/P1ve/S7+7xZzmfKSydC57Lnav8cJ3r/Bo53vMHJ3lvg/dyQMf+TAfve1j7I6GXLr6Ausbp+nWPRaXDjK3uISr29z9wS6aD9lYN5jMYq2hPeNotwuWDyzQmRUWFxoUrkVZblOFOTZ62wyMoXKQZRl3f/KjNOcy6uee4APN4xxZOs7crQ+QHVhGGs0YiCwEzXOMZASTYySHDCTPY8nZukr9Mmtk10F/iDYaiM0w1oIxhKIAEXKriJ7EGLC5Uj7/fcqrVxidPYcdHiI/dJDmnMbmx95hiib1pSsUNiPYDHvyTkKjzag35My3f4s7PvjgS2bMm8P1KpQ3rjyZGu43i3G9irGXqKDqUD9EBl1kcx27uQY7G4ReD61KNDgMNm65rQWboXmB2AzJi+hVtTrQbqPNJtpsxSJDRStqc7MsemHJE4u1lKOXqyEgwYM6gvex2L5q3HYSzbaKib0AU/NWxCDGxh6BYghGYnF9DaABretonMsBDLroaEBwilQlxkpMytjagNVV7JWryM5WrL8xGmG9T/Rv2pJCNNpITA+3FjJBcovmFg0+1lU+cgy94264+0H8Bz6MtJdirguv5P28M1iYXeL4yYc4963f5/jiQRrdkqq3hWxcxp97AV05D/0+pjUbeywuLBPasxhjUOeoCWSA2kZ8JhowwaAhdmg3JhptLXJodzCtGWh18FmOWIupaqqVLdYf/TLX/uCLjM6fjWPMCcPK4zVwqBRy71huFpwdwtPfW+WF76/yO//hUU7escwHPng3H/nYR7B5yaDq4V1gdu4QnZMZ7ZkmeVHQ212j2ZiPjkm2yYHFg7QaM+TSoJPPUPUcoeMwxrG6eZa5ekQWgKzFTtiEBTj56b/IkflbWc4PQNbAGEOwEEIcm6Z2oA5Tj9CgGB+gdoSqjCUDUo1tGZYwKtEQCJIhzSYyMwONZpx/JodmA9oNsoUZOLKMmJp6Yx1dW8OXJeWhIWZxgUwWUOcZeYeuCHmzQSiaVIuHOPvC4xy65S5O3PlpzA3zrt+4IZ8a7tfAS9UEe4zBS26vgorGpIetK+il0+ili5iL56PHVQ2Q0mHKKlIIhPi4AhgxhHHJCyGmMxcF2mpBZxZZPAgHDsOxo+jcAWi1Yv1hmyEqyWBHbw3vMK4GV4GrMXUNrkadR5wHn3oVCtE4ZsmbS81cyeOiICaPC1Hw0XC7KnUJjw1ljSraMGgnI5w5B888CVtrUNaxlyEh1esYe+tx5yHBxwa1qjGjA4GgyCjAIPk1RuJi0juDOXMG/+hXkcO34z//l5AHP440Z1/5IehLufi3mpPUxDft5/1tZrj3w59g53uPMrh8lQyB9TXcpTO4S+cwox6hdsAA6W6hWytInmPLCi3akOXUFqTwmHabYDMwJnWkUdQaQm6RvIktZgh5O3K/qmgZ6F14kfUv/xbl979NsX4VExxklpY6XFvwpombFSpf09eM27Xi4QMFZ0vHtdDk4gub/N73HuXyd8/zyR8/wh0ffoTm8TvwzuFqRyNfosgPMjfvcPWI0vdoFQVicq5cfYaP3vlZjsx+gGv1BbAZzgrzMw12RrucuvAMzg5ZnGuy3HyQlXILW86w29vkxKG7yRsL4Gusrwm1w7kSW9dQj5BBH4Y9GA2Q2sVna2KykzofuwKNRuAC0mjEioDtOSRvEkTIUMJujzAYYXA0Om2yao66u4vb2SRUA5rDAX6xQtsdTLNJrYo2ZyiaHbIs5+4HHyIr5jE2gJobFFd5pWDR1HC/xdAJJ606phgCGgRX9jBbq/D4N5EXn8RsriC9AfSGUDuoXPwIATR55enzBMGE+MAmwcvMgmwhmUBxLhrYIoeDx+DgIbjlFvToYWh1Eu8N4pWgNSEIpuzHrbevkFoheIJXpArgPUFrjBo0t9BqQCPD9SuyEBCxqMmhKPDNAiOCNqMnrnlBMIr4Ppz7HvrsWczqJlq7aGzSNY6vQwjRObYQvCCSFgT1SDCYIoeqQoMDF2KNDrWx1nINiGJKh+8/h/1Xq+h930E+/Tn0ng8RJMOkWMGk7oRGDlzkRiU/7KsFqKCDPqxfY7HdJlQV9coV6vMvEM6fRrpbeOdBwZsK7feQrU2yoo1KAVks16qtNnZ2lixvxI2TIV4XihqBPMM02vi8gRfB+hhHqTZ32Hj0W1RPfw+21rB4msuLFMdPkh86Qdaeg8JiEXw1InhPWZWMhj2cCHrLMVYzw7NPPsXFlQu88NR5BqbFXe0FGjMdfBDyTLjl+CFCNUvlhgxG27SaTWayeQpr2b2ywTA8xdbOEEtG1mxy+713c+edH+Lc2gUur1+gv+NYaCt53uLU+ovsbq1yx845PnjiIQ7NHIOyj4x6mNGAMBphBj2kux0N93AHKQdoCHiV6PTUsTO9GotHIC+gaGHzJt55XDXAimBQZNDDliXO1dhmhroCgsP3h9RhA1PV2MV5fGcO8Qp5jnTa5J0OxeJiyoTP4Iaxc9fzmq8fU8P9ujHWdggqUVXAsI+cfpzsqcfxly8hFy/AcIAORzEQN/E2x96kiR41IC69pskYGIkZYkUWeT0x4A3BlzGy3h9Cr4u5cAqea6Nzc8jJW+D2u3AHDyDWILVBfIVKQE2enFqJxLcRkBwNFusCXodgA7q0AIdOkm1ejobDhUjzhIA0C1wVi+LTyClml/DbG9iv/ynm+Rex3hOsgoEgARHddyzAWIKLFIkxkZ7BWowK4oWQC0EFa22ibjK0jrsRDQEjAl4wriL0r2A2V+CZx6h//CfIPvmTMH8gPhfRFCA2SDB7x3/Ln34KqqLga+r1dWS7i+8OcJsbuEvn8ZfOYTY2MMMSTYZYsgwtR9Af4Ps97FyNaRRkSwewCweQPMerAWuwWUrg8Q5QjM2RrMBYg4oS6kA5GNJ/4XlGp57H9XYpiowDH3qE2U9+hvzo3ZjMoNZjguwFjzXgsQQcWVBUM+6xyg898jk2dMB//8/+MWdOXeLwPRuMyhGjekBVbbA8e4C8ucR2WeJGTQZX+5w5d4WnnrrC5voAtzuirIdkWaDVFBYWZnnwvuPc/8Mf5NjRAzRmF9kd7KDtkmJmgfki40p3k/Pf/zd88OB9PNC5k85uD9Pvo8Mu2t2BQY8w6CP1COMiLSLE56q1RxWCxMA23uNdwBeKyXKsLaCu8OUA6xyqAVtYrOSoEaQoQB31aAQhkPtAgSWoIWQW254jdBZwC0vkzRmwOTfOcsurfH1tTA33a2AsvNPJ1A2I9/hrF5FvfwX57rfR9VWMD8igRFwZPT5rUyH8sXpEUm2J2IuP3ETlgE+SDxci1+sjxytpX24TnaCA1MkrH1ZIuULYXsNcOIN58APwwftxRjF5juRNQNGsFXljA0Gj529U6Y0GNAQky/HUmGqX0envkbcKwtwRJDeYw7eCr/CDXWx7mSzP0RefI//Wt+DaBShiB3ARD2KBFFBTQIQgQJEj3iI+EFxqveUF9YK1ghQGo1E5IsaAZIhx8Wc1qPd4LbFOyEyGdwHd2ML+9hcJ559HfupnkWMfRE2BIDhxWIkqnLfccuuexFE04Hc20e11tN+l7u7g1y7jLr0IayvIcIB6F7lqA1pVmKyEUR+phpjgyBoN7MIiOr8AjQZZEekvVY9UFdQVGhQxGQHFDUc475FmQbk7oK48ph7RbFkOf+pnaH/+ZzGHl2NgXAwhTwFy56COXWMkLXIigopgnCOvSg6PdphrzHFm4wxb6+e594G/yPr2i8x2jpGZRc6+8H0e+/qfcvniLpcu9pmpM26fzXngYJNiCYZ9odoxrK5WdK9t870XNjn71Re55d5lDnz4FubuWCDrdHAmcPTwbRSdNt4Kz+yeZ337Ch/NjrGw26OxvRV3KtUQqR2hqgmuBlVCiP8kPVsxhmDtxOMOrsYXTcgKhBTjqUaIBkJdpWBvpFxsHuNLoaoI2ztUQszczBS3sUI2O48uzKPzi8jsEqqvlvL+ZiHXfT813G8ZJkZbQXDoYBd98UnM134XXnwO3S6RyuOljkmyRQGZQQqLWKInbASKfVXIlMjVOY/UUTaHCsaDJ2BDNPjBB1Af/96kc5EaIw6CAWdgZwsefxLtVXDiFkZVl6yRY/M2fvEAvtdD2gsUy8cJPqC9bUyjiTbaqDH4uoJKKH7obxCuvgi7PbLjd0OzSSiH2KxJsbqOPvcEeuYUMhwRGopRQ8iIQU2TRcVI8HtMnUkBgSCgFvE28ty+iNfrXYwLYBFb4H10T42DEAJGBXVKVjUIrcjlx51CiN3Ov/sEsrGBfO4vER76DNpYIE9U1o3jIxOlVQ4Jm2uwu4Pf3SSsXcZfPINevYwpR4gqtfdx84GZKEaoy7gjUodXT2YMptFEmo0YY1CSZDLGm6MG0MTgXZFjNGew08UaSz7TQjqGmTseofP5v4wuLiGORFUFjGRoI4vdcvIY6HM2VvBTm6Fi0GqIaXoCFUY9M42MzfUV+v0BB5dOstg6yB//5pf48q/9NoPNPifmLT9+JOf+AwVHZzuINikshKFjZ7aiuwDrWwN2ejXXejWD765w+ckrnD5YUNyT8dHPf4J+fpVq7iANK2T5DOcHK5Sq3J91ONTtMbO+RfADjComxLGAatyB+WSw0+uKItaALTDNZgzgN9p4X8XmysMhWldYiY6ByXPURwlrllt8GQjlCLfpMeqxFlzRpt5aJ99YRBeWkdZspC5vKKZUyZuCorGyWhT4JYz5U49urRK+8WXM9x6FK1cijx08WMU0CrSRQzuP3K0xSB69a01JG5JKcQLR+w0KlSOMKgSD5jkWJXiHuBA7baeBBgomnpt6E9cAhRAybOXRK1cxzXmy++5H2m12Vy+Sra9gijZ58xCaL5M1DJ4mxWAb05lDh33Ee7Jmh1Bk2NvvBMnjYjLcROoRsn6V8NjXkNWryGiAVoopWmgOkpnIRwuotQQpMEVOqCuMBiQQt+mA+BDvAQYNCt7G62rEAPDEyDmD8T6qS0KB70TOV2uBysRrHVWQA+cu4//gdzAzRwgPPkwwErkJiA10iTEESTuf/U96D69v0kzMtjrq3W10dxvf28VvbRCuXqC+fIFsZwetHM7V0S8MGjl372PQ1tf4qiKMKrLhAO33MHOjaGxLFwO3LkpGfd1HvCU0mng3wg1L3HqfxtI8oVMwev5x2vM5sw88hC0dunYxSuZCqtedJYVSsxFVSCrkWQ4mtUGzBVI0opLFLeKMYdCvuXplnU/NCIsHbqV/ZYMX/uUf8MjmkI/f0uL++w4wMz9Hu9HGNGbQmWXM7CI6s4DmBc7BaHfAxqmzbDzzBFsXL3GlG1i5WLK+UnP56pOc+PQHmX/kKJv1WZbmj7KwcJS17jrfmoP7P3KSI08rs+dO0xxWuHGxLgEJ0ZHxQQmBNA98oiAHSM/EQHujidqoitJRSQg+dq73AXUBm2UQAiG4SO0FD0NHALzJ0OYMZXcL3VzHLqwhi8sw32Tc2HlCmr3lHvgP9nmvp+fkPwN+ClhV1QfTa/8X4H8FrKW3/Z9V9Uvpd/8n4BcBD/zvVPV3f6AzeochGvvUqRmnzBA9xcsXqP7o/0f2/e8RtruYURVVF5mJxnq2Ba0iKjQAfExKibvTFEQLIb4fUBM5S2k14oCrHMYIZBnWxAmF80jSeot3yQ2LHpUaoGEjd5yBhhGsnke1wtx7P7N3f5TQ3YWiGb39eptAjg52MY0mGB9LQOQFLuyQ1Q1CvUNQh7EdKHfhhafghReQ3jbiHFRxl6Ai0GwgpYvXobF6mykEX1WIiRMLq6jYpAhIxesl3V+fx68SF0xxGr12F/lvIXqFeI000qhCjI9ddl3coWjtkIuX0ae/gTl5G2ZmGW9dPI4KBkuQOkonX8ZT/qCBoRQCLQeErU10Zxe3uY67dg135TJhY50wGMYONmlnNX5aeN2TaVYjpBxghj381ga02phWJ/Lh3kfvvNslDHaQfAafZ/QunoZuhZ+bpXl4gfrZZ2jsXKRzaAkRj147H7vDIFF6KSCZJWR52gHmkSu3OSEvkJk5aLehaMfcATKCZuys93GFY9jf4vixD7G5cooP9wd85EjOnZ/5FAfvuxdpzpIXbSRxwdqZQTttbNGMMQoMR+qK0dY6G9/+Gqt/+HusP3+Ka9sjVp/ZZPXs1xieusbRz3+S5qGDXFw7y25/nSNLR3jM9Vm4Fe5beIjjT36P1k4XCWA1JiP5MRUXwJiMoDFQGerI4wuC2D6aWTTLo9MgUQRgjEVCjMGIEYwRgo2xEF97GI7Qbh/b28X0uoTd3RjP2dmM7dBs/gOMlRuP1+Nx/3PgnwC/ct3r/09V/e/2vyAi9wN/A3gAOAb8vojco6r+LTjXGw+NHKCX2N7IqIlBr3NPo7/9r8hfPAWDLsaBGoWZHOk0YaaAIgcxBA8mGIJPUfCxzM8HghDlTUWO0ehpBo20QDQ2SaNsLYglSIjBvNyAIxqxMRVmBLESDbiVRDOXsH0NfXIHGMDicWxzEW220P4K9K+iRQfvNqmuXiU/dBxbzNPb/j5FeY6icZSsWITdFcJzjyHnL8XmrKFEQ42g0Qa7mrDjCDZDgkEyg7Ya1NWILBNwiTJqRGnbWINLSAYMiVz/WMNrLHGGClqQdOnJ+DtFHTGrsnKEIVALUgWMC+hgSPjKH6Kbu9Qf/gj2ltvRY7cjeYsgDqMZKuNA8ZsaHAT1+J0tws42bG+gm9fQ1cuY9TXMIPLaaAyUGhMflCSZYnA1Uo6QYRftrWM2OxhjcICZW8JaA6NR7NS+vUFd9lFrGJ46iz97iua9H6GYuZ/+2fPoM39EMx9gwixcPY+mmEYMRJtIH5gsJm/lBZgMbAZ5I97HwU4cE1kL2+ngvdLA4vrKxrUhV89f5vihHUZ/+Kfc13Dc9chHOfqzfxeZP4jYFlLkaLPAFA2k0YRGFneWQTFiMcFjb7ud1v0f4vDnfoKNb/8xh7/0e1z7zlOs9PusfeU5Xnz8HDOfu4cP/bW/xGrrEJu7pzl+9D7KwYCnZ5Ttzse5/dkXWTx/nto5QoCceAxUcLWLTsQ4E3kc5HcCtSHIMDkMFjEGLw6MwaeaMpg4d4w1iIB3NQwHSL+H7+5geru43R3s1iZm6SA6M4+mOoE3A15Ps+A/FpHbXufn/TTwa6paAmdF5BTwCeAbb/wU314IilVBg8WJh9NPoL/9q5jTLyK9EvVRsabtBjLThFYDbWQQou0xGgeXkmpOVBXAZNsOEKphpEmMRLVA0Gh8kcQJK4jBmJx4QA/GRnmYagzkkZJtREDzKGfyNeoMMjS4889gWg2004zURdHE7YwwtoE2ChqtguD6+E5BY+5oHPTNFup28Fe+g1m7hAk+pa1HrjrGHSXKIX2kAkJqoUV/SGYjFx9aOaZdRKlf6ZKnExNMBNLuQwkuIGPOB1AxiOYkSx8NTu7TIhXSVwuVB1Ohw5hxKKMB8qd/iH77a8jhg8infgj/6Z/DzB4A9BW87TeGUA3xW5uEnQ381hp+4yr1xjXY3UbrahISnWyp06VF2acidYUZ9GBnE4eFwRDb70JnAR88dXcbv7OJX7lKWFvHDbqEcgBLC1Ey2Cjwl58m2zmNzTPq7gZ+sEteFNisESWbNovUiLHx3hpLMBmS5WizjckbUR9tCzTLoJnjxTDbCBxY7LCy3uNbf/xN7skOM/O1r3N8qcmBz/4U3PVgpF3IYgwnlbVVUajrCQ8NGoOqaskwZLfcxrFbbmXpwz9M55f/e2a/9scc2HCsb47Y/HdP8f0zVznwEz/C7R9/iNXtq1gP2ljmufY6w0c+yJ3NeRa//wS5egIkmi22cAup3Kum4KWIIQQXUwFMLEBhJI80lxFMlmFEMJml9h4rBhXBaYhjuCyhP8ANu8hogB30MLub2N1NpN2O+QXJuXv9iusbgzfDcf89EfnbwGPA31fVLeA48Oi+91xKr70MIvJLwC8BnDx58k2cxluLQJxvzgTMuacJX/znmDPnkV4fcYHQNMhMKxrtZkpY0SxSIyGgzkUvtKzjaz6limtIxiv2mcaYqK02BWoFxWCCxoh4HTWlpAxHVQETJYhGSFymRo4uGTktXeRy1YB6sq6Dc09SNSpoLUY1x/xBfLlFyAqKI7cRbIlWO5ThGuWoR6M8QL65QX7lGqaqoXR45yLX7uKEDEgsr1k7NI/eStxmKJI1UAU78uhoNy4mAVSEYAxW92R+4z67aMD7EINwxiB5hg8keWAB9SDGBcQmz9HF32n04IMGqAMSBDus0dMXYP0KpnLoT/wC2uwg5PsSqdKUS5r68aJxPWc51uzDnhBUd7uwtYNubaE7W/i1NcL2JoyGGK+xBOhYtaFx12Ak7tpi7ZYaHZWYwRCT98A7qt42mYO6HBJ62+juFuXWBlrVcclpH6Bxz0MUx09QXz6FeeKPyeo+zHbI3BZBcnxRQB45bclyQpYhxkycB2Nzgs0xdQlZFrf9eUHILLrrMd2SD+6WzLcWOTPs0fjGeXj2V1iqR8zfe4x8oYPpb4ObR/0g0j2jEqlrNMTEr9jkOMSxoAY1Fmk00VYHbbRoLi5w8j/728wtL3L1a7/P3MVNDvQCG4+tcvmZL7Lxyae55+d/Gt9usj4aYaTNJQms3DXLbeY+7rxwjc76JuLT8whAiNV8CIIGQU1KMEtadwx4IUlrheA8ai1ZbgkIlYvUlECkMesaPxzCoI8OBoT+IFEm2+RLB6HZjCPhrVeb/sB4o4b7nwL/DXFk/zfA/wP4uz/IB6jqLwO/DPDwww+/2X3sW4RYBEqDwW5fIfzmr5C/cIpQ1tFrbFjMfBuZa8VApFjwJkq4XMwAix52AaOowyWzaO0RMdQGrFOMSPQWAoRQIs0GmmcEV2GDQ+s81eRIvHfSV0enNXobMdaWOM26Bm/AeajqdG4Bn28yPP8NwtETdObuJmsvQnuJoHFQa11ThZJRWWIri/S2COfOYjdH0K/RkcPUMdNTnIuce7MFDkQU8Y7gkpTPg/pRonJkkoavYhCbQxVQa9C6TuYw1jgOtYtGRwU1Aa0HGIlGx6Q6LpjoMZGl2shJSaBGEGsI/RolxHvuAmzVhC/8B6gq/E//ErbZSedkCCZg1P4AEy8mXAU3xG2s4XY3cbvb+M1VwuYG0u0jZY1qwBEmdWok3QMVjZRWUMR5tK5gOMBL1GszGlKNKkJVQjVCvcOq4IzBtOexH3gA055l+I3fx6ycxoYemudQj8AUGHVxcbNFNJZ5EZUXkLJjs6hFthnBxm7x8X055BmBQLWzxfH+gOaFDY71A1J6mv1Vsk5OZnP89irm6gWQDDPoEXrb0NuE3jZUJerKmOTlHOodYiw2bxDyBjrTQTvzSLFA3mix9LEPk9mSrW99g+aFTTq7nrmhZ/UPXuDFM/8jt/2dv8qdP/RDXNtYY339LHfedg+nmk3qo7dw8huPsbiyjaGKtUaIjoG4uKMJKWM3kHatnnjvE30V1WGO/k43PlrvCbVHfJL4iiCjijDo40ddXDXCDIYUu9tovwvNmUhFkebem6bf3rj5f0OGW1VXJocW+Z+B30o/XgZO7HvrLem1dw1UQIY78Bv/b+zTTxOGVSzclGfofANZmIFWK27ZXUCrEoZDtI7p4TKqYxWz2pNlBcGFVAzQk9XjwGI0HMEk8xUCUpXRQGnciuJKNDNxYEGMjAePiGBsrOmB14mdxMdADM5PvBErSqto0WtvMWhsUVhDbjp4MfgQYsYiEukQ9XB1k/zUClSK+Hhe6jSqRkKIm4bSTeSROs7aRFEXo/+a9LLRgzWIEiP4Jos7hbG6RBPXiOKDYk2IjrsLSMyJI9QSlStWUBvvAdgUeNP4sxWMV0TrRE0E8BbT9ciXfj8unH/lF5GiQ9TF52m+/NmTbjwtx+ntda+Lbm/B9g66vU3Y3MLv7CJlFRd7dOLMQ7o3ElubSTDxfviArSpke4vQjenwUu8rJyDEYmNqkU6GObBIWL2GX7+ErXrkOsTkGVJLos8MklnUOXwdUBWUPgai94sSjInSP2tiKYOiiCUV8tjNWBW02yXvD2jULpq3DHIj5DkwqtG1FVSfRasKv7uJ9rYw3V1Mv5fOv07PMamBiiaVCpJnaJ6hjRxbtHGtDr7ImWlY5O5byY2hdXGTYremNXTsnu3T/3/9O/rPPMeBv/5X2G7N8MT3/4h77v1hLpiK9Yfu5t6nL3DgwhWK4OOOQhWVWLzMBqLxTvQUMs5CTePS2OSCp92ji4HN4AMhJAVXWaHDkjAaEqoRvipxgwHsbFPMH4gL4Vvqb7+xz3pDhltEjqrq1fTjXwWeSt9/EfhVEflHxODk3cC33tCZvc0Yb21xjuqPfp3siW/GhBqbR0nXbBMWO9Bugs2jB+UDOhgggzIGpZzDDGsY1dgsQzNiLYXc4OoaFGye4QWsggmKFiZOQB+DJ2IszruYoKKxvI1qnNRqzERZImIJJkQaQcOECpBApFp8jYZAZnNmFgtGwaK14rLES4qNyg1v4uvDPq3NbYrtYVRsGBsXJyHSMpokiCGgNsP7WOIT4vZYRGLxqHG9ajTK84i21AhoFe9B8B5DVArQaiKjCuNdVAkkYjhG/kGDjSVRs0iljPl/lYBpNpInnRZc5+KCYwKMQHsD/G/9FuaWW+ETfxkjlvSQ425J/6xJo9GLE+Kz2drC7W4Retu47hauu42OBpjg46KX4saT5zChXhJNlp5L8LG6IiSVUYhZjSFoNCwWtBEz+GRzB2MVNUoWHIijriqKLEetRZyP98bGLEJDvMeujgqkMC5MQxxjaiwhz5BWE9Nq4SXg6xrfHSLDPgVp8TdCZuNi6gcDhhfPIjvbuMEA0++h1QjjYsW+4PcMZSBJXuthdHbSAik2wxuTFlpLLQbrHK2FFqJz2Gu7NLahOYT+5pCd3/gW66cv0frLjzBcWOTZ01/j8NKdVEsdHn/gMPfNNTj29FmKYYV1Hofik2TQTGImOnEu0gQHl4y9RK5cXXIkXEqEw0fxwLBEBwMYDdCqxA+HmO4uOhoiMw2iFvWdxeuRA/5r4LPAsohcAv5r4LMi8hHiHToH/JcAqvq0iPw68AxRB/Ff3cyKkr36UWlVVk/9xFfJv/TvkW6sUqZ5lOyFhRa08sgdBo31gfsDZNBHh3X8LGPwowqrhsp7MhxGBOfAGhuTR6xgKh9lWI0sDvraoa0MqSrEBDIVQojF9Pfl7CQ5nTAJTBIplzHnN+5FEIKPipjKo5sDzJZijxls0aImYDSPgVMRDA2889jBCNGakBvM0O8ZIE3etZiJh40x2KJIEizQ4GIijcSKf8baSOc4v3d/x5mANnp5hBAzRHujOPmCx/iAFg2Cq7E28sUxQJlFSsoTtfHOYYVYArfR2KvvXcUiV6YGlUCoHHZT4Yu/gdz9CfTAUeKQN3vlbydjQV/alEIAjeoiP+oTNtcJuzuE7k6UWQ56sZONRDpkUtYgfcb1Ml8JkfYJSTETdyYgxqIqWDH4FCtQZ6Pxy3IyUXw1iouSMZjcoLhYPa+qY1xAhGDS7iAJaFQVsWPrGb8GEcQVUcdcOzxKGNVob4h2B1jnMSbq3q0oGYIZDPCrK5RbO4SqxjiHEJ8dxBwFZLzzSoF5a1PGcDTq1B4VNxaE4jUgKHlQaBTIcgeTldidAc2uUtTC8LsrbF34XY785EfJP/cIK4MNais0jp3k2ZkD7OQZd51bIbuyTuFTDCEIHh9LJaRxF0sJ75vlGsvghhDltqFyk3GMTzXAy4owGuLLIbau8GVJNugTBl1MZy492x+EKtn/vuudhT/rd6+O16Mq+flXePn/82e8/x8C//B1n8E7DI9iCXG8r55HvvC/INtlDAhagWaG2e9pI+BcpAbKCqoqNjnolXgB40OcEF7wwcXtWBxOmDyLgbo8S2nHREmSCEE9JmuhviKoR5rtWLPExyBk9LpTgUkhZSZKokgSnRDihBAN0fCEROf0hlhncDbDiEnlYE30XE2G01GsCZ03EyVTQZDkNZkJNRLdShOzALPo/QY0BQ9N2o4Sk0h85MZj3n/yX1WT9j3HuRKjEFSijjbP0EaBGQ0jf5nGszWgSW875vJDJklCCJpJPJdmRug0MLVHXYV4h00SNV64gH/6+5g/dzyWNldebllfhrRUquJ2tgnbO2h3FzfoQX8HGY5SIkdsKaFpDE0aRaSFz4751snH+r0fhfRsU0EpMYCJNEd3B2Oz2GwCH3dpwcZdjipq9xKMlICvQ5T/aaRnFDA+VrVTSZ5nliGq+OGQMBzivCNUntAvMYMRxgfyRDdYScXPFNjtU2ejOG4SVeCTMx/T8vcKnwaJaqO9MZtkq+NbGhSr4FURF7BAUWTIvMYilaZC+p5W5SnWB3R/9et0nzjLob/2KYbHj3J+/RwHZhY5ddcRek3LXWXJ4rVNJAS8z+JCKLGGjvXxWsY16yfKwRBjK+PkNtEwVu7G74ejWFN+NMTXcbHyZYl2e3DAoZKn+bN/DL2WEd/Ho73i3/xglMn7OnMyPtA4cUJd4n/nX5GdvYI3FhNijWiZ76Az7ZhtljejxKqKHpcOe4RRBS7gnAMPXqNm1BxYYNQb0jCGWsH6QF3XFI0CD1gTgxzjPoTWK8GkgkyNglBHbx27p1DAMOmWo8RBafIYGBRAxxKoED06nwmS9N4WiR1GsKk1VvTcRSyhLql0k2DbeOewyRgBYys34QzFCuNsdjEmpmjnNgalrEk8tp80TYiGO57XuCWb9ymrsnYEH2KHn1BDFptOhNqjtZIbG2s2ZzbSHCYtVCqx4mAIaGGxTmNdlBmNlRjrWEUuVJFKYBQw3/g6PPwZpNWaXM9rZb8pAnWJ29oidLuxMe1wiA6HUMdyuZPFEpmk+Uf1z9734+claUsUQqSSjDF45+LOJ3nO4+CzmJTtJ5KCsQY1qQkFRK5WiAlJImkjlhYBDRhjJ8ecFEbzHufcxJCLgq9qQlXF9mppfc5EsEKUdyqT88HEruvWxlof1hisNfExB0+QVEyMuPNSMTGInfzxMZ+kk8FkMMZiTUBzodW2WHKsHVH2K2wJjVppP3GF/qUv0n34IMd+4nOs7K4T8ITjBxk1m9zx5IscOLdB7nqoFwqJ/T1dGnOqgo8nGUMg3hOcjxm5SYEScyo07ibKCun38f0+1CXWOVxVUfd7SDnCtpv7ApTjp/v24n1tuBGdZDWGJ/4E+eaXY7TdayypOlsgzQIaBdgC1MZJFxyUPSgHuLpCq4BzgeAEipwwGJJd3QQx1KYmaxWx8lueoZmNTQOsTRON6DEFxfooV8KBMTE6H1IJWUkqhEnCwXiy2qhqSb3RQEykHfKo2jBFhm8XsfD+uMYqsS2YIBixWJsz8rvRk8giPyiRjI78fvofNqW4WxO56HFCkComy9C6TunucSJISIZbAwZi7ZXgwFq8c4iLXk9QxVfR0BvR2GQhM1TWI7bAFoC6mMqcZwTnCHU0SvHuBLRh0WaOtAt0VEMZFxXRgASL+8634PFHsZ/8HJNV8GW43gPyhEEftrfxvdhAQoZDtCoJ3sVnkcrKpju2N5WTC7dHweyf6mNqLv4uhLCntkn2eFJl0aYU/vTBvnYxyGpskoqGWA9HTNzqT44iaYeWyi5AKgGcKBtV0FS8K3H9hlj7bNxGzUiss2NshrF5DMCKweYFdV3jQgoyp3GHSFqnJcpDJ4vWuCRyuj4Tz1VSiQIRgzUCuWDaBmMUm4Ht1lgJiBeaayWtL1+le+Y3uf1vfJ7+iRP0hivo/Xfwwvw8JxZPcex7z2OHIwKKBzDRux8voCFoymIlGfC989u/K5Lao/0BobeDKfuoc1FKOBrCcADt+esNySuMpf1jSl7jPT94gPJ9bbgF8GIwO1eRL/9rZBCDf7by0LHRYOcSPVvvUxulETrsxkLuZYUfVUjIcT56FlrXaHD4zFJb0NGIpiim3ULE4DRgM0OwQlaGuGU0YAIY9QQjqMlQV2GpwaZ+k54YsBx7u5K2wWWFsRmgMf28kWN7I9R5Qm6QZkZo5VEnLUlfOzbExKzFrOjQMDPkRjG5TTU/kiZWk4wKEB+DhhoUqUP8mpkYdMssEjxGmejMxzp2TfyuIPiqTqU1heA18vs+xHobZYVHqX3AzraQzGKaBj8YxKQKEVwzxzYbiI+7E68hapNVIRe0sNAuYpKO87FMbO0xuwH9wm8Q7nkAc+Bw1MC/ZMJc7zVFw+O6u2h3B1/2J0oDdTUQohwxpMAfyWNLC5Yy/sokLhGSpzmORWhKptof0NS0QxlHXEMgUj4+pEQtTR5vokmSUTZI7F1pzOTzExcT4xMSjTyJssJEikrEINaSZRm1rVKzjFjVUKxg8pxgJPa7TGnnVV1Pzpfk0Y93L3v22bDXSGNcWTGkc46GMwbaTWoK4qNUH6GgERes3KC7Q2SoVAYKF2g8v8HWP/p18h+9hwN/4VOs93YoZmZ47mN3UR0/wS1PvIi5cg1GAzJHVCOl8xp71qTCVSHtlkJ6NiG9UZCoze91Yx11F3XqUpXoMNYnUpNdZ25fyfjujzG82nv+rL9/dbxvDPf10f7o6cYuL8Ov/S7Z089hZRaDRwtDaFmkadEij3xq8KgrCWUfBgPoD/H9ktCvCd6BCfiRYqzBNZuoEVpVoAoxC9c6F+tOBxslftYQOm1kt0vwITY7FQOlg1wxIRoGDVGhAhprdIy5UNHUBTtOfJVInri6xto4SLM8g1aBtBsEmzLpJHnbOg4qGfJ8hiw/BGE7GmnRSWpx1COPmxMElLQAeL+3PRdianriCyG+HsY9NdM2NKhiJdYzcU7Jax9VDXVNGFSReiiyKJMblggmeum5xfhAURQQPK52ZJmdeHnep4XBx+s2zQw6eQymBRMrxdUeffpZRn/0H+n81V+IVJOkTFfCRBe/v+OROke9s40Oh4SyJLgqJZ1orK0+Nlwi8ed0HpoM+P7g97gzPMRnOKYxhOSBTgblvmJGKpEJAUQTDTZxDtNnJcMdxok/RM/SjGvmSJQDjtPhdZzyHdIYVI/YWHI4pspHesMYwRRFbORsMmqNOyFjsonTMIZJAfs4v0jXmg4/ea9CrJ858W4nm8R0btZI5OczyFWwLUMmwsiMMMOAs4pxlkZX8f/xeUYvrGB/8oP4jz3Mjsl5ZmmdjR+7n5PPzXLsT59INElcHBS/7/6EvaqDk7MYn0w8H1/X2F6P0O/i6xHGR526Hw6xwSGmwSvz1td92Ot67QfH+8Zwj7E3MdNKuHEFfvcL2IGDVhkHbjPHNDIkt5A1Y/jS1TAawnBIvdtHekPq3gAZxMSKEGLmoDcSo+oIzlVRP1uHGFUv8ti/EaLssGVpVA7wuKTXNj5gfUxK8RjEZlHnK/F8ZczPkiqFi6RMQlAfyATAYzKBpkU6jdjlJi9SFl/0XPc2cEJRLELrEMowVl7zIcqjZMzAJ4OWaBH1YTIJlJgdOO53qSGkDt0xQBnGRlUFI9Er9FWNlg7nPbWrkd6IoBCsIQtKTkY9dGREj9y0GlS+TnrtgAmK9yHWCPch1jkP8fWQC9LOCXUNuY3t1IwFp8igT/7lr1B/6i+QHTo2dnsZ16l+yTiB6GF3d/CjYTL+FTiXmJZY/0OCopriDGOtu6ag3cRJ2OdRj42a8LLfpzftjc9km9VrrLdiUmam3efLaVo49+nnx0FsHQegx153HGGMa3KLOsQoZBbbyNChjVSMxoUp5JYsL2LmZQqcolEiSUoMy4yJ+nGJ3mtakfaIoZfFEdK9NjbFP9K9MbESoBrFqMSAs+Q0CFhrMdmIchidEhGQALOndmn/f79O/+mLFD/8ELvLCwxn21x46F66i01u+/YzFOsjsjoqS4KkIOVkd6CM1UA6fh4ihKB4p/j+ADPoo9UIqeto8Msh1BWStXhluu2V8NYY6/143xnuPSgSAu7xr5JfvYbNOoQsaU2bOdKJ2YyTSa0V7G6hq1vQS6L8QY2WUJqAHjyMjIZk1sYuJzbD5AUuxIxBfFJgqEJVgxFsdxdqD43I22aSttw+yQA1gBcUP2kNphiMTTx0mrCxCppMdNaS26gP7xSE2QxttZG8iAWpxjEt4tbZiFDkHWgtYFqbkDfQfAgaa4yESbW76IHHY0VjOfYYdaxHDhrT3J2PEftE2nrvU3Pg9Frt0aqK3G5ZIXUgHJpDtwd4CZTtGXJrcesr2CqjqqtIDwSwtUcqT2jFLTxVXBSwkugJQygEGnncahcWX1VkaiB4stOnCd/+U+Qv/vWk5PB4MdhxCC0ZVwF8r0vo9XDlkFBXBOfi9abiTeJqJJXejVruxOmHvaDk3pyNC+9EOKcxaDZmWWHPkL9spO5zNsbO69jIMKG9ZLKLnHjXJu2O9r137ABEJkZTVxjFNJXQqjEa4jjNM2y7hTQahGT0dTx4rEkFnEhZijCpM8xYVTM5+X07D0m/S2oTY9MOII11E3MXzHjsK5i8wNgYEM1sn8GgwhpLXUHlHXbHcPjrV+lf/hPMh44yeuBeVls1oxPzbM0+zPKTz3PbSh+zNcRUGWqrODZNTJOPk0LH/0/694CqiTTeYATlKPZddR5fVbHhd2v8HF63wXlL8T4y3OM7PB5FAbe9Qvij30WKdvRuQ4h1phuJ30YIo1EMdfS7+PVNwuom9dDjnOK9oEVOXjRQLCYLhJkCGQm+SpK2dgM/rCiKBqGKxlmStxKGfUKzFSeK96mKXVQd2JoYmMmS1CoFofa205GvnHC1RmIhndQ1nXaGzjQInQwtmhjJX8a2jY2AFUuwTbKZRcLMHAxKlFEM0qhGHp49pnKs1977jH1Fd0LqdkNKSU6Z3TbLCIMRrizBRc12GJaQW0oToNsnC0rwihmVYE2USZrYB4BRiQxqfLPAlg4bHN6AoQ3W8xLBu9MYZO40YdSPzmFGCkzVjH77N2n96I9jGwuISSZJk+FPXqsGh+/tYobDmI5ex9ozKhIX9Cy2FNPaMWZAJkZ7XD9dQPX62u6S1kCZnO/LNN/jkTrmYUWigmds5scB6qATuzMOgEYFidmr75KonLHHLclwx1IEIJJkjA2QjicUsVSwyWLlS2/3JSqNx5c1GGsj/eXjte6fXfs3L2NB1DhVXCfv3guaqhDVMWNqTuLuTAVC+moKaM62wAqjfp08ZUsVhGpYMXt5l7nhkN7pTbL7jvDiXEXj0EFGH78PWzc59vhzFM+djvzMeB5JTEbziebZ24bGz0aFUJWE0SB2y3EeWzu0GqW/5x3D+8hw70fU3/a/8xU6L1yIg9QEyH0MnOVZfIYBlBqqEnpdtDfE9UvqUnFkZO02enARs3yAbLmN2b5CvbmNbS4ybDawV3cI2720DbOT7EhnwVaCeIcSsF4iPWGSfC95w5pGdcijBjwmMuhkIscJEb8fp3+rNUgjR1oZtAtsp4EUTTDZxOmazCbV2PBAPbWANJrY2Tl8txs59pDSuUMKahGLXE16bjI23CHWSg4aB1SaoTIuz+qhruPAVx+SDr5GM5PUJYHcu1jLpVaM7xIMZCrgfcw6HVb4doE2DPmgptAcigwnNVkusVcjKcW8JqptGhbJY22TEKJeX3xG/vwLhMcfh09+OlaLm1jeCf1KcDWu30NHoxhw9m7Ps7QZkudolRGIRcCMju/rHmeq++xBdFZfOtPHqpLrv77kj9MzHn/QhCcfb/Enz3JvLMRa73ue9/irSW30NFVJMlbA+LgIF2C1hUiDrChSFczI3RtMoncMmCwtDhloiEk9uPTMIw2DxF1YPKVEmoyNdJgw22kDYPbWMxmvEfF3NtOYxmciN28oaHQiFVRKBSimjjJEX5U0urAcdlncKVlazjj9gOFxXeXqkaPc+/G7uGO2xcwTpzDbvbirTYHVyc2dRHWTUTZC8LHDvXUVpq7JvCdU+ypBJgN+/bO90XhfGW5FEfVxpR8NsF/7SqRAgo39/qygM00kk9RwV6MmuS7R/gjfLxkNaoLmhNkZ6mYbKVpIZsg14BoNjNbUu1coustUVYkNIzTrUFcVNlSEloWQ4asBptOKtaZDjVdPrjZmniWZGUkvaxJ/LTZRApnERJKUhIIxqE0lTzOBXKCRoY0GWiwgxiZfzExcbiUabXU+Gc7k0XdmsJ05tI7eL95jfOLT01Z7HHxDoj5WNCVVhBBrY5jkZsPE6Piqjp5f0LiAqSd4h6l8LACUZVEeSOTBVQzeeyjrKO1qN8jnZgidnLDeY2RzMhN5e609wVhMkfTpKbXdNDJ8y2CHOeJrFBuzPJ1Sf+ubFB//BJI1GOdsa6qL7iUgo1Gs9V07TF3F3g2auFDbQIxDpQdBY+mCseojMf+SPGvZZxd0HyX6atN8Qj/pvsVxn5FWErOagr3p24l2XIgJVsFke0bWjJUlGg2lprPUSBeYLEtFqEzqIi+QxfTxMA6+6tiQxwBj7VwyXopXsJiXZCyOjWCIF5B2M3GsTu71xNNOfzMeL8n4oxpLRokQ1EKWkr1oEKWsNaWQGmtAKB2hyCis5/YNmHvsMtmMsCWBU7mj/PgddI7PcexPHmfh3Damdnhj01iuccGQh1jJUtFU6E0wtUeqmuBrfKhjT1B1BLGTWigTDvJtwvvIcMdJFZUEwKUz8NzzqNokj/IxyGVM7J5RFKjJwAVCv4/bWmfQ7VOZHLt0ELN8EBWLxyM7u1T9Eu92YTgCp/jFHF2YRdd3sbNN6p1e5Gb7Nb5loK5ptJr4OmZKYsBaO4l2GxNToGON7zTjbSwqRJ5qcxuTPMBEv1gTjXbKJpQ8JiIEV6N1heRZ1PyO/QznoXaxsE4dW5DRyGNTiEaBhBqtSVtXnUjVhLgbiTyhJxbYiKoZn3TZRiKPW1UVoXSxPod6jBVCYQjDgPGRSlABpwFjU5cS9UgdK7epKTDLc2iRUYtAf4htFIgKpavICwtVoMgzYpJ2SrtPHqJpNNDCwaAimHjd1lrc2eexvQpdLFJ7LDPxXEUglCV+NML7Ou1+9qW0G0MwTOR/saTvmL54qfc1pl8mP4+9a8aB5mjQxpTI/ucfDzfOOA2pXrnuBfVMSBRIOqZIlJPabHKOkuqDKCTDmjJiNXq/QQTJExXjI/UjiU7weWz0jBtf/5iKEcbSvlDHWIgUydNPK9Q4EWiPQ4vjZ+xQgyekvpxj+igGV/eRmdctWHEDGhUweasRr0cq6lHMfCSkBCFVGkE5WGd8ZrfB7lPbnN8esu4rnpWKQ3/+Hu7YyDnyzSdpnduM7QKdxajFUyISs0NVosrGh4CvY95BqKOm24a9chTvBGfyPjLc49tr8Foz+vZXkKrCNOYRfBxwmSCNPHqqWTPyu36IKSt8b4Bziu3Mw4FlwvwCBrC9HfzGJmXdBVNFdYNTtLxIfvIuwqCHG3bJygrtFGgda4IYDG57N67YlpjoY7M0GPeyJY2RmPY8pkNyG8ugjg23kZdm11mJTQfGtbpLjwxLjCljEpHJY90Ml7qJlyMYjrBjDtcayLPYN1MLvIEgLvKr40CTasyYg7gL8CEugCEaQGNzXF1SjyrcsESci0Ed77A21gkxeSN2mA8Oq4oVoixQ9hKKQqPA3nIcX2QY55FUiKM2sRi+cYF6u0trrg3VEJ/lMV3cKEFtopBsTNyx4wU68sbu2iXq9cs0Fj6AEtP1xYyng+KHIxiVqHMTzzfZlvh9iNmZsRZ4ooTSorEfOjbCUSe3j2LaM9qg+4pz7W3BJ8cdf5/u/USL7FNG5PhvTGykoNZGJY1JHvI4sD3udzrePYyNPWnNEYNkOUYMtlFETruq8KFOCTN2LyEoEviEELASjxdsWrJCsr5+b/dhjI3nOpaWviRZaM9Yc939ExMXq7ESKp5zmMgWm5kBGRFqCE6hcvhGTd2I5QEK61geweLZkt7qWa4cb3PxUJcLt9/L1t/8MY6dHTL76JM0nz9NXjl8lk3ui1iLmJyA4J0jq11suDDu7bl3+m873keGezLjYseS730Ta9uM9VsqJgabcovaPPZKTMkh3isuZJhGjjQb+CzV+nAldX8Xdnsxbdg4stTZPXfgTp2GRivKmVodQgDXzMicYr1S13VMmEBj8klQbJ7HCTAONmms7yGpwptYE3cN1kROPMtize6xxG+yW9WYFl06ZFSBHULWRMZaMufQukLLaKCkLmPRIhf57Jghl/rsaQzWjY1GpBPGid5xcnkAFz1wNxpR7Q7wgyGhPySMylSpMLY4yzox7dxUNcEq2VwL08hxm11C36FJCpYdOQbtNqE3gFaGqZVQe1xmKLxislhPI3QHSDDY2SW8Omxq4OBTXRIjMU5A7QgSy49m3RH9r/8h+Z33pMqH476F8Xm4YZR9BVcTgp/QV+O0dCofJ3Hi9ift1sTsxSfSsBvz0jKWV+6nBiDRUHvPLRr0JL1TP4lnyD6jLaQU+MTfTGiILIs7RRlndDLRSWPMvuOkwRIkNfpInZ+MQCPH5DmUjlBWhPE4ldSGTlKST0qFF5tFpQ1RrRRMVGzF4lupy1HU4U3moYhJaf2psmK6r/oKC984Rd6kQm2S6BRT5GSZpSVK1a+phg4NAVt5TEPJTOw7Wosn98pCz7Bw2nPHpSHbz3+PUycLnj58kP4ji9zxoY9w4vktmk9fpOFDbB9oM0yexznnXYx1OBelwcFPnuFkU/E24n1kuOPmzkjAXziFubSKTWVTRTRyV7lgiixtLZOu1EeNdlUlL8UNke42xntcOSBsb2LqOk6e2sZsQGvxeYXSQIYj7InbGM22sStXKNo5tldi8ORFA1GN+mWfUsKzWGbSGkHFokHIJEuesIEslltVa1OtaosmbS77ynIiNlUe9MhoBHaA5kXqdm6jp93bhe4uMhqCL9FqGLXqwcXSqEEi3682JreEgNGo21Zjo2MVQvSsxKK+oh4MKXf6hOGIsNXF7fSiPSlybGbIGw2CNYRBD6see3gWe2wOvzNE11w0StaSHT2GNGZispPWsUlCiDy85rGjd73bJ6A0nWAocMN+7AAjkbOMtWNie6sgIKmWixiDDkvyZ55AB31ozTHx/Mbc7GiY6oaQkpEi7xowcedQ1bF5cvCRg07sBZo45IkccG+xI2VSSvK+YfyxSZYnKbiqECRMaJJJWViRScPbidcdJCX0jHXW49GeNCgpvVtyM/G843E1dXJJ3nFI+uwkA6q7Xej28SFMEsCCizueyG7EaxBroLB78RZNiWHp+7htTAsHieIObkKfjP870SjJODCve/dR0uFCSvpK8R9UEKtYMeSYuJMaJVqurPCiaJFoDwQpDPiSdmmZqeDw6ibd+hLXioqrt8/x5APHWW4e484nVshFopNjs9hRKHhCXaVM3wpS0dOx8/J2G+/3keHWiW2rnnsSGY7QvIlmsTagLYpYlJ7JHI31oV1sJSatJsZm+H6fev0KmCLWdnAVLjOYZFy1djgXjUah4HVEXe2QXV7BLs/jD8/RHAxwg4qsdLieQWZnYr3pjV7UChc5hDiAw1gSlhQn4+L5GAspDTkxgdEgWKIRSF61uDry7vRRTNRZSw79PvS7MOgm4+gQV8UuLOono9AYA82C4D3qXNL/xp6GxkQvKbioQPE+MNjtRU97MMT1+mTeY7OczAqZaGw8EWoyXxOWG7AojPqbVCvbmGGF+pxGs4MszOBwBCmxPnLe+OTJZQ3KrV1M6cjyjNprLP26uY2Z6USNeZ6NTRkTGdw+ukK8p3ruDPWlizTvfmBP1yxACDH24P2eF6ipTZrzUNeEusTsKzI1+dxkq2I4eC/Z5iUZmTAx3NHTjK8q4wzY8ZvGHPf4D/Xl/2D89CNHvt+TH3v6Y8sXP3DiwY5/ZvwpEndMvl+hZRl7jtos6bZTMwZJqV/p8CazSJElmiktJsRAuDHRkQFJCTtx8ZrsWsaTbXLC8pLriglmAIkzH+9aklIm7kbjDrdoNRBgxJDgY3NmU0dJqrExJiQ+LnDGRsOfuyaLQ8fMRuDuq10uLpzi9L2H2DnU5vB2TdW0tMVCWhRCcHhXx4xgHZdx2Lt9byfeR4Y7TY1ySP3c4+QmBq7CeFzmWfQiAykL0BGqGKipvIvprtt9xNeRazVVrF0skFmLtQXF4UOMdnfJeiOqKlBqRZY3Cbd/CLt5ieK+e6ife5TKG4wrqUOGBfKdEdVsK07w4MhchlueJxv0IIu1Q7IsTZ60JRZrJoGySTDMhCQ5iBOEuor/1IBkscKei96b9gfIMBaLZzhA8TFIF8Y9Mklb6ygzxMbOM6KCaJwISvJGxUPtYx2LssTWHi1rrMZmC3lhyC1J1RCbH0sGPvfo1hb1zgjZcdgQeVJnlWxzi2LRUi8asmDQnifs1lGGu1vGeWMttUBeNKgEGmUFjQybtaODOk7DzgzeSIo/JgWIgGx1MefPEO6+fxISiBmoLnLb444uISAh9Scsy7iDKUex1+I4MMnYIKexNjY+kjzH9Np+b3v/uJRxfW4dUxvExYD07USlQ7KxL1WfxHMcBxHHOa0v/awxVTLxcHVs1hMNpNE5MApqsygrzRspFT7uAMfHnQRRsyzmPBiTdigpSUk9k5o46b1jDfnk+ie7lPg1qE5S58cXOk5ZgjjX9uqjpCGa1gMyQ95poEaoBlUc497F3IY0R2ITbx8LvRlDyCw+s/i8oK5K5naEYmUUyyMAVgy1lViWTeJY14kDEyb3Mm4edN8ieOPxvjLciOK3r8Klc5i8hR8zDONofMrc8mUVV+1RCbsjtDtCBmWkTSRmfGVzhryVYbziB5EHDYMRApilecLmOmagGAbk3/x9grWMGha0jd9dxaogh5ZASrTRhLJOs9aAC8hOD2c1KR5s4tyi8WRMlUzqZYyvL31NygMNsYaKZApaodUAdSWm8rA7QIcDxJUoPpWFSzRKFSkYxl6qSQkRwcXtKXbiGY0NE1nUmmdZhobYxd4gpHwNRAIFNtb6sAoW3HrkT4sSJBSoxMrWzg0weQdXGLQexYYQgwrKgJQSd0likJaNXl2InW9Q0NITMo+zkugFIs1UZITSY7IMV8VuO6hhcPY5ZsNfilmG49sXlHElRtWwlwlZ1zAskf4QyjKm9btIFY09zXj79329bg+93/MW0kIh47IAE7u8z+NOxn9Mh42pEgloMDHl3qdsVhd7fEKIi+04JwBSNcBoBlXHQdSx2TaMu/CqJ9a1sYasUUBegLXxVhqL2Fjz2ox3gom6A4ndgFwVx1rytCdOQAiTXquM1STJi06R0sltCowXJCDVOn81kyjpJsWepJbCWkxWUA/LdM3j+5jmSogqGWkaTJ6jWUZGhUfo53DQWxZ3KzSz5F6oM4OdBJdD5La9g9QM4qVP8+3D+8twA/XFM8jWDsbORvpNwZgMbwWb5ZMOJW40QmpHakQTW06h5ArSgObBAilABwEfLGHkCbtd8DWljLBOCbmlNhZPHBx67jxkLfLeKL62exXNG9hOwJQjgs3wRYHPDRpqsvl5CB7baUfrl9m0dd0zqmqSFzO236l34ZgWwGiUCJImtIvp5pRDpIxZodLKoFmkG+TRKo8ysLC3TZc0mVEm9b8jtxuTbyQpWoq8wGUWzQw2s+QERKLyAIle5TjAlQeJSpdC8ITUdAKsCbC1TTky4Go0CHkdYpYkMYU+syY2d3We4GtyH9U3kuXQcFjJJ/chjFU7Q4cndom3TtGGUF+4kIJsNgUnY1bqJBCoGqkjH9BRHfXdwyFS1bFuiY/NZieebjLUY4OSNvwT75jk3Y5nfNjPgSfSI37GdV75fnokdQ+KO0OZcN/qfUq8Sc2QJaaU61hOut/TZd8uYPKQUwJYlkWKLHWElywVlrLjfAe7V77A2L1zxsRyyGNdu2GSeGOUKB1NSVgxbplq2aSGBpqoqZBq3kw4S8bJXylAOr4nYRzIJQZJ87gjNBZMnlNV1V79cpK3rsTyEiGqZLxYvEZvfLFfM3dpEytZLHZmk5oredM69tpDuob9D2i8ddhbem8o3j+GO21D6xefxZoMnSmQKoBWsci6aURvI1XAsyaj9iU6HKYtVuScHUpmwVFF79wTGyNkJm6nNXqXtJoxwKGxWYOEgsZghIQBqgHjq9jEwXrqagRFHrngdhPNhAzFSaAossjJZQayPG139zjbRAHGC/QkryDEoj8hB1cCjSQDjCoZrWuM+ihDzAto5tAc92OMdSqoPRBSwhKAoplNE2Uv2IZnkgadNYo44AuJRbpqRx4J3+i4J6M4rvNsJY87GxSxgsdOPPiqqmEYYnAxZHgTyJoFLnOxI3fwSB0lfGoMXjQ1AvB472Ln9aSKCZmN/GY8idQ6S/CjinD5Kn7Qx87l0Tc1Y89U0SCp3GfA1A5GoxgPGA0JVY3UDgkheu/sszO6V3Pu+raW+8uf7jnj47IGxB3XmD99CR+933CDjutdJw88eIeMsxZTMarEuyQv12CFyWfHbM+xYmMvWSpKT8elE2zqEm+TrNDG103c6cB4J5YaWntQstglx3vI80iPaRyf6utovH3M1tRx8+hxLCGkei9pAd1bxMb3Yp9JVGWckSCGSf0UMRkmFygyjG8QnIse9ph2yrJYkbIsoxomBZ5jxr2J9zZjQkkazCRnQiXFwAJMyj9Mnuz4iY8DwNcb7/0L8Zs37K+n5+QJ4FeAw+nov6yq/1hEloB/A9xG7Dv5c6q6JXFk/mPgJ4EB8HdU9btv+kzfJGKdqAo9dxrNW2gwEAaopjRha6hTj8GgISUHCM6FvWxG4u9cpWjXIzlQSqyVHSw0OmSNJr7IsMbGxJl6iKkGhFEZ63AEgx0fI/oi5OQYW6CdZmqtpXgDufdou4iZkmaf5GtMYeyHD6hz0dAyDqKVSF0QXBkrHarZK6afSazN3WpAYcEm7yUfa8WjIZdgY8yIyJ+bohHL2JY+8Z2RYpBGgXrFHlhMvfo8ZCOsRqbHSPQUs6RHj916UhAxk1TkPk3qoLEinvPgYoYnjQynDpxiM4NLjlCh0XMKdYnPU8f3SUW8FNBNCSP7+UhNfKrZ3CX0drBz86Rf7fOY070Nii9HyHAIwxFalUhdx6zasRedLO94Oo/7UO6vDPiK1QDHB9n30ph/jp8TXzMTN1NTBmrAjL1tMaTKMCiOcZOMeCEWkUBQl1QjvKQ29+SYkwuPcQ01MQA9NtjYaKw1abnH5YSDEj37sUxPY1YkpExezVN8wEWq0bn4sxvHU8IkjjBuujHuzzm5T0oa/2khG9/H5GmbLO5G1Zp4zmLjqSuxqQgpiO6jEzWus6LO7XVqYrwTFDCpRZtJCXnGxnK2yWmaBKJfamFeOh8nS/Or4c0Z79fjcTvg76vq/5+9fw+Wbdvv+rDPb4wx5+zutdZ+nXPuedxzj+5TL4yR4CIhgYAIBAKcCJKAIBSxMI7ygCqcOCmD/4idOK4yVTZUUqZIlMIBXE4pFDYFRWEcwsO8BUhIICRjCSF079V9ncd+rLW6e84xxi9//MaYPVfv7l699nmfs0fV3qt79nyMOecY3/H7fX+vHxGRM+CHReQvA98H/BVV/Y9E5A8AfwD4d4DfgFV3/wzwrcAfK3/f9ZYuH5Duv0pQT3M+EFvIrhTpcjZJ0mA8YY1ko0gFqIV0C47cC/ENV6rMeJxvYH4L9/yL6GyODAnfR9KwIrSC9msbME1jqTST4mYzdNYZR+jKqi4CfW+5U26d4jThmkDyVdIxRKnW9ZqhjbzlTyymttPHEgkXQQYsFamH1oFvgABtY5yzs3tDMAlcMQksl4IJuOJKZ5OFGNFsBi1wSA6EucCzdzhrlLjqrbhqLscUiRgnpjl0c6SZWb5nxaSuvki1fSp1KzFKA6Oz8skJLiV0uaY9O2UVID5aWo7vmMEn2mzSrnNWHNeVjIvVmJur6hwLrbBekZfnZAGv26BaaQ211J6rJaxXRpOUMTH6VRcwqZXOwTz1xqROemgST66om8jKevxGyqQsKkUSHdOi5k1fY6kgT2Gwy7ms2AYT17wadi4jly+uUGHFiGsx7WVhqJ4cdVErHjSS68KV0ThY3uo0lKIaCjlZit04mJveMBQX0mL0LfuYJ6vRUqZ0FQEDiotmiRxlE1FqXq+WEEsrcNdsiCUgP0hTypapUVoxGZ1T/LG19qc08Q6axv65shDU9AHlORjFtP3mpkB83bseyZsjRsTudkyx4C8CXyyfH4nITwIfBb4H+NVltz8J/HUMuL8H+FNqI/XvicgdEXmxnOddawrkR6+jD5bmIRIj2jVII6U6jIzBGikrTjwp9SU3r0mXuRRBlexgraQh4xtnRV3FI7MWr0q6PCcu7zOkB2RR/GoNfUa9RXOpCuHsFm4xp089uV/hz85giOY3fdoV+tCTRPBaBs8oRZVgiqrmah4llpyLJV8AFbRIGRSJ2YBf7B4wTUNDLqqvmtgxm/B0Q/GcQI1eqSq5d4yzvLpkAHnRIu4Ut2jxweNTAl/AyKkVdji9jbYnZHzRjFNxSc4k8aiz2pOaB9CIuBlJlVW3YHb/NTQo/cP7eDW/Z5XOUs+KH8Pyca4UEyjGOSM/SjEHRxaTlvPFJfHnv0z3qW+cjBQpwGASq6ZsxWLXK3ToSzUk854YPUq0+jeXs0jN5lcr3W9OX65AdWmrGR5HUkR1i2JRNmghm0VVdUN3WJVee+ckMqWGZfXAqDlVCnBXO0Pl4SkLgYiWxdjiGNAaIi/lcwHjCtyFO9AYrer9MEDsbdxEK2WncTBPjRjtuWnRYlM0rry4BuaygNiTm3jRlG/TPItI8RYpEcNU4YZKRW0AtrrJijpzsy/RploDqMo+zmG+7iGUeACHFxtHUmp4jrajKqWPVyzPcW/bRZXo5PPN2o04bhH5OPDNwA8Bz0/A+EsYlQIG6p+bHPb5su0KcIvI9wPfD/DKK6/ctN9P1NKj+8g6mgdFjLDO4FuL+gqupMi0wZDWvU0uNYCM/VBHgeXC8A3ZecQ3rFNP8/pr8ImXkJ/550hewgzCbYcblPRowIsgUdFslWjSxX3k8gJ3e2GSzuWl1W3UhugCnThyWuNTU2IXsi0OVWXT2p1CaWC8NhPpCPEwKCwHsnNIq5ADoqHwmYp4q/6iVbogIxoZ9ergTFLJGUkO1Wjvz/tC9rmiPUYk22TKhaJwwfwBgjjUYx4xdz/C0LW4ZJn1MhkfI4lVyW0dLflUzmOld9E1IjMaJwz3PkL/6A3mlw/IGiE0SIoW1arG34dZxyCeFofmiPPmESMarRZKVvPvVVvA9LXPI3gylgHQXMwcuSRZSinj+gEZeqQsZDX5FwVkx0ITyCiFV41oSpdMgbfO5eq8ZyHzhbPFMjHWKvCbFWHjVqdl4bIslhnwto5WG0gsVItm1HnL4FhjAZwvidTqAlK6pQWAkoLYWLAFoFBNde2oniHFdZY4FKAejEYq0ixxsJTFKRp9ly1HiUVvxcKPW7m0apBUKcFIMKG6pBiPqxeMjTEtdI6IUSQqfpSGbVGnLDBCygmKR43RcKUSTlVCCtUiQcC3iC8RpNKUcH/zoJHiFlmpMasmdZV62t2mQP3koA03AG4ROQX+S+DfUtWHW4lzVEQOLTePNVX9AeAHAD772c/e6Ngnbg8e4mOmmXfE5QUhY64+jSd5m6SAuVelzFBARGMuLlfFm0gzTfCwOIHFwpI0xYdc/qN/TNCEd4pfg1tCjAm3UlzCgEJL3oWcGXKPW9xB3rggdx25CQSEZrkmoYTOkdc92gZLT9q0jPx2VcOdQDTpWYrUbIE6mCTRZ/SiN9UzVy05gzRWPNgyPI0q9SgRVoMoRtGIeogOibJxfQtNSTquxgkqpt42VnlHGilEpJhk3zZICrhLJTVrmAV45h59E9DVA/TLr5O+8BCWl2YidsaBusajbkV49Co5CXp5QdJM1yzMUWy1JrsBPIR5R+pXhDZgvK9xm75+E8heyOpsIdVM/+pr9jyLu1zVaJzYP9TKsEk00HbF8yhXqkKn4KoFk3WU5DbcLxupGUaPi6vFhEfPaipYIVWh2byfDf9b9Al1JRReUEloxjJPlkXFImFzAW1XfP5lNHbbayr1TbGQdkmQtGek3tRtjK6lgEdKRoVIGiyCuLeEZpqjlaLr10jxwsgxjuH1JKNFnFpY/5R6yKWaj92xK8AqI28/Yk8Jmx89rMbSfIwcdLVl5FI1SXIa0wvbvNZxMRxLvHlzFaRtLIVvkbidd1bQQzDKsb61o/H3yYF6ux0F3CLSYKD9X6jqf1U2f7lSICLyIvCVsv0LwMcmh79ctr3rbXh0HyUy9OCTSRF4b8niG0+NJcnJrOTiHMEJfTGeqHe2D5YxrOk6wq3bsO6Jl0WCjsKaTMjmfSLO0YgvWGu1/JRc/G3BfekB6bTFry0vBu3Mcn2rkFc9vmnMECXFmwTZ5FouRX1rjmiyt7ziwOgUHBW5jFbtOjq0zWjwJgyqWqpOEdPoB0USY8BEvYaF/9skMmnd/IhFxTxoSmktVYdkh7QB7pygXwr4WLICiiMJ6DCwvNsR1pfkl19CPvlx3GxOunwdvT0n9CvSaokmkGTRitk5q/P38DXS/AzXziCtGeIlLjgrdZUyoevsfpJ5JUhJL+udKyk5LZzet1bvZt2vIA3k198woBWxc5UCttU4VZ+7qIyUAjWFa8XhCbt0RUAe6dPHJ+0mydSUAihFhyeC0abazea48XuhaHTkuys1o6NgjwYbF1LB2oOz9MZS4wFqH8siLcXrQ0Kp7pNiSVK1WTCqh4gbBrQfSsBXdZMs/+IwFo22/AGlb9WdLhnPnae9rrcqQq1p6iiLV6mHaUbXjYdVrny+c4yZGtVc/7S8L8EMlilZRLRpDVvv0BstqQW41XsLXHMTbVco1OWmuMX1bfv9y45tx7djvEoE+OPAT6rqH5789OeBfx34j8rfPzfZ/vtE5Acxo+SDd5vfri1dnOOWazhrkUWLZiV5VyKpfMn8ZTxgVMv6NvQDoCTNRBXCYk72Sns6w89b/GxOHNY0fSamRBywhP3ZkZLY+w2FjxOxeoHFTVC6ljRvjEpQRUpubmko0V6UogNxVE2LfLt574pJ2lVdqxzcGDqdzTcbRZIgQyoBE9FUv6YMvbYpVcux6sajb3I5pVez3Adv1d4Lp25pX4s7XNECxDu4fUq+c2YBGWTwiiOS+wecfFVJbSZ97nP0Dx/B4oR+WBK//Aby4ALnPSFlBsQiHpMS44B3jpAe4aSxyD7f4RP0IdNhEpObzyx1gfeYmc6PATROhBwjuQf6ZPaHnMirlbn8VYm4+INrzQVT1PVaS1Kzju+CKl3DyHtW2rjOy121J2vTehJGwviKB4qrqVLr/vWgcVOR1LVQLkqJgLX3kqPt7yo1AuBtnNj79pusgZiHlbhcqtd7Mxr7UnC4pjkY3RKzgfQwQG9cNoXHNlc/q45uvtmm3WwCbsbBfMVDoz66K6EtmZEGNOyePD8YMzLKCOIWSZqH0pecEHXGkafN9rpojBqsL5x5KBk4S1EVA22HC0X7dCU3S+nvMSTJ1fbmQBuOk7h/OfC7gH8iIj9atv27GGD/aRH5PcC/BH5b+e0vYq6AP425A/7uN9XDt7C5yyXaR4JmkvOEEi3ovCXvl6RmVMpKCJ4hJTI2CZJmxDVwtqA9aWmaYLmrg0cuL0h9j0QIYpFp5g/r6Vywlx3sb/Y2YfxiQbp1x+rZ9ZE8a6zwqivGTlWz/4mO7kzm6qcjj0mZrGNezqpy1zExSY4kg0LqYYVJXdmMmqjl7dB5g7t1Zm5ggxbBrajSrUMa0MaSTtFrqThvKrPEwntrhlpDcN7hXviIGZtWF4AW9y0Dee8EuX9J+uojchRCFtyQ0SGRIgwxkwpHUD1b1Fl6gVTrR3hHzANt2yEx4oI9Z1El9T10Ha4UwxBf8qz7iJNEoiyOakZnLep5FuOupW1LYQqPFL7TjLpmSPU6skCMRQEK3BgWy6ZyfEGj+vcqv1n/1pwim990Y6LbM82FnGoACuPCUVaY4lpcjNcujwv+WHy6pAyuPspMskxWaVyREbhwQqp+5pUnTgmpHiMl3amkAbQk4CrvzvoyWeDy1q1U1URK6L1acFIVtTdErNssgMYSmXG3jOdc8rurUqiaoSzc0QJcY0KHYczsqPU9+uKB5A20tW2hm5V3b9Gi3geyWnBPTW9rb2tb6h5f9I7t+9/mTdoxXiV/68CVfs2O/RX4vW+yX29LS7EHgXxxgYhDu4BIAw5LRemdaXPJqrOkaOpk9JZIJ7z4ErLoaM5OgIyTTLj4Kml9H1gZwLYeh0ezo2k7k7aDw3cdKafCkzmG5RpO1kgb6B20zpGcGUjb4iaVnFhpsSL2mnEmT+f2ZkCPVWcqmhRgLpW5SaUCOdh5qm9tzmjsyZdCWPXI/MRc9GK2XC3BIX1AFq2p177wo2LSp9TJlaoPuRmbVEBP5uSzBeLVjFQ5W3EaDKaclrBiSlGFLMTkicnyadeIP5GirmeT+qv7ZGgbhmLa04D5qgtEMsHV50UpVCG4rkGbiK6LBsJGWqvGRS0Lr+vastg6xDcWkTlSBcWFTnTkg+tr0BL0IrLxwZbJf/LYTNqSNbW6eW4m/yiBj7xvvVihyajeKbLhv0eDZQFj1ZFOKCe1fpeiwoi5R4qvSZyMZrBzujHRFLDJi5IKMMdkLqepLBIpFo+UYvyrmszY7yJ4MJGsR81FJvuW+xql84lb5UgNqY3HEjWqxfdEUzK+vbd86jkbx59jKh4wOtJMFIqlLtS0LTKbIW1nlFlNbFV72LTjs9hPcl8H3m+ufXgiJwGPoouGtB5oujm5awjemxdEaGzpVeOTcwbxnsZ1gNDNZ2gXGNb3WYee5oWPkL74BeARchdCbpBz82dGlZAdzawr+UbUJJXOWyX5NqC3IbYDMl/Q5jlxeYkXyy+tXoiiBF+i0ESuDPxNsEOR0+rgkeI9Me55VWevhiEpxqEqqWdVfFS4WEF2MANxzvws1muInhCkSK31HH4c/EbR5EKZ1AUjG9c9b0lxhRerUlK00rKmOAN9V4skZHCK8yXC0hVPiax45xBtSr4WU2ljHKxqkFNbGMUKPPjFDBUh4BhytKx2qiVCVkaDlubClzKhL4rd1bedeayEgGtaUhOKf7A905JFfaPxT+ajSD2fbiTYrUk8OqGUa9urmbzL8f1NaRUDZyeykcSntAuVjpFxMRkNnWX8jPz5qKEVnlfMsOnUoyRbsEZ5UpHkSgk8DABzRmpBgZTMiFoSTEnV9NBqu2W0lpfb0sJfT57a+BAzm76jtqCLlFNkZYxuzcWbKoqV9NMIReIeKcYhjQmxtCwyxDwB7XJpV/y3ZzNktoBuDmUMjBGjhUrynRU9GV/kRMvVK6/5cZB+fOF+svahAm71ZhX3wSq89DkThx4vnUXfOXBBiHlFzpkhJnjuHsNrr0H3LO611yA+JDwK9Pc/x8nzd2i+/pPkN14jpkzqM2FtA3QQTMJUyireGNXQtUQxzty3LSxXNLRo9kY9lgRSTXalxl+x+LsaicaYW8L4zI2UNQJGnfwb3ZwRxMdJVSU4hwsdOSfz5U4K676EOzt8KAa/4AqtUnV+K6wgJcc0XsoE24CO8wG5dUoaVsUty1mUXO0/DpwiLuGc4l3GzayCTlJvwqf35H5FXPWk3gzHKZXFp7geOu8ZhoHmdGaZQ5PdSxRFulDczMwwp2rGqcqHmv+uGw2ZdTH03QzXtrhgwRjaNEUytZk+StgbuXZsWXUsJnvl8Y/yZaEsitypMpWMGflzmRDpo0Fy9L3OV0B7vMbogshovKv3NHajLigFxMdgM8yFrqbcq6lUgRLuPWzGX4kd0JyNNqIGalXvGYPfTcDO5upQF5j6r1Ab1UgpNUfO+IRGOwWF1rpyN3XVzIAmVBNptUbXhXMv49TGby7GZetf9XU3SrBB5nOYL9BuhjRl8fYWfKOKBcy17SaN7dT+oFde9tvaPlTAnZtgSaUiDI/W+EWwYJNsCWxUlFQ8IJx4Zos58e5L6E/+FBevf4Xmpbt4XTA8eI2w7nDzOW75gHi+or9MtvJnmzDN6YLLyxWtc+RFhzuZFc7P3PU6DQyDx6eBHFfos3fh0cpyPDdhLGmmFAOVq65ONgDrAK+DpLqtQSwW9OLepEVCHydUmcLFF1zUDJLVAOUKQVgTFrmTufm9+1wi3AQw46amaFV2xI8GPbJZ63GeHBRmLXJ2QnLg6v6pBNikRMKktVwqiuS8AWTjVNfQDLicwTfkteCijClbfSiAKx4fwpiLXEr+EpFibFJbfGrwRS5Z/5Jm2tYSbBlYFvBsW1zbmcbjg6nNJZpO2aZoN1rNCOhTj5HKZ03eV91X2fgmbIxuj6vYmyjIsaMb8JMR3jbXGV3kNpLsNE9KjZmq9ETV4sbzF1VCJRXcLC57WYvbZC4SsZInAsJY73MihV59THVBKNeeXKtS4aOvuNo+o9dJwrS+MdLRnqc4LEUCRtfkZGmFLQWrSdc5TwC7GEvNO0rGhFo0rb3ndgYFtHGlTmt5jD40uG5uY142i+z0le0yQk9/27X9pu1DBdzONWZMkdZ4sVA8BYZoVchzydvrPCKJoV8Tf/LHTDG+WNJ/bqCZBdQZN3z56jnhvCE+vCTdV/xSGVIkZaVf9rRtQxQIUYmPLpFbCwtnX67QILQpoQQbePcf4XCUOAJ7+WXAUJI6ac7WbxUEy4RjXG2JktMikdUKInUCV+lF1KIXS4kBkWDcsWQslZsreUSKWpgzcbXCuRbIZnSqHRS3cY+r13ViIF9yUKAKviPP5iiZrAM+2gSS5RpNK1KKpCGTshKjZRrUnlHay6xBwA8VMK2K+ZgiQC13SXP3jj2JprVApUIXOO+LxNTjRBG1XCjZKTKIGSmLD3oFMABCa2pz0+DbltTOyd3MclYASSw2rz7mCkWiNZJUQa0uImC1NNkoQ9OWC0WyoU+kgAqMnkLVKFdfZ+WrxaJCx8D4wq2Pxljnrbxbdeq2Iws4TkN/zPigoyRfkkPVtLF5A/C2YwmUqZ81M1ajL7doNpW6WNSb0839F3E812dfz8XmJIKOXlg5m13JnkUu46/STCVXi2Z0yKO7X67BY3WBGPMOlQXPiRXfbhukm+G6ObnpLBjOdzjfUBNw1oLe0i0YkXoUmGqTtwSYr2sfLuCeLcjOk4rUqzHho7mIkSNOG8iwKrG8mpL5dZ7McQ+aonJ5XBaSy+Qvr8j0VgV7nYl9xnnLppD6gUGVzs2IqzU+RdqY0dabATOXiVJW7ICYNNhamaRaYFaq6l8t+dky6VnOBJvQYBNDKRKm6GawSpk8BVBkPKYGHFTusUge1cugnl1BBkG1gHUxvAoV7CnXt/OK8+aBMlWNvQUyqGYLmEnmimfSb2aIAzVLaNaNxJKykmMgayZF8AlcULSxyEeKq9vJyRnOtWSB1K/xwZkEnz2kRFIt1WwsoVBetPDgghRKdOTsZMrAApi/93xuhqimRboOupn59zpfeN3HAXdqkCwkACPaVlCFEUQryGXVCQboxhawLYU/Jowb+GRXgKio/eHkhHxygoSW3EerZqORlJJRxKi5tGXdnDrXIB1s8a/3qCYMyHif9QCd3Gfl/Kfbdnb4qmZQFr7pe9/sqOM4RGR0C6xVg8biH2njaZKzSdyUJGWWebDI98pIh9XrS/DQtLhuhnQmaWtbcpU0FnxjdgorGiFdi+va8R2/W+3DBdxnt4m+IThBnOKxUmMSm+LPqUQHIQRS43GrFe7iAevLJe2sI6VMdIL4ZDmhhw6VHoZAypQIP3MrCsFbmHuRSryKWeETNMkVX9vB+gIgSm6cucmBzXUxFzhgI6gIo8otoQFKwdVcEuEXKc88MezA0SJechAjroQaC0hjEmLl+Zzt60r2N1usnEVOjh0r0lfeTORNTmcKUFt5J83JghXEA54slsa1pp+tKrItpgFBicloE/W1KLP50kcBfzIj3D21Qg19wnctiYGwPEcDuAaEmT2wlMlEfNuifSKvLSTbL5Woltkue9CPWOLLK+XFRPCLuZWRCwHtWnQ+Mzcxb4FG1YWwPr9taXrUenQD6AZwE9oDiiliS3ofU7uyQXcmmMME6KrWA/iSDz3NFuTT2zRnt6xoR06jwY6UTXJsiuE7J/OgGiIBJcUBnwbSg0fo0JtXkJo0jmI5XMr18/ja6zMo5dOU64GtLCAj3b1vt0p1VKqp0kBlFZTSL83GZUsF65RLZOa0hmXe8NrB49oWnc1hNoOuGKHbgDRhdAPU8iKkCfjZzCIq3+X24QLuk1P8bEa6WNI4hw7Ffa1kDcM5VJ2FyK5WxoGeeOg90KGrTPMdv4LF13+ahz/4p1h99Q1m3iIJ29aNA1BKFXjnLbm7OsegkVY9kr1NkmBh2FISPTkHwRt3K0AOmMeDQs3gJmMYXh3AJg2YGrkJ0KlJgioTa2qlUQxlpBcvsjrrqv5dfqsFb8dshEX7H/V0xegaKfwyRS8Wi3ikUAVoUa2LG6P44naZx4knEgiNN8pELRy9UPMl2CPQxA5cJLct4ZXnab7xYzR3zog//wbp9Ue0QyZ94eeLVHSC4sgpI656NQwQE66EOA9dwA8DbrBozvalF5imOa2AGxYLfNvh2q64iM2h6yxHzSgRbx7hFaSq0q/aAsxorpSSi8ONVEcNy57I36ga9y1T9xMYDYlaz89GoxLxZHX42Qnh7DZ651nyyQIVj28C6gNd9WDJ2XLVFA0oFG1EARlWcP6I7BrkwRulunlJ47sFsLaw1HEzlabrwjKSOFvcbx2fBYgfc+weDyp/TcEjq+U8qdkeq81GMZ5bze01p1xsJyUGYNR/LKJWQsB1La7r0K6DrrNqP83EbzuE8R1673Eh4GfdxqNk0r13un0ogLsOGD87o3cJPyTiEAnOW/XrlC2bWdeg0Xy4fXnVLnRo21qgxvqc4Yf+HumZF0lyCvoloLGkVKL4lKFtCWcLVLJ5JAwRGWLxYFJiirjQ4JJVHkeKtOpLPT/RUtXGCjrgLcxWpIq3xk9r8bWtAFHV1Aq4mjF6pXp9SJE6cEguoI9sQKFIesKGKqkAXdHbCg0XqiVnkIBihQ3sHDWi0lzDqqqKmv+scxkfDPA1eKI3d71U/IRVM67pTPPRZJoDgJ8jYSCcdvCZl1h87cfNVdAntF+hX71gGAZaLDeziBLF7lNcJg4Dsozk3iZ16AeyOtCBdei4ffe5UtHFbQx4inGZiwW+CbhmQZzPkPmp0SexNxCl2B8K51s8z0dtR6sYLiaxupqgqBhfVcyWMA2qAinZGwsQ6UbClvIucZZTutJplngsmaY1a4l3TpHbt6Cd40ODzM8IbUsSCE2wMQ9jrI6IkrIVhvD9Cj17RG7npKbDXZ6TH9yHvi+LMkyBVkrkb/1XKV5TRnJRCNwohRdFziTm4n2CwKbeZBVW7HMh9jb3r24zrk01ZcOzUTShcqQwGlilGKt98NB5dDZH56dWM7OdGXAHy72dQ4P3VhHLBUE9tvjNFpbG+TF14p0lTj7wwL1RfxVO56gXkgzjy8/ZIX1E+4gL5lFiLsZiCWVKvt+07HHiuHjtDVZ/8j9Fh8ipePpFT+M6fHLQnSDPdPh2wEtLGtQi25y5ylmodCR4C5+VInnh3SYKr/CbzgcyjqxWq09qXukS7WbZ3ao4LGawk0JPhBLx1heqQ2Sj1pM3YFyzrE2flSqKBR45kZKbpYJ3Fekp/xnPoTFTq5M7LYahaAm6chwsrSdGDUkE4iaznMTM8tGKFB1t19AsHNq6kgtCcf1ACg3uwhNOT+juncCwJvZL0uUD9NVXGV6/xOeESk2DK2P+DUlqNol1RHvju331SnCOcO9Z/K1bm3QCE8rHhYbm9JShtWAct1jA6SnM5tCvRv/lMSCqSqzTxbQ+LorrndaI2E1QzdhXKMazKl0mGx9avG2o77KM50qfZCsPp2UZcb4htAuYzcntgubkhPbWPWK2oKUwmxGT5d92bUvyASeKpkhar2FZnu38BNctkDdeYz2sIQ2WEkHH3lJ56Om91/k2MZlO5qNcAXbrf+l5GUNXEnaVW7W1r1JsQAl8qlPbTEB14dhoTtXdc7yeK0WQZ63lw29bo79CM9piJFg1qvq+XHB4H3Bth1+clECsXe168H6rDJcfeOCuTRXk7BZ6ckLz6IK4KtF46iBJMQ5mJDgLQigltZITXNtYhZd+wKE0vaADDEQglvDwTPjos5x++mvwr/9zdJnRXke12zkDbo9RBLnwwtVHW0vi/3EspoQ2xfvDuRL1VsOTi4qsVy3klcNLw1BKrCo135sUKkC1SHrZpHubcGXV8GwmRkkupVhirRFaqmQlFtVZ1V1Nlt7TeMZcQp8tDNrCoSOaeqJGdN2Tl0q8tACJtB54dH9FaFtmS8f8dIHe7gih1DzzGdrAqgtIWhGGc9Kjh6QvfpX08BFh1ZunStuQfSnuWmimjBVPSMWYG/pMdrWggpBfeIlw62xU9zcDxqTEcHpm3iVtg84WcHKCnszR5bmFThfgMtdnGbUgO4UylRu891WPKdSKjM+5CrKKForE3py5LaYRAnNZdFxJvqSOkqHRbAk5JytgvRrQdY+bn0LbEJ1DTxaExSm5a2kXJ/imI4eG9uzUFun1mvzwIeuvvkr2wRyYktKvluSmLYnOaqtjodzcOMmkwi2Cmlunsln0qSyaTrZPjOlsFjpjUzYLA6loFqPXDlUvrk/1sXlvdJvNGTNENjDrCqdt0ZFTY6TVdC3cdlZDSF+M7t0cd3ICk/c17fE72T4UwF3BTeanpFtn+J//Mj47el0TktDkhjyU3ArzFi/OagcEh1909DFaPuvgLYw9rojicU6JLuPObtN0jsWd28iXfookDWQhDREdzN9ViuFGnS8574vLHM7SvE6q26AZV6RhK8FlQCSFH8VPXMs0j5JGwlRTKTX2qOrlqFbqKDiLoRqQNwEI2YrLgtk6a35nxolYBquyScgEZO/HqLTRUKp5TEAULy5x/cpoldybkXDtGFaR1cUSJ0rbevrVmoselg9XdA/m8MwJ3aKFB+cQPVkSfrkmP0rkL7+BfvkhrhcgmJHJNUjJoV1YKKJz5K6jDR3DMkO6JEnNTAf+oy/b5N2afIqSBPziBLc4wc86fDsjzxfoySk8emiV3lVtwZpKevZU7ZkVyRstgT9uIymOmF4Af1RkikIgzpNjLtxyBUmhUihGqRSmQLNRfCmSLi/ID94gzOcwmxODo2tPLOrPO/NRbjv83Xu4tsUvTm2cDSt8cLSrNfH8PjmZthecx4WmCA+++FHnsT8mhGzPOa7ek8pjv4+BUWO2RTbPTIt0KiXQZ+qtUhwJ7CU7VJNphhNDw+Z4DHi9L6lazc1TZx3aziA05FIA2blQCiSXwgmZ4mkFvmloFqfmebLpCRtabPpGN/fxdrUPNHBXQLPP4Ns58sILxJ/8GYID72Zllgk6ZBhK1Wk1yVaagFdwbQOnJ8id24Tzf0mmof3Yi8TzB7TNCc3/5H9M+lt/l3j/DcK9U/L5AMmTY8Th8Xg0J1KRYbUAdQXBkv6npKuUEbAJAd805JzwhI2kvRHPilBSJ7JVJvFqaq9Knvga26CWygkWia9igWDSXPV4gKKCI6WqfKnjWHOglNJdIq5MWjtXTok8rHEO0vISffQQVkvSck1KA0EjVtHbigasVgOahHbW4JumFF8W0nlCbnnWn/5m2p/8SdL9r5L7Faufc7jn7tA86mEpSPK41lJ8qjP/bUXwzoMokoSm6ehfewB9JDvwOZOyI5MJzzxDLr7ZVwePPR83mxNunZG6ObHpYD5DT06QxQm6WpFzKiHaShi9HHTD5Y4APg5KqBJkuYxKBXN7lhlLjCRSyq9ppV3qeXMxNNv5pGhjAjbOlhe0qwXp/CGEgMsRVY8XhaHHlWo1g/f4k1OGPuGCJw1rWF4S+0scCVJPujwnLy/Qfm3vDSueXKMXN6kXrnqbWKs8fX2cBvC5RDFWo6xMBmHNokmuniAl6Vd5Bpa903pRXW60UHmV6oYNaBrVWXLZd2ZkNkPkDGmsiEoNsqLxY+5tkBKaIDjxuFmHPzvdlICbvs4JiL9T7QML3Ns+oSJC9g3+lU/hzv4RaZnxSRGnxJxx2Vk16JRQzGvAOWeJoYKQG0gXF3hR/OkttB/omhNc60h/74eQeEkWWF0ILI2bdCGQ4jDyoBYBli3lgkDTNBbNh0ldYxIg53BNwLXBhK9SS4/qiaA2cDVVEMjjPxPYtEySKkfazNk4Nwg125NJRHmkWoCN69VoFSvg4sUo8mHiU44WYBFSrS6SEsPFinx5TlivyHEg9gPxcsWQkuVkkYx0nuZ0Rv/6Ek0Z33bovME3M1oNrETgR3+cpCtC19AsI/rVJSe3bhGjEocaYq2oL0Ynb4VetWlx3uH6nrS+xPe9efMoaF/C7hvH/KUXrT7lFY+HKvUpBE976xb9bAbzGXneoYsaFn1h7nLEIjTWFEeMi2o52fisDVwzG6ftzWJdbQ52sHk81ZJymiepDaiaGeN5c/G5zjEhKZGWK5oYSY/O6ZeXzHor1BvPbluStdDQvPoa0s1JIdA0AU0D+XJFf/8N8sUbpPuvER++gVteoOt18Y+OkxgBGyOuPKupoDQ18tYPlSIZK92ojpJ4rVDP5DzVvU+Lk/9G4SjaabaxbxqLlQSEovmU4sK1ag1NgKYhty2EdgTrXFxgXbFnaclloyJWd9gJwTW4+ZxwdjZJNHb1/1Er3SNlv9XS9wcSuB9z5KdKNp7m5a/l0imtb8gkXFDQnjwMNNkeR3ZCCh6JHm1aCwU/X6GXS7SBlJ0ZoKVF5+BmvYXKD95SsrpAij2+SO5DzHQ+oFlJjceLx4eG6C2FaygcNi6YdNAGNFhpMGlaaFs0WGrRWqx04+pXeXSwKLKMpdTM5hlTDJtmVCpA7ydcpRp9M6r3k3E4qqXUwJ4a+uvQbHm2q+uf1NwUmpE+ku4/Qi8ekcQiM11O5H5guEhW4swnmtOGZ168w/L2ggdvXJKHTAieFAJ5dkJzsiD3Pf3FBagS2pb4/MdwjSO/cY6sklVXLK5hLjh8CCWfcgtdi2+FnNdoLnkEvUdCg1sPpFt3mH38MzjJo6a+HZKsKsxu3eb85BTpjHrQuXHdXF5Av4Z1LmXQKnBtDHCH2pWcJhQ8KiBECTyVADnWFRXMoCJjsqzKede0qRKzhXuve3Tdl2RiPXG1xq0uSesLYjcjuIYcGlzbkb0nOiENPVxckh49sjJ/D+/jV5fEB2+QLy6RIZV3rSNoj4tJWfi3KmNdNRtoSfFawb0uPIVGLDtRvaNqaHrNNV4tLWZf39BSGx2n6JTObS0c5ZmGxv41AW1CKTDsN9t9QFwgl+yM4gLqHKHraG7dNi1LJukFxpVk+vedaR9I4K7tCoAXAGpf/DgPbt2hefgVVAJeGjxm1LFsYr0FWzibHE4tZ8kqBMLDNS5khq98mfTIw6IjLAMpQfA22bK/NKt1TuiQiTkzf/YOQ1aaiyWuDYRuRmqdqfhNw6BW3EDFciZI0yCNR9oO17bkprGk7m5TDLXaiXJ166p8R7WsFyDNEkwKdKZuXkGUmqBKaqHgItlsjcU6OeuEc5WP13qMomp5mPXygvVrr5EenqOXS7ImfOsJCF4d/RAZ1hnVSFpF69PdjrNn7pB66F+NuJRIOpDyYBWGZnP48hfpw5rwYz/F8Pxt+ocrXPTQYDm424CGYF4lmKSUU8JnhSGWsG9w3pGcoN6jn/oa/Asvk8fgoiujx54vgp/Nae7eZfjSKX6+QOcLdH5CPj2Bfm1pTBOYlWFam3EjaduiKleea5VCR68UKalgcBaKXWg0ahBI0dq2FXOdXEMUi0lYrYmvv442VsItLVek9SVy8RBOTomhIQIpKY1vzUYyrHDLSzi/JD66j7u4sKrtq0tkvTajc+lIlo07nuA2+czEbn4XjNUsrFRthkq1jKvmRhCpAJ+rt8pmiavXpaTVHStCjV5aE7rRW5zEmCissYyPVmc2GL3WWJAVNX2vNwHM1cpS8zn+7l2knVMjkK8OmMfvdnp/bwfX/YED7ilYy2SAACgZd/sWs098Gvn8F3DewoFFB7ImZDAjkLlIlwERQFdLwvklyyCwaPDOE1c96oVlCHSXK5bBc+Ia4qyl8S0prxARfAjEPtKIozmZo7fnZN9Qc0VHVZr5wiZtSubnG7wZQboFNFYs2JL3lAGJFg50xOp6g3bfRRJQKsj6kV7ZcK2bwT6mKy2h8pX/llrDbxx8dVtm81Qpuct7huUFenHBcH5OurwkXa5xfURcZjZrCaWEW4qJFIU4QB8vmfUDs5du0Tx7SrgdWH/xArcacKknr84JagtZHhxNdpx/8Q28a80jw5eACl+SAbmSbyZGkmZY9ch5gmVEl2ujeeIAoSV87dcRzs4YxKOiZhDejB7Azk1omN17hv70lOHkBB09S+a4xQky9OiqVnexJ79xhtPxXWzmexmXE9CqkvYIQiMXbtSZZUM0CZ0MWUu0oxh0ZjYsi+ZEXi6RIaJti288ya3Q196wXBztjObsBJFMulziCORhsGIg695y1AxLQurNOIpuOOdyd6aRyXhT1Qfb7mMUpe0ZFsvDhuoYH8NmV9Xi6TPlvjf+8KPhUTdjs+Y+r55Xm8Aky6wppYCJtg10LbltDLBLHUn1Rq3hDcBr8RMrHCGIdzTzGe2d2zS3b5d5JGSxgLZ3Wsqetg8ccE/bxjBZJEUVCB3+U1+P/t2/jcaBoDDkgSar5elNxrd570je44OSowWYhBDol2tcA/EyEXqQb3gFUNwXPg/P3MLde4b04AEymKEwzDv8vQVueUkfM27t8a2VS4tqxYoHFUIBS8uKZ6W5zG3PVGNX8yObiAyuQENNuq8114XgQ0OOJSgil4g31wDV/dCVLHwmkZibizImh/e1CGtJLu881JSthUsfs86lSFpfEi/PcasVOQ8ISrwYGC6iVWDXTF5lui4QvEdcsomcIC6VpQ6of0SbevzdezR3A+nzF2gP1HqG655ZKXYbZGYmMhnwYtK2L/UBRxpIKTlkEiwTcWXRk15tcqfWcfpN3zoJfNFxHla1v2oVWYTmmXv4O7cIry0YTk6Q2Sl5fgErq2auOSG9+Vv7ElhSSBMDGuo6OfEScmJZILOW5F8TKCgGbOeDea1I2oAVJbR01JBqzhQDPNUMzrxMZJ2Jq01gTJSHiAv0r27yvPc5jwE5NUGYR0kpWv9kGuRVg1nM8GhAXWpJjlqGlPVm3LiRoEs/HBP/79LvkZab5E+pNEhNxDU+G7CFztmCJ84XDdm0LQpnTdvCfE7uumL/MFpEyyIpJaWv+jrWHeIC3nt82+DPTmnu3rWMgEWrFRwba4ZM3tpUnOGpV8lb1QRH8kLzdb+Ii7tntK8+QjPmgZCLP3a2yaZORmNF9gKtx80afJyRQ4uyIuUe+dnPsW5bvAQuVxe0r0X0crAJ0Am4AV2dI4sFfrDIwF4gL1c0TUsWMT/nthkTGuG9GTNjLAncbcLmwi9qCTeXsVhw4bYBF9woNRt36EZgUiglqJxVLyuGUMYFQC0/imZzjXJFVawTpVTgUY04jWiOpPWKeHFJOj/H5QEkFyNmJq2TpRXImd4ZRTKbtbSdo0+K2Qodecj0D9YIgyW+pyGtl+S+H4HAacm9Lc5ymXuHNiCLDmYt6i2vdMhqVYeKtmWuhwN5SCWdrE10f+8e3ae+juwWZWyUMVIn20hkGuaEbkb7wkcYvvjzhMUpw9kJXM7R9Rpij+beNLpBrICucRdXhLIiPhgQ1uRFVWjEpGgnEzqMIm0H85DRGMuiLZBd8daorp/Wd0tXCrEfEImWJRAKKOYCOmtgEzcwLlxwhfKQ6mo6PpcNENdzZiyQx4ZfAbbCiWiuN1+APSvmv1gwvOY/L5TbFMireF5z/ZhmSFlEDJxztd+UBVurEONKbdS2sTwkXWcGSd+ZQFSEESk+21oKBFOruYsF3fnZjOb0Fu2du5ZPX9SijidvaMQW2f4uV8fTW9zcdTuIyMdE5K+JyE+IyD8Vkd9ftv/7IvIFEfnR8u83To75gyLy0yLyz0Tk178tPd/RrtAiW9I2YBVQ1NE8+1Hyy58sgyTjEPKQyT1WmzEa9+hCoJl1+KbBt1Znrlm0dKcdzZ1TYipcXF6Sc6a5HIj3V/DCPVwTxooxkhW9fZfsG/r1Et+vaIp1OpZiqqaihTFghGSh41p9oqkOYdPBUCWsNOGgi7ruDAgqYZ20lnayhWCsWi1FSvXmq4sETN4q7nWuJNuxhwml4jdDD7EnrZbk8wuGh+es75+T15adj9aRUiL2ShocqRf6VWa17PHe4RpMa5AC3mshPlTSqyuGVy/Iq2hq+3KNrAcL5AG08YRZhzQBN+twi5ml5QweV5MmgXk/LNe49YCsB1xWW6Bt6SF83Wdob90lmVhPlqvGXh3rvAHiSCLMn3sBuX2H0J3gF6f4k1NktsDNFvjZCb47MR7V+03RhSqBFjqjuCsxlgwr6Q0QHcFxLGBQBWvBvB2K10zNo12BbPw+XonicplKYVzzKMmqpFyq1eQEOaIayXkgayRrtEIDmtAUS9GKzb9tm9GYYiFtfK3rnNJUsgsmc/80668V4KZ6g5R/1Hw2k7Jv9ozKpaTaYmRME5BFcK54jExpj+I9It3MjMmN0SMa2pHTVuftcyifXfFGKkDumwbXtoTTM8Ldu7jTM/Ik+EiLbejdbMdI3BH4t1X1R0TkDPhhEfnL5bc/oqr/8XRnEflG4LcDvwB4Cfj/icjXqmp6Kzt+TNsGcsFUKV0saH/ptzP80x/DPVpbVFQJAtRVCX/vSjUVzTgnlHK4RaLx+HVGUkQvL2i75xBd4k5P8OrJX36D0Has4yWzNQzzhHzxS4hvCLNTkkJcrRCxgJ4MxCEiAr5xZiTNiZRDSVhlkrCrVa6dFONkkejGtJWT4BstKjt18m88QxQx/tCZBO5czcVsmoZvmwICjhwNwHytzKoDDD0ae+KwRvuedLli9do5LNc0jdCedMznLcsgDIpV03bmX94DqBAah0hiGDKKJ2WHrpU8GHilWNgbseRJUrLZdacLUoxWlDkIrrHtWcSqcIsn5wiDIqselivSqrc+JIw7nXeEb/3lpNmJaQhasr1tScd1zGgBb39ySnjlRYYvfdmiKc9OyasV2q+QNAPNeJdN8hv64i5ZxqEzLcAK9BaWoi4MWUvyKDdy4RWsoASBVDLYFUqrBE9dMfYV7w5jfTfZREZzZiqe1SXXt6iMeZ42vHop/6W68VgZ55JFAF+xHSlF23OguSxOOo7TSjeRp/aV4oddF5lx2SmtaIrqqmurbAAd7Fn6Mm69FfgVX+kOqxGqbYs2oVAoZuxV70YhZZS6RxdS47pd8ev2sxn+7JT23j1oOsuQWW9YHpd3p5rTO9GOKRb8ReCL5fMjEflJ4KMHDvke4AdVdQ38CxH5aeBbgL/7FvT3idoofUsmJwdEZt/4i3h4dof28lUSQnMyAyxMnXVEZoPNrJJXQxSjLZyQ5x3NacMyWhrX3g3Mmhl5nfAnDZKU1aOHBO/I8w7vWoQG18xo5gvWq3VJKdlY8QQnJMn46tqbTDJyogZQki2ngqPk4r46SkzCKWHlRb11CppjCVMu3B+DSVpVItQGU0fZqMROi/eJTScpXGqSUr07XiDrR6T1JcuTFwlNIvIqw8Mlw/ma4GF9sWa+mNOdtPSXF5TiNoCgEQbjpwjzgLpE6oWUPTFblsMcEylnfAj4rsNnjHefd2bwLdy866weZC4VuKUYlfKgSEyWJ2VIyBDtnMkARp95jpNv+04IRiOJyE7V07CyaDoKeOH2i6/QP/fzuPMH6HKGm8/R1cK4/mSLm6upCQYLWjFALQbLQmGNkrizdAFVm7EAqFLbUYu0XdwDcWI1PynG5lQAg/q+KuNaijVXlWHE2LJH9WapQyiPNzsC6iYPuCvAbJ0Z86QwKnOMqsF0zhVt0ImZTqt9ZvS2GB9yWWCqm6uCqFWdr4FllqunAKYzbZFQOOzCSxvo2rjOobHfK9VX6ZBQaCdfK0qVf94yJwYfcE2D62Y0JwuaW3cJZ3fHwK6JPrOj1af/zrRrqZJpE5GPA98M/FDZ9PtE5B+LyH8mInfLto8Cn5sc9nkOA/1b0nbRJNv8Up2IScDdfQH3Sz5LPPNIMye3gYigyx69XCOrgdwPYwUNAN8GaAJp1hJO5rSLOW3b4lc9+mhl0moIpNVQ8jU7y/nQLdDQkASGYY2u1jAkfKnAnqezSDDXRFXiEBn6gZyVVDLwmUW/cNNVUgLzMtGaRD6hcbDK7kVdtYTyEY1GcVh2vyqpM04K50I5ZaVmSrixKrlfkleX9OuBeH7J8C/+BenLXyVoJkdltRpYXyb6hwPLB5fMupZu1lpGQCmTEUdWIWePdB3trTmutYCcPPQM60geMpKF4AvPPm/xJ3N825BySYDVNriZqcJSKpCbcQlyk4Fo/swxWfRqVEjKgHLyq341/s5dqtyXt1GHAoaPb6Q5PeXslZfxJ2e4+QlyegqnJ+T5HO264g00s8T87czcO715PGwKg0+iU4t0zViVqARkFW2q5u1WZPTdrv7GUjJHbqBQqgfdY3e0nfhq+772fBkl7XFl0Ku/1QX/sWYqy5VgmytUS+1PXcTEbWp/Tt5nBdoqJYsPRkOG+s9v/vpgFaaqO19JxSrFi4SSmE3d1fNXisSqHXW0nQXbNPfuIW23WRgrx/7Y6NhNnLwnjJMicgr8l8C/paoPReSPAf8B1uv/APhPgH/jBuf7fuD7AV555ZWb9Plg2xV8M/6GJQMK6lB3Qvvt38nqR/8+foiIKGHwIAP6aA2N5eutr0i9SQDdbIYsV8R5x9zfJWbFx0R7toCspIfnzLqOVZNwd04tEb8P4HKRBgf6h4/wwHoY6GYzusXcws37vgzkEmkpZmiMMSLaIApeTNokOEgbC7yWnOJSiqNWIDfhuUyQvMmbknMEteIGUgyRkk3VtepQWlzA0ugepsuHcHGOBsfQ9+QvfZWHFyu6u7fwbUdO56RMCfrrkblydmvGeVb6VVG7iz9zHBQf4fT2CTool6sel9UKUojDty0utDjfmLukFyQlE5C61gySXSD5MuGLsQ/n8R6IPW5QUp9JqLl6KfD8szS/8tcSQyhl0IornV7NZbfLRqIqJHEsPvYyF5/7vBlk15a2l8G8VnIpqSUFIKQXcz/McXRcqbLt4yBZ39UGsDcGaLu+1LD+YBI3MNbfrJLxsYaxaaa+TXPl2Ok2ubLY1N5zdRdGkXlCo1Sb5ujCvqNPo6vfuD5I0TxACHZs8R4ZaY5Ce0jhqHP1fipuoSaZWzCclpqoWlw7JZiELfVzST7l2hluviCcnBJu38XduWP+3WM2zfoPpu9u2+34nWhHAbeINBho/xeq+l8BqOqXJ7//P4G/UL5+AfjY5PCXy7YrTVV/APgBgM9+9rPvzF0LJBVcdqhk5h/7Bpbf+C3kH/qb5IueJoG0DvpEerQ0YOzaUhrKuN+Y1SqqzBPeJzocq9dft2CT4IhBEMn4WUPTteQacjtkXJ8se5uABs/s7ASnsB76EnVuA8AHR/ZajIWe4Iulu7jpjXE0hUN0ZZLnbImdqtTta5i6K/UhC7dZ7ERIKp4NYtno6rDMYlywpojEwZJqXd5n+MrrDF95lXB3Rns6Y71e0792Tv8o081aQhNIyyK8Z0e/TMxPhflpgxAZ1omS8s5okfsZYuWQrS8+CD6YK1boWmQ+I3cNQRSVhM4CsrCMbtk7Gh9GCSqL4L3AMpGWibRKaB9htbZ8NEFov/Gb6L72G4jO44ovbp76t+9pWqRZp4LMF9z69CfpX3+d3A8QB2RYI0Msxj9GVzO8R/venmPuq4nSsNiVQTlyuPXrVZCcUiF2bldsHxUrq/nIXPQqplSXtStLhLAB1tqPHcAzCsLjjlKAeJJUqRw3fXZVedxA3OjBvbmvwsVvF1bQ8US+SOP2kKrL3gaQJ3SHq1RJNVJe5bC1SPBavEik0iYTH25pG9xsZoFWixPk9hntM/dMU1a5+gzqw9lqj2n3bzPhfS1wi/XgjwM/qap/eLL9xcJ/A/wW4MfL5z8P/L9F5A9jxsnPAH//Le31Vtu32j1mnFTDjeQwJ/qmZfZLfwXDT/wQzWogmX8JQcWMlLq2lbox40fKCYKQFzOTRC/uE/vBJlWpsBKc0LxwByeOeL5Em0DqGuLlirwa6HWwKMuk6Go11r90XWulpJL5JFoBYEXdpvq2c7X+nQXkSM4lzLpk5IsmHWvOpRpIqarut6LLMEMnKZZnE0ffVqNqXMmj3eP6JXp5n/jGGzz6mS+SXn9Ac7+j/eRLCI5hmdDzS+TOwKxruFwNjNlyB2V50TNbtHQLCzCKMZJ786ZxMaBxaYnq1aoFiQjBe9rTE9ysI3cNEoSsiXC6QOaWZ0KdJ/iAD50FW6gVpkgxo48S8Xyw9KYxoc7hu45h0XDrt3wPQzdjrKhecU52j5mrrRgMXaB7/kUWH32Z84tLhrRE4yluSEhOmyAuJwVYAgwrs/vlWLhuk56vOGqI+eubOWAq3W6CeUZPOezc5tZdfyu0xJVSNLXr4w2On8e8J1fus6Ju5cM3m0dheoNkY582XyeBYZsnhhQqZOTZRyG7eo9UaaTQRpOEa5b4yRlvLYVOckWQETeCdfXSMVqueE558yCx3CRGjWihVCgRydJa5kffzQjzE8Lde4Rbd1EJdXXlJqzy2w3acJzE/cuB3wX8ExH50bLt3wV+h4h8E/Z+fhb4XwKo6j8VkT8N/ATmkfJ73w2Pkl1NYfRNlZLvYP6Jr2P1ya8nXPwT2sEzLM9LmkozYkqXyooueIQgjlVomN+5Tf/oAT4rqe3IQyIk0MYz5IyseoZ1b1zseiBfLNGc8E6LJ4QnD32RPASihdb3wxoSpCxWV9E7kioBsUjA4r5oK1Ax5qWSQyIrRJtdUqtdi1oJJu/svlzh1bEIuRroIymSvbfUFuos4dD5OZevfYkgK9avP+Ly9fvIKpJUefTl1wiazUNmiOijxK1bt+j9Go0g2cLIhwFYRprWETpIfR77YVSQ0RnOFY8FDxrM80IbR9OYf0R7tiA3xkPWwBTEj3Y1RXF40sUl+WGP6xUXE75UnEmaaX/pt9D8ol+CSmBM9UuhJ7aYi8cW/QIiGTP8utmCW5/+NMvXXiPHCyz/OKARJZG8msZTJEYKkGvsRwm5FlCgUCtIMf5t2foUJv7V5plvnGsu0qdg/tyM3iVGrRSYrKJ6QdSRt66eKxNvlJHG0Q24VgCfZmadQtPG4FjZ3004fGYMFRj5dfEy4Y0dMlaqqYLFJjgGJ2M0YxJbAKgSuJjnSf2utaKQiGkbE1c/bcLoOSIhWGbAxhwG/OyUMLNc5eHslO6ZZ2G+MGm/LjLj+Lg6UN5pSbu2Y7xK/hZX31Ntf/HAMf8h8B++iX69Iy1nh5yesvjlv47+n/8U/ZffQNc9oQTUJM3mB9uIOfOnoi4XI7/MO1yMdFEZnJjLWczEV9+wCD1V1Amr9RrvHbn1NFlxjTOJTC2jW0qZ1gdSyXuh1c83VHEwmxlNjMfMESvIkHXMVQIUd1gtBZDTmLK4uh/YoMpmDFVMQvfRkuo4Z76tBTHisOTyZz7Pxec/x72Xb0Hfk/uMDKB5oH/tESdnczyZpI7+Ukld4uSk5fLRipyLdpAzq7gmZ49rwC8MaPJQ3Kuqy1kxXvnQIV2HX8yK10dG5g25Mw5SvLMow2J8skOzJQ7KGVYJtxpIq4G0Mr5fgyPfnnP6P/xefHtGKoBWQWojVD4+zLe5bnFiGgkJ/8w9bn36U5yvLlkPiXSakLSGnMgO41a9oLFkmvMOiY48WIDWJuKRx7kJgauS8GbR3dT/lJKXAxuQKhvBRIQaWVkN4CbQunHRGiXk8QpV0JbNWKlPZboTG9oGNl5J4/NhcyvVBx1XJX0xz6yyKqgrtVAL7WcgXtz3CnBr9YyqPDcbUK+GevHVb96N1Jl6h4ZizPUBfFuk78Yqu7cdrpvjW/PFd6cL/DN3CXfuWO3TcqNV4x1fzHugfWAjJ48xFtjwybRf+wtZf+3Xoff/Dj7awBnK5JLB4ySgvrhsOeM5cz8gweO6lkFX+L4ERLTBsggClVAO3hGXK8SDa4Mdn/JoaBIV0toyDIq3PODqi5qaFUnZVPAhFlXdOLsqCQkbyYmU8Mkkb02pGBkFIYw0iAXWVPc0ZxRDBYZSsCG/9gbnP/05hgdvoGcli0dS0mAZ6Javr+gajy9GTMmO5cWKs3sLpLVCzGlIMFjAx5Chu9sxuxVYX0bSpRpdlM2g5opvLk6YLU5JXaANIF2Hm1nwk7QetPD2XTD6SE2LEifEVU+6WFmVm8Hefxab+M23fQfhF34LUTCaxOmIXUePGbVSdBTJL4WWk4+9wvq114nrNZpsoZdUAkoqDeCFXEKqzbuhLNBaPXsYwTKXKuS2SUqO9NFcxxjBWD2L7ClsOGMzUBS6pRawNil8vLsrUuFGnJSxH7ZLqdc07lUewuY8dcEZhQIKbVM1iBFnN5IxRbKuYnhN5FT4/ippK1JiD/yGMhFPzQJTqRBjVib0UvW8qUZHb55ghLZEJltAjmtbpJ1babbZHLeY4+/coXn+RcsRNOaZLwvUDn77nZKud7X3PXBfN9kO/S6SITfkztN9x6+n/8kfw/eXlkNEvLnVLZfIDAuh1RLamwXpE94HhhBofGDlelSFoJCKC2EcEnG1prt9BiiNCjmYscZ7R7/ucbUyt3NFCgPUzEoOS5aU44AbAiqWoS37UGr9ypgbWUqovogjDRHWgwVuaK1UomTncI3lHk45jV4jVfLMYoE9qY+sP/dl3KMVEjP00eZI1pLgyLLKLZdr2i6wvojEnBkG4XIVmZ0tWJ9fWJ3HwQr0DjkjCzi50xGi4KJaPnFVNqEixuPnYM9DgxJuneGdGRBzzriuBFV4j/MO7Qdb0C7X+GVClgNEy3meinTHR57h9Df/dvJckNyiLlLB7iZjaVNbEkAsEndxwulnPkW8eAhpIKqlBFAdjLMWRQeHuGE0quEdEgdyMuHASXWVKxQQm6hEM+i5opFscEMKFVwBS2o04rixnA9G8JZyj/XvuGyJbCTpAn4U7nrrCY3GReuLG7F7PI+UQKO6ADg2i0yJJjUnDTXBRTY0RwV8LXnnayCSCKaFMqFWfJXGZfOMygVl6j5YgLpm/3PBquCYtN3huw437whnp8yeew53654tWIoFUFUq88qTePel7vc9cE/bTV1yzIs3IDrgPv2v4D/7Hehf/ev2stYDRA9xIL9xAWp5DiQZRaE5gbS4ABoybRZi6onLczu+cXRtQ354gZ5fMj9bEHMkLXurGn56YsbHnAmNK4UAGsQXFbEEH2gWQjYpV5z5J5MUQs26ZlSBDgMMkZgSmozDT5psziiIEbDk5NB1T6pgkU06GyXuBPH8gnT/IV4T884RfCamhJBQNf90JRMvlZO7LU2nxFg49V5pXjyleekWD3/qKwzDJXlI9Bm4P7A+6zjxHmkGvC/V36mubw6aQNc6Bu0J7QKVBL41637x2VVRmsZAMOdkmflWPfrGJXq5tlzUMaOhw/uE/tpfh/vkZxhcg88GZ7tGyrZ3xfbniocbf2gliSfce57Tj3+KB5crXEpoWqOx1lDUCY8rlis8BDQ2SImQFWoelThKvUBxyK6LbwkJrwZBBxtPj7I1OwugwpUCwhvvDR3plc19TItvjM9gRGJbxGWSP7saFkd+ejREVk8nA+xcEmhVUKW+2yJNS+G2p5KyTmgPtI4HyyaZa5+lRpGWY6Xk2BkXA4Eg5k3iXcm7bbnsTcoOuGAV3aWdG/U2WxBOzmieeZbwwvM431I12fpnmybafHgqcb8rzYknO4Xs8O4WfOdvYv3f/Tjh575iqtX6EUkU3zvkIpNb4/zIuUgy2TjM1lttvgKwyQ0InrRa03gzTMV1D05oGm9GtNVAXPYE71GvY9SX955+6AkCoo1dJyVyvyaJAuYTnmM0rcCZf3Meok3+dcmCh6nZZC3FbgQXxNziBBxCytmSL4EVVU3R3BWXPawH8MLJrVN84+kveyRapaDKbfZDZNHNCbcCzXnPoLBarpDlJaef+ijdIhD/4c9b8NqwImaHiwvWc+HW5atEUatakyKimNvjrCGSCN3MSs01DTEnQtOiwY3SXJKM04gsL9DzNenhEi57GBJJHd4nvO+Rj3+Kk9/yvaR2jmSHxywG+yPgHhcAavDIJmhGR8kVheg985dfYXn/IbpekdO6VMSxYhNgHi94cHEoKQuMi5VkCZicz5CGAqw11LRQJFqoAU3Wcy2alkwocSdsiuhWisHeE9UQOxLTlSPyoH4jgasi7iqbK95tDJ7I+ByuSNkUl9QJeFeQdlMeuoIsBv9uko9E3ISUKf0ePVCc2YQqTbhJN1wW0dH7xIK81Fu+bamuomOxBEviJs0M33SEdoafz2lunzF/4aPI7Awzcku5/hVl5ApOv5s0CXzIgVtL4vkkGWVNePZlhu/8jfCn/3M0wezkjEEHcr8mL4t67RxetSS4t0EV5mdkuSDkgaQn9MMlwxBt0OJoFzPiUAqaIiYRazavEAehhGs750qBVmfuhL3l5HAp4byYvzAZN5sTlysrPKzZQsL7AWLERfOV1phwmjeBJUJJpGReKL4JkBSnJaS5JvrJiXixsuIDXghtIPYDw2VxLRzVZ3Np9N2M+aJj/ZVXLdXtIMQvPmJ9+w3WQ8+wXiOhw0ePhJbm4UPa1BKb4q6Vc8mjLfiuobt7Sp63NLM5g2DJ+wstkFXxYgumS0paXuIfXKAPIv4ikleRNCS8Ar6hv9Vw8r3/c+TeR1GCvWtnsDjBpyug/PgY2S2BT1sCctdx+olPkh89ZJ0GQhZyiiWbqdh7EANwSWkEMo3OXDpTSb+bjRs3t740yY+umPExmQpf6W2ZUCi6Ae56Tzri9sTjoxqnrxgpR8EamDBCMILt43SBTqTqArj1ewFrrbEHlcN21fdENgTZ1kKwuVYBemcSu1AWqPFn48IRMe1LLCWrNoE8AW4JjUVAtjOLtu1muG6OLBa4W7foXngRd+dZkgbLyXMNJr/boA0fcuB2ClEykj3qIpmW9pf+KpY/9zOEv/nXuFwrPpWqOMHh1ezs2liAiHjHAETNyO1nyM94+MIXcHgah0V01RSr3hGcpYuMybKnCeC9t7SxMUHMZFHa+QzUisQ6LeCVin9wzuQ+Fq+VgZwTkrGowyFCX9TulGyByRnBI8EK6KYiUQhSPBGKTzig2ULlh9XSaM7GE7wwDLGk6CwpYx0k9TSDY70cmH30DGkU+jURj5x79Gfuc/loif/qI9zpQOjmOJ9xuSfffQbxHyE8+gIkwXmPby0viZwtrJqNK37sWMX7nBKha61UmYAuB7i/Rh/06GWE5YCuY0mLam5y3bf/atpv+5WoC8apFknb78nu9hg1suVRUj+PE1fcKLurgL99RvuZTzP0K3temnFqRaIRRZ3ivNktSHFjSEvJpPCc0IQZT0sEZsmMVbZRADihNTmUVtmwfM/F6U6qP7dueGLdJEqyfTZJqioHLluL0zSgXWRDldTDzI/cjZ3RArCMoesG4DXNbpXGbX1RxtqQm4tsaCWpeUwYF4SRuqhrg4jVjSw5ucUHsi9pXb3lspHW6BE3WyBNa5kDZ3Pc6Snd88/TPP8y2rRGo70HQPmY9oEG7l0T78rvo6opiHqygOvOWPzq38T6Cz9D88/+JSkP+JzIa+NTnfYIbVG3Pebx5ZDgSMMKCd5Kk/VrmxgR0IQPzqiJVCLrcsZ7T0qJTjwOwYsw5ExcrQilkHBeJ5SEZrOSS04mwSTMrztZ8n5wVrIqJqieDQpu0ZFyxGeTt7zUrJq5VB2JxTCvpMJ3+iGSnAXCqAikUjxZcuEcbdbELPRvRLpFbyqm92TXkpIg95c0CbI4OgLhZAbO0/oZ/Z1byIMMz71EfnSfxmX83CaYW3TmHFOeafXvdi6YxhI8uR/McPpgTb6IsM7kVBYxb2Cgn/got7/3d5MWC0xXqtY3NgBS2qGQ5e0xdDW1KdSqQarQi8M9+xGaT32SYbVGtCer4GNJsaoKrt9Io26ghnKLS5A2kYX2ggscZvN3R6TUeyxEQq6fJ9GJRaKtxsdCNpQbZcJvg+im8C2Si+S+oYOkPJsRMCe870hRbDbbfYw0iZSQ9C2emwk4FkCuUrh1yhaBKknXPjjkSqDOqDCM/txGkeQSnIWbpndd4No5rm1xzRyZzQmLGfN7z9K+/DFL/1qeZfXsrx3UmsrxPdY+0MB9XQ6BOhg3UoUSvdC88Ar8ht9KfPgnCD/3FcRHJPXIuog5IZsRJATzchAl9j3twwsSSmrE6ljGiC/h1IOaKuwK36yxqPzirYJKTXiTU/HcyOUcZmQkZ5g1ONdASuRskrPmCt7GV7uUkKRIsomdLpcWPORrgYUy6LN5aZgGrpATTu04hmRZC4Gci2ErJ3KOxGgLlitG1PWDNXm1ZL2MSNfAALkfUPUsnn+Wxde+QqPK6uEjYnCkqMiXvkJ7dgqP1sxOF4hP+OBx8xnVMOZCAx589R4oqTtJiqwiwxvn+POefLkmJ7WAG/EoAXd7QfM7v4/04qfQbDUocZPJt2MiVtc72M9xP/7bJnmSFl9pFUf3kZfQ80v6n17ih4F8+wQ04zERdczLPYJuQuM0GKhUo9cMagbHSlWrmuslRSOpKX3HHaYoXedA4UGqn/r0Dja7b0LZBShhA5u9RkK9pLqt/b+yAG4AvYapV3Ae14f6OxsKb1xiKuUy3tEG9LVK+RXQVcaQ9lyzBoaanztYrpu2g1lJ+tV0Jn3PO5r5nPCR52g++XH84vaoBYzvty5WNyxP9k5K6x9o4L5pExW8BlYO3Df8YtJ3fgn9S38W/coDdAiw6knFCOkyiDhcGxiGAcmJnmhlCkTQxpuB3IGmTFPyKqQq1fhAihb+7MTU/5Qs/aUr+ba9FLV6KJJVTkQUv5ghq56gjiEl8wnPVgZL2LhjqQOvG/9fKdI2zoyRWZUUI74J5CGiREIWAg5VIQ8Qlwklk/tEipYz2uMscZMqw6BIdjR+TiLT90s8MLt1wsm9W3QnM+LDc+OmSZazp79EV5G27XA54s5maGvl0TKA84SmMWOswzwEghCAfL4mvXqOvxjQ8zU6RFyWMnEzsjjB/7bfSfvLvtsmdFayy2Ohqe12TLqE6bbHstxd2W7BL7GZwcc+RnN5Qf6p/w7XLtCFQopkhtEbQoaNYU3B/O5FzICcE+pqZr1UcqwXjwspRr1scQhSqh9V26TB38YAW8HOOnul50WyxQZFTe1axsgURCtwV/75Km2xibocw/alHlkXkALaI8ddDr6y0NjzyIWHGXObCBvpfuTT64Ju+bdzqSVpxRRaC6yZnxC7OdLNcN3C8pGczGmeeYbF13wSufUMKgFX80OOAO7YMyzeM+1DAdyHJO+rGc8sbDyIoK6h+ZZfw3D/Vfxf/6tw/xGhm4NYPhA3ZLhcAwknkfzsy0iYofe/hKjgXEMSCwSogJorgDpnZaqiK5Wk/ah+giDeeN+xvmPKaFQSnrASGDIE84hxTsAFXIIch0LhlO2ISWXBW5h5qdkIRbqsngR28+bhgeKaIiQNShwsN3buHcHPzMA3JIZ+QFWtGs2tE9qTOTlHTl/ynN46I3QtqxSJ2ULAc+dpUjLaYzGDzuO7gMw6S1GasGg1b3xlAuM/Q0C9LUA8uiR95SHycE2+HEp4v5V1E5Qc5uiv+y7af+23MfgGYSC7lqDJohj3tGNokl1S9/bvueYTR0ihwX/sFdLFkvT5n6WdJfo4R4ggQ+UW6sArfwSVRCULCA3kVArx5lIop0RPCphZtEifbIKZysgeMfFKMidhLOw7wruMMDqZGFw1Vla8nFAVYEBaZf66PuSJwdNA3YB2BF+d9m46/+q1JstsAW1xhRcvwFqDxWoSqezNV9u1NTHZbMxBIu3MCl+cLGjuPcviE5/C3X4WSQ6CTiifKvFXKkcmT7Nu2q2tvdPtAwvc19EkUy5v2mJIuCRkWnR+hv9Vv4X86CH6D/4O7aXD5YHh8hKfs+V4Hlpy43AXP49IQjQYrREsEMAVdypR8H4D3q6AzTiZCi/p3GYyacpIcCZ95YxPgnjzNiBqsZpbAh41qxbeWyVqKb6v6kxqdd4VFRdbOMBKfuVESgPiLXNiztGkLUloFmKfiX2iT5nsHH0/mHE0KTSOk9unLJ5/hhACZMuOJ61FNzbLgegU74QGLD9L2yCtx89nSNfgfCgSlrcq6+LxnRVHcE6QzuNzIr5xjr76AH24Qi8G/BDJWciuVPppGuRX/HIWv+P7oZtj8GHBLEn8Y0a3fWNhlzS96/sUzDfAbekENFuofd/NSZ/8JHl9yeorn6eZzSwuIDNWKaJKy1VkZcS7CSCoGWRKkQvzv9dSVCNtoiXLClwD+jdBmWK0SwXoiaFQysWvQs+UGS+fR6rk6l618yMbcmXe1fNP/pUja7rhep4NG189TOQxQDQja61o48aUrBqsAIK0HdSc6K39bboFzOeExYLmmWeYf/zjuDvPoK6U46Mkh6nc+ph683GS5L1kuPxAAffu9JTHbavN5ZrBzKLQ9PZd/Hf/DoaUWf+TH6Z9rWfmZ/RYrT5WCR89KSwtwu+558mXjwj92tTaIoqIdwaUqoWfxAa8F8x/L1tll8JjWpYOczsMLpi3gEIaIo5SwLfMxahm6BynizPLvKKoWCUZK6Dq0DaQXOHGneBzIEcrHusIiEtmBBXTEVJS4qDkPuJUCMl+b168y+2v+xqT7ofE+vICl4zyiRdLkluRYrRyYk7RYEUm/KzBLTpoLbl91uKJUPxtxZWJGBorDbdaw6MlvPoAebjErxK579HooHGEmKAV9Nu/hcW/8fvRW3ehhpprpbav13t3gfZ1v00B+wp4Z7XoWYC2JX38a3Apkb/0BXI34Ep0pbimFG0u2t4I3EVrotAfdjED+1zL3hR/QKclKZpFIaJaImIz6qo2ZaA4SslstLuroq2Ov20UggryV+8913NcoVDKmaa0TF2gxorvpevUQP5N8YjRl1tM6q6nQGo0ZdlHHPgGvCcX4PZNg7aNcdqz4kGyOEFPFoSzU/wzzzJ/5RP4O88g2EKuzka9lpVScZXBH5/Jeweqr7YPFHBf1/ZJ2bt+2wy+hnTnBdxv+O1Ep7gf+THk/AInM/Iy4LOFXDv1aNcglxGXoGZ8S9mCTMR7soh5iyCoFDpDQDA+XFSNQsGkbecdjkCOyTjEnMdUllJKSgkeNyR0GPB1ktegB4xvJHiYW9rYXKUdJ/gMAwnnG1K2PCgheNy8xQVv+YsCBrIihNDS3Dtj9vEX6J67y/DonPzgEcN6ZS6IMZYJoIh3+HkHgknnrYOutW1tY5na1DxjagY/ETHtICsyDOab/mhJeniJPBzgwioCkTxoRIZEnrU03/4rcN//vyU/86JJTO5xaekmbReXPV3s94F4BfDp3yhKmp0SX/oYQ4z4r0R8jEgekEjx9ikL/IhtBtxFFrRXWdL1jpGHRcqux5TIgkJXSznStlepunS0FGcowr5cBWzYgHBdNPQxkGdzTrEdbS2ZALa7uvOVAKbxDG6kI+y+qsTtRmoEKPldCrC6Whg4WJrXEKBp0aaFbo7OFtDOcfNT3Mkt/NkJ7rnnmH/sE8jZM2QJVZ0BKlhbpyyrsbKR+t+77QMN3NPJdh3PvQ3Ym30jyXv8nRfxv+53kvwc/4/+Ac39B6RkA3bAAlmIEXn0Bq6z6tHOe3xJgFQlhQqaYxYzTGU1j4aMd8Fc9Mo2Vyq8VMlFsRwZgl3bxWj+5aVQax3w1R2LkpWQtrG836qIKBEhlhp8eb0yeihBHnqCePysAwdzdYSoJO9p7p7R3jojpcTy579ifb5YmYthUadTMndFJ86iOQENgXZ+Qm6c9cN7crIQe1dyLbtgCYR8ygyXjwhZ0NUaWQ6kR0tk1ReKBiLZjMBtS/qOX037b/5+8jMvjMny0hVV/2rbBuPr2hjIco00vv93x+AC6WRBePGj5JTJX1baFM3rJyiueIfYK1aKHwxI2tTyLf+Mny7vNhetq3j1aaoxoc7cIlVBvS0BU6m50CQUyVdGnqP+vuGsH0frzZdNCo8JqBdQrKesoL8R7Ishcwye2UjuZqh14zmsj1JynNRQ92C5432pO9k20HbobI7MFrjuBD8/w5/cwt26Q/fc87Qfexm/uE3Gb65bFw6umEo3D+DIpf/dok8+0MBd27GgvaupBCT3qG9Id5+FX/ObiaEj/p2/TrN8gGjGR0/sE2GZkbk3jtMJhEJ/lCTvoWmgtTJhOSVGtyoqZZLIqXgdK+RSFNjAuOTbLvy0o4apW/4QKZ4XRKwyegFubTzaBiv3VYxcWTJZwfvGqrh3LUTwUdFeTdpvO1IwysUny+k9xJ7VV79qQ10wGsRb5RmK61ooaT1dEyw6s/D8Q7eZJIYbVbLaSGreWR4Vt0rkZY8uV1YDdDXAkJCUyTXypJvBd/16Tr7vf0O+/RyDAE4JRQ1+UpH7EK32JONIxdPoQPKO5WJBeOllGsn4L/b4HMlq2pqEjbH4ilWwGo/L5zGXx5gWtgSsYDmsLNW3brBHMC6mIPMVKmTa/3GPCV9dAb7+feyey5FbgD6VrIsn9hUjqBk0ZRIFuQFqKWCdp5J3zWvum1J+zPK9ECw/u3QdrpvBbI4sTnC3buGfuUfz0ouE5z5Gmp8SXRi12kkI2viQNmvaZqF+L3Ha2+1DAdy72iHa5EpTS9CfSRZOe/d53K/6Teh8AT/036JffY180dvUGTL5IqEh4zvzCMihTK56nSbgZi16ucZFJXnT64MLrIdUAnqCGRu9gGScKoOAD+bu4UrfUza6JedSizJbEI3zUgZ1yaIXOtS1uM4T49rCq8klCKhmMxRLXSGCzuZkn5ChJPYskZiu8qxlYqdhMGMoige0XK8teb2lbXDirEINBvTiAuqEBISa1lZAStZE7bOVGrtYocvBijbHNT57Es5olZng/0e/heZ7/xcMZ7dQZ7lXanm2J2nHJijbNW4O2kzIJCc4CUhoWc2U/JGPgir+S58jLB+afcO3lgi2St7RruHUjalexTnMQzBtgFTMfU5cCdIpUvSVRaDuiox9zWX7xkCoI69cbnBC1cjj974tjZdWjxnplhH83BXDH6Ijtz1uFjbJpihVbETGMmXmdVRAu2nQtkVnLW6xQGZnsLhFOLuDe/ZF/MtfgzzzDH13iisBbqXiakl+WIG58lMbaua9DtrwAQDu7Umzi6t+Eilqs+pCzapWfiHfegb99l/L8uSU8N/+JcLPfQ5/4ch9T9ZITr6Exyuy6MYkSurAzwJ5sDPphFPr+7Vx3qWAqziPu3Ob9PoDesmE0FhWQsxDJKc0+ianMhA9Juna4C55vZsW2g6ahtxUfnRtubA1WxrSbK5VPjiSNKQ2os4MmxpL8A9qYeclp3RKidA2o3eCYlykb5sx5wqNVZqRUEhnV6kihy/+vDENeDxNP5h0fd4jlz35skfX0cL4NTDkZL7gd8/w3/u7kN/0W+lnp1Yd5bGXd3i8TMfHm23boLb9m3Pu6r/Gc7GYs3zxo5z4hubnP0dz/ioqawOzFIrAXELpqRJ3MkpGLGkZuRSVGnNyV1dPqJ4q4xh33kCzbitSdBk2NgaLsXN8LjKRSMutjU9s+163uPHNfpvPY2zBFWqEkRoZK6iLUKuxS8m5XYOv1DcmbTcebT3SdrjZCTK7RTq5g9x7Bn3hJfxLL5Pv3rMsgLKhs9Cr871GhzIZE6OtZc97fq+09z1w36TtA/XH3I52gHr9bFKAIvM76L/6K0knZ+S//ZdIP/ETBNfCpYMhMgxrFCUMGWl9KYYAWS+QWYOTUHhKm0jBF+lDK5+XGFaRgC95uRX1YhU9ii6bU6YNLSn2ZFWTYH2wvNqFA2TWoY0VLXaNN9Vz1Vtq2FyTS1kSoNRHXGhJyZIYOZ+RPiL0JEkjTSPOE7rW5rT3m5JWPliB5Gw+46aWm3rvgj03hZJd0XzZg/f4qKQHF7jL3mp9rgYYMpIzTZn9yQn5Ex+n+b5/E/nsd4A/LdJmRMRvJMcDk2/7/R4zXq4Y1a45rl53+m+63XtPzp4QOmLjWN4T1j7QfSkwe/gaLZekJm5ojtFiubmXLDaOoPptu1IUA3NOcvZXijStWisMlfE7UiabTyOFJTAaPLHLZjZUzUR2GTWl8ZleeRCM1Mfogz3SOoxh/mbn2dAkJn3XiEujF9VbKLvlX2/NJlPoEZkt0JNbxNO7yDMfoXnpJfyzLxHPbiPSEZLHObUMoOgo6Gy3xxwS3gftmGLBM+BvAF3Z/8+o6r8nIp8AfhB4Bvhh4Hepai8iHfCngF8CvAZ8r6r+7NvU/0P9Plqd3XUsPK4OW7RYsmT/6kiLgP/0N8PpHeLZX8X9yD/Au0fI5ZrUW4rO2FvekBwV12dk7ZFuQBqPO5nZdRoPjSMnMat3kRAaVyQNrJKLaxqk8cS4yTzYx4REBVGi15Jpz1nFlRDwjSd5Siktu58hWpUc44yT5RZvg0m30QyKZuzM+CBoMq7RBVO9nbeKNK4JhY+Eit65GBqLs3JhLjIuBCNgS1UgV/h6+kw6X8HDFXE1oDGhQ66sLcmr+Wh/87+KfN/vgY//ApSO7ADtEReuvKu93kE73u91Y+A6w+ShcbL9fSN9BzwZdTB0DcOdu/Q+MDQL2vtfpuMhTS40SdgUVRD1E3dB42pN8s7jQo6Xx4o91OAcw+Q8UnY60igT74260IwpVhn3lyKlb3uHGEZv7n9aG7OmcXVuk+9DKpDXCk5F6h4lbhcm6VndlRStOQRoOguuWZzA4oz1rXvocy8xe/Fl8jP3GOYnOGdBb1lT4f91XLT2CWXvt3aMxL0GvlNVz0WkAf6WiPzXwP8O+COq+oMi8n8Hfg/wx8rfN1T10yLy24E/BHzv29T/J2rTCXcdwG/v67UU3RUFaRhmDv/Sp+G77nH+7PO0f+v/S/OFLxGkJa4HG/hDImcxQBo8nK/Jbck2KMCssZp4qptCsM6jl0ur+ieWAc0X/2sLbc74tiOte6MzRMlqwXYuFCNOpviMCyUrFdr36BDJfUQ0l5qVgmWc043qXCZ2pAQBxQS1eKov9SSd0TGmZSuSxarLu2z5NdRygUvwuFB4xuVg14yQh2j5w8973HogDb1lOvSthT57IZ6e4b7jV9L8lt+J3P1IKa1o1JOXQgEcMe8OSc3HLPA3pVi2JW/nnHkJObGaoziEgGRlfXJK/4JHFi23vvxlTtNX8SVxlZX8ygipALeBs3NudNerHkb2u0WSmkumFB4NwBZKLRGzUumJgr5TGmRKDY60BoUT1yIt28OYeI5Mnqcr4F7GXuWwpYbCu+pRZfdTw/6rBG5JohwaghUv8Q3aGGjrbEbuTmBxh/XdZ+GFl3EvfJR0dpu+CQQEK6htxT6ymidVfQQWZXt1Tu9r72Wu+5hiwQqcl69N+afAdwL/s7L9TwL/Pgbc31M+A/wZ4D8VEdG3ilTc0a7nqXervLt+P7T/5rzm8eHUglyGRpE7d9Fv/1Usn/sI67/zN5n/1I/TvH6fYe1ok0BvftJxuQYB3wjr1YDvGvy8hV4NBBsLlDEQB7Csgl