SNS/SNS.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "443a911b-e41c-420a-a4d1-dcf4164ac800",
   "metadata": {},
   "source": [
    "# SNS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "19eb4ab5-e354-44ca-b35a-f0811115667d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "using DataFramesMeta, CSV, Kroki\n",
    "dir = pwd() * \"/\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "04099a45-75e3-4c45-add8-7fd120f52192",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mpsa1t5vUfbhnLJ5p5Wjzlt5bb+q2NrE2jYibRXSYvybGy8uLOJOJDguzVSq6j5DOMqlkJRTM3EgUgYGBsbGxZBUhpAEeP36cm5u7aNGi4cOHU/kblgsLC589e0Z2RQghDlIz9/6c/RIXB3bgHjr2YyI6A3Y3V3fXnJwc5gp15I+89F0UuK+oMHMj1YPp3MnJCU+hgJDme/r0KTxhFyxY0K9fvw8//BBeLScmJuInVAghmaRm7uAZIV+FTySS9Jz1C6iQ3fbttt+tiEop3BYe+13rNq3ZmTt41rSIiAjmCnlyc2xsrLGxccuWLeH78uXL6brUzC2184ULF9599126j7+/P7VQU1Ojr69fXFxc+/ratm7d6uDgoKen98477wQEBFy9epW+77Jlyz744ANYf7du3RISEqQ+bMzcSMVevHjh7e29a9cuskFpsK3Pnz//J6QKq1evxhdFiFBdXb19+/aQkJCePXtKJJLQ0FB4IuPOJwghqaRmblcPt8Wpy4gk7dLfjcrcnwcH0sXQRWHszL00bXmfPn2YK5QaXkFSUpKhoWFmZmZFRQV8h2UICVQTO3PzdDYxMcnPz4eFM2fOQP+SkhJYPnjwoJmZGbESWIAi3L2yshK6+fn5jRgxgmpKS0uDwA0DJjTB906dOkl92Ji5kYolJyd//PHHZFVp8ASAbZrcfpGi/vzzz5kzZ+K5LBCXS5curV+/PiAgoHv37v7+/uvWrbt27RrZCSGkxaRmbnNL84TfNhFJWv+9d6jMHbcznp2zmV9wX2tra+YKqTsyUXVHR0fIG3Q3SNVOTk70XYgFns6TJk2Kjo6GBfjevHnzuLg4WI6MjAwKCqI6MNeWm5tLLYPLly936NCBWnZ2dk5NTaWbINDT92LCzI1Uqa6uTiKRnDhxgmxQ2vz587XqCrENAELV2rVryT80Qq97+PBhdnb2tGnTbGxsXF1d582bl5+fj3t+I4SkZm6jTkZpJ38lknTLVi2puJxckMbO2cwvuG+nTp2YK5QaXkG7du3Kysrom7AMFWqZnbl5Oqenp/fv3x8WYHwbM2aMj48PLEOSycjIoDow13b//n1qmWiCtZWXl9N1WL/Uh42ZG6kSvHYcNWoUWVWFBQsWkBsvUtqiRYvIPzRC3P7444+ff/554MCBJiYmQUFBO3fuxNMOIqS1pGZuqe9zC8/cUt/nZt6ksWN0+/btqWUhmZvuXFVV1bFjx0uXLrVp0wa+6+vrw3ddXV2oUx3Ya6NxZW5YZneuxcyNVIh6k/v48eNkgypg5hYD5CfyD42QALdu3YIX2AEBARC+AwMDqf2+yE4IoSZNauZ29XBl788tfN+SxWnLBO7P7ejouGXLFvpmcnIy/74lXJ2Bu7s7jGOenp6w7OHhAcvwnW5lr41GV4h9S2CZ3bkWMzdSoYyMDH9/f7KqIkIyd01NTU5OTkREBDxjrW2sDQwMrGysvft4z5w5E+q4awobZm6kpNr6T2bHjRsH4RsiOATx27dvk50QQk2R1Mw9JfRb9nlL6GMox4TIOIZyyndTBZ63BEYbIyMj+rBFWOY/hpKrM5gzZ07z5s2pvbohbMDy3Llz6Vb22mh0BUJ2586ds7Ozb968Cd9hmd25FjM3UqEBAwbs37+frKqIzMwNWzm8SHV2cwmK/AZeKCcc2AjPXvgOyxNmTnJy6+Xu0VslF7hqSjBzI1V59OhRVlbW5MmTIXwPGzZs/fr1t27dIjshhJoQqZl777699i4SIknPXjuPyty6bXVnLJ6ZlL+V61yBLu4uws/PvXTpUmNj4xYtWgg5VyBXZ5CXlwc9jx8/DsuFhYWwDBW6Vera2JXY2NhOnTq1bNmya9euK1eubNWqFaPjPzBzI9WAzdTZ2Vm8K73zZO579+6Fh4fbSezmxM9jP4Hpr1mr5vSw7zEjbAb0J1ehrTBzI5Wrq6s7cODA1KlTzczMRowYkZycfP/+fbITQqjxk5q5a2pqnN1d2Neh9Pl8KBW7mYg+s+PneXp5NoEPpffv329iYkJWMXMjVZk0aVJCQgJZVR2uzA0BeuSokYM+HpxckMrO2cQX9Onr288vwB9jNwUzNxIPhO99+/Z98803EL5Hjx6dnp7+8OFDshNCqNGSmrnBzl07re2sk/LJSTl0UbiVg3Xbt9u+2fpNE2vTyBVRzFbobyexa7wfRwcEBBQUFFRVVR04cMDCwoK5dwoNMzdSgb/++uujjz6qFfMgKq7MHR4ePmjY4PTTO9gJW+oX9ITYHTpjOrkirYSZGzWAJ0+eZGZmfvHFF6ampl999VVWVhZUyE4IocaGK3ODKdO+9fbpI9fUPGDowLCwMHJFjUd8fLy5ubmurq6JiUl0dDRxVkEKZm6kAunp6UFBQWRVpaRmbnhBDC+L2S+m+b+gv62d7e7s3eTqVETn3x28kpOTDQ0NqZt0UUmqWg8FMzdqSA8ePNi6dau/v7+ZmVloaOjvv/9O9kAINR48mfvevXvDRgyD2C3wI+j+QweMHDmyyX8EjZkbqcCoUaMOHz5MVlWKnblramq8vLzmrJ7PfgLPWDzTytHmLb233tRtbWJtGhE3i+gwa9UcNw93YqcxiLN2dnZcZ7znQfShb3bp0mXfvn1EUV5cK1cJzNxILaqqquLj4729vR0cHBYtWqQ9V7iEMQd+35iYmGik2Y4cOUL+8xALT+aurY/dU0K/tbazYe/bTUzHPex7hoWFNfnAXYuZGynvzp079vb2L168IBtUip25c3JyXNxd2E/goWM//ufoDAZ2NwcXB/bB0f7+/rGxsUSReVMqrj7NmzdX/lgQrpWrBGZupF7FxcXz58+3tbX18fHZvHlzrZj7p2kCCNzXr18nn4dI82RkZKSmppL/P/Q6/sxNydyV5ezuYu8i+TJ8InFKMag4ujpp1SnFMHMjZSUkJHz33XdkVdXYmTsiIuKb774lkvSc9QuokN327bbfrYhKKdzGdUKir8Inhoa9tlc33OvPP//s3LnzlStXmEV6GeK4sbFxy5YtmWca+jfV/4O+i9QiJSUlBUJG69atu3fvvn79eqp48uRJX1/f9u3b6+npQf6gHgNzJez1SH08VJ+tW7c6ODjAqt55552AgICrV6/SrUyYuZEmgFfshw4dCgoKonb43rdvX1O9tjx7HEOa6cGDBzExMeT/D71OSOaurf9Qen/O/pAZ09y9eltYWRoYGFhaW3p4e4SFh2nbpTMwcyNlDRkyJD8/n6yqGnuu8u7jzb7YFX3i/c+DZZx4H+7r7unOXCEVZ3/66acxY8YQxdr6M+obGhpmZmZWVFTAd1hmn36fuMms08tpaWkw4qSmpt64cQP+bpCzqbqFhUVWVlZVVdX169cnTJgwduxY4o7ETf7HY2ZmBsXKysqSkhI/P78RI0b8bxUMmLmRRoGgAxs2vOa0sbGZN2/e5cuXyR6NHHscQxoLh0eZBGZuRMPMjZRSXl5ubW0t9o4lr6TNVVbWVgm/bSKStPALzMJ9za0smCuk4uy9e/fgN6J3O6EzrqOjY3JyMt0ZkgH7MrPETamZ28HBYdOmTXRdKojjkKGpZa6V8z+e3NxcugmCS4cOHeibTDipIM1UWlo6f/58SN6Qv2E7bzInGWSPY0hj4fAoE2ZueWHmRkqBqBccHExWRcCeqzp16pR28lciSbds1ZLK3MkFaeyczfyC+xp1MmKukI6z+/btg8meOp6DLrZr166srIzuDMtQoZa5YrHUzK2rq3vt2jW6TisqKoJ4oa+vTz3+N954g6pzrZz/8Qg8EhQnFaTJnj17tnfv3nHjxpmamoaGhp46dYrs0diwxzF1qampydq7K2jaZFdPV3MrcwMDA/ju5uk2dXrw/pz9WvVxPxccHmXCzC0vzNxIKZMmTdqxYwdZFQF7rpL6PrfwzM31Pjdl9OjRixYtYhbZGbd9+/bUMlcsZtbpZbiX1Mzt6uoaEhJSXFxcXV1969YtqSth3hT+eKRWKDipoEbh9u3bcXFxvXr18vLyWr9+PSRCskcjwR7H1CJj53YnNyd7Z+mHtdm7SFzcXXft3kXeTcvg8CgTZm55YeZGinv58qWtrW3DXNiZPVdJ3Z9b+L4lcF83aftzU0pLSzt37nz58mW66OjouGXLFrpDcnIyvS9HixYtmCc5khqX6WXI1tT5GQht2rSprKyklnfv3k3351o5z+NhJ2x2hYKTCmpcjh49GhQUZGJi8s033xQWFpLNGo89jjUwGEwmBQdZ21nLPH2bjZ1t6IxQbTh9GxccHmWCBJmYmLgACbNhwwbM3EhxJSUlgwYNIqviWMCaqyIiIiZFfENMFfQxlGNCZBxD+VX4xOAZIcwVEsF06dKlo0aNootJSUlGRka7du2CZAzfYZk+ZrFLly7bt2+nd+fgz9xwX0NDw/T09IqKioKCgqFDh1J1a2vr6Ojoqqqqw4cPm5qa0v25Vs7zeNgJm12h4KSCGiN4OqxZswZevnp4eCQkJNQ2njMMssexhgQB2ucTX+GXKenj09cvwF9rYzcOjzLh+9zywsyNFLd+/fo5c+aQVXGw56qcnJxebs7EPDF77Twqc+u21Z2xeGZS/laucwVKXBz25+xnrpAIpjCv9+zZk1mEFG5sbNyiRQvi3HwQfzt37vzGG29Qnfkzd219fysrqzfffBOyNZUYQG5uro2NTatWrSA9L1y4kJmtpa68lvvxsBM2u0LBSQU1anl5eV9//bWJiUlISMgff/xBNmse9jjWkCaFBMl7Oe6+vv2mv35OVe2Bw6NMmLnlhZkbKS4wMHDPnj1kVRzsuaqmpsbD0+OHVXOJecLn86FU7GYi+sxaNceltyseJ4STCmoC7t69u3LlSkdHx/79+2/ZsuXx48dkD43BHscazK+Zv1rbWSflk+9w81+1F/r3sO+hPZcsYcLhUSbM3PLCzI0U9OLFCzMzs3v37pEN4pA6V8FM0NO+J3sWCV0UbuVg3fbttm+2fhNmkcgVUcQsYm1nk7VL248QqsVJBTUhL1++PHDgwJgxY8zNzaOiokpLS8keGkDqONYAampqerk7s/fhFnLV3qhVczw8PWS+Q6Ej7cM0qcXGAodHmTBzywszN1LQn3/+6ezsTFZFwzVXhYWF9RvaX65PS719+gaHBpMr0ko4qaCm58aNG9HR0VZWViNHjtyzZ08DXD1AOK5xTGzZ+/bYu0iIwVD4VXt7uTnTlyzgIjVeSy02Fjg8yoSZW16YuZGCduzY8eWXX5JV0XDNVffu3fMfGQCxW+BRQRC4P/YbrrVHBRFwUkFNVV1dXUZGxqBBgyQSycqVKxvsEzl+XOOY2KaEfvtV+ERiPBR+1d6vIyZHRESQK32d1HhNF0+fPj1kyBB9ff22bds6ODikpaXRfVJSUqjjW7p06fL9999XV1fT912+fLmhoWGzZs3ozg0Jh0eZMHPLCzM3UlBMTMzixYvJqmh45iqYTWeEhdna92B/csr8glZrO5vg0GAM3DScVFCTd+bMmalTp1LHWRYVFZHNDYtnHBOVq4ebkmdW9e7jTa70dfyZ28bGBn73srKyioqK7Oxsb+9/1rZ3714LCwv4XlVVBbncy8srKiqKvq+bm9v58+epmw0Ph0eZlM/cUjcbCk9T44WZGylozJgxMHSSVdHInKvgwbh7uDu4Okq9yoPExcHF3QWv8kDASQVpCXilvWLFip49ew4dOjQzM/PZs2dkjwYhcxwTibmluZJXELOytiJX+jqpCYkuvvXWW8XFxa83/peHh8ehQ4fom9Cna9eu1DLcNz8/n25qeDg8yoSZW16YuZGC7O3tr127RlZFI2SuqqmpycnJCQsP6+3lYWltaWBgYGFl6e7VO2TGNKjLPAZIC+GkgrTK8+fPs7Kyhg0b1qNHj7i4uOrqarKHyISMY2Iw6mSUdvJXhTM33LdTp07kSl8nNSHRxZCQkI4dO44bN2716tUXL16kO0DxjXrNmzdv1qwZ9Idl+r537tyhezY8HB5lkpm5/yyrIkuCSd2iGjvM3EgRsOl079795cuXZINo1DVXNW04qSDtVFRUNG3aNFNT01mzZt26dYtsFo26xjFzKwv2+9zC9y2B+1pbW5MrfV3btm2vX7/OrJSXl7dq1Yq+mZ+fP3fu3KFDh7Zr1y46Opoqtm7dmhnBmdQeuXB4lIk/c58rrbSYmgLfyQYG5n955cqVXbp0admyZbdu3RISEtS+AYgBMzdSxO+//z5kyBCyKiZ1zVVNG04qSJvdvn37hx9+MDMzi4qKevDgAdksAnWNY+6e7uz9uYVftXdpWlyfPn3Ilb6uR48eO3bsYFa2b99uYWHBrFDOnj2rp6dHLTs5OS1duvT19n+oPXLh8CgTT+a+X1PjsyCL+rrP/SEz/V+GreWDDz5gXllZ7RuAGDBzI0Vs2LBh+vTpZFVM6pqrmjacVBC6c+cOjGYQGWGmJ9tUTV3jWGjYdPZ5S4RftTd41jSZ5y2BSaFbt26//vpreT1YMDY2XrVqFdXq6uqanp5+5coVSFRLliyBvzZV37lzZ/v27ePj469evVpaWrpt2zY3NzeqSe2RC4dHmXgyd1zmKUjb9+7/N3nDMtn8L/q/7OLisnXrVrqenJys9g1ADJi5kSLmzZsXFxdHVsWkrrmqacNJBSFKYWEhpL0pU6aIehlLdY1jOTk5Di6O7DAt5Kq98OXW203m+blBUlKSRCJpV8/BwQFiE90E2drDw+Ptt9/u2LGjj4/P2bNn6SZ4qQN/+TZt2sC9PD09MzMzqbqOuiMXDo8ycWVu5l4l/HuY0P9leOkFL9XoellZmdo3ADFg5kaKmDRpUkZGBlkVE8xViYmJC5DqbNiwAScVhGiPHj2CzO3t7S3e0eEL1JS5a2pq3D16Sz2bKv9Ve+ErZu1CLy8vLTwGHYdHmaRmbmqvEuZ729R73lL3MKGDNbziwsytAMzcWsHX17egoICsikldc1XThpMKQoRffvnF1tb2woULZIMqqHEcy87O7mHfIylf9rXDmF9bCtIkDhK4L7k6LYDDo0xSMzc7YbNTOI0O1rhviWIwc2sFiUQCL0PJqpjUOFc1YTipIMSWmZlpZWV16tQpskFp6h3HwsLC+g3tn356BztbS/2CnkM/GRoeHk6uSDvg8CgTO3OfK600/nrze+M3sL+gzt7DhA7W27Ztw2MoFYCZu+l78eIFPDfq6urIBjGpd65qqnBSQUiqnJwca2vrixcvkg3KUe84du/evYCRAf2HDkwukP1ud8rv24Z+MmzUqFFae+FeHB5lYmdueTGDdVxcHESLli1bdu3aFc8VKBBm7qbv5s2bNjY2ZFVk6p2rmiqcVBDikpGRYWdnB8Md2aAEtY9jEKDDwsLsJHaz4+exczb99dO6RRIHSXh4uNYG7locHgVQPnNrG8zcSG4nT54cOHAgWRWZ2ueqJgknFYR4xMXFwVj35MkTskFRGjKOZWdne3h6uLi7TPnu29j0uIQDGyFnw/cV2+KnzQp16+3m6empnftwM+HwyOPhw4evMHPLDzM3ktuuXbvGjRtHVkWmIXNVE4OTCkL8vv7665CQELKqKM0Zx2pqanJyciIiIvr27WtjY2NgYADfYRkqUNfCs5Sw4fDIJS8vTyKRPHr0CDO3vDBzI7mlpKQEBweTVZEpOVfx7BnG09Tk4aSCED8IFm5ubqo6NaqS4xhqSDg8SgWB28LCIj8//xW+zy0/zNxIbmvXrp01axZZFZmScxVPsOZpavJwUkFIpqKiIktLS5WctFvJcQw1JBwe2ZiB+xVmbvlh5kZyg5Fo0aJFZFVkMueqP8uqyJIwmLkRQvzWrVs3ePDgZ8+ekQ1ykjmOIc2BwyOBCNyvVJG5k5OTDQ0NZc7CdAeZPRsAz2PgaaJg5kZyi4qKWrNmDVkVGf9cxX912drXnwkrV67s0qVLy5Ytu3Xr1lRPSCQQTioICfHy5cvRo0dHR0eTDXLiH8eQRsHhkYkduF+pInPDXLxv3z6yyoKZmwtm7qYvJCRky5YtZFVkPHMVdY0r6kvq1WVrGc+E7du3a8OJ9wXCSQUhge7evWtrawvJg2yQB4xjiYmJC5DG27BhAw6PNKmB+5UqMnfz5s2FHLCrUZmbh8yHh5kbyW38+PFZWVlkVWQLuDM3daXZe/c5ry5by3gmaMkFZgXCSQUh4Q4dOtSzZ8/79++TDYLxjGNI0+DwSOEK3K+Uztw6DFQlNjbW2Ni4ZcuW8H358uXMnsRCLUfnCxcuvPvuu3Qff39/agGSvb6+fnFxMXUzJSXFysrqzTff7NKly/fff19dXU3VYf2wKkNDw2bNmlEVNuZjkPdjc8zcSG6wER8+fJisioxrrmLuVcKzhwn9TGjfvn15eTldLysrk/kkacJwUkFILrNnzw4MDHz58iXZIAzXOIY0EA6P4LfffuMK3K+4M/fvH9myv8hO9Zjzb1JSEoTdzMzMiooK+A7L9Btk7MzN09nExAQeMCycOXMG+peUlMDywYMHzczMqA579+6FXwq+V1VVnT592svLKyoqimqC/m5ubufPn6duSkU/BgU+NsfMjeQ2ePDgEydOkFWRSZ2rqL1KmO9tU+95s/cwoZ8J7dq1w8xNw0kFIbnU1dX5+PgofBC51HEMaaYmOTzCBgwz4KlTpyCDpqamrly5En7NmTNnTp069bPPPhs+fDjM75J6PXv2NOD1ijdzy6xQmPOvo6NjcnIyfRNStZOTE7XMztw8nSdNmhQdHQ0L8L158+ZxcXGwHBkZGRQURHXw8PA4dOjQv3etLS4u7tq1K7UM66fyOg/6MSjwsTlmbiS3/v37//HHH2RVZFLnKnbCZqdwijJPkiasSU4qCInqzp07kEj+7//+j2wQQOo4hjRT4x0eIViXlpYePnwYkujChQshT/v7+7u7u5uYmBgZGcHWO2DAgICAAKjPnTsXfs3ExETI3zk5OXl5eSdOnCivV1FRAauCaK7Y+9wyKxTm/NuuXbuysjL6JixDhVpmZ26ezunp6ZBSYMHV1XXMmDHwIhmW4bfOyMigOnTs2PGNepDImzVrBuuEZaoJluEJTi1zoR+DAh+bY+ZGcvP29j537hxZFRl7rjpXWmn89eb3xm9gf0Gd2MOEfiZs27ZN3g+DmrDGO6kgpEbnz5+3tLQsLCwkG+pB4iFL/2KPY0hjNYrh8enTpxcuXMjKylqxYkVoaOjw4cNtbW3ff/99JycnPz+/adOmwW+xdevWQ4cOlZSU1NTUkPcXAAI3V+wWO3NDqKWWhWRuunNVVRWk6kuXLrVp0wa+6+vrw3ddXV2oUx1at2598eJF+r5MQvIA8zFg5kai8/T0hCc5WRWZknMV85kQFxcHsbtly5Zdu3YVctBDE9YoJhWENNDhw4chdhcUFBD1R48emZmZUbGbHb5VOI4ReJqQYjRweLxz5w5schs3boyKiho9enSvXr06derUu3fvcePGzZ07d9OmTUeOHKHen1Ytrtit2szt6Oi4ZcsW+mZycjL/viVcnYG7u3tgYCBkldr6PUlgGb7TrdBz6dKl9E0mIc8juo8CH5tj5kZyg60ZXiOSVZEpOVchqTRwUkGoscjLy4PYnZKSwiwaGBj4+vo+fPgQFszNzYnYreQ4xjOj8zQhxbCHR2onZuaCeJ49ewbz7O7du+Pi4r799tuBAweamJjAFuXj4zN9+vT4+Pi9e/devnxZ4cN55SU1dqs2cyclJRkZGTE/heY/hpKrM5gzZ07z5s2pvbrhSQfL8JqEbt25c2f79u3hb3j16tXS0tJt27a5ublRTUKeR3QfBT42x8yN5Obs7AybKVkVmZJzFZKKmlQgH5B/boSQABB63N3dJ0yYcPfu3Vf1TyVIY/PmzXvvvfdgwd/fn+gvcxzD6+lqjobM3BD+Dh48mJiYGBUVNXbsWFdXVwhwEAQDAwMhLCYnJ584cUKZk1SqBDt282Ru9hfZqR6x3S5dutTY2LhFixZCzhXI1RnA62Hoefz4cVguLCyEZagwO0BEhj9vmzZt2rVr5+npmZmZSdWFPI+YfeT92BwzN5Kbk5MTDBBkVWQy5yqkAJhUICVIJBL2h4YIISGePn06f/58c3Nz+E5F7SNHjnz44YewsHr1aqIz/zjGc7ZTCnNGl/fEwEheKs/c1dXV58+f/+233yBDw8qnTp06fPhwGH5hbfA9ICAgPDw8Pj4+Ozv74sWLz549I++vAYjYzZW5ERfM3Ehu9vb25eXlZFVk/HMVUgw1qbDfvUAIyeX69euhoaH1p1D7774l8ISChdjY2KNHj1JHelHdeMYxvJ6uphGSuW/cuEGd5eP48eN5eXn79u1LTU2Fl0Bw39mzZ0Oq9vPz69u3L0RqQ0PDjz76yNPTc+TIkcHBwdAhJSWF2jwabP8QlaDmC3jl8Aozt/wwcyO52dnZwUBDVkXGM1chhdGTCsZu1GBu3rxJxRTKH3/8kfe6HTt2pL4uMTHxZ5bo6OipHCDoDOdGZSCB7O3tqSStpAcPHrziHcfwerqa5uf64ZH8R77u/fffN6r34YcfmpqaWllZ9erVy8vLCzazMWPGwMuwFStWbNu27dixY5r5vrVi1q5dC79ydXV1087cOtKQneSEmRvJzcnJ6cqVK2RVZDxzlWbieXLyNDUwalKhYOxGdA6+evUqnYAPHTpEZ98NGzbQkXfOnDl0xv3222+ZodbT05MZW2F6ZsYUW1tbZmv//v2Z9wUTJ05k5Of/mjlzJv1zacuWLWPE8tfk5uYyMjzp3LlzjMwvw/Xr18k/EzcfHx/4BeH7Bx98AAvdunXz9fVduXIltbf3K+5xDK+nq4F+xve5pcmrvxT8wYMHX+H73PLDzI3k5ubmhuctkYlnCuRpamDEpIKxuxGh3y0+f/48FSVh/qZDJ3V5OQBPHDq5UteZAxAE6chL7XlMoYvwuppOwNS1Myjh4eF05F21atX/Qm5qKjPUXrhwgc6soCm9w8fl9u3bERER1J9xwIABvXr1ggX4LxDdpI5j7Ct5sa/2RaGHDgVODIzkJSRzy6UJ7M9NBW7cn1thmLmR3Ly9vYuKisiqyKTOVY2U5syO7EkFY7cY4E9NB9CCggIqmFJviVFiY2OpIPvDDz9Q6Zb5zrGHhwcVhW1sbOh8TL9bTH2QDT755BM6HFOXlwPLly+nfwp1nTlw7Ngx+vFQ+zwghcEfcM6cOfDSxcrK6v3334d/DfzNzc3NDep37CY6Sx3H2AmbncIp9NCB+5Y0APbwqGTm5tEozltCBO5Xqsjc8KsZGhrK3HrpDjJ7NjCexyO1CTM3ktuAAQNOnTpFVkUmda4Sjr3105XTp08PGTJEX1+/bdu2Dg4OaWlpdJ+UlBSYR998880uXbp8//331dXV9H1hWoWRolmzZnRnAvMnauwZBtiTyivti911dXV0AAXwevLft2tfe+cYrFixggqyYMaMGXTA9ff3p/MxbEJUFLazs6PzsYmJCVUEw4YNo3p+/vnn9BpiYmKo1cbHx9M/jn4YxcXF1GOrqqoiHz1Sqx07dsCLHwhGMFBAYIJtiYra1AIEcaI/exzD6+lqLPbwKF7mZtO083OzA/crVWRumBn37dtHVlkwc3PBzN30wXP+2LFjZFVk7LmKwj4JqNTzgLK3frpiY2MDKy8rK6uoqMjOzvb29qbqMKLBEAPfIehALvfy8oqKiqLv6+bmdv78eeqmVPT6NfkMA+xJhcI8Ml2I69evM2Mrv7Nnz9Jpku3IkSOMlPsa+s1gpvDwcDq5UiZMmEAnYApxzByEJDoNg06dOjFbYQOg78h85xjMmzeP/rmbNm2iH9jhw4fpxw8bEvVrNvxxxqgh3bp169NPP4WtZd26dZaWlvSTBV6YUVEbXqK/9957xMnvucYxgZhDh7wnBkby+pljeFQjdV2HMk9a4H6liszdvHnzGtY+VGwam7l5SH2omLmR3CCIHD16lKyKjGuuYidsdqVW2tZPV956663i4uLXG//Lw8Pj0KFD9E3oA3MbtQz3hdGHbpKKXr8mfwpMTSrMAKoYZmaVCRIwIw+T/Pz8mDGXiX4zmGnDhg2MWP5fO3fu/F+Erwcpnxn6b968SW5eCMnjwIED8Fp98eLFZ86cgcB9/PhxuokZtdlXm+Iax5AG+lnzMjfb06dPL1y4kJWVBS/2QkNDYQi1tbV9//33nZycYCydNm0a/BYwAcFcVlJSAumWvL8AXIH7ldKZW4eBqsTGxhobG8MrSSHXxJHaGf4a7777Lt3H39+fWoDfXV9fn57ruT7E5m9iYz4eIR9oY+ZGchs5ciR1zHJD4pqr2AmbXanlzdwhISEdO3YcN27c6tWrL168SHeA4hv14IV4s2bNoD8s0/e9c+cO3VMqev2afIYBrkmFGmQb/r+MkIZ7/vz57Nmz7e3tCwsL4cVbz549d+3aRfRhR20a1ziGNBDX8Kj56urqSktLDx8+nJSUtHDhwqn1+7+5u7ubmJgYGRlJJJIBAwZQx0ZTB34kJiam/nu8x4kTJ6j3Jqj3y3/77TeuwP2KO3OzP3yWOi/Xvj41w6M1NDTMzMyEHw3fYZn/2u9cneHXpN4Ug5fE0B9ebMAyTGdmZmZUB54PsXmapKIfj8APtDFzI7mNHTs2OzubrIqMa65iP5PZlVpW5r5//z6zAs9PGHqGDh3arl276Ohoqti6dWtmBGeS+lwi0H00+QwDUicVnnc1ENJmNTU1kF0+++wzeO68fPkSUsvSpUvJTry4xjGkgaQOj40ddfjKqVOnIIOm/nuCo5kzZ07997xGgwcPpj6QhNeT5Aear3vFm7llVijM2dDR0TE5OZm+CanaycmJWmZnbp7OkyZNouZx+N68efO4uDhYjoyMDAoKojrwfIjN0yQV/XgEfqCNmRvJDTbctLQ0sioyrrmK/UxmV0CHDh0uX75M3zxy5IjU58PZs2f19PSoZXgCw4T6evs/pN6XIO9TUS3YkwoGboSk+vPPP52dnefNm/fixQu4+csvvwwZMuT58+dkP15c4xjSQOzhUQtBNOeZEVSbudu1a0ddtJUCy1ChltmZm6dzenp6//79YcHV1XXMmDE+Pj6wDK8iMjIyqA48H2LzNElFPx6BH2hj5kZyCwsLW7duHVkVGddcxX4msytgxIgRfn5+Fy9evHnzZlZWlpmZGf18gKclPEWvXLlSWVm5ZMmSHj16UPWdO3fCsyg+Pv7q1aulpaXbtm1zc3OjmqQ+lwh0H00+wwAxqWDgRkiqY8eOWVtbw0BB3YTnMjxTYFh4vZdsXOMY0kCYuSk8Z7ISO3PDFEwtC8ncdOeqqiqIzpcuXWrTpg1819fXh++6urpQpzrwfIjN0yQV8/Fg5kaimDt37uLFi8mqyLjmKubuYvQX2am2FnLzyJEj4bmnp6cHr3e3bt1KPx8gW3t4eLz99tvwLIUXxGfPnqXvBREZcjY8b+Hp5OnpmZmZSdWlPpcIzD4ae4YB5qSCgRshqfbs2WNpaZmbm0tXQkNDY2JiGF2E4hrHkAbCzE3jit2qzdyOjo5btmyhbyYnJ/PvW8LVGbi7uwcGBsKsXVu/uwgsw3e6ledDbJ4mqejHI/ADbczcSG5LliyJiooiqyLDuUoM9KSCgRshqWAetbW1hZfidOXy5csQweHpw+glFI5jjQhmbiapsVu1mTspKcnIyIj5mTD/MZRcncGcOXOaN29O7dUNTzpYnjt3Lt3K8yE2T5NU9OMR+IE2Zm4kt7Vr1wYHB5NVkeFcJQZqUsHAjZBUmzdvlkgkxD4kX3755YoVK5gV4WSOY/fv3SJLSE0wcxPYsZsnc7O/yE71iGC6dOlSY2PjFi1aCDlXIFdnAJMa9Dx+/DgsFxYWwjJUmB24PsTmb2JjPh4hH2hj5kZy27Jly7hx48iqyGTOVeqiIw3ZSVPBpPLw4UNIFRi4ESJs3LgRnhplZWXMYnFxsa2t7ePHj5lF4fjHsbKSA3tX2cN3suFf/BfNhQfWunXr7t27r1+/nirqsK6Yy3PuYa4mWMnWrVvhx+np6b3zzjsBAQFXr16l78XG0//kyZO+vr7t27eHJh8fnytXrtB3WbJkibm5ua6uLqS6/fv3r1mzplu3bnDT2dmZub8f14MUA2ZuNiJ2c2VuxAUzN5Lbzp07P/nkE7IqMv65CimGmlQePXpE/rkR0m6JiYmQGsvLy4l6ZGSkMkez8IxjVOAuyl3OE7u5LpoL4dvAwCA1NfXGjRuQhyDXUnWd16+Yy3PuYZ4mWImZmVlmZmZlZWVJSYmfn9+IESOoJql4+sOPyMrKgh9x/fr1CRMmjB07lr4LZOvjx4/DXYKDg//zn/+4uLjQNwcMGEB143mQYsDMLRUzdmPmlhdmbiS3gwcP9unTh6yKjGeuQgrDSQUhtq1bt0okEsiFRB1enX700UfKXMeUaxxjvsPN824310Vz4eXBpk2byGp9ls1nXDGX59zDPE2wktzcXLrp8uXLHTp0oG+yCewPLw8MDQ2pZZ1/dwOo/feED8ybEMGpZZ4HKQYcHrnARgWbHDwdtCdz13+ATSI7CYCZG8nt1KlT8HwjqyLjmqsUw/Vs4ao3VTipIETIysqytbWVeh7ALVu2BAYGklV5SB3H2CGbXaFwXTRXV1f32rVrjI7/0Hn9irk85x7maYLl+/fv0yuhKsybBJ7+RUVFPj4++vr6VGRh/oiamhpmf+ImtcDzIMWAwyMP6tNR7cncqoKZG8nt6tWrpqamZFVkUucq4YhJgr7JVdcSOKkgxHTo0CFra+vz58+TDfUGDRp04MABsioP9jh2/94tapcSok7tZMI+pDJf2kVz27dvz5W5mTd5zj3M08QeFdkVJnYrXXF1dYWXDcXFxdXV1bdu3RI4DtM3eR6kGHB4lAkzt7wwcyO5wXbz/vvvv3z5kmwQE3uukgt7GqBwDe5aAicVhGinT5+2sLA4fvw42VCvrKzMxsaGugilwqSOY+x3tdkVNuZFcyHLbt68+fX2/yIGNJ5zD/M0sUdFdoWJ3UpX2rRpU1lZSS3v3r1b3szN8yDFgMOjTPPnzyf/aojXTz/9RP4RlYOZu+mDtG1kZFSr0OlpFSZ1rhJI53VUhadOacgD5NUFJxWEKFevXoVIvX//frLhX2vXrp0+fTpZlRPXOCZwf26ui+bu2rXL0NAQmioqKgoKCoYOHUrVmQNaLe+5h3maiJVIrTCxW+mKtbV1dHR0VVXV4cOHTU1N6TpxF66bPA9SDDg8yrR161bY6sg/HOIAT0940Uj+EZWDmVsrWFhYsA8wEhXXXAXS/zhoHz9Zb8Ew+A7LZHM9rkGcq97AB8irC04qCIG7d+/26tUrKSmJbGD45JNPcnJyyKqceMYxKmrzn7eE56K58OCp9wggyyYkJFBFdvzlOfcwVxN7JewKE7uVruTm5sILm1atWhkZGS1cuFDmOMy+yfUgxYDDoxBHjhyJiYn5EckCGzy8Tq5V9ZuVmLm1gqura1FREVkVE9dcBSG78+LRWUX5lXdvwXdYlhq7uQZxrnoDHyCvLjipIPT48eNBgwbxf+Z7//59ExOTJ0+ekA1y4hrHKDzvcKOGh8Mj0nyYubWCj49PA19FhWuuso+fvPPcUfomLEOF0f4PrmzNVW/gA+TVBScVhCZNmjR58mSy+rr09PTx48eTVflxjWM09kGTSF1weESaDzO3Vhg7dmx2djZZFRPXXPWfBcMq7v5vloJlqDDa/8GVrbnqDXyAvLrgpIK0XGxs7KBBg2S+gT1lypTk5GSyKj+ucawx0pGG7NSY4fCINB9mbq0QGhrKv++jynHNVQLf527RosW9e/fom/TcwFVv4APk1QUnFaTNsrOz7ezsqqqqyAYWBwcHqWfslhfXOIY0EA6PSPNh5tYKMTExKj/8lh/XXCVwf+4uXbps376dvlIDna256g18gLy64KSCtNb58+ctLCzOnDlDNrBUVlZaWVmRVYVwjWNIA+HwiDQfZm6tsH79+sjISLIqJp65Ssh5S5KSkjp37vzGG29QqZrO1lz12oY9QF5dcFJB2unu3bsSieT//u//yAZp4GX5l19+SVYVwjOOIU2DwyPSfJi5tQLMVV999RVZFRPOVWLASQVpobq6Ol9fX/4TlTCFh4evXbuWrCoEx7FGBIdHpPkwc2uF/Pz8YcOGkVUx4VwlBpxUkBYKCQkZP3688Cvpent7C9kFRQgcxxoRHB6R5sPMrRUuX77s7OxMVsWEc5UYcFJB2iYxMREy9MOHD8kGDnV1dV27doXvZINCcBxrRHB4RJoPM7dWgPHIxMSErIoJ5yox4KSCtMrJkyctLS2vXr1KNnArKiry8vIiq4pSchzT0dHZunWrg4ODnp7eO++8ExAQAL8L1QS/mq+vb/v27aHJx8fnypUr9F2WLFlibm6uq6trYWGxf//+NWvWdOvWDW46Ozszr2SZkpJCXcmyS5cu33//fXV1Nd2knXB4RJoPM7e26Ny5s8yT2qqQknMVkgonFaQ9IETa2dnt2bOHbOCVlpYm84o5wvGMY0KOBYcAbWZmlpmZWVlZWVJS4ufnN2LECKoJ8nRWVlZVVdX169cnTJgwduxY+i6QrY8fPw53CQ4O/s9//uPi4kLfHDBgANVt7969sAb4Dms4ffo0vMyIioqimrQWDo9I82Hm1hb29vYwuJNV0fDMVUhhOKkgLfHixYuAgIDo6GiyQZYffvhh1apVZFVRXOOYwHOeQoDOzc2lb16+fLlDhw6M9n/cuHHD0NCQWoa7QMKmlsvKyoibEMGpZQ8Pj0OHDlHLoLi4uGvXrvRN7YTDI9J8mLm1xcCBA0+dOkVWRcM1VyFl4KSCtMRPP/00YsSI58+fkw2y+Pn5QRglq4riGscEXtsLEjN9MQG6Qi0UFRX5+Pjo6+vr1HvjjTfoDjU1Ncz+xE1qoWPHjm/Ua968ebNmzZhr0Fo4PCLNh5lbW4wZM0beT2mVwTVXqQU9USlDJStREk4qSBvk5OT07Nnzzp07ZIMAVlZWt27dIquK4hrH/rNgWMXdW/RNWIYKo/0f7EGDrri6uoaEhBQXF1dXV8MDpuvEXbhutm7d+uLFi8wmhMMj0nyYubVFA1/+nWuuUgv2zKcAlaxESTipoCavvLwccnNhYSHZIMCDBw+6d+9OVpXANY4Jf5+bq9KmTZvKykpqeffu3fJmbicnp6VLlzKbEA6PSPNh5tYWDXz5d665SriUlBRbW9vWrVvDJLp+/Xq6Hhsba2xs3LJlS/i+fPlyuq7DcYoAnddRnbkO+ZdrJQ0PJxXUtD158qRfv37r1q0jG4Q5d+5cnz59yKoSuMYx4ftzc1Wsra2jo6OrqqoOHz5sampK14m7cN3cuXNn+/bt4+PjYYAqLS3dtm2bm5sbs6cWwuERaT7M3NqigS//zjVX1Qo73j8tLc3AwCA1NfXGjRv5+fm+vr5UPSkpydDQMDMzs6KiAr7DMkRkqkmH+xQBxLzFc8i/8JWoBU4qqGkLCwubOHEiWRUMkqiqrvpOUXIcYw8adCU3N9fGxqZVq1ZGRkYLFy6UN3ODXbt2Qc5u06ZNu3btPD09YdRidNRGODwizYeZW1vAbNSQl3/nmqsEvj/k4OCwadMmslpb6+jomJycTN+ECO7k5EQt63CfIoCYt3gO+Re+ErXASQU1YTBG9erV68GDB2SDYMuXL58/fz5ZVQLXOIY0EA6PSPNh5tYWBQUFDXn5d665SuB+kLq6uteuXSOrtbXt2rUrKyujb8IyVKhlHe5TBBBxmeeQf+ErUQucVFBTBc93S0vLs2fPkg3ymDZtmmqPWuEax5AGwuERaT7M3NqitLS0IS//zjVXCTzev3379gIzN/SkltmZmCsu8xzyL3wlaoGTCmqS6urq+vfvv379erJBTsOHDz969ChZVQLXOIY0EA6PSPNh5tYWKj+inx/XXCXwfW5XV9fNmzeT1fp9S7Zs2ULfTE5OZu5bQteJSosWLe7du0fXeQ75F74StcBJBTVJs2bNGjduHFmVHzy15bpQvExc4xjSQDg8Is2HmVuLGBsbP3z4kKyKg2uuErg/965duwwNDdPT0ysqKgoKCoYOHUrVk5KSjIyMoLWyshK+wzLzGMr/3f/1SpcuXbZv307vNMJzyL/wlagFTiqo6dmzZ49EIqmpqSEb5AdP0sePH5NVJXCNY0gD4fCINB9mbi3i6Oio2jeBePDMVUKO96+tj9fU6fxMTU0TEhLo+tKlS+HFQ4sWLdjnCqSXiQqsqnPnzm+88QZd4TrkX66VNDycVFATAy+q4Wl+4sQJskF+8HrYzMyMrCqHZxzTBvKOdXR/ee+oEjg8Is2HmVuL+Pj4KHalCQVo+VwlEpxUUFPy7NkzGJRWrlxJNiikuLjYw8ODrCpHy8cxeaOz2Jmbf7U4PCLNh5lbi3zxxRdZWVlkVRxaPleJBCcV1JTAKPHZZ5+9fPmSbFDIwYMHR44cSVaVo+XjGH/GZZO3v7z414/DI9J8mLm1yMyZM3/55ReyKg4tn6tEgpMKajKOHDnSo0eP6upqskFRKSkpwcHBZFU5So5jkBHXr19vYWGhq6vbpUuXVatW0U0nT5709fVt3769np6ej4/PlStXqPrp06eHDBmir6/ftm1bBweHtLQ0nvqFCxfeffddep3+/v7UQk1NDfQsLi6mbvJcuxduGhoaNmvWjKqsXLkSHif07NatW0JCAn/GreXuz7zjsmXLPvjgA3afWu7rAUv9ZXVeR6+EhsMj0nyYubXIkiVLfvzxR7IqDiXnKiQVTiqoabh7966trW1ubi7ZoARIljExMWRVOTzjmJDjUiAadurUiXnM96+//ko1QRDPysqqqqq6fv36hAkTxo4dS9VtbGzgh5aVlVVUVGRnZ3t7e/PXTUxM8vPzYeHMmTPw40pKSmD54MGDZmZmVAf+a/e6ubmdP3+eurl9+3YIx8xHKzXa0nj60wsQl5l94K9BN/FcD5jrl+V/PDg8Is2HmVuLbN68OTQ0lKyKg2euQgrDSQU1AS9fvvzss8+io6PJBuXMmjVr7dq1ZFU5XOOYwPMvQUakA25t/blNXV1dGe3/uHHjBkRhavmtt96i359m4qpPmjQJ/pKwAN+bN28eFxcHy5GRkUFBQVQH/mv3Unmd4uLiQjxa/ozL059ecHZ2Tk1NpftAf7qJ53rAXL8s/+PB4RFpPszcWiQ7OzswMJCsioNrrhIPz3DM09S4aMmkUlNTs2jRopiYmGjE7ciRI+QfrpGAZDx48OBnz56RDcr55ptv0tPTyapyuMYxgdcZgJGnvLycvsm8hldRUZGPj4++vr5OPfpSuCEhIR07dhw3btzq1auZl+7iqsOv3L9//9r6axqMGTMG1gnLEokkIyOD6sC+jhjz2r137tyhm+CxEY+Wf+Tk6U8vwM/i6sNzPWCuX5b/8WjJ8IgaNczcWqSwsHDIkCFkVRxccxXt/r3/XY1SJXiGY54mmYTcV0gfldCSSQUC9/Xr18lfHr0OQlVqair5t9N4586ds7S0hBxGNijts88+y8nJIavK4RrHBF5PlydzQ0SGZFlcXFxdXX3r1i3mGJKfnz937tyhQ4dCYI2ufw+bp15VVQXx9NKlS23atIHvEOLhu66uLtSpDuzMzXXtXp58LBVPf67MDct0E8/1gGs5fln+x6MlwyNq1DBza5ErV644OTmRVXFwzVWUspIDe1fZw3eyQQn8w7HChKxWSB+V0JJJhX/jQZQHDx6ofPdlsT18+NDFxWXHjh1kgyoMGjTo5MmTZFU5XJui8Pe5ib0v4NenliEiV1ZWUsu7d++WOoacPXtWT0+PrLLq7u7ugYGBnp6etfU7bMAyfKdbhV+7l2dfEal4+tMLxL4lsEw38VwPmIn5y/JfDFhLhkfUqGHm1iIwSX/44YdkVRxcc1Xtv4G7KHc5T+yWetx6LWuSYFZ0uE8RwLwX15HyVJOtrW3r1q27d+8Oq6LuyET3ZCL6vPfee7dv36ZbYVrt2LHjtWvXdLgfXi3vo2LSkkmFZ+NBTI1uewgODg4JCSGrKgIZ7sqVK2RVOVybovD9uYmjDOldPqytraOjo6uqqg4fPmxqaqrz7/Di6uqanp4OvwjcZcmSJT169OCvgzlz5jRv3px6MxgeMCzPnTuXbhV+7d5t27ZxHRMpFU9/egFCdufOnbOzs2/evAnfYZlu4rkeMNcvy38x4Eb3dEBaCDO3doEh79GjR2RVBFxzFfMdbp53u4Uft84c5blOEUD34TlSHmK9gYEBzBA3btzIz8/39fUl7suD2WfAgAHUYUyUlStXjhkzhurD9fB4HhVBSyYVro0HERrX9gBpCbLUw4cPyQYVMTExgb8JWVUOz6Yo8Lwl9CttGHtXrFhBN+Xm5sIo16pVKxgKFi5cyEyiHh4eb7/9NrxW9/HxOXv2LH8d5OXlwd2PHz8Oy4WFhbAMFbq1Vp5r98LYRZ3Xr2vXrkLOFcjVn3nH2NhYGPqoPjAewq9MN+3iuB4w1y/LfzHgxvV0QNoJM7d2sbOzE2NPSjapcxU7ZLMrFOHHrTNHea5TBNB9eI6Ud3Bw2LRpE91EY/9ENmYfmEVg7q+pqaFuwmM4evS/n0HzPDyeR0XQkklF6sajMPhfZO7JCpo22dXT1dzKHF5ZwXc3T7fg6cH7cvbT/6nGqBFtD9euXbO0tCwqKiIbVOT58+cQXlV1eR2akpuikNFDq+zfv596aSSGRvR0QFoLM7d26d+//+nTp8mqCNhz1f17t6hdSog6tZMJcUil8OPWmZmb63Alug/PkfK6uroQC6hlJvZPZCP69OjRIyUlpbZ+T0R6902eh8fzqAhaMqmwNx6Fpe/c5ujmZO8s+TJ84uK0ZQkHNmac2QnfYRkqEheJa2/XXbt3kXdrJBrL9lBXVzdo0KB169aRDapTW3+marKqNCU3RSGjR5MXEBBQUFBQVVV14MABCwsL5n4vqtVYng5Im2Hm1i4w/B08eJCsikDqXMV+V5tdoQk5bv3+/ftyZW6eI+Whs6oy9y+//NKrVy9YCA8P37BhA92H6+HxPCqClkwqUjceeVXfq54YPMnKznrWqjmQs7m+oNXGzjY0bDrPsVkaq7FsD/AP/fzzz8mqSlVUVPTs2ZOsKk3JTVHI6KH5dKQhO3GLj483NzfX1dWFF0UwknPtja28xvJ0QNoMM7d2+frrr7dv305WRcA1Vwncn5uJedx6hw4dLl++TDcdOXKEHv11WDtvMN9jphZ4jpR3dXXdvHkzWZV1pDyF6FNdXd2pU6d9+/bBj6OPhuR5eDyPiqAlkwrXxiMc/DsGfzLE26dPckEqO2cTX9Cnj28//wB/mf9oTdMotofDhw+r9hrvUsGr1t69e5NVpSm/KaIG0yieDkjLYebWLjNnzvzll1/Iqgh45ioqavOft4TruPURI0b4+fnB/Hrz5s2srCwzMzNm5uY6RQDdh+dIebiLoaEh/NCKioqCgoKhQ4dSdf4j5SnsPtHR0cbGxt999x1d4Xl4PI+KoCWTCs/GI9DXwZMgcKef3sFO2FK/oGdf3/4zwmaQK9Jsmr89iHGNd6lOnDgxePBgsqo05TdF1GA0/+mAEGZu7fLjjz8uXryYrIqAf66S+Q4313HrkEpHjhypr6+vp6cnkUiYVxLW4T5FAPOTUK4j5WvrD4qnTthnamqakJBAF3mOlKew+0Bwb9u27aVLl+g+PA+vlvdRMWnJpMK/8ci0bWeGlZ11Uj75DveMxTOtHG3e0nvrTd3WJtamEXGzmK3Qv4d9z+zsbHJ1GkzDtwfqGu8NcxLxQ4cOBQQEkFWlKbkp8gwaNCF95KLyFTYWGv50QOgVZm5ts2bNmlmzZpFVEcicq1R+HUou1dXVEHPJqshSU1PhtQGzopKJUEsmFZkbD4+amhon917sfbiHjv1Yh4XoE7VqjoenB9eZTOh7wauybt26zZgxg77UnwJ0tGB7gNFmyJAhKr/Gu1TwqvWLL74gq0pTZlOsFfZfFtJHLipfYWOh4U8HhF5h5tY2kAW/+eYbsioCJecqFdq/f7+NjQ1ZFVNJSYm5uTlxrkOVTITUpNIwZ1hXI2U2nt17d9u7SIgwPWf9Aiout3277XcrolIKt4XHfte6TWuiG3w5uznn5OSQK61H/wdv376dm5vr6ur65Zdfvt5FDircHjTT2bNnRbrGu1Qwsn377bdkVWnKbIrqopJNqzHS5KcDQhTM3Npl7969o0ePJqsi0JC5qnnz5iYmJrt37yYbFELlNgK7T5s2begLZzLrREUBMKlA4JZIJBDoyb94E6LMxjN52jdfhU8kkrRLfzfqn/V5cCBdDF0Uxs7ckyOnREREkCutR/wH4V/w7rvv0jdjY2ONjY1btmxJXHZE6hVVGZvPf9Gd5aWxIePvv/92dnYW6RrvUiUmJoaHh5NVpSmzKda+vs1wbSF0H536w6xhI9HT03vnnXcCAgKuXr1Kd+O5VO3KlSuhCGvu1q2bkAvZ8DwSngeg+TT26YAQDTO3dsnPzx82bBhZFYGScxWSippUMjIyINA8ePCA/KM3FcpsPC4erotTlxFJWv+9d6h0G7cznp2zmV9w3z59+pArrUdEGWbmTkpKMjQ0zMzMrKiogO+wTJ+jRvgVVRWgsSFjypQp06ZNI6tiWr169Q8//EBWlcazKQq8DiW1wLOFMDO3mZkZtFZWVpaUlPj5+Y0YMYJq4rlU7fbt27kuwC4V/yPhegCNgsY+HRCi8WXumpqaRYsWxcTERCMVOXLkCPlXblhnzpzp27cvWRUBz1yFFEZPKpGRkYGBga//yZsOZTaejyzNE37bRCTplq1aUpk7uSCNnbOZX3Bfa2trcqX16Chz586dvLw8d3f3L774gqo4OjomJyfTPSHWODk5UcvCr6iqAM0MGZDhevfu/fjxY7JBTLGxsWIcrMm1KULI7rx4dFZRfuXdW/AdlqXGbvq/zLOFMDN3bm4u3efy5csdOnSglnkuVevi4kKchJR/0+J/JFwPoFHQzKcDQkx8mRsC9/Xr18ntGikhIyMjNTWV/EM3oEuXLjk7O5NVEXDNVeLhmWl4mlSCZ/08TQqgJ5W6urohQ4bExcW9/ldvIpTZeIw6GaWd/FXhzA337dSpE7nSetQaQKtWrYyNjUNCQuhjKNu1a1dWVkb3hGWoUMvCr6iqAA0MGX/++aeFhQX8pmSDyH788cclS5aQVaVxbYr28ZN3njtK34RlqDDa/0H/l3m2ELoPLBDnJKWbeC5V2759e+JiW/ybFv8j4XoAjYIGPh0QIvBlbq7hBinswYMHYrwZI1xlZaWtrS1ZFUHDbzw80wNPk0xC7svTh6dJAcxJ5ebNmzY2NkePHmX81ZsIZTYec2nvcwvft0TI+9xs7BxDX2S0VtgVVRWjaSHj8ePHnp6eW7ZsIRvEN2fOnFWrVpFVpXFtiv9ZMKzi7v/OvATLUGG0/4P+L/NsIXQf9iZBV3guVQtrVjJzsx8JjV3RZJr2dECIDTN3Q1PvuAAPwMTEhKyKoOE3HpGmByVXq+TdCcTGk5ubC7Ebwjez2AQos/G4ebqx9+emj6EcEyLjGMpl6SsF7s/N5OjoCEGTvpmcnEx/Xs/EvKKqkOubyqTewYQtNDQ0KCiIrDaIiIiIhIQEsqo0rk1R3ve5ebYQIZmb51K1CuxbIvOR0NgVTaZpTweE2DBzNzT1jgvPnj17//33yaoIlNx4pJ7toVbaHMCcseiLznTp0mXVqlXsPrW8h/9Dk62tbevWrbt37w6rou7IRPckMJvkPYeAXNgbT1xcHPyh6urqiHqjpszGMy1sGvu8JbPXzqP+g7ptdWcsnpmUv5XrXIHToqYLPG8JU1JSkpGREfM4NjoGcV1RlX3tUgWwtwc1+vXXX52dnf/66y+yoUFMmzYN4iNZVRrXpijv/tw8Wwjdh72B0RWeS9XCsrzHUMp8JDR2RZNp1NMBIalEydw1NTXZe7OnhH7r6ulmbmVuYGAA32EZKnv37eW65ISWUPu4AAN0AxzexLXx/P6RLfuL7CTP2R6YM1anTp2YcwmEAKIPz+H/EOthQ01NTb1x40Z+fr6vry9xXx50H3nPISAvauNhXmTk5cuXgYGBkZGR//vTN35cG48QOTk5Di4O7DDt8/lQHRZ2N7febjLPzy3V0qVLjY2NW7RoQZx/jeuKquxrlypA7YMJDV5UWFpaFhUVkQ0NJSgoCNInWVUaz6Yo13lLarm3ELoPe0tgVnguVQsvvGHYgdf5Xbt2FfI6X+Yj4aloMs15OiDERfWZ+/927ezl5mzvLPkyfOLitGUJBzbCTAbfYRkq9i4SZ3fnnbukX9paG6h9XDAxMYGHQVZVjWvjYSdsdqVWnrM9MGcs4jNWV1dXog/P4f8ODg6bNm2im2jsn8hG95H3c155wcYDgRses5OT08iRIyFqr127FmZfiUQCGY78HzRaXBuPEPCS3t3DnX0dyoz/7kwSbuVg3fbttm+2ftPE2jRyRRTR4ad1i+BlWCN6U0Dtgwnl6dOn/fr1S0xMJBsa0MSJE8U4Hbgym6JaroCrzTTk6YAQD1Vm7nv37k0J/dbazlrqhEd/Qau1nU1waLDyuzM2RmofF8zMzOAvT1ZVjWvjYSdsdqVWnrM9MDM3cSwR+9ggnsP/YXa8du0atczE/olsdB95zyEgL2rjqaurKy0tzcnJWbduHcTuUaNGWVpaGhgYODs7BwYGzp07NyUlpaio6OXLl+R/pZHg2ngEys7OtrXvkZSfyh58eL5SCtIkDhK4L7k6Dab2wYQSERExfvx4stqwvvjii127dpFVpSmzKTb8FXC1nIY8HRDiobLMDTFumN/H3j59kgtkT3XQB3oO9/9EC2O32scFCwuLu3fvklVV49p42AmbXaEIOdvD/fv35crcPIf/Q2flM7e85xCQl9SNJy8vD/6n+/btg19t9+7dcXFxkydPdnNz6969+8iRI5csWXLs2LHGlb+5Nh7hZoTN6OvbP/30DvbgI/Vr2+n/G/bJsPDwcHJFmk3q9tDAqCs01Yr/0Rm/sWPH7tmzh6wqTeFNUbVXwFWAjjRkp6ZFE54OCPFTWeaeGhoMMVr4JAc9vX36hkyfRq6oqVP7uGBlZXXr1i2yqmpcGw87YbMrBObZHjp06HD58mW66ciRI/REosPat8TFxYVuohZ4Dv93dXXdvHkzWRV2fgl6/Q2wbwnxd6YCN7w+Ieqv6q9pBSlk/vz53t7e0Gfq1KmQAJ48eUL20zxcG49w8C8LGBnQf+gAIW8BpBRsg8A9atQomf9oTcPeHhpYSUkJbFoXLlwgGxrcp59+euDAAbKqNOU3RdRg1P50QEgm1WTuXbt3WdvZsD/MnbF4ppWjzVt6b72p29rE2jQibhazFfrb2Nmq8Z0AqVQbktjUPi7Y2to2wNnluDYedsJmV2q5z/YwYsQIPz+/ixcvwq+QlZVlZmbGzNzE8YsZGRl0E7XAc/g/3MXQ0BB+aEVFRUFBwdChQ6m6kPNL0OuX9xwC8iI2Hp7ATbhx40ZiYqK/vz/8xWbMmHH8+HGyhybh2njkAgE6LCysp8Tuh1Xz2Dmb/lq4/meJgyQ8PLzRBe5a1vbQwP766y94kQlPGbJBHQICAg4dOkRWlaaSTRE1DPU+HRASQgWZu6amxrW3K3sf7qFjP/7nAy0Gog/cy83DTepBS/Rd3nzzTWNj4+DgYIhZZCdV0Hk9FRE3VU7t40LPnj0hgZFVVePaeNgnLZGaubnO9gBZeeTIkfr6+np6ehKJZOvWrfT/S4dxrsDOnTuvWLGCXhvzf8pz+H9SUhJ1GkFTU9OEhAS6KPP8Eswmec8hIBfmxiM8cDPBkwgeIbykgT/Chg0bGuAMNgrg2ngUkJ2d7eHp4ezuMuW7b5emx9GHdK/IWD1t1nS33u6wDTSufbiZ1DuYfPnll/CqhqyqyfDhw+EZQVaVpsJNEYnqwYMH6n06ICSECjJ3Tk6OhHVyrjnrF1CJue3bbb9bEZVSuI3rhLiOro5ST85Fh5U7d+4UFBR4e3sHBga+3kU1VJuKZFL7uGBvb19eXk5WVU3gxtMAmtLZA+iNR7HAzQTPqXHjxsFK5s2b1wD7GslFtRsPvKSHESYiIqJv3742NjYGBgbwHZahAnWpL/gbCzUOJqtXrx4wYMDTp0/JBjXx9fU9duwYWVUa/IWvX79O/t2R5tm+ffuvv/5K/v8Q0jAqyNyhYaHsi1DQF377PFjGhd/gvmHhYeRKWVG4pKTk3XffZVa4Lm5y8uRJGH/bt2+vp6fn4+Nz5coV5l1kXvSE+XNjY2ONjY1btmzJPo/p1q1bHRwc4Ee88847AQEBV69epVv5qXGapPTo0aOyspKsqprAjacBNKWzB1Abj/KBm1ZWVjZr1ixTU9PvvvuuAfY4EkhzNh4Np67B5Pfff7e2tm6Aj8uEGzx48IkTJ8iq0qg/8k8//RSDNNWP9XJzc8l/HkKaRwWZu7dnb/bFlvXfe4dKsXE749k5m/kF9/Xw8iBXKi1zt23blr7Jc3ETqGdlZUH9+vXrEyZMGDt2LFUXeNET+mZSUpKhoWFmZmZFRQV8h2Xm9brMzMygCOEVHpifn9+IESP+twpe6pomaeo9V2ADU+3ZA/59afYaspOYYON5+PChRCJRSeCm3blzZ+7cubBhREZGNsA5bWTSkI1H86llMPl/9s4DLIrj//82EtRIQPz+HjUaEaL0plQBpViwIGpENPZuTCKiXzuY2MDyVRFEFLuCiBQbiihGFMUuBlEsoKKCINLsQST/T9hk/uvs3XJc4+74vJ577pl9f2bn7vb2Zt6zNztTWFgI/fYzZ87QgTqlX79+169fp1UEQRBFQgqe29jUZPvveygnrfaFGuNIIi8e4Pps9gP2NTE1oQsVNLbEw8ODRHkWN2ED9hq8MpMWcdETsmlraxsZGUl0sOB2dnYkD/SqSSg7O7tly5Zkk586aSbZ6OjoyGEUr4gnD1IrmJPn3bt39OGWBsXFxf7+/oaGhvAqb968ocNyBE8eEZF/ZVJRUTFo0CD5v26NuLu7p6en0yqCIIgiIQXP3b59+wPXD4rtuWFfKIEulHNN8f/+7//Yk8TxLG6SmZkJ7rxVq1bMjrVd9IRsampq5ubmEh3SoJA81EQWVCE81G1zVVVVBZ0QOczWLOLJg9QKOZw8T548+fnnn83MzHbs2AEGiw7LBTx5REQO5wPF7Nmzx40b9+nTJzpQ1/Tp0+fmzZu0iiAIokhIwXObCLrOLfrYkr+vc5uZ0oWyXGxhYeGZM2eMjY0XLVpEojyLmzg6Ovr6+mZlZRUXF8O+pBwRFz3h8dzcNVYIXEUY8m8m2bx7965jx460KgNEPHmEIfrxlDWK807K5Xjy3L59+4cffrCzs4uPj5dDD40CTp6dO3euQHjZtWuX3M4Hhq1bt7q6utbtfyDC6NWr1x9//EGrCIIgioQUPLezmwt3PDe5h3KMbw33UMK+rm6udKEcrwP1acuWLfPy8phNnsVNmjVrlp+fz6SPHz9OyhFx0ROS39bWdt++fUSPjIxkjy0hujBFGHJuJimgH2JoaEirMkDEk0cYoh9PWaM476Rc7ifPhQsX+vXrB25GFjMf8yDhyVN/kOf5AOeAubn506dP6YBi0LNnz1u3btEqgiCIIiEFzz1//vyp83+knPRv4csYz920edM5a+dHpO0XNlfgjwt+XrBgAV2oIK/j6ekZFBTEpHkWNzEzMwsICCgoKDh79qy+vj4pR8RFT0j+iIiIdu3asdc3Yd9DySQIXEUY8mwmuTx79qxr1660KgNEPHkUH9G/WTlQJydPQkKCg4PDsGHD5HYdUWVOHlkjt/MB6lhTU1NZTMYnLdzc3DIzM2kVQRBEkZCC505OTrZ3sueaaY/RnoztZsPN1s2pG//83ISDBw+yJ30TtrhJamoqZPviiy/AJa9evZpdjiiLnrDzr1+/vmPHjk2aNOHOFUjSwhRhyK2ZFMitW7fc3d1pVQaIePIIgxzP9PT0AQMGtGrVqnnz5jY2NgcOHPg842fAXvA1Qc+qYcOGjCLGhJKhoaGQWU1NTU9PT+qL2khIXZ08Hz9+3Lt3r4WFxbRp0+BY0WFpI+HJU3+Qz/kALwSdrn379tEBRcLV1fX27du0iiAIokhIwXOXlZWB5f1101Kun569Zp6pjVnzFs2/VP+ys5n+wo2LqQxLwpa5uLoo9bIUtUU+zaQwUlJSxo4dS6syQMSTRxjE6UL3CYrKzc3Ny8tLTEx0c3P7PONnwF7QDYOml9kUY0LJ+Ph4mS7eLiF1e/K8e/cuKCgIDt2MGTNycnLosPSQ8OSpP8jhfKisrPT29oYfDh1QMNBzIwii+EjBc5dXL7DcxbprRFo013bzPCB/V+uuyrvwsnjIoZnkITY2Vj7LNfOcPDE3z1iF/aSxYhA8Q5oOV0Oc7ldffZWVlfV5UCiwV1paGtkUY0JJBwcHMoKovHoQP3puivLq/39MTEymT58uoxG0PCcPwkYO54O/v/+IESPAedMBBQPHliAIovhIx3MD8+bN6zuoX0z6Ia63FviAnP0HD4C96IJUHTk0kzwEBwevW7eOVmWAsJMHTHaHtaMSMtPyXxbCM6QF2m7idH19fbW1tcePH79582ZhM9UQYK+ioiKyKcaEklpaWk+ePCEl5ObmoucWyOvXr8PCwrp27Tp48GDoNkt38jhhJ4+I8HxlPCFlRNbnw9atW7t37w4vRAcUj549e2ZkZNAqgiCIIiE1z11SUjJ8xPB+g/pHXqz5ajfkGTDYY8SIEewJQ+oJsm4m+YFOTkREBK3KAGEnj1XYT0dunSebkAaFFf8HtjdKS0tbunSpp6enpqZmQEAAKxcN5ajEmFASXgI9t+h8/PjxyJEjAwYMsLCwgG88OzubziGE1q1bUwk2wk4eEeH5ynhCyojA80Fas6onJCR06dJFoRZ456F3795yu8cXQRBEPKTmucurbTdYOitrq2VbArg+mzxWbFlpZWMFOeuh4S4X0kzKjZEjRyYnJ9OqDBB28ny9YlDey0KyCWlQWPF/EOiNMjIyNDQ0aJUFtZcYE0ri2BLxuH///rJly8zNzfv37x8cHFyj+ZbQc9/PLaAl0VCob1NyuOfDu3fvDAwMGNstifm+fPmyiYmJEo3WwHUoEQRRfKTpuRkSExNdXFwcujv6+PluiNm4/fRu8NnwDOmZfrMcuztCtL6N4WbDbSblSbdu3WR69xtB2MlT2+vcjo6OMTExDx8+BIu8bt06S0vLz/J9DuWoxJhQEvLgPZRiU1lZCcdzwYIFXbt2hTPNz88vISGhsLCQzieZ576Vk2/sEwXPdOBf2F+ZIs9CIznc8wGO/8CBAyHx5s0bIyMj8Wz3nTt34Ady7tw5OqDA9OvX7/r167SKIAiiSEjfc5dXz2SSnJwMTW+vXr3Mzc2hWYVnSIMCer2apYQLt5mUG3/++Wfnzp2lO/RWGMJOntqO5wbf7Ozs3KJFC21tbQ8Pj4yMjM8zfgbXUYkxoWRISAjYbnBpurq6iubS6vDkqS23bt0Cvztu3Djo0tjZ2U2bNi0oKAi+jrt37378+FGg54bzk0kIO3mA0rIyjxUJzKNUSE1CvjIFn4VGcpjzgW2sAwMDV65cCYkTJ04MGzaM6KIDHVQLC4vDhw/TAcVmwIABV69epVUEQRBFQiaeG+GhDm3TnTt3oGWiVdnAc/KIMm8JIpA6PHkk4d69e3FxccuXLwcLDl2g1sJhbDfPyRNy9Aa47ZLSv503pOlwNcoyUkhy4HwAw21gYADdUXDbZ8+e7d+/P3N9eu7cuZs3b6a/iZqAzomNjQ0cKDqg8MARuHLlCq0iCIIoEui55U0d2qYDBw7IZ6LAv/DkkQ11ePJIwrNnzxISEhYuXOji4qKrq8vY686dO9vZ2UFi1qxZ4eHhly9ffv/+PZNf2MnDHlXCM8KEGGsFn4VGcpjzAY4b+OyVK1dCj7pNmzZgu8F/Gxsb13YejxcvXjg6Om7ZsoUOKAMDBw5U5GUyEQRB/kLPLX/q0DaB6dm9ezetygaZnjwNBEFnUkXq8OSpLcXFxXFxceCnbW1twV4bGBh89913w4cP37FjB3i71oLGlhAEnjzMqBL2tW3mmjd3hAk5GRR8FhrJoc6Hs2fPgu0G/z179mw4sN9++63oy8TAl+Lk5BQUFEQHlIRBgwZdvHiRVhEEQRQJ9Nzypg5tU9++feU25BFPHllQhyePiJSVlUVGRg4bNgx89sSJE8FzW1lZeXt7JyYmstdVEcNzcx0214UzEGNdH8aWsI8bGcwdFhbm4+Ozdu1aMzOzESNG1DjoorCw0NHRccOGDXRAeRgyZMiFCxdoFUEQRJGowXPv3LlzBSI9du3aVVe26dWrV9999x25TU3WrBBkmxAJqauTRxTS09N9fX3Bak+dOjUhIeHp06fDhw/v1atXamoqnbX2nvtWTn7HaXvbTNzFfYBOjTAhxlrBZ6GRHOp88PDwYAZze3l5JSUl/VV9eyX0OqDbM2nSpEePHrEzE+DgQOdk48aNdECpGDp0qMAzDUEQRHGowXPTdTwiMXVlm6AN9vb2plWZgSeP1IFeU12dPPycOXPG09PT1tY2NDS0uLgYlIsXL1pYWKxevVrYmuG19dy1gm2sFXkWGslhnw/MzZTv37+HhJGR0du3b0kIetrBwcEgLl26lAyaZ7h//z448vDwcLaojAwbNky5JjdEEKQegp5b3tSVbVq0aBH4D1qVGfAxnz59Sn94RALi4+MPHjxIH+g65fz58+7u7i4uLvDGiL0+ffq0iYmJJAYIax4RoSoTMmmgwGm5oTs0ffr0bt26kaEm165dMzMzi4uL+zyjUuLt7Z2SkkKrCIIgigR6bnlTJ567qqrK0tLywYMHdEBmMJ905cqVgYiUUKi/zrOzs0eOHGlvb09N5Awu3NTU9MaNG2yxtmDNIyJiVCZJSUlQFfj7+8MXB12jM2fO0DmUk+HDh6vMZ0EQRFVBzy1vxGgmJefatWs9evSgVQSpPRUVFWvWrDE2Ng4PD6eupz5+/NjMzEzyW9mw5hERpjJ59+4dfQR5gR1dXV3bt2+fmJhIx5SWH3744fTp07SKIAiiSKDnljd14rkXLly4du1aWkWQWnLx4kUHB4cJEyY8f/6cClVWVrq7u+/cuZPSxQBrHhGBygQMt5WV1f79++mDKIQ3b95MnjzZw8Nj06ZNJiYmR44coXMoJ6NGjTp16hStIgiCKBIy9Nw8tyvxhFQe+Xvu9+/fGxoa5uXl0QEEERk4dWfNmtWlSxdhF0fDwsLEW2yci4Q1T/2BqUzu3bvXvXv3GTNm1HjB++bNm/b29nPmzGH+oMjMzITNxYsXC7vVVYkYN26csDMTQRBEQUDPLW/k77mjoqJGjhxJqwgiMqmpqV27dl24cOHr16/pWDUvX76Efl1ubi4dEAsJax75w1Oh8YQkh1Qm4LZ9fHzAeYP//vxY/sOnT59CQ0NNTU2PHTvG1l+9ejV8+PAffvhB2DerLEycODEhIYFWEQRBFAmJPPf93AJaEg2ZtkMKjpw9N7S1Tk5OZ8+epQMIIgIfPnzw9/fv0qUL/6QQv/32m5+fH62KS401j6LBU6HxhCSHqkyio6ONjY2540xu3rzZp0+foUOH5ufnU6G/qgcFLViwwMXF5enTp3RMeZg6deqhQ4doFUEQRJEQ33Pfysk39omiVqNgw25sQkNDdXR01NTU9PT0VG+W3FohZ8+dkJDQt29fWkUQEbh161aPHj2mTJlSVlZGx1jAWW1gYFBQUEAHxIW/5lEuZFrXcSsTapxJUVHR/Pnzzc3NY2JiqJwUUC1bWFj88ccfdEBJmD59umpMeoggiAojpudmVl1mHuzVmNmQxiY+Pl61V4OrFdxmUnZUVFQ4OjomJyfTAQThpbKyMjg42NjYWBQfs2vXrmnTptGqBPDUPKLArV6Ikp6ePmDAgFatWjVv3tzGxubAgQMkT1RUlKmp6Zdffqmjo+Pn51dcXEz2hUPRtm3bhg0bkswUdXV9QWBlwowzcXBw+PHHH6Ev5O/vDznpTIJISkoyMTGRfNqZOgG6GdHR0bSKIAiiSIjpuUOO3gC3XVL6t/OGNB2uhjQ2UPvv37+f6JGRkTJthxQcgc2kjAgPD5fn2pOIavD48WMPDw8vLy8R77vt06cP/8iT2sJT84gCt3ohirm5ORSem5sLHy0xMdHNzY3RwW5CBwOeCwoKwJe7urouXryY7Ovk5HT79m1mUyB1dX2BW5mA4T579uzy5cuhk9C6dWt421QGfi5dugQdj+PHj9MBhWfWrFnQstAqgiCIIiGO52aPKuEZYUIaGy0trSdPnhAdGjyZtkMKDreZlBHgKsBGCLunCkEEEhERwcy9XVVVRccEcf/+/S5dunz69IkOSICwmueSoQX3QWfi9dxfffVVVlbW58G/cXZ2hm4D2YQ8urq6TBr2TUtLIyGB1NX1BTI/N/jswMBA6Cnp6ekNHDjwt99+MzMzE8+DZmZmWlhYREVF0QHFZs6cOXv27KFVBEEQRaLWnpsZVcK+ts1c8+aOMCGNjaamJnpugnw8NxgmLy+voKAgOoAgQnjx4sXo0aN79+4NNpqOCWfLli3z5s2jVckQWPOUV3vuGpVyXs/t6+urra09fvz4zZs3Q3eUZACxcTWNGjVq2LAh5Ic02beoqIjkFEhdXV+AyqSiosLAwAB89sqVK8+dO/f+/fvKykpvb+9ly5bRh1VkHj58aGVlBb0vOqDALFy4cMeOHbSKIAiiSNTac3MdNteFM9TVtR8FRz6eOzg4uH///iow7S4iH2JjY01NTVetWvXx40c6xsvw4cOlPi+ywJqnXJDD5irlHM9dWlrKVtLS0pYuXerp6ampqRkQEMCI6urqbAvORpTKqq6uLzCVCbUaKHw68NwS/vYfP35sbW2tRFeO/f39w8PDaRVBEESRqJ3nvpWT33Ha3jYTd3EfoFMjTEhjA825PMc4Kjhy8NwnT560sLAQcTAuUs8Bjwi+uWfPnhkZGXSsJv78889OnTq9evWKDkgGt+Zh4DpsrgK0bNkyOzubbJ47d05ghQOfV0NDg0nb2dmtX7/+8/g/CNyXoq6uL3Ark4MHD9ra2kI3g9LFADoMYLulsrCoHFiyZElYWBitIgiCKBK189y1gt3YhISEgO1WU1PT1dWV9b38Cg63mZQuN27cMDY2vnLlCh1AkM+pqKgICgoyMjKCn2dtL28zwMnWq1cvWpUYYTUP12FzFWDo0KFeXl737t17/vx5QkKCgYEBqXAcHR1jYmIePnwI/f9169ZZWloy+pEjR7S0tMC0PXr0KCcnJzY21snJiQmJUlnV1fUFqjLJzMyE335t75vkAfpjNjY2e/fupQOKB5wzcBrTKoIgiCIhQ8+NCESmnvvmzZsmJiZJSUl0AEE+5+TJk/b29uPHjwdfRcdEZvfu3bNnz6ZViRFW83AdNlcBwDcPHz68VatWGhoa1tbW+/fvJ8YXvLWzs3OLFi20tbU9PDwyMjLIXmCRwWc3a9ZMU1PTxcXl6NGjjC6Kaa6r6wvsyqS0tNTW1lbq68Lk5uZ26dJFlCkj65aVK1euX7+eVhEEQRQJ9Nzyhmkm3759Sx9uiUlJSTE2Npb64FpExUhPT/fy8nJ0dJR8gj8w3Lt27aJViRFW83AnLRHouesPxHNLft8kDw8ePDA3N1fwCQThUKxZs4ZWEQRBFAn03PIG2gYw3NbW1jdv3qSPuATs2LHD1NQ0LS2NDiDIv9y/f3/ChAmWlpYRERHiDSah6Nev39WrV2lVYrDmERHiuaVy3yQPmZmZUL2cOXOGDigMQUFBgYGBtIogCKJIoOeWN0wzmZSUZGFhkZubSx/02lNcXDx+/HhXV9eHDx/SMQSp5saNG+C2TUxMwsLC/vzzTzosLoaGhi9fvqRViVHYmqeBIOhMcoSpTKR43yQP165dMzY2vn79Oh1QDEJCQpYvX06rCIIgigR6bnlDLk3t3LnT0dFRwpYyNjYWvPuvv/4qRSOFqAyfPn06efLk4MGDbWxstm/f/v79ezqHBMDJ3KlTJ1qVBljziAhUJu/evbO2tpbifZM8nDp1ytTU9MGDB3RAAYDO5G+//UarCIIgioRKeW6ea048ITnDvu2JmSdYPLt86dKl/v379+nTB6coQbg8f/587dq1Xbt27du378GDB2Ux6iAjI6Nnz560Kg2UruapK5jKBGw3fQRlRkREBJxUcHbRgbomPDzc39+fVhEEQRQJ9Nzyhu25q6qqplYj4jrbf1XvcuLECQ8PDzs7u/3794u+I1IfePv2bVxc3OjRow0NDRcsWJCZmUnnkB7Hjx8fN24crUoDpat56gqZToIkjFWrVjk7O5eVldGBOmXHjh1wwtMqgiCIIqFSnpsHxfTcf1WvKuLp6bl06VK2KJAHDx4EBARYWlr26dPn8OHDsrhyiSgpr1+/jo2NBQfcuXPnUaNGxcTESHcYiUB27949d+5cWpUGqlTzyJQ68dzAzJkzBw8eTK1/Wbfs2bNnzpw5tIogCKJIyNBzc20uUdLT0wcMGNCqVavmzZvb2NgcOHCA5ImKijI1Nf3yyy91dHT8/PyKi4vJvsHBwW3btm3YsCHJTMF+xdDQUChBTU1NT09P1rPk1gpuM1laWuro6ChwvTfwUmfOnPH39+/WrZuFhcWSJUuysrLoTEh95enTp3DaeHt7g9UeM2YM/I6kviQkD2uqoVVpIGHNI12kUnVIpRAu3MpEPnz8+HHEiBHTp09XnP/Z9u3bN2vWLFpFEARRJOrGc5ubm0Phubm5eXl5iYmJbm5ujJ6UlGRsbAzPBQUF4MtdXV0XL15M9nVycrp9+zazKRBSfnx8vDxXg6sVAptJOBRgqQ8dOvTgwYOTJ0+Gh4f7+Pg4Ozvr6uoOHjw4KChIpoMEECUCXM6VK1cCAwNdXFxMTExmzpwJZ7gspnuvkblz5+7evZtWpYGENY90kUrVIZVCuAisTOTDmzdvevfurTjT80GHc8aMGbSKIAiiSIjjubnLUghcmYLbzBDlq6++ysrK+jz4N+AyU1JSyCbkAdPJpGHftLQ0EhIIKd/BwWH//v1Ej4yM5L6ZuoJpJlsLwc7ObuTIkf7+/nv27AGf/enTJ/pbQeolYHESEhKgJwY+G9w2eJ2rV6/W7VXGiRMnHj16lFalgbCaR3SioqKgE6uurt6pU6dt27YRHbqvHTt2VFNTg+fg4GCiQ/0ANYaNjY2GhsZ//vMfb2/vR48eMTobJjPPf3GiFyIV6tBzAy9evIAPu2/fPjpQF8TFxU2fPp1WEQRBFAkxPXeNSjmv5/b19dXW1h4/fvzmzZvv3btHMoDYuJpGjRo1bNgQ8kOa7FtUVERyCoSUr6Wl9eTJE6Ln5uZy30xdIbCZZK5zg6miA0j9howeAe8Iz5AGhc5UR3h5eZ07d45WpYGwmgeIuXnGKuwnjRWD4BnSdLiaAwcOQPc1Ojr62bNn0FEfOHAgo0dERLRt2xb6CXl5efAMadIzh/rBwMAAxPz8/Lt378JHGzp0KAkxCQb+/+JELERaCKxM5ElOTo6Zmdn58+fpgNw5fPjw1KlTaRVBEESRkJ/nLi0tZSvQFjIz5WlqagYEBDCiuro624KzEaXRInmgTCXy3HBkHBwcZLGGNqKkXL16deXKleDnTExMfHx86mr0CD99+vSR7lqqBGE1D5jsDmtHJWSm5b8shGdIC7TdNjY2e/bsodXycltb28jISLIJFtzOzo5JQ/2QmppKQtnZ2S1btiQhopfX9F+ciIVIC25lIn8uXLhgamr66NEjOiBf4DcyYcIEWkUQBFEkZOi5ob2BVodsnjt3TmDDk5GRoaGhwaShCVy/fv3n8X8QuC8FyaP4Y0sIzLwly5YtY4tIPQRcdWJioq+vLzgYMHaBgYFXrlyp29Ej/Njb28to6VNhNY9V2E9Hbp0nm5AGhRX/h6ZNmz5+/JhWq7vi0P0mm5AGhUlD/QBdXxJiFCrBwP9fnIiFSAtF8Nx/Vc8Z4uTkBO+HDsiREydOjB07llYRBEEUCRl67qFDh3p5ed27d+/58+cJCQkGBgak4XF0dIyJiYEGOz8/f926dZaWlox+5MgRLS2tsLCwR48e5eTkxMbGMlV5uWiNFskDOyrFPZRizM+NqBh5eXlgWUaMGNGpU6dhw4Zt3779yZMndCaFxMTEpKioiFalgbCa5+sVg/JeFpJNSIPCiv8D1CEiem7IyaS59YMwu1yr/+KEFSItFMRzAwsXLvzhhx/qcALT5OTkkSNH0iqCIIgiIUPPDb55+PDhrVq10tDQsLa23r9/P2l4wFs7Ozu3aNFCW1vbw8MjIyOD7AUWGXx2s2bNoIF0cXE5evQoo4vSaLHzhISEgO1WU1PT1dVV2LkCJVmHElFqbty4sXr16p49exoZGf3yyy/wi3jz5g2dSbHR09OT0XsWVvOIeJ0buvR79+6l1eqxJfv27SObkZGR7LElRKeUJk2alJSUEL1W/8UJK0RaKI7nBrft7e3966+/0gF5kZKSAm+AVhEEQRQJMT0390FnQoRAmsmdO3eCOVC05dwQ2fHu3bsTJ07MmjXL3NwcOpbw+7p8+bLyTk3zzTffyOjNC6t5RBzPDf32tm3bxsTE5OXlXbx4Ebq1jB4REdGuXTv231/seyj///6fKzo6OvHx8WTQSK3+ixNWiLRQHM8NQFXWrVu3uprGJDU1dejQobSKIAiiSIjjuRFJYJrJpKQkCwuL3Nxc+qAjKgc4vL17944cObJTp05eXl7h4eGPHz+mMykbHz586NChA61KCZ6aR5R5S8qr7TUznZ++vv727duJvn79+o4dOzZp0oQ7VyBJUwoUBZ+0cePGRBH9vzieQqSCQnluIDs7Gw479CTpgOyBztWgQYNoFUEQRJFQSs/dQBB0JkUFmsm3b99aW1vLaM4HREG4fv06M3rE0NDwl19+OXTo0OvXr+lMSktpaamBgQGtSgmFrXkUDUXz3H9Vj/EwNzeX/z0JV65c8fDwoFUEQRBFQik9t1LDNJPv3r2jDzei/EBv6vjx476+vmZmZt27dw8ICFDq0SM8PH/+3MLCglalBNY8IqKAnhvYunWrq6urjMb6C+PGjRt9+/alVQRBEEUCPbe8UcxmEpGE3Nzc7du3k5VrIK3yo4ZycnK6detGq1ICax4RUdjKZPbs2RMmTJDndEwZGRm9evWiVQRBEEUCPbe8UdhmEqkVFRUV58+fX7p0qaOjo5mZma+v7/HjxxVw5RoZkZmZ6ebmRqtSAmseEVHYygR+HQMGDNiwYQMdkBkyPSERBEGkgmJ5bp5h2Twh5UJhm0lEFAoLC6OioiZPnvzdd9/169cPvs309HQ6Uz3g2rVrYKpoVUrIv+ZRUhS5MmFGH505c4YOyIY7d+64uLjQqtxJSUmBszcAkYzAwMC1a9eW1+kqSwgiCyTy3KUl/399CqnAY6x5QjUiyr6i5JEKitxMIsIAi7l69Wp3d/dOnTpNmTJl//79L168oDPVJ1JTU728vGhVStRY8ygjsqhhFLwyuXz5sqmpqXxm6bl7926PHj1oVb7ExcUdOHCA/pIQsXj69Om6devoQ4wgSo74njv37umkTVbwTAckQBbNUrloxYqSRyooeDOJEIqKimJiYn766SdjY2NozpcvX56Wlvbx40c6X70kKSlpzJgxtCol+GueOkSSWkK8ffn3UvzKZOfOna6urnK4Zfz+/ftOTk60Kl9WrVpFf0OIBMDxpA8xgig5YnpuxnBnpgbz2O709PQBAwa0atWqefPmNjY25AIAtxUhCiS