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https://github.com/NikVard/memstim-hh
03 January 2024, 01:25:48 UTC
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Tip revision: 3db0e522a6c40a756534723c3f127da7b7d19860 authored by NikVard on 09 June 2022, 17:36:36 UTC
[RESULTS] opt inp EC fin
Tip revision: 3db0e52
Phase_Reset_Wilson_Cowan.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "618fc7df-5ccb-4ddd-9829-b3a2ed6778c4",
   "metadata": {},
   "source": [
    "# Akam et al. 2012\n",
    "\n",
    "### Oscillators as Neural Masses\n",
    "\n",
    "We will make a toy model of Wilson-Cowan oscillators that exhibit phase reset. The parameters are given in the paper (Methods, subsection _Wilson-Cowan model_). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73eeafb3-96fa-4017-949d-e3ad88b79270",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO       Cache size for target \"cython\": 1146 MB.\n",
      "You can call \"clear_cache('cython')\" to delete all files from the cache or manually delete files in the \"/home/nikos/.cython/brian_extensions\" directory. [brian2]\n"
     ]
    }
   ],
   "source": [
    "sum2 = sum # backup for plotting later\n",
    "\n",
    "from brian2 import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "73757716-175a-483c-aa81-6dcd81a131ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Activation function (sigmoid)\n",
    "@check_units(x=Hz, result=Hz)\n",
    "def activation(x):\n",
    "    return 1/(1+exp(-x))\n",
    "\n",
    "# wrap the activation function\n",
    "#activation = Function(activation, arg_units=[Hz], return_unit=Hz)\n",
    "\n",
    "eqs = '''\n",
    "    dE/dt = 1/tau_E * (-E + 1/(1 + exp(-(g_ee*E + g_ei*I + stim_E(t) + a_e)))) + sigma*sqrt(2/tau_E)*xi_E : 1\n",
    "    dI/dt = 1/tau_I * (-I + 1/(1 + exp(-(g_ie*E + g_ii*I + stim_I(t) + a_i)))) + sigma*sqrt(2/tau_I)*xi_I : 1\n",
    "'''\n",
    "\n",
    "# Fixed parameters\n",
    "tau_E = 3*ms\n",
    "tau_I = 8*ms\n",
    "g_ee = 10\n",
    "g_ei = -10\n",
    "g_ie = 12\n",
    "g_ii = -10\n",
    "a_e = -2\n",
    "a_i = -3.5\n",
    "sigma = 0.\n",
    "\n",
    "# simulation\n",
    "duration = 500*ms\n",
    "\n",
    "# stimulation\n",
    "S0 = 10\n",
    "theta_deg = 75\n",
    "theta = theta_deg*pi/180\n",
    "tau_stim = 6*ms\n",
    "t_stim = 250*ms\n",
    "\n",
    "# stimulation\n",
    "#dt_stim = defaultclock.dt\n",
    "dt_stim = 1*ms\n",
    "tv = linspace(0, int(duration/msecond), int(duration/dt_stim+1))\n",
    "stim_E_tv = S0*cos(theta)*1*(tv>t_stim/msecond)*exp(-(tv-t_stim/msecond)/(tau_stim/msecond))\n",
    "stim_I_tv = S0*sin(theta)*1*(tv>t_stim/msecond)*exp(-(tv-t_stim/msecond)/(tau_stim/msecond))\n",
    "\n",
    "\n",
    "stim_E = TimedArray(stim_E_tv, dt=dt_stim)\n",
    "stim_I = TimedArray(stim_I_tv, dt=dt_stim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cdbf9918-4d22-4f6e-846b-6c58e8830560",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(tv, stim_E_tv, label=r'$stim_{E}$')\n",
    "plot(tv, stim_I_tv, label=r'$stim_{I}$')\n",
    "grid()\n",
    "legend()\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "819e4ce0-a85d-4d73-804e-041370fb7025",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make oscillator group\n",
    "G = NeuronGroup(1, model=eqs, method='euler', name='Oscillator')\n",
    "G.E = 1e-17\n",
    "G.I = 1e-17\n",
    "\n",
    "# Monitor the rates\n",
    "mon = StateMonitor(G, ['E','I'], record=True)\n",
    "\n",
    "# Make a network\n",
    "net = Network()\n",
    "net.add(G)\n",
    "net.add(mon)\n",
    "\n",
    "# Run the simulation\n",
    "net.run(duration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cbc4a89a-b16a-4b70-80b7-61568443d24a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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kbfp/Dh6MBYilpZRlU9co00hJWlSmoqKCMiu2tF93NwXVy5bR89mz6byyxag0NACNjfYaqaNHqdRQ6VOLM9uyf5UhmT+fHm3Tx7jDOufE+E9DA9WRDl2PRAi6gdhiVA4fpkCxqIiexxuVc881JCqOY8foZqsMX/zFb/JkY7IGOHaMTEBBAT1X+o4di5krkxw7RpriA9nubjJTNiyceexY7JgDSF9dHU1BXVJiSlUM1X6KOXOAxx+nunAb1ho6dowG0StmzwbWrjWlxh9eeIGCxFtuAX78YxqgG78PTBGJULbq+utjr82aReWpNlBXR2WyKqMihF3G9cgRakPVqZOfT8erLRkBlTlRRm/cOLqH25KhVPpU+02fTp2eNu1fIHauquu6Ffq2fgVo2Z7RR8w521GE6pxFAy+UL+/ExfeddPLeJ554ouzOO++cOn78+L79+/cXr1ixovMvf/nL0ZzoTeSHP/zhpGeffXZcOBwWDz300JHzzjvP+MgoC25vTNA0N1NJRiLKy+0xKidOUK+gQl1cbKl7PX58cCBrW8ZnaKBtuz7bermStZ8Nx5+UifX19NiR0evroxrwofu3vt6+KZSdomaBu/JKKgcsLbVn5qXTpylTqnraAerkOekoVAkeFfCrHm3ALqOiDN2sWbHXpk+nciEbSKRvxgz79KnzPS+P7t227F+lQ91jVAejLfpMs2/fvuJ77rnn5KFDh/acOHGi8Pnnnx+j/lZZWRneu3fvvk996lMN3//+96tSfY4uOKOSBTQ3xxbdGkpFhT1jQE6epGkiFePHU3BgQ6AIUKAYv7KybUbg+HGaplQRn1ExjQq04/XFt9+llxoQFUeyQBuwIyPV2ko91MmMnumMVHU19VAnM3qqRGQkUV9P5TcrV1IgtmQJlafagOpZjzcCM2bQCtw2ZNiUYZoxI/ba7Nm0zo6UsayqKZIZlVdeMaNnKOqeF99xN22aPUb0xAk6J+IrCVQprw0cPRorN1RYU8q76u6MP+Lo7t3dy5cv91zouWLFirPz5s3rA4Bly5Z1Hj58uED97cMf/nALAFx44YWda9eurUj2GTrhjEoWkMqo2JJRiUQo2Im/MAtBAVhtrTldChVox9/YSkqo/U6fNqUqRqJAu6qKAhYb9CUKtNVYFRv0JQq0p06lRxv0qRts/PFnU/upAMXW/esFNfWzmlxh8WJ7jEp1NT3GG4EZM+g6YMMipYmMytSpVEbZ3m5GUzwnTlCpUrzBnzaNMhY2TLF74gQF2mq8HGBfxkeVeymmTgVqasxpiufo0eElmjbpM01hYeHAyNDc3FyEw+GBroOioiIJAHl5eTL+dZOwUckCRkJGpb6e1gGJv7EB1GNjg1FpbqZ1AOIDMYBudDZc/FSgHR/I5uYCkybZoS9RIDt2LFBcbMf+VUYgXp/qLbSh/VLps7X9VBBoQ/t5QRkVNeB68WIKwG0oZVMBqzKDQOzaacM4lZMn6fweOzb2mk3HQ6JAe/p0MnqNjeZ0KYaWQQO0rxsb7VhL5fjx4frUvdCGyVESGRVb7tWMe9ioZAHNzcNn/FLYklFJ1AMH2GNUEgXagD36EgWKgD0ZqUT6hKD2s+HmkUhfYSGdN7bqq6ykQMsWfUIMPn9VYGrD8eeFffuog2fSJHpu01ob1dVU1jJmTOw1FTjaUB508mTiazlgx/GaKNBWps+GrEUyowLYkaE8cWJwpxhA53tPj/mOTynp+BvafpMnU4doOGxGF+OdrDIqQogbhBD7hRCHhBC3J9nmZiHEXiHEHiHEA7o1+k13N6XbU2VUWlrM94KkMio23NhUqcX06YNft6WXRt1cR6I+GwLZRD3UgF36iooGn8c5OVTeZ8v+nTQpNuMcQEF0SYkd+rxw7BitU6LGU9hkBE6dSnysAnYcr4mMim0ZlWRGQF3rTZJIn7p2mjZS4TBpSJRRAczv3/Z2inmGjtubMoXiHBtKI03Q2dn5BgC84x3vaF+3bt3A/HH/93//d+JLX/pSEwCcOnVq15QpU8IAcOWVV3a+/vrrVkx4njVGRQiRC+AeADcCWArgQ0KIpUO2WQDgDgCXSSmXAfiKbp1+o7Ilqcao9PWZX2sjlVFpbTWf7lY3/6EXP2WkTBu9VPpsCFxqaqj3v7Jy8Ou2GKnaWjLthYWDX7dJ35Qpwwch22KkEk0xrcaY2dB+Xhg6Jk1dm2w1KhMmUJvbEIjZbFQiEWq/ofrUmDTT+jo66J5na/vV1gL9/ckzZqavR8nuhba0H+OerDEqAC4EcEhKeURK2QvgQQDvGrLNZwDcI6VsAQAppQWX/MxIZ1RUSZjp8i+1KOVQneriZ3oKVnXxU2UgiilTyOS1tenXFE9tLY33iB98CZC+ujq6sZiktjY2uD8eW4xUbW3itXBsyeiNVH22GCm3SDl8OvKqKlpvw1ajkpdHZsW0UentJQ1Ds6fl5dQRYPp4bWmhzrmhx+vEifTY0KBfUzzJAm1b9Kl78dD2s8UIqO9Ppm8kXo+ynWwyKtMAxN9iqqOvxbMQwEIhxKtCiI1CiBu0qQuI5mZ6TJVRAczXldbX04U4USALmL/41dZSEBBf2gLYc/FTgWKiHvf+fvMDRFMFsi0tdmTMUgXaNmTMkukzfW4ApMFmI+WW+no6JuONSk6OHVPEhsPUpkONCkAdKaaNivp+WzNs6lpdNWSFiMJC6uixxQgM1afWQjOtL1n72WZUElUXxP9dN9L0TcRHIpGIAKBtfjxeR2UweQAWAFgDYDqAl4QQK6SUrUM3FELcCuBWAKiqqkIoFNKnMkpHR0fa73311QkAVuDIka0IhYbPC3niRAWAc/Dii2+goeFMIDqdsHfvcpSWFiIU2jro9erqMgCr8MILu9Dd3WRGHIDdu5ehrKwEodDmQa/X1lL7PfPMG6ipCab9nOznffvOQUlJDkKhNwa93tg4EcAyPPHEZsybZ266ooMHV6Gioheh0K5Br7e2TgawGI89tgFVVT1mxAE4evQiLF7chlBo36DXOzpmoLt7Hp588mWMGRNsWirVfj558jLMm1ePUGjwSO7u7jloaJiJF19cb2ztjEgEqK29Er29JxEKDV5Rrb9/PqqrJyMUSrBAxV130aOBa2c69u6l605b2y6EQrHrztix52LXLiAU2u7pc52cy+loaChAJHIpOjsPIBQaPLK6oOAcHDwoPOvzg/37xwBYjbq6wW0HAEVF52P//jBCoZ1mxAHYtq0cwLmoqdmOUKh10N/Kyi7C7t3DrwNuyWQ/v/RSJYDlOHlyC0KhjkF/Gzv2MmzfPvw6oJP16+mafezYRnTH9TBJCeTnX4mtW6sRCh0xpu+VV6YDmI/Dh19BQ0Ns5Hxvbw6AK7Fx4xHMn+/P1HhO9/OYMWNQXV2NcePGQZheRChDIpGIaGhoGAdgt67vzCajcgpAfFXl9Ohr8VQD2CSl7ANwVAhxAGRcNg/ZDlLKXwL4JQCsXr1arlmzJgjNKQmFQkj3vWq2oOuvX4W5c4f/vaSEHufMOQ8G/oUB+vtp4OrQ/0fViE+dusKovnCYFnscqk8tKDVzZnDt52Q/9/TQrETJtps79wKj7Xf2LHD55cP1tbZSvLpw4SU47zwj0iAl6Tj33GKsWTO4m/DYMeAXvwCWLr0i4fnjJ8n2c28vlRauWjUNa9YM7kbfvh34/e+Bc89dkzRrGjSNjXT+XnTRLKxZM3gqoPXrgUcfBS6/fA3yht5trr6aHi3saVRZgXe+cwVWrIi9vnw5sGFD8vMsHU7O5XRsjt6N1qxZiDVrFg7628KFdEyYuB8p1HjHa69dgUsuGfy3uXMpY2BSn+pRv+GGc4ct5DpjBpCTM/w64JZM9vO+qEd6+9tXJxxnUVAw/Dqgkw0b6PFd77oYxcWD/zZxIlBSMhNr1swc/kZNPP00VT68852XD6swKCkBxo2bizVr/LmYO93PfX19qK6uximfZkKora3N6+/vr0y/ZSBEAOwOh8Of1vWF2WRUNgNYIISYAzIoHwTw4SHb/AXAhwD8WghRCSoFM9c14ANOS79Mj1Gpr49N/xmPSnc3mUumAKB0d6LV09XgcNOlVTU1g1d9V9jQfpEIBSeJSoNsaL+ODpolJpG++PYL2qgkQwXNqfQ1NiY/x4NGlYKk0tfcPHx8l82otUgSDbhWpYCmOkbVuaLGLMRjU+nX0NIggI6HPXv06hlKstIqgNrU9KxftbV0bCXavxMn2lH6VVaGYSYFoOu56XthsjJowJy+/Px8zBm6sEsGLF26dJeUcrVvH2g5WTNGRUoZBvAFAM8C2AfgYSnlHiHEnUKIm6KbPQugSQixF8A6AF+XUhoOkTOjuZlqq+MX3opHvW5ytWAp6eaRKJApK6NBoiYDbSmTjxGwwQj09NB+ttUINDdTRsrW9ksVaNvQfk702dp+NuxfL6jJKVTGVDFpEmUMOjoSv08Hqi1V28YzaRJlB3t7tUoahDICia7nlZXmj4XaWpoUIdHaYjYYgbo6aqdhGUjYoy+RyQPomDS9f2tqho9PUdigj3FPNmVUIKV8CsBTQ177TtzvEsBXoz+jgpYWutkmq1+3waicPUs3/0Q3NiHMX1za20lfokCspITWtzCpz0mPu+2BrK1GwIb2SzY4FLBDn+1GzwvJemXVNaq+fvgMe7pIlSVX+hoaEg+210F9PZm80tLhf5swgUxeT8/wqcB1oTrFEvW4KyNgMmOWyghMnAi8+qpePUNJlh0H6HzfaW74EQC6Xs6fn/hvNmR8GPdkTUYlW2lvT55NAeiGkptrdnrdVKl4gG5utgaygPmLXyp9BQW08J6t+lSwZXugbbs+W/evDUbKC8kyqOoaZXK6dGVUEmUElFExqa++PrkRsOF8ShVoT5xI2SiTHXfpjEpTE5XTmsL2jEpDQ/IyUxv0Me5hozLKaW9P3fMnBBkZk0ZFZQRsvbg4MVI26EvWfqbLLVK1X14ejZMyGWinar/ycspGmtSX6vywwQjU1cWmdh2KDfq8kMyoxGdUTNHURMdlbu7wvykjoMyMCdIFsoD58z2VEQDM7t90Rqq/3+yYUrUmViIqK+nYM2WkpKTvT1QWCZjvVGS8wUZllNPWljqjArBRSYe66ae6+Nmsz3RGaqS0X6JSmpwcet20vtLSxKUyY8eaH8OlAoNUPegjLThIti6MLRmVZBMnqNdNGhWVUUmEDRmVVIG2DYsqOjFSpvT19pJJSmVEIxFz67KdPUuLeSY7PyZMIG3hcOK/M3bCRmWUky6jApg3KrZnLNLNnGaLEUimzxYjoGaYG4oN+7esjAbYJsKG/Zts36oxXLbqKykhgzWSMipqcopEY4Js6HFvakpu+lU5mK1GxXRGRUr67kQzagGx49hUxqKri4JtW/WlmnEOMN8x4eReGL8dMzJgozLKcWJUysrsyKgku/ipQNbUcgtOjIrpQFuI4TMUKWzQl6xUBTAfaLe0pJ7a14b2s1lfqvYTwrxRdkuqySkKCuhYNmlUUh0Ppo2KlNQ2qUqDAHPHQ2cnZQXSGT1TRiDdvca0PvW9qbLjgLn96+ReDYys6xHDRmXUk24wPWA+o9LYSGYp2SwwlZWUzjU1JWhzMwXZyQyfqsvtD3bh8qS0tNhtBJqbEw/8VZgOZNMZAdN1zbYbFSf6RlLpV7rJM6qqzJd+JQsUi4vpx2QgGw7bm1Gx3Qg41WfKiDo1ArbuX9NGivEGG5VRTlub/aVfTgIdwGwvTUVF8ukqJ0yIrW5uAieB9pkzZPZMYHsgO9KNABspf0lnVCZNMmtUmppSt/f48eYCWTV2Ill2vKCA7ke29ribNirqe23VZ7sRsN1IMd5gozKKkZKyEE6MisnpGJ2U3gDmLi7p9NlQl+uk/Uz2wqXTd/Ys0N2tT1M8ToyA6dLDVBkp00bAafuNFNS6NammIzd1LvX3U4dIqvauqDDf454s46P+ZrrHPdn5lJ9P07nbagTUOD/T+pK1n+l7tVMjxUZlZMFGZRRz9iwFVyMho5IqEDM9k026QMz0AEen+mxtP9uN1PjxZKK6uvRpUqjpNtO1X3OzGSPV1UU/6dpvJBkVlVFJNs7C5P+TbowAYDajki5QBOhab2vGAjCrL1375efT/dzW9isroxJk0+2XLJ5Qr5uqfmC8wUZlFKOyJE7GqJw9a3aMRSqjov525owePUNJFyiqXi5bS79MX5zTZaRU+5nYv06MgMn26+qiwb/p2q+310xGymng19pqLiPlloYGatOCgsR/V0bAxP/jxAiMH28+UHRyPJjAqT7TRi/d/dDk/s3NTR5TCEHnjsn9q8ZpJWLMGLNGivEGG5VRjMqSOMmoAObKv5wGsrZmLGw3Kib1uTECJvZvRwcN/k0VGJhsPyeBlcnzw6m+vj4zGSkvpJr+F6C/9fSY+X+clFbZEGinOx5sNyom7zV5eRRQJ8P0/k01XhMwv39T7VvTRorxBhuVUYwyHk6NionyLxXI2hooAnYH2pGIc6Nnov3a2ylTZ6s+N0bAVn0mMz62t58X0hkV9b+aKP9S32nrYPp0U6UDdDyYNAIFBbS+TzJMG5Xx41MbARv0pcJ2fWxURh5sVEYxI8GoOCltKS2ldK2Ji0s4TCVJtgZiZ86Q2XNSOmdzjztgpv2cli7Fb6sT29vPaakKMHLKLZwaFRNmwGnplxo7pJt0ayYB5ku/0mUETI+hsd0IpDrXAbszKoDZ9mO8wUZlFON0jIoyMiaMipNAx2S6Vn1nKn1FRbQGjK092qp301Z9bASSM1pKv4CR04vppPQLMGNUVEbFiZEydTw46dFWCy/qZiQYgXT6TI5BctJ+thsVzqiMPNiojGLcjlExYVSc9GgD5i4uTgIxwNzNzUn7FRXRj6097rYbKduNisnSLyfH30gzKo2N9pZ+OSmtMmn8063xApgvVXRiBEwZKScZC9uNlO36TJYeMt5gozKKGQmlX04CWcB+o2K7PlM3Dyf6CgtplhZb248zFslRswClusaMJKPS20sTLNiaUVGBbKrSKtOlaanaDjB/vDo1UrZmpCoqqKzPxCx/tmcsnLbfSLgWMTGyyqgIIW4QQuwXQhwSQtye4O+fEEI0CCG2R38+bUKnX7g1KiZm/XKaUTF1cRktGR/Wlxgn+tTgW1P60g3+NW2knAz+BUZGL6ab0ipTpV9OMgKAOaPi5FwHzB2vTjIWalvd2GyknCw2CtD+7e7Wb6ScrOkEcOnXSCRrjIoQIhfAPQBuBLAUwIeEEEsTbPqQlPLc6M+9WkX6THs7BRClpam344xKckZDxgIw3362ljM0N1NZXLJ59xUm2y/d4F/TRirdsWeytM8tyqioFawTUVxMx4yp0i9bA1nAnT5THU+2tl84TPdgW/U5Ga8Z/3fd+9dNp6IJI8V4J2uMCoALARySUh6RUvYCeBDAuwxrCpS2NsqmpApyALOD6dXFxYlRYSMwHNuNQEsLBdFFRam3M20E0mEqo+ck8APMtl86fSaNlFucZFTU301lVNJpGwk97oB+fX191HlnuxFwmjHTrc+NEQD0n+9uOhWBkXE9Yog80wI0Mg3Aybjn1QAuSrDd3wghrgRwAMA/SClPJtgGQohbAdwKAFVVVQiFQv6qdUBHR0fK7z1wYBEKCsYjFNqQ9rOKiq7Anj2nEQod9lFherZvn4OcnJnYtm19SkPV3j4Xzc3TEAq9rE8cgG3bZgGYgx071iM3N/lS1GfPLkBDw0SEQq/5riHVft6xYx6Ki6fgtddeSfkZPT1LUFMzFqHQJt/1pWLPnkUoLa1AKLQx5Xb9/Stw8mQBQqGtmpQRBw4sQ2FhCUKhzSm3E+I8HDkSQSi0IzAtifbzkSPnIDc3B6HQGynfm59/AQ4c6EQotCcwfYk4fnwVJkzoRSi0K+V2JSWXYO/eZoRC+2Mv3nUXPRq4dibjpZcqASzH0aNbEAp1JN2usHA1Dhzoct3e6a7Z6Th9+iJUVLQhFNqXdJv+fgBYgzfeOIZQ6Jjn73JLW1sepLwcTU0HEQqdSrpdY2MBgEvx+usHMHnyaW36WlryAVyGxsYDCIWSf+/Jk8UALsJrr+1DaWmdp+/ysp/V99bU7EUoVJ90uyNHygCswksv7UJfn7603r599L3V1TsRCiV36SdOjAewEi++uA21tfp6P3fsGAfgPJw4sR2hUGvS7U6fngRgKZ577nXMnNmZ0Xdmej4zDpFSZsUPgPcBuDfu+S0AfjZkmwkACqO/fxbAi04+e9WqVdIE69atS/n3971PyiVLnH3WlClSfvrTmWtyy9//vZQTJqTf7t/+TUpAyq6u4DXF86UvSTluXPrtvvUtKfPypIxE/NeQaj9//ONSzpyZ/jM+9zln7ew37363lCtXpt/uIx+Rcu7c4PUMZc0aKa+4Iv12b3+7lOefH6yWRPv53HOlfOc707/3ssukvOYa/zWlY/ZsKW+5Jf12y5ZJ+d73DnmRlgAKRJdXfvlLknTiROrtrrrK2XEzlHTX7HSMG0fXJCfbfeELGX2Vaw4epLb7v/9LvV1nJ233H/+hR5di3z763gceSL1dfT1t99Ofev8uL/t5wwb63qeeSr2dauff/tabNq88/TR972uvpd7O6f/hN48+St+7bVvq7Z56ytn/4YRMz2evANgiLYirdf1kU+nXKQAz4p5Pj742gJSySUrZE316L4BVmrQFQnt7+oH0irFjzZV+OS1tAWiBQ524Kb0Jh4GzZwOXNAin+lTpkkyeFAqE0VC6BLC+ZNiuzy02l345WXxWYaLU02npTVERlQOa0uekzBiwt/1MlS65KYMG7NXHpV8jj2wyKpsBLBBCzBFCFAD4IIC18RsIIabEPb0JQPL8+ghAjVFxQlmZucH0TsYImLz4jRZ9/f009apO3Oiz2UiZHOzv1AiYqPl3MvgXGDmrQTc1USCdapY1gP5n3UbF6RgBwG6jYmoBX6ftl58PjBljrz5Tk1O4GQ8J2GtUTM46x3gja4yKlDIM4AsAngUZkIellHuEEHcKIW6KbvYlIcQeIcQOAF8C8Akzav1hNGVUTF78bNbnNiNlc/tFIvqnyHZjBM6cIY26UGt62JqxcDoLEDCyMirpsikA7ZOmJr3GWgViTvSZmPzBaaAI2G2kADPG36m+vDy6r5saTJ/ufFdGykT75eWRyUzFSFrXiSGyaTA9pJRPAXhqyGvfifv9DgB36NYVFO3tsamH0zF2LFCffPxeYDQ3A/Pnp9/O1MWlpQWYOTP9dibLBdwaqRkzUm7qK26MAED6nB6zmdLdTStQO9UXiZBx0KXPbQ+6MlI5mrqf3OgbjUalt5eOn3TTv/uFKktzejzs3RusnqE4LZsDzBwPbo2UKX3qWpgKU+1XVkYZp1QUFdGPqU6xdLOcslEZeWRNRiUbGSkZFTelVbYaARMXPynd69PZfmr1ZFvbz60RiH+PDtz2AOvOSLkN/HRnpLzQ2OjcqABmjgenGRVTGQEngbYpIyBErMc/FaYyKuPGAbm56bc1tX+dnOuA3fqUkeLSr5EDG5VRipTuxqiMG6ffqEQizubdB0aOEdCpr7OTenVt1ec2kAXs1Wd7+40EfSZK+9ziJqMC6B2n4jajYirQznNQpzESjICtZbKAuYyKk05FwJw+m9uP8Q4blVFKTw/NEuM2o6Kz5rqtjYIXWwert7fTAPTR0uMO2B3IAmbaz9bjj42efpqaUq9Kr7D9fK+ooHtAV1ewmuKxPVB0Op4PMGP0RpM+242KqQV8GW+wURmlqJ5LN2NUIhHqpdeFm9Kb4mKqjbU1EDMxE4uXQFbnzc3tGAaAS7/i8WKkbA2cR4JRiUTof7I1o9LcTOOPnJYuAfqPB6c97iamS7fdSLnVZ2tpFWB36Rdgpv0Y77BRGaUoo+ImowLoLf9yE4iZmNLSTSCmZhuxVZ/av7bq44zAcGw3em7HJAB2BwdqDI2tRqWpidrRyWQJpoy1m0BR97pTbgPttjbKqOvCi9HTyWgzejZ3mjCDYaMySlGGw2aj4iYQA/RfnN0EsoD+XiS3Rkr3lJZujKg6/mxtP1NGwOngX1NGr7zcWc3/SMiouJm1ypQRcKINMJdBdTOGQb1HF24DWUDvAsNu9bW3k9nTgZvxmoD+jEVfH7WHrfdqJjPYqIxSvJR+AfovzIC7m5utgTZgLuNjay+cGyOQm0vHoG596nvTMW4cmQYTpTROetBHSuBnc3DgxqiMGUPmX3dGxU0gBujPALq5FgH269N1vLo1Akqfrvv12bNkBty035kz+kr73HZ6ckZlZMFGZZTitvRL9dranFHRfXGxXZ/bjI8JfU4W4FKYyEhVVKSfdx8gs2DCSDndt6ZK+2wOnN3ixqgIoX91ei/trTPQdjvYGtB3PKjxR7bqczNxC6Df+Hu5F/b307pTOvBS/dDaav906QzBRmWUMhLGqDhd6VYxEjIWukstCgqAkhJn25swAk4W4FKY2L9Ob2yA3fpyc6mzwdaMytixdByMFqMCmDmfbC396ux03+MO6NPX3k5Bqa1Gz+29ULfx92IEAH3t56XTTi3gy9gPG5VRykgYo9LcDBQW0oxeTjARGBQXO9dnKpAdTUbA1kAbMGf0nGJi/zoNrNRsVaOl9AvQn1FxU/qlu8fdS5ksYG+gPVL02WwEAHvbbyRM7sHEYKMySvE6RkV3RsVLIKar7nW0BbIjQZ+tgTZgv9EzkdGz2Ui5pamJDJWTWcwAvUZFDRZ2aqJ0T57hNSNgq5GyPSPAGZXB2G6kmMxgozJKUUbF6fgAlXnRnVFxEyhWVNANW9ciZl56tHVOaTkSetxt1uc20Lbd6OlsP7c1/4D9M+24mf4X0Pv/uA3EAL363I5h0L3ulJcxFvHvC5qRklEZLRkzzqiMLNiojFLa22nsgpOpQwEa61BUZH9GRb1PB14CMUDfTCxeAlmdU1qyEfBOfz99l60ZKbc1/4D9GZXGRucZC0BvRsWLUdFZSuk2o6I74+O2/UpLSaPtgbatRs9ERsXpVO4AZ1RGGmxURiltbc7HpyjGjdM/PbHb0htA783Di5GyVZ8JI+V2/3Z06DFSXo2ArhuvmtrTbfvZGvgB9q8G3dQEVFY63378eNpPOjKoqr3dGCkTGR9bSyndHq9qgWFbjV5JCRkpnfvXzcQtJu6FbrOhgN3XIyYGG5VRSnu78/EpirFj7c6omOilGU0ZH503j74+Opa87F8d+tR3uG0/tZ5A0LjtwQT0ZlS8liLZ3IPZ1OTeCAB6/ic10N/W9nYbaKttbTZSus+noiLnE7cIoV+fm4lbdK87ZfO9kMkcNiqjlPZ29xkVE0bF5oyKW306A5eeHgqabTV6Xo1A/HuDxGugDdirT6eR8qrP5sDArVFR/7uO8i/bMyotLdSb7eaeozujUlxMZsApujOUbs4lwG59utedcqvPxAK+jHeyzqgIIW4QQuwXQhwSQtyeYru/EUJIIcRqnfr8wnajomaxsTVQ7OqiH1sDbS89mCPFCOi4eXgNtAF72892fRUV+oyUF7xmVHQYFa8ZFZ1GxU3pDaBfn1sjYCJj4Qbd+tzcawD9GTObjRSTGVllVIQQuQDuAXAjgKUAPiSEWJpguzIAXwawSa9C/2hrs7v0S10gvATaOi5+Xktv4t8bJLbrG42Bts7jj42eXlTHhJeMiq72zs11d02vqKCFGHt7g9OlcJt9Buw3AjZnLAD9Y2i86LN5/9o+CyETI6uMCoALARySUh6RUvYCeBDAuxJs910APwDQrVOcn9ieUfE6+BKwP5BlfSMn0La1tG+k7F8v7WdjcOB2sUdAf+mXmzECgP7zya1Rsd0I6B7jM9qMns0ZFcD+MXNMjDzTAjQzDcDJuOfVAC6K30AIcT6AGVLKJ4UQX0/2QUKIWwHcCgBVVVUIhUL+q01DR0dH0u9tbr4U7e2NCIUOOP689vYFaG6ehFDoVZ8UJmfv3rEAzsfJkzsRCjm/0xcVXYGdO08jFDocnDgAO3aMA3AeTpzYjlCo1dF7pARycq7C9u0nEAod9U1Lov382msTAKzA0aNbEQq1O/qcrq4cAFdiy5bDWLDgZNrtM+HVV6sALMHBg5vQ2els4ZuGhgIAl2LTpv2YNKkmUH2vvz4NwALs2/cqamqc1SIdPVoC4EK8+uoeFBQ0+K4pfj9v3ToLwBzs3LkeeXnOVjg9epTOqfXrd6CzM9gIYceOeSgqmooNG152/J4TJ8YDWIkXXtiK06fbgbvuoj8YuHYO5dChUgAXoLZ2N0KhRkfvaWnJB3AZNm06iKlTTzl6T6prdir27VuKoqIxCIVed/yemppJAJbi2Wdfx8yZna6/0w3Hj5+PMWPCCIV2On5Pa+ssdHTMwQsvrEdubrCr+J48uRrTp3chFNrj+D3t7XPQ3DwD69a95MogAu73c03NxZg6tQWh0H7H7+nsXIj6+kqEQq+5E+eBhobLcfZsjav7bji8DKdOFSMU2hKgMjWD41VoazuOUOiYi3eeg2PHchAKveH5u72ez4xLpJRZ8wPgfQDujXt+C4CfxT3PARACMDv6PARgdbrPXbVqlTTBunXrkv6tuFjKr33N3ed961tS5uVJGYlkpssJTz4pJSDlxo3u3jdtmpSf/GQwmuJ59FHSt22bu/dNmCDl5z7nr5ZE+/k3vyF9hw87/5xIhPbvHXf4py0Zd99N+pqanL+no4Pe84MfBKdL8a//St/V1+f8PadO0Xt+8YtgNMXv5698RcqyMnfv372b9D34oL+6EvHJT0o5fbq797z6Kul75pnoC+Ttfdfmhb/+laSEQs7f09tL77nzTufvSXXNTsW110p56aXu3vPUU6Tvtdc8faUrFiyQ8gMfcPee//ov0tfQEIymeKZOlfJTn3L3nu9/n/SdPev++9zu55ISKb/6VXffcfvtUubnB3+/7ulxf5xLSe09bVowmuJpaiJ9d9/t7n3vfa+Uy5Zl9t1ez+dMAbBFWhBT6/rJttKvUwBmxD2fHn1NUQZgOYCQEOIYgIsBrB1pA+rDYaq39jJGRb03aLyUtgD60rWZ6LN1jIBaG0BX+7lZgAugOfrz8/W139ixtBaBU3SXVnk59gB79dk8RsVL6Vd+PpXX6hpM77W9dY2Zs/14dbNvAX2lc93dNJbIi76+PnpvkKj/360+nfcawO4xPkxmZJtR2QxggRBijhCiAMAHAaxVf5RSnpFSVkopZ0spZwPYCOAmKWWwuUufaY9WAnkZowLoGadi+8UlE326Ls5q5hI36DJSLS1kUnJznb9Ht5Fyu2+Li2nRM13Hn82BaSZGysbgoDFa7eVmwUeA/iedY1TcoKu9pfQ2xkLX8drVRWbAVmPtZeppQJ8+LzPOAfpm+bO905PJnKwyKlLKMIAvAHgWwD4AD0sp9wgh7hRC3GRWnX+MJKOiLrZO0ZlRycsDxoxx9z6dgXZ5ubvpQAF9+rz0AAN6M1JuAyvdRsqtPmWkbN2/IyGj4vZ/Gj9e3/HqNSMQdHu3t9M4AS+DwQG7A20g+P2bSaAN6NNnq5HyMrEHQPp0zYrHZEa2DaaHlPIpAE8Nee07SbZdo0OT34wUo1Je7q7HHaD37NoVhKLBeJllB6CLZXV1MJricbvmg0KnEfCiT6eRsrn9mpqAlSvdvUcZKVv3b1GRvoyUWxob6fpXUODufePHB59R6e0FOjrsDWS9rOkE6MuojJRA21bj74eRmjjRX03xeN2/8UZ50iRfJTE+k1UZlWxBGQ0vY1Ti3x8kXkoZAH2BmNeMgO2BNmdUCNvbz2ajJ6W3/SuEveUWmRjXoI2K10CsoIDGfdlqVHRlVGzPWHgZHwXo12erkcpUn40dJ8xg2KiMQrxmVNTAZ5uNSkUF6YtE/NcUj+097pm0HxuBzIyAjpr/TPZv0O2n6s5tbT8veD1edZR+eQ3EAD3nu5fFZwF9gaLtgfZIyajYbqRsNcpM5rBRGYWMlNIvrxkLKYEzZ3yXNIhMAtmeHhq8GSSZGgEZ7LIFnttPR2AViXibpQjQYwTa2qjm31Yj4LUHGLA3o9LY6H4gPRAr/QryfPIayAJ6zievYwTULH+2Btq6S9Nszfg0N1OJttt4QmdGpbzc3QyOAGdURhJsVEYhyqh4Lf0K2gQAmfUYA3oufpno0xEseg1ke3uDnYI6HKb9k0npXJCBX2srmRXbjYCtRioTfboyZm7JJIPa2xvsFLGqvb0YKZ0ZFa+TU9hqBNRkKjrO94ICoLTU3ftUBYSue6GX8ZqAnv3r9dwF7LweMYNhozIKURkRtz0ganvbMyqAnouz10AWCFaf18G1gJ6Ls9d59wFqv6DXBvDawwrEjECQRiqTjIXOwM/WjJkXMsmoAMH+T2rqZFvb26tRUe/RcS0vLKRZ8dyiQ5/XiVvy8uiebasR0HmvziSWsPF6xAyGjcooxGvpV2Eh/QRtVDIpvdFxcenqoh9b9WUSKNquT4eRyjQjEA6zkQJGT0alt5eumV7HqADBDqjPJKOiw7i2tHibyh3QZ6wnTHBvBAB9+rycS4Ce88mrvuJiiidsrS7gjMrIgY3KKKS9nVLJbqfaBKj8K2ijogbDe+2BA4K9uIyUQNt2fbZmzPxovyBvvn4YqbNnfZU0CD8yKkGPkXKDH+d7kEalsZGmdi4pcf9eXRkLr0ZAZ8bCC7r0eTn2AD0ZM68ZC0BfqayX9isq0mOkmMxhozIKaW93Pz5FMW5c8EbF6ywxgP0ZAR2BdiaDa9kIjJz9O1qNaH9/sEbKLV5XpQf0lH41NXnTBtDx0N5O5jUovJbNAfoCWdsDbdszKpkYqWw3okzmsFEZhbS1uS/7UujIqGQ6iw1gbyCms8fdViOQ6RgLgPdv/He5QVf7jRnjLWOra4CtGzI5XnWUfmViBHRcLzPVx4F2ZoG27aVpQeoLh2nyH5szUkzmsFEZhbS3Z2ZUbJ03HqAAKSfH3oyA7RkL2zM+uoyAmnHILbr277hx7qfbBPRlpLwGBroG2Lohk4yKrtKvTAIxIPjB/pkGikFP72xroA1kfj7ZOnELELzRyyT7DNi7rhMzGDYqo5BMjIqOBcwyCWRzciiI01Ea5EWfjtWg/Sj9CtoI5ObGps90gy4jVVFBGt2iywhkElgBwRupTI2KTcFBJsZ/zBgylDaXfgHBG5VMSr+CnJxCysxKq4Iunevupv/d1oxKJvcaIHgjkKlR4dKvkQEblVFIW5u3IBHQu0CYrb00mQQuQPC9XE1NtFCal1l28vNpvv6g9XmZbhPQZ6TYCHgn01IVwK7gIJPpf4WILfoYFDZnVCIRu41UVxctwJtp+wW1tpgfRiBII2W7EcikjBfgjMpIgY3KKKStzftg+oqKYG+6gPeVjBVBG4HmZu+z7ADBm71MZtkB9PRyeb1xqGlObTUCqgPA1tIqXWO4bDZSbmlqonPdyzobQLDXzP5+aitbjcCZM6Qxk4wKENzx6ocRAILXZ6uR8sMIBDldeqadipxRGRmwURmFZDKYfvx4Skd3d/urKZ6mJurVLyz09n4dRsDrhRkI3uxlYgSA4HuAMwlkAT3t51VfXh51AgTdfl73rzJStu5fGwfT19UBkyZ5f3+Q5bJq/Iat7Z3J+B4geH2ZBtpB6/Oj0w6w1+hVVJCR7ejwT1M8flU/RCJ+KWKCgI3KKCTTjAoQbCDR0ABMnOj9/RMmxC5QQZBpoF1Zyfps15eJ0bP5+MvLo3M4KH2ZLNYKUGCQkxNs+7mlrg6oqvL+/iCNfyaLPQLBB7J+6QvaSHm93wTdfg0N9OhVX9D360z1Bb1//TBSkUhskWzGTrLOqAghbhBC7BdCHBJC3J7g738nhNglhNguhHhFCLHUhE6vqIGJmRqVIHtk6+sz68GcMCF2AwqCTGrCAdaXqb7KyuD1eQ2sgGCNVF8fBUW2tl9LC93YvbZfTk7wx59bMjUqQWYAMxk/AwS/OnimGRX1vqDOp/p6evR6vwnaCGSqL2gjpfR5NSpB79/GxliW2wvqvLKp44QZTlYZFSFELoB7ANwIYCmADyUwIg9IKVdIKc8F8EMAP9arMjNUz4DXE1fHAmaZZlQqKykw6O/3T1M89fWZBS4qUAyqLjfTwCrIQFZK/9ovCDo7qQzBVn3qczPRF6QRUIGLre3nhUyP1yBLvzLNWADBlsr6ZVSCOh7q6ujRdiNga+lcfT2VkXsdvxX0/lWdnl7Hawatj/GHrDIqAC4EcEhKeURK2QvgQQDvit9AShm/3GEpgABnePcftVijzRmVhobMMiqVlRQQB3XzyLRmvbKSesaDqMsNhyl4yTRQbG4Opi63tZX+d9sD7Uz3b9CBla1GINPAD7DLqPT30/UoU6Ny5kwwMy9lagQAu42KGquoSoz8pr6eety9rJkE6DECEyZ4WzMJCL60KtPqBx1GNBN9qsPUlusRk5hsMyrTAJyMe14dfW0QQojPCyEOgzIqX9KkzRf8MipBXfhUj3umGRUgmItLdze1YaaBIhCMvqYmasNMbx6RSDBGzy8j0NoaTOBnuxHwq/2CLqWx1Yi6pamJzoVMS7+AYM6nTEu/gOCNSkGBt6nSAeoJnzgx2PNp4kQqOfRCSQn9f0FnBLwSdOmS7UbFj+w9YM/1iEmMRx8/upFS3gPgHiHEhwF8G8DHh24jhLgVwK0AUFVVhVAopFUjAHR0dAz73l27xgI4H0eP7kAo5P7u1N6eB+BybN58CLNmVfuiM56zZ3PR23sF2tsPIRTy9vnV1RUAzsFzz21DTU1b2u3dUFdXCOAStLTsRyhU4+kzamomAFiBZ5/disWLMx+lF7+fDx8uBXABGhv3IBTy1g1ZXz8JwFI8+eQmzJjRlbG+eHbuHAfgPNTUeDv+AKC5eSqAhXj88VdRUdHnq77XXqN9c/LkVoRC3vZNW9tMdHTMxXPPrUdBgX8J146ODrz22j4AS3Ds2CaEw972TVfXXNTXT0Mo9LJv2hSvvDINwAIcPPgqGhq87Zu+voU4fXoCQnfdRS8YuHYqjhyh86mhwfv5VFdXBWAJnnlmE6ZPT73PEl2zU7FlyzwUFU3Fli3e92UksgInTxYgFNrq+TOSsWvXIpSVjcf69Rs8f0ZR0Srs39+DUGi3j8qIffuWo6SkCKHQFs+fMXbsJdi1qxmh0H7H73G6nw8cOBcFBUAotN2zvqKiK7Bt22mEQoc9f0Yyjh5djSlTuj3vm/5+QIirsHnzcYRCx/wVB+DEiYtRXt6KUOhNT+/v6MgFcAU2bjyEmTPdxyNuz2fGI1LKrPkBcAmAZ+Oe3wHgjhTb5wA4k+5zV61aJU2wbt26Ya89/bSUgJQbNnj7zP5+KYWQ8p/+KTNtyTh4kPT99rfeP2PLFvqMv/zFP12KzZvpsx97zPtnvPYafcZTT/mjKX4/P/88ffb69d4/Tx0jr76aubah/PGP9Nk7dnj/jAcfpM/Ys8c/XYp776XPPnbM+2f84hf0GadO+adLStrPd91Fn93a6v1zvv99+oyzZ/3Tpvj2t6XMyZEyHPb+GbffLmVenpQRSg76J84D6nwKhbx/xpNP0mds3Jh+20TX7FR85CNSzp3rTZfiox+VcvbszD4jGe94h5TnnJPZZ1x3nZSXXOKLnGFcdJGU11+f2Wecey79n25wup8XLZLy/e93ryme2bNpHwdBVZWUn/lMZp9RWSnl3/+9P3riiUSkLCqS8mtfy+wz8vKkvOMOb+93ez77BYAt0oKYWtdPtpV+bQawQAgxRwhRAOCDANbGbyCEWBD39O0ADmrUlzGZln7l5AS7IKCqRfYjnRxEutuv0hsgmHSyX6VLQDD6Rkr72aqvvp5KTbyev0Dw+iZOBHJzvX9GZSWV9bXD42JPPuJHKZuagCSI9q6tzUwbEGzpV20tMHlyZp8RdCllJuc6QMd7kGNobNUXidB+yVRfUPu3vZ1KtTM5P4Swa8wck5isMipSyjCALwB4FsA+AA9LKfcIIe4UQtwU3ewLQog9QojtAL6KBGVfNpOpUQGCvbFlOt0hwIEsYK++urrYxd8rQbdfJrPYAMG3X1WV91lsgFjdelD6/AhcAKARGRwkPuGH8Vftoc5NP/HDCFRU0H0hiMkz6urYqHilt5fus36cT0Hoa2mh0i1bjYof90KAjcpIIOvGqEgpnwLw1JDXvhP3+5e1i/IRZVS8rkwPBLsugB8ZlZISmikmyItfJoHLuHHU4xxUxic/3/ssNkDwGalMZrEBgh0gmunUzkDwRso3I2C7PlRiLo5mLioD6uoog5XJ+aSOJ2V6/KSuDrjiisw+o7w8NktiJgudDkVK/zIqLS2UZcvkujGUs2fpx1ajos5PP/Tt9n94j69G4LD/w2d86WQA2KiMBLIqo5INKKPidRYWINh1AfzIqASZrq2rIyNUWur9M4Jc1E71aGfS466mBA0qkM30xhFkRmAkGAGbjZQfGZWB/WtJRsWP86m01P+MSl8f7cNMjUBQU7C2tJBGP4wK4H/nmB+dYgC1X3s70NOTuaZ4/DICykhJnxdSsD1jYbs+xj/YqIwy2trIpGRSQx50RqWsDCgqyuxzgrz4ZRooAsEZFT8CbSGCN1KZUFxMgZ+t+1f1SgeV8fHLSAWVMfPNSFlgVE6fBqZOzfxzJk3yP6OiAu1MjYA6nvzWV1tLj34ZFb/Pdz+NAOB/VsVPfd3dlD3yE7+NgN9Gyq+MSpBjkBh/YKMyymhry2x8ChD8GJVMsimKoNaK8CNQBILN+PhhpII0era3X6b68vOpvM9vfVL6034VFWRG/dbX2UmLmI6mMSrV1cC0YStpuaeqKjgjkOn5rt7vd8bHdqPix3hDIDijovRlej8MWp8f53tfH2Wl/MSP6gwgtgByf3/mmphgYKMyyvDDqEyYENzK5X71YNocyALZrc8vI+W3EQ2H/ZnFBgim/c6ezUNvb+btl5tLWR9bAz81hssWozJ9euafE6RRydQIBDWGxnajcvo0PWZ6vwnKCNiu79Qp6pTJZGIUIFgjWlFBGjMhyAWQGX9gozLK8MOoTJpEvQtBnLh+GZWgSpdOn/anhzWIQDYSAWpq7NXX3k7Hn1/71+8bb20tZS1sbb+GhgIA/ugLov1OnaLHTPWpMWZNyGC5dR9Qx6tfRsXvjIWfg4WFyD6jcuoUjRf0a4xPEOfT2LGZTXwDBKtvyhRqw0wIaoyUn52eAI9TsRk2KqMMP4yKurD4feOVki5+fgWKzc3US+4XXV3Ui+9H4DJpEl34/Ewn19fT/+tH+02a5P/+VYGsX+2XbfoaGgoB+Ld/gzIqfrTfxIlAHXxIvWWAX8YLCOZ8V/oyDbTz8si4BmFUCgspQ5YJKlAM4nitqsp8JrGgAm2/7oVBGhW/7tVAMO3nx7WIjYr9sFEZZbS1Zd5DE9S6AO3tNODPj14QdfP2U6NKxftxcZ48mYIWP8uXqqvp0Y+L8+TJlDHr7s78sxR+BrKTJ8cyIH6h2s+v/at6lP2isZGMil/tV1OT+efE4+fxN2UKUIsMI/AM8fN4raqKLZDnF9XVFERlsuaPIoiMz+nTdJxlMmMaQGZn7NhgOib8ONfLy6lU0VYjYLtRUfr8Nsp+lW0GpY/xDzYqo4yWFqrbzARlVGwtHQEo0AH8DRb9NgKAv8Gin+2n9AXRfn7t3+7u2HTbfuC3kaqv97cHXWVU/DLyfhup6mqaujvTHnQgqs+wUfHzfA9iHMjJk8CMGf58VhBjaPzUN2WK/8bar0BbTTfv9/3Qr4kcyspoLSBbjUoQ98K+Prq++dVpAvh/vWT8g43KKMMPoxJU6ZdfgweBYI2ArRc/v3u0AX/1BWGk/Ny/1dXUezvBh6ERkydTD7qfwUFDQyEmTaKgI1OmTAHOnKFyRr9QpRaZ9qAD0YwPpsDnGUtdoc4nv6YnBvy9Zo4EozJzpj+fZbNRAfyfwra/n669fugTwn99bW00w58f+oqLqXPDz/1bU0PZdr8yKjk5/h9/jH+wURlF9PRQYJLJKstArGZzJBgVWzMCQenLy/Nn1qqg9E2Y4E+pSlD6pk3zL9AG/NXX2Fjoy40XiOnzMzj1qwcYoMC0F4VoRTl6e/0da+aUU6f8O15tz6j4PaYqEqHjwS99fmcAOzup087P49VPfXV1ZFb80ud3+/nZaQf4b0T9vFfn5tL5y0bFXtiojCLULF2ZZlTy82l606BKv2w1Kn7NwgLEAhe/9U2dmvksLECwRsAPgsr4+HnjBfzV19Dgv1HxO+Pot75aTMYnP0mBdGenP5/tFL9q3AH/jUpHB13P/cyotLf7l2Grq6PyG1tLv/wOtKdOjXW0+YGf2WfAfn1+Gz2/928QpbKMf7BRGUWoRRozNSoApUODyKiMG0erjmdKURFljvzupfHrwjxmDP34rc+vC/OkSZRZsD2QtbX9gtDX2FhordHr76fz1/f2wxQ88ABdu555xp/PdsqxY/4F2uXlVFbo1/Fw8iQ9+mlUAP+MlNLnV+nX5Mk00YpfiwIGZQT8mtwjG41KEBkVWzM+jL+wURlF+GlUgpje9MQJ/y4sgP+9NH4aFcBufXl5ZEb91HfypH/6VODnl75IxN+adb8zZp2dQFtbvv8ZC5/0+Tk1NhAzUnuwbOC1117z57OdICVw5Agwb54/nycEXdtUAJUpygj42TEB+G9U/MyoAP4dr8eP06NfRmrqVMog+TWLo9I3a5Y/nzd1Ks0419Pjz+cdOxY7pv1AGQG/jF51NZVsZlrmrmCjYjdsVEYRfhsVvzMqR48Cc+b493l+p2tt1tffTzc3W/V1dJCx9UufEP5OsVtbSzdxv/SVlFCZoF/td+wYPfqlb+JEfzNmR4/So1/6lJHaiIsHXtu505/PdkJDA/Xgz53r32cGYVT8HAMC+GdUTpygR7+Nip/HqxD+GgHAv6zFkSNUWZDpqu8Kpc+v69HRo9QpUVjoz+dNnkxlh37N4nj0KDB7tj/jDQE6/tS4IcY+2KiMImwu/ZKSgjG/A22/bmzt7RS8+Bm4+GkETp8Genv91+d3IGtr+x05Qo9+6vOzF85vfWrSBVvbb9w4oBDdeB0XAgCWLAEOHPDns50QxPHgp1E5coT2oV9GQGXC/DRSxcU0ltEP/C6lPHKE9ocfM+gB/huVo0fp2PMr0A7CSPl5r/bbiB454v+13O91kBj/YKMyilCD6f1Ih06aRGluv3oYWlqoN2X2bH8+D4iVVvmRTg4i0LY5kAX8LU0LQp/tRiUb9fl1/goBTEENDmEBAOCaa6iX3q/SlXQEcb5Pn07lhZFI5p916BBlAzJdVV2hVmj300j5GWgHkVHxM9AOwqjYrs/vew3gz/71u2wTCGbMIeMfWWVUhBA3CCH2CyEOCSFuT/D3rwoh9gohdgohXhBC+JQ41oOfGZWqKrog+JVV8bu0BaCLS2enPwMwgwoU29qoxCRTggxk/QisgjJSfvYQ+lkKAlD7+amvuDjsWykI4H/7TZtGk1j4xWSQi8rJAc4/n643quQpaPw2XgAZlb4+f66Zhw8D8+dn/jmKnBzaf36176FD/uobP55mm/SzdMnvayXgz/kkpd1GpaeHDHcQGRU/9m9TE93zbTVSjP9kjVERQuQCuAfAjQCWAviQEGLpkM3eALBaSrkSwCMAfqhXZWa0tFDtvB/pblUqoGb/yBTVg+lnYOBnOYMKXPzspVEDOf0IDo4coWDDr8GhAH1WX58/detHjlA5j1+lIACVvTQ1+TNt7ZEj9Hl+lYIA1H7V1f4ZvSlTun3roQbo//UrMPW71AIApoNO3AkTYkGRGmQcNNTedL30C1Wmlen1SEr/jQDg3/EQifhvpISg/eHH/aa72/9Au7CQxpP4YQSCGB9VWUkZMz/0HT9Ox2AQRsWP/RtEp5jfGSnGX7LGqAC4EMAhKeURKWUvgAcBvCt+AynlOimlCos2AvBxjqrg8WNVeoXfRiWIjIrqHfcjuDlyhErm/Go/IGYq1MDTTDhyhD4vPz/zz1IofX61n5+lIEBs//rRfocP+x9oz5xJvY9+zI535AgwdaqPy8iD9NXX+7N2RhBGZQYoap440d997YRAjFf0bpGpUWlqAs6c8bfTBPBvDM3p02QG/DZSs2b5cy1Sn+H3/vVrCmC/J6YAqBPLrwxqEGWR48bR+mR+XcsB/41KTo6+jhLGHT5VwI4IpgGI70+qBnBRiu3/FsDTyf4ohLgVwK0AUFVVhVAo5INEd3R0dAz63oMHl6GgoBih0JaMP7u5uQDApVi37gDGjcv86vfKKwtQWlqF7dtfyfizFA0NhQAuwfPP70dxcWY52y1bVmDixAKEQlv9EQegro70PffcfhQUeNfX0dGB7dvPoKIiglBoh2/66utLAVyAp5/eg+7uzKLt3bsvwOzZnQiF9vgjDkBT0zgA5+Hxx3egtrYlo896881LcNFFzQiF9vsjDkBb2wQAK/DnP2/FkiXe6w+pB/0K3Hhjm6/t19lZBWAJHnlkE2bM8O5WentzcOrUlRDiKEIh/+7kvTedB6wFuro6cPjwVghxJdavP445c4759h3J2L37Epx/fgtCoTd9+8zm5nwAl2HduoMoL0/cwzP0mp2IvXvLAKxCV9cuhEI+zYcLQMq5OHFiOtateymjDoXt28sBnIuzZ3cgFMrsvIynqGgxdu4sRyi0MaPP2bBhPICVaG3dhlDIp2mmABQVrcC+fc7uEan28/PPTwKwFI2NryMU8m+V0zFjzsfu3f0Z3yOeemoqgIWorX0NoVCvP+IAVFauxtat3QiFdmf0OS+8MBPAXJw8+RIaGnxIZ0eprLwYmza1uromODmfGR+QUmbFD4D3Abg37vktAH6WZNuPgjIqhU4+e9WqVdIE69atG/R8zRopr7jCn8/u75cyL0/Kb33Ln8+77jopL7jAn89ShMOk8Y47Mv+suXOlvPnmzD8nnr4+KXNzpfz2tzP7nBdfXCcrKqS89VY/VMVobZUSkPKHP8zsc3p7pczPl/Kb3/RHl+L4cdL3y19m9jnq//yP//BHl2L7dvrcP/4xs885cYI+5ytf2e+PsCihEH3uc89l9jk7d9LnPPCAP7oUj+C9EpBy3jx6PnWqlJ/4hL/fkQh1PHz/+/5+bn8/nQff+EbybYZesxPx+9+Tvj17/NMmpZQ//Sl9bl1dZp/zv/9Ln3PsmD+6FP/4j3S97OvL7HN+9CPS19Tkjy7FZz8rZWWls21T7Wf1f/b0+KNLcfPNsXMpEz7/eSnLyqSMRDL/rHje8Q4pzzkn88/52MfoWuE3l18u5VVXuXuPk/M5CABskRbE1bp+sqn06xSA+Mkep0dfG4QQ4joA/wjgJimlpjlo/KG52b8FkFQq2a9ZYvbvBxYv9uezFLm5VM6Qabq2q4vS3UuHjljKkLw8KqHLVF9LSz5aWoBly9Jv64Zx4+gn03T84cM01sXv9ps6lfZxpvrejHaQ+a3Pr9LDvXvpcfZsH2ZdiMOvciqlz+/jbyZIWHd39PlMPaVf+/bRo9/HgxpDpspcvbJ3L107/C6t8qs07eBBGuvl5+K9AB2v/f2Zlxvv20ezVvo5Xg6gUq3GRlozKhP27aOyPj/HywGk78SJzGfq3LePpgv3s4wX8K+0b+9e/69FgH/6GP/JJqOyGcACIcQcIUQBgA8CWBu/gRDiPAD/AzIpPi93GDyNjVTv7RfTpvkzRqWjgwZx+m1UALq4ZBrc7N9P5Td+By6AP8HX8eOlAILT51egHZTR8yvQ9ltfeTkt+uifUfGvDASgtvOj7nrvXvqchQv90aVQg+nVFLy6AoWgjgeAzMWhQ5l9xu7d1NZ+B7JqsH+mA+r37gUWLaJOBD9RE61kegyoQNtv1JgSNYbDK0Hq6+vzx+gFoW/WLFpC4cwZ758RiZC+IM7dWbPIxIfD/n82kxlZY1SklGEAXwDwLIB9AB6WUu4RQtwphLgputmPAIwB8EchxHYhxNokH2cdUtKgXhuNilrIbdGizD9rKH4EN0EGLn4YgWPHaGqioC7OmRoB1UMdhBH1y0gVFvo7eFXhhxHdu5fO23Hj+vwRFSU/n7JSfrTf3Ln+Tk0M0PTE38T3sTZ6lZ01i4JoP2ZRS4U6HvycgVAxfz5lGGUGazvt3g0sX+6fJoVfk2fs2hWMPj8ylFIGF2ir4yUTo9LXRxkpW43UmTM0RW9QRgXIbP+ePEkzpgVxL5w9m0wKz/xlH1ljVABASvmUlHKhlHKelPLfo699R0q5Nvr7dVLKKinludGfm1J/oj20tdFF0E+johYwyxRVehNURuXUKfrfvbJ3L/UOLljgny6F6qXJJB1//Hgpxo2LTfHoJ34ZgVmzgDFj/NEUjx9GKqgeYMAfoxxUDyHgn5EKQp8A8H3cgZUr6fnMmUBvrz/TZadi3z66FgVxPMybR8Fek8cx8GfPUqAZhBGYOJHOUTVrkhfa2uh4t9VI1dZSr72tRuDwYQqGbdWnOp1sNSpBdir6OYso4y9ZZVRGM2qKVL+NSnt7bMV7r7z5JpWO+F1zDdDNLRLJrBdk714yKX6XWgCkL9NemmPHSrF0qf81wwDpa22lAMQrQQWyAOk7eTIzoxe0vkx7gIPUl6mRUj3AQemLR1egEGR7q2ucVzOwbx8dE0HU4AuReWmaChSDMCpFRbTQcCb7f0900rwg9m9lJVBampkRCFLfzJm0jzMZIxWkPj+Niq1GigkGNiqjhMZGevRzZWs1T7laYMkrO3eSESgszFzTUJTGTHoJt28HVqzwRc4wVOBy8KC390sJHD5caq2+nh66uQWpLxz2fvNtbaX3ql57v5k/n9Yv8tqDfuIEvT/I9jt+nPaTF/buJbMSVPvFo2MtlZYWOh6CPp+8moGdO+kxCCMAkD6v5zpAZWlAcO03Z05m95s33qDHc8/1Rc4ghCB9mRiVbdtoTFYQ+7ewkMq1M9VXVub/GjQAmdCiosz0bd9O5awTJvgmawCV0ct0DBLjP2xURglBZFT8MipvvAGcd17mehKhBvju97g8RnMzXZhWrfJPUzxqXI5XfUeOAB0d+dbq272bAllb9W3bRo+26tsaXZIhKH0LF8ZWEvdC0Pri8XMB0mSoQDao/2fOHApovRqVzZtpJr4gss8Afe7Ro94HDO/YQeVjylT6zcKF3s8lgI7XmTP97bCLxw+jsmyZ/+O9FH7oO+88qoDwGyH82b9BnbvFxXTsZKKPCQY2KqOEII1KJtmKpibqIT3/fH80DWXaNErHZxrIBqmvpCQ2oYBbgg4U58+nG4jNgTZgrz4/jEpeXnAZCz/0lZUFFzjHo6bLDtKoBH08FBVRyaxXo/L668Dq1cEEikAsQ+k1a7VpU7D6Fi+mMYftHtdP3bYtuGs5ECud8zLhg5R0/AWtz+u9JhwmIxpkp8TixbExq27p6KD32qqPCQ5PlxshRLEQIoBCHsYrqvTLT6Mydiz1TPmRig8qo5JpL40KXIK6eahpXTPRl58fCawUpKiIZjvJxEiVlwdTKgDQ8VdRkZm+WbOCKRUAqO3y8zPbv0H2sPphVM4/P7jAdChBr6US9PEAUP28qqV3Q3c3lX5dcIH/mhRqwhAvRqq7m0pvLrrIV0mDUBOueDnf29qorC3IQHbpUlp3y4uZPn2aOhSDNCpLl9JkFM3N7t+7fz/9b0HqW7yYMj5eSlG3byezF7RRUcsVMPbg6PYjhLhLCHFh9Pe3A2gG0CKEeGeQ4hjnNDRQ6rK01N/PnTcvs4xK0EYFoGAsk0Bs9uxgA5dM9G3ZAsyZczaQ8T2KTNvv/PODGegP0Odm2n5B3tjy8ugc8aJPRw/r2LHA5MneAr++vuB7WIcS9FoqQbc3QNmxPXvcl1dt307vufDCQGQBiBkVNbuTG3bsoGMiSH3KWHvp1Q660wmIDTL3YkRff50egzZSQGb6gjYqkYg3o7xlCz0GbVQ6OniKYttw2k/2EQDRYXT4DoCPArgJwPeCEMW4p6EhmLrcuXMzy6hs20YLjQVtBI4di61w7RQpgVdeAS6+OBBZAyh9bnuR+vqo1GLZsgxWyHLAokUUyLrtRWpvp+DqkksCkTWAV6NSU0Mm21Z9+/dTJvTSS/3XFI9XfVu30jkVdPvFE6RROXOGAqSgjdfKlXSuux20/sor9BhkxmLyZLpP7Nrl/r2bNtFjkPrmzaNpo70cry+/TB0bQZ5PmRiBl1+mzKmtRuXll4Hx44NZRkChPtuLEX3lFcq4BjFNvyITo8wEh1OjUiKl7BRCTAAwV0r5JynlXwEENKSOcYvfiz0q5s2jUgyvswa9+mrwgc7ixRRku725HT5MwexVVwWjS7F0aWxFXTds20brKqxcGaxRWbqUvsftzFqvvUbTBgfdfkuWUA+X23KGl16iRx379+BB9+fI+vX0eOWV/muKZ+lS6uF3a0R16Ytn5kwyFJmsXp2MjRvpMciMABCbEcutGVi3jq5lU6f6r0khBBkpL0ZlwwYaczdtmv+6FIWF1DnmJdB+6SX638rLfZc1QHk57R81ja8bXn6ZTF4Q0+ArZs6kMZFejcoVVwRb5qnGHLrVJyXt36Cv5cpIeck4MsHh9JA8IIT4CGhl9+cBQAhRCaArKGGMOxobgzEqS5dSMOqldOT4cVoD4/LL/dcVjyorU2VmTlGBWNAXv0z1rVzZ6queoXjV99JLVPoUdEZAlSJ4ab8xY4ItOwTo88Ph2NStTnnpJerhDmKh0XjOO48Cf7ezAb30Et24J00KRlcigpyi+OWXqbc+6I6TJUvoe9RUw07o66P2vvrq4HQpVq6kY9XN2kSRCPDCC3r0nXOO+3O9r4+MlA5TrYy/G9rbqePpiiuC0aTIyaHjz62+mhrKNgatr7SUBvxv3+7uffv2UWds0PfqKVMo4+j2+GOCxalR+RyAzwO4BsA/RV97K4DnghDFuCeojIoaxO02CANipQxBX/wWLKCAVM3g5ZSXXqI2CzLVDdCF2au+RYuA8eP7ghEWZcUKCqzc6lu/nsoY/B4XNZRMjNRll5GZChJlpNy0n5TUflddFdz4HoUXff39dP7qzKYAwS669tJLdLyOGeP/Z8dTWEjBrBoz4YStW6k2/pprgtOlWLkS6Ox0V9K7ezfdY667LjhdilWrSFtLi/P3bNtG/1PQ9xogZvT6XFyWN2wgs6fjfFq5kq6VbjKoL79Mjzrab9Uqd+cGoK9TUQhv+phgcWRUpJSbpZSXSimvklIejr52v5TylmDlMU6QEqitDabnc9EiCvS8GpWxY4NbHEyRk0MLfLkNFF94QU+g6EVfTw8FVmvWBKUqRlERzTzlRt+ZMzT4UkcPa2UllTS40Xf6NPUq6mi/OXPoOHdjpN58k6Zh1aFv+XI6h9203+bNNIuSDn3xqLVU/M6odHfTGAtdxuuSS2LBqROefZauQzraW02F7aZX+4UX6PHaa32XMww1hsPN8aqz/S68kI4nN+VzzzxDBjbo7DNA5WVNTe4yqM88Q2VtQWefAdq/x4+7WyT3hReo5HDevOB0KVatontHF9cLWYPjakQhxPVCiF8JIR6PPl8thNDQ/8Oko62NTqogapsLCsiseKlpfvFFKvvKzfVf11DOP58CRaflDG+8QYHi298erC7F+edTYOBU3/r1VC7wjncEKmuA886jXiSnvXDPPks9irr0qf3rlCeeoEcd+nJyqP3cBFaPP06POo6/wkIyK2715eYCN9wQnK5ETJ5M0z37nVF5/XWgt1efUbnsMjLzTktwHn2U3hPUQoXxrFhBnRMbNjh/z3PP0fiC6dOD06VQGUA3vdpPPEGTogRRVTAUNZmAmiXLCU88QdmyoLPPQGwMlpr8IB2RCPDkk3Su5+cHp0uhjKjT/dvTQ/ebd7wj+E5FgPSFw+5KN5lgcTo98RcB/BzAQQDqUt8F4N8C0sW4QE2lF9QgzOXL3WdUDh2icS033hiMpqGsWkWpf6eD9B5/nC56b3tbsLoUF1xA+pxe/B5/nKab1tGDCZC++nrnvXCPP05BVdAzpikuuICyEE574daupUzHsmXB6lJccAEZKae9cI8/Tlm2GTMClTXABRfQYHKnRnntWioDqagIVtdQcnKoTfw2Ks8/T8Yr6PFyCvU9r76aftvDh2nq3/e+N1hNioICCrZVaW46WlupR/ummwKVNcCECXTuOjUCtbWUAdTVaTJrFhkip0Zg/36abEOXvhUr6N7htP22bKFrv85OJ8C5vlCIyiJ1HX+rV9OjGyPKBIvTjMpXAFwnpfw+AJXMfhPAoiBEMe6oqaHHoKbtO+ccCmDdzLr09NP0qMsIqNrVdeucbb92LZVn6BoorEoSnOiTkvRdfz3dcHTgRl9fH/DUU7RvdWTLgJg+VaucirNnKbB65zv19MABVALX20szoaWjoYG203XjBaj9zpxxVu5z9Ch1TLzT0CpZmayunYwnn6SyG13Ga84cuh6HQum3/fOf6fE97wlU0iAuvzw2q2A6Hn+czvn3vS94XYorr6S2c1I6t3YtPeoKtIUgo+c0I/XYY/SoK3ufl0cdd06uRQDwl79QB4Gu7Gl5OcUUL77obPvHHqOZzHSM3wKoo2TWLOexBBM8To1KGYCT0d9VcUg+gF7fFTGuCTqjoupq3ZQKPPkklYwFtWL5UGbNou9ycvHbt49u0rp6MAEqmViwwNnF75VXqEb/b/4meF2KpUvJtDnR98wzZFp1Bi4XXEBlE07275//TDXkOvVdcQWZNift94c/UACmc/+qsURO2u/3v6dHnedHPMuW0TnqZlaqVJw+TdkuXZ0mAAWzN95I50qqQddSAvfdR50ms2drk4fLL6f2dXJN/+MfKXgLelrneK69lrKnO3ak3/Z3v6OZroIeCxnP1VdTpiTdWCopSd/FF8cmitDBNddQpiTdhASRCHD//cBb3hLsWmdDufZaMlLpMtC9vcDDD5PJKyrSo00I0rdunX/XICYznBqVlwDcPuS1LwFgz2kBQWdULriAgjCnPTRNTbEebZ1ccw31wqW7uPz2t/T/fPSjWmQNcPXVNEA+3YrVv/41zUykM5AVgvS9+GL6cSq//jVQVaV3/EJ+PpkBJ4H2r39NplVXmQ8AlJXReeJE329+Q+UPalCzDqZModnt0umLREjfNdfoDZzjWbaMjKbbdX2S8cwz9KjTqAB0/TtzJjajUiJeeYVKGj/zGX26ADo3CgupQykVp09T9vQDH9CXnQRiJa9qEH8yDh+mNvzYx/Tqe+tb6fHZZ1Nvt307ZSc/9rHAJQ3irW+lc/mvf029XShEZku3vuuuo7En6Uojn3iC4olPflKPLsW111LJo9uZMJlgcGpUvgjgPUKIYwDKhBD7AdwM4KtBCQsCIcQNQoj9QohDQoihxgtCiCuFENuEEGEhhMb+2Mw4fZp6m8vKgvn8khIaLOzUqDzyCAXjH/5wMHqScf31FBikqr3u66Merre9jYJtndx4I018kKrXva2NepBuvlnPwMt4briBTG+q2ty6OioF+ehH9Qy8jOeGG6inPdXCnkeOUPt+4hN6AxeA9G3cGMtwJuKNN+hH940XoOPvxRdTL6a4fj214Sc+oU3WMNTq2l4W1UvE449TRlNnjztA16OSEsqgJePHP6ZSmJtv1iYLAHWEXHstldWk6pi47z7q+Ln1Vn3aAKoOWLYsVtaVjF/9is7zj3xEjy7F0qV0TKUzevfeS2OCPvABPboUF15Ix5UTfWPHAu9+tw5VMa64goyyk/07dSplfHRy7bV0XKlJTxizOJ2euAbABSBz8mEAHwdwoZSyNkBtviKEyAVwD4AbASwF8CEhxNIhm50A8AkAD+hVlxk1NcGuZgxQD9ymTc4GC99/P6Xizz03WE1DefvbKTB48MHk2/zhDxRIfvaz+nQpbriBzORDDyXf5he/oLrxv/97fboU73433VRT6fuv/zITuABUyiVEan133UUG6lOf0qdL8YEPUND3yCPJt/nRjyhI1B1YARQM9/bGauYT8aMf0UBhndm8oSij4mV17aGcOUPj5d77Xv3GtbQU+OAH6ZrT1jb87zt20PiAr3xFf6cEQOf70aPJe427u4Gf/5x6v4NelDQRH/gAZaNOnkz8944O0vee9+iblEIhBF2Pnnoq+djNhgbK7n70o8D48Xr15eVRu/z5zzSJSyKOH6dOsU9/Wt9YSMWYMXS/fvjh5BUGu3dT+37mM/rGQiqqqqjC4A9/cLceDRMMTmf9ekwSr0sp/yil3CiljAgh/hy0QB+5EMAhKeURKWUvgAcBvCt+AynlMSnlTsQmDBgRnD4dXNmX4oYbyKSkKx3Zs4duLrfcYiYwuOkmqqlOZKj6+4Hvf59mMdNdBgJQje27302BbHv78L+fPQv85CfUE6tmHtFJeTnt5wceoCBlKM3NwD330A164ULt8jBtGg2y/e1vE5f3nTpFPcAf/zhtq5vFi2mQ6H33Jb65HThAJuvv/17/bFoADQCePZuCp0Rs3UpB/Ve+QobfFOPGUW+1l7WbhvLoo1Ri8qEPZf5ZXvi7v6Pz+mc/G/x6JAJ88Yt0HHz5y2a0vf/9FKD+4heJ//7LX9K95R//Ua8uhdpn//d/if9+zz1UnvONb2iTNIiPfYwy9MkyZj/+Md2HvvY1vboUH/sY3WcefTTx37//fbpHf+UrWmUN8OEPU4Y+Wfnc975H9/QvflGvLsVHPkKzlyarJPnKV4BNmzQ70CzF6ZrNyZZ1W+OTDh1MQ2xCAACoBnCR1w8TQtwK4FYAqKqqQsjJ9C4+09HRgVAohCNHLsSiRe0IhfYF9l1CCBQXX4b/+Z96lJYmn5LnP/9zIQoKqrB06UaEQsGuqJ6Iiy4ahwcfPA933HEA73734BqcRx+din37FuJf/mUP1q9v0K4NAC69tAy/+90qfPObh3DzzdWD/vbLX85Fbe1M/OM/bkMoFOuCVftZB1deWY61a8/Ft7+9H+94R82gv/34xwvR0TEFN9ywBaGQg+mCAuDqqyvxL/+yHN/97h6sWTN4H95551JEIpW4+urXEQolcFoauP76ybjrrsW4664duOCC2EhWKYFvfnMliovH4uKLX0coNHweEh37+cYbp+PnP5+Pn/98K5YsibllCpzPQ3l5MVaufB2hUJqBVH5w1130mOB/njFjOV55pRih0OaMvuKee1ZiypRidHVtcjQDVxBcdtly/Nu/lWPOnC0oK6N9/LvfzcLLL8/B17/+JrZvN1eYcM01C/G731XhrW/dhMrK2DHZ0pKPf/qnC3HeeR0AdhhruwsuWIm77hqDVas2oqgo1n/Y2FiAf/3XC3Hppa3o6tptRJ+UwOLF5+Pf/i0fixa9jry8WO/EgQMR/Od/RnD99fWoq3sTdXX69UUiwIwZF+I734lgypQtyInrlj50qBS//OVq3HTTaRw+fBCHD+vXN3aswKRJF+Fb3+pGaen2QX/buXMc/vCH8/CRjxzHrl0uVq70kSlTcjF27MX4+tfP4HvfG9xrsmHDePzXf63ELbcUGIn9sg4pZdIfAHdGf7rjflc/vwfwRqr32/QD4H0A7o17fguAnyXZ9jcA3uf0s1etWiVNsG7dOhmJSFlSIuU//EPw3/f+90tZWSlld3fiv58+LWVRkZSf/nTwWpIRiUh5ySVSTp0qZUtL7PX9+6UcO1bK666jbUxy3XVSjh8vZU1N7LVQSMq8PCk/8Ynh269bt06btkhEygsukHLKFCmbm2OvP/64lELoOc5SEQ5LuXixlHPnStnREXv9/vulBKT8l38xp01KOjemT5dyxQope3pir//3f5O+u+9O/l4d+7mtjY69Sy+ltlR873uk7ze/CVxCDIr1Ev7pzjvpeDtzxvvHnzolZW6ulHfc4f0z/ODwYSnLy6WcN0/Kb397j/zCF+jf/uhHzV+LDh2SsqBAyg9/OKalr0/Kt72NXt+zx6y+l16itvr2t2Ov9fVJee21UhYWkn6TPPEE6bvrrthr3d1SLllyRpaV0TFokt//nvTde2/stY4OKZcvp3t5U5M5bVJK+f/+H+l75JHYa01NdK7MnDn4Gm+C736X9D3/fOy106cpvliyRMrnngsZ0QVgi7Qgrtb1ky64/3X0pzfu918DuA/AfwCYb/ofcPyPApcAeDbu+R0A7kiy7YgxKmfO0F780Y+C/75nn6Xv+sMfEv/9M5+RMj/f/M1j82YKUN76Vrrobdsm5Zw5dGE+dsysNiml3LePbrKrV0v5xhtSPvSQlOPGSblokZStrcO312lUpJRyyxZqv8svl3LHDinvu4/M8PnnS9nZqVVKQtatoyD2rW+VcvduKe+5h4KqK6+UsrfXtDop166l8+S975Vy714pf/hDas+3v32wORiKrv38u9+RvltukfLNN8ncAVJ+6EOaA+cURuXpp+lPL77o/ePV/2X6eiSllK+9RgYWkDInR8rPfW6wkTWJaqcvf1nKV16R8qab6PnPf25aGfHxj1Ob3X23lLt2xfT96lemldH58q530X3vf/9Xyu3bqSNqaPBtinBYyjVrpCwups6cLVukvOwyas/nnjOtjq7Xq1dTJ+Jf/iLlhg10nykooHPGNJ2d1DE2YQJdk15+mQxKaSndG3XfmxVsVBIH7p8xLTTjf5TK3I4AmAOgAMAOAMuSbDtijMqePbQX778/+O/r75dy/nwpzzlneMD18st08fvyl4PX4YR776VgVsVCEydKuWmTaVUxHn+cgn+lb+VKKY8fT7ytiYvhQw9Rdkzpu+QSKWtrtctIyr33UnCg9F177eAMkGl+/GM6H5S+d76Tshmp0LWfIxEKTuPPjw99SMquLi1fHyOFUWlspD/9x394++jeXsoK3nBDBvp8prtbyl/8Yos8fdq0ksH095NxUrujoEDKn/7UtKoYHR1S3njjYH3/9V+mVcVoaZHyiiti+oqKpPz61/eZljVAba2Uq1bF9I0ZQ9d3Wzh5koJ/pW/cOCmffNK0qhgHD1JHp9JXWUkVEFKyUdH1I+h/doYQogxAJYCBYdJSyiOOP8AwQoi3AbgbQC6A+6SU/y6EuBO009cKIS4A8CiAClC5W62Uclm6z129erXcsmVLgMoTEwqF0N29BjfeSFPyXnZZ8N/58MM0G8vdd8cGgVZX03fn5dG88UFNk+yWnTtp4Pr48TTA2sQA5lTU1tIaD5WVNIg9L8mIsVAohDVqaXaNVFfTPPzTptF0jTlOJzPXxNGjNLxhzhzgqqv0T96QjgMHaJ2ARYtoQb90+nTv5z17aCa/FStoDRjtqAZJcg9aupRmc0q3VkUiHnqIZtx6/HF9K5Y7wdS57IQ9e4CDB+lY1T11ezqkjK35cfXVwMyZphUNpr8feP55oL6erpUHD9q1n/v66DxqbaWpfidNMq1oMD09NMNXZydNdGPbvbqzk6Z67u+n2cpUjGPqfBZCbJVSGphyxwyOBtMLIZaApuw9B7QyvUBshXrNE8d5R0r5FICnhrz2nbjfNwOYrltXJhw/To+6Ltzvfz+tQ3LbbbTq7YwZwL/+K00D+uKL9pgUgBbU07monlsmTza7XkU6pk+3W9+cOfRjKwsXmpkdzSnLltGPrVx/Pc081d3tblXqSIRmDFq0iNaOYZxh8/GgFqS1ldzcwQvgHjxoTksi8vPtMuxDKSyk6ZRtpaSEYh/GDE77SH8OWoV+PIA2UMbhf0DrqTAGOX6ceuKDXkdFIQRNX/uud5FB+fSnaU70F18EVq3So4FhmNHP9deTSUm3evVQ1q6lbOq3v61//QWGYRjGX5xOT3wOgOullH1CCCGlPCOE+DqA3aDZvxhDnDhBPd86b8hlZcCf/gQcO0ZrBCxdal/ZDcMwI5urrqKe4CefpHIaJ4TDZFDmz6fSL4ZhGGZk4zSj0g0gP/p7oxBiZvS9EwJRxTjm+HFz9bqzZ1OpAJsUhmH8pqyM6tX/8IfEC3wm4uc/p7EWP/xh8jFfDMMwzMjBqVF5GcDN0d8fAfA0gPUA0qxTzgTNiRPArFmmVTAMw/jPRz9Kk0688EL6bU+dAr7zHSoZe/e7A5fGMAzDaMBRn5OU8ua4p98CsAfAGAC/DUIU44z+foFTp+ybAYVhGMYP3vEOmhXv7rtptqJkRCI0s19vL/Czn3GWl2EYZrTgesJRKWVESvk7AL8C8En/JTFOaWwsQH8/Z1QYhhmdFBXRDINPPw1s2JB8u299i7Iud99t90xrDMMwjDvSGhUhxLVCiNuEEO+KPs8TQnwJwFEAfxe0QCY5dXU0ZydnVBiGGa18/vO0ls+tt9LkHfFICfzgB/Tz2c/SLIQMwzDM6CGlURFCfBPAY6DxKfcLIX4I4DUA7wdwq5RyRfASmWTU1RUC4IwKwzCjl7Iy4N57gb17gZtuAmpq6PVTp4BbbgFuv50WoeWSL4ZhmNFHujEqnwVwlZRyqxDiYgCvArhNSnl34MqYtHBGhWGYbOCGG4Bf/xr4zGfoejd5MhmVvDzgn/+ZBtHnuC5kZhiGYWwnnVGplFJuBQAp5UYhRA+A/wpeFuOEuroiVFbSqqkMwzCjmY99DLjkEjIsNTXA3LnAhz8MzJtnWhnDMAwTFGln/RJCCADqpzv62kDflZQyEpg6JiX19YVc9sUwTNawYAHwve+ZVsEwDMPoIl2yfAyAMIA+AL0AyuOeq0fGEHV1RVz2xTAMwzAMw4xK0mVU5mhRwbhGSjIqnFFhGIZhGIZhRiMpjYqU8rguIYw7mpuB7u5cNioMwzAMwzDMqITnSRmhnDhBj1z6xTAMwzAMw4xGss6oCCFuEELsF0IcEkLcnuDvhUKIh6J/3ySEmG1AZlqOR3NdnFFhGIZhGIZhRiNZZVSEELkA7gFwI4ClAD4khFg6ZLO/BdAipZwP4CcAfqBXpTM4o8IwDMMwDMOMZrLKqAC4EMAhKeURKWUvgAcBvGvINu8C8Nvo748AuDY6RbNVHD8OFBb2o7LStBKGYRiGYRiG8Z+066gAgBDiZQAywZ96AFQD+LOU8nE/hQXENAAn455XA7go2TZSyrAQ4gyACQAatSh0yPHjwKRJPRCCV3tkGIZhGIZhRh+OjAqAEICPgzINJwHMAPAxAA+AFoK8TwjxIynlD4MQaSNCiFsB3AoAVVVVCIVCWr//qqvGYsmSfoRCZ7V+L6Ofjo4O7ccXo5+s28933UWPWfQ/Z90+zlJ4P2cHvJ/14NSovAXAW6WU+9QLQoj7AfxWSnmREOLPAP4AwHajcgpkshTTo68l2qZaCJEHYByApqEfJKX8JYBfAsDq1avlmjVrgtCblDVrgFAoBN3fy+iH93N2kHX7+eqr6VEmStaPTrJuH2cpvJ+zA97PenA6RmUxgCNDXjsOYBEASClfB1Dlo66g2AxggRBijhCiAMAHAawdss1aUPYIAN4H4EUps+hOyjAMwzAMwzAW4NSovATg10KI+UKIIiHEfAD/C+AVABBCrABQE5BG35BShgF8AcCzAPYBeFhKuUcIcacQ4qboZr8CMEEIcQjAVwEMm8KYYRiGYRiGYZhgcVr69XEA/w1gL4BcAGEAfwbwiejfewF8yG9xQSClfArAU0Ne+07c790A3q9bF8MwDMMwDMMwMRwZFSllM4APCiFyAEwE0CCljMT9fX9A+hiGYRiGYRiGyUKcZlQghBgHGpMyJvocACClfDEQZQzDMAzDMAzDZC1O11H5BGhF9w4AnXF/kgDm+i+LYRiGYRiGYZhsxmlG5d8BvE9K+XSQYhiGYRiGYRiGYQBAOJl5VwhRB2CqlLI/eEkjDyFEA2i6Zt1UAmg08L2MXng/ZwdZtZ9XAasAYCuw1bQWjWTVPs5ieD9nB6b28ywp5UQD32sEp0blqwDKAHw3fhA9YxYhxBYp5WrTOphg4f2cHWTdfhaCbj5SCsNKtJF1+zhL4f2cHfB+1oPT0q9/ADAZwDeEEINWaZdSzvRdFcMwDMMwDMMwWY1To/LRQFUwDMMwDMMwDMPE4XQdlfVBC2E88UvTAhgt8H7ODng/j354H2cHvJ+zA97PGkg6RkUI8Y9Syn+P/n5nsg+IX9WdYRiGYRyRhWNUGIZhGHekyqhMj/t9RtBCGIZhGIZhGIZhFDnJ/iCl/HsAEELkAPgdgL+TUn5y6I8uocxghBA3CCH2CyEOCSFuN62H8Y4Q4j4hRL0QYnfca+OFEM8LIQ5GHyuirwshxE+j+32nEOJ8c8oZpwghZggh1gkh9goh9gghvhx9nffzKEIIUSSEeF0IsSO6n/81+vocIcSm6P58SAhREH29MPr8UPTvs43+A4xjhBC5Qog3hBBPRJ/zPh5lCCGOCSF2CSG2CyG2RF/ja7ZmkhoVRXQ64seklD0a9DAOEELkArgHwI0AlgL4kBBiqVlVTAb8BsANQ167HcALUsoFAF6IPgdony+I/twK4OeaNDKZEQZwm5RyKYCLAXw+es7yfh5d9AC4Rkp5DoBzAdwghLgYwA8A/ERKOR9AC4C/jW7/twBaoq//JLodMzL4MoB9cc95H49OrpZSnhs3DTFfszWT1qhEeSl6sWXs4EIAh6SUR6SUvQAeBPAuw5oYj0gpXwLQPOTldwH4bfT33wJ4d9zr/yeJjQDKhRBTtAhlPCOlrJFSbov+3g4KcKaB9/OoIrq/OqJP86M/EsA1AB6Jvj50P6v9/wiAa4UQPGbHcoQQ0wG8HcC90ecCvI+zBb5ma8bp9MTHATwthHgMwEnQhRcAD6Y3xDTQflBUA7jIkBYmGKqklDXR32sBVEV/T7TvpwGoATMiiJZ+nAdgE3g/jzqiGe+tAOaDMt+HAbRKKcPRTdS+BOL2s5QyLIQ4A2ACeFVz27kbwDdAC2EDtM94H48+JIDnBE388T9Syl+Cr9nacWpUigH8Jfr79BTbMQzjM1JKKdQMScyIRggxBsCfAHxFStkW37HK+3l0IKXsB3CuEKIcwKMAFptVxPiJEOIdAOqllFuFEGsMy2GC5XIp5SkhxCQAzwsh3oz/I1+z9eB0HRUeNG8XpzB4Jrbp0deY0UOdEGKKlLImmj6uj77O+36EIoTIB5mU+6WUf46+zPt5lCKlbBVCrANwCagMJC/a4x6/L9V+rhZC5AEYB6DJiGDGKZcBuEkI8TYARQDGAvgv8D4edUgpT0Uf64UQj4LK7vmarZmkY1TiZ6YQQsxN9qNFJTOUzQAWRGcZKQDwQQBrDWti/GUtgI9Hf/84gMfiXv9YdIaRiwGciUtDM5YSrUn/FYB9Usofx/2J9/MoQggxMZpJgRCiGMD1oPFI6wC8L7rZ0P2s9v/7ALwoky1uxliBlPIOKeV0KeVs0L33RSnlR8D7eFQhhCgVQpSp3wG8BcBu8DVbO6kWfGyXUqqdFAHV6g0dACallLnBSmQSEe3NuRtALoD71OKczMhDCPEHAGsAVAKoA/DPoFLLhwHMBI0Ru1lK2RwNeH8GmiWsE8AnpZRbDMhmXCCEuBzAywB2AYhEX/4WaJxKdu7nUbjgoxBiJWiAbS6oI/BhKeWd0U69BwGMB/AGgI9KKXuEEEWg6f/PA02o8UEp5REz6hm3REu/vialfAfv49FFdH8+Gn2aB+ABKeW/CyEmIFuv2YZIalQAQAgxWUpZq1EPwzAMkw2MQqPCMAzD+Eu66YkPxD8RQvw52YYMwzAMwzAMwzB+kc6oDO3pWhOQDoZhGIZhGIZhmAHSGRUe8MUwDMMwDMMwjHbSTU+cJ4S4GrHMytDnkFK+GJQ4hmEYhmEYhmGyk3SD6Y8hdVZFSil5imKGYRjGHTyYnmEYhklDSqPCMAzDMIHARoVhGIZJQ7oxKgzDMAzDMAzDMNpho8IwDMMwDMMwjHWwUWEYhmEYhmEYxjrYqDAMwzAMwzAMYx1JpycWQjgyMVLKiH9yGIZhGIZhGIZhUq+jEoazBR9zfdLCMAzDMAzDMAwDILVRmRP3+9sBvA/AfwA4DmAWgG8C+FNw0hiGYRiGYRiGyVYcraMihDgEYLWUsjXutQoAW6SU84KTxzAMw4xKeB0VhmEYJg1OB9OPA1Ay5LWS6OsMwzAMwzAMwzC+kqr0K57fAvirEOJuACcBzADwpejrDMMwDMMwDMMwvuK09CsHwK0A3g9gKoAaAA8D+F8pZX+gChmGYZjRB5d+MQzDMGlwZFQYhmEYxlfYqDAMwzBpcDRGRRCfEUK8IITYGX3tSiHEzcHKYxiGYRiGYRgmG3E6mP5OAH8L4H8BzIy+Vg2aophhGIZhGIZhGMZXnI5ROQngPClloxCiRUpZIYQQAJqllBWBq2QYhmFGF1z6xTAMw6TBaUYlF0BH9HflbMbEvcYwDMMwDMMwDOMbTo3KUwB+LIQoBGjMCoDvAng8KGEMwzAMwzAMw2QvTtdR+SpozZQzAPJBmZTnAHw8IF0jisrKSjl79mzt33v27FmUlpZq/15GL7yfs4Os3c+rV2fN1JNZu4+zDN7P2YGp/bx169ZGKeVE7V9sCFfTEwshJgGYBeCklLI2MFUjjNWrV8stW7Zo/95QKIQ1a9Zo/15GL7yfs4Os288iOjQli6bIz7p9nKXwfs4OTO1nIcRWKeVq7V9sCKfTE98nhHiLlLJeSrlZmRQhxH8HK49hGIZhGIZhmGzE6RiVjwK4TwjxtQSvMwzDMAzDMAzD+IpTo9IN4GIAHxRC/E4IURB9naeVZBiGYRiGYRjGd5waFUgpqwFcAZqq+BUhxDTEpipmGIZhGIZhGIbxDadGRQCAlLJLSvlhAH8G8DqAwqCEMQzDMAzDMAyTvTidnvjO+CdSyu8LIXYAuNl/SQzDMAzDMAzDZDuOMipSyh8leO1pKeUn/ZfEaOPkX4Bd3wUi/aaVMAzDMAzDMMwgkmZUhBDPSClviP7+MpKMR5FSXhmQNiZIeluBl99Dv49bAsx8n1E5DMMwDMMwDBNPqtKv/4v7/d6ghTCaqf1r7Pfqx9ioMAzDMAzDMFaR1KhIKR+I+/23euQw2mjcAOQUApOvA5peN62GYRiGYRiGYQaRqvTrU04+QEp5n39yGG00bwUqzgUmXACcfgoInwXySk2rYhiGYRiGYRgAqUu/bnHwfgmAjcpIpP0QZVPKVwKQwJm9ZFoYhmEYhmEYxgJSlX5drVMIo5FwJ9B1CihbAJTNp9c6jrJRYRiGYRiGYazB6ToqAwghBKILQAKAlDLiqyImeDoO02PZfKB0Nv1+9qgxOQzDMAzDMAwzFEfrqAghpgkhHhVCNAEIA+iL+2FGGu1RozJmHpBfBhROADqOGZXEMAzDMAzDMPE4MioAfgGgF8C1ADoAnA9gLYC/C0gXEyRdp+ixZAY9ls4Gzh4zpYZhGIZhGIZhhuG09OtSADOllGeFEFJKuUMI8bcAXgPwv8HJYwKh6zQgcoGiifS8dDYNpmcYhmEYhmEYS3CaUekHlXwBQKsQYiKAswCmBaKKCZau00DxFEBEd3/xFKCrxqwmhmEYhmEYhonDqVHZBOBt0d+fBfAQgD8D2BKEKCZgumqAoimx58VTgL5WINxlTBLDMAzDMAzDxOPUqNwCYH30968AWAdgN4APB6CJCZqu00DJ1NhzZVq6OavCMAzDMAzD2IGjMSpSyta437sAfDcoQYwGumqAiZfHnhdPib0+Zq4ZTQzDMAzDMAwTh9PpifOEELcIIX4shPhl/E/QAhmf6e8BehqHl34B9o1TOXsCeGwO8NpHTStJTsOrwNnjplUkRkqg/iWgu8G0ksRICdQ8B/S2mFaSGBkBal8A+tpNK0lMJAycesreks3+XqDmebrmOCHSD5x5M1hNjDl6zwANG+i8t5HuRqDhNdMqktNVCzS+blpFcs6eBJrfMK0iOR1HgdZdplUwHnBa+vV7ALcDiACoG/LDjCS6a+kxvvTLVqOy/6c0bfKx++28AJ58FHj+cuC5S4GIhUsKHbsf+OtVwIvX2RkcHPxvYN1bgfU3mVaSmD3/QW1nq1HecQew/u3A6581rSQxW74ArHsL8MY3nG2/59+AJ5cAbfuD1TVa2fVd4E+VQN369NvqRkrgxWuB5y8Fjv/BtJrhRMLAcxcDz18GVD9uWs1wwl3AM+cDz11EnU+20dsCPH0OabTxXt15GnhqBfD0eUDbQdNqGJc4NSo3ALhYSvk1KeU/xf8EKY4JgK6otyyqir1WWAmIPPuMyqm1wPhV9HvNs2a1JOJQNKHYdZp6jm3j8K/osXUn0GRhT9zBn9Njwyv29aRLCRy+l34/tda+cyMSBg5FZ4Y/8SDQ22pUzjDCncCx39PvR+5zZuRr/0qPNgY6ttN7Btj7H0BPE7DbwsrspteB5q30+8FfmNWSiNq/Ah3RhZAP/Y9ZLYk4/UTsGnTIwkKWE3+KZcbVfccmjj8AhM8Csh84+hvTahiXODUqewCMD1IIo4meRnosrIy9JnLIuNg0mL6nGWg/CMx8PzBuqX29SJF+Kvua+0kgpwCoD5lWNJi+dqDhZWDep+l53Ytm9Qylpwk4sweY9xl6blv7te2nbJ7SVxcyqWY4rbuAvjOkL9IHNG4wrWgw9S8D/V2kL9wBNDmYIDKngB5btgarbTRS9yK198TLgIaXyCjahLp+z/tboGmjfeWK9S9RZ92cj9N1M9JvWtFgap4D8suBmTcDdevsy5DXPgeUzASm3GDftRyg9itfAVReYt+1nEmLm1m/7hVCfF0I8bH4nyDFMQHQ20SP8UYFAIonx7ItNtC6gx7LzwXGr6asgE207QXC7UDV1ZT1abSstrl1F/UeTbsJGLvEvtrrxk30OPvDQNFkMn020bKNHhd+DsgbY9/+VcZk0Zdp8VZb229ptOyr0YG+jqP02LQ5GE2jmabXgZx8YPFtUeO60bSiwTRtpIlapr+H9NmW4W3aCFScA0x5C9DXBpyxbCxD8zZgwmpg0pWUwe88YVrRYJq3AhMuBCZdQR1QNo07lJKuRxMupEmEmjc7HzfHWIFTo/IJAFcA+ACAz8T9fDoYWUxgDGRUJgx+vXAi0GPRoOuWqFGpOJcyKl2nqLzBFlQZw4QLgYrzo8bAol4uZfQqzgHKV9LNwyaatwAQZELHn2/fIMeWHdTDP24Z/VjXflvpnB23FBi72ML22w6UzgbK5pMRTdd+kTDQGZ2UonWnXefSSKBpE1B+DjDxCnrest2onGE0bY5eK8+l52d2G5UzCCkp4zfhopi+Vov09feScao4H6g4j16zSV9vC9BxhK7j5efSa60WXS87T1AGf/wq2r+RPqrWYEYMTo3KlwGcJ6VcLaW8Iu7nyiDFMQHQ00Q9sPnjBr9um1Fp209mqrgKGLuUXjuz16ymeNoOUKnAmHkUKPa1xSYqsIGWHVQqUDKDAu2zR6lG1xbaD5K2/DHUfu377Sq3aN1JJiAn306j0n6Q2k0IemyzbIxP604yyQC1X7rApaeBZlkbu4QCH9vGBAE069KrHwaO/s60kuGc2UNBWFElXcvbLLpWhjuBzpN0HS+eCuSVAWf2mVYVo7uOsuPjlgJj5tP9sc0ife0HKLiuOBcYt4Res+leqM7teH02tZ8ydeXn0PUFsEsfkxanRqUOgGW5RsYTPY1AwXgalxJP0SS7prE9ewwonUO/j4saFZuCsY5DwJg5QE5e3M3DootffCBbvpxes+nm1n6QetsBunn0d9tVzqDaD6BAu7uepi+1hfaDQNkC+n3sEhoI3N9rVpMi0k964tuvbS8ZkWR0RU3+5Ovo0TZjCAC7/plmrNr0abtKW/ra6PhUx8O4pXad6x1H6LFsPl2Pxi2xK1BsP0SPY+YBuQWk06ZreXz7FVTQeFKb2k/pGzMfKJ0F5Bbb235jFwEQdulj0uLUqPwEwO+FEBcLIebG/wQpjgmAnqbh41MAoGgi0N9pT6/72WN00QOo513k0Gu20H6ILsxALCCzykgdJSMFxAKY9sPm9AxlUKAdbT9bbh6RfjJNyiiPXUiPHZa0X187Ze/K4o4/2W+Pvq7T1AMc337hsxRMJ0NlI9VCtLatTSQlTUdetgCI9NL6Nbagzusx8+hx7BJ7ziUgZgTijbVV10qlL67jpN2iKbIHjEA03LKu/Y4AEHS/FjlkBmzTl1dKmca8EtJpkz4mLU6Nyj0A3gXgNQCH4n640G+k0dM4fHwKQCcxYEdWRcqoUZlNz3MLqGTAFqMi5eBAu3gKjWewJbiKhKnUQrWferSl/Xqagd7mWGCgbsC26FOB9pjZ9Fy1nxrsbZqhgZ9qP1v0nY3qcHP8qYyKKhezqYwSoFLUngZgydepbLbeorVKhgbaY+YCfa32TFmtDHRZ1EiNmUOlfbZkANsPUbmX6hgrnU3XclvGSXUcAfLHUiUEQO1ny70GIH0lM+g+DVD7dVqmb8xcyuYB9rUfk5a0RkUIIQAsAFAgpcwZ8pMbvER/EULcIITYL4Q4JIS4PcV2fyOEkEKI1Tr1BU5vkoyKMio2jFPprqdSIBXgALGbhw30NNCUq+rGK3JoakZb9HWdAmQ4llHJH0P73BYjMNBDGG2/4sk0FsSW0q+BQDvafrYZvfhSBgAonUmPtrRfxzF6HDOk/VIZqYGFaGdSeUuXZUZFzVo26Sqg8lKaJcoW4kuXgFjAbcv1qP0QBdkFFfS8ZCYASZ0pNtB+iNosJ5+el86iDGBvs1ldio4jdC1SgXbJTLuM3tkjsc4SgNrPNqOXSB8zYkhrVKSUEsBO0Kr0IxohRC4oO3QjgKUAPiSEWJpguzLQBAKb9CrUQLKMSpFFGRUVEKoebSBqVI7p15KIzlP0WDIj9lrpTIsCxSE92up3a9qvmh5V+4kc+t2Wm4dqP1uNnmq/4unRxykUZJ215Pg7exQDpSBAXOB8LPl7umqp1zivmGYJsy2j0rqHau/L5tN6DG37KXNpAx1HqaMpfww9HzDWlpxPnSdjxwAQ+92W62VXdWJ9trRfx5HYtQiI6pOk2wYS6bPF6EkZNXpxRqVkZixrzowInJZ+vQFgYZBCNHEhgENSyiNSyl4AD4JK2obyXQA/ANCtU1zgSJl8jIpNGRUV0AwKtGdRgGZDcNAVNSrFU2Ov2dRLk7D9ZtsTaHedpseSabHXSmdZFGgfAyCGGNHZFrXfKSCnMNbhIHLItNh0/BVPAXIL6bkTo9fXGittKZ5i36xf7fuBsoXU1uOW0TgVlckwTddpoGR67LltgXbXqeHXSsAefZ1D9UUzlNboqx5yLbKo/SJh6mRIqM+C63lfK429HXZ+yFiHD2M9eQ63CwF4RgjxGwAnAQzk9KSU9/kvKzCmgfQrqgFcFL+BEOJ8ADOklE8KIb6e7IOEELcCuBUAqqqqEAqF/Febho6ODlffmxvpxBWRXhyubsXJ1tCQv53FFQAO792IkydmJXy/LqZ3rMd8AK9sO4pwDs20NOVsNxbJfmx48U/oyasyqm/K2RexCMCGHSfQk0srLM9ui2BWVw1eWvc8pMj39fvc7ueZ7a9iLoCXthxGJIdM1dwzuZh+9gheWrcuVkJgiDltr2EmcrB+415A0KDVxW0FqOjZhQ0GzqOhLGzdisqccrz2cmy196WdpRhzZi9eD1Cf0/28pGUbxorx2LQ+Nk7inL5xEDW7sN2C9lvZtAd5kbHYFqfl/MgEhE9uw87O2Gu46y56DIWwrPkoisMCW0IhLGkTGNt7DJss+F8UF9VtR3v+QuwNhTCmtxurAex57SE0FF/l6nPcnstOWNVwAL05E7BLfa6UuAIFOP3mKzhcs8LX7/LCpWeOo7FnOg5E9QnZhyshcGzPehw/MduoNkiJK8+eQrXox5Govvz+M7gMwMEdL+DU4QpPH+vXfs6JdOHKcDuO1HTjRPTzisM1uAjAm1ufRW2J2Wt5QX8jLoXEgZPtON1M+sp6G7AKwO5NT6Kx2OzaZyV9x3AhgL3HWlEfXZG+vKcF5wLY/upjaC08N6PPD+J8ZhIgpUz7A2Bdkp8Xnbzflh8A7wNwb9zzWwD8LO55DsiUzY4+DwFYne5zV61aJU2wbt06d29oPyrl/ZDy0H3D/xaJSPmHAim3fd0PaZmx7etS/qGQNCmqnyDtDRvM6VLs+I6U9wsp+/tirx36FelrP+z717nez5u/KOXDYwe/tu9u0tfd6Jsuz7z2cSkfnT74tYE27TUiaRChm6R8cuXg17b8g5QPjQn0ax3v5+fXSPnc5YNfe+1jUj46w3dNnnhypZShdw5+bf27pXxi2eDXKMdLv7/wFimfuYh+3/pVKR8sGXz+myTcLeUDOVLu+Cd63ttG59Ke77v+KNfnshP+NEnKjZ8Z/NrahVK+9D7/v8st/b3UVjv/ZfDrf54q5YZPmtEUT1cD6dt3d+y1SISOvy3/4PljfdvPbQdJ3+HfxF4LdyduUxM0bSEtJ/8Se62rfnibmqLmr6SlNhR77cyBaJv+NuOPD+R8dgCALdKCmFrXj6OMipTyar+MkWFOAYjLUWJ69DVFGYDlAEI0hwAmA1grhLhJSrlFm8qgUDWjBQl6iYSgtVRsKP3qrqO54uN7/lVqXpUNmaTrFOnLiTt94tPx8QP3TNBdS+Uz8ZTEtV+iMUo66To9uNQCiJZbRNPx8fXOJkjWfuEOmho4v8yMLkXXKVqlOp7SWfR6JDz4uDRBdy1QefHg14qnpZ4pK9wB5EXHWBRNjk6V3mG+rQEaAyIjsVnW8svoHLJhlrVIH00+El9GCdhTiqpK+IoT6bOgNChRGaoQ0TGHNrVf3PUot5Ce29B+ndH2K4rTV1hJ47lsGIOUqP1sK+1j0uJ0jAqEEBVCiI8JIe6IPnrLiZplM4AFQog5QogCAB8EsFb9UUp5RkpZKaWcLaWcDWAjgNFhUgCgL5qGLShP/PfCiXYMpu+qpZmg4lGBbacFRqXz1PDAQN2IbdDXVUPBXjw2tV/XqeGBixoYboURTdV+p4ZvrxMph9fUA9SeMkIm3ySRMF1DhrZfyVRaJDHclfh94Y7YYHB17tsy85eanWrQgOs5doxZGgjEhhwPJdMsOZeiGoYdr1Mt0ZdgvKF6bsM4qUSBNmBP+3Un0CeEPfqSGb3CSjv0MY5wZFSEEJcAOAzg7wCsBPBZAIejr48YpJRhAF8A8CyAfQAellLuEULcKYS4yaw6Dah59VMZFSsyKrXDA52iiTTXfbcNN4/TCQLt6IXQCn0J2s+mjFTn6QRGL9p+pvVJmTijYkv79Z2JDg5N1n6Gj7/uegAyefslOz/iMyo2nUtAzKgMGpA7246MSioj0F1L5tUkAzMkJjheTR+rQOKMCmCRvqiGoiHnU5Ft+oaMG7Wp/fJKh2dmi6fYc31h0uK0RuBuAJ+TUj6oXhBCfADATwFcEICuwJBSPgXgqSGvfSfJtmt0aNKGMir55Yn/XjSRFjI0TXcdMOGiwa+JnOjFz4JAu+s0raUQT/5YSnfbcHFOGGhbYgTCnTQTy7DAypJAu7eZymlsNXpJA1NL2k/d/FNl9BKVRobPDi79AizKqKjpoOOC2TFzgFNryQgIx4UJ/pPMCBRNAWQ/ZbeKDU4+kup47WulDFtesXZZA6j2G2oEVEZASrOTj3TX0NTjQ8t1i6cAza+b0RRPV0201Ktg8OvFU4GW7UYkDaK7Zvi+BewxeowjnF5hFwJ4eMhrjwCY768cJlAGSr/GJf574USgp16fnkRE+imrM7T0C6CLn+nSpUiY1qIZ2oMkhB29SH0d1Ds9tP1yi2j61y7DpUvd0eNraPsVTgBEnvn2U8GxrUYvWfvZoi9p+6UxekPHqAD2rKXSeZLaW023DJBRifSaN1PJetxtyUp111ImfFignSbDpovuOrouDgu0p9D+7W0xo0uhylCHmqXiKWRCTU/X31Uz/FwH7OpULJk6/HUb7tWMY5walYOg8RzxvB9UDsaMFFRGJW9s4r8XTaSezWR15DroaaBeyqE9soAdda89TfSoFsiMx4aLnwruEvUiWdF+0dLCwiHtJ3LIXNnSfkONXn4ZkFdmT/sNPf6KqgAI8+03UBPuIiMlI4MzKoXjo6bVFqNSPbjsC4hbVPGYbjWD6WkAIIavjTXQ3qbPpwbSNjTrVGRJBrCnIfG13BZ9qYwApPkxaV1JMhbFU6KTj3To1xRPKn02lEYyjnBqVL4C4GdCiI1CiIeEEJsA/DeALwWmjPGfvlYqUcrJTfx3GxZ9VBfeoT3GgN2BNkAXRNM9hMkCRYDKQ0xnpLqTBNqAHen4gR7qRO1nwfHXneT4y8mngND08TdglIe0X0EFLVKZqP3CnfSoBtOLHDr/bcqoxC9oB8SMi+kMZU8DGbuh13RbMmw9DYmvldaUKqbRZ/p8SmpUbDGiSfRZY/QSTMwDRDNmfbGOR8ZqHBkVKeVrAOYB+BmArQD+H4D50deZkUJvK5CfpOwLoOmJAbNGpStJjzZAF+feZqC/W6+meJL1aAOWZVRszUilMHo2DHBMllEBaIyCNe2XYIppG46/rloyJfFlUkDqmYDC0V5XlVEBov+LLUYlQUZlYJY/06WUDcOzKUDczGmWZixsMSq2G6nepiT71xJ9PWn0mbyeR/qAcLvd7cc4wvEoQClli5Ty91LKH0Yfm4MUxgRA35nkM34BsQu2ySmKVUalcNLwv9nQi5SsRxuIDhBti/UQm6CnkR4TBgfRmYAi/Xo1xWO70etpBHIKqMxrKMVT7QhMCyoogzIUW9ovUWAAJM9IDRiV0thrRZPNm1aAymD7zgwfDD6QITKdUWlMfC0aGJNm2vgnMQIDY9IsMP42G6neFtqPQ7EhY9bfA/R3JV6XzYb2U+OLEumzJePDOCLlrF9CiHUAZIpNpJTyWn8lMYHR25p8xi8gzqgYHFCvFqVM1mMM0MXF1KKA6TICAOkrm6dPUzypLs7F0ZmAkk1WoIPuhhRGYAoFXv29wwe36qK3hdou0Uw/aoCoyZmAkvUAA6SvdbdePUNR7ZeI4qlAy47hryfMqEwGmi1YvqonyeQFQkRLKU0blQagbGHiv9kwoDnZ8Towi6PBQFFGohmBBPryy+h4NKkv3EXVAwkDbQvGpKW71wBm9fWoBa5TGD0bOkOYtKSbnvj3SV6fBhqfUuKvHCZQ+lpjC+slwobSL3XxS1SiZsPFrztF6U2RJUYlt4h+hhLffqaMigpckhkBgLJqpTOG/10HKQPtuJmAChPc/HSQrAcYiI6RqjM7ZW6qtimaAnQ9M/z1vgRGpWgymYRIf/IxdTroUmPmEmV4p1mQUWkYPlW6wvSihZE+Oh6SHa+mjUpvC3XcpDL+pvUBia9HNoxJG9CX4HwvGE8dUra2nw2xBOOYlHczKeWv4n8A/AXAEgC3AfgzaNpiZqTQm6b0K38sXQCNZlRayKQkCk6KLKi77mmIXoQTePwSC6bcTFYqANiR7u5OE2gD5m9uyYyKDfqSldIA0YxZOFb+Z4J0Ri/cTjN8xZMsoyIjZv8XIJZRSVSKanpyCpURsNUIqB7tZKWApjM+6thKpc/0tRxIfT4ZvVaqjEUCfTZM15+q/fJKKN5hozIicLoy/VghxHcBHAJQBeB8KeWtUsrqQNUx/tLXmtqoCEE3ZNMZlaSBogWr06fr0QbMBwepbmyA+fZLFWgDhvU1Jzd6Vuhz0H4mj7++FEY5mT5lVPKHZFQA8zN/Daxbk2TMXNcpKgU0QW9r+oxAd425KVhTlckC5mdJTDUDIUD6TBrRVBkLwG4jAJjfv70pSr8A80aZcUxKoyKEKBZC3AHgCCiTcrmU8hYpJa+fMtKQERoUmmrWL4BuyKYzKskufGraUpOzAaXq0S6cQBkp0zePpEbFkoyUzYF2uowAYE6fyjCk6kEHzOrz0n7JZv1KtK1uBoxKojFp02gwcV+rVkkDODECkb5YZkM3qSbOAKJj0ppoTJoJ0rWf8YxKiowFYL60TxmVZKWepo2AEyNl+vrCOCLdGJVjIDPzQwBbAFQJIQaNKpRSvhiMNMZXwh0USKTKqADmjUq6rI/pXqRUg1eFoJ5g0zeP0pmJ/5ZbRBdt06VLSXswLRkgaqtRcdKDDpjT19cevca4bL9EY1SKLcqo5JUOnpFMURI3RXGy/zlInJQuAdSGRUm2CZJUMyQC5sekOTFS4bN0XOcnmPwjaJyUfqlFC02MSetJZ6SmAPUhbXKGMdB+5Yn/XjwFaNyoTQ7jnXRGpQs069ffJ/m7BDDXV0VMMPSeocdUs34BdFNp2x+4nKT0tgBjFyf/e9FkswNYexqAiZcl/7tpI9XbAlSck/zvJvX190TntU8SGOTkUdBgKjhVWcdkN978MgpYTbWfkx50wFz7OenBBIa3X390zMqgwfTR/jDTa6n01CdefBYYvJZK+XJ9mhTpSpfijaEJfU4yFgDpM2FUnBqprlqzRiXp5BSTo7M4NiYuTQyagYlvyhP/vXgKbdPfM3xdJR30ttDskonGkwJxRs/gLI6MI1IaFSnlbE06mKBR5QkFI7j0C6CLS/NWfXriSTWdpaJoMnD2mDZJw0g1mB4wm+5O14MJmNXXdwaATH38FU0xZwTSBaZ5xVTaaSzjk8aoqNLIoeU0fR3UIxw/U11eKQUZNmRUEg2kB2KTZ5gqb0lrXA2XeqaaIRGIG4dk8HqUV5Y8iI4fkzZ2gT5dit5mACJ5uXa8kTJlVPLHJp+Vb2D/1iXP8gdJb3Pq2RmLp0RLN9vSx0WMUQzNYclop7eVHtNlVIomAf2dw2fm0YUTo6KmLdVN35lo6U2SGy9gNmOhVuJN137GAoMmeixI1X6TzfWip5p3X2Fy//ZG2y/l8TfZgoxKkvYbKI0coi/cQdmUob2aJo8FRXd98iBwYAFaQxleN6VfJuhpjC6MmaJHGzB4vqdYnBSIM3oGz6f8ccnLukyXevammHgEsEBfmljClgk7mLSwUckW+qKlX+nGqKjeQxNZlf7u5AtcKYqnRDMbBvQps5fu4tfTSKZBN070qUDbxExF6XrcAbNGyqk+WzMWgNmMVLrBv0Di9gt3JB4DYnowMxAt/UpiVEyv/t7dEM08FSf+e/4Ys4sWps3uToLRMWnp1kPiQDs1aTsVDWf0nHR6AjygfgTARiVbGMiopCv9UqvTG5ii2FEgZvDi5zSQhTRj9Jzqi/SamanIqdFTixbqxnqj0kqP6YIDkz3AgHsjqjIqQ0mUfdGJjKTOqADRmZdMlX6lyQgAZif36G1J3TE2sGihyYxFefK/F4yPlioa1JfSSFluBIyPmUuT8TFdGsk4ho1KtjAQ5JSn3k5lVIxkLNTgPCe9IAYufukGDwJmZyty2uMO2G30TE2p6lRfokULddDbgpQ164DZtQu8Znz6kmRUigyWsQFxK5dbalTSBWJAbMCwCdIFsoB5459Kn+lZHFOtiQWYH8c1EjJmTjIqXPplPWxUsgVV+uVkHRXA7owAYCYYGzFGwNJyhnTTRQJmyxlU6VKqXkzTGb38samnIi2eHJ1StUOfLkVvC/VAJzIdiuIplAmIXzujvwvILUmw7WQa6Bru9F+rE1It9qgoMWhU+lrtNgJO9BnP+Fisr892o5fGSJmexTHd/i2oAHIKOKMyAmCjki30naGTMt00gQOlX5YalYFpS00Eiq306Kgu12CgbWtd7kBGYGzybYzrg93t5yRwAQzpiwYuqab6jF87Q9HfCeQlMCrxswaZIN1gdSC26J6pUkWbA22nx6vRQLY89TbG9aXLmBnav1I6PP4MGalwV/rxrskm92Csg41KttDXnjpAVOSVUu9mj6VjVEwuWugoI2DSSFkeaKvFPFNlBExnLHKLBk+TOxSjRqDVWWAKmMs4OtUX3379XUBuggHhpmeFGsiwpZplbSqVh5ka0+ck0DZRqqgC2XSzTMavZaGTcBcQ6bE3YyFl+tIvwNx06f1dNNYxVfYZMDdmzkl1AWDHhB1MWtioZAvhdqpndYKptVScBNqAuV6u3hZA5CYe+KvILaSLo61jVEwuWugmI2Cq/ZwEBoAho+cmo2Ko/VKNLwMSl26GO5OXfg3dVieOpqs2uJaKqwyb5uOhv5sCWSfGNdIXm7pcFwPrijnQZ2IWx/BZQIbtNVJOsveAOSPgOJbgjMpIgI1KttDX7nx1XeNGpTz1dqbSyarmOt0qtsZuHi0U8OUWpN7O1IBrJz2s+WPsNlLJFi3UgdMedMDe9kukr78r8RS7xtexcDBmyZRRcTKVO2AuQ+mm0wnQ3zHhSp+BWRzdBNrhDv1j0pzqU6VVuksjHevjjMpIgI1KthB2YVQKJ5qb9SuvLPkCYQpTdblOAjHAXF14uuksFSaNlKP2M5UxczCLksmZgJy0n8kpVZ0cf0VVGDYTUH+SjErhRCoTNDm9qchNnYk2ZVScjJcDzE0+4rTTyZSxdjKDI2BuCmCnpUumpgB2Y/RkWP8sjk46GYDo5B5Ngyf3YKyDjUq20Oe29MtUzbWDQNbUooVOMgKAwdI0BzXNgEGj0upQn8VGALC7/UwaKSc19WomoHh94SRjVHJyyawYW7k8alxTTg6gAlndRsXBVO6AudIvNz3ugAEj0EqPTks9tRsBp6VVthspQ+WbbjJSgLkJOxhHsFHJFtxkVIomUUbFhBFw2uMe6YlNuawLx4HsZHNGyvaMj1MjYOsYFcCMUenvoRIpp/tXd/vJCJ2PTs/foRmVRLN+AWbXUultTt8jm5NP10tTRiXtulgTAJGn/3h1OgZkRJR+gUvnhtLjYowKYLFR5tXpRwJsVLIFNxmVwkk0eNBaI2Dq5tE6SoyUoZmAnIyxAOw3Uibqmp2WqgBmjFTfGQDShRGN6suPvpYoo6K2NbpOhJNSyqlApymjki7DlkPldrb2aOePoclJjBmB8tTbDcziaCjQTltKOUKMlHZ9zUi7OC5gdoFmxjFsVLIFV4PpDa2l4iZjAZi5ODsJtE32wtlq9JxOBwqQPt0L/UXC9J1O9emua3YaGAB0ftjaQw0MNh9q3odEY1QAM/+LoseFUbF1jAoQbW9Dx4MTY20ia+bUqOQWUFZKu9FzmLEoHB/NmBloP5GTfskDUwv4qnt1qqnwAbOTjzCOYaOSDUhJM4O4yagA+tdScdOjDei9uDhd4Aow10vjZIEwwMzF2WkpCGDm5jYQ+LloP511zW4C06IpNMYsEg5U0iCc1qwD0YxKHSAQMyqJZv0CokFsnaEFFW02Kh6NoS4Gjtfy9Nua0pc3hkr30mEiwzswFX6ae7bIiZp5A0Yqvzy9ETCZMXN0rYxmzDijYjVsVLKB8FkA0t0YFcDijIqButz+Tmfz2gNmjFR/L+1nWzMqbgMrQG8voSd9JtqvPP22xZNBU6pqNFJOa9YBOj9kP1CGuIxKCqMS6Yv9/zpxMkYFIKPSXWfIGJan37bIRCDrcAZHwMzkGX0Os+OAuYxUQXn6qfABc0bKybkO2K0vJx8orOSMiuVknVERQtwghNgvhDgkhLg9wd//TgixSwixXQjxihBiqQmdvhJup0ebjYqbwcL5YymwsTbQNrD+gxt9JmaycTXGwkBpnxejojP486TP0uNP6auAs9IvQH+gGOmLlgI6NCq6jWFvC6035CQjUGwow+bUCJiYjtxVoG1oTJqTYw8waKRc6DMx2N9V+7FRsZmsMipCiFwA9wC4EcBSAB9KYEQekFKukFKeC+CHAH6sV2UA9EWNiuPSr0p61Fn65aa0xcQUrG56MPPHAblF9gayatFCW42ASSPlpjTN9tI5W/evMirlAAqjr6UaTA8YCBRb6dGxUYHe8i+1+KwTTCxa6MYImBiT5nRiFCC2ernOWRydTPWtMLH6u9Op8AGDGTMXGR8u/bKarDIqAC4EcEhKeURK2QvgQQDvit9AStkW97QUgOY5ZgPAbUYlt5CCbd09hIC9F2c3+gaMlKWBthGj10qPjoxUJdU+a9XnpnQpwaKFQeN21i/A0PHnYoxPOeLGqKSYnhgw0GPscME4ACgxYFTclt4Aeq+XroyUIWPt5l4T6Yl1FujA7f41kjFzk5GyOGPGGRXryTajMg3Aybjn1dHXBiGE+LwQ4jAoo/IlTdqCw21GBdDfC+LFqGgNxFrp0daLn5tAETCoz0ndcG50SlVLA+1EixYGTW8LlUflFqTfdmBKVc36cgqTD4qPJ96opJ2e2NDEFANjbizNqDhdfBYwZ1zdlH4B+s93p+1nKkPJGTNvSOm+9Ktbc8aMcYWDkW7Zh5TyHgD3CCE+DODbAD4+dBshxK0AbgWAqqoqhEIhrRoBoKOjw9H3Tuh+DSsAbN15AO1vOvOm53SXIKfrTbyh6f8a370RKwFs230EbQfSf+f8MxFUdZ7Eq5r0VXW+hiUANm7bj+689rTbL+vIQ0n4MDb7oM/Jfq7qfBVLAGzafgBdeV1pP3P52XwUhQ9hi6b2m9W+DXMArN+wHVKkv+ysCo9Bb/Vu7OoKBa4NAGa2b8NcAOs37oQU6ev+V4fL0F29G7t91JdqPy9q2YvxsgQbHO6vy8RY1B/eioNN/ulLxcLWPZiAUhf6xqD+7SvR2jsPy/A7bH5jD87mJzhupcQVohCnD2zG4Tpnn+0H47s3YCWArbuPoj3d9Uj24yrk4Pi+DTh2aknKTZ1es9OxuvkkuvMmY7eDzyoM1+ESAPu3h1BzsDTj73bCxW21aOmZhv0O9JX2VeMCAHu2/BUNxX2BawOAy7saUVN/Focd6CvvqcO5ALZvfAathc7MQKb7+bLOetRHunDQwWdUdjViOYAtrzyOjoJFnr/TMVLiqp5mnKhtx1EH+iZ3tmIxgI2hv6A7b2rg8nIjXbhChnG4uhknW9Prm97RgfmRPryybi3COWnWXRmCX+czkwYpZdb8ALgEwLNxz+8AcEeK7XMAnEn3uatWrZImWLdunbMNj94v5f2QsnWf8w9/5cNS/mWOJ12eOPJ70njmTWfb7/o32r6vM1hdin0/oe/rbnK2/eufk/KP4335akf7+c2fkr6uemcfuunvpHykMiNdrtjyFSkfGuN8+3Vvk/Kp84PTM5Stt0n5YInz7V+8Qcqn/T3vU+7n9e+R8onlzj/siWX0Hl289DdSPr7E+faPL5Hyy5DyctBx23Yw+bZ/mSPlqx/JXKMbjvxfel3x/HmqlBs+lXYzx9fsdDw6U8rXPu5s23A3/S877/Tnu53w0Bgpt/yDs2276kjfmz8NVpOivy/aHv/qbPvWfbT9kd87/oqM9nOkX8oHcqTc/o/Otm/YSPqqn/D+nW7oPUPft/dHzrY/9QxtX/9KsLoUHSfo+w7+r7Ptjz1I27fsdv1Vvp3PLgGwRVoQU+v6ybbSr80AFggh5gghCgB8EMDa+A2EEAvinr4dwEGN+oKhz+UYFSA2BkRqSod6Kf0C9JULqNKvdCvdKoomU517f09gkgbhZrA/EF20sFHfooVuatYB/VOquhkcCpgpnXPdfrpLfVy2XznSz/qlttVdQ+6m9AvQv5aKm/bOLaT/Q9f5FOmjdbuc6iuspDVDdF/L3VwrAX36+tpp3SBbx/i4vlfr1udivCFgZgwX44qsMipSyjCALwB4FsA+AA9LKfcIIe4UQtwU3ewLQog9QojtAL6KBGVfIw63g+kBujj3dwN9Z4LRNBSvRkVX3XVvC5mUnFxn2+teFLC3xfkCZoAZfW4D2e56INIfnKZ4elucDZxWqEULdepzGlgBhoyUy/YrR/oFHwEzq9P3NgMQzjsmdBqVSJiu6a6PB0uNgMihcVW2Btq6p8N3O95Q9wK5XsZDAnrv1YDz6zmvTm89WTdGRUr5FICnhrz2nbjfv6xdVNAMDKYf4/w98SevmxuiV9ysCwDo7wVxHSjG9SKVzgxE0iC8BIpAVN+MYDTF47b9iibTooA9jUBxVWCyBnCdsZiiX1/FOc63V5NhSOls0bhM6W0Bxi13vr2bjErRZEDj+BQA0QxbuYuOialA42uBShrA7cQegN5Z/twaAUCvsXYz1Tegf5ZEtxkBlTHTpc/N4q5AXMbM0uPPxGQTjCuyKqOStfS1kwkQLna37l4GN/OeA/r1eckIABp7uTyULgGajZ7N7edVn8bgyq2RivRozIi6PP6KppBJKQcAAeSkmM1Mdxkl4G7WIICMSk+jHo1ejYC2c72VHt0eD9ozAm7bz2Z9FhvRgYyZpe2XN4Y6SjijYi1sVLKBcLu7qYmB2JSRthqBwol619rwMsYCsLf9bN+/I8WI6tAX6Y+uku4ycAEs1hdtv0mgNVRSZX0GpijWOf2qS6Oi1lLREcy6zQgAsdIvHWMO3Y6XA8wE2k6nJwbsNgKAIaPnMoOvPSPlUJ8Qeo0o4xo2KtlAX7u78SmA/T3uutfacG0EJoEWBbRdn8Ze1nwPgbbOjJQrfRqNigpMXQVWGjNSXgNnAKhC8jVUFLpr8AE6HlyNWYoalU4N41Q8BbKT9S1a6DVj0dOgZ8zXSMn4uDr+LC5NA/RO7tHbQqVmrkrdNa8bx7iCjUo24CWjogYQ6rjxAu4DbUB/3bWbQDEnn2pzdRo9Nze2nDwyK1p63F3OAgTozUhF+oDwWfeD6QE9+rwGpoBefW7aT+mbhNTjUwAzg129lH4BegbUe8oIGDDWbo2KjAA9GrJmXo1UbwtNMBM0XoyAzkULe1sAkUfl5E7RmlGJxhJuxubpNKKMa9ioZANeMipC0M3X1owKoPni1+pRn6UZFUBf+7mdBQigcqD8sXraz0vgkltEgaKOm5uXHmCdA0TdDq4FYvrykH41exOr07st/TJhVGw9HkaCsc4poHPYKQOllJraLyc/vYGPp0jjLJ2ejMBkMqE6MmY9LsfLAWamQGccw0YlG/CSUQH094K4Kb0B9Onr7wX6Oz1e/DQELv3dQH+Xt4yUDiPqJXAB9LVfRvosbb/8cRSI2dp++WMBNe48XUBWVAVAAJ2nvKhzj4y4z1AWTqDgUkt7t9Kj1Uag0KUR0GykvPS4A5o6JqIzOLrRp3NMmttzA4jLmDUEoyketzNgAtR+fWeAcFcwmpiMYKOSDfS1U2DgFl2BmCq9cR1oT9HTS+M5kJ0GdFb7r2coGQXalmYEAH3t5yUjAOira/YyOFkIar8uDcG9l+NPCKA1+nu6MSo5+dTWnSe9qHNP3xkA0l2wI3LoeqTLGOYUps9ExaNzzKHX7DOgR5/biVGAOCOlYf96zQgAmo4/l+P5AM36vJSRax6Ty7iCjUo2EPZQ+gVEb7yW9hgDFLzo6KXxEigCQMkMWhQw6NXfB2rWPdw8uuuoDYPE6/4tmQF0WWz0dJ0fXmr+AWo/HcF9n4dZgADnRgXQ978A7lelV+ha9NHtmkSA3jGHngLF6FpEtuormU6PujqeXN8LLdentf08GD2d+hjXsFHJBryMUQEokA23U7YjSDLJCADBB4teA8XSGQBk8MGLl8HMQHTRwjCt/xAkmRi9rtO0EneQeJluE4itTRH0ANZMjN5ZDcG9V32t0cc8B7X4Oo2KGszs9nwq0WlUXLa1EBSM6TL+bs/13CKafESXPjcTEQCkLbdIzzGYkRHQpM/1uRFdVFhb+3nUp+N6ybiGjcpoJxKm8Qtex6gAwRuBTHq0geDrhjMJFIHgL87WGz2P+kpnULbH1uOvWNMA1oHBvy5KfYBoYHo6+NLInmbSllvo7n2t0UenGZWzJ/XMapRJRkVHRsBL6RIAlMzUZ1yt1tfqzegVT9fYfi6PvbxiMlM6jICX0rSiSVTCGbQ+GfF2fpRqNFKMa9iojHbCHfToNaMC2B0oAvr0ue2F05VO9jzGQlf7tdKjreUMXjM+Oo+/gnJ3g2uBqNELU3lfkHgNTFtdbFsygya0UPsqSNwuGKconkpBUrjTd0mD8NrepbpKAVvt1md7+3kpXQKiWceAr5UyQh0zro1eDo2ZC9ro9bWTRrf68krpPWxUrISNyminr50ePWVUptGjtkDRwxgVIPjZgDijkhm9LVQ24WYWIEBfL1dvMy0OlpPv7n06jZ7XwAXQc/xlYlScZKR09nh6Lf0amKJYw/nkttMEiCul7PNd0iA8Z1Q0GIGBHvdy9+/VoS/S780IAHr0eZloQqFDn5c1aBQ6y0sZV7BRGe2Eo0bFS0ZFW6DoMdDOLaKUcuD6WunRrb78MpomVlf7uQ1eBgJtDUbPa2AF2BtoDwSmOtrPdqPiIXBRyREnWZKSmfSoq7QF8NAxobFjx7NxDXjMnIzQ9dLr+d53Buhr81tVDK897kCc0QuwlFKZdq9GIOiMhdd7NaDJqHgcrwmwUbEYNiqjnUwyKvljNQXarfTota6584SvcobR20JrPeQWuH9vyXQ9F+f8cUBOrrv3aTN6HgOr/HGUkrc10NZqBMrdv09X6aHX/Rv1AwPGIBVaB+N6zLANmKkAr0deS2+AmL4gg9m+dlCPu636WunRa6At+4OdwjYjIzCd/r++Dl8lDcKriQeo47PrVLCzTNpupBhPsFEZ7WSSUQGivTQWG4HSmXr0eQkUAT11w14DRSA6gPW4v3qG4rV0SQi72y+vhAawBt5+HvUVjI9OSauh3MKLPpVIKV+eftuiKkDkaRrM3EwLOLqlVAXaAR4P/7+9M4+To7ru/ff27Itm0UgaLWgXSAgQi4RAgLEENgYb4yXYwXsc+5H4xXnxc5w8O8/xGieO49h5frHzvMQ7htjY2HgFDBKL2SQhkAAJtKJ9RtLs+3bfH6dq1BIzUnfVvdWtnvP9fPSpmZ7q6qNbXVXnd89y40QEkoiQx3EU892+UPj7/A7GTV2CPB6/2ZJ26LNmLs74Vc2G/mP+a8yUrFGhUugMOhAq+TrjDlA5V2YwfXYDilocCsnl5Ua1r2puQkJPxy8yUb9/o0IvT6/fHuDvgVXfP/2+qSJJrUqsq1GECFtRuQgqn0IlrqMICTmyddm/V+07g4RejAi0V6HnwD5dSyXvUKFS6MRJ/YJkOp3EcWSr5sg6Lz67AcV1tPuaYbjfrU3puIio+BR6sSNSefz98x2RsjZ6RAr8R6RGBqWzYFT7dpH5JEpSqRkDEYUKBMI1CaFSl/17w5o5n8I6jqNdMVO6Q3m1r022+S4EotZYgGf7CjziA5r+lYeoUCl0Yqd+zZEFAYd63dl0MnGFCvh3DqIUh8LxdAGfBdexxm9u0PY1gzqBqMQSAmdB72G/nYrijp/PiN5Qp+TFRxZ6nmukRh2/iI59NiQpVKI4ipCgUIlxv/Q5hnFqQFLFwVo0eerIltT5r5mLIwQqZgEmoYhFngqB/pZoa06BCpU8RoVKoRM3opLULEhkRyyBAtZYjmxC4e7IM8CehV6c4l/w36louF8WRI3smHqO6MV1TEc7FQ25symduPZlQ9VcuQ/5XsAybkTFp3B18X3IVyEAydkXZeIpiVTKOONXVCqph77tKyqXBSazpaxB3uszwhs+q7NdcwqSqUFSIqFCpdAZ6gRTlP0aFiFJhbtjR1Q8pwvEcrTxN37W5vf4DXYQuQsQ+M9rjj1DPVe2voRenFQVCBZ9HPG3tkecGeBsqZ4vkTWf0cnR6ymiUKmcC8N9ku7pgzgRC0jQ0a6L9n7v9rVJelms5jK+hUBF9Oe19/GLUc+XlNCLeu0WlSXTBVPJGhUqhc5gp0RToswwQIIRlYg3v7KpkCrzF1GJswAXpLWI9TR+w70w0h+vGQF4dLRjzGCCf6EcOtpR1ikB/xG9uEKqwvP3L8mISvUC2Xbt9vcZQ90ihuKkfoH/6ynOxET/UX+djQbaZGIsck1kkJrmMyJVUidiJQqVs6E3gYhAVHzXlMa1LxGhksf2KZFQoVLoDHVGnz0C/+HQkSGxMc4sjc8WxaMLcNVFe39xVdDCdo8ri04kruNS1hC0sM1TR3t0bYU9Tsx5GXkfUYkp9Krnyda3fVEd+2yomi/brl3+PmM0QhRXqOxxYs7LGGgNhEB1tPf77mwUpvHGmRgb7hMx5YPYQmCO1Mz5ao7SHyNiAccdbZ9CL049mu/lDuJEfCAYP89dHJWsUaFS6AzGFCpF5RK18ObItsk21s3Fo1BxMWNcNd/fLHBc+3wLvbj2lVTL98/3+EV1tMumiNDL1/GrmidbX859ojUqc4KuUB4jKnFT2ZIQrlFz8CGZCGBUUQ3J2Bd10gmC68n6vd7jPmuGuvNX6FXPl5o5X0IvrpCqmg9de/x2wVSyRoVKoROmfsXBZ6cYJ0LA4+r0LuyrXuDfUYwzo13psVORq/Hz5Zw6E3p5GrEorgzW9vA0fnFWqs6WVInMePqMqPTHjKiU1gYtgD1+H+IIgeowKuXxeorjKOa9fWH6ocf7uZPx82Rf3IhP9QJE6HkW8lGpni9dMH3VmCmRUKFS6MRN/QK/4VonQmWuFAv7mKWJs4BUSPV8EVI+uhVNCKE3P78jApWexy9Ozj/4F8rFVSIiksBndBKOR1TiCH+fLYrjOmIVs+Rcde10Z1M6cVNvfDvagw4cWfA4ceJCCOBZ6MWM+ICf8xu3nhSOj5/PqK2SNSpUCh0nEZV5knPtIxzqxNGeh7dZGleOtq9uRS66LlXNhb4mP2vluIj4VC8QoeyjxW44gx5nlrpqjt+ahDg5/+DXuY/r+GWLT9EK8WtUQO5HPXkqVFJFYp/XiEAM+0pqJJ0yXyMCFTNlnY58Hb9RIeVDCAwG9aR5GpGK2xEP/EfMlEioUCl0XERUqhdId6m+Jjc2peNECCyUrY+bixMh4HEWyVVqFfiZRRpolRncosrox6iaD3bITwHwQKs4R6mi6MeoXiCpAoNd7uwKGWiJ3pEspHp+sP6Ih0Uz46aqZEv1Aug77K9rVdzULxDh7yvPPa4jC/4jbPlqX9xW7iA1Ur7E8sggDHXF++4VV0mLXS/PmjbZxhJ606Xu1dezBmJGQ+fJVoVKXqFCpdBxEVHxKQQGHTjak0L7PKQzuBQCPma1B1oBI3nxUQnPb6eP8WuJV/wLftMtXDja1Ytk60uIunD87LCfOjMX9mVDKPp9RrCiLmgXMmmRTBD5KGg+E4RA3A5wvuwb6pYJj7jj5ytC6UIIAFQt8PisIb7Qq/Ik9FzYV1wBFTP8ppcqWaNCpdBxFVGB/L25lE+XGXsvjnarrNMSx3Hx2a1oNDUoxqU8KkR3ODHpBFw5VuDv4RvXPt9COfb4eSxQjptKky3ec/BjrEofEgrXTsfXk7XxFp8NqV4g36vw3uuKoS4RxC7s637Jfaqni3pD8CekXC2e6s0+V+PnSai4auzhM+KoRGJCCRVjzPXGmBeMMTuMMR8d4+8fNsY8b4zZbIy53xgzNxd2OmO4X8LJsYXKPNn6uvkVlUdfiRdktr56Qf46iqkSWXgvX2fcyxokIuNL6MVNXaqcLQXlvpyD2A+2MCKVp0LPd+ph0jUq4DF1yYFQmRRG2Bx/H1xFBHyJPZeOth1yHwF01Uq7er7UQ7gWei7t85Hq6cy+QAi4To10JaR8RXyUyEwYoWKMKQK+CtwALAXeZoxZetJum4AV1tplwJ3AF5K10jGDnbKNm/pVVC7dYvLZ0Zm00J9QcbGYXbWncLyLGW1jxNnO14hKqjhoS5unEZXSOhF7+fr9qzwLTHH+jl82lDdKHr4PUQhyPcUd76p5EuHs3O7EpFGcOYqeUnldOrLgwT6HQgo8CD0HNRbgL9XT5fgNdrgXei7SyEHs690PwwPxbVKcMGGECrAS2GGt3WWtHQDuAN6QvoO1dq21NqzSfBw4K2Eb3TIUCJW4ERXwG052UYxb5XGWxoUjVj3fY+qXC6G3yF9ExZXQy+fxq/YglF0U/4IIvao57sdvuF/WHEiymN4YmHQOdL7g5/guIipFpbI2kWsxNSoE6uIdx1dUymVqFUxAIeXaPk9CKl8jvC5Tv+yIrlCfR0wkoTILSJ9i2B+8Nh7vA37r1SLfuIqogD+h0u/AMQCJqAz3ynoqLnHRdQnk5tx7yH23ooEWKG2If5zqhVKg7CMv3JXQc/39s1bGr8zF+C1y75gOdbrJ+Qc/6Qyja444GL9sqFkMHT6Fiivh70uoxLTPVwtgV/ZVhBFAT/bFjph5qvnqPybbfBV6oRBwEfEB9xMnAy0SbS0qi3cc3+mlStYU59qAfMQY805gBfDKU+xzK3ArQGNjI+vWrUvGuDS6urpO+bk1/Vu4BHjm+V207hp/v0yY22mY13uQh9fey4gpjXWsdFa07KWveAbPxhy/yX3dLAM2PXwn7WXLnNgGcHnHIdr6prItpn3TegZYCqxfewfdJQuyeu+pzvOV3YdpHu5le0z7pncPssQO8fgDP6aveGasY41iR3jlQBsvHWxnT0z75nSmWNDXxMMP/JrhVJUT84pGennFyAA797exry2effM6ipjbvZeH1t6HNdEWPzz5PJcNHWYVsG1XE4eb4tl3TmclU3uf5A9r18brwJZG5eBuVgLP7TjEkQMR7PviF2Wb5XdjXkcZc7tf4uG19zBiYjolJ/GK3qMcbOpmZ8zv69kdFUzrfZw/nHSc092zT8WU3kc4H9iweSdd22K00wYuGZnC0L6NbO6JZstYzOh+jMXAYxu30V8cL61nZaqRrl2P83zM6zKds7o2sAh4+IlnGU7Fc5KvNDUcefFhXmy+dMy/RznPczufYj7w4GObsSbG+bXDXE0x+59fy679Z0c/zkksan+G6aaSRx76Q6zjFI308Apg1zP3sXfXVDfGAYtbn6feVvF4zGu3bPgIq4AXn/otB6tO7evEuZ6VLLDWToh/wCrgnrTfPwZ8bIz9XgVsBaZleuzly5fbXLB27dpT73Dgt9behrXNj8b/sF0/kGO1b4t/rHTumm3tY38S/zjtL4p9O78T/1jp/LjG2vX/I/5xjm0U+176SdZvHfc8jwxb+6OUtU9/PJ5t1lp7eJ3Yd/De+McK6W+RY279Uvxj7f2ZHOvo+vjHCul6SY6541vxj7Xze8H18WLkQ7zsPLdskmPu/Wks06y1cg5uw9re5vjHCml6SI556L5o75eYVvbv2327fG7r5mifOx5DfXLcZz8X/1jP/6scq+/YCS+f9p59KnZ8W47ZuSuebdZa+8gt1v58fvzjpPPcF8S+gY74x3rgNdb+5pL4x0nn6b+z9kdF1o6MxD/W7y6z9vdrxv1zpPO8/n9Y++PayCadwC+XWPvgm9wcK+QP77L25/PcHOun06197L1ujhWy7iZrf31h/OOMDFt7R4W1Gz502l1jXc8xADbYPPCrk/o3kVK/1gNnG2PmG2NKgVuAu9N3MMZcDHwduMla25wDG93iukYF3NcxuMgJB1lkzaTchmtHhqXoz0kqyDmydZmyMtghubQuakBGW+w6TFdxlQoCku4DbsfPxSrkIfk+fpM8jJ+rVJVsGf0ubHN7XFfFwnC885fL9C/X34fuPTDcF/9YIQOtkrJVXB3/WJMWQ+eLbmsOR1u5O4go1izx8P075u5aqlnsvo7L1bMa/KRvDhxzk4ZqUn7TS5WsmTBCxVo7BHwQuAeJmPzYWvucMeYzxpibgt3+BagGfmKMedoYc/c4hzszCFfKdiFUQke788X4xwoZ7peWmy5ufqMFrA477Qy2ydaFY1BSLZ3T8tXRrpgp3d1cClGXjlX1wqCTkktH2+H4ja6d4WP8HNgXOvcuxy9nNSoeRD8cX6CxzEE6io8WxaOLu9bEP1bNEsC6vV+G9WhOhMBiWZel92D8Y4W4aJUeUrNYag4HO9wcD4KOc46upUmLRSS7rDkccNARL8SH0HNV7wrB+KlQyRcmVI2KtfY3wG9Oeu0TaT+/KnGjfBJGVFzMcJVPkZuAy5uLq+LGENc3P+f2Ob75uZzRNilxtp0KKYeOdlGZFLH6EHouzm/5NGla4VLIuxR6VfMgVZq/Qjkbiquk5bJrodJ3RLYuhEr1AsBAh8Pvw2Bb/MVdQ2qXyLZjG9RdEP944K4RAQRCCrGv8lQ9b7LAVQdCSIvqvQgNK9wc03XEYmRAomahaI5L/zFpE++CmsXy/+07Kr6FC5wKqcWw7ycymRq3OF+JzYSJqExIXHb9gkAI5LGjE9pnR9wcz6WjCMfDya7SGfodz2jXngsdW90cC/yNnyucCj3jfvxctdsESBWJw+J0/FrcpfpkyyQPqRn9gVApdyBUisqle5DriZOSOjfHmhQUWbuemHAuVPLUPl+plC4n7cD989plxAfcTdxZ664DJsizxo74W69JyQoVKoXMUKfMohY56tLlOmLhMvUGxFEc7oXul9wcz6WjCHJzHmyHPkflT86F3rnSMtJV3rqP8et80aEQ9TB+7c+7ORYEOf9F7oSA63SGgcCxctRFLCtqlsj/xWUNg8uICkDNUuhw+H3oPyZthV1QXAWVc9wLKVfXesUM+d67ft44uxctcp+K6trRBndCxY64j/iAO/uGumBk0H3ETNO/8gIVKoXMYKeb+pSQmsXQdxgG2t0cz2XxKoijCNDuaFbbR0QA3N38woiAs5vzufJAcpWu4mP8hnvdrbg80AJFFVBc4eZ4tedKTr2z68Nhzj8EqYc75YHuApc54dlSs1jqA1yum9R/BDAOJ06WiiPmqk6g/6g7oQJ+UmVdjZ0x7u0bdCikXKei2hG3qWllDfLP1bNmsFNsdHV+Xaeiup50Gm1+47iORomECpVCZrDTXdoXuA8nu64BqQ2Eiqv0m0FPQsX5zdmRfbVLZetq/AZag4ieIyHgevxcO9o1HsbP1bmFIJ1hyN1CdS5TQbIlrKtof9bdMfuPyL0oFW+NklFql0qdgKtOhM6FiuNUVJc1KuA21dhaGGhzfz05u5e3Adbt/WjSYneO9oDjSbFUkaQfOpu0c5wGXTJJGsxo56+8QIVKITPkOqKSVuDoAtezIGUNkrbhylHsC7oAuQrHV86BVJlboVJSA6loCwy+jJpzJJ3BVfpS6Fi5jAiA2/Fz9eCF40LZVUSv/4i7NCRwn1fvMhUkW0Kh0rbZ3TH7HI93KPxdX0+uqFnirrPWyLA42y6vp5ol0LNXOkPGZbAd7LC7ezm4TUX10UHPpdAbTeN1aZ9LoeehVbrrmlwlMipUChnXEZXq+VI860qo9LeIY+yi3WZI7bluHcWSWnc1PqkiEQOuhJTriEBReZDOkKeOdvl0OR/O7HO4bgHI2KXKHNrn2DEd7fSUp+OXDWUNMuPZtsXdMV1/X0cndhwIleE+ERWuOiRBmn0Ovg8DLYB1PH5pnbXi0uewUULIaE3knvjHcl2vCXJ++5qOpwjHwWWHxJCac6U99nB//GP5Gr+OrW7r4JRIqFApZFxHVFIlUkToKlwbpgq4aLcZ4vLm4tpRBKhb5s65crlAWEjtUndCr++IW8fAGJlJdzZ+joVeqkicK2cz6I7Hr7Re2vrm6/hlS90FjiMqzW7Hu2SSRFFdfB9G69FcCtfzZNvmIH2u33EjAjhun4v0Ph/21S2TrYvryUdEwKV9PhZ3rbtAolwuJj59CKm6ZVIH17PX3TGVSKhQKWRcR1Qg6Gz0nJtj+XB0apZKbn9fU/xjuZ5hBbn59ew7Xp8Th37HqUsQzHI5KgD2JvQ2uxGiPmosahy1KLY2GD8P3z8Xzn24WGuualRA/i/tzzssVvdwvdcudSRUwsUoHV5PFY2y/o+L74OPiMWksyVC6cI+l62nQ0Ih1erCPg+pX/UuhZSHiMWokHIwfj7tc3F+lVioUClkXEdUQC7ezu0w1BP/WP3H3BY3QtrN2dHD1+WDDdJy6x3NwrnMGQZ5+I4Mulmx2pfQczHLZa2f1KXa86RYPVzDKCqDHUG7TddC7wIRUsMD8Y7jYwYzW+oukGJ1F4tsjgwH7X89CJWOrfHFlA+hAlB3oVsh4HL8UsVQdz60PhP/WD7Gr6QaqhdCu8uIisPnYfl0+f86Ob8ernenQvSYtNx2uThj3fmydRm1VSKhQqWQ8RFRqb9QigddRFX6j0DZtPjHSafuQtm2Ph3/WL4iAuBmlqavWWZEXVJ/kWzjjt/IoBSw5uv4DXaIk+tl/Gx8IerD8QMZv5HB+Omb4VpArq/fbHB5LYU1Fq4nJuovkvqSuEW53oTKMkn9ii2kPEQswF0E0PUaOSEu7TMptxMno6myLoRAsyw26qpxC4gQrT3P0bPQw6RYySSpO3RZB6dEQoVKoWKtFF+WOF41etQ5cDDL1XfEvaNYNhkqZ8d3tK31ExGomCkPo7gPj+F+EQKux6/2XGkp3Lop3nFCx8q54+Jolit0tPNV6HkbP0fpIL7GLxtqHH1XwZ8wrL9YtnFtHHW0PQiVkf74EdQ+j0Kqrwl6Y6by9h+BokoornRjV4irDIP+Zhk7V62xQ0IhGrczmY9JMRAh5SIi1dcE5Y3xj3My9Y6EqBILFSqFynCfFKq5jqhUz5cVg+NevNbKzdm1IwbiLMZ1FIc6gxl3x/YZ46agfnQG0/HDI1UCtefHHz9fjtXoLFfM719/6Gg7frhVniV55vnqmNYslnPsTOh5cA4ypahUrqWW9fGPFda0ub6eapZINz1Xwt91qqKrVNmwQ6LLGXeQCD44+L56SOOFoCB8JH4dki9Hu24ZDPfEX8vHm1BZJou2hve7qPR7tK/zBfGnlJyhQqVQGQpy5F3XqJhUEE6OGVEZbA9y8D3cXOovkpvLUG/0Y/hKtYCgCHhLvFkun6k3odCLU7A+On4+hKgDoecrImAM1F3kLqLievxSJdJwIm66hS/HPlsaLoWWjfFnjHuCtUQqZsW3KZ1UsVzvLoRKab0czyU150rLeRdCxce1XutovRwfjSnAbYTSx73c1XpDPiMW4Gb8fEV8XAhRJRYqVAqVsJjXdUQFpA6k9Zl4jmyfp4gAiKNtR+K1tfSV0wxycx7qhs6d0Y/hM/Wm/mJxPOIsBOcrlQaOz3LFSbcIHW0fzsHki+XBOzIY/Ri+cv4hiOg9He8Y/c0iekpqnZgUmcmXSr1R3NSl8LteOTO+TSdTfzG0bIop/Jv9TJoUlUnUJ24qr6+IRfkUSZeNa1//ET/jV71AirhjR1Cb/QiB2vNkcrElrlD2GLGAeONnrUeh57DmVYmMCpVCxVdEBcTRHmyXNrtR6ffoaLu4ufiMCEy+VLZxUlZ8zmi7qLPwlboEMn52JN7DbTQi5SNidpHk/ccpoO4/IilDRY5z6kGiEL2HoOdA9GOEjoEx7uyKQsMK2R6Lmf7Ve1AcTh8TO/UXw2BbvIUBew+Jw+6DyZdAy4aYQspTRAWg/hJo3RjvGL7sSxXB5OXxv399TX7u5cWVksob51kzMhR0xPNgX/k0WWsozvgNtIId8iP0Ji2SyZi451eJhQqVQmXQo1Cpu0i2LU9FP8aoo+jh4VE9X1a7b4nxcBud0fbgyNYuFQf02JPRj+GzRqDewSzXaETFwzobDYHQizt+pfVS5+CaUaEXR0gFjpUPIdCwUrZxxy/XaV8gqUtFlW6ESsUsP+PtoqC+9xBUzHBjz8k0rBRHOU7L7/6jfiIqIPa1b5XIWVR8RXxA7GvdFL3l91CPNL7xdT01rJTrI6oQDe/lFZ7q0RpWOnoWehg/k5LnTRz7lNioUClUfKZ+1V8kec3Hnoh+DO83l5Xx7Os9JNtyD85Bqlhm4Y7GsK+/WWbcix13dQMReTWL492cew/JuXWdUw9QMT2YhYthX7+nVAuQVJriqvjj58sxrb9Q0rbiXr/5IFRSxRIRiPN/Aeg94C9iUb8sGO84zthhP/cigIbLZBvVPjsiQsdXq+oplwE2uhgd7JSCcl/Xe8NKiaBG7V41Oinm0b6BlugF9b5bkTeshO7d0QvqfWZngNjXtjlezasSCxUqhYrP1K/iCnF24jgHPmsYAKasCm4u3dHe33NAZtyLK9zaFRJ3Fs536s2UK+DoY9Fn4XoP+nP8wM0snK8HW6pI7Dv6WPRj+By/onJJj4wr9HK5hko6U6+U6GmcmqUez+NdfwkceTTa+wc75T7mS7jWLZOF96JOnPQ1S4fJSseNCELiRlDD+iPXjRJC4kYoez03pog7fr47/IXj17Ih2vt9N/ZoWCmpZVqnkjNUqBQqPiMqILNwx9bLis5R6GuS3E8fqTcADZfLTF/UWbgkHO04s3C9h/22hp2yStI5OndEe3+YSuOLhpUyQxiu35AtfQmMX+vT0YVy7wH/43dsQ7Tr11r5/vlKBcmWqVeLIxF14sRa+b76KKQPmXIFtKzH2AgNFsLori+hUlQq6WmRHe2g1snX97W0HiadE/38hrVYvoRU5RxxkiMLAY+NPUAK6osqYth3WLa+hMDk5ZIFEVvoeRZSmv6VM1SoFCqD7bIt9dSVp+Eyyavt2Brt/b0H/T04IEgXAI4+Hu39PlNBwMEs3H5Zs8MXU1bJNmpUIKnxi1Ikai307IcKz+Nnh0UMZMtQrxSI+nScG1ZK1DXKCvX9x0Rk+xy/bJh6BWCg+aFo7x9oCf4/Hsd76hUw3Ef1YATh71uogNwvWzZGW6E+bO3s837esFIiPlEivKNCytP5NQYmx4jwhvb5up+nSoL0yIj2+RZ6JdXSMj3OszBV4qcxCsh1V3mWCpUcokKlUBlsB4yfGgY4LgQiz3Lt9ztjXNYQzMJFFSqehVTVXJmhOhJRCPR4Fiq1S6VW5WiEdJWRQUkX8On4hbNwUYTUYLtEOnyOX8Plso1i32iqik+hEgr5KPbtl63P8cuG0jpJRW1+ONr7u3bLtmq+M5NexpQrAKgdiNAyPQmh0rBS6jiirGfhWwiAfF/7Dkcr+O9NQEhNuUwK/gdas39vz34wRX4jvA2BEI2ycGHP/iANusq9XSFTLpNJxSjrIYWTTsajO9twWbRnoeIEFSqFykCbpFb5ungnnQ0lddHzmnsO+Hd0plwerc7CjvhtBwoyCzf1amh+MHv7Bjvkn8/xMylxtiM5skGqgE/HoKQa6pfL+GVLTwKOdvkUEcr5KlRqFotQbsrT8cuWqa+QsY6ydk13IFSqPQqVyplQNY+ageeyf29fAkJl6lWyjRKV6jkg9wufjva0mPaV1Pp1tKddDdhoYrlnv1zrqSLnZo0y7ZUSNYzyvPYdvQd5Fg60QFsEIe970g5k/Lr3QPdLfj9HGRMVKoXKYLu/tC+QB9OUVXAkwo15ZEhmx3xGVEAevn3N2a9nERaH+ravcbXMEGa7vkKP51SBkKlXyKKZA23ZvS8JRxtk/I4+nn03lqQc7alXwNE/ZD9L6Lv4F0QoT1sNzeuyF8r5KFQa10hEIEqqZ1cCQgVgyhXUDmzJfry790oL5pI6L2YBUDVHFi9sXpf9e3sPikjx0eEvpG6ZzOo3rcv+vb7TUEEiUkXl0ezr2ZeAo/0KJD0y4sSE7zTPxlfKNsr3L4nxa1wt2ygTO0psVKgUKoPt/leNblwDHduOpyZkSl+T3y4xIdOvlW3T/dm9LylHe9pq2Wb7cEvKUWy8RpzsbO3r9ZzTHDJtNYwMZJ/el+T49R+T7nPZMCpEExB6PfuORxQyZTRVZboXsyLReI20TD/42+zf27UbSidLqqNPpl9D2UgLtGcZVeneLSLK9+KajWuCCG+2wtpz4weQibFpr4Smtdm/t8dzGi+ISJmyKqKjnUBEoLQ+SI9cl/17k7Cvaq6kXmYrpMJ6Q9/21Z4n94go46fERoVKoTLQJrnbPmlcI9usHe2EIgLVC6BqHhzOUqiE4d2q2c5NOoHapVIAmO3NLylHu+EySZc4/Pvs3heOX6Xn8Zt2lTgwWX//9gHGbyoNQGMglLMevz1SW+ZzBh3iCeWKGX5TVbKltFYiWIciCJVQCPhm+qtle/i+7N7Xtcdv/UzItNVSY9H6THbv696bTHStcY2cq2zTb3oSsm/aK6XTXzYR6FFH2/O9EuT8Hn0suzqV4X6ZWEzk/K7OXij3H5XJKt/2jQrldX4/RxkTFSqFShIRlfqL5TOaHsjufT37ZJvEzW/6tTILl00b1q6dsq1e6MemkDD9pumB7NJBunfLjdN3OL6oNLg5Z+lod+6U70XpZD92hZTUSJ1Ktt+/rt0yw5oq8WNXSOVMEaPZCpWuXfLd8z2DXrMkqFPJcvy6d8sEQL4x43pxFLON8HZu93+tA1TNoadoNhzKQqhYm5yQGp14yiJqYUeOf199E8W+oR6JkCdh37TVSJ1KFlGB/qOSspiEUGlcLSIlm/TI7qB5QdUcLyadwLTVQQQ6i4YOYdp0ZQL2Na6OJpSV2KhQKVQG2vzPyKaKooXjR4XAAvc2nUzjtTDYJosrZkrnTnGyfUekAGZcJzNq2aSDdO6Ayrn+1qBJZ/qrpMane1/m7+namYyjDTJ+Rx/LrttO1w5pBpEEja+SAuDh/szf07UzmWvDGJh+HRy6Jzsh37k9ufHLhpk3yPbg7zJ/z1CPCNfa8/zYdBKtZUEDiEy/DwOt0jgjCWFYOUvE66Esxq/3oBRpT1rkz66Q2vOkFubQPZm/J1yNPQmhMmWVREIP/ibz93Rul20S11PjmiA9Mk/tmxFEHPPWvtfINhv7FCeoUClUfBfTh0y/Vhyrzp2Zv6dzh6xI7zsnHII6FQMHf535e0JHOwlmvla2B36Z+Xs6tyfjGIAIFcjSOdgJkxIav1k3Sr1TNs5pko729FfBcG/mTSfsiDjOSY5f/9HM1wgY6paIRVLfv2you1BmVvfdmfl7Ol4ArES+EqClfIXMoGf6fUiiI1k6s14vqaiDHZntHy4Im8T90qRg5uukDinT7m7hpFgS39eiUnFmD/wq8wh5ko52SY1MLB74Vebv6QrObxL2VcyAySuys69zO2CSuV9OOgeqF2Vnn+IEFSqFiLXJpH6BODqQnaOdpBAonya56/t/nvl7unYl5yhWzoL6SzK/+VmbrKNde77M5u6/K7P9R4YlHJ/U+W1YKaI30+/fQJs45tVJCb1rZVXofRmOXzhDndT4zXiNFMZnOn7hhERS45cNxsDct8Khe6G/JbP3hJHMhIRKa+ly6eC172eZvaH9ednWLPZnVDqzXi8i4NC9me2fpBAAsW+wPfM2wJ0JpfGGzLoReg9SPZThwp6dO+T6SyqVctaNskhzGGk6HZ3bReCUTfVrV8jM10mEvO9oZvt3bpe0uaJyv3aB3F9m3Sg1r0Pd/j9PGWVCCRVjzPXGmBeMMTuMMR8d4+9XG2OeMsYMGWNuzoWNThjqkpnZJFKXqheIM3vg7szf07kj2RnZs94ouetde06/73B/so42yMM305tz/zF5UCc1fsbA7DdLnUUms6zde8TRScy+FMwKZ1kzWFU7nAFOyr7iSklJ2n9XZkWiYSvtpOwrrZM1SA5mKJRHZ4DzUKgAzPljsEOZC+u2LVKrlJDwH0mVSxR1312Zpdu1P5eofUxZJWmvGQvX7WJfEjUWIOlBqbLs7CupgzLP9XIhM24ADA19GS4O2LldOl4lkcYL8qyBzCfGwkmxJNJ4IZj4tJmnVyXtS8y6USaSsm3Qo8RiwggVY0wR8FXgBmAp8DZjzMnTaHuBPwF+lKx1jhlsl20SERWAs26SPPxM6gSG+6SYPkkhcNYbZbv/F6fft2OrpBLVLfNq0gmcdRNgM3OuwhngmiVeTTqBs94knVUOZPDwaAs6BiU5frNukjqkTIrCczJ+b5Z0qUzSq8JWxkl//9q2QMeLp9+3/Vkk1eIc72ZFYvJymTzZc3tm+x97QpqC+G6skM6cm2UdqUxWum57DiYtTs6+VLHMah/4FQwPnH7/1s1Qc67fNVTSKa6SKOX+n2eWXtW2Geou8G7WKBWNMOVypvZmuDBlx/NyfpNi0kKJHu7NMD2yfWuy9k2+RFpdZ5K+aUfkeZ1UtBFkUqekFvb9NLnPVCaOUAFWAjustbustQPAHcAb0new1u6x1m4Gsmwkn2eE7RGTEiqzbhLnPpNZmvbnAAt153s3a5RJi+Rhtfe/Tr9vaw4c7fqL5Wa757bT7xs2Bai/2K9N6UxZJUWsmTw8WjdLlCOh4mRAIhYltZmPX1Flso72rNeJo7n3J6fft/UZGevyaf7tCpnzx4DJfPwmnQ0l1d7NioQxMP9PZO2kju2n3ndkCI6th4bLEzFtlJmvlajASxncj9qfTfZaAph7i6wSnkmr57anpTYoSebeIpHbI3849X52RCZO6i9KwqrjzHsH1UO75F54Kob7JLVv8iXJ2BUy9+1SI3W67lV9R6W18+QEnzUmBfPeJhHy02UYdO2SKH99guNXVApz3iKpm5r+lRgTSajMAtJbF+0PXis8wohKEqlfAA2XSo7t7h+cft/Wp2Wb+MPjXZJe1b7t1Pu1PiP5rkl2NTIG5r1TugGF7SDHo3WTLLRXkeBie6kimPs2Se/rO3LqfduekbErrkzGNpDzlenDo+UpEaFJrgFSWgczb4Q9Pzz9LHXb5uQdv8qZMku954enn6Vu2ZS8Y5Uti94v3Y12/L9T79e2WQrbpyQsVEomSTrlnttgqHf8/fqOiEOepKMI0kmvfBrs/v6p9+trlkhhfcLf17PeJJGV09nXtUvuB0nbN+etWFKnF/5tW2SCL+nrad7bZXu6qOPopFjS9r1D0jf3nWZiJ7Qv6etj3jslvX5/FunuSiwSitcWHsaYW4FbARobG1m3bl3iNnR1dY35uZP7HmcZsHHLDjpfSCb3dZ65mrmHf8Bj9/+EgaLxC+8Wtf+a6aaCRzbsBbM/EdsASocXsooU+x78NLtq/mzc/S46ej+p1DyeeijDYk1HlA8t5HJg9wOf4qVJ7z7hb+nneUXzw/QXzWVLwt+3qsFlXDoyyI7ff4r91W8ZeydrubzpD7SXXcDWhO2r7T+Pi4e62Hrv52iqvG4c+0a46uhGmipezfaE7ZvcdynL+u7i2Xs/z9GKq8fcp6fzKCOdW9hf/RZ2JWxfY99yzu36PZvu/QrtZWM7dsUj7VzVs5edLdezz4V9X/yibD38X5eWXUX9C9/g8bZrGE5VjbnPnM7bWAA8urOEgT3ubRiL8Fqu61/JRYO3s/Xez477fZ3S+wjnA5v2VdKe8IrYC4uuZta+X/DY/b9gsGjsyPzkvidZBjy9F9oSXghvSckVTNn1Ix7tfrPU/YzB1N4HOA/YsHOIrn3rkjSPc4svoe6Fb/N426uxZmw3a0b33SwGHn9hgL6dydp3UekFlD73NZ5sXilRjDGY3XknC4FHnu9maFuC9lnLpcXzGH76Kzx14Nxxd5vf8XNmU8TDzxzDmiTtG+Hyomn0bPwSXWWfzInvN+Gw1k6If8Aq4J603z8GfGycfb8L3JzpsZcvX25zwdq1a8f+w+7brL0Na9u2JmdMx3b5zGf/6dT73bPK2nuvTMamk1l3k7U/nWbtUO/Yfx/qtfb2Mms3/nWydoU88Bprfzrd2qG+E14ePc99R629zVi7+TPJ22attb+73NpfLrF2ZHjsv3fulO/AC19N1i5rxaZfnmvtby6xdmRk7H2OPSX27fp+srZZa+3woLU/m2Xt/deNu8um3/2r2Lf/VwkaFjDYZe1PJlv70JvH32fvz8S+pofcfKbEb9wc62SOrhdbT3Wt3Hultb9N9t49ei2PjFh799nW/u6y8b+vT33E2ttLx79f+aT1WRm/LZ8df59NH7X2R8Xy3UmapofEvhe/Nv4+T37A2v+qlmsvYZ757T+Kfbt/NP5Oj7zd2p82jn/+fbLrh2Lfgd+Mv8/a11l79znJ2ZTOC/8u9jU/Ov4+91xh7e9WJmdTOps/Y+1t2Mfv+15OPh7YYPPAr07q30RK/VoPnG2MmW+MKQVuAQozdhe25kyq0wlIHci01bD9q+P3uB/qhpYNMPWq5OxKZ/FfSbrCru+N/fejj0tHj2mvTNaukCUfliLb8XLXm9YCNlgbJgec80Ho2DZ+x51wVjUX42dSsORD0PrU+GtUNAWdWhpzMH6pYjj7A3D4XkmfGoO6/qfl/5GL66O4Cs7+c+lGNd6aSE0PSH1Pw2XJ2haFhhXSRGPbF8fOde9+CY48erwLUtIYI9f7sSeko95YHPyd1Icl0Xr1ZOrOkw5WL/5fqaUYi6a10h68eOyIlVemXgWTL4VtXx6/m17TWil+TqrQP42WssukDm7bl8dOp7RW7keN1ybXUSudOW+Bipli31iMDEoqcq6eNfPfI93aXhjHvsEOuXbCdb6SZtGtkCplVvfPc/P5E4wJI1SstUPAB4F7gK3Aj621zxljPmOMuQnAGHOpMWY/8Bbg68aYLJYLzyMGjsm2NEGhAnDu38gq6y/dMfbfj/xBboDT1iRrV0jjGnmwbv3C2LUC++6SItfGHAmV6a+WVs/PfW5ssbf/brl5N1yauGkAzP1j6aj07GfHfvjuu0sW3EtoTYqXMe9d0u9/y6fGtm//3VKYXDkzcdMAOOcvZE2C5/5hzD9P6XsEplyZzEKtY3H2X0jR/1j22REZv8Y1ybVSjcuyf5DFNjf+5cv/tv0/xEFc8N7k7QpZ8F6oPAs2f+LlznbHi1JIP/vNubEN4NyPyMTOjm+8/G89B8RRnHF98naBnLtz/1ra5441sdO+TSZVwtXEk8akYMn/hJb1Y7faPbYe+pqOr8aeNEWlcM5fwuH7oPmRl/+9aZ3UYUwfJ43WNyXVwcTJT8duSnDwd1LfMz1H41fRCJd/h/1Vf5Sbz59gTBihAmCt/Y219hxr7UJr7eeC1z5hrb07+Hm9tfYsa22VtbbBWptwuxVH9B+F0vrkZ5Jm3iCO4HP/OLajve8umZGdlqOIijFwwaelyHLbl07828igFO/NvF6cyVzZd9HnofNFePFrJ/5tsEvaF8+5OdlWqumkiuH8v4eWjbD7pKhUX7NEC+bcnJsZQoDiCrjgkzKTenIr6q49EmmZe0tOTAOkqH7Jh6Xo//BJrZRbN1M9tFtmOnNF5UyJOu76npzjdI48Ih2Acjl+2VJ3Hpz/CZk42f714693vwQv/F+Y81aompM7+4rKYNln4djjsOObJ/5t+39IQ4DZOVzOq3GNzFhv/uTLo1J7gg7+c9+avF0hs2+W7odP/+3Lm2jsuQ0wcj/KFQv+VBqLbPrIy5+He34ok2Jh6/xcsPgvJary1IdfLpR3f186Kc7MkRAFmfgsqQ3sO2niafcPxPapr8iNbQDz3k5fcWH2Y8o3JpRQmTD0H4PShuQ/1xi48HMyk/XiV0/823CfCIFZr89NqkDIzOvl4fDsZ6Ht2eOv7/6hdLBZeGvOTAOkdemM18Azf3d8VWqQlLqhLlj4vtzZBjD/3TDlCnjqr09cQHPbv8nDeFGOx2/Rn4lYXv8BOZ8hW78gAm/+e3JnG8C5fytRqSdvPXHdoec/z7Apl443ueS8/y0dnx57t4hjECfhuc9LhDaXjlUUln5Urqn1H4BNfyMCdu0NIrov/MdcWyffx8ZrxBk7Gqyz07kDdnxdRGGuon8g9/NL/k3uO0++/7gzO9QDL/ybpPomuYbFyaSKYPlXJIq/8UPHXx9oh+1fk8X5KnPoSBaVwiVfkufhM//7+Ot9zbDzP2VSIqnOnGNRXAUX/bNEfZ77p+Ovd+0RcT//XblJOwwpmwwXfEZS5LanTdy1bYGDv5aIZJLdG5WcoUKlEOk/CmVTcvPZs26SdIDNHz9RCOz4lgios8fvuJUYK/5doibrXish+LYt8PTfSFrYzBtya5sxcNm3JfS99no48ih1/Rthy6dlIbakW6m+zL4UXP5dcVrWXgfHNsD+X0otwLy359ZxAXFAr7xdWnSvfY2kDey5Hbb/PxGhVQmtoD0exRWw6vsSnVh7gyyotuOb8NLt7K+6Odm6srEorYUrfih2Pfh6cZq3fUnW1Fj60fxdP2U8UsVw1Z2w4D2w9Yvw0Buhvxmu/gVUz8+1dXK9X3GbiMP718CTfw73XyOz7Rf90+nf75u68+DiL4rAe+J98n144v3QexCWfTrX1kl0/ry/g53fEiHavRcef68sAHvBJ3NtnYilsz8AW/9F7uHde+HRd0r73fM/nmvrZGJk7ttg89/D1n8VkfLoOyBVCkv/V66tg3P+uzz3Nn5I7uGdO2QSpbROUuuUCYGxY+VyK1mxYsUKu2HDhsQ/d926daxevfrlf/jtJRIWXZ3BAow+6DkI96wAUyQPYTsCD94ktRXX/D53qUHptGyCB2+UBy7IInuvejD3jnZIyyZ48HXHowLVi+DVD0HFjNzaFXLkD/DQm6A/WFel7gK4di2U5SCSNxaHfw8P/5EUXYKI0GsfyG00L519PxeHYLhHfm9cw4Opj/LKNTnKCT+Z3bfBE38KI0Et16zXwyvucjuDGd4HknoGde8N1iW5VARjDhj3nt17CDZ8UBa6q1kMl30LJi9P3L4xsRa2fFKi0CEXfk4EQj4wMix1SNv/4/hrl3xZmmvkiBPO8/CAXEvhuiomBSu/CQv/NGf2ncBQDzz69uPpsqYYrvxRbtNQ0xnskHt52HSiqBxe8bPcTypyiuvZM8aYjdbaFYl/cI7QdVQKkf5jya6sfjKVM2H1b2VG9vdBYXrVfLj8O/khUkAWiXrtFnjpdhjul2hAkosono7JF8ON22DvnWzbtpUlr/547oqsx2LqlXDjVqm3SJVJLniSizyejumvgtdvF/uKJ8GcP8ptGsPJzH4jvP5FcQ7KpsDsN2EfOs1K20ky/x1yjg/8Ugq+Z9105qdZVM3JbU3KqaiYAa/4aa6tGBtjYNlnpKbnyMNQvxymrMy1VcdJFcGlX5NmGseekNTUfLKvqBRW/QAWvl8WPG5cnfyCx6eiuFImIQ7fJ5HUGa/OXUOUsSipgTX3SFOCrl2SyjlpUa6tUhJEhUoh0n809zPb9RfC656VAno7DLP/KL8cbZA0m3P+ItdWjE9JDSz8Uw7vW8eSfBs7kO/Yov+WayvGp3yadI7JVypnSWpDvlI9TwpuFQWg7nz5l69MXSX/8hFjRKA0rs61JWNjDMy4Tv7lIyYlaXTKhESFSqEx1CvpJLmqUUmnpEZywxVFURRFURQlS7SYvtDoD9pI5oNQURRFURRFUZSIqFApNMLi64octrVUFEVRFEVRlJioUCk0wi5WKlQURVEURVGUMxgVKoXGqFDJkza2iqIoiqIoihIBFSqFRu9BWb+kbGquLVEURVEURVGUyKhQKTR6D0L59DN/zQNFURRFURRlQqNCpdDoPaj1KYqiKIqiKMoZjwqVQqNnv6wMryiKoiiKoihnMCpUCglroWs3VM3PtSWKoiiKoiiKEgsVKoVE32FZlX7SolxboiiKoiiKoiixUKFSSHTukG21ChVFURRFURTlzEaFSiHRtVO2kxbm1g5FURRFURRFiYkKlUKic4esoVI1N9eWKIqiKIqiKEosVKgUEm1bYNLZkCrJtSWKoiiKoiiKEgsVKoVE6yaovzjXViiKoiiKoihKbFSoFAr9x6BnnwoVRVEURVEUpSBQoVIotDwl28kqVBRFURRFUZQzHxUqhULzQ1JI37Ay15YoiqIoiqIoSmxUqBQKTQ/A5BVQUpNrSxRFURRFURQlNipUCoGBNjj2JDSuybUliqIoiqIoiuIEFSqFwL67wA7B7Dfn2hJFURRFURRFcYIKlULgpduheoGkfimKoiiKoihKAaBC5UynfRscvg/mvQuMybU1iqIoiqIoiuIEFSpnOlv/BYrK4Zz/nmtLFEVRFEVRFMUZE06oGGOuN8a8YIzZYYz56Bh/LzPG/Ffw9yeMMfNyYGZGVA+8ALu+A4v+HMqn5docRVEURVEURXHGhBIqxpgi4KvADcBS4G3GmKUn7fY+oNVauwj4MvDPyVqZIUM9LGn7ApRPhQs+lWtrFEVRFEVRFMUpE0qoACuBHdbaXdbaAeAO4A0n7fMG4HvBz3cC1xqTh8Uf6z9A1dBuuPx7UFqba2sURVEURVEUxSnGWptrGxLDGHMzcL219v3B7+8CLrPWfjBtn2eDffYHv+8M9jl60rFuBW4FaGxsXH7HHXck9L8QpvQ+RKpnD80N7070c5Xk6erqorq6OtdmKJ6ZcOd540bZLl+eWzsSZMKd4wmKnueJQa7O85o1azZaaydMm9fiXBtwpmKt/QbwDYAVK1bY1atXJ2zBatatW0fyn6skjZ7nicGEO89rggVqJ9Bk2YQ7xxMUPc8TAz3PyTDRUr8OALPTfj8reG3MfYwxxUAtcCwR6xRFURRFURRFASaeUFkPnG2MmW+MKQVuAe4+aZ+7gfcEP98MPGAnUn6coiiKoiiKouQBEyr1y1o7ZIz5IHAPUAR821r7nDHmM8AGa+3dwH8CPzDG7ABaEDGjKIqiKIqiKEqCTCihAmCt/Q3wm5Ne+0Taz33AW5K2S1EURVEURVGU40y01C9FURRFURRFUc4AVKgoiqIoiqIoipJ3qFBRFEVRFEVRFCXvmFALPvrCGHMEeCkHHz0FOHravZQzHT3PEwM9z4WPnuOJgZ7niUGuzvNca+3UHHxuTlChcgZjjNkwkVYnnajoeZ4Y6HkufPQcTwz0PE8M9Dwng6Z+KYqiKIqiKIqSd6hQURRFURRFURQl71ChcmbzjVwboCSCnueJgZ7nwkfP8cRAz/PEQM9zAmiNiqIoiqIoiqIoeYdGVBRFURRFURRFyTtUqCiKoiiKoiiKkneoUDlDMcZcb4x5wRizwxjz0Vzbo0THGPNtY0yzMebZtNcmG2PuM8ZsD7b1wevGGPOV4LxvNsZckjvLlUwxxsw2xqw1xjxvjHnOGPNXwet6ngsIY0y5MeZJY8wzwXn+dPD6fGPME8H5/C9jTGnwelnw+47g7/Ny+h9QMsYYU2SM2WSM+VXwu57jAsMYs8cYs8UY87QxZkPwmt6zE0aFyhmIMaYI+CpwA7AUeJsxZmlurVJi8F3g+pNe+yhwv7X2bOD+4HeQc3528O9W4D8SslGJxxDw19bapcDlwF8E16ye58KiH7jGWnshcBFwvTHmcuCfgS9baxcBrcD7gv3fB7QGr3852E85M/grYGva73qOC5M11tqL0tZL0Xt2wqhQOTNZCeyw1u6y1g4AdwBvyLFNSkSstQ8BLSe9/Abge8HP3wPemPb6963wOFBnjJmRiKFKZKy1h6y1TwU/dyIOziz0PBcUwfnqCn4tCf5Z4BrgzuD1k89zeP7vBK41xphkrFWiYow5C3gd8K3gd4Oe44mC3rMTRoXKmcksYF/a7/uD15TCodFaeyj4+TDQGPys5/4MJ0j9uBh4Aj3PBUeQEvQ00AzcB+wE2qy1Q8Eu6edy9DwHf28HGhI1WInCvwF/C4wEvzeg57gQscC9xpiNxphbg9f0np0wxbk2QFGUU2OttcYY7SNeABhjqoGfAh+y1nakT6zqeS4MrLXDwEXGmDrgLmBJbi1SXGKMuRFottZuNMaszrE5il+ustYeMMZMA+4zxmxL/6Pes5NBIypnJgeA2Wm/nxW8phQOTWHYONg2B6/ruT9DMcaUICLlNmvtz4KX9TwXKNbaNmAtsApJAwknBtPP5eh5Dv5eCxxL1lIlS64EbjLG7EHSrq8B/g96jgsOa+2BYNuMTDqsRO/ZiaNC5cxkPXB20GWkFLgFuDvHNiluuRt4T/Dze4BfpL3+7qDDyOVAe1oYWslTgpz0/wS2Wmu/lPYnPc8FhDFmahBJwRhTAbwaqUdaC9wc7HbyeQ7P/83AA1ZXYc5rrLUfs9aeZa2dhzx7H7DWvgM9xwWFMabKGDMp/Bm4DngWvWcnjq5Mf4ZijHktkidbBHzbWvu53FqkRMUYczuwGpgCNAGfBH4O/BiYA7wEvNVa2xI4vP+OdAnrAd5rrd2QA7OVLDDGXAU8DGzheF773yF1KnqeCwRjzDKkwLYImQj8sbX2M8aYBcjs+2RgE/BOa22/MaYc+AFSs9QC3GKt3ZUb65VsCVK/PmKtvVHPcWERnM+7gl+LgR9Zaz9njGlA79mJokJFURRFURRFUZS8Q1O/FEVRFEVRFEXJO1SoKIqiKIqiKIqSd6hQURRFURRFURQl71ChoiiKoiiKoihK3qFCRVEURVEURVGUvEOFiqIoiqIoiqIoeYcKFUVRFGVcjDHPBetF+P6c7xpjBoIVv10f+9PGmG5jjE1bPVxRFEXJc3QdFUVRlAmMMaYr7ddKoB8YDn7/M2vtbQnZ8V1gv7X2456OPw/YDZRYa4d8fIaiKIriFp1ZUhRFmcBYa6vDn4Noxvuttb/PnUWKoiiKImjql6IoijIuxpg9xphXBT9/yhjzE2PMD40xncaYLcaYc4wxHzPGNBtj9hljrkt7b60x5j+NMYeMMQeMMf9gjCnK4rPXBe951BjTZYz5pTGmwRhzmzGmwxizPoiUYIQvB3Z0BLad73xAFEVRlMRQoaIoiqJkw+uBHwD1wCbgHuRZMgv4DPD1tH2/CwwBi4CLgeuA92f5ebcA7wqOvxB4DPgOMBnYCnwy2O864GrgHKAWeCtwLMvPUhRFUfIIFSqKoihKNjxsrb0nqPP4CTAV+Ly1dhC4A5hnjKkzxjQCrwU+ZK3tttY2A19GhEc2fMdau9Na2w78Fthprf192udfHOw3CEwCliD1l1uttYfi/mcVRVGU3KE1KoqiKEo2NKX93AsctdYOp/0OUA3MBEqAQ8aYcP8UsC/m5538ezWAtfYBY8y/A18F5hpjfgZ8xFrbkeXnKYqiKHmCRlQURVEUH+xDOohNsdbWBf9qrLXn+fpAa+1XrLXLgaVICtjf+PosRVEUxT8qVBRFURTnBGlX9wL/aoypMcakjDELjTGv9PF5xphLjTGXGWNKgG6gDxjx8VmKoihKMqhQURRFUXzxbqAUeB5oBe4EZnj6rBrgm8HnvIQU0v+Lp89SFEVREkAXfFQURVFyjjHmm8DbgCZr7ULHx/4k8GGgDKhKq6lRFEVR8hgVKoqiKIqiKIqi5B2a+qUoiqIoiqIoSt6hQkVRFEVRFEVRlLxDhYqiKIqiKIqiKHmHChVFURRFURRFUfIOFSqKoiiKoiiKouQdKlQURVEURVEURck7/j/1DZHkMI6H6wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "fig, axs = subplots(2,1)\n",
    "fig.set_figheight(8)\n",
    "fig.set_figwidth(12)\n",
    "axs[0].plot(mon.t/ms, mon.E[0], color='blue', label='Exc')\n",
    "axs[1].plot(mon.t/ms, mon.I[0], color='orange', label='Inh')\n",
    "\n",
    "axs[0].grid()\n",
    "axs[1].grid()\n",
    "\n",
    "axs[0].axvline(x=t_stim/msecond, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
    "axs[1].axvline(x=t_stim/msecond, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=True)\n",
    "axs[1].set_xlabel('Time [ms]', fontsize=12)\n",
    "fig.text(0.04, 0.5, 'Normalized Firing Rates', va='center', rotation='vertical', fontdict={'size' : 12})\n",
    "\n",
    "\n",
    "lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes]\n",
    "lines, labels = [sum2(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, loc=[0.9, 0.86])\n",
    "fig.savefig('Phase_Reset_Wilson_Cowan.png', facecolor='white', transparent=False)\n",
    "show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}

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