5ssUjrWGqHZYbLB6QUS2xDAz6Y0bPrjBpxjhSzFTsW0CESVz26HtCSPTClUnU9C01xJazR8G3TMvSDgbCzAR9CIEuJCHVm2W/mDTgl9Qnt80ZFLxGb3jmz5q97WA3oOllNyNVA0yeG9UAUwQIjAskHNCjrT3yS5l/7zTSf/WUM4bY9Nxg9FWzJKar+DnpkF/+8/53ulp73Sd3bC/qokW19r/u6AmIiUvKtmxrvfCaHQGpn9Lfv0Ytj6QNn919lEd8oISEBnx3KQJYBJ3nDD1f6Q2WkrKziTul3vSfdfKcYmUfBvLQNEzJ5llVCZwPio0g/aqFXn4lJ+GXfkh1QRYwaFArdWINuijAwusj6UnYsGKfdNOSmIbYB387R7oS4uM362eeJL71Ec/cjyHxREleVbo0r+dX3b5rL4wv9dXP/vQjeR3HcIuIxOuTTwB8F/jlwX1Vj2eXzwEfL548CnwNQ1SgiDzA65dW3sN9vedtWnXapUvtesE8mhefmFvnTnyV/5GvQH/4btP/wbzP76mvk+xdWYmu9xiWITmCtsI5IM6AXPXK5xs1bywA476Axq3pSy9XcOM9wuTbPlSEWFVZosliY+dwxnF+YJNO1dPdmZCCt1jhtLDwjZsumt+qRtPEs0JJfqO97fDY4dKFh3dt+FSQESMm8XcxQmq0IQFZcAB+EOID2yaRAwWpWaiIOEblcwXKw8mjrAQtzL0DhPC40pBPPcPs28Zu+ifa7fjO8+HHW3oImQoIUxBJn7ZlM22B9E1pk+xy7JvJ1dpJtXnvXv22DpYGUEnPH6uQ2FwTOfcct8dw6f40mr4g+4zEVzWsgM4yAJ7nYXYq0SQFKVcy4V2IEFJNmZaQMdMxbUsusQeXCdzzXEbQZ/6pc2WlDfdTvJZ+IiEzKkxnNhwi55DBxJZRdvR9rROZQ7DRNi87mLGdnrM/ukJ99EX3uRbh1G9/M2AQbXd+uGCYnY+MQeL8X21HAraoJ+CYRuQP8WeDr3+yFReT7ge8HeOWVV97s6fZK3bv2q20fx7Vt4Nreb3typuCsIosmtBHk9j2W3/7rWX3i6xl+9IeY/cgPE372i0hWBhK+FxJqFdeHjKwH3HrAX/RoE5DZCmkDMguE1oOHuFxZStNclUBAhYjNhXT/Id4HJCnxwQXBtzRnC1brNeQiVfcJLpbIaiCtS0Kqyok7QDMJ8y8nKeCQxptU77D8GDDmThEvhJiRyx6WahGeUXBDRnsrhJtK9kKNERcxT5GcieuBJiprL8i8geRJbcfqE6+Qf81vxH/DLyGe3baQfawoRBJPk73lXzniHR+StA9N2u1tx46fXRJ3pUimgG2UyQa4vfNkn2hTQF3Lqous79zjYQicNQ137r/K2flDumieJUnAq1jhhZzxYr7cG4+RqUMeVM+NUR7WXFL82n5VUjUu2FwNR9p6TPg0AfNtQHM1qKZK12WfUeJ2o0fRuI1KtxmlksWC1jQYr00TyE1Dbltie4vV6R36Ox8hPfssenYHPztlRrBc+PW8unFnnL630atk6x1N3/P7rd3Iq0RV74vIXwO+DbgjIqFI3S8DXyi7fQH4GPB5EQnAbcxIuX2uHwB+AOCzn/3s206jXKfubm+bHru97/a5Qs4WACIeEWXwHmlb0kc/ycXtj3D+sU/S/N2/zq0f+3H8/TfsXEksSRWR5BxxSPjVYCHt3iPBIZ0gswZtxba7QC45iCn+pwGLFMzOE9SCDNI60t9/RBwGsma0t4mQ1j3pYoVeDmhfrtUAWO3MRCYET4oDUugQRMxgqPXeKepzyYYSezQnXBbzMU5KWq/J697S0WZLO6o5Y1S8hYJ7FaICwZk28eLz9L/sWxk++6vRey8Q24DTiM+h8OqCukx0CV9Aap9Eu+s9Hnrn+973MR4luzS17es5t+nvFLDrdy+ZwRwpcB6Cb+nbzMXJggv/Ivdnp9x+4yvcfeM1TtfnhDyUUmhlFKR8hUZSMUpgg991zFaKw42ArGNc+8YmoarFo7Bm7pByjpE5odoVq4FyCtpaK/tU6bq49VHoE6NRKp9dPEtKmTENHm1aJLTEdsZqcYvVnY/Q332W4dYzuPmcppmbsdJBEkUkmxZWqeyJVP1WtfeaIfMYr5LngKGA9hz4Lszg+NeA/ynmWfKvA3+uHPLny/e/W37/q28nv73V1/HzMa5b+6Sv6T7TibetEtd/2TlczsUI4yzoQjzqIM5O0M/8YuLzX8PwC3+C8Pf+Bov//r8nPDrHDYNNhORx0ZNdJrmMuGiZBdcOt8xIgBw80iZkMUOa0qdspc4AQgmLzyVHCn0EVpZhsO0It1qYLRhWkXyxRodE7AecdMar5zwaJT0ejZYDOl1eWnEGb/lEcsyl9JeQ3RqPgz7Sr3rok0VyZvMRJyVbzBQzxKZMqnM5KO5Whzxzj+EbfhHrb/4V9C9/kjifGwdc/NlVM6lw2k6ducK5wxNoH2jve/+7jt1nuD50jl2UCHBF4p5K2+YeaCkRgvPglRBqetiGlDJ9K5yfOi5Cw2snZ9x7+Dq3H97nZHlO269xxRbisqVCUG+A7LKOwO3wxoVLMTIWEC43upFIVbDkNFqZDMYaaZU+qZK01ATCZQkXxuIK1JSr9VnU/CrOjSHnKlKMlEUQ8QKhYWg7VrNTVosT1qd3GM6eI53dQeYLXDfH+WZj7BRnKZSz2IKzFXy1azHfXljfr+0YiftF4E+K8dwO+NOq+hdE5CeAHxSR/wvwj4A/Xvb/48B/LiI/DbwO/Pa3od9P1PZxWPsMUvX79Le6/6FBUJXSDCQHuRH01l0uv/GztB//eh597udY/PSP0/zkT7P48s/TrB6huTeuODtIJYtgGqzajS9lrh4lmhhxJzNyY6qmpYGtlXmML/Q+4LoOnbcImbzsWT28T2g96fyCEK2CjohYJ7O5BIoUGiRanuc8mD+2SdKWW8NnKYZNZ8bNrGifyP0ApZZmfVbOBVJ9KK44GBPRs9tcPP8C8nXfQP/pX8D6o58gzxfkxool1EeqWalpOw61697XvnaTcbB9nen59wF4XfCnf+vnCtr1bwXPbWAPITBkZZg5lqFj2Z3x6uIZ2uV9bj865+zyESfrJU3qCWIajWrNc2fP0mjsSotItSsWyVdBM1K0xdF4N95mcacbb85OWr27RWSs6FMLAouTEbg3OXkMbbOzfyrgxJN9wxAahqZhmJ1yfnqb87M7DItbML+Fmy1wTUvrG9zkuR5akHfRnG9Xe7eolmO8Sv4x8M07tv8M8C07tq+A3/qW9O4tavtU4H0P/RBYA6PktGt/25nRwGNVth0RtdJdiznxaz/Fo6/5OOFb7hO+/Hlmn/852i98nvDGA5pHD2lXF7gUGRI02V6SZkukP1wMOPHIDNysKaWaGnrn0KZFUfrCWffrnvyot0K6KeGIhJwJgNdE4ylFXAMeYVivCM5bqIJ3xlEP5qKYVgbMiJCTGcl0iEhSKwYBpAJA7ayzGgc4hIg4xyAOXdzm4qWXWH/dL6D/+GdY33sWXSwIzYzgW5wLZX5vgjV2SUzT536d5LxrDOza75DX0THn2He9bQl8qr1V0N42VoYQSnrYq9kGQejFcxkCenLKV2+tma0vODs/5/TiNW4tV5z0PV4HgkR8zuZxJGr0hda+lD5iA9Qk19pvw/IR9KXSJdW7pOb1rgbImhTKDhirvhdfcPG1mK+YJieOJEJynqGZsZwvWM8WrE7usDw543JxhjSntG2HbwISAs4LEqrkfvV57qLJpu0QyO8aB0/S3g3w/sBGTu5Tc49176qfp+rtZgJtjtkp4RXwcZgRSSWBRLwEonMQHdn1XC7uEl8+xT33NfANF+TVBe7hA3j0ALk4pzt/SHu5olmtcCni8lCqnQdcE3Azy0mcfGDpW5ZNx0VzwkqgB0s4dBpxOeNSpln3LIY189hz1q+4FVfMdaAbeiQnmgwSB1ttfKC/XBHEkYY08tVJxDKzqSJJ0JhJZEtTK8bNZ8wHm8WCOOtYPvscq+c+wsVLH2P9kRdJp/dw3YzQNDjfWrUfrwYghVffNzF3TdRDUvGhMXHs2Dm03/Y1p8bIbZptKn1PJXDv/RWJO+dMCOFKH5x4JMbCQtg4UtfwqOs4Pzkl9B+h7Ve063NOL865tbxksT5nPkTT0jRb8Q41t1KBEqwjJaLQaDJESnrTIoyProH1mRqya+GpoXDaIleoEpWrRkoVR+8C69DSdy2Xi3tcnp5yubhFmp2SmxbnG1zocI1HG0G94L0QXCBIwDuPL26u22Nj+53s+rxrcT0kGOxtE55/uumdhO4PLHAf0w5J3/tcwbYnZt2+cwDVwYvg8CQiIubfbEVOE9lD3zQktyA2Dbk7Id55jjwM6LBGY7R0nSmZoVGr3y6jxJOxyEr1jkQNnbfRVR2ltBifXMo0aWAW15yuV5ys15z2D5kNa05Xlyzimna9QtY9Tj15naCPxGgh7+ItVF1R8zIJjhzMA4DFnH4xpz9ZEE9PWD7zEc7vPMfyznPkxSl5Pic0LSE0SNNAKJPReZwPeCd4Mb/vbSPevgm2jyY5pE1dJ3nvO9e+xX67L1Nj5C6pu+5bJe7pdSpgT/9trqckB9E5JEayz0hyJBeIQYmzGZfplIe3I1+NPSfLcxYXlyxWS5q0JqQMJLxGmpRpciJkxWvCSakOrEa3WHLJwnsXVDLJ2xV3vnLPgnn51BB1nGWfdEaDJB+IoWU9m7FenHJ5ckY/O2HoztDgyaEF3+CdK2Ht3gpuOE/wAe+DFZIuWSa3tZdtIIfHpezpeJmOp/dz+0AD977JdsijYB+Fsi1VHfJq2J6oqlawVtRdKaFl+bFtQGb1iM9oY1JPEmHwwQyQxaUuY9VVan/MZ7f6l9TzsZUgr/S5ygMKvWbWZM414mMmqNBqoosDbRyYpyVdGuhWK8LlObJcjQV5swNVc4EkBHLbkucz0mJO6hYMsxOG2Rmp60htg/MzXNMSgqW19SEQmkAo/G39V/lc7/347zF/Z3ZTILtAfHxGW+/2Sdqu40U2VeG3x860X9vjoLYqZYewCdnfBupd/ajeGvX6o8SejU7LIaKqDHnBG7PbPDwdcHkAEpISqokQB5ohsRjWtHFNM0RCyricrDCIZrwWe2EeCuWS8aUyU62snpwzLycfiCHQh0AKgaGZk5qWoWuJXUdu5+RmVnLmdOAD4hTnDZzFBbwX/ITXr5RRHRNToN41Nm6qoR0C72Mk+He7faCB+1DbN9muA+3p9+mEnP6d7jflM6sqPJUY6uQT5xGvWKS44BVEErnQE0ls8mTJ1cOr+lrYNQo9M7WsS5H2C1ts31VNckeBjpxhLYkBuAQEJai3TIOq+OKBILLhLc3glC1owmLaQXwpP2Z8pPOO4Bu8s3qANI7gA01oCCHQNA1Ns/k8Be86cXdJ3DeVlva9t+22LWlfR5XsGjvTv9vjYBeI1zExpUrq+bZBvD6LlNL4Nxc/+ZTSaCjO2Vs8gWZLK9w0RLV0CqKOTKbPRpk80lL4OqvxamrSt6jlknEKIUWCZkJOBDWjtTpH8p7oLI+IVVhvyCXSUYO5tI5ugEVTs2Cj8l6lLNLiCyA/Dsy7Pm9v2zVO6ns4BqyPBfD3WvvAA3edXNuS0CHvkmMolG2195hVunoRbIO5qlq6VAqvWJ0pREyq9g4pkrdMeHYdpenJwJxct36fQpBKrVEINVmFL6VMlOIyJua2l7EcxtWaP+aoKK55SRiTWolkRMB5jxOPD41J1T7QlH+u9SZtbwH3VKqaft6Wog4Zow5J2tPfn1TyPqSp7fq+b3Gvv03Be9rnXfcgIsRoVZEqcKWUiDHivSUdU824nMlZCFrGVbZkYZILfy7VH5+RbqN8TmqSQKzXrKqc1LIDxe1wMha0LObitg2HxU+88N0eb/SXd7hxfysGbQFIFYSvAvI2WO8D7akgdJ0Evuud7dv2Xm4feOC+adueoNuAsG2snPrq7jpm2vZJcapmuZ8OrOQsmizlhLri2+tKTuYqco/XY1Kzj+LmVSd9JUuu9imrjpO2nql+crksbqgFc9gMLOeqE7dI/E7wTnCupQbteC8Eb6DsGkfw3sC76fDePyZh75Og6rPdZ4g69KzH53pAuj50/DGa2PSdbx+3ffy2BL7dj32S9rakXiXuKYAbV542nigZtJSyS7VwMIrTxkZBLdYg1fZhpeDQia/2KBSY0bj0prj5GYC7AtKu1Ax1fmOkFGwf73xxD6y2CynH2oJv4P34+98G7+vGyTGL/D4J/BCgv1fbhwa4d03466iSbWltmxYRkccmr0ipu7hn0GxLB5aitfxNG/okpUQK6Ypb2C4O9JhBuQvwtg1g9bz7wGjXuevkqJOrbpty1dsUyC7padcE3Oa1r5tgh0B6l+T9VrRDGln9fduYva2p1b/1+U3PXf/WY6qEXWmSOk6mf7fHS/2+fb19i8b2M6rXv86mswsot7ftesf181TL2kWV1O+77CDbGtqxnPdN3/Xmy47fb3S2N98+NMB9qO0C7/p5WwLfbturfErpyrF1YE0lpcpL1oFYv8cYSanko0i7QXuXNFb7Md22PXB3tV2AXbftAqV9k/GQ8eg6oN4nJe2Tsq+Tjq6zUewCp+v47Lr/IU1s1/ZtAN/Xpu+hUif73uM0aCeldGX8TP2+933eXsi2acTte97+u+uebgre24vzrn+7xtAxi/9142fX/e271137XXeed6p9KIB7H/hOJ/M+qewQJ1onEmyk8bq9Slr1Xx1AddJV6WlqYNqWmqagfag/2wC+PdGmv+96Drsk+V3PaZ+kdZ3UfAisd4HBru3bfTn0eVfbJxlfB9qHAHvXeXcdu/38dtEm2/vvuv/tMTXVAOtY2gbpXdsO8enXja9dfdseD7Wvh8D8urGyLU1vG653Aff0XLvG6r4xdwi036vtQwHc17XpgD3GQDn9faoKTyfdtnFqG8yrpLRPzZ3+hcOLy7GTqp5nV9sFINvn3nXO6ySr6Wd4nK++7rz73teTtLeTLtn32/Z7qmNgmy6Z9mvbt7u2OibqeJme6xBIT2mTKXDvA/BpX7bvZd/2be1uqjlMaa9tQN8F3lPabQrQU2n7JkLBvn4f+rvvOWy3dwvkPzTAfR1w3RS8p9/rxNm1/3RybUvT0wm3b4IdKw3Xz4e+7zpm2o5R+WubSo27aJrt74cknu3+7pOI3ittG6x39W+6cE+/T/ev42P7uOnfup+IjOOijqUpWB8C7O1xtAu894H59j3uei/Xvefr6LBjKJPrXAF3gfb2u7nJ2Hqvjbnt9qEB7pu0XVLULvDe/m0K2tPPU6l8Oum2Jevp5JlK8TdR66d/6+ftBWe6z3Wq/qHP111v+9pTgN933n0S0nVtF4+96xrTfd8qCXzX9abPYPsZTxf8Xa0ePzVy71r4D0nUu77Xvu4C621hZfvejgHu6eddwL1LK9sG8kMAvst+clOp+70OyMe2p8A9aduTeRsMtiffPnDf/j6VvrdVWufcOEGnE2gqxddz1XadtLcPlHbd375zPHbslt3cfhJ2H1omiFyvkh6SiG7a9j2XXfe5C+ivu+6u97vvfNPxU/9NIy2n59ilsWyD9yHJGtgL5oeAetf3YyXQ66TabUCGxw35uz7vykWyix45RuI+BNz75s0x7b0A/h864N4nle2SZndNxOn26bHbEtY2xbEN4vX7Li57+xrTgb/vutt93ncv17WdEiJcjeKBx+531zVqWattMD40eeDJg2S2z7Hd3+u0jes0mmPOd2jfbdpsemz9u/2Ot0F7m2bbBdy1L8cA+Pa973om+97XdPs2KG5L1nX7IePlPoNl5bwP7bNPqp/2Z1e/972v93r70AH3MW2XZHVoQE/bPsl8l6Q2nfjbAF5/nwL9thS+TwXfPveT3P/j23Zv0Md+lPHPvitvS6T1msc830PnO3afN7MwbI+Ner7r6Jm63zZ413dafx9TIGxJ6fWc03EwHS/bQL6LMrmuz4fG9HYftu/1EHDX/h0C821QPgTMx3Dm2+f+IID1tH1ogXsfOE+/w3HGzGOvMd22bdCcTrxtCb/247prTft7zL7Ttk/jOCSFXjfY34nJsEt6POa6xwDtvnZIy9h1/n0L0pQ62wbw6fnrv+k4mVJt+wB71/dpP6bX2PWeDz2jXQvuPvCu93oI4I+RwI/Zdgikj5G63wtj+pj2oQVuOMxZ7tp32nZJjTcB8m1JfJdKO73Woe+7+rhL+t53j9dJWjcBwptc99h2rLbzpOeeticB8F2L/E20n10Avg3mVfretbDvo0OuG0u7+r4LzHdrYLs9mPZJ3VMAn55zHy+9S0LfBdz7uO1dfdp+NzcF7fdS+1AD9zHtWKlz3wTetc8uAJ9+3jfZjplU+6T8m7Tr7nm7bYPBoWvuA4FD571uMXirgfxJF7HrwHrXYr/v+O1xUo/Z54u96x1cJ2nvu8dd/dvV320Q3v67z+i6ve8hyXyfBL5P+t517n39P3RvT7LPO9mOKRY8A/4G0JX9/4yq/nsi8ieAXwU8KLt+n6r+qNgd/l+B34hlCv0+Vf2Rt6Pzb0XbB7bX7bNLWt/1fddEvU6S2ZX/ZFvK2qUBbPd3Xzu0sOzq33ULwT6gP1bSOXTO6eQ7RvM4dsE49Ixusmgd8563990lSW/3abrPlA7ZXtx3AXb9fB2oX3f/u+5p+71sS7SHgHmf9LsN8NsgvI9G2fV5et59C8r25333/l5ux0jca+A7VfVcRBrgb4nIf11++z+o6p/Z2v83AJ8p/74V+GPl73u6HSNlbgPIru/7wHtfu44GOASax1Agu445FmhvMoivA8ZDYL1vQh0C8+vOfcx1d537Jue57hy7nuf2PUw/b9s5KmUyBevp93r89nmm17sO4LfbofG2DwgP7VM/7wP57e27jInXAfb0XNuft9t7HZCPbccUC1bgvHxtyr9DCPc9wJ8qx/09EbkjIi+q6hffdG/fJ22XZLxLYr5OdX47+3YI6Kf7XrfPof0PfT9W6r5un7ei7QKbJ5G6d53z0LudStv7WpVGK2hPvx/6u69fu/bZtX1ff+vfQ+C9/f06cJ26QG6D875/T2qM3HdPh/Z7L4L9URy3iHjgh4FPA39UVX9IRP7XwH8oIv9H4K8Af0BV18BHgc9NDv982faeB+5tCfrY/fYB8rH71Had9L2rH/smZh3Qu+iFfYD8ZgfoIbA6Vqo+dO53Uo09diwcOu66fu6iIbYl7KnUvO15cujv9Bpvpu0aq4ck7V3fdwH2dZL3dUC9698x/dj32/utHQXcqpqAbxKRO8CfFZF/BfiDwJeAFvgB4N8B/s/HXlhEvh/4foBXXnnlZr1+D7djJK+3Svo+BvwPnes6qmW6z036uD0x913jkBR0E/76mD5v/z6d6G9mQTjU10PX3vcMp+A8Pc82iNfPuxaYNwveNx1Th6TvfdL29PfrQPsYAN++xqH72bftSfZ5t9qNvEpU9b6I/DXgu1X1Py6b1yLy/wL+9+X7F4CPTQ57uWzbPtcPYIDPZz/72TcnFrwP2i6gvskxN7lObcdI/vvarn32STXb19rVl0Pbdp37nZSq38pzXUdVbC+Ah/q0vc8UxKeft4/bB9y7+ri93z7wO9TH7c9vFXDXz9veK9vH7vvtzbT3MmjDcV4lzwFDAe058F3AH5LCW4vd4W8Gfrwc8ueB3yciP4gZJR+83/jtQ5Nge799v18Huvsm0b7Jep0UtN12SUn7AHsfH/8k7djjdl3rSSSj7b5fN4Fveo1D72nX9vrbdRTZrn7vkqKPBdFD2tMh28Uxxx+67i4Q3nedXYvzPhDf/r5r276+XLf4v9dB+Zh2jMT9IvAnxXhuB/xpVf0LIvJXC6gL8KPA/6rs/xcxV8CfxtwBf/db3ut3sF0npUz3O6RSHstf75LGdi0kNwHtQ9t2neumA/tYaXtX255kbyXX/m60Q+B8HWjvOn6ftDz9rbZd23Zdf7r/dh+eZKG7Dkh3bdsH5Pt+g6s5e67b90nb+wXUj/Eq+cfAN+/Y/p179lfg9775rr3/2rFS2HTfuv8+4N+ejMdqA9v9eRIwPrbtO/eh604Bad8ic5M+76MfDi1WhxbP7WN3Aee0jzd957v6vq//+wB5u7/b/Piua2zfy7ES/b5tx4D0vm31+z4Q3gfou8bGWyFlv19AG55GTh7djpW8j5XMd23bN6Guk5SvA6td1zy2T291O+Y5vl8m0JNqB4cWi32/H/OODi0kxwLwMX2+7vNNft/u93Wfr5PUn6S9X8bbtD0F7hu2YwHt0H7T366bkNdJ2MeC+j6pdnvBOHTu7WP39em64w/9duwkOiQxT9sxtoDt617X732Uwj5e+7rr3cSGsQus3+wCewjUDwkRh4B4176HrnNIwobrw+ufZDy9HwG7tqfA/R5puybydZL5vvO8WUPVrv12bX8r6JSb7r/9bHbd6z5uedd5pt+P7ecxYLkPYHf1YxfFcRMtad9Y2b7Oru379t91jV37Hgvax+x7CLgPbd/X3s/AfF17Ctxvsh2SgA6B8a79rpPSdl1vXx+O6fdN7mu73VTK23dvhwD6pte+6TPYB6THnGOXxrHrPV5nn3inwOXNSKS73tn2ojjddxefvu882+fbJ6Vv73toUb6ufRAA/Slwv8l2yFJ/XauD/JDkVLfXcx/ab9e+N+3/rv7tOv+u8+zry7vRnpR/vnqOx7dtn/IYyXjap33H7dMIrqNlto8/ZCQ9doE/Rro+BLQ3OWZ7+yEpe/vY6+bAB7k9Be4naNsTYFvC2B5Qx6jVx1znkHr8Zgbr22GEvMm1366JdgytdM0Zdh219zw3ec+HqJpj+O3tRf+66+0CwENCxzEa2THXebP71M/HLBrH9veD0J4C95ts102w2rZVykM0yU24zen5j+3vIfV9X/92tbdy4Xg7JtY7PVkPge51EvK+Y47R5naNieuoqcqt7/rtmMVuXz9uIsUfkrx3HXdd367r8wepPQXua9qTSqP7APZJzrPdj32q8nV86nW/bU+Yt0MSP+ZZXLfPMf16tybrMc/2SXjvQ6C9rx/73uF1AH2d1L/v2ocEk32fn/T3Q/0/9vf3c3sK3DdsTyplHqI9rtt33/GH+nPIo+EmAP8k/O2u349px+7/di0qV5tylSoRpjTJkyzKh+iJY2mdm4yZun16/m3Nb9qm93RT0N4+7hhp+tBvx1zrw9yeAvc72A7RIscC85NIz/tA+yZ93r7Gk0jFb/Vke9J7usEVtv7e8OgjtK59gHbItlF/35VJcPv4bQB8Uhpk17l2fT607ZjzHbrGO+2J815uT4H7mnZI9Xuz7RgJ9yYUyL523aDf99shqX3XNW5yzSdtuyTGJ1GZr+/TzWmCaR+P2W+7bR936BnueleHzr3NZ2+3mz7DY5/pTST3N7sYfJgA/Slwv4vtJir/MTTHkwzcQ8a0m3KKx7Qn7eNNj9/X9yd9TjelRLbbk/Dy00Vq1/E38QI51Lft7ce++ycF8+3th87zFKx3t6fAfWQ7JI2+Fec9Vjo9VrKbtn2uZ2/mfMe0t2pSHQLdY4D4JnTB9Ly7jj+0bd+1j+njrme6XVR4X7/2AftNF/br6Ip9575u+5Pse0xfqzvkhxG8nwL329h2TbZj3Laucx3b3r7rt+39DgHRNs9+ncR4k4lyqM9vxbFvhYp/zHHHtn19vG6xOwRuxzz76bvbJYm/WU3l2P4e+v3NLIBP29X2FLifsN1EAj8kMR5DgRza97r+3HRiHLNIbLdjPU/e6fZ2UD1Pep5jj3lSo+4h2uSm2sH0mDdDEe06xz6j6ZNQSR9m0H8K3O9gO4arPEba3jdg34yr4pMc/1YbH9+MdL6vHTrHMVrOvt9vcp2btLcDjG4C3DelnW567WPA/ZjzfNjbU+B+i9qT0haHft8lAR26xqF9jjnXMQvCoesdc8yh9k5MzrdS9T/muGP3qe1JbSdvJbVz3fnezLN4u/f9sLSnwP0utJsYjd4Mv33sda4715MA9KFqLMe2t8IAfBMAehJ1/djfjm3XnePtoqXeKs76zV7nrbjGh6E9Be63oT0p/73v+H37Hdr/mHPuOt9NKJJd+9/ERe2doh+OPdfbCXxv5hpPSoG9Hfu/1ZL9W3HuD2N7CtzvQDvG+HIs2N9E+t2175sF6kPH3NQ1680C+3uhvRPc7JsF+5uc8+0E5rfyuA97ewrc71A71nL+Zq8BN5fw34rzTvc7tr2TEvdb1d4v3Oz7wQPjvdin90t7CtzvYLsJeN/UULjr2CelaN6MtH+TheGDNHG33+2bvbeb2jCe9NzvxHH72oc1eOataPJeUEdF5BHwz97tfrxN7Vng1Xe7E29D+6DeF3xw7+3pfb2/2teo6nO7fnivSNz/TFU/+2534u1oIvIPP4j39kG9L/jg3tvT+/rgtMMpw562p+1pe9qetvdcewrcT9vT9rQ9be+z9l4B7h94tzvwNrYP6r19UO8LPrj39vS+PiDtPWGcfNqetqftaXvajm/vFYn7aXvanran7Wk7sr3rwC0i3y0i/0xEflpE/sC73Z+bNhH5z0TkKyLy45Nt90TkL4vIT5W/d8t2EZH/W7nXfywiv/jd6/nhJiIfE5G/JiI/ISL/VER+f9n+vr43EZmJyN8XkR8r9/V/Kts/ISI/VPr//xGRtmzvyvefLr9//F29gWuaiHgR+Uci8hfK9w/Kff2siPwTEflREfmHZdv7eiy+mfauAreIeOCPAr8B+Ebgd4jIN76bfXqC9ieA797a9geAv6KqnwH+SvkOdp+fKf++H/hj71Afn6RF4N9W1W8Efhnwe8u7eb/f2xr4TlX9RcA3Ad8tIr8M+EPAH1HVTwNvAL+n7P97gDfK9j9S9nsvt98P/OTk+wflvgD+B6r6TRPXv/f7WHzyVsv/vBv/gG8D/pvJ9z8I/MF3s09PeB8fB3588v2fAS+Wzy9ifuoA/w/gd+za773+D/hzwHd9kO4NWAA/AnwrFsARyvZxXAL/DfBt5XMo+8m73fc99/MyBmDfCfwFQD4I91X6+LPAs1vbPjBj8ab/3m2q5KPA5ybfP1+2vd/b86r6xfL5S8Dz5fP78n6LGv3NwA/xAbi3Qif8KPCV/387d88aRRSFcfz/FL6hYjAoCBEkIFiJhYhgilQWQaxSCIIpBGsrQQQ/gugHsBQFUSFYGY29EnyLRDQBm0VcEBJbX47FPRuWFLJJNJO7PD8YdubeKc6Bu2dnz8wuMAUsAIsR8TNP6Y59Oa+cXwIGNzTg3t0ErgC/83iQ/sgLIIAnkmYkXcqx6tfiWm2WX072rYgISdU+uiNpF/AAuBwR31f8h0aVuUXEL+CYpAHgEXCk2YjWT9IZoB0RM5JGGw7nfxiJiJak/cCUpA/dk7WuxbVq+oq7BRzsOh7Ksdp9lXQAIF/bOV5VvpK2UIr2nYh4mMN9kRtARCwCzykthAFJnQuZ7tiX88r5PcC3jY20J6eAs5I+A/co7ZJb1J8XABHRytc25cP2BH20Fler6cL9Ejicd763AueAyYZj+hcmgYncn6D0hzvjF/Ku90lgqeur3qaicml9G5iLiBtdU1XnJmlfXmkjaQelbz9HKeDjedrKvDr5jgPTkY3TzSQirkbEUEQcoryPpiPiPJXnBSBpp6TdnX3gNDBL5WtxXZpusgNjwEdKn/Fa0/GsIf67wBfgB6WXdpHSK3wGfAKeAnvzXFGeolkA3gHHm47/L3mNUPqKb4HXuY3VnhtwFHiVec0C13N8GHgBzAP3gW05vj2P53N+uOkceshxFHjcL3llDm9ye9+pE7WvxfVs/uWkmVllmm6VmJnZKrlwm5lVxoXbzKwyLtxmZpVx4TYzq4wLt5lZZVy4zcwq48JtZlaZP+7kvLBKMpRBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.imshow(img) #読み込んだ画像の表示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "画像の行列に対して何らかの処理（例えば色の反転）を行った後に画像ファイルとして保存するには、次のようにします。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zwK+o6obEycH/EPg0MAD+hqo+cH0OfYYZ3i14EW25Mv25P9jly3/y7/j4hw9wdPUEP/b+X2R5cYXvnn2AnVyRvIMUFi2aSNFE8xzNshigTaIfjEGNSeywosFHbrr24Ie0a8MdSydot84gLOCWDMNLYx586lvUK3PsLJ2mOtigOzrBcDDAlyV4D0Fj4K8rdDxExyMoS6gGyHgMdYnUFaGuycSR5TmdZpdDS4dpZE3QQKM5x5kjt7B+7RpVqOiP+gQN+FDTm+syNz/H+rXLbGxeAyvMdedpN+cYj5Rzl5/i2ctPMdy5BEHw4t/qmPuGQF5uDp2I/DiwC/yzfYH7vweuqeo/EJG/Dyyo6n8tIp8G/gti4L4f+Ieqev/LHoTIO+CtnGGGNwYxfEpiap+vjJCJokTiPbEOXIZrtrnrfZ/kp+/5y7hhzeb2OdYl8JXNp7jELkqFaoh/LwZxDjKDliVSVVF6qh6tR1DVUFXxXwi4see25WMcym6lyI5z+uAtHDva5unzz/D45ufp/uW/yJN5wdbZdTbXLjC4fJ66KgmhjsE/BKhLzGgEoxGhrJBxCaMaGY+wgwEHguVgVtBrdMALzjh6CwvUdUld1zS7PTb6a4yrIZtbVxkMd9jcvEp/sI339ZSx19SF6YywMLfMHbd+lDO33c93HvkODz7w+4yr7TeoN+nNCVmqL95C+rKBG0BETgK/uy9w/wD4uKpeFJFDwBdV9VYR+R/T97/+wvu9zOPPAvcMM7wYEv8sxqEuh6KJ5I1IdRQF2mhiGk1C3iZvtrn39g9zuxzBbW8xGlyhMX+ArwzWeMpfjh7X5Qi0TnRFDeUYU5ZoNUbHY6jGUHuk9qgPIMpKa4W7DryPeneRT3/o0ywt3Myzly5Cq2b0IcPX71nhif/4Ja587cuwM0DVT8NovM6YSJt4ny48Blspc65LbxxY2tqlWys+KGhFXjgazS79omBzuAXblzh79mE2t9cIdUA1oBL2BWDZ92V/u7xixTI3N8/Hfu4v8vRlz4Nf+OwN1p35o/FSgfu1ctyr+4LxJWA1fX8EOLvvfufSbT8UuEXk14Bfe43PP8MM7yD8ML+LsagtkKKJbXfQdgdabbTRJOQ5mjWm2ba3FkEojeFblx+iOljw0dUztK8V5Dbw6YVTfPnZLR73O+xuX4PhBjIYEMYjCDUhTDjnpN4QGwmT2lMUTW49dYZbj/wU3//mg+SZ59jSiE53nm888m1Whzdz4Td+m/XP/SbqKzQIiEc0KT9CQEKN92M0b2BpsdQ+wJ1LZ1isLDtblyBkGOdQKmxjkWrpEJfnc55ee4atakxNhXTnUB0T+n2krJIUcNLBOenqScZaolPRjcezuXWNp599nOWbf4Ibcmbya8DrLk6qqr6WjFlVPwt8FmYZ9wzvPuzFjxd4pLgM2j2k1YHuPNqdo241ISuQvEBdjjiHJhtUCRLFFT4qNnzleei5r9G4ueZDZ97DzsMPs9gMfGD5ZpbXMx4rd3hu8zlCuY01GcHZ+JwmUij4gAQIVpCW4313fJhf+blf5eDKaToLB/n244/z6FOPUQbPwoGDhAuXOXTpMs+ePwemTtJBTRm9EqrIc9tmi8XeAqcP3MTR5irjtR3KckCe1+yMhxy86VaGSwd5Lgy5snuR/ngArZq2aVDmK4R2G7+0QtjYQrfW0cE2MhqhOmnmCfueO72fGlUxrVbB8WPH+drn/vk7ImjDaw/cl0Xk0D6q5Eq6/TxwbN/9jqbbZphhBtjb1St7NIhY1Am2s4zOLxPyAun0kMUlfKuFZFmU6hmJyWQIEOIcSQOoGCSPGm3nPdQlD/zgTzHVNe46cg+bl67SInCiO0fb3sVC4wBP7TzJjhtBowmNBmIMGgSlxNSANRibM3/iZk6dOsNSt8ncT5zh0ZUjXHr2WaQQ7r3vBJ0TTf75//CbBAeoBanBW6KUMGDVs9Bd4Kajt9CuOzQrSzm6jLHKgDHzx25i+cPvpTxygKtnn6Pa2WShPklrOKIajaj7O9jdbSrZps4dajOqZgaDDmFnC9/fRUZj4rQcnUoeIxSCMhqVfPF3/yWDwYB3SuR+rYH7t4G/DvyD9PW39t3+d0XkN4jFya2X47dnmOHdhMkuPqQAbsRAZx6zvEoo2mjRQpcX0Ll5QqMRKZOJcs5XSF1i6opQxywzGIvpzdFaPYprd3EKmQbQiovGsLSinF65nbVv/TFH51Y4ePAoB1qLLG00+cHgIlfahmquBVlOMBkEH9vTFTSz9A4cgRqM88zlO9x9l/Ce20+w3VekE3h8bZ2z5QhWDkNdRVoEwYmlawruWDnMcqtHUTYZbO6SqWe7HLF86hi3/uwnqW45wWUX2MViWg2Kfp96PMYMBpj+gPraGjrYZdxaw29cA5MRXCzKal5Aq4PubiP9XaQcp5b6/e03ivc1/f5bPQbtjcUrkQP+OvBxYFlEzgH/DTFg/ysR+dvAs8CvpLv/PlFR8gRRDvg3r8MxzzDD2wjP568nDdlGLaFoYBYXCe0FQtHALiyji/OEVgM1DiOgoYS6gtEI7e+iwz6aCog4i11YxTYP0jp+Brt6iKzbo91o02g3aDcVdcKoLDlzZIHH/3+fR+qnWeoscqiYZ860GC/O8225xqWWwRRdMCBVjaBkRjjUXMR6T8sU2KZSKIzLEcE6hr7B+XNbhOUVaDpkZ5dGWXFT4yCdUUl7PILNEVk54uaT9/PE8BFq3ebDn/kFln/+w5zvWS4OxlxaH3LtwgaDjU1GO+uE8S5+NMSOK0ZbW9jcYosCP7cARQPGPbTbR/q7mGEfWj3Y3UH728hgBy1HiPqoNHkLB0pcT7xs4FbVv/QSv/rJF7mvAv/56z2oGWZ4Z2FP5WAQ1GZob55scYU6yzGdOXRpieAchAoZBdQaQqiRwQC2tmB3B3Z2YDQE7xFXYHOH3x0iec5OnpFdXaaxsIoeOoQ/fpSseYhRK6PuGbo3HeX+pRW+8U9+k6cuPEanuwohkF/b4MOdBo8O+lxYDGwvL0LPIL7i0NUR83VOv9wlr1tkRjAi7O56dnYFo5ANShavDtloNbDDXY6vKafmoNaK3f4uBxYPUUibL339tzl8/DSf/Lv/GeX9p3guU568VvHkoxe4+PVvUe5ugXqKekxzNKJdltj+kMUKWq021biEqmJ3OKZsWAZaENo5datH1RlRz/XxoyFhdwvZ2IDta0g9St2V+10N3xk+QLPOyRlmeK2Q9B81abitxUhy7VNSY7lJHiE1IoJpdJGVA9TtNtqcR+Z7aFEQqjGyuwnGEsQjfgz9Pro9QEZj1FcYDagmMVs9Qk0BwyH+8kWqUQn199kZ7GCMoXHoEOMPfZzqYz+FOX4UaZbc+6F53j/6Jb77L/8Do+1zaIDhcAiDPkeMZWVnnUu7sH7PHWhdcWT4DCvtJZa6PUof8F4RCTTyHvghm/0+Pe1wU73MlcfOUwwr5hoZ7U4GvsVib5Gnz51jXD3L6rEj/Pz/5e+wdrrDU2fPcva5Dc5//0nc2QscuXyJjsvI6hqzu0MLg0PodOYwpiAPhqHfRCRDO11a3Q5r6+v4EFBnqRqGjcYOI1sz9J7t3U22rj6H39nAX7uMliMMIZpyYfe1zgferjKTV6Tjvu4HMVOVzPC2hEn1xRALcxp1z85mtJvzNBsL5KJ05xYog1I0FnFzK5Ri6CzMM25kjHxN6Su2ty+ws36JMuxC8DCqYFyCekxeECQDYxBrUe/jbF1nkUaTUDTQTiuqN7Z30M11QjXGzs/T/dAnOfpLf5XD997B7auW+9Sw+Xtneeh3v8zOtcsUjXmcbXPx8lNsDq7gBbJuh1Gj4L2n7uTH3/9+Tp1oUxDQMlCHMcPQ5LmzG7RaS1zbNPzO7/w6uW7Q6zlaWcbm9jYb13Y5f+kZgq1QhAPHjjB//CiXr16mURXkJoNQ4cRSDXejBDIoy0vzhFCxsLBMZrv0h0OqUBLEMyr7ZHlOqDxNm2GyFmNfUY6HtBptLBnrW1fABIZYLvXXWd+5ytalx+ivPYOvx3v9p5J05jdA/PtReKN13DPMMMOkySRYjBgOHjjJmWO3c/ToKXwdqWklkLW61Nbgsg51ZRiVuzRyQwZ0ex02rl5jG8WvHkSMYaceceXqWXbzDTa1wud5dMETiwaPcYGgsS1dRiMYDJG6gkYTbyySO4wfEDavsf2NL3Ku9tTjv4Lcfw/dFc/Bu1vMP3YU+3iDa5vPIuWYAysnmC9PsLZ9gdHuJo3tHdyBMYW0yWhjGRNkHDXemtPMOrja0MmanDp5O8ttqPA8/sQDXF0bsrG1gc+EZnOeEHI2L/YpN5/BZQWdVo5xhtLXYMYszq3Sbh7gWv8awwJa3RbrVc3O4CKXrp1jMIo0ivcDLIaGZFgvdIomiwvHyYsFdqtdvB/iUXLNmM8cR47cRlkeZuvAcS5eOcv29lWuXnuOwXCdcTlC1aFSv4hvyo2PWeCeYYbXDAUM1ljec+f93HPnj3P+3BN87YEvMi53GI2G7GoNS0dwR28iP3CYZqtHnY1p7PZpX13jQDNnvjnH0UMnGIaSXCwrcytw5n6CMTx59SzXym2u7G6yMR6wW+0wHm/Hbsfag1fIM0JegHOIyaInd95MRc3A8KEHOG8s2aDm6Vtu5vCZDvf+1Pt5bPAEAY+WSxSNAL7B3PwJguwyGm5ycPU0JmT4Uexat+LQEPAjpZAWEoROkXFk5ShnTi5w9vHLnLULHDg0h223cLnhpmP3snFlm3K4DmFMluWMy20qXxIaBXNHbkEKeGJzjWHYZHvrPJtXNtjcWsMWBdnKAezBBWzRQLWm2tpkfPkC9cY6YXMD39+h027TbC/Q6h1gbvUkvaO34EyDrmvQybocyU7QvriEVCWj4ZCy3OLShfM8e+Fp1reexfvyBZ/pjZ2Fw4wqmWGG1wVrHO+5/Sc4dvRWvvQn/4ad/tWUHRtod5DV45jVo8jiMr6do2UJl8/Ds09i1tYI1Qgxhka3w/G7PsrCybs4efhOFrE0+kMyMYzGI0Q6lKJc3b1MLTnnt8+ztnOJteEGZQ7eNfBG8MQMUoIi1QitBiAZ0p6nl89xz0c+wz0//nFu7hm2P3cVuTRgd1hz5drDHF46yfGjNzHfa7G2c5kALM31OLzSxEqU2alWeG2yvWUQW6OmwfcffZLO3A4rjWUeevo5nr78PUo/otc7SF0HpMxY3zyP6IBOsUzVylg4cyuXWefc5mNsFmPsyiLZwgraW6RYXEDzAtNsY4sCkzlUlIoaHZbo1g711WsMnvoBOw89yOCpJyivnifsbqBZRuPEHTRO3oIfjnBBmT9wiMb8IgtFh8XS0Lq6TrVxgYMLB1m7vMt3Hvsyzz33PcbD7akprMpEuvlygfyVThR6bXhdXiXXG7PAPcPbESKGW06/j6OHb+er3/wdhsNtlICIQdoLmIOHMauHCUsr0OpQhxJZW8M+8yT+yjl0OIJMIW8gvR7m4FF06TCNuWUWFg5y09FbON09xJIK5to13O6Quj+iDoZeb47l1SM8ffEsu2Wfi8MrDJyyS+Cpy88x9ANK4wkETB1gVNEpDSvHb+OOT/0qS4sdFi8MWbwA1e42a9c2sJnh5NHDnDp1irHf4fzFLRZbPVa7CzhXkRWCMYad/pDhyNFoZwyHwoWrmyysBuYawp98+7ucX3+GPGti6HBt8znG4z5Fq8ncwgqH772Py0sdzmYbVD2LLLQJ3S5qHF4M3lp85JhQBGstwRg8GpUhYvE+RLfBqobhmPHVS4wee4S1P/1jho8/CMaTnThBe/Umxv2K0foF8iLDzK+ACvX552hdvMgtSyvcvnoT9975UR5/5gpf/cbneOSpLzEabODxiAqigifw0mPgflTgfv1hbRa4Z5jhDUa73eNTH/+bfP5L/4Ld/lqSnhlMdw63coR6ZRU5sIouLGJMht/eRM89A2cfR3e2cLaAVoEuHUAWD8DiKtruoC7H5U1CEHJnaTWbnDpwipNFjwOh5mTvOM8++Ah2uE7bWXrzh8gbi9HulJpRPWbt2mU2xlvsSIW3gd2tTQaDId32Kgs330Pv0HHmdvuMHzrLYPsidVXSW1zm5KE7uPnWW8BW7OyOaNHFDhr0Fhx5A7Qu2B2Mac/luCJQVnDx0pDg+gQd842H/pgLV58mdxmNvEfta7KW49iZe7nt/tvh5haPFxlrKNsiDFEGWjNQofIG70F9oBpW+NE4uhVqBVoTQoWWNVTR5VAyg221Ma0WmVjq7R12Hn2I7Qe+Srl9jXxuGddboraO+uxFqu2LSKdN1umxc/Y84QcP4S6fpW3g1NHTnLnpvRxauJmzFy/wZ9/7Ay5ffSwWMYN/iRA8C9xv/UHMMMOrxH33fZJGdpA//rN/zWTyiu30MCursHQIObCKWYo+G1LV1BtXCeeeQS88C8FjVw9jjh7ENbv4vInmDUQt1GMkCCIZATBiMUZxTuhkLTou4/DCCrcduhtzecT47FNUO+vY4LFak4lhrrdAZh0Y6C2usrk9Zn1znVAG1vrPsjsc0m220EGGZoalTo+qLsiccte999LuHEBVmWsu0aLB8mqbIBW+rLC2AS5QB0MIht2dPs+ef4Yr6zs89sw32di9QFE0WTl0DNNcorXc5ON//n6KlS5PDZXHredCMFyTQL/yVCqUO0Oqa5v49asMLp1leP5Z6ktnKTevwWAHF2p8XRJGwxgrc4frdLG9eZrLR8iOHKd582myw0fRADtPPcP47LPgx1jTRG1Otb3N+NJzuNzhWwXlk09RP/kEevYZzGAdsdBtzXHrze/l7js+yde+/y0efPDf4+vBi3z6kwk+r4YqefVhbha4Z5jhDYSI8LM/8zc5f3ad7z/8eyjgmi1YPQrLB3Arh2B5GTu/THAO39/F76zBxfPo9jXsyjz53CpeDBpKjCjUipY6nYSuxqXhBgZRMERva9VYlMyspVs0Ob54jIPNZU6tnKJJG+oRBZ5qMGLt6jP0dzbY3ejTbvUoy8C1zSsYL0jm6HWbNBpNqAI2m6fXPkBzLmNxeYljx5c4uHKGpU4jZtsIxgR87ai8Z2unpK5qup0GX/3qQzzx7NNs7VzhufMPUjQzjtx0Fwdvv50P/Px78I2cK1uex8XyaDtjfVQyuLbB4MoFRk89zuCZh9HNDYbPPYu/ehH1Y9QIGhSMi14qdQm720g5AitIXiCtJqZo4Do97OIS7dO307jn/bRO3EItGcMrlxlfvQqDPhoCYTjCb61BVaPW0T/7JOHJHyBnnybsXsMCQaHX7XD3+3+ai5eu8eSjX3hByJ1k069mnuVry8BncsDrCJOmSWsywI9ITmXpp71bJc3J06gBnpris++znfjGWYQQecr0ty/nJSzPmzL44s0Fz7+P7hlovMwj74dF41GJQcSAk0nOiYoFY+LJ5TLE5nG2oTMggqYJ5BICoa6ilK0q44lZTyaUa2xkETAq06JRdJ946+Vbqsq1jQssHDuDe9RSFw67fBRdXEaWV3Dzy7ByGLNwAKkr1Adk4AjNBphFJBjGVy8hGrAS20NUBcFBo0iGUorUATRu1X3tYTyEaoRWJWEwZHeww6XqP2IyR6s9z+qJM8yvHuLkTbdyzz0f5CNLH0H6fS48co4nn3wEd+0qZAt0G8usLBylHK+hFFxcu0ooDX27Tt44gZCxsLTKyiFHO7OUoxJfC7UPiBPGpUGpefh7F5Fsl7WtDWodc3XzClrC+uZ5NtYvMLRXOPWRmzg3tpzb3OFCx3K+vMa1hx9g66EHKM8/QbV2GR0MMCi6M4hrwRkkzyP71LCoBYzDNJqo92hdolJhhoKvPd7XmPGQetBnuLXG6LZzdG6/j+axY7iFBUaXLhHWN1EPpreIDnbRckzr8AmGPhAU5DlP6G+BBHZ3d7hw/lG6h+6CRw3P57iv5wDiV4ZZ4H4DENAUjGNIVInh1Wi0yjRiwBo0y+KMP1cgpogzAF0a4DpRAtQ+bpXrMVQloa6BOPMPP3nGPUNQ4flL6nkXgcmdnheVXxC0efmgPTG/V5HYBJI5fN6FIsNkBaFogLWIWmyjhe+0YW4OFlcwc/OERjsOALAWRBBrEGsIHqSqkMEuZtDHb15DLl8kXHwSvXoeGYyQuiQQYsAXRcJbH7QneOKx7/ChP/dRbHee0OshS6uwNI8sLsCBQ5jDN8H8MlIOsOIJ/XU0z9ByBP1dqMcYa1GTxfdvcpEzFjUGVFKQqqGqkWqMDnbww10YDZF6iCljwbB16hRHPvlTLLznfbS7C2xLxXdyT/+I5Vj3ILe87zAf6r+X3Ys7PPK9J3noO9/l2898i16jydFDt7C8dJpu1mHj2lW2N67hsgGPf7+LVE2WlgOh9ngfGOw6BoOStfVN+jvKxuaY0g0pinlys81SZ55WCOQO6rrm8a9+m9F2TXbbPfxgdJ5L186z/exD1Otr6HgUC5GlIlVF0BoTKoJWUINWVbSczfI0LzNDew7aTWQ8Rn1N8B5CwJQlqFJ5QeU5QgBfCcWt76E4dJjGqZP45hWqK1cZbUscfmwdoRyRHT1M6WuMr/HPPYkZD2h0mtz0gV/gqe8/+ArSpVeKFwb71/6os8D9BkCSkXsM2iDiENtEW110cRm/uAJzS5hOJ27vjCPgERHEe/A1UpWor9GqjFnVsA+DATIaIaNhNBkqh1GbW9cxC0uZWPRSjlmuGIMaC+Iw1kazfZG47SSGbdEQZwGm4a1oQIOPMwI1YIJGc31JGXWWxeBctKDVRRotjBM0LwheY1PGwhIcOIA/fAidW4j+G40G3tpoXCQWNWmDaWOGaUTSPEJFK49UHjE2+ipfuoA89Tg8/iD2B99FB9dirwsvzH7eOmzuXOP8cw9w8oM/xfmNq4y7BXlnAV06gj15C7J6AtptwnAnzljcXMMMdgghIM6RYagB8eP4mYghmICYOKE9hBi0paxg0CcMd2HYx9YV6j0hz8hXF1j+0Kc4+JO/ROPEqbjGnNLMLVYMVwqlso61UcmpJtz53gPc8p4D/Oyf+xDPPbXGD77/ON/51nfwVUEr72CdYWf7Cv3naga7I6qypNNbYTTeiolJvcj6xlWG410qHdOvdsk7DtN3hOA4sHiK7axBbYB6yJxZhE147sv/nktbz7JWrUM9JoSA8WBMXJshcyCOkDUQIwRrIHOYvECx0QYXQZsFNArEGIzW6GiE7u7CeBTPv1DBaAyDMfXmLlxaQ0NGtrSMrKxgi4LiSpOwsUmtm4izNKxDVpVqNMaUI/KNK5y65V6unHuCs09+mfCGTIt/JRn6K3+OGcf9BkAk+STnTVg4jDl6Gjl6jHDsBDq/jOQttHBokcfgOvEMNjHTNil1Dko0ECpLZDiE/g66cRXWLyMXLqLb6zAcRv9hX8eKt9g4xdtlYB3BZeDylKlk4DLEWdRZsDJlT0QV6pTNpWGuVPGiIKGKdIaxccfgcoJ1cddgIt0h44CUNdx0Eu64GxZWoMjAueSJHOJuwkUf6TjRxcYBtSJoCPFEU58uOOnCEjRdROImw+6O0ctPYz/3e+iD38CPdm6g9ghHY3mVufd+CNodtlHsgUPYM3fhTt9OaHQwmcOPh/i1i8jZp9Ar5/D9daQcREmbBy3HhMEAky6WwTpUJdIrlUerEX64ixkN0PEoEnIWmsdvZvlTv0Dxng+QLR/CNZqQZ9jM4RRsqHAouc1oS8285PSGgVOF46AZcaxXMN8WHnrwIl/9o0uc/e7XGJ17CuscLnMsLy1z8uStOHcIlzUobIdhv2JrZ43F5dN8+8kvcmnnBxw8cBx8jauVcjhmrtGjyHOcb7KxPWJt9CBeai5snWUzU85eeZxqtAk2w+cZxjiMK/BZBlkjTvppdqDRQjIXqbwQm51wNk4FajTAGXQ8jo6Ag22oRogqASFfWCA7chq3cgppt7EL82TdHi7LCMMRo/V1dGMNGfQJoxH1zgb1+Wcpn30Szj+DWV+nLrcI3qTuyjdjPf0wDz7juF839iaViERGGzWIUVzRISwcgHvvR2++m7C4Gr0jOk3IHOTpbVZAUlaORHYFJZgYTWVCW9QedAGtFcqTMcCWFVy9AFevwLlzyMXLMOyjEgOeWsFIhjFKKNpx621zNItB01hBcwPWYiQjSAwKDMcwrnHtnNoYVD0SKihL7KgkqCKjGEWlKjFBUNuGk+9Fbj9FOLCIZC5m6Ok1Tl6HYiK948HY2LwRuX2LmkAoK8hzxDhwBgkexEev5QxQIRQO274N/1cOII+8H/3yF5DHvofROmZCqnsbWQFR8wqaJl7vGogmRdJqw/JBNgYDTJ6TrR4mO3EL5sRptLuAdRYEbMiRdgddWKQuB4iWUEe7VhkO8Ds71NU4bpwChMmAhaBQ1YTxAFuNsap4G0cJ54tzLH3og+R3vhcWVvBYRmsblOefo7pylnqwDaXHo9i8gbGWIi9oNDs4VeTcBQ7Ugdvvvotjq8e55a4TtMKQJwabjHf7WKNUtXLu/BVMvkPumrQa8wxHI3brLUrv6R1eomnuYmGuiaemHo14+tHHefLJ73Fy5ThHlo/TnnNsDoSqGnJm+WZ6Cwd4au4k3z/7AFd2L0DRRhsdQqOFaTQIrQ7anYdmB5pzaNFCjMGKxrpJFifTS/BYFKoSyiG+GmGdxeUtfAre2urgiwLnMvyoRlwJxmHbTTKzRMgz/MYWtr+NWoGqQvsDqn6fcmMjdcJfz6D9Ql7zlWMWuF8xJryyRmG+CDTb6Ol7qe+6F3vkKHrsODRbSLMRC3ETFjoF10i8+Zj0unSbpHJm0NghVtYxW9YANmBsESvr7SZ0uoTjZ+C2AbK9jT53Dp5+And1HfUBzQJqc0QNEipCIGqLNaXzWiHG453BShO8Qa5twpXnqBePxMDhTKR5jEFHJS6PpviMK8qda9j5JfxHPka49Wa8tRgvEMCoQVX2PRcQPMZFiiSESM/gPUEUtYqpFCOK9z5RNzWSmfiuGUNQBasEl2PahwmLq3DHfWR/9AfUX/192FqPn4tKKhAH1ITryKRM1oCAzciWl9H5Lrbbwi0u4Y6ewB49SVhaIjQLJAVirWukaEC7hW138NsZYVxSX1vHb66jVYWVAD7g65DMpBwgBF+hdUnwAVHBZIai1aR9y600ztyK6/Qoy5r1732Nna9+ieri44Q6IN4STAx2kigvi8fgqI0gUvOYF/7sa19gSVr8l3/rf8dNZ45y+bElGkWDRtYiz5dY21mnGl1jvihwjRGtQ21uOnmYu+46zOJyC9drUGRN6towHCmbmzs8+Mh5Hv7T73Ph4jrjnQ16rTlkUFDubrJV1hzuLnLiPf9rvn/1ER7qP0m/14mSyWYX6c5Bq4NptdGsQXCRFlHi+pHMIgJGY2Eba7HOYEsh1FVsX89ybNHCO4eIwZcer1XczZUliCNrNMAYKmso8RgJmNrjB9uY/iZu8xrVaBd8xfVbUPqC7195AJ8F7pfFnpYBYhap1mIPHkM/8En0fR9Alg8QrEFbBeqK2OHlfTLCn6hHNHlLxFl8VCEqByb0hTOR67WR49U0+NSj8X6AZikrb+ZosYqZXyEcv4nw4A/g+w/jghCqCq1GgCD1MPLGAYzEzD+I0Gm0GCtoXWHJCHmPxun3Ug1LzPYltAqEy8+CzbGtHn6wRl1VyM23UX3wg3DwOJTRCU/VgnogFdQEUMUoUFao9ag1mESZiFXEKt4rWgaCROWIhjh1XIOLP0tArMVKgXdKHWqsM8jSAv7nfwlz4lb0d38TvfB9JJQoilOH16jCuZ5QMdi5RWR+GWl3ybpz2JUjuKM3w8oq2mwh1kWuOoDkOaEuoNFG8ybBOOrxGL+5gWxtwnhMXUb6S8SieQ5ZHumjUGMQXLOBsxYdlRS9FlluCVmD0dBz+Sv/jsHnfpNweS0WxjVgqlQgdw6yODVG00VOVSOl4BxVXnC5Mcf2eJublm5iYfkEjz7071mev5md/gXqsMGpW97DfR/5GEeO9Th6rM1uVvP0TsVDV0eU16DZVvK5wIEDOd2D87z3lkVOffxmzj26xvp3z7H91CZ1v48LhouXn6HsD7BeuaN3guX5w3y7vsBmr8N4fiHuVPImmjlMnmFcBiIYE/9FRVGszxjvpxm3cRm2HEFdoqQaT95AxWCyPBV7I+Xiq1hfMnmOmZ8jV2LnZi24pVXqnS1kcwvZ2kB3rk01Y9dxRfFqs+5Z4H4FkLQ1VhzS6iE330346M/Azbch8wWaW6xmeAQpS6gDWvrIX/oQM+ZynwuZgDgbuefMJO5ZCRYsBm9iwDfWgNj49yHl75oR1IEJ4ALMLcC9dyOdHM6eo5F3qccVvhpgN9axnQ462KRcO4+xBunME8YjZDxAQsBmOeRK+We/gTl0M/Q61Ocfh9EIUzTx9YjywDJy2z3ITWfQZgMzFoIETE3ko0MdFSPGTtWtGpLSxiiIR62PkkBbxtdrHaKC4lFfYm1MT4MDYwxBFHFCnY8xw8jlx52CiRzo++5Bl5bQL/we5oEvIeNNqqk/9vVbCaBI0cQsrkBvDttbxKwcwR67CTl0JFqsipBZGzcfhKlihKyIOyJxWLHUIRDGI3Q0jjUGIUkmY1kgagBDLN6VFUEqWnNdfPBUu0O0H9h96mv0P/c7yMY11JFYHEPQGhnXcVpOFQt9zkcHP/E1ogHJm4SRxZATxLI7rllcXqXdbnH12nNsDK/y47/4aT71qz9Pa7HN2S3PH12qeHi95OJOH5URpQfTdMzt5HQ3YXmhxVwn42Ano/W+VY7cfZjTV0vKx2q+/bmv064OkW9fZeyVutrlRGuVQoSH6z5Xuh12lxcwtkUQIZi4FhCJOzCbAna6XYh1AHxJGI1iAX88wNo8DlduNpEsx2tMDEJVIdaAMdSVxxYmasAXLUEs3oMrB2QLy1RLG8jmGjrcidTldcNro/VmgfsFMMRt2fMlc1G1IQsHMB/+FOG9H4LDhyOPbSx4IYxLZFzBoIrcbQhoFbNrUY0FuWTFCcTs1wjkDtPIUQJSVXgEYx3qTJy0nRZarF7GYxMb4jVAwJgan1vk8CHCaIv6kYfRwYDegWPUy6uEckA1uoJUa9TjgGVE2Zon9LeRZhu1lnrUx5Q1/uknQat4MWkuolkDXT6Eue+j6IFDaKOF5EIoh0gFWofIRyuI9xgtCWWFyXKCGNQQt+mAWhPfAwJiBGwsSjKOxd1pkHOBYG1Ul5gS24+cr2QKeYivtZFDBZw8gv3JnyXsXsI8+E1M0MhNECsGMfbpG+aVH82HHFlvHunNYzs97MIS5tBxsiPHqefmkNzhXOx4VCNI2qGJc2AzbJ5jGjl1s4W0O4TtRgy2hYuFWxclozZro9ZjxiOsa+CaBW65zfjaFqZf0rj1XgZbFTsPPYAvHLJyLErmjI10XJ0USqNxVCGJUtUVhDQGzZdoOY7FULeBC4FWO+PQ4WW+sqtsrD9L+/ASt/zVn+Rri02+cW7Iw4+ss7u1zWA8IIx3kd01ws4GsruJVCXOQaPXYunMKZbuuIeFY0c53DWsHitYXs04cuhuzn75+2x97SKL2SmubV1kc/MiK91lPrgND3/nOS7dKeycPM2omeMmZl0KamIiY41gDOk8sImCbKGdEAvt4xHioypKGgXG2Di53hrEGXxdgzEYEwvAGAtNhwFsqJHRLkV3IZqCba6gG2uwNdq/Al7/QnoD8EpmTv4T4BeAK6p6V7rt/wb8J8DVdLf/k6r+fvrd/xH428Sy1N9T1T+8Dsd93aAS59RJiAEnJnEGPXKc/Cf+V9TveS9mvkto5FF1UYcYrHeGMCyjQgPAxqaUuDtNRTRj4v2JzSeigg7HccHljhAU6hof4gmFi0oMnEGtS2lYzKgkAGMfueMaxDTgwAlEcsKjD7Pz+Lcx3R6Uo5jtZ/MYKqTVI4xHEGy0gKhKnJmjzsaYbA4jjuD7UPTglrvgllvQzjzqHORxlyCqMBqjhYuvQ6J7WygVm+doiCcWXhD1SRGQ1LCa3l9bxa8aOWN1ErN2F/lvJWaFWIk0UiNHg41Tdl3coUjm0GNHkDs/THjuGcLuGta7+DyiBDxGs9TA8kL65NUXhhRFihZmYRGZ6+EWl3EHD+IOH8EsLWNazTjBJu2sJp8WVvZkmnkDLVqEZge7sATDAWHYj3y4tTE773YxrTm02sVWNZ1jp6GbY7d3GF3eJLv9DsZzx+hfuYaqRQ6eiNNh0Ci9VNDaY+oq7QCryJX7ClOV6O42DAZQDmLvADVGauaW27jS0WwvcP7C91hcPcN32y2+c6niyS99hauPPIqOdqjKAZq4YOnvIv0BvhzFGgWBS1lOY2GZpQ98lAOf+GmWbz3DwfkGB+5Y5MCpj9I8c5CLn/sqoytXObZyil57mUvXLnGfa7P5LDyy+QDn734vw7kuasBLbEayEyrOQAg1RmKh0mSRx1cU9W2k9khdxaRBowggBI+aWIPRoISgGB9rMTaz0Gwg3Ta+0yN0upheL9Zz5hYJu1uJ674xgja8soz7fwL+X8A/e8Ht/09V/R/23yAidwC/CtwJHAb+g4jcorGH9+0BBas2BiIJseh18k7k5/8K1c1noNUlOJAgsFuh/RHsllBWUQNtIZiAsakKHmM2WINR0MxBWREkZppGIi0Qg40BJnpqj1ETi3lViJ+Ulb2dVVDUawzgXhPNXMD8QeTuOaAFG+fxow1kNETaq9A+hJR9rFskP3SI6sp5fLlFZ/49lMVJyvFF6nIDequY2+5DTxyNw1lNgZgMRWIMdhlmzmF8jZqA1gEZjsnyBnWt4BJlNA4x80kaXEwKYGjk+ica3uCJZ6giJUmXnoK/E8QRuypzh2kCmaK5ITgTW54/+QlksUf23e/gzz2NXHgarYYYdQSpEZ0Uil8fjFjs3AJmbh7ml5DFg8iBI4TlFUIr8tpILJSGED+oOGlFMC5Diwba7CKdZcJinxACDgjb16LjXaMRJ7XPL5EVbcQHmmdOYU+dYfTodyh3H6Z96gRyx08wqloEswOHTiCpphEL0SHSB6GOzVtVCaEGX0M1ju9jay6uiXqI7/exVhjjcW1h6WCTQyeOcP7KHI1PfIxHxo4nvvZtLv7mP0G3rqJ+iJYVMioJ5Rgdj2Bcx52lEYJ6grH4Z55m+PD3uPyFP2DpAz/O5U//NAfffxer7TYrn7yNm+89ye4XHuN7/+b3ODC8wmLvNOcvPkLRanHnrjDf/wZP334zGydOkDmHMVARnwNRXOZiEiGpE3lS5HcKWcBoc6KvRUPAqoMQsLGpIBY6AwQfUAXrMmi20HYH250jdHq43hx+YZFw7Sqyu8XEJ/BGwCsZFvxlETn5Ch/vM8BvqOoYeFpEngA+CHz1tR/imwtF8KKI8Ti1cPoe5Of/MuH0zWinQGxUrMlgjO6OYDhGxnXUZBsiN2tkT6Oc5wDTbTuAyZuRJgka1QJGYvBFEycsoIEQqqjTFgvBR3lY0kBDarZRBaminMlmiAtoM+BO3EEYjpH+KFIX5Qg31yD4MTIuGQ9LjGtj+yXj7Ytx0Y+GiJvDHn4/YeUowdjUth656lh3VEQUbKQCjCdqxNtNah+5eDOsCIMySv0KlzKdqFFWSLsPwTiDTjgfQDSgUsFE1h9qqGy6SJn01UNuIeRIM3YcaqOFfuwTyAc+il6+in7lz7Bf/leEnXWYtsi/WOB+dRmUyZvYhUXM3BJ2YQW7dIhs6SD05pEsT2UzpiTN5Gmj7FPQLCe0OjC3iMNDq4lvd6G/iTWWrDuPnVvErh7CrCzjWl1M0YJrm1EyOC6xR+6knjuNr2qy7hK21aMqS3w9jpJNX0dqJPj43gaPCTVaV8hoQKjG0GihvkTqGkYVVgM7Y8P6Rp/V5Q4f/PH7eay+zO5HP8L5ayPWv/i78MSDkXahjjUckWhfqxL7BRIPDRKLquKpCdTnnuHCuWe59t0/pf9r/yU7H/1x1pccy4sNFv/CXbznpkOs/8Ef8/Q3HuDA/CG8BRmvcdtgmebXvs+Toy023nMPlVgMJJotjnAzJk2STMVL1YAxjqDEjBohaBVrQ0EJdU1QJdSezFq8BkQVJyau4aKAdgvX7KKNFr7VIfQW8b1FdDCIzWqSVFpvMV4Px/13ReSvAd8E/itV3QCOAH+27z7n0m0/BBH5NeDXXsfzXxdM+vJcMISTd2J+6W8QbjqBdtqoM5hRQHeHMWiPYsOKSh2pEWMQ52IWWmTxNptaxcWk4EXUH4cQtdWhRLwiBIKRWBHPoqaU1OEoohCiBDEoicuUyNGlICeFQ5MaA7HUXQcn7yYf5zDciGqOravYYgFTl5SXnsH4AsnnKMxBikaHcbFOtbhEdfggIc+gcFjnItfu4glp0GivmTmkitlK3GYIWo8RAd+wSKMXLyYGRBUTAl7Yd7Eh/TNYa2IRLgS0qrGGJA8sIWvFuoD6lDm6+DuJGbwRA5lBjeKbGXL6OCwfJuQO+YN/ioz6KNW+T/i18pSC9LqwMIcsLCBzC9iVFcz8IjSaBCsEE6Wimmoasakq7tqid0uGNApCq0moOmAdeWee2kFWNDGdeaS3QLGwhORZvOQM1hk/9gDl+bNkR84Q7vlx6qwNO31qt4DRCluW0TSpKtG6wtT18xqcgq8wviJkRWyw8tEbxtQe6VlCt+D7vYKt4QY3NTuMP3wCbv9rXMsabD16gWqzT2jPg9tCbCvSPY0CzTLExMavOOTYxLUgAQk+NgsN+8h4yGhjk+f+l3/G9toGhz76U2wfW2S9Y1i67wBH7vgllr56J4/9+m9hByOWGw2CDjiqhtUndngmPMKTxw/SX16Moz0nJ6qJbj4YRYwiIdZKNGndCWCVJK1VjLOI99SVx6DkLlJTCpHGzDJsswmtNtJqYdqtRJnMU127CqPRvhWk03Xx2vHaqZfXGrj/EfDfpmf+b4H/O/C3Xs0DqOpngc8CN1TnpIogJuDnD2N+8a9R3XIGU2Qxaxx7wtYA3R7GQqR6sCFKuFyGyVzKsEtoRB0utUcyi2ogC+CdEFRjtmDAmAIdjZGqxrgcbxySVcmTI/HeSV8dk9aYbYSYusbAmGVgQ+xSzLN0bAZbLdI88WHMxbP0tx+nHmzA4BpG4qKWLCM3BY2iwOce7SxgTp7CLzagnSENR8gMYCLH7Sw6GoIjdvZZh3FJymdBbCNROTptwxcNqK8gN4gPSJal5RqnbpvMxaAjigSDZC2CxqATko8LIWZM1NGrZKIkkKCoD5h2FrtRG7GRh4UM85k/B3mO/a3P4kf9dEwBEwxB/KuYERsvjsY1cUsruN4irjePXTyAWVxCu220yBAxOMzUp0bTeyAqkdIygjqLZDk0W1iNem0aTfJGjsmLOFDBOrwoLgTCYAv/g4cIgx2aH/4pwuppvOkgVRU7DENJEBcvbr6MwbIqo/ICUndsHflZX2N8nBYf71dBVWMw5HMLnG+3GB1f4kLboIVl1D5A3a+ofYWdP0A4dBy0JrQ6mM48dBahMw95gbgiNnk5h1iHBo+vxphqjOz2kf4WWm5SjYdc+9Z3qX3Bwgc/zOj4Iv2eZbtpOfCTt3DzTf8pz/xP/5Yn/+zPOLi0wvLyKZ585jHOjEZkF8/x3IfvY2N1nkAevUaIiYG6uKOZCAsMaddqie99oq+iOszRnuvGj9ZaTGZRmyS+qmgjx7Ta2EYXlzcIrSZlbx5pd2G0G6ko0rn3uum3Nzlwq+rlyfci8v8Bfjf9eB44tu+uR9NtbxuIgjbn4Jf/t/g778Q087gzqmpka4xu7sJwGLfsziB5Ac0mksX2cG1k0cUss9R1iXEmmQFa6mxSWIweI7FXRGMWmhcxQEnciuIKpA5xYUGsjBuLqhJ89PTAyjROYmMhJraYA0bwKgzLIZ3BAq3xAqUPVKGP1YA1JnYsopEOEQuHFqnOrEIuqI3HJU7SfAATNw2Fm8ojZdK1iSAuVv8l6WWjlUJAhVjBD3XcKUzUJZK4RgRrBB9MTNydQWNPHCbTqFzxGqea+wD4VHiT+LNXghVUskRNGLCe0LXop38qXjh/+x+jZZ+oi6/S+fLKTrqJw0vW6SLzCzA/h8zPYxYXsHM9tMjjxR55XjIfVUTE+Y8mxPfDGnyeo/MLmG5sh9csj9y4NZGi1oCIR/s1YX0Dc+AgdvkoPu9QSZNQ1WimiT4LaO0R57CZQUQR2nFei0TawoQQpX8+RB+PsoyWClWcZiwC0u1StVuMMxfDWw1VUKoKaGTIyioityN5ju0tIp0FQrdHaHfS8Wfpc0xqoHJELopWNVLVyLjClwPcsI8tK3bHHn38WaoQGB5bpOxlDJuO3qk27f/iL9C+4zbW//VvMz/c5Z73/ASPPfqnHA85yw88zqN3Hmf9+GFKY+OOQiR6mIvgTVKFJXoKnXShpnUZfErB0+7RxcKmsQZjkoKryJFmgWk0MXkDmxe4Vgvm5im31uOF8AYoUr6mwC0ih1T1YvrxzwMPpu9/G/gXIvL/IBYnbwa+/rqP8s2CAM6R/8SvUN9zf2yo8VWUdO2MYKMPgxH4KmZQ1iCtFtoqYlHKOUIzg0aGr2ukJnopVAGXZSDgqxqr4AWCEaRMHss2Fk80eJx1sUFFor2NSDypJYSpskTVY4KJNILEYAiRZydLfLcx1L5id6OkYTySCa5OvKT6qNywId7ebDNcnKecb0bFRvDx4qREWkaSBNEYxNdYGy0+IW6PVTWaRyWaQJAozyPG0qAgeXwPjLUEolKA4QhtRC8UI9HGFiaVfxDjo2dHHamUCf8vagijccqk0wXXuXjBCQYaIJ0W9hd+gXDuWfj67xDUTz5koujp5U7AxFYbBwsLuN4CpjOP6y7guvNIo0UwNl70Ut14+jlMU/pEk6XPxdjorghJZWRiV6MxEgOLBxnHDj5dnCN4QYJQGwfqyPKcsq4Q71Fn43vjYxdhIL7HLosKJKOTynhcYxI8pqrR4YgwHGLVYLMM222izTYl6eIflNrHi6lttWgeO4XOzeNaLUK7g+QNgouOfcbuBUpDkrxmzX0STEF9jQ0hXWg9mQa8cww3h6hs4w/2GM/DqAntxSZzv/xBlk8fZfg7X6O5ucHtpz/K5WtPkl/rc+9Dl3lke8yFO09RNnO8szgEmySDYVozkWlyET+GmNRE+ihy5eJSIuFSIxw2igeaBdJqRa+UvMA2m4RuD2k00d0xPI96e2vwSuSAvw58HFgWkXPAfwN8XETuJX40zwB/B0BVHxKRfwU8DNTAf/52UpSIWLJ7Pk716T+PdqNLmVRRsmc2hzCsIndoJPoDt1toq400s3iFDwHbyPESyK2lxhFUcQ588LF5xCsht1GGNa7jos8cMqzRPEeDoRbFmGSmv9ezk+R0yrQwSaRcJpzfhDo2xkZFTG6RxRZhQfAXAr4ckmEIUsXCqSqBMdZZfKuBSoapAqFp9wKQpOxawzTDJgR8WSYJFohxsZFGo+Nf8D7SOc4yPfpJJ6CPWR7GxA7RTiOefMYSrEHKMcZleB/54ligrCMlZYnaeOfwSrTAHY/3/L3zDHGOkIGoweQOvyjwS7+MPv51ZP0icVmGV5gzWRTFNtqYxWVMbw7TnYsyy1YHtVmUm6XINSm87vsyhZpI+5ikmIk7E9DgEVG8BmyqFYjzMfjVFbUKNm/Ei1IIhCoguOiel2exLqCKCWl3kAQ0IoL6SfSMX40q6sqoY84cFsE0MqTTRLotvLOEEHXvXoUaJbRa2AOrFAtzmDwjJBMx0bTXSpYKSUMTzxnvU8dwDOpkFlE3EYRixaAIlREYl+han1AX+LkWo65QZkrzfassHP8ZLv3+t6m+8DVWW0tkXhlfeI7bd9eZq2qeOLlKfXiZ0qYaglEsNlolpHUXrYT3zqHYhWliY4+zmNxN1zE2eYAXOabRxBZNfJZji4K61ca0uoT+9gs+2/0/vHlFy1eiKvlLL3LzP/4R9//vgP/u9RzUmwkLeExc7wdOoJ/5m+h8EQuCXmFUE/Zn2ig4F6mBIoc8j0MOOgVWIVgTTwirWOPidiwuJ0JVx0JdVae2Y6IkSRUjllAPEZtjxKKjQfQssbEIGbPumIHHE15jmmlT0dMnyoVIQ4gCJtE5nSbeBZyvCRqSHWyImWuocdKIntDVKFEyOZhJ40qYUiMxrQyxC7CO2a9BUvEwpO0osYnERm489v3HoCIiSfte4VxBEDCiUUdb1ci4JDSakb9M54APIElvO+HyTa1JQghSazyWUY3pjwmZRVyOWodPEjVuOY698z2EPzkfXQejPOZlVka6VIrg5uYx83NIt4drdaA9hzYbqZEjjpSQtIamgyLShc9P+Nbpw9q9H5X02SZDKQ1AiDRHd47g6zhsAht3acbHXY4I4s30Yi4YbGai/E8iPSNAsCG+R5oyz7pGRbDNJqbZxFmHyS2mXRBaDYI1VIlu8JrMzwTotcnqRlw3iSqwKZmPbflhGrKMRrXR3ppNstXJW2oEL2BFUGfwQFnW6JZEk8qQo23LMLeUyy26f/kjdO85xZV/8xWa5y9yYvkk67sbnHniEp2R54miYOPgImoM1tbxQqjRQ8fb+FpE0j4u7QzExNrKpLlNxUyUu/H7ZiN6yjea2CxerGxRIN0OrDvEV+hUQ7R/vbz8evrh2yZ4dfTLu7pzMtbo4oljsgL7s3+F+tRhbPAEEz2idauP7A5it1k1ihKrPGZc0uxgGjk4g3MOLFiJmtGwvkmj02QcApmAt4YsyyjHZbxYhJj1BaIM0FvBhGTINC4xWczW8XsKBUKiQkjnACZqvFOlXSYSKBMzOlsrmvTeHo0TRvBpNFbM3FU9JivIZRHjB1jn8CkYAZMoN+UM1SuTbnYNIbZoVz4WpXxIPLadDk2IgTsel6arjrWpqzJzGGvihB+TQR2HTpjMIplQBR89m2sfaY6QLlSi0XHQGKT0eCfRF2VXohNjFl3kTB6pBBqG8OGPwDe/hA6He69n+k7upzb2rQ8UsgK3sIDpdrGtNrbZRJpNyKJd7vRiiU7b/KP6Z+/7ybNM1DTGRCophIB1Lu58UuY8KT5rSN1+qqkYG+IcShuDcuQGiA1Jqmkjli4CYgjBT59zaoxmLc65aSBXAZtnmDxHJrsYoFbFK1HeKUyPhxCnrnsfvT58CHgf4sdsLEaTmRhx5yUaYhE75eMTPkmmiykQgscHg1TKcODxVHjfoGjn+ALGmTC45zDto79E95tXufAHX2C1t4zBYs5fpTEa8dTdN7N+conKdRCrlFoTUFxacyKKnQwBMWCtxTgbO3KTAiX2VEjcTRQ52m5j223ICrxzuDwna3fQooEfjH5oraST5cWizI+KQD/i73403tWBG5VpV6O558fQ+z8Vq+1WoqXqTomOShiX4EsQH08646DoQNHCZTmSG5wzGKdQVphWk/rQImggCxn1sIzOb1WN1D4ODfA+nWjEjMkI3ka5Eg5CiNV5I2kTmlQI04aDycnqo6plYvGNhkg7VFG1EcoaOyij8f7EY5U4FkxRgnq8r2jYHqIVWkd+UCMZHfn99D98anH3IXLRk4YgEUJdI1mW2t3jiaAmBW4xceitNWAceI91DnUx6zEi2DwG+qAShyzUgdxb1Jf4EhAXW5mrGuMcJotBKb47Bhl7ZFShgxJpZFDEi4qKQY3Hvf+DcO+H8F/9AtOr4I88qRSwmFYb5uexnThAQptNJC8w1sXPQidD6/R5OZWkFG5idTD5TWL943/T74yJwyqmu6m0NqObYmrhTw9sMxeLrMEnqaiJfjga4lZ/+iyadmjJdgGSBXCibERAknlXEnUFovfZZIxa0OizE3xN8FVk/DXgq5Isy3AmFZnTukM1Xac1ykOnFy15/i4jxGPVZFGgGvBBoVLCIBCC4Gvw3QyvBrXKaKVg+KlDdG/6RZ7+jc/RPnuWTnMVefgpbtna4uzGGS6891Z8s4FBsAAhZveTC6gxkrpYSQF87/j274o0s0i7henMEYo24lyUEjaa0GzBYOsl1stLYbLeXgqzwP2qoIDVQJg7hH7qL6GtWPzzuYW+jwG70pjZWpuGEzSQZjcauRc5tpGjpsLZmFlIliHGYWtP5kEaDUYqhMEQ1YATg68Dxit1YeKWMUAwEMRigiKhRlyOJwOf5k1aYsFyku1q2gYXOcHXgMT283GF7zQQZzFVQEc1ZlhFnbQmfe0kEBO7FuuyzzjsUgUhVD55fiRNrOxNqFQbi4ZiBM3S8IM6xKJb7VFjCcJUZz7RsUvidxXF5lmy1lSMlcjvWxP9Nooci5BZg98ZorUnjAK21YpNFaq4UYUfjVEbdydWTNQmi0ClSOlhUMYmHWejTWxmCT2DfOaXMY89RFi/nLby+1fDC4N4DDyu20O6c9iiPVUaiMsAE+WIJhX+SBlbumAJk69M6xImZZpTGXtqptpf0JS0Q5lUXI0hUj7WpEYtSRlvoklSUA5onF0ZwvTxExcT6xMagzyJsiJEiko1oN5T1zWZz9OwjOhqqF4JVYUJGuddprbzPMumx8tk8pPuvySRqDiZlHfT7SYdcwycsdAe0lAQG6X6KCXjeMGqAtJrok0hD1A6w/jWJRb+979C9R8fY/0Pv8JyZ45yd5fbvvUE+fmznLvnZsLhg9BoUTuiGolJuTLtgJJxlUm7JZM+G5PuqGjU5ne60UfdRZ265gXSTP5EoX4VUebFvn99eFcHbiFOeWl+9Geo77wNrzsELFIGzNCjI4+UVeRTjUVcgSna0GpBu4ltF5h2hrEOgsE2hOADbjRCgjLMDbmJXbjeueg7bXyU+PmA6Q/QXhdjTRx2qgEKB5UQTAwMYqJCBSR6dEy4UJU0BTue+KKRPHFZhvdxkdZVDcMSHYwxPnXSacq2ZVJUClTVLnV1Bcx8DNIq09biqEdOTTORiIkXAGv3tudKbE1PfCHE281kpmbahhoRvEY/E+eEKrNR1ZBlmFYeqYeyjjK5ZoESYpZeeYI1lGUJxuIyR137aZZn7cTIKr7uMKqhX8VimgnRKS6zyJ230/iJn6P/b/9ppJpUY6cr5sU3uc6Rzc0jzSamKDAuT00nEr3VJ4FLNf6cjkNSAN9Px8iUNomf4YTGUFIGGv8wZoeT3F00MiGASqLBpslheqwUuM2k8YeYWYaJZ45GOeCkHV4mLd8mrUGxqI+Ww7FVPtIbISihLOMg51CTSdwJhVBPk4YJQirYQ+K99732vfsKRP/MaXY73SSmY/NBIz9fQyWKHwZqVRqhQWganBeC84y7gv25W2ncsor//e9jv/VN5kLFHdeWWfr8wzx32w4XPnZPoknixUGw+94fs+c6OD2KycHE47FZhu90MO0uNmsQbNSp22YTbxwaxq8gwux70DcY7+rADQJLh+FnPoNvORgWceGOKsK4RisP9QjBR1/gRhOaTbJeG+00yTottBUbK4yJnYM2aKyqoziXR/1sZmJVvazi/EaIssOhZ5w7wOKSXjtYg7exKcUSUF9Hna/GDFkTPxu35yk7S0oAsYY6lscJtcLIo/1xnHJTlamLL2auk229opTlBgyvIDSj85o1UR6lEwY+ZWmJFhFrpieBELsDJ/MuxZg0oTsWKM0kqIoSNGaFNs+QwuGsJXMZ2mnE6WY+UBuhoiZrOmpiRh6GY3KbJb22IRjBWhM9wq2JPucm3m4qRQcVJsug8lBkcbKOE7TVpvrUJ8m+8ofUVy5M0l4mPtUvWBkxw+7OYRvNFPxzcC7tfKP/hxpBJNUZJlp3SUW7SRa6P6OeBDXlh36f7jT5ZhqbxUr0WwmpM9PvlbomY/PYp5+fFLFlUoCeZN2pqjLx5FZxaBCoPX5cI00fqRiJFyZTeeqqjJ2XqXCKSPRaT41hdQhRP64xe01XpPQKdN/rYe91qUTpYzJ9AmItRgwShCCp4KwVYwzee0LdoGjGpEQV1MDOmR6D/81HaN95jPJPH6C3tklzZ8DxBx6luzHimQ/cQbncoM6issRoKlJOdwfCRA0kk89DFWME6wTbbhFabSRvoFkWA37RjMOL6yE/mv64vnhXB241Bnfvx6kOHcTXfUydtKajCu3HbsbpSS059BaQAwvQSaL8VoYUUASDXL2MNprU3scpJ74mVCXOxI5BbFJgiECeQVB8tweZhXHkbWtNW26bZIBiwCqCnY4GEwLBJx46nbDRBU2nOmutfNSH90vMTo0MB2hVRkOqSU2LuHUOqpRVH4abhOEiVGOkaoJEjxEzdbuLGXh8rhgsJxmjTPTIRmKbu7OxYp9IW2ttGg6cbssskueR2y1yNDOYK9vIfAurhmKwS+U9bnkVn9fkWR7pAQM+s2huMcO4hSePFwW8JnoiYEqFcRW32qXH5jm1BDCW+vRpzAc+hv77f52UHBarAZ8uhdO1AdhOF9Pp4IomJssxzsXXm8yb1GVost6NWu7E6Zu9ouReshUvvFPhnJAaZuKnCnuB/IXYC+w6TV4nQYYp7aWpXqJ72XVIu6N9950kAJGJkTQVRggjwQwzgpi4TqsaPxii4zEmBX2ZLB4fkoETqUsRpj7DTFQ16VU9b+eh6XdJbRJ82gGktR5i70KYrH2BUJUEHwuitW/TauX44MlyyK3DzwUuf+QQ7SM/RvjeRRoPPcqBYUbj7BYLO99k7e5beWa1TVhoEvIa8XlcmyG2yceTQib/T/p3g0iINF6rAUUDcXFHaPMcyQt0+AqDzHXCuzhwG9z8KuYnfgYtBzG7NSb6TI8Tv41iGo1Y6mh3scuLmAOLZE2Lc4K1ipQVVTlG8ITaYHZLtKHYPEnaBmNsM6csx5g8BmdN2YpptjGjYTxRrE0udlF14DNiYaZOUqtUhNrbTke+UiedDkGjkU6ams6gRnbHmH6NlCOCVil0REzLZQJePcaPqHc3MLvb0CoQGrFIIxJ5ePaYyolee+8xppv7KJFL+m2LRNMpA76uMa0GrijARc22aRZQeYpgoNumNoKxQmgU4EOUSYY4B4BGgbYy7KjEFw5vHDZAYADe8jzBu5NYZO6PoNGOyWFNKkxlNH7+Fxn+xz/CjzfRkEKS6L4gC4jFdnqEZjO2o2fRe0ZU4wW9jiPFJHNMGJBp0J74pyuIvNDbXdM1UKfH+0Oa78khTHhY1ajgmYT5SYHayDTuTAqgUUES9vxdEpUzybg1Be5oRQCqScY4Bu1bTBmtgkMdnS+tT8ZKkEzR4hSn4H2kv2x8rdNjZm/zsl9RM2kVl+m994qmokR1zISa07g7E410liiEEkY7Q/BKo52lTNmTGyVv5uwc6bHdbNI5vUj9yCVu3s4ZX7lK4xuP4LMRF+69jfK205GfmZxHGpvRrJF9B0+iEOPrNnmBabTitBxn8ZlD8kb6e94yvEsDd9Tftt//Sfq3HI+LNBiobCycVXX8DA0IGeQFdLpIp4lrF2SF4KipBwPk6gZhbZ16bUCYP0y2OI8fbdAcjfGH5jDznbQN89PuSOfB54pah2DwViM9EZJ8L2XDkla1qaIGPDYyyPREjidE/H7S/i0+oOMKHdYwKPH9MVqOINTTpGuaDonEgQdiyRR0PMLvbGO73cixm9TObVJRi2hyNZ25ySRwm+iVbIR6cqMQVSUSuecsiwtfrEk6+AypQ1KXGCrropdLJgTbxQSoRcHa2HXazLGDEhkHqlZGKRWUNU4z6krjrEZSi3lGVNuMPVpFbxNjBI9BbU116y2Ye++Fr345usVNI+/0FWFchmt3kEYjFpyt28ssfY1WFZLXGKIJWJDJ+7rHmcq+eBCT1eef6RNVyQu/Pu+P02c8eaApTz7Z4k8/y721EL3e9zLvydeQxuhJukgFrxBsvAiX4GWI6pi6LJMLZuTuAyHROwFCnS4ONYiJTT249JlHGgaNuzDRvVc8bZIyU2Y7bQDC3vVMJ9eI+DtfS4xQIXLzgZJxP1JBheaAELIoQ7R5wbgLa6bHxlzBtbWa0w8F7pUDHLp0kUe/8QRP7QzZvecMYb4Td7WpsDp9c6dV3RSUg2Ksw2UNvMsJWUZtLSbfc4J8q/CuCtwxG7DxSt9o4T/6yUiBGB/n/XlFdkdorWngrkRNclYg7Qa2XdBoZRipMDu7ZKMBWg7ROlCJwY3HBMnIeocpu2vkeYE3DaTuk+U53uSYoQdTY/MWoT+MXtMmw4qlEh87z5LMjKSXDYm/Vp8ogVpjI0lqQiEExCfL01qhUhjXyHiMlJto8CkXC9P4JMSgLc6mwJky+v4uvr+NZDH7xVqCTXx62mpPim9o1MeqpKYKY6I3RkhpNkyDjs2zmPmZaE6FWIx1hNxGA6C6jvJAIg8uGrDWQpFFaddgTLW9i+lXmOUODV9Rh8jbS2YxwRPKpE9Pre1hXGOHAd+sUJsh+Njl6YTsg/dTfuPraD1m0rMtyRfdqkEbjej1nTlClsfZDZK4UD9Gg0O0A0aidcFE9ZGYf02Zte6LC7KPEn2pk35KP+3TgOu+IC0kZjUVe9O3U+24EhusTKj3gmyYKEskBkpJRymRLgh1nUyoQpoir1DH9nEzKb7KJJDHAmPmXApeghXwhOd1LE6CoIkvIL4naa1O3+tppj05O9N6ScEfkWgZpYoRD3Vq9mJMlLJmFEoarAGmcJiypvSWp5dg+74j1LvKghrOVI7iG0/RP7/NhR+7l82T84TMYYNPaznDmUBlopOlIMnoTQmZRfMMYzOsyeJMUHEY9fGiP7nYvIl4VwVuiIWVIMDRm+C2WxHxSR5lY5ErhDg9oyyRUIMzmHYbt7BMq9smDxX+2lXC2lVEPRaLzvXI2wXW9aDZACfYjQrZ3EGWe/idEdlcJ3Kz7Qw7DJBljIcjbBY7JQngvZ9Wu0OILdDR4zud8T6aClElb+4QUgaY6BcfYtBO3YRaxUYE4zIky9GqjprfSZ7hLGQuGutkcQQZ4yoOhRiXqMmQjLR1lalUTYm7kcgTxt5TJKpmbNJlB408bp7nmMJFfw6xBK+YMmCahmAjlSAKTgzBpyklYtEsOrdJKAlr20hZk6lCu4kfl6gohcupSg+5oaxqYpN2artPGWIYj5HSQSvHhPi6vfe4U7fiOzmyUabxWGGauaqCKQpso4G1Wdr97GtpDwETmMr/oqXvhL54fmYt7Mui2ZdlMyk0x4A2oUT2f/7x6SYdpyb5lcteUS+YRIEwLQSaoNGTOx2jJn8QgRRYU0esxOzXqKJVomJspH400Qm2ioOecZPXP6FilIm0z2SxFqJlyvTTFWrSCLTHocX1sxfjLCbN5ZzQR7G4urf3MS+4YMUNaFTAVMNxfD2akzVi5yMmNQiJMDbC1azmS70xvbvmOTHfZNnm3K45V/7DYzy1VHHp/rsZnlyM4wKdJ4jHUqAau0NFo8rGGoPNYt+ByaKm25s9O4q3Ivd+VwXu+PYGrGQ0PvBJNM8J4y0UGxdcrei4iplqPYr8rm0SihzbaeGc4PtbsL6G2dokAL4zh11apMi6EPKobnCCFMeonnsC0+rgml3qIkf6JZJFT5BAwM334hXbExt9fJ0W4163ZAga254ndEjlow3qJHAHfX53ndc4dGDi1V1YtFkQQhGbiEIVfTOchTxHiwY0G/gJh+sDVHWcmyklNoBRF/nVSaFJJHbMQdwFWBMvgCYGwOArXFaQNXJcs0Cdi0Ud6/A+OgaGahwnzBuHF8ErURaoew1FZlziz53HljXBWTQZcWQhmuEHZ8jmuwy3B5A3sXUV28WDYMQnCsnHxh0/uUBH3tgdPEq2fITx5g8QYru+TrW5gm02oFEgzj2Pq52yFiZ2Z0Yv8EQJpYvGfsgkCEed3D6KaS9og+wz52IvWE0zatlHiezTItvUETn5mxAHKYj3UUkTUoY8KWxP5p1Odg+TYE+65mhA64qgAT8uI6ed51iTpYYZv9cQFAl8jDF4jc9nfLpkmRR97d7uIwQfj3UiLX1es9BesOYF75+GeLGaKKHiMZupbHFUB9AGJgPjBHKHHWdk42gPUHrHWgM2ThV0Dpzi8PkBx650Of70oyz8i89z4VSTnQ/dzejW01S5w9b19H1R79FQYVCsc9SZiwMXJrM99w7/Tce7KnAn8i1OLHnv/Xg/YKLfEg2x2FR5xFdxVmJqDrFWcKYmjCt0NMbWyevDFWTtHvQ6sW04OOo02b1y4M6chvEwypmGfYwBN6qpneCtkGVZbJhAYvOJEXxVxRNgUmyS6O+hyeFNfYi7Bh8iJ16nID6RYE13qxLboguHNnLwTahH6ERL5lw0fipigNKsiKZFLvLZsUMuzdkTjd2iKWhEOmHS6B1PLgvgYgbuGg3yXgvbamLaTUyjSE6FccRZ3Y9t5yHPMF6ot4eEcYVb7GLaDklSsPrSBRgMMJ0WDGtCJpjM4upAaYVQRz8N022hJuB3rmHF4dMAB5t8SYLGOgGZw2i0H627Ddof+QTVk48l58PJ3ML4ebhmlH0Zl2GMndJXk7Z0chtP4sTtT8etadirT0yWXOKldSKv3E8NQKKh9j63GNCT9E7stJ6h+4K2klrgE38zpSHqOu4UddLRyVQnTQj7nictFqNp0Eea/BQUxhWhqqBwmCLHTNappjF0mpp8Uiu8+joqbYhqJRMkFvqjLjK+lqjDYxLpVENq60/Oiul9lRe58E1a5EMyatNEp4Syoq49QxXydkbedIgx+NwSxkId4tzRTC2VFTY7gc3TlqeONpm/9b2cea7kzstXaX9tg6e+9x3O3rrA6M5jjK2J4wN9TaiqeM5ZF2sdzkVpsLHTz3C6qXgT8a4K3HF3b7DHzxCOHsAn21RVidxVpYSyTlvLpCu1UaOd5ylLcU20O0+wFle0MPOLhCyLJ0/mYzeg99gqRxijzQb+7DM0dgb41cOUgwrfKQhYqnKMikT9sk0t4XW0mfRBEfWIUWqtUyYcoI52q+J98qr2TLS57LPlRH1yHrRoowG+hVRlDPL4OEuy04NuD200wRZI3oxadeOiNarRyPeLj80txhAk6rYl+JhYGRMzK/WIzclaTYq5NqbZwCx0cXOdGE/KCl8HqvEY4wOm1cGLxV/ewV/Yxs41kRUXg5L31BcvoOPd2OwkWRySYCIPL1Wc6J312hiEkVMCJa7ZjhNgNHKW0TsmjrcyCpq8XDQEpFlQ3XEP0mrDcJtp5jfhZhvN5BtCakaKXKYhxJ1DnsXhycZGDjqxF0jikKdywL2LHamTUlP2DZOHTbI8TcVVAaNmSpNMbWFVpwNvp1m30dTQM9FZT1Z70qCk9m6twjTzjs8b9d8TLj7K4GAiA8q6Xei2scZMG8CMizueyG7E16A+QOn36i2SGsPS93HbmC4cJIrbuCl9MvnvVKOkk8K87L2PKS+JfvRM6z+Iol7wGqgIcSfVSLRckWNVkDLRHihaBrAFg8Kzm8PlA4t0s6McLHMOPb3N3Q+dZ210gSfvWaVSjUmOr+NEIWMxWZ46fXMQm479hSXnNwfvqsA9iW35bXejzQZSjZA6egP6soym9EzP0egP7eIoMR2OCL7Gtttky4chlNHbweW4OhBScJXM4VwMGqWAlQZZPkd9ZBW/toW9vM2o1cK1curC4ToB3dmNftNLnagVLiswcQGbiSQsKU4m5vkED6kNOTGBMSB4YhBIWbW6LPLutBFC1FlrBe02tLvQ6qbg6FCXxyksYqcpRAgBRiXGWsS5pP+NMw1DiFmScVGBYq2h1evETLvVxHXa1Nbi64raK7VKHDxhMmqbYdbGsKE02ovkq/OEZo7YivGoj27u4nAYLfA2ct7YlMnVY4qFHqFw1FVNZiVavy7OE3b7UWNe1ZNQxlQGt4+uUGvJb7uJ7OgxRo8/tKdrVsCYWHuwdi8LlDQmzVnIMkxWEPaZTE0fN8WqWA7ea7bZn0nGhDsRBapJiBJpBZlq6dj7/eRPRX74H0w+/ciR78/kJ5n+JPLFB5xmsJOfmTyKxh2TbedIUcSZo75Ouu00jEFT61d6+lB7tKwTzZQuJsRCeAgxkQFNDTvx4jXdtUxOtukB6/NeV2wwA0ic+WTXkpQycTcad7jlcIwCDZoYG4czhyxKUoOPNSG18QIXfAz8lRux0XTsLhkeP9Tl2OYZTj96hbkrAy7PZ+Qjz0BjYhS7LR3WZbEjWCY2Dm8N3lWBWxCkaJLddi9ViIUrM1mXVR2zSEPqAnSYPBZqcutiu+t8G7VZ5FpDHr2LFWrv8b6kvHyFRq9H3WmQ54ZCcupqhHn6e/jFo5SPPEZ224fIbSC4gszUeKCaa5DvDBOT46hdjVvbom51oI7eIXWdTp60JVYfpoWy6TU/mCQ5iCcIWR7/SQCto8Oei9mbtFtoM5rF02wh2FikM5MZmaStdZQZ4uPkGRVFJZ4IQspG1UJmo49FUeAzixQZXuKwhaoMVJ6kaojDj7UGW1lkYYFsroHOObyJPKnzQr24QLnhyTYCtQlIx2J6WZTh9op43nhPplCVY3KFcZHDuMbXg5igTtqw64ANmuqPSQGioAtdwombMI8/PC0JxA5UF7ntyUQXY1CT5hMWRdzBFI04a3FSmGQSkNNamwQfTZljum1/tr1/XerEn1sm1AbxYkD6dqrSIcXY56tP4jFOioiTntbnP9aEKplmuDIJ64kGkpgcBAHxdZSVVuPUCh93gJPnnRZR6zr2PISQdiipSUmil3ncacT7TjTk09c/3aXEr0Zk2jo/eaGTliWI59qeP0paoul6QB2o+mMkKHkrj2vcutjbkM6ROMTbRqO3EDC1x9YeW5VkecH2nFKuNqI9AuA1kHmNtmwa17pMExgzfS9nGff1hgp2/hAcPUmohtgJwzCpxqfOLVvk8ardKKDXQLoNtFVE2kRjx1e9HaiGNcEKthV5UNNqoEC4toVZXCa0hECL6v6fwnhPY+xBBtjeAbwoeuUaaIGMR1Bk6awN4Aw618F5SYoHnzi3GDyZUCVTv4zJ60tfk/JATPRQ0VpAciRvIa4g5BZ6LaTZQl2BYJMtXKJR8kTBTLLUkBoijIvbU/w0M5oEJuqoNa/rGjFxin1ASf0aqBpKfPT68AIe3HLkT8sC1JSIRmdr51qEqo8rA5I14kCIVg6FQQuNuyQN6NDHrM7EyTcISGExtcV5TfQCkWYqa0xhCXWNy+O0HSTQOnUbO+b3Ypfh5O0zwsSJUcTsdUJmGTQLtN2Eooht/S5SRZNMM779+76+4Mzen3kr6UKhE1uAaVzel3Gn4D+hwyZUiRrEhNhyb1M3q4szPsHEi+2kJwCSG2AMgyKTIuokbAcmU3jFEn1tfKAel1CV4H18K4NHffS8DpOdYKLuQOM0IJfHtZYy7WkSYMx01ioTNUnKolOldPo2GSYXJCB5nb9UcNT0JsWZpJ7Se0JdkjWL9Jon72M6V0xUyegoEKoKqWtqcixKu4Kr1rPRy5HaU1klqwN+Wlw2kdu2DtIwiOd/mm8e3l2BG8iO3YQuzBH8TqTfBEKosV7xdTWdUOIaDTRzpEE0ceQUQiWgYxhdLdESpGWwxmMaFtPrgs0otIF3gqk8WfBY4uKQkyegHlJ1GvG23iGkGuP7hlA0ML7GliW2CojJqLe2wFh8fxCjX+3T1nUvqEpIWcwkfqfZhRNagCBRIkg6oV1sN6dookXsCtVhDaMyvUEWyasoAzN723RNJzPC1P87crux+UaToqWsSlztkTrga0+FQTUqD9CYVU4KXJXRqHQpFYtJQyfABwML8xSNAC5DjFJlJnZJElvoax/icFdnMTajslF9o3UFY4fXavo+mIlqp+mwxCnx3gkyVrLjx1ORzafiZOxKnRYCRSJ1ZA3SyKK+u9lE8ywWeG0cNjvNdFOgngQUJif3Ht/Bfs2b2c+BJ9IjPsYLsvL99Ehqbok7Q51y32Jtarzx6fljS7lM5KT7M1327QKmH3JqAKvrSJGlifBaJ2MpP+l38Hv2BcHvHTMh2iFPdO2BaeNNEKJ0NDVhxbpl8rJJAw0kUVMmed5MOUsmzV+pQDp5T8ykkEssklZxRxg8hKoiz/M9/3JSti5EewkTVTJWPVZiNr7Rztg+uojXOpqd+aTmSoVpmWTtJr2G539Ck2d5mQj0xuBdFbgVyG6+HR9qZLdEcwOSR5P1MI7ZRnLA86EmswXSbKYtVuScHULtwZHH7NymKTp1iNtpidklw1EscIgQENSUjFsN1LQQMQSbxyEO3pLlDSiryAUPRkit1AhODWVZR06uDlBXabu7x9lO6kmg8UAS3SFqUFOBK4BxkgFGlYxkGUFslCFWJYwqGE3mMUafCjILmNSwBCBI7dOJsldswzJtg67HZVzwpUaTrsxRRcI3Ju4pKE58nr1WcWeDoF6x+GkGn+cZNE0sLpoaGwz1qMTVLk7kNhbNooRPQsCqpEEAFmtdnLyeVDGm9pHfjAeRRmcptpFjjhzCttr47SrmpmGSmQpiNNl9GkLmoNGI9YBGE5NnaOZQY2L2zr44I3uec/KC83i//eleMj6xNSDuuCb86fP46P2BG2Tid50ycGMdOulaTGZUiXdJWW7AK9PHjt2eE8XGXrNUlJ5OrBN8mhLvk6zQx9tD3OnAZCeWBlpbEOo4JcdaqKpIj0lcn2KzGLxt7NaUyfDoSS3BJL+XdAGNF4RE4ySuf/p2ijDpSNDA1D9FQ02oFMqaYMcY52KGPaGd6jo6UhZFVMOkwnPsuA/xva2ZUpKBMO2ZEE01MMOk9LsvTE8+8Tenp/KVzJw8BvwzYDUd0WdV9R+KyCLwL4GTxLmTv6KqGxJXwj8EPg0MgL+hqg9cn8N/lchz5ORppBoiJoBpIZLahH0gExvtM8Wk5gDFObPXzUj8ncsF6Vq0AgqNXtnGw7hPPR5hyxoffGycyZqEvIVpFNGHwwT85DliLkJFRfAl0h+l0VqCDVBZiwzK2CkZ9km+JhTGfliDOBcDLZMiWgFZibgiOh1K2DPTrzV6cw/HUHrwKXupJlrxFMhNGhFG5M9DOY42toVNfGekGHRcIlbw6xtpVp+FuoGXyPSEOO6dOunR47SeVESsNZncp5PaSHTEcxZc7PBkXOPEgRN8HXApESolZk4mK7BVmvg+dcTTfVJJsxcop7ywEBZ7mM4cfnuL9Kt9GXN6b41giwbabEKzEU2Gsix21U6UE5Ot/74McRp4El7UDXDyJPtumvDPoHs2IdM0U1IHqiFMsm0NJGcYBMdkSEZ8IR5VgxGXVCM8z5t7+pzTFx7rGhJiAXoSsPExWEvSck/shI0QM/uJTE9iVySkTl6pUn3ARarRufizm9RTzLSOMBm6MZnPOX2fRNL612kgj68jZtqhjrtR8SEes/p46EIcKkIqotuYRE18VsS5vUlNTHaCCiGNaAupIS/4aGebkqZpIfp5J+CLBWt5kdte6r6vDq8k466B/0pVHxCRLvAtEfkc8DeAz6vqPxCRvw/8feC/Bn6OON39ZuB+4B+lr285bGsOO79MLZ6qk+FKMCEN6QrxJLFZ5AknnWykrACJLd1KwOSKWwhpyown+AqG24TLF5HREM0sPnfYrEFdKpIXccFUVbTStEIYjZDROHKEIV3VVSHPo3fK9i5BLKGqsX6S6WgKoknnmxzaMC/QE2vctscxXi5OKdeMaEXqoQzgK6CGsoqcc4ivDSVm4MKUE4wdbyFJ6eLJgnOIiQUtCKipqYcKa5vsVIJr5HG4qkl/kzJigsadw3iIVqPo9yzErCtPWW1u09xKIqVBpLNMv0+wFmkWlDu7NGpw3Wb0+HYGvKU0MdsNIQ7HDclxcVLMNZOts0u0QtHANDsYBS8vDKoTWkOitWejCUUj0iRpTUx11SmYmEkRbkKxTwpyvPCxXxz7OytjXN4nN5teVBI1MbVFNXvH6tIEeRKDnR4rDtvg/8/enwfLsuT3fdjnl5lV3X3OuctbZt4MZgYEQQxNQJAAcAPARYTgoAwxHKYVQUukHRQlMwK2g4wgw/JCyhGSbJkRZoRMmgrTtCGBAqmACYALSBgkRYJYCIAgAQLEYB0MMBtm3r7c7ZzT3VWVmT//8cusrtO3+yz33vfufe/dX7z7Tnd1LVlVmd/85fe3TVzzati5jly+5kKFFSOuKY9lYqieHHVSKx406urE5ZDQWN5q35SiGgLOW4rd0JibXtMUF9Ji9C37mCer0VK26CoKBhQXzRI5yiai1LxeLSGWVOCu2RCL5ht1KGXLxCit4I3OKf7YUttTRFOGYbB/uUwENX1AeQ5ljt6SKRjL1t/t/TZrrQeVyxQLfgV4pXw+FpFPAh8B/iDwTWW3vwb8CAbcfxD462o99l+IyE0R+XA5z2MVd+1Z5MbCPERCQLoBHbRUh9ExWMM7IWvC+7bk5jXt0pUiqOoyzATfONKQrairJnTdk0TwB0eExU0afwOnQprPoHVIsmguESUe3yMvV7S+xbVz0vGxgWxU5KQr9GHCq5KkdJ5RiyrBFHWZK27UWJwrlnwFRJGiZVA0ZgN+tXvAVhoSXVn6iqkd68q3YiHxJQNcFtOcVKVE0JVRXl0yALfs0XxCXvakmEjeQypglMUKO5zcRfpTHKmsjH1xSXZ4TUi22pPiGpCA5jVehHm3ZH3zOSQK7fWbJDG/Z9HOUs9qGsPyybkUEyjGOSM/SjGHjFPTlt3hAeFLXqD7zC+XXmKDyoDBNFbxzorFzuZI05ZqSOY9MXqUSPVvLmfRms2vVrrfnL5cgerSVjM8jqTIqLlvHVS14jKpWh6b6tOtWFY0RfA4Sg3L6oFRc6oU4K52hsrDUyYC1ZIpEYtjQGqIvJbPBYwrcBfuQEKwqvdNA6G1fhOslJ2Exjw1QrDnJmUV64Nx5cU10JUJxJ7cxIumfJvmWUSLt0iJGKYqN1QqagOw1U1WJZubfYk2lRpAVfbJGfN1j7HEA2SSWj/SUsNztB1VLX28YgXkiybnhwdtuCLHLSJfBnwd8JPACxMwfhWjUsBA/YuTw14s284At4h8K/CtV2/yg4u/dhOdBfOgCAFmDlJvUV8xlxSZ1hn8rLXBJQaQoW1qL7BcGGnA5YSmgZlvGZ59Dj73Mvrlvwl1C1hDvJvJjeCvNSRVNAjirBKNP7yJHhyS7y5N0zk4sLqNMhBypNOM8zOSH0rsgrPJoS7ZpDbHAFcxXpuJdoQmaAQWDS5ntBdwEZVY+ExBkzOXqqpd4FAJjOvqmE1TcQ71GRHrMrYMrtcDkYA6G0yuUBQ5mj9A1IwkzCPm9us0XU/2llnP4Ugh4JmX3NbBkk85N1Z6V5mhumbISnPrddprz7A6uIGTAHFAfbCoVjH+Pq47Gk30ZMQFcjKPGJVgtVCcmH+v2AQmz30UJeGwDIDmYpZxJcmS947cNmjTomUiq8m/Kj0yFppARy28roimhRSmwFvHeHXes5D5wtlimRhrFfjNjLBxq5MycVkWSwckm0erDSQUqkUckpNlcKyxADmVRGp1AinNkgJAXkCtL9gEUKimOndUz5DiOktoClA3RiMVbZbQWMpiH4y+c5ajxKK3QuHHrVxaNUiKlmAkmFBdWozH1QvG+pgUOkfVKBLRNGrDNqlTJhjFOw/Fo8ZouFIJpy5CCtWiUSH1aCoRpDqUcH/zoNHiFkl9b1ImzQsBeQraDwfglwZuETkC/jbwp1X13hZ3pyLbZpjzRVW/Dfi2cu6Hn4IuIzeuk4JjWHWExSHRYa4+Q8InG6SAuVd5R1NARIIrLlfFm0gcQ0ywPIXl0pI0hescfN2/QRRPykKaQV5ACJ48F7LHgEJK3gXnaFxLXt5BnznEdR1uiESUYTHDI8Qu42Yt0kdLTzr0jPx2WUaTFYJpz1q0ZgvUwTSJ1iGHrS09XV0lO9CBXHIOEzbL81EjrAZRjKJRSRAyGnTj+haHknRcjBMUbHk7WOUdHbQQkWqafT+gPpIPBD/MYB3hrVu0Q0TmN5AXnsV/5DosDsxEnI0DzUNC8px47XmcV+TgEC+Obliao9h8hssNJIirDt/OiX3EeF/jNlP9puCS4iTbRCqO9vnn7HkWd7m6oslq/xArw6bBQDsXzyNXqQqZgqsUTJZRk9twv2y05s1A2AA6VHNbwfTCRWtd0Gzezxn+t3qOuFrT0SMOyzxZJhWLhHUFtHPx+dfR2G2vqdQ3xULa1YOXlpF6k7wxupYCHt4bFaK+sQji1hKaiQtWiq6docULw4UwhtfjjRbJYmH9U+rBlWo+dse5AKuOvP2YtKuEzY8eVmNpPkYOutoyXKmapM6P6YVtXMs4GY4l3pK5CtIPlsK3aNw5ZSvooZSI5XGurk/lAgB6dDB3KeAWkQYD7e9U1b9TNr9WKRAR+TDwetn+EvCxyeEfLdseuzTXbiIEmhaSNy2ClCxZ/JCosSTOm5VccyZmpS3GE0nZ9sEyhg1dR7x3F2Yt4aBo0EGZ4YjOvE80ZwZNBWutlp/gir8t5A/dwJ/0pJnlxaBfW65vUdy8JQ2DGaK0Wqt17KiUor41RzQuWV5xYHQKDoIeBKt2HTLSOyQmUwZFLFWnqq3oG0E9Y8BEvYaF/9sgMm3d/IhHTaNoZyIZdRntI9w5RT4USaFkBdSMV5CmYXG7I84OcC++jH728+T1Cn/wLHJ3RWzn+PkC8aDeohVdzlbn7/pz+NUxuV+Dn9GEA3LMVurKO2LX2f1480rQkl425VxSclo4feqt3s2snYNvcM8+Y0CrVoOSUsC2GqeKDmv3WygFagpX2bwWqaA7VZBH+nT3oNXt31Q2PHndtGWMnhroKBSNjHx3pWZkVOyRaP1CK1gnyJbeWGs8QG1HmaS1eH1oLNV9fChJqjYTRvUQyU2DtE0J+KpukuVfaMai0ZY/oLStutN547ndtNX1VlWpNU0zZfIq9TDN6LrxsHKVz8+ZMVOjmOuflPelmMHSe4uItlXD2XdoHjTRPJL6AUnJAtfyZLWrFOpyU9zi8qJbfx9MLuNVIsC3A59U1b8w+en7gD8G/N/K37832f4nReS7MKPk3SeB3wbwh0fkxQyOe3TZI07wKZdIqlQyfxkPGMSyvjVtAwheHEGUuFzhktCfrEmrnrReEZoZQ+sI3hMaLGG/y3iv9n5j4eNUrV5gcRPUrsevBqMSRNCSm1sHSrQXpehA2CxNoWiFVAXPNO0KopWDG3d25puNoF7RxpeAiWBLv6F0vX4oVcux6sajb3I5ZRKz3Mdk1d6rMbTBZjuqcq3GO949wd05toAMHCQhE3DtDU4/IPje4T/2Mdrr12B5StssCC88g944JKdE9I4GtYhHL4TQkHIm+mtkHSyyL3UkD210dJjGlFdrS12QEmamS2MATVbFhYBrgdab/cF53HxuLn9VIy7+4FJywVQ6odaSFCfUuKMK2FXGjH8T8N5Ve3KzP5MXWVYvutEqc02VWvevB42bCvRLoVyEEgFr78UF2z9XagQgWT+x9502WQMxDyvNrlSvT2Y0TqXgcE1zULVm50qyssY8tkIB7eqt4a06uvlm2+pmE3BTlw4b7XjyJM7cs1H3tlw07J48PxgzMuoI4hZJ6prSFudRycaR+832OmmMK9hUOPNYMnCWoioG2pkcy+ozl9wskzZcDYYfXvO+jMb9u4E/CvyCiHyibPtPMMD+HhH548CvA/9e+e0fYK6An8bcAf+jh27lI5J8sEDaQBSHz4lYogVzsuT96sWMSk6IMdF4j8MGgReH5gGOl/SnPcMQLXd1TOjBIb5t0QBRLTLN/GETXY72sqP9dckGTFou8ffuWD27NuDWgxVezcXYKWL2P5XRnclc/WTkMSmDdczLWZfctV9MkiNpI+BbmGNalzOjJmJ5O2Q1kO8dmxtYI0VxK0vpPqMDyGBJp2ilVJy3JbOGwnuLg1pDcNWRX33djE3zQ0CK+5aBfMqK3jzAf+AaLijRKblxSOPxAZrg8IUjkOLZItnSC/iSzyinTHANfd+hIZCjPWcVwbctdB25FMPQVPKsp0BWj6dMjmJGZynLc6fGXWvfl8IUCS18pxl1zZCaZGSBGIsCUJ0AMe29rKMrbVz/nh3q9W/NKbL5TTYmur36uvM1AIU6CxQUL+BdjdfZjRP+WHy6pAyuPspUvru0X0uytQpcZMVXP/PKE3uPVo+Rku5UfQNSEnCVd2dtmdA7butW6tJES+i9WHBSVbU38Uh5MwEaS2TG3dKfXcnvLkKhapoycQcLcA0eaZoxs6PU95iKB1Iy0Ja+h25d3r1Fi6YUcWLBPTW9bXnDZ97JdPq5f/ujkct4lfz4Vgum8j/csb8Cf+Ih2/W2iA8tKLjDQ1Qz0kVUB8hYKsqUbTXnrTqLD7acDMkS6cRXXkaXHcPxKeDI6oiHH8DPbgJzA9g+kUmIywx9Z9p2zKSuwztfeLJMs5jB6QztI22GPmd8NgNpX9ykfFYrLVbUXjPOuOnY3nTosepMRZMCzKUyN75UIAc7T/WtdQ4JLe5AifMWXZ2ai15wlqslZrSN6LK35XUq/Kia9ql1cPnqQ27GJlGQ0xXueIkmMSOVc1acBoOpLCWsmFJUwSnBJ4K3fNo14k+1LNedaf3VfTL2A00x7UnEfNUVAo6Y6/OiFKpQcjcgQ0BmZQXCRlurxkUpE2/u+jLZZjQNFpE5UgXFhU5l5IPra5AS9KK68cHWyf/0vrG7pWtKHsFzwxhMkmQxGYyVJqN6p+iG/x4NlgWMRUY6oZzU2l2KCqN+zOtey4m5UAyT5DHRFLDJi+ILMAdvLqe+TBI+FI+UYvyrK5mx3UXxYKJZjysXnexb7mvUzid+8SM1JNYfS9SoFN8T8d749tbyqTtnHL8LvnjAyEgzUSiWOlHT9+h6jfadUWY1sVVt4dCPz+LsO9wG6rdP3leRkwlBlgN+1jB0K1w3EFMyL4g42NQrxic7B5oSQ+4ApVutkS7SzG4yiy3Dq6/jP/wR4Bp6G6Ib0CPzZ0aE6DLDuiv5RsQ0lS5ZJfk+Inch9A26WtK7FWFxQFLLLy1JCSrEVKLQVM90/E2wQ9HTKjJo8Z4Y9zy7Zq+GIS3GoaqpOxFSEDicg8uwBs3Z/CxmMwiJGLVorfUcaez8RtG4QpnUCcMZ173q8WFOUqtSUlalZU7JBvq5FklwkIWcSoRlLp4STkg5ozKUfC22pA2hsapBWWxiVCvwkJZrRJVIpnHBstqJlAhZHQ1a4gpfyoS+KHbX1HfmsRIjeejxQyz+wfZMSxb1zYp/Mk5V6/lko8Fu6T6jE0q5tr2aybs88w7rMQbOWXWjiU9pFyodo+NkMho6S/8Z+fNxhVZ4XjXDZpaE4G3CqpMUgvpcSuBhAOgcWgsKeG9G1JJgSutKD6m2W0ZrebklKfz1mfusLqVs2o7YhK5aTuGEMbrVFW+qoFbSTwIUjXukGBs/JsSSMskQ3AS0y6Vz8d9er9H1EroVlD4wRowWKil1VvRk89T3gfTbB97vK+CWZFbxFK3CS+scoWlJ2ln0XYYcleDmOOdogoc3btE89xx0b5Kfew7CdeK1SHvzY5y+dofhVz6Le+Y5gnf41hFn1kEbxTRMoczig1ENXU9Q48xT38NizkCPuGTUY0kgNbhcavwVi3+ukWiMuSWMz9xoWSNg1MG/WZszgvg4qKoGl8mxwzlvvtxeYNaWcOdMisXgF3OhVeqaP5Qlbzl/0jLANhpkThG9d4Jv5sUtK1uUXG0/GbKg2ZOzkLIjr62CjpeEZPNld+2cMG/xrRmOvS+TT3E9zCnRNA3Dydoyh3q7l6CCdrG4mZlhTsSMU5UPNf/dPBoy62SYujW578nRgjFkGIpmaiN91LA3eu0oTmQT+Dx9/KN+WSiLoneKTjXjM1BdeZeNQXL0vXZnQHu8xuiCyGi8q/c0NqNOKAXEx2AzzIWuptyrqVSBEu7dbPpfiR0Q54w2ogZqVe8Zg99NwM7m6lAnmA2dYBNXoYa05sgZn9Bop6DQWmfups6aDhCPiMfPZ8iscO4i42SiNZtjTT+rNRVChn5AVytYLZFujQ5l8k4WfCOCBcz1/SaN7X1khEzatfntvnf1kPK+Am43REsqFaC5NiMtowWbOEtgIyr44gGRNbFergi3X0a+8uMcPvtBhpdvk2RJc+M54qwjr1bkxQ3C0Zz2wNvM72zADCdLDg7m9Dnjlh35dF04P3PX6yTSNInkG1yYI2/ehmtzy/E8xLGkmVAMVCNonF3i1U5S3dYgFDAtg1yKhj4OqDKEiy+4ihkkqwEqF4KwJizKpyvze0+uRLgpYMZN8SUrn6bRoIczaz054aLAukePT/EZsg9WlceXABvv8Zi25kpFEec2gGyc6gyGhuwcpAE3U3LQMWVrigVwNZFiHHORa8lfolqMTWKTTw2+cCXrnxdH31uCLWGj/Wrfk/vOVjwp2rK5RNMJ2xTtZLDWLdVIOfLWZ99X3VfY+CZsjG7bYFBXVlV7ZgTeCsLTKXr0OqqgJGdXFXatssAcqR939vxlKSHqC24Wlz0nxW3SFY1YcBMFYaz3iU5vdfKY6oRQrj25VqXCR19xsX1GrxOPrfrGSEd7npqxFAkYXeO8pRW2FKymXTs3AexiLDXvKB0TajH09p77NRTQJpc6reUxpjiQuxUj57dDLhMh+7DyvgLunAczpmhvvFgsngJNsCrkruTtzQlVT9POCF/5NbYwPlzQfqxhWEckGzd88PwR8WggXD/A3xTSQmh8wDuhXbT0/UBQiEEI1w7Qe0sLZ1/Mkaj03iNE63g3r5HJlDgCe/mlw1CSOlldRIelVrVMOMbVFlCXCtYTd76RgDU+WrJBhVk4I+Z35zBuNZc8ImVZ6BxhPifnHnBmdKoN1Lxxj6vXzWogX3JQIAKpw61XCA4nDSnYANLFDPFzvA/4xuGdEIJlGpSWUdtzzEAhNRUwrYr5mCJALHfJcPuOPYmht0ClQhfklIrG1JJVULFcKC4L2qgZKYsPuo23Agqxt2XzMJD6Ht+vcN3aclYAXi02rz7mCkUqNZJUQKwuoumjtagvZwDNsFA3zkCUHWpRh+opVI1y9XVWvlotKnQMjC/c+miMzcnKu1WnbjuygOM09CeV9lTtuySHqmlj3QbgbccSKFM/i2OsRl9usdpUKt0yqt7j/FTaX1cV5VzTtAGKjF5YzpldyZ5FcUeVSjOVXC3ikMaN7n6uBo/VCWLMO1QmvKxWfLsf0G5N7la4obNguNSR00BNwFkLemu3ZDNNbigg2VpVTGXMxf6I5P0F3OslLid80XoleFIwFzFcIMsADuYllle8N7/O0xX5xlCWXInsFJ8d7oU5jtaqYM8coXXkZNkUfNvQiNDlNWE+I/lAHxzSJzNgujJQitIRUdMGeyuTVAvMal36V0u+s0x6ljPBBrSJDUIzLMmmsyqMEaA1q19dyNcoyzLUcvEwoLigKUYnaqOIFLAuhlelgn29up1XczIPlGknThbIIOIsYMabK55pv44mNNQsoU42Got3ggsRJw4fIHnIUZDBIh8prm6np8fk3OMUfDsjxWwavEvgPV6kVLOxhEJu2cONQ3ws0ZHr05r0dhRNibRamSFq6NGug25t/r05FV73fsCdGiTLcGY6mEew2xrETiyny0gRFIVVtrXw+5Q5Ax+XCxCVZX88PcWdnqKxx7XBqtlIwHtvFDFiLm0lmAgoaRNcwaKStU/UJqNSUu3MumIC1BWc5cy28a53fytKRaW779NUy+Rdn1d1C6xVg8biH37jaeKcadyUJGWWebDo98JIh9Xra0ww9ORujXamaUtfcpUMFnxjdgorGqFdT+767Zfwjsv7C7iP7xLSQMyKZiFhpcY0DMWfUwgZYoz4IZHnc/LhDWYHC/p1h/eOkBVN3nJCNx2iLTQR7ygRfuZWFGOyMPcyUJOoWeE9DD4XX9vG2gKgghuyucmBaVZqLnDARlFRxiW3xgEoBVddSYRftDzzxLADR4t4yUGM5hJqrKCDaYiV58u2by7Z32yyyhY5OTasaF9uM5A3OZ0pQG3lncR5C1bQBCScWhrXmn62LpFtMo0oQvBGm0iqRZnNlz4opNM18faJFWpoPanr8TTExRESIQ+grO2BeYcjkPoeaT1uZiHZaSEEscx2LoG8/hpTcJGiTablysrIxYh0PbJam5tYskCj6kJYn9992vSojldAt/d2hvaAYorY0t7H1K6cwf4Rc5gAXV31AKnkQ/frJe7kLsPxPSva4fxosMM70xyHYvh23jyomkBE8KEh+QZ/4xrStOYVJKaNI1gOl3J9N772+gxK+TQ58yjOimz+VgPv9oRUVxf1PjfRlBMaSKpWXmwTzrhsrWDtXYnMnNawdBteOyZy3yPrFazX0BUjdB/RIY5ugFJehA6RtF5bROVjlvcXcJ+ekNZr/OGCIWekKe5rJWsYOSOSLUR2PjcO9DRBm4AOmTuGH/txlr/yaa7/4f+A+QeeYZ0skrDv89gBtVSBz8mSu0vONBLoJaEu2SCJFoatJdFTzhCTcbcKuIh5PAjUDG46huHVDmzagC0ja1Y1xiRBVYe0ZaVRDHU0aPERt9PV9Xf5rRa8HbMRltX/uE4XjK7Rwi9T1sVqzMvIO0hZWhc3Rk3F7dKNA081EodklIlgFe5zWZlmRSQyhA5ywPU98QuvMfzyFxnuHBO+5Bn8s9foG4f/yJcUregUIeO8Q3P1amggeHIJcW66SGoacmPRnP3Lr3JfmlNV4nJJ6jty3xUXsRV0neWoGUFl8wjPIFXVfsUm4HGVg5ZcHHmkA2pY9gahbdLNaFEoNqethkSp52ezolJNOMmk9Snx+C5y503c6RLRRBoikiJd9WBxznLVlBVQLKsRAbSZw9E1XB7QG8+U6uYlje8WwNrEUvvNVJuuE8tI4owTjY68+8R9dbLe2VAKsnnAYgs8nFjOk5rtsdpsBOO5xdxenXfFdlJiAMb1j0XUaozkrid3HdJ10HVW7WeY+G3HOL7DlBI5RtK6m3iUbOQiWvupcfIhJK2PabMnNZ7QBGJOVv3aO8tm1g1IMB/uVF51jh3S9xaoMTui+fpvwL/1Cl5PQD4EDJaUSoXkHfQ98XiJqDOPhCagTSgeTELwgRwHsrfK42jRVlOp56dSqtpYQQeShdmqVvXW+GkpvrYVIOoytQKuOIxecdWQWbQOMuoK6FeVBgpAF758jNaTMsDKBOKLSkg1CEYEK2xg56gRleYaVpeqiPnP5uxI0QBfYiIkc9fzxU9YxJGHzlY+4m3lAJBWaGyIJx382sssf/Xz5iqYPNLOkQ8c0jQNPZabWVUIavep2RGaBl0EXGuDOrYNTjJIwyx23L39RqnosvHNFcG4zOWSNETysCSs1ujqxOiT0BqIUsPci6GrPMy62hk1bTWNNdcERcX4Kmq2hGlQFWjJ3liASDaap5Z3Sbac0pVOs8Rj3lZa655w5wS9ew/6FSkO6OqY2Pd4hThE6/MwxuqoCt5ZYYjUzpHja7h+hR868sER7sZNaNsyKcNZoC3FfMu/ilG2GHFlQZBHLbws5ExjLt4nKGzqTVZlxT4XT/XN/Uve9GvKJCCMtI+4yVhRRgOrFmN1igm6hKxXyOrEamb2awPuaLm3XRxIySpi5ahIwia/9dLSON8njxaYL5L3EXALnKyQpHhtxpfvXEbbgLSBHM2jxFyM1RLKlHy/ftGSNXP43DPM/9ifRJrAiSbaZcuQO5LP0J2ib3WkviFpj2/EItuyucpZqHQgJguf1aJ5kfImCq/wmzlFHBknVqtPa17pEu1m2d2qOqxmsNNCT8QS8dYWqkN1s6zHbcC4GjWZLL1FECzwKKuW3CwVvKtKPx5hAyg4anXyLMUwFCxBlwuNpfXEqCENQNhkltPgWFyb40Om7waGZUb6XHJBCLlt8HEgHybiySndrVNoZoR2gT+4gTz/PM2zByTnEa1pcHXMv6FezCYxC0hrfHeqXgk5E2+9Sbp376y2WG4vx4Hh5ISmt2CcvFzCyQmsV9DOR//lMSCqaqzTybQ+LorrndSI2E1QzdhWKMazql166x9SvG2o77L050qfOCsPJ2UayWkg9ktYr3D9kuH0lP7eLYKzoKW4XhO85d/OfY9PkayC+ICfzWBRnu3qlNwt0WeeY9bMwDeWEkHG1lJ56Om91/E2MZluRuHE4V3H9peWlz50JmFXVR60ruRcmTMyk0sVe3ydODZUTnX3HK+XSxHkdW/58Pve6K84jLYYjVaNqr6vHDMpRXLfkZanJRDr8cr7BrhFQI/vIaenDNcOCfMSjScZvBbjoENjtiCEUlLLZyX3g1V4aRsywtAq0kBDAEIJD3fEl97k5NO/Tnr2NyELh7Qy8pw5G3AnjCJwhReuPtpSEv+PfdF7ZDDtWnMuUW81PLmArZy1kFcOzzdNKbEq1HxvWqgAkaLpOdPuK1+Nqnn51YFRkksJllhrhJaqWalFddblrnhL72k8oyuhzxYGbeHQAfEtQQIya3ELIRxYgISfNVy7OSf2PetFZnWyRO52xFhqniUHfWTeRdTPic0R/tp1/Ic/gL9+jThvzVOlH3CpFHctNJPDiif4YsyNrcPlWlBBca++TLx3PILDOPDFtMR4cmzeJf2ArJdweoqcrpDFkYVOF+Ay12cdV0HAhr+1L6YIMM61G627aNqFXCoUib05c1v0IwS6MunkknxJMiVDo9kSnPNWwHreILOWvDqBfiDkjJwuicsTXNfTL09JQ4eLA/3xiU3Ssxnu+nVmH3gelyLZGf3Qzhe4oS+JzqrUvlBubhxkm/tRFXPrHFXsrQEpjL+NxnQ2E11l+4xbF3MHzFOvHeq6uD7V+8a90W02ZswQOcC6K5y2RUdOjZFW07Vw206sjEwqRvduRT493XGdd1bbhvcJcFdw09UJ/t4x6UteILlMKzOiVwY34JqSW2HVkzRb7YCYScuONgTLZx2ThbGHOUETOQshO/LxXYYus7xzF/3Qx/E6gFN8E5DG/F21GG4kp5LzvrjMkS3N66S6DeLIRRu2ElwGRFr4UdLEtUzcqGl4bGmqpcYedXk5LitlVJzVUA1wmwAEZ8VlwWydNb/zfR1T2CRkAlxKY1TaaCgVNyYgCocH5HZutIprzUg4yzTzwPxwQVah7xPtfMZhC4vrc7obK3jrlG7Zw40jCAmnnrSY4a553AvPIC9cJ7cKRDMy5QEtObQLC0XIGdd19LGjWTjwB3itmekgvfSiDd5yjzoBXa+Qlqfk5Slp3ZH6NW61RE5P4Np1q/QuYhPWVNOzpzqer/ore+8L7TU+Rvs7ur4xghVgQWHBFW65gqRSKRSjVApTIM4oPh/wB4e4G88QVytYrwgx0/WnFvWXsvko9x3p9i1y35OWJ9bPmjkpZvr5jHB0E+dttRdzIsehKA+p+FG7sT2mhNzXRdi0drOq24xJNoFRY7ZFNs9MyrvQEugz9VYpjgT2kjMi3laGE0PD5ngMeFMqqVrNzVPWHdKvIQ64UgA551gKJJfCCY7iaQVpGBiWJ+Z5smkJG1rsnZX3PHCPUXoCqV+hr75K+MovJ2ZIeV1GmSKNg6ZUnRbTbHWIJIHcD3Byit65Szz6DTgG+i++Qji6QT+cMvztv4P/Pd9IuPkM8dYJ7qgBn3AhkEkkEuI8vuiwUoC6Kisl/U9JV6kjYBMjaRhwzpOIG017o57ZOJc6kK0ySRJb9oq6ia+xdWqtnGDR+CoWKKbNVY8HKEtwtFSVLxNJzYFSSnepZsZisJjromtm5Ax+cYBcuw7zBX4xw/uGKAGr6G1FA+bzBvFKvx5Iw1CKLyv+yKP3ErNP/yz9V34l/uYHcO2c+Zdm8ht3GK61sFDUJ3JvKT4lm/+2oKScjHP3yjB0tM/dgDbgMiTn8C7jcMS33sIV3+yzHceeT16viPeO8d2KMHSwWiOnp+jyFJnPcc6XEG0hTpb0I5c7AvjYISlLo/EyohXM7Vk6LDGSaim/JpV2qed1xdBs59OyGlOwfrY4pJ8v8UfXIUayC4gkkgo0LblUq2lSIp2e0LSeHBO+mcHigNAekPHgW/zBEW5xiLQze29Y8eQavbhJvXDW28Rk4uMM9j4Eo33qys3J2H9QxiyauOoJUpJ+lWdg2TutFdXlRgqVV6luarugUJ0ll31nRmYzRK7RwYqo1CArhjTm3gYtoQlK1kRed6Tjk00JuOnrPDNN3S+P2jAJ7wPgrqKquDSQvvAZ8vHX4ReO5AXNQnCO7LJVg/YewbwGcs6WGCoqbgB/eEhSIZ3cQ9qGbjgl9xn/DV+PhgOcwvxQYWHcZI4RH5qRB7UIMGc+wwrDMFg0H6Z1jUmAciYPkdxHU75KLT2qJ4JYxxVfQcCN/0xhM76wBkTUkbVxblBq5JdpeW6kWoCN69VoFSvgktSWrs3EpxwpwKL4Wl3Ee5rDOe7giDib40JDaBvCwZzGe8vJog7tEsPJmvbZBeIdqe+Q1UAa1vQSmavC1341XubEbmBYBOQDC07v3SMEITQ1xFqQVIxOyQq9ytCTUya3LX52QGpb8+YRkLaE3Q+Z1cuvWH3KqccDVesTiIn+3j3a9RpWa9yqQ5Y1LPrQ3OUIRWmsKY4YJ9XycXzWBq6OjdP2ZrLe2BwEy/vix5Jy4iapDagrs815XfG5dsGj3uMXc4YQ8NeOaBcHrFsr1BuO71qStTgwPP8c2q3wMTIMEfEN7mBOe/MZ3OEz+JvPEa4/Q14cIrNZ8Y8OkxgB6yO5PKv6b/ocN1RRdfsTxko3ImyiOmtf25ynuvdJcfLfLDjK6tRZ37cVSy78eVn5lOLCtWoNQ4RhwPU9xH4Ea1dcYHOxZ0nJZSOqVnc4KzEP5NWKeHw8STR29v/vJGjD+wi4DRwTw4u/ykEW+jTg8OQoIC2uaRiczaYuKz4mNCRk6C0U/GiOHCyQAbzLZoDWHllBXrcWKt8kS8maIz60pKK5N8HRpYg4wQ+JpIkUB0KyFK6xcNjkaNpBH5FopcF06KHvkWipRWux0o2rX+XRwaLIHJZS05lnTDFsmlGpAP0kJSVi9M24vJ/0w3FZSg3sqaG/GXGWZ7u6/mnNTSEObQP+5jXk8BpeLTIzO49rG5pDbyXOkmc4GXjrlTss7i658cwBrnHEmPAx4tanDKdLXNvSHh6CCLHvCa99kTxk3DNH6NxbdcXiGpZjJsVY8in30PWkXnFuhriSRzAlNA7kWYO/d4f153+NrG5cqd8PPMr63l2OTk/QzqgHWRnXzcEhtDOYuVIGrQJXTRZ1vpzJaULBowJCldbVCC7UGRXMoKJjsqzKede0qRqchXvPWmTWlmRiLWE+I88P8LNDQrcm5gEXB3Lf4VIiZMU3LRwe4K9dszJ/12+S5geEG8/gDg/Qxpd3LSNoj5PJlN6o9zMqDvV7SfFan3GdeAqNWHaiekfV0PSaa3wMNnOMq89ypgkdo4WOmk4c5ZnGwf4NERliKTCcNttTRHPE5bI6zRHJmdh1DPfu2ipLJ+kFxpmkUjMXv/NHJe9Z4N4VhQVC/8rnuXHvDsP1DyIaSTqQMKOOZRNrLdgi2+DIYjlL5jESr8/I0dF88AX8tQTLjriIeA8x2WBz6cCs1s4jjSM4x+rNOzROGA4X5D4SuzW+z7bEHwYaseIGopYzQYcBHRLad+S+xw2DJXXPm2Ko1U7kqltX5TuqZb0AqdNoWmC25eaZ3lUTVGktFFw0m7rLhIsdk+dTKZ26rWpPlodZDg6ZPfcc/voRcrDAiSf1iYiSJNM2gWbmEAn4ebA23e44fusOvoX2+UD2Hi8N3jVWYWi9ghc+TBtnxK/5OM1rd2mvz8khwYDl4O4jEqN5lWCakvOe5ASaUMK+IaeMz4qkhHzm10mvvogbg4vKbes4NHEoab1iuH2b5kMnpNUSWS2R1Snu5BTaWcnZAmZlmNZm3HrWZ/K81ndV97V/rlImo3FVoAaBlFXbto5XD6fkrZbgYT4jPPssMlgJN7+Y42cH6OF1OD0hxIEAeC8MqTcbSTMnLw7g6IBw7Sb58NCqts8P0NnMjM6lIU437nhKHvOZ1So1uzCsZmGlrmbqs65jdaq1V4B31VtlM8XV61LS6kpdsYxeWhO6MVmcxJgobLCMj1ZnNhq9NliQFTV9bzIFLNfKUqsV6fZttF9RI5DPatib/vJOyXsWuLerjgAIjnz3HuvPfRr96EfIycKBVRqceLQxI5C5SJcOEUHmC+LRAYuosBxIORHmLZKURYx0B3MWMXGaB8K6Z0g93s1RVVKMhDYwaGY4XSF3V7g0UHNFBxGG1dIGrffm5xuTGUG6JQxWLNiS95QOiRQOdMTqeoN270UTECrIppFe2XCtm84+pistofKV/9Zaw6+6rlG3uTPd1HKXtzSLQ+TwkOboCH9wgD+YkduAZsd63RNLCTcfPD4ooYE2HLBuG9Yv32N484R4NzL78CF53pB9i5sfEcUmMtdkBpc5+vAzpNybR0YqARWpJAPKJd9MCHhxMG/RIw+LgCxmRvOEBmJP/NVPEY+PaTQhKpZwa3xAZdmdTVNb33qL9uSE5vQUGT1LVuTlKdq0yLxWd7Env3GGK9oo0/FegGsCWlXTHkFo5MKNOrNsiKah48BJiXZUg07HhmUR53GLBdoEpO9JQ8LnOfLcM5aLo18zHJ+i6vAHCzIR1zRWDGTWWo6aZkH0rRlHkQ3nzCbviJQ+Azr6YNt9jKq03X+xPGyojvExbHYVKZ4+U+574w8/Gh5l0zdr7vPqebUJTLLMmloKmEg/QNfj+sEAu9SRlGTUGskAvBY/scIRiqbMsFrT37nLcPduGUeKUwtom4L320WJ7JP3LHDDBrTr3ywKsSN95leQb/zdSGiIAo1rGJxYnl5vfFtKGZ8SKQouWIBJjJF2MSMPEA48sQX95BcAIX/ko/DWPfKtt/A3bqCNGQrjqiPdWpIXB7TBkWeJ1Fu5tCBWrLgRJRawtKx4VprL3PZsaZxrfmRTkSEXaMi1Q9dcF0qKAy6UoAhXIt7yAFT3w1yy8JlGYm4uwpgcPtUirCW5fE5QU7YWLn3MOucDfnZAODgiz+c416AI4bChOQxWgV0cbu7oukhMCc3eBrKHsBAW0iDpGr1vSbdvMdyO+I8eIi1Q6xnOWtal2G3UtZnItCGpadup1AccaSCh5JDxsPCEuUVPJrHB7fvMySd+chL4svEKqQa3uqpwqgxv3SLduUd8bklzeoquT3CrQ5hbNXNxHm3N3zqVwJJCmhjQUOfJiZdQVssC6aQk/5pAQTFg5xTNa0X9BqwooaXjCqnmTDHAE3GQzctEZ44w3wTGBL2O5kj7/CbPe+vcGJBTE4QlBO+DtU+nQV41mMUMjwbUpZbkuMrQMt+MGzcadGlHZuL/Xdo90nKT/CmVBqmJuMZnAzbRZZvwNKeyQrbVFoWzpu9htcJ1XbF/GC0iZZLUktJXUu3rGc2RlBKpH0jHJwy3b1tGwLKqVTIba4ZO3tpZrfvtBPP3LHDvSq2oZHxShk/9HIe3j+mfv4Y4zAPBFX9sZ4NNso7GCpcU+kReD6SwxsUeYY53LfplH2PW9ySNHMwP6Z8LyEFjA6BTyA0yP0KXS1JjkYGtglvMGYYep2p+zv0wJjQiJTNmhlASuNuAdYVflBJurmOx4MJtAznmUWs27jCPwCRQSlBlq15WDKGME4BYfhRx5hqVy1KxDpRSgUckkCUgLuBnc8LhAf7oiOwaUFeMmA4/85ZWwDnabBTJet3Td5nWC2YrzLjG0d6YoTSW+J4BP1vg2nYEgiwl97Zmy2WeMjKALjtY90iyvNLRiVUdKstxcz1scI0v6WRtoKdbt+g+8ylcXpa+UfpIHWyT1a8TiN2a/tXXaT78JcTlCc3xKRyskNkMQou41lZ0jVoBXeMuzqyoi/pgQFiTF024USe24mKEhKJtR/OQkRDKpK3gcvFaqa6f1nZLVwqhbVANliXQBgRG/GSEGbCJG6j9AxgpD9OGi6vp+Fw2QFzP6bBAHut+BdgKJyKu3nwBdieY/2LB8Jr/vFBuUyAfV49ac8CUfC9aI0VL+6tyUcYqqFFLMRXfe0tTQOzR1JlCVJQRLT7bUgoEU6u5qwXdpfWa4eQe/Z3blk9fxaKOR4zZvLt3WtxFO4jIx0Tkh0Xkl0Xkl0TkT5Xt/7mIvCQinyj//sDkmD8rIp8WkU+JyP/o7byBPW3e+dmLgGSGN1/CvfjZ0kkcGcU1DtditRmDcY85RoZ1RxoGUm915oZlT3fSMdw5IfjCxbkFzjmGg4Zwcw6v3iIPcawYo06Qu7dxaaCdLUjtnKFYp0MppmpLtDgGjOAtdFyqTzTVIWw6k1cNy0846LJczwYElbD2Uks72UQwVq3WoqUm89VFI6ZvFfe6XJLt2MOEUvGbpoXQ4ucL3NEhzfUjZjePcDPLzkef8d4TWsE3Gd8q7dwxX7SklMkDtmrQAt4zJVwX/PNzmucPcfNgy/bFDJ01FsgDyJCI6w4dInndkZdrS8sZE7kmTQLzfljMyLMGnTVkJzZB29RD/NSv0d+7jTe1Hqdnjb0y1nkDNONVWb3xKnr3DrE7JS1PSKcn6HpJXi9J61NSd2o8akqb/OlVAy10RnFXYiwZVtIboDKC41jAoCrWink7FK+Zmke7Atn4fbwSxeXSl8K45lHiRPCuVKtxHlxAJOBcg5OAk2CFBsQjPpSiFZt/Z5ShCcCK3/ha1zElvmQX9Ob+adZfK8BN9QYp/6j5bCZl36aBZqLVFqNjmgCnSs7FY2RKexTvEe3WZkwejB6R2I+ctuRkn2P5nIs3UgHyNAzkvieeHBNv3yafHOMmwUfT6M/HJZfRuCPwH6vqvxKRa8DPiMgPlN/+oqr+l9OdReSrgD8M/GvAlwD/RER+s46Op++cbAO4YkspWS7p/+VP0PxrX0O+NrOoqBIEKPMS/t6VairiyFnLg6oaTSLNHOoDcnBI372ByoJ8ckqShHvhGWLfMQsHrGfQrDz64Q+haSCuT/ACYT5H1QJ6HBCagCqkIZuR1Hm8iyVhlWnCuVa5zlqMk0WjG9NWToJvpCzZqYN/4xkiqPGH2TTwnGsuZltppH4oIJBxwQAs1cqs0kDTIqElNDOkbfEHc+bPHcFixjAo/WnHatWziEojWDXtbP7lLYAoccioeprGISS8y8hMcI2Blw+FvVFLnqQlm113ssSHYEWZo5IH2+5UrQq3JpwL0Ag6b2Exx89ba4PHuNNVR/zJf4Zfn9oKQUruiS3tuPYZKeCdTk+IX3iF5kMvWDTl8QluPkfaOerXII6UnWl+TVvcJUs/zLYKsAK9haWoE4OTkjwqj1x4BSsoQSCVDM6F0irBU2eMfYXuMdZ3o5WN5kxfPKtLrm8VHfM8bXj1Uv5LZOOxMo4liwAeXSXLg5ISSIa4MjnJ2E8r3YSb2leKH3adZMZpp0hZKUqurq26AXSwZ5lKv01W4FdTpTusRqj0PTLEQqGYsVdSHpWUUeseXUiN687Frzut16TjE/pbt2DoLENmvWGtIfS7Afyd4LsvUyz4FeCV8vlYRD4JfOScQ/4g8F2q2gGfE5FPA78T+OePoL0PJCPXrQ7nMxBY//LPcf34Dv3B83iU4XQNWJg6s4CuGxtZJa+GCkZbZMWtOoaTgUWwNK5tblgPa9zMk04H1Avza9eJKeNWHSn3KAN5WDOslszms5JScrDiCVnx6kjVtdebZpRVDKDUWU6FTMnFfXaNZhpOCSsvy9ssIC6UMOXC/dGYplU1QhmACT8KJaNeGXCU4AhxeC3Vu8MhOruGnx2wOH2FOHgCz9NcX9AczYgJZoczVssV3WlPe3BIKW4DKBKgMX6KuIpI9vhW8S4RnGU5dMHjnSPFSOo6ksN491VnBt/CzefO6kG6UoFbi1HJNYIGb3lSGo82wc7pDWDkrTc4/ec/BNFoJNWaHOqsGFaWlY4ASbn7yhdo3/gS8tENZLEmr1bIfGlcv7fJLdfUBI0FrRigFoNlobBGTTxbuoC6mrEAqFLbUYq2XdwDyWo1PynGZl+W69T3VRnXUqy5LhlGjC17VG+W2oXceLMjoG60ylyA2Roz5klhXMwxLg2mY66sBrOa6bTaZ0ZvkvEhlwmmurkKqFjV+RpYZrl6CmBmWy0SC4ddeGkDXevXLg72e6X6Kh0SC+2UakWp8i9Z5sSYInkYyN2a4XTJcO828fj2GNg1Wc/skPup2bdTLqRKpiIiXwZ8HfCTZdOfFJGfF5G/KiLPlG0fAb44OexFzgf6Ryq7uO0qdSB6hXz7VfLP/DThOKHDCtdHAoosWuRghs4bXNuMFTQAUh9hiPh1Tzxd0S9X9H1PmrfItblpqzHi503J15wt50O3ROKAV2iaGTKfQeNJpQK7m44ixVwTRQhNoGkbnBN8ycBnFv3CTVdNCczLRGoSeY+Exiq7l+WqJZQPSDCKw7L7VU2dcVDkHMspKzVTwo1FcO0CNz+gnTWEowOa3/gb8S98gCgOF4T5vGF24GmvNyxuHLDuerp1bxkBtQxGMk4U5xLadfT3VuTeAnJc09LMAq5xqFNiKjz7qiedrkj9gHclAVY/kNe2FNZSgdyMS+AGBwTzZw7eoleDgBcahNN/+iOkO7epel/1kTkTRFLBbtqfFIaTE46/8CLp9Ji8OkVPTuDkFLdaIV1XvIHWlpi/X5t7ZzKPh2r7rZOFnb9QACXrY9W6q+dG9UgRdPTdrv7GWjJHbqBQqwfdfTCynfjqzJg5u+eO8VS4Yzm78/i82KxQzpxUzgbbnH2WOnqBFNJ6U/tz8j4r0FYtWVM0GjLWf2nzN0WrMFXd+UoqVi1eJJTEbJLPnr9SJFbtqKPvLNhmuHUL7TtbdY23XpZKZx7aOwvacAXjpIgcAX8b+NOqek9E/grwX2Bv9b8A/u/A//IK5/tW4Fuv1tzLyy4AFywZUJSM5FP6n/gh5l/7O0lNQFWITQJtkGszGCxfbw0MkGQaQLdeo4s5YdWxSrcJTkjB0x8vwQn++hHrrmM+ePKdE0vEnyJkV7TBhvb6NRIwaxq69ZpuubJw87YtHblEWqoZGkMIqAyoQFLTNokZ/MYCLyWnuIZNEV8VV4LMygBxm7wpzgUQK26gxRCpzpa6Vh1KiguYH93DZHEdDo+QmGnaFvehD3D9cE53+x6p73D+CO8oQX8tuhKO7605ckI7LzpC8WcOjZACnNw9RRrhYN6SnVhBCs2kvifHnpwGc5dMinpvClLXm0Gyi/hUBnwx9pETKQGhJTeCbx0eMVcvAV57k+FH/wkhxlIGrbjSnTPhb/qU4jWz/OKLHH7so2aQnVnaXhrzWnGlpJYWgNBWzf3QhaIdj/oq94NkfVcbwN4YoO36WsP6o2ncwFh/s2rGZ7xjLrifM9dWGNOJnTlUz0w2tfVn9jALIlTLY9mp2jRHF/YdbRpd/cb5QcvKA5RoxxbvkZHmKLSHFo7aVe+n4hZqmrkFw0mpiSrFtVOjadhaP5fkU7lfk1dL4ukJ8e5t8p075t89ZtOs//bLO+UWeCngFpEGA+3vVNW/A6Cqr01+/6+B7y9fXwI+Njn8o2XbGVHVbwO+rRz/SO72PG3bLgpelOwyoo7VFz/J4pd/Cvf1vxd32DJ40D5D6/HXFgaMXV9KQxn3G5xYRZWVJyVPR2b+7LMWbBIzISqqjrQeGLoeV0NuG0duvWVvU5CYWB+fkgVmTVuizo07TDHjkhRjYSKmYukubnpjHE3hEHMZ5M5ZYqeqdacapp5LfcjCbRY7EeqLZ4NaNrraLZ0aFyw+oKGxpFoHN2k++CzNB58n3l7Tn6yZzWa0zx3RXnN06544RPyiKO8u0y48qxNldTKgBJqZp6S8M1rkpoNQOWRrS4pKiuaKFbseXa1x3UBUQdQj64guLaObS5khxVGDcqqkpLDw+IXHzz3SBpjPLB9NVPpf/gTdr36SkBO5+OK64t++3X3OxgBYO7Moulpy79OfpX32WVzbQGjQZoY2oRj/GF3NSAlpW3uOrq0mSgPKXDrlyOHWr2dBckqF2LlzsX0UAK0IXnODaG1z3thXJ2Pgvhsd73cyVGqzxh+1APEkqVLpr1OsqhPABuJGD+7NfYmMfb1upyoXAKSijdtDqi57G0Ce0B25UiXVSHmWw5aiwUvxItFKm0x8uLUfyOu1BVotT9G7x/Rv3bKVsijTN7FLdsWMvN1yIXCLtebbgU+q6l+YbP9w4b8B/l3gF8vn7wP+vyLyFzDj5MeBn3qkrd4jtTPs1LalJLgBfMac6Iee9b/8cZqv+nqGeYM3/xKiqBkpZWYz9WDGD+88RMUt16aJHt4ktI0NqlJhJWZlePUOWTPhaIEMEd8NhIM5bt7QSmNRll6Q+Xysf5m73kpJefNJVKwggORN9e2ca/07C8hR50qYdcnIF0w7FudKNZBSVT1tRZdhhk58KM8mjL6tRtXkkke7JbcL5OAm4ZlnuPblH8Y/e4PhZkf/2ZdRMs3CI0cH6J2GdTdwMG8Ys+U2wuKwZb3s6ZYWYBRCwLXmTZNDRMLCEtWLVQtSVWJK9Cen5HWH6wY0Kk488WSJrizPhORETJEUOwu2ECtM4YNDrnnCUWPpTYNHciZ1Hc1y4N73/j2abs1YUb3inHIGTPb0MIOgHOlee4XlSy9ydHhA4xdIOCE3HnV+E8SVtQBLhGZudj8XCtdt2vMZdkHNX9/MAVPtdhPMs2Fx7Nzm1l1/K7TEfcnFJ+eb0HLbIen1Hg11Kx++2Twq0xs0H9u0+ToJDNs8MbRQISPPPirZJeqyTmDVtDpJuGaJn7Lx1lropFwUGc0jWFcvHaPliudUMg8Sy01i1IgUSoUSkay9ZX5M3Zq4OiXevkW8dxvRWGdXa+eZiW3fyuGdkcto3L8b+KPAL4jIJ8q2/wT4IyLytdiT/jzwvwJQ1V8Ske8BfhnzSPkTj8OjZJcIjL6pWvIdrD73Keaf/RXi4b9O3ySaxVFJU2lGTO18mdGVhBI1M48Dqzt3aa/dIDnB9x2u8UQPMiQa59B5SzNrjYudNbjDBeI8KUvxhEi4pi1goRAstL5tZuDBO7W6iinjRYioRQIW90WbgYoxz5ccEk4g2OjSWu1axUowpWz3lQuvjkXI1UAf9QGXkqW2kGwJh46OOHjuQ0SdM3v2GgfP3kTnAS/CtReeI4ozD5kmINc89+7do00zJIA6CyNvGmARGPpM7MC3bmyHUUFGZ+RcPBYSSDTPCxkyw2D+Ef3xEjcYD1kDU9A02tUEIZPwhwe46y25FXLwpFJxxouj/5c/xfBzP4NoLABd88rpFiBtaduy8WxwmOE3r5fc+/SnWTz3HC4cYvnHAQkIHp/EVjxFY6QAuYR21JBrAQVqxKYW49+WrU9g4l9tnvlGtbqifSrmz83oXWLUSoHJqqoXRB156+q5MvFG2XiLTKiLSvFMns8UojYGx5pzZBMO7xhDBUZ+XZNuVhGa0bFSTVUsNsExZB2jGb3aBEDVwNU8T+p3qRWFVG21MXH1kyGOniMao2UGHMxhIK1PiGvLVR6PT+jeehNWS9P26yRT5zEp3ln1ObyDYD2Vy3iV/Di72fd/cM4xfw74cw/RrndEnMvoyQnLf/aPaX/Tx2lfeAaZtcQSUOPFmR/soObM78tyuRj5ddWRQ6ALQpPVXM6CIzz/jEXoiSBZmc9mpJRxfWJwQh6yaWRiGd28d/Qp4kveC6l+vrGqg87MaGo8pgtYQQYnY64SoLjDSimA7MeUxdX9wDqZM2OoYBp6CpZUJ2fzbS1vOjQLDr78oxx+9GPcevEetC2udWgD4hra565xerwi4fCSaQ8E33lOT3sOrs1xrqwOnGMeZjiXyAOkpQGNa4p7VXU5KyulFDu060jLdfH6cOhqwHXGQWrKFmVYjE92qLPEQc7B3JPnDX7e4OfG90vMuLsrTv5/303qj/ETg9oGZNjZy7ejbzWrrUjwpLduce/Tn+FofsCs8fgTj/oZOI/LGLeaFAkl01zKaMi4xgK0NhGP3M9NKJzV/jeT7qb+p5a8HFiHFN0oJqrUyMpqADeFNo+T1qghT26/EgNjX2ErYdaGvi59ZeOVND4fNrdSfdDJVdNX88wqs4LkUgu10H4G4sV9rwC3VM+oynOzAfVqqNdU/ebzSJ1JykgsxtwUIfVF+x6ssnvfkbsVqTdf/HyyJL11m3jnjtU+HR+KTu798QD1trxnIyernOtlYuEu9L/6C8x+9VPIzd9FCtZxmjK4tElkjUgqLlvZeE7XNmhM5K6nkTmpLQERfbQsgkAllGPKhMUcTZD7aMd7NxqaVBQ/swyDmiwPuKSyTHWCemdL8CaUpbpxdnUpW63eiBi37U3zFu+LkVFR4kiDWGBNdU/LRjFUYCgFG9xzz3D0FR+jufEMcpzNZOUF31gGusWzc7ohkYoRU11mcTjn+NYS7a0Qs288NBbw0Tjobnes70VmBwF/IEYXOTOo5eKbS1bWyxN8F+kjaNeR1xb8pH0CKbx9F40+EltFaVbCvMUfzq3KTWPv3akN/OGf/xjxF36KoBhNkmXErkv3GbFSdBTNz8ee0y9+gdlzzxJmM8TbRK++BJRUGiAproRUm3dDmaClevZA9bJwpQq5bdKSI3001zFGMFbPInsKG5rHDBQFY2oBa9PCx7s6g8QbdVLHdtgupV7TuFd5CFsTnR0/9bGmtnODsxvNmKJZVzW8JnIqfH/VtAUtsQdpQ5loomaBqVSIMSsTeql63lSjYzJPMGJfIpMtICf3PdqvrDTbekVerkh37jC89orlCBrzzDNZ8px9Ett95UmjSt6zourADbgu0f3YP6L9yq8htQeWQ0STudUtFugaC6GVEtrrFG09KUWaGBlSZJ5bRJQo4IsLYWg8YT6ju3sMCIMoLpqxJqVMO2vJtTJ3zkULA8TMShlLluRCQ24iopahzaVYav3qmBtZS6i+asY3AWaNBW5IrVQiuJzJg+Ue9s6PXiNV83RqgT2+Dcw+9gL52hwNDtpgY8RJSXBkWeUWixl9F5kdBoJzNI1yMA+sj5fMjg6tzmNjBXob59AlnN7piEHJQSyfuAhTr9ScEy7a85AoxHvHpGwGROccuStBFSmRU0baxia0gxlp4dFFA8Fynvui3fH6W5z83e/CrRR1PZIDFeymMjWW7UyZUOmUAlheBJannPzaZwiH18E3BLGUACKNcdYqSJPR3IxGNVJGQ4PzphxkrXaZQgGxcUk0g14uK5IN5mqhgitgaY1GHDeW88EI3pUK2VAim0lj1KQL+FG4660nNBoXrS2TSkz1PFoCjeoEkNlMMiWadMwgmNNIJckE8KXkna+BSKrYKpQJtZKqNq6bZ1QuqFP3wQLUNftfjlYFx7TtjtR15FVHPD5h/cYb5Hu3bMISLICqUpmbFz+54/1K4dst7yngvqpV17x4IyoN+dO/SPrpH0O++ZvsZc0aCAlCg3vmEMTyHKg3ikKcB+3JESQ6eqcE3xIWR3b8kOn6AXf9EDk6YHW8JLiAX7RWNfzk1IyPzhGHXAoBDGgqS0QpocNOic60XM3mn4wXiDXrmlEF0jTQBIL3iDcO34u3MSOgRsDifEZmLb6ChTPtbNS4PYSjQ/zN6yTxrLpMTI7gPYpHxPzTBUc4EE5v9wydEELh1FtheOWE4eV7XP/4B2maA1zjaR1ws2F23HGaEjo0pFSqv1Nd3zIMka7PNNIS+yWiHlJv1v3isysqDIOBoHPeMvPNW+SZA+RgZrmog0NiR0oe+Sf/mPzZX6PJA8kZnO3qKduAvf254uHGH1rwmoi3XuPk85/hxsGc7D3iZ0ioNRRlwuOq5QqPEQkDWiJklZpHJYxaL1AcsuvkW0LCq0Eww8bTo2x12QKoyKWA8MZ7Q0Z6ZXMf0+Ib4zMYqQGbxHWSP7saFkd+ejREVk8nA2xXEmhVUKW+26JNa+G2p5qyTGgPpPYHyybpapu1RpHmMSRey3E1/J+o5k2Scsm7bbnsTcuO5GgV3bVfGfW2XhJPjxneepP46mvk1FNXsvXP/Tj9+AC7ynsCuB/UDSdrwmUBl0n5HvzQ32f2W76a+KUftKXV7BpehdRm9NDheuP8cK5oMs44zD5Zbb4CsD43KAk/nzEkM0yFWQtZGYZkRrR5Q1i0xJSQJGPUV0qJtmmJCiqDXcd7XDvDqwDmE+5CsFVBNv9m1wQb/LOSBQ9bZuOkFLtRclRzi1PIKN45S74EVlTVB3NXXLQwayApp/dOSEOiPWjRYJWCKrfZNoFltyLeiwxHLY3AfDFHFwecfOYlumUk/PYvseC1Zk5wmRyWzFbKvYPnCSpWtcYHVDC3x/VAwBO7tZWaGwaC88ShR2IetTmvjiwBXRwiRzP89QUctNB4vGRS8qTUop//DKff+934foW6TMIsBvsj4O7vT9VTaer2NXpkCISUWL34BRY3ryOzOc7PSkUcKzYB5vFCghyakrLAuFj1loApJwe+KcBaQ00LRSKFGhBvLZey0tIJJZ6VTRHdSjHYe6IaYkdiunJECSRtNHARNE+W/mA2hWrwRMfnMC5Wyoesega8K0jnKQ9dQRaD/5zzyEBoLeVXjYHoOFHYsYw04SbdcJlER+8TC/KSZPm2tbqKjsUSLImbDmvS0BH7NWm1Yrh7zOrVl9D1MaMHz5mlROkHm9t97PKeAO4HFSmJ5706hBnxzRdpfugfwL/3RxEP69NjGmlw7Qy3KMvrnEkiJcG9daq4OsbpIdE1eDmlbQ5ommCdlky/XBOaUtAUNY1YnHmFZIglXDvnXAq0ZnMnbC0nR/aenNT8hXHk9YqwmFvhYXEWEt42EAI5mK+0BE8WV8qX2WCwRErmhZKGCF7IUkKaa6If5wmHcys+kJTYR0Lb0BwU18Jx+Wwujalbs1p2zD74vKW6bZTw4WvM7j7DrGlpZjM0dqSQ0NgzXL9O73vCUNy1nCt5tJXUDXS3T3CrnmG9olEseX+hBZwISW3CzF7wiwPSjUPkRiAdBtw84BtPEiANtPcGTr/7r6O3XkKI9q6zweIEn86A8v19ZLcGPhUPuK7j5HOfxV27zsw3RKc4H0o2U7X3oAbg6v0IZBKyuXT6kn7XGTdubn1+kh9dMOOjtyV8pbd1QqHIBrjrPcmI2xOPj2qcPmOkHBVr4CwxMHqfnNXN7VyjVl0At34vYC019qBy2Ln6nuiGINuaCDbXKkCfTWNXygQ1/mxcOKq2+lJLySpDxE2AW+NgEZD92qJtuzW5W6HLJfnePbpXXyHfeRMvseTk2e4EZ5j9J0Le18CdBYI61CUkBxw9/b/8pyy+9MuJv/ff4mAmJF+q4sRMErOzy2ABIpoyDRDEoXffwr2V4CMfIZMYMhbRVVOspkzMli4yeMuepkBKydLGBg/B4VToV2sQKxKbpYCXL/7BzuHaULxWGpzzqMOiDpsAbVl2e28TjHMoCY1WQNcjJdGrFk+E4hMOiLNQ+Wa+MJpzSMSkNE0oKTpLytgMXhJDk5ktGtYvHaODQDsjkNCjhHz5TQ6uLUgfuEY+aYjdipwc2bW422+h6XXitY+AV3JKpN7ykujx0qrZ5OLHjlW8d94Tu95KlSnIooGbM+RGixwEWDTILJS0qOYm1/3Ej9D/8x9FcjROtehTSfS+YbhPy961fZP6NY+6uyiku8f0v/ZpmnZuz0scWaxINCpIFnIyuwU+bAxp3psW7jziMeNpicAsmbHKNgoAe6Qmh5KNbopiXkX1ekUD33ivbBIl2T6bJFWVA9+OIJ0CluqGKqmHmR95HhsjBWAZQ9cNwGua3aqN2/wijLUhNxfZ0Epa85gwTgjjfda5QdXqRpac3JoiLpW0rsly2Whv9EheL9Ght8yB6xX55ITutdcYXnsRGXpTgEZ3mPvx4nG5/u2S9zRwb7ty3ff7uNRUVBJOIXfHLH/k7zP7yJcz/A9+A941JOdxM+NTs7QofVluJ8zjK6Mx45s5GpOVJmtnNjACIJ4Us1ETvkTWOUdKCe89nSYySlKlcY4wnxNLIWE38wgecWYlV+dNg/GYX7e35P2QrWRV8FA9GwTyssO7QHKmbyWtWTVdqToSimFe8IXvTE3AZwuEEVXwpXiyusI52qgJTmmfCXTLFkHIKeFyj/eK3lwweHCa6YjE0zXkRJ/WtHfuoTccvPEy7tpNhuxIKxtgedmZc0x5ptW/O+doK5aYcG1jhtMbM9xhgJnD+TKJJQMD+dxL3P3u/xa/XGJrpdIHKmBMBuHFgTd7+lLVeJ0ZgFvN5DdfZ/jMZ2nmM1RanCgplBSrIpDbjTaaG2oot2YPfhNZaC+4YIgzf3dUS73HAtaufi6giWmkSr2fkWwoN8qE3waVUrIOQF3R3Dd0kJZnMwLmhPcdKYrNZruPkSbREpK+xXMzAcACyFULt0bZJFA16dqGjJ4J1BkXDKM/t1EkrgRnkafpXZfkfkXue/KwQtcr4nLN6tab9C9+0dK/urqUnKwe6lJvH5JP+s87Le9p4L5oQNbOuNEqhJCU4dUvwD/8m4Tr/yHxSz+IpoD6Fp0VNSc6M4LEaF4OKoS2pb9+iEfwg1odyxBIJZy6EVsK58I3SyhLfk1WQaUmvHG+eG64cg4zMuIcrAdyHsB7nDPNWVwFb+Ors/eoF9TbwPYHCwseSrXAQun0zrw0bAUu4DxZ7Dgab1kLAeeKYct5nAuEYBNWLkbU2Y0Zbr5gtghoN0ADrm0QSSxfe5Plr36BQYT59WuEmPFB0A99kP74BK7NWJ8s0eRJMZFXa6phLMcBEqTqPVBSd+IFnQeaZ45IRy3uYIbzYgE3mhAi+e6S4Tu/A//KZxBnNSg3eYEqgJ+lR6rrnf20W/u+/7eNVi7FV1o0073+MnJ0QPsVC1LT4O6egjgSpqKOebkL6AoeCdNgoFKNXhyIGRwrVS1irpeUFUlN6TvuMEXpOgYKD1J9tKd3sNl9E8quQAkb2Ow1Euol1W1t/5lnuAH0GqZewXmcH+rvbCi8cYqplMt4RxvQl6rlV0AXHUPaXc0aGGt+7mi5bvoO1iXp19CZ9r3qGFYr4utvMHz286Tl3XEVML7fsR11Enny5D0N3FcVFSVJZJ4hf/Jf4X/oQ8i3/LvIB28gTYR5iy9GyOxANZP7SNM0qPO0BCtToIoMyQzkGcQ7hpJXwVetJkV8sPDnrLb8997SX+aSbztpWVY3RbNynoCQlmt03hIl03hvPuHOymApG3csyZBk4/+rRdsmmzHSieBDIA0R1wSEQHRKJCOiuAbCwiM4XOvxwXJGJ7IlbhKhaQR1mSGt8DjadkEC1vdOOb11j+50Tbh+ZNw03nL2tAfIPND3HdkF8vEa6a08mgPIiTgMZozNmIdAVCLgjmb4549Ihw1yNEOaQHZaBq5Dl6ek7/lO+n/x39uAdoLLZz0n4KxmuUv2pU3YR59I9QISIQxr+OIXGQ4OcR//LeR+iSwFfMDRjN4Q2mwMawLmd69qBmTnkVwz6/mSY714XGgx6jmLQ9BS/ajaJg12NgbYCnbW2DMtL5ot1ilqatfSR6YgWoG78s9naYtRX96E7Ws9sk4gBbRHjrscfGaisefhCg8z5jZRNtr9yKfXCd3yb7tSS9KKKfQWWLM6JXQrtFuTu6XlIzldMbz1Fstf/yx67y1EIyPbPgL4JjJyvOMdWvXjpE7eF8B9nuZ9NuOZhY1HVSQPDD/1gzQ3nyd90zfDzWvEbgVq+UBy4+BgBniyBtybL6Jxjdz8ECpKzgNeLRCgAqqrAJqzlakKuVSSTuPyExRNxvuO9R29Q4LgScS5QuMgmkdMzgo5kj240BQKp2xHTSuLycLMS81GKNpl9SSwmzcPD4Q8FCWpEUJjubFdm4lpbQa+xtO0DSJi1WjundKfrnAucPJy4uTeMbHrmftAcBYC7rrE4L3RHss1dInURXTdWYpSj0WrJeMrPRj/GSOSbALi2gH+g9fR6zPcQVPC+62smyK4uEL+8Q/Qf//30KQBpcHlnij+TAWTff7b+z5vA/auvyJGWTnncSg+DqQvfgF/uMB/9Mvo1542rFACaDNZirNZBKCI+o2eFwdwvhTidaYFS4meVDCzaNE+2QQzlbscMfFMMidlLOw7wruOMDoZGJw1Vo4MwmaiAQPSqvPX+cHZMnbkz7UA7Qi+Mm3ddPzVa+XN1gLamgsvXoC1BovVJFIuma927mtisvWYg0T7tRW+OF0y3HqT5ec+Q777JuozxA1tVtc8Zycsnkh5TwL3ZTjLfRpXiJ7sFUePrI5J//R7cdeuI7/jd9EfZLJraA4OSM5Zjuemxw2ZfPglqHpUotEa0QIBcnGnUoGUNuCdC9iMgwlrc86bwSTeoTGb9uUcySuazNuAIMVqbgl4xKxapJSgeDEIWHh4xhLyFJ5QczYdY0hWacc3aLLMic6FskL0iFNC6witp/UOlzNt25hx1AsMmdO7Jyxfe4sYIzjLjqe9RTcOi4aQhZSVASw/Sz+gfSKt1mg3kFMsGlYik0ETqbPiCDkr2iWS84RnjpDnbyDX58hhQ2oCzikul0o/w4D++D9j+Te+DboVBh8WzOJ1EwG4652fp33v0q7r3+1/zlk6AXEWat92K/xnP4ubHTD/4EcZ1muLC3CMVYqo2vKERi14N5lgxLieUuTC/O+lFNXwm2jJMgPXgP5NUKYa7VIBemIo1HLxramMDWKVzyNVcnav2viRDTkz9ur5meKhtVHHXzdUSSWLykH3TbBq0ZNjrpJafixaAQTtO6g50Xv7O3RLWK2IyyXDW2+x+vznyXfeQnIpx0dJDlO59TH15vZzeLLkPQncU9kF4ucBe3Y1g5lFocnd26T//m/QeMfsX/9t9M+1rNOaFqvVx9yTQsLHhUX4vfEa7uAasZ3ZsrZM25qyAaVI4SexDp8U899zVtml8JiWpcPcDmOO5i0g4JtAphTwLWMxiBk6x+GSzTIvCKJWScYKqGakj/hcuPGsJBdxwYrHZiKavRlB1dYI3guhEVwbyKJEb78Pr9zm7qd+3bT7xjM7OCR7o3zC4QKf5/gQrJxYFiRakYm0HsjLDnpLbu+keCIUf1vNZSDGwUrDzWdwbQHP30CvL0hzj2tbJGQYMjF46BX5iZ9i+Vf/EnLvNtRQc2Es2ns2hajJPlDelvMyTlbAPgPeTix6FqDv8Z//dbL3uA99BNc15BJdqXkoRZvLam8E7rJqotAfdjEDe1fL3hR/wCwlKZpFISJSImIdkutqygBo1JLH57BFVZTJXnUCuFSQP3vvrp7jDIXC2WcsjKs6xorvpenUQP5N8YjRl1tN666nQGs0ZdlHM6QBUsIV4E7DgPSDcdrr4kGyPEVOl8TjE9Jbb7L6wudId95CSabYZOv1UmZKIVcGf3MvO3vE45f3PHBP5TzNavu3Tecb8HdeJf/D7yJkIf/Wr0GPDsm6xi0iyVnIdZaEdAN6EMgeasY37yzIRFPCqZq3CJaHIY+JdYwPVxGjUDBtO6dMJuKCNw7RuTGVpZaSUkoiNx5pGlId5DXoAeMbiQlWljbWVW0nK8lBgyenAe8sD0qMibzqyTFZ/qKIgawqMfYMt45Zf/5Vujdu01w7wt24RjObmwtiCGUACJoyadWBYtp5n6HrbVs/WKY2Mc+YmsFPVW114ARtGvNNv7bAXz9ArzdwaBWB8AkkoI3HrXuGn/hx8rf9Rdxbr5jGlCf64iXBeXufbbCeTvb7eO4K4NO/QQW/PiG8/EWaEEgfDKQQUNeggeLtUyb4EdsMuIsuaK+ypOsdIw+Lll2PKZEFha7e8LRS0jltOG4pxRmKsq9nAbvqvhQ6o/LWZ0GezTkVRl/y6mMttQ2bnc8EMI1nyCPtYvdVNe48UiNAye9SgDXXwsDR0rzGCEOPDD10K2S9hH5FXp2QT++Rjk/Jb7zB6oufQ4/fwmmsyxmggnW531ynt83yZ9eEv+v7Oy3vG+C+iOfefkGbfQM+JdKdV0j/+DvxaUX6ut/BcPMG3luHbbBAFkJArz1D7qx6dE6JVBIgVU2hguaYxQxbsppHgyPlaC56ZVsuFV6q5iJYjgzFrp1DMP/yUqi1dvjqjkXJSkg/WN5vEVSFgBJKDT43mxs95ME1LVETad1BhpVkYhB8Sgy3j+nvHeO9Z/ElH7Q2H87NxbAsp703d8Ws2aI5AYmRfnWKG7K1IyWctxD7XHIt52gJhJJ3NAfXiE6R+QxdNPhrC3TeFooGAs6MwH2P/7Efof9v/hLurVfHZHn+jFFs/2S9S/b5bV+kje//PdPkiD9dEl95Cecd7gWh98G8fqKQi3eIvWLB/GAA9ZtavuWf8dPl3bqy6ipefeJrTGg2t0gRkGRTwFRrrp4TRfPVkeeAqj5vUrhuo/Xmy5jCYwrqEw+Nyk9vSJG6uYyFctyY0tZU6s05VEc/cGp9yBwtd3wqdSf7AfoOWa/Q9ZLcnZJWx6TTe+R7d+jeeI3+iy+SlndxpM1168TBGVNpfUCbtj5hRskq7wng3jU4z/ijXhK0d4loRF2LpAF/+034wb9LiB3hd30Tw+IGKo4UEqH1xIVDV8k4zqwQC/1RkrzHYYDeyoQ57xndqqiUicf54nUs4EpRYAPjkm+78NOZGqZu+UO0eF4QsMroBbhlSEgfrdxXMXI5dTiBlAar4t71ECAFQVoxbb/v8NEol+Qtp3cTWuYf+IB1dcVokGSVZyiua7Gk9cxDtOjMwvM33WaQGG5UzWqjqaVseVTy3OMWLbKYWw3QeQONR73D1ciTbg0/8I84/Y7/F+7uGzQKZCGWZfDbscbdnuD3aeRn+09ikAafMovlkvjyiwzqSB9uSS7gxFZrGjfG4jNWwWo8Lp/HXB5jWtgSsALkREn1LRt6VjEupmqQTKiQ6b2Ne0z46grw9e99z6McuQXodezZm6qa7UTj1uIMOEZBboBaC1i7qeZd85qnoZQfs3wvRMvPrl1H7tawXqHLU/K9e6S3bjG8/ArxjS/iVyeEHMdV7SQEbXxI0xXakwDMF8l7ArgfRC6tiYkl6Hd4C6e9/Rr5n/59ZLWEr/99yAeewx22NnQahzv0SHSkzjwCXCyDq15niOR1jxzMyEHwydb1MUdmjS8BPdGMjUlBHVmERiFFc/fIpe3eGd3iXKlF6SyIJictnbpk0YsdkntylwhhZuHVuBIEVLMZqqWuUEXWK1zyaFMSe5ZIzFx51jKwfdOYMRQxX+lyvb7k9dZ+IGu2CjUY0GuOSFY8EGtaWwUtWROldVZq7HCOLBor2hxmJJfwZKNV1kr6vu9l+O7/mub4HpIt90otz/Yg7/uyGvk+JWGvzQSHz0rWiMae+Vpwr78EIqQPfYy4uG72jdRbItiqeQe7RpY8pnrVnDEPQT/Ras19TnMJ0ila9JlJYFSAdWyrK9s3BsKzBQKQKVWzY/VSQXtL6jH1aWxAMJ81/KmM3Pa4Wdkkm6JUsVEdy5SZ11EB7WFA+h5Z9+TlEl0fw/Ie8fgO+c1XSC/+OvrWW7TdCbkEuJWKqyX5YQXoyk9tqJl3A3i/L4H7PM1pex/TPnSiBSnu3lvIT/wTFqcnxN/3LcQv/RjpMOPaFicB51MJjxd02Y1JlCRDWkdcY2eSCafWtjPjvKUAWU7kO3fxz96gVUeMg2UlxDxEnPdUpylfOmLCNF3r3CWv99BD38Ew4IbKj84sF7Y4S0PqzLUqxYzXAd8HJJthU0IJ/kEs7LzklPbeE/th9E4QjItM/TDmXGGwSjMaC+mcK1WUScWfN/iGRGJoG9Ouj1r0oMUdtMgsWBi/RBrnzRf89jHpu/879O//Tdr1iVVHmcj2oNumwK7iQXJe/5j+Pv27/VvO+ey/IXG4XLF45SVO08DwJR9jOHoe0ZmBmY9FYS6h9FSN2xslo5a0DFfqTI45uaurJ1RPlfHec6KWdR0DTKSmdy19sBg7x3vViUZabm3Dpmzd6xnu+j7WxZo50iFTaoSRGqnZ/UzjTmU1YbEPNfhK0mDa9pCQPqF9R16fout7+NM76K23kFdfJr38Iu72LcsCqBObhJx9nzU6lEmf2OUqeplt77S8r4B7lwFy34uZ/j79bFqAoKs7yM//KP70GPe7vwX/VV9FzD0cZGgCTTNDEGLj0D6VYgjg5BBdD2SNhae0gRRT0T6k8nmeZh6IpJKXW5CkVtGjrGWdd/Sxx4cWJ2IabIqWV7twgKw7ZLCixXlItvSct5Ya1tXkUpYEyLeBHHu8tyRGOTm0DSgtXv1I02hOxK63MZ3Shg9N0QokO/MZt2W5Le9ztOcmULIrmi97TIkUBH/jkHzQWq3PeQONQ51jKKPfZ8V97vMM3/HfoD/9Y5BOirYZUE3cv/g/K2eMY1fQrq9yXDWwTv9Nt6eUcC4RY0cYMotbyixFug9F1tefo+cAP4QNzTFaLDf35tT6EVS/7VyKYmDOSdn+atGmRWqFodJ/R8pk82mksBRGgyd2WceGqpnoLuNKaXy+Zx4EI/Ux+mCPtA5jmL/ZeYqqnashtEZcGr0oyULZLf96bzaZQo/oeomc3iOc3Ebfep3h5ZdJb75MOL6Lakf0iZzFMoAio6KzLfsMkE+yXKZY8Bz4UWBW9v9bqvqfichvBL4LeA74GeCPqmovIjPgrwO/DXgL+PdV9fNvU/svLZfx7Z7uC/cvhy1azFuyf8n4ZSR9+mfh5A7h+JvJv/V3kPI19GCGby1FZ2gtb4gLQm4dOkto16BDIp+u7TpDgiHjvJrVu2gIQy6aBlbJJQ8DOiRC2GQebINHg4AKIUnJtJet4kqMpCHhE6WUlt1PE6xKjnHG3nKL99G022BdwoydjhQV8cY15mhL75ysIk0eYuEjGa1Zrhgai7NyYS4cOUYjYEtVoFz4elqHP5rD9Tlh3iDBI42rrC0+iflo/+zPo9/x7fD5X0LocBmQFs3xzLu6jDHpqgD+IP1k+/tG+44kHJKh6QaaO7dpU6QZlvQ3X6DjOoMrNEncFFVQSRN3QeNqTfN240RO0vuKPdTgHMNkN1J2MtIoE++NOtGMKVYZ99eipW97hxhGb+5/WhuzpnHNJRf3+Dyybio4Fa171LhznKRnzWdStLoYYegsuGZ5CstjZvduIW+8zPqVF3Fv3aJZnZKzBb058YX/l3HS2qeUvdvkMhp3B3yzqp6ISAP8uIj8Q+B/C/xFVf0uEfl/A38c+Cvl721V/QoR+cPAnwf+/bep/Wfksj7b5xkud32f7pukFN1VAR1o1pn08qfhB25x9OZr9L/n32b4yIeI2hNmjXX8xuOcGiA1CY5muL5kG1RgPVhNPJFNIdickIOFVf1Ty4CWiv+1hTY7Ut/hZ63RGSo4sWC7HIsRx1F8xpWSlQppW6QJuDag4krNSsUyzslm6VwGdqAEAQUPtXhqKvUks9ExtsoW1KlVl8/O8muI5QLXmMix8IyLxq4ZwDXB8ocfteRZg29ay3SYegt9Tko4OSb/2I8yfO93ordfL6UVjXpKWiiAc8bdeRTJPhfQXf3hQbT1bdB2rhRFHmp9o4g6YXZ6QvtqQpc99154gRP/AVJJXGUlvxyKL8Bt4JxzHn28q4eR/W6RpOaSqYVHA7CJUkrErFZ6oqDvlAaZUoMjrUHhxKVoy/YwJu6CG5Fcnlfpe5XD1hoKn6tHld1PDfuvGrglicpIjFa8JA3IYKAt6zWuO4XlHWa334RXXyS/+hL++C7tEIkoVlDbin04MU+q+ggsynY/NfJukcsUC1bgpHxtyj8Fvhn4n5ftfw34zzHg/oPlM8DfAv6fIiL6GJ/QRYNv+vv23937m8dHFgtyaQZB79xGfuKfsnjjdWa/6/ey+vhXMzx7k2aW6b1Ca37SYTEDhTQos3lD6gbSqodWDAQHC5QxEAewrIJJbbLws1Bqhzmagxt4H0pswwApmtGz64wayRkfnBU7VpAmEOYtMmuQkj3Q+1J13SlDcSWs0fD90NO0jYFwtg4fY8RpiQjNZtkfVgNkwbcead1miV4iNlPOZs2ftTBvkJm3mpDzhqH1NLOGoIoFRkR8ikgUZp/7LMP3/12Gn/4XNPGuPTcYPRVsyilL/S1Nt77XKueB867tF3klbf8+rsi2vtd9cwExVS351m0Zn5PDxYjv17R3b9FqZpEixzefZxmeKSEhkeQyQoPThqxuww9X+kN0pKys4k5pd70n2XynGJlHxbw+o3pvE8+QCuDCBsRHlX5chW4/75pAyigQLZQJxRAvlSaBkmdbR/pESlk6UjROexhww0DoI6lfId0pYXmX2ZuvEV5+meH26+hqWRJXlWaNM/n9k7bumOh3jfknXS7FcYuIx+iQrwD+MvAZ4I6qxrLLi8BHyuePAF8EUNUoIncxOuXNR9juRyL7jJTTQVi/w/0veNTCvWnhbriH+/RP417/deS3/Zv0v/13s/7Ac7ibh1ZiazYjewhZYSYwC+jQIIctejAjr3rLALjqYDCruhfL1TzkRHMwM8+VJpQlrDI4tTDzVaY5OjRNpuvpbq1xgJ/PyDJYeEZwlk1v3qJ+41kgJb9Q27YkZ3CY48Cstf0qSCjgvXm7mKHUWREAJ+QIKSqhAWm9aYGK1awUT2gCejCHRWPl0WYNFuZegCInchzwp4nm7l3CJz5B/wN/F175PLNkQRPRg49qibP2DLBtDfsyA/GiVdZ0QF9kJ9nmtXf92zZYGkgJwXXMT+9ySOQoddzTxL2j5xjcnJAcCVuiJYk4mhHw1BW7S9E2KUApghn3SoyAYNqsjpSBjHlLapk1qFz4juc6gjbjX9EzO22oj/q95BNR1Ul5MqP5UMWVHCa5hLJLSmONSBeLnWbokfWKxfqY2fEd3JuvIG+8AvfukoY1m2Cji+WMYXJrYt+nuD2JcingVtUEfK2I3AS+F/gtD3thEflW4Fsf9jzbchntetKG+7bV7VONaZ9nQt3Hx2wVWcQjg6J3b7H4iX/E/HO/QvO1X8/6t/424pd9GHVCgye1ikes4nrj0FlDnjWkwxYZIrqeo31E15HYJ0gQFnNLaerqIhAQJWBjwd+8TkoR9UK4cUhMPcPxkvlsBq5o1a2HwwU6b/CzkpCqcuIZEIfH/MvxAmR0SKbVZyw/Boy5UzQpMTj0oIWFWIRnUHLjkNYK4fqSvVBCIAfMU8Q5wqxhCMIsKboawCd83zH/3BdwP/gPSJ/8GcLxXQvZx4pCeE0MLln+lQv6wK73uquf7Dv2Ik17X7/Y1rgrRTIFbKNMNsCdcsIlT+8jknvmXWB25xbXY+R4GLhz83mOj67TBfMs8QpJ1AovOEdS8+XeeIxMHfKgem6M+rC4kuLX9quaqnHB5mo40tZjwqcJmG8/12znrgbIsf7jqHHn0aNo3Eal24xScWpBaxKN12aIuGHA9T2hv8f85A7tndfxb76JHN8hrU9YEy0Xfj2vbNwZp+9t9CphNz48yQC9T67kVaKqd0Tkh4FvBG6KSCha90eBl8puLwEfA14UkQDcwIyU2+f6NuDbAETkkT65XS/iouXurmMv0rqrROcsAEQTqkKTEtr3+Jc+y+Hd1zn64mcZvvGbuPc1X026+Yydy6slqSLgcyY0njRvLKQ9JTRmtFN0PSC92vYccSUHMcX/NGKRgi4noliQgZ8F2pvXCE2DE4e0NhD8rMUfzpGDBmnLtQYAq53pccSY8KFBCx2CqhkMpd47ZflcsqGEFnGe7NR8jL3gZzPcrLV0tM7SjopzGBVvoeBJlCBAzLaaeOU12n/xkzQ//SPIrVcJfSRLILlYeHVFsiNkTyogtU+j3dcHLnqPu/rLPgVgXx/ZpmwqYNdzTQG7fk/qaMyRgpwgpp62dxyeLjlMr3BzfcLdZz7I7Wee42R2RHRNKYVWeoF3Z2gk0ZKMasTveq+V4sgjIEslyiudkgrQFc8VRUfHRNWROaHaFauBcgraUiv7VO26uPVR6BOjUSqfXTxLSpkxiQkZejT2hH7NfHmP+Z3XaW+/SXPvLfJqxTCszFiZwaug6mwVVqnsqQH2AeTdAOaX8Sr5ADAU0F4Avx8zOP4w8Icwz5I/Bvy9csj3le//vPz+Q/oEPoVdoAz3g/h04G0vies/lzPZuWKEyRZ0oQnJENanyK/9K8Jrv07zC19F/IZ/k+Vv/s3Ea0fkprGB4BM5JFx2+OzQHCyz4CyTFw6N4GJCe48u1+hQ2uSs1BlALGHxruRIoQ3A3DIM9h3xXg/rJc084A5nSOMJbUPWznh150ajZCIhwXJA+4MDK86QLJ+IC66U/lJcnpHI0AbaeQutt0hOZz7ieG+TmWCGWO/wdSxHId/r0Ldu0Xzy55j97I/TvvhZwmplHHDxZxdx+MJpZ8nmCpcv1qZ3fZ9qXtv9YF8fuOi8u/rLtN8AZzTuqbZt7oGWEiHmBEmIsaaHHfDe0fbK0UnmMA48d3rMrevPcvf6TU4XR/TtjFxsIdlZKgRJBsjZyQjcmWRcuBYjo8hoX0QmIfuiWHIaqUwGY420Sp9UTVprAuEyhStjcQVqytX6LGp+lZzHkHNRLUbKoogkhTjQ9B3z9Qnz5Smzkzs0x2/gj++gqyW5W5HTsDF2arYUyk5twtH73+32ZP4gUPQkAvllNO4PA3+t8NwO+B5V/X4R+WXgu0Tk/wr8LPDtZf9vB/47Efk0cAv4w29Dux9I9nFY53kRbGtPdf9d2tW4X1lcOsBncIMi925z8Ms/Tf/5X+Hax76U5Vd8NcNXfgXLF76EYX4Nca1xxS6DL1kEfWPVblIpc3XNM4RAPl3jBltqWhrYWpnH+MKUIrnrkFWP4nCLlvn1m8Q+4Y8OicEq6KiqNdKZS6BqoUGC5Xl2jfljmyZtuTWS02LYzGbcdIK0Htc2UGpp1meVc8TXh5KLgzEBOb7L4Wuvop/6JO2nf4nZS5/DrZa4wYol1EcqTqhpO86Tfe9r1/vfft+7tu87x/YA3qZIptunE/70b/1cQbv+reC5DewxRhonNOvMInYsumOeX75Fv7jJ3WtHHB9c43S2YPAtUW1FI1Lz3NmzdMXbZDQaUqhocxMBcWhZLY7Gu/E2izvdeHN20urdrapjRZ9aEFizjsC9ycljaOuy/ROFrAmXBpo40AwDzfqEo5O7HB3foVneg9U98npJHnr6NJAnz/W8FdUumnPX+34Yedxgfhmvkp8Hvm7H9s8Cv3PH9jXwP3skrXsEsmtQXWSAOA+sgVFz2rW/7cxo4LEq25mAWOmu5Yrwq5/h2q9/nvhTN4kvfJT1R7+U/iMfJT5zg+Hadfr5IdkHGg+Dw7JKO0uk3xw2ZE3oGvJ6KKWaBtqckaFHENrCWbezFnettUK63pMJROeIQBLPkChFXCMJpZnNiTlZqELKxlE35qLo5wbMqOK8GcmkCagXKwYB+AJA/bqzGgdklIDmTKMZWd7l8OWXmX3ql2g//2vMbr2JLJfEYU1MPTnHMr43wRrnaUz1+3lL4vPe72Wos+3f9wHBPm18WwOfrt4qaG8bK2OMJT3s2WyDoLSaOIgROT3hA/dmrGeHHB8dcXL4HPcWc07bliQNUQPJOfM4UjH6QmpbShuxDmqaa223YfkI+lrpkupdUvN6VwNkTQplB4xV34svuKZazFdtJacZr4rPiWZYs1gtma2XzE/vsDg95mB5jA4n9H1HGiIaIzkpGqvmfvZ57qLJpnIeyO9699ufn1R530ROXsRt7gLoqiXVwbUZQJtjdr7wAj4ZMyKJetBA0kjIGULG5ZaD5W3CiyfkN34dPnmImx+Sr9+AazfQwyO6o+v0B3OG+ZzsA9k1pdp5JA+RvLacxD5FFqlnMXQcDqfMFVqwhEMngewc2TuGWcuymbEKLcftnHthzkoauqZFnWdwoKGx2SZF2oM5UTO+8SNf7VUtM5sI6hUJDo+zNLVq3LzDfLBZLgnrjsWbbzB/43UOX/4is9dfwZ/cIndr4jCQU2/VfpIYgBRefd/A3DVQt2mOy2jfF/WVizjwfX1maozcptmm2vdUA08pndG4nXPEGM9cO2tCQygshPUjyQPXuo6j0xNi+zp9O6efHXFyeMS9xQHL2RGrJtgqTZwV7xBzK1UowTpaIgqNQkG1pDctyvjoGlifpSG7FJ4aCqeteoYqET1rpBTNtDkyiz1t13OwvMXByQkHy3v49Qlu6MlpIMeOPCRkUCQpKSkxR6JGUk6k4ua63Te238muz7sm1wehUuoej1Prft8A93myS/ve5wq2PTDr9p0dqHZelEzCE1A1/2YrcupxCdphwOclYRhw3Snhzhu4pkGaGRKCpev03gyNUv12GTUeh0VWSsp4aui8DfrqKCXF+JS9Y/AN6zDjZDbndDbjpL3OuplxMj9gGWb0szk6a8mScDMPbSAEC3nXZKHqgpiXScy4aB4ALFe0yxXt6ZJwcsrirdc5uvMGiztv4JYnuNWKOPTEOKDDALEMxpzIKZKyktT8vreNePsG2MMA9fb++4zUF032222ZGiN3ad1136pxT69TAXv6b3M9wWcIOaMh4JJDfcbnSIhCWK858Cdcvxv4QGg5XRyxPDxgOV8w+BnRO8CTJDB4x+A80QlJPFlLdWAxusWSSxbeu1ggTfPOxZ2v3LNiXj41RJ1s2Sez0SA+RULsma3XzJYnHJwe065PabpjJCZc7CENpJxLWHuyghs5EVMkpWiFpEuWye3VyzaQw/1a9rS/TPvTu1neF8B93hL3MsYquF+rOs+rYXugipSCtZI3WQKh5Me2Dukkockhg2k9XpUmRTNAFpc6h1VXqe0xn93qX1LPx1aCvNLmqicItOKY4TiSQAqOKEovni409KFh5Rd0vqGbz4kHR+hiPhbkdRlEzAWSGHF9j1ut8csVvlvSrE9p1sf4rsP3AzmtyUNPjJbWNsVIHCKx8Lf1X+VzU0rjv/v8nbkfbHeB+DbQPugg3edCVrdV0N13zV39oErVsmPchOzvMp7ed695syKpK8GUUilP6nAxICI0bskz67tcP2nIrgE86j0inhgahsazbGb0YcbQBKJ3ZOetMIg4khR7oWsK5eJIpTJTrazuczYvpxQJMdLGiI+RZljhh56m6wldh+tXuGFdcuZ0kCKahZwMnDVHUlLShNevlFHtE1Og3tU3rrpCuwi8n3Tq5H0B3Ltke7Dt0uCq7NPGpwNy+ne635TPrEvhqcZQB5/mhCbBIsWVJKDqcYWe8GqDx6mrHl7V18KuUeiZqWVdi7av1RSlFM8TVzjLDudgpp4GOAAUIUqyTIMipOIGprrhLc3g5CxowmLaQVMpP2Z8ZE6ZmAZStnqADJmYIkMciDEyDAPDsPk8Be86cHdp3E+KtrRvcphO7tv7bveZ2iemVEk93zaI12fhvR//uuIn770fDcXOJYsnEGdphYeBIJZOQSXjcLTOKJNrUgpfOzFeTUz7VrFcMlkg+kAUR3SeKGa0lpzxKRGy5RGxCusDrkQ6SjSX1tENsKzULNiovFctk7SmAsj3A/MuwN73+7YmfVmw3rdt1+cnSd63wA37ucx9oA73g/Z02/T4XZ+rF8E2mIuIpUul8IrVmULVtOqU0aJ564Rnl1GbPmvQY+v7VIcTrTUKoSarSKWUiVBcxtTc9hyWw7ha8zc+ZLZS8MqY1ErVoQo5JbImUhxMq06RofzLfTJtewu4p1rV9PO2FnWeMeq8yfaymvf2/tu/XcZDYVsB2J7c629T8N51zW3NPQSrilSBy3tPCIGULOmYiCM7h3NKlNKvnCULU1f4c63++Ix0G+WzF9MEQr1mXcppLTtQ3A4nfUHKZK5523BY/MQL351IRn+lTB73t2LQFoBUQfgsIG+D9T7QnipCF2ng+/rBkwrQ++R9DdxTOQ/Eq+wyVk59dXcdM5V9y2ARs9xPO5bPFk3mnUdy8e3NJSdzVbnH6zGp2Udx86qDvpIlZ9vkRMZBW89UP2VXjE2IBXPYCCznqgO3aPxZSVnJuacG7aSkxGSgnIdMTMnAe+hIKd2nYe/ToOqz3WeI2vWsL1o9XUZ2TdS7zjV959Njd2nj2xr49O/2tl0G8HqOqnFPAdy4cr/xRHEgpZSdr4WDEbIM1gtqsQattg8rBYdMfLVHpcCMxqU1xc3PADwXkM6lZmhOGyOlYvuknIp7YLVdaDnWJnwD790a9vQ+L+onl5nkL9LA303g/b4B7n3a1PYAO09T26ZFVPW+wata6i7u6TTb2oGlaC1//YY+8d7joz/jFraLA72oU+4DvG0DWD3vPjDade46OOrgqtumXPU2BbJLe9o1ALd57X0a00V014No3peV81Zk9fdtY/b2Sq3+rc9veu7pvdc+UsG69ospZVK33V913t13vX2Txvbzqde/yKazCyi3t+16x/XzdJW1DdpTMN9lB9leoV2W895+1peV+uQeJ9C/b4D7PNkF3vXztga+LduzvPf+zLG1Y001pcpL1o5Yv4cQ8L7ko/C7QXuXNlbbMd223XF3yS7Artt2gdK+wXie8egioN6nJe3TsrfB+7x72wXeu75Pt19Wts+3a/s2gO+T6Xuo1Mm+9zgN2vHen+k/U7/vfZ+3VwPTa28/k13Petc9XRW8tyfnXf929aHLTP4X9Z9973BXf3qcwHyRvK+Be3tg7+rA5y2360CCjTZet1dNq/6rHagOuqo9TQ1M21rTFLTPa882gG8PtOnvu8Bplya/6znt07Qu0prPA+tdYLBr+3ZbLiP7JuPznuP28dsT964+c17/2NbAt0F8n21l1/1v96npCrD2pW2Q3rXtPD79ov61q23b/aG29Twwv6ivbGvT24brXcA9Pdeuvrqvz12kBOx7t49T3nfAvT0QL/rtvM485by3B922cWobzKumtG+ZO/0L508ulx1U9Ty7ZBeAbJ971zkv0qymn+F+vvqi8z6s7APjBznPPpA9rz9tv6faB7bpkmlbt327q9Q+UfvL9FzngfSUNpkC9z4An7Zl+172bd9e3U1XDlPaaxvQd4H3lHabAvRU276KUrCv3ef93bXvVVZkb7e874B7KrtexK4BuQu8p9/rwNk+dnugbmvT0wG3b4BdVhuun8/7vuuYfc9j38RQZao17qJptr+fp/Fst/e833e1eTqwLrq37Xd43vOY7nOenNeuXW2b/t2mUHaBaj1P7Re1L03B+jzA3u5Hu8B7H5hv3+P2u51+vsykvuvzZSiTi1wBd4H29rs577eryKNQKB5W3pfAfdEMelnw3t5/esz081Qrnw66bc16OnimWvxFmt32fZ0H3pehDLbPt+/zRdfbvvYU4Pedd5+G9KCyjxraNwk/imtsP4Pt808n/F1Sj58auXdN/Odp1Lu+17buAutdtNJ0n8sA9/TzLuDetSrbBvLzAHyX/eSqWvfD9qsnAbThfQrcl5HtAbdr8O2jVba/T7Xv7SVtznkcoNMBNNXi67mqnLek3W7Hvjbv22f7POPnLXdC+0nZfWgZIHrxkvQ8jei8e9wnF93T9opo+7jLyL7jt/vKVOtWPRtpOT3XrhXLNnifp1kDe8H8PKDe9f0yfWHa1l33sw3S2zTJrt/r5125SHbRI5fRuM8D7vMUkW25zMrsnZb3NXDvAt/t3+F8fnn6+/Sc2xTHNojX77u47O1rTDv+vutut3nfvVwkOzVEOBvFA/fd765r1PIY22B8mYFyXnun72Xf/rsm1atepx63q4/suu+LVnDbtNn02Pp3+x1vg/Y2zbYLuGtbLgPg02ex65nsUx62274NitN/04npPOPlPoNl5bzP22efVj9tz652v1vlfQ3ccDF4b+9bZd+g36eZ79KSpwN/G8Dr71Og39bC9y3Bt899Vdl1zH2baht2/1j/2ym7tN7twfUwoHreNfed+2Ge1/b73XeeXeBd32n9fUyBsKWl13NO+8G0v2wD+S7K5KI2n9ent9uwfa/nAXdt33lgvg3K5wHzZTjz7XNfBNbvNhB/3wP3g8ouzXTfPru2bRs0pwNvW8OHq2uhl9l3KhdplZc5z742XnZQnLeiueg8l1051e/79r/MhLHr3Oe1Z9+ENKXOtgF82tb6b9pPplTbPsDe9X3ajouex3mT0a4Jdx9413s9D+Avo4FfZtt5IL1PybmMPGnA/hS4uRpA7aI/9mly+7Tv6ed9S9upXPR9VzvPa/O2XEbTukjO23efhvugg+Fhz7f9zmD/87qMbJ9r3/n2tW8XgG+D+XRVtj2x76NDLupLu57DLjDfNxlv97fztO4pgE/PuY+X3qWh7wLufdz2rjbtksv0mScNtOEpcI+ya/BdZr9dYDzddxew7ztmG8yrXGVQ7dPy3w45T0u7ypL0Iq1137vZN2FeJA/yPC4D5heB9RRwL3oO2/2kHrPPF3sbkOvfy1Aku447T1utsg3C23/3GV239z1PM9+nge/Tvnede9ez3XdP7xa5TLHgOfCjwKzs/7dU9T8Tke8Afh9wt+z6H6rqJ8Te/l8C/gCwLNv/1dvR+LdDLtK+9x0D9w/MfQP1Ik1mV/6TbS1rl8a53Z59ch4AXmb7ZWXf4L8KeE8H32VWHueB+fbgvQwFc57se+/72lf32aVJb7djus+UDtme3HcBdv18Eajvk20FYddz2wXG03u4SPOe7r8N8NsgvI9G2fV5et59E8pV5EkF98to3B3wzap6IiIN8OMi8g/Lb/97Vf1bW/v/O8DHy7+vB/5K+fuekqsA/Hkv/yJ65Tzt+TIUyL72nAd628c/ig5/HljvGvj7znkZ4Lls2/YBeZUHmcDPeye7AH76edvOUSmTKVhPv0/buI8+ugjgt+W8/rYPCC/SZs8D+fM07rrPRYA9Pdf2533ysL8/brlMsWAFTsrXpvw7767+IPDXy3H/QkRuisiHVfWVh27tOySX1TR3DdR9g3N7//M08rdb9l3vMhTLec/kIrC+DEBf9Cwuek6XAdvzaKZdvz/IJHGe5j/dZ1c2xqlUbbSC9vT7eX/r+c+js6bt3N5+3j1dRpvdB+a7Pk9dILfBed+/hzFGPumgfBm5FMctIh74GeArgL+sqj8pIv8b4M+JyH8K/CDwZ1S1Az4CfHFy+Itl27sGuK8il9G89wH4Po1s3/fLXnu6lN2lRT5KzXq7PfuucRWt+p2Qq1znone8PSHD5Xj3XTTEtoY91Zq3PU/O+zu9xsPIrr56nqa96/suwL5I874IqHf9u6gdV7nnJ10uBdyqmoCvFZGbwPeKyFcDfxZ4FSso/m3A/xH4v1z2wiLyrcC3XrXB76Q8qOY9PXZ6/PagPo/KuIzs41AvC5KXAewHWSFsD8zLtGX6++NchVz0TvY9832yb3Le9+yn4Dw9/zaITznv7XY9CspnV5v3/X6e9n2elj7dfh5oXwbA913/vPt60H2eBLmSV4mq3hGRHwa+RVX/y7K5E5H/Fvjfle8vAR+bHPbRsm37XN+GAT4i8kQ/rcsC+HnHX2YJe9Fx57Vt1/fL0DX7ZNc+5w2Mi7Ts87btOvfDaEqXoXx2yaPgzS+iWbYnpYs45X0gPv28fdw+4L6oH09Xape5132fHxVw18/b3ivbx+669oNo3u8W0IbLeZV8ABgKaC+A3w/8+cpbi/WC/ynwi+WQ7wP+pIh8F2aUvKvvIn777ZJdgxD2G6ymf6f7V7lII92lJe0D7F0D+UE78UXHbYPDtJ0PM3Cuco7LTij7nst52u32Prs+73oX26Bcz31ZEL2or+y718scf951d4HwvuvsAtd9IL79fde2fW15kP70bgJtuJzG/WHgrxWe2wHfo6rfLyI/VEBdgE8A/+uy/z/AXAE/jbkD/kePvNWPSS6jeZ83aPZpw9v7bwP5rvNdBbTP23bRubbvYbr/gw72XduuAlaXuc7DcruXOf9519kFzheB9q5z79OWp79V2bVt1/Wn+2+34TKa6nma7/Z97dt2kba86xzbeU7O2/ey8m4D7CryJDT8SadKdsllecTz9tvWrLd/2x68F517e/tFE8154HYV4LtoEjpPtgf9tO372r9r/+3t5207b/tl5TL88nmfL/PbLpA+b9t5E8l5q73z5KJnehmQ3retft8HwtvH7PIk2d73orZf5rcnSVR15wt9Gjn5Nsv2YDpPu9o3oC7SlB+U093Xxn3bzjv+YeRh2799nndqUD7o6uC8ldS+3y/zji472e3adhUAv+jzVX7fbvdFn8/T1Pe1970oT4H7HZCrLt13gftF+8PVtKrzuPV955/uc9Ex28dd9vd92vR557isLeCq/PF57brK/e/af9/5zttWj9unCFyVujpv38soEecB8b59zzvHLkCeatsXXeO8+7nK7+8GeQrcj0guAth9YLwPPLf32f5t+n16jV3bL2r3rs+XAbbzaKB9g/lBeNSrUjq7gO28yeth5CJA3rf/dJ9tF8Bpu8+77r4+tEsuWo1cNElcBoSn3x8E4M8D7vO2X0XeC6ANT4H7oeU8gH3Q823LRQC+fc2rAO55A/ky/Pxl5TLa/GX2v+xv5533qhPUg8ouQH1UtNCDtOUq26e/nUdt1Pub7ju958uC/L7994H5g66c3ivy1Dj5EHIenXFZg+BljY8Xnf+8yeOyWulF7b+skXDX77vauGufRykPA1bl2449zp+wrjLhnPeMd9Ef+4yYF51zCqaXnbQv2r5PQz9vNXUZzfs8Lfu8654nTwLGPajoHuPkU+B+SLlI87ws4O76fhXgPm/7VfZ9u/bZJbsG42U00qusLh5koJe9to65xCFFrtontrdd9r3vAu/LPpt9q4HzAHL7+PM+PwoAn26/DL12XhvfrbIPuJ9SJe+QPAx9AvdrxefRJBfREvvohIu49odt/z6ZXusqA/JRtGu/bJ/78iCwb6Wx/ftFIHtZWuc8um4f4FVufddvD0Kf1G1X0dbPA+5dx11F3gugfZ48Be63WS6jMV4FeM9bCp93zX1telC+e9f5rtKGq+53VXmSBu5lKKPzttffrrJ6qCB6HoV10fu+6Hq7gPe8ieMi8L6q5r5PnqR3/3bJU6rkivKgWt5VlseX2f+i9uw630Wa6mXpmMscW+Uq/esibfEq7XpwiuTMlbaOvVibfBCj7T6AfRR9prZvep2Lnuu2Jj49z67P020XadznvZeLQPwieRKw7FHLU6rkEcjbuTTfpzVfpI1fljZ4EHrhvNXCRYNkF0A86oH19lMml+N7zxxxAU2yb//zjttHhezKJLh9/EVc8WXasuv8lwHxi+Sq9MllDODvF3mqcT+EPKxG+qBa9lWOf5jfLkvhXHTeR9nHHkTbfpjrXwboHpVc9f1Pf9/Fh0/lKvTZZX6/LFhfhW65rJb9JGDWOyX7NO6nwP2Qclkwexh64kFojge9/mXPdxl5VBrSg7RlH9CcRxU86Lkv8/uD3MNFBuIHmYwvo01fdrX0oGC+vf0qE+2TgFfvpDwF7rdJHha49/22D6yvArT7wP5BNLvL7vN2yj6t8kG1xUcxIVz02zboXoXquujYffvVfS8C48u2/7L7XnX7Zfjuq64c3mvyFLjfIbms5nse9fAwS+YH+X0bHB61xvi4ZZ929ygMqucd8zBGy6k8jHLwsPfyMBTLo9DIH8UK6d0sT4H7HZIH5YGv8ttVtOPLaJcPqoE/yL7v5Pke1Gj2sNd4kP0f9p7PO/4qXhnb/eZhDLO7znFVu8eTgE+PU54C9zssV9WSHpTDfhRUzVXP9aD7v9Png7dn4D9O0HnU9M5V97uKNn7V/R71se8FeQrc77BcVWO9Ku/6IEC8T9t5WBrmUR3zTslFff6qy/MnYQw9qDyoIfCqIP+wbXm/ylPgfsxykb/t9uernvNR7Pco23BZ98F3AuAfp9b9qK//KCiRBzn+7dKunwT8eZLlKXA/AfJOURGPU4O+SFt9HNr729XH3y1ua1fxLnkngfdJekZPqjwF7idI3g5N+UGPf1RAelkN+1Fc/2Hl7TRQPoleEOcZafetBB/m3G/HMe9XeQrcT6C8XRr1ozz+UbmxPSoXwydN3i3eEW8njfJOHP9+lX3A/TRXyRMq57mNXRSccBEgXkU7vqov8lX8b98u17h3St4NoP0oAfdRU2BP5cHlSQHuE+BTj7sRb5M8D7y564e3KzjiHQKKvff1HpD36r29bff1mDXq9+r7+g37fnhSgPtTqvrbH3cj3g4RkZ9+L97be/W+4L17b0/v670j7nE34Kk8lafyVJ7K1eQpcD+Vp/JUnsq7TJ4U4P62x92At1Heq/f2Xr0veO/e29P7eo/IE+EO+FSeylN5Kk/l8vKkaNxP5ak8lafyVC4pjx24ReRbRORTIvJpEfkzj7s9VxUR+asi8rqI/OJk27Mi8gMi8mvl7zNlu4jIf1Xu9edF5Lc+vpafLyLyMRH5YRH5ZRH5JRH5U2X7u/reRGQuIj8lIj9X7uv/XLb/RhH5ydL+7xaRtmyfle+fLr9/2WO9gQtERLyI/KyIfH/5/l65r8+LyC+IyCdE5KfLtnd1X3wYeazALSIe+MvAvwN8FfBHROSrHmebHkC+A/iWrW1/BvhBVf048IPlO9h9frz8+1bgr7xDbXwQicB/rKpfBXwD8CfKu3m331sHfLOqfg3wtcC3iMg3AH8e+Iuq+hXAbeCPl/3/OHC7bP+LZb8nWf4U8MnJ9/fKfQH8W6r6tRPXv3d7X3xwUdXH9g/4RuAfTb7/WeDPPs42PeB9fBnwi5PvnwI+XD5/GPNTB/j/AH9k135P+j/g7wG//710b8AB8K+Ar8cCOELZPvZL4B8B31g+h7KfPO6277mfj2IA9s3A9wPyXriv0sbPA89vbXvP9MWr/nvcVMlHgC9Ovr9Ytr3b5QVVfaV8fhV4oXx+V95vWUZ/HfCTvAfurdAJnwBeB34A+AxwR1Vj2WXa9vG+yu93gefe0QZfXv4fwP8ByOX7c7w37gtAgX8sIj8jIt9atr3r++KDypMSOfmeFVXVd3MSLRE5Av428KdV9d5W4qh35b2pagK+VkRuAt8L/JbH26KHFxH5HwOvq+rPiMg3PebmvB3ye1T1JRH5IPADIvIr0x/frX3xQeVxa9wvAR+bfP9o2fZul9dE5MMA5e/rZfu76n5FpMFA+ztV9e+Uze+JewNQ1TvAD2MUwk0RqYrMtO3jfZXfbwBvvbMtvZT8buB/IiKfB74Lo0v+Eu/++wJAVV8qf1/HJtvfyXuoL15VHjdw/0vg48Xy3QJ/GPi+x9ymRyHfB/yx8vmPYfxw3f4fFKv3NwB3J0u9J0rEVOtvBz6pqn9h8tO7+t5E5ANF00ZEFhhv/0kMwP9Q2W37vur9/iHgh7QQp0+SqOqfVdWPquqXYePoh1T1f8G7/L4ARORQRK7Vz8C/Dfwi7/K++FDyuEl24A8Av4rxjP+nx92eB2j/3wBeAQaMS/vjGFf4g8CvAf8EeLbsK5gXzWeAXwB+++Nu/zn39XswXvHngU+Uf3/g3X5vwL8B/Gy5r18E/tOy/cuBnwI+DfxNYFa2z8v3T5ffv/xx38Ml7vGbgO9/r9xXuYefK/9+qeLEu70vPsy/p5GTT+WpPJWn8i6Tx02VPJWn8lSeylO5ojwF7qfyVJ7KU3mXyVPg/v+3UwckAAAAAIL+v25HoCMEmBE3wIy4AWbEDTAjboAZcQPMBL3CtU2Mz637AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_img = 255-img #色の反転\n",
    "plt.imshow(new_img)\n",
    "plt.show()\n",
    "\n",
    "Image.fromarray(new_img).save('new_tomato.jpg') #画像ファイルの保存"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "色が反転したトマトの画像（new_tomato.jpg）が同じフォルダ内に作成されます。\n",
    "\n",
    "### 2.2 画像に対する様々な処理\n",
    "\n",
    "トマトの複製を例にして、行列の計算による画像ファイルの処理方法を説明します。\n",
    "\n",
    "新しい画像を作成するために、列のサイズが２倍になっている行列(img_2)を利用します。\n",
    "行列のデータタイプを8 ビット符号なし整数（uint8）とします。\n",
    "\n",
    "新しい行列(img_2)の１からcolsまでの列と、(2*cols+1)から(2*cols)までの列に元々の行列(img) のデータをコピーします。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "img = np.array(Image.open('tomato.jpg')) #画像ファイルの読み込み\n",
    "rows, cols, depth = img.shape\n",
    "\n",
    "img_2 = np.zeros((rows,cols*2, depth), dtype='uint8')\n",
    "img_2[:, 0:cols, :] = img\n",
    "img_2[:, cols:2*cols, :] = img\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.imshow(img_2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "画像に対して行う処理（加工）として、例えば以下のものが考えられます。\n",
    "\n",
    "- 色の反転\n",
    "\n",
    "```\n",
    "new_img = 255-img\n",
    "```\n",
    "\n",
    "- グレースケール化\n",
    "\n",
    "```\n",
    "new_img = img[:,:,0]/3+img[:,:,1]/3+img[:,:,2]/3\n",
    "plt.imshow(new_img,cmap='gray')\n",
    "```\n",
    "\n",
    "（2次元行列をグレースケール画像として`plt.imshow()`で表示するには、`cmap='gray'`の指定が必要です。）<br>\n",
    "（`new_img = (img[:,:,0]+img[:,:,1]+img[:,:,2])/3`とするのは、各成分の値が$8$ビット符号なし整数の範囲$0$～$255$を計算途中で超える可能性があるため良くありません。）\n",
    "\n",
    "- 赤単色化\n",
    "\n",
    "```\n",
    "new_img = img.copy()\n",
    "new_img[:,:,[1,2]] = 0\n",
    "```\n",
    "\n",
    "（単に`new_img = img`とすると、配列やNumPyの行列では代入元と代入先の値が連動して変わってしまうため、オブジェクトのコピーを行っています。）\n",
    "\n",
    "- 一部の切り取り\n",
    "\n",
    "```\n",
    "new_img = img[100:200,400:500,:]\n",
    "```\n",
    "\n",
    "- サイズを$\\frac{1}{2}$倍に縮小\n",
    "\n",
    "```\n",
    "new_img = img[::2,::2,:]\n",
    "```\n",
    "\n",
    "（必要なピクセルの個数が$\\frac{1}{2}\\times\\frac{1}{2}=\\frac{1}{4}$倍になるため、縦横ともに偶数番号のピクセルの情報のみを利用します。）\n",
    "\n",
    "- サイズを$2$倍に拡大\n",
    "\n",
    "```\n",
    "new_img = img.repeat(2,axis=0).repeat(2,axis=1)\n",
    "```\n",
    "\n",
    "（必要なピクセルの個数が$2\\times 2=4$倍になるため、各ピクセルの情報を4個のピクセルに対して利用します。）\n",
    "\n",
    "### 演習1\n",
    "\n",
    "画像に対する上記の様々な処理を試して、それぞれ処理後の画像を表示してください。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#演習1\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib \n",
    "\n",
    "img = np.array(Image.open('tomato.jpg')) #画像ファイルの読み込み\n",
    "\n",
    "#ここで作業を行ってください。\n",
    "\n",
    "#例：画像ファイルを半分にする。\n",
    "\n",
    "#グラフのサイズを計算する\n",
    "dpi = matplotlib.rcParams['figure.dpi']\n",
    "height, width, depth = img.shape\n",
    "\n",
    "#元々のトマトを描画に使用するグラフのサイズ\n",
    "figsize = width / float(dpi), height / float(dpi)\n",
    "\n",
    "plt.figure(figsize=figsize)\n",
    "ax = plt.gca()\n",
    "ax.imshow(img) #\n",
    "\n",
    "#半分になるトマトの描画に使用するグラフのサイズも半分にする。\n",
    "half_figsize = width/2/ float(dpi), height/2/float(dpi)\n",
    "\n",
    "plt.figure(figsize=half_figsize)\n",
    "ax = plt.gca()\n",
    "new_img = img[::2,::2,:]\n",
    "ax.imshow(new_img) #\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 演習2\n",
    "\n",
    "トマトの画像に対して、上で試したもの以外の自由な処理を考えて行い、処理後の画像を表示してください。例えば、回転（`np.rot90()`が利用可能）、上下左右に反転（`np.flip()`が利用可能）、色の交換など。授業で提供したトマトの画像以外にも、画像を自由に使用してください。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#演習2\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = np.array(Image.open('tomato.jpg')) #画像ファイルの読み込み\n",
    "\n",
    "#ここで作業を行ってください。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "\n",
    "<div style=\"color:#888;margin-top:35px\">\n",
    "本資料に使用したトマトの写真に関する著作権：\n",
    "https://en.wikipedia.org/wiki/File:Bright_red_tomato_and_cross_section02.jpg\n",
    "    \n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