2bdsGFqdp06Y6OjqbNm3i5gGioqKYyXchj5+fX3FxMTtkYWGhrq7eqVMnKIrZkQ3JyYbK06ZNmxcvXpBofn6+trb248ePGwh/e+W874qN4jeT9ZnKysrLly+vXLmSuaQ9adKkiIiIvLw8Ol+959ChQ1OnTqVVKcFT89QtwioQURBvX/69lKIy8fHxmTZtGq1Km+zsbAcHB1qVL1Bv0N8QIgFwPOlDjCBKjjiem32Fm+dqt7m5OZSQm5sLliUxMdHNzY3Rua0IUSDRvn179kJxBw8epPIkJSWB64XngoICsPWurq6LFy9mQmDrW7duHR0d/ezZs7S0tIEDB1L78sDOA34rJCSEbIaGho4ZM4bJI+zt8bwrCqVoJusbcIpGRkZOnjwZfHbv3r0DAwMvXbqEl7R52Ldvn6+vL61KCWE1j+hw+97l1b/f4ODgtm3bNmzYkGQT2E++fv061B5aWloaGhoeHh4PHz5kdmfDX0J5db0Bopqamp6e3vbt29k1DBfRX5GNUlQmHz586NOnT1hYGB2QKjKdSEdE0HNLF/TciOpRa8/NNdlcheGrr77KysqixHJBDpgokCCrMQNggxwdHak8zs7OKSkpJA+8hK6uLpO2sbHZs2cPCRG4r8iFnQf8dOfOncvKyphNeA/nz59n8gh7ezzvikIpmsn6wOvXr0+cOLFw4UL4Eo2MjKZPnx4TE1NUVETnQwQBJhIOHa1KCYE1D4Mo61Dy9L2dnJxu377NbPL0k0FPSEgA/enTp1OmTBk7diwpgUkw8JQQHx//7bffsvvn/LWQiK9IoSyVCfRpzc3NU1NT6YD0ePTokZ2dHa3KF37PDQ3KiZMnfpk9w9HFycjUCE5ReIY0KKCT5gYhoOdGVI/aee7SkkJmSAmlM4NMqFsqfX19tbW1x48fv3nz5nv37hGd24qwPfeTJ0+Inpubq6WlReWBMhtX06hRo4YNG4IOaSbUtGnTx48fM2k23FfkQuWxtLSMioqCREZGhoODA8kj7O3xvCsKZWkmVZKKiopLly6tWbPGw8Pju+++8/b23rhx461bt+h8SE3AcVu+fDmtSgluzcMAJrvD2lEJmWn5LwvhGdICbTdP3xssONkUsZ8Mxr1t27ZMmqoleEqASoPqn4tSCzHwvCKFElUmFy5cMDMzg49GB6QE1MbwvdOqfOHx3EcSjtg7dbNysJ40b+raAxu2n94d98cReIY0KKBDFPLQu9Vv0HMjqkftPHe5oKvaXIUALdzSpUs9PT01NTUDAgIYkWpFSktLa+W51dXV2Q6eDWSWlufesWOHvb09JObNm7dr1y6SR9jb43lXFErUTKoMmZmZ4eHho0aNAp/t7u4Op2JqauqHDx/ofIjIrF69eu3atbQqJQTWPIBV2E9Hbv39jxMDpEFhxf+Bp+9dVFRENnn6yXDCQK+sVatWDaohOlVL8JQANQNVV/DXQiK+IoVyVSZbtmzp3bu3jH53T58+tbKyolX5ItBzl5SU+Mz2Metq7r9pCfhsYQ+IQh7ICfnpIuor6LkR1aPWnrtc5PHcbDIyMjQ0NJh0y5Yts7OzSejcuXOkXWnAGbzBvsbMJOzs7NavX0/ysHF0dNy7dy+tlpc3adKkxoqMylNcXNy+ffuTJ0/Cy5Exmjxvj+ddUShXM6mkVFVV3bp1C9r4cePGde7c2cnJCfpOR44cKSsro7MiYrFkyZJNmzbRqpQQVvN8vWJQ3sv//2capEFhxWFSJCYAAGcOSURBVP9BxL43Tz8ZahJfX9+srCz47RcWFrIrKHY2nhI0NTVr5blFfEUKpatMpk6dOmvWLFqVBs+ePevSpQutyheu54Y2ZbDXEDePnpEXo7k+m3pAHsgJ+WtsreoJ6LkR1UMcz10u2rwl0IrExMQ8fPgwPz9/3bp1lpaWjD506FAvLy9oq54/f56QkGBgYMBuYKhBkHFxcSTEJMA5QZsaFhb26NGjnJyc2NhYcFRMCHZp27YtvGheXt7Fixc9PT0ZXUdHJz4+vrS0lNkUCDdPQEBAx44dFy1aRBSet8fzriiUrplUFj59+gRdu82bN48dOxZ8dvfu3cFnHz58uJ5PpC0jmP9/aFVKCKt5RLzOLazvTflXnn5ys2bN4DfOpI8fP052pHrmPCXUdmyJiK9IoXSVydu3b3v06BEREUEHJAaOHjQxtCpfuJ575uyZbh69YtIPcR22wAfkhPywF1VO/QQ9N6J6iOm5y0W4wg021NnZuUWLFtra2h4eHuCHGB1c6fDhw1u1aqWhoWFtbQ0tE9tzk8n4OnTosHHjRlIau8UCvwuOFlopTU1NFxeXo0ePkhDU5sw0Avr6+tu3bycilNa4cWOeZo+bB4x78+bNHzx4QPLwvL1y3nfFRumaSUUGjufp06dXrVo1bNgwPT09ON/mz58PJx7eCilrZsyYER0dTatSQljNI+J4bmF9b+rnz9NPNjMzgy53QUHB2bNnoSYhO1I9c54SIF2reyhFfEUKZaxMsrOzTUxM/vjjDzogGcyyl7QqXyjPfez4MfOu5hFp9BXuOWvnm9qaf6Xx1ZdN1Tub6S8I8WdHIT/sBfuyi5In/CeqPEHPjage4nvuchmsQymM4uJisLm0KmPAUkDfgK1IpTJSxmZSoQBzA1/NnDlzoGMDPnvo0KGBgYHJycnluFCwHJk8eTL0KmlVSvDUPKLMW1IupO/N/f0K6yenpqaam5t/8cUX4JVXr15NduT2zIWVAISEhIDtVlNT09XVrXGuQNFfkY2SViZw0KytraEjQQckoLCwEPottCpf2J67rKzM0dmJO4bbc+zgBhyoPLAX7CtwJhPomMFZTZn7Bp+fG9RmbZFwd7Hhvi56bkT1kMhzy41Tp05Bg0SrsuTu3btGRkbUXIfcSkEMmGby5cuX9OFGhPDs2bPjx4/D2QhdILBQVlZW06ZN27Zt261btyorK+nciFz44YcfTp8+TatSQnFqHgVHST03sHTp0hEjRnz69IkOiEtRUZGJiQmtyhe2FU5OTrZxtKXM9JJtKxiT3bxF80UbF0ddiZ0XtEi9mTqVDR6wL3MdgQI+I/TloD/JFtFzI4iyoASeu1GjRp07dwbXRQfEgqnyKLh5mjVrRhbOZOuUIgbQTILhbteu3f79++kjjlTDLKIEFe6oUaMMDQ3NzMzGjh27du3akydPYl9FQejXr9/169dpVUooSM2j+Civ54be8vfff7969Wo6IC7FxcVGRka0Kl/Ynvu/8+ZMnjeVctIOfZyYFmf0zHFEnL1mLtdzw75QAuur/pvz58/b2dmVVzvvCxcuMCK7IeNSLmS5JQZhS0dB22RjYwP5//Of/3h7ez969IiE1q1bB8e5adOmxsbGp06d2rJli56eHmx269aNDB9lSha4VpSwwrlvuxw9N6KKKIHnVjGYZhJqk2+++SY5OZk+6PUPOCZXrlzZsWPHggULoEmA/hVU1mPGjIH2+MSJE4WFhfQOiAIATWxOTg6tSgkVrnkob8FAZxIZ5fXcf1Vfme7SpQv4NjogFqWlpQYGBrQqX9ie29nVeW30BspJt2rzH+YbDzkSxvXZ7AfsCyWwvuq/mTZtGjNQCurG6dOnE506hahNYcst8SwdBUfy6NGj+fn5d+/e9fLyGjp0KAnBD//q1asQmjlz5tdff+3g4EA23d3dmWw8a0XxF84kCOi5EdUDPbe8Ic3khAkT2rdvD5Xd50ddxXn58iU47H379i1dunT06NGWlpbfffdd3759586du3Xr1gsXLkh3lCciI6DhLCkpoVUpgTWPiCi15wbArkEHOzc3lw7UHkXz3CamJtt/30M5abUv1BjPHXnxANdnsx+wL5TA+qrLoeY0NDRkJpiHI/bNN9+AwoT4PTcb9nJLPEtHpaamks3s7OyWLVuSEHxlTJqZ/pK9CRacSfOsFcVfONEZ0HMjqodieW7ur47AE5IKPOXzhMSANJMVFRU9evSAykhVbTd82D/++OPQoUNr16798ccf3d3dO3fuDM1G//79Z8yYERIScuLECak0t4ic+fTpE3QXpTgYl0L+NY+SsmbNGvrYKRvbt293c3N7//49Haglija2BH4gB64fFNtzw75QAuur/vtu2tmzZ5PNoUOH7tu3j0nze25hyy3xLB1FzZNDCoQE+85O7iaT4Fkrir9wtl6OnhtRReqF5xZlX548PCExYF+aev78OXhQcKJKbbsLCgquXbsG3jo0NHTBggVjxoxxdXWFD9WpU6eePXtOnjw5MDAwNjb2xo0beA1bNZD1NcXly5cLnLQBYfPgwYPw8HD62Ckh06dP9/HxodVa8vLlS2NjY1qVLzVe5xZ9bAn3One/fv2YfQkDBgxgQg14Pbew5ZZEXDqKrfC/ENnkWStK9MLL0XMjqojSeG5JkLBYCXenoP4OTk1NNaxGYW13VVXVkydPrl+/fvLkyaioKHj/c+fOnThxoqenp7W1dfv27c3MzKA9AG+9ZMmSbdu2nThxIjMzE1d8VGGys7MdHBxoVXqkpKRw72BG2Ny/f3/+/Pl//vknfeyUkHfv3rm4uOzZs4cO1AZFm7fExc2FO56b3EM5xreGeyhhXyiBlJaTk6OhoZGXl0eUZ8+egcLcEEktnERtCltuScSlo9iKMJNNbfKsFcVTOHf5J/TciOohQ8+dnp4OHfFWrVo1b97cxsaGNKI8v7oGrEVndHR0Nm3axM1TLvyeaCZE3YjN1HEEkpOCHQoNDYWS1dTU9PT0apxYt7Zwh2CGhIT06NHDyMhInrb748ePT6q5ePHihQsXoqOj9+3bB+9t+fLlPj4+o0ePHjJkCHxr8K5at24N3rpv376jRo2CEOTZtWvX0aNHYUfYXTVafaRWnDt3bujQobQqVWJjY1chwtm8eXNFRQV91JQW8I7gmG/cuEEHRObFixfQKNCqfGF77vkL5k9b8BPlpH8LX8Y0Q02bN52zdn5E2n5hcwXCvlACKS0gIMDb25tsMnh5eTGvSC2cRG0KW25JxKWj2AoVErbJs1YUT+Hc5Z/QcyOqhzie+5KhBfdBZyovNzc3hxJyc3OZqd/c3NwYnedXB4n27duzF287ePAglYfnnmieG7GZBA8kD/zsa7WAXG1hPDdYXnKcq6qqxo0bN2HCBPhcv//++///AqobEsYZs7l3794FFidPnoz+F3DD//uX+fPn+1QzYsSIIdXY2dmBe4ZqF44SfC7ragYPHgy1OWRbtGgR7LVjxw4oB2rnS5cuwWvh3HwIF/ih/fzzz7SKIBIAbYSVlVVxcTEdEA1oDhRqTZzk5GR7p25cM+0x2rMBB2422Jc9Pzd0SMDIkk2Gw4cPMxN1UwsnUZvCllticoqydBRRqBDPprC1ongK5y7/hJ4bUT3E9Nw1KsBXX31FrSnDwPOra1A9eSfRIyMjHR0dqTw890Tz3IhNSxxIHgcHB+o9iLK76ICvBcPdWjSgQmScMZvu3bszHpph9OjRjLcG5s2bRzz3zp07GSMOPp5x548ePQIbjaM+EAkJCgoKCAigVQSRDDiphg0bJt69uYq29jtUsy6uLr9uWsb107PXzDO1MWveovmX6l92NtNfuHExlQH2gn3xlgb03IjqIUPP7evrq62tPX78+M2bN7PvqOBaWLbnBlNI9NzcXC0tLSoPzz3RPDdi0xIHkgdekXoPouwuOv+rvs5dUVGRk5OTnJy8devWhQsXjhgxgrn8DH5648aNd+7cob8MBFEYoGsHPTpaRRDJALft5eUVGBhIB0RA0Tw3kJiY2NW6a0RaNNd28zwgP+wF+7KLqp+g50ZUDxl6biAtLW3p0qWenp6ampoBAQGMSFnY0tLSWnlunnuiRb8RmwvJA29VDp6bIjw8vG3btuvWrQMXvmDBAnt7+y5dugQFBb148YLOiiB1zZgxY06cOEGriBwJDQ09f/48rSo/xcXFVlZWYpxdUGnDjrQqXyjPDUDvtN+g/jHph7jeWuADckJ+2Isqp36CnhtRPWTruQkZGRkaGhpMumXLltnZ2SR07tw5tuemxnU4ODiQEJPguSda2I3Y3BuiuZDy5TC2hDrOjOHeunUrW7x9+/bcuXP19fV//PHHu3fvskMIUre4uLhkZmbSKiJHLl68aGJiApUnHVB+rl+/bmpq+vDhQzrAC+SHpoFW5QvXc0O7M2LEiP6DB0RerPlqN+SBnJC/xtaqnoCeG1E9ZOi5wQHHxMRAVZifn79u3TpLS0tGHzp0qJeX1717954/f56QkGBgYMD23NT9i3FxcSTEJHjuiRZ2Izb3hmgupHwoUA73UBIEGm4C5N+yZQu0QPPnz5fdsn8IIjqVlZUdO3aUfBETREKuXLkCtjslJYUOKD+7d+92dXV99+4dHRDOgwcPoMWhVfnC9dzl1bZ73rx5VjZWy7YEcn02eUAU8kBONNwE9NyI6iGm5+Y+6EzV5tjZ2blFixba2toeHh4ZGRmMDl55+PDhrVq10tDQsLa23r9/P9tzk7kCO3TosHHjRlIa2/gKuye6XMiN2NwbormwQyEhIWC71dTUdHV1ZTpXIL/hJpSVlfn5+UH7um/fPjqGIPIFetE2Nja0itQFV69ehWrh9OnTdED5mTFjxvTp02lVOFlZWdDc0Kp8Eei5GRITE6Gpcuzu6OPnuyFm4/bTu8FnwzOkQQEdojiGmwI9N6J6iOO55U9xcTG4cFpVTojnFtFwE+7evevq6vrzzz+/ffuWjiGIvDh58uTIkSNpFakjbty4YWpqCl8KHVBy3r9/36tXL9EX2szMzHRzc6NV+cLjucurZzJhbteBz2Vubt66dWt4hjQooOMsJVzQcyOqh3J47lOnTkH1RKvKCeO5a2u4GaAd8vX17d69e05ODh1DELkQGhr666+/0ipSd9y8eVMlR5g8ffrUzMzswoULdEAQ6enpffr0oVX5wu+5kdqCnhtRPZTAczdq1Khz587Hjx+nA2LRQBB0JlkCnruoqKhdu3a1NdyEyMhICwsLnE8QqROg1xcREUGrCCIDzp07Z25unpeXRwc4XL16tX///rQqX9BzSxf03IjqoQSeW8VgrnOLvdwaw9GjR83MzG7evEkHEETG9OrV6/r167SKILJh06ZN7u7uf/75Jx34nLS0tMGDB9OqfEHPLV3QcyOqB3puecOdK1A8Tp48aWpqitMIIvLk7du3enp6FRUVdABBZMbUqVNnzpxJq59z5swZb29vWpUv6LmlC3puRPVAzy1vpOW5gbi4OFtbWwkvmSOI6KSlpXl4eNAqomB8+PCBlpQZ6Om5uLjs2rWLDrBITEwcO3YsrcoX8Ig7d+5cgUgD+LrRcyOqhww9t5zHSSsLUvTcwKpVqwYOHFjjH68IIhWCg4PxBkrFZ9GiRXPmzKmsrKQDSsujR49MTU2vXLlCB/7l0KFDU6ZMoVX5gte5pQt6bkT1QM8tb6TruauqqiZOnLh48WI6gCAyYNy4cUePHqVVRMF48+aNt7c31Ayq1Bs/ffq0hYXF8+fP6UA10dHRv/zyC63KF/Tc0gU9N6J6yMpzUxODtGnT5sWLFySan5+vra39+PHjBqxFcHR0dDZt2sQqozwqKopZ4AZCfn5+xcXF7KiSIl3P/Vf1ijldunQ5f/48HUAQaQO/R/jx0iqieFRUVEybNm3IkCGvXr2iY0pLUFDQgAEDBHYk9uzZ89///pdW5Qt6bumCnhtRPcT03DE3z1iF/aSxYhA8Q5oOV8O+zu3u7h4SEkI2Q0NDx4wZw+Rp3749e6H1gwcPMnmSkpLAi8NzQUFBenq6q6vr4sWLSQnKi9Q9N5CSkmJlZQWF0wEEkR63b9+2t7enVURR+fTp06JFi3r27PnixQs6ppxUVVVNnjx5xowZdKB6xQM/Pz9alS/ouaULem5E9RDHc4PJ7rB2VEJmWv7LQniGtEDbzfbc4Kc7d+5MltpydHQ8f/48k2f//v0kW2RkJISYtLOzM1hJEsrKytLV1SWbyossPDcwd+7cBQsW0CqCSI+goCB/f39aRRSb9evX9+vXj1aVlnfv3vXq1WvTpk2UvmHDBmiwKFHOoOeWLui5EdVDHM9tFfbTkVt/O2YGSIPCiv8D23MDlpaWUVFRkMjIyHBwcCB5njx5QvLk5uZqaWkxaW1t7cbVNGrUqGHDhpAT0iSn8iIjzw39GVNTU+iZ0AEEkRL9+/dPTU2lVUThUbGpjfLz8y0sLE6dOsUWAwMDoU/IVuSP5J6bajTZ8IRUFfTciOohjuf+esWgvJeFZBPSoLDi/0DVETt27LC3t4fEvHnzdu3aRfII89zq6ur37t0jIZVBRp4bgCM8bNgwWkUQafDixQt9fX2cmRtRBK5fv25iYsJenWDRokXbtm1jZakD0HNLF/TciOohjucW8Tp3kyZNSkpKyGZxcXH79u1PnjxpZ2dH7obkji0hl8Ah2/r160lIZZCd566srHR2dk5OTqYDCCIxUVFRU6dOpVUEqSNiY2NtbW2hiWE2fXx8oCn5PIu8qdFz388toCWRQc+NICqAOJ5bxPHcOjo68fHxpaWlRAkICOjYseOiRYuIAvXIt99+y76HMi4ujgkdOXJES0srLCzs0aNHOTk5UMM6OTmRHZUX2XluICEhQZXGbiKKw7hx4+A3SKsIUndACzVkyBDmv5dJkybV+SyW/J77Vk6+sU8UPNMBFmxjHRoaCm2ompqanp7e9u3b0XMjiAogjucuF23ekoiIiA4dOjRu3JhUFnl5ec2bN3/w4AHJ04A1VyBk3rhxIwmVV995CT67WbNmmpqaLi4uUKWyo0qKTD13VVVVjx49UlJS6ACCSEBRUZG+vr4qzTpXn8nPz585c+abN2/ogLLx6dOnsWPHMlMEDh8+/MyZM3QO+cLjuUvLyjxWJDCP0n/nEuBC2sr4+HjqahR6bgRRAcT03OIRHR0NNSNbqYf1iEw9NwCVtaenJ60iiARs2rTJ19eXVhHl5OPHj7Nnz3Zzc3v27BkdUzag5+Di4rJt2zYPDw+eVSrlA4/nDjl6A9x2SenfzhvSdPhfSIPo4OBAjbqsh20lem5E9ZCf5757966RkVFWVhZbrIf1iKw9d2VlpY2Nzc2bN+kAgogLOIBr167RKqLMhIeHW1hYXL16lQ4oG0+ePDE3N7eysmLfUlknCPPc7FEl/CNMSIOopaVFzS5QD9tK9NyI6iEnzw31RbNmzQ4cOMDVKUXlkbXnBkJDQ318fGgVQcQiLS3N2dmZVhHl5/Tp0yYmJnFxcXSgJqDepqU6BXoObdu2VcyxJcyoEva1beaat8ARJqRB1NTURM+NnhtRPfiqTil6boQgB89dUlKir69P7uhHEEn46aeftm7dSquISnDv3j1bW9uIiAg6oGy0a9fOzMwMvCkdkCMCPTfXYXNdOAHHlrBBz42oHui55Y0cPPdf1TNncZdqQ5DaUlpaCv23srIyOoCoCsXFxcq+OPybN2/09PSgxuvWrVsdXmvgeu5bOfkdp+1tM3EX9wE6d4QJMdaxsbF4DyV6bkT1QM8tV169eiUfz33p0iUcD4BIzubNm3/55RdaReo3ZGwJJMDpmpiYNG3a1NjYODU1defOnZ06dVJXV7ezsyPL4t67d+/7779v2bLl119/PXjw4KKiIkb/8OHDtGnTQNfV1Q0NDSXFfvr0admyZTo6OlpaWuPHj69xipWnT59aWVlBYt68eQMGDHj//j2dQy5wPXdtYRvrkJAQsN1qampwcHCuQARRDfg8N7hDqMvo3wEiAfHx8QcPHqQPtAyoqqqysbG5desWHUAQkYGzqFu3bnj3JELB9tz9+/fPzs4GW7xixYoWLVoMHDgwJyeH2ezRoweTzczM7Pfff3/37l1ZWdnPP/88adIkRvfz8+vbt29eNb179ybFrl271s3N7eHDhyUlJaNGjZo1axajCwMqup49e/5VfQf5uGrAtdOZZI/knhthg54bUT34PHd59UCIVatWBSISs7Ka1NRU+ijLDPjiFi9eTKsIIjJnz54F60OrSL2H7bnz8/OZ9Nu3b2Hz+fPnZLNp06ZMmg00K+3atWPSurq65Fr47du3SbEGBgZkEpKCgoIOHTowaWGcO3du2LBhTPr9+/fg+xcsWPB5FnmAnlu6oOdGVA8+z40oNTk5Oebm5nVyvQdRDSZOnLhnzx5aRVSda9euDR8+nIwA4cL23AJ1avPq1auurq5aWloNqmncuDGjq6urf/jwgUmDVyb5wawzORkaNWrE6MKIi4ubPn062SwrK3N2dg4JCWFlkQfouaULem5E9UDPrcq4ubldunSJVhFEBAoKCgwMDGocSouoHpWVlatWrbK0tBRWexBzTBL8m3p6ert37y4uLoaSS0pKiC7sOre+vv6jR4+YtCiEhoYuXbqUreTn51tZWR04cIAtyhr03NIFPTeieqDnVmXWrVvn7+9PqwgiAuHh4TWOo0VUmJSUFHNz85CQkKqqKipUW8/dunXrgwcPfvjwIScn5/vvvyf6okWLyHjuPn36ED0oKKhnz5537tx5+/btlStXBg4cyOjCWLx48ZYtWygxOzsb3v+xY8coXXag55Yu6LkR1QM9typz9+5dKysrbpOJIDUyYMAAcF20itQnnj9/7uHhMWrUqNLSUrZeW88NxldfX19NTe3bb78NDg4m+vv376dMmaKlpdWxY8d169ZBBkb/9OkTZDMwMGjWrBnUYIcPH2Z0YUydOvXQoUO0+tdfmZmZpqamv//+Ox2QDcruuRso2NQo6LkR1QM9t4rTrVu3jIwMWkUQXp49e2ZsbPzx40c6gNQz4BxYsmTJ5s2b6YC0+eOPP8B506poeHp6ChsGc/36dRMTk4sXL9IBGaDanps/KgvQcyOqB3puFcff3z8oKIhWEYSXsLCw2bNn0yqCSJuZM2c+f/788ePHbm5uvr6+dFg07O3tecZ/nz9/Hmz3lStX6IC0qdFzl5YU0pIiwe+q+aOyAD03onqg51Zxfv/990GDBtEqgvDSt2/fs2fP0iqCSJugoKB27dr93//93+TJk9++fUuHRaCqqkpHR4fMfyIQOJnlYLv5PXfu3dNJm6zgmQ6wAF8bHBzctm3bhg0bMkpUVJSpqemXX34Jn9HPz6+4uJhkhpCFhYW6unqnTp22bdtGdDikHTt2VFNTg2cojejcwkNDQ6FYyKmnp8e/7E6Dz2nTps2LFy9IND8/X1tbGzpOEIJ3Ymxs3LRpUyh506ZNrDL4PotA0HMjqgd6bhXn/fv333333atXr+gAggghLy8PWs3Kyko6gCCKBxg+sJ60yuHcuXNguy9fvkwHpAeP52YMd2ZqML/tBs/q5OR0+/ZtZjMpKQl+ifBcUFCQnp7u6uq6ePFiJnTgwIHWrVtHR0c/e/YsLS1t4MCBjB4REQGu+ujRo/ArhmdI79+/X2Dh8fHxtVpenh11d3cPCQkhm+Ddx4wZw+Rp3749u8yDBw8yeXg+izDQcyOqB3pu1cfb2/v48eO0iiBCgGabPdsxglBUVVVt3LgRXBEdqAsuXrwo4l95zCATcKh0QEoI89zsK9z8V7vBs8LbI5vOzs4pKSlkMysrS1dXl0nb2Njs2bOHhAi2traRkZFkE37LdnZ2TJoq3MHBgdhxAPYS3XODn+7cuXNZWRmz6ejoCMeWyUOVCSEmzfNZhIGeG1E90HOrPlu2bJkzZw6tIogQJk2aFBMTQ6sI8i8VFRV+fn5dunSR25QgPERFRfn4+NCqEMB0gu1OSkqiA9JAoOfmmmyuQgDPWlRURDa1tbUbV9OoUaOGDRs2qF5OiAk1bdr08ePHJCdBU1MzNzeXbEIaFCZNFa6lpfXkyROyCTlF99yApaUlHHlIZGRkgH0neagy4VWYNM9nEQZ6bkT1QM+t+ty7d8/a2ppWEUQQlZWVBgYGhYWFdABBPuf8+fNQsfz3v/99/fo1HZMj4MzWr19Pq8L5448/zM3NZdGr5Hru0pJCZkgJpTODTLi3VFK+Vl1dHWpvtkIALyui5yaulyocckriuXfs2GFvbw+JefPm7dq1i+QR5rl5Posw0HMjqgd67npB165ds7OzaRVBOFy9etXNzY1WEUQQ4LZnz54NzvvChQt0TF78+OOP8fHxtMoLVIZWVlbh4eF0QDK4nrtc0FVtrkKgfK2dnR10J9gKwdHRce/evbRaPbZk3759ZDMyMpI9toTo5bUfW9KkSZOSkhKyWVxc3L59+5MnT0L55G5I7tgScgmc57MIAz03onqg564XQLu4detWWkUQDmvWrFm+fDmtIohwTp8+3bt37/fv39MBudCrV6+bN2/Sak3k5eV1797d39//06dPdExcBHru8lqO52ZvHjlyREtLKyws7NGjRzk5ObGxsU5OTkzo2LFjbdu2jYmJgQ9y8eJFT09PRo+IiGjXrh37Lkb2PZRMggFKq9U9lDo6OtC3KS0tJUpAQEDHjh0XLVpEFCiBKjMuLo4J8XwWYaDnRlQP9Nz1goMHD44bN45WEYTDkCFDcPlJRFn4+PGjrq6ueHYfXJ23t/fo0aPfvHlDx8RCmOcur828JZQCzhW8abNmzTQ1NV1cXI4ePUpCYK+Zqff09fW3b99O9PXr14MVbtKkCXeuQJJmCAkJAYuspqYGx5B/rsDy6pfr0KFD48aNSTaw+82bN3/w4AHJ04A1VyBkZm60JfB8FoGg50ZUD/Tc9YKCggJDQ0MpXtFBVJKKigqcWRJRIu7fv+/g4ECrIgOWfe7cuW5ubmAf6Vjt4fHc5TVd4VZGoqOjhw8fzlb4XXttQc+NqB7ouesL0DJlZmbSKoKwSE9Px8HciBJx6NChyZMn02otCQ8PNzc3l/zvHX7PXa7w61DWirt37xoZGWVlZbFF9NxyoKysbM2aNYGBgQGIYnPu3Dn6y0PPXX+YM2eO1O8ZQlQMOEPmzZtHqwhSe65fv+7h4ZGRkUEHpAo4j1pNWiKMy5cvd+nSBayMeH8GFhUV/SWC51YKGgiCm6dZs2YHDhzg6pQiCei5BQJn6dOnT+mDhSgecXFx0dHR1NeHnru+cOjQIRzSjfAzZcqU2NhYWkWQ2lNVVbV//34zMzPo7ZeWltJhKTF69OgTJ07QqliAb/by8ho2bFh+fj4d42XDhg3t2rUrLi5WDc+tOKDnFsiKFSvoI4UoJK9evQoMDKS+PvTc9YXCwkIc0o3w06VLl8ePH9MqgogLNDx+fn6mpqZ79uyReuUDtt7IyEiKc8nDOwQDbWxsHBUVRceE4O/v37Zt27179/6lKte5FQf03AJBz61E/O9//6O+PvTc9QhHR0cc0o0Io7S01MDAgFYRRGLu3LkzePDgAQMGSNd2P3jwwN7enlYlJisrq3fv3iNHjnz69CkdYwGOf+rUqd98883BgwcZBT23dEHPLRD03EoEeu56zdy5c3FINyKMixcvfv/997SKIFJC6h3+iIiIGTNm0Ko0+Pjx44YNGwwNDQMDAwWusvnnn3/Cj6V9+/anTp0iorJ7bv7R2DxRnpAkoOcWCL/nLi0rPXT88I++0x2cHQ1NjVq3bm1katzdtbvvnFnJycllZWX0DogsQc9dr8Eh3QgPO3bs+PXXX2kVQRQVMNxgu2lVejx//tzHx8fCwmLXrl0fPnwgemlpqYuLy7fffnv27FlWdvTcUgY9t0B4PPe+g1E2jrZW3awnzZu69sCG7ad3x/1xBJ4hDYq1g41TD6fExER6N0RmoOeu1+CQboSHuXPnxsTE0CqCyJLKykpaEhk7O7sHDx7QqrTJyMgYO3asqakpNJ8vX77Mzc3t0qVLx44ducvdq7bn5kHsHflBzy0QgZ67qLho4i+TTLua+W9aAj5b2AOillaWUNWXlJTQRSAyAD13fQeHdCPC8PDwuHPnDq0iiMwoLi7u2rXr5s2b2VeRRSQnJ8fS0rKqqooOyIbs7GxwKgYGBoaGhnp6emlpaXQOaXhuMK/BwcFt27Zt2LAho0RFRTGLTero6Pj5+cERI5khZGFhoa6u3qlTp23bthE9KCgIugRqamrcdSipwkNDQ6FYyAmfqMZ1KNnRWu0oNui5BcL13C9eFrkP7ufm0TPyYjTXZ1MPyNPbs8/w4cPRdssB9Nz1HRzSjQjD2Nj448ePtIogsiQrK2vixIlmZmZQL/355590WDhhYWFynku+oKCgdevWbdq0cXV1/eWXX1avXg2u9/z587m5ucwPR5jnvmRowX3QmaoB8+rk5HT79m1mMykpCX6V8AwvnZ6eDq+7ePFiJnTgwAF4M9HR0c+ePYMOwMCBAxk9IiICXPXRo0fz8vLgGdL79+8XWHh8fPy333577Nix/Px8eG7Xrh2/dSbR2u4oNui5BUJ57rLysgm/TALDHZN+iOuwBT4gp/ugvnPnzWWXg8gC9Nz1HRzSjQjk6dOnPXr0oFUEqT2FhYVP/uXSpUsXqjl37lw0i82bN/+PxZw5c6ysrDp27NivXz+wsz7V/PTTT0OEo6enZ2pqai0y+vr6rWVJZWUlj+euUWEA8woGmmw6OzunpKSQTeif6OrqMmkbG5s9e/aQEMHW1jYyMpJsggW3s7Nj0lThDg4OxI4DsBe/dSbR2u4oNui5BUJ57oj4SNOuZhFp9BXuOWvnm9qaf6Xx1ZdN1Tub6S8I8WdHIX9Xa6u6GtstoxNGuojyJmvMg567vgPNoYGBAQ7pRihOnTo1adIkWkXqJcXFxWCX09PTwSsfPnwYLPLevXsZc+zn58cY4mHDhoHxHTBgAONoO3XqxFjPb775htjcXr16EYs8cuRIZkeGX3/9le25165dC6+ybt062GXVqlWML4+Li2P8OpekpCTw3Dk5OcTc1wi0f/TnrD1nzpz57rvvLC0tmYUnCcyodKl4biiZbGprazeuplGjRg0bNoQopJlQ06ZNHz9+THISNDU1c3NzySakQWHSVOFaWlrMYWGAnPwGgkRru6PYoOcWCNtzl5SW2DjZcsdwe44d3IADlWfplgBXV1fuTCYBAQFffvkldTI3+PwrpjZri4S7iw33UxDU1dV1dHSmTZtGflaivMka86DnRv4e0n3r1i1aReo3wcHB4HVoFVEhSkpKoDkBw3r8+PH9+/dDY+Dv7w/2d9y4ceCJofUFlwyGEnyzoaEhpPv06QP65MmTIc9///tfxhyHh4czhvjs2bNQ1NWrV6XoaEUH3n9ddRHT0tI6duwItejbt2+pkFQ8N3sTfMC9e/fYCgGMr4ieG3IyaapwyFkr60yitd1RbNBzC4TtuWOPxVk5WFNmesm2FYyPbN6i+aKNi6OuxM4LWqTeTJ3KBg/HHk7JycmsQ/43JiYmISEhpqambJH6iiX8xiXcXWx4PkVhYSHUZmPHjnV2duZGhVFjHvTcSF0O6YYu9Zo1awIDAwMQXs6dO0cfOxkzffr0+Ph4WkWUh+Li4jt37qSkpDAXjOfNmwffKZjmHj16WFpagpM2MDCwsbEBBUw22Gj4JW7ZsgUyJyYmgnvOzMwEI/Xq1Su6XIXEw8MjKSmJVuUF2O4OHTr079+fuv9B6p7bzs5u/fr1bIUApn/v3r20Wj22ZN++fWQzMjKSPbaE6OW1HyJCorXdUWzQcwuE7bkn+0yZPG8q5aQd+jgxnnv0zHFEnL1mLtdz+/rPXrBgAeuQl58/f545YcB5Q7XAiExpwoAM169fHzhwIPTuNDQ04Lf58OFDUqDAO31hLziFoDqC/P/5z3+8vb0fPXpEQlB9GRkZNW3a1NjY+NSpU1BN6enpwWa3bt0yMjLYJQu8vVhY4dy3zTyzgX4svBCTZkd57kuGDwXvE/aCt7Fp0yYSYkDPjfx1+PDhMWPG0KpcgGb+6dOn1EmJcImLiwMzRB8+WeLq6ooT2ig4lZWVubm50BDCubFhw4ZFixZNnjzZ09PT2tq6Xbt2hoaGYK+HDRsGfhrMys6dO5mxGVlZWXl5eXRZSgW0at9///3Ro0crKipg8+7du9CLkGSSQclJTU1t3779qFGj2KLUPfeRI0fAx4SFhYFpyMnJiY2NdXJyYkLHjh1r27ZtTEwMfLkXL16E04DRIyIi4GRg3+DIvoeSSTBAabW6FZJEa7uj2KDnFgjbc9v36LY2egPlpFu1+Q9jK0OOhHF9NvuxKX5Lz549WYe8fNq0adu3b4fE6tWrodNOdOorpjbBdCYkJBQUFED7PmXKlLFjxzK6sDt9YXcDAwP4RcMpBD9nLy+voUOHkhB466tXr0Jo5syZX3/9NfTxyKa7uzuTjef2Yv7CmQR3s7CwEHoOEyZM4F7n5r8vGeoB9m/h4MGDTIgBPTfy91/MnTt3ZlovOcOd5AgRyKtXrwIDA+nDJzOqqqp0dXXfvHlDB5C64PXr19BUJCcn79q1C34yP/74o4eHB7jMNm3agL0eMmTIjBkzQN+6dSv0n8FvPXnypE5+znIDPh24T7Dd5ubm4MNmzZoFhoDOJHd+//13aGKhh0MUHs/NfdCZquGaV2jIwWc3a9ZMU1PTxcUFmnwSAivAXOfT19dnfBLD+vXrO3bs2KRJE+41OZJmCAkJAfespqYGP/8ap/xjR2u1o9ig5xYIuxk1MDHc/vseykmrfaH2t+Nu0CDy4gGuz2Y/dp+JhN8UKe3ly5fQdWcG/UP3/ptvvgGFCfG4VQqw1+BKmbSwO31hd+i1ks3s7OyWLVuSEDhsJs0MW2JvggVn0jy3F/MXTnRmkwLe+Z07d6jM/PclU//5ODo6ks1y9NwIQ//+/c+fP0+rsgc9t+hwf6uyo6CgABpvWkVkDHR1Hj16BC3H7t27ly5dOnHixJ49exoYGEDj0b179xEjRsyZM2fDhg1xcXGXL19W9mvVUuH+/fvz58+HvgczuzAdljuJiYngS5YsWcJsCvPciHig5xYIuxlt177dgesHxfbcsTcOQ9+JlAZucvbs2WRz6NChZJwSMaACNzMzMz08PFq1asW8bo13+kKe0tJSSiEJ9m2d3E0mwXN7MX/hAnUAehpQzbq7u0PFS0W590iw70um7m0gt08wcNtx9Nz1kdWrVy9btoxWZQ96btHh/lZlB9Q1UGPSKiI9Kisrs7OzT506tXXr1kWLFv3www/dunUD72hhYeHp6Tlr1izw1ocPH/7jjz8UwUoqMkFBQVOmTImOjlaQyZegR9S2bduQkJC/0HNLG/TcAmE3o4aCrnOLPrYk8uwB9nXufv36MTsSBgwYwIQaCHer5dV3F/j6+mZlZRUXFxcWFpKosDt9qd3ZCv8LkU2e24vFLhyAXj25lE6iXM/Nvi8ZPTdSM1evXnVzc6NV2cPvuUvLSg8dP/yj73QHZ0dDU6PWrVsbmRp3d+3uO2dWcnIyd0oj1Yb7W5Ud4GB+/vlnWkXE5cWLF2lpaXv27Pn111/HjBkDDdI333xjb28/fPjw+fPnb968OTExEdqn9+/f03sivEAlYGxs/PDhQzpQp+zevbtdu3bgNlTDc/9ttTjQmeQCem6BsJvRbj0cuOO5yT2UY3xruIdy26GdZDx3Tk6OhoZGXl4eKfzZs2egMDdENmnShL1uJbXZrFmz/Px8Jn38+HFywgi705d7RhGFCgnb5Lm9mKdw6m1zc4KP5w5E4b8vmRpb4uDgQDbLBbXj6LnrI5WVlQYGBgUFBXRAxvB47n0Ho2wcba26WU+aN3XtgQ3bT++GGgGeIQ2KtYONUw+nuprAv07g/lZlx+rVq+X5cqpEVVXVgwcPTpw4ERoa6uPj07dv386dO4Mv9PDwmD179qZNm+CkhXocF/iUCsuXL587dy6t/gt0Hfv16xcUFHT//n06JmPAcP+F17mlDXpugbCb0Z9n/8Kdt+S38GWM527avOmctfMj0vYLmytwwZKFZN6SgIAAb29vUjKDl5cXc1br6OjEx8eTMRvUppmZGewOjuLs2bP6+vrErQq705drdmvruXluL+YpnHrb7JxkbAm5AZRE+e9Lpu4njouLY0IM3IYVPXc9ZfLkyXDe0KqMEei5i4qLJv4yybSrGXdif/YDopZWltDisvupKgz3tyo7pk+fDtUirSIcwDrfvXs3ISFh7dq18AtycXFp3759t27dRo8e/dtvv0HVfO3atbKyMno3RBrk5uYaGRk9f/6cDvwLfDvnz5/38/OzsrKyt7dftmwZNKLQKaLzyQz03NIFPbdA2M1oYlIid35ueHiM9mRsNxsqz6GMhB7OPcj83CYmJmBkSckMhw8fZibqhsqtQ4cOjRs3blDtRKnN1NRUc3PzL774Akzn6tWrGZFB4J2+7AyUQoV4NoXdXsxTOPW2/zku1aipqYEj9/X1hZ4DtVc5733JZK5AKHnjxo0kxMBtx9Fz11MiIyOnTZtGqzKG67lfvCxyH9zPzaNn5EV66VruA/L09uzD3D5FlaN6cH+rsqN///5XrlyhVeSvvx48eHD8+HGocCdNmuTs7AwOG2r58ePHBwQEHDp0KDMz88OHD/Q+iGyAH35oaCitCuHWrVtr1qxxc3MDG0HHas/p06fHjh2bnZ1NBz4HPbd0Qc8tEHYzCj18hx6OAi9XzV4zz9TGrHmL5l+qf9nZTH/hxsVUhuBdGwWuQ4lIEW47jp67npKfn29kZCTnv7wpz11WXjbhl0lguGPSD3GrDIEPyOk+qO/ceXPZ5agk3N+q7IBu+osXL2i1/lFYWJicnBwWFvbzzz/37NlTR0fH3t5+3LhxcN4ePnz49u3bqj0lnyITFxcHBlpa9ZUYN6pu3bq1TZs2tra2p06domP/UqPnLi0ppCVEOOi5BUI1ownHEsy7mkek1XzRiv2IvXzIxtamXg3XrBO47Th67vqLu7u7nNc7pCqLiPhI065m3Mpiztr5prbmX2l89WVTdeigLwjxZ0chf1drK5WvLLi/VRnx6tUrPT09Wq0HvH37Nj09fe/evX5+fkOGDDEwMIC+h7e39+LFi/ft23fz5k3u4t5InVBaWmpubg7fCB0QF0dHRyMjo9GjR69evTopKamoqIjOIYhNmza1rkZfXz84OJgO1+S5c++eTtpkBc90ABECem6BcP8unvXfWW4evUS/dBV/8+j3Q7+fN28eVQ4idbjtOHru+gs0G/Pnz6dVWcKuLEpKS2ycbLl/inmOHcweZcVA5Vm6JYD7p1hhYeGiRYvAOamrq0O72Lt372PHjrEzKCwNOOPPygX9VmVEZmYmHExaVUWePn164sSJoKCgiRMnguvq0KFDr169Zs6cGR4enpKSwtwGhygg8B35+/vTqmQUFBRAvz0wMPCHH36ASsPe3p7OIYiwsLA2bdpA9QLP7du3hzf2+vVrEuXx3IzhzkwN5rfdDYQsW10ufHntBhKvla2woOcWCNdzl5SUeHkP6zWwtyhDNGMvHwLDPWLEiPowRLPO4bbj6LnrLzk5ORYWFvK8x4hdWcQei+Pe/LFk2wrGZDdv0XzRxsVRV2KF3XDt2MOJ3PwBvHjxwtbWdtSoUZcvXy4qKrpz5w40MNDkkAyKTN167oSEhPHjx9Oq8lNRUXHr1q19+/aBXRs0aFDnzp3Nzf9fe/cCFlW19w/cCxTYyUDtfZWjcjEQxQsqF0VNgWPpW2imHvSkpnnq5KXjhcrjtVLTk/4VElEjPJKCKCAmF9G8kagZvup7Eg94QUQFIQWkvKGZ/1+sWm3XvjDAzDAzfD+Pzzx7r7VmDwyz1/ru7Zq9u48bN27x4sU7d+7Mzc01kQs8g7bDhw97eXkZ+iapil/NvHHjxoQJE0JCQmhnjImJoYyelZW1YsUKdrabJW8ycuRINtVbLXNLz3Brn+1upH7barXbazeq872yTRYytyJ55q6oit3vvv9uD6+eC2Wnsfi/pO9Swjau9vH1mT17NgK3ccjHcWTuBs3f3//YsWNiqcFIO4s3p78lv8gRv7DouBnVXFh05oIQfpEj8sEHH/Cr9ysKCwtzdna2traWf+9Yl7NEOjarUD+ZpHYGi/2+HN+OfF81kIiICH4jPbN28+bNzMxM+rtMmzYtMDDQ0dGRgsXUqVOp5NChQ+Xl5eITwOTduXOnT58+X331lVhhSMnJyZGRkbQDvv/++xR5Bw4c6O3tTR8kyt9BQUG057722ms8dnNffPGFYuaWh2x5CddI/bbVUtLbazeq872yTRYytyLFzM3QYeGAgQP8+vtNmTtNesnddUmR7y18//kBz9OIb/HTMk2KfBxH5m7QwsPD3333XbHUYKSdRZ8BfvKL+et+A621SZ/xi/lXVJ0EohzMVwUxMTE0RKWkpBQWFtIjLUuvr6nLWSIdm2mcTGqkfgZLGrU5+b5qIO+99150dLRYag7ondy9e/fKlSspDHl5ebm6ug4bNoyOc7Zs2XL69OnKykrxCWBu5s2b984774ildXP58uWvv/568+bNixcvVrxHwdKlSxcsWEA7YFRU1LZt2/bt23fkyBF+AyP2ZUoetWl5yJAhaue5y8tK2JQSoZxNMpF/pbKR+m2r1W6v3Uh2c+ya3ivbZCFzK9LI3BVVVzKhT+ycOXMGDRrUvXt3+ojSIy1TSQO8tVy9k4/jyNwNGqWWTp06GS2dSDsLd6Wb1lo/Yc1GlNhv4uU5W/rvi4Ox0pvW2tjYSO/OKvD19Y2NjeWrFMGl95HS5SyRjs00TiY1Uj+DxcdFKfm+aiDBwcEHDx4US03S+fPnk5OTP/roI/qZ6XPbpUuXcePG0YcqNTU1Ly9PbA1mjpJuz549aV8QK2qFknRgYKCTk1OPHj1GjBgREhKyevXqGzduiO00RUZG8sD9xz/+cerUqdXO55af1ZaXcPKugJeo3V5beIraqsa9sk0WMrci7cwNJkU+jiNzN3SjRo1KSUkRSw1D2lm0bdc2/sSOWmfuxJM727dvz7emnbnt7OyktbRMJWy5key0kOJZInm5YjONk0mN1M9gCcMkI99XDYQOP0wzsP70009nzpyJj49fsGDBsGHDnnvuOTp2euONNz799NO9e/fqeK0JMFO3bt3y8fHZv3+/WFGda9euKX4dNisr6/Tp03W5Fg0Fbpa26UA6NDRUrFbJ3BU1nM+tVqJ2e23hKWqrGvfKNlnI3IqQuc2IfBxH5m7oEhIS/vKXv4ilhiHtLDopnefWfW5J7Nfx0vPc2nNL5Jnb3t6eLasNUcKqWrmwqnEySWM0lVdVKO2rhvDgwQM6dDGRy06zbz3GxMTMmTPnxRdfdHJyGjBgwOTJk9evX8/+i0B8Aliu999/f9asWWKpigsXLsTGxv7973+nZNmpU6f09HSxRZ2xKSU9e/bUmFyulrkrfovauly3RK1E7fbaan2RsKpxr2yThcytCJnbjMjHcWTuhu7evXtdunShjlisMABpZ+E3oK98Pjf/DuX4mdV8hzLqy43S+dwLFy7U+A6lr6/vli1b+CoNz9K5JbxcY1WtXFjVOJmkMZpaWVnJv0Uu31cN4dKlS97e3mKpsVRWVv773/+Ojo5+7733Bg0aRCE7ICCAkhPlm6ysrLqckgSzlpGR4eXl9cMPP4gVMjt27KDui33HcfPmzXTEK7bQB73ch1L7DDej0Uuo3V5brS+Sr6rdK9tkIXMrQuY2I/JxHJkbHi1ZsuTDDz8USw1A2llMC3lHft2SDyMXN6pi+5Tteyv/EXN0q9q1Aud8NFd63ZKSkhIad8ePH//tt9/euHEjJycnLi6ub9++rDYmJoYGKhpyioqK6JGWpd+h5BvRWFUrF1Y1TiYJT5GWUNZMSkoSZp7I91VD+Prrr0eOHCmWGtKZM2foz0Ehm93oMTAwcNasWRs2bDh58iT/mho0ZKWlpT169Dh8+LBYoeT69eu0U4ul9UQ7c1fgPpQ1hMytiIbRjRs3fgwmLzo6Wj6OI3PDL1/k79y58507d8QKfftYkrnT96TLr89N/4LGDWOxW0po8+V3qQMGDpBen5sUFxdTCndzc3vyySf/+7//W7gnTmhoqLOzs5WVlfxagXxZY1WtXL6qdjJJeIq0hDKoo6Nj06ZNpW3k+6ohbNq0KSQkRCzVq3v37h07duzTTz/9y1/+4urqSgdCU6ZM+fzzz0+cOEFVYmto8OjImToKaQkF69jY2GXLlkkLTVC1mRtqBJlbkXQYBRMnH8eRueEXkyZNioyMFEv1TdpZ3Lx5s++AfvL7UG7/ZTLJ7K4+3Z56+qknbZ5069Zx7pqFQoPV0Wvk96G0MPJ91RA++OCDNWvWiKX6kJ2dHRERERwc/Nxzzw0ZMoReKD09HRfJBm3/+te/6NPCvmBw+fLlzz77jN3PaPLkyUb7qnetIXPrFzK3ImRuMyIfx5G54ReUkHr06GHoiwYKnUVqWmr3Xt1jjlZ/u1rpv8Rvv/Tx9bH4C/vL91VDGDt2rB6/cEafn/3797/33nv0WfLz85szZ87u3bulF1MD0JCbm+vh4XHx4kVapqjdtWvXkJCQAwcOGLpf0hdkbv1C5laEzG1G5OM4Mjf8avz48Ya+N4q8s5j17qzAoEEJp76UZ2vFf0n/lzJi5IjZs2cL27E88n3VEPr06XP+/HmxtIbu3r2bkpIyZcoUNze34cOHr1271jQvPgim7N69e/7+/tu2bWOr9BH6+eefH29i6pC59QuZW5F8GAWTJR/HkbnhV6dOnerZs6dBZ3XLO4uysrJRwX8eNPSF2G+qP9ud+O2XFLjHjBkjv8qH5ZHvq3pXWVnp6OhY6wsFUkhKS0t7++23KWoHBwfHxMTU9A4jANeuXWPXA5k1axYdtonVZqXumVv+rQ9Oo4rTpY2URnuNKqNB5lYkH0bBZMnHcWRu+B2NeStWrBBL9Uexs6AA/e777/bw6rlQaW43+5f0XUrYxtU+vj6zZ89uCIG7Qmlf1bszZ848//zzYml1KGqnp6ezs9qjRo2KjY2lv4jYCEATfWY2bdr06quvuru7b9y4MS4ujj6K5n51SGRu/ULmVqQ4jOpO4y+rUQW1Ix/Hkbnhd4WFhZ07d7569apYoScanQXFuAEDB/j195syd9rK+E837P+CojY9rkuKfG/h+88PeN7f39/i53BLyfdVvUtMTPzb3/4mlqpgUXvq1KkUtUeMGEGBCWe1oaYqKysTEhJee+01+hTRYdvu3bvv37+fnZ3t4eFx7tw5sbW5MbvMrUGPm6o1eeZu3bq1sGCRtH9NjWFUFxp/WY0qqB35OI7MDY9ZuXLlpEmTxFI90e4sbt68uW/fvjlz5gwaNKh79+7U3dAjLVMJlVv2VUrk5Puq3i1evDgsLEwsfdytW7eSkpIomrOz2hS1zf2m6zSuiEVgLPTBnjhxIn2i+Bw2KunTp8+XX375eEOzpJfMHRUVRUcgtra2Tk5Oa9eulVbxZdptnZ2dra2t5Vc+VXu6Iuk2IyIi6Cm0zQ4dOmzYsMEU4hcyt+KvqT2MknMFxWKRbkzhj25h5OM4hh94TGVl5cCBA7dv3y5W6EO1nQVw8n1V78aMGbN7926xtMrdu3d37txJ8Yii9tixY+Pi4kpLS8VGAHXz888/02ds3rx5YoV5Usvcxzp5yv+JjapQ6GnXrp307l07duzgVWwhJibGwcEhJSWlsLCQHmlZeocvtacr4tuko6D27dtLn2gK8QuZW/HX1B5GT+cVeUyPo0ex4jcmfqBlYeTjODI3iLKzs7t27WqIu7tpdxYgJd9X9c7Dw+PatWvSkgcPHuzdu3fatGnsa5Hbtm3T5f7bAFJ0wJaenk6foqysLLHucStXrgwKCqr1t3hNjUbmrraEodDDAzSJjY3t168fr2ILvr6+VM7bUATv3bs3b6P2dEV8m3379hWeaArxC5lb8dfUGEbLb94M+jiV/StX+Z9hEz/QsjDycRyZGxR8+umnI0aMoAQmVtSNRmcBAvm+ql8FBQWenp58lcI3vSKVUAaKjo624LnajX6bW0ILa9eu7dKli62tLR1+ZGZmbty40dXV1cbGhkJMTk4Oa3b27FnaF1q0aPHMM88MHz6cT625d+/e22+/TeUuLi4RERF8sw8fPly8eLGTk5O9vf3EiRNv3brFyi0em4b01ltvsWlIX3zxhfb/jaSmpnp5eX3//fdihdnSS+a+fPkyX6WdlD5FvIot2NnZUbm0DZXwNmpPV8S3Sc2EJ5pC/GKZuzX8hn3MNIbR8JSTlLbLyn9J3rQsVlcx8QMtCyMfx5G5QQHlhnHjxs2ePVusqBuNzgIE8n1Vv3bs2EGJkBYyMjImTJjg7u4+d+5cHjQtmDRzv/TSSxcuXKCwSJ/Mp59+eujQoXl5eWx1wIABrFm3bt0OHDhw586dmzdvTps27a9//Ssrnz9//pAhQwqrvPDCC3yzK1euDAwMvHjxYllZ2dixY2fNmsXKLVtKSgpF7ddeey0uLk6X69iw702ePn1arDBn9ZW5pW3Unq5Iuk2TzdxSPHfyBYuk/WuqDaPSWSUaM0xM/EDLwsjHcWRuUPbjjz/6+/tHRUWJFXVAncXGjRs/hupER0fL91X9mjdv3t/+9jdKh/RXjomJMeh12U2KNHPzCVS3b9+mVT7ThlZtbW3ZshT1oW3btmXLLi4u/BDlzJkzfLN09JKbm8uWi4uLHR0d2bJlo3dG9xuOXr9+3dvb2/Tv5V5TesncwqnHvn378iq24Ovru2XLFmkbjbkl/OmK+DZN85QnMrfir/mxUuZms0qk57bZOW/5DBMTP9CyMPJxHJkbVF25csXT01OP36dU7CxAkXxf1Ze7d+9GRka2a9fuxRdf3L9/v1ht6aSZW7FcWD1+/HhAQIC9vX2jKk2bNmXlNjY29+7dY8v0lvL2FNZZS6ZJkyas3AJQVqbegPZisaIm6E0LCgoy6H0A6oteMrcwxZbecF7FFugImcqlbaTfoVR7uiK+zcTERBOc2ovMrfhrKg6j8oQtT+EM/8ua5oGWhZGP48jcoOX8+fM9evSgvVGsqBXFzgIUyffVurt169aaNWu6du06fvz45557Tu/z9c1Coxpm7g4dOrCpyT/99FNZWRkvVzvP3bFjx/z8fLZsAe7cuXPw4MGPPvqIDjzc3NzeeOON6OjoWt+V/eHDh3/961+nTJlS6y2YMo3MLf8nNqrSSHKxP0dHR9pbpVV8OTQ01NnZ2crKSuNagcLTFUm3GR4eTrHb2tqaPtgmcgkLZG7FX1M+jJ7OK3J+e3ObSdHyf1QuzDAx8QMtCyMfx5G5oRoUILy9vdetWydW1Jy8swA18n21LmiDq1at6tKlC8Wds2fPJicnU+wWGzUMNc3cNOzt2LHj3r17eXl5I0aM4OXz5s3j87lffPFFXh4WFvanP/3pP//5z+3bt7OysoYOHcrKzVRgYODw4cMp5P3v//4vJWaxuoYWLFhA76HFXKhEoJa5oXbkmRse1XkYNfEDLQsjH8eRuaF67Ftib775pu5TNhXVsbNoUOT7au2UlpYuW7asc+fOM2bMoNTICqdPn0497OMNG4qaZu60tLSOHTvSsESD0+rVq3n53bt333rrLXt7e2dnZzqeoQasnIIpNXN3d2/WrJmXl9fOnTtZuYm7fPnyzZs3xdKqX0csqq3169f7+/vTZ1ussBTI3PqFzK0Iw6gZkY/jyNygk8rKytmzZ/v5+f373/8W6x73008/iUW/QWehO/m+WlOUohYuXEjhj/5wV65c4eUPHjygCG6I6683WLRTUPIWS03bjRs39uzZs3z58nHjxnXq1MnT03Pfvn1iI/358ssve/XqZdmfOpPN3I2UiI1MDzK3IgyjZkQ+jiNzQw3s3LmzW7duISEhatdvpjxH4YPFbnn4rmNnoTFOaFSZKWFf5W+m/F2VO3LkyIQJEzw8PBYtWlRcXCzUHjp06H/+53+EQqiFGTNmXLt27dKlS4GBgTNnzhSrTVhYWFjHjh3HjBmzbNmy9PR0+YdEv/bv30/9hsVfidJkM7eZQuZWVMdhFIwJmRvqij5GH374IeW51atXl5eXC7UFBQVeXl6PHg/fXB07C41grVFlpqT7Kr2N9GbSW8oXJG/q7woLC9evXx8QEDBgwIAvvvji7t27Yosq7777bkREhFgKNUfJtW3btv/1X//15ptv3r59W6yuP/QJyc3N3bVrV3h4uOJ1h9Q+G4ZAR4BdunQ5efKkWGFxkLn1C5lbUR2HUTAmZG7Qj7y8vOnTp7u5uc2aNUt6Y4vDhw8PHz78kSR8S1XbWZwrKBaLdGPZmZv06tXr8uXL0gXu6tWrkZGRQUFBnTp1oj8H/QmktYJbt265u7uXlJSIFWD+cnJyxo4d6+fnR0cC/fv3nzBhwqJFiw4dOiS2M6ITJ05Q4D569KhYYYmWLFki7sZQB5988on4FoMOwyiYDmRu0KfS0tI1a9Z4e3v7+vrOnj177969Gzdu/Pvf//5IEr6ltDsLjVtnMdJgHRER4eTkZG1t3aFDB4v8wrWwr77yyitHjhxhCxkZGVlZWZ999tmkSZN69Ojh4eExc+ZMKlQ7/y0VExPzxhtviKVgDujve+HChf3799MHXvEUYFlZ2Z49e86fP6/LBCQjyM7O7tq164EDB8QKC7V169b4+HhxT4ZauXr1amhoqPgWQ3XDqIFojLAaVYDMDQZx9uxZCsEjR45s3bq1q6sr5cKgoKCAgIC4uDgK3wUFBSwOanQW7AL+7J/81lkM37eTkpIs/sKiwr76zjvv0IhOC9OmTaPfPTAwkI5tKHvVdI7sn/70p4MHD4qlYNomTJhAR7YODg5+fn5jxoz5xz/+QUdcYiMTc/r06W7duu3atUussGiHDh1aBnX2ySefrFq1qsJyL3FTFxrDqOFojLAaVYDMDYY1efLktWvXHjly5PXXXx8+fDjlQnr08vJic7s1Ogt2G62ycuVbZzF8324IN9Bi+2prFeL7rps9e/ZQ5rbI25GYKfpDZ2dnp6enR0ZGLliwgLI1v/+81PHjx83rPjunTp3q2rUr/V5iBQDUjcYwypSXlYhFhmR5g68eIXODYfEpEPy8LMP+s1uts5DOKtGYYcL3bXt7+8uXL/PygoICy9vthX01Li6OTdrhCzVFUXvQoEGIQaZj8ODBrq6uAQEBdIA6f/78zz77bNeuXXW8BL4poCMECtx79+4VKwCgztSGUaYgd/+etV70KFb8Rj5W8hIdqyx+YqceIXODYfFv+PHwLaXYWbBZJdJz2+yct3yGCd+37ezsGlrm5vPjFSfK62Lnzp2UuXGS29AOHToUGxu7fPny6dOnjxgxok+fPu3bt+d3I5IyqUud6MuxY8e6dOmSkZEhVgCAPigOowwL3NmZqzVit3ysVAzWQglfaAgTO/UImRsMSHolO/nlNR6pdBbyhC1P4QzftxvO3BKOXwdG8YIw1aINenp6Hj9+XKyAGiovL//Pf/5z8ODBuLg4xa8qTp48eebMmfTno49oZmYmpe179+6JjSxUeno6BW7tK+cAQF0oDqMVj5/h1jjbLR8r5cGak1c1hMFXj5C5wbD43XAULyMt7yxO5xU5v725zaRo+T8qF2aY8H07MTHR4g+1hX2VX+9c8cLn1QoJCZkzZ45YCjobPXp07969HR0dO3bsOGDAgODg4OnTp9+5c0ds14DFxMTQcd13330nVgCA/siH0QqlkC0vYeRjpTxYc/KqhjCxU4+QucFIFEOhYmehO+m+HR4eTrHb2traxcXFIqeUyffVGt2KUio5OdnHx8cCJgrrHb0zn3/++dKlSylAjxw58vnnn+/UqZPiG5WVlXXx4kVj3krGvKxcubJPnz7m9UVPAHMkH0bLy0rYlBKhnE0yEb5SKYyV5eXl8mCtUdUQJnbqkXwcR+YG45F3FqBGvq/WTnZ2toeHBz2KFZbr4cOHNCqcPHly796927Zto3dy7ty5iuekQ0JC5s2bFxYWRs0OHTqUm5tbWloqNgJNDx48oLfxhRdeuH79ulgHAPqmOIzKz2rLS5gWLVpcuHCBr1K/x0OzRhVfwNySGpGP48jcYDyKnQUoYvtqHb9mR9HT29s7JSVFrDBn9ObQ73XkyJFdu3aVl5eL1Y8e9e7dm37rwYMHv/baa9OnT1++fHlUVFQd30lQRO//iBEjxo8ff+vWLbEOAAxAbRjVcT73yJEjR40adfbs2WvXrqWmprq7u/PQrFHFFxrCxE49QuaG+qTWWYAc7asUEyk71vq+2RcuXOjVq9fGjRvFChN28+ZNytP0KFY8ejRnzhx6N/74xz+6urrSwvDhwydMmKB4PRAwjnPnzvXp02fJkiUPHz4U6wDAMDSGURa1ta9bkp+fP3r06FatWjVv3pw60q1bt/LQrFElDdYWP7FTj5C5oT5pdBYgYPsqBW4PD49axO7jx497enrGx8eLFfWEjh8UZ3esX7/+1VdfHTBgQM+ePVu3bu3m5kZ9veKFL65cuUJxvKZz2cFADhw40KVLF9P5gAE0ENrDqMYZbjA+ZG6oT9qdBUjxfbWmsZtS6apVq7p167Zv3z6xTt8ePnyoOGcjJiZm0qRJFKb79+/v5eVFYdrFxSUtLU1s9+jRyZMnjxw5kpOTc/XqVbEOTBL90enD2aNHj6ysLLEOAAys2mHUyPehBA3I3FCfqu0sTI3G/5ppVOmFdF/VPXZThA0KCvrzn/+seAtxHZWUlCheu2Pbtm0TJ05kp6W9vb3btWvXpk2b7du3i+2qzrKnpKRQmD579qz8Mu1gvkpLS4ODg0eMGPH999+LdQBgeGY3jDZkyNxQn0yqs9AlNGu00ajSC2FfrTZ25+bmUiDu2bNnbGyscLPJiqovHWZnZxcVFUnLmejoaIrR/v7+FKNdXFxat27dtWvXLVu2iO0ePTp16lRaWholaXot2uD9+/fFFmDR6FCqV69ey5YtwwwfgPpiUsMoaEPmhvpkUp1FHUNzHZ9eLfm+ymL3/v37Ke+eP3+esm9mZiYl5hUrVgwdOrRbt27r1q2rrKxkjdesWUMZ2tXVlU+SDggIUDwnnZ+fT5s6c+YMbVZxoggAm7BEB2NGmLAEABpMahgFbfJxHJkbjKeOnQXF3KioKMqdtra2Tk5Oa9euldaGhYU5OztbW1vT4+rVv98d4NSpUy+//HKrVq2eeuopHx+f+Pj4iqpNSf2+lcdJqyIiIuhFafsdOnQwwpe15fsqmT59eps2bbp06dKzZ0+K0e7u7u3atQsKCtq7d69w18+KqnPb9CgtBKiFS5cu0R4UHBxclwlLAKAXdRxGwZjk4zgyNxhPHTsLirkUMaVXBt2xYweriomJcXBwSElJKSwspEda5tft7969O71uQUEBVaWnpwcGBvKtsQUNvE1SUpKRL0rK9tX79+/n5eXt27cvMjJy7ty5o0ePpkOO1q1bDx48eMmSJVT+ww8/iO8ygP7ExsbSR+7zzz8XKwCgPtRxGKU9msZHNn7xUczQw1mDhcwN9UmtszjWyVP+T2xU1S8Id8Dq168fW/b19aVVXkURvHfv3mz5D3/4Q05ODq/idOlleBvj33yL9tUHDx64uLjQLzJmzBgK3JR76HDC29t706ZN4jsLoG+XL18ODg5+4YUXzp49K9YBQD1RG0Z15OTk9NVXX7FlZG5DQ+aG+qTWWcgTtrykoqpfYPMlmIKCAnt7e7ZsZ2dHq9IqKmHLM2fObNmy5cSJE9evX0/pgbfRpZfhbeiFhJfW5el1wfZV6ZfVfv755wkTJlD4/v0NBTAA+tR99tlnnTt3joiIEOYsAUD9UhtGddSkSZObN28KhYYezhosZG6oT2qdhTxhy0sqapi5eRU5evTookWLhg0bRs2WLl3KCnXpZXgbemK9ZG6p8PDwl19+GVcLAYP67rvvhgwZMnLkyPz8fLEOAOqb2jCqi0YSbJWX8zZxcXFdu3Z98sknnZyc5s+fX1paytts3brVx8enefPmzz77bHBwMHURrOrEiRNDhw6lMZeqgoKCLl68yJ+yatUqOnq3tbX18PDYu3cvHcx36NCBVv38/KirYc0q1F/U3MnHcWRuMB61zkKesOUlFb/t83w1Nja2b9++bNnX13fLli3SKj63RIp2cuoU2LKVlVVZWdnj9SLeE9XL3BLpW5eZmdm9e3d8iQ0Mh8a5kJAQ+pjRR12sAwDToDaMkoT/O+i1bmrzj1+hR1oWq6tIRy555t6zZw+FY3osLi4+depUQEDAwoULeRt3d/eUlJSioqLc3NxRo0bRkTmroqekpqbSU65cufLWW2+9/vrr/CmUrY8fP05PmTFjxjPPPEMjKV8dPHhwtS9q7pC5oT6pdRbyhC0vqajagYUvMm7fvp1VxcTE0Kq0ikfkfv36JSQk0JE3VdExd48ePVg5HU8nJSWVl5ezVUW8J0pMTKyX71Ay9KKUhBTviA5Qdw8ePIiMjKRh74MPPqjAtW4ATJjaMEoh23Hl2NTso0U3SuiRlhVjt3bmHjhwYEZGBm+Qk5Pj4uLC22RmZvKqCxcutGjRgq9yV69edXBwYMv0FErYbJn957B0lSI4W9Z4UXOHzA31Sa2zkCdseUlF1Q7MrxXo6Oi4Zs0aaW1oaKizs7OVlZVwrcDk5GTapZ9++umWLVsGBQXx/8+imE4badq0qUZ6llaFh4dT7La2tqbuwJjXCrx///5LL71Er/74ewmgHzt37vTz8xs9ejQNomIdAJgYtWHUa93U5NOH+SotU4mk/lfamZtGyaZVmjRp0rhxYyqnZd5GOEXFn5WdnU1ja6tWrRpVkT5FOndcvsoWNF7U3CFzQ31S6yzkFy1Ry9xikeXi++qcOXMmTpz4+BsJoAcZGRmDBg0aPHjwoUOHxDoAMElqw+gzH79SeKOEr9IylUjqf6WduW1sbKRXGpCSj7+8pF+/fjNnzszJySktLS0pKZFvVntV40XNHTI31Ce1zkJH8n3egrF9dfv27X5+frgIN+gXhexXX32VRsrU1FSxDgBMmNowqpfz3L179w4NDeUNpOTjLy9p1qxZUVERW961a5d8s9qrGi9q7pC5oT6pdRY6ku/z+tJIidjIuGhfvXPnjpeXV05Ojvg+AtTW7t27hwwZ8vzzzyckJEivRAkAZkFtGNXLfO7k5GR7e/t169bl5+fn5eUlJib2799faMPxkm7dui1durS4uPjrr7/u2LGjfLPaqxovau6QuaE+qXUWIEf76u3btylzHz16VHwfAWro7t27MTEx/v7+gwYN2rVr188//yy2AABzoDGM1v26JSQtLY0ib7Nmzezs7KjHSElJkbcRSthltZ544om2bdsuX75ccbPaq2ovau6QuaE+aXQWIGD7KgVuDw8PxG6otZycnLlz57q5uY0dOzYjI0OsBgCzgmHUjCBzQ31CZ6E7vq8idkMtVFZWbt++fejQoa6urvPnz8/LyxNbAIAZwjBqRpC5oT6ZXWch/980TqNKL6T7KmI36O7ixYsfffRR586dhwwZsmnTph9//FFsAQBmy+yG0YYMmRvqk9l1FhrBWqNKL4R9FbEbtFHUXr169UsvvUSfk4ULF+KrtwAWyeyG0YYMmRvqkyV1FkbO3I8Qu0FJdnb28uXLBw4c6ObmNmPGjIyMjAcPHoiNAMBSWNIwavHk4zgyNxhPHTsLeczlJadOnXr55ZdbtWr11FNP+fj4xMfH8zZxcXFdu3Z98sknnZyc5s+fX1payp+7evVqBweHxo0b88YC6StGRETQFqytrTt06GDM+1BKIXYDk5WVtWjRIl9fX/o8TJ8+fc+ePffv3xcbAYDFqeMwCsYkH8eRucF41DoL+U0odbwPJS/p3r07bbygoKCwsDA9PT0wMJCVUxahUEKPxcXFlMsDAgIWLlzIn9u/f/8zZ86wVUV8+0lJSe3bt09LSysqKqLHtm3byn8Y/ZLvqwyL3QcOHBArwKL99NNPJ0+eXLt27fjx493c3Pz9/ZctW0bJG1f9A2hQ1IbReqGXcVCXjejSxgTJx3FkbjAetc5CnrDlJRVKex0v+cMf/pCTk/N45S8GDhyYkZHBV6mNi4sLW6bnUn7lVYr49vv27bt161ZeHhsbK/9h9Ivtq6019ezZ01tiyJAhr0pMmDBh+m9mzZr1/6qEhYVtq7Jjx44jVSjJXa5SVlYm/sGgXlVWVn777bf0JwsODu7QoUOvXr1mzJixffv2kpISsSkANAxqw2i90Ms4qMtGdGljgpC5oT6pdRbyhC0vqVDa63jJzJkzW7ZsOXHixPXr1589e5Y3oMKmVZo0adK4cWNqT8v8udevX+ctFfHt29vbUyrl5QUFBfIfRr/k+ypDKdnDw+PgwYO0XFhYyOI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Attachment to AttachmentBlob--><g id=\"link_Attachment_AttachmentBlob\"><path codeLine=\"66\" d=\"M744.09,360.64 C775.45,360.64 787.37,360.64 818.6,360.64 \" fill=\"none\" id=\"Attachment-AttachmentBlob\" style=\"stroke:#181818;stroke-width:1.0;\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"741.5\" x2=\"741.5\" y1=\"364.64\" y2=\"356.64\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"744.5\" x2=\"744.5\" y1=\"364.64\" y2=\"356.64\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"745.5\" x2=\"737.5\" y1=\"360.64\" y2=\"360.64\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"821.5\" x2=\"821.5\" y1=\"356.64\" y2=\"364.64\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"818.5\" x2=\"818.5\" y1=\"356.64\" y2=\"364.64\"/><line style=\"stroke:#181818;stroke-width:1.0;\" x1=\"817.5\" x2=\"825.5\" y1=\"360.64\" y2=\"360.64\"/></g><!--link Post to Attachment--><g id=\"link_Post_Attachment\"><path codeLine=\"67\" d=\"M488.47,274.01 C520.66,306.31 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      "text/plain": [
       "                 ,--------------.            \n",
       "                 |Reaction      |            \n",
       "                 |--------------|            \n",
       "                 |~ id          |            \n",
       "                 |- user_id     |            \n",
       "                 |# subject_type|            \n",
       "                 |- subject_id  |            \n",
       "                 |+ type        |            \n",
       "                 `--------------'            \n",
       "                                             \n",
       "                                             \n",
       "    ,--------------.                         \n",
       "    |Notification  |         ,------------.  \n",
       "    |--------------|         |Comment     |  \n",
       "    |~ id          |         |------------|  \n",
       "    |- user_id     |         |~ id        |  \n",
       "    |+ title       |         |- post_id   |  \n",
       "    |+ content     |         |- user_id   |  \n",
       "    |# subject_type|         |+ content   |  \n",
       "    |- subject_id  |         |+ created_at|  \n",
       "    |+ is_read     |         `------------'  \n",
       "    `--------------'                         \n",
       "                                             \n",
       "              ,------------.                 \n",
       "              |Post        |                 \n",
       "              |------------|                 \n",
       "              |~ id        |                 \n",
       "              |- user_id   |                 \n",
       "              |+ content   |                 \n",
       "              |+ created_at|                 \n",
       "              `------------'                 \n",
       "                                             \n",
       "                                             \n",
       "     ,-----------------.     ,-------------. \n",
       "     |User             |     |Attachment   | \n",
       "     |-----------------|     |-------------| \n",
       "     |~ id             |     |~ id         | \n",
       "     |# screen_name    |     |# record_type| \n",
       "     |+ name           |     |- record_id  | \n",
       "     |+ password_digest|     |# name       | \n",
       "     |+ joined_on      |     |- blob_id    | \n",
       "     `-----------------'     `-------------' \n",
       "                                     |       \n",
       "       ,-------------.       ,--------------.\n",
       "       |Following    |       |AttachmentBlob|\n",
       "       |-------------|       |--------------|\n",
       "       |~ id         |       |~ id          |\n",
       "       |- follower_id|       |# uuid        |\n",
       "       |- followee_id|       |+ filename    |\n",
       "       `-------------'       |+ content_type|\n",
       "                             `--------------'\n"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plantuml\"\"\"\n",
    "class User {\n",
    "    ~ id\n",
    "    # screen_name\n",
    "    + name\n",
    "    + password_digest\n",
    "    + joined_on\n",
    "}\n",
    "class Following {\n",
    "    ~ id\n",
    "    - follower_id\n",
    "    - followee_id\n",
    "}\n",
    "class Post {\n",
    "    ~ id\n",
    "    - user_id\n",
    "    + content\n",
    "    + created_at\n",
    "}\n",
    "class Comment {\n",
    "    ~ id\n",
    "    - post_id\n",
    "    - user_id\n",
    "    + content\n",
    "    + created_at\n",
    "}\n",
    "class Reaction {\n",
    "    ~ id\n",
    "    - user_id\n",
    "    # subject_type\n",
    "    - subject_id\n",
    "    + type\n",
    "}\n",
    "class Attachment {\n",
    "    ~ id\n",
    "    # record_type\n",
    "    - record_id\n",
    "    # name\n",
    "    - blob_id\n",
    "}\n",
    "class AttachmentBlob {\n",
    "    ~ id\n",
    "    # uuid\n",
    "    + filename\n",
    "    + content_type\n",
    "}\n",
    "class Notification {\n",
    "    ~ id\n",
    "    - user_id\n",
    "    + title\n",
    "    + content\n",
    "    # subject_type\n",
    "    - subject_id\n",
    "    + is_read\n",
    "}\n",
    "hide methods\n",
    "left to right direction\n",
    "\n",
    "Post::user_id }--|| User::id\n",
    "Comment::post_id }--|| Post::id\n",
    "Comment::user_id }--|| User::id\n",
    "User::id ||--{ Following::follower_id\n",
    "User::id ||--{ Following::followee_id\n",
    "Reaction::user_id }--|| User::id\n",
    "Reaction::subject_id }--|| Post::id\n",
    "Reaction::subject_id }--|| Comment::id\n",
    "Attachment::blob_id ||--|| AttachmentBlob::id\n",
    "Post ..> Attachment::name : image\n",
    "Post::id ||--{ Attachment::record_id\n",
    "Comment ..> Attachment::name : image\n",
    "Comment::id ||--{ Attachment::record_id\n",
    "Notification::user_id }--|| User::id\n",
    "Notification::subject_id }--|| Post::id\n",
    "\"\"\""
   ]
  }
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