{ "cells": [ { "cell_type": "markdown", "id": "d1faf9f6", "metadata": {}, "source": [ "Recently a couple of customers have asked questions along the lines of: \"How do I do an R-group decomposition and then recombine the cores and R groups to create new molecules?\" That's an interesting and useful task which the RDKit has some built-in tools to help with, so I figured I'd do a blog post." ] }, { "cell_type": "code", "execution_count": 1, "id": "c3ec836a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2022.03.1pre\n" ] } ], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import Draw\n", "from rdkit.Chem import rdqueries\n", "from rdkit.Chem.Draw import IPythonConsole\n", "from rdkit.Chem import rdRGroupDecomposition\n", "from rdkit.Chem import rdDepictor\n", "from rdkit import Geometry\n", "rdDepictor.SetPreferCoordGen(True)\n", "import itertools\n", "import rdkit\n", "print(rdkit.__version__)" ] }, { "cell_type": "markdown", "id": "e121b1c3", "metadata": {}, "source": [ "Note: Though I'm doing this blog post using a local build from RDKit master all of the functionality which I demonstrate here is already available in the 2021.09 release series." ] }, { "cell_type": "markdown", "id": "e948dc24", "metadata": {}, "source": [ "# Read in the dataset" ] }, { "cell_type": "markdown", "id": "04cbb8f2", "metadata": {}, "source": [ "Read in a bunch of molecules from a J Med Chem paper (https://doi.org/10.1021/acs.jmedchem.7b00306 the paper is open access). Here I downloaded the SMILES in the supporting information, sketched the scaffold manually, and then saved the scaffold + molecules to an SD file. The scaffold is the first molecule in the SDF." ] }, { "cell_type": "code", "execution_count": 2, "id": "43f934f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 31 molecules\n" ] }, { "data": { "image/png": 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0NASAvn378vn8xs4d8dbX1/N4PBMTEwAwNTXl8XgSiaTbpa2srDpfugMKBREKyaBBBIAwGITDIWVlpKaG1Na2DKitJU+fkupqEhZGDA0JALGyIny+Gg7zO7nXf/zxh9r3ugPR0WT7duLlRfLyMEZ7JIxR2mRkZAQHB7NYLADw8fFJTU3tePyDBw8CAwOpQ05XV9fTp093MFihUMTFxQ0dOpTKCzabnZ+fr9x68+ZNX19faipvb+8bN26osXTHbt0ifn4EgAAQb2/yqsrkwQMyY0bLeFdXokJlcuvWLeWT5NvsdWVl5Yvjc3JyZsyYoZa9fpn0dJKURKKjiUBALl0i06ZhjPZIGKM0KCkpWb58+eDBg1ks1sKFC48cOaI8yn6lpKQk5YWgyZMnZ2dntzusvr7e3t7+xbwoLi5WHuDb2tq2PsBXV+mXKSpqWLCAMBgEgNjZkf/9j3S6MhGJyLBhLWEaFETy8hq6VLqDvVYu2K9evdrua1tfg5o8eXJWVlaXSr+ouZn88gvh8Vr2aMSIlhglhCxcSD78EGO058EY1SqpVLp7924XFxcWi+Xo6BgZGSkWi7s6SVNTk0AgsLS0BAADAwMul1tTU/PisJMnT/7www/Nzc3UHyUSCZ/PNzc3BwATE5OwsLC6ujoNlW6DKj1okIuNjdzEhISFkWfPulqZNDURgYBYWhJzc8XgwWO6VJp6jxa118/+rK1QKA4ePDh48GBqwb558+aXl+7OXrchl5NLl8iKFWTw4JbfB9SvEy6X7NjREqOlpcTKCmO058EYVUlJSUlUVNSBAwc6MzgxMdHHx4fFYrFYrMWLFxcWFqpSuqqqisvlUh/U079/f4FAIJfLXzZYJBI5ODhQS6qgoKDHjx9rp7RCoTh69OiQIUOoqPr885MFBapUJuXlJDw8hclkAoCNjc3+/fuVvyde1Gavf//9d+Wm9PT0t99+m9o0duzYa9euvbJ0l/6DKzU2Nl64cPmTT4i19fP0dHIiq1eT1NSW9fjly+TSpZbxcXEkPp78ecUL9QwYoyrJyspqamrasmXL+fPnIyMjN2/efOTIkaamJrlcHhsbGxYWFhsbK5fLMzMzZ82aRQXou+++m5aWpq4Gbt++PX78eCoOPD09r1y50vGAlJQUdZXOyMjoUukXB6hSesKECR3M3MGAkpKSkJAQKohZLFZMTEwHQdyN0hSpVCoSiUJCQgYMGAAATk4NVHpyueTq1VeczUhLI05O5OTJzjeFaIYxqiqFQhEaGnro0KEvvvjizp0769ev5/F4sbGxERERDx48WLZs2cGDB9lsNovFGjVq1OHDh7v0Q9tJ7S42u7d66rmlqcVmB6UbGxsFAkGfPn0AwNDQkMvl1ipvDuh6aUdHxxfXuWKxOC4ubt68edTJE4qHh8eOHXc7fyb53/8mAKRvX6Liyh1pDcaoShobG7dv337v3r2jR49u27aNEJKdnR0cHKwcIBKJ1q9fn52dvWnTpmfdOCPYadSlElNTU+repmnTpinzYvXq1d3Oi06WjoiIeFnpbpxG7F5pExOTDkqLRCInJydl8D169EjF0hKJZOPGjcrSCxYsmD17NnVvGXUGw9vbm8/n5+XldXVmhYLMnEkAyIQJRAO/fZD6YYyq5IcffvjXv/4VGRm5e/duNpu9a9eu995779ChQ8oBoaGhCQkJWutHeUl6+PDh3bue3m0nTpzw9/dXlh41atT+/fu1U1q519SzBNvs9b1796ZOnUqlm5ub27lz5zRRmjr/y2Qyx4wZw+PxupGerT15QlgsAkAiI9XVKdIgjFH1OHr06MqVK/ft2/fhhx8qv/n9998vW7as83cUqcvVq1ezs7MvXLigzaLUFZvo6Ojs7Ozvv/+eutdSmw384x//AIA5c+Yov/P06VPlAX6/fv0EAoFMJtNE6RUrVgDApEmTSktL1TVncjLR0yP6+uT6dXVNiTQFn/CkNkOHDv3000/lcvmNGzfkcvmmTZuys7N37dpF3a6oTePGjXN3d59Cx/PTR40a5e7urrwIrk3UeVLl2VIAuH79+s6dOxkMRkhISE5OTmhoqIY+r5gqOnr0aOrNFGoREACrV4NcDvPnQ3W1umZFGoExqmY8Hi8iImLDhg1CobC4uHjRokWRkZF0N9VLzZw5c8OGDZmZmTExMdbW1nS302WRkeDnB0VFsGwZ3a2gDuFjm9Vj3rx51BfDhg1LTEwEgK1bt9LaEQIA2LRpkyamraurmzp1ap8+fc6fP6+J+Sn6+hAbC15ecONG86FDyYsWTdZcLaQKXI0i1GVyuTw1NfXmzZuaLuTsDP/5T5VEMmz58lkPHjzQdDnUPRijCOm04GDr99+fUF9fz2azpVIp3e2gdmCMIqTroqOj33jjjaysrHXr1tHdC2oHxihCus7MzOzw4cOGhoY7d+4UiUR0t4PawktMCPUAXl5eW7ZsWb169ccff3z79u05c+a8bKStuflPYvFLJ7K1hZ9+gupqiIyE7GwYMAC++AI8PTXSdK+BMYrU4/9cXRX6+g76+gAwkMm84e/PGDiQ7qZeK6tWrbp8+fLp06c5HE56evrLhtX269fRjaaVlaBQQGAgrFkD27bB/fvAZsO5c9DqflvUVRijSD3+lpsL16+DXA4AfRUKvytXwNWV7qZeKwwG48CBA6NHj05JSVmxYsXixYvbHWbIZIJC8dJZjIwgIwMsLSE4GABg5EhYvhyEQuDxNNN1r4AxilCPYWNj88UXX2zYsGHixIk+Pj7dnOXkSRg69PkfHR0Bz7eqBmMUoR6jqqoqKiqqoaHh559/dnFxaXeMPoPhTshLpzA0BBYLSkuff6ekBAYPVnenvQvGKEI9AyHkk08+KS0tHTduXHR0dHR0dLvDXPv1y+ng3KiDA+TlQWEhpKWBry9UVUFMDBw5oqmmeweMUYR6hp07d546dcrKyuq///3v7NmzXzbM3sIC6upeOoudHejrw6lT8OWXUF0NTCbw+TB8uEY67jUwRhHqAZT33u/du9fZ2TkzM1Ol6Rwd4fhx9XSG8PZ7hHRffX393LlzpVLpZ599pnwIDtIdGKMI6brQ0ND79++7u7tv376d7l5QOzBGEdJpp06VHD9+wsTE5NixY9RHPyFdg+dGkZoIBFBTA2++CQBgbw9JSWBmRndPmqKvr+/l5UV9fJ5G5efDkiW2lpYZGzfeHTlypKbLoe7B1ShSk7FjwcIC2GyYNAlmzgQGA/z86O4JNm/e/PDhQ7VPa2Fhcfv27eTkZLXP3JpcDosWQU0NjB3rtHTpSy/NI9phjCI1qa6GxYth3z64dAkOHYKVK6GoiN6OkpKSvvrqK3d399DQ0NraWnqb6YaNG+H6dbCzg/376W4FdQhjFKnJxYswZUrLEy5YLJg3DxIStFm/qKhI+W+Kp6cnl8tVKBQ7d+50dnbesWNHc3Oz5kr/9ttvVVVV6pozJQW2bgUmEw4ehP791TUr0gy6P5oUvS527yYREX/5I4+nncqlpaUhISFMJtPOzg4AgoKCHj16pNx6+/bt8ePHU/+3e3l5paSkqL20np4e9Tn1enp6b7/9tkAgKCkpUWXa6moyZAgB0Np/QqQSjFGkJqdPk0WLnv8xNJQIhZqu2dDQsHXrVgsLCwAwMjJ65513zMzMAMDY2Hj9+vV1dXXKkSKRSPnZy0FBQY8fP1a9NJ/PV5YODg4ODAw0NDSkSjCZzHHjxkVFRRUUFHRj8vffJwBk3Dgil6vYJtIGjFGkJk1NZNQocuoUkUpJUhIZPpyIxRotKBKJnJ2dlcn48OFDQkhJSQm1MgUAFosVExPT3NxMja+vr+fz+ebm5gBgamoaFhbWOmdVL00IqampiY2NnTVrlomJCbWVwWD4+Pjs2fPbn0NebdcuAkCsrEh+fve6Q9qGMYrU58kTsmoVmTGD/POfpLhYc3Xu378/ffp0Kqfc3NzOnj3bZkB6evpbb71FDRg7duy1a9eUm4qLizkcDoPBAABbW1uhUKhQKLpX+o033nixNEUikYhEIg6HQ90U5ezcAEDc3QmPR3755RUlkpIIi0Xi4zvfFKIZxijqSaqrqyMiIvT19QGgf//+u3fvlslk7Y5UKBRxcXHUKUsGg8Fms1sfX9+8edPX15dKQx8fn9TU1M6U5nK5VOm+ffsKBIKXlW5NIpGIRIkcDrGyIgAt/wwfTsLDSUZGy5jLl0lkZMvXt2+T+HhNr+ORmmGMop5BJpPFxsaOHDnSz8/P2Ng4JCTkyZMnr3xVfX09j8czNjamDuR5PJ5UKqU2NTc379+/f+DAgdSpTD6f30HpmJiYAQMGAIC+vn4nS7fR2EjOnSOffEKsrZ/nqZMTWbOG7NxJLC1JQgIhhBw/Tr78sqtzI5phjKIe4PLly/7+/iwWi8VizZs378GDB116eWFhIYfDodaednZ2rQ/kxWIxlbMvu4J/6dKlN6m3ZgFMnDgxMzNTxX2Ry8nVq4TLJba2hDrSj44m69cTDw9SX48x2iMxSAcPykZIAwghVVVV1OLulfLz87du3ZqQkAAADg4O69atmzlzZvfqXr58+fPPP7979y4ABAQECAQCDw8PalN5efmgQYPajH/48OH69euPHz8OAC4uLlu2bGGz2d0r3S6FAlJT4dkzePwYZDIgBMrLYexYSE+Hb75RYx2keXTnOOpdmpubt23btmfPnqioqNra2pqaGuWVdEJIXV2d8up5fX399u3bhw4dymKxnJ2dt2/f3tjYqHp1oVCoPJDncDgVFRUvDqOWqEZGRgBgZmbW+lSAJkRHE4GAyGTE25ts3oyr0Z4HV6NI26ir2I2NjXv37h05cuTTp0/t7OwEAsHXX399//59hULh4OCwYMGCJUuWVFZWMpnMuXPnrl27dqD6Pq65pqaGz+dHRUU1NTVZWVmtXbv2888/p0KTEBIbGxsWFlZeXs5gMBYtWvTtt9++uFBVr+++A5kMQkPhxg0ICoJPP8XVaE9Dd46jXkcqlSYmJgoEAl9f36amJkLIggUL0tLSEhMTqQFjx44tLy8fPXp0YGDgL6+8P6i7cnJygoKCqJ8CV1fXhISE1pfvvb29b9y4oaHSbRw4QPbubfl62TJ851LPgw/KQ1oll8sPHz5sb2+vfPu5RCKprKy0tLT829/+lp2dff36dR8fHxsbG5FIZGdnR93gqQlUdJ45c2bVqlW5ubkzZ85kMBiEEHt7+2+++Wb+/PmaK93Gxx+3fCGRwOTJoOG1L1I/PKhH2lZRUVFUVOTh4TFhwgR7e/s7d+6sX79+6dKlAHDx4sVr166Vl5d/99131DuRtEAmk3333XdHjhyxtLT09PQMDw+n3uKpfdHRsHIlzJ4NP/5IS33UTRijiDZ+fn4pKSlRUVF9+vRZvny58vtz587dsGGD8jYj7aB+ELS2Am1XeTnY2oKREVRWvsbPvH4N4YPyEM24XG5cXFxxcfHy5cuvXbt25cqVkpIS6llN2sRgMOjNUAAYNAj8/EAqhXPn6G0EdY1eREQE3T2gXsrIyMjDw8PAwMDd3V0ikUyaNOnKlStlZWXh4eEsFovu7uhRWwsXLoCeHsyZQ3crqNPwoB4hHVJUBEOHgpkZPHkCfz4lCuk6PKhHSIfY28OYMSAWQ1IS3a2gTsMYRUi3BAcDAMTH090H6jQ8qEdItzx8CMOGgZUVVFTAn0/TRzoNV6MI6RYXFxg1CoyMSq9eLaC7F9QpGKMI6RwO50Blpf2xY5vpbgR1Ch7UI6RzsrOzR44caW1tXVZWRj1vH+kyXI0ipHNGjBjh5uZWVVV19epVuntBr4YxipAu+uCDDwAgHi/Y9wR4UI+QLsrIyBgzZsygQYNKSkq09pQW1D3414OQLvLy8nJ2di4vL09LS6O7F/QKGKMI6ajZs2cDHtf3BBijCOmo4OBgAPjxxx/xzJuOw3OjCOkoQsiQIUOKi4szMzO1/PRV1CUYowjprosXLzo4OLi4uNDdCOoIxihCCKkEz40ihJBKMEYRQunD9LAAAAAaSURBVEglGKMIIaQSjFGEEFIJxihCCKnk/wGcNphobupDQwAAAd96VFh0cmRraXRQS0wgcmRraXQgMjAyMi4wMy4xcHJlAAB4nIWRO0jEMBzGk7RN46OPq+f1Xkp1Kujgc3DxAQ4qKiIKLkIWsYMiHLqpuDgJOjkoOLoIgqCL6HkVN3F3cxAnF0F8LIIm0dST47CQfL/88/2TL/Tp4vAOsM8Av189G41srEHcGzBVFAY+B/VXy2zo36qUrAFlCiMlQNQRiPtQFNiUImzqW1yYH12am/OzoKkZscJ4uw7+nlmi4K/Ks6UWhS1J/d/7ZD5YPl+r9KDynrYqAAMEEUVKgBSVqlqAgEaxTnVCVUw1QkkFwJVAr/IRqgbQ8Cyb2jHPdLyY4RmO59T4KBb3kWkFqDZBzSR1LZrOUDdFM3aAUukAJVy2lWScBek6ENcw0FQFQQ3rRFNxzHBMy8a1SdNyEziVztiW6+ZYcBj99+uJyXB/dKSPL+yp7fD0ozfi+ylfMPds4qzgprfPgqxzlv6xD1LYOfMEF1by3TMHHYKvXklhd2dA8K2Ty+8SKnjrIZdvGa4Q7K++9Ej/uRaG7z93cZbZguPHcLY/J7jhqPJy+Xkm4mKPzMN7pYe/RfZyj8zPewf3NgS/Y+9yYnE94mK/rN9Md0b3cpb3cr+8t+tkKOrlLOuJLwxWoD2hFj4pAAACYHpUWHRNT0wgcmRraXQgMjAyMi4wMy4xcHJlAAB4nIVVy47bMAy8+ysE9NIeIogU9TrsIY/FoigSF0m2/9B7/x8l5Y1FB7YiW4atDEckNWQGI+N6+vX3n5kHnobBGNe5Synmj3fODWcjL+bw/vHzYo73/eGxchw/L/eb4TdPbMPXEru/j+fHCpij2XnreTj+Qps9JH5z1tXRbFGQZGNMbkK6uIH0S6SzATeQtNi92BQgrgKDAMFy8OkFZVwiO24mczE7ZvIBJk5HIa8iM3M665OrQLBYNtwsM+VXjoJPYRUJTvzk9VAqKTECYR0KM1SylG3IsIFEMxqOHV46Ct5cv5ldlB/SI/XLNJnz/nZ7Y9zHdfz8fXv7Dsb/mO1JIp3Ne7qBenaJD5lIoMECbUHr4WVWTnZTUnzagqYltOdAXjrQkQQUgbawOg6g41wrlXfCQhBoc6CjXsRlWMlSgHVRYi0zka2rZBBtzFtYesL2vH06rx7tVGzA2ECv8pWesL1Wk5/c7RwZlqpkhsRYtk5i0jJoLcOsZb6fGFa2mxhQM+DM8H45LZrq1GYP4+XU2izxxNZLiadvDZNktq4oV2i9jz9MbA1OqGLrYsQzt1ZFPEtrSGKbVNchJiiqtQBjQHcQYDoA1SiQCQFV5XMj4HVV3xwZr6sqJnlAUsUK9ZFVTUK1LKr0oC6TqjCo2xVVSChA1PWCYoWgyoIqc1Tipwr0SuIVg0EpmQSorCSx/MCsVFkxGJX2SJZbpPX0mAzbihw9O4VzXB6//Jl3915SyFZzpL7KJTGf1phWlHw//vT5ffgPL8mK8GqpB84AAAFJelRYdFNNSUxFUyByZGtpdCAyMDIyLjAzLjFwcmUAAHicXVHLTsMwEPwVDj0klbvyev2MxQHligBx4FJVVTHcaIsQHJD68ayTOHGJFCkzOzPejLe43iVMzVatd21Kqm9uH9uHJlFKOjUp0ZZ4cGr6NuXJSfftIGGBYh8Lbi7NBhVYGwQaQI1OxA0iEBktUAO5a0aBp5GZTAqkHQkJUvLXwnhW+MriOEPrSlAICUYNhOUI6SqL5og6kthBVK8BIYRaUYg5c7IEcAbtEvn/zGGeMQ/IYBZIbfxASBNIeDAeUUTJnUieI6iQA/lArPEYkDcy5EzxYy5TSoXVX87tTivN/ZdeZmJqcrmO0vVyZYWxYD36xeNAmwGX0EnQitX+7qVbxxjzOz9XIMaVOHyfj09f589OwtvP8fh7f3h9/4Bn7OgKq46XqQm6/AH47pIVvTAb3AAAAABJRU5ErkJggg==\n", 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scaffold1
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ms = [mol for mol in Chem.SDMolSupplier('../data/jm7b00306.sdf')]\n", "core = ms[0]\n", "ms.pop(0)\n", "print(f'There are {len(ms)} molecules')\n", "core" ] }, { "cell_type": "markdown", "id": "f1c89195", "metadata": {}, "source": [ "Now let's look at some of the other molecules" ] }, { "cell_type": "code", "execution_count": 3, "id": "8dc4e756", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Draw.MolsToGridImage(ms[:12],molsPerRow=4)" ] }, { "cell_type": "markdown", "id": "7aae7541", "metadata": {}, "source": [ "# Doing the R-group decomposition" ] }, { "cell_type": "markdown", "id": "4563060f", "metadata": {}, "source": [ "The RGD code takes a list of cores to be used along with a list of molecules. It returns a 2-tuple with:\n", "1. a dictionary with the results\n", "2. a list with the indices of the molecules which failed; these are molecules which did not match any of the cores\n", "\n", "I've blogged about the RGD code before [here](http://rdkit.blogspot.com/2019/12/using-r-group-decomposition-code.html) and [here](https://greglandrum.github.io/rdkit-blog/tutorial/prototypes/drawing/2021/08/07/rgd-and-highlighting.html) if you want to read more about it. It's probably time for another post with an update, but those are hopefully already useful." ] }, { "cell_type": "code", "execution_count": 4, "id": "764f65bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rgd,failed = rdRGroupDecomposition.RGroupDecompose([core],ms,asRows=False)\n", "len(failed)" ] }, { "cell_type": "code", "execution_count": 5, "id": "0fa4287a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3, 29, 30]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "failed" ] }, { "cell_type": "code", "execution_count": 6, "id": "2bf2a1b9", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Core', 'R1', 'R2', 'R3'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rgd.keys()" ] }, { "cell_type": "markdown", "id": "8988cee1", "metadata": {}, "source": [ "Let's look at the results" ] }, { "cell_type": "code", "execution_count": 7, "id": "b084db4f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 25 R1s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(f'There are {len(rgd[\"R1\"])} R1s')\n", "Draw.MolsToGridImage(rgd['R1'][:12],molsPerRow=4)" ] }, { "cell_type": "markdown", "id": "cd932463", "metadata": {}, "source": [ "Remove any R groups which have more than one dummy atom. This happens if an R group is attached to the core at multiple points and it may mess up the rest of the analysis." ] }, { "cell_type": "code", "execution_count": 8, "id": "a06d1333", "metadata": {}, "outputs": [], "source": [ "qa = rdqueries.AtomNumEqualsQueryAtom(0)\n", "r1 = [x for x in rgd['R1'] if len(x.GetAtomsMatchingQuery(qa))==1]\n", "r2 = [x for x in rgd['R2'] if len(x.GetAtomsMatchingQuery(qa))==1]\n", "r3 = [x for x in rgd['R3'] if len(x.GetAtomsMatchingQuery(qa))==1]" ] }, { "cell_type": "markdown", "id": "a0480dbd", "metadata": {}, "source": [ "Now find the unique members in each set of R groups:" ] }, { "cell_type": "code", "execution_count": 9, "id": "05ef0dab", "metadata": {}, "outputs": [], "source": [ "def uniquify(rgs):\n", " seen = set()\n", " keep = []\n", " for rg in rgs:\n", " smi = Chem.MolToSmiles(rg)\n", " if smi not in seen:\n", " keep.append(rg)\n", " seen.add(smi)\n", " return keep" ] }, { "cell_type": "code", "execution_count": 10, "id": "c957ed49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15 6 6\n" ] } ], "source": [ "r1s = uniquify(r1)\n", "r2s = uniquify(r2)\n", "r3s= uniquify(r3)\n", "print(len(r1s),len(r2s),len(r3s))" ] }, { "cell_type": "markdown", "id": "42f2289a", "metadata": {}, "source": [ "Look at the unique R1s:" ] }, { "cell_type": "code", "execution_count": 11, "id": "d84c1b54", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Draw.MolsToGridImage(r1s[:12],molsPerRow=4)" ] }, { "cell_type": "markdown", "id": "755bff1d", "metadata": {}, "source": [ "# Enumerating all possible molecules from the R groups" ] }, { "cell_type": "markdown", "id": "94394227", "metadata": {}, "source": [ "## Quick intro to molzip" ] }, { "cell_type": "markdown", "id": "3dc3ff16", "metadata": {}, "source": [ "We'll use the RDKit's `molzip()` function to recombine the cores with the side chains. \n", "\n", "`molzip` lets you take a molecule containing multiple fragments and \"zip\" them together. The atoms which should be bonded in the final molecule are labelled by connecting them to dummy atoms. The code identifies matching dummy atoms (by default this means dummies with the same isotopic label) in the fragments, adds bonds between the atoms connected to the dummies, and then removes the dummies.\n", "\n", "Here's a simple example using a molecule with three fragments:" ] }, { "cell_type": "code", "execution_count": 12, "id": "db6ac002", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample = Chem.MolFromSmiles('[*:1]c1nc([*:2])ncc1.CO[*:1].[*:2]N(C)C')\n", "sample" ] }, { "cell_type": "markdown", "id": "7cc0378f", "metadata": {}, "source": [ "And this is what happens when we zip those together:" ] }, { "cell_type": "code", "execution_count": 13, "id": "70a816bf", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Chem.molzip(sample)" ] }, { "cell_type": "markdown", "id": "3dbc60dc", "metadata": {}, "source": [ "### Using molzip with RGD output" ] }, { "cell_type": "markdown", "id": "06e87e53", "metadata": {}, "source": [ "The molzip function is perfect for working with the output from an R-group decomposition.\n", "\n", "Here I'll define the function we're going to use to enumerate all of the products:" ] }, { "cell_type": "code", "execution_count": 14, "id": "890a58e5", "metadata": {}, "outputs": [], "source": [ "import random\n", "def enumerate_all_products(core,*rgroups,randomOrder=False):\n", " # preserve the positions of the non-dummy core atoms, \n", " # we will use these to make sure the cores are drawn\n", " # the same way in each molecule we generate\n", " corePos = {}\n", " conf = core.GetConformer()\n", " for i in range(conf.GetNumAtoms()):\n", " corePos[i] = Geometry.Point2D(conf.GetAtomPosition(i))\n", " \n", " # Python's itertools handles doing the combinatorics of generating\n", " # every possible combination of R groups:\n", " order = itertools.product(*rgroups)\n", " if randomOrder:\n", " order = list(order)\n", " random.shuffle(order)\n", " \n", " # now we just loop over each combination, copy all the pieces into\n", " # one molecule, and zip it. That's our product\n", " for tpl in order:\n", " tm = Chem.RWMol(core)\n", " for r in tpl:\n", " tm.InsertMol(r)\n", " prod = Chem.molzip(tm)\n", " if prod is not None:\n", " # generate 2d coordinates with the core fixed in place\n", " rdDepictor.Compute2DCoords(prod,canonOrient=False,coordMap=corePos)\n", " \n", " # and finally yield the product molecule\n", " yield prod" ] }, { "cell_type": "markdown", "id": "ccb3fe48", "metadata": {}, "source": [ "We're going to use the core which came from the RGD since it's labelled in the same way as the sidechains" ] }, { "cell_type": "code", "execution_count": 15, "id": "575f45ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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scaffold1
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rgd_core = rgd['Core'][0]\n", "rgd_core" ] }, { "cell_type": "markdown", "id": "e3ec7cdb", "metadata": {}, "source": [ "Let's try it out:" ] }, { "cell_type": "code", "execution_count": 16, "id": "00985a15", "metadata": {}, "outputs": [ { "data": { "image/png": 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jCgU5fhyFhfjssyq0HRFROaG0AgMhlcof5MwZZGaiWTPY2vLKS7mowaoM3brBwAA3byI2Vv4gwrueUKaEgOqK8NarF/T0EBKChAT5g1BFkfd5esLBAQkJuH5d/iBqV1rUYFWGGjXQpQsYw7FjckbIy8Nff0FDo+SiBSGguiK8GRmhfXtIpTh5Us4IWVk4fx4iEfr04ZoZUX/9+gEKXB8tKsKpU2/jqAVqsCqJ8AfsypVM+YZfvJgMsBYtYGPDMyui7qiuCF/C5YHLlzPkG37hQpKmJnx9Ubcuz6xINdC/P/T0EBX1Sr6ldZcvP61bN8fdXZ2Ol6AGq5L07ClxdOxy5IhZcnKyHMP37ZtWXGw2dCi/ndpItUB1Rfjq3bvQzq79gQO10tLS5Bi+d+94qdR86NBg7okRddeyJWxsmp0+bXtHOKqwgvbvX/74seGgQWu4J6Y81GBVEhMTTWdnLYlEcqzit3MKCgpOnjyZn5/etSttJkPeQXVF+KpZU8fBQaOoqOiUcD+mInJzc//666/8/LQuXaiiSFkiETp39gZwpOK3CSUSyfHjxwH07duZf2ZKQw1W5enfvz+AwIov+jp//nxGRoanp6cjHZRK3kN1RfgaMGAA5PorePr06ZycHG9vb2trayXkRdSe8GYlR2n9/fffycnJzs7ODRs2VEJeykINVuXp27evlpZWUFBQRa+9C+U4QI3WTpBKRHVF+Orfv79IJDp79mxWVlaFBlJFkX/Xpk0bCwuL6Ojohw8fVmigUFqff/65cvJSFtrJvVJ16NAhODh4165dQ4cOlT2YkZEh/ee9QYqKilxcXNLS0iIiIlxoL0jyIVRXhC8fH59r164dPHjQz89P9uC/V1RBQUGDBg2ysrKeP39ub29fKWkS9TN69OgtW7ZMnDhx+PDh5RwilUp79OiRnJx87949d3d3pabHFzVYlWrRokXz58//lzepD9LX17ewsHjx4oVykiJqj+qK8PX9998vW7ZMjoqysrJ68uSJkrIi1cCuXbvGjh2bl5dXoVFmZmZaWlqJiYlKykpJtFSdwMflg6snTExMRKJ/vFfLGCsoKIiPj3/27BnNlSEfRHVF+AoLC3v/wf+sqPz8/Li4uFevXtnQth/kH5w+fTovL8/MzKz8lzkZY1FRUampqX/++WePHj2Umh5fdAWr8ly9erV169b6+voREREVegMaOXLkjh07+vbte1TBQ8JIdUR1RfgKCgrq2LGjkZFRVFRU3YrsZzVkyJD9+/cPHjx43759ykuPqK/r16/7+Pjo6elFRETY2tqmpKRkZn54Dz/Z/eiGDRvWqFFjzZo1U6ZMcXR0fPToka6ubuVmrQBGKoVEIvHy8gKwcOFC4ZG+ffv+579OXFwcYywhIcHY2BjAmTNnVPpLkCqH6orwVVRU1KhRIwArV64UHunatet/VlRycjJjLDY21sDAAMDff/+t0l+CVEUSiaR58+YA/P39hUf+97///WdphYaGsg+VpVqgVYSVZMuWLXfu3LG2tp42bZrwiIaGxn+OYowBqF279ty5cwFMnTq1qKhIqXkS9UJ1Rfj67bffwsPDHR0dJ06cKDxS/oqysrKaOXMmgClTpkgkEqXmSdTOzp07b9++bWVlNWPGDOGRWrVqOfwDDw8PLy8vLy8vfX19AFpaWgEBAQB++umn+Ph4Vf4aFaLiBu/jkJGRUadOHQAHDx6UL4KwQgfA2rVr+eZG1BfVFeFLLBabm5sDOHHihHwRcnNz7ezsAPz+++98cyNqLSsrS7jdvHfvXrmD9O7dG8DIkSM5JqZU1GBVBuHqgo+Pj1QqlTuIsFW3qampcDWeEKorwte4ceMAdOjQQZEg+/fvB2BhYZGWlsYrMaLuZs+eDcDb21uRN6tnz57p6emJRKKbN29yzE15qMFSuujoaF1dXZFIdPv2bQVDdenSBcD48eO5JEbUGtUV4evRo0daWlqampoPHjxQMFTbtm0BTJ8+nUtiRN09f/5cT09PQ0ND8cZIaNRatmypSKNWaajBUjphWeno0aMVD/X48WNtbW1NTc379+8rHo2oNaorwlfnzp0BTJw4UfFQd+/e1dTU1NbWjoyMVDwaUXfCCTnDhw9XPFRWVla9evUA7N69W/FoykYNlnKdP38egJGRUXx8PJeAwszT9u3bc4lG1BTVFeFL2KrD1NQ0JSWFS8DRo0cD6NGjB5doRH1dvHgRgKGh4evXr7kE3LlzJ4A6depkZGRwCag81GApkTJWlqamptasWRNAYGAgr5hEvVBdEb4KCgrq168PYN26dbxiJiYmfvLJJwD+/PNPXjGJ2pHtI7N48WJeMaVSqa+vL4A5c+bwiqkk1GApkbCs1NHRMT8/n2PY9evXA7C3t8/Ly+MYlqgLqivC17JlywA0bNiwsLCQY9iff/4ZgJOTE99CJWpk06ZNAKytrXNycjiGDQ0NFYlEOjo6T5484RiWO2qwlEXxBc//pLi4uEmTJnw/ExB1QXVF+EpMTDQxMYES9pstLCx0dnYG8PPPP/ONTNRCZmamsI/MoUOHuAcXzoru27cv98gcUYOlLFwWPP+T4OBgvne1ibqguiJ8jRo1CkDv3r2VEfzcuXMAjI2NeU0WJGpk+vTpiu8j808SEhKU9MGAI2qwlEJY8KylpaX4gud/IqzLGDZsmJLikyqI6orwFRYWJtxqiYqKUtJLdO/eHcCYMWOUFJ9UTdHR0To6OiKRKCwsTEkvsXz5cgBNmjSpsls20FE5SlGjRo3GjRs3a9ascePGAPLz8//pSMuKSkhIEL6YOXOmoaGhcE+HfCSorghfhoaGbm5uLVu2FDb0z83NzcrK4hK5TEUJyzLIx8PExKRly5aOjo5NmzYFkJmZ+eLFCy6RL1++LBztNWjQIH19/Xbt2nEJqwzUYClFYmLivXv37t27FxMTExIS4urq+t133yke9smTJ/b29t9++y1jbOPGjdnZ2VeuXFE8LFEXVFeEr/j4+IcPH965cycuLi44ONjFxeXHH39UPGx4eLidnZ2w94dQUdeuXVM8LFEjUqn0/v370dHRZ8+evX37trOz89ChQxljCoZ98uRJp06dmjZtmp+fP2/evLy8vNjY2PIcl6kaKr6CVn0NHToUwIABAyIiIrS1tUUikXAquCKEi+2jR49WlzUUhDuqK8KXn58fgC+//DI8PFy4Af3w4UMFY8r2LL1y5YqGhoa+vv6LFy+4ZEvUiGx1qlgsVvwgQoHsjrNavFlRg6Us8fHxxsbGAM6dOzdlyhQAvr6+itwqlk0XffPmjY+PD9RhFxDCHdUV4evVq1c1atTQ0NAICQkZO3YsgI4dOyoS8MiRIwDMzMySkpKaNWsGYMGCBbyyJWqk9Fny27ZtA2BlZZWdnS13QNkGy2/evFGLrbCowVKiRYsWAXBzc0tOTq5VqxaAw4cPyxeq9IJnYR/b2rVrV/19bIkyUF0Rvn744QcAnp6eycnJwiYgp06dki+UbM/S9evXK2kPJKJGjh8/DsDU1DQxMbFFixYA5s2bJ18o2QbLq1at2r17t1q8WVGDpUT5+flOTk4ANm7cuGHDBgA2NjbyvdfItuxLSUkRTmLauXMn94SJWqC6Inzl5OTY2NgA2LFjx+rVq6HA7qCLFy8G4OrqKhaLhT2QDhw4wD1hoka6du0KYNy4cdevXxfuF8fExMgRR7bBclpamqxceSfLGTVYynXo0CHZ1XJ3d3fItYtjUlKS7NCJuXPnAvDy8pJIJMpImKgFqivCl+ySgFgsdnNzE64TVDRIQkKCcP/67Nmz06ZNg9L2QCJqpPRZ8l999RUAPz+/igYpvcGysA7D09Oz6r9ZUYOldJ999hmAqVOnyr2Lo3BsaqdOnZ4/f66npyfMllBStkRdUF0Rjkqf7yb3UeLCCoz+/ftHR0fr6uqKRKLbt28rKWGiRiZNmgSgXbt2cXFxhoaGAC5evFihCLINlmVTBi9fvqycZHmiBkvp7t27p6mpqaWlFR4eLscujnfv3tXU1NTW1o6MjKRNIIkM1RXhq/SyLDl2BxWG6+rqyjecVGOys+QPHz4sm0JaVFRUzuHCBsuampoPHjz4/PPPAXzxxRdKTZgXarAqw5gxY8pcKrhx40Y5x7Zt2xbA9OnTg4KC5LtQQaorqivC17Bhw+S7BCWVSj/99FMA33//PR2PQ97322+/CbNFU1NTZVNIyzlWtuvH1atX1WvXD2qwKoNsssvp06fnzJkDoGXLluUZKEy1sbCwSElJETbXXrJkibKzJeqC6orwJZtEde7cualTpwJo27ZteQYKU7jq1auXmpoqrEv95ZdflJwsUSfFxcXCbNFFixYJG3lYWFjk5eX958Dr16+r764fmv7+/iAA3rzB+fOIiICxMYyN+cY2MDDQ0dE5d+7cnTt3tm3bdu/evfnz59vb2//nQGtra8bY4MGD7969u337dgcHh927d2tpafFNjygR1RXhKy4O58/jyROYmMDIiG9sQ0NDxlhwcHBYWNjWrVsfPHiwYMECYcXWv7O1tS0uLh42bFhISMi+ffucnJx27NihqanJNz2iXNnZOHMGQUHIyICtLUQ8D3oRiUTOzs47d+68cePGkiVLNDQ0li5damtr+58DraysfH1927dv/+DBg02bNllZWe3du1dHR4djbkqk4gavijh0iNnZMX9/5u/PbG3ZwYPcX0G24dDq1asrOlZ2AzswMJB7YkSJqK4IX3v2MAcH9tNPbP58ZmPDjh3j/gqyTUA2bNhQ0bGJiYmyS6rcEyPKlZjInJzYxIls0yb2+eesTRtWXMz9RQYMGADgq6++qujAzMxMYS/4/fv3c89KeajBYiwvj1lZMdl2+1FRzNKSlePSZUWdOnUKwCeffJKUlFShgcKRXu3bt+eeElEiqivCV1YWq1ePyWafPHzIbGxYYSH31zl8+DAAMzOzlJSUCg0U1qX26NGDe0pE6aZMYf7+b7/t1YspYUu8ly9fyo4N+KfnFBQUpL5n8uTJALy9vdVr1w8NpvDhi2rvwQMMH467d98+4uGBXbvQpAn3l+rUqdOFCxfMzc1NTEzKOUQqlSYmJhYUFNy7d69x48bcUyLKQnVF+Lp1C5Mn4/r1t4+4uOD4cTg7c3+p1q1bX7lypWbNmsblvq8tlUrj4+MlEkl4eLizElIiyvXpp/j1VzRvXvLtxo24fx8bNnB/ndmzZy9fvryio4yNjbOysm7duiVMw1IXNOsCyMiAgcE7jxgbIz1dGS9lZWWlp6cnFovFYnH5R5mammpoaFhYWCgjJaIsVFeErw9WVEaGMl7KyspKX18/JSUlJSWl/KNMTU2LioqE45uImsnJgb7+228NDJCVpYzXMTAw0ND4tys7Ojo6BmXqHCguLmaMxcTEqFeDRVewgDdv4OWF2FgIk3yLi2FtjTt3UK8e39eJjIxs0qSJRCI5evSocKZSOY0dO/b8+fPffPPN5s2b+aZElIjqivD1/DnatUNMTMns48JCWFoiMhLm5nxf59GjRx4eHgBOnjwpHNZbTt98883FixcnTJiwbt06vikRpevXD4MHY9Cgkm9nzYKhIX78ke+LJCcn169fPyMj4+zZs8LmC+W0adOmsWPH1qlTJyIiQpjnpx5Ue4eyqujbl82bxyQSJpGwefNYv37KeJFu3boBGDt2bEUHPn36VNiT5tatW8pIjCgL1RXhq1s3tnhxSUXNmsWGDFHGi3Tq1AnAlClTKjrw0aNHwqEoDx48UEZiRIn+/ps1bFgyZ/TSJWZlxd684f4iwobs3bt3r+hAiUTi7e1tZGT500+PuGelPNRgMcYYE4vZ118zDw/m4cHGj2eZmSwmhs2ezfgddXTy5EkApqamycnJcgyfMWMGgFatWqnXFL+PHdUV4SspiY0YwTw8WNOm7NtvWUYGe/qUzZnD+P3zyWa4i8ViOYZPmDABtHJCTR06xDp1Yk2bsr592c2bLCuL/fgju3ePV/jIyEih/3748KEcwx88iBl0RewAACAASURBVLa0LNbUZKGhvDJSOmqw3pOdzfLyWP36DGBbt3IJWVBQLFxpDwgIkC+CbJHqvn37uKREKhvVFeErM5Pl5zNbWwawPXu4hMzLKxT2USv/LttliMViMzMzAOdPnOCSElEBiYS9fs2+/54BrEMHXlF79uwp37V2menTGcC8vJSxg4RSUIP1rpMnmaUlW7GC7dnDAGZhwdLTFY+6ciXz8Ejr3HlaoQJrqoWJMlZWVtnZ2YqnRCoV1RXhKzCQ1a3L1q5l27YxgFlaMh7/fAsXsqZNxd27TytW4C/YHxs3PmrdmjVowPLzFU+JVLZnz1jTpszDg6WkMHNzBjAevXJQEHN3T/PyGpOQkCB3kKwsZmPDLCxYRITiGVUGarDedeECA5iREXv9mrVuzQD23XcKhkxMZCYmDGBnzigURyKRNG/eHIB/6d1KiFpQh7qaP3++gimRynP8OAOYqSlLTGQtWjCAzZunYMi4OGZgwAD299+KBSouZo0bM4AtW6ZgSkQF8vKYnV3JhfaAAAYwZ2cFt1uTSJiXFwPY4sWKZhcayvbvf7vDbmoq275d0ZjKQw3We3r1YgD7+msWFsZEIqajw6KiFIk3ahQDWN++HFJTu6MuyVtUV4Svrl0ZwMaNY9euMQ0Npq/PYmIUiTdkCAPY55/zyC0oqOQThRImShOl27uXAax2bSYWM1dXBrC1axWJt317yWXWnBwO2Y0cyQwNS94+nzxhnp4cYioJNVjvefqU6eoykYjdusVGjpQaGPw9caLcwe7cKfljKtvQW0GDBg0CMEQ5q4eIElXtuho8eDCAwYMH8wlHKsHjx0xbm2lqsvv32ZAhUiOji9OmyR2MU5NWSp8+DGAjR3IKRyqRVMp8fBjAfvyRHT/ONDSiO3dOS0uTL1huLrO2ZgDbvZtPdiNHsrFjS+aGUYOlhmbMYABr3brozZs2Tk4Azp07J0cYqbTkdtDs2dxSi42NFTZhu3TpEregpHJQXRG+Jk5kgLRjx8JXrz61tdXQ0Lh8+bIcYSQS1rw5AxjPu8TPnpV8orh5k19QUlmuXmUaGqxGjeJXr5Z/+SWA6dOnyxdpwQIGsKZNuS2eHjmSHTvGevRgf/xR0mCtXs38/Njo0WzaNObvz375hW3ezAIDg8+dO3fjxo3Hjx/HxsZmZGTwefmKoAbrQzIy0nx9R7m57du3b9myZQAaNmwoxzziggI2ezazs2OZmTyzmz9/PoCmTZtK+K32J5WhytdV7969nz17xjMoUSqxONXHZ2jDhoGBgf7+/gA8PDzkmJ+el8emT2eOjnzu4Lw1ezYbOZLFx3MNSipJ1ujR61q1Gj5s2L1790QikY6OzhO5Lpj7+fGY2FeK0GA9e8bs7FhoKPP0ZIMGMaDs/+zsym5kamhoyC2J8qEG68NkS6tSU1OFlfBry3cTOjCQtW//9n2qQwfOfwUZY7m5uba2tgC2bNnCOTRRsqpcVxKJZNSoUdevXxe+FYvFvr6+nF+D8Pbrr78CcHBwSE1NtbOzA/D777+XZ+C+faxz57eHj7durZw1f1lZbPJk1qIFa9aMjR7N5NqtjahETEyMnp6ehobGrVu3Ro4cCWDAgAHlGZiUxGbNevtPvXv32znpXAgNFmNswQLWrx/z9GShoezAAbZpE1u5kv34I5s8mY0axYYPn9qxY8fmzZu7uLjUq1fP0NCwbt26PPMoB2qwPqz00qpjx46Vfy/HTZtYrVps1qySb2vWVMrb1t69ewFYWFik81jtTypNFa+rrl27BgUFCV8nJiZaWVnxfw3CVXFxcZMmTQAsXbp0//795X9bWLOG1ar19p6gkZFy8hs+nE2ezPLzWVERW7iQdeqknJchSjFr1iwA3t7e8fHxRkZG5ZxCEBnJdHTYqFEl3w4YwM6e5ZmVrMESNhasynOw6CzCf3Tt2jVfX189Pb2IiIivvvrq2rVr/v7+3bt3lz1BJHKWSg3LjAoNRVQUzpzBwYNo1Ai1aiEuDrq6/NNr27bt5cuXZ86cuWLFCv7RidJU5brq1q3bzJkz27dvDyApKcnLyys2NpbzaxDegoODO3ToYGhoGBkZ2b9//9DQ0CVLlnTs2FH2BJHIRSote3rulSt48wbHjuHkSTRoAGNjZGbyziw9HQ4OiI8vqVSpFE5OOH4ccXFlnhilo/O8sLD0I3p6eu3ateOdEKmYrKysBg0aJCQkHD58+O7du4sXL+7Xr9+qVau0tbUNDYX3KH1AD4CBAXR0SkZFRWHECABYsQKtW2PgQIwZg4ocPPhvYmLw119o0QLCoc9//42//sLy5XyC86fqDq9KE5ZWffrpp3369Hn/P12TJpffv++7di2bPZudPMl8fZlUqqwrDYyx0NBQExOTVatWKSU6UaYqW1ddu3Z1cnLy8PDw8PBo1KgRXcFSF3379gXg4+MjHExZhqvrrfcravVqNn8+O3SoZDWWUq5ghYUxD493HunWje3Y8f58mR2+vmVytrS0VEJCpMJ+++03APXq1Zs9e/b7pfXZZwvfL60NG5i3N7txgzVuzAoLeV7BCg1lOjps3DiOR0Mpl1aFO7KPyfLly2/evBkWFsYYa9Kkiba2dumf2tgYvvsAgJJz7nv2xObN2L1bibkJVxeEy7ZEvVTlutq0aVPpK1hKfCXCz6pVq+7du3fjxg2RSOTu7q6l9c4bu6Wlgb7+hwcOHIjt23HwoHLSMjEpe1ksIwMWFujatewT7ey6Gr5z1bZWrVrKyYlUzOjRo7du3frixYtly5bVqVOnRo0aAIqKirKzswHo6dUwNQWAnBzILkEKb1affoqWLREQwC2T/HyMGIHCQujqQkODW1ilogbr39jY2Li5ucXExHzzzTfC9OT/9PvvJV+sWYMuXfDuZW/OqLtSU1W8rojacXR0bNCgwYsXL/73v/+tW7euPEPWri35IiAAvXtDIlFCWra2kErx8CEaNwaA168REwNfX7x3ma0v0FcJr08Up6WlNXDgwDlz5jRs2PD+/fva73/4e09UFHbsAIClS9GiBSwt+WSycuXt8PDmrq5YsoRPwEogUnUCVdqFCxdOnTplZGS0cOHCio61s8Pw4UqY1kDUH9UV4ev48ePnzp0zNTUVNmuokPr14eeHvDwlpKWpibVr0bs3li7Fzz+jSxesWAH6WKhWEhISli5dCuCXX34pT3dVmrk55sxBSAiHNIKCgubP/9TX94vdu5meHoeAlUTV9yirrqKiokaNGgH4+eefyz/q2TP24EHJ1wUFbOdOdvCgUtIjaqoq19Xt27dTUlL+/1UKgoOD+b8G4a2goKB+/foA1q9fX/5RT56w8PCSr3Nz2fbt7PBhpaTHXr1i+/axXbvY8+fKeQGiREOGDAEwcODA8g9JSHh7CqVEwr77jl24oFAO6enpNjY2ABYrfpZh5aIG6x+tXr0agJOTU76804nz8pi1NROJ2J07fFMjaozqivAlXGBwdXUtKiqSL0J2Nqtbl2lpvW3iCWGMhYSECKeUxihwgtKkSUxLi/3//nry2Lt3r0gk8vb2lmMTXdWiW4QflpqaKty+WbNmja68q+H19DBoEKRSTJwI2g2DgOqK8JaYmCg0WKtXry4zt738DAwwcCCKizFlCtfkiDqTSCQTJkxgjM2dO1fYw1Y+xsYlpSX3m9WQIUMuXLiwa9cuTU1NudNQDVV3eFXUmDFjAPTo0UPBOJmZrG5dBrB9+7jkRdQb1RXha/jw4QD69++vYJzUVFazJgPY0aNc8iJqLyAgAICDg0OebL9/uWRlfbxvVrTR6Afcu3evWbNmmpqaDx48cHZ2VjDali0YPRpWVoiMhEHZ3f7IR4TqivB1586dFi1aaGtrh4eHOzk5KRht/XpMmAAHBzx6BHWaR0yUICkpydnZOT09/cSJE7169VIwmvBmZW2NyEjUqMElQfVAtwg/YMqUKRKJZNKkSYr/FQQwahQ8PREXh40bkxWPRtQX1RXhiDE2efJkqVQ6Y8YMxbsrAN9+i0aN8Pw5tmxJUjwaUWuzZ89OT0/v3Lmz4t0V/v/NKjb27eYgHwtVX0Krcip0nlc5hYQUtmixoEaNGq9eveIVk6gXqivC186dOwFYWlpmZWXxihkUVODlNcfIyOjNmze8YhK1c/v2bZFIpKOjExUVxSvmhQusZcskd/fP4+PjecWs+ugK1jvy8vKEAwGWLFliYmLCK6yvr7aDQ0Rubu53331X4cHp6bhzBwkJvJIhlY/qivCVnZ09Z84cAMuWLTM0LHtypdzat9exto7IysqaO3duhQenpSE0FEl09Uu9SaXS8ePHS6XSmTNnNmjQgFfYDh1Qs+ao+/cPLliwgFfMqo/mYL3D399/wYIFTZs2DQ0NFYl4dp9xcXEuLi45OTnnzp1zdHQs89N6Ghp6Zf4h9PRQrx6++w6nTqFVKzx+DBMTHDnycd3Bri6orghfc+fOXbp0qbe399WrVzW4nhvy/PlzYceHixcvWllZlfmppYaGbpmK0tdH3bqYNAnBwWjZEg8fonZtHDqklCPuifL9/vvv3377rZWVVWRkpAHX2Z1RUVGNGzeWSqV3795tLGzuX+2p+hJaFRIbG2tgYKChoXH58mVlxJ8/fz4AYUvAMlKbNi17YKavLwsKYk2bMmEFh1TKhg9n6rbNGmFUV4S3Z8+e6enpiUSimzdvKiP+rFmzADRs2PD9isps3LhsRXXowP78k336KSsoYIwxqZQNHswqsokuqTpSU1OFUyAPKmeD7IkTJwLo0KHDlClTZs2atXHjxrNnzz558qRAKJ5qp9pewZJKpT/++GNKSkr5h/z9999PnjwZMmTI3r17lZFSbm6ui4tLbGxsrVq1yhwjeLN+/ZrR0e88u1kzWFvD0hJTp5Y8cu0avvsOV64oIzdSTlRXhC+pVDpnzpz09PTyDwkODn769OmIESO2b9+ujJSysrIaNGiQkJBgYWFR5v5jqL29aUzMO89u1QomJnB1xbhxsvywZAkuXFBGbqT84uLili1bduPGDdkjBgYGOjo6//R8IyOjx48fR0VFtW/fPigoSBkppaWlOTk5paam6ujoFJY6UVUkEllZWdnb23do3PjHWrVgbw97ezg4oG7dDxzsLJVCIkEFz+1Riep52HNsbGz79u0zMjKSkyuwwEpLS8vQ0PCrr75SUlY1atRo27bt5cuXt27d6uXlVfpHRhoaJbuwFRcjKwsA9PQwezbc3d8+qVYtJCYqKTdSHlRXhK/nz5936dJFLBanpaWVf5Surq6BgcGwYcOUlJWRkZGvr29oaOj27dvdS5cK8LZ/LypCdjYA6Otj8mS0afP2SVRRVUBsbGzDhg0NDQ0TK/hvYWRk1LlzZyVlZWpqOnr06HXr1g0fPrxevXox/y8uLu7Vq1evXr3yzMjAvXtvB+jqljRb9vbo1w+NGmHUKMTHQ1sbWlrYsAHv1mdVUz0brO++++7p06fe3t6LFi0q/6jAwMCzZ88uWrSoW7dufKc1CJKSkk6ePJmRkdGpU6cyPxJ7epqFhb3zUKtW+OwzvHz59pEXL2Bryz0rUn5UV4Sv6dOnP336tHXr1hXqvw8dOnThwoWFCxe2a9dOGVm9fv36r7/+ysnJeT9+RpMmxg8evPNQ+/bw8KCKqmpmzpyZk5PTpk2b0ifK5+TklL5uVEZWVtb58+c3bNiwbt26CRMm8J2AJXPv3r3c3NybN28OHDiwU6dO9vb29vb2pqamsbGxMTExxvHxiIjA8+eIiUFMDJKSEBmJyEgAsLfH+vVo1w4zZwLAqVMYPBgPH0LeAwwqg6rvUfInzPqU4/ikzMzMunXrAtizZ48yEvvmm28A+Pj4mL4n2deXmZoyU1NWqxZzcGAODmzgQBYezhwcmLCoNS+PderEdu5URmKkPKiuCF/CXRhDQ8PXr19XaGBqamrNmjUBHDlyRBmJCd1e27Zt36+oNG/vkoqysCipqC+/ZHfusPr1WVISY4zl5LC2bdn+/cpIjJST3GcISiSSZs2aAViwYIEyEjt+/DgAfX39Mn2IgYFBo0aNevXqdWfhQhYQwI4fZw8esKwslp3NHj5kJ06wNWvYlSvM2JiVPnCzeXN27Zoy8uSlujVYEomkefPmAObPn//06dPCwsLyD3z8+PHWrVsBWFpaZmdn803s7t27mpqa2trakZGRFRi2dStr2JC1bs0aNmQzZzKJhG9WpJyorghfxcXFwkKqpUuXRkdHl/+c5uLi4oiIiN9++w2Avb29gseYvO/GjRsaGhq6urrR0dEVGLZhw9uK+v57JpXyzYqUX3FxsXBj96effrp8+XJ4eHg5BxYWFl68eFH2SZL77noFBQXCWpwff/xx/fr1M2bMGDBggKenp6mpqazTimnV6p0lFLVqsRYt2KBBbPZsdu0ac3Z+J6KfHztwgG+SfFW3Bmvz5s0ArKysxGKxk5OTi4vL8+fP/3NUamqql5eXmZlZUlJSixYtAMybN49vYm3btgUwffp0eQbz20iQyIfqivC1bt06AA4ODqmpqba2tm5ubrGxsf85Kikpyd3d3cLCQiwWC39EFy1axDErqVTq4+MDYO7cufKMp4qqAn799VcANjY2YrHY3t5eS0urPOuX8/Pz3dzctLS0Hj9+PGDAAADDhw/nm5gws8LV1fX9D6hpaWlhYWFHjhwRr1/Pxo9n3buzhg2Znt47zdazZ8zc/J1hbdqwS5f4JslXtWqwZPdi9u3bt2zZMgANGzYs58WGrl27Ahg3bty1a9fku7j6Lw4ePAigVq1aaWlpvGKSSkN1RfiS3eM7evSov78/AA8Pj+Li4vKMFVrqadOmBQcHA6hRo8bLly95JbZr1y4AtWvXzsjI4BWTVCaxWGxubg4gMDBQ2NLTzc2tnNdHx44dC6B79+7Pnz/X09PT0NC4desWr8SE3WoABAcHV2DYmzfsyhW2ezdbupQxxry9355G/vgxs7ZmOTm8MlSGatVgTZ8+HUCrVq3i4+ONjY0BnDlzppxjHz9+rK2trampef/+/S+++AKAn58fl6zy8vLs7OwAbNq0iUtAUsmorghf48ePB9C+fXvZX52///67nGOFm8JaWlrh4eHClYahQ4dyySonJ8fGxgbATpqTp7aEJqlDhw6y0rp48WI5xyYlJQnnTPz111/C4RDe3t5STnd7P//8cwCff/65QlHu32eOjmzIEPbNN6xBA3buHJfclKf6NFjR0dG6uroikejWrVsjRowA0Ldv3wpFmDRpEoB27drFxcVVtDT/hbCIw93dvZyfUEmVQnVF+Hr06JGWlpampuaDBw8GDx4MYNCgQRWKMGbMGACdOnV6+fJljRo1NDQ0QkJCFE/shx9+AODp6SmhOXnqKSwsTGi+Hz586OfnB2Dw4MEVirBixQrhCr1YLK5Tpw447Tgqm3T/4sULRWMVFrKHD9nt2yw3V/HElK36NFg9evQAMHr06Dt37ggHVT558qRCEWTX7Q8fPvzTTz9x+esVHx8v7P14rsr32uSDqK4IX8ImQxMnTpR7XWpSUtInn3wC4NSpU99//z0ALy8vBbuiV69ecezVSOWTSqVt2rQRbh/L3dDI5qH/+uuvmzZt4rKQQjbpfuHChYrEUUfVpME6f/48AOEQeF9fXwCzZ8+WI46wNkeYHijcf9m4caMiiQ0dOhTAgAEDFAlCVIXqivAVGBgIwNTUNCkpSbYuVY44v/zyCwBhU2zhvt6OHTsUSUy4g/PFF18oEoSo0B9//AHAwsIiJSWlSZMmci+AOHLkCABhaY4QZ6kw/0lea9euFdZzcF/xWvVVhwarqKjIzc0NwKpVqxScpCnrtRctWiTMIDYzM0tJSZEvMeFkXx0dnYoteCZVA9UV4av05QHZulT5du4oXZy7d+9WcGa67Foahzs4RBWysrIsLS0BbNu2TfGGpmPHjqUXUgifMOULlZKSIky6P378uHwR1Fp1aLD4fpgrvTbns88+AzBlyhQ54kilUuGax5w5c+ROhqgQ1RXha8mSJcIy9dTUVNm6VLmjyS6vvn79WpHLq7K9Jf39/eVOhqjW7NmzhTvFycnJQkNz7NgxuaPJdteLiorq3bu3MEdCvlCjR48G0LFjR7mTUWtq32DJpiP8+eefvKYjCGtzvvrqq/DwcC0tLWHOYEWDKP6xkqgQ1RXhKyEhQViCevbs2RkzZgjrUhVcoiVMEPzmm2/kniDIGNuyZYsi19KIyj19+lRYiHPjxg1hAYTiDc2oUaMA9OnTRxY8NDS0okHu3Lmjqampo6MTERGhYD5qSu0bLNmCmtevXwtbd1xTeO982S4gt2/fFla9VrRec3NzhWse27dvVzAZohJUV4Qv4Wzm/v37v3jxQkdHR76/WGVERUUJoe7fvy/fEtfSe7wpmAxRFaHPHjVqVHp6uoWFhba2tuINzZs3b4RlNNevX586daqwDrpCEaRSaevWrQHMnDlTwWTUlwZjDGorNzfXzc0tLi7u4cOHLi4uJ06cuHnz5uLFixWPvHLlyho1anz77bfp6emOjo4FBQV6enoikehfhhQUFOTm5sq+1dLScnFxuX///r+PIlUQ1RXhKzMz083NLTExMTIy0sHB4ciRIw8ePBD2gVTQ4sWLa9Wq9fXXXyclJTk5OUmlUuF6w78Meb+imjRpEhoaqoyTyImyFRcXjxgxIjAw8Pnz53Xq1ElNTb106VK/fv0Uj7xp0yYTE5NBgwalp6fb29sXFhYWFRUJXZdAS0ur9Lfa2tqGhoayb3NyciIjI+vUqRMVFSVcu/0IqX2D1bRp05iYmMePHzs5OSnjJbKzs+3s7AoLC7Oysio0UEdHx9XVNSwsjN621A7VFeErMzPTw8PjzZs3T548Ea5Bcpeenm5nZyeVSuWoKHd391u3bikjK6JsRUVFDg4OcXFxBw4cEJaCcpeamurg4FBUVFS6Ly8Pc3NzV1fXy5cvKyMrtaDeH4Jr1Kjh4+NTVFQkzGlQhkWLFonFYldXV7FYnPqvckrt2Z+ZmWlubn7v3r19+/YpKTGiPFRXhC9jY+OWLVsWFBQIG2Qrg7+/f0ZGRuPGjStUUWlpacbGxrdv3xYW5xO1o62tPW/ePAAzZsyoaANUTvPmzcvIyGjZsmVRUVHpQkpMTHxWSmRkZGgpx48fz83NvXLlytWrV5WRlXqoxNuRSpGQkCDs7l/+00vK79mzZ8L19ps3b1Z07LZt2wBYWlrS1FF1RHVF+JLjVJzyk53IdO/evYqOFTZpU3w/SaIqEonEy8sLwOLFi7kHl63IefDgQUXHzp07F0DLli15nbejdtS+wWKMVfT83fITVqiOGjWqQqPEYvGMGTMU3EiQqBzVFeFLmHRV/nOdy084U/x///tfhUYlJydPmzZNti/lkiVL+GZFKs3FixcBGBoayr1h1T8R9pSZPHlyhUZJJJK9e/empaUJSygOHDjANyt1UR0arIKCggYNGgBYu3Ytx7AXLlyAXHusCYdAjRs37tq1a7R9n/qiuiJ85ebmKuN87uPHjwMwNTVNTk6u0MBevXqh1H6ShoaGr1+/5pgYqUzCxPavv/6aY0xhKoKFhUVaWlqFBgpb0vz666+///47ADs7u4/z+mh1aLAYY8eOHZPvLeafFBUVNWrUCMDKlSsrOlZ2uV52mGtFT9wkVQTVFeHrwIEDAGrVqlXRv1j/RJGPAbL9JCMjI/v27QtgxIgRXLIilU828eD27dtcAubk5Nja2gLYvHlzRccePXoUgJmZWXJysqenJ4Bly5ZxyUq9VJMGizHWpUsX4fM9l2irV68G4OTklJ+fL8fwCRMmAGjfvr1s4sXly5e5JEYqGdUV4att27bCdSMu0YQb2a6urvLdyBY22u7Ro8ezZ8+ETdrkmBdIqghhUY6Pjw+XOU/CBsuenp7ybbAsnLczY8aMoKAg4Zp9fHy84lmpl+rTYMk+39+/f1/BUGKxWDht4NSpU/JFSE1NrVmzJoBjx44JSzyaNm2q4D7gRCWorghfwnUjLS2t8PBwBUPJdoeXeylGYmKisJjjr7/+mjVrFgBvb++PdkqyusvMzKxTpw6Aw4cPKxhK1nCHhITIF+Hu3buy0wWErVArOkewGqg+DRZjbNKkSaj4hrPvk+3irUiQdevWAXBwcEhLSxMutG7btk3BxIhKUF0RvrhUAmNs+PDhAPr166dIkJUrVwqLOcRisTAlee/evQomRlRlw4YNwppQ+a6RywgLcYYPH65IEOF0gYEDB0ZERAgfU+U4HEytVasGS/b5/siRI3IHKT0vQZFkiouLGzduDGDFihV79uwBnR+ntqiuCF+lT7qUO0hoaKjc5w+WJpvFtWbNmq1bt4LOJVRnsveH5cuXyx3k3Llz8i3EKeP169eymQzjx48H0K1bN0UCqh313sn9fb/99tv48ePt7e0fP36sp6cH4Pnz58K6rX/x6aefuru7C19/9tlnly5dmj59+qpVqxRMJigoqGPHjkZGRpGRkYMGDbpy5crs2bOXLl2qYFhS+aiuCF+//PLL9OnTnZycwsPDdXV1AURHRwuL7f9Fq1athEUSjDFvb++bN2/OnTtX8UOcTp482bt3b1NT08jIyJ49e96+fXv+/Pn+/v4KhiUqERwc3KFDByMjoydPngh3DK9cuSIcEl+ahoaG0OULevXq5ePjA6CwsLBJkyZRUVErV65UfKflBQsW+Pv7N23a9Ny5c87OzqmpqWfOnBEmtn4UVN3hcVZcXCzs6SLbck1YtvPvZM2+bFVqeno6l3yEhdBff/21IsfdE5WjuiJ8FRUVubm5AVi1apXwyM6dO/+zotasWSM8eceOHQDq1KnD6+Kl8Ddv/PjxtAlINSC8P4wZM0b4dteuXf9ZWuvWrROevGLFCgD169dX8CajQHY+/e7du2U3o4uKihSPrBaq2xUsABcvXmzfvr2hoWFUVFS9evXuLa1MbQAAIABJREFU3LkjbMXxL/r379+lS5e8vLyGDRu+fPlyy5YtX3/9NZdknj175ubmVlRUdPPmzV9//XXnzp39+vULDAzkEpxUJqorwteFCxc6deoku9Jw48aN7du3//uQQYMGtW/fPjs729nZ+c2bN7t37/7qq6+4JBMREeHu7i6VSu/evbt48eIDBw4MGTJk7969XIKTSiZ7f7h9+7anp+fLly/Pnj1b5jmMsfT0dNm3nTp18vT0TExMdHZ2zsjIOH36dLdu3bgks3PnzhEjRlhaWj58+PDTTz+Njo7esGHD2LFjuQSv4qphgwVgwIABgYGBrVu3/uqrr/T09PT19csz6tChQ4cOHWratKkwuYFXMjNmzAgICPj5558HDx7coEGDzMzMs2fPdu7cmVd8UmmorghfPXv2/PPPP9u1azd48GB9fX3h7vN/2rdv39GjR729va9evcrxzO+JEydu3Lhx7dq1vXr1cnZ2zsvLu3TpUuvWrXnFJ5Vp6tSpAQEBdnZ2Zd4TPlhmhoaG2traAI4cOXL79u0+ffoIWwByIZVKmzdvHhYWtmvXLn19fT8/v1q1akVHRwvLV6s5FV9BU45nz55ZWloKE5PLT1NTU19f/8SJE3yTSU9Plx0QNmzYMEtLyytXrvB9CVI5qK4IX5GRkZaWlqWnwpSHrq6uvr7+2bNn+SYjFotli7z8/PxsbGxoTyz1lZqaOmTIEDMzswqVloGBgZGR0dWrV/kmc/36ddl6jkaNGtWuXfvOnTt8X6Jq0qrQf3114eDgEBMT4+/vn5KSkp+fn5eXV55RN2/efPXq1dGjR4Ub2LyYmJgIM50LCgquXr36+vXrR48eCdMJiXqhuiJ8OTs7x8TE/PDDD+np6Xl5efn5+eUZdePGjdjY2MDAQL4XLM3MzIS/x3l5ecJLREZGtmjRguNLkEpjamq6d+/eXbt2lSmqD5ZZdnZ2UVERgBMnTkRERGzZsqVVq1Yck2nZsqXshcRisfD+yTF+1aXqDq8KEbZWE4lESvrcpuCey0RNUV0RvoRdhUQiUWhoqDLiC+sHmzZtyv1QalLFcT9vp4zZs2cD8PLy+ki2R6YG6x1z5syBcvYyTkhIEG45y73nMlFfVFeEr6lTp4LfoSilyU5hunTpEt/IRC0IWzO0atWKe2k9ffpU6N5u3LjBN3KVRQ3WO7KysurVqwdg9+7dfCOPHDkSQJ8+ffiGJWqB6orwlZGRIWxxdPDgQb6RhwwZAmDQoEF8wxJ1wfG8nTKEA3O++eYbvmGrMmqwyhJ2o7G0tMzKyuIVMywsTNisKCoqildMol6orghfmzZtAmBtbZ2Tk8MrpmwTrJiYGF4xidqRnbeTl5fHK+aJEycAmJqaJiUl8YpZ9VGDVZZUKhVmCn///fe8YgpLnb/77jteAYnaoboifEkkkmbNmgFYsGABr4DClPZ58+ZxCUjUFJfzdkqTHce0du1aLgHVBTVYHyDsV6SrqxsdHa14NO67eBM1RXVF+Lpy5QrHXdeFbU4tLS3pIEISFBQEwMjIKD4+XvFoCxcuBCDsfap4NDVCDdaHCcfUDxgwQME4ubm5tra2ALZs2cIlMaLWqK4IX59//jmAIUOGKBhHNk3wjz/+4JIYUXc9e/ZEqfN25CZbNnHx4kUeeakTarA+LCEhwdjYGICCu/nRgmdSGtUV4YvXoj9h/XzLli25rx0jaioyMlJbW1tTU/P+/fuKxPHz8+PyGUAdUYP1j5YuXSpsLyT3VU1a8EzeR3VF+Jo/f77Qbcu9t5CwVZuGhgZt3U5Kmzx5MoD27dvLHeHy5csaGho1atR4+fIlx8TUhSrOInz6FHZ20NICgLw8JCXB1hYACgsRGQkDA9jbg9+RbXIrLCxs1KhRdHT0+vXrx40bB6CoqMjb27v0c0xMTMqcLle/fv3ffvtN+PqLL77Yt2/foEGD9u/fX2lpf7yorghf0dFwcICmJgDk5CA1FdbWAFBQgMhIGBnBzq4qVNT7p4nn5OS0bdu29HM++eSTMqcWurm5BQQECF/379//6NGjw4cP37FjR2Vl/XHbtw9+fiVvVnFxiI5Gu3YAcPs27t6FiQlat0a9eqrNEUBaWlr9+vXFYvGJEyeEgyjCwsKEK1IC2SGGAmNjY01Nzb59+44fPx5AcXGxp6fnw4cPly5dKlwi/eiooKlzcGCxsSVfh4QwoTsODGR2duyrr1jfvqxBAxYRoYLE3nP06FEAZmZmKSkpjLGCgoL//O/p5eUljKUFz5WN6orwZWnJkpNLvj5/nnXvzhhj+/czOzs2dCjr3Zs1bMh4rFdQXJkVDxkZGf9ZUT4+PsLY4OBgAIaGhq9fv1bpL/ExMTNjsu1aTp5k/fszxtiMGczbm/32G/vpJ2Zpya5dU2GCMmvWrAHg6OiYn5/PGLt8+fJ/ltbUqVOFsatXrwbg5OQkjP0IVY2zCNPTMWECLl+GoyMA7N6NceMQHKzqtNC3b98uXbqcPXt2wYIFa9eu1dbWDg0NLf2EjIwMqVRa+hFhho1UKp0yZQpjbObMmXZ2dpWZM3mL6orwJRZj2jRcvw4bGwDYvBmTJuH0aVWnhcGDB2/YsOHy5cuLFi1auXKlgYFBmYoSGq/SjwgnTEskkilTpgCYM2dOvSpwyeTjFRmJw4cRGQldXQBo1qyk0lRt3Lhxv//++6NHjzZs2DBlypTmzZs/e/ZM9tOsrKzi4mLZt5mZmRKJxMbGBkBSUtKCBQsArFmzRlf4pT4+qrhF6OiIvXtRpw4AhIbit98wcybWrn37PiWVwsQE585h9eoyQ1fXrHk9JaX0I+7u7tOnT9fT01NSso8ePfLw8GCMtWrVqvxVkpSU9ODBA0tLy6ioKGG6DFE6qivCl5UVTp2CqSkAXL2KPXswZgx27kRgYMkTiothYoILF96vqGVmZmGpqaUfadas2aRJk5RXUWFhYc2bNxeJRK1atdLR0SnnqISEhPDwcDs7u4iICOXlRsoyN0dAQEkvFRaG6Gj07o3Ll7F1a8kTJBIYGmLvXsyYUWbokNq1byUmln6kf//+3377rZOTk5KS/fPPP3v27GlsbFyzZk3Zg6bC/y8AAJqamsInQIG2trahoWFYWNizZ8969eolbDH6cVLRFaz58yH8nzk1FdraSEpCqX85iEQwN8eTJzh0qMy4x40aHQoPL/1IaGjopk2bHj58KJzIxl2DBg3Mzc1FIlFISEiFBtasWdPFxYX+ClYqqivC19y5EJqV5GR88knZitLSgrExoqLer6j7Li6HIiNLPxIWFrZhw4aHDx8aGhoqI1M3NzdTU1MdHZ3y3MQpzdzc3NXVlbqryvb8eUlpxccDQE4OSv8TaGpCSwvp6Xj+vMy4ZInk+cuXpR/ZuXPnjh07njx5Urrp4ahu3brCBL7n7yXz7wwMDPr06aOMlNSFihqsLVtgZQUAV65g/nxYW+PVq7c/LShASgrat8fBg2XGDdPW7lxUVPqRpUuX3r17d+HChatWrVJGpuvXr09MTLS1tT19+nTp2Xz/7s2bN6NHj7548eLt27ebN2+ujMTIB1BdEb527SrpqITLVNbWOHLk7U9zcpCVhY4d36+ob7W0+pe6dcIYW7RokTDbd/HixcrIdPXq1WKx2NHR8cyZM5rCxPxyePXq1dixY8+ePfvgwYMmTZooIzHyYdOnQ2i1T53C9u2oX/+dKnrxAsbG8PPDu4sVAOzQ0Ch8977TqFGjLl26tGDBAtmqBb6EOVVffvnljP+/nMYYS09Plz1BIpFkZmbKvi0qKsrOzj516tSuXbtWrVo1bNiw8r/FVTcqmPf1/mTkggLm6Mhka84XLmRfflnOYOHh4VpaWtra2pGRkdwzFYvF5ubmAE6dOlXRsTNnzgTg7e1N+8pUEqqr/2PvvuOiOrY4gP92WaqAgAoSsSEgCiqKqCg8K5ZYQjQajV3sFcVuVNTYe4uV2KJGBYzdgBVsKJYoICBiQ1GR3tvO++MSJMaYLXfZwvl+8sfusnP28DwPDnPnzhB+/XORe04Oq1OH3bxZ8uK8eczLS8Jg3D7+Ojo6sbGxvGcqz/5qkyZNgny34hOp/XORe1ERa9SI+fmxwkKWnMx69GCrVkkYjPthJRKJHj16xHumhw4dAmBhYSHtiRGlx+Ns3bqV96zUhTIaLBsblpBQ8vjaNdapE2OM3b7Nmjdnrq6saVPWvTuT5jzIMWPGAPDw8OA907FjxwLoxGUopYyMDEtLSwCHDh3iPTHyGVRXhF81a7IPH0oeX7jAevRgjLHr15mzM3N1ZU5O7JtvWHKy5PG4ffy//fZb3jMdNmwYAE9PTxnGpqSkcGtrAgMDeU+MfF6XLiwnp+TxtWtszhzGGHvxgg0bxpo3Z+7ubOVKJs2uZvL8SPmC0hMj9uzZI8PwwMBAANWqVauwx3mp2EajOTlM+t0XS+cDzpw5w2Mu8v9ZsHv3bgBWVlZ0tpeSUV0RfslUUaXzTOfPn+cxl7t378o5N7ZlyxYA1tbWubm5PCZGyk1ycrKZmZlsk+JfsGDBAgDNmjWTeQ/bjh07ApgxYwaPWakRFWuwZMVde+Z3vw0PDw8AU6ZMkTlCcXExt1Bm4cKFfGVFyhPVFeHXihUrADRs2LCgoICXgGKx2N3dHcCsWbNkDlJUVMQtwFq+fDkvWZHyt27dOn5/WL18+dLAwEAgEISGhsoc5P79+1z3z8sJ92pHQxqswsLCRo0aAVi9ejUvAQMCAlBmK0iZlW4Lyctx96ScUV0RfpUuTNm0aRMvAQ8ePIgyW4zK7OLFi6DtRtVZYWGhg4MDgLVr1/ISkNuxfdCgQXLG4a6M9+3bl5es1IuGNFiMsQsXLgAwMjJ68+aNnKHy8/NtbW35Wp3Xv39/AP3795c/FCl/VFeEXydOnABgamqaVLqCXlalS2T8/PzkT8zT0xPAsGHD5A9FlCIoKAiAsbFxYmKinKFCQ0P5OkMwISGB21YmJCREzlBqR3MaLMZYr169AHhJfF/Pv1m2bBnkO463LDqaV91RXRF+de3aFcD48ePljCP/Mc9l0ZHPGqBbt24AxowZI0+QoqKiJk2aAFi6dCkvWXGFKs9aLjWlUQ3W06dPdXV1hUKhPD8g5Lnh+d/w+3OQlDOqK8KvqKgobW1tLS2tBw8eyBxEER02dyJvq1ataBMQNfX48WNtbW2hUBgeHi5zkG3btgGoW7cuXzc95OTk1KxZE8Cvv/7KS0B1oVENFmNs1qxZcu4SJM8Nz/8mOzu7du3aQ4YMySzd+4SoFaorwq8pU6YAcHNzk7miFHGNOCMj46uvvvLy8srOzuYxLClP3OGSMpeWgrbt2LNnj7a29k8//cRjTNWnaQ1WZmYmd2TpwYMHZRgu/w3P/+bt27f9+vUrffr777/v2rWL348gikN1RfiVmpparVo1AMeOHZNhuOLucnj58uXAMvvxHj16dN++ffx+BFGo0tLy9/eXYfjkyZMVsfFscXHxrl27goKCSl9ZsGBBeno6v5+iaoQSbPauTgwNDbmVLjNnzszOzpZqLGPM29tbLBZPnTqVW4zMIz09vStXrpQ+ffHiRWxsLL8fQRSH6orwy8TEZMmSJQCmTZuWk5Mj1VixWMxt8zFz5kxukTuPPjnN8NmzZ3Fxcfx+BFEoExOTxYsXA5gxY0ZeXp5UYx8/frxt2zYtLa31/zi/XE5CoTAhIeHu3bulr+zfv1/an6VqR0lnESrSkCFDtm3bFhYWNnfuXG4eXkInT54MDQ21sLCYM2eO4tIjaorqivBr1KhRu3fvDg8PX7Bgwfjx4yUf6O/vf+fOHSsrK+7cJEI+MWrUqG3btj18+HDEiBHffvut5APXrFlTWFg4ceJEOpiSFwL292MjNcOtW7dat25tZGRU9gRKSYhEoh07dowYMYL3lNLT0y0sLLi7hwDEx8d37dp11apVvH8QURyqK8KvkJCQtm3bGhkZZWZmSj5KKBQKBIL9+/f/8MMPvKf07t27unXrdu7cmXsaFxfXu3dvbkaEqJFLly4NGDCA2wpE8lG1atUqLCx89OgRd4gFv3x9fS9fvtyyZUvu6c6dOx8/fswd/KWpNHAGC0CrVq3u378/e/ZsaS+XnD59un79+grKysjIaOPGjdzjvXv3avzsqOahuiL8+t///vfgwYNp06Y9f/5c8lFaWlqnTp3iNixVBFNT09KK2rFjh4I+hShUhw4dnj17Nnz4cKkarIYNG86aNUtfX19BWdna2nJHWQA4cOCAgj5FdWhmgwWgSZMm586dU3YWfyMUCksXTJiamtIvQnVEdUX41aRJE24XddWhpaVVWlEmJiZZWVnKzYfIxsDA4MiRI8rO4m9sbGxKGyw9PT3lJlMONG2ROyGEEEKI0mn5+voqO4cKQSgUVqtWrVmzZtxTfX19a2trbu81QmRGdUX4paWlZW5u7uTkxD3V19evV6+elZWVcrMiGiA3N7dmzZrW1tbc07S0tLZt2+rq6io3K4XSzEXuhBBCCCFKRJcICSGEEEJ4Rg0WIYQQQgjPqMEihBBCCOEZNViEEEIIITyjBosQQgghhGfUYBFCCCGE8IwaLEIIIYQQnlGDRQghhBDCM2qwCCGEEEJ4Rg0WIYQQQgjPqMEihBBCCOEZNViEEEIIITyjBosQQgghhGfUYBFCCCGE8IwaLEIIIYQQnlGDRQghhBDCM2qwCCGEEEJ4Rg0WIYQQQgjPqMEihBBCCOEZNViEEEIIITyjBosQQgghhGfUYBFCCCGE8IwaLEIIIYQQnlGDRQghhBDCM2qwCCGESGPvXvTpg3bt4O2NxERlZ0M0hcbVFTVYhBBCJLZ7N3bvxrJl+P13WFvDwwNFRcrOiag/TawrAWNM2TkQQghRE/Xr49gxNG5c8rRzZ0yciF69lJoTUX+aWFc0g0UIIUQyhYV48QIODh9fcXJCdLTyEiIaQUPrihosQgghkhGJIBIhP//jKzk5qFRJeQkRjaChdUUNFiGEEMkIBGjeHJculTwVi3HpElq2VGpORP1paF2JlJ0AIYQQ9bF8Ofr3x/PnsLTEgQNo0wbNmys7J6L+NLGuaJG7akhJwbVrSEtDkyZo0kTZ2RBCyL+Lj8cffyA5GS4u6NJF2dkQTaFxdUWXCFXAo0dwcsKNG0hOxtixmDpV2QkRQsi/CA5G8+a4cgUdO2L8eAwapOyEiEbQxLqiS4QqYMYMrF6N778HgAkT0LAhhg//eLcqIYSojoICpKYiOxs5OYiPR926yk6IaARNrCuawVIB16+jZ8+Sxzo66NIF168rNSFCCCGEyIUaLGUrLERBAfT0Pr5iaIiMDOUlRAghhBB5UYOlbNrasLJCbOzHVyIjYWurvIQIIeTfcfdFCQQfHxAiP02sK2qwVMDEifDxQXo6AAQEICYGPXooOydCCCGEyI4WuauAKVOQn4+uXZGXhwYNcOkSdHSUnRMhhHxGtI5OuLu7cc2aDUSiMHd3o7p1v1F2SkQDaGRd0QyWCnjyBGlpGD0a/v6oVQvnzys7IUII+bwn+fmDQ0N3JyQ8LywcHBq69flzZWdENIFG1hU1WCogLg4rVyIgAM+fY+VKHDmi7ISIZsrJyWnXrl3t2rVpe2FCCFE0arAIqSgMDAzi4uJevnz55MkTZedCCCEajhosQiqQFi1aALh9+7ayEyHqipv+FGjETV5EdWhkXVGDpQI08fZUoppcXFwA3LlzR9mJEPUmFouLioqUnQXRNBpWV3QXISEVCM1gETl99dVXrVu3vnbtWnp6upWVFVdRhMhJI+uKZrCUL00kSmnW7J2lZQb3oEYNZWdENFaLFi2EQuH9+/fz8/OVnQtRP7m5ubt3775x40ZaWtqtW7cSEhKOHDkSHh6u7LyIetPUuqIGS/lCCwur3Ls36u3bsMLCKvfuDX7zRtkZEY1lZGT03XdbHBxOP3qkpexciJqJiopq1arVjh079PT0NmzY8PDhw2bNmsXFxbm6uvr6+orFYmUnSNSSBtcVNViEVCx6euPu3esUFkbLA4ikGMPevbecnZ0fPnzYsGHD27dvT5kyxd7e/saNG1OnTi0uLl60aNG33/ZLTFR2okStaHxdUYNFSMXi4gIAtMy9gnj+/PmuXbuSkpJkjpCWhv79MXFiK0vLdoMHD759+3ajRo24L+nq6q5bty4oKMjS0vLDh95NmuD0adlTLS4uvnLlytGjR2UPQcoL1ZVEGFG2EydOAOjVq1dQUBAADw8PZWdENFlYGANYw4bKzoOUi6VLlwIQCoVt2rTZsGFDQkKCVMOvXGFWVgxgpqbs99+z/+1tb9+md+7MACYQMG9vlpcnxUcUFRWFhoZOnjzZ0tISQPXq1YuKiqRKkpQ/qitJUIOlfNRgkfKUn890dZlAwFJTlZ0KUbzTp0/36NFDV1eX+4taKBS6urpu3fo6Pv4/BhYWsoULmZYWA1jLluzp0/94v1jMNmxgOjoMYA4O7NGj/3h/bi47eZJNnbrEzMys9A/++vXrz5kzJysrS4rvkCgD1ZUkqMFSPq7BsrW1nTVrFjVYpBy0aMEAdvGiAkInJbEjR9imTezSJSYWK+ADiCyys7NPnjw5ePBgIyMjM7OqIlEhN4u5cCGLjGSMsVevGMAOHSp5/5AhbOBABjAtLbZwIZP8L/87d5itLQNY9erM1paNGVPy+p49bNIkxhjLyWEnT7LBg1nlygxg7dotBdCwYcNZs2aFhoby+10TRaO6+jJqsJTvypUrNWvWBKCtrS0UCqdNm1ZQUKDspIgm276d+fqyJ0/4jhsdzWrWZPPns927WffurE8fvj+AyCs7O/vUqXsDBjBjYwaU/NewIdu2jVlZMTu7knnNIUPYoUOsUyd29arUH5GRwYYMYfv3Mzs75uDAbtxgjLE9e9iYMax3b2Zg8PFznZ3Z+vVvY2JieP4mSbmjuvosarCUqbi4eMOGDdra2gBcXFx+/PFH7nHz5s2f8P/bjxDGGNu7l9WuzZKSSp7a2kq3suFLvvuO/fJLyWOxmDVvzoKDeQpNeJaXx4KD2eTJzNycAWz7dta4MVu5ko0fzxhjQ4awgAB5P8LOjp0/zxo3ZgUFJTMN9eqx0hmO2Fj5vwmicqiuyqK7CJUmISGhQ4cO3t7eRUVFkydPvnbt2pIlS65du1avXr3w8PBmzZodOHBA2TkSDZSfD6EQM2aUPE1LKzmiiQc3b6Jr15LHAgG6dcPNmzyFJjzT1UWnTti4Ea9fIygI7dsDgLc3rlwBj/v8OzvDxQUbN5Y83b8fr18jMhK+vrC15e1TiOqguiqLGiyp5eXlZWZmyhnkxAl8953xzZt3LSwszp07t3HjRh0dHQAtWrS4d+/ewIEDMzMzd+683K8f0tLkTfjDhw/yhiCapW9fPH6MS5f4iFVUhK1bcfAgAOTkQE/v45cMDJCTw8dnEAUSieDhAQMDANDRwebNmDwZPG7uuGIFtm7F27cA0Lo1vvqKt8hElVFdgRosGQQGBlarVs3Dw2Pjxo3v37+XdnhuLiZMgKcnwsKMR48OjYiI6NKlS9k3GBsb//rrr3v3HoqN3XTsGFxcZNyyKDIy0tfX187Ornv37rKMJ5pLKMTGjZg8GQUF8gUKDoaTEyZOxLRpyMyEnR0iIz9+9dEj1K8v3weQ8tahA6ytcf48bwGrVsXcuVi7lreARB1VzLqiBktqjx8/LiwsvHDhgre3t5WVVefOnXfs2PH+fZZkY+Hqip9/hq4uNmzApk1OVatW/ew7hw4dEBJi2KwZ4uLQujV8fSXq/YuLERJyc9KkSVZWVo6OjosWLXry5MmbN2/kn3IjGqZlS7Rpg02bACA2FpMm4elTacY/eYJ+/dC5MyIjYWODLVsgEMDbG9On4+VLFBcjMBA3bqBfP8WkTxRo3ToUFvIZ0MtLtS7cEKWoiHWl7EVgaunDhw/79u3r0aMHd11PW1u7SpXkNm3YihUsLq70Paxv348L7jZvZj/9xPT1GcAaNGAPHkj0QXl5bOpUJhAwgHl4sAkT2PHjJV+6fJn5+ZU8LipioaFs8mRmacnc3Udz/7K1atWaPHlyaGhocXExj987UXc7drDZsxljLDmZ2diwSpWYlxcDmFDIevT471XpaWlpi2fPFpuaMoAZG7OVK1lKCluxgpmZsehotns369SJNWvGBg5k0dHl8O0QXhQWslevSh4/esRmz2ZpafLG/OUXFhDAcnMZYywt7eN9FaTiqOB1RQ2WXJKTk3/55ZdRoxbo6pbcICoQsFat2KpV7OZNVqkSK93TasgQtm4d09NjgwczaXc7Cw5mlpZsyBBmZ8fq1mXJyYwxtmcPmzCBnTrFhg1jZmYf71Dt3v3anDlzwsPDef5WiUaIivrYYDHG/PwYwO7eZV5erLSGXV2Zvz/7Z19eXFy8b98+CwsLAOfbt2deXiwxkR06xGrWLCn9NWvK+/shCmBvz882aU2bMoCdPs1HTkT9VcC6ogaLH9nZJbucGRmV/JaaP581bsx692YHDzL21+2ppfNb0kpMZBkZzM6OLVjARo1ijLE9e9i4cczQ8OOOI7NmMdqoj3zBwoVMV5f5+bHSYy3EYhYezrhW6t07tnAhq1qVK6fbdevWXbFiRdpff29euXLFycmJmxxt2bLlzZs3i+/cYa1bf9x5hopPU8yZwwA2YYJcQeLjGcCMjEpmGgipgHVFDRbPsrOZvz8bMIDduMEaN2bx8axuXZaaytv+H4mJrHFjdv16yf4fc+eyZcuYCmyoRlTdjh0lGygHBn7pbdnZ7OefWc+eE7heytTUdM6cOdu3b+ee1q5d+8iRI2/evBk9evQaV1cGsKpV2YYNUmzJTFTenTslW2bLs7hg5UoGsEGD+EuLqLkKWFfUYCnKq1escWPGGFuyhE2axFuDlZTEQkKYkxPbvbvkiABC/tPJk0wkYgIB271bovcXFxcfP37e2n7BAAAgAElEQVTczc2N66t0dHRMTExmzpyZlJS0bNkyQ0NDALq6uh9++ollZCg4d6IEdesyoGSzbNlwxzGVrhklhFW8uqK7CBVuxgxcvIjoaN4CurujSRPs2cNbQKLZbt1C//4oKsKSJfDykmiIUCj09PQMDQ29e/fu4MGDi4uLq1evXrly5ZYtW86dOzcrK6tHjx6RkZFV5s2DkZGC0ydK4OkJAAEBMg5/9Qp37sDQEH/fgoZUdBWtrqjBUjhuRwYeN7EFsGoVoqL4DEg0VWRk5MyZC0QiNn485s2TenizZs32798/f/786OjorVu3xsfH29vbnz179tSpU/Xq1VNAvkQl9O7NmjRJj48PlG34+fPBbm7R332Xp6/Pb15EvVW0uhIpOwGNZWSE4cNLHnt4YMkS2NnJG3PAAGhrA4C5Ofbv53NXXKKRXr161bVr14SEhNGjDTdtmilznNzcXACenp6Ojo6jR4/W0tLiL0eiilq3Zu/fN/jzz8T79+81bdpU2uH79i26fv36pElHgb6KSI+oqYpWVzSDpSiVK8Pbu+Rxp05YsADyN90PH8LGpuSEkx490KuXvAFJqaKiIg3bjjU9Pb1Hjx4JCQlt27bduHGyPE3RmzdvALi4uIwbN466q4qAu0YMIED6yzlv3769efOmvr7+119/rYDUiBqraHVFDVZ5sLAAYwiUcVq0RE4O/vgDKSmwt+cpLfKX2NjYPXv2GBsbC/6Ltra22V+mTJly7949Zef+ebm5uT169Hj48KGjo+Px48f1yh4RKL3Xr18DqFGjBk/ZETXQu3dvAMeOHZN2YEBAgFgs7tatW6VKlRSQF1FvFaqu6BJheejdG4cOITAQM2bIHuTUKeTkwM1NRU+1VGsTJky4dOmSnp5eXl7el99ZVFSUmprKPd67d+/BgwefPHliamqq0PQePnw4e/bsmJgYyYekp6cnJyfXrl37/Pnz8qfHNVhfUeVVJO3atatatWpsbGxUVFTDhg0lH8hNTvTp00dhqRE1VqHqihqs8tCtGypVQlgYXr1CzZoyBuGmVNWqutRDYGDghQsXTE1NY2Nj/+1oyFJlryR+9913ly5dWrJkybp16xSXXlhYmKurq5GRUUZGhlQDRSLRqFGjeJl2MjJqZ2GhTw1WhSISiXr27Llnz565c+dKflEmKysrJCREV1eXzpgnn1Wh6krAGFN2DhVCnz4IDMSmTZg0SZbhubkwN0d2Np4/R61afCdXgeXm5jo4ODx79mzr1q3jx4+Xauyff/7p7OwsFAojIiLs5L+F4XMYY66urmFhYZMmTfIuXdMngdOnT0+ZMsXc3PzJkyfGxsby5JCRgcqVYWCA7Gx5whD1s2jRol27dnHzl5KzsrIyMDCQasKVVCgVp66owSonBw9i0CD065dx5Igsv+3Onk36/vuqDg6CW7d4T61CW7Roka+vr6Oj4/3790UiqSd0R44c6efn5+npefz4cUWkt2/fvmHDhlWvXj0mJkbaPul///tfaGjo7Nmzly9fLk8Ojx+jYUPY2iI2Vp4wRM3k5+c7OjrGxcW5ublJfimnoKAgICAgMzPz2LFj3333nUIzJOqoQtUVNVjlJD292Nn56+fPLyYmJlarVk3a4YMHD/b3P71mzeEJE7oqIr2K6eXLwtatXd68eXj16lV3d3cZIiQmJtrZ2WVlZYWE3HZ3d+E3vaysrPr1679582b//v26urq1a9du2bKlhFkFBQU1atTIxcVFJBJFRkba2NjInMbFi+jUCe3a4fJlmWMQ9bNy5crZs2c3bNjwwYMH2traQUFBz58///KQgQMHVqpUafv27ePGjatZs2Z0dLSBgUG5JEvURsWqK+VuJF+hcNebd+7cKe3AvLy8ypUrA4iT+bBo8jl9+jATE7GPzx/yBFm9erur65FmzcTyHLD1WXPmzAHQqlWrd+/emZiYCASC+/fv/+eozMzMKlWqCIXCe/fuDR06FMB3330nTxr79jGADRwoTwyiZt6+fcv9zDl//jz3yrfffvufv00SEhIYY8XFxc7OzgAWL16s1G+CqJyKVle0yL389O7d++zZs4GBgaNGjZJqYHBwcHp6erNmzWjvbB5duoSAABgYCCZP7ixPnAkTxmzZghcvsH8/hg3jKTkgPj5+/fr1AoFgw4YNP/74Y1pamoeHh5OT038ONDQ0HDZs2Nq1aydNmuTv73/8+HF/f/+rV6+2bdtWtky4lRK0wL1CmTNnTnp6+jfffNPlr0NJOnfu/J9T79y8glAo3Lhxo7u7+/Lly4cOHVqLFo2Sv1S4ulJ2h1eBfPjwQSQSaWtrp6SkSDVw2LBhAJYuXaqgxCqgwkLWqBED2PLlPET79VcGsK++YllZPETjcH/YDR069P79+1paWtra2tHR0RKOzcjIqF69OgB/f/8lS5YAcHJyKioqki2TCRMYwDZskG00UT/37t0TCoU6OjoxMTEyB+nbty+AgTTzSf5SAeuKGqxy1aFDBwD79+8v+2JaWlrKv3v37h23j9Hjx4+VlbbmWbeOAaxePZaXx0M0sZi1bs0AtmABD9EYYxcvXgRgaGj4+vVrbubJx8dHqgjbt28HULdu3dTU1Dp16gDYvXu3tGncvs1evGAZGSwigkVGskePpA1A1BK3HnHmzJnyBHn58qWBgYFAIAgJCeErMaLWKmBdUYNVrpYsWSIUSr17vr6+fu3atZWdu+bIzmZVqjCAnT7NW8wbN5hAwPT12YsX8oYqKipq1KgRgOXLl//2228AzM3NU1NTpQ3SuHHjT4KkpaVJFaRVK9a4MSsoYIyxEydoGVaFcOjQIdmq5Z/mz58PoFmzZsW8r08k6qZi1hU1WOXK09Pznw1W5cqVTf+diYmJvr6+jo4OrXCXR2Iii439+PToUfbjjzx/xMCBbMoUJuXl38/YvHkzAGtr65SUFG7ySYYbIxhjly5dAmBkZPTmzRvub8fZs2dLFaFVK9azJ1u1ijFqsCqGnJyc2rVryzbf+dlo3EKZX375Rf5oRH1V2LqiBqv8XLt2TSAQGBgYvJByloNbg+Xp6amgxCqCFSuYvj57+rTkqZER/x8hFrO2bdmyZSVPjxxhP/0kdZCUlBRuN/njx4/7+vrKuXyKO1fVy8urdPVDbNk287+0asXCwljduuz5c2qwKoSFCxcCaNq0KV9zA7/++isACwsL+ectiPqqsHVFDVY5Kb3FdMmSJdwr3C+/L+NuT3379i23yWTpra1EWitWMHd31r17yVNFNFiMMWtrZmPDuMXou3axqVOljjBx4kQAHTp0ePXqFXem6ZUrV2TO5+nTp7q6ukKh8M6dO9yWDX369Pni+9m+fWzyZNamDZs5k7VqxWJi2J49rFcvarA0X2nJXb16la+YYrGYl5U3RH1V5LqijUbLyc6dO8eMGVN2k7TevXv/5/bfr169srKywl+bszVo0ODPP//U1tYuj4zVwdGjRwMCAkxMTMq+aGq6LDW1StlXhELUqQMAFy9izBj06QNjY0h5sp9E6tWDry/27sWFC/DzQ1QUpk6FoSEMDSHJP1pUVJSTk5NYLL5///7y5csPHz78/fffcyuoZDZjxow1a9a0bt06ICCgfv36GRkZwcHBnTp14r6akJBw+/bthw8TQkImh4fjr1MWAaB1a4jF2LcPtrb43//g5ITUVPz6qzy5EJX2ww8/8FJyn7h//37z5s1FItGjR48UdKIUUWUVuq6U3eFVCOnp6dxt80ePHpUtQn5+PldDmzZt4jc3tfbjjz/+s6QbNUoHWNn/RCK2YgVbsYJFRzNra5aZqcAZrNRU1r07O3CgZAarTp2SHHR1WZUqzNqaOTmxDh2Ku3Xr1rdv39GjR/v4+CxcuHDNmjU7duxo3rw5gIkTJ6amptaqVUtfX//58+dyppSWlmZubq6npxcREfHTTz8BsLW1XbJkiaenZ+nhzQKB0MREDDBLS9ajB1u4kJ08yVJTS2awGGMPHzJ9fTZwIHv4kL1/z8P/UETV3LhxQyAQ6OvrP3v2jPfgI0aMANCrVy/eIxMVV8HrimawyoOPj8+6devatGkTGhoqEAhkC3LixAlPT09TU9PY2FhumQ6JiIiIiopKS0sr+6Kubt/8fNOyrwiFSE4GgFmzMG8eAGzerKgZrLt3kZICDw9MnIhXr3D1Kp49Q0YGios/vq1KFXFystY/h1evXj0jI+P58+fVqlXLyckJCwtr3769/FkFBwfb2NjUrVs3NzfXyspKKBR++PCB+5KZmVmLFi1atGjh6jq1WTMTc/O/DezTB2vWoG5dAJg/H2/e4OxZGBjgjz8gx9E7ROWIxWJXV9fbt28vWLBg0aJFvMd///69nZ1denr6uXPnunalw74qCqorarAULi4uztHRsbCwMCwsjJuikFnXrl3/+OOPCRMmbNmyha/0KoiVKwFg1izk5KB5c7x8iaws/j+Fa7BMTLBkCfz80Ls31q0r+VJuLrKykJmJtDRkZxdkZARnZWWlp6dnZGRkZmZyjwMCAtLS0vbt2zdkyBD+kwMePHjQvHlzoVA4fPjwtm3buri42NraSj783Tt8/TXu3UP16jh7Fk2bKiJHogRXrlzp0KFD9erVnzx5wi2X4d2qVatmzZrVuXPnP/74QxHxiQqiuqJLhArXvXt3AKNGjZI/VFRUlLa2tpaW1p9//il/tAqFu0TI+f13ZmCgkE/hLhEyxvLyWP36Ui9yP3DgAAALC4uMjAxFpMftWTpt2jSZI2Rmsi5dGMAMDVlQEI+pEWW6f/9+jRo1mjRpwj09d+7crVu35A8rFovXrVvHHVxx7tw5oVDo7e0tf1iiLqiuqMFSrODgYABGRkaJiYm8BJw0aRKADh068BKtYiooYBs2sKFDeQ67cyc7dIgVFpY8ffqUSXsghFgsbtOmDYAfed+kizGZ9yz9RF4e69ePAUxPj508+ZKv9IgSlW4OEhgYyHX5vOziePjwYQANGzYsLCzk9s5dUfpXDqkAqK6owVKgwsJCR0dHAKtXr+YrZtmS5StmRfP+PatcmQF8zsE8esREIqavz5KS5Ipz8+ZNgUCgp6fH75rQnJwcefYs/YRYzHx8mIvLaV1d3Z9//ln+gETptm7dir+2t+X2hNy1a5c8AUv3lvTz89u0aRMXPI+Xo6mI+qjgdUUNlgJt2LABQL169fj95+dKlluzzGPYCmXFCgawJk2YrFt4fqp9ewawyZN5CDVw4EAA/fv35yHWX+Tfs/Sfli9fxd2xsYCvIxiJ8pQ9W4mbIZDzVJMFCxYAaNq0aVJSUpUqVQCcOHGCx4SJWqjgdUUNlqIkJydz//wnT57kN3JpyS5dupTfyBVHfj6rV48BjI+TG9hvvzGAmZsz+S6+lUhISOAWhPJ1mikve5Z+1t69e0UiEYBhw4YVll4cJeqp7BHj//vf/wBMnz5dtlBlT+QdP348gI4dO/KbLVEXFbmuqMFSFIX+83PHzHElq4j4FcHhwwxgFhYsPV2uONnZrHZtBjA/P54y4/tkif79+wP4/vvv5Q/1TydOnNDX1wfw7bffqv7Zq+TLuOMlhg0bVnq2Uoy0CwkZY4z169cPwA8//BAZGSkSiUQi0cOHD3nPlqiLCltX1GApRDn88/fu3RvAkCFDFBRf44nFzNWV2dvfW7VqvzxxVq9+oKfHXFwYj91F6Wmme/fulTPU9evXFbfRH+fWrVtVq1b9SYaTF4mKKT1bKSwszMvLC0DPnj2lDcIdusptk9u5c2cAk3m5dk7UVoWtK2qwFOLZs2dNmzZt1aoV9zQ3NzddznmSv5TejXjz5k1DQ8M1a9bwErZiun37qZaWloGBwatXr2SL8OTJE11d3Tp1Ot65k8NvbqVbNshTOcXFxS4uLgAWLlzIX2qfQTOpGmPWrFkAXF1d3759W7lyZQDnzp2TfHjpoauLFy8OCAgAYGZm9uHDB8UlTNRCxawrarAU4tatW9y9YPHx8SEhIXXr1h0zZoz8YWNiYvT09EaPHi0Wi7mzez09PeUPW5Fxl89kngjkNjkbMWIEv1kxnrZs2LVrFwArK6usrCwecyMaLCMjw9LSEsDBgwdXrlwJoEGDBgUFBRIO3759O4CaNWumpKRw29hu3bpVoQkTtVAx64oaLEUZPHgwgD59+jx+/FhbW1soFIaHh8sZ8+uvv+b2LA0PD+euZMfGxvKSbYVVumry9u3b0o7l9g42NjZ+8+aNInIrbdNLr+5dvHix0385duwY9+bSn2iHDx9WRHpEU/n5+QGoUaNGSkqKVEeglj10lTv40sHBge5+IJwKWFfUYClKYmKisbExgKCgIG9vbwBubm5isVjmgEFBQaW/zrm5jTlz5vCYcIXFzV23bt1aqn+d0uO3N2zYoLjcuC0bStenHzx48LPnMZRVetXYx8dHhu+LkOLi4hYtWnAbcJw4cQJAq1atJKmiwMBAkUj0v//9r+xPv3JImKiFClhXdBahAi1duvTHH390cHC4cuVKw4YNk5KS/P39+/TpI0MobsvamJiYtWvXVq1adejQoRYWFrGxsVy1EXlkZGTY2tqmpaXp6elpaWkB0NPT4+6M+4S+vr6enh73ODk5+fnz546Ojvfv3+e2KlCE169f169fPzs7OyQkxN3d/e3btxEREV8eYmtrW7t2bR5PwCQqp6AAGzbg+nUwBjc3eHtDR4ffT7h582abNm309PSioqLCwsK+/fZbHck+IioqSiAQLF++/MCBA3369PH39+c3MaJAVFd8owZLgfLz8x0dHePi4rZv384YGzduXK1atR4/fmxgYCBtqHXr1vn4+NjY2Ny6datx48Zv3rxR3JHAFdDly5dPnjzJbQwruXnz5nXp0sXd3V1BWXF8fX0XLVpkaWnp5uYm+ahbt269evXKy8tr9+7disuNKMfo0SgowKJFADB/PvT0sHMn7x/yww8/HD58+Pvvv+cOWZLcrVu3WrduraOjExERYWNjw3tiRFGorvhGDZZi+fv79+3b18zMLDo62sPD488//1y6dOncuXOlCpKUlGRnZ5eWlnbmzJnr168vW7bM2dn59u3bQqFQQWlXQLm5uXl5ef98/G/vAWBnZ2dkZKToxKKjo52dnUUiUUZGhuSjtLW1R44cuXDhQgsLC8XlRpQgKQkODnj5Etxkam4uatdGZCSqVeP3cxISEuzt7bOzs9etW8ed+CYJxtj06dMfPnw4b948brkMUQ9UVwpADZbCtW/f/sqVK1OnTu3Zs2eHDh0MDQ1jYmK++uorySOMHj16165dHh4eO3bsaNiwYX5+fkhIiFTzGUR9jRo1avfu3e3btx83bpzko4RCoWwXo4mqu3ED06fjxo2Pr7i5YcUKKOAHwpgxYw4dOpSVlSXVKEtLy+zs7NevXxsaGvKeElEUqisFUNTaEVJqw4YNzs7Omzdv9vLy6t27d2Bg4Jw5c/bt2yfh8AcPHvzyyy/a2tqbN2+ePn16Xl7ekCFDqLtSdTk5OHAAf/4JU1P06oWWLWULExcXt2/fPi0trW3bttWvX5/fHIla0tNDfv7fXsnNhfSrDv4TY+zRo0dZWVncqj4JRxUVFd28eTM/Pz88PLxdu3a8Z0UUhepKEZS2vL4iGT16NAAPD4/4+Hg9PT2BQHDr1i0Jx7Zt2xaAj49P2ROdFJotkZdYzNq3Z5MmsRs3WEAAs7Fh0mypV9agQYMAeHl58ZsgUWNZWczCgv214TBLTGQWFkwB+5z9+uuvkGmr2yVLlkB9bqQnJaiuFIAarPLw/v17ExMTAGfPnp0zZw6A0k3ev+zYsWMAzM3NP3z4wB3wvGzZMkVnS+QVFMRat/749NIl5uIiQ5iYmBiRSKStrR0fH89bbkQDbNzInJ3ZkSPsyBHWvDnbto0xxiTes1ES2dnZMh/WlJubW7duXQDbuMSIuqC64hs1WH95/ZoFBLCAAJaQoIjwa9euBWBvb5+SktKlS5dLly5JMiojI2P27Nl79uzZsmULAGtr69zcXEWkR/i0ejWbMePj07w8pq8vw1GF06bdMTGpO27cOD5zI5ohNJQtW8aWLWNhYay4mC1fzqys2Lt3fIWfN28eAGdnZ9kO8Ob+MlSLw0zI31Bd8YoaLMYYY8eOsTp1mK8v8/VltWuzo0d5/4SCggJuDc369eulHZuSklK1alUAgYGBvCdG+LdmDZs+/ePTvDxmYCBtg/XgARMKmYWF+PXrZJ7TI5rk+HEWH8++/poBbPRoXkI+e1Zkb/+NQCC4efOmzEE8PDwAeHt785ISKW9UV3ygBoux3FxmZcVKz5yJiWE1ajAFTBSdPn0agImJyfv376UaOGnSJAAdOnTgPSWiEH/8wdzcPj69ckWGS4S9ejGATZ3KZ15E06xYwQDWuzd78oTp6jKhkN25I3/UPn2YtjabNeuePEEiIiJEIpFIJIqIiJA/JVKu1KGuHj16JH9KikbbNAAPH2LoUNy///EVJyfs34/GjXn/KA8PjwsXLlSpUoU7TlwSYrH43bt3+fn5Dx48kHzXEKJMjMHdHe7uGDQIiYmYPBmrV6N7d8kD3L0LFxcYGODpU9A+VuRfvXsHOztkZCAoCOfPY906tGmD0FAIBDKHvHwZHTrA0BAxMZBmM5nPGDt27I4dOzp16hQcHCxXIFLOVLuuxo0bt337dvWoK2V3eCogJIS1afO3V9zd2dWrivioYcOGlZ61IjlTU1MDA4O3b98qIiWiEBkZbM0aNnAgmzSJXb4s7eguXRjAZs9WQGJEw/z0EwOYgwNLTmbVqzOAHTkic7CiIta4MQPY8uU8pJacnGxmZgbg9OnTPIQj5Um166pKlSoATp06xUM4RaIZLODNGzg749UrcCfKFRWhZk3cvStvm/0P0dHRjRs3Li4uPn78uKOjo+QDx44dGxwcPHLkyF27dvGbElEUT0+8fYvAQCxciDdvsH07ataUcOj163Bzg6Eh4uN530WZaJz8fDg6Ii4O27ZBKEzcu9dHLN596ZIM53EB2LoVEyfC2hqRkZD+L8HPWL9+/bRp02xsbCIiInR1dXmISMqHatfVhg0bpk6dWq9evcjISJWuK2V3eKrB05MtWMCKi1lxMVuwgH37rSI+pFu3bgDGjh0r7cC4uDhdXV2hUHj79m1FJEb4V6sWA9iLF8zOjgEsJkbyoVlZbMUKtnat4pIjmsXfnwGZLVp8+PDB2dkZwOLFi2UIk5fHLCwYwI4f5y21wsJCBwcHAGvWrOEtKCkfKlxXBQUF9vb2AA4dOsRbUAWgBosxxlhyMvPyYk5OzMmJTZjAMjLYs2ds9mwZbq3/N6dOnQJgamqalJQkw/Dp06cDaN26tVgs5islojjv27dPa9KkMDExvW3bPBubwmfPvvz+LVuYsfHHHUIqV2ZFRYrOkWiOM15eOlpaU6ZMuXbtmkAg0NfXf/HihSQDk5LY48cfnwYEsLlzec6NWyhjZGSUWLqJJVETqlxXly9f3rhxY1paGve0oKAgLCyM58+QGzVY/5CVxXJzma0tA5ifHy8h8/OL7OzsAGzYsEG2CGlpaebm5gAC/Y/xkhJRKFNTUwDJycmWlpYA/nPz/S1bWMOG7PvvS55Sg0WkUvbWqr59+wIYOHCgJAN37GAiEfvzz5KnVauyvDz+0+vevTuAUaNG8R+aKJKK11XXrl0vXrzIPX737p2VlRX/nyEfWoP1d6dPY+xYTJmCGjUwcCDMzREbC4nv+Ps3a9bg4ME0c/Mlp0+v0NbWli3IgX17XoUdNyxMGrflkrauvpwpEYUyNDTMzs4+duzYwIEDCwoKevfuze1kBqBKlQkZGY3LHleqrw9TUyQlISQEs2bh669hYoLkZGhpKSd5oo5Kb6365Zdf7O3tc3NzJTkSfudO7N8PoRBXr0IgQLVqSEgA72ta4uLiHB0dCwsLw8LCmjdvznN0okiqXFfdunWbMWNGhw4dALx//97Z2fnVq1c8f4Z8qMH6u4sX0akTjIwQHY3+/REaipkzsXKlPCHfv4edHdLTcf48unSRPQ5j4t0+Pd48edB2gE+7H3zkSYko2qVLl6ZNm1ZQUPD48eNPvtS8+dnw8G6fvLh+PVJS0Ls3+vfHgweoXp0aLCKdlJQUOzu75OTkkydPHjx48PLly507dy67JNnUdEZqqs0no5o0watXePoUXbtixAhF/SIE4OPjs27dOg8Pj6CgIP6jE4VR5brq1q2bp6cn17KnpqYOHz6cGiyV16sXTp2ClxcmTEDz5hCJ8OgR7OxkjuflhV9+gacnjh+XN7VXj8N/mfWNSFt34raQyuZW8oYjCnPkyJH+/ftXrlx53bp1RkZGhYWFWVlZ3Jd0dbtlZtbMzv745txcVKmCpCQsXgxvb1SrhtWrqcEiUtu4caO3t7eJiYmNjU14ePgnX23cOOThQ/dPXty0CW/eYPx4uLvj7l3Y2yuqwUpPT586der8+fO54+SIGlHZuurWrZtQKOSWYeTl5V29epUaLJX39CkcHFBYiFu3sG0bO3o0ZMSItps2yRbs3j24uEAkQkQEbG15yM5/1djI0JOO//PsM+NnHsIRBcjMzGzQoMHr16937do1cuRISYZs3Yp377B4MTIy4OKCFy+QnU0NFpFOYWHhkCFDfvvtNxMTE29v70qVKhkbG5d+VVe3V35+9U+GiMV48QLLl2PVKrx4gaNHFdVgEfWlsnWl+pcIRcpOQPXUq4dJk7BmDXx8io4c6RgaGrJ5c1DPntwRSFJhDN7eEIsxbRo/3RWAziMWxt65EBHye/NuQ2o7tuInKOGVr6/v69evXVxcRowYIe1YY2MsXIiBAxWRF9FwRUVFt27dArBmzRovLy9JhuzcWfJg6lQ0b46MDMVlR9QV1ZXMhMpOQCXNn5/m5uaVkuJ/9erXI0cCmDJlSmFhobRhCgvRpg3q1MHcubylZlzVsvW34+q37Gxc1ZK3oIv1usIAACAASURBVIQ/kZGRmzdvFgqFW7ZsEQol/f/X4MGYOrXk8Q8/4NdfsWSJojIkmmrlypXPnz9v2rTp8OHDpR2rrY0tWyD9Dzmi+VS2rkxMTHR0dLjHQqGw9EYiFaLcmxhVFrdnupWVFbfED8CmTZskGRgYyDp0YNnZJU87dmQZGTznJhYXx9wO2jLufzu8u/jN6PXnJdq4QVWIxeJ27doBmDhxosxB3r9n+vpMIGCqt6sLUV2vXr2qVKmSQCAICQmRLYJYzH77jfXoQVuEkI+oruRBDdbnFRcXu7i4AFi4cOHvv/8OifcI3bGDVavGZs0qeaqg/T8eXf39xMZpjLHM5LerBzVOT3rD/2cQ6e3btw+AhYVFamqqPHHmzGEAc3VltK0skdD3338P4IcffpA5Qm4uq1uXAWzbNh7zIuqN6koetMj9X924ccPNzU1PT+/x48eDBg26ceOGr6/v119/XfoGobC+WGz4yajwcMTE4Px5HD0KR0dF3Z4aEXIi/kFIr8lrC/NyNo91G7YsIGD1eOOqljmZqcNXyH2zIpFJRkaGvb19YmLi/v37Bw8eLE+ozEzY2eHtWwQEoHdvvhIkGuv69evu7u56enrR0dG1atWSOY6/P/r2hZkZYmNRpQqPCRK1RHUlL2V3eCqtf//+AFq2bPnNN9/883+6xo1DAPbJf5s2sdmz2alTzM2NicUKnMFa9YPDjimdV/S3P7dzfnFhwU+966Qn/cd24UShJkyYAMDNzY2X44y2b2cAs7ZWSP0QTVJcXMxtBbRkyRL5o3l4MIB5e8sfiag3qiv50QzWl7x8+bJdu3YJCQmMsYYNG36yCXutWrtevmz6yZDhw5GQgOXL8c036NMHPj6KncHKTks6umJ0y+7DTm+bM/NQFM8fQyR27969Fi1aCASC8PDwJk2ayB+wqAhOTkhNLfb1vTlq1H/sm0wqsp07d44ZM6ZmzZrR0dFld4CUTWQknJwA4P59ODrykB5RU1RX8qNtGr6kVq1aDg4Oz549GzlyJLfs/T+V3p66cSO6dEFBgQLTA1DJpFp1a4e09wmK/RjyRWKxeOLEicXFxT4+Prx0VwBEIqxf/+Kbb5rNno0+fZ6YmZnxEpZomIyMjIULFwJYv369/L8FATg4wMsLp08Xbd58dMeOH+QPSNQR1RUvaJuGL7lw4cLp06eNjIyWSH/TfJ06GDpUgft/vHny4MK+pae2zIgLv9SwTU9FfQyRgJ+f382bN6tXrz5//nwew3p41HZ3b56SkiJ1+RUX49EjXL6Mt295zIeoIF9f37dv37q5ufXmb7HekiUFYnH9nTsHnjlzhq+YRL1QXfGCLhH+q6KioqZNm0ZERKxdu3batGkSjoqPR3Y2GjUCgIIC/PYb9PXRty/PuWWnJb17Hg1AW1fPsl4jLW3dl5G3aju68vwxRAIpKSn169f/8OHDkSNH+vXrx2/wqKioJk2aCASCw4cPJycnV6pUqXTfFy2BoDdj0NeHnt7HAfXqQV8fHh6wt0fNmjh/Hn37YtEifrMiKiI6Orpx48Zisfju3bt8TZ1yNmzYMHXq1Hr16kVGRupKvsQhNRW//oqYGFhZ4bvvYPPpEXVELVBd8YUarH/FlYKNjU1ERIQUpVBGXh7s7PD6Ne7cQbNmvCdI+JeRkbFlyxatMofUlO1pAOjp6enr65c+1dbW3rNnz8mTJzt16hQcHKyIlEaOHOnn52dnZxcbG1v2dRM9vdS8vE/fvXw54uJga4tZswAgJweNGiEgoGT5A9EsX3/99blz58aNG/fzzzwfnFVUVOTk5BQZGfnjjz8aGn56r/RIxqqkpf3tJW7Gvnlz9OuHTp0QFYXFi3HhAurX5zcxUg6orvhCDdbnpaSk2NrapqSknDlzpuzWDNKaMQNr1qB1a1y7BoGAxwQJ/4KCgnx9fW/evCnVKDMzs6ysrPv37zds2FARWSUmJtrY2BQWFvbt2xdA6YkClUSiPUVFyM1F2TZr1CjMmIHr12H111ngM2fC3BzTpysiN6JEp0+f7tmzp6mpaWxsrCL2sL5w4YKHh4eBgUFOTs4nX0pxcjJ98OBvL7m5YcAA3L6NvXtLXvn5Z9y6hf37eU+MKBTVFY9okfvnzZkzJyUlpXv37vJ0VwAWLMDBg7hxA0eOoH9/vrIj/MvPz588eXJMTEzHjh25m5M52dnZBWVuVcjLy8vNzS19WlBQEBoaWlBQcPXqVQU1WEZGRnp6eubm5m3btjU1NeVe1NXVrVypEsr+daStDUNDWFkhORl/vQ0AzMyQnKyIxAiPQkJCvL29nz9//snraWlp//Y3MHcQ04IFCxR0QkinTp06dOhw9erVnj17flLbBZaW+GT2tEYNhITArcztrm5u2LFDEYkRyVFdKRc1WJ/x4MEDPz8/HR2dtWvXyhnKyAiLF5dMK/TsiUqVeEmQ8G/lypUxMTEODg7nzp37ZD+OLzt+/Hjv3r0XLlz4ww8/VK5cmffElixZkpKSIhKJxowZU/b1uiYm8Z9MpwPYsAG1ayM+vmQZIICnT+HiwntWhEdnz57t3r17pUqVsrOzpR0rVa1KS0dHRyAQGBkZmZZt2f/6HfypT35hC4WfvkLKF9WV8ilxDy6V1bZtWwDTp0/nJVpxMWvWjAFszZr3vAQkvHvx4gV33tbly5ffvn0r1diioqKOHTsCmD17Nu+JxcbG6urqCoXCefPm9S2jZ8+eg3v1Yp06ffyvbVvm7Mx++42tWcP69GH5+Ywx9uefrEYN9uED74kRvhQUFNSvXx/AsmXLUv7hC5vW+vv7AzAzM/ugmH/fy5cvA9ArewvFX5KbNv10h+XWrdnGjWzUqI/jd+9mcpyvQuREdaUKaA3Wp44cOdK/f39zc/PY2Fi+JiSuXSv08VkeEbEyOjq6Zs2avMQkPOrVq9epU6cGDx48c+ZMFxeXsWPHrl+//j9HvXz5ctq0aSYmJhMmTGjevLmOjs7jx4/r1KnDY2LcatPRo0fvkHxWvLAQs2bhwgWIRNDRwbJl6NCBx5QIv9auXTt9+nR7e/uHDx9KO23QpUuXoKCgyZMnb9y4kd+sxGJxixYt7t696+PjIxJ9eqFjWuXK5unpf3upVi0MGQInJ/j4oHNnRERgyhScOvVxJpWUL6orlaDsDk+15OTkcL8gd+/ezW9k7tSd/v37Sz0yNZWFh7PERH7zIaXOnTsHwNjY+PXr1+3btwcwadIkSQY+ffqUm166e/fuoEGDAAwYMIDHxLg/JSU8Zfwz6KRolffu3TsTExMAZ8+e3b59+9WrVyUcePfu3WXLlkVGRopEIpFI9PDhQ34T4xr6mjVrZmdnSzEsIYHNm8d692ZTprB79/hNiUiO6kpFUIP1N9zetU2bNi0uLuY38qtXrypVqgQgKCjo6T/kxsezp0//9t/r14wxNmMGa9CAeXkxV1fWtSuTqiiJBHJycqytrQFs2rRp//79ACwsLFJTUyUczm2Q1r59+4SEBAMDA4FAcP36db4S43r9bRXwDPoKY+TIkQC6d+/+9OlTPT09oVAYGxv7n6NSUlK4K9rXrl0bP348gI4dO/KYVXp6evXq1QEcPXqUx7Ck3FBdqQhqsD7ieiCBQBASEqKI+Fz3Zmtr+895xJR/Xnt2c2MXL7KmTVluLmOMicVs6FC2dKkiEqvIuL3XGzVqlJyc/NVXXwHYv3+/5MNTU1OrVKkC4PTp03PnzgXg6urKy2HPP/74I9frFxUVyR+NqKB79+5paWnp6OhER0d7enoCGDp0qIRjFyxYwJVHUlISV4EnTpzgKzHuz4Y2bdrwUsmknFFdqQ6NXYMlFovnz5//4cMHyYdcuXIlNjZ2wIABhw4dUkRKOTk59vb2r169qlatmpGRUdkvhdnaVn3y5G/vbt4cNWuiRg1MnVryyo0bmDkT164pIreKKS4urlGjRvn5+devXz98+PDmzZvd3NxCQkIE0mxZtnHjRm9vb3t7+xs3bjg4OCQmJvr7+/fp00eexJ4+fero6Jifn3/16lV3d3d5QhGV1bZt25CQkOnTp3fr1q1jx46GhoYxMTFcl/+fcnNzGzRo8OLFCz8/v+zs7MmTJ1tbW0dFRcm2JXJZT58+dXBwKCwsDAsLK7tfCVEXVFcqRNkdnkK8fPnSxsamWrVqUv1PIRKJDA0Nz5w5o7jEBg0aVKtWreDg4E/u6ShMTWUpKSwlhb1///ES4eDBrOxsSmwss7FRXG4VELfJ2YgRIx4+fMitOXjw4IG0QQoKCuzs7AD8/PPP3AoDa2vrvLw8eRLr3r07gOHDh8sThKiyw4cPAzA3N09OTm7UqBGA5cuXSxWB+zuwbIQVK1bIn1iPHj0AjBw5Uv5QpPxRXakUzZzBGjBgwG+//ebq6jps2DDJRwUGBv7xxx+urq7Xr1+Xag5DQu/fv7ezs0v/5C4JAEBys2Zm9+797aXWrdGuHfT18eOPJa8EB2PlSly4wHtiFVNgYGCfPn1MTU2jo6P79u0bEhIybdo02XY++/3337/99ttq1apFR0e3a9fu0aNHUp1f+YlTp0716tXL2Ng4Ojra0tJStiBElZXOE+zevTs3N3fSpEnW1taRkZGfvXf9C7i5ihkzZnTt2rVjx45GRkYxMTHy1MzFixc7deokfxyiFFRXKkfZHR7/uPZIX1//2bNnUg3MyMjg/u0PHjyoiMS4hYdt2rQx/YckNzdmaspMTVm1aszamllbs+++YxERzNq65P7B3Fzm4cH27VNEYhVQdnZ26RJyPz8/ANWrV+d2N5YNtxXWrFmzuHsSTUxMZNtFJi8vj1ult3HjRpmTISqu9GaaDx8+cPtlHz9+XIY49+7dEwqFOjo6MTEx33zzDeSb9SwsLHR0dASwatUqmYMQJaK6UjWa1mAVFxe7uLgAWLhwYVxcXEFBgeQDo6KiuN+1NWrUyMrK4jex+/fva2lpaWtrR0dHSzHMz481aMDc3VmDBmzGDMb3vY0V1uzZswE4OzsnJSWZm5sDOHz4sDwBS38kxcXFdenSBcCUKVNkiLNo0SIADg4OkpcuUS+lNxRfvXp1woQJADp06CBzNC8vLwA9e/Ys3TQkLCxMtlCbNm0CUK9ePTkvcBOloLpSQZrWYO3atQuAlZVVcnKyjY2Nvb19fHz8f45KSUlxdnY2MzN7//59ixYtACxYsIDfxLjd4X18fGQZnJnJbzIVXOn26Ldu3Zo6daqcP4lKDR48GMCAAQO4XWS0tbVjYmKkisBtKA/g8uXL8udDVFO/fv3K1omWlpY8uw29e/eO2w/57Nmzs2bNAtCqVSsZ7tJKSUnh/a4xUp6orlSQRjVYpdf4Dh8+vGLFCgANGjSQcCaga9euAMaPH3/jxg3ZrjB+wdGjRwFUq1ZN8g2WiOL4+fmJRKJBgwYxxj58+DB27NioqCj5w758+bJ+/frc9eVRo0YBsLS07NSpU9/PGTFixOh/4I62GDhwoPzJENV07do17sfL8+fPO3fuDIl3tf2C1atXA7C3t09JSeFuFjtw4IC0QSZOnMjXXxqk/FFdqSaNWuQ+ffr0tWvXtm7dOiAgoH79+hkZGefPn+eu1/ynx48fN2nSRCwW37t3b+XKlYcOHerbty/XGMkpLy+vQYMGz58/37Fjx+jRo+UPSOTEHSLRv39/7o4bHjHGuNsj9uzZM2HChNzcXKmGGxoaAggODm7VqhW/iRFVIBaLW7ZsGR4evmjRopEjR7Zs2TI3Nzc2NtbMzEyesAUFBY0aNUpMTLx06VJERMTw4cPNzc3XrFkj+dLm169fz5gxgzF2//79RupyCAn5C9WVytKcBisuLs7R0bGwsPDWrVs///zz3r17PT09jx8/LnmEKVOmbNq0qX379gcOHKhfv352dvbly5fbtWsnZ2I//fTT/PnzmzRpcvfuXS0tLTmjEfk9e/asQYMGituRJTc318HB4dmzZ5MmTerVq1dqauo/35OZmVlUVPTJi3v37r1582a/fv2OHDnCe1ZE6fLy8oYPH37u3LnExER9ff2cnJxHjx61bNlS/sj37t376quvqlevLhaLa9euDSAhIUGqCJaWlg0aNLh48aL8yZByRnWlsjSnwerRo8eZM2dGjRo1duxYFxcXkUgUERHx2W3T/01qaqqdnd2HDx/8/f2joqIWLFggf1f09u1bOzu7zMzMoKAgDw8PmeMQfs2cOXP16tVt27a9cuUK78EXLly4ePHipk2b3rlzR6rief36NdfZh4aGurm58Z4YUS7u+KOkpKSjR4/27dtXER/x8OHDZs2aAejSpQu3nk8SiYmJ165dq1KlivzTHqT8UV2pLmVen+RPcHAwACMjozdv3nC/mWbPni1DnJ9//hlArVq1kpOTudv4t2/fLk9i3MLnPn36yBOE8C4jI8PCwgJAYGAgv5G5w78EAoHkB6xy8vPz4+LiuKMqWrZsWXFOk6hQtm/fDhkOu5UYN+Pu7e0t7UBu4c7kyZMVkRVRNKor1aQJDVZhYaGDgwOANWvWlJ7Xm56eLkOooqKiJk2aAPjpp5+4BVhmZmaybWjEGAsPD+du3X/y5IlsEYjibN26FXzsuv6JXr16ARgyZIhUo+Li4mxtbevXr5+SksLdqPHbb7/xmBVREcXFxc7OzgAWL17Me3CZb6bJz8/nbj0TiUSPHj3iPTGiaFRXqkkTGqx169YBsLGxSUlJqVWrFoC9e/fKHO3SpUsADAwMXrx4IXPbzhgTi8XcXNqcOXNkToYoTlFREbf93dq1a/mK+ccff3Azqa9fv5ZqYOkfCZs2bdq9ezeAOnXq5HLnfBPNUnrD14sXL3gMy10nArBz506pBh46dKhGjRrXr18fN24cgI4dO/KYFSk3VFcqSO0brPfv35uYmAA4c+bMvHnzADg7OxfLtyEnd1LvoEGDIiIiZO6+Dxw4IM9cGikHZ86cAWBiYpKUlCR/tPz8fG6fhXXr1skw/OTJkwBMTU2TkpK45Q4rV66UPyuigriFMvzux+Hr6wvAycmpqKhIqoHz588H0KxZs6SkJG7LolOnTvGYGCk3VFeqRu0bLG7jAw8Pj9evX3NrX27cuCFnzPj4eC7UnTt3xo4dC6BTp05SRcjJyeHm0vbs2SNnMkShuF08eFkisHTpUgANGzaUeRN27jaI6dOnc9OoRkZGb9++lT8xompevnxpYGAgEAhCQkJ4CVi6i/eVK1ekHVv2h9X69etRUTfd1gBUV6pGvRss7kQ5kUj0+PFjxtiJEyfmzp3LS+RVq1Zt2bKlsLAwKSnJ2NhYV1e3cuXK/zxDsCwDA4Oydw+IRCJHR0c559KIopUuEYiMjJQnTulPoosXL8oc5MGDB6WL9r7++msAEyZMkCcrorJK/77n5UfE999/D6B///6yDS+dbk9OTuYuVfN43ZyUJ6orlaL2DZadnZ22trbiVpFnZmZWqVLFyMhIklsyy9LR0XFycqJ7wVQfNwnas2dPeYJwk/Pff/+9nMkMGzYMQN++fR8/fqytrc3tNiJnTKKCSv++/+WXX+QMVXYXb9kilF0wyt2RbWxsnMgdM0/UCtWVSlHvBosxNnz4cADffPONguJzxzC1bNkyOTk55YvK3h9bemgPd3AKUWWlp24FBQWVvrhz584dO3b8+uuvR//O398/ODg4+P/s3Xdck1cXB/AfEAQUFDeIaEUEBRfiwr2te9W9qtbZOnCBo+Ko4BZ33fq6qogKat174EBc4EIQNypbVoDkvH88NFK1SpInBML5fvwjibknh3r75HKfe889derKlSuKNwtl9AoWLKjylUjh9evXwkzYpUuXhMWhHTt2VDMmy5127twp/H4fFxenchCZTCYUy50zZ446yWTd8izMno4YMUKdgExbuF/lHnl+gBUZGSl8Ox4/flz04OocJL5lyxYAVlZWiYmJoifGxOXp6QmgRo0aioWc352htLOzE96Znp4unALh6ekpSjIeHh4A6tat+9WRH9MZcrm8cePGANzc3FQOsn79eohUAElRtC80NLRAgQL6+vqBgYFqxmQ5j/tV7qELldwXLlzo7u5epUqVu3fvGhoaihi5S5cu/v7+Q4cO3bx5c/ZbxcTEeHl5TZ06tUOHDjdv3vTw8BA2YrBcS3Fe5KZNm4YNG0ZEwuaGpKSktLS0rO+Uy+Xx8fEAypUrJ/QK4WRDW1vb4OBgIyMj9ZNJSUmxt7d/+fLlnj17nj9/7u7uzucs6aqgoCDh2In79+/b2dkBOHXq1LRp04S/lUgkX12cMHz48F69egFISEiwt7ePjIz08fH56aef1EwmMjJSOML15MmTf//9t7e3d6NGjS5evCgcr8nyEO5XuYW2R3gikEqlQh9auXKliGFPnz6Nf6rDK9VQWI4zZsyYq1evqnkPm+UY4eDnYsWKrVix4ss7gwcOHDj1hWvXrp08ebJw4cIAjh49KmIywtDthx9+SExMrFixIsRYUcFyp88WOWTnGEpF/Y7x48cDaNSokVhrPf/44w8Ajo6OHz58KFmyJID9+/eLEpnlMO5XuYEuzGAB8PPz69q1a9GiRZ88eVKiRAn1A2ZkZDg5OQUHBy9evHjy5MlKtX348GGNGjXkcvnt27c9PT3/+uuvPn36CN/fLNcioqZNmyYkJNy9e1ephkWLFrW3tw8ICBAxGblcPmTIkGHDhjVp0mTPnj39+vVr0qTJhQsXRPwIlku8e/fO3t4+Pj7++PHjbdu2jY2NDQ8PF/4qIyPj48ePXzapVKlS+fLlFdeZW7duCedPqE8xlbt+/Xq5XD569OgKFSo8ePDA2NhYlPgsx3C/yg10ZIAF4Mcffzxx4sSYMWOEI1DU5O3t7erqqvJ9n7Fjx65evbpFixbbt2+vXLlyUlLSxYsXhfviLNeSyWQ+Pj7nzp378s7gVy9JCQkJMTExT58+tba2fvz4sYmJiSayOnnyZNu2bfv37y+sXWW6Z9GiRW5ubiVKlKhZs2b2WwUHB0dGRo4aNWrdunUiJuPj47N48eKVK1fWqVOnZs2awcHBa9asGTNmjIgfwXIG9yvt0/IMmngePHhgaGhoYGBw9+5dNUNFR0cLlWePHDmiWoSYmBhhIu3QoUPC8b1OTk5cE0v3KI4A++OPPzQRXyqVVq5cGcDixYs1EZ/lBqmpqVOnThV212efgYGBkZGRr6+v6PkorlT9+vUrWbKkOqXdmBZxv9I63ZnBAjB+/PiVK1c2b95cKIStspEjR27YsKF169YnT55UOcjq1avHjh1rY2Nz69atmjVrPn/+fMuWLcJ9caZLzp8/37x5c1NT08ePH5cpU0bc4IsXL546dWqlSpXu378vygp6lmtduXIlJSUl++/fu3fvpk2bHBwc7ty5I+7mHkF4eLijo6NUKr127VrdunVFj89yBvcrbdL2CE9MinkjdUbft2/fNjAwMDQ0fPTokTrJZGRkCLv3Fy1atGvXLvC5hLqra9euAIYMGSJu2Ldv3wplGo4dOyZuZKYDpFJppUqVAKxatUoT8YVe/fPPP2siOMu1uF+JSKdmsACsXbv2119/zbqALjw8XNgP+A316tVTrOZr1qzZhQsXJk2atGTJEjWTOXPmTKtWrczMzB49etS7d+/Lly+7u7t7eXmpGZblNuHh4Q4ODunp6devXxeq84liwIABu3bt6t69u6+vr1gxmS45dOhQt27dRNzco3Du3LkWLVpoaF6W5XLcr0Sj7RGeyDIyMqpXrw5g/vz5witKbU8V9vqVKlVKnRq4WXXq1AnAsGHDbt26JRS0ffLkiSiRWa4yadIkAA0aNBBrY7PinIrw8HBRAjKdJJxWLu6ZlYqrqFi1c1mew/1KFLo2g4Uvxsi3bt3asGHDt5t07969bdu2KSkpVapUef78uVBtUpRkwsLCHB0dhbmN1atXb9++vVu3bgcOHBAlOMs9EhIS7Ozs3r17J0ppPuGcijt37syZM0fYJMHYVyk21QcFBQnfXupbt27dmDFj8slGevZV3K9EoYMDLAA9evQ4cOBA48aNBwwYYGxsnM398z4+Pj4+Pk5OTsLxSWIlM3nyZG9v76VLl/bp08fOzi4hIeHEiRNt2rQRKz7LJUS8fKxZs+a3334rV67cw4cPCxYsKFaGTCeNGzdu1apVLVq0EM7EVFNsbKydnV1UVJSvr2/37t3VD8jyKO5XItD2FJpGhIWFWVlZKXvz2MDAwMTExN/fX9xk4uLi7ty5IzweNGiQlZXV5cuXxf0IlhsotjUsWLBAnTiKKiGHDh0SKzemw0TZ3KMgVPFu3ry5+qFYnsb9Sn26OYMFID09ffbs2VFRUampqdncpHr9+vUXL14MGTJEOKdZdFKp1NHRMSwsbP369SNGjNDERzDtOnv2bMuWLc3MzB4/fmxpaalakBEjRmzcuFHNKiEsX/lyc49qHj16VL16dXGreLO8i/uVmnR2gKUCoT5HWlpaQECAJupzCIdSa66+SD5FhPR0FCig7TwyderU6ciRI8OHD1es/Fu8ePHTp08BGBoampqaZn1zgQIFChUqBGDChAlCmSvFKa337t2zt7fP8fRZniSTyWrVqnXv3r358+dPnz5d5Tjt27c/duyY6FW8WR7F/UpNPMD6l+nTp3t5ebm4uFy5ckXcs74/OxlKxMj5wrhxcHKCokyruTmio5GQgOHDERoKY2MQYeVK1K+v1SwB4OnTp46OjhkZGTdu3BCKvDds2PDq1avfbpWYmFioUCEiatCgwbVr17icB1OWsLmnYMGCDx8+FIp3E9GzZ8++3crIyMjKykp4fPTo0Y4dO5qbmz958kQ4kZcx7lfq4AHWvyQmJtrb279582bHjh0DBgwQMfLQoUO3bt3apUuXQ4cOiRg2v/j1V9SqBcXWTlNTxMVh1CiUKAEvL+jp4eJFDBqEhw+hmQMBlTJhwoQVK1YoThTw8/N79+4dgLS0tKSkpKzvvvzzSAAAIABJREFUlEqlycnJAObNm2doaLh169ahQ4daWFg8fvy4cOHCWkmefW7hQowahSJFACAiAidPYsQIZGTAxweBgTAxQevWaNpU21kCwE8//eTr6ztw4MD//e9/ANLS0r5b/d/Z2TkwMBBAenp6tWrVHj9+vGzZMldX15xIN5/jfpUP8ADrc//73/8GDx5sZWX16NGjz27oqOz27du1a9eWSCT379+3s7MTJWb+8uUAKyYGRYvi/XsUKpT54o8/YuxYBAd/1vRu4cLHExIUT9PT01NSUubPn6+5ZGNiYuzs7KKjo9u2bVu+fHmJRGJmZpb1DYo7gwrGxsZ6enrz5s2LioravXt33759NZceU07FirhwAWXLAsDly/DwwJkzGDYMCQkYPRqJiZg5ExMn4ueftZwn8OLFiypVqqSkpFy8eLFRo0bp6enCQZbfULVqVT8/PwDLli2bNGmSra1tSEhIgVxzw12Xcb/KB3iA9Tkiaty48ZUrV2bMmPHHH3+IErNJkyaXLl2aOnXqwoULRQmY7/z6K44cQbFimU/v3cOLF3Bywvv3n94zahRq1MAXx7Ofadas1fnzWV+RSCT169f/888/HR0dNZRv27Ztg4OD37x5o1Sr8uXLE1FERIS4t6eZWr78Ily7Fj/+iCdPIKykfPwYLVrg9ev/CpCenp6YmCg8/nIdnrhmzpw5f/78GjVq7N+/P/u1ZmJiYlq1ahUfH3/06NH27dtrLj32CferfIAHWF9x69atunXrGhoaBgcH29raqhntr7/+6tu3b6lSpZ48eSIcLceU9uUMVlQUihVDQgIkkswXu3fHoEG4du2zpreKFfOJiVE8NTQ0PHPmTEBAQKtWrU6dOqWJZJ8+fVq1atX09HR3d/fy5ctnvQ4KFHcGFVJSUqKionx8fDIyMq5fv16nTh1NJMZUUbEiunSBcMf2xQs8f46RI3HgAP7669N7SpeGtzf69fus6fCqVTf9e0q1VatW48aNEw540ITExERhmB4bG6tUw4IFC9aoUeO7iwWZaLhf5QOS778l/3F2dh44cOD27dvd3d3379+vTqiUlBR3d3cAnp6ePLoSk0SCFi2wY0fmyvdXr3DtGjZuRNeun73RGXD+9yuurq52dnanT58+cuRIx44dRU9t/PjxUql05MiRyt6ILFeu3IIFC8aPHy/6HgumlqpVUbw4ABgb4/lzEOGz30v19fG1fy/hpayzC9euXTt79qxiA4ToYmNjU1JSMjIyypUrJ5Fk9/KenJz87t272NhYmUxmYGCgicTYV3C/0nk5Xnkrb4iMjBRWGZ84cUKdOLNnzwbg5OSUkZEhVm750ZgxtGnTp6eFClF6OoWGkr099epFI0eSjQ3t2pX9eCtWrABQsWLF1NRUcTMVilcVLlz47du3yrZNSEiwsLAAsG/fPnGzYqqzsaGXLzMfX7pELVpQcDDZ2pLi/+hnz6h0acreGZRubm4AXFxcxDqz8jN9+vQB0KdPH6VaSaXSSpUqAVi7dq0msmJfwf0qH+AB1n8S9sk7ODikp6erFuHly5fCWuYLFy6Im1u+8+YNxcR8evrgQeaD9HQKCaFr1+jjR6XiCXtbACxatEi8LCktLU0oXrV8+XLVIvz5558AKlSoIPrIj6noyy9CIvrpJxo5kh4+pOvXqWFDyvb3R0JCQpkyZQDsUub3gWy6evWqcEB4RESEsm19fX0BFCtWLCoqSvTE2Fdwv8oHtDHACg0lxZAlOZkU/2ZSKd29S0+fkkymhay+oBh9r1mzRnglLS3N+d9atGjR6t9Gjx6tiCDsBevdu7eWfgL2LcIBW2ZmZm/evBEr5pIlSwBUqVIlLS1NtQiK83bEHfkx1bm7fxrch4bSkiVERCkp5O1NvXvTsGF05IhS8bZu3QrAysoqMTFRxDRlMpmwdM/Dw0O1CK1btwYwfvx4EbNi/4n7VT6gjQHWV0fuBw7QDz/QgAHUtSvZ2dHDh1pI7AsHDx7MOvqWSqXfveXq7OwstFWM+p89e6bNn4H9ty5dugAYOnSoKNHevXtnbm4O4NixY+rEUYz8IiMjRUmM5SpyubxevXoAfv/9dxHDbt68GUDZsmVV/n69e/eugYFBsWI/PHyYIGJiLGdwv8qFcscAKzaWypShp08zX/zf/yjXHAkpVF0fO3YsEcnl8sB/O3PmzKl/u379OhHJZDLhsJ1Zs2Zp+ydg/yksLMzY2FhfX1/4V1PTsGHDAHTq1En9UMKW5jFjxqgfiuVCAQEBenp6xsbG4eHhogRMSEgQzr7cvXu3OnF+//14yZKyH38UJSmW07hf5TbaKNNQsSJ274aFBQAEBmLtWkyZgpUr8fffmW+Qy1GkCE6exPLlnzVdXqJEQFRU1ldq1KgxadIkdc6h/LaQkJCaNWsSUYMGDb5bvlbh/fv39+7ds7Kyevz48WclJVmuMm3atAULFqh/OJK4tWQVZ6PeuXOnatWqakZjudCgQYN27Njx008/+fj4qB/Nzc1t0aJF6nfjmBjY2SE6GocPQwP7a5nGcb/KXbQwqLOxobZtqUsX6tKFGjemFi1o+3YaOPBf7ylfnrZtI+CzP7988WVToUIFa2vruLg4DSWblpZWunRpYRSvlBIlSrRs2VJDWTGxfPz4UVgcunPnTpWDyOXyJk2aAHBzcxMrsTFjxgBo3769WAFZrqLYp3zy5Ek1Q4WFhRkZGYk1Ebt8OQFUsSLxLou8iPtVrqKlGazPKtjOnIk5c6Aoty2VonhxPHz4ZdHIS4aGkenpWV/x8vK6ffv2pEmThPXFovP29nZ1dS1fvvy6desMhQK72fDmzZvhw4dnZGRcu3aNi0bmcuofjrR79+7+/fuXLl368ePHYlU7+/DhQ6VKlVJTU0WpdstyIS8vr+nTpzs6Ot65cyf7tYW+1LVrVz8/vyFDhmzZskX9rDIy4OSE4GAsWYJJk9SPx3Ia96tcRAuDui/XYEmlVLEiKWoZzJtH/ftnM1hwcLBEIjE0NHz06JHomUZHRxcvXhzAESU3dBDRlClToMnCJEwsisWhM2bMUKF5cnJy+fLlAWzdulXcxPz9/detW6d4+vz581u3bon7EUyLRKkSJGyJMDU1FXEz7LFjBFCRIhQbK1ZIlnO4X+Ue2hhg2drSq1eZjy9fplatiIhu3KDatcnFhZycqEMHev8++/FGjhwJoHXr1qJnOmrUKACthAyVJNbyQJYDAgMD9fX1jYyMQkNDlW37+++/A3B2dpZpoLyIkZGR4vH27duHDx8u+kcwLfpsn7KyFEU9vLy8xE1s/Hg6cOBTzcuUFEpJISKKj6fvl0x+/z6XlNrJt7hf5RK5rNBocjIpX9VTMc909OhREXMR5saEZcuqRdi0aRPU2+DKcszgwYMBdO/eXalWL168KFiwoJ6e3qVLlzSRFQ+wdF7WfcrKWr16NQAbG5sU4WtKVCYm5O6e+XjuXFq4kIho+fLMwoWpqZSaSlLpP4+Ewm/Ll1OlStSmDdnb05gxKlzMmVi4X+UGuWyApSpvb28Atra2Ita/Vr88mvol2liOefPmjZmZmYmJibI32fX19QcMGKChrAoUKPD3PyZNmsQDLN0TEhJiaGhoYGBw7949pRrGxMSUKFECwMGDBzWRmLk51axJwm+Xwhfh3r3Uvj1NnkxXr2buO2pm/TTzUZMmdO0aVa5M0dFERFIptWtH69drIjGWHdyvcgMdOez5119/3bx58/3791etWjV58mT1Ax44cODUqVPFihUTbgCpRl9ff8WKFQ0bNly0aNGQIUOElTosd7K0tDx06NCuXbuUXdG5a9eupk2baigruVx++fJl4fGTJ0+EkwqZLnFwcBg1atSqVat69er1888/f/vNMpksISFBeHz69OmoqKgWLVp0/eKAc1Ho62PBAowejYsXM1/p1Qtv3qBbN1haokABAChgpPfPowLw8cEvv6BYscynEydiwQKMGKGJ3Nh3cb/KFbQ9whPN6dOnIdLJJ18ekqMO1Y7JZIz4FmH+EB0dXatWLWtra2Wv3o0bN757966GsipWjIioWzfatOnTrZxv7djp04eyrjd98IAqV9ZQbiw7uF9pnY7MYAFo2bJl586d/f39f//9d2Hxk8qWLl0aGhrq4OAwQoxh8uLFiw8fPvzXX3+NHj1aqJbEGGMKxYoVu3Xr1vLly9+9e/ftdxoYGAhVjgRTpkzR19fXaG7e3mjWDD16oGRJABCKTaalQSi63Kxc+LkXFQGgaVM4OyMy8lPLt29hZaXR3Ni3cb/SPm2P8MQkSmE0RaG2EydOiJWYh4cHACcnJ01sNGM6THG0JRH5+/vPmTNHi8mwfEWYaSCiBQuoSJHMmQZBaurX1spcvEjVq1NSEhGRTEY//USrV2shb5a75at+pY1Co5rk7u6+cOFCdUr7DxkyZNu2bV27dhV2uooiOTnZwcGhadOma9asUa2UJWOM5aTixREdDQAZGahVCwMGYOrUT38rfG/o6WV9BMyahb17Ua8egoNRuTK2b0e2izOzfCJf9StdG2AlJiba29u/efNm165d/fr1U7Z5UFBQnTp1JBJJcHCwsAxLLO/evRs3btzevXuFp35+fh8+fPjll19E/AjGGBPF6NFo2hR9+mQ+TUmBnh6ydeJrSgrCwmBtDZGONGC6JL/1K83eZ815pqamnp6eAKZOnZqUlKRUWyKaMGGCXC53dXUVd3QFwNjY+LziLCDg+fPnT548EfcjGGNMfUeO4M8/MWYM4uIyXzExyd63oPDWqlXz1rcgyxn5sF/pziJ3hUGDBq1bt+769evTp08fP3589hv6+/tfunSpdOnS06ZN01x6jDGWa6WlZR4VN3s2zM21nQ3TFfmzX+naLULBtWvXGjRoYGZmpqjtkU0SiWT9+vVDhw4VPaX4+PjSpUv/+OOPwtPw8PAff/xx0aJFon8QY4ypLH7NTs8tFodTWt29m1cWurA8IH/2K90cYAG4e/euu7u7srfhjhw5Ym9vr4kdqvHx8ba2toGBgcLTbdu2JSUl8QCLMZaLvHsHe3vEx8edDjRv6aztbJiuyK/9SgdvEQpq1Khx7NgxbWfxL/r6+opi7kWLFlV2iRhjjGnWjBmIj0enTvnqW5BpXH7tV7q2yJ0xxpgq0tPx9CkKFMCSJdpOhemQfNyvdHYGK7cxMTERtjcKmjVrlpiYqMV8GGMMAF6+xN9/IzISjo44cQKPHsHOTts5sbyP+5UOr8FijDH2HQ8e4McfMX48bGzg749nz3D2LA4cQGIiHBxQt66282N5E/crADzAYoyx/KtnT7RvjyFDMp+2aoUxY1C9OtLTUawYSpfWanIsz+J+BYDXYDHGWP518yZatPj0tGVLBAbC1hZVquSfb0EmPu5XAHiAxRhj+Vda2r+qEhkZITVVe9kwXcH9CgAPsBhjLP+qUgV37nx6GhQER0ftZcN0BfcrALyLkDHG8q+pUzFxIiwsULEiDh3C9evYuFHbObG8j/sVAF7kzhhj+drhw9i1C2/fonp1zJyZr5bIMA3ifsUDLMYYY4wx0fEaLMYYY4wxkfEAizHGGGNMZDzAYowxxhgTGQ+wGGOMMcZExgMsxhhjjDGR8QCLMcYYY0xkPMBijDHGGBMZD7AYY4wxxkTGAyzGGGOMMZHxAIsxxhhjTGQ8wGKMMcYYExkPsBhjjDHGRMYDLMYYY4wxkfEAizHGGGNMZDzAYowxxhgTGQ+wGGOMMcZExgMsxhhjjDGR8QBL2zZuRPfuaN4cEyfi3TttZ8N0BRFWrEDDhnByQteuuH1b2wkxHbJtG3r0QLNmmDABb99qOxvGcikeYGnVmjXYvRsLF+LgQZQpg3btIJdrOyemE7ZuxcGD8PPD7dsYPRqdOiE+Xts5MZ2waRM2bYKnJw4dgo0NWrdGRoa2c2IsN9IjIm3nkI+VL49Tp2Bnl/m0SRPMnIk2bbSaE9MJtWph3TrUq5f5dMgQuLhgxAit5sR0gr09fHxQvXrm0zZt8Ntv6NxZqzkxlhvxDJb2JCcjKgqVKn16pWZNPHqkvYSYDgkPh739p6dVquDpU+1lw3RFejqeP4ej46dX+KrF2H/gAZb2GBlBLodM9umV5GQUKqS9hJgOKVIEHz9+ehofj6JFtZcN0xUSCSQSSKWfXuGrFmP/gQdY2mNggBo1cP585tOMDFy4gLp1tZkS0xlNmsDPL/OxXI7Dh9G0qVYTYjpBTw+1a+Ps2cyncjnOnv10J5oxlgWvwdKqixcxaBCmTkWpUti6FTY2WLVK2zkxnRARgRYt0K0bfvgBBw6gWjWsXKntnJhOCAhAnz6YMgWWltixAyVLYuNGbefEWG7EAyxtCw3FyZOIi0O9emjVStvZMB2SkICLF/H+PWrWRK1a2s6G6ZDwcJw4geho1KmDtm21nQ1juRTfItSqI0dQrx6uX0fDhhg5EsOGaTshpisCAlCkCDw94eQEZ2ceYDHRnDqF2rVx/jxatsSYMRgwQNsJMZ317t27CxcuaDsL1Um0nUD+JpUiNhbJyUhKQng4qlTRdkKMMfZNaWmIjUVSEpKTER6OChW0nRDTTUlJSVZWVgYGBvHx8cbGxtpORxU8g8UYY4yx3KVQoUKOjo5paWl37tzRdi4q4gEWY4wxxnKdunXrArhx44a2E1ERD7C0SthhoKf36QFjouCuxTSEuxbLKXXq1AFw8+ZNbSeiIh5gMcYYYyzXyeszWLzIXZuCjYzuNG5c1MqqYoECgY0bF7a25gO9mCgeGRhsrVWrlLV1V339DbVqFf/hh6naTonphkf/XKyqSCTXGzc2q1Chi7ZTYrqqatWqBQsWjI6OiYlJLlasoLbTURrPYGnTw9TUgZcubX/zJlQqHXjp0qZXr7SdEdMR0RkZi4KCDr56FSeTLQoK2vf8ubYzYjpCcbGKSE8feOnSmogIbWfEdJZEImnZ8nF09IebN/Pe6Ao8wGKMMcZY7lSxYlkAefQmIQ+wGGOMMZYb1akDAHl0mTsPsBjTQcIRWHp6eooH2s6I6QjuUSwn1a0LANevazsPlfAAS/vkcrlMJtN2FkwHZWRkJCcnazsLpoPkcnlGRoa2s2C6r2JFFC+O9+/x4oW2U1Ee7yLUJmtraxcXl3Pnzr169ap8+fJCzQ/G1Fe2bNkOHTqcOXPG3d3d0tKyQ4cO2s6I6YgyZco0aNDg8uXL8fHxZcuWFTbSM6YhenqoXRsnTuDGDZQrJ3b0vXvh44N371C1KqZMgY2NyPGJaUliYuKQIUOEfwVDQ0MAlStXvn37trbzYnleXFxcnz59hK5VuHBhAEWKFNmzZ4+282J5XnJy8siRI7NetWxtbW/evKntvJjOevWK/vc/evCAZDIiogsXMh+IYP9+qlWLgoPp40fato0qVKDkZJFCZ+IBlnbcv3+/atWqAIyNjb29vR8+fFizZk3hmuXh4SETrQexfOfGjRu2trYAzMzM1q9fHxcX17dvX+EbceDAgR8/ftR2giyvCgkJqV69etarVq1atQBIJBK+ajENWb+e9PXp6tXMpyVLUkqKSKHr1aMLFz497d2btm4VKXQmHmDlNLmcNmy4YGRkBKB69eohISHC6ykpKb/++quwdLRnz/7v3mk3TZb3yGS0dm2wMK/g7Oz85MkTxV9t2LChYMGCAJyd6966Jddikiwvkstp69YAY2NjAA4ODvfu3RNeT01NdXV1Fa5anTv3ePNGu2kyHbR+PbVtS05OlJ5OJNYASwhhbk4xMZ9e9PIiNze1Q/8LL3JXQmho6ObNm6OiolSO8OEDOnfG5MmNS5WqN3DgwICAAAcHB+GvjI2NV69effz4cQsLi1evOlerhmPHVE9VJpOdOXPG19dX9RAsB7169WrGjBm3bt1SOcL79+jQAb/95lit2oRx48ZdvXq1UqVKir8dPnz4rVu3nJycjIwm1KunN3s25HIVPygxMXHv3r2LFy9WOVWWkyIiIjZu3PjhwweVI8TFoU8f/PZbfUvLZgMHDrxx40a1atWEvzIyMlq2bNnJkyctLS2jorrXqIEjR1RPVSaTnT9/ft++faqHYLqoZk3UqYMVK8SIdfs2mjaFqysAFCqE1NRPf5WcDFNTMT4jC3HHa7rt999/B2BgYNCwYUNvb+/Xr18r1fzUKbK0JIBKlKCjR5P+621v3sQ3b04A6evT1KmUlqbER2RkZFy6dGncuHEWFhYArK2t5XKersgDli9fLvz/WK5cuXHjxl26dEmpGy5Hj1LJkgRQqVJ0/HjGf70tNTV93DjS0yOA2ralyEglMoyNjd23b9/AgQMLFSoEwMjIKD4+Xon2TEvmz58PQF9fX7hqvXr1Sqnm589T2bIEUNGidOjQf161IiPj27QhgPT0aMIESk1V4iMUVy1LS0sAFhYWGRn/2YdZfrN+Pbm5UVQUlS9PL15QyZKUnKzc12KmyEgaNoz09QkgS0tKSKDu3Wn79k9vqF+fTp0SL3EivkWolIMHD7Zr165AgQLCd6G+vn6jRo3WrHkXEfGdhunp5OGR+S/bvDl99xInl5O3NxUoQADVrk1ZbvV8XXIyHTpEY8fONDc3Vwydq1SpMnPmzBTR7lczDQoMDBwzZozwBSOwsrKaNSv47FnK+l0jl1NY2KeLS1QURUd/6lotW1J2xvwnT2YO9EuWpCNH6NUrSkjI/KukJPrs3vT797RhA/3yy2zhzqPwC0aTJk1WrFiRoGjGcrEjR4507NhRWJMgXLVcXFzWrHkdHv6dhsJVy8CAAKpXj8LCvvP+rFctR0e6f/87709JIX9/cnWdV6xYMUW3t7e3nzZtWmJiohI/IdNpwgCLiDZupH79qGRJ2r+fLCzIw4Oio7MVQS6V0sKFVLgwAVSgAE2eTFFRtH8/BQeTtTUtWkQ+PtS7N3XuLHryPMBSWlJSkr+//8CBA01NTS0srPT05AA5OJCHBz14QET09CkBdOBA5vt796a+fQkgiYT++EOJHRABAVShAgFUrhxZW9O4cZmvr1tHU6YQESUnk78/DRyY2XOaNfsdgIODg4eHR2BgoLg/NcsBMpksMDDQw8OjUqVKpqZmxsYpABUrRgMHkr8/SaWUkkIAzZuX+f6JE2ngQALI0JAWLlSia715Q61aEUBFilDt2tSkCQkTnX5+1L8/EdGHD7R9O3XsSIaGBFCjRttUnrhluYHiqmVmZlasWAmJJF1x1RJWgb58SQDt3p35/kGDqH9/AsjAgDw8KPszSjdvUqVKBJCFBVWqRCNHZr6+dSuNHUuU5apVpIhw1ZovXLXc3NwuXbok7k/NdIBigCWTkYsLSST0888EEEBmZjRhAj179q3m/v7+DnZ2Kba2BFCrVhQSQmfOUPXqBJCvL716RRs20Lx55O+vRC/PNh5gqS4xMdHP73avXmRqmvnvDVC1avTnn1S+PNnbZ04M9O5NPj7UsuWnfRDZFxdHffrQvn1UrhxVq0bCbuh162jsWOralUxMMj9UT4/q1qUVK14/ffpU5B+SaYNcLr91K9zdPfO7SvhTtCgtWkQlSpCDA4WGEhFNnEjr19OwYXTjhtIfIZPRwoW0axfVr0/169P//kdE5OdHfftS48aZU2IAGRlRhw70v/8lRWfzt0WWuyUlJR0+HNS3b+ZvZcIfBwdat47KliU7O4qNJSIaNIh276ZWrf61yyqbEhJo0CD63//Izo4cHTOve1u30siR1L07FSz46XOdnWn58sjHjx+L/EMynRAdTV5etHs3LVyY+UpQENnYUEoKnThBrVtnrnYwMKB+/aQ3vrgI3r9/v2XLlsLM6JIuXejkSQoNpS5dMjufjQ2dOKHpH4EHWCIQ5rpHjMhcB7NhA9WpQ3PnkqsrEVHv3nT0qLofUa4cnThBtWtTRkbmDJa1NenrU8OGtGBB5tct00nBwbRgATVsSACtX09lytD+/dSmDRHRxIm0YYO68evXpzNnqEIFio7OnMFq1IiMjaljR9q+neLi1P8JWG6UmkqnTtG4cVSqFAH0559UvTotXEhjxhARDRpEvr7qfoSdHR0/TtWrU1pa5gxWxYqkmDn77soHlp8lJ2de9KZP/8/33L1LI0aQsTE1arQVgLOz8/bt2zMyMqKjo8eNGyeRSAAULVrU29s7Ojr6lacnGRllTnx5eSm3TlBVmUeVMVGkpeHcOVhb4+efcfEiatbEnj1YuBCDBqF9e7Uily+PkBCMGoV69WBoiPBwdO4MW1tYWIiUOsv1njyBuTmcnPD6Ndq0wbBhuHEDlStj+HC1wrq4YPt2HDiAZ8/QoQP27cPs2ShTBgULipQ3y90yMnDuHMqXR8+euHkTTk7YuhVr1qBLF3TvrlZke3tcuQJ3d1SujBIlEBSEPn3www8oU0ak1JmOksnQqxcOHEDZsrh6FdbW33rzmzfYunXd0qUzYmNjAVSqVKlVq1br1q2TSCRDhw6dN2/e8ePH3dzcqhQocPb9e/TsiUWLcuyLk4/KEVOBAmjbFmFhAGBsjOXLMW6cmFeTJUvg4oJhwwCgUSPRwrI8wc7u057i1avRoQNatRIt+MSJqFUrs6/a2ooWluV+Eglat8arVwBQoABWrcK4cchS4kNdCxagTh0I5d8bNBAtLNNVRBg1CgcOoHhxnDr1ndEVgDJlMGPG6PHjB27dunXFihWhoaGhoaHm5uYXL16Mi4tr165dUFAQgIoNG0YeOmTh5JQTP8M/uA6WBrVrh1KlcPasaAEtLDBxokjlQFheZmeHPn2wa5doAQsUwMqVWLpUtIAsj2rRAjY2OH5ctIAlSmD6dO5aLLsWLPi4aRMKFsSRI6hcObutTE1Nx44d++TJE39//xo1ahQoUGDQoEFNmzYNCgqytrbes2fPpUuXcnh0BR5gaZq3978qmalvzJjvj+hZfjB9OkqWFDNgixbo2FHMgCyPWrYM6eliBhw2TMwpMabD1q9f7+lrDjuBAAAgAElEQVRpX6dO9K5dqF9f6eb6+vqdOnXq37//+/fvAZiYmLi5uT148KBPnz7CeQM5jG8Riq9cORw8mPk4JgZjx6JJE3VjzpyJs2fRti2MjHD2rOpluFmeZmyM168zH9+8iQ4d8NNP6sZ0dcWhQ+jXD2XLYvdudaOxPMrCAkePZj6OisLo0fhnA5bq3N1x8SLat4exMY4dE3nQxnTPwYMHf/31V7lcPnq0f9euQ1SO8/r1awA9evQYPHiwtVYnJHiAJT5DQ1hZZT7u1g3PnqFjR3UXHyxfjocPcfo0WrZElmKiLP+aOxdnzqB2bQwapFaclStx5QoqVEDPniJlxvIgiQRly2Y+7tkTjx6hdWu0aKFWzFWrcPs2jhxBhw4oUkT9HNknb9++PXz4sL6+fpHv/ZctVKiQUBzbysqqSpUqOZKdKq5duzZgwACZTDZ//vwhQ1QfXeGfAZatra12R1fgAZamde2K5ctx4IBaA6wHD/DwIYoXR9Om4mXG8rgePXDmDHx91RpgRUYiIAAmJurucmW6pFs3eHnhwAG1BljPnuH2bZiZiTATxj6zf//+Q4cO7VJyDWbXrl3r16/v5uamoayyevDgQUpKSvbfHx4ePnLkyOTk5FGjRk2fPl3NTxcGWFaKeQ7t4TINmnXlCho1wg8/IDwcKt8CnjsXHh745Rds3Chqciwve/cOVlaQSPD+PQoXVjHImjX47Td064YDB0RNjuVlgYGoUwcWFnj9GvqqLtNdtAhubhgwADt2iJpcvpeUlFSlSpWXL182a9bM1tY2Pj7+u+9PS0tLS0u7evWqXC4PDAx00uRab5lMNmfOHB8fn0ePHinVUCKRtGvX7tChQ/oq97l/lC9f/sWLF2FhYTY2NmqGUhPPYGmWiwvKlEFEBG7fRq1aKgbx9QWAHj1EzIvleaVLw8UFly/j2DH07q1iEO5a7Eu1a6NCBTx7huvX4eKiYhDuWhri6en58uXLWrVqnTlzRqmxyOTJk5cuXTpx4sRz585pLr1NmzbNmzevSJEizs7O2W/1/PnzqKioMmXKqD+6IoKtrW+FCi8sLXNBvbUcKGaaz40Z851ytN/25AkBZG5OUqmoabG8b9kyAqhnTxWbf/hAEgkZGXG5dvY5V1cCaNIkFZu/eEF6emRqSsnJoqaV74WFhRkbG+vp6V28eFHZtrGxsSVKlABw6NAhTeQmfETJkiUB+Pj4KNXwwYMHhoaGBgYG9+7dUzOHyEgCqHhxNcOIg8s0aFyPHlSzZtyTJ76qNT958kSjRk/69JEWKCBuXizP694d9eq9jYr6U6nlDgp//+3fsOHRfv2ieQEy+0z37lSjRnx4uIp3jo8fP9Wo0aOffko1MRE3r/xuwoQJqampgwYNaty4sbJtzc3NPTw8AEyaNEkqlWogO8yZM+fDhw+NGjXqoeTUZZUqVUaNGiWTySZMmKBmDsI+61yw/goAz2BpXkZGhjCoDxGOrVeSMNHq7+8vemJMB9SuXRuq/kratm1bAFu2bBE9K5bXyWQyS0tLAEFBQSo0b9iwIYB9+/aJnlh+duJEeoMGq4oUMX/79q1qEdLS0ipXrly0aLGNG1X5Z/22hw8fCrNQd+7c+fnnn8eNGxeXjblxuVy+ffv2du3aRUVFFS9eHMDhw4fVSePwYQKoXTt1YoiGZ7A0zsDAoFOnTgB8fZWexIqIiAgKCjIzM2vdurUGUmN5nvCbogpdKy4u7ty5cxKJROicjGWlr6/ftWtXqNS1IiMjAwICTExM2vPeVPGkpWHcOMnVq7/Nnx9hoepReoaGht7ee4FQNzenmBhxE8TEiRPT09OHDx+ekpKyffv2DRs2xGTjM1JTU2fNmnXs2DF/f/9Zs2YBmDBhgjoTbLlqBosHWDmhe/fuAA4ov1PL19eXiDp16mRsbKyBvFieJwywDh8+nJaWplRDf3//tLS05s2bC8syGPuMcNXy8fFRtqGvr69cLm/Xrl2hQoU0kFc+5e2Nx49RqRJ++UWtO/pt21avU6dYTAzmzhUrNQA4fPjwsWPHihYtOmfOnPHjxxPR5MmTK1So8N2GJiYmnp6eAKZNmzZgwABHR8ewsLC1a9eqnIkwwMotB4prewotX0hNTRXKwT19+lSphi4uLvhnmMXYV1WrVg3AsWPHlGrVuXNnAH/++aeGsmJ5XXp6ujD4VnZtQ/PmzQHs2rVLQ4nlQ5GRVLgwAaTk/+VfFxJCEgkZGtLjxyJEIyKpVGpnZwfA29t769atAKysrD5+/JjN5nK5vFGjRgCmT59+9OhRAObm5h8+fFAtmWXLyNGRtm9XrbXIuA5WDunfv//u3bt79OjRpk2bbDaJi4tzd3c3MTF5//49/y7I/sucOXNmz55dp06d1q1by2Sy7DRJS0tbvXq1TCZ79eqVsNSGsS8NHTp069atXbp0yf7NvsTExKlTp0okknfv3n23yDjLpoEDsXMnunb9dAibmkaMwMaN6NwZfn4iRFu8ePHUqVOrVKly+fLlatWqvXnzZseOHQMGDMh+hKCgoDp16hgaGoaEhIwdO/bYsWNjxoxZs2aNUmksWICKFTNPpLh7F4GBGDZMqQAaoO0RXn7h5uZWVnEURbaVK1fOwcFB27mzXG3z5s2lSpVStmtZWlpaWFgk8zZ69t9mz56tQjnssmXL2tnZaTt33ZGURDVrkrExhYeLFvPtWzIzIz09un9f3VCKkfSxY8eEMvEuLi5yuVzZOAMHDgTQs2dPxWJ5ZUs21K9PFhb06hURkZ8f9e+vbAri4xmsnJCSklK5cuUXL140bdrU3t4+m61SU1N9fX2TkpIOHz7csWNHjWbI8iiZTObk5HT//v3mzZu3atXKwMAgO62IaOPGjeHh4fPmzZs5c6amk2R5kVQqrVq16tOnTxs1auTg4JDNVmlpab6+vh8/fvTx8flJ/aPI86sLF3D7NhQlC2bNQseOqFtXzI/YuRNyOTp1QtGiABAVhdRUKD8JgF9++WXz5s2dOnXy9vZ2cHBIT08PCAioq3yur1+/tre3T0pKunDhwv79+1etWtWiRYszZ85kP4KLC1q3xsOH8PGBvz/27cPOncpmITIeYOUE4SaOk5PTzZs3DQwMjh079vLly283GTRokLGxsbe3t6ura8WKFUNCQoyMjHImW5aHrF69euzYsYoecvLkydu3b3/1nVKpNDk5GcDYsWOtrKyuXLnSuHFjY2Pjhw8fli9fPmezZnnAwoUL3d3dHRwc7ty5Y2hoePLkyYiIiG836d+/f6FChf7888/Ro0dbW1s/evSoYMGCOZKsrlm0CDNn4sABCL9ZFy6MhATxP6ViRdjZ4dgxANi0CQ8eYNky5SLcvn27du3aEonk/v37U6dO9fPzGzJkyJYtW1TLZ+7cuR4eHk5OTqdOnbK3t4+Ojs7m5MLTp5DLMXgwtm3D0KGYMQMZGbligMW3CDXu5cuXwgqqCxcuCK+0a9fuu/8uwhK/9PT0qlWrAli0aJFWfwiWG8XExAjLkP38/IRXRo8e/d2uFRgYKLy5V69eAPr27au9n4DlUpGRkcJ9n+PHjwuvdOvW7btd69WrV0Qkk8mE6n1z587V6g+Rhy1cSMOHk709JSUREZmZaeRTbGyoRQvav5+IaONGcnVVOkKTJk0ATJkyRZhqMjMze/Pmjcr5JCcnC7/sbdmyZcWKFQAqVqyYmpr65Tvj4ujUKfLwoI4dqWRJAmjAAKpfnx4/pjt3yM6O9u3LFbcI+SxCjZs6dWpSUlLv3r2Fvgigffv21tbW324lzFdJJBJvb+9WrVrNmzdvwIABvB6ZZeXh4REVFdWiRQthSyCAtm3bFv6Pk5+NjIyE6YQy/+xgXrp06dGjR/fs2TNq1ChF52QMwLRp0+Lj47t06SJUowXQpk0boWDyNwgdTF9ff8WKFY0bN/by8ho8eHC5cuU0nm4eMWvWrKVLl352L6Jy5bBHj4pmfcXAAFOmwMYGxYtj7lwsWKDBlBYvRq9eUOy82rgRRDA1hZkZTE1RuDCKFIGpKUxNE01NTT9ru2fPnosXL5YqVcrd3b1Zs2YAZsyYoc6XlImJiZeXV79+/aZNm/bgwYMNGzaEhISsXbvW1dU1KSkpKCjo5s2bN27cePTo/d27Z7M2tLSEuXnm4xo10K4dVq5ErpiX1/YIT8ddvXpVT0/PxMTk2bNnKgcRSkEOGzZMvLxYnifK6V3C0RlOTk4ZGRki5sbytKCgIH19/QIFCjxWYx9/z549AfTPDdMIucZX1zvWqBEPUNY/Bga0cCF5eVFiIlWsSA8eaHAGKzaWZs2iCRMyZ7CsrOizZAAqVEgupFq0aFFh31XdunVbtmwpzHFu2rTp48ePo0ePtrOz++psk1LkcnmDBg2aNGkSERHx999/AzAxMXF0dJRI/jUZVKWKtHlzcnMjX196+TKzrTCDRUQJCWRlRf3708qVdPSomhmphddgaZBcLndxcblx48asWbPmzJmjcpywsDBHR8f09PRr167VqVNHxAxZ3tWuXbvjx4+rsJk5q5SUFAcHh4iIiI0bN/7yyy8ipsfyriZNmly6dGnq1KkLFy5UOcjLly8rV66ckpJy4cIFFQ7O01XJyclflCk3Az6/lbRxI+RyuLvj4EFs3IjLlzW1BuvWLRgZwckJHTqACIUL4+1bJCQgMRGJifj4EbGxMDLKeP68iLCCMytLS8uEhITnz58LR9ykpqaKUhA7Nja2aNGiAORyuZWVlbGxcUREhEQisbOzc3Z2dnZ2btSoUc2aNb/c0LN2LXr1glA4+cwZXLmC2bMhkWDjRgwerH5eKtHm6E7XCWv9rKysEhMT1Qw1ZcoUqLr9lemeI0eOAChatKjK5fgU9u7dC6BUqVKxsbGi5MbytN27dwv9ITsHyX3b77//DqBWrVoymUyU3PIPYQZL0L49mZho5FOEGSwiOnqUjI2/swZLJpPFxMREREQEBwcHBAScOnVK2Coo1G3XBKFmaenSpU+fPq1CQRm5nDw8CCA9PfLw0EB+2cADLE35+PGjcDd6586d6kdLSEgQou3evVv9aCxPS0tLE4p9eHt7ixKwadOmACZOnChKNJZ3KVYZb9q0SZRowgIsPlBcWX5+dPBg5uOnT6l/f1Jj7fh/cnIixSi6Tx+aPl255iEhIRKJRCKRBAcHi56b4itPzS/QVatIX58AGjuWcn6czwMsTXF3dwdQv359seacNm3aBKBs2bLqz4exPG3ZsmUAKleunJaWJkrA27dvGxgYaOhCyfIQxZo8seacdu7cKUxCqD8flm9FRlLjxmRjQ2ovcPqX9u3Jw0PdmKNGjQLQvn17kZL6RJ2apZ/56y8yMiIDgwxX15VSqVSU9LKJB1gaERYWZmxsrKend/36dbFiymQyYUp21qxZYsVkeU50dHSxYsUA/P333yKGHTlyJIBWrVqJGJPlLV8WlFGfXC4XFmBNnTpVrJj5TUYGVatGAC1eLFrMXbsIoNKlSc1xr+JypOxZqN8WFhZmZGSkr68v1hfo6dPUuvUkAG3atMn+IYnq4wGWRgg1YwYPHixuWFH2JLI8TfiVUfSRUHR0tLBS9fDhw+JGZnlF3759AfTu3VvcsKLsScznzpwhgMzNSe0ll0REHz9m7hbctk2EaEuWLAFQpUoVsSbUiahLly4AhgwZIlZAIrp3755QoaZ27drv3r0TMfI38ABLfGfPngVgamr6+vVr0YP369cPQK9evUSPzHI/jS568Pb2xn9X9mO6TaO/vA0dOhRA586dRY+cf7RrRwD99psIodzcCKDatcVZkySVSu3s7ACsXLlShHBEp0+fhto1S78qPDy8UqVKAGxsbEJDQ8UN/lU8wBJZRkZG9erVAcyfP18T8V+9eiVM458/f14T8Vlu1qZNG81t20lPT69WrRr42ID8R9PLD7KeB6yJ+PnBgwckkZBEQmr+bhUaSkZGpK9P4q1eIT8/P2FTc1RUlJqhFFehhQsXipLbZyIjI2vVqgWgatWqObC5lQdYIjt27BiAcuXKpaSkaOgjhJJa/OtgfvPw4UMjIyNzc/OYmBgNfcTJkycBNGrUiKuB5Cvnzp3T09OztLTU3AYaoaRWmzZtNBQ/Pxg//mOzZjN69FDr9sXPPy+sVi1++HCxksok/O43btw4NeN8+4QcUSQkJHTu3DkgIEBD8bPSF6ueFhMUL168dOnSFhYWQsm1w4cPBwUFqR9WLpcvW7YsPj4eQNWqVfX19atUqaJ+WJaHSCSSUqVKFSxYUDiQ5OjRowcOHBAl8qRJk27dugXA0NAQwJcV/JhuMzc3L1OmTKlSpYTZ8ePHj1+/fl39sES0fPny2NhYANWrV9fX13dwcFA/bL41Y0bK7durfX33nTp1SrUIhw8f3rbN7fVrm/nzE8XNbfny5RKJZO3atSEhISoHiYmJmTt3LoBly5Z9dqCQiMzMzPz8/OrXr6+h+P+SA4O4fOX9+/fm5uYA/v77740bN0KkSg1CybVatWopbniLVQOJ5RVZJ8+FZQqlS5eOj49XM6yvry+AkiVLJiYm1qhRA8Aff/whSsIsr1CcGn7gwIEdO3ZApOqge/bsAeDg4KDougsWLBAl4XxrwYIFAGrUqKHC2VapqanCCqRVq1ZpIjfhpPmsJRukUmnM92S91TNmzBgALVu21ER6WsEDLPEtXboUQOXKlWNiYoRtCzt27FAnoKLk2q5duxYtWgSxt2ywvCLr8k/heObJkyerE1Aqldra2gJYu3btn3/+CcDa2jopKUmshFleIRy4ZGNjExMTI9Qa3bhxozoBFTVLN2/evHLlSiE4759Qk1QqrVixIlSqBDtv3jwAwqlrmsjtywoywqkA37b4n+ITih086hyumtvwAEt8ikLby5cvF2aerKys1Km9MXXqVAAuLi6RkZG8VjSfU2xgDgoKMjAwKFCgwKNHj1SO5unpKcwxREdHW1hYAPDx8RExW5ZXKHbneHl5CTNPap6WM2vWLABOTk4fPnwQKoD4+fmJmHC+JfzrlChRws/P79SpU6dOnbp8+XLg19y7dy/sH5cvXxbu/547d05zuSkmF4Tf//fv31/0exTTaWKt4spVeIClEcJRcebm5u/evRO258ycOVO1UE+fPlWUXOPdzixrCT7heOaOHTuqFioyMrJw4cIATpw44erqCqBhw4a8vD3fOnPmDP6pL6Pm/OiLFy8KFiyop6d38eJF3bvvo11yudzFxcXGxkaZpUAQZr779u2r0dzS0tJUK9mwf/9+AMWKFVN/H2KuwgMsTWnXrh2AUaNGBQQE6OnpGRsbq1ZgpnPnzgCGDh3K9fqYQHGIhGJGU7Wq7oMHDwbQrVu30NBQYdAWGBgoerYsD+natSuAn3/+Wc2rTa9evQD069dPJ+/7aF1cXNy2bdta/aNhw4bOX1OtWjWbLI4ePZoDBTb9/f0BCBtxsk9fXx/AmjVrNJ1eDuMBlqY8fPjQ0NDQwMDgzp07/fv3B9CzZ09lgyjW3Lx+/ZpPnGCChIQExdq+xYsXQ6VzCW/duiV8gz558qRDhw4Ahou+dZvlNVnnR4cNGwagU6dOyga5fPmyULM0IiJCJ+/7sG8QvrOETfTZZ2hoePbsWRVW7udyPMDSoPHjxwNo3ry5atVB09PTq1atCmDRokW7du2C2qsimM5QrO2Ljo4WFvwtW7Ys+80VJ8S5ubkJW77NzMzevn2ruYRZXvHl/KhSKz5lMpmzszOAuXPnChtUde++D/sG4cLi5eWl7URyBR5gaZBi87Ovr69QHbRmzZrZH6Qrji6JjY1V7MfRaMIsr5DL5Yq1fcKCv8KFC2d/hCSM10uXLh0VFSUM4pcsWaLRhFlekXXPslAdVKk9y4q9qDExMUJRAN2776ODAgOpdWuqWZNq1iR3d1J1i/rRo0cBlChRIiEhQdwE8ygeYGmWsPm5QoUKMTExP/zwA4ANGzZkp6Hi8F1/f//ff/8dIlWmYTpDWNtnZGQUGhoqLPgbOXJkdhoq9s9v2bKFzx9kX9q8ebMwPxoTE6PUmuX4+HhhL+q+ffv++OMPaLIoABPNx49UrhwJuwuTk6lbN1L1nDfht76lS5eKmF2exgMszVJsfvb09Ny7dy+Apk2bZqfhnj17DAwM2rRpk3U/joaTZXnMgAEDAPTo0UNY8Ofg4JCdA5ru3r1btmxZZ2dnxf55f3//HMiW5RVZjyYUjpnLZrXkAwcOSCSSJk2avH37VtigevLkyRxImKll1y7qleX4ndBQKl9ehTAHDx4EYGlpyYX0FPL9ACslhTw9qWNH6tKFlixReWr0G86ePQvA1NT01atXe/bsyf5k+927d588edKzZ08A/fv3Fz0xpnGnT9OAAdSsGY0YQSEhoofP+jV27ty57HetxMTEsLAw3j+fV0mltHAhde5MnTrRwoUklYr+CVevXhUWqj979uyvv/6SZvsjQkJCHjx4MHDgQGHoL3piTHx//EHTpn16KpORoSEpOe8ok9GPPya4uCxftYrvCH+S7wdYgwbR8OH04gU9e0Z9+tBvv2niQ7p16wZg8ODByjZU7Md5/vy5BvJimhQQQBUr0uXLFBtLPj5kZUXv34v+ISrfiBH2zxsYGPD++bxn+HAaPJgiIigiggYOJM1s/+zbty+A3r17K9sw681rTSTGRLZuHY0e/elpbCwVK6ZsjL17CSBra+K1BlnpEZFS2yl1yqtXqFsXEREoUAAAEhNRvjzCwmBuLu7nhIeHOzo6SqXSlStXVq5cOZutiMjV1TUkJGTu3LnCMiyWl/Toge7d0b9/5lNXV5QsienTxf0QqVRatWrVp0+f/vLLL8KW+K++Jzk5+bMX161bd+fOnd9++23VqlXipsQ068MHODrixQsIO+FTUlC+PEJCULKkuJ/z6tWrypUrJyUlLVu2TDhJMDuIaPLkyffu3ZsxY4Yw+me53cOHaN8eDx7AxAQANmzA6dPYty/7AWQyVKuGhw+xfj1GjNBUmnmSlgd42nXmDDVv/q9XnJ3p5k1NfNSgQYOEuzlKKVOmjLm5eXJysiZSYprl6Ej37396un07DRyoic9Zt26dUAREKRYWFoUKFXrx4oUmUmIadOUKubj865WGDenSJU181IgRI0xNTZXtWpaWloULF1bncDCW02bNoho1aM4cGjWKqlWjsDClWu/YQQCVL6+Jm9V5m0TZ/3l0irExpNJ/vZKaCiVL0GaHXC4PDg5OSEiwt7e3trbOZqv09PSrV69mZGTcuXPHxcVF9KyYZpmYIDX109OUFCg/DMqOCxcuJCUl2djYCPWHvmRkZPRlYeUjR44kJSWtXr1a2IrP8owvr1opKZq4ahHR/fv3ExMTK1WqJGw7zY6MjIyAgACpVBoYGNisWTPRs2Ia8csv6NQJERGoXRuLFsHMLPtNZTIIM5WzZ2feCmKfaHuEp1WxsVS6NCmK4L14QZaWmriHLGx7Llu2bGJiolINZ86cCS7QkEeNGUMLFnx6+tNPtGWL6B9y7do14SCmiIgIpRrevHnTwMBAIpHcuXNH9KyYBiUmUunSpKh59vYtlS5NSl5YsmPnzp0ASpcuHR8fr1TDefPmgQs05C22tgRQaChVrUrAv6bev+f8eTIwIDs7ZZfF5wv5e4BFRIsWUb16tG8f7dlDNWqQUKRK1L2EisJ9f/31l7Jtk5KSypUrB2Dr1q0ipsRywsuX9MMP5OlJ/v7022/UsCGlpVF6Ool6mnKjRo0ATJ8+XYW2v/76a506Hl26JPL5znnMihXk7Ex799LevVS7Nq1bRyTyVUtx5dm2bZuybVNSUipUqABgnZAYy/3KlSOAIiLI3p4AevTo228PC6Os5f3XrqULFzSbYB6V7wdYRHT+PM2fT15eFBBAGRk0bx6VK0fR0WKFnzx5MoAGDRpkp5DMl3bs2KHa75FM+969ow0b6PffafduSk+ns2fJ0ZF27hQrvI+PD4BSpUqp1jfi4tIsLQmg7NW+ZbnJpUvk6UmennT9Oslk5OVFZcuSeEf5zpgxA4Czs7Nqc+dCz+RDcvKKvzp0+Ltp049v3pzo3j2gadP48PBvv3/9etLTozNnMp+WKMGbB7+OB1hZ7NtHL19SmzYE0NixooQMDU23tf1RX1//1q1bqkWQy+UuLi7WhQsHL1okSkpMC4KD6dAh2rqVALKyIjEK8Uml1KBBXzXnCfbsIYCKFRPxq5nlrIMHKTyc2rcngEaMECXks2cZlSt30dPTCwgIUDlIs2bNipgV2rthsSgpMY0SCg5/+PChbNmyAF6+fPnt969fT126kKNj5riKB1j/hQdY/5g9mwDq149CQkgiIQMDEqM+UIcOZGREM2aoOLoShN68KStZkoyMlN3cwXKF4GCSSKhoUXr/nmrXJoDmzVM/6vLlZGxMvXpdVHOlS9u21LevJkp0Mc1bsIAA6t6dQkPJyIj09UXZBN2jBxkakptbkDpBHgbfWzK41tyu5T685GpYuZ1wwJGw5BeAubl50X+0bXvUxoYUf6pXJ2dnWrmS3N1p/HiaM4eIB1j/jQdY/3jxggoWJD09uniRxowhgNSucH3yJAFUuDBl+xDe/zZ4MAHUrZvagZg2tG1LAI0bR+fPE0CmpvTmjTrxYmKoeHEC/rUSQjWpqeThQUOHZj59/pwGDFA3JsshkZFUuDABdPIkTZxIADVsqOYiv7NnM3vo69fqZndkjdvsjpb/m9nr+29lWpWcnFyhQgUToQ7Wv9Wpcxigz/4IA6y4OPrhB3r6lAdY/0lfkzsU8xRra0yeDCKMH485c1C8OM6cgb+/yvHS0zF2LADMng0LC7XTW7gQhQvj4EGcPKl2LJbjli2DRIK1a1GyJLp2RWIiZs1SJ97cuYiORosW+PFHdVMzMsLz5zh6FL6+AJCaiocP1Y3Jckjp0pg6FQBcXTFjBiwscOUKfHxUjieTYcIEAOSuNp8AACAASURBVJgxA2XKqJtdi4HuJmZFw+9cenLzlLqxmCZ5eno+e/bM1tY2PT09OTk5JotDh9qGhUHx584dBAZmlmMoUgR//IEpU7SdfW6m7RFebpKcnLmZYssWWrnydaNG/Ro2TFV1ZL5kCQFUubJ4m3s8PQkgBwfeDpsnjRhBAHXuTE+eSCtWXOTicvfuXdUihYVl3g4KUusezic//0ze3mRrSwkJ9PgxOTsTl7bNM1JTM/fYr1tH69e/cXHpW6+eyqftrl5NANnYUDYODc+WgEMbZne0XDHcJSONa1DmUqGhocbGxnp6eleuXMlmk/Xryd2diEgup+bNycCAZ7C+jmewsjAxgZcXgITNm2MHDGgbF7f7ypWVK1eqECk5WYiEZctgaChSeq6usLHBgwc4fVqkiCwHzZ0LMzO6ePHp27fTOneeGhAwadIk1SJNngypFEOHwslJtOwqVEC/fv9v78zjasy/OP65t72ELMUke4sKLbZUYwsz9i27sW8Zg6Ts+75MyRqGMRFTlh/ZBkOWLClLRSlCQvuq/d77/f3xbW5JqHuf263r+3754z6P53s6eDz3POd7zucUp9VmzQKPh9q10bgxzMxgY4PevTFt2pqpU6fOnz9/1apV7u7uBw4cOHXqFGceMCRDTQ0bNwL4eOhQytCh/QsKjt2/v23bNgks5edjzRoA2LataAyP9HToO6Feo5ZpH15H3L3AjUUG1/z22295eXmTJk3q3LlzOZfUrw99fQDg8bBzJywsIBDI0MNqjLwjvCqGSHRm/HhlPt/Nze3q1asAtLW135evXCYhgTx/Xnzo60uWLePavatXSUAAycsjDx+SBw84aUZjVBrPd+wwrFPHwsIiOTmZtu34+/tLYOfQIWJkJGUR1ydMmEDOnCE5OcTQkJw4QaytydixpasuANKokV2pp0edig+FZciC85MnqyopzZkzp6Lj4ZOSSERE8eHJk0QiSbWv8So08PHV4y8f3Xz15HZy3AuOrTOkw9fXl/5HTpS0zyUzk/z2G7GwYDsrZfB9D3sui4cPH7Zv315ZWTksLMzFxcXf33/y5MkHDhz45kJPT7i64skTGBsDQM2ayMyUgX/37mHkSHTtChUVXL6MPXvQp48MfgyDe/Ly8kxMTN68efPHH39kZWXNnTvX2Ng4LCxM5VtJzpcv0asXjh1Dhw4A4OSEUaNgb8+ZYxMnYvBgDBiACxcwbx60tREcDABpacjKQmZm0a+PH8+lpr7PzMzMzMzMysrKzMxUVVXds2cPZ34wJOXp06cWFhYAHj16tHr1aj8/vzFjxlAp9q+zbx9mzUJICNq0AYD69REXBzU1jt0Lv3nmtp9nc8suyW+jhYKCMSuP8pW+7yltVYOcnBxTU9M3b954eXlNk3RKc0EBzMzw4gX27sX06dw6WP2Rd4RXFZk4cSKAgQMHvnjxQk1Njc/nBwUFfXPV9u3Ezo44OBQdamvLwDOhkJibk2vXig5DQ4mBAauXqUYcPXoUgJ6eXkpKipGREQBPT89vroqIIA0akHbtit4Rhwwh//zDpVc0g0UZNIhYW3NpnFE5zJgxA4CDg0NsbKympiaPx7tVjgnQXl7E1pbY2xe1HsqoHSzsxv/ObHemn3dMt41/9exd1KPU968i713i/ocxyg0VwW7Xrp2Uo9h8fQlAdHUJE8MuBctglUFCQoKRkVFmZubFixf37t17//79Xr16qZeoSqhVa1FGRtNSq0xNkZaGhw8xciRGj5ZNBis2Fvb2ePOm+EynTli9Gp8l2M41auT97l3JM3Xr1t29ezfXDjEqBiHE3t4+MDBw+fLlDRo0mDt3bu/evW1tbZWVlbW1tQFoarbLybECoKZWPMBXTw+LFsHcHK1aYe5cDB2K6dPRqxcn/sDDA5aWMDIq6hqLj0d4OBwcODDOqExSU1ONjIxSUlLOnj179OjR69ev9+rVq+SQbx2dBWlpLUutatsWb9/i5Uv89BMmTZJhBiv85v+6jJyX/O7lnVO7x6/z2z7VpoVlF31DC5vBMzj+YYzy8fTpU0tLS6FQePfu3Q40Ny4F9va4fRuLF2PdOk68UxTkHeFVUTZu3AhAR0fHsqxCYlPToM8rVNzdyYoV5OVL0rQpSU+XTQYrJIRYWn5ypk+fIn3wT3/9aVe6XEZfX18GDjEqTGBgII/HU1VVLbOktGvXtZ/fWnv3ks6dSWIiadKEvH3LZQZr924CkHbtuB2QyJAPHh4eAGrXrt2uXbvPb602bW5+SdAoNpY0aUKSk2WYwdox3c5/54IjK8b4rPolOz15wwhjkYgNsJcbIpGoW7duAGbNmsWJwXv3CI9H1NVJBYfOKzhsI7xs5s6d++DBg5MnT/L5/NWrV2toaNSsWVP8u2pqTfPzSy/JzQWA5s0xcSJWr5aNW40b4+1bCIVQUio68+oVWreGr2+pCy1VVY//+mvJMyXfZRlypHPnzq6urp6ennfu3Bk1ahQdqSsQCLKysgDo6VkZGQFAfj5ycoqW6OoCQP36WLSoSPaIE16+LLK2YAF4PM7MMuSFk5PTvXv3jh8//uLFi5UrV2ppaX361DL8/KklEgGAgQGcnKSUZvsGjU079Ju1GcD53QsfXz3O5/N5PNbDLjeOHDly/fp1XV3dNbRxVGo6dsTIkSQuLnLz5r937VrJiU0FgAVYZVNYWHj37l0A27dvHzNmTHmWiPUcXF3Rrh3y8mTgVr166NQJO3YUqQEeP44aNWBlBWvrUhe2AdrI4OczOCEmJiY3N3fEiBE+Pj7luT4ysujD1Kk4dAiJiRz4IBAIli9fqqExb/BgveHDOTDIkDsCgeDevXsAtm7dOnny5PIs2bev6MO8eWjXTjZ9OSUQCgrT4t80MrKS7Y9hfJXMzEw3NzcAW7Zs0dHR4crs+vWxrVpZBQYWTJrU3/qzr6TvE/YOUTbr1q17//69jY3N6NGjK7pWXR2//y4zXRAvL1y+DEtLtGuHw4fh58eSD9WLa9eu+fn5aWpqbtq0qaJr+Xzs3o3YWA7c2LBhg4/Pph9+6OvpyaowFYRNmza9fv3a0tKStulUCBUV7NyJwkJZ+AUlZZWYxzf3zfvpwPw+uk1MzH8coK5VSyY/iVEOlixZ8uHDBzs7u3HjxnFotmnTJr/99ptIJKqwwl9oKNaswezZ2LcP2dkcuiR3WJF7GcTExJiZmRUUFEhc/UcIfHzg54dTp8CXRRArEkEkgjJLQFYzBAKBlZVVWFjY+vXrFy1aVM5V2dl49gzt2xcdBgQgMBALFxZvFFeUhw8fdurUSSgUXrlypXv37hJaYVQl4uLiTExMcnJybty4YS+Rhgch8PXFkSP43/8kv7UYVZyHDx926NCBx+MFBwe3bduWW+NZWVmGhoYJCQm//vprbGysWol2CRU+/6imZmnd7YEDoaOD0aOxdi2aNMGJE7h/H4GBsvnWlAPsG7oMnJ2dqbKtxL0VublYuBBxcTh8GBV/mSwHfL7C3ILfFZ6enmFhYS1btnR2di7/Ki2t4ugKwLJluH0b9epJrjojFAobN248YMAAFl0pDC4uLtnZ2aNHj5YsugKQn49Fi/DqFfbvxwzW21flyc/Pf/bsmaOjY+3atcUnxf3IFDU1tZLVt5qamteuXRMKhc7OzpxHVwC0tbWXLVv266+/HjlyJD09veRv1VRTw+c1gE2b4vp1uLtj0CAAsLNDz544cwaDB3Pum1xgGazSXLt2rUePHtra2s+fP2/YsKHEdo4exdix0NPD8+eoxdLhDCAhIcHY2DgjI+P8+fN9pJCH9fPD8OHQ1UVUlOS31sePH5WVldW5GonCkCuBgYH29vbq6uqRkZG0bUIyTpyAoyPq1EFUFOrW5dBBBvesW7du3bp1ubS7qtzUrVs3Nzf38ePHhoaGsvCqsLCwSZMmtWrVcnNz09LSEp9X5vEGZ2WV3oTu0AE9eyIiAvXqFZ1ZtQoiEVatkoVvlQ/LYH2CUCicO3cugGXLlkkTXQEYPRpeXrh1Cxs20FlhjO8dV1fXjIyMgQMHShNdAXB0hL09bt3Cpk1Yv15CIzVq1JDGB0bVQSQSzZ07lxCyePFiaaIrAMOGoWdPXLmCtWvh7s6VgwzuiY2N3bBhQ25urre3d6tWrcTnxf3IlLy8vJIRWHZ2NlV23LRpU3nGk0jAq1evkpOTk5KSTp48qaGhAUBdXV1DQ0NbRWWwOLrS0oKqKgC0aoVSKR4+H0KhLByTD3KWiahi0NHOLVq0yONCDSYkhPD5RFWVREVJb4xRvaHyV2pqalFc3A301lJXJ69eSW+MUb3x8vICYGBgkM3FcNLwcKKsTJSVSViY9MYYsmLAgAEARo8eXdGFL1++pONJQkJCZOHYzz//DMDc3LxUpNGkVq0y5pu6u5OuXcn588Xr+/Ylvr6ycEwusC3CYsRSyP7+/v369ePE5sSJ+PffwgED/HburHA3IkNhEIlEnTp1evDgwfLly1dxlP0eOxZHj8LJKW3XLs4arRnVjszMTGNj4/j4+BMnTgwdOpQTmzNm4Nw5Qd++vl5e7KlVFbl06dLPP/+sra0dERHh7+//yy+/lFPmMDU1NTEx0cvLy8PDo3v37v/++y+3jp06dWro0KE6OjonTpxISUmhJ3Nzc/Py8jSVlMaKU1PZ2SgoAAAHB6Snw8kJu3ahaVP4+cHPD0FBitO/Je8Irwoxc+ZMAA7iaYJc8OFDbt26+gCuXr3KoVlG9WLXrl0ADAwMPn78yJXN2FjStet+Pl/p7t27XNlkVDvmzZsHwM7OTsSdGH9iYn7Dhs0BnDt3jiubDK7Iyclp3rw5AA8PDzrPu127duVZGBQUVKdOHUtLy+Tk5Lp16wK4cOECt441a9YMwO7duyu2MiCAODmRYcPI2rWEuydkVYAFWEWEh4crKysrKyuHcZ0Z37BhAwBTU9NCOqq3nCQlEQ8PMmsW2biRxMRw6xKjMklJSalXrx6AkydPcmt56dKlADp27MjhlyujGhEREaGioqKkpPT48WNuLbu7u0OCYonUVOLpSWbNIhs2kOhobl1iUJYtWwbA3Nw8OTn5hx9+AHDo0KHyLMzNzW3SpAmAP//88/fffwfQqlWrin0rfRX6OLK0tBQIBFzZrO6wLcIievXqdeXKlXnz5tE7j0MKCgrMzc2jo6NXrVql9tkY1elCYe1S8sktW2LkSFhb45df0LUrQkOxfj1u3EDz5tw6xqgcpk+fvm/fPgcHhytXrnBr+ePHj0ZGRh8+fDh27NiIESN4THL2O6NPnz4XL16cOXMm53PcBQKBhYXF06dPly5d+nk/xBRC6n7ahI+mTTF+PNq1w/DhcHDAs2dYvRpXr8LYmFvHvnNevnxpbm6en59//fr1U6dOeXp62tra3rp1q5z/9318fMaMGaOvrx8WFtaxY8fo6Oi9e/dOl1jupSzHAgICfvzxR+kNKgjyjvCqBCdOnABQp06dlJQUWdg/deoUvtC3lWluXrrur0cPsm0bmTateP22bWTqVFk4xqgo79+/f1mCd+/epX4ZoVAYEhKipKSkqqoaEREhC3/2798PwMDAQF9fX0dHx9ra2tHR0c3NzcvL68qVKy9fvhQK2UhdxcTf3x+Ajo5OUlKSLOzT94Eyi3tSLSxKP7Xs7MiuXWT8+OL1u3aRceNk4dj3TN++fQFMnDgxNDRUWVlZSUnp0aNH5V8uEonojPnVq1efPHkSgK6ubkZGhvSO0arlCRMmSG9KkVDADNatW7emT58eHx9f6nxaWtqXlqioqBQWFu7Zs2eGzPT17Ozs7t27179/f+NPX+lcGjSoV0p+rUkTXLiAnj0hnmMQFITZs3H/vox8Y5STffv2HTt2LCAgoEKreDze7Nmzt2/fLguXhEKhtbX1kydP+Hy+iE7u/ZRhZmZ+AJo1Q/PmaNas+JdYjTAxEffuIS8P7dujWTNZOMn4Jjdv3pw7d+7r169LnU9PT//SI5r+i7u7u1NlGVnQo0ePGzdu9OnTx9TUtOT5eQ0b6pUatqqvj5s30aEDpkwpOhMainHj8OSJjHz7DhGXkEdERAwfPpzeM+4VlNO4e/eura2tlpZWVFTUiBEjbt26tXjx4nXr1knjmL+//4ABA2rWrBkZGSmlvJGCoSi1+v9Bb0ENDY2Kyq8BUJZl54KqqqqSkpK2tnap4Zr8MgXZP5cGUbg4uNpx9erV6dOna2lpNWvWTJyQLyUzU4qMjAxaHSW7zTslJaWBAwe+f//+4MGDpqamMf/x/v37Dx8+xMTEtNXSQlAQnj4tvbJePSxdCnNzTJyI8eOhqYllyzB3LmbOlJGrjC9x4cKFvn37amlpZVd8EJtKqdkjnKKqqsrj8dhTqyqQk5NDZ/ytW7fu/PnzN2/ebNCgwcqVKytqx8bGZvDgwadOnVq+fPn27dvbtWv3+++/T5s2jZZnSUB+fr6LiwuANWvWsOiqNHLOoHFKXl5ey5YtAWzbtu3z/ZqvLDx69CgAXV1d+r7IOTTZTlXXSpHRunXpZHv37mTTJvLrr8Xrd+4kkybJwjFGOSksLGzdujWADRs2VGjhw4cP+Xy+qqoqJ/JXn5OTk9O0aVMAKioqzZs3d3BwmDZt2saNG319fYODgzMzMwsyMsijR+TUKbJtG/n1V9K3LzE1JerqBCC7dxNjY3L/fpGt+HjSoAGRzX4T40sUFBTQrPb69es/f2p9pX1BXNiQnJwsC8euX78OoEyt/xRLy9JPrc6dyfbtn1QyHDhAKq7SxPgSbm5uAKytrZOSkurXrw/Ax8dHMlMlpbBGjx4NYMyYMRI7RnVn6PReiY0oKgq1Rbhu3bqlS5eamZk9fvy4QukoQkiXLl1u3bq1YMGCzZs3c+uVQCCwtLQMDw9fuHDh53/bC7S165YQ3gWAFi3g6AhLSyxejB498Pgx5s/HpUusXFSOuLu7Ozs7t2jR4unTp593KnydiRMn/vnnn0OGDKFFD9yyYsWK1atXGxgYvH37tswLgvr1a5+a+snmYLNmaNQISUnIykK3bnj3rvjq3r3h4oKePTn3k/Eltm3b5uLiYmJiEhoaWtF0VO/evS9fvvzbb79xvgEtEok6dOgQEhIyf/78z5+lzrVq6WZkfHKqcWP88gssLDB/Pnr1Qng45syBvz9at+bWse+TqKioNm3aFBYWBgYGHj58eO/evT/++GNAQIDEqfF58+ZRKazDhw8bGxvn5ubev3+/fcmJp+UjNjbW1NQ0Ozv7+vXrXbt2lcwZRUbOAR53xMXF0Sryy5cv79ixIzAwsJwL79+/v3nzZnGm4fnz59w6Rp99FW54fvOGLFpEhgwh8+YxJXj5kpCQQMepnjt3bv369WvXrs3NzS3PwuDg4Dlz5sTHx9Pxq1euXOHWsTdv3mhqavJ4vBs3bqSmpgYHB/v6+np4eLi5uTk6OlpbW2tqan7o2LEMAWUVFdK8OblxgxgafmJx6FDi58etk4yvIL61Lly4sHfv3hs3bpRzYUhIyPr1658+fUrFZUJDQ7l1TEJ1+Lg4smQJGTKEzJlDHj7k1qXvGTqUffr06cHBwUpKStL/i6empoqlsBYuXAjAxsZGArWXQYMGQboEmGKjOAHW2LFjAQwdOjQyMpJqw7x+/fqbqxITE9XV1fl8/oMHDyZPngygf//+HHolvo/Pnj3LoVlGZTJp0iQAvXr1iomJUVdX5/F4d+7c+eaqvLw8PT09AL6+vqtXrwbQtm1bbhViBg8eDGDs2LFfukAoFBbGxpKAAPLnn2TFCjJuHLGzI/r6hMcjfD7JyCA1a36i7GdmRrhWVGJ8hSlTpgDo27fvy5cv6YOoPFvJqampWlpaPB7v9u3bTk5OAHr06MGhVxkZGQ0aNKC3LodmGZLh4+MDoG7duklJSfRJ4urqKr1ZKkjUuXPnzMxM+s/9119/paamll8M+fLlywC0tbXfvXsnvT8KiYIEWHfv3uXxeOrq6jExMXQW0vTp08u51tXVlcbv8fHxtWrVAnDx4kWuHJs1axaA7t27c2WQUckEBwfT1GZkZCR9XRtX7ubzPXv2AGjWrFlqaiqtIT1w4ABXjl29ehVAjRo14uLiKrw4L69IB3LGDOLkRAoKiEhEPD2JnR1X7jG+ycOHD6mEh/jWGl9S5uCrLF++HIClpWVSUhJ9hTtz5gxXjjk7OwOwtbVlArZVgStXrujq6rq4uNDDgICArKws6c3m5+cvXbo0MTGREOLh4fH13UYVFRWdz9DS0gKwdetW6Z1RVBQhwKLlAgCWLl167tw5ADVr1vzw4UM5l2dmZtLeh6NHj9ICrFatWnFSr/f06VOaS+M8gc+oHOgMQQALFy6kAU2FXtcEAkGbNm0AbNiwgb6GcqU6U1hYSMepbtq0SSpD2dnkt9+IlRWxsCBjx5L376X3jVFOqB6ji4sLHQlXo0aN8t9aOTk5NGT/448/6Ij65s2bczKi/sWLF7QC+sGDB9JbY0jPpk2bZJH/LsnixYsBqKmpicOm8kDT+adPn5aRVwqAIgRYhw4dAqCvr5+SkkL7cdzd3Stk4eDBg9QCnfcMwMPDQ3rHevfuDeDXkv2AjGoFvTEaNGiQkpIiWUBDvztpWGZnZwdg0aJF0ju2detWAC1btuTkO5VR+Rw7dowG3CkpKZI1qIpDdrGFjRs3Su8YVYycMmWK9KYYnJCbm0s7hTnMf5fkxYsX36x8KCgo+LzFlU6BMzY2Zv2DX6LaB1ji/NORI0e2bNkCwMTEpKL/3kKhkObAli1bdvbsWQA6Ojo0dyoxZ86cgSx1lhmypuStJU1A079/f/qNde/ePR6Pp6am9uLFC2kcE+9lnz9/Xho7DHkhzj8dOHBgx44dNP9Uzs6JktAc2IIFC8Rx/HvpcpDiNK2UdhjcQoNpPT09TvLfpRCrw1d0YUFBAc1H7Nq1i3OvFINqH2BRdZCSFVSSTQi/c+cOreJ69eoVreKaMWOGxF7l5+fTO8/T01NiIwz5QmX9OnfuLGVA8+LFC1VVVT6fHxwcPGbMGADDhw+XxrHx48eD624MRmWyYsUKWkGVnJxMB4FLts9Ssvd54MCBkn1NihHvO2/evFliIwxZIBKJbG1taQqAW8s0oVCzZs2KhtT37t07fPjw6dOnAdSvX19GEpLVneodYIkF0+7fv0/7cfr16yexNfrl5+joKP2MeppL46qWi1H5PHv2TEVFhc/nBwUFTZgwQcqAhg4z6dq1a1xcHC1xuHnzpmSmHjx4ICM9EUbl8PbtW3oP3LhxQ/omGHHvc8mHoWSmaC1XhQVlGJUCbeTS0NB48+YNVzbz8vJoImD79u0VWhgZGcnn87W0tN69e9ejRw8Abm5uXHmlSFTvAGvAgAH0pa1kP47E1sRfftevX6ffiHZ2dhL00SQkJHDejcioZH766Sf8JzwjfUCTmpoqTlSI+78kGMMs3stevHixxM4w5Mvw4cMBjBo1iqpYSdkEI37aXLhwgabzO3XqJMFTSywow2E3IoNbRowYgYp0MX8TaUTYhw0bJv7ypU9IKSsfFJJqHGCVLBcQ9+NIaXPNmjX0hhOPI/CruO7i1KlTAfTt21dKZxjygua9dXR04uPjO3bsyEllurjUJi0trXHjxgD+/PPPihrZv38/gEaNGnHSp82ofG7fvk3zEK9fv+7VqxeA2bNnS2lTXHuampr6ww8/APD29q6okV9//VXKXBpD1rx69YpWowcFBUlvLTY2VpxQkGB5TEwMzZgGBwePGzeOvjNI75WCUV1H5QgEAisrq7CwsE2bNo0cOdLGxkYgEERFRdGXOYnJzc01NTVNT0+/cePGnTt3Zs6c2aBBgy1btpR/Osrr168XLVrE5/PDwsKM2XCbaohAIDA2No6JidmxY8f48eOnTJkSGBgYGRlJ5wRIY7ZNmzbx8fFXrlx5+vTp+PHj69ev//vvv1OJPwqPx6O63mUe5uTkODg4JCQkHDt2bOTIkdI4w5ALIpGoY8eOwcHBq1atmjJlSseOHXNzc6OiourUqSON2YKCgtatW3/48OHatWvh4eETJ07U1dXdunVrmWMEy+Tdu3cLFiwghDx69Kg1G25ThVm4cOGmTZtsbGwCAwOlHCE/dOjQU6dOjR49mo7ilYD58+f//vvv3bp18/b2NjIyys3NvXXrFq0VYxQh7whPQrKzs4cOHaqjo0PLBbKysjgJ6gkhDx48oP2DAoGgQYMGjRo1quhfaYMGDX766SdOnGFUPoWFhVOnTtXW1hYPCE9JSeHE8pMnT+hcXqFQ2KhRIwluLS0tLUtLSyb/WE3Jzc0dOXJkrVq1cnJyCCHZ2dn37t3jxHJISAhV/pP41mrYsCFLX1V9xKrrJ06ckMbOlStXAGhra0siU/wfaWlptPLB399/yZIlkHR7WoGprhmszMzMpk2bpqWlnT17lrbBc05wcHDHjh35fP5PP/2koaFRzlXv3r27c+eOrq5udHR0zZo1ZeEYQ9b8+OOPt27dWrRo0fr162Vh/+HDh+3bt+fxeL179y4oKBCfJ4Skp6eLD0UiUUaJkbrZ2dmJiYmGhobPnj1TUlKShWMMmZKTk9O0adOkpCRfX19HR0dZ/IjQ0FArKysAvXv3Lr9i5IcPH27fvl23bl3p02kMWbNnzx4nJ6fmzZs/e/asooPnKQUFBW3bto2MjNy8efOCBQukccbT03POnDnGxsZ37941MzP78OGDn58fLc9iANU2g0UI8fDwgMx6XkQiEZWFXLhwYUXXisVpOPeKUTmEhITIrmxTJBJJVjKYn5/fsmVLAHv37uXcK0blsHfvXkgwRLncdO3aFcDcuXMrupAWhP3222+y8IrBIQKBgKpplJxR4/AfgwcPdvyUsWPHTps2raS+w8aNGwEYGhpK/9VZUgqLDghv1qwZ60IVU40DLJmqtvz111+QSNgtPz+/pDgN544xKgdatimlYFWZiG8t5RVvDAAAIABJREFUCZRjfH19Aejq6jLVmWqKUCi0trYGsHr1as6N09ujfv36aWlpFVqYn59PWxqVlZXDwsI4d4zBLRcuXABQu3ZtqmItEAi+mUkxMTGhaz98+EC3VrhqchdLYYknCmzbto0TywpANQ6wiMx0h7OysmgzzuHDhyu08PDhww0bNgwODp40aRKAAQMGcOgVozIRa3bcuHGDQ7OZmZn01qpoC2F4ePjgwYPfv39vb28PjubtMOSCuJGQQ0EjQgjdfwSwb9++Ci308fHR19cPDAycOXMmgB49enDoFUNG0DlstAVVJBJd+Y9Tp075fspff/3l5eXl6+tLF9L+mGHDhnHojFgKi04UEEd+jOodYJH/pLAmTZrEoc1FixYBsLa2rqhSEd3PLikrf+nSJQ4dY1QmK1euhKSCVV/C1dUVQLt27Spqc+jQofQ+p9uX0s/bYcgRWoA1ZswYDm3S29XCwqKiI4GXLVsGwMrKKikpiUph+fv7c+gYQxaEhYUpKSkpKSnZ29s7ODgMGjSozJ3BksyYMWP06NE8Hk9TU5Pb4J6KBdIhdTTyY3vNlGofYIlnv0usX1yKly9fUq0RCRp8xNPrjh07Rve5TU1NCwsLOXGMUcmIB8ZJIFhVJtHR0RLfq2Kd7uDg4LFjxwIYOXIkJ14xKp/Y2FhNTU0ejyexoH8pxOrwAQEBFV2bk5NDhdkOHTrk7u4uu8JWBrds27ZtyJAh5S63LqJRo0Zdu3bl3JmzZ8/SYZohISHKysrSq7spBtU+wCL/ZQVsbGw4aRAdNGgQgAkTJki2/MCBA/QmTk1NNTQ0BLBz507pvWLIhSNHjtB6qczMTOmt9enTB8CUKVMkW+7s7AygW7ducXFx9Ov51q1b0nvFkAvivBEn+VGq8S1xzO3t7U3v85SUFDMzM1ZGU12IiIigO4OnT58utTPo7e3t9Sm7d++ePXs2rQ+Ojo6WkUsbNmwAYGtrKyP71QtFCLDEeaOjR49KaUo8lP7du3eSWRAKhe3atQOwcuXKU6dOAdDR0aHqR4xqB4czVsVDValekQSIVWfOnDmzdOlSAB07dmSqM9UUcd7o4MGDUpoqqQ4vmQVx0/SiRYuoQpI0NyqjKkPbd7itwRLz9u1bKsjMamMoihBgEUL++OMPAPr6+h8/fpTYSGFhIW2C2LRpkzTOUI3dktMw2IZ09UU8Y1Xiby9CSH5+Pm1m9vDwkMaZ7du3AzA2Nk5NTRVvRktjkCFHxPlRaXpCxW90q1atksYZ8czN6OhommqdNm2aNAYZVRMZte9QaCbV0dGRc8vVFAUJsMRDcJcvXy6xEfrtxUn9AZ3nOnr0aNb8rACMHj0a0k3aWrduHS3Ik2CoakkKCwtNTU0BbN++XbwZLSNFJYasEYlEtCfUzc1NYiNUfIgTYS2a2xg6dGh0dLSqqiot+JPSJqMKIov2HULIrVu36Lvoq1evODRbramuSu6fc/fuXVtbW3V19WfPntF25fPnz69YsYL+roqKSpmz5GbNmkWLrlJTU42MjFJSUjiRhn/79q2JiUlubu6NGzeOHTu2Z8+eHj16UFEJRrUjLi7OxMQkJyfn5s2bdCfl+PHjTk5OpS5TUlIqqd2/bNmyCRMmAHj37p2JicnHjx8vXbpEW2yk4ezZswMHDtTR0Xn+/PnPP/8cEhKyfv162vfKqHZQTX/6AkZznFeuXBH/ayorK2tra3++aurUqfQVLjMz09jYOD4+nhP57Pj4eGNj48zMzMuXL1+4cMHDw8POzu7mzZtSzrxjVDVyc3NNTExiY2MPHjw4ceJETmwKBAJra+vQ0NC1a9fSsTkMoDoruX8OzTSIxSEPHz78zT/+9u3b6cUzZswA4ODgwJUznzc/nzt3jivjjEqG/muKlTuoWOjX8fT0pGtHjRoFToseevbsCcDZ2fnatWsAtLW1WblM9YV+ww0cOJAe/v3339+8tcQ1DHPmzAFgZ2fHVSne2rVrAZiZmSUlJdWvXx9Sz7xjVE3EbQ0VVdL+EuL+U9pLyKAoTgYLwLt374yNjbOzswMCArp06ZKSkvL69Wv6W4WFhR8/fvx8ibGxsYGBwdOnTy0sLAA8evSIqsNLj/gt4c8//0xLS5s3b17Lli3Dw8Mlmx7FkC85OTkmJiZv37719vYeO3asUCjMzMwsdY1AIMjKyhIf1qtXr2bNmoGBgfb29iUTq9Lz5MkTa2trJSWlsLAwFxcXf3//adOm0a0iRrUjISHB2Ng4IyODJjjT0tJiYmLob5W6o8QYGho2adIkIiKibdu2IpEoJCSkbdu2nDiTl5fXqlWr169fe3l5iUSimTNnNmvW7NmzZ+rq6pzYZ1QRCCH29vaBgYFLly5ds2aNlNYSExONjY3T09P9/f379evHiYeKgUIFWADWrFmzfPny+vXrV+iJEx4eHh8fP2fOHDrfkCuOHDmya9euHTt2tG3b1tzcPCoq6o8//qAi74xqx19//TV+/PgaNWqoqKiUPK+urv75LHDxyVevXqWmpq5cuVK8W80JkydPvnjxore3d6NGjVq3bi0SiR49ekRbNBjVjs2bN7u5udWrV4++5pUT+tSaMWPGnj17OHTGz89vy5Ytnp6e7du3t7CwCA8P37Vr1+cb4ozqzr179zp37qymphYRESHlu9+kSZMOHTrUu3fvS5cuceSdoiDnDBrX5OTkuLq6NmjQoEJ/CaqqqmpqahcuXODWGZFIJE7dDxkyRE9PjwkXVV+EQuGpU6fovkn50dDQUFJS+ueff7h1JiUlJSsri37u0KFD69atY2JiuP0RjEojLy/P1dWVqjaUHyUlJTU1tZMnT3Luj7j2efTo0fXr1//33385/xGMqgCtXpBSsvjBgwds9u6XULQMFuXWrVv5+fnlv/7IkSOHDx+2sLAIDg5WUlLi3J/IyMg2bdpwm8xnyAXaUV/yTG5ubl5eXqnLxCcPHTq0a9cu2d1az58/b9OmjVAoDAoKsrKy4tw+o9IIDAzMzc0t//V///33gQMHTE1NHz9+XCqrygkxMTFmZmb5+fn37t2jPdoMBSMuLs7Y2Dg3N1fcvlNRRCKRjY1NUFDQkiVLaAEf4xPkHeFVCSSek1pOfv75ZwAzZsyQhXFGVUY8b+ePP/6QhX12a3235Ofn01kRO3bskIV9KWdafNc8ekRKShX873+EbmUkJ5Pz58nx4yQqSk6elYZKFpecKPDzzz/r/EeTJk2al6BFixbW1tbW1tZiTRBa+tmoUSNpFCgVGBZgFXH8+HEAurq6aWlp3Fo+f/48gJo1a8bHx3NrmVEt8PHxAacNO2JOnz4NQEdHh82u/z6R3Q1AG1Rr1Kgh8UyL7xonJ3LgQPGhlhYpLCT37xMDA+LqSjZsIObmZMMG+flXTFZW1g8//ADA29ubnrGxsflmXiYnJ4cQkpqaSksmfH195fqHqLqwAKuYLl26AHB2dubQZkFBgbGxMYDff/+dQ7OMaoR4DsnixYs5NJuTk9OsWTMAu3fv5tAso3pBldVmzZrFoU2BQNCmTRsA69ev59Dsd0SZAVbHjuTixaIzGRnkhx/Imzdy8a4Uhw4dQok5KJmZman/8erVq5cliI6ODg4ODg4Opuku2vrQvXt3ef8Jqi6KWYMlGY8fP27Xrh2fzw8LC6NRkfS4u7s7OzszgYbvnPv379vY2HDSsCNm1apVK1euNDc3f/TokbKyMic2GdUOsVjDw4cPaVQkPXv27HFycmICDZIzaxZUVSFWFR48GElJ0NPDx48Qq7aOHInBg7FlS6mlAa1auURE0M8ZGRkikUhFReXChQvNmzeXkbMikaht27YREREaGhq0mE9LS0tVVbXkNdra2qUeMurq6nfv3lVSUnr06BEdEM4oA3lHeFWLadOmAejZsycn1lJSUurUqQPg/PnznBhkVF/GjBkDqRt2xMTGxmppafF4vICAAE4MMqovs2fPBneJhNTUVDpTXBb9id8LTk6kTx+ycGHRLxUV8v49qVv3k2umTiVeXgQo9etq166lvqOVlJRUVFRkug3Xvn17CSLphg0b/vDDDwKBQHaOVXdYBusTkpKSjIyM0tPTz58/TyeeSsOMGTO8vLwcHBzogHrG94xYBffWrVuSNeyUZOjQoadOnRo7dixVZGZ8z6SlpRkZGSUnJ588eXLIkCFSWps7d+727du7detGy7AYkjBrFqysMHly0WGNGkhPR/36iIqCWOfFzg5r1qDEcC1KgpJSnFBIP9eqVYvP5//999+LFy82MDCIjIzU1NTk3Fk/P7/hw4fXrVs3KChIR0cHwMePHwsLC0tek5mZKfzPK0pycvKMGTNev369Z88eOgeFUQbyjvCqHNu2bQPQsmVLKUc+h4eH0zHP4eHhXPnGqNYsX74cnzbsSAYdaqmtrc0KkBmUXbt2AWjWrJmUg0oiIiJUVFSUlJQeP37MlW/fI2XWYC1cSMaOJfRrxdubtG5Nypf7EQqF7du3B7Bq1SrOPRV30Ht5eVV07cmTJwHUqVMnJSWFc8cUAxZglaawsJDuKG/dulUaO3Rg3Ny5c7lyjFHdycnJMTAwQImGHQkoLCyk05w2b97MoW+Mao24LH3dunXS2GGqH9ywdi0pucHarh0RCEheHlmwgFhbEwsLMnIkqcjbUWBgII/H09DQeP36Nbeerlq1CoCFhYVkO30ODg7gujNMkWBbhGVw9erVnj17amtrR0VFUVF4kUgkHmv4JdTV1Wm/K4CTJ08OGzasTp06UVFRdNIzgwHg8OHDEyZM0NfXf/78uZaWFoDs7OzIyEjxBRoaGiWLITQ1NdXU1NTU1MRbA9u2bXNxcTE0NAwLC2NtEwwx169f7969u6amZkREBBWFJ4S8evXq66vU1NT09fXp5/Pnz/fr16927dpRUVEVnVjAkDWjRo06fvz4qFGjqOwLJ8TFxZmYmIin90pggc5F5fP54eHhRkZGXDmmOFRqOLd2LflPoIxERxMqvVhQQLy9ybx5ZOlSUmUmyfTt2xfA1KlT6WFGRsY3/yZtbW3pxfn5+S1btgTrn69MRo4k4s2RoCBC3+OTkoirK+nRgwwd+knGXn6IRCKa7V+5ciU9c+fOnW/eWrNnz6YXx8fH16pVCwDnY50YX2TjRpKeXvT51StCd1IKC4mPD3F2JkuWkCrTZzB06FAA48aNo4flmWZhbW1NL2aCMlWct2/f0leyGzducGVz5MiRAEaMGCGNESenuT17nhsxopArrxSJyg2w9PWJWBDvyhXSpw8hhIweTUaNIteukdOnSatWxMenUl36AtHR0Wpqanw+PygoiBCSlZXV/Fs4OjrStevWrQNgampaWMjuucqibl3y32w+cu4cGTKEiESkQweyYQNJSiKRkeTHH4mnp1xdLOLOnTs02//mzRtCyKNHj6xLYGpqWvKm0tPT09HRWbRoEV07btw4AIMGDZLrn+A7o3lz8vZt0edbtwht1ps0iQwbRv79l5w5Q1q3JocOyc+/Yt68eaOpqcnj8ejM04KCgm8+tQYMGEDXimtP8/Pz5fqHYHwRup1naWnJSeMeV9uOCQmkVi0CkEuXpHdK0ajcLcJGjfD4MerVA4CrV+Hujo0bMWwYnj0DHdMWGopBgxAT8yUDhYWFHz9+pJ9VVFRq1KghO2ddXFy2bdvWvn37Y8eO8cTiJd8iOTnZwcEhKyvrn3/+6dWrl+zcY3xCvXp4/Rr0fjh/HgcPYtYsLFuGwMCiC6Kj0a0bQkPx2abJUx4v79P/BXXr1uVKrapMhg8f7ufnN2DAAFr2TimlNFPqsGbNmkFBQba2turq6k+fPqUSo4zKoEUL3LiBRo0A4PZtrFiB3bvx00+IigKdAPj8Obp3x7t3XzJQmU+tpUuXrlu3rm3btidOnODz+eVclZqa6uDgkJGRwUn3NENG5Obmmpqavn79ev/+/VOmTJHGlEgk6tSp04MHD1auXLlixQopHduyBa6uMDXFkydgknyfUKnhnL4+WbCArFhBVqwg48aRPn3IX3+R8eM/uaZ2beLj87k6yIjPlD/79evn7+8vO2fT09Nr1apF21YrhIaGRteuXWXnGKMM6tYlgweTYcPIsGHEzo4MGUJ27yYzZ35yTY0a5ODBz2+tnp/FUkOGDNmzZ4/snH3x4oWKiopkxXnibBajkmjenMybV/TUmjiRdO9O/v6blNpV0dUt86k1xdy81D+fg4PD2bNnZedsVlZWnTp1JHhqaWpq2tjYyM4xBif4+vqCi5Fu+/btA2BgYMDJDMH8fGJoSACya5f0xhSKSo8227SBtjYA8PlISQEh+DyFVlZSjc/jocT7HyHk+vXrly5devTokflnTzFOSElJocPtmzRpokQTbOUgOzs7MTExNTVVJBKV/w2SwQErV4JWggcE4OJFaGggL6/4d0UiCIXQ04O1dal1TerVsy4R6wiFwnPnzv3vf//r2LGjpaWlLDy9detWYWFhYWGhdQlnsrKyBAKB+LCU8AzVdAbAbio5YG4Oeoeoq+PNmzKeWnw+ykpy01Mls1b37t27du1aUFCQ9Wf3ISekpaXl5uYKBILGjRuXX98/JycnISEhLS1NKBSW/1nHqHwcHR27du0aEBCwdu3arVu3SmYkMzOT5s63bt1K67qkRFUVmzdj8GAsW4YRI8Dauoqp1HDu8xqskBBialo0aZwQEhlJDAzKaWzOnDmQ5SAkyYbJ5+TkNGnSBMDBgwdl5BijDD6vwQoLIy1aEHEZ3PXr5L963m/i7OwMwNbWViS+M7kjMzOzYcOGAHwqWG4oLt7ivFWb8TU+r8EKDyctWxaLGL16RfT0SPluFTc3NwA2NjayuLXIf2XLFR0YkJ+fb2hoCNaXUx2gCosqKiqRkZGSWZg3b54snm/duxM7O/LyJYcmqz3yDrAIIf36kdmzSWQkuXuXdOhQ/m4v8ShvWYx0+PfffyHpMPmjR48C0NPTSxc3HzFkzecBFiFk6lTSrx85eZLs20eMjMj16+U0lpGRQeU5ZDGewtXVFUDnzp0leLpJ9vXJkIoyi9yHDSPTp5OICHL/PrG1JeWOSzIzM6mYy9GjRzn3VJoQXCwamZyczLljDG6ZPn06JB3pFh0draqqyufzg4ODufUqPZ3MnEn27Ss6vHmTbNlCCCEPHpCgoC8vS0khK1eSQYPI5Mnkf//j1iW5U7kBlotL8bfgs2fEw4MQQrKzybZtZPhwMnUqOX26Qvb27NkDLvSLSyFW7duwYYMEy0Uikb29PQA3NzcOvWJ8jd27SUFB0eeYGELLXEQicv48Wb2aeHhU9MXKy8sLgIGBQbZYWIQLXrx4UbI7taLIolWb8Q0WLiSpqUWfo6MJ1R/OzSUeHmTECDJ5Mjl3rkL2Dh06BEBfX5+T8hcxYr3vFStWSGaBaiPPmTOHQ68YsiAlJYVWcEow5VamWrJWVuSHHwgN7/38yMSJJDCQODkRJydy4waZNYs4OhJHRyIcP5GMGUOmTiVCIWnfnqxZQ2JiyJ07pG3bKiIjwBXVW2hUJBJ16NAhJCRk7dq1S5Ys4crs7t27Z82aJc0w+QcPHnTq1KlevZZ37z5u3lyDK8cYlYb41lqzZs3SpUu5MjtgwAB/f/8pU6bs379fMgsrV65ctWpVt26OV6/6snKs6gghxMbG5v79+8uWLVu9ejVXZg8ePDh58uRGjRpFRkZKVlgTGhpqZWVVq5ZBYGCoiYk2V44xZMH27dvnzp1rYGCwceNGFdrNWg5CQkI2bdqko6Pz/PlzWWjJWltj+HDcuYMzZ3DiBC5cwO7duHgRhKBPH5iaFvVwE3UN5OWhZk0cP47Nm3H9etH6Bw8wYQKePuXcMbkh7whPWm7fvs3j8TQ1NamqkPRwNUx+4cJ/6tYVDhzIiVMMOcD5rSWeIfj+/XuJjWRnZw8YcLpWLRGV6WVUR+7evcvj8dTV1WNiYjgxKHFhXymWLbtUv77wp584cYohQwoKCszMzCQQTzcyMvKge0cywMqKvHpFunQhp08XZbAIIW/fFu2xnz9PfH2Jry8RHj1GvL3J33+TrVtJyTE7hYVEXb14L6L6U70zWBSqKjRmzJgjR45Ib42rYfIJCTAyQmYmLl1C797S+8WQA46OjidOnBg7dqy3t7eUpgQCgaWlZXh4+NatW+fPny+NKR8fjBkDXV1ERaFWLSn9YsiHX375xdvbe9iwYX5+ftJbc3Nz27x5s42NDVWPlNhOaiqMjJCSAn9/9OsnvV8MGZKTk+Pj43P58uUKrVq3bl2zZs3K32FaIaytcfIksrMxaBCWL8f16zh4sPh3Fy9GSgoA7MFMvrAQmpowNER0NDw9i67Iz0edOsjKgsIk5+Ud4XFAbGyslpYWj8e7efOmlKa4HSa/YQMBiKmpIkXk3xexsbElpbGlwcPDA0DLli3z8vKkNCUSEXt7AhBXVyktMeRGfHx8zZo1AVy+fFlKUy9fvqSFfffv35feMXd3ApAWLYjU9ynju4NmsAghCxYQK6uiDJaYpk2LFOKImhoBSK1a5PZt0rZtcQfuP/+Qzp0r2WeZoggBFiGEatFaWVkJhUJp7HBbACiWX9u5kxN7DDlAa/usra2lubWkKUotk4cPCZ9PVFXJ8+ec2GPIgfXr1wMwMzOTcqbWwIEDAUws9W0mKYWFxNycAEXV/AxG+REHWNnZpEmT0gGWjw/x8iJeXkT4xyGyfz/56y9CCBk4kPzyC/n3X3LkCDEyqjqTPTlBQQIssfrUH1JUppw7dw5A7dq1ExMTuXLs9GkCkLp1CacNQ4zKIzs728DAAMDhw4clNjJjxgxI2lb9JSZOJABhRX7VF07Up8SCMtIU9pXi4sWi/IJ0auGM74v794mnZ/Fg9MBAUq7XyYIC4u1NnJ3JunUkIkKWDsoBBQmwCCHHjh0DoKurK5n6lHiYvLu7O7eOzZpFzpwpViXMySnKvaenk2+P7ExIINLl5BjSc/jwYQB6enoZGRkSLJdeGLBMPnwg3buTO3fK+K1yjYJlIX8V4PTp05BCfUogELRu3RqSCsp8hTlzyKlTxTdSbi6hSjgZGeW4uxIT2VPreyM7mxgYkNq1SXi4vF2pSihOgEUI6dKlC4AFCxZIsJYOkzcxMSmQQcEUj0fE2jRLlxbpf23YQD58IISQvDySl0cK8kX/fSoghJCNG4mhIenVixgZkTlz2ANLjohEIltbWwBLliyRYHnXrl0BOJdsluGIgADC55N794oObW3JkyeEEDJ37pfXFBSQmTOJqSnp3JmYmRFvb869YlSI3r17A5g9e7YEa3fu3AmgefPm3AoBUjQ0yMKFRZ9XryabNhFCiLt7kcoRfVbl55NPnlru7kVPLWNj4uREpNv6ZFQjVqwgALG0ZN9Un6BQAdajR4+UlJRUVVUrmipITEysXbs2gAsXLsjCsZo1ibl5UbkMDbB8fEivXmThQnL7dlHdX7/mT4s+9exJbtwg5uZFydbcXNK9O5Fif4ohPbSvXk1NLTo6ukILuRrOWiYBAcTQkLRvX5RUoAHWxo3E1pasW0eOHSM6OkRHhxzvfZDo6BCArFhB3N3JkCFFX4dv3hADA1bGJV+ePn1KG2tCQ0MrtFAsKHO6gvrM5aR2bWJhQcLCCPkvwPr7b9KnD3FxIXfuFD2ruhq8KPr044/k3j1iYkJSUgghJD+f/Pwz8fKShWOMqkb+2wTThqk8HpG6F0jRqPRhz7LEwsJi0qRJ+/fvd3R0HDNmzNcvFggEWVlZ9PM///yTnp7es2dPWuTOOcrKWLsWTk64erXozKhRePMGEyZAUxOqqgCgrMov+qSqCl9fTJ9e1IKvro5587B3L375RRa+McpDp06dqA5Ijx49OnbsWM5V5L8SmbVr19IInnPMzVG7NnbvxuzZRWfc3BAfj8WLceoU0tIAQJSbX/QJgI8Pdu4EVSZs3BhjxsDPD9yJ9DIqiqmp6YwZM3bs2DF8+PAJEyZ8/WKhUJiZmUk/X716NTk5uXv37nRqKufw+di4ETNn4ubNojPDh+P9ewwejIYN/3tWqfGKn1p+fpgyBXXqFB06O2PjRkybJgvfGFUK1QVzwvKvXnH2sbPrKW9fqhjyjvA4JjEx0crKimrulR8+n29nZxchswq7OnUIIaRPH3LkSPEW4dcm0Q0aRErKnD58SNq2lZFvjHISFxc3YcIEfgUFWqysrKZOnSooV1VUhQkIIIMHk/h40rgxefeueIuQJssKCkhqKklNJdmpecXDXho2JCWroXftIrIZmsEoPykpKVZWVrSXokLY29s/of/kMoA+tQYPJgcOFG8Rfu2pNXLkJ3NOnj0jJiYy8o1RhQgMJDwe0dAgbAj9ZyhUBgtA/fr1Q0JCtm7dmpyc/PUrlZWVtbWLxkHweDw6glemeHqid2/074969egPBYDMzKJE1YCWz868MAOA3r3RogXi44tXfvgAfX1Zu8f4Ovr6+ocOHerbty+piDZv/fr1aQ2W7NDTg6srFi4sPkOTZVeuYOxYANjZ/vjoB/MAwMUFDRogMRHiN5CSnxlyok6dOiEhIe7u7gkJCV+/UklJiapnURYsWFDRiL+ieHiga1cMHQo6WIU+tQoKoKYGAF0bx1yPbQEAXbrA2po9tb5HliwBIXB1RZMm8nalyqFoARbFxcVF3i6UQYsW+OUX/P47Vq0qPln8ZS3+RAgGDcKiRZg0CerqEAqxdy8GD65kbxllMmzYMHm7UAYzZuDwYbx+/cnJwsLPtghzc9GvH/bvx86dAJCdjWPHcOxYZbvLKIt58+bJ24UyaNwY06djwwYsXlx88otPrV9/xfTp0NSESIQ9e9hTS5HJz0dsLJo0wfHj2LIFss9QVEcUM8Cqsri5wcfnkzO1akEkAgAezwyk6BMAXL0KCwt06IDQULRti4kTK91ZRrVBSQm7d6NUbVifPkhNBQA1jAccAUBdHQIBBg3aZh8rAAAE7klEQVRCt24wNMTNmxg3DlZWcvCYUX2YPx9Hj35yRk1N/NRq8clTa+BAWFqiY0eEh8PEhBVgKSaEYPZs/PsvzMwQFoaff4a7OwiBQAA+X3Gm3HCBIswirOJMnYqffsLQoUWHOTlQUipKsH+DnBzExKBxY5TYFGAwKDk5cHPD5MmwsCg68/Yt9PSKao6/QVwcPnyAsTG7tRhlMnMmunTByJFFh7m54PGgrl6Olbm5ePkSBgZsTKbCcvw49u3DpUtQVUVeHhwc4OyMrCxERaFlS5YLKAkLsGTLiRNwdET9+oiJQY0a8vaGoUCsWoWVK/Hjj7hxQ96uMBSLc+fQvz90dBATA9k0vzKqMyNGYMgQjBhRdHjkCP75B97ecvWpisKyeTIkLw8LFgDA2rUsumJwybt32LIFANaulbcrDMWioADz5wPAypUsumKURXw8GjQoPmzQAO/fy8+bKg0LsGRI7u5Dg2oHtG2LyZPl7QpDscjwOGSgnjRiBOzt5e0KQ7HI3X9kUI2rrVph5kx5u8Komujr49274sO4ODRqJD9vqjRsi1BmvHsHY2NkZ6fdDNOxN5e3NwwF4t49dO5MdPWS7sfoNtGQtzcMBSIhAcbGyMhIvxpcu4e1vL1hVEn+9z9s24YrV6CujpwcdOuGFSvQp4+83aqKsC5CmeHmhuxsODqy6IrBJYTAxQWE8KZNZdEVg2OWLEFGBvr3Z9EV44sMGoTAQFhYwNgYz59j/HgWXX0JlsGSDfn56N4dDx8iIgJNm8rbG4YC8fw5bGygoYHnz1llH4NLCgvRsyfu3kVYGIyM5O0No2ojEODDBzRsCGWWpvki7K+GU968wcWLSEhA69a4fp1FVwzOeP8egYHIzUX79oiKwosXLLpicMPbt7hwAfHxMDPDP/8gMpJFV4xvo6yMig93+t5gRe7cERoKe3vk5aFNG5w6hf790aYN/v4bf/6JkBB5O8eozvz7Lzp1wvPnSE7GiBE4dAhWVrhyBVeufDKchMGoKM+ewdYWHz+iTRucP4/evdG6NU6cwJ9/IihI3s4xGNUbtkXIHf37Y/RojBpVdGhnh8WLYWgIgQD16hWN8mIwJMDUFAcPolMnAEhLg6kp7t9HdDQAmJtDT0++3jGqMY6O6NOnWBzSwQFOTmjTBoWFqFOH3VoMhjSwLULuePAABw4UH/bogeBgVv3HkJaUFCQnF0VXAHR00K4dQkPRr59c3WIoBA8eYOvW4kP61BoyRH4OMRiKA9si5I6CAqioFB+qqSEvT37eMBSFrCxoan5ypkYNZGXJyRuGYsGeWgyGzGABFne0aoXHj4sPHz6EmZn8vGEoCo0aITUV6enFZ549Y2XIDG5gTy0GQ2awAIs73Nwwbx6ePEFGBg4cQHg4hg2Tt0+M6o+yMqZOxdy5yM2FUAhPT2hrw5rJFDG4wNUVCxbg4UNkZODwYdy/j9Gj5e0Tg6EgsCJ3Tjl9GseOITERFhZYuhT16snbIYZCkJ+PVatw7RoKCtChAzZsgI6OvH1iKAr+/jh6FB8+oE0bLF3KCtsZDK5gARaDwWAwGAwGx7AtQgaDwWAwGAyOYQEWg8FgMBgMBsewAIvBYDAYDAaDY1iAxWAwGAwGg8ExLMBiMBgMBoPB4BgWYDEYDAaDwWBwDAuwGAwGg8FgMDiGBVgMBoPBYDAYHPN/37TzCJiALbUAAAJQelRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDMuMXByZQAAeJx7v2/tPQYg4GVAAEUgVgXiBkY2hwwgzcwMZGiAGCwIGocEO4RmxuAzJABpRjjNwQAWZ2JnQFWPQTOg0jB9MBrJIRguIuh2hQIgg4mFCZPBAWYwMjEygu1hhKplZmHmZmDMYGJkSmBizmBiZklgYc1gYmBNYGNPYOdIYGFLYOVI4OBkYONiYOfWYGLkUeDjT+AXUOAVVBDgUeARVBAU0mASENZg4uXLYBIRTeAVTxDjS5CUShCTSJDiz2CSkMxgEhUDSolnMEnLMMjIMsjKMUhIM0jKMzApMIiwsjGwsjAzMbKysXOwsrAJ8Ajy8vGziYjz8omJsklISvHziYlPYwQ6Fx6TR7iX2d/7xuMA4tj+fWqv9W+VPYh9lMHYIdZiNZi9ljPY4dZXiJqJb4wcjhW5gNnTbj61vxsEYZ885eYwb0kDmO38XsjhWO5kMFuwdJ99ynKIuK81p31hexeYXXSm0UGnDcJu+i/k0FO8GcxmKFpqv/TqOzsQ89eRiH2KQWf3gdhVs6baRe5btB/Eltm+1N6wEsJ+O+Wp/dw+iBq+2VPsGF+9BesVtgnf96AI4pcbN4wcqurOgNWwRt/e71EA0ftKafb+hfs4DoDt6onYd+0mhN0pN3v/xP8QM8VOTLHbFugAFl8ycan9slQIe/bSp/ZLTkPUs5SE7VO+WQ5mzzk3a7/zNwg7muP2/vNzIer5WnQP7D4MYV+ufmr/4yhETQpPsMMZsY9gN4sBAFiSqf/obOp2AAAC5npUWHRNT0wgcmRraXQgMjAyMi4wMy4xcHJlAAB4nH1WW27bMBD89yl4gRj74usziYO2KOIAbdo79L/3R2cpiVTQbe1IkKjhPmZW41ySf77dvv76neZHbpdLSvSfv957+qlEdHlNfpGeXj59uafn98enY+X57cf9/XtSTVqxB9+P2Mf3t9djhdNz4qv0KmpJrkKSS0t0pfFZO2Xgai+1My5Uc2sS4BQ4cVwXGbhachTPgFPPa6XseakEuLzHQ1UdG6j0TDnAlb2+XEkHruYwb013PGYqLDXZlYSoR/HayCs9t6zAFaqcKcB1xOOrtdqtbfEMRP6NY8iC5awFqQFU6QSBAqArgkC5CNUBbK1GnbCkt1FiaZZT9hJbjlphHTVKl2wuGRi3GtboojzQVZidbVwZMXGNoHm0g5jcLT0geuV/NF72CbOSeSBLVwmRddcQHNU9u9UeIduencTy6MhKjaaHOzgaHRF3GvPIRTmabxpsQkZr2bdo70bRhIsLhD4qK2Zi74hyCJUNKowx0/QgV9ZSNBJJdHJvNW/QBm0jqB1RuZVdJry90XTKIRNlFxTvBVlvkaByyKTZyXckBjCSSQ6ZDGOyFVpNIpmk7T1RNxlBW5Uiob30vSdAcTugZqEjuMFt/DN32UrtRUMzYpdfBtRVBRR7LIwq6fPoSprxlp8tdBDVw7q2SbJKrUaUvtxvH6x2M9+nt/ttma/hkOWxsOCky0rNj+WY/s3LGHGTyvI/DzVv4Rw42nIzw9GXafneevImQ4D5GBbEwPDZahjhmE+WIgjIs3QejWD9ZBDmJ54lYVh4nFbe6iuAzTrxYvNYXnG6r+gJI06UA2e9MlJXPDm9eDYiT7rE2XTgYts2jEyGxWsG8LTLacVJZs3+q+EYWRgnF8urU3F+EUzmypAPRckSl/d6ZnZ1khFMZl+YNPZgumbPaR6750p2DHJNftR5Rs06O1XnGb+KM7lP5nkO/f74BwLXlz8M1paVZVQIIgAAAYR6VFh0U01JTEVTIHJka2l0IDIwMjIuMDMuMXByZQAAeJw1krtO5jAQhV+FMpGM5bl4xiaiSrM0/NuvKJCrX+ImoOTh9/hCGjufzxyfmeTfn6dGbTvP87I3bngEy9ZoP7f7y/6IXRug0bm/befeOn7jcz/l/nLzs1H0ykXDrcTipBYOilwlUycpGYcjAaRc6iRaazhuwVJV9lnHJmA0mEykSgM5Ea3KOlQ8UBkIR3maEanngEOSsryI57uZLidxIJwY4iwNFURIUROL/jpZj9oZJfIZn6nqKEWLMltUy8tMuBOv+nujT41XMVpO6uiau0iHudSKO6cTZw0QIafrrDOoKYrkUqbEWQJjPJx9KrCif/Ns0zZbHaBi8If0CvVVQVNhlYenmy0FxolrPRX3TigZSdCYGKMOBzbZmACES88Bt5pLBrDklCcwfPrcAQ4QTAuiTI8+gxSzGGyHSU2y/gXWPBpWc1tDTzQ7JoTaw/P3++vfz/ePuxSvXw+vHy/Xdv2O9PMfzhWQKT18EfAAAAJNelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjAzLjFwcmUAAHice79v7T0GIOBlQABFIFYF4gZGNocMIM3MDGRogBgsCBqHBDuEZsbgMyQAaUY4zcEAFmdiZ0BVj0EzoNIwfTAaySEYLiLodoUCIIOJhQmTwQFmMDIxMoLtYYTT3AyMGUyMTAlMzBlMzCwJLKwZTAysCWzsCewcCSxsCawcCRycDGxcDOzcGkyMPAp8/An8Agq8ggoCPAo8ggqCQhpMAsIaTLx8GUwiogm84glifAmSUgliEglS/BlMEpIZTKJiQCnxDCZpGQYZWQZZOQYJaQZJeQYmBQYRVjYGVhZmJkZWNnYOVhY2AR5BXj5+NhFxXj4xUTYJSSl+PjHxaYxAV8Ij8gj3Mvt733gcQBzbv0/ttf6tsgexjzIYO8RarAaz13IGO9z6ClEz8Y2Rw7EiFzB72s2n9neDIOyTp9wc5i1pALOd3ws5HMudDGYLlu6zT1kOEfe15rQvbO8Cs4vONDrotEHYTf+FHHqKN4PZDEVL7ZdefWcHYv46ErFPMejsPhC7atZUu8h9i/aD2DLbl9obVkLYb6c8tZ/bB1HDN3uKHeOrt2C9wjbh+x4UQfxy44aRQ1XdGbAa1ujb+z0KIHpfKc3ev3AfxwGwXT0R+67dhLA75Wbvn/gfYqbYiSl22wIdwOJLJi61X5YKYc9e+tR+yWmIepaSsH3KN8vB7DnnZu13/gZhR3Pc3n9+LkQ9X4vugd2HIezL1U/tfxyFqEnhCXY4I/YR7GYxAD0+qYohi2GuAAAC6npUWHRNT0wxIHJka2l0IDIwMjIuMDMuMXByZQAAeJx9Vltu2zAQ/PcpeIEY++LrM4mDpihiA23aO+S/90dnKZlU0G3tSJCo4T5mVuOckn++X759/E7zI5fTKSX6z1/vPf1SIjq9Jb9ITy9fvl7T8/vj033l+fbz+v4jqSat2IPvZ+zj++3tvsLpOfFZehW1JGchyaUlOtP4rJ0ycLWX2hkXqrk1CXAKnDiuiwxcLTmKZ8Cp57VS9rxUAlze46Gqjg1UeqYc4MpeX66kA1dzmLemKx4zFZaa7ExC1KN4beSVnltW4ApVzhTgOuLx2Vrt1rZ4BiL/xjFkwXLWgtQAqnSCQAHQFUGgXITqALZWo05Y0m2UWJrllL3ElqNWWEeN0iWbSwbGrYY1uigPdBZmZxtXRkxcI2ge7SAmd0sPiF75H42XfcKsZB7I0lVCZN01BEd1z261R8i2ZyexPDqyUqPp4Q6ORkfEncY8clGO5psGm5DRWvYt2rtRNOHiAqGPyoqZ2DuiHEJlgwpjzDQ9yJm1FI1EEp3cW80btEHbCGr3qNzKLhPe3mg65S4TZRcU7wVZb5GgcpdJs5PvSAxgJJPcZTKMyVZoNYlkkrb3RN1kBG1VioT20veeAMXtgJqFjuAGt/HP3GUrtRcNzYhdfhlQVxVQ7LEwqqTX0ZU04y0/W+ggeGtfN+vaJskqtRpR+nK9fLLazXyfbtfLMl/DIctjYcFJl5WaH8sx/ZuXMeImleV/HmrewjlwtOVmhqMv0/K99eBNhgDzMSyIgeGj1TDCMR8sRRCQZ+k8GsH6wSDMTzxLwrDwOK281VcAm3XixeaxvOJ0X9EDRpwoB856ZaSueHJ48WxEnnSJs+nAxbZtGJkMi9cM4GGX04qTzJr9V8MxsjBOLpZXp+L8IpjMlSEfipIlLu/1zOzqJCOYzL4waezBdM2e0zx2z5XsGOSa/KjzjJp1dqrOM34VZ3KfzOMc+v39Hwhcn/4AGzaWmnnfxQ0AAAGIelRYdFNNSUxFUzEgcmRraXQgMjAyMi4wMy4xcHJlAAB4nFWSu06EIRCFX8Xy34Qlc2MG3Fj9jTZqbywM1SbeopY+vAPDFnbwzZnDYeDp9rlj79S33vEe9+3m4dC5y9hvT7fPh77t++5Meu982NHr79vueCxov/rdOFMz5QRZDKpZOlG2po0SZmZTTacpEUuUCahgKIq2xBm0DYAD2Nxb0bH3DuLVYSFQa9Oz1BoKKjKOVRWTdAInQFImEjW3OTpDwGhDDxkEtbbkKwEvWnQSNklHdzUUDnvRMok2pkggSOlIGdkuGvb0R48NuiRUZYDqNroylXHa0EhrkQCakIWMZiqcjAOJ4ESGiKuzTRVNVCfyUrlcR6xErLq8LjF9MsuJjdZdoCwNVoshEEtkZ8U1FvFRz1cSmZPi1lw3VFL9pZJkIBgzgFxYwfsks1+VRxe1UodEwbAEUJ9KGcAL/h3QOzhMwA/yRVEKj+qPe0gvPx9vj18fn9eQz993b5+v537+yXiN5d/+9w/Kk5YulwXMGgAAAmB6VFh0cmRraXRQS0wyIHJka2l0IDIwMjIuMDMuMXByZQAAeJyF0UtoE0EYB/DZ2WeaZPMw2Tya1m0FiYIe6kVQMiMEL55sRQv1MBdlL4XaKFVEqVQqBqlII2hCD62uguJJwYOwW5GAaFU82BgKguAWBbVaaAUV6+6MbS1BHBi+38z+Z+dbds668wa4IwhWR7s7N7pzkJOw4Vaed5H1IKzWfzyQWeUb1oC4lVupCqD7UAZr8w0VrK3L55brX400dPTf3vU+F1CAjVAoOMhx9B7uT5YXeEVnF/sBZ0AOEsgbkBeIIBoQiESSiawQQSKiQhQfkJqA7M9CLqCrIRIK68GIHg7ogYgeiWZheF0WBlUDxuIkmCCaSlJpoiVJOmTAZMqAcc19lDBgcwZkWkBLK9DbQLIZpNYD2KbHRAmIAg85UZIVUZDCgUhQDUmxRFDV4lIylQ6pWmKCcztf+alX/DfQ98UA9hazPx2079ct5Pki2IY3bb9NPerrwvYCywx97MAP+/PUhbqD3nUyv3yyG1+9Pkidn4viau8otXLMQodvsv1dO3xo4FyR+vjUGdw6zDyyFMXFwl3q+SMmuvbqc85zU7Xb0jufWZ6Pli/nDloTtufMfRNtPcE8W3LQ8AjLvC+Xcs6HT/TsqZ0HrFo/+5ba6w6MTk/RjNAzY+/pY2fftlfscUuZ9PzjQrc1XWcutlbssSX2zszjUu7eXkz3zUsmMg8xV0wHjT9l+fnCfmtDfYC6/Lxs5xeZe5QZ+8UYy6tnt0w+eMQ8fdJB36os0zt0Hm9e+EJ7rihduMZ9pdZ+A8hNsZIZt5CQAAAC+HpUWHRNT0wyIHJka2l0IDIwMjIuMDMuMXByZQAAeJx9Vltu2zAQ/PcpeIEI++LrM4mDtijiAG3aO/S/90dnKZlU0G1lS5BWw33MLNe+JD++Xb/++p3mIdfLJSX6z7f3nn4qEV1ek9+kp5dPX27p+f3x6W55fvtxe/+e1JI2rMHnI/bx/e31buH0nHiTXkV6kk1IcrVEG41jrZSBq73UhkWbam6tBjgFThzXqQ9cLZkDnAGnHtfyEddQ2N+4fPjLpWUsoNIzRfmVI79c4MZxNefIX003vGYqjHptIyHqEuDaiCs9t2zAFaqcKcB1+OPNWu1Wdn+mUX4MWWDOWqig+k2lk5YI6IrAUS7COxBERxmypLeRYmnWUvYUPdcAqCNH6ZLNS7BSLNSYXZQH2oS5tO53Rkwcycx5lAOf3C09wHvlfxRejg4zbwRHlq6iEbIeGoKjekS32iJkO6Kja2xUZNA7AnZwNCoihszej1w00lFosAkZDY2GJdo74kdIFwh1VFb0xFER5UgikR0qjDaT9CAbaykaZSo6uTeUMqAN2kZQu3vlVmknStTCXO8yUXZBsS/Ierhv5S6TZiffkUXCnSZ3mQxtsidaTaK9Ju2oibrJcIpOLhIpivV7TYDicUDNKCrfB9zOP7umI9VeNOJf2eWXAXVVAcUaC71K+jyqkmayx2fLUaqqY4P6yOzexladqQhoiL7POKIdWMPN9HK7fpjJ+5R+ertd15Q2nLKGseHUNXPNzzVa/ZPXBMVDKmtQuqv5WPFYU1tjz3D2Nd18bT0NMYOD+RqzioHh80xiuGM+zR6BQ56p8ygE9tMkMb/wTAldxeOy4la3ADbzxATgYV5+ulv0hBEnyoEzXxmhK96cdqgNz5MucTYduNi2HSOTYfGcATytclpxkZmz1B0jC+Pkwrwq9Z8gdybTMuRDUrLE5SOfGV2dZDiTWRdakt2ZnnuP01g9LdktijfT4jx79MmYOs+oQmft6jyfF3mvnjvTn+//PXB/+QOhWaFtLCKyYwAAAYx6VFh0U01JTEVTMiByZGtpdCAyMDIyLjAzLjFwcmUAAHicPZK7bt0wDIZfpaMNKAJvIsUcZPLSLD3Zgw6FpgM0F7QZ8/ClRKdeZH/8+fMiP3//OXBsx3Fc90EjHo5jG7gf28N1/xFvY4GB12N/3Y59TP5Kx37ww/Xb54bVnLqUO67dULRcsJJzw0kAlMoFAkDrnkTcy+UuGLiQZR4pB8PFOJEILmSIeGb6UtFCfaEItTRDFGslgsj99ELKb1U5ndgCRUSjnVODPVqAKkC8Ci4rnb1OiICW/RO6rNyYkXNG0Xa6MU1iLl8lLTXmrHg6ifVyoSmSPhG7B00nalJCFI2aZJ6GGivz3NqSGHGh2A81S0WcsQC1pmnb1BeYC+GZEFeRCRlXx+Vo+l8waxrYHFFWCU8y74wrgiIXqUCx+amApoQBmHosLUzJW28BNDxaAg3QJogz2pQejaXH3AjUxgq6PBzk/DNIcnqJYc4bAHRa3WJc+V5+fby9PP15e7+Hevv7+PL++zZuHxU//wHr35No89y9agAAAnN6VFh0cmRraXRQS0wzIHJka2l0IDIwMjIuMDMuMXByZQAAeJyF0VtIFFEYB/AzZ67qzl7Mvao1a5mLkdb25mXPiZV9yB4qKd/q9BIDRQk+FLSBldFVJA2i8GXzEiUmlGBEzigaBCo9GBFlQRcjKqjnEmrmm1WTJRo4/H/nnO/MfIf5bgy9RdajopVnvTUqrNHGSVS3kuctxGwIK/mPDdlJPmeOmJXccioI1rGMVtfnJFqdS+eW8q9Gcjr6b+9aiwUs4FwoAA5zHHyHy9byAi9r2YaXFgoQp2MOM8zrmBeYIOoYiUySmawwQWKiwpQ8JOUjuSCGOZfm9jCPV1N9mteluXyarzCGvWtiWHXruMjP1CALuFk4wgIhFvHoOBTWsT9gbQV1XFyCSkpR6VqkRVG0DIWKUXgdwlGtSJSQKPCYEyVZEQXJ6/Kpbo9UFFTdAb8UCkc87kDwHmfdYvkHSw0DpHbORe2Jkv5E4lN3ie2O1DY6fGUQnCxvomPlKtTULcZpx6kGcOrnAplsdDzwNEVfDbaBx74W0vZj3eB42iCdfdn1mjwy334JnJ4+TWcvOnYtFtKZ1gfgDRMDJHPkfcJ2bdk+I1T/zLA9j7oTM+d7TdujW/pJZUM/2PdigRyYfQM1FY9vJHbu/Qxnz6aSRvPEHej/27Uk3T8Zgvqpltfm81QGfL2gx+zbpYzbPmQy4+QPx6j3pvloZBremYlfTtTsoLB+9eUtcnDTdvCX2Q+kuj4f/KTysPHw9nHw5qEes3nE8e/d86bU6py9r1SNHz3jeLjzHdn48QT4V9c5OkqqoM+u6kY6d6EOvIfbSs0mP9wl8AcNIaqIiT2X1wAAAxR6VFh0TU9MMyByZGtpdCAyMDIyLjAzLjFwcmUAAHicfVZbjtQwEPyfU/gCG/XLbvuT3UWAEDMSLNyBf+4vqp1sHKQWmU124pSrX5XS3Eoc31+//v5TzkNeb7dS6D9/Y4zyS4no9q3El/L88dOXe3l5+/D8vvLy+Hl/+1G0Fh3Yg8+/2A9vj2/vK1xeCm8y+qhcZBMiHVJoo3msnTJxnag1bNpUjTnDKXACHHPnwBmJcoIz4BRxB9uYcatJT3B18vlozVDORk7cNMG1mR9wjlXgmrNYgvNyx2OmOoYX20hoeBa3z7gyatMOXCPXNO4AH2/WO7e681HP+BhjwXLVRlUBVOnOKTAmAqLaqI8JHCpZp9H+x0yxNbVSI8XeawbUmaOSeIMeNjMRTYExlCfCMAZzjW9G5mnZXGc5UQS38gQFudeeptkOhWHCYyJBbimnHzOsdezRVYU8Q/YZHW+BtBiyVXVvGXCgR2DiQQ3vDZogTTgLLgQkdIPYoMQW/PdUuRIDQh2OKnyvKMSUiU1khwoPJrDKxlB8Ok3Ro/c8rNOEKjLIFCJ2sFKHG8QmhYbTMckxJkjNuTyhPkKvKEMeY3JowyaSu3jKeYzJB7AzUZTf0/L7URM0WmuQ9jZaahsyjprESHeok6aCCoOb/ReWKntRTpKNCvN7RIbOQ/pRPywihUr5HFVBHjCGiN/7kOwtUZ0vKLvxdMrWpycmQNu9xs3nHOEglk5JD5Nr1SlUzIZXKdP9x/vrP+a92/nz4/667NxwynJtw6nLnC3O5cHxqctqcVPactSgOm/hljj78kfDOZYNxl6/uJ2B4HwMU2Ng+GpeDDrmi0kJCPlMnWchWL9YjsWFz5RgLTwvK67HCmBnnrAKnsuLZ8SKXjASjQrgma/M0I4nl1fZJvPZLoluBnB123aMnB2WyBnAy65oKy5y5iy+Y2RhorlYXpVK9Bdkcq7M8SEpWcPlI58zukaTQSZnXdAuB5leRcpl7r6okQOoiyf6DKCeGWr0OfI5e6jRZ9SlZzc0+nylCfVetRr37z9b8P32F+hhrGKwPe4wAAABqXpUWHRTTUlMRVMzIHJka2l0IDIwMjIuMDMuMXByZQAAeJwtkrlu3TAQRX8l5RNAC7OQs8RwpSZp/NIHKQJVD4gXxC798b5DWoVEHs69s1C/f/w5+bwcx3HdTjnxKD6Xk7fj8nDdHrE6Jzj58XJsx/aM91lHz4KtPly/fVx4dxNpd7pHRGq7511cRIsQh3i7JxAO54moDwTdgUnaGFNoaQwGpXSaynDSmMiFZSylkwDJ7pwSXyhtmXF2INlZ05YQiCeRTFlW3GFaRyPTVxAFgmjX9LCvuiiZR8FO3QuCoXq2KXUfMZtMquprwdyLuKfLzAj7GeM5bBqpCiEhKh4jJ8LHlStICZ4NQR1TG0WCyKzhRDvzyhU5mqA00lzG5g1u5ozWpPY2CjihTORBz7wUo2tFBDFHeXbC3SCCvXsgrav1arIX4QSxqPTlagOXRjv3Me8RIrLWd8KIohQ0jBJAJXXWIWi4AxjBdgGD+SgQs/Iewb48IMVohxrhjyiTwPhAlEjggokMdV/3y0mWWfWLCbet/X1/efr1/+X1O+23t59Pr/9u5+19549PjaeXzgvpepMAAAJRelRYdHJka2l0UEtMNCByZGtpdCAyMDIyLjAzLjFwcmUAAHice79v7T0GIOBlQABFIFYF4gZGNocMIM3MDGRogBgsCBqHBDuEZsbgMyQAaUY4zcEAFmdiZ0BVj0EzoNIwfTAaySEYLiLodoUCIIOJhQmTwQFmMDIxMoLtYWRUVlAA0dwMjBlMjEwJTMwZTMwsCSysGUwMrAls7AnsHAksbAmsHAkcnAxsXAzs3BpMjDwKfPwJ/AIKvIIKAjwKPIIKgkIaTALCGky8fBlMIqIJvOIJYnwJklIJYhIJUvwZTBKSGUyiYkAp8QwmaRkGGVkGWTkGCWkGSXkGJgUGEVY2BlYWZiZGVjZ2DlYWNgEeQV4+fjYRcV4+MVE2CUkpfj4x8WmMQEfC4/EI9zL7e994HEAc279P7bX+rbIHsY8yGDvEWqwGs9dyBjvc+gpRM/GNkcOxIhcwe9rNp/Z3gyDsk6fcHOYtaQCznd8LORzLnQxmC5bus09ZDhH3tea0L2zvArOLzjQ66LRB2E3/hRx6ijeD2QxFS+2XXn1nB2L+OhKxTzHo7D4Qu2rWVLvIfYv2g9gy25faG1ZC2G+nPLWf2wdRwzd7ih3jq7dgvcI24fseFEH8cuOGkUNV3RmwGtbo2/s9CiB6XynN3r9wH8cBsF09Efuu3YSwO+Vm75/4H2Km2IkpdtsCHcDiSyYutV+WCmHPXvrUfslpiHqWkrB9yjfLwew552btd/4GYUdz3N5/fi5EPV+L7oHdhyHsy9VP7X8chahJ4Ql2OCP2EexmMQCqzanD9q0t6wAAAut6VFh0TU9MNCByZGtpdCAyMDIyLjAzLjFwcmUAAHicfVZbjtNAEPzPKeYCG/VrXp+bzQoQIpFg4Q78Iu4vqsfOjFc0JGvLHtf0o6pd2VPyz9fr55+/0/zI9XRKif7z13tPP5SITl+SX6TL64dPt/Ty9nx5rLzcv9/eviXVpBV78H2PfX67f3mscHpJfJZeRS3JWUhyaYnOND5rpwxc7aV2xoVqbk0CnAInjusiA1dLjuIZcOp5rZQ9L5UAl/d4qKpjA5WeKQe4steXK+nA1RzmremGx0yFpSY7kxD1KF4beaXnlhW4QpUzBbiOeHy2Vru1LZ6ByL9xDFmwnLUgNYAqnSBQAHRFECgXoTqArdWoE5Z0HyWWZjllL7HlqBXWUaN0yeaSgXGrYY0uyhOdhdnZxpURE9cImkc7iMnd0hOiV/5H42WfMCuZB7J0lRBZdw3BUd2zW+0Rsu3ZSSyPjqzUaHq4g6PREXGnMY9clKP5psEmZLSWfYv2bhRNuLhA6KOyYib2jiiHUNmgwhgzTU9yZi1FI5FEJ/dW8wZt0DaC2iMqt7LLhLc3mk55yETZBcV7QdZbJKg8ZNLs5DsSAxjJJA+ZDGOyFVpNIpmk7T1RNxlBW5Uiob30vSdAcTugZqEjuMFt/DN32UrtRUMzYpdfBtRVBRR7LIwq6ePoSprxlp8tdBC8tZdfm3dto2SVWo04fb1d33nt5r6X++263NdwyDJZeHDS5aXmx7JM/+bljLhJZRmgh5q3sA4cbdmZ4ejLtXxvPZiTIcB8DA9iYPjoNYxwzAdPEQTkWTqPRrB+cAjzE8+SMC08Titv9RXAZp14s3ksrzjdV/SAESfKgbNeGakrnhzePBuRJ13ibDpwsW0bRibD4jUDeNjltOIks2b/2XCMLIyTi+XVqTi/CCZzZciHomSJy3s9M7s6yQgmsy+MGnswXcPnNI/dcyU7BrkmP+o8o2adnarzjJ/Fmdwn8ziHfv/4DwLXpz9ijJcGnCR6WQAAAYd6VFh0U01JTEVTNCByZGtpdCAyMDIyLjAzLjFwcmUAAHicNZK7bt0wEER/xaUE0AT3wV3SghurSZrc9EEKg9UF/ILt0h/v4cNqSB3ODmdX+vfrf6O2ned52Rs3PIJla7Sf2/1l/4NdG6DRw/v+sp176/yFz/2U+8vN10bRKxcNtxKLk1o4KHKVTJ2kZByOBJByqZNoreG4BUtV2Wcdm4DRYDKRKg3kRLQq61DxQGUgHOVpRqSeAw5JyvIinu9mupzEgXBiiLM0VBAhRU0s+uNkPWpnlMhnfKaqoxQtymxRLS8z4U686s+NPjVexWg5qaNr7iId5lIr7pxOnDVAhJyus86gpiiSS5kSZwmM8XD2qcCK/s2zTdtsdYCKwR/SK9RXBU2FVR6ebrYUGCeu9VTcO6FkJEFjYow6HNhkYwIQLj0H3GouGcCSU57A8OlzBzhAMC2IMj36DFLMYrAdJjXJ+hdY82hYzW0NPdHsmBBqD4+fr89/31/f7lK8fvx+fnu6tutnpK9v9m+QmkXVedMAAAKtelRYdHJka2l0UEtMNSByZGtpdCAyMDIyLjAzLjFwcmUAAHichdJbSBRRGADgM2eu6s5eTPfm7ayuumIGqV2g2BlIKMmF8iULgxNKzFOU2kVQ2FCwBx+qJ0UDTUtRDJZ6CB9m9qGoXkJClDZbolgxSiQhqLdm//GSLNHA4f/OOf9/zn9gNvS5JDI/Ge1+lebYb44oI6iaGVnWRCgNbjf+Y0O0IpsxR9SMzE6UEKxjEe3Nz4hob9yu245/NZLR0X97J1dNYA5nQgIwmGHgHmYrl+VYkZA0MktEsvWSjJ0cxGiYwRSzGmY5yvEaRjwVRCpKlBMoL1EpCwnZSMwJYcZG7A7qcBLZRZw2YnMRV24IO/eFsGzXcF4+lT3Ubac+P3V7qd+hYa9Pw/luc8uj4YJCVFiEiooRCaBAKSotQ2VBFCxH5RWoIoC8BchXgnCQ5AkC4jkWM7wgSjwnOG0u2e4Q8jyy3Z0veH1+h90tBCrKg2WlniRjvn7nxxDe16qL52aV9OTsUEqJRCyXbD5SVptlNe3LeFXRZhrA3711alGX5enlZnX9mw28tH5R/ZTdBf5RNajefnkePLp4R/1Z6wdfHxxTyb0knP/LOKO2RoZh/cr6lHr/eTc4VTyjNB1OhtOe7z2mdygLOpz/ezjMv3hoQG8npxRmcwLsl9aUjncrkNNzZDY8eSgFtcdXY+H51ijcNc7Vq3UXPkNO/EbCqDowBrX9j0cMNiHG0yanW/SBPgn8sXrI6Bl7A/lrA3fDvaIK60/aJ5Uhw3LbREqpnssCx95e0hu6b4JPLIwYLSOW2xMfjJp2K59L1MQPPrA8WvlFsXXdAq/U1cdJYy68PSp8NforLcfaZozlpWfQ/9G+Wf31q6fgaFNtuDPXBTmdsXF9Y/oU2Htt2mhkG8HuPzLAv7w9rkUEAAADa3pUWHRNT0w1IHJka2l0IDIwMjIuMDMuMXByZQAAeJx9VltuGzEM/PcpdIEsxIck6rOJg7Yo4gBt2jv0v/dHh5IjbVCidnax1o7I4fChXJJ/vl+//f6T1oevl0tK+T9/vff0S3LOl5fkD+nx+fPXW3p6+/T4vvL0+vP29iNJT6rYg+9H7Ke315f3FUpPiY/WVXtNdIhYJUv5yOOzdzJwBJw0oonj3gKcDBz3qoVgmLORlQCnd3u1qyU5cuOeKcCVOz8T8AOu9mKR3wqcwK8qyfBL3V//g2vpBpzWVpXwYCRUNcAZ7Okhlomzb8hcLbLXYU8PbqUX96u5S41whLSkcmRqpC50E7McOSaakVQgG0y3jpglAnJ6hUXW1kSwA/pZD10LOCJlULh6alU05yjH5El5yAeZZCQXT5prk5Cl5yUfqEN//4CMN6o5SgzVkWmB72IDadk4DKgNpBE3nd6FOA7dpndRHYGottqiKqMOjQDUpsgK4T0jtqi8M4A8fJsM38q5R5Gz5wdhNEijfQRUCGmPoDyhDGnA5IEPYpRRVOYsU3omQHRARUA2guq0SmZoCt8kHXUa6cQzS2zMaJoHcYCWKEs8s8SmAiqOJKpx/O3euZp1xlSIYqTdY+JcUC8warW2ViNof1eqecYH1Cxk6vNt6E+tZp5BVaKIgBCSCoYoTYQ1ob2EXPH6i0eFOkF7un/D6Io0lZEpL5VSa/FRA54UIhV9B6bm8Y9haFIrR8gyYxKB6g08lNAlkVBSp6Yo/W4+R5CFEnao+KRDLzf1CQbn0L5EpSf3NAkVQwcLKq+AR4S8ZwnIXnx6ou6NI5rPt+uHU2aeO4+vt+s+dxQX7+NFcck+RdSvfVj4t+wzAT9S3aPfTa2fGJq4bA9yxdX3vPa97TSWFQbWaz/cgKHzlCWYIzpNU4ZBWtRpBIL102xUv9GihBlI47b9Nl8BbPHETKOxvO10X5ETxhM5gIsvD9cNb05DR4flJRe7mg7cauvE8FKYnTOAp10uK268OHObGN4YFxfLO1J2fWGM18pIH0jxTi7d+Szv4iLDGK+40GXkxuTcTZTG7lPXkANl23GdAZTFUFxnAGXzcZ0BlBWXuM4AytJZvT4BlMVHvS4A3L50cEake9fgDMtLZx2cT668L85d4L/f/3PD8+Uvr1Tbpib8WBMAAAHMelRYdFNNSUxFUzUgcmRraXQgMjAyMi4wMy4xcHJlAAB4nC2Su47cMAxFfyWlDXgMvkRSO9jKTdLMpA9SBK4GyD6QbLkfn0spbiwf8ZK8pH98/XnyuRzHcV9POfEoXsvJ67E839cbTucAJ9/4OG7LsR4Hr694nxXwKgD6fP/yufAeYd62i+6ZQrldeZc0lSLE7H27EohIxkBE5tv1AibUeArdA8ILlBzSJ8r0gYLDp9CZQQTETSfqrc9czCK24ZJVSf/ncpKBRHymD/JARdw1Nh6IMxNC2rVrDiWBKfUoaBColQMlqlNpUZ/LppKjxyJJKUWiG7VRsjH3IslSFZFJWTrSy0A5kAl1G5mkU2wVZDRHGF2DN9xoDhEyt/npqKS7dIMB2YWqTt3DBSbiYyKlx6lAzbNW0h0JKj45yw+HsRTwGkm5VrUOPwzT1uYIVZmjCEvOcWUtrWSp7mMbyc1jkBYzRrmN2myUc6AgCYNA2pSrf/PwajhZ2Ychx+o3Q+NUv4zt2AYaRCSN7bVdLEIBOnGOCEy2lyejrl4RxME1pdAcHuEILdRcLYZLIMPfihAiONjW7dfH28v3P2/vT7Q//n57ef/9OB8fO3/+AzpRpzeD14YFAAACcHpUWHRyZGtpdFBLTDYgcmRraXQgMjAyMi4wMy4xcHJlAAB4nIXRS2gTQRgA4NnZZ5pk8zDZPPrIWkGD0IPpRVAycyg9CCJtQAv1MBdlDxZL6gMFpaL4DAExojQUUYxKpV48FAQ3AVGsbYX6gMSCeNmDz+LBIojG3RnTWoK4MPzf/PP/u/+wi+bkW2A/XrDyrLPXBnuNchI27MjzNpIOhJX4jwOZRb5pD4gdueWoAJqHMlhd3xTB6tjoa8S/Bmma6L+z68M2oACboVBwkJP1jXReQdH/fJgm6o1uXuDdgDMgBwnkDcgLRBANCEQiyURWiCARUSGKC0gtQHYnIefRVR/x+XVvQPd7dE9ADwST0L8mCb2qAUNh4o0QTSWxONGiJO4zYDRmwLBmH0UM2NoG2tpBewdI6EmYWKtHW0EsocNOEBIlIAo85ERJVkRB8nsCXtUnhSJeVQtL0Vjcp2qRe5x9j+VfPO++hapLHuxstv+0UPTXBHI8DbpxZvNd6glXBte+sZpzn1K4ku2hztcsNN/PPPesF4/fHKXesRjET4YuUUcOmmjvbZbfvcWFDp05T31g9gROnmbO14M4N3KfGmRLqPj6S9oh93jADPbPmY73j11OD5o3yo6jUyW06Qjzh4KFruZZjVospOvvP9PeyNZd5rssu0u1msL7js/SGmlwodwzzHo/dhbL10yl4vhHbsB8VWM+21Esn6yzdx57WkhP9WGar1wsock9zMWShe7MsPptIzvN9bXD1LnnY+XeJeY+ZaH8YpzVt5zqqjx8xPw9Z6Hul6zGmk7hrirz0Qsl9OD6FeohTwa/0b7Su2i/AXpytfUS7NL0AAADGnpUWHRNT0w2IHJka2l0IDIwMjIuMDMuMXByZQAAeJx9Vstu20AMvPsr9gcs8LWvQw6JHaRFGxtok/xD7/1/dLiSdpViWzsSJGo4JIcUnVPwz4/rt1+/Q//I9XQKgf7zV2sNH0pEp9fgF+Hp+eXrLVzeHp92y+X+fnv7GTQGrfDB9zP28e3+uls4XAIvUrNoCrIISUwp0ELtMzyl4XJNuSouVGPJdYJT4MRxVVZcTnHGZ8Cpx7UUt7gUJ7i48cVUMhwo1Ug2waUtv5hJGi7HOOPL4YbHTImlBFtIiOqMr7S4UmNB+rYkyhxpgqvg48Ughm18pjM+RltgjpooCYAqlXQmDHtHQBSTUGnAUvIUKOHeUkwFoaOnWKYls7YcpUo0wXNLybLOgN6UMy3CnEr1KyMmzjNobOWAkyHfGeyZ/1F42iYMjaaGTFVlGj5vPYRGeYtu0yHjskUnsdgqsjTXqEKjVhFxpTaPnJRn801NTbTRSnQXrdVIZkhvEOrIrJiJrSKKU1JZocIYMw1nWVhT0lmTRLv2luMKLRi/GdR2Vi5pa5OozaZT9jZRrBLOeC/Iapk1VPY2acSoNiQGcLoJ9jYZxmRNNJtOo5etJrxiSBqkJUuSWUdhXGtyaFmhZtP4vuBW/Zkrr6nWpLOJQqfvnqFDS0uA4GOz+lXaS4LhUyykNVX5tAnD5cvLA4ePx+8P1r10mxqNeKNWr5ime9GAbPoqhvJsS9ZiVf7mP68BuLvFfU+uFVqmkmf5P9+un/b6uumf7rfr2PSGQ8ZCNxw69rb5Mdazf+PYwrgJaSxbp+q3Gbc5lLE6DUcdG9J982ERGgj6Y+w7BoaPe41Bx10D7C8BIffUuRUC+2EbmZ+4p4TJ5HYacbNbAOt5YotwMw+e6hY9YMSFcmDPV1rojCeHt9wac5dLXE0HDrVtxUhXWDxn/40cXi4rTtJzlrxiZGBcXJhHpeL6gky6pbUPScloLm/5jMF1kUEmvS6MFzuZHkeWQ/M+TKO4qw5m19ktg9l19ny6huo6oy7taqjrrKA7Tu9xVv1+/48G16c/iMqyo8uvrhsAAAGjelRYdFNNSUxFUzYgcmRraXQgMjAyMi4wMy4xcHJlAAB4nF2SvU4kMRCEX4VwVuex3P82K6LJ4YITCSJAFhmwCBHy8Nd2exOisT9Xl7vac3ToHfvWO9zDsd09nDp1Hvvt6f7P8wBPD/vzqW/Hcfgh997pdIDzj+1wPBZ43PxslLGZUiqZrVSzdMZsTRsmyESmms5TwpowY0GBUIi2RLlok3SGsbe5NZl7L0BeBRYCtTYtpdZQoPC4VZWN0rk4KcgyEav5vbszKBBl4D0GAa0t+YqLH1pUIjROu7saMIU9q0yijTA6YMC0Ywayq4Y8ze5tF0UIDZEOUg1xjYI8QJBI4lVuuHM2qtxW4+LzmkbcWrRZGvsEonC2DpNRIGaYyAA836xsU4UT1Yn8SK6Z2SR6r8vrmkWXuXksXIGLLA1Ui0kh8cqnsGbH/h4zIPMcJ7XmuqHi6s+ZOBcsPF9GSH1CTsij8qjCJlUdaDGQAFolyQD+9V8GigKFSfGLfCFjyMOj+h9wSi/fl/e/X5fPW5D8fnn7d/l+fHl7/eivmW/BfiH4+Q9/66FgbXdanwAAAnB6VFh0cmRraXRQS0w3IHJka2l0IDIwMjIuMDMuMXByZQAAeJyF0UtoE0EYB/CZ2WeaZPOw2Tz6yFpBg9CD6UVQMnMoPQgibUAL9TAXZQ8WS+oDBaWi+AwBMaI0FFGMSqVePBQENwFRrG2F+oDEgnjJwWfxYBFE4+6MbS1BXBj+v5n5ZvcbdsGaeAvsxwtWnnX22GCPESgT005BsJFwIK7kPzYUnkLDHFA74XKqgK0jBayub0iwOpfOLeVfjTR09N/ejSEbSESNUBkggoqxkfUrqsafD7OFugAh6wBCN4AmgogiwUSCSEXJRECiskIVlYoylVSquoDcBBR3AkGPofmoz294A4bfY3gCRiCYQP41CeTVTNQcot4w1TUajVE9QmM+E0WiJgrp9lbYRC2toLUNtLWDuJFA8bVGpAVE4wbqAM2SDCRRQFCSFVUSZb8n4NV8cnPYq+khORKN+TQ9fA/azS7/4Tn3LVxZ9BBnsv1nDUd+jWPHU6CLpDffZR53pUn1G6859ylJyplu5ly1huf6uGef9ZCxmyPMOxaC5MngJebwQQvvvc3Xd29x4UNnzjMfmDlBEqe5c/UgyQ7fZwaZIi68/pJyCB/3W8G+Wcvx/tHLqQHrRslxZLKINx3h/pCv4as5XqMV8qn6+8/sbHjrLutdht+lUkmSfcdnWI08MF/qHuJnP3YUStcstez4R7bfelXlPtteKJ2s83cee5pPTfYStl6+WMQTe7gLxRq+M83rtw3vtNZXDzNnn4+Weha5e9X50osxXt90qrP88BH392wNd73kNbWpJOmscB+9UMQPrl9hHvSkyRv9K7uL/htPF7WAj+G39QAAAxt6VFh0TU9MNyByZGtpdCAyMDIyLjAzLjFwcmUAAHicfVbLbttADLz7K/YHLPC1r0MOeSEp2thAm+Yfeu//o8NdeVcptrUjQaKGQ3JI0TkF/3x/+vrrdxgfeTqdQqD//NVaw4cS0ekt+EV4eH75cgmP7/cPN8vj9efl/UfQGLTCB9/P2Pv369vNwuEx8CY1i6Ygm5DElAJt1D7TUxou15Sr4kI1llwXOAVOHFel43KKKz4DTj2upbjHpbjAxZ0vppLhQKlGsgUu7fnFTNJwOcYVXw4XPGZKLCXYRkJUV3ylxZUaC9K3LVHmSAtcBR9vBjFs5zNd8THaAnPUREkAVKmkK2HYOwKimIRKA5aSl0AJ15ZiKggdPcWyLJm15ShVogmeW0qWdQX0ppxpE+ZUql8ZMXFeQWMrB5wM+c5gz/yPwtM+YWg0NWSqKsvwee8hNMp7dFsOGZc9OonFVpGltUYVGrWKiCu1eeSkvJpvamqijVaiu2itRrJCeoNQR2bFTOwVUVySSocKY8w0nGVjTUlXTRId2luOHVowfiuo3Vi5pL1NoraaTrm1iWKVcMZ7QVbLqqFya5NGjGpDYgCXm+DWJsOY9ESz6TJ62WvCK4akQVqyJFl1FMZek0NLh5ot4/uC6/ozV+6p1qSriUKnr56hQ0tLgOBjq/pV2kuC4VMspJ6qfNqE4fH15Y7Dx/23Oxteuk+NRrxR3Sum5V40IJu+iqE825a1WJW/+c89AA+3GF77nuwVWqaSV/k/X54+7fW+6R+ul6e56Q2HzIVuOHTubfNjrmf/xrmFcRPSXLZONW4zbnMoc3Uajjo3pPvmwyI0EIzH2HcMDB/3GoOOhwbYXwJCHqlzKwT2wzYyP/FICZPJ7TTjZrcANvLEFuFmnjzVLXrAiAvlwJGvtNAZTw5vuTXmIZe4mg6calvHyFBYPGf/jZxeLitOMnKW3DEyMS4uzLNScX1BJsPS2oekZDaX93zm4LrIIJNRF8aLnUyPI8uheR+mUdxVJ7Pr7JbJ7Dp7PkNDdZ1Rlw411HVW0B2n9zirfn/7jwbXpz+X3rKowJwklAAAAbZ6VFh0U01JTEVTNyByZGtpdCAyMDIyLjAzLjFwcmUAAHicXZK7bhsxEEV/JeUK4RKcNynB1TZJY6cI0ggqDMKFAMkyYpX++AwfalIteXjncu5wjz9OFWrFutQKz7AtTy+7SpXbfjk+fz81cHxZT7u6bNvmh1xrpd0Gzt+XzXFb4Pbta6GIxZRCimwpm4UDRitaMEAkMtVw6BLWgBETCgyFaAkUkxYJB2h761uTvvcC5FlgQ6BWuqXkPBQo3G5VZaNwSE4SsnTEan7v6gwSjDLwHgcBzSX4ipMf2qhEKBxWdzVgGvas0okWwtEBA4YVI5A9NORpVm87KcLQEGkj2RDnKMgDDDKSeJUbrhyNMpfZuPi8uhGXMtpMhX0Co7C3Dp3RQMzQkQF4vl5Zugo7yh35kTwys8noPU+vRxad5uaxcAZOMjWQbUwKiWc+hTk79vfoAZn7OKkU1zUVZ3/OwDFh4v4yQuoTckIelVsVFsnqQJOBDKBZgjTgX/9lICnQMEl+kS+kDbl5ZP8DduH1frv++nv72Kd4/vx5/bic6/keYQ8Sr7fL79v9z+vl7b2+Rd6D/Yfg6x9ScacreTEnKQAAAoB6VFh0cmRraXRQS0w4IHJka2l0IDIwMjIuMDMuMXByZQAAeJyFkVtIVEEYx+fMue665+yldW9e9qgRayCBvgjFzkAhPfTSCiX50BgEhyAw7WIvoRRd1agsYdceKrei8CnoInRWCEPLesgiFyEIWqjYsiDrJdrOmWk1WaKB4f+b7/t/M9/HLJhjb4C1VLC8Vls7Zu1eTsKGpTxvgR3ghWX9R0JmypecAbGUW1KFvsBDGaz0lyhYqcW6ov7VSElH/+1d77QACrAUFAoc5GR9Le1XUPQ/D9NAoVjNC3wxUwY4A3KQQN6AvEAE0YBAJJJMZIUIEhEVojiA5ARyWQxyLl1zE7dHV726x6W7vLrXF4OeVTGoagb0lxM1SAIaCUdIIEQibgOGwgYsD1ipoAErKkFlFaiqBlE9BqM1em0dCFWAcFSHdbpflIAo8JATJVkRBcnj8qqaW/IHVS1QLoXCEbcWCI5z1khLv32+7DqSfriwfXjxM4d2/LqFbD4JmnB9823Klxyt+O4i8/TlG/Hjrk2UD2ZzKJ9gPP2kBY+M9lLeuODDU3svUOYOmGjPDRZvXu9APSdOU94/04drjjMeLPjwQPcdygv70mjs1ee4zcpkm9mQeGbavCt5Mb7TvJqx2XcvjZoOM347lEP9g8zzPjkUz3/4RGuHN2w3X3exWV7ONeKWIzPUI7XPZ7Z0stqPtanMNVOZsLnQ32bOZRmfrU5lRgrszo6pofj9rZjGx8+l0c3djFPpHBp9yvwd3dvMNdlDlAeeJzObvzNOKPOZ2cvM7zzWMPHwEeNv/Tm0bpZ53k034vo5xj1n0ujBlWHKxtFT2Ln4hc4yqLTiSe4r5cBvPki7h2EeRLAAAAMuelRYdE1PTDggcmRraXQgMjAyMi4wMy4xcHJlAAB4nH1WSY7cSAy81yvyAyVwy+3gQy+GPfC4GrDb/sPc5/9wMCVlymNiVCVBSgWDZJCidEu+fXv98s+/aW7yerulRP/z772nn0pEt6/JT9Lzx09/PdLL+9PzufLy9uPx/j1pSUZp/H7HPr2/fT1XOL0k3qRXkZZkE5Jca6KNxrYsZeBqL7U2nKjm1iKcAieO61QHrpbMAc6AU/drhXa/1iO+fPDl0jIMqPRMOcCVI75coI/jai6R35oeuM1UWGqyjYSoW4Brw6/03LICV6hymEcHH2/Warey8xl0/xPHKAuWsxZCwrapdNIoYfaKgCgXoTaAEFojoKS3EWJp1lL2EFuOpGEdMUqX7P2wWSlWo5zZi3KnTZhL635mxMQtguaRDji5a7qDvbJp6L0cHWbF+kCWrhK6r0cNXaPDu9XQezu8o2tsZGSodwTs0GhkRNxl9CMXpai/aaiJMlozN9He4T9CeoGQR2VFTxwZUZYIKjtUGG0GmWRjLSXsD9GpvSGVAW2obQS1k5VbpV0oUQtjPctEuXO647kg6y2SVM4yaUarDiQaMNJUzjIZ2mQPtJr0CNmOnPCIIRKQtiolhvYjJ4e2HWpG4YShU3/mM6leNHpElL38MqBeVUBhYyGrjIcEzafFjlClXPNPL58/feD08+nvDzat9OgazVUOK0yqiN+AHPoqmvJuW9VmXf7Lf98d8DTLYxr4fO5eYKteloi/gH8MVB1zFMDKUaIfH6+/vQD2V8Lz2+N1vRIMu6zJb9h1DXjzfc1x/+U1rnGRyprKTjUvMXGxtzVjDXtfo9Rt62ViGgjmbQxGBoavA5BBx1MsDDoBIc/QeSSC9cvYMj/wDAktzOOw/FZfAWzGiXHDY3nxdF/RC0ZcKAfOeGW4rrhzGQc2mKdc4mo6cKltO0amwuIxA3ixcllxkBmzv8scIwvj4mJ5ZSquL8hkrozyIShZxeUjntXhLrJ/Gsy80PPsZHrtbU7D+tK24qa6mF1nX1nMrjOAuuJxnT3Cqaq6zshUpz7m/akXI+/na/f69fkxhPPbL79SvYrOTA+EAAABpXpUWHRTTUlMRVM4IHJka2l0IDIwMjIuMDMuMXByZQAAeJxdkr1ORCEQhV/F8m7kEuaHgfHG6va7FsbGWBhit7rGWO7DOzBsYwcfZw5nBvZTg9awLa3BEfbl8XRo1Ljvl9fj/VsHr6f17dCWfd/tkFtrdNjB+NeyG+4L3O+uC0fUghpS5JIEw0YdsO8LlLBhLCoKASJRkXxTSMCICbMLsmigmEQzhA06KGNfsvR9v4NmQXWBlDosc1VXYB63irBdvyUjCdkRm0/YVmOQQHHUgdBEIGZhK052Wr0UQSmsZluAyf3ZsnciSugRGDCsGIHKTUMWf7XcYxJdQiQd1IIo3ilZZ05s4UXmt3IsVFln8KzTh1U9ZVK2WXnhSA6DkSNmGKgAgHqlDhUOVAeyo9sUgG0gI3qdXrdWbHzTiQrOflOeGqjFB4XE851IYM6O7UFGh8y1I1I12lVc7T0Dx4SJx9NkkiQGyFrlXoSaa1eIfZnsQAzkDqr0LwNJgNwj2UhskQVheFRLdQjvv5fPp5/L9wNI/Lycny+/L+/nj6/2EfkB6j8E1z8jI6TTUygdYAAAApB6VFh0cmRraXRQS0w5IHJka2l0IDIwMjIuMDMuMXByZQAAeJyF0V1IFFEUAOA7d37Vnf0x91fN0c3YopbsB0Fq7102hLIoKnqp4D74MEigpWCgoVGBZUgplIkvqSuZBoH0ZrMLhUVmQYEEWQ+aEkjYW1BCzZxxtViigcv57rnnzJzLLBsPPyHzUdH6U26uLeZq5ySqm5HnTUQsCOvxHweyHfmsPWJm5NaigiCPZfR3fVZEf8dMXyb+MUjWRP+dXWswgQWcDQXAYU7WtsK8gqKtfhgSvzLdvMDL2uoVMok8xOmYwwzzOuYFJog6RiKTZCYrTJCYqDAlB0m5SM6LYM6hOV3M5dZUj+Z2aA6P5smPYPeGCFadOi7wMtXPfE4WDDFfgIVcOg4Edez1mUd+HRcWoaJiVLwRlWgRXFKqlYVReBMKFKJgiYbDWoEoIVHgMSdKsiIKktvhUZ0uqcCvOn1eKRAMuZw+/yRnXm/tz79MDJPadw5qbc61LJKzzx4Qywerd9GWG6Pg0vLjtKtchZroyk7adHE/OPxjgaRrbI+8qKbTo+3gV0v5tK2+B7y91SA3h+z8dFUOmb9yHdw2dYk+uWZ720o+nWwcBwvGMOlumotZ7ik7abQm3hiWD7l6Yqc6BlOWF/YkyVA8Ca6cWSBV6Y9Qc+LR3Vj66Bfo/VqfMJaNEZg/fidBP08EoN7f8CF1+/A9MBH7U2+PKWnL+5qZsfub7WSyL9X0fAreOX6+M7Z4gEJ+dmmAfN8cB6dn5slEZS74Z7LOGLvfDD490J9qfbzqmtlUR6Pde0SKpnsv2376fo609V0Aj3VVUKXWdt2ZQbJD7gVPdF+lw/EozP86WkNR517wLVRBQ3VeuKPvNw0JtynDk05aAAADUnpUWHRNT0w5IHJka2l0IDIwMjIuMDMuMXByZQAAeJx9VsuOEzEQvOcr/AMZ9ctu+8BhH2hBQCLBwj9w5/9FtWfWnkUWyU40caqrq6vtnr2keH1//vL7Txoveb5cUqL//LXW0i8losu3FDfp8ePL51t6en14fFt5uv+8vf5I6skYMXi/xz683r+9rXB6SrxJq80sySZERpJoo/6akdJxlaiY4EbVmNsCp8AJcMwlBw5skhc4A06RtzE0Rt5s7Atc7nzeSuTVjZw4r3Cl6wtcK4ErzqILnKcbfmbKrcGejYSar+qtPa+0HHltK+RaeIFr4OPNao16Ox/VusAx2oLlrAWVAqhSXVaJOToColyocQc2ZVsBJd27RFjDKYfEWlcls3aNSlI8iMwEQStgNOVKaEZD++LOyCovVeZeTi8CSOwgd1i6QpZjh6F13pGNqSzT+9FDlE49uyrTqtlce3acAvao2LK6rbqDLXoPJm5UsW1gghTWlUwhIDVsj5QIyfBVlychGoQ6nE1z7RUV4korqOxQ4Yqi01U2hua8Og+ih/fccBZ2KBSsihI7WKlGWgRpi4O5gh5tctHc0hX1kWVeSj3a5FIhJZDgptV2kqNNjknEXSisykun6lETWm49fcXp9GX6dtQk6lE+oA6pK9YYcN1/wSmmvSjErJxSjvZjfHBjzTu00rKrWLz1qkSsk9Zqpmep6enTywdOvx6+frARpf0MumOr6h7FULXiNyDD3yKYD1fbPFN1/5f/uifgEZb7NGBs7xKyS6VSl3O37IPNzXt9GFe2POTq+0QtueQgYsswZwH8eHt+96TYnx2P99vzfHYYLpmPCDxBks4ngcU1B36885zr+JLKHN9BNb5iNOOqcxgbrjZnbsT6abQaCMbPmKAMDJ8nJYOOh6uoV0DIQzr3QrB+mm8WHzwkYY5x/5h5PVYAGzoxl7gvT54WK3rCSBgVwKFXemrHL6e5YZ152CXhZgCn27ZjZDgsoRnAU1TYig8ZmsV3jExMmIvlWamEvyCTsdLbB1Eym8uHnnkUwmSQyagLJ4KDTM+HgFOPPu1viVCdzOFzrEzm8BlAnXrCZwB11KXhc2gePlvsT9SuwzGLfaEnmtjh5/0c39/+j8L95S8uhcfc6DBEIQAAAcZ6VFh0U01JTEVTOSByZGtpdCAyMDIyLjAzLjFwcmUAAHicXZK9bhwxDIRfJeUuohP4J1L0ItX25xRBGsOFIbiz74LApR8+pOQqnfgtORyN9rxu5z5wDBrbGHjFc/vxuA8ekvX2dP3+nODp8fK8j+08z/goYwzeTwx+y+lsuNH57XOTiiaoBap20O7l4CTGQYxVXMtB1bRp9qA0R07SAdEKVhYgyiFyRylUCZrQnHFVKVzBIPQPTGBZqyFlTd59TYBk3QFiICRZVgMDxQRUEaL0AUEApzVpHLbLcQlPDr1NK6ThIBGBY+yMk4D0FAvWjShY7DXTtR8MJ3AEmw7N3cuFKjbXNnuMOpVLuMa+Oogk695FZhBmwrwIIq4ZpVCRag16n7uNuPmUAWnLdlwJZbKuGcyRRohtEou2SYwQ2ho0SBQLMYOeqAMvLXTKtjDOkfrSwu64EMCXGAqvBHReJ0/Q4xQS7Bn/eqa2omOescSipnGzQJGK8nwaidtqkQrxeJ5XbKzx8EE4g85gKHQSKMR/tED+EC1BxhL/GXxJeKyRXBNaqeCMZS8vH/f3n3/vfx7Q6vv97df94/fL2+ttvFZ5QP8P4ec/kveotEPnOeEAAAJxelRYdHJka2l0UEtMMTAgcmRraXQgMjAyMi4wMy4xcHJlAAB4nIXRS2gTQRgH8NnZZ5pk87DZPPrI2IIGoQfTi6Bk5lB6EETagBbqYS7KHiyW1AcKSkXxGQJiRGkoohiVSr14KAhuAqJYbYX6gMSCeMnBZ/FgEUTj7oxtLUFcGP6/mflm9xt2wZp8C+zHC1aeTnust8eooBDTTlG0kXAgreQ/NlSeYsMcUDuF5dQAW4cqWF3fkGB1Lp1byr8aaejov72jYRtQgo3QGAQoqGgD61fS0J8Ps4W6KHQi5Oy4gWBCAVIomlCUqCSbEMhUUamqUUmhskY1F1CagOpOQMGDdB/1+ZE3gPwe5AmgQDAB/WsS0KubsDlEvWFq6DQao0aExnwmjERNGDLsrbAJW1pBaxtoawdxlIDxtSjSAqJxBDtAs6wAWRKhICuqJkuK3xPw6j6lOezVjZASicZ8uhG+K9i9Lv/gOfdNXFn0EGey7WcNR35NYMfToJukN91hnnClSfUbrzn7KUnKmR7mXLWG5/q5Z5/2kvEbo8zbF4Lk8dBF5vABC++5xdd3bXbhg6fPMe+fOU4Sp7hz9SDJjtxjBpkiLrz+knIoPBqwgv2zluN9Y5dSg9b1kuPIVBFvPMz9IV/DV3K8Ri/kU/X3n9nZ8Jad1rsMv0ulkiR7j82wGmVwvtQzzM9+7CiUrlpa2fGP7ID1qsp9pr1QOlHn7zz6JJ+a6iNsvXyhiCd3cxeKNXz7Ga/fOrLDWlc9xJx9PlbqXeTu0+ZLL8Z5fdPJrvKDh9zfszXc/ZLX1KaTpKvCfeR8Ed+/dpl5yJMmb4yv7C7Gb8GxtbmGtpEwAAADHnpUWHRNT0wxMCByZGtpdCAyMDIyLjAzLjFwcmUAAHicfVbLbttADLz7K/YHLPC1r0MOeSEt2thAm+Yfei36/+hwV95Vim3tSJCo4ZAcUnROwT/fnr78/B3GR55OpxDoP3+11vCuRHR6DX4RHp5fPl/C49v9w83yeP1xefseNAat8MH3I/b+7fp6s3B4DLxJzaIpyCYkMaVAG7XP9JSGyzXlqrhQjSXXBU6BE8dV6bic4orPgFOPaynucSkucHHni6lkOFCqkWyBS3t+MZM0XI5xxZfDBY+ZEksJtpEQ1RVfaXGlxoL0bUuUOdICV8HHm0EM2/lMV3yMtsAcNVESAFUq6UoY9o6AKCah0oCl5CVQwrWlmApCR0+xLEtmbTlKlWiC55aSZV0BvSln2oQ5lepXRkycV9DYygEnQ74z2DP/o/C0TxgaTQ2ZqsoyfN57CI3yHt2WQ8Zlj05isVVkaa1RhUatIuJKbR45Ka/mm5qaaKOV6C5aq5GskN4g1JFZMRN7RRSXpNKhwhgzDWfZWFPSVZNEh/aWY4cWjN8KajdWLmlvk6itplNubaJYJZzxXpDVsmqo3NqkEaPakBjA5Sa4tckwJj3RbLqMXvaa8IohaZCWLElWHYWx1+TQ0qFmy/i+4Lr+zJV7qjXpaqLQ6atn6NDSEiD42Kp+lfaSYPgUC6mnKh82YXj89HLH4f3+650NL92nRiPeqO4V03IvGpBNX8VQnm3LWqzK3/znHoCHWwwPv/qi7CVappJXBTxfnj4s9r7qH66Xp7nqDYfMjW44dC5u82PuZ//GuYZxE9Lctk41bjNucyhzdxqOOlek++bDJjQQjMdYeAwMHxcbg46HCFhgAkIeqXMrBPbDOjI/8UgJo8ntNONmtwA28sQa4WaePNUtesCIC+XAka+00BlPDq+5NeYhl7iaDpxqW8fIUFg8Z/+RnF4uK04ycpbcMTIxLi7Ms1JxfUEmw9Lah6RkNpf3fObkusggk1EXxoudTI8zy6F5H8ZR3FUns+vslsnsOns+Q0N1nVGXDjXUdVbQHaf3OKt+f/uXBtenPwQMsxTJNC8NAAABpnpUWHRTTUlMRVMxMCByZGtpdCAyMDIyLjAzLjFwcmUAAHicXZE7bxwxDIT/Sso9RCvwJVL0wU22t1MEaQwXhuDOvgsMl/7xph7XpNrdT8PRDPe4YNvuH0+X7Tg1atja9uvj1LYHPDpu3KRtAZ8efj538PS4P8fxcRxxKK01Ph3YhfTja5MMRQmTZKZaazpzRlDkAEAAns6UyUvVAAqGZQKtJZUO4nnGLNW8zBHhdIZcWEFpuDpIl4TAEmdQK8MjvtUHiMm4ldxEU3gDFZwCdUqYmU11KZQTZDGoZtNTzYek9OgYEirSJapiI0hcT1IGErXw2YMh4BzDMJwEtXqKN4E4tDlJ6JL2cDXsrbq9aBlEnWkmEKS0U0a2m4Yj/x7FoO91aJi1k2pENqtxLGOSYmsqDHfJxlV8BS/RfxiJ+4wJLiRrcETHwXgiERzIEKPfmPShooHqQHFUbp3Fysxel9etiy5zi1q0CkNZGqw2N0W8/iwrrt2J+SwoMtbJ7qGbDS2iz/9r6ZRePq/vvz+u/+4I8vv17c/18+/L2+ulvWa5I/oP4dc38TWiGo7VxW8AAALNelRYdHJka2l0UEtMMTEgcmRraXQgMjAyMi4wMy4xcHJlAAB4nIXSW0gUURgA4DNnrupevezN2+jqOgYFbT5Eyc6EQikEKiFlBIcKmofAIEPDKHsrEEmTyhtppqbSQ3aBKGbWqChYIkQqjBVB7YoFEvZQVLP/eEmWaODwf+ec/z835qt2cxoZnxWtfYVG22S0JopTVCPStAEpBmYt/mOCNyMd10fEiNRqFBCMYx6tz4+LaH1cqVuJfx0k7kT/Pbt4zABmcDwEAIUpXtwA52UEcXljGPi9Uk0zNC+KMcQvwovLd4ubSUKUiilMMK1imiEMq2LEEo4nvEAYjrACERIQl4j4JAlTFtFmJ3aHaHWKDotocYrOZAk7UiRstak4NY1Y3cRlI14fcXmIz65ij1fFaS5jyq3i9AyUkYkys1C2KOHsHDHXj/x5KC8f5QdQoAAVSEjyI0868maLOCCmchxiGRpTLMcLLMM5LE6rzc6luq02Vxrn8frsNhfnlwoC+XnuJcp4ltU/pngqqDyrHpVjHaF7XkblphsXB+SZCqsS8zf0ThaGS8GTni2Ketz0zOsq5fRnC/jowgHlcWIdOFLYrESe7AP3TJ5TFoI+cHtzr3K+dRrWL9IrlJ27O2C8eGFISb5/EswqIzLpi4ZiXjyzTeNaX2oxX0rsDL0Zv6bHPFw5JJf87Adf9HyQx6qikDP+aDRUcmoOauW5W6G24ibYq9dSpLSnzEJOWcOU/sndC7Wv7nXpmyf4MLzEib3aYJMAjvqu6C2NzyG/5siF0B5WgfEccl2OhE239M/Lh8cSwG22g5pQXw/unuzSf3SYPht9qz89ZOZ/n9oY9veYvro0K3eWN4CplKCSXm3a+atf/jJxGbw9WBR+X5oMb1KJPuo7ck0/qBnRt764A/d6WDuq1Wm3wftLg6FIohNysu72aa0Du8CDtTf0Sq4M7PoDlsjLnnhsTVIAAAOoelRYdE1PTDExIHJka2l0IDIwMjIuMDMuMXByZQAAeJx9VkmOJDcMvPcr9IFKcJNEHebQy2Bs2FMN2O35g+/+PxxUVks5BuHKrkKmMhQkg4v6qcTnj7ff/v6nrI+8PT2VQv/zN8YoP5SInr6XuCkvX7/9ei+vH88vnyuv73/dP/4sxsUa9uD6Gfv88f79c4XLa5GjD6sdD4eqV8emg+Zn7xTgGDh1sRPHI8PpxMlo1gTEQk6NE5w9+NogK3pQF+ee4OrDP9fBgWujmiW4BpzCrpm0aZe9a4Lr5Q6ctd644cZZuWZ2HXx2qBOTxAaSNjLcAJ8d0iv8gl2jodUTHCMtpR7EnaEHIld3zgRkPiOBf8iIIXRqnkXCUt7BKNY7DewYxEMyqVnhY6SMqA+8NxXvkgEjKTc62IVlxJ1R15p6GXmhA5SOPN+Q8c7VUuttZlqps9NEOrOmnH0ikRKpNK2rSO6on9a1GjQCEMWWVhkPaASgdbMoW0JZWJYeIQBl2u48bZtWGhky8oMwOjVU7wyoQiXKoHJChVtFcDc5WEQoK1/RU3qBNm4TiizVLHixk5XdVaZOippLMy9nlsSFFPnUAEDcDHlmSdw4zAPJ3FtW8NIfnWtUT0crrqxAxR8xCaE9gtRba5YqNT6V6tG/E+o9beCYb1N/+IeOnEE1GhmrMpIKD9FyBsCEjjoypVRmj3QnTK5pv49ar/bL6y/fvnD58fz7F1u7dFZNx0zkye9OUjN91YA8ax/2b2hrFOTw//LfTgO8tkUCb1GXtbY517xabqAhAMgSqZY5eV01bUjtp4CYBz6iKYylWir1I4EgcuwCkixaM0HGGMTg6AbOMN4aSikb+/Sg5OoITlHmlSkLyB59BuSgHkhozJnxr/e3n46085B7eb+/7UMOcRbZZxlGddF9ZFl898kUV90HEB5K2+dMUK3HjsdefJ8ahu/Yh0Ps7ZczwECwXmPUMzB8HekMOl75R18JCHm5zjMQrF8GscUPL5cwcHn+bLs9VgBbfmKA8lzePCNW9IKRECqAy1+ZpjveXCacTeYll4SaAdxq24mRpbCEzwBedoWscXAvn6WfGNmYEBfLO1IJfUEma2WmL8p/J5cf/uymDZFBJisutDEHmV7blcvcfelEia26mUPnWNnMoXNU9fYndAZQV1waOgOoS2eL+gRQlz8WdQGg7WYIny3erJXw2fhiy2ZpwM3NXGMF1lcubPp8MRW9c+2UeP78VxL3T/8C8nX3ZWlCb+0AAAHzelRYdFNNSUxFUzExIHJka2l0IDIwMjIuMDMuMXByZQAAeJxdkr1uHDEMhF8l5R6iW/BXpHxwpf6cIkhjuDAEd7YvCFz64UNyXRnXnL4lR8Oh5hXnvG6L1uK1rUVXmtv9w2nJ0jxvj9efTwkeH85Pp7XNOeOjrrXkNCn4+zYD5x+epznxx+d2pt1R1Rrt5Cq9Xc64OwFTEWYpwgw+Gu6CpEkgiDhbIhDSdoEdTbIo2nonbxfcafRQDAAOPYGNPhrvYOTULhRn5wJ9pCxHhwhXB7odFaJ5C7PrOCQ4egtQnsMZeINdmNwofTCrWBLp1LGImIhEE4Ssln10Qhot/gkYa6+yUOrUYlwyTD+hDoZexBHluF9AW8SGGr+a0iVrYgpEs6pxGD2J21CtMZwEizhQP7oQ437Zw1rFR5n6KB0A5nJJBKbFvPd+rIIiZz6Q53WBLO+txg4RUpgz7PKlNTK31EJkl3IeUemXVlcqRESHFPRjXo1YiqB7PIbc+GClmthDQSs7JrLaZCIrJKxpQiJEHRq7FBgcI2vkE7ZiC8aeu5OdHTC2LxCt8Z3ELM8DcFC+BukW++AUj8Z8Hh27tchspM16hqjOGjXIini8VdSRMigY8qf2/HF7+/Xv9vcOx/52e/19+/jz/Pryvl52uSP8hvDzP0mmuGCOAs1YAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this returns a generator which produces products:\n", "prod_gen = enumerate_all_products(rgd_core,r1s,r2s,r3s)\n", "\n", "# now get the first unique products \n", "prods = []\n", "seen = set()\n", "for prod in prod_gen:\n", " if prod is not None:\n", " Chem.SanitizeMol(prod)\n", " smi = Chem.MolToSmiles(prod)\n", " if smi not in seen:\n", " prods.append(prod)\n", " seen.add(smi)\n", " if len(prods)>=12:\n", " break\n", "Draw.MolsToGridImage(prods,molsPerRow=4)" ] }, { "cell_type": "markdown", "id": "e56dca56", "metadata": {}, "source": [ "Those come back ordered by the R groups (i.e. all products created using the first value of R1, then all products created using the second value of R1, etc.). This is fine if we're planning on enumerating all the molecules, but if we only need a subset we can tell `enumerate_all_products()` to return the results in a random order:" ] }, { "cell_type": "code", "execution_count": 17, "id": "f63973b4", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# set a random seed so that we get reproducible results\n", "random.seed(0xbaff7ed)\n", "prod_gen = enumerate_all_products(rgd_core,r1s,r2s,r3s,randomOrder=True)\n", "prods = []\n", "seen = set()\n", "for prod in prod_gen:\n", " if prod is not None:\n", " Chem.SanitizeMol(prod)\n", " smi = Chem.MolToSmiles(prod)\n", " if smi not in seen:\n", " prods.append(prod)\n", " seen.add(smi)\n", " if len(prods)>=12:\n", " break\n", "Draw.MolsToGridImage(prods,molsPerRow=4)" ] }, { "cell_type": "markdown", "id": "ce2635fd", "metadata": {}, "source": [ "Hopefully this brief post is useful!" ] } ], "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": "3.9.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }