{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "692c11ed",
   "metadata": {},
   "source": [
    "## Sparse quantum time evolution with `SciPy` expm_multiply "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9886d42d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.sparse import diags\n",
    "from scipy.sparse.linalg import expm_multiply\n",
    "# short animation only:\n",
    "# from IPython.display import HTML\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "01b834e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Lattice\n",
    "N = 500\n",
    "J = 1.0\n",
    "x = np.arange(N)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "711008f5",
   "metadata": {},
   "source": [
    "Tight-binding Hamiltonian, off-diagonal hoppings:\n",
    "$$H=−J \\sum_i ​(∣i⟩⟨i+1∣+∣i+1⟩⟨i∣)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9635769b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4, 4)\n",
      "[[ 0. -1.  0.  0.]\n",
      " [-1.  0. -1.  0.]\n",
      " [ 0. -1.  0. -1.]\n",
      " [ 0.  0. -1.  0.]]\n"
     ]
    }
   ],
   "source": [
    "# test case \n",
    "N_test=4\n",
    "offdiag = -J * np.ones(N_test - 1)\n",
    "H_test = diags([offdiag, offdiag], offsets=[-1, 1], format=\"csr\")\n",
    "print(H_test.shape)\n",
    "print(H_test.todense())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0eb31b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# apply to the real large-N case \n",
    "# Tight-binding Hamiltonian\n",
    "offdiag = -J * np.ones(N - 1)\n",
    "H = diags([offdiag, offdiag], offsets=[-1, 1], format=\"csr\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebe441e2",
   "metadata": {},
   "source": [
    "The initial wave is a Gaussian wave packet \n",
    "$$\n",
    "\\psi_0 = e^{-\\frac{(x-x_0)^2}{4\\sigma^2}} e^{ik_0x}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "900ee501",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Initial Gaussian wave packet\n",
    "x0 = 250\n",
    "sigma = 15\n",
    "k0 = 0.8\n",
    "psi0 = np.exp(-(x - x0)**2 / (4*sigma**2)) * np.exp(1j*k0*x)\n",
    "# normalize the wave packet\n",
    "psi0 /= np.linalg.norm(psi0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84470a54",
   "metadata": {},
   "source": [
    "# Time evolution \n",
    "$$\n",
    "\\psi(i,t) = e^{-iHt} \\psi_0(i)\n",
    "$$\n",
    "<b>Never store full matrices, neither full $H$ or the time evolution matrix $e^{-iHt}$ are needed</b>\n",
    "\n",
    "<i>Important: if you need only matrix A times vector x,  Ax, you don't need the <u>dense</u> matrix A.</i>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2d0823e",
   "metadata": {},
   "source": [
    "First, try the Taylor expansion \n",
    "\n",
    "$$\n",
    "\\psi(i,t) = \\left[1-(itH) + \\frac{(itH)^2}{2!} -\\frac{(itH)^3}{3!} +... \\right]  \\psi_0(i) \n",
    "$$\n",
    "to demonstrate it <b>fails</b>.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1560dd3e",
   "metadata": {},
   "source": [
    "Next, do Taylor expansion or the proper exponentiation using SciPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7050f0bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10001, 500)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Time evolution time span\n",
    "times = np.linspace(0, 500, 10001)  \n",
    "\n",
    "psi_t = expm_multiply(\n",
    "    -1j * H,\n",
    "    psi0,\n",
    "    start=times[0],\n",
    "    stop=times[-1],\n",
    "    num=len(times)\n",
    "    )\n",
    "\n",
    "\n",
    "print(psi_t.shape)  # should be (len(times), N)\n",
    "#raise SystemExit(\"Stop here\") # Jupyter notebook own execution stops    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19ecba8d",
   "metadata": {},
   "source": [
    "$\\Rightarrow$ the evolved wave function is stored as array `psi_t[t,i]`, the argument order is time, position.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34cf8f24",
   "metadata": {},
   "source": [
    "Make a plot of the evolving wave packet, plot $|\\psi(x,t)|^2$ (actually it was stored as $|\\psi(t,x)|^2$)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "95fabb59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "for t in range(0, len(times),300):\n",
    "    if t==0 or t==len(times)-1:\n",
    "        lab = f\"t={times[t]:.0f}\"\n",
    "    else:\n",
    "        lab = None\n",
    "    ax.plot(x, np.abs(psi_t[t])**2, label=lab)\n",
    "\n",
    "ax.set_xlabel(\"lattice site\")\n",
    "ax.set_ylabel(r\"$|\\psi|^2$\")\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1564dc89",
   "metadata": {},
   "source": [
    "Conservation of wave function norm $\\sum_i |\\psi(i,t)|^2$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "304d2b78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999999999994419 1.000000000000003\n"
     ]
    }
   ],
   "source": [
    "norms = np.sum(np.abs(psi_t)**2, axis=1)\n",
    "\n",
    "print(norms.min(), norms.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2f135ce",
   "metadata": {},
   "source": [
    "Conservation of energy $<\\psi| H |\\psi>$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1.3926395151215136 -1.3926395151207323\n"
     ]
    }
   ],
   "source": [
    "energies = np.array([\n",
    "    # compute the expectation value of the Hamiltonian for each time-evolved state\n",
    "    np.vdot(psi, H @ psi).real\n",
    "    for psi in psi_t\n",
    "])\n",
    "\n",
    "print(energies.min(), energies.max())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "80f5d051",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6fd2f5cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e2e303dc7898424abd008173bec22bd2",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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72xo2bJjC4bDOPfdcvfDCC35rqefFF19UJBLR7rvvboPjggULtOeee9rrnn/+ee21117v+dyw9US34n0DAAAA5SXZJf2/cdv+cb+yQorXvKe7mDRpkv9xbW1tyctSqZS6u7v9671AOGvWLFsVfOaZZ2w43G233dTS0mLbUb1wiO0TFUIAAAAA75oJhLNnz7YfmwqiFw7NesN4PG4rh9h+USEEAAAA+kus2qnWDcTjDuA2Fl7oM+HQaxH985//rKOPPlqVlZUDdm7YNAIhAAAA0F9CoffcujnYTJs2zYa/M888064ZPPnkk3XDDTfot7/9rR555JGBPj1sAoEQAAAAKCNmjZ/ZSsK0cxrRaNR+bi73xGKxosvM8eYyM2Am6Lvf/a4dQGOqgWZC6dtvv60PfOAD+te//qV99tlnG35leDcIhAAAAEAZmThxot2I3rPDDjvkfW7MnDmz6DLTClp4mTF8+HD95je/0VNPPaWDDjpIK1asUENDw1b8CtCfGCoDAAAA4D17+eWXNX36dMLgIEMgBAAAAPCeNTc366STTuKZHGRoGQUAAADwnv33f/83z+IgRIUQAAAAAMoUgRAAAAAAyhSBEAAAAADKFIEQAAAAAMoUgRAAAAAAyhSBEAAAAADKFIEQAAAAAMoUgRAAAADAu7Jw4UJddNFFOuuss3TnnXfyLA5CBEIAAAAAW6yzs1OnnXaadtllFx1zzDG67LLLdO+99/JMDjLRgT4BAAAAANvWCSecYEPcpZdeukW3mzZtmm6++WYdffTRqqio0H/+8x9VV1fb65599lm98847W+mMsbVQIQQAAADKTDqdViaT2eLbpVIp/3bRaNQPg/Pnz7eB8Iwzzuj3c8XWRSAEAAAA8K699NJL+sQnPqE//vGPamxs5JkcZAiEAAAAQJnr6OjQOeec47d8fv7zn9fjjz9uP77hhhv0m9/8puTtHnjgAV188cU2DE6ePHmbnjP6B4EQAAAA6CfZbFZdya5t/mYe97148cUXdccdd2jkyJF2WMyNN96oeDxur/vpT3+q9vb2otusXbvWrkU0baQf+9jHdOyxx/YZHLH9YqgMAAAA0E+6U93a/7b9t/nz+fRHn1Z1zFnP924D4U477aSqqio98cQTCoVC2n333W0QXLBggfbaa6+i29TX1+uuu+7Ku2zq1Knv+hwwMAiEAAAAQJl74YUX/NBnPvbC4WOPPaZwOKw99tij6DZmyqipCmJwIxACAAAA/aQqWmWrdQPxuO+FqRCatk/vYy8cPv/88zYcetNEMfQQCAEAAIB+Ylot30vr5kBZtGiRRo0a5VcIzzvvPPuxaQk98cQTB/jssDUxVAYAAAAoc2PHjtXvf/97Oyjm9ddft1XBb33rW3rllVf06U9/eqBPD1sRgRAAAAAoc7feeqsWL16sMWPGKJlM6kMf+pDdduKRRx7RlClTBvr0sBXRMgoAAACUuQMOOEBvvPGGvve979ltJsxm82aKKIY+KoQAAAAA/LWE++yzD2GwjBAIAQAAAFimbfSggw7i2SgjtIwCAAAAZeaee+6xE1FLXb4xCxcutPsSYujgX3MrSKVSW3R8Op3eGqcBAAAAlGRCXalAuCmRSORd3Q7bLwJhP4bAyy67zPZbV1ZW2t7r5557rs/jM5mMbr/9druAt66uTg0NDTrttNO0ZMmS/jolAAAAANgoAmE/+drXvqY777xTjz32mFpaWrT//vvr2GOP1YYNG0oev3z5crvR54033miPf/PNN9Xa2qrjjjuOiiEAAACAbYJA2A8SiYRuvvlmXXHFFZo9e7Zqa2v1/e9/Xz09Pfrtb39b8jYTJ07Ubbfdpv3220/xeNxuBvrNb35Tc+fO1bx58/rjtAAAALANZLNZnmeet0GLQNgPzJ4tbW1tOvTQQ/3LqqqqbNh76qmnNvt+TNXQaGpq6o/TAgAAwFYUi8Xs+66uLp7nd8F73rznEQODKaP9YM2aNfb9yJEj8y43n3vXbYppF/3v//5vnXrqqRo9enSfx/X29to3jwmiRjKZtG9AX7zXB68TbA5eL9gSvF5Qzq8XMwti9erVdj5EdXU1A1c2s6JqwuDatWvt/A3z3Jm3oKHy+hgMCIT9qPCFbD7fnClM3d3d+vCHP2yH0fzv//7vRo+99tprdc011xRdPmfOHPtNCNiUBx98kCcJm43XC7YErxeU6+vFhMLOzk62Y9gC5vfk9vZ2zZ8/v+T1VF23HQJhPxg3bpx9b6qBO+64o3+5+XzSpEmbDIMnnXSSPdaEumHDhm30+CuvvFKXX355XoXQrEc8/PDDaTXFRpm/tJkfvkcddRStGdgkXi/YErxewOvF2UbMTJ1nPeGmmYJJNBq1W1j0xeuCw9ZHIOwHO+20kw1jDz/8sN1GwjB/8Xj66af10Y9+1D/ODJkxTCXQ+/xDH/qQXTtowuCoUaM2+VgVFRX2rZDpvab/GpuD1wq2BK8X8HrB1jLUvr8Mpa9le8Dzue0QCPvjSYxG7YTR73znO9p77701c+ZMux7QrCE8++yz/eNMW6hx33332cmkJ598st5++23df//9qqmpUUdHhz+QZmN/MQEAAACA/kAg7Cdf/vKXbYvAxRdf7O9DaCqGZgsKjwl6HrO1xOOPP24/3mOPPfLu629/+5uOPPLI/jo1AAAAACiJQNiPvdBmfZ9568tf//pX/+PddtvNrwgCAAAAwEBgH0IAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAC2wD9fWalTbv6PljV3SS/+TrrnS1Imw3MIABiUogN9AgAADCYX3faCff+lP72i25Zf5Fy4wyHSrJMG9sQAAHgXqBACAPAuzF3Zlvtkw0KeQwDAoEQgBADgXWjuSuY+6drAcwgAGJQIhAAABGWzUjq1GT9AA+sGu9bzHAIABiUCIQAAHhMEbz5QuuUDUqq35PNSE4/Y93ElNysQrmjpVtaETAAAtkMEQgAAPJ1rpbVzpZUvSS/+tuTz0lgdt+8rldhkIPzT88t00Hce0a+fWMxzDADYLhEIAQDwpANVwcd/ICV7ip6blLvFREWwQti+uuRz+Nbqdvv+9RWBATQAAGxHCIQAgLJ348PzdcT3/6X/+duLueeibbk0756i56Y35QTCylCgQti+ouRehF0JZy1ic2fgWAAAtiMEQgBA2bv9mXf09rpOPfXWivznokQraG+yRIUwk5I61xQd25VI2/cbuhLSG/+Qbj1Jal9V9s83AGD7QSAEAJQ9r+oXV8F00YLBMmY4TG8qXbyG0KsoFuhJOse2mC0qnvs/adGj0vwHyv75BgBsPwiEAICyl0iVqPoVrim06wezyrgDQ4uObV3ed4XQtIz2drgXsmchAGD7QSAEAJQ9r+oXDxUGwmTJSqJRUXhs24o+A2Frd1LZRKdzYXdz2T/fAIDtB4EQAFDWMpmskuls6apfQctor9sCWrpldFmfLaP2cXq9QEiFEACw/SAQAgDKWiKdq/rlbTZvpBN9VwgLj/VaQktUCJ0Hcq+nQggA2I4QCAEA5eHh/5H+9wOS17pZIuQVDZXZSCAsqhAWtJca3YFAGEp6FcKWd3f+AABsBQRCAMDQl0pIj18vLX9OevtfJQfKlFwXWNAyGmwBLTq2IDwa3e7xYWUU9gbUMFQGALAdIRACAIa+Va/kPo5V90vLaHGFMD88Bjemr1ZP7kJaRgEA2xECIQBgyDLTPf81b43SS57crEExmwyE7rGxSKjEFhXJomE1Pe4m9tUKPCZDZQAA25HoQJ8AAABby3n/97ReXtaqRyfP0WTvwlR3nxXCTU4ZdSuEtRVRVSbcsBirkcz6wILw2ONuZWHUhAIVwlSPlOyWYlXv6WsDAKA/UCEEAAxZJgxKWTWsfSF3YbJnI2sI3aEy0aqNtozWVkb98JitqCt5bHDCaF7LqEHbKABgO0EgBAAMSd4AmEmhNWrMBDaDL6wQ5k0ZdSuEfYQ8bwP72oqYKrw1hP6xyT4njNYUBkIGywAAthMEQgDAkDR/tbPv3+TQ6s1qA62JR3Ito17IM9NJg8e6awLrKkyF0LkuEy8dHr0Jo0Z1sGXUXhkIqIE1h/e/vkqr2wqOBQBgKyIQAgCGpLmr2kqvCzTr90pUCOsqYyUqhL19t4y62070FQjzW0Z7NxkI/7NwnT792+f11b+9tvlfJAAA7xGBEAAwJM1d2UcgNENd+gh53sb0mb4qhG7LaHU8oiq3QpiOb7xlNBIO5Q+VsVduKDrfpRucoLqsOT+wAgCwNREIAQBD0psr20tvJVFQIcytCwxW/Wo3OlSmIhpRpTuAJh0rfWx30rm+qSa+WRVCs0WG0ea+BwBgWyAQAgCGnGw2m2sZdUNeX2sIcy2jpkLoBsJYHy2j7hrCeDSsavd+U/6xyZItow1VseKhMiUCYUt3Ii8YAgCwLRAIAQBDTltPSi1dyT5aRkvvQ1gVM0NlnKpeKlq70ZbRimjYD5qpaE3pCqEbCOurYsVDZUpMGW11z7ejN6WUeZwNb5tku0VfNwAAW4pACAAYcnoDEz6LW0ZL70Noqn6VYa/qV7PxltFYWJVuIExENz5l1FQIvZbRbOWwTbaM2sd5+v+kG/eUnr1lC75qAAC2XPRd3AZ9eOWVV/Tb3/5WLS0t2n///fWxj31M0ejGn+K3335bt9xyi9555x1df/31Gj16NM8vALxHXnDbnAphqXWBSb8NtK8KYUSV7lCZpF8h7Ltl1NuYPl03TtGeZqm7peicvYqmPW7Fy84Hq5k4CgDYuqgQ9pNHHnlE++yzj9rb27Xzzjvr2muv1Yc//OGN3ubLX/6yjjrqKK1cuVK///3v7W0BAO+dF9zy1hB6g2I2UiH0WkYT4erSexa6awhty6gbNBObaBmtqYj4U0YzVU3u/RbvNdgSqBBmOta6d1IcHAEA6E8Ewn5y2WWX6dxzz9XPfvYzXX755brrrrv0z3/+U/fee2+ft/nkJz+p+fPn69Of/nR/nQYAlJdEl/NWoMcNbnkto5WNJcOYFwiD6wLzQl5gHV+ummgCoRMAeyO1JY/1Wkar41HVhZ1gmfJaRguG1RROFw11rXe/EAIhAGDrIhD2A9Pu+eqrr+r000/3L5s1a5Z233133X333X3ebsaMGQqH+ScAgHfFDHy5YZZ08/5SJhcA+2wZrSodCIODYrzw6Ic8ZaVMqvjYWERxNxD2RNzwaASO7Uqk/GE1NSE3EMYbS7aXGi1duQpjuNsNhFQIAQBbGWsI+4FZB2hMnjw573LzuXddf+nt7bVvnrY2Z6x6Mpm0b0BfvNcHrxMMmdfL2rcUM8NZupuV7FgnVQ3LhbEeJ1zFIiE/EJrN5s2f4LKJbqUCX1ePG9wiIVNNdD7uVKV/fbKnw2837XHbQKOhrOJZ5zG6ssFjO6W4ExA7e537ikfkbzvR6w6gyaZ6884hmc6o071ve969ztCZbHdL3nHbq0HxesF2g9cLtuR1gq2PQNgPurudAQW1td5flB11dXVavny5+pNZm3jNNdcUXT5nzhxVV7trXoCNePDBB3l+MCReLyPbXtVB7sdz7r9L3fER/nVvNIdMxFNVOONX/Va39misCWqt6/TwPff4xy5YZGJiWIvfnq9Y1vmD2wtzF2tP9/oH77tHSXcbihWrnWPnvvqy3zL67BuL9L68Y51AuGiJc+yi+W/quGyPFJLmLVuvkebnRkerHgycQ3sy9yM5rIziyVb7cbJ9je4NHLe9255fL9j+8HrBxnR1FS8HwNZBIOwHDQ0N9n1zc7MmTJjgX75hwwb/uv5y5ZVX2jWKwQrhxIkTdfjhh6upyR1WAPTxlzbzw9cMMorFYjxHGPSvl/ALa6SFzseHH7SPNGqWf130jdXSmy9rZGOtKlqcQDhy4gyp9UU75OX444/3j53zp1elNSu166ydVPFY2naJ7jhrT2VXhRXKZnTU4YdKdWPssb9e9rTU1qoD99pVWubcfsfd9pVWOB8fdcT7pdpR9uO/rHtB2rBOe8/eXTWreu39jpsxW1p3u6ri+eewcG2n9Nx/7MfD1K6wOdhUCtPdOv64Y6XQ9r28YDC8XrD94PWCzeF1wWHrIxD2A7NeMBKJ6LXXXtNuu+1mL8tms/bz888/X/2poqLCvhUyP4D5IYzNwWsFg/31YjZuX9/Rq8ltbiJzg5MC55nKmgqhNKw67gfCdGWj/aEXSvXmfU1Jdw5MdTymmFtNTIYrFIpU2C0qYqGMf9+JtHNwbSw3PCYVrpIicTtUJhbO+sf2uOsY66riqjYVQnO/FcPt+5A5NnAOnd5JSBoeyk2cDimrWLorrx12e7Y9vl6w/eL1gk29PrBtbN9/chwkGhsbddxxx+knP/mJ3+/8pz/9SStWrNCZZ57pH/e9733PvgEA3r1P//Y5Hfb9f6lzdWCNdm97ycmhtZVRf3JoMla/0Smj8UhYMXddYE82JkXjRQNgvGE13qb0mWxIPZmwEwjtsYniKaOxsKrcNYQ9Ue8c8reoaO3Ofd4UKvirOINlAABbERXCfmLC4JFHHqlddtlFU6ZM0eOPP67rrrtOu+66q3/Mww8/bN9/8YtftO///ve/649//KPWrVtnP7/iiivsOsQLLrhAhx12WH+dGgAMGab74uWlrXZ3h/SGRbkrevNDlB/cohFVuZvNJ9yBLkp2l952IpLxWzV7zY9HP+T1Fk0ZrXQriT1mhWImK0ViRUHP25i+KpJWVM7HPbGGknsWBjelH66CQMjWEwCArYhA2E8mTZpkW0Qfe+wxtbS06Oc//7l22GGHvGO+9KUv5X0+depUHXvssfbjc845x7/crAkEABRr7U7allGjomNpnxVCf79AU51zq3nehE9l007Vzw1xXsirCue2jOjORCTTMlqwOb23MX2ltwehaTJNZ0pXCN1AWBsKhMRIfe4cMmkpHPG/LqOuIqrhqfyvhQohAGBrIhD2o3g8bquEfTniiCPyPjfVw2AFEQCwccua3anO6lJFomUjgTC3t2CFqRBmpe6IGwi9tlE3ECYK2kCNnkx0Ey2jiVyF0Kwr9MJj4Nget2XUaxftzUbVE3Lv0x6bkMz6w0CFcFJTtYavLgiEVAgBAFsRawgBAIPGsmZnDPnE0Nr8KwoDoVvJq4hG/DWE3eHABvLJ3DrCRNo91m0tTWYj6k2HNtoy6m9gn405gdJrGQ1UCL379fY2TCim3qxTESw81qsQTjaBkDWEAIBtiEAIABh0FcKJoTX5V/TVMhoN+4GsW2ZQjLuJfKq7uA3UW2uoqBPmvEDorgs06xe9+427+xU6FcLSLaMpdyJpLOSEyKRM0AwEwlRxIJw0vKZ4qAwVQgDAVjTkWkZ7enr0i1/8Qs8991zR/iUjRozQLbfcMmDnBgDon0A4LrQ+/4qioTJuy2gs7G8g35M2baBmK4mekhVCr2XUrAu0VT9zbCDkmdZQM8zGiGeTfnh0AmGsqGXUXm4CoTtQJmWCprnI3aIiGB5bupyPJw6v0nA54TZTPVLhrrV9riE0X2M0HFYk7GyxAQDAuzHkAuEZZ5yhp59+Wsccc0zeJvHGsGGDYx8nAMDGW0Zr3HV5m64QRvzw1pU1gdCs2WvNqxD6205kA62dtg00v2XUC5lGLNAG6qwhzK8QmmpiykwfNT9og+HRu18bCHuLJpLWV8Y0Iux8LYnGHVVpA2Fz0fPQ3pPUEdc/qhmja/X7Cw7g5QIAeNeGVCDs7u7Wvffeq0WLFmn8+PEDfToAgK1UIawKuWGqstFpqezt6GMNYdjEMPtxVyYmxbyW0eC6QDcQuhXCRLZ0y6h3nOFtI5FSJP9YNxB6YTB4rFmbmN9eWlxNjEfDfstoT/0OqlzxdMmW0deWt2lte6+aOxM2fIZCVAkBAO/OkFpDaH4g1tXVEQYBYAgywccLhN62D6odtfEpo5GQv9l8l1m/ZyuE+XsR+vsQupW8XsX7aBl1jouGQwq71UQT8vKHyiTzjrXHu4HUtIzmBcJAKPUH0ETDqvY2sa92/7BZomX07XUdfvD0tuEAAEDlHggrKyu122676ZFHHhnoUwEAbMU9CP1AWNNXIHQCVlU0628232m2kvArhIE1hO6xMTe42aEyeSGvN29ITDQS8oOfqRCWGipj20hdkYwbHu2wmmzJ7Sz8UBoxQ3DcqaiVI5wrS1QI317b6X/c3Jm7HwAAyrpl1AyRGT16tI4//nideuqpRRu8NzQ06Morrxyw8wMAvHtedTBvz8DakRsPhIHN5jtthbAyr0Joqo5edS4XCN2hMlXexvT5FcJYOCxl+qj6eS2jeRVCLxCWDo95oTSSazHtjo/ou0K4Ntci29yVsPsXAgCgcg+EiURC69ev1yGHHKLVq1fbt6CRI91fHAAAg463eXt9ZVSV3vCWmpEKldyH0N0U3t1KwuhIhgPbTvQUrQv0WkvtlNF0ccuoPyQmUCE0IS+RykpVhS2j7rHhkEJueEz6Q2W8++0trhC64dHojA3vu0K4Llch7Fq7RLrnJGm/T0l7nrNZzyUAAEMyEJptJR566KGBPg0AwFbQ7Ya8sQ1VqtzghKlk1UjFvW0nzJ4Q7nAVL+j5W0lko+o2wS1WlRcIvepg3jRQM1SmxGbz/hrCiKkQpjbRMpopDo/+sJriLSq886gI5aqGXZEG54PAFhnO15bW0g3OtFVjh2eulla9LP39IgIhAKC81xACAAY5E+qev1Va/kKfgXB4TVxVbtDrjjd5N5QSuaqZHwjDub0Fe8zkUb9l1A2Ewcmh/lAZt2XUq+S5w1/8jebD+RXCjQXCmAmPfR1bYtKpVyHMZEPqClXmKomZ3Hm+s75LgSGmqm9+fTOfXAAAhniF0PPaa6/pJz/5id566y1VVFRojz320GWXXWbXFwIAtmMmCN51qTRyZ+mip/Ku6k44Yak6HlGNG/Q6wnVqCEedip1pG62ozZ8y6u8BaAJhWqrxKoTd+VtORMMKuQHNBMJe2zJauJVEsELo3G/a30oiv+rntZc6gdANiXZYTbaoFdVe500ZddcxmnPozriPb4/tlcLOuS8MDJQxanrXvJtnGgCAoVkhvO222zR79my9/PLL2nnnne0WFH/96181Y8YMvfLKKwN9egCAjVk3z3nfvMipFgZ0u5u3V8YjqvYCYTomVdQ5BwTWEfr7ELprCG3AMoHQC2MFFUIz3dNb0+cPleljcqjTBpprGbWTQ/tqGTXVxOAawrzwWDxUpiIw6bQrG/ibbWAqqrflhFGj3KAdK+M8RwAAlGWF0EyLu+KKK/Szn/1MF1xwgX95JpPRZz7zGV199dU2HAIAtlPNS3IBqLtZqh4eaBl1J4fGIqpy19p1pKNOIDTHBgOhF7D8NYQxJ1BG8yuEiUCF0GvhdNYQpvtsGc0PeRF3UEzhesNghbBwi4qCYTXpjN8C6k06NXsh9qRCUigsZTN57aVmQ3qjMhbWrJT7fPlPUotU47XRAgBQZhXCdevWqb29XZ/85CfzLg+Hw7rkkkuoEALA9q4lEHDaV5ZcQ2gDobsPYZsNhPXOAWawjMtrGY27k0Nty6i5zN+HsLc4EPpr/dzhLwUto0mvZTQcDHmF2064l/trCE010TuHggqhdw6BwTYxv8U1ql67Z2FV3jYZwUrpuIYq7RpelP/8da3bjCcZAIAhGghra2vt1hPLly8vum7evHkaPjz3l2YAwPbT3fGFP7ysS25/Udnmxbkr2lbkHdfjBcJ4RBVeIEy6FUKjRIUw7lUIVVAhdAOWv9YwGtxb0GwlUWpvQa/qZyqEub0Fncmh+ccmSg2VsVNGg2sI3fAX3PrC/bpMRdNe7h0bqBB6wXhcY6lAuH4znnEAAIZoIKyqqtLJJ5+sY489Vn/5y1+0cOFCvfHGG7aF9NOf/rTOOYf9mQBge7O+M6E/v7BMd728QpkNS/oMhP4awlhE8awTkFpKBEK72bwXCAOTQ5N5Vb/kxiuEwUDohrF0cKhMsA20RMuo315a8tiC8Oieg9kxI+KGUlPRtKG2YN9Eo8urEDZWalKoYKAMgRAAUM5rCI1f/OIXdh3h6aefrnTa+aFZV1enr3zlK7r00ksH+vQAAAWWrO/yJ2yGO1ZusmXUTBmNZZww1ZwIS/HavEBYarN5sy7QrusL5wc3O020xFq/vOpc4VCZwBrC4qEy3pTRjbWMlq4mxiNhhbzzMi2jpnpZokLYE9iPsUbu5SY4mtDYScsoAKDMA2F9fb0NhTfccIOtEJptJ3bccUfFYu4vAQCA7Yq3yfq40DqFzH6Cm6gQVkcyCsv5eEMiIlUE9uvrY02eGdJSasJnrg001zLaVxtoLuTlt4GWDHmpUvfrbUxfukLoDLbpyZ90GssfghN8HsY3VqlazvGZhokKr59PhRAAsMWGXCD01NTUaPfddx/o0wAAbGaFcGJobf4VhYHQrYzVuVtO2ENSUakmv7XT23LCacFM5LeMeoHQXQOYP/wlGPKyyoTjzrqKVIltJ7zb+5NDC4KmP4Amd7+5tYmlh8rYdYyp3BpCp2W0uELotYyOrK9QTcgJhMm6SaogEAIAyjEQtrS06Ktf/aqGDRumL3zhC/bjvphjvvnNb27T8wMAbNySDZ35gdAMfjEVscKWUb9C6ASsTDakznQksM6ut2hQTMjfW9BtGd3Y8JdAyLOHeIEwXbjtRP6xpSqE3rHO2sTcxvTOOsbSQ2VipfZCLLGG0GsZrYlHVRNyju+qHid7r6whBACUWyA06wSXLVumnp4e/+O+mGMAANtny+gELxBO2Eda/HifFcJqd3Joj+LO1gx+GPMCoVdxi/hBqjcb72N7iOLhL6Zl1B4SjipWsmU0UE20gTCrbCSmUImgGawQ+usYC863dMto32sIvQphdSzkt4y2VY7TMHslU0YBAGUWCJuamvS3v/3NfpxKpXT99ddr6tSpRceZ65YsKdjAFwCw3bSMjgltcC6YsK8TCLs3SMkef+9ArzJW7baM9phJnMni0OS1jOa1YHoto+Fo6eEveYNionnvlXa3mAiGR79C6ByTDsWcjzYSNPuqJvqBMJJ/vjbYVhRXCP39GEPOscaG2FhNNh+UGCpjpq5ec9cbau5K6IbTZytsvlYAAIbithOrVq3S+9///i2+DgAwMEwb6Jp2J8jVyQmGyfpJuf0C21dsvEJYYp2d3zIay6+4eZU8y9veIThUJhDcjLT73g+KXntpoOrnVRNTIS88eusNAyGvsGXU384if9JpXoXQ34fQDYQmGAeeM6PGGyiTDak5Nsq5sssN1QEPvLFav35isf7+0gq9va5jM/5VAADlZEgFwo3p6OiwG9cDALYfS5udEFhXEdWwsDNJc12qUqob4xzQvqqoVbLK3WqhO1vhBMJI/vYQ+S2jbkh0mj8DVT9vrZ+3t2Au5KXdcOe9z1UTg0Nl3MuykZL36wXC4LHJvrazyNsLMbdFRal9CM35eu2oVVnn+epShVpD9e6TlN8yah7v2nvm+p+vbsu1ngIAYH9WDYWnobW1VVdffbUNfebjyy67rKhd9Mknn9Ree+01YOcIAOi7XXRSU7WGtfaaspzW9MY1ttINOL25ilaPtzG92ypptpLIX2fXUxAIc0NazBpCe0jIWxeY39ppK4QJd1iNGwSTbtjz2kNzIS9XTUyHnGOSoVjp8BjO3/DeWUOYf2xwH8JcgC382pzLewJ7LFa6wbhLlWqW+3wlO6Vkt79dxSNvrtZi9zk2VrWylh4AMAQDoQl8CxYssENjvI+DzF6ERx11lC6//PIBO0cAQLHlboVw4rBq1bc5Fa/lPVHt4W02bwJOQctohRKBNYQlWjC942wLZm7KqJH2K3n5YSw4KCbrbl7vt4wWhke73jCVOzbthL3SVb+QHzTNdhb5+xCWGiqTO99SU0a7Eil/S4142nnuOrMVak1XSuZcTDXSVAkbJtjrVhYEwPZ1S6XfXOwM7jmi76ncAIDyMSQCoRksc/fdd6u5udluK/GDH/xgoE8JAODpbpEe/Lq098ek8fmdGq3dTsAZVhNXddYJOBuSlVKs2jkg4a4rTGf8qltF1g2EWW8NYeUmp4wm3ApeYXDLG/7ihryMO3gm5Vb//JbPTHGF0IYw2zKavw9hMq9C6K0hjCidCexvWGqoTGDbCft1uAN1vK+jJ+G2i8YiCrlh2VQIu+0AmjpnEE+gqtrclduzsVHtOu3Zz0qpFuntOdLhVznJEgBQ1obUGkKzzyBhEAC2My/c6rw9UFyRautxAkt9RUSVGSfItGQqpbgXCDvzqoNGLOuGI7+tsmBjei8QmqEyXvALuS2j/qCYVPGUUa9C6IXHbP6U0Vx4zK0LVMRtLy2oPHrtpcFhNd4x/gAat6Lpt4wGKoR2Y/pkiQph0jmX6njEf246VelUDivcqmoiFwhbu5zHqK+M6hPRe1VrwqCnu7nEPxYAoNwMqUBo/OlPf9I111yTd1kmk9Hpp5+uefPmDdh5AUDZWv2G837pM1Jve95V7W4gHFaRUSTrhL4Npv2xoGXUWz9oclvUraL5U0a9oTIlNqb3QpfXBlpYIczfmN5rGfXWEIb7mDJqQl4q79iEt96wYFhNLG+ojBcI86uJpVpGe03LaHATezcQehNGK2O5QNiVNYEwnXvOEsUVwp3G1mtyaE3+v0vr0pL/XACA8jLkAuHnPvc5fepTn8q7LBwO66yzztJVV101YOcFAOXmzVVtWtPeI61xA6EJRov/k3dMm9sy2hTt9bdQaEnGilpG/S0n4lGFvHCkuA1TWX9qZ/4+hHHTMuqGrnRRICy1X6Ab8vyqX/4aQq8NNBLYs9APmgVDZXJ7FoZyIdHfoqIgEKb7aBm1eyx6FUJ3sqq3KX1ehbDC2aMxXuM+Z7l1l2bvQWOnMXVqUmv+P1DrspL/bgCA8jKkAuG6devspNGxY8cWXTdz5ky98sorA3JeAFBuFq3r1Ik3/lvn/e8Tyq57K3eFWbtWomV0WNQJeR2qUrtZJ1fQMtoVrIx500TdyaFJb/1eQcuoE7DcyaHheEElr6DqFwhuuXWBbng04S+bLTi2cA1hfoWwVMuo2bx+0xXC3Mb0ToUwv2XU35TeVgidSmC3CiuEuUDY2u089kwTCENt9uNshTuRlEAIABiKawhNe+iLL75YdN2cOXM0bty4ATkvACg3zy7aYIfA9Kx926/oWQtLB8IGdw/CdlU56+FiNXkto34QioedbRXcllGvmmZ5EzpLrCEsahkttTG9ty6wsGXUHp8uOYDG20IikS09rCYYCP1zKDg2PxDmNqY3VcaM1w7rbkzvPQ9Oy2huyqgTCN3nLNCW61UIp4+q0wg3ECZH7eZcSSAEAAy1QBiJRHTBBRfolFNO0W233ab58+frtdde0/XXX68vf/nL+vSnPz3QpwgAZeH1FU574syQ25Y4bIrzft08Z+qoq73HCVb1cgNhtlodvcH2x668NYS2MlYYCItaMNNFLZi5QBjOHRuo+jmtnYGtJGzQdKt+RiYZ2FswOIDGXRfo3W82YxauByqEgcqj14paOFQmr6KZ25g+OAwnt+1EccuonTLaR4WwpdM5zxE1UQ0POUGxddiuzpUEQgDAUNl2Iug73/mOuru7df7559s9CY36+np961vfsusIAQBb3+srnGrUjJAzuCQ9YX9FzP54vW1S5zqpqtFe3ua2NNaFuv2W0c7eVJ9TRm0gTDnHpsIV/kRO54LevPV7tuLmtXa6e//1ZtxjjUzKD3l2UIy3LjASVSjaqpeaX9Dchnqtika07tEr9HxihaonJ/SHFVV6vCGi4dUjtDAyR7HMaL3c2q1p4bBGmKmlmWTBthPe/Ra0uBauIcwbKuMG2HCFE3u9jen9SmmuZbTTDpVJFa0hNKG03TyXJo+HOhSR8zirqnfSSPMBgRAAMBQDodmE/mc/+5m++93v2gphLBbTzjvvrHjc/SsrAGCrymSymrvSCYQ7R5wK4bLYDppc3eQEwq51kqYpm82qza0Q1rh7EHZk3UDYR8uobZV02ydTkcq8alphy2iw4pZxw1gi2AaaTvqVvGS2Vf+IZfXUiCb9p+Znqh3WoZ8vlDTcCa5a/ph9F6mWVvZIK00gs6H1BVVWSj9eeK9+PHmCxidTOuDJa7QyOUEKj8qbMuqtNyxsL807Xy/UeoHQb4fNrxBWxaLFFcKCbSe89YNGfdqpym7I1mpZaLR26yMQ/u6pJfZ2758xUruOb9j0PzYAYNAbcoHQ09DQoH322WegTwMAys6SDV3qTKTttg+7xFebfkotj03S5JoRUvMip0LohjyzUbtRmen01xA6FcL8ltG86ZpuhTDtVgh7/IBVMFTGVgjzB8X4Q2VM+Oxp1vLUY6qa+Lh+tniBso3uABd1KJsNa0zVRO297g1NTKY08vCv6/YXEnp1eac+dtAO2v+lK7Qum9Lv6j6st3tbNHbkeq3vWablsaj+/PZd9l5qZ0T0lxV7qzGe1Qe6QrkqZeHWF3nn63wNdiuNjGmHzW8Z9Z4Hu5ayK7APoZ0ymh8IW9wtJ8wehJFu5zlfn23QkuQw98tc5VQv3XWQb6xo01f/9pr9+Hv3z9PfLjpYsye6gRgAMGQNuUDY09OjX/ziF3ruuefU1ub8hdozYsQI3XLLLQN2bgBQTusHzVYHw5udzc+XZ4ZLpkJomNbRwJYTZhuHeNoNhKZCmEgrG6tWyFyQ7CpulXQrhGm3Qui3jLrrAvMmfLrr9HIto2E9V1mhO+tqNefvJ6k3m1C0VjKxdOdEUgd3den5qsv02KIdddHp++jkebOdCt8Ox+nu55Yp3bFOuzTuoaM7Ou3lT9QcqzeWh3XZIXvoyH/sqhcqK/TkIf+lP85/Qj2hlVrQ8Yy+0litmvpKVfQ+qHDPwUpqqnNOphqYzZZsGc2YrTSSUm9hIAxsv6EWJ/h1FQ6VcSuHLe5AmWE1calzrf14veq1IlnrBE4TPttXSo2T7HXzVgd/Zma15tm/SpUHSyNnvNeXBABgOzbkAuEZZ5yhp59+Wsccc4wmTJhQNIUUANAPzGCXZc9Jkw70h6UUrh/cdWyNatc54XBpok6qHuEcYFtGcxNGTQUrZFpJbYWw2lYNE5FKVQSqXXnbTnQ5IdGbwNmTCTx+qreg4uZO/YxIscandf3cn2v12NHOsZmEKrJj1bZuV11x0Bn61IPHSdm0LqveyQ2WWad6ZgKhWRfoDaAJ7EPoBM2UzNaHNaGI3tfdo/fteqFennusnnznDZ140BotXHar3olF1Vn1gmqmvKCr37hHH6+t0fGdXarKpEtuTO+tN/TWEhbuQxjcmN5UCM19ZGI1zmgb93JvU/rGahMIned8XbZezT1pqX6cU601baNuIHx7bW4YzQnhp3X0KzdKZremXU+VTrnFbOq75a8TAMB2b0gFQjNM5t5779WiRYs0fvz4gT4dABi65nxbeuImafox0um/kWJeu6W0ZL0TLHZtTCikrFLZsBZ3V0oj3Qphp1chdANhVczfKsGsIfT21qsosTG9M1TGqZZl3D36ugNtoKbqFQxY7yit24c36tGaG1VZ26PVPVJVJqvjOzp1+om36H8erNZT6zZoTPUEGwaNkG2hTDhbR7itpmYCqbeVRDzk3L8RtltUmOsyzrFmOwoTHlNZZRKjdey4Y3XcU9fq2coKfaHpaDVHX9OSroX6xsgmXT98mE5+9jq1p3c3j5o3FTUULQyEhWsIc4Gw23mm1BuuUlVey6gThhvN8+tVCLP1zuX1451A2LbC/1oWrnVut8/kYdpv+dzcc/ran6X3XSGNnrUlrxAAwCAxpP7cFwqFVFdXRxgEgK3kxXea1dLZK710u3PB/Puluy7NO2ZlqxNeJsfb/TbFNR3JopZRb8uJusqo1ONUCHsjzjq4rqwbMJMlAqHbMpqJuOExHawQJtSbTitSM19/XX6NThxdr9811CsV6lEm0aSjRl+gB1e36RvrN2hW3WR/DWM8lMr9YHTX1KXMxFCv+hmYHBoLBEJF3eEv5jq3qmeH1Zjb2mPTtvV1v55eTUmcp84FX9GJ4y7QhGRS7ZGwfjPvdr0W+oqqJv5Ki7qeU8Ztcc367bBey2j+lFG7ltJ9bsxQGXts2Hk+1Ju/hnBYdTAQNjiXm/WcgX+LYIXwuN3Gapfwkvx/+BXF+/sCAIaGIRUIKysrtdtuu+mRRx4Z6FMBgCHnrpdX6OSbn9B537/db/u03vi73bjds8oNhKMjTshbm23UmvbejbSM5iqESXe6aHvGDUKmCpbN5vYhDAyVyboVwl5TnYtUqDsU0h8X/FWv6WuqnvR/mt/xrLKhkN7X1a19sheqc+EXtGfjh9XgVf1sG2ipkOduD5FXIUz6exbGwrnwGHJDoL3OC4+B6aXxcO55CUfiyqZrdNDI0/TPZav0k1VrdMjo/aRQVtHaefrtoq/rxNENurW+TulYOm+vRVshzGbzg7FbCcxEnS06epz6YG4NYXeiuGVUDc7lXiB0LzfB+O11zu2OmNGknUNOIOyafIRz3IoX+npZAAAGuSHVMmqGyIwePVrHH3+8Tj31VE2cOLFo8uiVV145YOcHAIPZH593tinYO/GcTCdjYuJBiq980QloGxZJI6bZYLS6zQmEI+VsdbA226C1JhAWhBC/ZdQGQic8psyEF9s66m0VlLXrFUttOyE3EK7uWqkbhjXoz9Uxtb58k+m+VDYd18GjjtaVL/1CO6RS+vK02XaFYtK0k7oVQLO+0AtuFaF0cYXQhrxcePRbRt39/IyIWyHMay8NHuu2oRqhmPmaOm010YTDQ7t7dOgB39Bxv39Wb/c+qIZRL2mpOvT9pmEKZb+vCs3Wgs6zdJB3B6leZ79Bfx9CJ8BlYrWmw1VdIbeqWrSGMCatDbSMms3qa+xOhH7lcEVLt221NW22k7RKkVCvurNxLRh9nHZf8kjJCqEJ/uY2k5rcPSMBAIPSkAqEiURC69ev1yGHHKLVq1fbt6CRI90fgACALWLWnT2xwAly74+YSSPSomGHaGa62wkLa163gXBtR69M96QZvFKb3OBXCE17aG98hLParcu53NuDsL4qKrU7FcJ0vM6+b08FNpBPdqnbTG0JtEqa2tfS+EJVTfyLbpq/wPSd2uvHV41ST8uhWrx4V52+z17a4bmbC6p+wUCYC26mtdMT8ltGTcjzqn6pvDZQ90hF3Kqgvc6/31Ru0mmgFdU71q5xNFNEzXrBdELZ5Aj1rjlR3z3689pw32G6vb5O8yqk+LBn9b23ntVDY0fprLYOHdnbnnseTOXR22PR7IfYGQyE+WsIh9kK4Vp/qIzZrD5dNVyRQLV2gbt+cEpTjSKrnX/fN7OT9EpmuswKR616zZnY6j6PJpieeNO/tb6zV+ceMFlfOmra5r6UAADbmSEVCM22Eg899NBAnwYADF5mXzovBAU88MZqG5B2GV2lg9vm2sLd49k9NXPUcjcQzpVmfchfPzi6vlLhzjX24+aws5fduky9xpdoGa0LtIxm3UBoiliKVjnVx0SHO10zo7XJufp/tRHdO3K8WiJ/tltGGAcksjqreZ3e/9Ff6YN/7pYybaoIhrFgIAy0gfohT27IC0UUjUaKw2Og6hczGyvaO40pagbB+BXCwHpDfwCNe7/hmGKl7jed8LedqItEdHhHp07p6NRHJv5Yr3Xer4qG1/RiZaV9G3H3aeqO7Klw5U6qDs30v7awbbPtUZc7kMcGwmzWX0NoK4RuVXaD6u37ruhw2WfavdxbP7jjyBpplRMIX89M1jOt9Tq/slHqaZHWvCGNM5VW6e5XVmpdh7Ou8f4nX9QX3viIDo1UKrTHaGmHAzb+GgMAbFeG1BrC7cGSJUv08ssv2/0Qt+ZtAKC/dPSmtLK1W5m7Pi99c4T0rVEKP/WTvGPue22VfX/21B7Fsgm1Zav10LpGadTOzgGrX89bPzi2oVLqcLo0uiucVtE1GXefPDMMJdHl70NoW0bdoTKqbLDvnM3pq20l8JmVz2hB+jeqmX6tfrvky7q9tkotkYiq1KDetUfoo+N+pv/tjumIrm5FMrnqXC4QmkqeuzF9Ojj8Jdcy6g+VicQUM9tKFLaBBtcQei2jJuRFvGMzeUNlvGPjfniMO/si+udQkQuEqfzzDYXCGhbbWT0rztLF036tz7Z2amQqpXW9G9RZ9bBqpvxEV736Kf1gWKNeqqpRtMI5x46se59m0mk64Q/taYiHci25FU44bw07z7MXCBe76wenjDCB8FX78evZHbRoXZc0bs+idYR3PPOOfb/LuHpdEv2rGnpXaFjX24r85gRpxUulX2gAgO3SkKoQNjc364tf/GKf1w8fPlzXXXfdVnns1tZWu27xqaee0qhRo7RhwwbdcsstOu200/r1NgDQn37z5GJ98+43tFtmnv5S8UvnwnRC4X9/X9GZ37efmnDz9NvONMpD651tCt7ITtary9uUPmKW03poKoTuWjRjjA2EToUwXT3KLN/Tqq6oE5pMq2PXerX7Q2UifmAx7Y/hiqV6bM18zRleo+dHVqn72W/KPIiJU1WRGh3dslrHdnbpkak/1y/nNqtCI/31hHYfwsJAaMKYW50rXhcYKhHywoE2UK/qZ1pGnWOj/v1GFXX35nOmjAarfgWtqJHA/QbPIZULhHGzE719gEpnT0J7Xg26sDujCzas0KOn3qgv/PshpStf19rEWv2qsV6/MqecvUKVE6boobXv1w6xqHZIphROdNqgb5/fsPNvYu+6ylT7etUarpfdqddtJfXWfY5trJLmvW0/XpgZZ7cQyc7aQ6G35/ih/63V7XrhnRZFwiH99IQRGvObf9nL18cnqimxVHrqZumUX+S9zswa0kXrOu2WFmE3cAMAtg9DKhBms1l1dDjrIDzpdFqvvfaa3nrrLV144YVb7bE/97nPaeXKlVq+fLkdXvOjH/1I55xzjvbdd19Nnjy5324DAFvEDGAxrX5m0MjE/f01YMary1r1P3e9oXQmra/Hf2MvWzj+w5ra87pC6+dr0vrHJJ2qN1e1qzORVl1FVOO659vj5od2UGdvWovCO8quHtuw0D5WXoVwnVMhzNY4G8Gv7Uw4k0bbV9i20eaeDoUrl+udrhX67vAGvV4R1yv6imp2TOhRU7iymSmsplidujt30bpVO+nHHzpB7//L/vb+HoubimOzelPpXHXObkzvhL8KL+RFKxSLhkquIUymY8UhL68NNFghdH5kRr320sIKod8ymlLKDY8xL+RFYop75+CtISxoGa3wj42rwg2EvfbYSvtUHDlitlIrR6sz2a3vnrBcz738Az1RXa22cLdidW/orhVv6K4J41SbyWjWnEvUXDFC0box2tCVVU8opMpYjepqKqXmXtu+a5lW0HRSq83QH0mjamNS63L78QqNsP/ubfXT1RAI/Q/PdYL+YTNGatL830ihtB5P76pHq07XVxNfl177i3T0t6TaUfY488eE//r9C9rQmdDuTVndPOUJTahOSrufIU3Yh/+hAWCADalAaCqAd9xxR8mg+NnPflZTpkzZKo/b2dlpH/emm26ywc646KKL9K1vfUu/+93vdNVVV/XLbQDAMls8mMEsptJWP870GPpPjAlHtz6xWPe8ukpjW1/UtZkfqjHlVIFs699pv5KGT7FVqc//4SW7LvDLOyzS7FVvqz1bpU+vPFF3HXWIqu6/QjuufcA+1nOLnSEwe5nqzkpnfVnHsF2kVdJz6yo0rWqY1N0srZunFa0pKZRUXU2PFves04aKCi2tXaPYsPm6d/lTmtdYpdU1o7To0Uu0JtKqminSn1aavkY3oCihbLpC46p20tldC3TAqgWaccp3dMQ/a5Tu7FRD1Km8KRRWLO5u3p4MBiwTCJ1qYSwUCGN+da5gv8B0JH8NYVEbaLCaGMkPhHYNoRc0gxVCc6wbNL0po4GWUSeUxgPnW1ghrPADoT+Axp5Qr3rM59m4jhy+m85Yu17p4Q36RNNX9eSKJzV10gqt635FHeGwnln3isxywap66fOvSqHJEzQ2I7WHb1LF2Gr9YeU0ra6r0+hUUo3LHteqrlUKRcIaGd5gv1bz/EYbx0nNSS2N7uAGwjfs2sSXljbb09l/x+HSK866/d+lj9TzLVP1lfF7K7zieen5W6X3f9FWE8/9v2ds6N0lvFi/7PiORrzmtgc/8wtp/89Ix1wruZXWNW09emLhei1r7tJOTVEd0Nis2lBCGjlTMq8zAEC/G1KBcGMb1puwZSqEX/rSl/r9/l9//XX19vbayp4nGo1qr7320osvvthvt9mYr992uirNpL6NcH+N2mJbervsu36k9/a4G7+v7Bbd8bt57P76ut/refR926ySiaTu//WNdk1VfzxK9j3cov+frXd3v1v677Y1zjuUzSqslB1WEg6FlDXry6IVSkWr7Kbj7YmQent7FE+2qSnbrKZQmyJeKDFhoX6CsiNnaGVvpa36dfQmNSO0TI31i/U9ZZXQaJl8EU4skf54grIzjtX8DUkti7SqYVJES+Kv6ysjmrQoMknLEnfp4ytqNWX0GIXSSWUeuUTPrg2rclynmmsrdVHz20qOGaklNc+ouuIp/WR+WHeOHqaeVKU6H/mUmpO9qtsprf9dIv3vaBMjGqTk71Q5RnqtU3rNfJsy7Z2JVnv6mVSNdqofq71WvajdMlE9N+3n+s3jXdr/gCk6P3GllJxrB8t0J5yQV23Cgf26q1QRi+aqaMEKYTq+kfV7gUpeOqGUe6wfCCPx/DZQ/1gzgMY91gt54VzLqN3EPrDtRMILj4GW0XjeGsJceCwdCCOBCqEzLCaV6Lb7BRoVWacSG4nVaEzFdCXWV+qEvWfoM6+cooVdK/Xy4V/W155+U5HKlWqsXaf2dLdW2Lt8Q/FG6bG1z+mxEW7A+tfnpFFOQe/8Z6XKyRNUo5DaQ9eqelhYn59fq9FjR6sym1X8/gv0dGe3Ksdn9XRLrRaE1is8sklPZxaoJ7NEVwwbpYbeYQrP/bXC8R7NeWuDQiO6NLUhroNTj+uWnohashPsGsYdssul+XdI659VduoH9OaaLj27eIMi6YR2D7+t1vASPe/9u9h//Cal6yepLT5G6xNRtXe0K9zbqup0h+pCXaoIJWXyedb8O5j/hyJxpUJRJU1DcFbKZtL2zfy/E85mFFbG/n7g/l+Y94cV87nzTIe26vercmW+7/b2JvTorTcrlPfzCMjpddeZY+sri0BorFq1qqidtL+YtX9ehTKoqanJtoT2120MEyLNW3DvRWNObKUiZn8uYGNy3YLYrpkpkSaRuJ+a35dMHqqUnIZNd5qkJ7laWuFus1MlxaqkRWZbCLlDXHxupemdB+27WKOZ2yn903xSZ45dr1j1er3eIb1utiowL5g1TznHNkiLuqVFle6LKLNYkWqpJS21mPOLxaRUV97fGmoyGQ0zv4nX7qpFa6IaXztKZ1a8qTErXtaE2Z/QJ57eV83tMV33kUpNff0UZRsna1m12T92vjp6EspEq+y6wVR3m7qTzvTRWNoJQtlYlaJh59f0nkRSmUiFc2xvlxIp5+sOm20dzLHhmMLur/S9yZQy9nMTsHqU9Abd+MdGbVAwEsm0MvZzKZXsVTrj7reXCR6bLT420eMHzZDZUN491i0muucQt8cme7qUyhQca0Opc2y3/dqcY7s7zPd754pIyt2DMFqpCrcVtaMnqUi8TjNb3tHomt30pVWz7OUvnNmtzn9cqEXj99CPak/V0+8s0q6TpXHtj2htukvNdWO1ortLCvcqFMqqJxyWcybrbK5a1btGqyrd187qZ/zX2DOmUFjrvcZesW2tD3aZRYvOv5Xe+oN9Fx8umSbT282PqAr3OrXr3+7EU6XXSm853T1mIK15Rl+2b4Wv36TUvdB5s0+CCYkFhzivCHv/ecxTxBi97UtgZxmglLRZDoBtYkgFQhP4fvaznxVdvmbNGt166636xCc+sVUeN2Z+EXLDWlB3d7d/XX/cxrj22mt1zTXXFF1+SEeT4u76lk3Z8r/FbfwWW+Nve6F+erTQZv5ZN/su7j3vj8lbwRbffbb0LfrjNENbeMS7esxQ//6bFt5tdjMfoL/+Wbfk9WHOzdQHe0ydKiPFMr2KZXtUl+10Kh9K2hCTjNSqMz5Sa8KjtCjZqJVd0vD0Ou0dfkszQ0sVCdQxMqGIVjbspXVVU/XM2rDW9IQ0OtSij0Xusy2PT2Z21iuR3XV+9AFVJZu1oXpHLWrYX/ctdSLOmcMXalrbU+qMDdcN3ccprLA+PvIdzVw/R8nYCP1n+Bn655KYaiIRfbXpP5q+/nG11u2tT6w6R+lMlX4yY4FOWPL/1BkfpRvC52ju8ohStVl9oHGpduzo0rz576i140B7rm+//KSmmj9w9Wa16K037W/6C99ZrhXxVjv4ZO7Lz6qzx6xHC+m155+Qaf7vTma1cJ5z7OKly7U62qyxkl576XklUkfZY199/mmNc4PSAvd+F7+zTGvCGzTGrKF8+QUlU0fYY195/hl7+47uXi2YP88eu+Sdpf6xr7z4vJLpD9jzNceayzq6erTQPXbxO0u1Vi0yqyVffuF5ZbKHu8c+LXOrts5eLV5kgkxYCxYu0vp0mxmFo+efe8Z8B7fHvvrcUzrMPXbpIjPYJay3FixSc6pLTfbYpyU5z9lrLzwj01+yvrVTK3oW22PfeGuhNiQTzrFP/8dsxqFYOKu5LzyhPTMZJVszqu7eQYn1O6oqmtHV6Sc0smORHhhzij61+H2qiab1f5P+rvFr/qq3G2brV/FT9djqtKY2JHVh9K+q7Vqo52sP1K2tu6ghntHHqh9TQ9cira6bpReie+i5dbL3+5HaVzS8c55WhZp0R+oQ7Va5QYem/m1rbssb99O6yBg9szak3ow0IbRWx4WfVdxt7/VewT3RBq2vnamVGqXl3WG1dSc0JrtWk8KrNSbUrEollQrF1RupVm+kRl2havWYGmsmpFAmrVA2qUg2aafHmkqxeexsyLy2w8qETOR33uz3haz3qF5NMP89gIGR6E7JWbmMrW1IBcKuri67/i7ItIOYqtsXvvAFXXbZZVvlcb0BMCtWrND06dP9y83nu+++e7/dxrjyyit1+eWX51UIJ06cqP8554/26wT6kkwm9eCDD+qoo47a6B8dMHiY9dEL1nRqaUu3GnpXas/OfyvasVxq3EGZXU/z11z1JtO65M6XNWfeOr0SHqEb4z/Wx/SMEg3rFF//jrJVw5X6yG/tesTW376gR99ap5EzTtT5y0wlsV2/6tlNU6fsqC82/UGRJZ1K732GDj/08/r7tXNkGj+PP2KEau59WF0jwkqnhtkJmUfvPllaLFWNna4j33eAbpn3rDKxak3eabb074c0eexwZZY4qfng2TOkd6S6keO1/+6z9cdFr6p22AiNGzFVanlKO02drNRC59hD9tnNlj+r6odpzz12058Xv6HhI0drtKkstj6vWTtNV3aBc+z+e+9hz6G2YZh233UX/W3Jmxo1eqxGRSdIbS9p151nKvuWc+x+e+3uHFvfqF13maW/L5mnUWPHaVRovNT2snadtZNXntW+3rENw+yx/3hnnkaPHaeR2bFS+yvaZdZM/9j99nLOoa5xuGZNnaH7ly3Q2AkT1dQ9TuqYq13NsW85x+6/927OscNHapcdZ+j+5Qs0ZsJEDescK3XO16yZ0+39mvWFe+46U1oiNY2ZoN1Gz9BDyxdo9PiJGtY9QXp7vmZMnSwtlBqqK7T7jMn2+R01abr2GbWz7l82Tw0jx6opNkOaO1c7jBlmH3diU4P2GTdMkRVpjZ1xsLrGfVhzfv+SYo11OmWnHkUev07jqip1S8sBOmKvcbpo6Z8Vam9X6sQvqW30/jrwu4+qNRPSYe87Vwf98wMKZ1s1KTNL54dfU6y1RZndzlD6JGc7k3mr2vU//3xTzyxu1n3ho3R505M6omqBKkbPUGam09Zs1jEGma1IzGTTSrphBj1+HmFzmN9xb/mis20Rtq7oUPimMnfuXBuizNYNL7207fc/mjZtmg14d911l97//vf7we65557T5z//ef+4N980f6GWdtppp82+TaGKigr7Vsj8gs8v+dgcvFaGllkT4po1wQQ/Uwvb2788UvBv/vNz99VP5izQC++M0N86u/XhDf+neKuzvUDolP9VrMn5I9VH9ploA+GvX+3WOVU7anj32zo88pJmzz5Ukacfde57+pEa2VCtEbVxretIaFVkrK3whVqcvekmD69WrMv5fhdumKhRDU5fX3NXUpFa54d7pqvFvjfr6qqyzrYI4coG1Vc57ZPdyYzClU5LYTaZ2zahJuK0EIViVap2998za/LCMbd30AzacVVGnNbPUCSuyrhzrLN/vNv26q0FNN9b3ScsFImp0l2baJcQun88CWUzJY/11jFmsqHA/QaOddtazXWVcefYlL1f5/t41uwZ6B0bcm4Xjlb6X5sZVhO201TNDZ1GThOIohnn6wxX1KjWfc56UlmFK2rdp8H0bkp1lTFFzEb15tiqYWqqddZitvWkFR7uTH9NdTh7EY5qqFLETIA1/8bDJmnaaOf5X7K+W+Exu9iPa1udpHtY0waF3lhp14NGpxysOkW1/6isHlsV0pcf2qCPxs7TRYlf6oLw3bJ/Nagbp/Dx1/nP564Th+sPnzlIy1u6VR2LaFjNJ/3noa/Ozkb+kDXk8PMIm3p9YNsY9IFw9erVOv7447Vs2TK7TvAjH/mIHn/88W1+HqaV8/zzz9eYMWM0c+ZMffvb39aee+6Zt6egV6G87777Nvs2ANAfTNXu80fNcD/bX1pxrrT2LalxojT5IP+4Y3YZo/GNVfYX9Ydje+sjelunRR7XzImfke5926QgaQenxXHHkbVa17FBbyWabCCs6FphB3ZMbqqRWpc5d9gwQU01Tvgx++Il4w126VDGTEk1V1fHFOp113tV1Ku2Ipq3Mb2R6smt/zbttP5QmbzBK04oSidzbfixbHCoTHDbieJj8yeHBiaSuoNi0qlc0PQnh4aDU0Yzkhs6M4FjIyUG2wQnnXrnYM4v7IY887VUuFWwHjNBtdIJcaleJxhXxsJS0gl8ilWrOu4c251I+ev3Uj3Oc1pj0muPM8BHlQ0aZteGSi3d7hYgJpS6m9OPqquQ1i91/90masKwapktA82/27q6nW2L66TEQtWpS/smXnOOm3Kos6AwmdSJkzJ6u7dGy5q79T0dqaqqZn1c/1Bol5OlD3xNMnsgFjCvNQDAwBr0S6wbGxvV0tJi20VTqZQWLTKjFLa9s846S3/+85/173//W9dff72t+j300EN2cqhn5513tm9bchsA2CrMFhR7nJEXBg0TWj79/h3tx9e3HKp0NqT9wm+q4bVfOwdM2NcGC2PaKKca9XpbtZ3qGM6mNTa0Xjs0Vft72ZlAWFcZta1+RkfIHSpitqkwV1fFJD8Q1qnGD4RpG3aMTK8zQKUqFlEo5Ya4WJUTjPwpo07ozJh9F901nOFsbmqnt9F7cHuIbCpZHNxMyHPP1U4OdY/NBI/1g2ZMMX/KaCDkuceac4hkAsd65xCYippJOF+PnUDqVgBN1S23D2HanzKacat+tmXSq5qaSqkbCLsSacmtJma6nefUBuxAIDQB3GjuTEo1TiAMd63NBUIvyDdOtI+z0xinSvhMS726G6cpFkrrhKrXNGKVUy3W9KP958Vkz+tP202ThlfrlL3G67jLfqrQV9dIp/2fNGwH/zgAwPZl0CeP2tpaHXjggXaPwdGjR9sBMvvsU3qjW3P9P/9p5+ltFR/84AftW19uuOGGLb4NAGxrp+8zUT9/dKGWtzTpce2pw/SC9MSPnSunOsNS7IcjnUC4YG2X1DhJMpvZh9Zo8ogaaWmuQhgOh2xlal1Hr5pVI9PgGjYbopvcYQNhWyAQOuHGVKUUd+4/k3ACoQ0+qVwQ8iuESROa8gOhCVghr33UVP3CgW0nIvlVv6LglrcxvdsSGmhFDXuB0Gw7kVd5jOYFTXs/3u3CZtuJwLFuRTPjBlwbWL2wW7gxfcypEGYSboXQfN1+hbAqv6rqTvHMuiG71rSeBgJhU43zuOs7e5WtG2uHKNX0rLKXja/OSN0b/H83Y78pw/XGyjY9s2i9xtUfoj1bFujsyicVeuc557jpZoBPzl6TGvXYl3KvEQDA9m/QB0Lj7rvv1l//+le99tprWrJkSZ8tl/X13sbHAIC+mMrQPz57oP58z4M6cNbnpL+c70xgNO2TO53oHzd1pFONmr+mXRq9gw2EE0Nr3Qrh0rxgYYKICYQbMjUy9cdob0ugQugGwsp6v0LYlci1jKq3o7gyZqposeLN2zPJQMDyA2HpltFMOhDcAoEwP+TlVxPN/YSypdpLc/sQeiEvZiqNZpN39xy8KqUTSvNbRvPON1rhD07pSQYqpYlgy6hbTYxV+89ZuwmEbvU25IZAU51VZy4Qjq6v9FtRO6omysTHYQknEE6MuGEwXuffz747DNevn1hsh79UVOypPfVr7dZtpp1KGjGTyh8ADAFDIhCaIStnnnmm3dtv7dq1+u///u+BPiUAGNTqq2IaXSWFdzpO+sDVTiDc7SNOJdC1yzgnNLy9rlM90ybarRInhVZrikkZbgVQ9ePtu+FuZWptygk38VS7HfxvWxgDawi9cGNaO5ORSrveMOu2SlbF81sl86pobsto1g1j9rpAhdBv1wxsTJ8NBrdAJS+32XxuDWEm7QRGe50bJM119rZeNdFrL3Wvt2HROzYSDawhzAXCrFuldCqEPYGN6QNfW9QJcVm3OlpREIy9CmFHTy4QhhNOyLbXrfcCYb0NmiaEt3YntSo80gbCumy7atWlcRl3reZws7GHY98pzqTauSvbNE9N+lRFvUaE3AB/8Oc28goCAAwWg34NYZDZ5P3nP//5QJ8GAAwdZvT/+y6X3veFvDBojKyr0I4ja+w2bq92OANDpph94uQMKVFFgw0hwUC4OuGEG6NenU6FsMdrGa1XjTuJ0+gJOeEx5LZHmjWE+evsvKEy6aIWzFheGKtw1ujZ9XvZojCWH9xMy6gX8jIlQl6w6pdrL00Gw2OpltE+hsp4A2jsdd4wmkhF/sAct2XUC4FOpTQ3VMZWAb2WUTcQRr1AaK4LtIwaY9wq4cruqN1yxBgfWqcRPW5Vd0RuK6RRdZWaYlqAzbkqrP+nTyqzyynShY9Ie56d93oAAAxOQyoQAgC2rf2nOIHiryudStLsyBJnL8RAu2gwEK7vNtM4nXVujaEONZotEwJDZZx95pwfTd3ZiuJA6FcIq3NVtGSuiua1UhauycsFt+JBMXkto3ZdYHDKqFtNDLaXpovXEDrh0Q2z/rGm8hhoGY0EWlz9UBoYKpPuDbSMhnMto+5QGT8Qmq8tUCn1B/Ek0kqbEO5WYP0Kod+S64T2UfXO87q6rUep+on240nhtarvWuIc1zQt79/4kGm5fcAO+dAFCn/kV9L43BYnAIDBjUAIAHjX9p/SZN/fvW6MfT8uu0pa+bJzZYPTLhoMhBs6E1KVEx4bbYUwGFicaqLXAtkl5zbhlDNUptIOlfHWzuXWEPb2GbCKq37BdYFe9S4/uAXaQDPFawjtBNISFUKnZTR/baINi357aUHLqLvm0atSVgQDbLSwQugEwlBgH8JghdB7vozuiDOIp8INhPUVocDzm18hNIGwvXKs/XiX6haF1y9wjmvKVQiNLx47U9edurue/soHdMpeuZAPABgaCIQAgHdt/x2dCmGbarQw44QLvfGPPiuETiBszFUIq/MrhIZf8XIrhBF37Vx1MAgF9iE0Q1oybhjzQl7xUJkSLaOl2kDt3oLBKaNuIHSvz2tFDWxRYSuP3rHBNtDgOkY3lAYnnXpVwfyKZkUu7NqhMoWBMLDe0F1L6d13l9tmW5l21gM2ht3j7PPrBG5vsMzqtl6tizpBfka82Q4FskbkVwjrK2M6fd+J/u0AAEMLgRAA8K6NbajSiFonuK1t3M25cOVLzvvA3nN+y2igQtigjqI1hEa1u46wPesEkGi6OzBUJlAhdFtGjVQonhea8sJYtCK/OucGN5VqA40EtpKwFcL8ltH8NYS59lKnQuhW6rzwaAfQ5NYF5g228Ybg5AVYr0IYz00ZDQyVibjPQ36FsEqhUMgP0R1y1vtVZbsUMkN7wrlKorfOcnSDc3+r2nq0PGu2m5dmarHU6exHqOFT+/jXBgAMRUMuEGazWf30pz/V4YcfroMPPthelslkdOWVV6q7211zAQDoNzeeNVsXHT5Vex0Y2JPOBJ7dTvc/bSrVMhrqVEOlWQ/XmRcIa729CNPObaKZXjuR1AYhbx/CwObtRsLOI5W/92B+hbB0dc5fF2iCW2B7CH+z+UCF0AuPZo1jbg1hwQCacMH9RvNbUfMH27j3600ZtUNleou+NrPeMOsGwrAbGAs3pneeMycQtmadz8PKqlY9alBXXrtosGV0TVuPFiadCu/UzhecK2vH+K27AIDyMOQC4Te+8Q1997vf1f7772/3JDTC4bD9C+pPfvKTgT49ABhyDpo6Ql88ZifFJ++bu3Cvc6V6t4XUFJ1qnXDXnLeGsEPDom4IKtEy2pp2Q5OpGqrHHSqT23/PVOe8ls2Et4uSGwLzt50ITvgsXkPorPULbDvhrzfMbiI85raosFNG/fv11htu7BzixQG2xMb09viwVyHsKTlUxvC3nkhH/YqimeJaq/ywbYx2h8qYCuHrXc6/hS8wYRQAUB6GXCD84Q9/qIcffliXXHJJ3uXHH3+87rzzzgE7LwAY8kbvKtWOdgLJwZflXTW82g2EXQmlKwNrCEO5ip/X0uhvtJ6MONtemBZI9aoqHlw754Qer7Wy1xtA463JK1i/520KHxz+oj73CwwMlXGnjKrPQTHFW1R41+edQ7RgY3p3qExusE3pjent8SF3LWXG3WOxYKiMUWovwvpQl2qynX1WCNe29+q5FmcIja+JdlEAKDdDKhCuW7dO0WhUU6dOtRXBoGHDhtmN6wEAW4kJRGZ/us8+JTVOzP8eXBOX+bZsCmkbMs46t4ZQp2q9QOhWB40as1bQDJUx20nEnGNrQl6FMDdUxvC2Z+h1W0a9QFi4D6E/DTSTVSaUH/Lidl1gqnhj+kCF0Lvehkfv2EhfA2hSJVpG4yUnnYbcamP+xvSVtvLpFj+VcNdHxtwKYUWpCqG7F2FHb0pZLxCqS9Vpd32mO8jHaKqtsK2v5t9iaWdY96Xdyq4Jv9OP6fvfFwAwJOVmVQ8BDQ0NSiQSWrFiRVEg/Oc//6lp0/InpwEA+vsbceltCUwgmzisWu9s6NKizrjMKJMR4U7Fkh1FLY3+lFGz0Xq8Wkq0q1q97tq5/Aqhvz2DVyF0q2jF+xDmfiakw1H719BQJhFo7Qy0gQaDW+EAGruGsI8po17IK1X1C+xD6LSiunssZoLbTuSONT/DzNfWnUz7X1s0664hNEHTr5QWVAh7U8rE62WelfpQp6p6M85xtaP8r9+EwZG1FbZl1Lgi/EUd89XDFMqknecbAFBWhlSFMBaL6ZOf/KTOOOMMPfXUU3aYzEsvvWTXFX7961/XRRddNNCnCABla+pIp9r3erMT4oaHO4u2nAiGGycQulMz1etMH/WHyuRXCLuzThiLBLdxyBsqE5hI6v0t1K/65W87EawmFlby8qeMFuxD6IVHr0JYtO2Ec2w6k1XaPTbsrSEs2JjePiXe5vRyPo+5Ybcm7FYoS60h7EkpFXOey8Zwl6Jda9wndXTev8W4xtwWEhOGVSlkHpMwCABlaUgFQuO6667T7NmzdeaZZ2rlypXac8897brC66+/XieddNJAnx4AlK2pI531ao8udQLViEhH0ab0wW0nOhPp/JZRs4bQrxB6gdDdniETzVtnl98ymhvoEgyE/kCXwm0n3KqfCW5Zbw1hXsjz2ktzW1SkAseGSq0hNOcQGBSTDrmBMK9lND8QVrrVzx63QhhX0m4lUR1279MeWxAIEykl3EA4ItqjUGfpQPjlY3fSjm5A3218bn0hAKD8DKmWUSMej+umm27Stddeq3nz5ikSiWjnnXdWRYW7gB8AMCB2dAPhgt5GmaLXiPRaqaelqGXU23bCbxn1hsoEt51wA6E3jbMr666zs4Ewmz9lNOqsmTM5zxT9Uu4awlAfFUJvXaAXHmPBCmG4oELorjc0TNXP3rO/iX1ISiZKtq0mQ1Eb80oGwkhhhTA3bbVSCVUrt7eh3Mf39yHsSakrXCMTCUfFe6WONUUto8b+Ozbpoc+/X68sb9VOY3LVWQBA+RlSFcLVq1frrLPOsusFKysrtffee9tqIWEQALafltEV2RHqzUYVzSalJU84V9aN8Y/zw40JhO4audwawsBU0kCFsDub+/tmXKmillHD3/bBrrDLhTFnymjp4JYORYqHygTXEAaP9SqPedXE0uHRq1KGzXPgHVtQIfTDbiaeHwhDibxQbJ++wFCZDtX6FUK1r8rtL1ggHA5p9sTGvImmAIDyM6QCYXV1td18/pRTTtG4cePs1hNPP/30QJ8WAMAEwlFOUMkorKVZt2I1/0Hn/cid+hgq44TI6lCvqoKTOAtaRrsDexZWKFnUrml4Q13S3ib2bnArbhkNlwh5gaqfXyHMtYwaKTdo+vdbsBeiCWD+EBq3DTTiDpVxji1oGfW21MjkvoZKJVXpB8Lqkusuvc3ph0e6+6wQAgAwJANhXV2d/va3v2nVqlX61re+pVdeeUUHHnigZsyYoWuuuUYLFiwY6FMEgLLVVBNXQ5UTxlZFxzkXemsIg4HQXUPYZdYQeoFQPaqOBIap+BVCr4pm54Y6lylRNOHT8Nbw+RXCbIk2UDtUJhDy3Aqh315qJ5LmtqjIr/rl32/+OTghL15wDhH3WBtKC1tG3WN7zfYb3hCdUMK2zxZWCP29G3tSak47QXFUdr2U7Cy5hhAAgCEZCIN7Dn7qU5/So48+qiVLltjJo7/61a902GGHDfSpAUDZMlspeG2jPXWT868cOdP/sMZdQ1jYMuq3SgYrhN7glZQJTe5WFKGkW3HLDZWxN3GDXsJr18xrGc21dprzNGsOgxXCcHC9YUHVz9svMB3KPzb/HPLbVhPuUJmoew7OthNehTCet6VGT8oM13G+NhMGK/xAGKgQui2jnYmU1qWdY0cn3nGPq5EqCjagBwBgKAdCT0tLix544AHdf//9Wrp0qSZOzN8oGQCwbe0+wdkgvXpsLgCqaphUY3Ym3Mi2E6FAIDTTPN2AVeFNGbVVNLeypkTRPoR5YcxWE6VQNlViY3rnsf3Wzmwk71hbESxYm+gNoUl67aV+hTA/PAbPwTs24p1DXstofvXTqRC6l5mvzZ2k6oVEoy4wVGZtwnke6hOr3SeUdlEAQBkFwt7eXv3lL3/RqaeeqjFjxujKK6/ULrvsoieeeEJPPvnkQJ8eAJS1zx81Qzedtaf233vf3IWmXTSUa9Os9gJhIq2sWwWrUY8qQ261zW2fDIamnmQ6VzVU6Qphrl3T3bOwjwqh4e8vWDSAJrAxvRtAc2sTvWMDQ2UKQqkNn+ZnlTsEJyZzX1lVhDNSNpN3rFch7E1l/OfBVD8rsn23jJqq6sregqnatIsCAMpl24m1a9fa9YLJZFIf+tCHbDA8+uijFY0OqS8TAAYts4bwg3uMk1pSJdtFjVp3DWEilVFPqFJV3lAZLxAGKmN+W2VhhTCvOhfLC249GSeUhbOlt53wLwsOismr5OVX/fxj3fWG3v0WThm1l3mhNDAVNaa0KkPB9ZH5awhN2M1GK+0KSVshzPb0OVTGBMIlvbnLnSupEAIA+hYdinsQnnzyyaqpcdqMAADbofrxTqAy4SowUCa4htDYkIxpvMk04YQNQ31WCM06u6I1hLl9CIMBK+GGMbvthbIlJ5J6k0ZzW1QEJ5Lmhzz/2GxBG2ipwTZuKO3N5qaixpSyk1F9/j6EuQphJlJhW3rMGsJYiQqht+2ECcYvtjdqgcZpWniFcyUVQgBAubSMNjQ06JxzziEMAsD2LhzJVQbH7JZ3lWnh9MLbmh4n6DRGElLCnZjpblaftzVDYJ2dUyGMFFUIvWpidyYXOKNmbExwcmjEbeUsqBDmV/0K1yaGCiaHescG2kuLAmHuHOJKqsKrEJoqo3sO/pTRVFrpiBP+qsNJRfytN6qLWkaNzkRGf04fmntCCYQAgHKpEAbXEb7xxhtatmyZ0um0f3lVVZWOOeaYAT03AIDrQzdLy5+XJh9c9JSYgNObSmh1jxOK6sIJqXtDbgiNqzJaokLoryEs2IfQC1iZ/E3sN9Yy6g2ViWxGy2jhoJhYXpUyfw1hMhuSQmG7btBWCP31kbn1fxWBoTKpSIXMNbXhpJTsLqoQmqBpqqW2dVbS3zKH6Mu6w7kytzwTAIChHwifeeYZfeQjH9Hy5cuVyWQUiUSUSqXsGPHp06dr3rx5A32KAABj7O7OWwmmbXRDp7Ss0wlFNeFeqcsLhMNLVAjTuQ3dzT6E5mYFwc2ruHUHqnNONbHEWr/CltFsusS6QLfq57eMuuFR5ths6b0QvSmj6YzTGprqttVBfw1hIBDmttRIKxV2Lq81ezEmu9xjc2spjd3HN+qZxc5zlKwZK007UXrzn9KM43i9AQDKo2XUuPDCC3XBBRfYTejHjRun7u5uux/hlClT9O1vf3ugTw8AsBmGVTsBakFLxt+H0K8QVgcqhMFtJ9yKmZ3EGXEndpaqEKZD/vYSfoXQC3nethMFLaNeyNtohTCb34oaD2clN0gWnkMinc2FRKXseTjH9VEhdANhXSQp9bS4X7yzhYfn4Gkj/I9H1Mal034pXT5XGrMrrzkAQHkEwq6uLs2fP19f+cpXFIvF7LRRM2H00EMPtcNmzBsAYPs3YZgT7uaucwJVpZms2dVcokIY2HbCnzKazJ/aWVAhNENavOAVDyXdbSfy9wD09ywsDHkm/KVKD6BJKP/YilBuyULhdhZJcw5eG6lpcfUH5jiXOeebGyqTDFX6awjV7T0P+YHwkOlN+YHaPB/1Yzf+RAMAyt6QCoQbNmzQ8OHDbZvoiBEj7Mb0iYTzQ3bq1Km2jRQAsP2bMMwZmNKecUNTtjtQIRxevO1EYA2haRmtCQfCmLdfYDAQBsNjcBN793J/s/mCATT5baBeyCuuEJqKnz8ops+W0VyFMOZuZh9sAw1uO5F0K4TVZq1hd0vR82DsPiEXEFe3u4NnAAAop0AYVFFRoZ122knf+c53bPvoddddp2nTpg30aQEAtqBC2Jl1K3bpnpJrCL22SmcfwtxQmZqQNwm0wploWlBxywXClLO9Q0EgjIVDRVU/s19g6ZbRPqqJwUDoDquJR937DQRCEx6dDerzW0b99ZGpjHpDzrHVdriOVyHMtc7a83PPwz6+e/4AAJRVIKytrdW5557rf25aRG+88UY7TOa+++7TtddeO6DnBwDYskDYbWdruts+tK8sqozlQpPZvN0NeaGkE5wKtqjw1+/ZltFcu6bd9tCbMuqGSm9dYH7ISykWXBfoVRPd8JXKuttGFLaMmnWJblup34qayijrnUPIVAhLtYzmtp3ozbqBMNR3IDT++JkDNWtsvb532h681AAA5TdltLGxMS/0mbWDa9as0YoVKzR27FjbSgoAGEQto2Yr9mzUab9cv6B4DaHXMprM2LbKuNsyajZwt2I1JQNWcBP7qo20djohz9kewoS8ynCmz3WBKTsoJmY+cNpA7SCa/KpfrmU0q2wkZneEcFpGUxtpGc2oI+M8Vk04FaiUFgfCfXcYrns+977Nf6IBAGVvSFUIV69erRNPPFHf//739dxzz9k9CMPhsCZMmEAYBIBBZHyjUyHMKqyVWXdYirfdQl6FMLDOzsZBqdJMGc0U79WXVyEMDHSpzFtvWJlX9TPBzWv3NAHPtJj6CqeMmjZQbx/DkGkZzd/KonANYTacO4dcy2i8ZMtoR9q5j3p12K0q+gqEAACo3FtGzbrBO+64QwcccIAdMFMYEAEA2z+zMf3wGiccLdfI/CtL7kOYUa8bCE0VLeRt3t5ny6g7aEZmD0C3XTMQ3qKFVT8/5BWvC/SmjKYy5thobisJr2U0EPL8jenTGWUCQTOa8VpGK0pWNNtSzv0OS69zrjStqRX1m/t0AgBQHoGwpqbGD39m4ujvf/97PyDut99+mjVr1kCfIgBgC9cRrouMzr8iUBnzAqEZ0tIjt63S7NWX7CzRMhocKpMbQJPbFL5SCoUKwmPa35vQhLzS6wKLK4R2AI03OTQYCP19CDPKuJdXhlMKlwqEgbC7NlNnPx7eszT3HLjnCgDAezGkAmGQCYTr1q3T2rVr7TrC6upq7bnnngN9WgCALQyErRVjchfGa0sOXjE6Uk6AqjYBb1MVwkDLqAmFRZvC5+1ZGCueHBo41t+iIrDZvN2iwt9svkTLaCqrTMi5vMqsC/SmnOZNGc1VCN9JO1XRiLfWkHZRAEA/GVJDZdrb23XppZfqX//6lw2CBx10kA477DB9+tOf1r777ms3qwcADK7BMl3V46We4nbRYIXQaE87H1eZzdsTXoWwuvRQmQpvY/rAfoEl2jVtePSrfqYNtETI86aM2q0kctVEM5XUOTZecg1h2l1DWGXWMKbcLzAQdr2BOV2JtBalCtYLEggBAP1kSAXC1tZW/frXv7ZDZL7xjW/oqKOO0u67764QbTUAMOiY7ROM+IgdJHewpqrzg1EkHLItm6Y615p0fqRVmWEu3gCaePGUUdOuabaoMDGuQgnFVWr9Xq4V1d/Y3gTCEsNfvKEydg2ht64wr0JYomU0lVE65J6vmVzq7W0YmDI6vDbuB8IlbdK6bL1GhNqcKwmEAIB+MqQCoQmCr776qq0QmjezGX0mk7HbTxx++OE64ogjtMsuuwz0aQIANsMH9xinUfUVml3XIb1VukLoVdKS6ZSaE2F/KwkluoqmjPoVwqQZ6BK3W847Ia+4QugFt7xN7ENmjmnxoJi8yaHuVhJmAE00W6plNFRUIbRTTku0jNZVRG3bqNl2Yllzt5bHRxAIAQD9bsitIdx111118cUX609/+pPdhuLee++1l3/uc5/TMcccM9CnBwDYTKb6d9DUEapumuAPdgluOVE4fKWl1/mRZvYhzA2VKbGG0IYxJ6SZil/c2xS+xBrCRDAQKhloAy1eF2gmkmbdqp8JmVGvmhgImv7G9OlghTCwhjDQMmq6W0bV5SqGy7Mjcl80FUIAQD8ZUhVCo7e3V0899ZTmzJljq4TmY+OQQw6xW1AAAAYZsy6vfrzUsqR0hdAdvrKu1wmGdrpnolTLaG5qZzqcq/r5ewAGK4SR3HrDbLTSVv2c/QKLq4n+noUZMzk0Zv/SalpGS1cIc9XElHu5nVya9gJhLgAao+sr9M6GruJAWCIYAwCgcg+Eq1at0pQpU5TNZu02E2agzNe//nU7XKayMv+HLABgEGmc5ATCEkHIGyyz3s1Udk2gN2W0jwphyq0QVps9C/3qXOmWUbOBvLPeMBAIAyEvWqJCaAJhxNtKIm8fwtxEUi8QVpoW11S46FgjWCFcGdyPkQohAKCfDKlAWFdXp3/+858EQAAYasbtKS1+XBo5s+8KYY9TqYtlAy2jJYbK9CbTSrl7FtoJn95Al0AYC247kYlU2KqfqSZGS+wt6K0LNFNGM25rq1kXGMr0vQ+hqRCaBlT7WGZyqbfffUGFcGRdLqQ2x0dLGfcTAiEAoJ9Eh9rG9GZwDABgiDniq9Jup0ljdi+6ymsFXd3tBLOoqcyVGCqTXyGsCKzf6ykKY3FvyqgbCO3j2AhXIuQF1gVm3AphhZ0cmuyzZdQEzUTEObeaUI+UjhWtITTMUB1PR8VYyS18qqpx8543AADKbagMAGAIMu2cY/cwk1b6rBBu6HHeRzO9uW0ngi2jgTBmmj/tbUOlB7oEK4TeNFBTIYxkiltGvZZVMw004wZN04paqvLonWtPMq3uSJ39uFZdJaeMFraMdlWPy11BhRAA0E8IhACAQc3bwL3XDXkR09bZ217cMuoGNycQRnOBsMQegLn9AtN2iwqjOnhsILgFQ17avbw6nCwZCGsrnMft6E2pJ+ycW022K7DmMVfRNEYFWkZjNcOkmlFm/qgzZAcAgH5AIOxHZquL4447TgceeKAuu+wyrV+/fqPHmz0S7777bp100kmaPXu2li5d2p+nAwBlwa/QKdBu2d3SZ4XQtIH2huKBgS49fW47EawQVkUC1cTgekO/QphWym0DrQ0lAi2juWNrvEDYk1K3Hwg7pR73fCsb8r620fW5kNpQHZfO/oN09h+lujHv4pkCAGCIryEcSL/5zW904YUX6vrrr9eMGTP0zW9+Ux/4wAf07LPPKhbLtRYFfexjH7Oh8YADDtBdd91lt8wAAGwZb/CKVyG0ujc47+O5QFjhVvLs1elIYKBLos8poyY8prxAaCuEyY22jKaqnABXHU5stELY2ZtSV8gJhNWZztzawMrGPiuEjVUxadyuW/bkAACwCVQI+4HZ5uKrX/2qPv/5z+viiy/W0UcfbauFr732mv74xz/2ebuf/vSndirqUUcd1R+nAQBlaXKTE/rSiiiZdcKZEh19VgiNTi8QmiEx/lCZYIUw116acquJVX2tC3TDY0/KVAidQFhlK4+9ReGxttINhIm02uWcW1WmI1chLBgW01gd88+7wQRCAAD6GYGwH8yfP9+2ex5//PH+ZaNHj9Y+++yjhx9+eKNTUQEA780OTbnvpXlVwoJA6LWBGh1+hTCw1m8TFULbXlpyUEyuQpj0q4mlW0a9CqGxLuWGx3SH1Nvm3ll+IAyFQn4F1LaMAgDQz2gZ7Qfe2r+xY8fmXT5u3Lh+Xxdo2kqDraVtbc4vEclk0r4BffFeH7xOMNReL+Mb4nmBsFZuxc+cv6nuBb4Gs2eg2RS+NeFMK41nk0onumQiXToUVcY9NuJu+Gf2LExk3a0klFI62eMcG84dGw1l7fueREq9WTcQqjd3bCjiHxvOZhUJh5TOZLW8K5rbN9E732hN3vkaI+viWt7Srdp4aLv99xhMrxcMPF4v2JLXCbY+AmEfPvOZz+ipp57a6JP3zDPPKB6P+y/Yior8ceHm8+bmZvWna6+9Vtdcc03R5XPmzFF1de4v4UBfHnzwQZ4cDKnXSyqT+3GWN1hG0v1zHlfa3QrCiJi2UoW0cPk654Jkt5YtXqjJkuYtWKz5HffYi1fZXSui6uju0cKlK7WD+SzVpYXz3tAMSYuXrtBr9zjHvmO7U6Nqbu/UwuVr7fWRRLuWLXnbvd9F/v0a8VBE3Qrp+SWt+V9HuFL33F/8fO9aEVJbXViJJS/rnpUva3s2GF4v2H7wesHGdHW52wdhqyMQ9uGLX/yi2tvdseV98IbFNDU12fdmQMykSZP8683n3nX95corr9Tll1+eVyGcOHGiDj/88H5/LAwt5g8X5oevWbPa16AjYLC+Xr716hw1dyXVka2yuzJ4jjnhw3l7F17zyhz1dCZVNXyc1ClVx7IaMXaktEGaucvumr6/0/r/zoYuXfvyv5UNRzVm0jR7fW1cmjplkrRa2mHqdE36gHPs/NUduv7VJxSKxjV64lSpWaqPSxPHjZbWSzNn7arpB+SWFHz3jcfU3dqjzkitOpMVqgk5XR+R2qa8pQee4ku2P4Pt9YKBxesFm8PrgsPWRyDsw9SpUzf7Sdxll11UWVlpK4Z77rmnvSyVSun555/XFVdcof5kqo6FlUjD/ADmhzA2B68VDMXXi9nA3QTCRdmxmqllzoWxasXi8RJ7FibVlnLWCMaySYUzbptoRbUi7tdaU1nhryH09hY0E0kj2bRzbKzSP7a2qiI3ZdTddqJSCYXdTewj8dz9+oNlWqVVbT1qi9eoRk4gDFUNGxTP9VB4vWD7wOsFm3p9YNtgqEw/MK2aZ599tm644QZ/78Ef/OAHttR9zjnn+MdddNFF9g0A0L9G1DnB7+3s2JIDZQqHxbQmcoEwNw20eB/CVCarXvdvpxUqvZWEvzF9Kq2ekBseTcjzj83/pcbbizCTldpNRdO/o/yBMgAAbAtUCPuJCYNnnnmmxo8fb1s3E4mE7rzzTtvO6Vm4cGHebW655Rb9+Mc/9nukzQb1Zk3i1VdfrZNPPrm/Tg0AhrwRtU4QW5gZl7swsAehf5Eb9JrdQBg1A128QBitLDrO6Ew7PyrjZouKEoHQ25g+m5U6M87lFdlgIMyvUgYnjXpbT5TacgIAgG2BQNhP6urq7J6Cq1atUktLi205LSx133zzzXmff/CDH7RbUxQKrkMEAGz+1hMLs4FAGCve2sfbX7DZnTIaDVYIo/E+AmHMn0jqb2JfokJotKe88Fi6mlgUCLOBQEiFEAAwAAiE/WzMmDH2rZQdd9wx73OzV6F5AwC8Nxe8b4qeWLhOH5xxmPSYe6G73i/IC3obet1AmOkNbEyfqxBGwyGFQ05bZ0fabS/to0JoNo43c2tMhbA15YTHikxPYB/C0i2jRrsCLaNUCAEAA4BACAAY9OoqY/rjZw5yPvECYduKouO8tYEbekJm8osj0VkU8syG8CY8mkEx7Umnqhg37aUlQp451gyr6U6m1ZLyjt28ltG2bKCKSYUQADAAGCoDABiaEnaDwJIVQrOBva+3rahCGGwvbXNDnt1Avo+Q57WNNieiucrjZgTC3kggEFIhBAAMAAIhAKBseBXCRLBBpscLhPGS4bEt6Q6gsS2j3nrD/O1/Kt3BMs1+NbE3ML2075bRZKwud0XVsPf2xQEA8C4QCAEAQ8vhVznv9/ho0VVxt+qXVViJrPOxUt19VAjdLSrcQBjLlG4ZDQbC9Qn3Po3edvfY/PBo9yF0ZSoCgZCWUQDAAGANIQBgaHnfF6TJB0vj9yq6ygt5RkIxxRUYPFMQ3LwKYYsb8uwWFX20gXr3u74n8HfWntaSx9ZW5EJjNl4vuUsYaRkFAAwEAiEAYGgJR6QdDi55VXA7iby20RJtoLktKpzbRLKpPttAvQpha29GvdmoKkKp3BrGwpbReO5xQ8GqIBVCAMAAoGUUAFA2zBYRnl7FNxoI/U3s3S0q8ttASw+VaetJqafwfmPVfbaMhqsbclcwVAYAMAAIhACAslER2EQ+kd1UhTB/z8KNrQv0KoSJVEbdyr9ONU19ThmNBQNhZeBjAAC2EVpGAQBloyKSv4YwT6R0IGw3w0XDIUVC2UAgLGgZddtLje5sXPIyZDha1AoanDKqhgnO49aNKbpPAAC2BQIhAKBsVMZzwS1vL8KNVAhNujPhsUoJKZPcaMuokdcyWjPS7FzfZ4Wwur5J+tS/pMr6d/9FAQDwHhAIAQBlY+9Jw0oPlTEBryC4BQfQ9HqBMHh8gNcyavQEW0arRxSdQzAQNlTFpNGz3s2XAgBAv2ANIQCgbOyzw3CNqK0obhkt2IMwOGW0ZDWxjymjfsuop6Y4EFbHI372bKimTRQAMLAIhACAshEJh3TkzqPsx73ZWJ8Vv8KJpIngsaXaSwMto3lDZUoEwlAopFp364nGquLHBQBgWyIQAgDKyjG7jtmsCmFhy2iewpbRQDWxJ3isWUNYwqcO3VHH7zZGM8fUbfkXAABAP2INIQCgrLx/+kidtd9EVa/bXVrxvHNhqqfouNxQmS1rGU2FA+GyOn/LCc8lH5j+bk8fAIB+RYUQAFBWwuGQrj1ldx38sW/nLuxat9EKYfEWFX1PGc3biL6PCiEAANsLAiEAoDzFa6RPPCBV1Et7nb+FQ2X6njIaiVdtdA0hAADbE1pGAQDla9L+0hVvbXoNYXCoTKxGCucCYGGFMFJRI3W5n1AhBABs56gQAgDKW6yqaA/CwjWEeS2jo3YqOjY4VCZeVbPJNYQAAGwvCIQAAJQQrBCGYoGtJEbvUnRssGW0xt1SwvmENYQAgO0bgRAAgBKCFcLGusD2EKN3LT420DJaH00ErmBbCQDA9o1ACADAJiqETY31uStGzdpohbAu3Ju7okQrKgAA2xMCIQAAJXQn0v7HY2ojG28ZDawhrKymKggAGDyYMgoAQAmj6nPrBqval+SuqB5edGw8GqgEHniJ1PKKtMeZPK8AgO0egRAAgBLeP2OUrj1lN+01aZh0x39v9DmKRXINN8NGjJY+djfPKQBgUCAQAgBQQiQc0ln7TXI+OfY70h1nS8deW/K5mtxUo0uPmKYRdRWKBsIhAADbOwIhAACbstMJ0leWS/HAHoMFLj96Js8jAGDQ4c+YAABsjo2EQQAABisCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJSp6ECfwFDS2dmphx56SC0tLdp33301a9asTd5m/vz5ev7551VTU6MDDjhAI0eO3CbnCgAAAABUCPvJwoULbQC8+uqr9fe//1377bef/ud//qfP49vb23XCCSfoxBNPtMf/8Ic/1I477qjbbruNVyUAAACAbYIKYT+56KKLNHXqVD344IOKRCK666679KEPfUgnnXSSZs+eXXR8Mpm0tzn++OP9y6699lp94hOf0Ac/+EHV1dX116kBAAAAQElUCPvBhg0bbBD8zGc+Y8OgYULdpEmTdOedd5a8zfDhw/PCoHHMMceot7dXixYt6o/TAgAAAICNokLYD+bOnatMJlO0ZtB8/vrrr2/2/dx99912LeGMGTP6PMYERvPmaWtr8yuO5g3oi/f64HWCzcHrBVuC1wt4vaC/8fvKtkMg3Eg4W7Zs2UafvAsvvNBWBL1Q1tjYmHf9sGHDtHz58s36h/j3v/+tb3/72/re976nysrKPo8zbaXXXHNN0eVz5sxRdXX1Zj0WypupZgO8XsD3Fww0fh5hY7q6uniCthEC4UaGxJjK38Zks1n7vqqqyh8UE2SC4uaEtBdeeMG2mF588cW69NJLN3rslVdeqcsvvzzvMSZOnKjDDz9cTU1Nm3wslPdf2swP36OOOkqxWGygTwfbOV4v4PUCvr9gIHkFF2x9BMI+fO5zn9vsJ3H69On2vVn7t/POO/uXm8+POOKITYbBI488Uueff76uv/76TT5WRUWFfStkfsHnl3xsDl4r2BK8XsDrBVsL31+wqdcHtg2GyvSD8ePHa6+99srbMuKll16y6wfNlFHPPffcY9+Cx5hqzXnnnWe3nQAAAACAbYkKYT/50Y9+ZMOdMXPmTP3iF7/QaaedZqt/nhtvvNG+N9NFV61aZY836wx32mkn/exnP/OPM/sTmjZQAAAAANiaCIT95JBDDtErr7yi3//+91q/fr2uu+46nXHGGXnHmKDnSaVSOvXUU/1KYdChhx7aX6cFAAAAAH0iEPYjs5bwG9/4Rp/XX3LJJf7HEyZMyKsKAgAAAMC2xhpCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBMJ+kslk9I1vfEMTJ05UXV2djjzySL3xxhsbvc3rr7+us88+W+PGjdOoUaN0zDHH6KmnnuqvUwIAAACAjSIQ9pNvf/vbuummm/Tb3/5W8+bN09ixY20obGtr6/M21157rU499VS9/PLLeumllzRt2jQdddRRWrVqVX+dFgAAAAD0iUDYD1KplH74wx/qi1/8og477DBb8fvpT3+q5uZm/e53v+vzdua6U045RSNHjrS3ueqqq9TR0WEDIgAAAABsbQTCfjB37lxt2LBBhx9+uH9ZbW2t9t9/fz3xxBObdR+tra360Y9+pPHjx9vbAQAAAMDWFt3qj1AGVq5cad+bdYBBpvK3qfbPX/7yl/rUpz6ldDptq4R///vf1djY2Ofxvb299s3jtaQmk0n7BvTFe33wOsHm4PWCLcHrBbxe0N/4fWXbIRD2wQx4efjhhzf65HV2dqqioqLP68PhsLLZ7Ebv4+Mf/7jOO+88Gyq/+93v2jWEL7zwgqZMmdLnusNrrrmm6PI5c+aourp6o48FGA8++CBPBDYbrxdsCV4v4PWC/tLV1cWTuY2EsptKLGU8NdS8bUw06uRps+Zv9uzZevrpp7Xffvv515sWUjNc5rbbbtusxzT/FKZK+NnPflZf+9rXNrtCaCabmkDZ1NS0mV8dyvUvbeaXNfNHh1gsNtCng+0crxfwegHfXzCQzO+4I0aMsMuq6uvr+cfYiqgQbqS6Z942x6xZs2yb56OPPuoHQvNXjWeeecZW/baEaR3dWEY3FclSVUnzCz6/5GNz8FrBluD1Al4v2Fr4/oJNvT6wbTBUpp9esJdccom+973v2X0EzYCZSy+91A6WOeecc/zjTjjhBPtmzJ8/31YCzV6F5i/xy5Yts5+3t7frjDPO6I/TAgAAAICNokLYT66++mrbynniiSfa0rapFD7wwAN5A2JM9c8zdepUO03UBEYTChsaGnTAAQfo3//+t2bOnNlfpwUAAAAAfSIQ9pNIJGLbQzfWInrPPff4H5t21PPPP9++AQAAAMBAIBBuQ5u7JhEAAAAAtgUSCgAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlKnoQJ8A3ptsNmvft7e3KxaL8XSiT8lkUl1dXWpra+O1gk3i9YItwesFvF7Q38zvK8HfdbH1EAgHufXr19v3U6ZMGehTAQAAAPqVKXo0NDTwrG5FBMJBbvjw4fb9O++8w/8s2ORf2iZOnKilS5eqvr6eZwu8XtBv+P4CXi/ob6YyaMLguHHjeHK3MgLhIBcOO8tAzV9O+CUfm8O8TnitYHPxesGW4PUCXi/oT1QGtw2GygAAAABAmSIQAgAAAECZIhAOchUVFbr66qvte4DXCvjeAn4WYXvH7y7A9iWUZZYrAAAAAJQlKoQAAAAAUKYIhAAAAABQpgiEAAAAAFCm2IdwkJo/f75uuukmLVmyRNOnT9fnP/95jR8/fqBPCwPgueee0y9+8Qu98847+tWvfqWxY8cWHfPYY4/Z61paWrT//vvr0ksvVXV19RYfg8Ft4cKF9t/4zTff1KhRo/TRj35UhxxySNFxv//97/WPf/zDbgp8wgkn6LzzzlMoFNriYzC4vf322/q///s/zZ07175eTjnlFB199NF5x/T09NifRU888YTdL8y8Do444ogtPgZD6/cT8/PD/G5y44035l23atUq3XDDDfZ70MSJE3XxxRdrp5122uJjAPQvKoSD9Jvtfvvtp/Xr1+vMM8+03zTN52vWrBnoU8M29l//9V/69Kc/bYPb/fffr87OzqJj/v73v+sDH/iA/YPBySefrNtuu03HHnusMpnMFh2Dwe2BBx7QiSeeqKqqKp111lkaOXKk/Tf/2c9+lnfcVVddZX8Be9/73qfDDz9cl19+ub74xS9u8TEY3J566imddtppamxs1Lnnnmu/N3zoQx/S9ddf7x9j/hjwwQ9+UL/+9a/14Q9/WDvssIMNjH/84x+36BgMHYlEwv5esmDBAvsHgCDzO4v5Y+Mrr7xij2lvb7e/u5g/OGzJMQC2AjNlFIPLueeem913332zmUzGfp5IJLKTJk3KfulLXxroU8M2tmLFCvv+ySefzJr/nefPn190zPTp07MXX3yx//miRYuyoVAo+5e//GWLjsHgtmHDhmwqlcq7zHzPmDBhgv/5qlWrstFoNPu73/3Ov+yOO+7IRiKR7NKlSzf7GAx+ra2t2XQ6nXfZ5z73ueyuu+7qf/7Pf/6z6PvOZZddlp08ebL/82lzjsHQcemll2Y/+clPZi+66KLs3nvvnXfd1772tez48eOzPT09/mUHHnhg9vTTT9+iYwD0PyqEg5CpBJm/1HrtWbFYzP4F9r777hvoU8M2Vqo9tLDly1SUzV/mPeYv9HvttZf/etmcYzD4DRs2TJFIJO8y0wbY0dHhf/7www8rnU7b7y+ek046yX6vefDBBzf7GAx+9fX1CodzvyKYf/PXX39dM2fO9C8z3x923XVXTZs2zb/s1FNPtUsZTOfK5h6DoeHuu+/WPffcox/+8IclrzevheOOOy5v32TThmx+p9mSYwD0PwLhINPV1WVbQ01ffdCECRO0ePHiATsvbJ+818TGXi+bcwyGHtNebNpFzfo/j/n3Ni2CtbW1/mWmxbSpqSnv9bKpYzB0fOYzn9GRRx6pyZMn2z8q3HLLLf515t+71PcN77rNPQaD3/Lly3XhhRfqd7/7Xd73hqC+Xgutra1qbm7e7GMA9D8C4SDsz/d+AQsya8i864Ateb3wmio/ptpzzjnn2H97M7zBYz4vfK2Uer1s6hgMHWb94CWXXKJPfOITtnpzxx13+NeVei14g6g29nopPAaDm1lrfvbZZ+uzn/2sXf/XF14vwPaLKaODjPnLWzQa1YYNG/IuNwuxzV9vgSBTyTHM6yX4V9fg62VzjsHQCoPml3wznfZf//qXHS7jMa+Fwu8tpV4vmzoGQ8fBBx9s35sWYfPvawYImXAYj8fta2H16tVFrwMj+HrZ1DEY3F599VU9+uijdvmKGUZmmCEwZmK1+fy6667T7rvvXvJ7h3ktmHZzM33W2JxjAPQ/KoSDjAmDu+yyi1588cW8y83ne+yxx4CdF7ZP5rVifkgHXy/mr7lmgpv3etmcYzA0mH/X888/324xMmfOHE2dOjXv+tmzZ9stAoJru8wa07a2Nv+1sDnHYGiaMmWKuru77S/63mvBhAHzRwaP+T5i1qqa7yubewwGtx133FH33nuvvvCFL+iyyy6zb+Z7wejRo+3HXouweS2U+t3FrEutrKzc7GMAbAVbYVANtrIf/OAH2WHDhmXffvtt+/nzzz+fjcfj2dtvv53nvkxtbMqomc621157ZTs7O+3nt9xyi50S+dZbb23RMRjczMRIM6HYTPAr9Toxkslkdscdd8x+7GMf8y+78MILsxMnTsz29vZu9jEY/MyE4WXLlvmfd3R0ZI855pjsLrvskjeN2Pzs+elPf2o/7+7uthOwP/ShD23RMRh6Sk0ZNa+pWCyWfeaZZ+znixcvzjY1NWWvvfbaLToGQP8jEA5C5heyj370o9mamprsfvvtl62qqspecsklA31aGAC33Xab/SXtgAMOsIHwfe97n/38vvvu849ZvXq1/cE8atQoG/qqq6uzv/zlL/PuZ3OOweB266232teI+YXevEaCb+aXfc+zzz6bHTduXHbatGnZGTNmZEePHp194okn8u5rc47B4PbQQw/Z18puu+2WPeSQQ7KNjY32/dy5c/OO++1vf2t/Fu25557ZMWPGZPfYYw9/O5wtOQZDPxAaV1xxRbaystL+7lJXV5c99dRT7dZZW3oMgP4VMv/ZGpVHbH0LFy7UO++8Y8d5F07lQnkwrXpvvfVW0eVmzLvXpmOY/81ffvll2+plWnlKrd3ZnGMweC1dutRuG1CKmSJp2tGDwx/MGkPzmthnn33yRsBvyTEY/C3GpjXYrOkyU0b7+jljvmeY7x1mqwrT8udtibSlx2Do8NYQHnjggUXXLVu2zG51ZH5GTZ8+veTtN+cYAP2HQAgAAAAAZYqhMgAAAABQpgiEAAAAAFCmCIQAAAAAUKYIhAAAAABQpgiEAAAAAFCmCIQAAAAAUKYIhAAAAABQpgiEAIDt2kEHHaQHH3xw0N33YHh8AAAIhACA7dobb7yh1tbWLbrNfvvtp0ceeWSTl72b++5PhY9f6hwBANiaolv13gEAGKCg1dbWtsnLnnzySY0fP34bn13fj1/qHAEA2JqoEAIABpWTTjpJu+66q3bffXcde+yx+slPfqJMJuNff8wxx6i7u1uf+9zn7HGHHXZYycuMT37yk3r66af925r7+elPf6qjjz5aBx54oL761a/a2wWvv/nmm/WBD3zAXv/pT39aS5cu3ej53nvvvfac999/f33sYx/Tm2++6V8XfPy+zvHdPCYAAJuLCiEAYFC5/vrr1dvba4PSW2+9pS996Utau3atvvGNb9jrb7rpJs2ePVtf+MIXdMQRRygWiykUChVdVqpl8+Mf/7hd03fttddq+vTpmjNnjr797W/rW9/6lr3+wgsv1EsvvaSrr75ao0aN0u2336599tlHc+fO1fDhw4vO9YUXXtDJJ5+sG264Qfvuu6/mzZunCy64QP/+97+LHr/Ueb+bxwQAYEsQCAEAg4oJah5TJTTB6TOf+YwfCGfMmKFwOKxJkybZSpun1GWF4e03v/mNDWsHH3ywP/QlmUzaj1955RXdeuutWrZsmcaMGWMvO+CAA/TEE0/oV7/6lQ1ype5zxx131H/913/Zz02QO/3000s+fqnzfjePCQDAliAQAgAGlddee00//OEPbYXMrLczbZarVq2y76uqqt71/f7nP//RsGHD/DDo8Sp1jz/+uK00mjbVbDZrLzPv33nnHVupLOX973+/bQE9++yzddppp9k2UPMYm+vdPCYAAFuCQAgAGDSWL1+uQw45ROedd55t5TQtk6aKdu6559o20vcSCHt6elRdXd3n9V1dXWpsbNTvfve7ouv6Cnmmmvn666/byuOPfvQjffSjH7Xh8Be/+IWtBm7Ku3lMAAC2BIEQADBomIqZCW033nijf9mzzz5bdFwkEvErahu7LGjmzJlauXKlVq9erdGjR5ds6Vy3bp1qa2u1ww47bPY5m2O//vWv2zdT1dt5551t26gZXLOp8363jwkAwOZiyigAYNAYOXKk1q9f70/qXLRoka0UFjLr7RYvXrzJy4JMW6ZZ72fWI3Z0dNjLFi5c6Ffnjj/+eBsazWRQE9IMs77QVP9MUC3lD3/4g+655x5/Cqo53gQ+E/BKKTzHd/OYAABsCQIhAGDQMFsvmPbQPfbYw4a3PffcU4cffnjRcWbYylVXXaWddtrJ376h1GVB8XjcbhGxZs0aNTU1afLkyTaQmSqdt5bw/vvvt62e48aNs49vWlbNJFJzn6WY8zPbWJj2zmnTptltI772ta/ZYTWlFJ7ju3lMAAC2RCi7sf4ZAAAGmBkeYzZvr6+v9y9rbm62FTMT2kz1bcGCBZo1a1beurzOzk675tD8mDNVtlKXlbpvw4RCsyZx4sSJJc/JPL6pVJrH94bObIx5XHOfJtRVVFRs9Gsrdd7v5jEBANgcBEIAAAAAKFO0jAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAACAytP/ByWM4ozQlWiGAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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c1vasSIEQqFQjrvvPPU29urb3/72xo2bJjC4bDOPfdcvfDCC35rqefFF19UJBLR7rvvboPjggULtOeee9rrnn/+ee21117v+dyw9US34n0DAAAA5SXZJf2/cdv+cb+yQorXvKe7mDRpkv9xbW1tyctSqZS6u7v9671AOGvWLFsVfOaZZ2w43G233dTS0mLbUb1wiO0TFUIAAAAA75oJhLNnz7YfmwqiFw7NesN4PG4rh9h+USEEAAAA+kus2qnWDcTjDuA2Fl7oM+HQaxH985//rKOPPlqVlZUDdm7YNAIhAAAA0F9CoffcujnYTJs2zYa/M888064ZPPnkk3XDDTfot7/9rR555JGBPj1sAoEQAAAAKCNmjZ/ZSsK0cxrRaNR+bi73xGKxosvM8eYyM2Am6Lvf/a4dQGOqgWZC6dtvv60PfOAD+te//qV99tlnG35leDcIhAAAAEAZmThxot2I3rPDDjvkfW7MnDmz6DLTClp4mTF8+HD95je/0VNPPaWDDjpIK1asUENDw1b8CtCfGCoDAAAA4D17+eWXNX36dMLgIEMgBAAAAPCeNTc366STTuKZHGRoGQUAAADwnv33f/83z+IgRIUQAAAAAMoUgRAAAAAAyhSBEAAAAADKFIEQAAAAAMoUgRAAAAAAyhSBEAAAAADKFIEQAAAAAMoUgRAAAADAu7Jw4UJddNFFOuuss3TnnXfyLA5CBEIAAAAAW6yzs1OnnXaadtllFx1zzDG67LLLdO+99/JMDjLRgT4BAAAAANvWCSecYEPcpZdeukW3mzZtmm6++WYdffTRqqio0H/+8x9VV1fb65599lm98847W+mMsbVQIQQAAADKTDqdViaT2eLbpVIp/3bRaNQPg/Pnz7eB8Iwzzuj3c8XWRSAEAAAA8K699NJL+sQnPqE//vGPamxs5JkcZAiEAAAAQJnr6OjQOeec47d8fv7zn9fjjz9uP77hhhv0m9/8puTtHnjgAV188cU2DE6ePHmbnjP6B4EQAAAA6CfZbFZdya5t/mYe97148cUXdccdd2jkyJF2WMyNN96oeDxur/vpT3+q9vb2otusXbvWrkU0baQf+9jHdOyxx/YZHLH9YqgMAAAA0E+6U93a/7b9t/nz+fRHn1Z1zFnP924D4U477aSqqio98cQTCoVC2n333W0QXLBggfbaa6+i29TX1+uuu+7Ku2zq1Knv+hwwMAiEAAAAQJl74YUX/NBnPvbC4WOPPaZwOKw99tij6DZmyqipCmJwIxACAAAA/aQqWmWrdQPxuO+FqRCatk/vYy8cPv/88zYcetNEMfQQCAEAAIB+Ylot30vr5kBZtGiRRo0a5VcIzzvvPPuxaQk98cQTB/jssDUxVAYAAAAoc2PHjtXvf/97Oyjm9ddft1XBb33rW3rllVf06U9/eqBPD1sRgRAAAAAoc7feeqsWL16sMWPGKJlM6kMf+pDdduKRRx7RlClTBvr0sBXRMgoAAACUuQMOOEBvvPGGvve979ltJsxm82aKKIY+KoQAAAAA/LWE++yzD2GwjBAIAQAAAFimbfSggw7i2SgjtIwCAAAAZeaee+6xE1FLXb4xCxcutPsSYujgX3MrSKVSW3R8Op3eGqcBAAAAlGRCXalAuCmRSORd3Q7bLwJhP4bAyy67zPZbV1ZW2t7r5557rs/jM5mMbr/9druAt66uTg0NDTrttNO0ZMmS/jolAAAAANgoAmE/+drXvqY777xTjz32mFpaWrT//vvr2GOP1YYNG0oev3z5crvR54033miPf/PNN9Xa2qrjjjuOiiEAAACAbYJA2A8SiYRuvvlmXXHFFZo9e7Zqa2v1/e9/Xz09Pfrtb39b8jYTJ07Ubbfdpv3220/xeNxuBvrNb35Tc+fO1bx58/rjtAAAALANZLNZnmeet0GLQNgPzJ4tbW1tOvTQQ/3LqqqqbNh76qmnNvt+TNXQaGpq6o/TAgAAwFYUi8Xs+66uLp7nd8F73rznEQODKaP9YM2aNfb9yJEj8y43n3vXbYppF/3v//5vnXrqqRo9enSfx/X29to3jwmiRjKZtG9AX7zXB68TbA5eL9gSvF5Qzq8XMwti9erVdj5EdXU1A1c2s6JqwuDatWvt/A3z3Jm3oKHy+hgMCIT9qPCFbD7fnClM3d3d+vCHP2yH0fzv//7vRo+99tprdc011xRdPmfOHPtNCNiUBx98kCcJm43XC7YErxeU6+vFhMLOzk62Y9gC5vfk9vZ2zZ8/v+T1VF23HQJhPxg3bpx9b6qBO+64o3+5+XzSpEmbDIMnnXSSPdaEumHDhm30+CuvvFKXX355XoXQrEc8/PDDaTXFRpm/tJkfvkcddRStGdgkXi/YErxewOvF2UbMTJ1nPeGmmYJJNBq1W1j0xeuCw9ZHIOwHO+20kw1jDz/8sN1GwjB/8Xj66af10Y9+1D/ODJkxTCXQ+/xDH/qQXTtowuCoUaM2+VgVFRX2rZDpvab/GpuD1wq2BK8X8HrB1jLUvr8Mpa9le8Dzue0QCPvjSYxG7YTR73znO9p77701c+ZMux7QrCE8++yz/eNMW6hx33332cmkJ598st5++23df//9qqmpUUdHhz+QZmN/MQEAAACA/kAg7Cdf/vKXbYvAxRdf7O9DaCqGZgsKjwl6HrO1xOOPP24/3mOPPfLu629/+5uOPPLI/jo1AAAAACiJQNiPvdBmfZ9568tf//pX/+PddtvNrwgCAAAAwEBgH0IAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAC2wD9fWalTbv6PljV3SS/+TrrnS1Imw3MIABiUogN9AgAADCYX3faCff+lP72i25Zf5Fy4wyHSrJMG9sQAAHgXqBACAPAuzF3Zlvtkw0KeQwDAoEQgBADgXWjuSuY+6drAcwgAGJQIhAAABGWzUjq1GT9AA+sGu9bzHAIABiUCIQAAHhMEbz5QuuUDUqq35PNSE4/Y93ElNysQrmjpVtaETAAAtkMEQgAAPJ1rpbVzpZUvSS/+tuTz0lgdt+8rldhkIPzT88t00Hce0a+fWMxzDADYLhEIAQDwpANVwcd/ICV7ip6blLvFREWwQti+uuRz+Nbqdvv+9RWBATQAAGxHCIQAgLJ348PzdcT3/6X/+duLueeibbk0756i56Y35QTCylCgQti+ouRehF0JZy1ic2fgWAAAtiMEQgBA2bv9mXf09rpOPfXWivznokQraG+yRIUwk5I61xQd25VI2/cbuhLSG/+Qbj1Jal9V9s83AGD7QSAEAJQ9r+oXV8F00YLBMmY4TG8qXbyG0KsoFuhJOse2mC0qnvs/adGj0vwHyv75BgBsPwiEAICyl0iVqPoVrim06wezyrgDQ4uObV3ed4XQtIz2drgXsmchAGD7QSAEAJQ9r+oXDxUGwmTJSqJRUXhs24o+A2Frd1LZRKdzYXdz2T/fAIDtB4EQAFDWMpmskuls6apfQctor9sCWrpldFmfLaP2cXq9QEiFEACw/SAQAgDKWiKdq/rlbTZvpBN9VwgLj/VaQktUCJ0Hcq+nQggA2I4QCAEA5eHh/5H+9wOS17pZIuQVDZXZSCAsqhAWtJca3YFAGEp6FcKWd3f+AABsBQRCAMDQl0pIj18vLX9OevtfJQfKlFwXWNAyGmwBLTq2IDwa3e7xYWUU9gbUMFQGALAdIRACAIa+Va/kPo5V90vLaHGFMD88Bjemr1ZP7kJaRgEA2xECIQBgyDLTPf81b43SS57crEExmwyE7rGxSKjEFhXJomE1Pe4m9tUKPCZDZQAA25HoQJ8AAABby3n/97ReXtaqRyfP0WTvwlR3nxXCTU4ZdSuEtRVRVSbcsBirkcz6wILw2ONuZWHUhAIVwlSPlOyWYlXv6WsDAKA/UCEEAAxZJgxKWTWsfSF3YbJnI2sI3aEy0aqNtozWVkb98JitqCt5bHDCaF7LqEHbKABgO0EgBAAMSd4AmEmhNWrMBDaDL6wQ5k0ZdSuEfYQ8bwP72oqYKrw1hP6xyT4njNYUBkIGywAAthMEQgDAkDR/tbPv3+TQ6s1qA62JR3Ito17IM9NJg8e6awLrKkyF0LkuEy8dHr0Jo0Z1sGXUXhkIqIE1h/e/vkqr2wqOBQBgKyIQAgCGpLmr2kqvCzTr90pUCOsqYyUqhL19t4y62070FQjzW0Z7NxkI/7NwnT792+f11b+9tvlfJAAA7xGBEAAwJM1d2UcgNENd+gh53sb0mb4qhG7LaHU8oiq3QpiOb7xlNBIO5Q+VsVduKDrfpRucoLqsOT+wAgCwNREIAQBD0psr20tvJVFQIcytCwxW/Wo3OlSmIhpRpTuAJh0rfWx30rm+qSa+WRVCs0WG0ea+BwBgWyAQAgCGnGw2m2sZdUNeX2sIcy2jpkLoBsJYHy2j7hrCeDSsavd+U/6xyZItow1VseKhMiUCYUt3Ii8YAgCwLRAIAQBDTltPSi1dyT5aRkvvQ1gVM0NlnKpeKlq70ZbRimjYD5qpaE3pCqEbCOurYsVDZUpMGW11z7ejN6WUeZwNb5tku0VfNwAAW4pACAAYcnoDEz6LW0ZL70Noqn6VYa/qV7PxltFYWJVuIExENz5l1FQIvZbRbOWwTbaM2sd5+v+kG/eUnr1lC75qAAC2XPRd3AZ9eOWVV/Tb3/5WLS0t2n///fWxj31M0ejGn+K3335bt9xyi9555x1df/31Gj16NM8vALxHXnDbnAphqXWBSb8NtK8KYUSV7lCZpF8h7Ltl1NuYPl03TtGeZqm7peicvYqmPW7Fy84Hq5k4CgDYuqgQ9pNHHnlE++yzj9rb27Xzzjvr2muv1Yc//OGN3ubLX/6yjjrqKK1cuVK///3v7W0BAO+dF9zy1hB6g2I2UiH0WkYT4erSexa6awhty6gbNBObaBmtqYj4U0YzVU3u/RbvNdgSqBBmOta6d1IcHAEA6E8Ewn5y2WWX6dxzz9XPfvYzXX755brrrrv0z3/+U/fee2+ft/nkJz+p+fPn69Of/nR/nQYAlJdEl/NWoMcNbnkto5WNJcOYFwiD6wLzQl5gHV+ummgCoRMAeyO1JY/1Wkar41HVhZ1gmfJaRguG1RROFw11rXe/EAIhAGDrIhD2A9Pu+eqrr+r000/3L5s1a5Z233133X333X3ebsaMGQqH+ScAgHfFDHy5YZZ08/5SJhcA+2wZrSodCIODYrzw6Ic8ZaVMqvjYWERxNxD2RNzwaASO7Uqk/GE1NSE3EMYbS7aXGi1duQpjuNsNhFQIAQBbGWsI+4FZB2hMnjw573LzuXddf+nt7bVvnrY2Z6x6Mpm0b0BfvNcHrxMMmdfL2rcUM8NZupuV7FgnVQ3LhbEeJ1zFIiE/EJrN5s2f4LKJbqUCX1ePG9wiIVNNdD7uVKV/fbKnw2837XHbQKOhrOJZ5zG6ssFjO6W4ExA7e537ikfkbzvR6w6gyaZ6884hmc6o071ve969ztCZbHdL3nHbq0HxesF2g9cLtuR1gq2PQNgPurudAQW1td5flB11dXVavny5+pNZm3jNNdcUXT5nzhxVV7trXoCNePDBB3l+MCReLyPbXtVB7sdz7r9L3fER/nVvNIdMxFNVOONX/Va39misCWqt6/TwPff4xy5YZGJiWIvfnq9Y1vmD2wtzF2tP9/oH77tHSXcbihWrnWPnvvqy3zL67BuL9L68Y51AuGiJc+yi+W/quGyPFJLmLVuvkebnRkerHgycQ3sy9yM5rIziyVb7cbJ9je4NHLe9255fL9j+8HrBxnR1FS8HwNZBIOwHDQ0N9n1zc7MmTJjgX75hwwb/uv5y5ZVX2jWKwQrhxIkTdfjhh6upyR1WAPTxlzbzw9cMMorFYjxHGPSvl/ALa6SFzseHH7SPNGqWf130jdXSmy9rZGOtKlqcQDhy4gyp9UU75OX444/3j53zp1elNSu166ydVPFY2naJ7jhrT2VXhRXKZnTU4YdKdWPssb9e9rTU1qoD99pVWubcfsfd9pVWOB8fdcT7pdpR9uO/rHtB2rBOe8/eXTWreu39jpsxW1p3u6ri+eewcG2n9Nx/7MfD1K6wOdhUCtPdOv64Y6XQ9r28YDC8XrD94PWCzeF1wWHrIxD2A7NeMBKJ6LXXXtNuu+1mL8tms/bz888/X/2poqLCvhUyP4D5IYzNwWsFg/31YjZuX9/Rq8ltbiJzg5MC55nKmgqhNKw67gfCdGWj/aEXSvXmfU1Jdw5MdTymmFtNTIYrFIpU2C0qYqGMf9+JtHNwbSw3PCYVrpIicTtUJhbO+sf2uOsY66riqjYVQnO/FcPt+5A5NnAOnd5JSBoeyk2cDimrWLorrx12e7Y9vl6w/eL1gk29PrBtbN9/chwkGhsbddxxx+knP/mJ3+/8pz/9SStWrNCZZ57pH/e9733PvgEA3r1P//Y5Hfb9f6lzdWCNdm97ycmhtZVRf3JoMla/0Smj8UhYMXddYE82JkXjRQNgvGE13qb0mWxIPZmwEwjtsYniKaOxsKrcNYQ9Ue8c8reoaO3Ofd4UKvirOINlAABbERXCfmLC4JFHHqlddtlFU6ZM0eOPP67rrrtOu+66q3/Mww8/bN9/8YtftO///ve/649//KPWrVtnP7/iiivsOsQLLrhAhx12WH+dGgAMGab74uWlrXZ3h/SGRbkrevNDlB/cohFVuZvNJ9yBLkp2l952IpLxWzV7zY9HP+T1Fk0ZrXQriT1mhWImK0ViRUHP25i+KpJWVM7HPbGGknsWBjelH66CQMjWEwCArYhA2E8mTZpkW0Qfe+wxtbS06Oc//7l22GGHvGO+9KUv5X0+depUHXvssfbjc845x7/crAkEABRr7U7allGjomNpnxVCf79AU51zq3nehE9l007Vzw1xXsirCue2jOjORCTTMlqwOb23MX2ltwehaTJNZ0pXCN1AWBsKhMRIfe4cMmkpHPG/LqOuIqrhqfyvhQohAGBrIhD2o3g8bquEfTniiCPyPjfVw2AFEQCwccua3anO6lJFomUjgTC3t2CFqRBmpe6IGwi9tlE3ECYK2kCNnkx0Ey2jiVyF0Kwr9MJj4Nget2XUaxftzUbVE3Lv0x6bkMz6w0CFcFJTtYavLgiEVAgBAFsRawgBAIPGsmZnDPnE0Nr8KwoDoVvJq4hG/DWE3eHABvLJ3DrCRNo91m0tTWYj6k2HNtoy6m9gn405gdJrGQ1UCL379fY2TCim3qxTESw81qsQTjaBkDWEAIBtiEAIABh0FcKJoTX5V/TVMhoN+4GsW2ZQjLuJfKq7uA3UW2uoqBPmvEDorgs06xe9+427+xU6FcLSLaMpdyJpLOSEyKRM0AwEwlRxIJw0vKZ4qAwVQgDAVjTkWkZ7enr0i1/8Qs8991zR/iUjRozQLbfcMmDnBgDon0A4LrQ+/4qioTJuy2gs7G8g35M2baBmK4mekhVCr2XUrAu0VT9zbCDkmdZQM8zGiGeTfnh0AmGsqGXUXm4CoTtQJmWCprnI3aIiGB5bupyPJw6v0nA54TZTPVLhrrV9riE0X2M0HFYk7GyxAQDAuzHkAuEZZ5yhp59+Wsccc0zeJvHGsGGDYx8nAMDGW0Zr3HV5m64QRvzw1pU1gdCs2WvNqxD6205kA62dtg00v2XUC5lGLNAG6qwhzK8QmmpiykwfNT9og+HRu18bCHuLJpLWV8Y0Iux8LYnGHVVpA2Fz0fPQ3pPUEdc/qhmja/X7Cw7g5QIAeNeGVCDs7u7Wvffeq0WLFmn8+PEDfToAgK1UIawKuWGqstFpqezt6GMNYdjEMPtxVyYmxbyW0eC6QDcQuhXCRLZ0y6h3nOFtI5FSJP9YNxB6YTB4rFmbmN9eWlxNjEfDfstoT/0OqlzxdMmW0deWt2lte6+aOxM2fIZCVAkBAO/OkFpDaH4g1tXVEQYBYAgywccLhN62D6odtfEpo5GQv9l8l1m/ZyuE+XsR+vsQupW8XsX7aBl1jouGQwq71UQT8vKHyiTzjrXHu4HUtIzmBcJAKPUH0ETDqvY2sa92/7BZomX07XUdfvD0tuEAAEDlHggrKyu122676ZFHHhnoUwEAbMU9CP1AWNNXIHQCVlU0628232m2kvArhIE1hO6xMTe42aEyeSGvN29ITDQS8oOfqRCWGipj20hdkYwbHu2wmmzJ7Sz8UBoxQ3DcqaiVI5wrS1QI317b6X/c3Jm7HwAAyrpl1AyRGT16tI4//nideuqpRRu8NzQ06Morrxyw8wMAvHtedTBvz8DakRsPhIHN5jtthbAyr0Joqo5edS4XCN2hMlXexvT5FcJYOCxl+qj6eS2jeRVCLxCWDo95oTSSazHtjo/ou0K4Ntci29yVsPsXAgCgcg+EiURC69ev1yGHHKLVq1fbt6CRI91fHAAAg463eXt9ZVSV3vCWmpEKldyH0N0U3t1KwuhIhgPbTvQUrQv0WkvtlNF0ccuoPyQmUCE0IS+RykpVhS2j7rHhkEJueEz6Q2W8++0trhC64dHojA3vu0K4Llch7Fq7RLrnJGm/T0l7nrNZzyUAAEMyEJptJR566KGBPg0AwFbQ7Ya8sQ1VqtzghKlk1UjFvW0nzJ4Q7nAVL+j5W0lko+o2wS1WlRcIvepg3jRQM1SmxGbz/hrCiKkQpjbRMpopDo/+sJriLSq886gI5aqGXZEG54PAFhnO15bW0g3OtFVjh2eulla9LP39IgIhAKC81xACAAY5E+qev1Va/kKfgXB4TVxVbtDrjjd5N5QSuaqZHwjDub0Fe8zkUb9l1A2Ewcmh/lAZt2XUq+S5w1/8jebD+RXCjQXCmAmPfR1bYtKpVyHMZEPqClXmKomZ3Hm+s75LgSGmqm9+fTOfXAAAhniF0PPaa6/pJz/5id566y1VVFRojz320GWXXWbXFwIAtmMmCN51qTRyZ+mip/Ku6k44Yak6HlGNG/Q6wnVqCEedip1pG62ozZ8y6u8BaAJhWqrxKoTd+VtORMMKuQHNBMJe2zJauJVEsELo3G/a30oiv+rntZc6gdANiXZYTbaoFdVe500ZddcxmnPozriPb4/tlcLOuS8MDJQxanrXvJtnGgCAoVkhvO222zR79my9/PLL2nnnne0WFH/96181Y8YMvfLKKwN9egCAjVk3z3nfvMipFgZ0u5u3V8YjqvYCYTomVdQ5BwTWEfr7ELprCG3AMoHQC2MFFUIz3dNb0+cPleljcqjTBpprGbWTQ/tqGTXVxOAawrzwWDxUpiIw6bQrG/ibbWAqqrflhFGj3KAdK+M8RwAAlGWF0EyLu+KKK/Szn/1MF1xwgX95JpPRZz7zGV199dU2HAIAtlPNS3IBqLtZqh4eaBl1J4fGIqpy19p1pKNOIDTHBgOhF7D8NYQxJ1BG8yuEiUCF0GvhdNYQpvtsGc0PeRF3UEzhesNghbBwi4qCYTXpjN8C6k06NXsh9qRCUigsZTN57aVmQ3qjMhbWrJT7fPlPUotU47XRAgBQZhXCdevWqb29XZ/85CfzLg+Hw7rkkkuoEALA9q4lEHDaV5ZcQ2gDobsPYZsNhPXOAWawjMtrGY27k0Nty6i5zN+HsLc4EPpr/dzhLwUto0mvZTQcDHmF2064l/trCE010TuHggqhdw6BwTYxv8U1ql67Z2FV3jYZwUrpuIYq7RpelP/8da3bjCcZAIAhGghra2vt1hPLly8vum7evHkaPjz3l2YAwPbT3fGFP7ysS25/Udnmxbkr2lbkHdfjBcJ4RBVeIEy6FUKjRIUw7lUIVVAhdAOWv9YwGtxb0GwlUWpvQa/qZyqEub0Fncmh+ccmSg2VsVNGg2sI3fAX3PrC/bpMRdNe7h0bqBB6wXhcY6lAuH4znnEAAIZoIKyqqtLJJ5+sY489Vn/5y1+0cOFCvfHGG7aF9NOf/rTOOYf9mQBge7O+M6E/v7BMd728QpkNS/oMhP4awlhE8awTkFpKBEK72bwXCAOTQ5N5Vb/kxiuEwUDohrF0cKhMsA20RMuo315a8tiC8Oieg9kxI+KGUlPRtKG2YN9Eo8urEDZWalKoYKAMgRAAUM5rCI1f/OIXdh3h6aefrnTa+aFZV1enr3zlK7r00ksH+vQAAAWWrO/yJ2yGO1ZusmXUTBmNZZww1ZwIS/HavEBYarN5sy7QrusL5wc3O020xFq/vOpc4VCZwBrC4qEy3pTRjbWMlq4mxiNhhbzzMi2jpnpZokLYE9iPsUbu5SY4mtDYScsoAKDMA2F9fb0NhTfccIOtEJptJ3bccUfFYu4vAQCA7Yq3yfq40DqFzH6Cm6gQVkcyCsv5eEMiIlUE9uvrY02eGdJSasJnrg001zLaVxtoLuTlt4GWDHmpUvfrbUxfukLoDLbpyZ90GssfghN8HsY3VqlazvGZhokKr59PhRAAsMWGXCD01NTUaPfddx/o0wAAbGaFcGJobf4VhYHQrYzVuVtO2ENSUakmv7XT23LCacFM5LeMeoHQXQOYP/wlGPKyyoTjzrqKVIltJ7zb+5NDC4KmP4Amd7+5tYmlh8rYdYyp3BpCp2W0uELotYyOrK9QTcgJhMm6SaogEAIAyjEQtrS06Ktf/aqGDRumL3zhC/bjvphjvvnNb27T8wMAbNySDZ35gdAMfjEVscKWUb9C6ASsTDakznQksM6ut2hQTMjfW9BtGd3Y8JdAyLOHeIEwXbjtRP6xpSqE3rHO2sTcxvTOOsbSQ2VipfZCLLGG0GsZrYlHVRNyju+qHid7r6whBACUWyA06wSXLVumnp4e/+O+mGMAANtny+gELxBO2Eda/HifFcJqd3Joj+LO1gx+GPMCoVdxi/hBqjcb72N7iOLhL6Zl1B4SjipWsmU0UE20gTCrbCSmUImgGawQ+usYC863dMto32sIvQphdSzkt4y2VY7TMHslU0YBAGUWCJuamvS3v/3NfpxKpXT99ddr6tSpRceZ65YsKdjAFwCw3bSMjgltcC6YsK8TCLs3SMkef+9ArzJW7baM9phJnMni0OS1jOa1YHoto+Fo6eEveYNionnvlXa3mAiGR79C6ByTDsWcjzYSNPuqJvqBMJJ/vjbYVhRXCP39GEPOscaG2FhNNh+UGCpjpq5ec9cbau5K6IbTZytsvlYAAIbithOrVq3S+9///i2+DgAwMEwb6Jp2J8jVyQmGyfpJuf0C21dsvEJYYp2d3zIay6+4eZU8y9veIThUJhDcjLT73g+KXntpoOrnVRNTIS88eusNAyGvsGXU384if9JpXoXQ34fQDYQmGAeeM6PGGyiTDak5Nsq5sssN1QEPvLFav35isf7+0gq9va5jM/5VAADlZEgFwo3p6OiwG9cDALYfS5udEFhXEdWwsDNJc12qUqob4xzQvqqoVbLK3WqhO1vhBMJI/vYQ+S2jbkh0mj8DVT9vrZ+3t2Au5KXdcOe9z1UTg0Nl3MuykZL36wXC4LHJvrazyNsLMbdFRal9CM35eu2oVVnn+epShVpD9e6TlN8yah7v2nvm+p+vbsu1ngIAYH9WDYWnobW1VVdffbUNfebjyy67rKhd9Mknn9Ree+01YOcIAOi7XXRSU7WGtfaaspzW9MY1ttINOL25ilaPtzG92ypptpLIX2fXUxAIc0NazBpCe0jIWxeY39ppK4QJd1iNGwSTbtjz2kNzIS9XTUyHnGOSoVjp8BjO3/DeWUOYf2xwH8JcgC382pzLewJ7LFa6wbhLlWqW+3wlO6Vkt79dxSNvrtZi9zk2VrWylh4AMAQDoQl8CxYssENjvI+DzF6ERx11lC6//PIBO0cAQLHlboVw4rBq1bc5Fa/lPVHt4W02bwJOQctohRKBNYQlWjC942wLZm7KqJH2K3n5YSw4KCbrbl7vt4wWhke73jCVOzbthL3SVb+QHzTNdhb5+xCWGiqTO99SU0a7Eil/S4142nnuOrMVak1XSuZcTDXSVAkbJtjrVhYEwPZ1S6XfXOwM7jmi76ncAIDyMSQCoRksc/fdd6u5udluK/GDH/xgoE8JAODpbpEe/Lq098ek8fmdGq3dTsAZVhNXddYJOBuSlVKs2jkg4a4rTGf8qltF1g2EWW8NYeUmp4wm3ApeYXDLG/7ihryMO3gm5Vb//JbPTHGF0IYw2zKavw9hMq9C6K0hjCidCexvWGqoTGDbCft1uAN1vK+jJ+G2i8YiCrlh2VQIu+0AmjpnEE+gqtrclduzsVHtOu3Zz0qpFuntOdLhVznJEgBQ1obUGkKzzyBhEAC2My/c6rw9UFyRautxAkt9RUSVGSfItGQqpbgXCDvzqoNGLOuGI7+tsmBjei8QmqEyXvALuS2j/qCYVPGUUa9C6IXHbP6U0Vx4zK0LVMRtLy2oPHrtpcFhNd4x/gAat6Lpt4wGKoR2Y/pkiQph0jmX6njEf246VelUDivcqmoiFwhbu5zHqK+M6hPRe1VrwqCnu7nEPxYAoNwMqUBo/OlPf9I111yTd1kmk9Hpp5+uefPmDdh5AUDZWv2G837pM1Jve95V7W4gHFaRUSTrhL4Npv2xoGXUWz9oclvUraL5U0a9oTIlNqb3QpfXBlpYIczfmN5rGfXWEIb7mDJqQl4q79iEt96wYFhNLG+ojBcI86uJpVpGe03LaHATezcQehNGK2O5QNiVNYEwnXvOEsUVwp3G1mtyaE3+v0vr0pL/XACA8jLkAuHnPvc5fepTn8q7LBwO66yzztJVV101YOcFAOXmzVVtWtPeI61xA6EJRov/k3dMm9sy2hTt9bdQaEnGilpG/S0n4lGFvHCkuA1TWX9qZ/4+hHHTMuqGrnRRICy1X6Ab8vyqX/4aQq8NNBLYs9APmgVDZXJ7FoZyIdHfoqIgEKb7aBm1eyx6FUJ3sqq3KX1ehbDC2aMxXuM+Z7l1l2bvQWOnMXVqUmv+P1DrspL/bgCA8jKkAuG6devspNGxY8cWXTdz5ky98sorA3JeAFBuFq3r1Ik3/lvn/e8Tyq57K3eFWbtWomV0WNQJeR2qUrtZJ1fQMtoVrIx500TdyaFJb/1eQcuoE7DcyaHheEElr6DqFwhuuXWBbng04S+bLTi2cA1hfoWwVMuo2bx+0xXC3Mb0ToUwv2XU35TeVgidSmC3CiuEuUDY2u089kwTCENt9uNshTuRlEAIABiKawhNe+iLL75YdN2cOXM0bty4ATkvACg3zy7aYIfA9Kx926/oWQtLB8IGdw/CdlU56+FiNXkto34QioedbRXcllGvmmZ5EzpLrCEsahkttTG9ty6wsGXUHp8uOYDG20IikS09rCYYCP1zKDg2PxDmNqY3VcaM1w7rbkzvPQ9Oy2huyqgTCN3nLNCW61UIp4+q0wg3ECZH7eZcSSAEAAy1QBiJRHTBBRfolFNO0W233ab58+frtdde0/XXX68vf/nL+vSnPz3QpwgAZeH1FU574syQ25Y4bIrzft08Z+qoq73HCVb1cgNhtlodvcH2x668NYS2MlYYCItaMNNFLZi5QBjOHRuo+jmtnYGtJGzQdKt+RiYZ2FswOIDGXRfo3W82YxauByqEgcqj14paOFQmr6KZ25g+OAwnt+1EccuonTLaR4WwpdM5zxE1UQ0POUGxddiuzpUEQgDAUNl2Iug73/mOuru7df7559s9CY36+np961vfsusIAQBb3+srnGrUjJAzuCQ9YX9FzP54vW1S5zqpqtFe3ua2NNaFuv2W0c7eVJ9TRm0gTDnHpsIV/kRO54LevPV7tuLmtXa6e//1ZtxjjUzKD3l2UIy3LjASVSjaqpeaX9Dchnqtika07tEr9HxihaonJ/SHFVV6vCGi4dUjtDAyR7HMaL3c2q1p4bBGmKmlmWTBthPe/Ra0uBauIcwbKuMG2HCFE3u9jen9SmmuZbTTDpVJFa0hNKG03TyXJo+HOhSR8zirqnfSSPMBgRAAMBQDodmE/mc/+5m++93v2gphLBbTzjvvrHjc/SsrAGCrymSymrvSCYQ7R5wK4bLYDppc3eQEwq51kqYpm82qza0Q1rh7EHZk3UDYR8uobZV02ydTkcq8alphy2iw4pZxw1gi2AaaTvqVvGS2Vf+IZfXUiCb9p+Znqh3WoZ8vlDTcCa5a/ph9F6mWVvZIK00gs6H1BVVWSj9eeK9+PHmCxidTOuDJa7QyOUEKj8qbMuqtNyxsL807Xy/UeoHQb4fNrxBWxaLFFcKCbSe89YNGfdqpym7I1mpZaLR26yMQ/u6pJfZ2758xUruOb9j0PzYAYNAbcoHQ09DQoH322WegTwMAys6SDV3qTKTttg+7xFebfkotj03S5JoRUvMip0LohjyzUbtRmen01xA6FcL8ltG86ZpuhTDtVgh7/IBVMFTGVgjzB8X4Q2VM+Oxp1vLUY6qa+Lh+tniBso3uABd1KJsNa0zVRO297g1NTKY08vCv6/YXEnp1eac+dtAO2v+lK7Qum9Lv6j6st3tbNHbkeq3vWablsaj+/PZd9l5qZ0T0lxV7qzGe1Qe6QrkqZeHWF3nn63wNdiuNjGmHzW8Z9Z4Hu5ayK7APoZ0ymh8IW9wtJ8wehJFu5zlfn23QkuQw98tc5VQv3XWQb6xo01f/9pr9+Hv3z9PfLjpYsye6gRgAMGQNuUDY09OjX/ziF3ruuefU1ub8hdozYsQI3XLLLQN2bgBQTusHzVYHw5udzc+XZ4ZLpkJomNbRwJYTZhuHeNoNhKZCmEgrG6tWyFyQ7CpulXQrhGm3Qui3jLrrAvMmfLrr9HIto2E9V1mhO+tqNefvJ6k3m1C0VjKxdOdEUgd3den5qsv02KIdddHp++jkebOdCt8Ox+nu55Yp3bFOuzTuoaM7Ou3lT9QcqzeWh3XZIXvoyH/sqhcqK/TkIf+lP85/Qj2hlVrQ8Yy+0litmvpKVfQ+qHDPwUpqqnNOphqYzZZsGc2YrTSSUm9hIAxsv6EWJ/h1FQ6VcSuHLe5AmWE1calzrf14veq1IlnrBE4TPttXSo2T7HXzVgd/Zma15tm/SpUHSyNnvNeXBABgOzbkAuEZZ5yhp59+Wsccc4wmTJhQNIUUANAPzGCXZc9Jkw70h6UUrh/cdWyNatc54XBpok6qHuEcYFtGcxNGTQUrZFpJbYWw2lYNE5FKVQSqXXnbTnQ5IdGbwNmTCTx+qreg4uZO/YxIscandf3cn2v12NHOsZmEKrJj1bZuV11x0Bn61IPHSdm0LqveyQ2WWad6ZgKhWRfoDaAJ7EPoBM2UzNaHNaGI3tfdo/fteqFennusnnznDZ140BotXHar3olF1Vn1gmqmvKCr37hHH6+t0fGdXarKpEtuTO+tN/TWEhbuQxjcmN5UCM19ZGI1zmgb93JvU/rGahMIned8XbZezT1pqX6cU601baNuIHx7bW4YzQnhp3X0KzdKZremXU+VTrnFbOq75a8TAMB2b0gFQjNM5t5779WiRYs0fvz4gT4dABi65nxbeuImafox0um/kWJeu6W0ZL0TLHZtTCikrFLZsBZ3V0oj3Qphp1chdANhVczfKsGsIfT21qsosTG9M1TGqZZl3D36ugNtoKbqFQxY7yit24c36tGaG1VZ26PVPVJVJqvjOzp1+om36H8erNZT6zZoTPUEGwaNkG2hTDhbR7itpmYCqbeVRDzk3L8RtltUmOsyzrFmOwoTHlNZZRKjdey4Y3XcU9fq2coKfaHpaDVHX9OSroX6xsgmXT98mE5+9jq1p3c3j5o3FTUULQyEhWsIc4Gw23mm1BuuUlVey6gThhvN8+tVCLP1zuX1451A2LbC/1oWrnVut8/kYdpv+dzcc/ran6X3XSGNnrUlrxAAwCAxpP7cFwqFVFdXRxgEgK3kxXea1dLZK710u3PB/Puluy7NO2ZlqxNeJsfb/TbFNR3JopZRb8uJusqo1ONUCHsjzjq4rqwbMJMlAqHbMpqJuOExHawQJtSbTitSM19/XX6NThxdr9811CsV6lEm0aSjRl+gB1e36RvrN2hW3WR/DWM8lMr9YHTX1KXMxFCv+hmYHBoLBEJF3eEv5jq3qmeH1Zjb2mPTtvV1v55eTUmcp84FX9GJ4y7QhGRS7ZGwfjPvdr0W+oqqJv5Ki7qeU8Ztcc367bBey2j+lFG7ltJ9bsxQGXts2Hk+1Ju/hnBYdTAQNjiXm/WcgX+LYIXwuN3Gapfwkvx/+BXF+/sCAIaGIRUIKysrtdtuu+mRRx4Z6FMBgCHnrpdX6OSbn9B537/db/u03vi73bjds8oNhKMjTshbm23UmvbejbSM5iqESXe6aHvGDUKmCpbN5vYhDAyVyboVwl5TnYtUqDsU0h8X/FWv6WuqnvR/mt/xrLKhkN7X1a19sheqc+EXtGfjh9XgVf1sG2ipkOduD5FXIUz6exbGwrnwGHJDoL3OC4+B6aXxcO55CUfiyqZrdNDI0/TPZav0k1VrdMjo/aRQVtHaefrtoq/rxNENurW+TulYOm+vRVshzGbzg7FbCcxEnS06epz6YG4NYXeiuGVUDc7lXiB0LzfB+O11zu2OmNGknUNOIOyafIRz3IoX+npZAAAGuSHVMmqGyIwePVrHH3+8Tj31VE2cOLFo8uiVV145YOcHAIPZH593tinYO/GcTCdjYuJBiq980QloGxZJI6bZYLS6zQmEI+VsdbA226C1JhAWhBC/ZdQGQic8psyEF9s66m0VlLXrFUttOyE3EK7uWqkbhjXoz9Uxtb58k+m+VDYd18GjjtaVL/1CO6RS+vK02XaFYtK0k7oVQLO+0AtuFaF0cYXQhrxcePRbRt39/IyIWyHMay8NHuu2oRqhmPmaOm010YTDQ7t7dOgB39Bxv39Wb/c+qIZRL2mpOvT9pmEKZb+vCs3Wgs6zdJB3B6leZ79Bfx9CJ8BlYrWmw1VdIbeqWrSGMCatDbSMms3qa+xOhH7lcEVLt221NW22k7RKkVCvurNxLRh9nHZf8kjJCqEJ/uY2k5rcPSMBAIPSkAqEiURC69ev1yGHHKLVq1fbt6CRI90fgACALWLWnT2xwAly74+YSSPSomGHaGa62wkLa163gXBtR69M96QZvFKb3OBXCE17aG98hLParcu53NuDsL4qKrU7FcJ0vM6+b08FNpBPdqnbTG0JtEqa2tfS+EJVTfyLbpq/wPSd2uvHV41ST8uhWrx4V52+z17a4bmbC6p+wUCYC26mtdMT8ltGTcjzqn6pvDZQ90hF3Kqgvc6/31Ru0mmgFdU71q5xNFNEzXrBdELZ5Aj1rjlR3z3689pw32G6vb5O8yqk+LBn9b23ntVDY0fprLYOHdnbnnseTOXR22PR7IfYGQyE+WsIh9kK4Vp/qIzZrD5dNVyRQLV2gbt+cEpTjSKrnX/fN7OT9EpmuswKR616zZnY6j6PJpieeNO/tb6zV+ceMFlfOmra5r6UAADbmSEVCM22Eg899NBAnwYADF5mXzovBAU88MZqG5B2GV2lg9vm2sLd49k9NXPUcjcQzpVmfchfPzi6vlLhzjX24+aws5fduky9xpdoGa0LtIxm3UBoiliKVjnVx0SHO10zo7XJufp/tRHdO3K8WiJ/tltGGAcksjqreZ3e/9Ff6YN/7pYybaoIhrFgIAy0gfohT27IC0UUjUaKw2Og6hczGyvaO40pagbB+BXCwHpDfwCNe7/hmGKl7jed8LedqItEdHhHp07p6NRHJv5Yr3Xer4qG1/RiZaV9G3H3aeqO7Klw5U6qDs30v7awbbPtUZc7kMcGwmzWX0NoK4RuVXaD6u37ruhw2WfavdxbP7jjyBpplRMIX89M1jOt9Tq/slHqaZHWvCGNM5VW6e5XVmpdh7Ou8f4nX9QX3viIDo1UKrTHaGmHAzb+GgMAbFeG1BrC7cGSJUv08ssv2/0Qt+ZtAKC/dPSmtLK1W5m7Pi99c4T0rVEKP/WTvGPue22VfX/21B7Fsgm1Zav10LpGadTOzgGrX89bPzi2oVLqcLo0uiucVtE1GXefPDMMJdHl70NoW0bdoTKqbLDvnM3pq20l8JmVz2hB+jeqmX6tfrvky7q9tkotkYiq1KDetUfoo+N+pv/tjumIrm5FMrnqXC4QmkqeuzF9Ojj8Jdcy6g+VicQUM9tKFLaBBtcQei2jJuRFvGMzeUNlvGPjfniMO/si+udQkQuEqfzzDYXCGhbbWT0rztLF036tz7Z2amQqpXW9G9RZ9bBqpvxEV736Kf1gWKNeqqpRtMI5x46se59m0mk64Q/taYiHci25FU44bw07z7MXCBe76wenjDCB8FX78evZHbRoXZc0bs+idYR3PPOOfb/LuHpdEv2rGnpXaFjX24r85gRpxUulX2gAgO3SkKoQNjc364tf/GKf1w8fPlzXXXfdVnns1tZWu27xqaee0qhRo7RhwwbdcsstOu200/r1NgDQn37z5GJ98+43tFtmnv5S8UvnwnRC4X9/X9GZ37efmnDz9NvONMpD651tCt7ITtary9uUPmKW03poKoTuWjRjjA2EToUwXT3KLN/Tqq6oE5pMq2PXerX7Q2UifmAx7Y/hiqV6bM18zRleo+dHVqn72W/KPIiJU1WRGh3dslrHdnbpkak/1y/nNqtCI/31hHYfwsJAaMKYW50rXhcYKhHywoE2UK/qZ1pGnWOj/v1GFXX35nOmjAarfgWtqJHA/QbPIZULhHGzE719gEpnT0J7Xg26sDujCzas0KOn3qgv/PshpStf19rEWv2qsV6/MqecvUKVE6boobXv1w6xqHZIphROdNqgb5/fsPNvYu+6ylT7etUarpfdqddtJfXWfY5trJLmvW0/XpgZZ7cQyc7aQ6G35/ih/63V7XrhnRZFwiH99IQRGvObf9nL18cnqimxVHrqZumUX+S9zswa0kXrOu2WFmE3cAMAtg9DKhBms1l1dDjrIDzpdFqvvfaa3nrrLV144YVb7bE/97nPaeXKlVq+fLkdXvOjH/1I55xzjvbdd19Nnjy5324DAFvEDGAxrX5m0MjE/f01YMary1r1P3e9oXQmra/Hf2MvWzj+w5ra87pC6+dr0vrHJJ2qN1e1qzORVl1FVOO659vj5od2UGdvWovCO8quHtuw0D5WXoVwnVMhzNY4G8Gv7Uw4k0bbV9i20eaeDoUrl+udrhX67vAGvV4R1yv6imp2TOhRU7iymSmsplidujt30bpVO+nHHzpB7//L/vb+HoubimOzelPpXHXObkzvhL8KL+RFKxSLhkquIUymY8UhL68NNFghdH5kRr320sIKod8ymlLKDY8xL+RFYop75+CtISxoGa3wj42rwg2EvfbYSvtUHDlitlIrR6sz2a3vnrBcz738Az1RXa22cLdidW/orhVv6K4J41SbyWjWnEvUXDFC0box2tCVVU8opMpYjepqKqXmXtu+a5lW0HRSq83QH0mjamNS63L78QqNsP/ubfXT1RAI/Q/PdYL+YTNGatL830ihtB5P76pHq07XVxNfl177i3T0t6TaUfY488eE//r9C9rQmdDuTVndPOUJTahOSrufIU3Yh/+hAWCADalAaCqAd9xxR8mg+NnPflZTpkzZKo/b2dlpH/emm26ywc646KKL9K1vfUu/+93vdNVVV/XLbQDAMls8mMEsptJWP870GPpPjAlHtz6xWPe8ukpjW1/UtZkfqjHlVIFs699pv5KGT7FVqc//4SW7LvDLOyzS7FVvqz1bpU+vPFF3HXWIqu6/QjuufcA+1nOLnSEwe5nqzkpnfVnHsF2kVdJz6yo0rWqY1N0srZunFa0pKZRUXU2PFves04aKCi2tXaPYsPm6d/lTmtdYpdU1o7To0Uu0JtKqminSn1aavkY3oCihbLpC46p20tldC3TAqgWaccp3dMQ/a5Tu7FRD1Km8KRRWLO5u3p4MBiwTCJ1qYSwUCGN+da5gv8B0JH8NYVEbaLCaGMkPhHYNoRc0gxVCc6wbNL0po4GWUSeUxgPnW1ghrPADoT+Axp5Qr3rM59m4jhy+m85Yu17p4Q36RNNX9eSKJzV10gqt635FHeGwnln3isxywap66fOvSqHJEzQ2I7WHb1LF2Gr9YeU0ra6r0+hUUo3LHteqrlUKRcIaGd5gv1bz/EYbx0nNSS2N7uAGwjfs2sSXljbb09l/x+HSK866/d+lj9TzLVP1lfF7K7zieen5W6X3f9FWE8/9v2ds6N0lvFi/7PiORrzmtgc/8wtp/89Ix1wruZXWNW09emLhei1r7tJOTVEd0Nis2lBCGjlTMq8zAEC/G1KBcGMb1puwZSqEX/rSl/r9/l9//XX19vbayp4nGo1qr7320osvvthvt9mYr992uirNpL6NcH+N2mJbervsu36k9/a4G7+v7Bbd8bt57P76ut/refR926ySiaTu//WNdk1VfzxK9j3cov+frXd3v1v677Y1zjuUzSqslB1WEg6FlDXry6IVSkWr7Kbj7YmQent7FE+2qSnbrKZQmyJeKDFhoX6CsiNnaGVvpa36dfQmNSO0TI31i/U9ZZXQaJl8EU4skf54grIzjtX8DUkti7SqYVJES+Kv6ysjmrQoMknLEnfp4ytqNWX0GIXSSWUeuUTPrg2rclynmmsrdVHz20qOGaklNc+ouuIp/WR+WHeOHqaeVKU6H/mUmpO9qtsprf9dIv3vaBMjGqTk71Q5RnqtU3rNfJsy7Z2JVnv6mVSNdqofq71WvajdMlE9N+3n+s3jXdr/gCk6P3GllJxrB8t0J5yQV23Cgf26q1QRi+aqaMEKYTq+kfV7gUpeOqGUe6wfCCPx/DZQ/1gzgMY91gt54VzLqN3EPrDtRMILj4GW0XjeGsJceCwdCCOBCqEzLCaV6Lb7BRoVWacSG4nVaEzFdCXWV+qEvWfoM6+cooVdK/Xy4V/W155+U5HKlWqsXaf2dLdW2Lt8Q/FG6bG1z+mxEW7A+tfnpFFOQe/8Z6XKyRNUo5DaQ9eqelhYn59fq9FjR6sym1X8/gv0dGe3Ksdn9XRLrRaE1is8sklPZxaoJ7NEVwwbpYbeYQrP/bXC8R7NeWuDQiO6NLUhroNTj+uWnohashPsGsYdssul+XdI659VduoH9OaaLj27eIMi6YR2D7+t1vASPe/9u9h//Cal6yepLT5G6xNRtXe0K9zbqup0h+pCXaoIJWXyedb8O5j/hyJxpUJRJU1DcFbKZtL2zfy/E85mFFbG/n7g/l+Y94cV87nzTIe26vercmW+7/b2JvTorTcrlPfzCMjpddeZY+sri0BorFq1qqidtL+YtX9ehTKoqanJtoT2120MEyLNW3DvRWNObKUiZn8uYGNy3YLYrpkpkSaRuJ+a35dMHqqUnIZNd5qkJ7laWuFus1MlxaqkRWZbCLlDXHxupemdB+27WKOZ2yn903xSZ45dr1j1er3eIb1utiowL5g1TznHNkiLuqVFle6LKLNYkWqpJS21mPOLxaRUV97fGmoyGQ0zv4nX7qpFa6IaXztKZ1a8qTErXtaE2Z/QJ57eV83tMV33kUpNff0UZRsna1m12T92vjp6EspEq+y6wVR3m7qTzvTRWNoJQtlYlaJh59f0nkRSmUiFc2xvlxIp5+sOm20dzLHhmMLur/S9yZQy9nMTsHqU9Abd+MdGbVAwEsm0MvZzKZXsVTrj7reXCR6bLT420eMHzZDZUN491i0muucQt8cme7qUyhQca0Opc2y3/dqcY7s7zPd754pIyt2DMFqpCrcVtaMnqUi8TjNb3tHomt30pVWz7OUvnNmtzn9cqEXj99CPak/V0+8s0q6TpXHtj2htukvNdWO1ortLCvcqFMqqJxyWcybrbK5a1btGqyrd187qZ/zX2DOmUFjrvcZesW2tD3aZRYvOv5Xe+oN9Fx8umSbT282PqAr3OrXr3+7EU6XXSm853T1mIK15Rl+2b4Wv36TUvdB5s0+CCYkFhzivCHv/ecxTxBi97UtgZxmglLRZDoBtYkgFQhP4fvaznxVdvmbNGt166636xCc+sVUeN2Z+EXLDWlB3d7d/XX/cxrj22mt1zTXXFF1+SEeT4u76lk3Z8r/FbfwWW+Nve6F+erTQZv5ZN/su7j3vj8lbwRbffbb0LfrjNENbeMS7esxQ//6bFt5tdjMfoL/+Wbfk9WHOzdQHe0ydKiPFMr2KZXtUl+10Kh9K2hCTjNSqMz5Sa8KjtCjZqJVd0vD0Ou0dfkszQ0sVCdQxMqGIVjbspXVVU/XM2rDW9IQ0OtSij0Xusy2PT2Z21iuR3XV+9AFVJZu1oXpHLWrYX/ctdSLOmcMXalrbU+qMDdcN3ccprLA+PvIdzVw/R8nYCP1n+Bn655KYaiIRfbXpP5q+/nG11u2tT6w6R+lMlX4yY4FOWPL/1BkfpRvC52ju8ohStVl9oHGpduzo0rz576i140B7rm+//KSmmj9w9Wa16K037W/6C99ZrhXxVjv4ZO7Lz6qzx6xHC+m155+Qaf7vTma1cJ5z7OKly7U62qyxkl576XklUkfZY199/mmNc4PSAvd+F7+zTGvCGzTGrKF8+QUlU0fYY195/hl7+47uXi2YP88eu+Sdpf6xr7z4vJLpD9jzNceayzq6erTQPXbxO0u1Vi0yqyVffuF5ZbKHu8c+LXOrts5eLV5kgkxYCxYu0vp0mxmFo+efe8Z8B7fHvvrcUzrMPXbpIjPYJay3FixSc6pLTfbYpyU5z9lrLzwj01+yvrVTK3oW22PfeGuhNiQTzrFP/8dsxqFYOKu5LzyhPTMZJVszqu7eQYn1O6oqmtHV6Sc0smORHhhzij61+H2qiab1f5P+rvFr/qq3G2brV/FT9djqtKY2JHVh9K+q7Vqo52sP1K2tu6ghntHHqh9TQ9cira6bpReie+i5dbL3+5HaVzS8c55WhZp0R+oQ7Va5QYem/m1rbssb99O6yBg9szak3ow0IbRWx4WfVdxt7/VewT3RBq2vnamVGqXl3WG1dSc0JrtWk8KrNSbUrEollQrF1RupVm+kRl2havWYGmsmpFAmrVA2qUg2aafHmkqxeexsyLy2w8qETOR33uz3haz3qF5NMP89gIGR6E7JWbmMrW1IBcKuri67/i7ItIOYqtsXvvAFXXbZZVvlcb0BMCtWrND06dP9y83nu+++e7/dxrjyyit1+eWX51UIJ06cqP8554/26wT6kkwm9eCDD+qoo47a6B8dMHiY9dEL1nRqaUu3GnpXas/OfyvasVxq3EGZXU/z11z1JtO65M6XNWfeOr0SHqEb4z/Wx/SMEg3rFF//jrJVw5X6yG/tesTW376gR99ap5EzTtT5y0wlsV2/6tlNU6fsqC82/UGRJZ1K732GDj/08/r7tXNkGj+PP2KEau59WF0jwkqnhtkJmUfvPllaLFWNna4j33eAbpn3rDKxak3eabb074c0eexwZZY4qfng2TOkd6S6keO1/+6z9cdFr6p22AiNGzFVanlKO02drNRC59hD9tnNlj+r6odpzz12058Xv6HhI0drtKkstj6vWTtNV3aBc+z+e+9hz6G2YZh233UX/W3Jmxo1eqxGRSdIbS9p151nKvuWc+x+e+3uHFvfqF13maW/L5mnUWPHaVRovNT2snadtZNXntW+3rENw+yx/3hnnkaPHaeR2bFS+yvaZdZM/9j99nLOoa5xuGZNnaH7ly3Q2AkT1dQ9TuqYq13NsW85x+6/927OscNHapcdZ+j+5Qs0ZsJEDescK3XO16yZ0+39mvWFe+46U1oiNY2ZoN1Gz9BDyxdo9PiJGtY9QXp7vmZMnSwtlBqqK7T7jMn2+R01abr2GbWz7l82Tw0jx6opNkOaO1c7jBlmH3diU4P2GTdMkRVpjZ1xsLrGfVhzfv+SYo11OmWnHkUev07jqip1S8sBOmKvcbpo6Z8Vam9X6sQvqW30/jrwu4+qNRPSYe87Vwf98wMKZ1s1KTNL54dfU6y1RZndzlD6JGc7k3mr2vU//3xTzyxu1n3ho3R505M6omqBKkbPUGam09Zs1jEGma1IzGTTSrphBj1+HmFzmN9xb/mis20Rtq7oUPimMnfuXBuizNYNL7207fc/mjZtmg14d911l97//vf7we65557T5z//ef+4N980f6GWdtppp82+TaGKigr7Vsj8gs8v+dgcvFaGllkT4po1wQQ/Uwvb2788UvBv/vNz99VP5izQC++M0N86u/XhDf+neKuzvUDolP9VrMn5I9VH9ploA+GvX+3WOVU7anj32zo88pJmzz5Ukacfde57+pEa2VCtEbVxretIaFVkrK3whVqcvekmD69WrMv5fhdumKhRDU5fX3NXUpFa54d7pqvFvjfr6qqyzrYI4coG1Vc57ZPdyYzClU5LYTaZ2zahJuK0EIViVap2998za/LCMbd30AzacVVGnNbPUCSuyrhzrLN/vNv26q0FNN9b3ScsFImp0l2baJcQun88CWUzJY/11jFmsqHA/QaOddtazXWVcefYlL1f5/t41uwZ6B0bcm4Xjlb6X5sZVhO201TNDZ1GThOIohnn6wxX1KjWfc56UlmFK2rdp8H0bkp1lTFFzEb15tiqYWqqddZitvWkFR7uTH9NdTh7EY5qqFLETIA1/8bDJmnaaOf5X7K+W+Exu9iPa1udpHtY0waF3lhp14NGpxysOkW1/6isHlsV0pcf2qCPxs7TRYlf6oLw3bJ/Nagbp/Dx1/nP564Th+sPnzlIy1u6VR2LaFjNJ/3noa/Ozkb+kDXk8PMIm3p9YNsY9IFw9erVOv7447Vs2TK7TvAjH/mIHn/88W1+HqaV8/zzz9eYMWM0c+ZMffvb39aee+6Zt6egV6G87777Nvs2ANAfTNXu80fNcD/bX1pxrrT2LalxojT5IP+4Y3YZo/GNVfYX9Ydje+sjelunRR7XzImfke5926QgaQenxXHHkbVa17FBbyWabCCs6FphB3ZMbqqRWpc5d9gwQU01Tvgx++Il4w126VDGTEk1V1fHFOp113tV1Ku2Ipq3Mb2R6smt/zbttP5QmbzBK04oSidzbfixbHCoTHDbieJj8yeHBiaSuoNi0qlc0PQnh4aDU0Yzkhs6M4FjIyUG2wQnnXrnYM4v7IY887VUuFWwHjNBtdIJcaleJxhXxsJS0gl8ilWrOu4c251I+ev3Uj3Oc1pj0muPM8BHlQ0aZteGSi3d7hYgJpS6m9OPqquQ1i91/90masKwapktA82/27q6nW2L66TEQtWpS/smXnOOm3Kos6AwmdSJkzJ6u7dGy5q79T0dqaqqZn1c/1Bol5OlD3xNMnsgFjCvNQDAwBr0S6wbGxvV0tJi20VTqZQWLTKjFLa9s846S3/+85/173//W9dff72t+j300EN2cqhn5513tm9bchsA2CrMFhR7nJEXBg0TWj79/h3tx9e3HKp0NqT9wm+q4bVfOwdM2NcGC2PaKKca9XpbtZ3qGM6mNTa0Xjs0Vft72ZlAWFcZta1+RkfIHSpitqkwV1fFJD8Q1qnGD4RpG3aMTK8zQKUqFlEo5Ya4WJUTjPwpo07ozJh9F901nOFsbmqnt9F7cHuIbCpZHNxMyHPP1U4OdY/NBI/1g2ZMMX/KaCDkuceac4hkAsd65xCYippJOF+PnUDqVgBN1S23D2HanzKacat+tmXSq5qaSqkbCLsSacmtJma6nefUBuxAIDQB3GjuTEo1TiAMd63NBUIvyDdOtI+z0xinSvhMS726G6cpFkrrhKrXNGKVUy3W9KP958Vkz+tP202ThlfrlL3G67jLfqrQV9dIp/2fNGwH/zgAwPZl0CeP2tpaHXjggXaPwdGjR9sBMvvsU3qjW3P9P/9p5+ltFR/84AftW19uuOGGLb4NAGxrp+8zUT9/dKGWtzTpce2pw/SC9MSPnSunOsNS7IcjnUC4YG2X1DhJMpvZh9Zo8ogaaWmuQhgOh2xlal1Hr5pVI9PgGjYbopvcYQNhWyAQOuHGVKUUd+4/k3ACoQ0+qVwQ8iuESROa8gOhCVghr33UVP3CgW0nIvlVv6LglrcxvdsSGmhFDXuB0Gw7kVd5jOYFTXs/3u3CZtuJwLFuRTPjBlwbWL2wW7gxfcypEGYSboXQfN1+hbAqv6rqTvHMuiG71rSeBgJhU43zuOs7e5WtG2uHKNX0rLKXja/OSN0b/H83Y78pw/XGyjY9s2i9xtUfoj1bFujsyicVeuc557jpZoBPzl6TGvXYl3KvEQDA9m/QB0Lj7rvv1l//+le99tprWrJkSZ8tl/X13sbHAIC+mMrQPz57oP58z4M6cNbnpL+c70xgNO2TO53oHzd1pFONmr+mXRq9gw2EE0Nr3Qrh0rxgYYKICYQbMjUy9cdob0ugQugGwsp6v0LYlci1jKq3o7gyZqposeLN2zPJQMDyA2HpltFMOhDcAoEwP+TlVxPN/YSypdpLc/sQeiEvZiqNZpN39xy8KqUTSvNbRvPON1rhD07pSQYqpYlgy6hbTYxV+89ZuwmEbvU25IZAU51VZy4Qjq6v9FtRO6omysTHYQknEE6MuGEwXuffz747DNevn1hsh79UVOypPfVr7dZtpp1KGjGTyh8ADAFDIhCaIStnnnmm3dtv7dq1+u///u+BPiUAGNTqq2IaXSWFdzpO+sDVTiDc7SNOJdC1yzgnNLy9rlM90ybarRInhVZrikkZbgVQ9ePtu+FuZWptygk38VS7HfxvWxgDawi9cGNaO5ORSrveMOu2SlbF81sl86pobsto1g1j9rpAhdBv1wxsTJ8NBrdAJS+32XxuDWEm7QRGe50bJM119rZeNdFrL3Wvt2HROzYSDawhzAXCrFuldCqEPYGN6QNfW9QJcVm3OlpREIy9CmFHTy4QhhNOyLbXrfcCYb0NmiaEt3YntSo80gbCumy7atWlcRl3reZws7GHY98pzqTauSvbNE9N+lRFvUaE3AB/8Oc28goCAAwWg34NYZDZ5P3nP//5QJ8GAAwdZvT/+y6X3veFvDBojKyr0I4ja+w2bq92OANDpph94uQMKVFFgw0hwUC4OuGEG6NenU6FsMdrGa1XjTuJ0+gJOeEx5LZHmjWE+evsvKEy6aIWzFheGKtw1ujZ9XvZojCWH9xMy6gX8jIlQl6w6pdrL00Gw2OpltE+hsp4A2jsdd4wmkhF/sAct2XUC4FOpTQ3VMZWAb2WUTcQRr1AaK4LtIwaY9wq4cruqN1yxBgfWqcRPW5Vd0RuK6RRdZWaYlqAzbkqrP+nTyqzyynShY9Ie56d93oAAAxOQyoQAgC2rf2nOIHiryudStLsyBJnL8RAu2gwEK7vNtM4nXVujaEONZotEwJDZZx95pwfTd3ZiuJA6FcIq3NVtGSuiua1UhauycsFt+JBMXkto3ZdYHDKqFtNDLaXpovXEDrh0Q2z/rGm8hhoGY0EWlz9UBoYKpPuDbSMhnMto+5QGT8Qmq8tUCn1B/Ek0kqbEO5WYP0Kod+S64T2UfXO87q6rUep+on240nhtarvWuIc1zQt79/4kGm5fcAO+dAFCn/kV9L43BYnAIDBjUAIAHjX9p/SZN/fvW6MfT8uu0pa+bJzZYPTLhoMhBs6E1KVEx4bbYUwGFicaqLXAtkl5zbhlDNUptIOlfHWzuXWEPb2GbCKq37BdYFe9S4/uAXaQDPFawjtBNISFUKnZTR/baINi357aUHLqLvm0atSVgQDbLSwQugEwlBgH8JghdB7vozuiDOIp8INhPUVocDzm18hNIGwvXKs/XiX6haF1y9wjmvKVQiNLx47U9edurue/soHdMpeuZAPABgaCIQAgHdt/x2dCmGbarQw44QLvfGPPiuETiBszFUIq/MrhIZf8XIrhBF37Vx1MAgF9iE0Q1oybhjzQl7xUJkSLaOl2kDt3oLBKaNuIHSvz2tFDWxRYSuP3rHBNtDgOkY3lAYnnXpVwfyKZkUu7NqhMoWBMLDe0F1L6d13l9tmW5l21gM2ht3j7PPrBG5vsMzqtl6tizpBfka82Q4FskbkVwjrK2M6fd+J/u0AAEMLgRAA8K6NbajSiFonuK1t3M25cOVLzvvA3nN+y2igQtigjqI1hEa1u46wPesEkGi6OzBUJlAhdFtGjVQonhea8sJYtCK/OucGN5VqA40EtpKwFcL8ltH8NYS59lKnQuhW6rzwaAfQ5NYF5g228Ybg5AVYr0IYz00ZDQyVibjPQ36FsEqhUMgP0R1y1vtVZbsUMkN7wrlKorfOcnSDc3+r2nq0PGu2m5dmarHU6exHqOFT+/jXBgAMRUMuEGazWf30pz/V4YcfroMPPthelslkdOWVV6q7211zAQDoNzeeNVsXHT5Vex0Y2JPOBJ7dTvc/bSrVMhrqVEOlWQ/XmRcIa729CNPObaKZXjuR1AYhbx/CwObtRsLOI5W/92B+hbB0dc5fF2iCW2B7CH+z+UCF0AuPZo1jbg1hwQCacMH9RvNbUfMH27j3600ZtUNleou+NrPeMOsGwrAbGAs3pneeMycQtmadz8PKqlY9alBXXrtosGV0TVuPFiadCu/UzhecK2vH+K27AIDyMOQC4Te+8Q1997vf1f7772/3JDTC4bD9C+pPfvKTgT49ABhyDpo6Ql88ZifFJ++bu3Cvc6V6t4XUFJ1qnXDXnLeGsEPDom4IKtEy2pp2Q5OpGqrHHSqT23/PVOe8ls2Et4uSGwLzt50ITvgsXkPorPULbDvhrzfMbiI85raosFNG/fv11htu7BzixQG2xMb09viwVyHsKTlUxvC3nkhH/YqimeJaq/ywbYx2h8qYCuHrXc6/hS8wYRQAUB6GXCD84Q9/qIcffliXXHJJ3uXHH3+87rzzzgE7LwAY8kbvKtWOdgLJwZflXTW82g2EXQmlKwNrCEO5ip/X0uhvtJ6MONtemBZI9aoqHlw754Qer7Wy1xtA463JK1i/520KHxz+oj73CwwMlXGnjKrPQTHFW1R41+edQ7RgY3p3qExusE3pjent8SF3LWXG3WOxYKiMUWovwvpQl2qynX1WCNe29+q5FmcIja+JdlEAKDdDKhCuW7dO0WhUU6dOtRXBoGHDhtmN6wEAW4kJRGZ/us8+JTVOzP8eXBOX+bZsCmkbMs46t4ZQp2q9QOhWB40as1bQDJUx20nEnGNrQl6FMDdUxvC2Z+h1W0a9QFi4D6E/DTSTVSaUH/Lidl1gqnhj+kCF0Lvehkfv2EhfA2hSJVpG4yUnnYbcamP+xvSVtvLpFj+VcNdHxtwKYUWpCqG7F2FHb0pZLxCqS9Vpd32mO8jHaKqtsK2v5t9iaWdY96Xdyq4Jv9OP6fvfFwAwJOVmVQ8BDQ0NSiQSWrFiRVEg/Oc//6lp0/InpwEA+vsbceltCUwgmzisWu9s6NKizrjMKJMR4U7Fkh1FLY3+lFGz0Xq8Wkq0q1q97tq5/Aqhvz2DVyF0q2jF+xDmfiakw1H719BQJhFo7Qy0gQaDW+EAGruGsI8po17IK1X1C+xD6LSiunssZoLbTuSONT/DzNfWnUz7X1s0664hNEHTr5QWVAh7U8rE62WelfpQp6p6M85xtaP8r9+EwZG1FbZl1Lgi/EUd89XDFMqknecbAFBWhlSFMBaL6ZOf/KTOOOMMPfXUU3aYzEsvvWTXFX7961/XRRddNNCnCABla+pIp9r3erMT4oaHO4u2nAiGGycQulMz1etMH/WHyuRXCLuzThiLBLdxyBsqE5hI6v0t1K/65W87EawmFlby8qeMFuxD6IVHr0JYtO2Ec2w6k1XaPTbsrSEs2JjePiXe5vRyPo+5Ybcm7FYoS60h7EkpFXOey8Zwl6Jda9wndXTev8W4xtwWEhOGVSlkHpMwCABlaUgFQuO6667T7NmzdeaZZ2rlypXac8897brC66+/XieddNJAnx4AlK2pI531ao8udQLViEhH0ab0wW0nOhPp/JZRs4bQrxB6gdDdniETzVtnl98ymhvoEgyE/kCXwm0n3KqfCW5Zbw1hXsjz2ktzW1SkAseGSq0hNOcQGBSTDrmBMK9lND8QVrrVzx63QhhX0m4lUR1279MeWxAIEykl3EA4ItqjUGfpQPjlY3fSjm5A3218bn0hAKD8DKmWUSMej+umm27Stddeq3nz5ikSiWjnnXdWRYW7gB8AMCB2dAPhgt5GmaLXiPRaqaelqGXU23bCbxn1hsoEt51wA6E3jbMr666zs4Ewmz9lNOqsmTM5zxT9Uu4awlAfFUJvXaAXHmPBCmG4oELorjc0TNXP3rO/iX1ISiZKtq0mQ1Eb80oGwkhhhTA3bbVSCVUrt7eh3Mf39yHsSakrXCMTCUfFe6WONUUto8b+Ozbpoc+/X68sb9VOY3LVWQBA+RlSFcLVq1frrLPOsusFKysrtffee9tqIWEQALafltEV2RHqzUYVzSalJU84V9aN8Y/zw40JhO4audwawsBU0kCFsDub+/tmXKmillHD3/bBrrDLhTFnymjp4JYORYqHygTXEAaP9SqPedXE0uHRq1KGzXPgHVtQIfTDbiaeHwhDibxQbJ++wFCZDtX6FUK1r8rtL1ggHA5p9sTGvImmAIDyM6QCYXV1td18/pRTTtG4cePs1hNPP/30QJ8WAMAEwlFOUMkorKVZt2I1/0Hn/cid+hgq44TI6lCvqoKTOAtaRrsDexZWKFnUrml4Q13S3ib2bnArbhkNlwh5gaqfXyHMtYwaKTdo+vdbsBeiCWD+EBq3DTTiDpVxji1oGfW21MjkvoZKJVXpB8Lqkusuvc3ph0e6+6wQAgAwJANhXV2d/va3v2nVqlX61re+pVdeeUUHHnigZsyYoWuuuUYLFiwY6FMEgLLVVBNXQ5UTxlZFxzkXemsIg4HQXUPYZdYQeoFQPaqOBIap+BVCr4pm54Y6lylRNOHT8Nbw+RXCbIk2UDtUJhDy3Aqh315qJ5LmtqjIr/rl32/+OTghL15wDhH3WBtKC1tG3WN7zfYb3hCdUMK2zxZWCP29G3tSak47QXFUdr2U7Cy5hhAAgCEZCIN7Dn7qU5/So48+qiVLltjJo7/61a902GGHDfSpAUDZMlspeG2jPXWT868cOdP/sMZdQ1jYMuq3SgYrhN7glZQJTe5WFKGkW3HLDZWxN3GDXsJr18xrGc21dprzNGsOgxXCcHC9YUHVz9svMB3KPzb/HPLbVhPuUJmoew7OthNehTCet6VGT8oM13G+NhMGK/xAGKgQui2jnYmU1qWdY0cn3nGPq5EqCjagBwBgKAdCT0tLix544AHdf//9Wrp0qSZOzN8oGQCwbe0+wdkgvXpsLgCqaphUY3Ym3Mi2E6FAIDTTPN2AVeFNGbVVNLeypkTRPoR5YcxWE6VQNlViY3rnsf3Wzmwk71hbESxYm+gNoUl67aV+hTA/PAbPwTs24p1DXstofvXTqRC6l5mvzZ2k6oVEoy4wVGZtwnke6hOr3SeUdlEAQBkFwt7eXv3lL3/RqaeeqjFjxujKK6/ULrvsoieeeEJPPvnkQJ8eAJS1zx81Qzedtaf233vf3IWmXTSUa9Os9gJhIq2sWwWrUY8qQ261zW2fDIamnmQ6VzVU6Qphrl3T3bOwjwqh4e8vWDSAJrAxvRtAc2sTvWMDQ2UKQqkNn+ZnlTsEJyZzX1lVhDNSNpN3rFch7E1l/OfBVD8rsn23jJqq6sregqnatIsCAMpl24m1a9fa9YLJZFIf+tCHbDA8+uijFY0OqS8TAAYts4bwg3uMk1pSJdtFjVp3DWEilVFPqFJV3lAZLxAGKmN+W2VhhTCvOhfLC249GSeUhbOlt53wLwsOismr5OVX/fxj3fWG3v0WThm1l3mhNDAVNaa0KkPB9ZH5awhN2M1GK+0KSVshzPb0OVTGBMIlvbnLnSupEAIA+hYdinsQnnzyyaqpcdqMAADbofrxTqAy4SowUCa4htDYkIxpvMk04YQNQ31WCM06u6I1hLl9CIMBK+GGMbvthbIlJ5J6k0ZzW1QEJ5Lmhzz/2GxBG2ipwTZuKO3N5qaixpSyk1F9/j6EuQphJlJhW3rMGsJYiQqht+2ECcYvtjdqgcZpWniFcyUVQgBAubSMNjQ06JxzziEMAsD2LhzJVQbH7JZ3lWnh9MLbmh4n6DRGElLCnZjpblaftzVDYJ2dUyGMFFUIvWpidyYXOKNmbExwcmjEbeUsqBDmV/0K1yaGCiaHescG2kuLAmHuHOJKqsKrEJoqo3sO/pTRVFrpiBP+qsNJRfytN6qLWkaNzkRGf04fmntCCYQAgHKpEAbXEb7xxhtatmyZ0um0f3lVVZWOOeaYAT03AIDrQzdLy5+XJh9c9JSYgNObSmh1jxOK6sIJqXtDbgiNqzJaokLoryEs2IfQC1iZ/E3sN9Yy6g2ViWxGy2jhoJhYXpUyfw1hMhuSQmG7btBWCP31kbn1fxWBoTKpSIXMNbXhpJTsLqoQmqBpqqW2dVbS3zKH6Mu6w7kytzwTAIChHwifeeYZfeQjH9Hy5cuVyWQUiUSUSqXsGPHp06dr3rx5A32KAABj7O7OWwmmbXRDp7Ss0wlFNeFeqcsLhMNLVAjTuQ3dzT6E5mYFwc2ruHUHqnNONbHEWr/CltFsusS6QLfq57eMuuFR5ths6b0QvSmj6YzTGprqttVBfw1hIBDmttRIKxV2Lq81ezEmu9xjc2spjd3HN+qZxc5zlKwZK007UXrzn9KM43i9AQDKo2XUuPDCC3XBBRfYTejHjRun7u5uux/hlClT9O1vf3ugTw8AsBmGVTsBakFLxt+H0K8QVgcqhMFtJ9yKmZ3EGXEndpaqEKZD/vYSfoXQC3nethMFLaNeyNtohTCb34oaD2clN0gWnkMinc2FRKXseTjH9VEhdANhXSQp9bS4X7yzhYfn4Gkj/I9H1Mal034pXT5XGrMrrzkAQHkEwq6uLs2fP19f+cpXFIvF7LRRM2H00EMPtcNmzBsAYPs3YZgT7uaucwJVpZms2dVcokIY2HbCnzKazJ/aWVAhNENavOAVDyXdbSfy9wD09ywsDHkm/KVKD6BJKP/YilBuyULhdhZJcw5eG6lpcfUH5jiXOeebGyqTDFX6awjV7T0P+YHwkOlN+YHaPB/1Yzf+RAMAyt6QCoQbNmzQ8OHDbZvoiBEj7Mb0iYTzQ3bq1Km2jRQAsP2bMMwZmNKecUNTtjtQIRxevO1EYA2haRmtCQfCmLdfYDAQBsNjcBN793J/s/mCATT5baBeyCuuEJqKnz8ops+W0VyFMOZuZh9sAw1uO5F0K4TVZq1hd0vR82DsPiEXEFe3u4NnAAAop0AYVFFRoZ122knf+c53bPvoddddp2nTpg30aQEAtqBC2Jl1K3bpnpJrCL22SmcfwtxQmZqQNwm0wploWlBxywXClLO9Q0EgjIVDRVU/s19g6ZbRPqqJwUDoDquJR937DQRCEx6dDerzW0b99ZGpjHpDzrHVdriOVyHMtc7a83PPwz6+e/4AAJRVIKytrdW5557rf25aRG+88UY7TOa+++7TtddeO6DnBwDYskDYbWdruts+tK8sqozlQpPZvN0NeaGkE5wKtqjw1+/ZltFcu6bd9tCbMuqGSm9dYH7ISykWXBfoVRPd8JXKuttGFLaMmnWJblup34qayijrnUPIVAhLtYzmtp3ozbqBMNR3IDT++JkDNWtsvb532h681AAA5TdltLGxMS/0mbWDa9as0YoVKzR27FjbSgoAGEQto2Yr9mzUab9cv6B4DaHXMprM2LbKuNsyajZwt2I1JQNWcBP7qo20djohz9kewoS8ynCmz3WBKTsoJmY+cNpA7SCa/KpfrmU0q2wkZneEcFpGUxtpGc2oI+M8Vk04FaiUFgfCfXcYrns+977Nf6IBAGVvSFUIV69erRNPPFHf//739dxzz9k9CMPhsCZMmEAYBIBBZHyjUyHMKqyVWXdYirfdQl6FMLDOzsZBqdJMGc0U79WXVyEMDHSpzFtvWJlX9TPBzWv3NAHPtJj6CqeMmjZQbx/DkGkZzd/KonANYTacO4dcy2i8ZMtoR9q5j3p12K0q+gqEAACo3FtGzbrBO+64QwcccIAdMFMYEAEA2z+zMf3wGiccLdfI/CtL7kOYUa8bCE0VLeRt3t5ny6g7aEZmD0C3XTMQ3qKFVT8/5BWvC/SmjKYy5thobisJr2U0EPL8jenTGWUCQTOa8VpGK0pWNNtSzv0OS69zrjStqRX1m/t0AgBQHoGwpqbGD39m4ujvf/97PyDut99+mjVr1kCfIgBgC9cRrouMzr8iUBnzAqEZ0tIjt63S7NWX7CzRMhocKpMbQJPbFL5SCoUKwmPa35vQhLzS6wKLK4R2AI03OTQYCP19CDPKuJdXhlMKlwqEgbC7NlNnPx7eszT3HLjnCgDAezGkAmGQCYTr1q3T2rVr7TrC6upq7bnnngN9WgCALQyErRVjchfGa0sOXjE6Uk6AqjYBb1MVwkDLqAmFRZvC5+1ZGCueHBo41t+iIrDZvN2iwt9svkTLaCqrTMi5vMqsC/SmnOZNGc1VCN9JO1XRiLfWkHZRAEA/GVJDZdrb23XppZfqX//6lw2CBx10kA477DB9+tOf1r777ms3qwcADK7BMl3V46We4nbRYIXQaE87H1eZzdsTXoWwuvRQmQpvY/rAfoEl2jVtePSrfqYNtETI86aM2q0kctVEM5XUOTZecg1h2l1DWGXWMKbcLzAQdr2BOV2JtBalCtYLEggBAP1kSAXC1tZW/frXv7ZDZL7xjW/oqKOO0u67764QbTUAMOiY7ROM+IgdJHewpqrzg1EkHLItm6Y615p0fqRVmWEu3gCaePGUUdOuabaoMDGuQgnFVWr9Xq4V1d/Y3gTCEsNfvKEydg2ht64wr0JYomU0lVE65J6vmVzq7W0YmDI6vDbuB8IlbdK6bL1GhNqcKwmEAIB+MqQCoQmCr776qq0QmjezGX0mk7HbTxx++OE64ogjtMsuuwz0aQIANsMH9xinUfUVml3XIb1VukLoVdKS6ZSaE2F/KwkluoqmjPoVwqQZ6BK3W847Ia+4QugFt7xN7ENmjmnxoJi8yaHuVhJmAE00W6plNFRUIbRTTku0jNZVRG3bqNl2Yllzt5bHRxAIAQD9bsitIdx111118cUX609/+pPdhuLee++1l3/uc5/TMcccM9CnBwDYTKb6d9DUEapumuAPdgluOVE4fKWl1/mRZvYhzA2VKbGG0IYxJ6SZil/c2xS+xBrCRDAQKhloAy1eF2gmkmbdqp8JmVGvmhgImv7G9OlghTCwhjDQMmq6W0bV5SqGy7Mjcl80FUIAQD8ZUhVCo7e3V0899ZTmzJljq4TmY+OQQw6xW1AAAAYZsy6vfrzUsqR0hdAdvrKu1wmGdrpnolTLaG5qZzqcq/r5ewAGK4SR3HrDbLTSVv2c/QKLq4n+noUZMzk0Zv/SalpGS1cIc9XElHu5nVya9gJhLgAao+sr9M6GruJAWCIYAwCgcg+Eq1at0pQpU5TNZu02E2agzNe//nU7XKayMv+HLABgEGmc5ATCEkHIGyyz3s1Udk2gN2W0jwphyq0QVps9C/3qXOmWUbOBvLPeMBAIAyEvWqJCaAJhxNtKIm8fwtxEUi8QVpoW11S46FgjWCFcGdyPkQohAKCfDKlAWFdXp3/+858EQAAYasbtKS1+XBo5s+8KYY9TqYtlAy2jJYbK9CbTSrl7FtoJn95Al0AYC247kYlU2KqfqSZGS+wt6K0LNFNGM25rq1kXGMr0vQ+hqRCaBlT7WGZyqbfffUGFcGRdLqQ2x0dLGfcTAiEAoJ9Eh9rG9GZwDABgiDniq9Jup0ljdi+6ymsFXd3tBLOoqcyVGCqTXyGsCKzf6ykKY3FvyqgbCO3j2AhXIuQF1gVm3AphhZ0cmuyzZdQEzUTEObeaUI+UjhWtITTMUB1PR8VYyS18qqpx8543AADKbagMAGAIMu2cY/cwk1b6rBBu6HHeRzO9uW0ngi2jgTBmmj/tbUOlB7oEK4TeNFBTIYxkiltGvZZVMw004wZN04paqvLonWtPMq3uSJ39uFZdJaeMFraMdlWPy11BhRAA0E8IhACAQc3bwL3XDXkR09bZ217cMuoGNycQRnOBsMQegLn9AtN2iwqjOnhsILgFQ17avbw6nCwZCGsrnMft6E2pJ+ycW022K7DmMVfRNEYFWkZjNcOkmlFm/qgzZAcAgH5AIOxHZquL4447TgceeKAuu+wyrV+/fqPHmz0S7777bp100kmaPXu2li5d2p+nAwBlwa/QKdBu2d3SZ4XQtIH2huKBgS49fW47EawQVkUC1cTgekO/QphWym0DrQ0lAi2juWNrvEDYk1K3Hwg7pR73fCsb8r620fW5kNpQHZfO/oN09h+lujHv4pkCAGCIryEcSL/5zW904YUX6vrrr9eMGTP0zW9+Ux/4wAf07LPPKhbLtRYFfexjH7Oh8YADDtBdd91lt8wAAGwZb/CKVyG0ujc47+O5QFjhVvLs1elIYKBLos8poyY8prxAaCuEyY22jKaqnABXHU5stELY2ZtSV8gJhNWZztzawMrGPiuEjVUxadyuW/bkAACwCVQI+4HZ5uKrX/2qPv/5z+viiy/W0UcfbauFr732mv74xz/2ebuf/vSndirqUUcd1R+nAQBlaXKTE/rSiiiZdcKZEh19VgiNTi8QmiEx/lCZYIUw116acquJVX2tC3TDY0/KVAidQFhlK4+9ReGxttINhIm02uWcW1WmI1chLBgW01gd88+7wQRCAAD6GYGwH8yfP9+2ex5//PH+ZaNHj9Y+++yjhx9+eKNTUQEA780OTbnvpXlVwoJA6LWBGh1+hTCw1m8TFULbXlpyUEyuQpj0q4mlW0a9CqGxLuWGx3SH1Nvm3ll+IAyFQn4F1LaMAgDQz2gZ7Qfe2r+xY8fmXT5u3Lh+Xxdo2kqDraVtbc4vEclk0r4BffFeH7xOMNReL+Mb4nmBsFZuxc+cv6nuBb4Gs2eg2RS+NeFMK41nk0onumQiXToUVcY9NuJu+Gf2LExk3a0klFI62eMcG84dGw1l7fueREq9WTcQqjd3bCjiHxvOZhUJh5TOZLW8K5rbN9E732hN3vkaI+viWt7Srdp4aLv99xhMrxcMPF4v2JLXCbY+AmEfPvOZz+ipp57a6JP3zDPPKB6P+y/Yior8ceHm8+bmZvWna6+9Vtdcc03R5XPmzFF1de4v4UBfHnzwQZ4cDKnXSyqT+3GWN1hG0v1zHlfa3QrCiJi2UoW0cPk654Jkt5YtXqjJkuYtWKz5HffYi1fZXSui6uju0cKlK7WD+SzVpYXz3tAMSYuXrtBr9zjHvmO7U6Nqbu/UwuVr7fWRRLuWLXnbvd9F/v0a8VBE3Qrp+SWt+V9HuFL33F/8fO9aEVJbXViJJS/rnpUva3s2GF4v2H7wesHGdHW52wdhqyMQ9uGLX/yi2tvdseV98IbFNDU12fdmQMykSZP8683n3nX95corr9Tll1+eVyGcOHGiDj/88H5/LAwt5g8X5oevWbPa16AjYLC+Xr716hw1dyXVka2yuzJ4jjnhw3l7F17zyhz1dCZVNXyc1ClVx7IaMXaktEGaucvumr6/0/r/zoYuXfvyv5UNRzVm0jR7fW1cmjplkrRa2mHqdE36gHPs/NUduv7VJxSKxjV64lSpWaqPSxPHjZbWSzNn7arpB+SWFHz3jcfU3dqjzkitOpMVqgk5XR+R2qa8pQee4ku2P4Pt9YKBxesFm8PrgsPWRyDsw9SpUzf7Sdxll11UWVlpK4Z77rmnvSyVSun555/XFVdcof5kqo6FlUjD/ADmhzA2B68VDMXXi9nA3QTCRdmxmqllzoWxasXi8RJ7FibVlnLWCMaySYUzbptoRbUi7tdaU1nhryH09hY0E0kj2bRzbKzSP7a2qiI3ZdTddqJSCYXdTewj8dz9+oNlWqVVbT1qi9eoRk4gDFUNGxTP9VB4vWD7wOsFm3p9YNtgqEw/MK2aZ599tm644QZ/78Ef/OAHttR9zjnn+MdddNFF9g0A0L9G1DnB7+3s2JIDZQqHxbQmcoEwNw20eB/CVCarXvdvpxUqvZWEvzF9Kq2ekBseTcjzj83/pcbbizCTldpNRdO/o/yBMgAAbAtUCPuJCYNnnnmmxo8fb1s3E4mE7rzzTtvO6Vm4cGHebW655Rb9+Mc/9nukzQb1Zk3i1VdfrZNPPrm/Tg0AhrwRtU4QW5gZl7swsAehf5Eb9JrdQBg1A128QBitLDrO6Ew7PyrjZouKEoHQ25g+m5U6M87lFdlgIMyvUgYnjXpbT5TacgIAgG2BQNhP6urq7J6Cq1atUktLi205LSx133zzzXmff/CDH7RbUxQKrkMEAGz+1hMLs4FAGCve2sfbX7DZnTIaDVYIo/E+AmHMn0jqb2JfokJotKe88Fi6mlgUCLOBQEiFEAAwAAiE/WzMmDH2rZQdd9wx73OzV6F5AwC8Nxe8b4qeWLhOH5xxmPSYe6G73i/IC3obet1AmOkNbEyfqxBGwyGFQ05bZ0fabS/to0JoNo43c2tMhbA15YTHikxPYB/C0i2jRrsCLaNUCAEAA4BACAAY9OoqY/rjZw5yPvECYduKouO8tYEbekJm8osj0VkU8syG8CY8mkEx7Umnqhg37aUlQp451gyr6U6m1ZLyjt28ltG2bKCKSYUQADAAGCoDABiaEnaDwJIVQrOBva+3rahCGGwvbXNDnt1Avo+Q57WNNieiucrjZgTC3kggEFIhBAAMAAIhAKBseBXCRLBBpscLhPGS4bEt6Q6gsS2j3nrD/O1/Kt3BMs1+NbE3ML2075bRZKwud0XVsPf2xQEA8C4QCAEAQ8vhVznv9/ho0VVxt+qXVViJrPOxUt19VAjdLSrcQBjLlG4ZDQbC9Qn3Po3edvfY/PBo9yF0ZSoCgZCWUQDAAGANIQBgaHnfF6TJB0vj9yq6ygt5RkIxxRUYPFMQ3LwKYYsb8uwWFX20gXr3u74n8HfWntaSx9ZW5EJjNl4vuUsYaRkFAAwEAiEAYGgJR6QdDi55VXA7iby20RJtoLktKpzbRLKpPttAvQpha29GvdmoKkKp3BrGwpbReO5xQ8GqIBVCAMAAoGUUAFA2zBYRnl7FNxoI/U3s3S0q8ttASw+VaetJqafwfmPVfbaMhqsbclcwVAYAMAAIhACAslER2EQ+kd1UhTB/z8KNrQv0KoSJVEbdyr9ONU19ThmNBQNhZeBjAAC2EVpGAQBloyKSv4YwT6R0IGw3w0XDIUVC2UAgLGgZddtLje5sXPIyZDha1AoanDKqhgnO49aNKbpPAAC2BQIhAKBsVMZzwS1vL8KNVAhNujPhsUoJKZPcaMuokdcyWjPS7FzfZ4Wwur5J+tS/pMr6d/9FAQDwHhAIAQBlY+9Jw0oPlTEBryC4BQfQ9HqBMHh8gNcyavQEW0arRxSdQzAQNlTFpNGz3s2XAgBAv2ANIQCgbOyzw3CNqK0obhkt2IMwOGW0ZDWxjymjfsuop6Y4EFbHI372bKimTRQAMLAIhACAshEJh3TkzqPsx73ZWJ8Vv8KJpIngsaXaSwMto3lDZUoEwlAopFp364nGquLHBQBgWyIQAgDKyjG7jtmsCmFhy2iewpbRQDWxJ3isWUNYwqcO3VHH7zZGM8fUbfkXAABAP2INIQCgrLx/+kidtd9EVa/bXVrxvHNhqqfouNxQmS1rGU2FA+GyOn/LCc8lH5j+bk8fAIB+RYUQAFBWwuGQrj1ldx38sW/nLuxat9EKYfEWFX1PGc3biL6PCiEAANsLAiEAoDzFa6RPPCBV1Et7nb+FQ2X6njIaiVdtdA0hAADbE1pGAQDla9L+0hVvbXoNYXCoTKxGCucCYGGFMFJRI3W5n1AhBABs56gQAgDKW6yqaA/CwjWEeS2jo3YqOjY4VCZeVbPJNYQAAGwvCIQAAJQQrBCGYoGtJEbvUnRssGW0xt1SwvmENYQAgO0bgRAAgBKCFcLGusD2EKN3LT420DJaH00ErmBbCQDA9o1ACADAJiqETY31uStGzdpohbAu3Ju7okQrKgAA2xMCIQAAJXQn0v7HY2ojG28ZDawhrKymKggAGDyYMgoAQAmj6nPrBqval+SuqB5edGw8GqgEHniJ1PKKtMeZPK8AgO0egRAAgBLeP2OUrj1lN+01aZh0x39v9DmKRXINN8NGjJY+djfPKQBgUCAQAgBQQiQc0ln7TXI+OfY70h1nS8deW/K5mtxUo0uPmKYRdRWKBsIhAADbOwIhAACbstMJ0leWS/HAHoMFLj96Js8jAGDQ4c+YAABsjo2EQQAABisCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJSp6ECfwFDS2dmphx56SC0tLdp33301a9asTd5m/vz5ev7551VTU6MDDjhAI0eO3CbnCgAAAABUCPvJwoULbQC8+uqr9fe//1377bef/ud//qfP49vb23XCCSfoxBNPtMf/8Ic/1I477qjbbruNVyUAAACAbYIKYT+56KKLNHXqVD344IOKRCK666679KEPfUgnnXSSZs+eXXR8Mpm0tzn++OP9y6699lp94hOf0Ac/+EHV1dX116kBAAAAQElUCPvBhg0bbBD8zGc+Y8OgYULdpEmTdOedd5a8zfDhw/PCoHHMMceot7dXixYt6o/TAgAAAICNokLYD+bOnatMJlO0ZtB8/vrrr2/2/dx99912LeGMGTP6PMYERvPmaWtr8yuO5g3oi/f64HWCzcHrBVuC1wt4vaC/8fvKtkMg3Eg4W7Zs2UafvAsvvNBWBL1Q1tjYmHf9sGHDtHz58s36h/j3v/+tb3/72/re976nysrKPo8zbaXXXHNN0eVz5sxRdXX1Zj0WypupZgO8XsD3Fww0fh5hY7q6uniCthEC4UaGxJjK38Zks1n7vqqqyh8UE2SC4uaEtBdeeMG2mF588cW69NJLN3rslVdeqcsvvzzvMSZOnKjDDz9cTU1Nm3wslPdf2swP36OOOkqxWGygTwfbOV4v4PUCvr9gIHkFF2x9BMI+fO5zn9vsJ3H69On2vVn7t/POO/uXm8+POOKITYbBI488Uueff76uv/76TT5WRUWFfStkfsHnl3xsDl4r2BK8XsDrBVsL31+wqdcHtg2GyvSD8ePHa6+99srbMuKll16y6wfNlFHPPffcY9+Cx5hqzXnnnWe3nQAAAACAbYkKYT/50Y9+ZMOdMXPmTP3iF7/QaaedZqt/nhtvvNG+N9NFV61aZY836wx32mkn/exnP/OPM/sTmjZQAAAAANiaCIT95JBDDtErr7yi3//+91q/fr2uu+46nXHGGXnHmKDnSaVSOvXUU/1KYdChhx7aX6cFAAAAAH0iEPYjs5bwG9/4Rp/XX3LJJf7HEyZMyKsKAgAAAMC2xhpCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBEIAAAAAKFMEQgAAAAAoUwRCAAAAAChTBMJ+kslk9I1vfEMTJ05UXV2djjzySL3xxhsbvc3rr7+us88+W+PGjdOoUaN0zDHH6KmnnuqvUwIAAACAjSIQ9pNvf/vbuummm/Tb3/5W8+bN09ixY20obGtr6/M21157rU499VS9/PLLeumllzRt2jQdddRRWrVqVX+dFgAAAAD0iUDYD1KplH74wx/qi1/8og477DBb8fvpT3+q5uZm/e53v+vzdua6U045RSNHjrS3ueqqq9TR0WEDIgAAAABsbQTCfjB37lxt2LBBhx9+uH9ZbW2t9t9/fz3xxBObdR+tra360Y9+pPHjx9vbAQAAAMDWFt3qj1AGVq5cad+bdYBBpvK3qfbPX/7yl/rUpz6ldDptq4R///vf1djY2Ofxvb299s3jtaQmk0n7BvTFe33wOsHm4PWCLcHrBbxe0N/4fWXbIRD2wQx4efjhhzf65HV2dqqioqLP68PhsLLZ7Ebv4+Mf/7jOO+88Gyq/+93v2jWEL7zwgqZMmdLnusNrrrmm6PI5c+aourp6o48FGA8++CBPBDYbrxdsCV4v4PWC/tLV1cWTuY2EsptKLGU8NdS8bUw06uRps+Zv9uzZevrpp7Xffvv515sWUjNc5rbbbtusxzT/FKZK+NnPflZf+9rXNrtCaCabmkDZ1NS0mV8dyvUvbeaXNfNHh1gsNtCng+0crxfwegHfXzCQzO+4I0aMsMuq6uvr+cfYiqgQbqS6Z942x6xZs2yb56OPPuoHQvNXjWeeecZW/baEaR3dWEY3FclSVUnzCz6/5GNz8FrBluD1Al4v2Fr4/oJNvT6wbTBUpp9esJdccom+973v2X0EzYCZSy+91A6WOeecc/zjTjjhBPtmzJ8/31YCzV6F5i/xy5Yts5+3t7frjDPO6I/TAgAAAICNokLYT66++mrbynniiSfa0rapFD7wwAN5A2JM9c8zdepUO03UBEYTChsaGnTAAQfo3//+t2bOnNlfpwUAAAAAfSIQ9pNIJGLbQzfWInrPPff4H5t21PPPP9++AQAAAMBAIBBuQ5u7JhEAAAAAtgUSCgAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlCkCIQAAAACUKQIhAAAAAJQpAiEAAAAAlKnoQJ8A3ptsNmvft7e3KxaL8XSiT8lkUl1dXWpra+O1gk3i9YItwesFvF7Q38zvK8HfdbH1EAgHufXr19v3U6ZMGehTAQAAAPqVKXo0NDTwrG5FBMJBbvjw4fb9O++8w/8s2ORf2iZOnKilS5eqvr6eZwu8XtBv+P4CXi/ob6YyaMLguHHjeHK3MgLhIBcOO8tAzV9O+CUfm8O8TnitYHPxesGW4PUCXi/oT1QGtw2GygAAAABAmSIQAgAAAECZIhAOchUVFbr66qvte4DXCvjeAn4WYXvH7y7A9iWUZZYrAAAAAJQlKoQAAAAAUKYIhAAAAABQpgiEAAAAAFCm2IdwkJo/f75uuukmLVmyRNOnT9fnP/95jR8/fqBPCwPgueee0y9+8Qu98847+tWvfqWxY8cWHfPYY4/Z61paWrT//vvr0ksvVXV19RYfg8Ft4cKF9t/4zTff1KhRo/TRj35UhxxySNFxv//97/WPf/zDbgp8wgkn6LzzzlMoFNriYzC4vf322/q///s/zZ07175eTjnlFB199NF5x/T09NifRU888YTdL8y8Do444ogtPgZD6/cT8/PD/G5y44035l23atUq3XDDDfZ70MSJE3XxxRdrp5122uJjAPQvKoSD9Jvtfvvtp/Xr1+vMM8+03zTN52vWrBnoU8M29l//9V/69Kc/bYPb/fffr87OzqJj/v73v+sDH/iA/YPBySefrNtuu03HHnusMpnMFh2Dwe2BBx7QiSeeqKqqKp111lkaOXKk/Tf/2c9+lnfcVVddZX8Be9/73qfDDz9cl19+ub74xS9u8TEY3J566imddtppamxs1Lnnnmu/N3zoQx/S9ddf7x9j/hjwwQ9+UL/+9a/14Q9/WDvssIMNjH/84x+36BgMHYlEwv5esmDBAvsHgCDzO4v5Y+Mrr7xij2lvb7e/u5g/OGzJMQC2AjNlFIPLueeem913332zmUzGfp5IJLKTJk3KfulLXxroU8M2tmLFCvv+ySefzJr/nefPn190zPTp07MXX3yx//miRYuyoVAo+5e//GWLjsHgtmHDhmwqlcq7zHzPmDBhgv/5qlWrstFoNPu73/3Ov+yOO+7IRiKR7NKlSzf7GAx+ra2t2XQ6nXfZ5z73ueyuu+7qf/7Pf/6z6PvOZZddlp08ebL/82lzjsHQcemll2Y/+clPZi+66KLs3nvvnXfd1772tez48eOzPT09/mUHHnhg9vTTT9+iYwD0PyqEg5CpBJm/1HrtWbFYzP4F9r777hvoU8M2Vqo9tLDly1SUzV/mPeYv9HvttZf/etmcYzD4DRs2TJFIJO8y0wbY0dHhf/7www8rnU7b7y+ek046yX6vefDBBzf7GAx+9fX1CodzvyKYf/PXX39dM2fO9C8z3x923XVXTZs2zb/s1FNPtUsZTOfK5h6DoeHuu+/WPffcox/+8IclrzevheOOOy5v32TThmx+p9mSYwD0PwLhINPV1WVbQ01ffdCECRO0ePHiATsvbJ+818TGXi+bcwyGHtNebNpFzfo/j/n3Ni2CtbW1/mWmxbSpqSnv9bKpYzB0fOYzn9GRRx6pyZMn2z8q3HLLLf515t+71PcN77rNPQaD3/Lly3XhhRfqd7/7Xd73hqC+Xgutra1qbm7e7GMA9D8C4SDsz/d+AQsya8i864Ateb3wmio/ptpzzjnn2H97M7zBYz4vfK2Uer1s6hgMHWb94CWXXKJPfOITtnpzxx13+NeVei14g6g29nopPAaDm1lrfvbZZ+uzn/2sXf/XF14vwPaLKaODjPnLWzQa1YYNG/IuNwuxzV9vgSBTyTHM6yX4V9fg62VzjsHQCoPml3wznfZf//qXHS7jMa+Fwu8tpV4vmzoGQ8fBBx9s35sWYfPvawYImXAYj8fta2H16tVFrwMj+HrZ1DEY3F599VU9+uijdvmKGUZmmCEwZmK1+fy6667T7rvvXvJ7h3ktmHZzM33W2JxjAPQ/KoSDjAmDu+yyi1588cW8y83ne+yxx4CdF7ZP5rVifkgHXy/mr7lmgpv3etmcYzA0mH/X888/324xMmfOHE2dOjXv+tmzZ9stAoJru8wa07a2Nv+1sDnHYGiaMmWKuru77S/63mvBhAHzRwaP+T5i1qqa7yubewwGtx133FH33nuvvvCFL+iyyy6zb+Z7wejRo+3HXouweS2U+t3FrEutrKzc7GMAbAVbYVANtrIf/OAH2WHDhmXffvtt+/nzzz+fjcfj2dtvv53nvkxtbMqomc621157ZTs7O+3nt9xyi50S+dZbb23RMRjczMRIM6HYTPAr9Toxkslkdscdd8x+7GMf8y+78MILsxMnTsz29vZu9jEY/MyE4WXLlvmfd3R0ZI855pjsLrvskjeN2Pzs+elPf2o/7+7uthOwP/ShD23RMRh6Sk0ZNa+pWCyWfeaZZ+znixcvzjY1NWWvvfbaLToGQP8jEA5C5heyj370o9mamprsfvvtl62qqspecsklA31aGAC33Xab/SXtgAMOsIHwfe97n/38vvvu849ZvXq1/cE8atQoG/qqq6uzv/zlL/PuZ3OOweB266232teI+YXevEaCb+aXfc+zzz6bHTduXHbatGnZGTNmZEePHp194okn8u5rc47B4PbQQw/Z18puu+2WPeSQQ7KNjY32/dy5c/OO++1vf2t/Fu25557ZMWPGZPfYYw9/O5wtOQZDPxAaV1xxRbaystL+7lJXV5c99dRT7dZZW3oMgP4VMv/ZGpVHbH0LFy7UO++8Y8d5F07lQnkwrXpvvfVW0eVmzLvXpmOY/81ffvll2+plWnlKrd3ZnGMweC1dutRuG1CKmSJp2tGDwx/MGkPzmthnn33yRsBvyTEY/C3GpjXYrOkyU0b7+jljvmeY7x1mqwrT8udtibSlx2Do8NYQHnjggUXXLVu2zG51ZH5GTZ8+veTtN+cYAP2HQAgAAAAAZYqhMgAAAABQpgiEAAAAAFCmCIQAAAAAUKYIhAAAAABQpgiEAAAAAFCmCIQAAAAAUKYIhAAAAABQpgiEAIDt2kEHHaQHH3xw0N33YHh8AAAIhACA7dobb7yh1tbWLbrNfvvtp0ceeWSTl72b++5PhY9f6hwBANiaolv13gEAGKCg1dbWtsnLnnzySY0fP34bn13fj1/qHAEA2JqoEAIABpWTTjpJu+66q3bffXcde+yx+slPfqJMJuNff8wxx6i7u1uf+9zn7HGHHXZYycuMT37yk3r66af925r7+elPf6qjjz5aBx54oL761a/a2wWvv/nmm/WBD3zAXv/pT39aS5cu3ej53nvvvfac999/f33sYx/Tm2++6V8XfPy+zvHdPCYAAJuLCiEAYFC5/vrr1dvba4PSW2+9pS996Utau3atvvGNb9jrb7rpJs2ePVtf+MIXdMQRRygWiykUChVdVqpl8+Mf/7hd03fttddq+vTpmjNnjr797W/rW9/6lr3+wgsv1EsvvaSrr75ao0aN0u2336599tlHc+fO1fDhw4vO9YUXXtDJJ5+sG264Qfvuu6/mzZunCy64QP/+97+LHr/Ueb+bxwQAYEsQCAEAg4oJah5TJTTB6TOf+YwfCGfMmKFwOKxJkybZSpun1GWF4e03v/mNDWsHH3ywP/QlmUzaj1955RXdeuutWrZsmcaMGWMvO+CAA/TEE0/oV7/6lQ1ype5zxx131H/913/Zz02QO/3000s+fqnzfjePCQDAliAQAgAGlddee00//OEPbYXMrLczbZarVq2y76uqqt71/f7nP//RsGHD/DDo8Sp1jz/+uK00mjbVbDZrLzPv33nnHVupLOX973+/bQE9++yzddppp9k2UPMYm+vdPCYAAFuCQAgAGDSWL1+uQw45ROedd55t5TQtk6aKdu6559o20vcSCHt6elRdXd3n9V1dXWpsbNTvfve7ouv6Cnmmmvn666/byuOPfvQjffSjH7Xh8Be/+IWtBm7Ku3lMAAC2BIEQADBomIqZCW033nijf9mzzz5bdFwkEvErahu7LGjmzJlauXKlVq9erdGjR5ds6Vy3bp1qa2u1ww47bPY5m2O//vWv2zdT1dt5551t26gZXLOp8363jwkAwOZiyigAYNAYOXKk1q9f70/qXLRoka0UFjLr7RYvXrzJy4JMW6ZZ72fWI3Z0dNjLFi5c6Ffnjj/+eBsazWRQE9IMs77QVP9MUC3lD3/4g+655x5/Cqo53gQ+E/BKKTzHd/OYAABsCQIhAGDQMFsvmPbQPfbYw4a3PffcU4cffnjRcWbYylVXXaWddtrJ376h1GVB8XjcbhGxZs0aNTU1afLkyTaQmSqdt5bw/vvvt62e48aNs49vWlbNJFJzn6WY8zPbWJj2zmnTptltI772ta/ZYTWlFJ7ju3lMAAC2RCi7sf4ZAAAGmBkeYzZvr6+v9y9rbm62FTMT2kz1bcGCBZo1a1beurzOzk675tD8mDNVtlKXlbpvw4RCsyZx4sSJJc/JPL6pVJrH94bObIx5XHOfJtRVVFRs9Gsrdd7v5jEBANgcBEIAAAAAKFO0jAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAABAmSIQAgAAAECZIhACAAAAQJkiEAIAAACAytP/ByWM4ozQlWiGAAAAAElFTkSuQmCC' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 5))\n",
    "\n",
    "line_re, = ax.plot(x, psi_t[0].real, label=r\"$\\mathrm{Re}\\,\\psi$\")\n",
    "line_im, = ax.plot(x, psi_t[0].imag, label=r\"$\\mathrm{Im}\\,\\psi$\")\n",
    "line_p,  = ax.plot(x, np.abs(psi_t[0])**2, label=r\"$|\\psi|^2$\")\n",
    "\n",
    "ax.set_xlim(x[0], x[-1])\n",
    "\n",
    "# Fixed vertical scale so it doesn't jump during animation\n",
    "amp = np.max(np.abs(psi_t))\n",
    "ax.set_ylim(-1.1*amp, 1.1*amp)\n",
    "\n",
    "ax.set_xlabel(\"lattice site\")\n",
    "ax.set_ylabel(\"wave function\")\n",
    "ax.legend()\n",
    "ax.grid(True)\n",
    "\n",
    "title = ax.set_title(f\"t = {times[0]:.2f}\")\n",
    "\n",
    "def update(frame):\n",
    "    psi = psi_t[frame]\n",
    "\n",
    "    line_re.set_ydata(psi.real)\n",
    "    line_im.set_ydata(psi.imag)\n",
    "    line_p.set_ydata(np.abs(psi)**2)\n",
    "\n",
    "    title.set_text(f\"t = {times[frame]:.2f}\")\n",
    "\n",
    "    return line_re, line_im, line_p, title\n",
    "\n",
    "ani = FuncAnimation(\n",
    "    fig,\n",
    "    update,\n",
    "    frames=len(times),\n",
    "    interval=5,\n",
    "    blit=False\n",
    ")\n",
    "\n",
    "plt.show()  # using %matplotlib widget, this will display the animation in the notebook\n",
    "# only for a short animation, otherwise it takes too long to render in the notebook\n",
    "#plt.close(fig)\n",
    "#HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5283d7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# In any cell, execute this if you want to stop the animation after a short time, otherwise it will run for a long time\n",
    "# ani.event_source.stop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c57226b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python_env",
   "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": "3.13.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
