{ "cells": [ { "cell_type": "markdown", "id": "a1a45121-ebd8-4666-a885-d068aeb11839", "metadata": {}, "source": [ "# Coagulation Kernel Tests" ] }, { "cell_type": "markdown", "id": "a948cfff-64ba-46ff-9020-73f7e89d7a03", "metadata": {}, "source": [ "The Smoluchowski equation has analytical solutions for the constant, linear and product kernel and we test `mcdust` against the solutions for these kernels. To run the simulations use the following commands.\n", "\n", "For the constant kernel,\n", "\n", "`make kerneltest SETUP_FILE=kernel_constant`\n", "\n", "For the linear kernel,\n", "\n", "`make kerneltest SETUP_FILE=kernel_linear`\n", "\n", "For the product kernel,\n", "\n", "`make kerneltest SETUP_FILE=kernel_product`\n", "\n", "To remove the compilation\n", "\n", "`make clean SETUP_FILE=kernel_linear` \n", "\n", "(replace `kernel_linear` with the respective kernel setup directory for other kernels." ] }, { "cell_type": "code", "execution_count": 35, "id": "299f6584-a7e5-4d99-93fd-a3aebd3dd708", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import os as os\n", "import numpy as np\n", "import h5py\n", "from scipy.special import gammaln" ] }, { "cell_type": "code", "execution_count": 256, "id": "e80cc056-198d-4cf7-a209-8a169b89e16d", "metadata": {}, "outputs": [], "source": [ "def analytical_constant_kernel(t, m, a=1.):\n", " m0 = m[0]\n", " N0 = 1./m0\n", " N = N0/m0*4./(a*N0*t)**2 *np.exp((1.-m/m0)*2/(a*N0*t))\n", " return N*m**2\n", " \n", "def analytical_linear_kernel(t,m,a=0.5):\n", " m0 = m[0]\n", " N0 = 1./m0**2\n", " g = np.exp(-a*t)\n", " k = (m / m0)\n", " \n", " # compute it with logarithm because large numbers give numerical problems\n", " logN = np.log(N0*g) - k*(1.-g) + (k-1.)*np.log(k*(1.-g)) - gammaln(k+1.)\n", " N = np.exp(logN) \n", " return N*m**2\n", "\n", "def analytical_product_kernel(t, m):\n", " # compute it with logarithm because large numbers give numerical problems\n", " logN = (m-1)*np.log(m*t) - m*t - gammaln(m+1.) - np.log(m)\n", " N = np.exp(logN) \n", " return N*m**2" ] }, { "cell_type": "code", "execution_count": 314, "id": "4d452d1f-7d53-48f9-b2bb-9e928e3cb096", "metadata": {}, "outputs": [], "source": [ "def read(type='linear',repeat = 5,nmbins=250):\n", " if type == 'constant':\n", " filedir = 'kernel_constant'\n", " ntime = 6\n", " elif type == 'product':\n", " filedir = 'kernel_product'\n", " ntime = 3\n", " else:\n", " filedir = 'kernel_linear'\n", " ntime = 5\n", " \n", " m2fm = np.zeros((nmbins,ntime,repeat))\n", " mgrid_wall = np.zeros((nmbins+1,ntime,repeat))\n", " timearr = np.loadtxt(os.path.join('../outputs/',filedir+str(1),'timesout.dat'))\n", " for i in range(repeat):\n", " \n", " for j in range(ntime):\n", " fname = os.path.join('../outputs/',filedir+str(i+1),'out-00'+str(j+1)+'.dat')\n", " data = np.loadtxt(fname)\n", " mgrid = data[:,0]\n", " m2fm[:,j,i] = data[:,1]\n", " fname = os.path.join('../outputs/',filedir+str(i+1),'mgri00'+str(j+1)+'.dat')\n", " mgrid_wall[:,j,i]= np.loadtxt(fname)\n", " result = {\n", " \"m2fm\" : m2fm,\n", " \"mgrid_cents\" : mgrid,\n", " \"mgrid_wall\" : mgrid_wall,\n", " \"tarr\" : timearr\n", " }\n", " return result\n", " " ] }, { "cell_type": "code", "execution_count": 345, "id": "e9bf7bf2-23ed-4a42-9009-e01cfbaf8a64", "metadata": {}, "outputs": [], "source": [ "def plot(result,type='linear'):\n", " start = 1\n", " colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", " f,ax = plt.subplots()\n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " ax.set_ylim(10**-2,2)\n", " ax.set_ylabel('$m^2$f(m)')\n", " ax.set_xlabel('m')\n", " if (type == 'constant'):\n", " ax.set_xlim(1,10**6)\n", " ax.set_ylim(10**-2,2)\n", " elif (type == 'product'):\n", " ax.set_xlim(1,10**3)\n", " ax.set_ylim(10**-2,1)\n", " else:\n", " ax.set_xlim(1,10**10)\n", " ax.set_ylim(10**-2,4e-1)\n", " for it, time in enumerate(result[\"tarr\"]):\n", " c = colors[it % len(colors)]\n", " ax.errorbar(result[\"mgrid_cents\"][start:], \n", " np.mean(result[\"m2fm\"][start:, it,:], axis=1),\n", " yerr=np.std(result[\"m2fm\"][start:, it, :], axis=1),\n", " fmt='none', marker='.', c=c, capsize=3, ls=None)\n", " ax.plot(result[\"mgrid_cents\"][start:], \n", " np.mean(result[\"m2fm\"][start:, it,:], axis=1),\n", " marker='.', c=c)\n", " if type == 'constant':\n", " ax.plot(result[\"mgrid_cents\"],analytical_constant_kernel(time, result[\"mgrid_cents\"],a=1),\n", " c=c, ls='--')\n", " elif type == \"product\":\n", " ax.plot(result[\"mgrid_cents\"],analytical_product_kernel(time, result[\"mgrid_cents\"]),\n", " c=c, ls='--')\n", " else:\n", " ax.plot(result[\"mgrid_cents\"],analytical_linear_kernel(time, result[\"mgrid_cents\"],a=0.5),\n", " c=c, ls='--')" ] }, { "cell_type": "markdown", "id": "d855c410-94a3-4ed3-8f94-8da7cbf3a5ee", "metadata": {}, "source": [ "# Constant Kernel\n", "\n", "\n", "$$\n", "K (m,m')= 1.\n", "$$" ] }, { "cell_type": "code", "execution_count": 346, "id": "89402b40-1e2d-4574-8f6c-e92f9cb7b1cb", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim = read(type='constant')\n", "plot(sim,type='constant')" ] }, { "cell_type": "markdown", "id": "96a1d76e-0e16-4196-b1c8-ec129bab7ce8", "metadata": {}, "source": [ "# Linear kernel\n", "\n", "$$\n", "K(m,m') = 0.5(m_1 + m_2)\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 344, "id": "28323b13-f9fd-47c6-a56e-16bfd701cbc0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim = read(type='linear',repeat=10)\n", "plot(sim,type='linear')" ] }, { "cell_type": "markdown", "id": "4f9ba000-e0aa-432c-b4de-56397e3892d8", "metadata": {}, "source": [ "# Product Kernel\n", "\n", "$$\n", "K(m,m') = m_1 m_2\n", "$$" ] }, { "cell_type": "code", "execution_count": 347, "id": "80d600bb-a9be-4474-821e-a79d2b6cce93", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAHACAYAAACcZw0WAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACZaUlEQVR4nOzdd3gU1dfA8e/sZtMLqaQQegkh9N6kVwEBBURUEBUF7P4UsSBYwN4woOALoqggXbqgSO8dQodAIKSQkEZ6dt8/hmwISUjb7CbhfJ5nn+zeuTNzFkEO9945VzEYDAaEEEIIIYRZaCwdgBBCCCHE/USSLyGEEEIIM5LkSwghhBDCjCT5EkIIIYQwI0m+hBBCCCHMSJIvIYQQQggzkuRLCCGEEMKMJPkSQgghhDAjSb6EEEIIIcxIki8hhBBCCDOS5KsA0dHRPPjggzg4OFC/fn02bdpk6ZCEEEIIUQlYWTqA8mrixIl4e3sTHR3N5s2bGT58OOfPn8fd3d3SoQkhhBCiAlNkY+28kpKScHNz48KFC/j7+wPQtWtXnnzyScaOHWvh6IQQQghRkVWKacfExETefPNNevfujaenJ4qiMHXq1Hz7JiUl8corr+Dr64utrS3NmjVj0aJFufqcO3cOR0dHY+IF0LhxY06ePFmWX0MIIYQQ94FKkXzFxMQwZ84c0tLSGDx48D37Dh06lAULFvD++++zfv16WrduzciRI/n999+NfZKSknB2ds51nrOzM0lJSWURvhBCCCHuI5VizVeNGjW4efMmiqJw48YNfvrpp3z7rVu3jk2bNvH7778zcuRIALp168bly5d54403GDFiBFqtFkdHRxISEnKdm5CQgKOjY5l/FyGEEEJUbpUi+VIUpUj9VqxYgaOjI8OGDcvV/tRTT/HYY4+xd+9eOnToQL169UhKSuLq1atUq1YNgBMnTvDEE08UeO20tDTS0tKMn/V6PbGxsbi7uxc5PiGEEEJYlsFgIDExEV9fXzSaspkgrBTJV1GdOHGChg0bYmWV+2s3adLEeLxDhw44Ojry0EMPMXXqVGbOnMk///zDkSNHWLJkSYHXnjFjBtOmTSvT+IUQQghhHmFhYcYBGFO7r5KvmJgYateunafdzc3NeDzbrFmzGD16NO7u7vj5+bF48WI8PDwKvPbkyZN57bXXjJ/j4+OpXr06YWFhedaPldY7vzzMP1bX6J7hw/TRK0x6bSGEEOJ+lpCQgL+/P05OTmV2j/sq+YJ7T1HeeczT05N169YV+bo2NjbY2NjkaXd2djZ58mVjZ4XWSouNlZXJry2EEEKIoi9pKolK8bRjUbm7u+ca3coWGxsL5IyACSGEEEKUlfsq+WrcuDGnTp0iMzMzV/vx48cBCAoKskRYQgghhLiP3FfJ15AhQ0hKSmLZsmW52hcsWICvry9t27a1UGRCCCGEuF9UmjVf69ev59atWyQmJgIQEhLC0qVLAejfvz/29vb069ePXr16MX78eBISEqhbty5//PEHGzZsYOHChWi1Wkt+BSGEEELcBypN8jV+/HguX75s/LxkyRJjaYhLly5Rs2ZNAJYvX84777zDlClTiI2NJSAggD/++INHH33UEmELIYQQ4j5TaZKv0NDQIvVzdHTk22+/5dtvvy3bgIQQQggh8nFfrfkyh+DgYAIDA2ndurWlQxFCCCFEOSTJl4lNnDiRkJAQ9u/fb+lQhBBCCFEOSfIlhBBCCGFGknwJIYQQQpiRJF9CCCGEEGYkyZcQQgghhBlJ8iWEEEIIYUaSfAkhhBBCmJEkX0IIIYQQZiTJl4lJkVUhhBBC3IskXyYmRVaFEEIIcS+SfAkhhBBCmJEkX0IIIYQQZiTJlxBCCCGEGUnyJYQQQghhRpJ8CSGEEEKYkSRfQgghhBBmJMmXEEIIIYQZSfIlhBBCCGFGknwJIYQQQpiRJF8mJtsLCSGEEOJeJPkyMdleSAghhBD3IsmXEEIIIYQZSfIlhBBCCGFGknwJIYQQQpiRlaUDEPeHqIRUohLTCjzu5WSDl7OtGSMSQgghLEOSL2EWv+29wrf/nCvw+Ms96vFqr/pmjEgIIYSwDEm+hFmMaludXoFVSc3I4pEfdgOw9Pn22Oq0gDryJYQQQtwPJPkSZuHlbIuXsy3J6ZnGNjcHa2p7OlowKiGEEML8ZMG9hSSlZbJgVygGg8HSoZjVsoNXje97frWVxfuvWDAaIYQQwvwk+bIAvd7Ac78e4P2/TvL2iuNk6e+PBOx6fArv/3XS+FlvgLeXn+B6fIoFoxJCCCHMS6YdLUCjURjYxJfdF2L4Y18YCSmZfD2iGdZWlTgXTowg6sxpGnIJlNyHos844NOwATh5WyY2IYQQwowk+TKx4OBggoODycrKume/R9tUx9lOx8uLDrP2+HUSUjP48YmW2FtX0v8kB+bTdOsnrM1vXf064NZb0G2yuaMSQgghzK4SD7VYRnH2duzf2If/G90aO52W7edu8PhPe4lPzjBDlBbQ6ikYt5XjNZ8yNukNCifrPgfjtqrHhRBCiPuAJF8W9kB9TxY+0xZnWysOXYnjhT8OWTqksuHkDQ6eBF1eYGzSKAYCL/wEDp4y5SiEEOK+IclXOdCyhit/Pt+eel6OvN2/oaXDKTuxF1AM+lxNiiELYi9aKCAhhBDC/CrpAqOKJ8DbmQ2vPIBWk7MaPS0zCxsrrQWjMp2ohFRi071ogAaFnARMj4az6Z64JaTK9kJCCCHuCzLyVY7cmXjtuxRLl8/+4/CVmxaMyHRWbj/E6z9vZnbGg7nat2U14vWfN7NyeyWdbhVCCCHuIslXOfX9lvNEJKQy6qe97Dh3466jSr7nlGejtP+w1uYdJuhW52rvqj3OWpt3GKX9x0KRCSGEEOYlyVc5NXtUCzrX8yA5PYuxP+9nw4nrlg6pVBw6Pqs+1ThuK0nYAZBpUH/7XQx6WT0uhBBC3Ack+SqnHGys+Gl0K/oFeZOepWfCb4f4c3+YpcMqOSdv8G0Gvs3Iuv3bbptdD/XQhdXg4GXB4IQQQgjzkeSrHLOx0vL9Yy0Y0cofvQHeXHaMudsq5pOB0cnRhMSEEBITwhlrLSHWOo7U7sIBnRPRWWFEn1xq6RCFEEIIs5CnHcs5rUbhk4cbU8Vex4/bLnLoyk0cqHh7QS45u4TZR2erH/yqAFUgZQ7zq7kC8Nz+r3mh8XBLhSeEEEKYjYx8VQCKojC5f0O+fbQZ3zzajIq44H5Y/WEsHrCYBX1ziqx+3uhdasaMY+HVaEZcOw1X9lgwQiGEEMI8JPmqQB5q5per7ldaRhZ6fcUYBfO09yTQPZAAtwBjW22HGjSu1ZWQlHZ4ZulhxzcWi08IIYQwF0m+KrCEtEw+WBOCwVAxErD8dKjjzpysAehR4Ox6iDpl6ZCEEEKIMiXJVwX3865Qvvj7jKXDKJGY9Fja1XbnksGHjVmt1Mad31k2KCGEEKKMSfJlYsHBwQQGBtK6desyv5ejjfq8RPCWCwRvOV/m9zOFvy78ZXz/3JG32HZ9LfWrOvJD5kC18fifEFeBS2oIIYQQhZDky8QmTpxISEgI+/fvL/N72em0TO6nrqH6fOMZft55qczvWRoRtyKYsXeG8bMBA9N2T6NpTThqqMtFx+agz4Q9sywXpBBCCFHGJPmq4J7rUoeXetQDYOrqEP48UH5Hja4kXEF/x6baAHqDnpreqQDM0T+kNh5cAMmx5g5PCCGEMAtJviwpK9Mkl3m1Zz2e7lQLrUbBxqr8/iet7lwdzV2/5RQUetULRFFgUWw9MjyDIOMW7P/JQlEKIYQQZav8/k1d2V09CDNbwIllUMqnFRVF4d0HG7JqYkceauZnogBNz9vBm8ltJ+dqs9Za4+noSENvZ0DhWI0x6oG9P0B6stljFEIIIcqaJF+WsvMbiLsMS8fCvD5qMlYKiqIQ5Odi/BwRn8q+S+Vv6m5QnUHG945aB9Ky0gg+Ekz7Ou4ALE9rCVVqQHIMHF5oqTCFEEKIMiPJl6UM+RG6vg06ewjbCz91h+XjIP5aqS99PT6FYT/uYsz8fRy8fNMEwZaNUf5DAXXroZo+8QDsvBgPHV5UO+yeabKpWSGEEKK8kOTLUqztoeskePEgNH1MbTu2GGa2hN2le9rPzcGamu4OJKdnMWb+Pk5cizdBwKWTvbH26djTxjZnK0faerdFb9CzIWIWGsVAaEwy12sPBXsPiLsCJ1dYMGohhBDC9CT5sjRnXxgyG57dAtXbQ2YKWDuU6pI2Vlp+fKIlrWu6kpiayZPz9nE+KtFEAZfMkrNLGLFmBKM3jDa2fX5+Nnsj9gJw7MYRate4DMDuKynQ9nm1085vS70mTgghhChPJPkqL/xawFPr4bEl0PzxnPbzmyF0Z7EvZ29txf+NaU1jPxdib6Uz6qe9XImx3AL27I21Fw9YjL1eLTfxdv2XWDxgMYPrDgbgluMKUDLZdSEGWj8NOgeIPA7n/7FY3EIIIYSpSfJVnigK1O8NmtubZ2ekwF8vw8/9YfHjEHuxWJdzttXxy9g21K/qSGRCGqP+bw/X41PKIPDCZW+sHegeiPb2QFYN+2oEugfyVpu38LDzICkrEp3rTnZfiAF7N2g5Ru2442uLxCyEEEKUBUm+yrOsdDUZUzRwajUEt4W/30VjyCryJVwdrFn4dFtquttjY6VFQSnDgEvGQefAyy1eBsDG41/CE6MIi02G9hNAYwWXd8DVAxaOUgghhDANSb7KM1sXGPA1PL8T6nRXk7FdM/FKPne7Q9HWQnk52/Lbs+1YPK4d3i62ZRdvKQyqM4hG7o1QtGlYe/7Nrgs3wKUaNB6udpDRLyGEEJWEJF8VQdVAeHy5uh7Mo75x5EuXVfQpRL8qdrg72hg/bzkdRVJa+SnjoFE0TGozCQBdlQP8fe523bOO6ogYp9dC9FkLRSeEEEKYjiRfFUX2erDxu4i38QYgQ2ufczwro8iXWnrwKmMX7OeVRYfJ0pefJwmbezWntUd3FMXAgaQF6PV68AqABv0BA+z61tIhCiGEEKUmyVdFo9VxS+eeuy3hOnzbFPb8UKSipLU9HdBpNWw+FcVnG08X2t+cpnR8A4Neh97mAr+dWKM2dnxF/Xl0EZzbBOFH8r4SIywRrhBCCFFsknxVBvt/goRrsGESzOkCl3fds3uL6q58/kgTAH7cepGlB6+aI8oiqVmlGp76PgD8eOI70rLSoHpbcK4G+kz47RH1O979OjDfwpELIYQQRSPJV2XQ7W11Yb6dK0SegPn9YPlzkBhZ4CkPNfPjxe51AXh7+XEOhJaffSAf9H8MfYYz8RmR/HLyF7Wx+7vqT90dU61jN8C4reqr1VPmD1QIIYQoAUm+TCw4OJjAwEBat25tvptqtNBqLLxwEFqMBhQ4tgi+bwX75hZ42qs969MvyJv0LD3P/XpQLe9QDjxQz4+0qH4AzD0+l6jkKGgyArwCIeOOGL2bgG8z9eXkbZFYhRBCiOKS5MvEJk6cSEhICPv3779nv6T0JBaGLCQl04RFTx3cYdB38Ow/4Nsc0hLgZmiB3TUahS+HN6WRrzMxt9JZfSzcdLGUQlN/F6xSWpCVXJ2UzBS+PfQtaDQ5Tz5mSygf8QohhBDFIcmXhfx++nc+3f8pfZf15ecTP5OcYcJRJ7+W8Mw/8FAwdH0rpz3mQp6F6fbWVsx9shUzhjZmQte6pouhFGystLSq4U5q5EAA/rrwF8ejj0PQw2BbJadjcBs49ItlghRCCCFKSJIvC6nmWA0/Rz9iU2P58uCX9Fvej3kn5pkuCdNo1T0ibZzUz3o9rJwAM1vB7lm5nor0rWLHyDbVjZ/15aD8RPs67uhT/fGkAwCf7v8UQ2IkpMbndDLoYfUrEH/NMkEKIYQQJSDJl4X0r92f1UNW80GHD/B38ic2NZavD35Nn2V9mH+iDJ7cS7kJ+gxIT4SNk+HHznBlb55u8ckZjJ6/jyUHwkwfQzG0r6OW04i52hM7KzuORh9l3ZnF5Knqb8gq9p6XQgghhCVJ8mVBOo2OIfWG8Nfgv/io40dUd6pOXFocZ2+WQSV3B3d4ejMM/A7s3CAqBOb1gTWv5RpNWnroKtvP3eCdFScs+gRkYz8XHKy1xCfaM6jG4wB8fXkNydmbjmdTtOBW2wIRCiGEECUjyVc5YKWx4qG6D7Fq8Cqmd5rOc02eMx67FH+J2Udnk5ieWPobaTTQcjS8eFCdksQAB/5P3bD7xnkAnupQs1w8AanTamhTyw0Aj6xe+Dr4Eplyg5+bD8zppGhh4Dfg4meRGIUQQoiSkOSrHLHSWDGwzkBqutQ0ts05NodZR2bRZ2kfZh2ZRUJ6QulvZO+mLsYfvVodNXLwBFf1ntlPQAb5qU9APrPggMX2gMyeetx/KYlnGj8DwP/FHWebnQ0h1jpCRi4gpEYrQmJCiE6OtkiMQgghRHFJ8lXOdfHvQh2XOiRmJDL76Gz6LO3DOU184ScWRa0HYPwuePQ30FqpbRmp2J9czNwnWuDlZMOZyERe/sMye0C2r+0BwL5LsUQkqQVj0/UZTPSuygg/H0bsfpsRa0YwYs0IlpxdYvb4hBBCiJKQ5Kuc61uzL8sfWs7nXT6nbpW6JGUkcVGjjn5d0iSV/gY6O6iS86QjO76CVRPwWTqYXwY4YWOl4Z/TUXy16Uzp71VMgb7OONtakZiWSXPrVnwSND7XcQWF52oNZnHbDxnm28Xs8QkhhBAlIclXBaBRNPSt2Zdlg5bxVdevcDToANDf/eSfKThWBWtHuLqPgFX9Wd1oC7VctAxo4mv6exVCq1FoW1uderQ5sIyW694FQ853NmBg7sUVuC0Zi+fJv8wenxBCCFESknxVIBpFQ68aveiQVRWAGnoH47E91/fw0/GfSl8nrPXTMHEvNOgP+kzqn/mRfxzepmHq0dJdt4Ta306+fsnszpUh34Oi5DquVxTChgTL3o5CCCEqDEm+KiAFNQGxuv2fz2Aw8M3Bb/j20Lf0W96PBScXlG7bIpdq8OjvMPxXcPRGE3sBFgyAPT9wIDTWrE9AZi+6/ydMwbd6NzTkTr40igb/Wt1kb0chhBAVhiRflYABA6MajjIWa/3iwBf0X96f3079RlpWWskuqigQOAhe2AetngadAzs0LXls7l6eWXCAxNQM036JAjSo6oSrvY4U/U32XrnMqHrDjMc0aHi28bPEpsbK045CCCEqDEm+KgGNomFgnYGsGryKDzp8gK+DLzdSbvDJvk94cPmDbLq8qeQXt3WBAV/By0eo26AxVex1nIlMZMWcD8iKu2q6L1EAjUahfR13dFX2MvXgs/x67k/jMT16fjz2ozztKIQQokKR5KsSya6Yv2bIGt5r9x5e9l5EJkdiMJhgYb6jF94utsx9shUdrc7wZOx3ZM5sC4d/y7UIviy0r+1ORlxb6ma8y/xuwcb2X3v9H4sHLGbxgMUMqz/sHlcQQgghyg8rSwcgTE+n1TG8wXAeqvsQG0M30rNGT+Ox1RdWA9C/Vn+0d2/VUwRN/avwRK/WHP6nLs05D6smwKm/YOC3Zbbuqn0ddwyZzoSEaqjplLOVUEO3BtjYupTJPYUQQoiyIiNflZiN1oZBdQahUdT/zMkZyXxx4Ave3vE2g1cNZkPoBvQGfbGv2+eBTvza8Ac+yXiUdKzg7AZ1i6JjS8pkFKyOpyOeTjakZeo5ec0EFf6FEEIIC5LkqwIzFLPOl0bR8ETgE7jYuBCaEMobW9/g0TWPsv3q9mJNTSqKwrQhzVjn8igPpk0nyrEhpMbB8mfgrxeL+S2Kdr/skhMHL980+fWFEEIIc5LkqwJSCu+SL1srW55p/Awbhm5gQtMJOOgcOBV7ign/TGDMhjGcjj1d5Gs52er4bmRzhvfrhcfL26Dbu6DRqVsWlYHskhOHJPkSQghRwUnydR9ytHZkfLPxrB+6njGNxmCjteFQ1KFiX6eZfxWefaA2Gp01dHkDXtgPje9Y+H71ANyKMUnM2SNfJ66baF9LIYQQwkIk+bqPudq68nqr11k7ZC1T208lwC3AeGzFuRVcjLtY5Gslp2fyzaEM0rJuryFLjoU/RsKstnBqTb7nKMUYwqvhbo+viy2ZWebf4FsIIYQwJUm+BFUdqvJw/YeNn8MSw/hg9wcM+WsI7+54l2tJ1+55vsFgYPS8fXyz+Ryfrr+9AXdyDNi7w61oWDwKlj2rJmQlpCgK7W5PPQohhBAVmSRfJhYcHExgYCCtW7e2dCil8kC1B9Ab9Ky6sIoBKwYwfe90bqTcyLevoiiM71oHgHk7L/Hv6UjwqAfPbYVOr4GigeN/wqz2cHZjieKJSkilupt9rraQ8AROXIvnxLV4ohJSS3RdIYQQwtwk+TKxiRMnEhISwv79+y0dSon5O/nzbfdv+b3/77TzaUemPpM/Tv9B/+X9+ebgNySmJ+Y5p3tAVcZ0qAnA/5YcU5MhKxvo+T48vQnc60FSBPw+vEQPDPy29wrfbD6Xq+3RubsZMHMHA2bu4Le9V0pwVSGEEML8JPkSBWrs2Zi5vefyU++faOLRhJTMFBadWUSmPjPf/m/1C6ChjzOxt9J57c+j6PW312dVawXPb4f2L1DSZzVHta3Omhc74eFobWz7+am2rHmxE2te7MSottVLdF0hhBDC3CT5EoVq69OWhf0XMrP7TP7X6n+42roaj/1z5R8y9Oom27Y6LTNHNsdOp2XH+RvM2X7Hgn2dHfT5GMZuzF2dLDUesgrfpNvL2ZYgPxda13QztrnZ6wjycyHIzwUvZ9vSfk0hhBDCLCT5EkWiKApd/bvySP1HjG27w3fzypZXGLxyMBsuqdXy63o5MnVQIADzd14iOf2uUbLqbXPeG4Dl42BeH4gt+pOV2R6atYPF+2W6UQghRMUiyZcosaSMJNxs3biSeIU3tqnV8neF72J4K38m9Q1g9QudsLcuePtQbXIkXNkN1w7CD53h6KJ7bk90PT6FDScjjJ8NBnh7+Qmux6eY9HsJIYQQZUmSL1FivWr0Yv3Q9UxsNtFYLf+5Tc/x7KZneSAotdCpwCyHqvD8TqjREdKTYMVzsOwZdSoyH5du3MqTm2UZDITeSDbVVxJCCCHKnCRfolTsdfY83/R51g1dx+MNH8dKY8Xe63uZtH0SWfosANYfv85fR8Pzv0AVfxi9Grq/C4oWTiyFHzrBlb15utbycMhTmFWrKNT0sM/TVwghhCivJPkSJuFm68akNpNYM2QNA2sP5IXmL6DVaPn3dCTjf9vH5JU7uHTjVv4na7TwwBswdiNUqQFxV2DleMjKvV7Mx8WOF7rVNX5WFJg+NAgfF7uy/GpCCCGESRW8IEeIEvBz9GN65+nGz13qe1G37kkitEt5Yvk+Vj3+bsEn+7eG53fA+knQaixoc357RiWkEpWYRh0vB7hdcP+ToU2o6+PCiWvxeDnZyBOPQgghKgRJvkSZ0moU6la/TuT1DOJtNtJ76c577+lo6wxDZuduO/Qr+88kMPFoTRw1N1EaqM2Tlh0jzXABgJd71OPVXvXL5ksIIYQQJiTJlyhzs3t9x1c7V/B/IcGk20SBRp3t3h1zkDb63mg12oJPvnEO1v2PBzNT6dBkOCGNnuP5I+qhX8a2xcG+CgBeTjZl+yWEEEIIE5E1X6LMKYrC652GMtTza1LCH0G5/cji/CuLmbFvxr1Pdq0JHV4CRYPr2T9pvGWs8VCAj5MUWRVCCFHhSPIlzObdAY2oY9sN+9vbDtlr7Rhab6jxuCG/Gl9aHXR/B0avAWc/NPF3FFU16Ms6ZCGEEMLkJPkSZmOr0/LdyObG3R0/DXqHQPdA4/HP9n/G5O2TCU/KpyxFzY4wficZdXoZm3R/TQC9JGBCCCEqFkm+hFk18HYyJl82mpxNsmNTY1l8ZjFrLq5hwIoBfHngS+LT7iq2audKWp8vjR/1Xo2M68eEEEKIikL+5hIWE5+SyYJdoYBaJ+zX/r/SxrsNGfoMfj75M/2X92fByQWkZaXlnHTHo5JZ7SbmtKclmilqIYQQonQk+RIW8+Wms7z/10l2nr8BQCP3RvzU+ydm9ZhF3Sp1SUhP4IsDXzBwxUCORR/LewHl9m/f9GSY1xdWTYQM2edRCCFE+SbJl7CYFv6uALyz4jipGepWRIqi0LlaZ5YOXMqHHT/Ey96L+LR4fB19C77QpW0QFQKHF8L/9YLYS+YIXwghhCgRSb6ExfQJ8sbLyYbQmGRmbTmf65hWo2Vw3cGsGbKGH3r9gIedR8EXatAXnlgB9h4QcRx+7AKn15Vx9EIIIUTJSPIlLMZOp2HqoEYAzN56gfNReddt2VnZ0dyrufHzoRuHje+nH/iEqOQo9UPtrvDcNqjWBtLiYdFI2Dwtz/6QQgghhKVJ8iUsql+QNz0CvMjIMvD28hPo9fnU+rqDj72P8f26y+sZsGIAwUeCSc5IBhc/GLMW2o5XO+z4Cja9V5bhCyGEEMUmyZewKEVRmPZQI+x0WvaFxrLq6LV79vex9za+b+weREpmCj8c/YEHVzzIsrPLyNJood8n8Mh8qFID2k+8x9WEEEII85PkS1hcNVd73ujTgOe71KFvI5/CT7htVpfv+bLLl1RzrMaNlBv8dPwnsgzqwn2ChsKLB8GlWs4Jl3dDflX0hRBCCDOSjbVFuTC2U61in6MoCr1r9qarf1cWnV6Ev5M/1lq1cGuGPoMriVeoU6WO2vnUGlg8CgIfgkHfg62zKcMXQgghikxGvkS5o9cbCI8rer0ua601TzZ6km7Vuxnblp9dztC/hjJ111Sik6MhOQY0OghZBXO7QWRIWYQuhBBCFEqSL1GuhMUmM3T2Lh6bu8dY+6skzsWdQ2/Qs+zcMh5c8SCzrZJJfnIlOPtBzHm1HtiZ9aYLXAghhCgiSb5EuVLFXsf1+BRCY5L5/t/zhZ9QgHfbvcuv/X6liWcTUjJTmHVkFgP3vc+KPpPJqtUZ0pPgj5Gw4xtZByaEEMKsJPkS5YqTrY5pt2t//bjtAmcjS75nYzOvZizst5DPH/gcP0c/olKimHLgM6bXaw2txgIG2Pw+hO4wUfRCCCFE4WTBvSh3+jTypmfDqmw+Fck7K46zeFx7NBolb8cijFgpikLfWn3pXr07f5z+g7nH5/JIg+HgFgCeDSH+CtTqXOh1opOjiU6JLvC4p50nnvaehV5HCCGEkORLlDvZtb92XbjB/tCbLD4Qxsg21bOPluia1lprRjcazfAGw7GzslMb247j64Nfk77vU55v+jwumZlwKwq8GuY5f8nZJcw+OrvA649vOp4JzSaUKDYhhBD3F0m+RLnkV8WO13rV56O1p5ix7hQ9G1bF08mm1Nc1Jl5A5K1Ifgn5hUx9JqsvrGZ8qsLw6xfRPTIP6vfJdd6w+sPo6t+V1MxURm8YDcCCvguwtbIF1JEvIYQQoihkzZeJBQcHExgYSOvWrS0dSoU3pkNNgvycqenhQGJqhsmvX9WhKsE9gqlbpS7x6fF8oonjYU8ntq0YjWHnzFzTmp72ngS6BxLgFmBsC3ALINA9kED3QJlyFEIIUWSSfJnYxIkTCQkJYf/+/ZYOpcKz0mqYN7o1KyZ0pLanY5nco4NvB5YMXMJ77d7D1aYKl6x1TPT25Lnj33J1xdOQmV4m9xVCCHH/kmlHUa55OduW+T2sNFYMbzCcfrX6MffYHH49+QtHbWywObkC4iNg+K/g4F7mcRQoMUJ9FcTJW30JIYSoECT5EhVCakYW3/97nqz0KGObAdPW53KyduK1Vq8zrP5wzoYswTPia7i8E5Y/w6YHJtClWheT3q/IDsyHrZ8UfLzLW9BtsvniEUIIUSqSfIkKYfeFGL7fch5nbTzUL9t7+Tv749/uNajdH1aMY0+rUbz232tUc6zGC81fMPaLTI6klkvx96QstlZPQYN+kJkC8/qqbWM3QPbDAzLqJYQQFYqs+RIVQrcAL3oHViXLnNXovQJg3FZSHT3wtHXjatJV3tr+lvHw4JUPsXz/NxB+5N7TgqXl5A2+zcC7SU6bdxO1zbeZJF9CCFHBSPIlKoypgxphq9Oa96aKQlf/rqzx6MGo+IRcT0DqMTD15E9E/F93dWpQCCGEKAJJvkSF4VvFjqc71jR+jksxffmJgti3GUf3Og+CkrvIq0FRuDL4e3VqUAghhCgCSb5EhTK4eTXj+192XTbfjZ28qd51Sp76+gpQvXZ3cPLGUEZTotHJ0YTEhBASe5oQa536ij2ttsWEEJ1c8LZHQgghyh9ZcF+BmXH1U7lx5xaPq46G83q/TBxszPPb2Dszi4cTElnq7KQ2GAxMirmJd8xlcPBm6bml/HvlX95o/Qa1XWqb7L65tjby81F/bhxjPC5bGwkhRMUiyVcFpJRwf8PKZuHTbcyWeAEQe4E2qWk5yZeicFOrhT8eJeO5rfxw9AeikqPYE76HkQ1H8nzT53G2di71bY1bG6XGMXrzcwAs6PkjtrZVANnaSAghKhqZdhQVlo9L2RdgzcWtTp6mX1ycuFGzPToXf+b1mUfXal3JNGTya8ivDFg+gCVnl5ClzyrVbY1bG7nm1NhwtXGVrY2EEKKCkuRLWI5imt9+l27cMsl17ikxAm5Fg28LY1NgWhopGg1zPLwgKZIazjWY2f07fuj5A7VdanMz7SYf7P6AEWtGcPLGyVKH8Neltcb3g9c+yvJzy0t9TSGEEOYnyZeosPR6ePGPw3T74j8OXo4t25sdmA9zukD4IWPTxJvxACwJ20zYnpmgz4IlY+gYeZGlg5byVpu3cLJ24uzNs6W+fcStCGYc+Mr4WY+eabunEXGrDOuLCSGEKBOSfIkKS6MBO536W/jT9WfK7GlDQC0lMW4rNBme05SaRvvUDDIVhVnaW3DsTwhZCX+9gG7X94wKeIy1Q9bycaePaeTRyHjermu7SM5ILtbtryRcQY8+V5veoCcsMaxUX0sIIYT5SfIlKrRXetbH2krDvtBYtpyJKvyEksquMu/gldPmWouXY24AsDbsX85UbwEdX1GPbZ4KG9/B1dqFgXUGGk+5nHCZif9OZNDKQWy4tKHICaPXnfe9g7+Tfwm+jBBCCEuS5EtUaL5V7BjToSYAn204g15vxgIcrZ+hUXoGfTI0GDAw8/BM6DUNen+sHt8TDCufh6ycYrCxqbFUta9KZHIkb2x7g6f/frpI05KLTy/Ot/1i/EWTfBUhhBDmI8mXMDtTp0cTutbBydaK0xGJrDp6zcRXV2UXOr2alrO27LR/U0IcXekbG4EGha1Xt3Io8hB0eAGG/AgaKzi2GP4YCenqQwHNvZqz8qGVTGg2ARutDfsj9jN89XBm7J1BQnpCvvfeH7Gf3079lqttYKJ6vRl7Z5CelV4m31kIIUTZkORLVHhV7K15votaBuLLv8+Sllm60g75WXJ2CSPWjOC7q38b20b/M54Rnk68WtWLAHQAfHPoG3UqsemjMHIRWNlB6A64kTO6ZWtly/im4/lr8F/0qtGLLEMWv5/+neGrh5Ohz71lUnJGMu/seAcDBh5ITjG2909KwiUri9CE0JwCrEIIISoESb5EhaIo+ReYHduxFl5ONqRn6suk9MSw+sNYPGAx//PvD0B9gxWLByxm8QNfszg8kvevhWKjseZw1GG2Xd2mnlSvF4xeDcN/Ad/mea7p6+jLV12/Yk6vOdR2qc3D9R5Gp9Hl6vPlgS+5fus6ANvs7Yzt432qEq9VNxn/+eTP8tSjEEJUIFLhXlQKdtZa5o1pTR1PR+ystSa/vqe9J572nly3dQPAHoVA90BwD4RaveD0Gh6z9mF+6mW+OfQNnfw6odVowb917gtFHAetNXg2MDa1923P0kFLc83H7o/Yz0/Hf2JX+C4A3ms8gaAN7+W6lAGY2rADpxMu8dn+z/iq61cIIYQo/2TkS1QaQX4uZZJ4FardeACevnAQJ50j5+POs+7Surz9Yi/Br0NhXh+4ejDXIZ1Gh06rjnrpDXqm751uTLyaezZnSKaGwPSMXK9G6Rl85BiEVtGy6fImdl3bVbbfUwghhElI8iUqHb3ewMrD14hOTDPPDWt0hKqNcUlPZqxTAADBR4LJuOMpx+jkaEKSIwhx9SYkK4mQRQ8TErKMkJgQQmJCiE6ONvbVKBp8HXyNnw9HH2bYsW/Za2uTc8/eHwHQYO//MbKmOhU6Y58svhdCiIpAki9R6byx9BivLD7C9/+eM88NFQXaPQ/AqHP78LTz4FrSNZacXWLssuTsEkb8M44RujhG+PkwwtOJEfunMmLNCEasGZGr79awrWy7pq4be6rRU7gq1lzQaXnGpyqveXkQbqWFlk9BrS6QmcqEK6dxt3UnNCGUX0J+Mc93FkIIUWKSfIlKZ2gLPwB+33eFKzHFqyRfYkGPgL0HdglXed6zPQA/HvvRWMk+e8H+gr4LjKcsCI9gcXQii9tMY1j9YQDEpcYxdfdUAJ4MfJLXajzI6iuXGRmfiAaFTQ72HLGxURO+B78ErTVO5//hdZ/uAMw5NofrSdfN852FEEKUiCRfotLpWNeDzvU8yMgy8OWmM+a5qc4WWo0FYMjFA/g7+RObGsuvIb8C6oL9QPdAAtwCjKcEVG1OYNJNAle9gmdCJADT903nRsoNarnU4sXmL8LGt3HJzOBtz/b82fcXnohPoN+t2wmlRz1i2j0HwIADi2jh2YyUzBQ+P/C5eb6zEEKIEpHkS1RKk/qqSc6qI+GcDI83z01bPw0aHbqwvbxYYwCgloG4mXoz//4jFoJ/O/CoD1X82XR5E+svrUejaPi448fYXtwG5zeDRge9P6KBaz3ejI0ju9hGQnoCD8du5zW/6kTeiuBtQxVZfC+EEBWAJF+iUgryc2FgU3XR+mcbzDT65eQNjYYA0Cf0MAFuASRlJPHT8Z/y72/tCI8vhceXEWPI5MPdHwLwdNDTNHZtABsnq/3ajQf3OnlO3399P3Fp8WyyhkHVfNhxdhXD/XsCsvheCCHKM5MnX3q9nuRkM62zEeIeXu9VHyuNwtaz0ey+EGOem94uO6E5uYKXA54EYNHpRQWvw7JxwmDjzEd7PuJm2k3q2bjzfNWOsH8uxJwHB0944I18T+1RoweLByymhVcLUjQavnFzYdflzTjrnHMvvk+MgPAjBb8SpUCrEEKYU6mLrKamprJo0SLWrl3Lzp07iYqKwmAwYGNjQ2BgIN27d2fUqFE0bdrUFPEKUWQ1PRwY2aY6x67Fm6/+l18L8G8LYXvpGHaMVlVbcSDyALOPzuaDjh/ke8q6S+vYfGUzVmiYfvEE1qFDIStTPdhjCtg6F3i7Bm4N+Lnvz6w+sYAv93/OZS2Qoe4R+ePRH3mw1oP4HPgZtn5ScMxd3oJuk0v4hYUQQhRXiZOvlJQUPvvsM7799lvi4+MJCAigR48eeHl5YWtrS2xsLBcvXmTu3Ll8+eWXdOjQgc8++4z27dubMn4h7umdBxtiY6UpcFuiMtH2eQjbi3JwPq88/geP/z2WVRdWMabRGLwdvHN1jUqO4uO9HwMwLugpAtL/gmu3C7C614Nmowq9naIoDGo8hq43o/n+SDCLnR2pYutGbNpNPj/wOV+1ehMa9IPMFJjXVz1p7AZ130lQp0uFEEKYTYmTr3r16uHg4MC7777LqFGjqFq1ar79DAYDW7ZsYf78+XTr1o3vv/+eZ555psQBC1EctjrTjHhFJaQSlZhmLNyapTdw4lrOQn4vJxu8nG3VDw0HgXM1SLhK04izdPfvzr9h/zLz8Ew+7vSx8RyDwcDUXVNJTE8k0D2QZ5pPBI82ML+f2iEpEqJPQ9VGRYrRueMrvH1iOUPCz5HYoBnj0hPYdHkTC71aYGtlS6BzLbC+vXektTXorAHw1GrxLOWvjxBCiKIrcfL1wQcfMHr0aLTae//lpigK3bt3p3v37kybNo0rV66U9JZClFhiagZztl2ktqcDQ5pXK/b5v+29wrf/nKOVcxj4QUp6FgNm7jAef7lHPV7tVV/9oLWCNs/A5qmwdzYvjpjPf1f/Y/OVzTx24zHjOasvrmb7te3oNDo+7vgxOsUKtkxXD9pWgdQ4WDAQRq+BqoGFB6nVwYNf0XB+Xzi+mpEPPM3CsE18eeBLMg23pzH9fNSfG8cYTxvfdDwTmk0o9q+JEEKIkilx8jV27Nhin1O7dm1q165d0lsKoRYXLYFlB68y89/zeDvb0i/Ip9gjYqPaVqdXYFWOHj3AJ7d3Alr6fHvjdbycbHKf0GI0/PcpRBynbnwUA/17surK3wTv+9TY5esDXwLwQp2h1LVyhFOrIXQ7WNnCmDWw6gW4fkRNwF7YD1Z33SM/NdpDs8fhyEImnNnLeld3YtLyPmwwr/ssHOzdAfC0k3EvIYQwJyk1Ie4Lj7apjl8VOyISUlmwK7TY53s52xLk54KHk7WxLdDXmSA/F4L8XHKmHLPZu0HTEer7PbOYkGmHzmDgYFxO2YvkrFSapqYx+u/PYd9c+Psd9UCHl8C7MTy5EnyaQqdX1OsVVa8PwM4Vp8gTvO6qPuhirbGmrkvOP3w+PfQ1WfosAt0D8bSX5EsIIczJZMnXypUrGTZsGG3atKFJkya5XvKko7A0W53WOC04678LxCdnFHKGCbRVy05wZh2+DQczokbfPF0eaDQK7bitYNBD3BVw8lWTLQA7V3h6E3R4sXj3dXCHntMAGHBwKS3cg0jXp+N3x2bdZ+LOMWrdKLZc2VKSbyaEEKIUTJJ8ff755wwdOpRt27ah0+lwd3fP9XJzK8a/2sV9w4zPHwIwpLkfDao6EZ+SweytF8r+hl4BULubmlidXMFDTfM+aBJ8cTkRWg3s/VFt6DkVrB1yOtw51ZiaUPR7N38CqrVBSU/inaQstIqWreE5a9T61eiFn6Mf7XzbFfNLCSGEKC2TJF+zZs1i7NixhIeHs3PnTrZs2ZLnJYSlaTUKb/RpAMCCXaHEJZuhAvztoqsc+pWEpMg8h/UGPWHbZkDGLajWGhoPy3uN7CKpq1/KaTuz7t5FUjUaGPAVKFrqn97ISO+OuQ6PD3qWPwf+id3tchNZ+iw+3fcpVxLkgRghhChrJkm+YmJieOyxxwp98lGI0iptua4eDb1o6ONMSkYWv+01Q6JRtxe41YG0eKqHHURz1x85DRr8T29UP/T9VE2a7nZgPszpAuf+zmlb9ozaNqeLejw/3o3VmmPAhFM7cLCyNx4avPZRNl3eZPz859k/WXhqIUNWDeHHoz/K1kRCCFGGTJJ8dezYkVOnTpniUkKUKUVRmNC1DiPb+NOnkRmKi2o0xgTI+9BvTG75as4hRcP7mY54Z2VB05FQrWX+12j1FIzbqr6eWAXOfmq7ez0Ys149XpBuk8HJh1sJYSRn5mz7pUfPtN3TiLiljpp19O1Ie5/2pOvT+f7I9zz818Psj9hfuu8uhBAiXyZJvr755huCg4P566+/SE+XfzGL8m1gU19mDG1CXS9H89yw2UiwcYaY8wzCydi8sv5TDA07AToH6PF+wec7eYNvM/VVp6tahsLBE2LOwfbPwe4eayptnKDvDK7orDDcdUhv0BOWGAZAdefq/NjrRz574DPcbd0JTQhl7MaxvLPjHWJTY0v6zYUQQuTDJMlX3bp16dmzJ0OGDMHe3h5nZ+dcLxcXF1PcRoiKycYJWqibbHMwZ4qw6s4f1DedXwNnn6Jfz602PPanmrRd+Bc2FrIvY+Bgqvu2RWPInX5p0ODv5G/8rCgK/Wr1468hfzGiwQgUFP668Bdv73i76LEJIYQoVKk31gZ48803+f7772nWrBkNGzbE2tq68JOEsLCT4fHM2XaRwc396NbAq9jnR8SnUtuziKNnbZ6FPbMgdAfUvJ3wJEVAlerQ/oVi3xu/FjD8F1j3OrR+9t59FQXvB79h8i/d+Ngt5x9CnvaeeNh55OnubO3Mu+3eZVCdQXy892NeafFK8eMTQghRIJMkXz///DOTJk1ixowZpricEGax6kg4q46EE5mQWuTk63REovF9z6+2MmNoY0a0rl74ia41oUF/OLM2d3uvD0Fnm+8pharXEybuB6si/GPHvQ6DPFvzcdZZAByz9EQmR7L07FIeDXg031OaeDZh0YOLcm1K/v3h70nXpzO+6Xjjk5JCCCGKxyTTjllZWfTq1csUlxLCbMZ0qImVRmHPxViOXY0rtP/1+BS2n4s2ftYb4O3lJ7gen1K0G95eeJ9LanzetuK4M/G6tA1Orcm/X/w1uJhT8uX5OPW+3x/6jvi0gmO4M/EKTwrn/47/H/NPzGfoqqHsDt9dutiFEOI+ZZLkq3fv3uzZs8cUlxLCbHyr2DGwqVr1fe72S4X2v3TjVp62LIOB0BvJ+fTOh1utvG1rXlUTo9K6ehAWPgxLx8LlfJKi2AtqsdfbhiQmUS89nfiMRL4//H2RbuHr6MvX3b6mqn1VriZdZdymcbyz4x3iUuNKH78QQtxHTJJ8vffeeyxcuJBvv/2W8+fPExsbm+clRHn0bGd1v8N1x68TFnvvJKqWh0OeNq2iUNPDPp/e+Yi9mLfNkJV/e3H5NIW6PSErDf54FKJO5z7uVgeUnD/uVsBbseqI159n/+TszbNFuk1X/66sGryKxwIeMy7If2jVQ6y9uBaD4e7nKYUQQuTHJMlX06ZNOX36NK+99hoNGjTA09Mzz0uI8ijQ15nO9TzI0huYt/Peo18+LnYE+jgbPyvA9KFB+LgUce3TXQmQehGt+vRiaWmt4OH/U6vkp8apo2AJ4TnHXfyg90e5TmlTux+9avRCb9Dz6b5Pi5w8OegcmNx2Mr/2/5W6VeoSmxrLtN3TiEmNKf33EEKI+4BJFtxPmTIl19oQISqSZzvXZvu5GyzeH8YrPerjYq8rsK+vqx3cXiJV3c2uaIvts2UnQGdmq58VLQz4Wm03BWt7GLkY5vWGmPPw2zB4ah3R+nSiU6JJ9W8GZ9Sup6112MZfZFC7aWwN28q+iH1suryJ3jV7F/l2TT2b8ueAP5l/cj4u1i65npw0GAzy/wQhhCiASZKvqVOnmuIy5crs2bOZO3cux48f55133qmU31GoOtfzoGsDT9rVdsdKW/SE4XJsCheik6hT1HITAE2G5yRf4/5TtwAyJQd3eHw5/F8viDwBi0axpElvZh+fm6vbaF9vIBb+fZGWVVtyMPIgXx74kgeqPYCtVdGfvtRpdYxrMi5X297re/nm4DdM7TCVBm4NiE6OJjoluoArgKedJ572ZTc6bun7CyHE3UySfFVGPj4+TJs2jV9++cXSoYgypigKPz/VpkTnbjwZwYSudUt24+IUVi0O1xowagnM7w9OPgyr9zBda/SEjBSY10ftU7UxRB6H9i/g1PJpxv49lvBb4cw/OZ/xTceX+NYGg4GvD37NyZiTjFgzgjGNxqBRNMy9K/m70/im45nQbEKJ71mYJWeXMPvobIvdXwgh7ibJVwEGDx4MwKpVqywbiChYOVjgvfFEKZKvsuTTVB1Zc6uDp0aDJ36QfgvSM9TjDYdC2CG4sAO6TeX1lq/zxrY3mHd8HoPrDMbHsWSJoaIozOw+kxn7ZrDp8ib+78T/4efox3vt3qNulbqM3jAagAV9FxhH2DztynbUaVj9YXT170pqZqpF7i+EEHcr8YL7oKAgVqxYUeT+169f56WXXuKTTz4p8jmJiYm8+eab9O7dG09PTxRFKXD6LykpiVdeeQVfX19sbW1p1qwZixYtKvK9hMjM0rPmWDgvLzpcpMXnigJHr8YTHlfEOl/m5lFP3dgbQK/PXYIi4EFAgav7IS6MPjX70LJqS1KzUvnq4Feluq2nvSdfdf2Kb7t9i5e9F9eSrvHhng9ZcnZJzu3dAgh0DyTQPbDMp/w87T0JdA8kwC3AIvcXQoi7lTj5Gj58OE8++STVq1dn8uTJbNy4kejoaONfWikpKZw4cYKffvqJgQMHUqNGDQ4ePMigQYOKfI+YmBjmzJlDWlqacSSqIEOHDmXBggW8//77rF+/ntatWzNy5Eh+//33kn5FcZ9JzsjirWXHWXUknP/OFrxGKFtz/yoA/H0yoowjK6WsTFj6FPz2SE6bY1Wo0UF9H7IKRVF4q81baBQNG0I3cCDiQKlv2716d1Y9tIoRDUYAsOZiAQVghRDiPlPi5GvKlCmcPXuWkSNH8tNPP9GvXz+8vb3R6XTY2dnh6OhI06ZNGTduHAkJCSxatIidO3cSGBhY5HvUqFGDmzdvsnXr1ntuXbRu3To2bdrErFmzeO655+jWrRtz586lV69evPHGG2RlZRn79ujRA1tb23xf7733Xkl/OUQl4Gyr49HW6r6Lc7cVXnurZ8OqAGw8GVmmcZWaRguOXsBdo3mBg9WfISsBdTTokXpqgvbJvk/I0mdRWo7Wjrzb7l1+6fcLw+sPz3VMf0fRVyGEuJ+Uas2Xj48Pn376KR999BF79uxhz549hIeHk5KSgoeHBwEBAXTt2pVq1aqV6PpFfVR9xYoVODo6MmzYsFztTz31FI899hh79+6lQwf1X/n//PNPiWIpTFpaGmlpacbPCQkJZXKf3Cy/5qmyeapTLebvCmXXhRhOXIsnyM+lwL49A734bOMZ9l6KIfZWOm4OBe+xmP3EXeod1eBP3zyLbUoUUMZP3CkK9P0E4q/CmXW3AzoLgYNg/ZvGqUeq+PNC8xdYH7qeMzfPsOzcMoY3GH7vaxdRc6/mNHBtwJ9n/wTgXNw5puycwjONn2FA7QFSlkIIcV8p8cjXsWPHSE1NBUCn09G5c2feeOMNvv76a3744Qc++ugjHn/88RInXsVx4sQJGjZsiJVV7lyySZMmxuPFlZmZSWpqKllZWbneF2TGjBm4uLgYX/7+/sW+Z5HJ31Nlxq+KHQOaqIvN5xQy+lXN1Z5AH2f0Bth86t6jX0vOLmHEmhGM3vycsW305ucYsWYEI9aMyLUeqkxotDBoZs7nZWNBZ5dr6hHA1daVic0mAjDz8Mx77vtYXH9d+Mv4/vF1j3Mx/iJv73ibF/59gchb5h09jEwu56OVQohKrcTJV/PmzTl27BgA3bt35/Tp04WcUXZiYmJwc3PL057dFhNT/MrbH330EXZ2dvz88898/PHH2NnZ8euvvxbYf/LkycTHxxtfYWFhxb6nKB+ytxxae/w6V2/ee8uhPo28AfWpx3sZVn8YiwcsZnGfn1l87br66vOz2jZgMcPqD7vn+Sahu6MSf+xFWDEeAh9SP9+eegQY0WAEdavUJS4tjllHZhGdHE1ITEiBr+jkwtfHRdyKYMbe3EsHFBR0Gh3brm5j8KrBLD+3vEy3KLoz+Ru8Ur2fEEJYQomnHW1sbEhPTwfgv//+M9M0W8HuNW1RkimNqVOnFquwqo2NDTY2NsW+z/1MKadDeEF+LnSs687O8zHM3xnKewPyrlPMjrxvkDdfbz7L9vM3SErLxNEm/z9Snva3pxXvLPfgFgDWefeLNAutNZzfBG2e5c6nHqnij5XGikltJvHs38+y+MxiMvWZxunC/BSlTtb6i+vRk3uNlwEDU9pPYcmZJRy7cYz3d73PxtCNTG0/tcSlLgoScSuC6XunGz/r0TNt9zQ6+HbA28HbpPcSQojClDj5ql27Nl9++SUREeq/+P/77z+uXr1aYP+hQ4eW9FaFcnd3z3d0K3tD7/xGxYS4l2c71yYtQ0/Huu737Fe/qiM13e0JjUnmvzNRDGjim3/HxAj1lXlHWYqIY2B1ezTKyVt9mcuAb8ArAPxaQo2OcHmHOvXY4QUA2vm0o2f1nmy+splzcedY9OAi0rLSil0nKzQ+lC8OfMHWq1vzHNMoGtr5tGNg7YH8GvIrMw/PZFf4LuYen8uU9lNM+nWvJFzBcNcaSb1BT1himCRfQgizK3Hy9d577/Hkk0+yatXtx9TfeqvAvoqi3HO9VGk1btyYP/74g8zMzFzrvo4fPw6oNcmEKI4u9T3p2sCrwOPZf40rikKfIG9+3HqRjScjC06+DsyHrXfVuJvX944bvgXdJpcu6OJoNDhn1K3RYDX5OrnCmHwBvN7qdbZd3cbhqMNcv3WdDr4djMcC3AKw19kXePmE9AR+OPoDf5z6g0xDJlaKFc29mrM/cr+xz7gm44yJz5igMXTx78LMwzN5ucXLJv2qAKlZqXnaNIoGf6cyXJsphBAFKHHyNWLECHr06MGZM2fo3LkzwcHBxSojYUpDhgxh7ty5LFu2jBEjRhjbFyxYgK+vL23btrVIXKLiunuqOiohlajENBJTMoxtIeEJ2Oq01PNS93bccjqKtMwsbKy0eS/Y6ilo0K/gG5pz1OtubnXUn9cOQNwVqKJuFl7NqRpjgsYw59gcvjjwBb/3L7xmXqY+k+XnlvP94e+5mXYTgAeqPcDrrV7H296btr/n/FkMS8y9LrKWSy2+6ppT4NVgMPDGtjdo7tWckQEj0SglXqLK6gur87RNaTdFRr2EEBZRqlITHh4eeHh4MHr0aPr27UutWrVMFZfR+vXruXXrFomJiQCEhISwdOlSAPr374+9vT39+vWjV69ejB8/noSEBOrWrcsff/zBhg0bWLhwIVptPn8ZCosxmGiplzl2F4pLTmfhnsuEXE9g3fEIWjnHgp967JEfcirGO9hoSUrLZNf5GLoF5DNiZu5pxTvda8pTnwl/5Yx2cXIldHzJ+PHpoKdZdX4V15Ku8fvpeydfe67v4dN9n3I+7jwAtV1q82brN+no1xGA5IzcDy9suLSBl5q/hK9j/qOF269tZ2PoRjaGbuTv0L/5oOMH1HCuUYwvrgpLDOPvy3/naW/g1qDY1xJCCFMo+T8l7zB//vwySbwAxo8fz7Bhwxg7diwAS5YsYdiwYQwbNoyoqChjv+XLl/PEE08wZcoU+vbty969e/njjz8YNWpUmcQlLMPcS/QX7Q/ji7/PcjYiidUvdKR9HXUNmFZRWPNiJ+Or3+2nHjcU8tSjRRyYD3O65J7mnNdXbfupB9R6ALJHlfbNyXWqvc6e11u9DsCCkwvyvfyVhCu89O9LPPv3s5yPO4+ztTOT20xm6aClxsTrbq2rtibLkMWvIQU/QdzJrxPvtH0HOys7DkUd4uG/HmbByQXFLv664OQC9AY97X3a52rPLyETQghzKHbylZqayvHjx0lOzvsI/s6dO00S1J1CQ0MxGAz5vmrWrGns5+joyLfffsv169dJS0vj6NGjPProoyaPpzDZ06+tW7c2+72F6Y1sUx0Hay3no5OITc7A2U6nHlDUpyKzX0NaqPXsNp2KJEtfzorftnoKxm0t+NVzKnSZpPaND1NHv+7Qt2ZfWni1yLNuKjE9kS8PfMlDqx5iS9gWtIqWxwIeY93QdTzW8DF0Gl2BIT0e+DgAy84tK7CWmEbR8GjAo6x4aAXtfNqRlpXGFwe+YPSG0VxOuFykrx6bGsvK8ytz3TPbptBNZVraQgghClKs5Gv37t34+/vTtWtXPD0982yS3a/fPda03CcmTpxISEgI+/fvL7yzKPdc7HSMaK2ugbrXlkNtarnhYqcj9lY6+0NjzRVe0Th5g2+zgl9O3mrylV1hf9VESLhuPD1738c7S4MsCFnAgBUD+Pnkz2TqM+no15Hlg5Yzue1kXGwK3hUgW1vvtjRwbUBKZgqLzyy+Z18/Rz/m9JrD1PZTcdQ5cjT6KK/+92qREqc/Tv9BWlYajdwb0dKrpbHdRmvD1aSrnI61XH1CIcT9q1jJ1+uvv86XX35JTEwMBw8eZPny5YwdOxa9Xq3fI/+KFJXR2E410WoUdpy/QcIdC+7vpNNq7tjrsRxOPRZGUaDTK+r79CRYMhoy042HG7o3pKlXU+PnWUdmEZsaS03nmgT3COaHnj9Qu0rtYtxO4amgpwD47dRvpGbmfRrx7v4P13+Y5YOW096nPe+2fbfQ+n3JGcn8cfoPAMYGjc3VP/vJzU2XNxU5ZiGEMJViJV8hISE8+eSTAAQEBLB161aioqJ45JFHjAVXhahsqrna82BjtehnaMytAvv1aaQmX3+fjKyY/xBpfEeVfY0V3JEQRdyK4GjU0VzdFRRm95zNA9UeuOdlsyvk3znKdDr2NP5O/njYeRCbGpur+vy9+Dj6MKf3HFpUbWFsW35uOWsvrs3za77i/Ari0+LxdfDF19E31/0D3AIAWHNxDVG3ohBCCHMqVvLl7OzMtWvXjJ/t7OxYuXIltra29O3b1zgCJkRlk73lUER8wSM0D9T3xE6n5VpcCieuWXbHhxJxqgo1O6vv6/cBW2fjofyKlBowcP3WdQpj3NfydoFWgNEbRjNq3ShupNwAKNFCeoCwhDBm7J3BW9vf4n9b/8fNVLW8RYY+w/iAQN0qdRm5dmSu+88+OhuA67eu8+OxH4t9XyGEKI1ilZro2bMn8+fP59133825gJUVv/32G+PGjeO///4zdXxClAuNq7nwQH1PqqTaUdAqIVudlq4NPFl/IoINJ6/TuFrha5/KncCHIHS7Wu2+48tqPY/kGKo7V0eDJtcWQUUtUjqs/jC6+nfN91hqZiov/PMCVxKvsCVsCz1r9CxWuN6O3oxtPJY5R+fw9+W/ORR1iGkdppGYnsj1W9dxs3VjctvJTEyfmOfcz/d/zoHIA8ZK/UIIYS7FGvn64YcfeO211/K0K4rC3LlzCQ0NNVVcQpQ7P49pXWhC1Tfo9kbbJyPNEZLpNRwEKHDtIESfhVUvwJyueKNjctucCvwaRcP77d8vUpFST3tPAt0D8321qNqCkQ1HAjDvxLxiT9fqNDrGNx3PwgcXUtulNjdSbjDxn4nGTbxHNRxFNadq+d57aD11y7Nd4buKdU8hhCitYiVf1tbW2NsXvKWIi4uLTD2KSkujKbzKWLcAL3RahfNRSZyPSjJDVCbmVBVqdlLfn1wBV3ap5SeWPsWgWg8au618aKUxeSmtxwIew1pjzfEbxzkYebBE12jk3ojFAxbzZOCTKCjEp8ejoDC47uACz+nq3xUrjRXn485zMa7gJ1mFEMLUTFJk9b///sPf3x83Nzfs7e1p1aoVzz33HHPmzOHQoUNkZOT/hJgQFZXBAPp86nk52+roUMcDqKBPPYI69QhwbiOM+A109nBpK/yXU1qmqn1Vk93O3c6dh+qq9/z55M8lvo6tlS1vtH6DAFd1MX1jj8Z42Re8P6eTtZOx8Ko89SiEMCeTJF8TJ07EysqKGTNm8Oabb+Lj48Pq1at5/vnnadWqFc7OzoVfRIgKIDvh0hsM7LkYk2+fPo2ypx4raPLVcJBa8f7aQXXz7Ye+V9v3BJfseokREH6k4FdiBKMbjUZBYevVrZy/eb7EoZ+8cZJTN0+hRcsnnXOSxfM3z3Mq5lSe/r1q9AIk+RJCmFep9nbMFhoayqJFixg4cGCu9oiICA4cOMChQ4dMcZsKITg4mODgYLKyiv/klij/7px6/PNAGB3qeuTp0yuwKu+sPM6xq/Fci0vBr4qdOUMsPaeqUKPjHQvvX4Jrh0qefB2YD1s/Kfh4l7eo0W0yPWv0ZNPlTfx88mc+6vRRiW4178Q8APrX7o+/s/owQHpWOpO2T+Ji3EXGNxvP2KCxWGnU//V1r96dD3Z/wJmbZ7iccLlEe0cKIURxmWTkKzAwMN9kw9vbmwEDBjBlyhRT3KZCkAr3Zc3cuzsWbP2JCBJS806pezrZ0KqGKwB/3x79ikpI5cS1+AJfUQn3LjJqdo0Gqz9DVqo/e06DGh1yjmcVYylB9vZGYzfktI3dkLO9USu12OqYRmMAWHtpLZG3iv/AwpWEK2y+slm9VtAYY3taVhrVnaqTachk5uGZjN4wmquJVwFwsXGhjU8bQEa/hBDmY5Lk63//+x8zZ840xaWEqBAURSEtU8/qo+H5Hr976vG3vVcYMHNHga/f9l4xW+xFcufU483LoLWCwT/kHNcWvG9jHtnbG3k3yWnzbpJ7eyOgiWcTWlZtSaY+k99O/VbskH8J+QW9QU8nv07Ud62fc3trJ77q+hXTO03HSefEsehjDFs9jLUX1wI5U4+bL28u9j2FEKIkTDLtOGLECPbu3cuAAQP49NNPadSokSkuK0S5lT3+9ueBq4xqm3eqqk8jbz5ae4p9l2KJSUpjVNvq9AqsSmpGFo/8sBuApc+3x1anBcDLycZcoReNo5dx6jH6wFyi/VuRqk8zHj59bjW2GjVmT7d6eHqZ5s/82KCxHIw8yJ9n/+TZJs/iZO1EdHI00SnRBZ7jaeeJRtEYN9AeGzQ2Tx9FURhYZyAtq7bkre1vcTjqMG9tf4td4buY2GwiGkXDyZiTXEu6hp+jn0m+ixBCFMQkydeff/7JrFmzSE9PZ/369fj6+tKqVatcL3d3d1PcSohyQVHASqNwNCyOs5GJ1K/qlOu4v5s9jXydORmewD+nohje2h8vZ1uS0zONfQJ9nbG3NskfwbLRaDCEbmfJ+eXMDl+V69Do/TlrssY7BzFhyB8muWUnv07UrVKX83HnWXJ2CWODxrLk7BJjRfr8jG86nixDFmlZaTT2aEyrqq0K7Ovr6Mu8PvOYe2wuPxz7gbDEMLzsvWhVtRX7Ivax+fJmRjcaXeD5QghhCib5P/+kSZMICAjgzTffJCEhgYMHD3LgwAHWrl1LZmYmiqLIAnRhEko5WvPVPcCLw2FxXL2ZnCf5AnX062R4AhtORjC8deGV4AsSlZBKVGJagce9nGzwci6DKu0NB8G6Nxh24zpdH/wMbJzUoqsAbZ+DQ7+CRwM8O75jsltqFA1jGo3h3Z3vsjBkIY83fNxYIT81M9W4RdCCvguMlekddY6MXKsWan0q6KlCN9y20lgxvtl42vq0xdvBGyuNFb1q9GJfxD42hm6U5EsIUeZMknxFRUXx448/0rt371ztaWlpHDly5L562lHcP6YPbUwVOx1W2vyXTvYN8uarTWfZce4GSWmZONqU7I/bb3uv8O0/5wo8/nKPerzaq36Bx0vs9tSjZ+h2PFNSIOgxSH9OPVb/Idj5I1zeB9eOgFdQ8a6dEA4e9fI91L9Wf747/B1RyVGsvbiWIfWG4GnvSXJGsrFPgFsA9jq14PPCkIUkpCdQw7kG3f27FzmEOzfn7lG9Bx/v/ZjjN45z4sYJgjyK+X2EEKIYTLLgvkWLFsTFxeVpt7GxoW3btowfP94UtxGiXPFwtCkw8QKo5+VILQ8H0rP0bDkdVeL7jGpbnTUvdmLp8+2NbUufb8+aFzux5sVOjGpbvcTXLlT2U48nV+Rur9oIut8e8Vr/lroovzBHfs95H9wGDv2SbzedVscTDZ8A1KKrekPBu2Zk6DP4JUS9zuhGo9FqtIXHkQ9FUdAo6n/LsRvH8u+Vf0t0HSGEKAqTJF9Tpkzhq6++IjMzs/DOQlQyWXoDx67G5WlXFMUkBVe9nG0J8nMh0DenWHGgrzNBfi4E+bmUzZRjtuynHsMPQVxY7mMdXoLq7SE9EVaOB/09lhbEX4P1b+Z8Nuhh9Stqez4eqf8IjjpHLsZfZNvVbQVedsOlDcYNtAfVGVSML5abh50HTwc9DUBKZgovb3mZj/Z8RGpmOSsBIoSoFEySfH3wwQdERETQuXNnNm/eLOu7xH0jPiWDjp/8y5BZu4hKzPsXdZ9G6jY8W05HkZpRAf9cZD/1CHB6de5jGi0Mng3WjnB5J+wuoAhryk3Y+LaacN3JkAWx+e+p6GjtyPAGwwGYf2J+vn0MBgPzT6rHHm/4ODba0j0xmn2/bIvPLObRNY9y9ubZUl1XCCHuZpLky87OjuTkZPbu3UufPn1wcnKiffv2vPjiiyxYsICTJ0+a4jZCWJzhru0cXex0+FaxJUtvYMWhvKM4TatVwdvZllvpWey6cMNMUZpY9tTjqTV5j7nVgj7T1ff/fghRd2zhk5UBe36A75rnFGu9k6IFt9oF3nZUw1HoNDoORR3iSNSRPMd3hu/k3M1z2FvZ50mcSsLbwZumnk0BGNlgJO627lyIv8C4v8fJCJgQwqRMknz9/fffREVFERoaytKlS3n99ddxdXVlyZIlPPXUUzRp0qTwi1QSwcHBBAYG0rp1a0uHIsxkeCv1ScY/D4RhuCs702gUet8e/dpwooLv9Xj9SP7HWzwJDfpD62fBtaaaoZ5aA8FtYcMkdeTLMwBaP5P7vO7vgkvBNbW87L0YUHsAkP+G29kjYo/UfwQXG5cSfLG8sguuXoi/wLJBy3ig2gNMajPJ+GSlEEKYgkmSr2zVq1dnyJAhfPjhh6xbt46IiAjCwsJYsWJF4SdXErK90P3nwSY+2Oo0XIi+xeGwuDzH+95e97X5VBSZWQUvHi+37px6zI+iwIiF0He6OvL184OweBTEXgAHTxjwNTy/E3p9kPu8O55eLEj2lkP/XvmXywk5i/pDYkLYF7EPK8WKJwKfKMm3ylfPGj0BOBB5AIDvu39Pv1r9jMf3XN/Dnut7THY/IcT9yaTJV378/PwYNKjkC2FF5VWeanaVhpOtjv6NfQBYciAsz/E2tdyoYq8j9lY6h67EmTk6E2k05N7HE6/D8nEwt5u6/ktrA51fhxcPQaux6vZEdzu8ELLu/ZBO7Sq16erfFQOGXFsO/RryK6BuoO3t4F3sr1MQP0c/Grk3Qm/Q82/Yv7lqht1IucGkbZMY9/c4Zh+dfc+nMIUQ4l7KPPkS4n6QPfW4+uj1XFXsAay0Gno2VKceN58q/obR5UL21OPd0hLhnw9gZks4tlhts/dQR7w6vQq2znnPAbBzVRO284VvZp29XdD6S+uNbVvCtgA5I2OmlD31uCk0d2wOOgdjIjjryCwmbJ7AzdSbJr+/EKLyk+RLCBNoW8uNGu72JKVlsvVM3n0I+9wx9VghOXpC9Q45n+PC4MA8dTH99i8hM1Wdmhy9GnR2kHBVfcKxII1vL5A/uKDQWzf3ak4zz2ak69ONbQYMPFDtAeq55l+otTSyk699EfuIS40ztttZ2TGtwzQ+6vgRtlpbdobvZNjqYfk+DHCn6ORoQmJCCnxFJxe8b6UQonIqxxvLCVFxKIrCtEGNcHOwprFf3sXfnet5YG+tJSK+Aj8151Q15/2stjnv3eqo67kCHlTXfw2eDQsGqkVUG/SHBv3yXqvZY7DvRzi3Ua127+x7z1uPCRrDK1teydX2VKOnSvFlClbduToBbgGcjj3NlrAtdPLrlGtj73qu9fiw44d8dfArrt+6zpgNY3it5Ws8EfhEvlsbFWVvygnNJpTJdxFClE+SfAlhIl0beBV4zFanpWsDT9Ydr6BPPMZfy1vlHqDrZOj0GlhZ57TV6gztJ8Lu7+GvF2HCHnDwyH2eRz21QOuV3XD4N+jyxj1v382/G242bsSmxRrbLidcppV3wZtol0avGr04HXuaTZc3cf3W9XsmT1mGLE7FnirweGF7U3raeZo2eCFEuSfTjkKUAb3ekKcte+oxW4UaBYu9kLdIKqhTjXcmXtm6vweeDeFWNKx+OW+BNIAWtzewPvwL6O+9eD0qOYqbabnXV32w5wMibpVNMpv91OPu67vpV7MfiwcsZkHfnCnSBX0XsHjAYhY9uIi3Wr/Fe+3eM4563V1uxNPek0D3QALcAoxtAW4BBLoHEugeiKe9JF9C3G8k+RLChGJvpTNp6TF6f7ONrLsSsG4BXmjumJXq+dVWFu+/UqL7mD1xc6uTd8H9vYqk6mxh6I+g0cHpNfDfJxBxLOd4xDG1QKu1I8RdgYtb7nn7KwlXMJD711Nv0BOWmPfpUlOo7VKbulXqkqnP5ETMiQKTp0YejRgVOMq4ybfeoOd/W//H0rNL8yRhQgiRTaYdhTAhBxstG0MiiEvOYMf5G3SpnzOqcSstkzvzMb0B3lp2nF0XYvBxscPZzgoXOx0udjqcbW//NH62YtnBq8Zze361lRlDGzOidRluqn0nFz/o9xms+5/6WdHCwG/uWSQVn6bQbbJa5X7rJ+or27y+ufseWgB1exR4qerO1dGgQU/OCJlG0eDv5F+CL1M0vWr04nzcef6+/DcD6wws0jmbLm/i78t/8/flvzkUeYh3271rTMyEECKbJF+i4iqHIws2VloGN/Pj512h/HkgLFfydenGrTz9DcCqI+HFvo/eAG8vP8ED9T3xcbErTchF1+yxnORr4l513VZhOr4CjYdBcmz+x2POw7Kn4fQ6SIpWn6rMh7eDN5PbTubjvR8DauL1fvv3TVrj6269avRi9tHZ7Lq2i6T0JDT5ldrI55yXW7zMzMMzWX1xNadiT/Fl1y+p7VLwNkpCiPuPTDsKYWLDWlUDYNPJSOKSc8oj1PJwyDXtCOrDgc90qsXYjrV4pGU1egVWpU0tNwK8nfB1scXRpuB/H2UZDITeKLxKfJko5OlEI40WqlQH32bqy8U/571vM2j8CPi2AH0GHP39npcaVCenWPPKh1YytN7QEgZfNHWr1KWmc03S9elsu7qtSOdoFA3PNH6Gn3r/hIedB+fjzvPomkdz1SgTQggZ+TKx4OBggoODycrKsnQowkIa+boQ6ONMyPUEVh0JZ3SHmgD4uNgxbVAj3lulbjSvUSjS1GFmlp5zUUn0/257rsE+raJQ06OCTGnps2DrZ7BrJjyzGaoG5hxrORrCD6mlKTq8pGakhahqX7XQPqWlKAq9avRi7vG5bL6yma7+XYt8bmvv1iwZuIRJ2yaxL2Ifb257k2cbP1t2wQohKhQZ+TIx2dvRfO5egF2eDL89+vXnXdsNPdyymvH95te6FGnNlpVWQ0MfZz4Y1ChX+/ShQeabciwtRaMmWBm3YMU4yMrIORb0MOgc1CnIyzstF2M+etfsDcD2q9tJyUwp1rkedh782OtHnm38LNYaa9r7tC+LEIUQFZAkX0KUgYea+WGt1XAyPIGT4fH59vF2sS3WNe9M3Jxsrcy32N4UFAUGfQ92bhBxHPb+kHPMxgkaP6y+z6/ifWIEhB/J+7Rk+BH1lVh2tdMauDagmmM1UrNS2RW+q9jnW2mseKnFS6wdupZGHjnJc0J6ginDFEJUMJJ8CVEGXB2seaJ9DV7uUQ9PRxuTXz8xNZNbaffelLrccaqqVsIHtfREwvWcYy3GqD9DVuVdnH9gPszpkvsJyXl91bY5XdTjZURRFHrVVLcb+vfKvyW+zt0PBjy08iEWnV4k5SiEuE9J8iVEGXlvQCCv9qqPl3PxRriK6lpc8abByoVmo8CvFaQnwd/v5rT7tYCqQZCVBseX5D6n1VMwbis8uTKn7cmVatu4rerxMtS7hjr1uDO8dFOif134y/g+OTOZj/d+zLTd08i4cwpWCHFfkOSrApN/NFtC+flFv3azAiZfGg08+CWgwImlcGm72q4oORXvDy7I/ZvbyVt9MrJqUE5b1aCcJyadyq7cBEAj90b4OPgUe81XtoT0BP46/xfT907Pc2zZuWU8/ffT3Ei5UdowhRAViCRfFZBC4U+DifIhPVPPhhMRfLP5rMmvfbUijnyBmjC1Gqsuso+/44GEJsPAyhaiTsK1gxYL727ZTz0WVeStSNZfWs/Hez7m4b8eptMfnXhn5zv5PiBiZ2XH4ajDjFw7kpCYEFOGLYQox6TUhLAY5e6iVxVIUSMPj0vh+YUH0SgworU/LnY6k8VQIUe+svV4Dzq/nrtCvp0rBD4ExxbDwZ+hWtlsml0SvWr04peQX4yfI5MjqeVSC4PBwKX4SxyKOsShyEMcijrEtaRrec73dfAl/FbuYroaRUNwj2A+2P0BoQmhPLn+SX7p9wuB7oF5zhdCVC6SfAlRhmp6ONCmlhv7LsWy/NA1nupY02TXrpBrvrLZuaqvu7UYrSZfJ5ZD3xnqk5DlQBPPJjjqHEnKSALUBfP1XesTmRxJXFpcrr4aRUMD1wa0rNqS5l7Nae7VHE97TxadXmSs0A/wTNAztPZuze8P/s6kbZPQo6eBawNzfi0hhIVI8iVEiRR91G54K3/2XYplyYEwxnSoYbIIrt20UHV7U7u0TX11fxdqdAD3ehBzDo4vLfPF9EUVlRxlTLxArTF35uYZAGy0NjTxbEILrxa08GpBU6+mOOgc8lxjUJ1BuZKv7de2M77ZeJysnZjZfSZpWWloNVoA0rPSSctKw8m6fCSfQgjTkjVfwuxMtWS9PBdZvVP/xt44WGsJjUnm4OU4k123Qo98ZbsZCr88BNs+h9AdtxfeP6keO5RPzS8LuZJwJd/2t9u+ze6Ru5nXZx4vNH+BDn4d8k287uZs7cyp2FP8duo3ALQarXEDboPBwMd7P+axtY9xKf6S6b6EEKLckORLVChF2Hmm3LG3tmJAE3UvxOWHr5rsulGJaaRn6k12PYtwrQktb49urf2fWvm+2WOg0UH4Ybh+7J6nm0t15+po7vrfpUbR0M2/Gzpt8dfxvdDsBQCCjwQTnpR7LdjNtJvsCt9FaEIoj619rMj7SgohKg5JvoQwg+Gt1er0G09EmuR6tjoNBgNcjzfD6FdZV5jv/q5a+T76FOz9ERw8IOBB9Vg5Gf3ydvBmctvJxs8aRcP77d/PUzy1qAbWGUgLrxakZKYwfe/0XMVW3Wzd+OPBP2jh1YKkjCRe+OcF5p2YJwVZhahEJPkSwgxaVHeltqcDdb0Kn5Iqiuw9Hc3yxGNZV5i3d4Ne09T32ZXvW96u+XVsCdHxVwiJCeH0zZxyHadvniUkJoSQmBCik6NLd/8iGlRnkPH9yodWMrTe0BJfS6NomNJ+ClYaK7Ze3crmK5tzHfew8+Cn3j/xSP1HMGDg64NfM2n7pBLXGhNClC+y4F4IM1AUhRUTOqLTKgRO2Vjq6/m62HLpxi3z1Ppq9RQ06FfwcVMUOW32uFpc9doB2PQeDJkDVWpA3GWW7J7B7MgdubqP3vyc8f34puOZ0GxC6WMohqr2VUt9jTpV6jA2aCxzjs1hxt4ZtPNpl2uBvU6rY0q7KQS4BvDJvk9Yf2k9samxzO01F6Uizr8LIYwk+TKx4OBggoODycrKsnQoopxxsdORnG6a/Rh9q5hx5MvJu8yryKuV77+AOd3U7YXaT4QWT8C/HzHs2jm6Dl4MGSkwr4/af+xG0Km/Bp52nmUbWxl6tvGzbLi0gSuJV5h5eCZvt3071/EbKTdo7NmYd9q9wzeHvqG7f3dOxZ4yHve088TTvuJ+fyHuV5J8mdjEiROZOHEiCQkJuLi4WDocUUn5VFH3i7xakQut3s23OXSZBJ4NwKcZOHrDlhl4hu3HM0sDbgGQfnsfRLcAsDbNFK4l2VrZ8l7793j272dZdHoRA2oPoIlnE+PxJWeXMPvobOPnGftm5DrfEqN+QojSk+RLCDM6GhZnfF+aBdTGka+4SlLrK1u3nEXtOPtA/T5wZh0c+gW6v2O5uMpQO592DKw9kNUXVzNt9zQWDViETqM+QTms/jC6+nclNTOV0RvUdXAL+i4gNjWWabun4WJ973/gRSdHE51S8Jo4GTkTwjIk+RLCjOp6ORrfn41Monn1fKq83yUqIZWoxDRSM3KmsrNLTFy6cYuohFS8nG1NH6ylpcRBoyFq8nX0D3jgf5aOqMz8r/X/2HZtG2dvnuW3kN8YEzQGAE97NTlKzshJsgPcAvjh6A/EpcXxyf5PSMpIYlyTcfmuA7t75OxuMnImhGVI8iUqlgq+0NjBJueP3OZTkUVKvn7be4Vv/zmXq23KqpMARCak8euey7zeu5JtS3N2I6ycALW7gpMvJIbDmfWWjqrMuNm68XrL15myawqzjs6iV81e+Dn6Fdj/lZavoCgK807M4/sj33P91nXeafeOccQsW0EjZ7ZWarJekdfLCVGRSfIlhIVsDonkjT4BhfYb1bY6vQJzP12XpTcwZNZO9AboHVj6J+/KHQdPSI6BE0uhyaNwbBEc/d3SUZWpwXUHs+rCKg5GHuTjPR8T3CO4wKcaNYqGV1u+iq+DL9P3TWfZuWVEJEfwZZcvc1XYL2jkLLuavhDCMqTOlxAWciYyidAbtwrt5+VsS5CfS65XU/8qxlpfaRW9yn1+/Frk7Ot47YD6M3RHwf3LsejkaLVOWexpY9vp2NN56pQpisKU9lPQaXRsv7advy//Xei1RwSM4Ntu32JnZcfOazt5asNTxKTElNl3EUKYhiRfQphBVEIqJ67FExKekKt9we5QTlyLJyohtdjX9HPNXnRfiZ54vFP399TK9zHn1c22K6glZ5cwYs0I47QfwOgNoxmxZgQj1oxgydklxvbaLrV5pvEzAHyy7xMS0hPyXO9uXf27Mq/PPNxs3bDR2hRpb0khhGXJtKOoUBQq5pqv/NZtAczfGcr8naG83KMer/aqX6xrVnO1Y9+lSlZu4k72btBzKqx+CeLDch9LCAePipGQZa+7Ksjd666ebvw06y+tJzQhlO8Ofce77d4t9B5BHkEs7L8QR52jcT2XEKL8kuRLCDO4e93WzVvp7Dh/g/Z13PFwtMHLyabY16xWpZKPfAE0f0Ld3/HaQdBYgf52kdrgNjDwW2jxZOHXSIy49/6TZVxENnvdVVHZaG2Y0n4KYzeO5c8zfzKg9gDquxaemPs7+ef6POvILGo616R/7f7FjlkIUbYk+RLCDLycbfOUg+hcv3RPmhmnHSvryBeole/7fwE/9cxJvAAMelj9CtTpAS4FPxUIqHtPbv2k4ONd3spdX6wcaO3dmofqPMSqC6uYtnsaC/oWb4Pxndd2GktMXL91nUcbPFoWYQohSkiSLyGKpeSFUU3Nr4r6xFqlHvkCdfH90B9h2TO52w1ZEHux8OQre2/KzJSczcHHbgArNXkt862TSuj1Vq+z9epWzsed5/fTxXvSs71ve54IfIJfQ37lm0PfEJaYM20bmRxJLZdapg5XCFEMsuBeCAsxGAz8vvcKY+bvIy45vdjn3znyVZpq+RVC9Q6g5PO/q70/3HtKEdTkyrcZeOds24N3E7XNt1m5Tb5cbV15o/UbAPx0/KdinatRNLzZ+k0mtZ6EgsKyc8uMxwavHMzyc8tNGqsQongk+RLCQhRF4Zfdofx3Jpp/TkUV+3wfF3UaMyUji5vJGaYOr3xx8YN+n+VtP70GZraC3cGQVfl+DQbWHkgb7zakZaUV+Ry9QU9YYhhbrmwhNSuVQPfA3MfRM233NCJuFZK0CiHKjEw7CmFBfRp5czoikQ0nI3i4ZbVinWur0+LpZEN0YhrXbqbg5mBdRlGWE80eg3W3txhqMQZajlY/XzsIG9+GwwvV9WE1O5r0ttn7I6Zm5pQDOR17OleV+LLaH1FRFN5r9x4P//Uw6Xp1dDR72tBgMBCZHMm5m+e4EHeBc3Hqz4vxF0nJvPdUdHaC5u1QPkf9hKjsJPkSwoL6Bnnz7T/n2HY2mltpmbm2HyoKvyp2avIVl0zjavfeZLlSOb5Y3Wj76c1w+FfYPBWiQuDn/tB4OPT+0GTTifntj3hnza6y3h+xpktN2vm0Y9u1bQAMWjmIao7ViEuLIykjKd9zrDXW1HKpRV3XulS1r8r8E/Mx3LVe0UqR//0LYSnyp08ICwrwdqKGuz2XY5LZejaa/o19inW+n6sdR8LiKm+tr4JkpMCOb6DvdHUErOFA+PdD9cnG43+q+0B2mwxtxoFWV+jl7qW4dbpMLeJWBDuu5a7ufzXpKqAmUDWca1DXtS51qtShXpV61KlSB38nf6w0Of9793Hw4eO9H+e6xjs73uHzLp/TyKNRmcYvhMhLki8hLEhRFPo08mbOtotsPBlR7OQru9bXfZd8Aez/CTq8AM6+akHWAV+rdcHunIo89Cs8+AXU7FTi2xS3TpepXUm4gp68W0h90OEDBtQegK4IyeWgOoOMydeCvgt4c9ubhCWF8cT6J/i9/+8EuBe+x6gQwnRkwb2JBQcHExgYSOvWrS0diqgg+jRSp8f+PRVFWmZWsc6t9FsMFcS/LWSlwfYvc7f7tVCnIgfNBHt3iD4FPz+olqm486nIhHDzxlsK1Z2ro7nrf9UaRUN73/ZFSrzuFuAWwCedPkGDhgx9BqPWjSLkRoipwhVCFIEkXyY2ceJEQkJC2L9/v6VDERVEc/8q+FWxo4m/CzFJxSs54VflPii0mp8H3lR/HlwAcVdyH9No1Mr3LxyAVk8DChxfArPa5fQJbgOHfjFbuKXh7eDN5LY5RWA1iob3279fqsXyrXxa8UWXLwBI16fzxPonOBp9tNSxCiGKRpIvISxMo1H4939d+O2ZdvjeTqaK6r4d+arRHhoNga5vqZtv58feDQZ8BeO2qHW9su5IbLMr5MdfM0u4pTWoziDj+5UPrWRovaGlvmavmr14u83bgJqAjd0wlv0R8o9GIcxBki8hygEbK22Jzsse+YpPySApLbOQ3pXMsJ/hgf+BjeO9+/k2h14f5W3PrpBfwVS1r1p4pyIa2XAkYxqNAdQE7LlNz7E7fLfJri+EyJ8kX0KUI1GJqUTEpxbe8TYnWx3OtupzM/fd1OOdCqvw71E3b4V8RQtutcsupgritZav0btGbwAy9Zno9XkX9wshTEuSLyHKie/+OUfb6f8wZ1vxRmP8XLP3eEwui7DKv7N/w9xuEHmPReN5KuQrMPCbwveFvA8oisKMzjNo5tkMAwam7ZnGjZQbgFpgNiQmpMBXdHK0haMXomKSUhNClBMB3k4YDLDxZATvDWiIoihFOq+aqx2nrifcvyNfh3+B8MPw3wwY8WvB/e6skF+1kbooXwBgrbVmZveZPL7+cS4nXGbiPxMZ02gM6y6u47+r/xV4XlkXmBWispLkS4hy4oH6ntjptFyLS+FkeAJBfkWrWJ+97uvq/bboPlvXt+HUGjj1F1w/Cj5NCz8n6hSkJRW+Xuw+UsW2CrN6zOLxdY8TEhPCpG2TMGBgTKMxdPPvZqzqv6DvglxbKwkhik+mHYUoJ2x1Wro2UP8y23Ci6JseV3O9T8tNZKsaCI0fUd9vmV60cwxZELa37GIqJ7KnDU/Hnja2nY49XeC0YXXn6nzX/Tt0is64HdHPJ39mX8Q+Y58AtwAC3QMJdA+0aPFZISoySb6EKEf6Bqm1mzacLHryZaz1db+OfAF0eUtdQH92A4QVsVzC5Z1lG1M5sOTsEkasGZFrL8rRG0YzYs0IRqwZwZKzS/Kc08yrGTMemJGrLfhIcJnHKsT9RKYdhShHugV4odMqnI9K4nxUEnW9Cp8W87vfR75AfZqx6Ug4shC2fAxPriz8nNDKn3yVdF/KPjX7cDXxKt8c+ibPMUNhT5YKIQolyZcQ5YizrY4OdTzYejaajScjqOtVt9Bzske+ohLTSMvMKnHNsAqvy5twbDFc3AJXD0C1Vvfuf+0gpCeDtb154rOA0uxLOTZoLFeTrrL07FKsFCsyDWoduSVnlzAmaEyRrhGdHE10SsFPRHra3Tu+0p4vRHklyZcQ5cwznWsxqKkvPRp6Fam/m4M1tjoNqRl6rselUtPDoYwjLKdca0D3d8CtDvi1vHdfJx9IvA5X90HtrmYJr6JRFIV32r7D9aTr7AzPGSX86uBXONs4F6nK/pKzS5h9dHaBxwt7WrK05wtRXknyJSqwyjn90ble8f4lrygKflXsuBB9i6s3U+7f5Aug06tF61e9PZxcrk49SvJVICuNFW+2fpOHVj1kbDNgYNruabT3aY+Po889z8+e9kzNTC3R05KlPV+I8kqSLyEqAT9Xey5E37p/C63mJ/0W6Owhv3pp2cnXfbDovrSyC67eSW/QM3X3VPrW7MuQekMKPDd72jM5I+f3ZYBbAPa6ok31lvZ8IcorSb6EKIdib6Wz9GAY4XGpTB3UqND+xice7+dF93faN1ctuvrQLPBtBokRkHnHr429q/rz6n64eVmdshT5qu5cHQ0a9OTedmhX+C72XN+Dnc6OvjX7Wig6ISomKTUhKixDJZ12BLiVlsn0daf5ZXcoMUlphfbPrvV13xZavVv8VUiOgS0fwf55MKcLzLsjQVj2jPozKx3++8QyMVYQ3g7eTG47OU97Z7/O6A16Jm+bzLar2ywQmRAVlyRfQpRD/m72BPk5ozfA5lORhfaXka+7dHwZrJ0g4ji4+MK4rXlftburfR3cLRtrBTCoziDj++7V1V+3EzdO0NW/K5mGTF777zX2RxSxvpoQQpKviq3yjvyUW2ascdS30e2Cq0Wodm+s9SUjXyp7N2g/UX2/ZzZ4N1anH+98NRygHg8/YpEQi6K4FerN4f127xPgFsDNtJvEJMfwgN8DpGWl8cI/L3As+pjZ4xGiIpLkq0Iq2obLomLrczv52nk+hsTUjHv2zR75iohPJUsvSTkA7SeAbRWIPg0nluU9XrOT+vPqfsgsfGrXEkpSob6s2VrZ8lXXr3CyduJ4zHG87L1o692W5MxkXt7yMimZ8g8AIQojC+6FBVXc3N8c6W9dL0dqezpwMfoWW85EM6ipb4F9qzrbYqVRyNQbiExIxfd2MnZfs3WBji/BPx+oi+8bDQGtLue4R31w8IRb0XDtENRob7lYC1DSCvVlzd/Jn086f8LEfyay9NxSprSfAopamNXOSn7vCVGYivu3n7jvWXKXE3PcWlEU49TjxkKmHrUaBZ8qau0jmXq8Q5vnwN4DYi/B5V25jykK1Oigvr+8w/yxFYGnvadxE+v8Xpas7v5AtQcY33Q8AJ/u+5TXW75OB98OFotHiIpEki9RoSj32ZRrn0be2Oo0WFsV/kdVFt3nw8YRHvoexu+E2l3yHq9xe+rxPtjnsSw83/R5Ovl1Ii0rjdf+e434tHgALsVf4pmNz+RbI0wIIcmXyQUHBxMYGEjr1q0tHYqoBJpUc+HQe734ekSzQvv6VVELT8rI110a9IOqBdRKq9lR/Rm2F7Luva7uflTYgv+YlBg+6fwJfo5+XE26yts73iZLn8W7O95lb8Rexm0aZ0zIhBA5JPkysYkTJxISEsL+/fLYtSg9RVGwty7a0szsJx6vyshXwWIvQcYdvz6eDcHODTKSIfyw5eIqp4qy4N/FxoWvu36NjdaGbVe3Mff4XD7p/Amedp6cu3mO8ZvHcyvjlgW/hRDljyy4F6KCCL1xi2qudlhp8/83U7UqlbTcRGJE3gr1Eccge2G3k7f6KsyWGbD9C+j1QU4ZCo1GXfd1eg2E7gD/NqaPvwIr6oL/hu4Nebfdu7y38z1mHZlFkEcQc3rNYczGMRy/cZz/bf2fmSIWomKQkS8hKoDH5u6h6xf/se9SbIF9jLW+blay/R0PzM9boX5eX7VtThf1eFG4+IE+E3Z8k7u0RHbJCdnnMY/iLPgfXHcww+oPw4CBSdsmYaez48eeP+Kgc+BQ1CELfgshyh8Z+RKiAsjePmjjyQg61PXIt4/fHSNfBoMBJb8NpSuiVk+p67YKUpRRL4CmI9XRr8RwOLEcmo1U22vcXvd1ZQ9kZYJW/rdYUm+1eYtTMac4EXOCV7e8yq/9fyW4RzDPbXqOtKzyWUtNCEuQkS9RwVSShKKY+gbdLjlxMhJ9AUVUs0tNpGboibmVbrbYypyTd97q9He+ipp8aXXQ5vaejntm5dQqqdpIrQmWngQRR00c/P3FWmvNV12/wtXGlVOxp5i+dzotq7bks86fWTo0IcoVSb6EqAA61PHA0caKiIRUjl6Ny7ePjZUWLycbQMpNFKjlU2Blq64Zu7JbbdNoofrt+lSh5bPeV0Xi4+jDpw98ikbRsPzccpadXUY733aWDkuIckWSL1Gx3J8DX9jqtHQL8AJgw8mCC67KHo+FsHeDpo+q7/fMymmvKfW+TKm9b3tebP4iAB/v/ZiQmJBcx/888yd7r++1RGhClAuSfAlRQfRpVBVQq90bCijvL4VWi6CtWpWdC/9B6u0aVNn1vq7sBn2WRcKqbMYGjaWbfzcy9BlM3j7Z2L7h0gY+3PMhr/73KpfiL1kwQiEsR5IvIYrBkltWd23ghbWVhtCYZM5GJuXbR0a+isArAB6ZB68eV9d6AXg3ARtnSEuAiOOWja+S0CgaPu70MdWdqhORnDNa28ijEU09m5KYnsgL/7xAXGqc5YIUwkIk+RKignC0seLNPg344fGW1HC3z7dPdq0vKbRaiKCHwc4157NGC9Vvr0uSkhMm42TtxNfdvsZKyXmCdPjq4fSu0RtfB1+uJF7h1f9eJUN2FxD3GUm+hKhAnulcm75B3tjqtPkel5GvErgVo/7MLjkhi+5NytnamSxDzlSuHj1fHviSqR2m4qBz4EDkAabtnlbgVLoQlZEkX0JUIsb9HStbodWyEHMB5naH/+sJev0dxVZ3qZ+FSVxJuILhrgl7PXrmHJvDpNaT0CgaVl1Yxf+d+D8LRSiE+Uk1QSEqmONX4/n3dBQP1PegeXXXXMeyR74SUjNJTM3AyVZniRArBseqEHNeXXR/7m+o2wOsHSE1DqJOgndjS0dYKVR3ro4GDXpyJ7QHIg9wNPoorau2Zl/EPjSK6ccCopOjiU6JLvC4p51nrir9QpiLJF9CVDAL91xm8YEwktIy8iRfjjZWVLHXEZecwbW4FAK8JfkqkI0jtBgNu76DvbOhQV/wbwsX/lFLTkjyZRLeDt5MbjuZj/d+DKgL8Z9r8hxHoo6w+/pu9kbsxVHniI3Whgx9BjqN6X7PLjm7hNlHZxd4fHzT8UxoNsFk9xOiqGTaUYgKpkNddwB2nI/J97iUmyiGNuNA0cLF/yAyJKfkxGVZ92VKg+oMMr5f+dBKJjSbwI+9fmRWj1nUcalDUkYSn+z7hCGrhrD24loib0Wa5L7D6g9j8YDFLOi7wNi2oO8CFg9YzOIBixlWf5hJ7iNEccnIlxAVTIc66t6Op64nEJOUhrujTa7jflXsOBmeIIvui6KKPzQcCCEr1dGvZo+r7dnrvjQm+PdpYoT6KoiTd9G3SKoEqtqr9eoURaFztc60923P8nPLCT4SzOWEy7y1/S3srOyY3WM2Lb1blupenvbqtGJyRs4ayAC3AOx1+T8tLIS5yMiXEBWMp5MNAd5OAOy6kHf0y/jEo4x8FU2720VXjy4GF3+wsoPkGIg+bZrrH5gPc7oU/Dow3zT3qaCsNFYMbzCcdUPX8WgDdfeBlMwUxmwcw1vb3iLiVu7ENTLZNKNiQliSJF9CVECd6qqjXzvP38hzLHva8aqMfBWNf1vwbQ5ZaRCyAvzbqO2mqvfV6ikYtxXGbshpG7tBbRu3VT0ucNA58E67d/i227fGxfdrL61lwIoBvPrfq8Z+g1cOZvm55ZYKUwiTkORLiAqo4+3ka/u5G3nqI1VzlUKrxaIo0GMKDP8V2j4PNTur7aaq9+XkDb7N1Cr62bybqG2+ze6rKcei6F69O592/tT4OS0rjV3hu4yf9eiZtntanhExISoSWfMlRAXUppYbVhqFhJQMbiSl4+mUs+4rp9aXJF9FVqd7znvjovudYDBAUqSs2TKzvrX6EpoQSvCRYBSUvHXCDHrCEsPwdijbX3cpVSHKiiRfQlRADjZWrH2pM3U8HbDS5h7Azl7zdSMpjdSMrAKr4YsCeDcBrQ3cioYb5+DEMtj6ScH9u7wF3SYXfFyUyHNNnuNywmXWXFyT55gGDf5O/mUeg5SqEGVFki8hKqgGtxfd383VXoedTktKRhbhcSnU9nQ0c2QV2K6ZsOt78GwAEcfUkhOtnoIG/SAzBeb1VfuN3aAuzAcZ9SojiqIwrcM07Kzs8Lb3ZuaRmcZjNlY2pGell3kMw+oPo6t/V1IzUxm9YTSglqqwtbIF1JEvIUpC1nwJUQncue5LURTZ47Gkos9AUgRk/8UeukPWbFmQtdaaKe2n8Hjg48a2OlXqkJKZwsR/JhKfFl+m9/e09yTQPZAAtwBjW4BbAIHugQS6B8qUoygxSb6EqMA+WhNC58/+5WR4Qq52KbRaQtllJ26cVX+G3l73JcqNDj4d8HbwJjQhlJe3vGyWETAhTE2SLyEqsEs3bhEWm5Kn5ISMfJVQ1UZQqwsY9KBo1FGw2IuWjkrc4ddTv/J00NM46Bw4GHmQqbum5nniV4jyTpIvISqwDrdLTuy4O/mSka+Syx79QlF/mKrkhDCZ4CPBvNf2PbSKltUXV/PD0R8sHZIQxSLJlxAVWHax1f2hsaRlZhnbjbW+ZOSr+Or1AddaYLj962mqYqvCJBq4NiAuLY7FZxfzdtu3AZh1dBarL6y2cGRCFJ0kX0JUYPWrOuLhaENqhp5Dl+OM7TLyVQoazR2jX8Cl7bLuqxyZ3mk6jjpHDkcdJjwpnKeC1B0CpuyawoGIAxaOToiikeRLiApMURQ61XUHcm81VM1VLbQakZBKZpbeIrFVaM0eUzfZVrSQGA43Qy0dkbitmlM1pnWYBsD/nfg/WlVtRa8avcjUZ/Lylpe5FH/JwhEKUThJvoSo4Drms+7Ly8kGnVYhS28gMjHNUqFVXDZOMDgY/Fqqn2XqsVzpXbO3cRPuo9FHmd5pOk08mpCQnsCEzROITY21cIRC3JskX0JUcB3relDb04Fm/lWMT31pNAo+LjL1WGrZWw2FSvJV3rzR+g1m95zNi81fxNbKlu+6f4efox9Xk67y8r8vk5Yl/+gQ5ZckXyYWHBxMYGAgrVu3tnQo4j7hW8WOf1/vytRBjVAUxdhuXPcVl2yp0Co+t9rqz1N/WTYOkYe11ppOfp2Mn91s3ZjVYxZOOieORB/h3R3vojfIlLsonyT5MrGJEycSEhLC/v37LR2KuM9l1/q6GisjXyXm7Kv+TE+CyBOWjUUUKCo5iqf/fprwW+F83e1rrBQrNoRu4PvD31s6NCHyJcmXEJVEeqaeI2Fxxs85I1+SfJVYnR6gUx9eYOd3lo1FFGjhqYXsj9jP29vfpoZzDd7v8D4Ac4/PZcW5FRaOToi8JPkSohJIzcii5YebGBy8k4j4VECq3JuEokCN2+u+zv9j2VhEgSY2m0hDt4bcTLvJpG2TGFB7AOOajAPgg90fsD9CZiJE+SLJlxCVgK1OS20vRyCn5EQ1qfVlGi3HqD8z5dexvLLR2vBFly9w0DlwKOoQs47M4oVmL9CvVj8yDZm8tf0tY9/I5EgLRiqESpIvYTEKSuGdRJHdXe/rzpEv2fuuFGp1Bvm9Wu5Vd67O1A5TAXW6cVf4Lj7s+CHNvZqTlJFk7Dd45WCWn1tuoSiFUEnyJUQl0bFOTr0vg8GAj4sdigJpmXpuJKVbOLoKzNYFvAItHYUogr41+zKiwQgAJm+fTFxqHO+0fSdXHz16pu2eRsStCEuEKAQgyZeoyGQ0J5cWNVyxsdIQlZjGhegkrK00eDnZALLuq9TqdLN0BKKI3mj9Bg3dGuJm60ZKZgrxafF5+ugNesISwywQnRAqSb5EhSW5V262Oi1tarkBsOPc7alHWfdlGtmL7kW5Z6O14bvu3/H7g79T06Um1Z2ro7nrrzoNGvyd/C0UoRCSfFVoBiT7MLtynvHlbDUUA4Df7T0epdBqKdVoT651XwnhFgtFFM7bwRv72yVCvB28eb3V67mO2+vs0Wl0lghNCACsLB2AKD5ZqC4K0rNhVbL0BrrU9wRyRr6OXY3nxLW80y+g7gPp5WxrthgrJDtXcPKGxOvq5+9bwaCZ0OJJy8ZVzkUnRxOdEk1qZqqx7XTsaWyt1N9vnnaeeNp7ltn99QY9P5/8mV9DfjW2VXeqzpXEK7yz8x1m9ZiFRpExCGF+knwJs8seO7pzK5zSXMcSymv6W9fLkbpedY2fs594XHPsOmuOXc/3nJd71OPVXvXNEl+FFX8NEu9aoP3Xy2oRVhc/y8RUASw5u4TZR2fnahu9YbTx/fim45nQbEKZ3T9Dn8H6S+u5kZKz6fynnT9lzMYx7Ly2k19O/sKYoDFldn8hCiLJl6hQSpmv3Xeya33VdLfni2FNeeSH3QAsfb49tjotgHFRvriH2AvkTff1EHtRkq97GFZ/GF39uxZ43NOu7Ea9IKf+1/DVw0nOVKfea1epzZut3+TDPR/y7aFvaeXdiiCPoDKNQ4i7SfIlRCWTlJbJv6ejCI9LoUeAFwAxt9IJ9HU29gn0dcbeWv74F5lbHVA0cPdGza61LBNPBeFpX7bTikVRw7kGk9tM5r1d7wEQEhPCsPrD2HN9D5sub+KNrW+wZOASHK0dLRqnuL/IZLcQlcyNxDRe+uMwX/19FlcHdVFxYmomiakZFo6sAnPxg36f5W2PPm3+WESx9a7Z2/j+oz0fkanPZGqHqfg6+HI16Sof7PlAChELs5LkS1QwMu9YmBru9vhVsSM9S8/J8ERc7dUELDwutZAzxT01eyznvfb2VO2aV0CfZZFwRMlciL/A3ONzcbZ25tMHPkWraFl/aT0rz6+0dGi5RCdHExITUuArOjna0iGKUpB5B1GhlHaR/v1AURQ61fVg8YEwdp6/gZ+rHTeTM6TQqin1nAobJ0N8GGx6H/p8ZOmIRBHZaG1wsnYCoJlXM15o/gLfHvqWGftm0NSzKbWr1LZwhKr8Hla4U1k/rCDKlox8CVEJdbi9z+OOczeM5SbCJfkynRZPgL36a8zumXDsT8vGI4ps6cClPBH4hPHz2KCxtPNpR0pmCm9se4O0rDQLRpdjWP1hLB6wmAV9FxjbFvRdwOIBi1k8YDHD6g+zYHSitCT5EqIS6nB7n8eQ6wm4OahTZDLtaEKKBl48BB1fUT+vegGuHrRoSKJovOy9jO8NBgMaRcP0TtNxs3Xj7M2zfLH/CwtGl8PT3pNA90AC3AKMbQFuAQS6BxLoHmjxBxlE6UjyJUQl5OlkQ4C3OrWSlqmuSQqPl5Evk7KrAj2mQP2+kJUGix6DhPxrqYny50jUEYavGc6l+Et42nvycaePAVh0ZhH/XPnHwtGJyk6SLyEqqU63txpKSVeTr+sy7Wh6Gq36FKRrLUiKUBOwDBP+OidGQPiRgl93F34VRTbn2BxOx55mys4pZOmz6OTXiTGNxgAwZecUIm7Jr60oO5J8CVFJPdO5Nnvf7sHEbmrFe5l2LAPnNqlbDWmt1S2Iwg/BXy+abg/QA/NhTpeCXwfmm+Y+96H32r2HvZU9R6KPsOjMIgBeav4SQe5BJKQnMGnbJDL1mRaOUlRWknwJUUl5u9hS1dnWuOA+5la6hSOqhPxaqonWjTPQcxporOD4EtjxtWmu3+opGLcVxm7IaRu7QW0bt1U9LkrEx9HHuOH2t4e+JSwxDJ1Wx2cPfIaDzoFDUYf48diPFo5SVFaSfAlRyVWx12FvrbV0GJWTvRs06Ku+jzkH/T5V3//zAZxZX/rrO3mDbzPwbpLT5t1EbfNtph4XJfZI/Udo7d2alMwUpu2ahsFgwN/ZnyntpgDw49Ef2R+x38JRispIki8hKrGDl2MZPX8/Wo3URyszTUeqP4/9CS3GQKunAQMsewYiQywZmSiERtEwrf00bLW27I3Yy7JzywDoX7s/Q+oOwYCBt7a9RVxqnGUDFZWOJF9CVGIGA2w7G01KhlRhLzN1e4GdGyRFwsX/1NGvmp0hPQn+eBRuxVg6QnEP/s7+vNj8RQB2h+82tr/V5i1qudQiKiWKD/d8aKnwRCUlyZcQlVhT/yo4WGvJzJJ968qMlTU0fkR9f/QP0Opg+C/gWhPiLsOS0ZAl+2qWZ6MajuKbrt/wRZecGl/2Ons+f+BzrDXW7AjfYWyPTI60RIiikpHkS4hKTKfV0K62u6XDqPyaPqr+PLsRMlLVtWAjF4G1E4Ruh/VvWjY+cU9ajZYeNXrk2b6sgVsD/tf6f7naBq8czPJzy80ZnqiEJPkSopLrcLvelyhDvi1g4Hfw0iHQ2aptXg3h4Z8ABQ7Mg4M/WzJCUUSJ6Yl8uu9TbqTcAKBrta65juvRM233NKkDJkpFki8hKrlOknyVPUWBlqPB0St3e4O+0PN99f3f7+W0J4SbLzZRLJO3T2bhqYVM3zsdgLDEsDx99AZ9vu1CFJUkX0JUcvWrOuLmYG3pMO4vdxZZ7fgKNBkBhjseeghuA4f+v737j4qqzvsA/r4MPwYchhygcBRBRfNHIlqslJm/kscfZVoPpLniwX6Ya7XKbvZoGrjlaft1anfPqZPabjyVqCv69IRiq1ZW+MjamikVrhLiD7RGUGaGgZGZuc8fE4MEw8zozL3z4/065x6G7/1+7/1w/Dh8+M693/vfkodFrj0x+gmEC+HYU7cH/zj1D/RX90fYL35VhglhSI5NlilCCgYsvoiCnCAImDrsJnCxCQmc3Au8ew/w+VUPZxYEYMJ/de4n2oCPlgFN5yQNj1wbqhmKRSMXAQDWVa6DUqHEyrErO/UpvL0QSb38e401nUmH7xq+c7rpTDq5Qwxp4XIHQES+99J/puPADxdxppHPd/Qpo85+gb3+HHDX7+2FFwDoz3btK1qBxh+AuL7SxkguLU5fjH11+1DTVIOXD72M1Vmrsa7S/uBthaDA3Sl3yxyha3//99/x1jdvOd2/ZNQS/CbjNxJGRFdj8UUUIrRx0Sy+fG3YvcDO39mLqrOHgORf2ds1gwAhzD7j1U5QAJqB8sRJPYpUROIP4/6ABeUL8NEPH2FS8iTHPqtoxf4z+3HvoHtdHkdn0kHX4nyGKTE6EYkxiV6J+ZdyhuRgYvJEtFpasXD3QgBA8bRiKMOVjnOTfFh8EYUI7c/PeCQfilIBw2fZ1/v6pqSj+IrrC0x/GdjVvmyBANz7Bme9/Fh6YjoWDFuA4u+KuzzjcW/dXreKLzlnnxJj7IWdqc3kaBuqGYqYiBifnI88w+KLKEScu2Ry3akbP+lb8ZPB7HT/jbFRuFGtvNawgs+oufbCq6oUmPZHIDzK3p7xUEfxlTQKGJMnX4zklqWjl8IqWvHrYb/GtO3THO0V9RUwtZlcFjKcfSJnWHwRhYi0G1X456lLHo/7oPI0/rTvhNP9v50yGMunDrme0IJL6nhA3dd+3dfxcmDE7K59fjwGtDYByjjJwyP3RYdH45lfPdNp9qivqi/OGc/hy3NfIjs1u8fxnH0iZ3i3I1GIuGNQx0r3P+pb3R43f2x/lD15J7Y9frujbdvjt6PsyTtR9uSdmD+2v1fjDHhhCiA91/76m83d9xGtQO3n0sVEXnNXv7sA2D96JLpWnPkiChGDb4p1vP6/mgYMSFC5Ne5GtRI3qpUwXbE42oZr1YiJ5NuHU6PmAfVfA7c84LzPyb32C/QpoIg/r+G2/+x+mK1mRCmiZI6IAhFnvohCxE1XXZe1/99c48enEm8G8j4E0nOc9zn5SefFWCkg7KzdiYToBJgsJhysPyh3OBSgWHwRhYiPvul4pM3H3/6ILYdOyxhNiFNEAU2ngYvOr6Uj/2S4YoBGqQEA7KnbI3M0FKhYfBGFgPNNLSj83287ta0sPYbzTVz3y6f054GKP3ctstqXoKjZJ31MAaR9lfbqxmpHW3VjteyrtNdcrgEAfHb2M7TZ2mSJgQIbL9ogCgG1F5th+8UnXDYApy6a0CeO63/5zK7fA9VlgKkBmLCio33gRPtK+Cf3AllLZAvP33W3Tlb7kg2A63Wy2hc5bbV03GBS3VjdaakHTxc5Hacdh4r6CkSERaDJ3ISvLnyF27W3ux5IdBUWX0QhYEBCL4QJ6FSACQKQmsBb3n0q/UF78XV0KzD+dx3tAycBnzwPnKoA2lqBCK6T1p32dbKccbVO1vUWb915avRTOHj+oGPGa2/dXhZf5DEWX0QhoE9cNNbOGoE1H3Z89Ng7JhLxvXinlk8N+Q9AeQNgqAfqvuxoT7wZiNXa208fAAZNli1Ef9a+Tta1ut7irTupcanIvTkXe+v2Qteiw77T+7Bq7CoowhTXHCeFHl7zRRQiHri1n+O1KkqBxuYr+ODgKfkCChSGC0D9EeDC0Y62C0ftbfVH7PudCY/qWG7i2LaOdkEA0n4uuE7yui9fSYxJxPD44U63ay3slo1ZhrLZZYiNiEVDawO+0X3j5cgp2LH4IgpBzVesAIA39p2EoZUXDPfoq78B6ycAf+14vAz+Os3etn6CfX9PMh6yfz2+q3P7oCn2ryy+Ak5MRAxiImMwIXkCAN71SJ7jx45EIWhoUiy+P29AU0sbNnz+Awqyb5Y7JP91Wz5w83Tn+2OTeh7f91YgPg1oONm5feBEQAgDdN8DTWeBuH7dDif/NSl5Esp+KMOHJz/EiswVEARB7pAoQHDmiygEZSTf4Hi94Yta/GRw/3FDISc2CdBmON9cFV+CYH/Y9i9XQo/R2AszAKj5xMtBkxTCw+zzF4Y2Az4785mssVBgYfHlhNlsRn5+PpKTk6FWq5GVlYUDBw7IHRaRV6T3sz/QuVekAi1tVvxpLxf79KnMR4HfHuna7vjokc8JDESTkiehd1RvAMDrh1+XORoKJCy+nLBYLBgwYAAqKipw+fJlLFmyBLNmzYLJZHI9mMjPjep3AwDgitUGANh86AxqdEYZIwpy0TcAyriu7Wl327/+8BlgtXTdT35NEAQsHGFfuqK2qRZf//i1zBFRoGDx5USvXr3w3HPPoX///ggLC8PChQths9lw4gRnCCjwpcTHIC46Am1WEZkpvWG1iXj14+NyhxV6+o6xL0XR2gTUH/b+8dvv1HS29XSnJrnlwZsfhAD7tV7PH3weNtEmc0QUCPy++DIYDFixYgWys7ORmJgIQRBQVFTUbV+j0Yhly5ZBq9VCqVQiIyMDmzdv9koc1dXVaGlpwaBBg7xyPCI5CYKA0f1vAABkDtAgTADKqy7g8OlL8gYWzKxXOl7rf37OZpjCfuE94JuPHtvv1HS2ubpTk1xSRaqQ1ScLAHDi8gnsqt3lYgRRABRfDQ0NWL9+PcxmM2bPnt1j3/vvvx/FxcUoLCxEeXk5MjMzMW/ePGzatOm6YjCZTFiwYAFWr14NlUp1Xcci8hdPTh6MbY/fjqemDMYDY+x32v1xVzVEUXQxkq6JIrLj9YmrliZo/+jRF0tO3JYPPLYfWLS7o23RbnvbY/vt++m6zRg4w/H6L4f/AouNHyFTz/y++EpJScGlS5ewf/9+vPjii0777dq1C3v27MGbb76JxYsXY9KkSdiwYQOmTp2Kp59+Glar1dF3ypQpUCqV3W5r1qzpdNy2tjbk5uZi+PDhWLVqlc9+TiKp3ZrSG7elaqCMUGD51CGICg/DP0814pPqn+QOLfid+Ljjdfvq9uf+BZgavXue9js1k9I72pLS3b9Tk9wysd9EhP3863TV2FWOuyCJnPH7DHF33ZQdO3ZApVIhJyenU3t+fj4eeughVFZW4o477gAA7Nvn3l+YNpsNeXl5UCgUeOedd3qMxWw2w2w2O75vamoCAOj1erfO5QlzSxusCivMVyw+Ob6vWVussIaJMBqbPY5fb9TD2mIvpPX6JkRHxPoiRKdaTGZYW6xoM/vm39aXTFcssJntN4zo9XpYIjv++6vCgLmjE/C3L09h3f/8C2P6jIMiTHB7PLnhSjNg/nlWsfoL4KezgFINCLFA7BDg4nHg6E5g+H09j9XrgUhr1z7unvtaxoc4U5vpqvcdPSwRnWe2whCGDHUGDv14CMfOHsPouNEejb+ec/t6fChqf2/36acAYgDR6XQiALGwsLDLvqysLDEzM7NLe1VVlQhAfPvttz0+3yOPPCJOmDBBbGlpcdm3sLBQBMCNGzdu3LhxC4KtpqbG47rBXUHzp2tDQwMGDhzYpV2j0Tj2e6Kurg4bN26EUqlEQkKCo728vBzjx4/v0n/lypUoKChwfH/58mWkpKTg9OnTiIuL8+jc/iQzMxOHDh0K+PNe7/GuZbwnY9zt66pfT/v1ej2Sk5Nx5swZqNVqt+LyV3LkpS/OGQx5eT19mJP+d85gyEl3+vW0v6mpCf3793fUD74QNMUX0PNHlJ4+9iElJcWjKceoqChERUV1aY+LiwvoNxWFQiFL/N4+7/Ue71rGezLG3b6u+rlzHLVaHdA5CciTl744ZzDkpTf6MCf955zBkJPu9HPnOGFhvrss3u8vuHdXfHx8t7NbjY32C1h9WcEGs6VLlwbFea/3eNcy3pMx7vZ11U+ufy+pyfFz+uKcwZCX3uoT6JiT1z4+FN8rBdGT6R2ZXbx4EYmJiSgsLOyy1tdjjz2GkpISXLp0CeHhHRN6mzdvxrx581BRUeG44F4Ker0ecXFxaGpqCvi/6Cg4MCfJ3zAnyR9JkZdBM/M1Z84cGI1GlJaWdmovLi6GVqvF2LFjJY0nKioKhYWF3X4USSQH5iT5G+Yk+SMp8jIgZr7Ky8vR3NwMg8GARYsWIScnB7m5uQCAGTNmICYmBgCQnZ2Nr776Ci+99BLS0tJQUlKCDRs24P3338f8+fPl/BGIiIiIAARI8ZWamoq6urpu99XW1iI1NRWA/fFCzz77LLZu3YrGxkYMHToUK1euxNy5cyWMloiIiMi5gCi+iIiIiIJF0FzzRURERBQIWHwRERERSYjFl4x0Oh1mzpyJXr16YciQIdizZ4/cIVGIe+uttzBmzBhERER0Wc6FSA5msxn5+flITk6GWq1GVlYWDhw4IHdYFOLmzp2Lm266CWq1Gunp6SgrK/NoPIsvGS1duhRJSUnQ6XR49dVXkZub6/FjkIi8qU+fPli7di1mz54tdyhEAACLxYIBAwagoqICly9fxpIlSzBr1iyYTCa5Q6MQtmbNGpw5cwZ6vR4bN27E/PnzPfr9zQvuZWI0GqHRaFBTU4Pk5GQAwMSJE5GXl4dFixbJHB2FukceeQT9+vXj7Bf5JY1Gg08//RSjRo2SOxQiHD58GOPGjUNlZSXS09PdGsOZLzcZDAasWLEC2dnZSExMhCAITn8xGY1GLFu2DFqtFkqlEhkZGdi8eXOnPidOnIBKpXIUXgAwcuRIfPvtt778MSiIeDsnibzB13lZXV2NlpYWDBo0yAfRUzDyVU7Onz8fSqUSt956KyZPnoyRI0e6HROLLzc1NDRg/fr1MJvNLj+Suf/++1FcXIzCwkKUl5cjMzMT8+bNw6ZNmxx9jEZjl8cWqNVqGI1GX4RPQcjbOUnkDb7MS5PJhAULFmD16tVQqVQ+iJ6Cka9y8oMPPoDRaMTHH3+M7OxsCILgflAiucVms4k2m00URVHU6XQiALGwsLBLv507d4oAxE2bNnVqnzp1qqjVakWLxSKKoigePnxY7N27d6c+TzzxhFhQUOCbH4CCjrdz8moPP/xwt8cicsVXeXnlyhVx5syZYl5enuP4RO7w5Xtlu5kzZ4o7d+50OybOfLlJEAS3qtodO3ZApVIhJyenU3t+fj7q6+tRWVkJABg8eDCMRiPOnj3r6FNVVYURI0Z4N3AKWt7OSSJv8EVe2mw25OXlQaFQ4J133vFshoFCnhTvlVarFSdPnnQ7JhZfXlZVVYVhw4YhPDy8U3v7RXhVVVUAAJVKhfvuuw9FRUVoaWlBWVkZjhw5glmzZkkeMwU3d3MSsN9Z1traCqvV2uk1kbd5kpeLFy/G+fPnsWXLli79ibzF3Zy8cOECSktL0dzcDIvFgq1bt+LTTz/FhAkT3D4Xiy8va2hogEaj6dLe3nb1rahvvvkm6uvrER8fj+XLl2PLli1ISEiQLFYKDZ7k5AsvvIDo6Gi8++67WLduHaKjo/Hee+9JFiuFDnfzsq6uDhs3bkRlZSUSEhKgUqmgUqnwxRdfSBovBT9P3ivfeOMNaLVaJCQk4JVXXsHWrVs9uvuWf0L4QE/Tm1fvS0xMxK5du6QIiUKcuzlZVFTE5SVIMu7kZUpKCkSuiEQScScnk5KSrrv458yXl8XHx3e70FpjYyMAdFtVE/kSc5L8EfOS/I2UOcniy8tGjhyJ77//HhaLpVP7sWPHAAC33HKLHGFRCGNOkj9iXpK/kTInWXx52Zw5c2A0GlFaWtqpvbi4GFqtFmPHjpUpMgpVzEnyR8xL8jdS5iSv+fJAeXk5mpubYTAYAADfffcdtm3bBgCYMWMGYmJiMH36dEydOhVLliyBXq9HWloaSkpKsHv3brz//vtQKBRy/ggUZJiT5I+Yl+Rv/C4n3V4RjMSUlBQRQLdbbW2to5/BYBCfeuopMSkpSYyMjBTT09PFkpIS+QKnoMWcJH/EvCR/4285yQdrExEREUmI13wRERERSYjFFxEREZGEWHwRERERSYjFFxEREZGEWHwRERERSYjFFxEREZGEWHwRERERSYjFFxEREZGEWHwRERERSYjFFxEREZGEWHwRERERSYjFFxGRE0VFRRAEAUePHkVOTg7i4uKg0WhQUFAAi8WC48ePY9q0aYiNjUVqaipefvlluUMmogDA4ouIyIXc3FyMGjUKpaWlePTRR/H6669j+fLlmD17NmbOnIkdO3Zg8uTJeOaZZ7B9+3a5wyUiPyeIoijKHQQRkT8qKirC2rVr8dprr6GgoMDRPnr0aBw5cgTbt2/HnDlzAAAWiwVarRbjx49HaWmpXCETUQDgzBcRkQv33HNPp++HDRsGQRAwffp0R1t4eDjS0tJQV1cndXhEFGBYfBERuaDRaDp9HxkZiZiYGCiVyi7tra2tUoZGRAGIxRcRERGRhFh8EREREUmIxRcRERGRhFh8EREREUmIS00QERERSYgzX0REREQSYvFFREREJCEWX0REREQSYvFFREREJCEWX0REREQSYvFFREREJCEWX0REREQSYvFFREREJCEWX0REREQSYvFFREREJCEWX0REREQSYvFFREREJKH/B7rpxWsidq1DAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim = read(type='product')\n", "plot(sim,type='product')" ] }, { "cell_type": "code", "execution_count": null, "id": "240c9c58-fb3b-4c8f-9608-3ee8ce75ed88", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }