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@lewisacidic
Last active August 29, 2015 13:56
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "#Smiles file parsing in RDKit"
},
{
"metadata": {},
"input": "from rdkit import Chem\nfrom rdkit.Chem import Draw\nfrom rdkit.Chem.Draw import IPythonConsole",
"cell_type": "code",
"prompt_number": 1,
"outputs": [],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Start with example smiles dataset. Use your own if you want, but keep it short!"
},
{
"metadata": {},
"input": "smiles_file = '/Users/RichLewis/Dropbox/PhD/Data/Molecules/smiles_example.smi'\n!cat $smiles_file",
"cell_type": "code",
"prompt_number": 2,
"outputs": [
{
"output_type": "stream",
"text": "N12CCC36C1CC(C(C2)=CCOC4CC5=O)C4C3N5c7ccccc76\tStrychnine acid\r\nc1ccccc1C(=O)OC2CC(N3C)CCC3C2C(=O)OC\tcocaine\r\nCOc1cc2c(ccnc2cc1)C(O)C4CC(CC3)C(C=C)CN34\tquinine\r\nOC(=O)C1CN(C)C2CC3=CCNc(ccc4)c3c4C2=C1\tlyseric acid\r\nCCN(CC)C(=O)C1CN(C)C2CC3=CNc(ccc4)c3c4C2=C1\tLSD\r\nC123C5C(O)C=CC2C(N(C)CC1)Cc(ccc4O)c3c4O5\tmorphine\r\nC123C5C(OC(=O)C)C=CC2C(N(C)CC1)Cc(ccc4OC(=O)C)c3c4O5\theroin\r\nc1ncccc1C1CCCN1C\tnicotine\r\nCN1C(=O)N(C)C(=O)C(N(C)C=N2)=C12\tcaffeine\r\nC1C(C)=C(C=CC(C)=CC=CC(C)=CCO)C(C)(C)C1\tvitamin a",
"stream": "stdout"
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "For loading individual files, we can use `Chem.MolFromSmiles()`:"
},
{
"metadata": {},
"input": "mol = Chem.MolFromSmiles('N12CCC36C1CC(C(C2)=CCOC4CC5=O)C4C3N5c7ccccc76')",
"cell_type": "code",
"prompt_number": 3,
"outputs": [],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"input": "mol",
"cell_type": "code",
"prompt_number": 4,
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": "<rdkit.Chem.rdchem.Mol at 0x103e11360>",
"png": 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BQUFo1qyZ0u0SVYnnCKn+yskB5s7VTIlMSAA++AAYNUonpV5++WWYmppix44d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\nAcmfLkg/Hvg6AAAAAElFTkSuQmCC\n",
"metadata": {}
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "For an entire file, use a `Mol Supplier` object:"
},
{
"metadata": {},
"input": "supp = Chem.SmilesMolSupplier(smiles_file, delimiter = '\\t')",
"cell_type": "code",
"prompt_number": 5,
"outputs": [],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The supplier object is an iterator; it has lazy instanciation, in that it initializes the molecule objects when they are needed. This prevents huge memory overheads. We can iterate in a for loop:"
},
{
"metadata": {},
"input": "for m in supp:\n print m.GetNumAtoms()",
"cell_type": "code",
"prompt_number": 6,
"outputs": [
{
"output_type": "stream",
"text": "22\n24\n21\n24\n21\n27\n12\n14\n20\n",
"stream": "stdout"
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "As a file like object, we must manually make it point back to the top when it reaches the end with `reset()`, or we get an exception: "
},
{
"metadata": {},
"input": "m = supp.next(); m",
"cell_type": "code",
"prompt_number": 7,
"outputs": [
{
"output_type": "pyerr",
"ename": "StopIteration",
"evalue": "End of supplier hit",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mStopIteration\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-7-83b399edca62>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msupp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mStopIteration\u001b[0m: End of supplier hit"
]
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "We can then call next(), as expected with iterators."
},
{
"metadata": {},
"input": "supp.reset()\nm = supp.next(); m",
"cell_type": "code",
"prompt_number": 8,
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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yZDq4P4+IFMAgJNNTUqJbNfrQQ0pXQkQWgEOjZHqOHgWCgpSugogsBIOQTI+P\nD1BcrFs8Q0RkYAxCMj39+gFubrqeIRGRgTEIyTSp1QxCIjIKBiGZJgYhERkJg5BME4OQiIyEQUim\nSa0GTpwAamuVroSIzByDkEyTWq0LwVOnlK6EiMwcg5BMk7MzMGAAh0eJyOAYhGS6OE9IREbAICST\ntTI0FP+Hm+qJyMAYhGSyHAcOxPd79ypdBhGZOQYhmSy1Wo2CggKU852ERGRADEIyWX5+frCzs0N+\nfr7SpRCRGWMQksmysbHB4MGDcZQLZojIgBiEZNLUajWDkIgMikFIJo1BSESGxiAkk8YgJCJDYxCS\nSVOr1SgpKcHVq1eVLoWIzBSDkExav3794Obmxl4hERkMg5BM3ieffAJfX1+lyyAiM2UlIqJ0EURE\nREphj5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwa\ng5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCwag5CIiCza/wfJPQeLY+DzhAAAAABJ\nRU5ErkJggg==\n",
"prompt_number": 8,
"text": "<rdkit.Chem.rdchem.Mol at 0x10e6d7de0>"
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The supplier automatically uses the next column in the smiles file as the molecules name (assigned as a reserved property, `_Name`). This can be changed with the optional parameter `nameColumn=` :"
},
{
"metadata": {},
"input": "supp = Chem.SmilesMolSupplier(smiles_file, delimiter = '\\t', nameColumn=1)",
"cell_type": "code",
"prompt_number": 9,
"outputs": [],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"input": "m = supp.next()\nprint m.GetProp('_Name')",
"cell_type": "code",
"prompt_number": 10,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "cocaine\n"
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"input": "Draw.MolsToGridImage([m for m in supp], legends = [m.GetProp('_Name') for m in supp])",
"cell_type": "code",
"prompt_number": 11,
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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GDUDXrv9uf85gQHd3dzx69AiZBdM2C0xTUxMuLi4yCZW7u7ug/cRSUlLg7e2Nw4cP4/Tp\n0+j6///p9erVw4wZM/Do0SMcPnwYZmZm+Oqrr2Bvb4+xY8fi2gdNnYzJ0+3btzF9+nSEhYXBwsIC\nADB58mTo6+tj9uzZci1LXR34+WfJJOEFXSGDgoC3b3fg9u17ci2LlRInWKWiqgkWEXEnd0Dywzhw\n4ID0Q1ZIixZJ+kMAkoVYf/ml9NeoW7cu1NTUcPfuXbnGVhYf16q5u7vj1q1b0onalOnJkydo3bo1\nMjMzpaM/Pqauro7WrVsjLCwMr1+/RmhoKB4/foxmzZqhXr16WLBgARITE5UeO6uYCpoGv/zyS/Ts\n2RMAcOLECaxevRoRERFyaRr82MCBQNWqwP/3o0f9+oCNTSRmzJgu97JYKYhEQDnpGK0KVDXBKpgq\nSeg4SkphUaqrq6Njx46YPn26XGZILitr67LN6q6jo4M6deoI3gT3oaISrJSUFDx9+lSpcRTM8Nuw\nYUNER0dLOxEDks7F8+bNQ0JCgsxrdHV14evriz179uDly5cYO3Ys9uzZAzs7O3Tq1AkRERHIyMhQ\n6n2wimXx4sWIj4/H8uXLAQBpaWkYNmwYfvrpJ3h4eCikTA0NIDj4EXbtaiut7Z4xYwZ27dqlUgNQ\nKh2uwSoVVejkXpSCBEvoOEpKoe+4P//8E6NGjULHjh0xY8YMQSfqlMdCrKrWD+vjeKytrWFlZaXU\nGMPDw9G1a1dMnDixyFqBt2/fYufOnahZsybatWuH9evXSzvmF7CwsEBAQABiYmJw48YNtGrVCjNm\nzEC1atXg7++PI0eOCFIrx8qvW7duITg4GKtXr5Y2DQYFBcHIyAgzZsxQaNn9+zsgJeUlVvx/Z6x6\n9erB29sb8+fPV2i57BM4wSoVVa3BEv3/dABCx1FiyljwMCoqikxNTcnb25vev3+vjCKJiCg5WfJv\nUQuxFhwrjdmzZ5OXl5d8gyyDhIQE0tTUpOjoaBo2bBj17t2bZs+eTc+fP1d42SKRiAIDA0lfX592\n7Njxn+fHx8dTSEgI1alThzQ0NMjLy4vCw8MpIyOj2OufPn2aAgICyNjYmOzs7CgoKIju378v71th\nFdC3335LPXv2lG4fPHiQtLW16erVq0opf+3atWRpaUlpaWlERHT16lXS0NCge/fuKaV89hFPT6JV\nq4SOotzYu3cvVa1aVWafvr4+nTx5UqCIJDIyMggA3b59W9A4SkopaaCPjw8uXryI+Ph4NG3aVOE1\nLPn5kpE7Dg6yy+QULMT69i1gbw+sXi2Zv6akVGGU3oeqV6+OrVu3onfv3sjMzESVKlWwdOlSuLm5\nYdSoUYiJiVFIzU9qaip8fHwQGRmJY8eOoV+/fv/5mho1aiAoKAixsbG4cOECXF1dMWHCBNja2hZZ\nS/Vhf62nT59i1qxZuHjxIgYMGKBSE74y1ZScnAwDAwPptpWVFRYtWoRGjRoppXx/f38YGRkhLCwM\nANCoUSN07tyZa7EEEu3oiMcfvB/Yp6lqDVZ564OllBqsApmZmTR06FAyNDSkbdu2KaSMK1eI3NyI\natQgio4u/rw9e4iqVSNq2ZLowYOSXfvx48cEgF69eiWfYMtALBZTUFAQaWtr05o1a6T78/PzKTo6\nmvz8/MjQ0JBsbW0pMDCQLl++LJdy4+LiqH79+tS4cWN69uxZma6VnZ1NUVFR5OvrS9ra2lS9evX/\nrKVq27YtzZ07t0zlsopPFWqM/vjjD6pataq0lvbcuXOkoaEht99FVnINGzaU+TvJPm337t1UrVo1\nmX1aWlp09uxZgSKSSElJIQDlpiVDU5nJnJ6eHjZs2IAWLVrA398fx44dw2+//QYtLa0yXzsv79+J\n/oYNk4wcNDYu/nxvb8lC0N9/Txg+fBCGDu2KoUOHfrIMBwcHGBsb49atW+jQoUOZY/5cWVlZ+Prr\nr3HkyBHs27cPXl5e0mMaGhrw8vKCl5cXsrKysHfvXkRERKB58+ZwcnKCr68vhg4dCgcHh1KXe/Hi\nRfTu3RtNmzbFpk2byrwIqI6ODnx8fODj44Pk5GRERUVh48aNWLhwITw8PODn54dBgwahSpUq0teo\nWi0iU02NGjVC165dMW/ePISHhwsSw9dff42wsDDExsaiYcOG8PT0RL169eDp6QlAMtDDzMxM+qWn\np1doX3FfNjY2UFNTE+S+yiNV6KBdnqh6DVa5+VkKldnFxMSQra0ttWnThl68eFGma/3zD1GDBkR2\ndkQHD5b+9fv27SNbW1tq3br1f2bGzZs3p9DQ0M8LVA4SExOpefPm5OzsTA9KWvVGRM+ePaPQ0FDy\n8PAgdXV1atWqFYWFhVFqamqJXr9x40bS1dWl4OBgEovFnxt+idy8eZMmTpxI1apVIz09Pbpy5Yr0\n2OrVq6levXoKLZ9VDOfPnycNDQ2VedoNDg6m6tWr09WrV+nixYt06NAh2rZtG/3xxx80f/58mjRp\nEo0YMYL69etHHTt2JA8PD6pZsyaZmpoSAJkvU1NTcnBwoL///lvo2yoX6tWrR3/++afQYZQbO3fu\nJHt7e5l9ampqdPHiRWEC+n9v374lAPT48WNB4ygpwRIsIqLXr19Tx44dydbWls6cOVPq14vFYvrt\nNzEZGBD17UtUlpa758+fU/fu3cnb2/uT540YMYK+/fbbzy+oDF7ev0+1a9em5s2bU2Ji4mdf59at\nWxQUFEQ2Njakq6tLvr6+FBUVRbm5uYXOFYlEFBQURDo6OrRu3bqyhF9qIpGIjhw5Qnl5edJ9586d\nIy0tLcrJyVFqLKx86tKlC33zzTdCh0GXLl0iLS0tiv5Uv4X/kJSURI8ePaLLly9TdHQ0TZ8+nXR1\ndcvcVF8Z1K1blyIiIoQOo9yIjIykmjVrSrfFYjEBELx5+/Xr1wSA4uLiBI2jpARNsIiI8vLyKCgo\niLS0tCgkJKTEr3v8+DG1b9+euna9RJs2yS+elJSUTx5ftGgRNWzYUPkf8EeOEFla0saxYykrK0su\nl/xwpJ6RkRGZm5tTQEAAnT59mogkIzb69etHVlZWFBMTI5cyyyotLY3U1dXp+vXrQofCyoGzZ8+S\nlpaWoE+8WVlZ5OrqqpAHsy+++IK+//57uV+3onF2dqZN8vygqOC2bt1KtWvXlm7n5+cTAKWNwi1O\nYmIiAaCEhARB4ygpwROsArt37yYTExMaPHgwpaenF3tefn4+hYSEkK6uLvn5+VFSUpLSYoyLiyMX\nFxeqUaMGWVhY0OjRoykmJkbhTWYUEkKkrU2kwKbJ9+/f0+rVq6lNmzakpqZGnp6e1KhRI3J0dFS5\nIbGOjo78x5KVWIcOHSggIECw8qdNm0Y1atT4z4e3khKLxSQSiYiIKDo6mnR0dLgW6z/UqVOHtmzZ\nInQY5cbmzZvJyclJup2bm0sABH+wffHiBQEoN+93lRnr2KtXL1y8eBHXr19Hq1at8OjRo0Ln3Lt3\nD61bt8aSJUsQERGBiIgIpa1zePz4cXh4eKBx48a4c+cOtm3bhvT0dHTp0gV2dnYYO3YsYmJi5Fto\nXh4wYgQwfz7w99/A2LHyvf4HTE1NMWLECJw6dUq6fM3Tp09x9uxZuLq6Kqzcz6FqE74y1TZ9+nRs\n2LAB8fHxSi/74sWLWLBgAdavXw/jT426KYX27dtj27ZtAAAvLy80adIEixYtksu1K5qEhAQcP34c\nIpFI8A7a5cnHHdqFmuDz7du3ePfunUxcQsTx2YTO8D6WlpZG/fv3J2NjY/rrr7+ISLbWytfXl16/\nfq3UmH7//XdpE+bHtVVv376llStXUqtWrUhNTY2aNGlCoaGhJCpDHykiInr/nsjLi6hmTckMqUqW\nnJxMampqMsPcT5w4QQcOHFB6LB+bNm0ade/eXegwWDkiRFNaVlYWubi4yL32bM6cOVS7dm1p38QD\nBw6Qrq6uUiYYLi/S0tJo2rRppKenRwMGDCAHB4cSTYjMJMLDw8nV1VW6nZ+fT5GRkXKrhf0vOTk5\ntHjxYjI1NaWZM2dK9yckJKjMVEkloXIJVoGwsDDS1tamUaNGUfv27cnMzIzCw8OVGsOHs5VHRkb+\n5/mPHj2iWbNm0cAuXYg0NYl69CDato2otH2m7t0jql2bqF07ordvPzP6sqtevbrMH6Wff/6ZfHx8\nBIunwPbt26l69epChyE3t27dEjqECk+IprSgoCBydHT8ZJeHz5GSkkLm5ua0efNm6b6mTZvS+PHj\n5VpOeZSXl0ehoaFkbm5O7u7u0kEFTZo0oaCgIMV35yilZ8+eqWRivGHDBnJzc1N6uWKxmMLDw8nO\nzo5q1qxJUVFRMsefPHlCAOjNmzdKj+1zqGyCRUR06NAhatiwIRkZGdGyZcsoPz9faWWnpKRQt27d\nyNrams6fP1/6C9y+TRQcTGRvT6SrK1mjJyqK6IMRcVIvX8pud+tGNGhQ6RMzOevevTv98ssv0u3N\nmzeTg4ODgBFJ3L17lwAoddklRblz5w5paGjQnTt3hA6lwmvdujWNHTtWKWWdPn2aNDQ06OjRowq5\n/owZM6hu3brSvlhRUVFkYGBQbp7sFWHv3r3k4uJCVapUobCwMJnRx4cOHSJzc3Nq06YNXbt2Tbgg\n/9/Tp09pyJAhpK+vT9ra2vTDDz8otT/xp+zfv58cHR3J2dmZ1qxZI32PKVpMTAw1adKETExMKDQ0\ntMiBZGvWrCE7OzvavXu3UmIqK5VOsIiI3rx5Q0FBQWRoaEgeHh70999/K/wpJC4ujtzd3eUyWznl\n5BDt3k3Upw+Rjo6kye+XX4gePyZKSCDq1UuSiM2YQbRhg+Q1qalEKvCkFRQURH369JFu37hxg9TU\n1JRWTVycvLw80tXVpVOnTgkax+fat28frV+/Xrrdp08fGjBggIARVQ7KakrLzMwkZ2dnGjVqlMLK\nSE5OJlNTU9q+fbt0n6enJ/38888KK1NVxT9+TP369SMNDQ0aOXJkkUnmhQsXKDg4mIKCgqQDpF5+\n/GCrBO/fv6fAwEDS1tYmPz8/SkhIoHv37lGXLl3I1NSUQkJCBJuCJi4ujgYOHEgaGho0fPhwCg0N\npapVq5KnpyedO3dOYeU+efKEfH19SUtLiwIDA+ltEa02V65cobZt25Kenh716tWLNDU16csvv1T5\n6RpUPsEqkJqaSiEhIWRmZkaurq4UHh6ukBqtCxcukLW1NfXp00fuVfuUmUkUGUnk7U0UEUE0fz7R\nh0+43t5ESqyl+y+bNm2SGaqbm5tL2tragi+XQETUqFEj+v3334UO47Ns3ryZTExMpDVw165dIw0N\nDbopQF+7oiQlJdHx48fp2rVrFBcXJ3hCLU9FNaWlpaXJ9UPtp59+olq1asn/78dHpk+fTq6urtIa\nhr/++osMDAyU3kdVMCkpREFBlOnmRl07dSpyhFtBTZGGhgYNGzaMRCIR3b9/n7p27UoGBgYUHBys\nlITmw6bLVq1a0YULFwqdExUVRQ4ODuTs7KzUvq4FSZ+Wlhb5+vrKTMybkZFBwcHBpKurS97e3vTk\nyRO5lZuamkpBQUGkp6dHPXr0KLIW/9GjR+Tt7U0aGhoUGBgobRp88OAB9ejRQ5qUlXTCbGUrNwlW\nAUUmWsqcrZyIiAYPltRWFRg+nEiF2pavX79O6urqMh8Ubm5uFBYWJmBUEl9//bVCawgUKT8/n5yd\nnWnevHnSfT4+PjRkyBABo5K4ceMGGRgYkKWlJRkYGEhnDtfQ0CBLS0uqU6cONW3alLp06UIDBw6k\nUaNG0eTJk2nhwoW0Zs0a2rlzJx09epSuXr1KT548Ublm3KKa0rp160YAyMDAgKpVq0Zubm7Upk0b\n8vHxIX9/fxo7diwFBwdTaGgohYeH099//02nTp2imzdvFkpmTp48SRoaGnTs2DGF38u7d+/IyMiI\ndu7cSUSS/isNGjSgadOmKbxsQeXkSKauMTMjathQ9iH1/yUnJ0trinx9fYtckzIqKopq1qxJTk5O\ntH//foWFu2fPHnJ2diYHBweKjIz85GdLZmamwhKaj32Y9DVo0OCTzdkPHz4kX19f0tfXp+Dg4DLN\nxZifn09hYWFka2sr00/uQx/+/Lp161bsVEFRUVHk6OhItra2FB4ernJ97MpdglVAnolWwcLJenp6\ntHXrVjlH+glr1xLt2yf5Pj+fqH9/5ZVdAjk5OaStrS3ztDV48GD64YcfBIxKYvHixdSqVSuhw/hs\nf/75J1lYWEifvK5cuUKampqCLk5cMCGmurq6TL/DzMxMev78Od26dYtOnz5NUVFRFB4eTqGhoRQc\nHEyBgYHk5+dH3t7e1KpVK3J0dCRdXV0CQDY2Nio3g/bHTWkvXryg69ev04kTJ2jXrl20YcMGWrp0\nKU2fPp3GjBlDQ4YMoR49elCrVq3I1dWVbGxsSE9PjwDQ6NGjpddJS0ujmjVr0nfffae0e5k8eTI1\naNBA+sESGRlJxsbGKtOfR+4iI4mcnIhq1JB8/1H/oPz8fAoNDSULCwtq2LAhHTly5JOXy8zMpJCQ\nEDI0NCRvb2+5Tkh748YN8vLyImNjYwoJCaHMzMxC57x+/brI2dETEhLIz8+P9PT0KDg4uMjXlsXe\nvXvJ2dmZrK2tKTw8vMT9rI4cOUKurq5Uq1atEg38+tjJkyfJw8OjyH5yRLI/v3r16pVo5YP09HSa\nPHky6ejoUNeuXVVmaSyicpxgFShropWZmUm+vr5UtWpV5Td9vXtHNHIk0ahRRJ6ekk7wKsbNzY3W\nrl0r3Z4/fz598cUXAkYkcejQITIxMVG5J5aSys/Ppzp16tCiRYuk+7p27UpDhw4VLKZp06aRjY0N\nAaCnT5+W6VpisZjevn1LYWFhZGhoqFKjfuTVlJaVlSXzwRcYGEi1a9dWeNPgh96+fUtGRkbSTr8i\nkYjc3NxoxowZSotBKa5fJ+rYkcjISFJ7lZFR6JSn589T06ZNydLSklasWFHk0l/Fefr0qTShCQoK\norS0tM8ONTExkQICAkhHR4cCAgI+2edv3bp1pKGhQQEBAUX+jhw9epTq1atHdnZ2chlFf/PmTfLy\n8pK21HzOezU3N5dCQ0PJ2NiYOnbsWKJR0AVNfQXlFvX/u2/fPqpbty5ZWVlRWFhYqX5+RJIRmX5+\nftS69Q4KCBB0AL5UuU+wCnxOovXy5Utq3rw5NWrUqMwfKGWSnFz06EIVMGjQIJmRV3v37iUzMzPh\nAvp/BTP6xsfHCx3KZ1u9ejVVrVqVMv7/w6JgncVHjx4pPZaLFy+SpqYmhYaGkoaGhtya3cViMdWv\nX5+mT58ul+vJg0gkIhcXF+rbty+tWrWKtm/fTtHR0XTlyhV68uQJJScnl/qax48fJ01NTUGWlJo4\ncSI1atRI+rDxcR+/ci82VjJAaMAAyeCgjz16JBmlbWJCC6dOLdN9Hzt2jNzc3D4rocnKyqLg4GAy\nNDSkdu3aySxS/ylXrlyhVq1aSfuEZWdnyxz/MKHp0KHDZ/XVfP36NQUEBJCWlpa0c31ZvXjxgvz8\n/EhbW5sCAwOL7av55s0bMjY2pu7duxfZz6og6dPR0aGgoKAy177u2UNUpw5RtWpEW7YIO16swiRY\nBUqaaF25coWqVatGPXv2LNPTSkU3b9486tChg3Q7Pj5eZZYqsLKyor179wodxmfLzc0lBwcHCv1g\nCSQvLy8aMWKEUuPIysqiunXr0tChQ+nvv/8mW1tbuV5/27ZtZGJiojLNVllZWVSrVi1q2rQpNWnS\nhGrXrk0WFhakrq4u0+fMysqKnJ2dqXnz5tS9e3caMmQIBQYGUnBwMC1btow2btxI+/btoyNHjlCN\nGjVozJgxgtzPmzdvyNDQUPq7UNDHb86cOYLEIzcfjvK7e7fw8cREooAAyTJiAQFEcvqbVNA3ycTE\nhNq3b083btz45PkFczfVqFGDateuXWjuppIQi8UUGRlJ1atXL7ZP2MuXL6U1Y4GBgSV6EMjOzpZ+\nHhbXub6sLl68SM2aNSMbGxsKCwsrsrnxbhE/v1evXkmTvo8715dVXh5RWBiRpSVR48ZEQo3LqnAJ\nVoG0tLRiE63du3eToaEhBQUFKXVurfJoz549ZGlpKd0Wi8VkamqqEjO6t2/fnubPny90GGXy+++/\nk42NjbSp6cyZM6SlpaXQzq0fmzx5MlWvXp2Sk5Np5cqV1KRJE7lev6DZ6sMZmYX0448/kqura5Ed\ndZOTk+nJkyd09epVOnr0KO3cuZPWrl1LixYtoilTptDo0aNp4MCB1KVLF2ratCnVqVOHzMzMqHr1\n6vTixQsB7kbip59+ombNmkm3w8PDZfr4lSvFTV9TICtLcszQkKh1a6JLlxQSxtu3bykwMPCTCc3Z\ns2epWbNmZGlp+VnNWh9LT0+n4OBg0tHRKbZP2KVLl6h58+ZkbW1dbEJDJOmP5+TkVKLO9WUlEoko\nPDycqlSpQk2aNPnktA4fJn3/1bm+rN69IwoMJNLSIvLzI1L2NHEVNsEq8ObNG5o8eTIZGRlRo0aN\nKDAwkHR1dWnZsmVCh1YuxMXFEQBK/GDpn1atWtGCBQuUHsvHVeeBgYE0ePBgpcchT9nZ2VStWjVa\nuXKldF/btm1lOk8r0oULF0hLS0vamXTq1KnUu3dvuZezadMmMjU1FbzZ6sSJE6SlpSXXeX0KEshZ\ns2bJ7Zql9fLlS9LT06ODBw8SkaQWy8nJiUJCQgSL6bMVN32NWEwUHk5UvTqRg4Okk7sS2n8uX75M\nLVq0IAsLCwoNDaX8/HyKi4sjX19f0tXVpaCgIHr37p1cy4yNjaUePXoU28m9oNasSpUq5OnpKdN/\n+Pr169SxY8dPdq5XlKSkJOmUD35+foXmJIuMjKQ6deqUunN9WZ09K+nmXKUK0alTkrERH751RKKi\n95VVhU+wCrx9+1a6dMWGj5+IWLHEYjEZGxvLjOYYPXq00qcUOHfuHNnZ2dHVq1el+9asWUPu7u5K\njUMRQkNDqXr16tL5eI4cOUI6OjoK7xdYsFbe8OHDpfu+/vprhazZV9BsNXfuXLlfu6QKRvlNmDBB\n7tfeuHEjmZubC1pjNHr0aJkRjMuXL6e6deuWv4EgxU1fk5xMZGtLNHmy7HElyMvLoxUrVpCZmRl5\nenpKmw8VPSt8dHQ01a1bt9g+Ya9fv6bhw4eTtrY2jRw5kn744QfS0dGhgQMHCjoJ5z///ENffPEF\nmZqaUmhoKF2+fJnat29fps71ZSUSEa1fL3krhYRIFkshInryhGjqVKLFi4lOn5bsu3+faNKkspdZ\naRKsAvb29jKzH7P/1qpVK1qyZIl0e+XKldSgQQOllb9+/XrS1dWV6atEJFmOREtLS7CZj+UlKyuL\nbGxsaM2aNdJ9bdq0ocDAQIWWGxQURPb29jKdU728vGTm55Knj6emULbAwECqV69eoZpQeVCFGqOP\nmzxHjRpFzZs3FyiaMvjU9DUCLx/25s0bqlmzplJnzC/o5G5kZEQdOnQoctTepUuXyMPDgxo1aqQS\nE0ETSWp2161bR5aWllSlShXq2bOnykyhEBJCNG4c0d69sglWZCRRXBzRsWOcYH0Wb2/vij8Rn5yN\nGjVKZvqA06dPk46OTpn7G/yXgsW2jY2NC3X6fP36NbVq1Yp69+6ttGpmRVq4cCE5OjpK54U5ePCg\nQpd1KW6tvLp16ypsUfWCqSkWLlyokOt/SkHT4GetK1pC69evJ0tLS5UYNLN//37S1tamf/75R+hQ\nSk/Fp69xdHQU5CH9+fPnnxy19+233yqta0FprF69murUqSN0GDJCQoj++Yfoq6+Ibt78N8H6+mui\nadOIRo+WT4KljkrG3d0dN2/eFDqMcuXj/zN3d3fk5ubiwYMHCiszNTUV3t7e2L17N06fPo1u3bpJ\nj12+fBkNGzaErq4u1q9fD3X18v82/u6775CWlobNmzcDALp06QIPDw8sWbJE7mVlZWVh+PDhCAgI\nQIcOHWSOPX/+HNWqVZN7mQCgoaGBSZMmYcmSJcjMzFRIGUVJT0/HsGHDMG7cODRr1kxh5QwZMgRG\nRkZYvXq1wsooiffv32PEiBGYPHkyGjRoIGgsn8XcHPjjDyAkBDh3DvDxEToiGWKxWJC/Oba2toiI\niMDevXsRHR2Nhg0bIj09XfC4/ouOjg60tLSEDqMQNTXg55+BWbP+3Td8ODB7NvDjj/IpQ/V+GgrG\nCVbpubu7486dOxCJRAAAExMT2NnZKez/MS4uDq1bt8bbt29x/vx51K9fX3ps165daNeuHfr27YuD\nBw/CzMxMITEom4GBAX788UfMmTMH+fn5AIDJkyfjjz/+wOvXr+VaVnBwMEQiERYtWiSzPy0tDamp\nqQpLsADg66+/hr6+PsLCwhRWxscmT54MAwMDzPrwL6kCaGlpISgoCIsWLUJWVpZCy/qUiRMnwtra\nGtOmTRMsBrkwMQE0NYWOohChE5lOnTrh+vXrCAsLg6GhocrEVRyRSAQNDQ2hwyiSmxtQo4YCCyh7\nJVj5cvPmTVJXV1eJavzyIikpiQDItJ8PHjxYIYMFTp06RZaWljR48GCZPiVisZiCg4NJW1tbJdZC\nVISUlBQyNzenLVu2SPc1adKEgoKC5FbG6dOni50Q8+7duwRA4X2kVq1aRdbW1koZ3XT48GHS0tIq\n8aSPZZWbm0v29va0fPlypZT3sYKmwaIWPmbyYWdnR7t27RI6jEKGDBkiMym0qli7dq1S++yW1Pv3\nkqZCRXbrq3QJVm5uLmlrayu0L0ZFZGdnJ11UVlEiIiKKXGw7MzOTBg4cSKampnTo0CGFxiC0GTNm\nUN26daX9ynbs2EGmpqbS2d7LIjMzk5ydnYvtPH/kyBEyNjYuczn/RVlJSGpqKjk4ONDkyZMVWs7H\nVqxYQXZ2dgrpTP8pSUlJZGtrqzLzjVVUNjY29PfffwsdRiGDBw+mn376SegwClm9ejU1atRI6DAK\niY0lAiSDUxVF9eoTFUxLSwvOzs7cTFhKimxaFYvF+PnnnzFy5Ehs2LABM2bMgJqaGgDg1atX6Nix\nI65evYoLFy6gc+fOColBVfz44494+fIl/vrrL+Tm5mL79u3o3LkzZs2ahQULFmD16tXYsWMHjhw5\ngitXruDx48d4//59ia49bdo0iMVizJ8/v8jjiux/9SEtLS2MHz8eCxcuRE5OjsLKCQoKgpGREYKD\ngxVWRlGGDx8OIsKff/6p1HJ/+ukn2NraYsqUKUott7IRi8Uq2eSlqk2EqhuX5F9FhqZ6DdxKwP2w\nSq9Tp07Yvn07bG1t0b9/f5iamsrlupmZmfj6669x6tQpHD16FC1atJAeu3btGnr27InatWvj7Nmz\nsLCwkEuZqszExASjR4/GrVu30L17dzg6OuL9+/d49OgR3r9/L/OVnJws81ozM7Niv7Kzs/Hbb79h\n2rRpOHv2rHS/qakpzMzMoKamprQECwBGjBiBBQsWYMOGDRg1apTcr3/o0CGsW7cO58+fh46Ojtyv\n/ym6uroYP3485s2bh2HDhkFbW1vhZe7evRvbtm3DlStXoKmC/ZYqEtVNGDiu0uAES0Hc3d1x+PBh\nocMoV8aMGYN3795h3rx5GDt2LHx8fODn54euXbt+9giRp0+fomfPnsjNzcW5c+fg6OgoPRYVFYWv\nvvoKvr6++OOPP5TyIaUq5s2bJ/1+wYIFxZ5HRIWSrqK+Hj16hMePH0NDQwPh4eFYtmxZoeTM1NQU\nGhoa6Nq1q6JuS0ZBEjJ//nx88803cv35pqWlYeTIkZg4cSIaNWokt+uWxsiRIxESEoJNmzbhm2++\nUWhZSUlJ+O677zB16lS4uroqtCymygkDx1UaykiwKl0fLCKivXv3yqyvx0rn8uXLFBgYSFWqVCET\nExPy8/Oj6OjoUs0YfenSJbK1taUePXoU6lQdEhJCWlpahSYWZZ8vOzub7Ozs6LfffiMiyaCBd+/e\n0cOHD+nSpUt0+PBhmjRpEhkaGtLbt2+VElNRE6zKw8iRI8nd3V3wCWhDQkKoVq1a0rnNFMXf35+a\nNGmi8HKYhJmZGR0+fFjoMArp27cvTZkyRegwClm2bBm1bNlS6DAKuXFD0gdLkV0lK20N1tu3b/Hy\n5UvY2NgIHU6507hxYzRu3BhLly7F8ePHERERgV69esHCwgKDBw/GN998Aycnp09e4/z58+jSpYtM\n7VRubi6+++477NixA3///bfM3FesbHR0dDBx4kQsWLAAw4cPh46ODszNzWFubi49p1OnTjh27BgW\nLVqEkJAQhcekq6uLfv36Yfny5di4caNMk+WnvkxNTaGrq1vkNQ8ePIgNGzbgwoULgtd6/vDDD1iy\nZAm2bt0KPz8/AJLapqlTp0r/783NzWFmZlZoW09Pr0Rl7Nq1C5GRkbh69So3DSqJqtbIiEQilYxL\nVf+/uIlQQWrUqAFTU1PcvHmTE6wy0NDQgJeXF7y8vLB8+XJERUVh48aNWLhwITw8PODn54fBgwfD\nysqq0Gt/+OEHme03b96gT58+eP78OWJiYuDu7q6s26g0AgICsGDBAoSHhyMgIKDIc6ZMmQI/Pz+M\nHz++yJ+bPGVmZuLQoUNwd3dHy5YtpU2ar1+/xv3795GcnCzT1Jmbmyt9rZ6eXpHJ16lTp/Djjz+i\nYcOGCo29JAwMDBAYGIh58+bhq6++grq6OnJzc5Gbm4u7d+8iKSlJ+vX+/XuZyVf19PSKTMBmzpwJ\nOzs7AJJk7fvvv8cvv/yCunXrCnWblY4qJzLc+b7kChIsRf6XVcoECwDc3Nxw8+bNCj8qTVlMTU3h\n7+8Pf39/JCQkYOvWrfjtt98wadIkdO7cGf7+/ujVq1eRtQp37txBz549Ua1aNVy6dAmWlpYC3EHF\np6uri59++glz587F0KFDi/xZ9O7dG7Vq1cLy5csxe/ZshcYzadIkaGtrY/PmzSXqiJ6RkVFkR/+C\n75OSkpCZmYl69eopNO7SCAwMxNKlS7Fjxw4MGDAA1tbWWLduXZHnZmdnyyRcHydgSUlJMj+zwMBA\nVK9eHRMnTlTW7TCodiJTMPpalahqgvX/82ZzHyxFGD16NH399ddCh1HhFfTXsrS0JFNTUwoICKDT\np09L+2vt3buXjIyMyN/fX+nzBlVGGRkZVKVKFVq3bl2x52zfvp2MjY0pKSlJYXEcOnSItLS06OrV\nq3K97pw5c6h27doq1R/pl19+IVdXV7mumblz507S1dWlu3fvyu2arGR0dXXp9OnTQodRSLdu3WjW\nrFlCh1HIggULqEOHDkKHUcilS5nk6lr2+QU/pdLWYLm7u2Pt2rVCh1HhFfTXmjt3Lv766y9ERESg\nbdu2cHNzQ9OmTREREYEJEyZgzpw5Kvn0VdHo6+vjp59+wrx58+Dv719kv51+/fph9uzZWLFiBX75\n5Re5x5CWloaAgACFjPIbM2YMli5disjISAwePFiu1/5cY8aMweHDh1G1alVpk19xfcuK2m9sbCxz\nvdevX2P06NGYMWMGXFxcBLqryktVa2Q4rtLJz7+O2Ng2APIUVoYaEZHCrq7CYmJi0KlTJ6Snp6tk\ndW9F9uzZM2zevBkvXrxA8+bNMWjQIKFDqlQyMjJQs2ZNLFmyRNr5+mObN29GYGAg4uLiYGRkJNfy\nR40ahbNnz+Ly5csK6Yg+c+ZMbN++Hbdu3VKZP+zv37/H3bt3ZZr+imsGLPgS/38nEQ0NDZkkTE1N\nDZmZmbh27Rp3bBeAlpYWTp8+jebNmwsdiozOnTujffv2mDx5stChyJg7dy5Onz6NgwcPCh2KjLNn\nz6J9+/YKney40v52uru7IycnBw8fPoSzs7PQ4VQqdnZ2CAoKEjqMSqug8/Xs2bMxePDgIh8wBg4c\niNmzZ+O3336T6x/smJh4RERE4Pjx4wob5ffjjz8iNDQUO3fuRP/+/RVSRmmZmZmhZcuWpXpNSkoK\nkpKS8O7dO5nk68CBA3jx4gUnVwJR1RoZVV1UWVX/v5QRl+rdtZKYmJjAzs6OZ3RnlVJgYCDevn2L\nyMjIIo9raGhgwoQJWLduHW7duiWXMtPTAX9/e0ye/AjNmjWTyzWLYmJigjFjxmDWrFnSWqDyyMTE\nBDVr1oSnpyc6deqEAQMGYPTo0diwYQPu37+PPXv2CB1ipUNEKt3JvbImMp+DEywFK1gy59dff8U/\n//wjdDiMKY2xsbG0Fqu4JOTrr79Gz5494eHhgalTpyIrK6tMZY4bB5ibA5MnK35qlDFjxsA2Lw+v\nK+CKDRYWFhg1ahRmzJiBStrDQzAFvyuVNWH4HESkknEpY7oN1btrJXJ3d8c///yD/fv3w9PTE25u\nbpg/fz4SEhKEDo0xhRs3bpx0YemiaGlpYenSpTh8+DB2796N2rVrIyIi4rPKOnAAiIgA1q0DlNGy\nZWVlhcM9e8JaAZ30VcGECRNw7949levXUtFxglV6RcX14sULgaL5lzJqIlXvp6FEOjo6ePHiBaKj\no/HmzRtMmjQJx44dg4ODA+rVq4cFCxYgMTFR6DAZUwgTExN8//33mDFjxieb0tq1a4dLly5h2LBh\nGDFiBAYOHIiXL1+XuJz374Hhw4EpU4AGDeQReQn9/DNw9y4QFaXEQpWjatWqGDFiBGbNmiV0KJUK\nJ1il93FNUW5uLpo0aYLevXvj8ePHgsXFTYQKtHnzZixYsADDhg0DIOmE6u/vj+joaNy8eRO9evXC\nypUr4eDggNCRI4Hdu4EPZpJmrCIYN24cEhISEPUfSYi+vj7mzJmDGzduIDNTC23aWGDFin8n6/uU\n8eMBW1tg6lQ5BV1SFhbAqFHAzJlABWxKCwoKwvXr1xEdHS10KJVGQYKVlpYmcCSFqWqC9XFNkba2\nNi5fvgxjY2O4uLhg7NixSElJESQuhf9/KXSWLRWUn59PgYGBpKenRyEhIfTnn38WWmy4gEgkopMn\nT9LtqVOJTE2JLCyIvv+e6Px5JUfNmOIEBQVRo0aNSrVYd1QUUY0aRE5ORNHRxZ938iSRlhbRlSty\nCPRzJCYS6esT7d8vUACKNXXcONoxYoTQYVQaYrGYRo0aRZaWlhQWFibXyWM/V1paGgUFBZGdnR25\nurrS2bNnhQ5J6v3799S9e3dq06YNJSYmFjp+8eJFatq0KVlYWFBoaKhS/z/Dw8PJ0tJSoWVUqgQr\nJSWFunbtSlWrVqVz587R9u3bydbWlvT19WnIkCF06NAhys/PL/rF+fmSTxI/P8kfbDs7oqAgovv3\nlXsTjMnZmzdvyNDQkPbu3Vuq16WnS34FNDSIfH0luQwRkUhEVJCr5eYSHT0q54BL68cfiZo3FzgI\nBUlIINLRITp+XOhIKg2xWEzh4eFUtWpVcnZ2poMHDwoWy86dO6lWrVpkZ2dHq1evpl9++YV0dXXJ\n29ubnjx5IlhceXl59Ntvv5GlpSV5enpSq1atyMTEhJYuXUq5ubky54pEIgoPDycrKytq3LgxnTlz\nRqGxpaWl0fTp00lfX5+WLFmi0LIqTYIVFxdH7u7u1KhRI3r69KnMsYLlXCwsLMjMzKzQci6FJCYS\n/forkYcHkbo6Ubt2RA8eKP4mGFOQn376iTw8POj27duUmJhYqqVmYmKI3NyI2raVbIeEEA0aJPn+\nyROiqVPlHm7pvHxJpKdHdPiwwIEoyMiRRCq4FElFl5aWRsHBwaSjo6P0hObUqVPk6elJpqamFBoa\nKpO0PHz4kLy9vUlPT4+Cg4MpKytLaXEVJJ81atSgWrVqUVRUlPRYdHQ0ubq6Uq1atSgyMrLQa5OS\nkigwMJA0NTXJz8+PXr58KdfY8vLyKDQ0lMzNzally5Z04cIFuV6/KJUiwbpw4QJZW1uTj48PpaWl\nFXteamoqbdiwgdq3b0/q6urUqFEjer569b+P5kW5eVPyGF/QzCjnNwVjyvDs2TPq27cvAZB+GRsb\nk6OjIzVt2pS6detG48evoh9+IJo+nWjpUqING4h27yY6cULSBFjw9yokhGjcOKK9e1UkwSKSBKzg\nJ2PBxMcTaWsTnToldCSVUmxsLPXo0YP09fUVntA8evSIvL29SUdHh4KCgujdu3fFnhsdHU1169al\n6tWrU3h4uMJiKnD27Flq1qwZmZiYFEr6CuTm5lJoaCgZGxtTx44d6fbt24XOuXr1KrVq1YoMDAwo\nODhYLmvURkVFkbOzM9nb21NkZGSpukOURcVPsHbvprh27WjUyJFF/sCLEx8fTwvmzSNRgwZEmppE\nPXoQbdtGVNwvT0ICUa9eRMHBRDNmSD59GCtnMjMz6cWLF3T79m2KiYmhPXv2UEREBC1btoxCQ6Mp\nMJDoq6+IunYlatKEqGZNImNjIoBo4EDJNUJCiP75R3LezZsqkmAV+PgB6MP2zILt8ujbb4k6dxY6\nikotMjKSatSoQd26Tflkv8TPkZFBFBr6NxkYGFDnzp3pxo0bJXpdQUJjZGREHTp0oFu3bsk3MJK0\nDvn6+pKWlhYFBgbS27dv//M1L168ID8/P9LW1qbAwEBKSUmROS4WiykyMpKqV69OTk5OtG/fvs+K\n7fr16+Tl5UWGhoYUEhJCGRmKXdz5YxU3wRKLJTVL2tpEa9aU7Vp37kgSp1q1iHR1JR1OoqKIPmxG\nmT9ftrOJt7ek3xZjlUBurqRPFpEkwbp+XZJc+fqqSIJV3APQ4sVEp09Lvr9/n2jSJIECLKNHjyQP\ngjExQkdSqWVmZtKiRe9IT4+ob1+iuLiyXU8sJtq0iah6daI2bV7QgQMHPus6z549Iz8/P2kS9HFC\n8zlSU1MpKCiI9PX1qXv37nTnzp1SX6Ogk7uNjQ2Fh4cXqllKT0+XaYZ99OhRia6bmJhIfn5+pKmp\nSQEBAfTs2bNSxyYPFTPByswk6t9fMvJPno8S+flEhw5JOrobGkoe35culRwbPPjfZkIiouHDid68\nkV/ZjJUTBQkWEdH48SqSYBX3ALR4MVFkpOST8Nix8ptgERF9/TVR9+5CR8GI6MULyceEtjZRYCDR\n5+Qz+/cTubpKRutGRspWtH6u48ePk7u7O1lbW3/2KEiRSERhYWFUrVo1qlevHkWX8TP2w07uTZo0\nofNFjNK/du0atW7dmgwMDGjz5s3FXisrK4uCg4PJ0NCQWrduTZcuXSpTbGVV8RKsxETJiCFnZ8V2\nPM/IINq8mWjdOsn22rVEBdWY+fmSBI8xphqKewBavFiSmEybRjR6dPlOsO7dk3RjYCrj5EmiBg2I\nbG2JwsNLliTdvk3k5SV5hg8JkXzUyFNBZ28TExPy9PSkc+fOlfi1J0+epMaNG0unqShNt5v/UtDJ\nXUtLi/z8/OjVq1cyx8ViMW3atImuXr1a6LUfdq6vWbOmUvtZfUrFSrCuXpVMn9CuHdEnOv8pxLt3\nktE8o0YReXpKmhAZY6qhuAegitJE+DEebKMyRCJJcmVpSfTFF5L+iQX7P8wBXr0iCgiQ1Hr5+REp\nulXr7du3MqP2Pk5oPlQwMlFTU5MCAwM/2bm+rK5du0Zt2rQhMzMzCg0N/c8RzQWd642NjSkkJIQy\nMzMVFltpVZwE68kTIjMzSU9bJQ5LLSQ5WbZvFmNMeMU9AFW0BIsH26isgmbDIUMk2x9PZ9KuHVGj\nRsqf0uzSpUvUvHlz6ZQPHyY0ycnJ0lolb29vunfvntLiioqKoho1alCDBg3o5MmThY4XdK4v6Gf1\n/PlzpcVWUuU7wfr4Ke2vv+TTUM0Yq5gq+gMQD7ZReQU/jo+nM/n5Z+EGsRb0g6pSpQq5uLjQvn37\nKDQ0lCwsLMjd3b3M/aw+V0ZGBgUHB0snT42Li5PpXP/FF1/QFcGWifhvakTlcJGup0+BMWOAhg0B\nNTXA3h4YOlToqBhjTFhffQX88QdgZCTZHjECmD8fsLQUNi5WyIIFQNeuwKJFknXJt20D5swRNqZX\nr15h8uTJ2Lt3L3JzczF16lQEBgZCR0dH0Lhu376NwMBA6RqGRIR58+bBz88Pampqgsb2KeUzwQoJ\nAZo2BTp0kGz7+EgWY/5gQUnGGKt01q0DbGyA7t0lK3EPHgxs3y50VKwICxYA3boB6urArFmAk5Pw\nCVaBlJQUEBFMTU2FDkXGoUOHkJqaiu7du8PAwEDocP6TptABfJabN4Hvv/9329oaeP+en9IYY5Vb\nnz7AlCnAnj3A5cvAL78IHRH7D25uQI0aQkchy8TEROgQitSlSxehQyiV8lmDxU9pjDH2L7EY+Ptv\nSYIFACkpgIEBoFk+n6ErAyLgyRPAzg7Q1hY6GqYI6kIH8Fn69AGiooDRo4HmzYEhQ4SOiDHGhLNy\npaQf6qtXkm0TE06uVFxGBlCrFvD4sdCRMEUpnzVYBR4/BuLjgfbthY6EMcaEcecO4OEBrFkD+PkJ\nHQ0rodRUSR58/76k/xWreMpnDVaB2Fjgyy+FjoIxxoQhEgHffgt4e3NyVc6IxZJ/1cv3pzD7hPL9\no3V3l3Ruf/5c6EgYY0z5QkMlNfmrVgkdCSslTrAqvvL9o61WDbCwkIwqZIyxyuTOHWDqVGD5csDK\nSuhoWCkVJFg8u1DFVb4TLACoV48TLMZYpSIWi/F67lzJTJUDBggdDvsMIpHkX67BqrjK/zCT+vU5\nwWKMVSq///475kZH48mtW9ATOhj2WbiJsOIr/z9ad3fgxg2ho2CMMaW4c+cOJk6ciLA1a6BXpYrQ\n4bDPxAlWxVf+f7Tu7sC9e0BentCRMMaYQolEInz77bfo3bs3evXqJXQ4rAw4war4yv+P1s0NyM0F\nHjwQOhLGGFOo0NBQPHnyBL/99pvQobAyEoufo3r1WlBXTxI6FKYg5T/BMjLCyc6dcY8TLMZYBXbn\nzh1MnToVYWFhsOR1V8s9sTgXT58+5lGEFVj5T7AALNXRwcaLF4UOgzHGFGbGjBno3r07Nw1WEKL/\nH0aozm2EFVb5H0UIwN3dHTe4oztjrAILCwuTfiiz8k/8/52wOMGquCrET9bd3R03eaoGxlgFZmZm\nxk2DFUhBgqXBbYQVVoVJsOLj45Gamip0KIwxxth/4ibCiq9C/GSdnJygra2N27dvCx0KY4wx9p+4\nibDiqxA/WU1NTbi4uHAzIWOMsXKBE6yKr8L8ZLkfFmOMsfKC+2BVfJxgMcYYY0pWvXp1hIWFcQ1W\nBVYhpmkAgLZt2yItLU3oMBhjjLH/ZGlpiYCAAKHDYAqkRkQkdBCMMcYYYxUJ100yxhhjjMkZJ1iM\nMcYYY3LGCRZjjDHGmJxxgsUYY4wxJmecYDHGGGOMyRknWIwxxhhjcsYJFmOMMcaYnHGCxRhjjDEm\nZ5xgMcYYY4zJGSdYjDHGGGNyxgkWY4wxxpiccYLFGGOMMSZnnGAxxhhjjMkZJ1iMMcYYY3LGCRZj\njDHGmJxxgsUYY4wxJmecYDHGGGOMyRknWIwxxhhjcsYJFmOMMcaYnHGCxRhjjDEmZ5xgMcYYY4zJ\nGSdYjDHGGGNyxgkWY4wxxpiccYLFGGOMMSZnnGAxxhhjjMkZJ1iMMcYYY3LGCRZjjDHGmJxxgsUY\nY4wxJmecYDHGGGOMyRknWIwxxhhjcsYJFmOMMcaYnHGCVQ6cO3cOLi4uQofBGGOMsRJSIyISOgj2\naTk5OXjz5g3s7OyEDoUxxhhjJcA1WHKwb98+uLi4oHr16ggMDERWVhYA4PDhw3Bzc4OJiQm+/PJL\nvHr16pPnHzhwAO3atUONGjUwZMgQvH37FgDw4MEDTJo0CQBw48YNDBs2DAsWLICjoyMaN26M69ev\nS4+1bdsW1atXx9ChQ5Gamqrs/wrG5KKktbZcu8tU1dWrV1GnTh2FlqGM9/+nyoiPj0f16tUVWn55\nxglWGcXHx2PAgAFYtGgRDh8+jEuXLmH58uV4+vQpBgwYgF9//RWPHj2ClZUVhg0bVuz5RISJEydi\nwoQJuHz5MgBg2bJlAIC0tDRcvXoVAJCRkYFNmzbhxYsXOHjwIOzt7TFt2jSkpqaiY8eO6NWrF06f\nPg1tbW34+/sL9v/CWFl4eHjgyJEjcjuPsYpIGe9//h37fJxgldGmTZvg5eUFHx8f1K1bFytWrECt\nWrWwceNGtGjRAp06dYKlpSVmzpyJAwcOYN26dUWen5WVhVWrVsHb2xumpqaoXbs2Ll26VGSZJiYm\nWLp0KZycnDBhwgTcv38fkZGRcHR0xE8//QQHBwfMmzcP+/fvR0ZGhpL/RxgrbN++fXBzc0OTJk2w\ndu1adO/eHQBw5coVDBgwQHre5cuXMWTIkBLX2hac96lzCq7BtbtMKKNGjcKWLVuk29u3b8f3338P\nAPj111/h5uaGmjVrYvHixdJzinrP3rt3D1999RVWrFiBdu3ayfyeAMW3jnyouJaS4l7/cRl79+6F\np6cnmjRpgl27dsn1/6mi4QSrjOLi4lC3bl3ptqenJ/r164cnT56gadOm0v1Vq1aFgYEB7t+/X+T5\nenp6uHz5MlxcXGBvb489e/YUW2bVqlWhoaEBADA0NERWVhYePnyImzdvokqVKqhSpQpcXV0hFovx\n7t07Bdw1YyWXkZGBwYMHIzAwEBs2bMCaNWtw8+ZNAEB6ejru3LkjPTc9PR337t0rUa0t8G/t7qfO\n4dpdJjRnZ2ds2rRJur1p0ya4uLjg3r17WL9+PQ4dOoSIiAgsW7YMsbGxxb5nMzMzERUVhV27diEo\nKEjm96S41pEPfaqlpLjXf1hGUlISBg0ahIEDB2Lx4sUIDw9Xxn9fucUJVhnVrVsXL1++lG4/ePAA\np0+fRr169fDs2TPp/ufPn8PAwABNmzYt8vzTp09jwYIF2LdvH16+fImxY8dCTU2tyDLV1Qv/2ExM\nTNC5c2e8fv1a+pWQkMDt40xwJ0+ehIeHBwICAuDm5oapU6eW+hpF1dqW9Byu3WVC69evH06cOIGM\njAxkZmbi2LFj6Nu3L168eIHXr1/jzZs3aNOmDc6dOwdra+ti37NZWVnIzs7Gjh070K1bN5kyimtN\n+dCnWkpK8vpjx46hSZMmmDBhAtq2bYtx48Yp9j+unOMEq4y8vb1x9OhRxMfHQyQSYezYsXj16hW8\nvb0RHR2N+Ph4AEBUVJT0zVvU+ffu3UODBg1Qq1Yt5OfnY/v27SjNAM/27dvj+PHjSEhIAABs2bIF\n7dq1KzZJY0xZjhw5gpYtW0q3a9euXey5+fn5Re4vqta2pOdw7S4TWvXq1dGgQQNER0cjOjoaDRs2\nRLVq1dChQwf4+/vjiy++QK1atbB+/XoYGhoW+55NSUmBg4MDLCwsCpVRXGvKhz7VUlKS1x8/fhyt\nWrWSbjdv3rzM/zcVmabQAZR3Tk5O8Pb2houLC2xsbFC/fn306dMHGhoa8PLygpOTEzw8PJCYmIjd\nu3cXe35qaiqWLFmCxo0bIyMjA0OHDsWvv/6Kv//+G1WqVPnPOJo3b44xY8agTp06qFWrlrTJhDFV\nkJaWJv0+MTFR5phYLJZ+n5CQUOSDRVG1tiU9p6B2d/fu3dJ9L168gI2NzX9ekzF58fX1lSY0/fv3\nBwCkpKRg5syZmDNnDo4dO4bAwEC4u7sX+579sPXjY3Xr1sWNGzek2w8ePEBiYiLatGkj3VfQUnLm\nzBnUqlULERER2Lp16ydfr6n5b5rg6Ogobd4vOId9AjG5ePfuHSUnJxfa/+LFC7pz5w7l5+eX6PyH\nDx9SXl4eERGlpKRQVlZWqeJ48+YN/fPPP5STk1Oq1zGmKJGRkVSrVi3KyMggIqIRI0aQnZ0dERE9\nefKEDAwM6MmTJyQSiahTp07k4eFBZ8+eJWdnZyIiOnv2LLm5uUmvd/36denrC8771Dnnzp0jY2Nj\nio+PJyKizZs3U506dRR/46xSu3LlCtWuXVu6HR8fT9bW1mRtbU3Pnj0jIqI1a9bQ0KFDSSQSERHR\nwIEDae3atcW+Zz++5oe/J/fv3yc7OzuKi4uj/Px86tatG+3YsUMmprCwMOrcuTMREeXl5VH37t2p\nS5cun3x9UWUUfE75+flJf89YYVyDJSfm5uZF7rexsSnySbm48z9s8zY2Ni51HJaWlrC0tCz16xhT\nlH79+uHChQto0KABNDU14ejoKD3m4OCADh06oG7dunBwcEDbtm3l3nTHtbtMFdSoUQP29vYwMDBA\ntWrVAEhqtebPnw9HR0fY2NhAW1sbAwcOhIGBQanfs8W1jnzI19e32JaSXr16Ffn6ixcvypTRrl07\n1K1bF7a2ttLRwKxoPJM7Y0wpUlNTkZubi1evXqFr1654+vSp9NirV69gbm4OLS0thZX/9u1bPH/+\nHHXr1oW2trbCymGsOD4+PhgyZIjM1CS5ubmIjY2FlZUVqlatKnP+57xnk5KSoKGhARMTk2LPefTo\nEezt7aGpqYnU1FRoa2tDV1e3xK+Pi4uDnp5eoXiZLE6wGGNKdfv27UIJFmMV2ePHj7F7926sXLkS\nd+/eVeiDBFMdPIqQMaZUVlZWPLybVSo5OTnIzs7GyZMnObmqRLgGizHGGGNMzrgGizHGGGNMzjjB\nYowxxhiTM06wGGOMMcbkjBMsxhhjjDE54wSLMcYYY0zOOMFijDHGGJMzTrAYY4wxxuSMEyzGGGOM\nMTnjBIsxxhhjTM44wWKMMcYYkzNOsBhjjDHG5IwTLMYYY4wxOeMEizHGGGNMzjjBYowxxhiTM06w\nGGOMMcbkjBMsxhhjjDE54wSLMcYYY0zOOMFijDHGGJMzTrAYY4wxxuSMEyzGGGOMMTnjBIsxxhhj\nTM44wWKMMcYYkzNOsBhjjDHG5IwTLMYYY4wxOeMEizHGGGNMzjjBYoyVOzk5OZg4cSISExOFDoUx\nxoqkKXQAjDFWWjo6Ojh79ixEIhGWLl0qdDiMMVaIGhGR0EEwxlhp7dmzBwMHDkRcXBysrKyEDocx\nxmRwEyFjrFzy9vaGi4sLli9fLnQojDFWCNdgMcbKrW3btmHUqFGIi4uDqamp0OEwxpgU12Axxsot\nX19fVK1aFX/88YfQoTDGmAxOsBhj5ZaGhgaCgoLw66+/IjMzU+hwGGNMihMsxli55ufnBz09Paxb\nt07oUBhjTIoTLMZYuaalpYXx48dj0aJFyM3NFTocxhgDwAkWY6wCGDFiBPLz87Fp0yahQ2GMMQCc\nYDHGKgBdXV2MHTsW8+bNg0gkEjocxhjjBIsxVjF89913SEpKwv/+9z+hQ2FMKYgIKSkpQofBisEJ\nFmOsQjAyMsKYMWMwb9488PR+rDKYNm0aBg0aJHQYrBicYDHGKoyxY8fi8ePH2L9/v9ChMKZwY8aM\nwblz57BlyxahQ2FF4JncGWMVyoQJExATE4Pz588LHQpjCrd8+XLMmzcP9+7d49UMVAwnWIyxCiUx\nMRGOjo7Yv38/2rVrJ3Q4jCmUSCRC06ZN0aJFC/z2229Ch8M+wAkWY6zC+e677/Dw4UMcPnxY6FAY\nU7jLly+jRYsWOH36NJo3by50OOz/cYLFGKtwEhISULt2bZw8eRItWrQQOhzGFG7UqFG4fPkyLly4\nAA0NDaHDYeAEizFWQX399ddITU3Frl27hA6FMYV7//49XFxcMG3aNIwZM0bocBg4wWKMVVD37t2D\nu7s7rl27Bjc3N6HDYUzhIiIiMGbMGNy5cwfVqlUTOpxKjxMsxliF5evrC11dXWzcuFHoUBhTOCKC\nl5cXrKyssG3bNqHDqfQ4wWKMVVj//PMPmjRpgjt37qBOnTpCh8OYwsXGxqJ+/fr466+/0L17d6HD\nqdR4olHGWIXVsGFDtG/fHmvW8CLQrHJwcnLCuHHjMHbsWGRnZwsdTqXGNViMsQrt9OkkdO1qikeP\n1GFtLXQ0jCleZmYm3Nzc4O/vjxkzZggdTqXFNVgKFhgYiNWrVwsdBmOVVps25vD0VMfChUJHwphy\n6OvrIzQ0FPPnz8e9e/eEDqfS4gRLwSwtLfHnn38KHQZjldqUKUBYGPDmjdCRMKYcPXv2RNeuXTFq\n1Che/Fwg3ESoYLGxsXBxccHjx4/h4OAgdDiMVVpNmgBduwKzZwsdCWPK8ejRI9SvXx/btsXAx6eR\n0OFUOlyDpWBOTk5o2LAhIiMjhQ6FsUpt8mRgxQogOVnoSBhTjlq1amHWrEcYPboR0tKEjqby4QRL\nCQYMGIDt27cLHQZjlVqfPkD16sCqVUJHwpjyjB1rDQsLyQMGUy5uIlSChIQEODg44N69e3BychI6\nHMYqrYgI4KefgPh4wMBA6GgYU46YGKBdO8m/vBa08nANlhLUqFEDTZs25WZCxgQ2eDBgbAysWyd0\nJIwpT+vWgJ8f8MMPgEgkdDSVBydYSsLNhIwJT1MTmDgRWLQIyM0VOhrGlGfxYknN7cqVQkdSeXCC\npST9+g2Cnt5C8JQkjAnrm28AsVjSXMhYZWFhAcyfD0ybBjx/LnQ0lQMnWEpSvbo19PW7YfNmoSNh\nrHLT0QHGjQNCQoD8fKGjYUx5vv0WcHcHJkwQOpLKgRMsJRowANi6FeBhBYwJa/RoICUF2LFD6EgY\nUx41NeCPP4D//Q/Yv1/oaCo+HkWoRG/fAjY2wLlzgKen0NEwVrnNnAlERgI3bwLq/KjJKpGJE4Hd\nuyXvfV1doaOpuPjPihJZWgIdOwLbtgkdCWNszBjg6VNgzx6hI2FMuWbOlDSPh4R8+jyRSIS3b98q\nJ6gKiBMsJRs4ENi+XdLJljEmHHNzYNQoYN48oSNhTLn09YGlSyUJ1scDr7Kzs7Fnzx588803sLKy\nQs2aNXHy5ElhAi3nOMFSsr59JU2FZ84IHQljbPx4STPJkSNCR8KYcvXpA3TuLKnJffnyJZYtW4ZO\nnTrB1NQUfn5+yM/PR61atWBsbIx9+/YJHW65xAmWkhkbSxac5WZCxoRXtSowbNina7ESExOxZ88e\nzJgxAz4+PrCwsEC9evWQxou7sXIsNjYW9eotwPHjrVGtmh0WLVoEV1dXHDlyBO/evcPw4eugqzsE\nw4YNw7Fjx4QOt1ziTu4CuHxZMuFhw4aSbbGYO9kyJpSEBKB2beD4caB+/TRcu3YNly9fxpUrV3D5\n8mU8ePAApqam8PT0RN26dREeHo60tDScPXsWzZo1Ezp8xkrsypUr2LNnD3bs2IE7d+7A1dUVNja+\n+OcfXzx8WA+mppLzxGLAwwPo0AEYNuwmGjZsiDdv3sDc3FzQ+MsbTaEDqIyOHgWuXwe2bAHi4oC1\na4E5c4SOirHK5c2bNzh//jyuXLmCqlWvoGPHK8jJeYkqVaqgadOmaNy4MQYOHIjGjRvD1tYWANC7\nd2+4uLggKSkJ9+/f5wSLqbT8/HycOHECe/bsQVRUFBISEtCiRQsEBATAx8cHjo6OyMmRJFOnTgE9\ne0peFxsLJCcDU6YAFhZuqFKlCk6cOIG+ffsKej/lDSdYArG2BvbtA+rVEzoSxiq+d+/e4ezZs7hy\n5Yr06+XLl7C0tETz5s3Rq1djrFoVgAMHGqNrV9sir7F1qwgpKT5Yu7YZJk+ejAcPHij5Lhj7b7m5\nuTh06BB27NiBAwcOIDU1FZ07d8bMmTPRrVs3WFlZyZyvowNcvQpoaUnmaFRTA1xcgAcPJPsANbRr\n1w7Hjh3jBKuUOMESyNdfS9ZD+/lnyXZqqmRkhyb/RBgrk6SkJJw5c6ZQMmVmZoZWrVqhcePGCAgI\nkKmZAoDERGDDBkkfyY89fAgEBGhg4cJv4eYGODs7IzY2Vol3xVjxsrOzceTIEezevRtRUVFIS0tD\np06dEBISgp49exZKqj6mowMsWFB8y0r79u0RGhqq8PuoaPjjXCBqapLkatYswMlJMvHbxo2SZQwa\nNZJU2TZqJNnmieAYK1pGRgauXbuGK1eu4MyZM4iJicHLly+hp6cHDw8PNG7cGL6+vmjcuDFcXFyg\noaFR7LWmTZNMAHz/PuDs/O9+kQgYOlQyh93o0ZJ9derUwREeesgElpWVhdWrV2PXrl148OAB+vXr\nhy1btqBNmzbQ0dEp9fWKa1np0KEDRo4ciefPn6NatWpyir7i4wRLQG5uQI0aku+XLweGDweuXJF8\n/fEHcOuWpMq2bl1JstW8eSRcXauiYcOGMDExETZ4xgSQkZGBI0eO4NChQ7hy5QquX7+OvLw8ODk5\nwdPTE0FBQWjSpAkaNmwIfX39Ul27YUNg8uTCS1llZ0t+V2fM+Hefs7MzHjx4ACKCmppame+LsdJI\nT0/HH3/8gcWLF0NfXx8///wzvv76689Kqj70cctKgdq1a8Pe3h7Hjx/HkCFDylRGZcKjCJWo4H+6\npH+Pc3KAGzcKki7CjRtt8M8/l5CXlwdHR0d4eHigUaNG0q+qVasqLnjGBCISiXDs2DFs3LgRu3bt\nQtu2bWFoaAhPT094enrCw8MDxsbGcisvNhaIjga+//7ffatXAwEB/26/ePEC1apVQ0JCAqpXry63\nshn7lKSkJCxcuBArV65EnTp1MGPGDPTo0QPqchiGvmAB0K2bZER7QcvKh4Ovhg0bBnV1daxbt67M\nZVUWXIOlRBMmAHl5ktqqktDRAZo0kXwBagBikJeXh1u3buHatWu4du0a9u3bh3nz5iE9PR3t27fH\n6tWrUbt2bQXeBWOKR0Q4c+YMNm7ciB07dkBHRwdff/01zp8/j3oKHhly9y4wbhxgZQX07y/Zt2yZ\nbIJla2sLIyMjxMbGcoLFFO7ly5cICQnB+vXr4eLigs2bN8Pb21shtacftqx8qEOHDpg2bZrcy6vI\nuAZLSZYsAebOlczgXreufK8tFovx4MED/Pjjj7CxscH69evlWwBjSvLo0SNs3LgR27dvx9OnT9G3\nb1/4+/ujQ4cOcnlKL4m//wb27gUuXABOnwZMTCR9Um7flj2vcePGGD58OEYXdMxiTM6eP3+OhQsX\nYt26dXBzc8OcOXPg5eWllLKvXZO877W1JdsFtbYPHz5ErVq1lBJDecfTWyrBli3A1KnArl3yT64A\nQF1dHc7Ozhg9ejR27dqFnJwc+RfCmIK8e/cOy5YtQ+vWreHs7IwzZ85g8uTJePHiBSIiIuDl5aW0\n5KqAlZVk4MmUKcWfwyMJmaI8e/YMI0eOhKOjI27evImDBw/i/PnzSkuu8vMltbcLF/67z9bWFs7O\nzjyreylwgqVgZ85IOq//8QfQtq1iy+ratSvU1dVx8OBBxRbEWBnl5eVhx44d8PHxgZ2dHVauXAkf\nHx88efIE0dHR8Pf3l2u/qs/h5yeZnuHChaKPOzk5cYLF5Orhw4fw9/dHrVq18PjxYxw9ehTHjh1D\n69atlRqHpua/0zTcvfvv/g4dOnCCVQqcYClQbCzQq5dkQdmhQxVfnra2Nnr37o3t27crvjDGPkNM\nTAxGjhwJa2trfP/993B0dERMTAzu37+PoKAglevPtHIl8OOPRR/jBIvJS2xsLPz9/eHq6or379/j\n6NGjiI6OVnpi9aG2bSW1WKNG/TtAq3379jh27Bi4Z1HJcIKlIO/fA717A+3aATNnKq/cAQMG4O+/\n/0ZGRobyCi2NxEShI2BK9uTJE8yYMQOurq7o2LEj3r9/jz///BNPnz7FsmXL0LhxY6FDLFatWpLf\n46I4OTnhyZMn3CTPPtu9e/fQv39/aWJ18uRJ7NmzR9DE6kMLFgCZmf9g587DACQ1WG/fvsXtjzsk\nsiJxJ3cFyMnJgY9Pb1hZ/YS1aztBT095ZYtEIlSrVg3Lli3DgAEDlFfwf3n6FBgzRjLZkJoaYG+v\nnGo9Joi0tDRs3boVEREROHfuHFq0aAF/f3/4+vrCzMxM6PDkIjU1FSYmJrhz5w7qKqJzJauQEhMT\ncePGDWzduhWbN29G+/btMX36dJVJqj62du1a/Pzzz7h79y6srKzQqFEjDB06FGPHjhU6NJVXKROs\n3NxcaBcMjZAzkUiEPn36IDY2FmfPnhVk9fHvv/8eL168wK5du5RedrFCQoCmTSXLswOAjw+wezfw\niZm1WfmSl5eHgwcPYuPGjdizZw9sbGzg7++PgQMHwsXFRejwPkt6umQE8KRJKPJBycbGBn/88Qd6\n9eql/OCYykpJScGDBw8QGxsr8/XgwQOkpqZCT08Purq6iIyMVFrH9c9FROjYsSMcHBywfv16jB8/\nHg8fPsTff/8tdGgqr9LNgxUdHY3Zs2fjwoULqF27Nho3bizzpVfG6qZJkybh4sWLOHfunCDJFQAM\nHDgQnTp1QnJyMkxNTQWJoZCbN2VnbrS2lrSjWloKFxOTi5iYGOzYsQM7duxAeno6Bg0ahOjoaLRs\n2VLpo//kTUcH+PNPyVQNRfXF4pGElVdKSgpu3ryJO3fu4PHjx3j8+DFu376Nx48fIzs7G/r6+qhb\nty4cHR3h6OiIrl27ol69enB0dISRkRG8vLwQEhKCdu3aQVOFF6FVU1PDihUr4OHhgSFDhqB9+/ZY\nt24dRCLRJ5eeYpUswbpw4QJ69+6NhQsXYs6cObh69SquXr2K1atX4/79+9DV1UX9+vVlZkh3c3Mr\ncW3X8uXLERYWhhMnTqBmzZoKvpvitW7dGtbW1ti9ezeGqkozXIcOkkmFuneXLO6WmsrJlYpISUlB\ndnY2MjIyZL5PTU1FdnY20tPTZb5PS0tDdnY20tLS8OLFC5w9exatWrXCzJkz4evrqzpJvRxoaUmm\na5gzR9LZ9+N1QZ2cnPDgwQNhgmNK8/TpU+zevVumJio+Ph5isRhVqlSBs7MznJyc4O/vDycnJzg5\nOaF27dqfXLpm+/bt8PT0xJQpU7Dww/kQVExeXh5iYmJgaGiIxMRE+Pj4IDMzExs3boS/v3+5f4hS\npErTRBgfH48WLVpg2LBhmDt3bqHj+fn5uH//Pq5cuSL9unbtGjIzM2FjYyNTy9W8efNCq5Pv2rUL\nAwcOxP/+9z94e3sr67aKNWHCBNy+fRsHDhwQJoDcXOD1a8DOTrKdlCSZVEhNDbh8GfjlF0kzIZML\nIsLp06dx7tw5vH//HtnZ2cjKypL5Pjk5GdnZ2cjMzJT5/mNaWlowNDSEkZERdHV1YWRkJPO9oaEh\ndHV1oaOjg9WrV2PevHkVuj9GTg7g6Ch5y44cKXts8eLF2LNnD06ePClMcEzhMjIy4OXlhczMTNSr\nV0+aQDk5OaFOnTplWhf2woULaNu2Lf78808MHDhQjlGXXU5OjnS9Q21tbQQHB2PQoEFYu3Ytpk2b\nhoyMDBgaGsLLywudOnVC586dVW4UsNAqRYL1/v17tG7dGo0bN0Z4eHiJlxfIzs7GjRs3cOXKFWlt\n161btyASieDk5CSt6dLT08OECRMwf/58lfmguXTpElq2bInnz5+jSpUqyi2cSLJq6OPHQEyM7LGU\nFMDAQDLRCpObHTt2YNq0aahRowZMTU2hq6sLfX19me9NTEygq6sLAwMDme+NjY2hq6sLQ0NDGBsb\nl6rav6AD7J07d5T/PlOiJUuA33+XTL3y4Vs3KioKI0eOxMuXL4ULjinU2rVrMXv2bDx+/LjEvxtp\naWmIjY3F7du3ZZoQHz9+jBEjRmDBggXSc1evXo0ff/wRMTEx8PDwUNRtlFh+fj7Wr1+PuXPnIj8/\nH8HBwRg6dCi0tbUxZ84czJ07F7t27YKXlxeuX7+OPXv2YO/evbh69Sqsra3h5eUFHx8fdOzYUbBu\nMqqiwidYOTk56NKlCzQ1NbF///4yd24XiUSIj4/H7du3pTVdd+7cgaurK/bs2SOnqOXDyckJP/30\nE0aNGqXcgidPBjZsAM6dAwRsKq0s8vLy4Orqim+//RY///yzUssmInTq1AnW1tbYtGmTUstWpowM\nyVt5yRLJBKQF7t27h7p16yI5OblMNRlMdTVr1gxdunTBrFmzZPYTEZ49eyZtMoyNjcX9+/fx4MED\nPHnyBPn5+TA3N5ep8Sp4MP94qZmAgABER0fj0qVLsBSo64RIJMK6desQEhKCzMxMTJ48GSNGjIC+\nvj4AYNasWQgJCcGuXbvQpUuXQq9/8+YNTpw4gSNHjmDfvn1ITExEw4YN4eXlBS8vL3zxxRcKG1ym\nsqgCE4vFNGjQIHJxcaF3794prJxVq1aRo6MjicVihZXxOaZOnUpt27ZVbqErVxIZGBBduvTvvqdP\niTZsUG4clciaNWvI2tqa0tPTBSk/NjaWdHV1KSoqSpDylWXOnBQaOHCZzO95Tk4OaWpq0qUP3++s\nwrh27Rqpq6vTkydPpPvmzJlDDRo0IH19fQJA+vr61KBBA/L19aUpU6bQn3/+SWfPnqW3b9+WuJzc\n3Fxq3bo1eXl5UX5+vgLupHhisZgiIyPJ1dWVzMzMKCQkpNDfkqCgIDI0NKQTJ06U+Lq3bt2ikJAQ\n8vLyIh0dHTIwMCAvLy8KCQmh27dvy/s2VFKFTrCCg4OpatWq9PjxY4WW8+bNG9LS0qKLFy8qtJzS\nunnzJqmrq9OzZ8+UU+ChQ0S6ukR79vy7LzWVqEEDou7diUQi5cRRiWRmZlK1atVo2bJlgsYxe/Zs\nqlGjBqWlpQkahyIlJyeTqakpbd++XWZ/nTp1aPPmzQJFxRRpzJgx1LlzZ5l9u3btolWrVtGRI0co\nISFBbg/WL168IFtbW5o8ebJcrlcSp06dotatW5Oenh799NNP9Pr160LnTJo0iYyMjOjUqVOfXU5G\nRgZFR0dTUFAQubq6EgBydHSkgIAAioyMpKSkpLLchsqqsE2Ef/75J8aMGYPjx4/D09NT4eV169YN\n9erVw+LFixVeVmm4u7vjm2++wbhx4xRb0I0bQOvWwKxZ/45nz8kBunSRdHg/erToiYRYmSxbtgzL\nli3DvXv3iq1+z83NRUZGhszov/T0dGRnZyM1NRUZGRnIzs5GSkoKMjMzkZ2djeTkZGRlZSE7O1um\no3xKSgq8vb3x66+/ypSRn5+PJk2aoH379li6dKkybl0Q06dPx65du3Djxg3p6Clvb294enpixowZ\nwgbH5CozMxPVqlXDmjVr0K9fP6WUefbsWXTo0AERERHo37+/Qst6+/YtvL29Ub9+fcyYMQO2traF\nzpk4cSLCwsKwf/9+uU6EeuvWLRw6dAiHDx/GqVOn4OXlhYiIiAozCXGBCplgRUdHo2fPnti5cyd6\n9OihlDL//PNPTJ06FU+fPlWpYatz5szB3r17cf78eYWV8fbNG5h16gSN5s0lq1oXGDZMstr12bM8\nJYMCpKWloVatWpg3bx6GDx8uc2zr1q34/vvvkZKSArFYXOi1BgYG0NXVhYmJCfT19aGrqwtTU1Pp\nBIhmZmbQ1dWFnp6eTEd5Y2Nj2Nvbo0WLFoWuefHiRbRu3RonT54s8nhF8O7dO9SsWRMbN26UTi76\n008/ITExEVu2bBE4OiZPmzdvxk8//YSnT58qte/QihUrMGXKFJw7dw5ubm4KK6eg/2B6ejoMDAxk\njhERJkyYgLVr1+LAgQNo2bKlwuLIyspC7dq1sXTpUtVafUQeBK0/U4Dr16+TsbExhYaGKrXclJQU\n0tPTo5MnTyq13P/y8OFDUlNTowcPHijk+pmZmdSsWTOaNmQIUV7evwfmzCGysiJ6+FAh5TKiuXPn\nkrOzc5F9Nl6+fEnR0dF04cIFun79Oj169IhevXpFKSkpCo3phx9+IHd3d8rNzVVoOUKaOHEieXh4\nSJuGVq1aRY0bNxY4KiZvbdu2pYkTJwpS9rBhw6hOnTr0/v17hZVx9epVAlDo74dYLKZRo0aRubk5\nXb58WWHlf8jPz48CAgKUUpYyVagE6+nTp1StWjUaO3asIOX36dOHvvvuO0HK/hRPT0+aN2+e3K+b\nl5dH3bp1o+bNm1NmZua/ByIiJH2xTp+We5lM4t27d2RqaqpyfX9SU1OpevXqCnm/qYrExETS19en\nAwcOEBHR0aNHycjISOUGubDPd/fuXVJTU6P79+8LUn5WVhZ5enpS586dFdbp/cyZM6StrS2zTyQS\nUUBAAFlYWNCVK1cUUi4R0ePHj2nnzp3S7Q0bNlDt2rUVVp5QKkyClZaWRh4eHtS3b18SCdSZetu2\nbWRlZUV5H9bkqIBFixaRq6ur3Gsvhg8fTvb29vTy5UvpvvPnz9Pz1q2JwsPlWhaTNXXqVGrQoIFg\n7/VP2bdvH+no6NDdu3eFDkXukpOTaeXKlWRra0u///47ERE9e/aMANDz588Fjo7Jy6RJk5Q/Avsj\n8fHxZGVlRdOmTVPI9Y8cOULGxsbSbZFIRMOHDydLS0u6du2aQsosEB0dTYaGhtKa7oSEBAIgM1qz\nIqgQCVZBTUqLFi1ka1KULCMjgwwNDenQoUOCxVCUKVOmUK1atUhNTY1q165N/fv3p/nz59OhQ4eK\nHDVSEgsWLCBTU1OZ4bYPHz4kKysrmjFjhrxCZ0VITEwkAwMD2rVrl9ChFMvX15fatm1bIWp1xGIx\nnThxgvz8/EhPT49q1KhBwcHB0t+d3Nxc0tXVpUWLFqlkwstKJzc3l6pWrUqbNm0SOhQ6cuQIaWpq\nUmRkpNyvvWfPHqpatSoRSZKrb775hqysrOiff/6Re1kfy8rKIl1dXYqJiZHuq127Nq1fv17hZStT\nhUiwhg8fTnXq1KE3b94IHQoNGjSIvvnmG6HDkNqwYQMZGhrSpUuXKCkpiU6fPk2hoaHk5+dHrq6u\npKamRiYmJtSqVSsKDAyk8PBwunXr1ic/KDZu3Eg6Ojp0/Phx6b7ExESqWbMmjR49Wgl3Vbn9+OOP\n1KxZM6HD+KSXL1+SmZkZrV27VuhQPtujR48oKCiIbG1tycDAgAICAgr1SXn9+jW1b9+e7O3tydzc\nnOzt7WnmzJn09OlTgaJmZfW///2PzM3NKSsrS+hQiIho4cKFZGhoSLdu3ZLrdSMjI8nBwYHy8vJo\n4MCBZGNjo9Ra5/bt29OsWbOk2wEBAeTn56e08pWh3CdYCxcuJCsrK3qoIp2pd+/eTaamppSdnS10\nKHT48GHS1dWlvXv3FnvO+/fvi0y6jIyMqFWrVhQQEEChoaF0+vRpys7OpuTkZDIzM5M2jxARpaen\nS/sLqFrzaEWTkJBAurq6KldLWpTVq1eTiYlJuWo6y8jIoLCwMGrVqhWpq6tTq1atKCwsrMjm9TNn\nzpCtrS116dKF3r17R/n5+RQdHU2+vr6kqalJjRs3prCwMMrIyBDgTtjn6tq1KwUGBgodhpRYLKbe\nvXuTi4sLHThwgK5cuUKPHj2ipKSkMtUQR0REkIuLC/Xv359sbW3p3r17coz6v82aNYvatWsn3d66\ndSvZ2toqNQZFK3fTNCQmJiIhIQEJCQm4ePEiVqxYgb1796Jjx45ChwZAMueQjY0N1q9fLx3GLYQb\nN26gTZs2mDVrVqnXR3zx4oV07cWCr6dPn8LY2BgNGzaEo6MjvL298eWXX0IkEqFXr154+vQpYmJi\nYGRkpKA7YoBkSY0HDx7g+PHjQofyn4gIXl5esLS0xPbt24UO55OuXbuGP/74A5GRkdDU1MS3336L\nr7/+GnXr1i3y/AULFuCXX37B5MmTMX369EJr1D1//hybNm3CqlWrkJKSgv79++O7775DgwYNlHE7\n7DPFx8fD0dER169fV+gUCaWVmJiIpk2b4v3790hPT5c5ZmJiAhMTE5iamsLU1FTm+4+3TUxMYGZm\nBlNTU+zatQvz5s2Dvr4+jh07BicnJ6Xe09mzZ9G+fXskJSXBwMAAr1+/hrW1Ne7cuQMXFxelxqIo\nKpVg5eXl4dmzZ0hISEB8fDzi4uKkyVTBvuzsbBgZGcHe3h7q6urQ1tbGpUuXhA5dxjfffIPs7GzB\n5sV59uwZmjdvjn79+iE0NFQu13z9+rVMwhUXF4cRI0bg2rVr2LdvH86fP49q1arJpSxWtPv378PN\nzQ0nTpxAq1athA6nRGJjY9GgQQNs27ZN0AeOoiQlJWHjxo3YuHEj/vnnH3Tr1g3+/v7o2bMndHR0\ninxNVlYWAgICsGfPHmzcuBE+Pj6fLEMsFuPYsWNYvXo1du/ejfr16yMgIACDBw+GoaGhIm6LlcGM\nGTNw6NAhnDt3TuhQZKxduxYhISF48OAB1NTUkJWVJTMB8Pv370v1lZ2dDQCwtLTEqVOnin2QUKT8\n/HxYWFhg586d6NSpEwCgfv36GDVqFL777julx6MISk2w0tPTER8fj/j4eGnCVPBvfHw8Xrx4AbFY\nDFNTUzg4OMDe3h4ODg7S7wu2C1bofvToEZycnPD48WPY29sr6zb+0+HDh9GnTx+8fv260ARuipae\nno62bdvCwcEBO3bsUNikpwsXLsSWLVtgYmKCkJCQCjuxpCoZMmQI3r17hwMHDggdSqnMmTMHq1at\nwp07d1RiQeSkpCRMnToVW7duhY6ODvz9/fHNN9/854dMfHw8+vbti6ysLOzatQvOzs6lKvfly5eI\niIjA6tWr8ebNG/Tu3Rv+/v7w8vIqy+0wORGJRHBwcMDMmTPxzTffCB2OjGbNmsHb2xvTp0+Xy/Xe\nv3+PmJgY9OnTB2/evBFsBvUePXqgfv36mD9/PgDgxx9/xLNnz7Bz505B4pE7ZbVFJiYmUqdOnUhD\nQ4McHR3Jy8uLAgICKCQkhMLDwyk6OpoePXpEOTk5pbqup6cnLVq0SEFRf578/HyqWrUqbdu2Tanl\nKnM0ZUJCAqmpqdGdO3cUWg6T+Oeff0hDQ0NpE//JU15eHjVs2JB++OEHoUMhIqIJEyZQ8+bN6X//\n+1+JJ0Q9evQoWVpaUu/evcs83YlIJJL21dLW1iZXV1cKCQkp1eLATP72799PxsbGgi2aXpxr166R\nhoaGdE1ZsVhM69atK3OcIpGIzM3Naffu3fII87MsXryYmjRpIt3evXs3mZubV5jRuEpLsLZt20bV\nq1cv85siNzeXHj9+LP1jtGjRIvL09JRHiHL13XffUZ8+fWT2JScnK3SldGWPpmzZsiVPyaAkvXv3\npr59+wodxme7cOECaWpqygzLFkr9+vVp9erVJT4/JCSEtLW1KSQkRO7TTiQmJlJoaCi5ubmRjo4O\n+fr6UnR0dIWY3qK86du3L40cOVLoMAoZM2YMeXt7S7cPHTpE+vr6lJycXOZr9+nTR7CJuYkks8lr\naGhIF3tOTk4mDQ0Nunr1qmAxyZPSEqxJkyYVSjiKkpmZSXfv3qWDBw9SWFgYTZkyhYYMGUKtW7cm\nOzs70tDQIADSpXASEhJIXV2dYmNjFX0LpXLy5EnS0dGRWepgyJAhpK+vT82bN6fRo0fT6tWr6fLl\ny3IZcSjEaMrly5eTs7Oz0sqrrM6dO0caGhpyH6atbN9//z25uLgIOsJWLBaTvr4+HTt27D/PzcjI\noMGDB5OpqeknR+LKy+XLlykgIID09fXJycmJQkJC6NWrVwovlxG9ePGCNDU1ZWqI161bR8uXLxcw\nKsl70NTUVKaWydfXV27TGaxYsYLc3d3lcq3PIRKJyNLSUub+mjRponKtUp9LaQmWl5eXdM6LvLw8\nioqKouXLl9P48eOpX79+1LRpU6patSoBIABkYmJC9evXJx8fHxozZgwtXryYduzYQRcuXKDExESZ\na7dq1Ypmz56trFspEZFIRHZ2drRhwwbpvvz8fLp16xaFh4dTYGAgeXl5kZmZGQEgGxsb8vb2puDg\nYIqKiip0j5+yadMm0tXVpVOnTingTor38uVL0tDQUPisv5Vdp06daMiQIUKHUWYFy+h8OPeNsj1/\n/pwAUEJCwifPe/z4MTVs2JDq1aun9Ie39+/fU1hYGNWvX5+0tbXJ29ubIiMjFVr7XdnFx8dTvXr1\nZNZsPXLkCGlra9P+/fsFi2vTpk1ka2srnf7m1atXpK2tLbe/9Xfu3CE1NTWZ1TiU7csvv5SZFuPn\nn3+mbt26CRaPPCklwRKLxWRmZkZ79uwhon+TjyZNmlC/fv1o/PjxtGzZMoqKiqLr16+XeoHL5cuX\nk5ubmwIiL5uffvqJunbt+slzcnNz6cqVK7RmzRoaPXo0NW3alHR1dUldXZ2cnJxowIABFBISQocP\nHy6y6e/06dOkp6dH27dvV9RtfFLHjh3p559/FqTsyuDYsWOkra1dYZaQKFhG58MVAJTp5MmTpKen\n98kmuMOHD5OFhQV9+eWXlJaWpsToCiuo1TIwMKBq1apRUFBQhXkvqJpvv/2WnJycZJreQkJCyMzM\nTLB5Ftu2bUtTpkyRbi9evJjq1q0r1zKqVatGW7dules1S+P333+nevXqSbcPHToks4xOeaaUBOvJ\nkycKXauroCbl5s2bCrn+5zpx4gQZGBjQzJkz6dChQ6XqG/X8+XOKioqi4OBg8vb2JisrKxo6dKjM\nOffu3SMLCwtBF9ZdvXo11ahRg/uMKEjBZK8VSb9+/ahFixaCdGRdt26dzB/zD4nFYoX2tyqL169f\n0+LFi8nJyYk6duzIHeIVICsri5o2bUo+Pj7S96ZYLKb+/ftT/fr1ld75/e7du6Surk6PHz+WxuLs\n7Cz35rOvvvpK0L8xBQtrv3jxgogkzaI6Ojoq0V+zrJSSYP3vf/8ja2trhZbRsWNHmjp1qkLLKA2R\nSER9+/YlJycnatWqFRkaGhIAqlGjBvXu3Ztmz55N+/btK3HVbH5+vsyT1atXr8jR0ZG+++47Rd1C\nibx5845atIiiixcrxqgPVbJv3z7S09MrVzOhl0TBMjp//PGH0sueMmUK9erVq9D+9PR0GjBgAJmZ\nmQnaJPRfxGIxmZiYlIuZ/MujhIQEqlKliszgnbS0NHJzc6O+ffsqNemeNGkSdezYUbp96tQp0tHR\nkfsgpnXr1lHt2rXles3SqlatGm3evFm6/cUXX9DMmTMFjEg+FDNJ0keuXbuGRo0aKbSMAQMGYOvW\nrSAVmTd11KhRuHTpEo4dO4aYmBikpaXh+fPn+O2339CgQQNcuHABY8aMgY2NDUxMTNC6dWuMHTsW\nERERuH37NsRiscz1NDQ0pHMIZWZmwtvbG25ubli+fLkQtydlaWkOCwsfbN6slLdSpSEWizF58mSM\nHDkStra2QocjV9bW1pg9ezYmT56Mv/76C4mJiUor+9GjR6hTp06hfS1btsSdO3dw8eJFdOvWTWnx\nlJaamhqcnJwQGxsrdCgVUvXq1fHXX39h/vz5+OuvvwAAhoaG+Ouvv3Ds2DEsWbJEKXHk5eUhPDwc\nw4cPl+5bu3YtfHx8YGlpKdeyvLy88PDhQ8THx8v1uqXRvn17HDt2TLrdoUOHcrFaxX9SRhbn6zuC\nJk+erNAykpKSSFtbmy5evKjQckpi4cKFZGJiUqImy6LWAlRXV5euBfjhAsz5+fmUn59PPj4+1LBh\nQ0pNTVXC3fy3jRuJrK2JuA+u/ERGRpKRkZFKLGCuCC9fvqQqVaqQrq4uASBzc3Nq06YNjRw5kpYv\nX05HjhxRSMfbxo0b06pVq6Tbu3fvJmNjY+rfv7/g/a1K6quvvqIxY8YIHUaFFhoaSkZGRjJ9Bffs\n2UOampp04MABhZf/v//9j6ysrKTzQiYlJZGenh4dPHhQIeU5OjrKDMhStmPHjtGOHTuk26dOnSJt\nbW2Vm5OstJSSYNnYEP3vf4r/9O3evTuNHz9e4eV8yqZNm0hLS6tMv4QvX76k/fv309y5c+nLL78k\nR0dHAkAWFhbUrFkzsrGxobi4ODlGXTapqUR6ekQlGPnOSiAvL4+cnJxkOrcWyM3NrRCjyb7//nvp\nQq9JSUl0+vRpCgsLk46urVKlCgGQTsTp6+tLwcHBFBkZSbdu3frs/lvGxsYUHR1NIpGIgoKCSFtb\nm8LCwuR5a3ITFxdH7dq1KzT58syZM6lLly4CRVV5DBs2jJydnWW6ZgQHB5O5uTk9evRIoWV37dqV\nxo0bJ93+/fffycHBQWH9FkeMGCG3qR/k4a+//qJGjRqVesCbqlF4gvX8ORFA9P/99BQqPDyc7Ozs\nBJsFNiYmhnR1dWnNmjVyv/b79+/p2LFjtGXLFkGH1BanXz+iCtYXWzAPHz4ke3v7ImuvOnfuXO7n\niHn06BFpa2vT6dOnP3mevBOv169fEwC6ceMG+fj4UJUqVejEiRPyvj25SUlJIQCFRlxu3bqVHBwc\nBIqq8sjKyiJPT0/q1auXtO+VWCymvn37UoMGDSgjI0Mh5cbFxZGGhgbdvXtXuq9+/foK7ZO0detW\nsrW1Vdj1S2Pjxo2kpaVVqsmAVZXCE6w9e4jMzYmU0TcwNTWV9PT0lD4fFNG/I/qCgoKUXrYq2LmT\nyMyMqJQrHbEivHnzhiwtLYv8A3PgwAHS0dEp10sUDRs27D+nL/mUz028zp49S9ra2uTk5ERNmjT5\nz7mwVIG1tTXt2rVLZt+VK1dIXV2dsrKyhAmqEomPjycrKyuaM2eOdF9qairVrVuXBg8erJAyg4OD\nqWXLltLty5cvk4aGBj19+lQh5RFJBk2pqanRvXv3FFZGSYSHh5OWlhatXbtW0DjkReEJ1syZRB8M\nhFC4vn37Kn1kXcGIviFDhqjU0G5lysoiMjEh2rdP6Egqhq1bt5KRkVGRScCgQYOobdu25fK9dufO\nnUIzZsuDSCSihw8f0t9//03z58+nIUOGkIeHB+np6Un7eDk7O5OGhgZ9+eWXKtN/8b+0bduWFixY\nILMvPT2d1NTUVG5amorq6NGjpK2tLTOb/927d8nY2JiWLl0q17Ly8/PJzs6O1q9fL903atQo6tGj\nh1zLKYqbmxutXLlS4eUUZ8OGDaStrU1btmwRLAZ5U3iC1bs30cSJii7lX9u3bycrKyvpzLeKlpGR\nQU2aNKH27duXeqHqisbPT/LF5KNnz57UvXv3QvvfvHlDVlZWCmmKVrT+/fsXuabigQMHZGZzlpcP\nE6+BAweSra1tuUpMR4wYQd9++22h/dWqVaP//e9/AkRUOS1ZsoTMzMxkZnrftWsXaWlplWjZpZLa\nv38/mZqaUmZmJhFJkmljY+NCtZiKEBgYSL6+vgovpyi///47aWlpCTrhqSIoPMGqUYNImQlpRkYG\nGRoaKmWeGJFIRF9++SU5OzvTu3fvFF6eqvvnH6IPB3FWkAXRBRMfH09GRkYUGRlZ6NiGDRvIxMSE\nnj17JkBkn+fq1aukqalZaE1FkUhEbm5uNH36dIWXX96a1hYuXEht2rQptL99+/aCTjBcGQ0dOpRc\nXFwoJSVFum/s2LFkbW0tt36xffv2pVGjRkm3169fL7NUjiLt3r2bLCwslN6H+bfffiNtbW3BViNR\nJIUmWK9fSzq4f9BXTykGDRpE33zzjcLLGT9+PFWtWlU6025lFxJCNGiQ5PsnT4hUaN7Xcis0NJSs\nra2lq81/qFOnToI9cX6OHj16FDlSacuWLWRubi4zWksRCprWhFqm53P8/fffVLVq1UL7R44cScOG\nDRMgosorMzOTGjduTH369JHWgubl5dGSJUvKvKxLfn4+nTt3rlDzuZ+fH01UUhNQcnKy0teWXbZs\nGWlra8tM0VCRKDTBOnSIyMhI+TUZu3fvJlNTU8rOzlZYGcuXLycDAwO6dOmSwsoob0JCiMaNI9q7\nlxMseRGJRNSiRQsaPnx4oWNPnjwhAwMDpTQflNWZM2eKXFMxLy+P6tSpQ/Pnz1dKHNWqVaO//vpL\nKWXJw927dwlAoeHqS5YskekIzZQjLi6OLC0tKSQk5LNe//btWzp79iytX7+efv75Z+rbty/Vq1eP\ndHR0CABVrVpVZj4qsVgsbS5UhqZNm9KSJUuUUtavv/5Kurq6Mn3bKhqFJFgikWTU4NOnRNu2SbYL\n9n14jqI8efKEHBwcyMnJiYYMGUJLliyhY8eOyW1OjV27dpG2trZ08WomERIiaSb86iuimzclCVZK\nClEFWLNTUDdu3CBtbW06cuRIoWPz588nGxsblZ8vpmAS0Y+tXbuWrK2tlTahYPv27T/7w1EIOTk5\npKmpSRcuXJDZv2fPHrK0tBQoqsrtyJEjpK2tXeySSikpKdJRrkFBQeTr60uurq7SJMrExES6xmhI\nSIh0pGt2djbt2LGD9PX1KSAgQJDFjidOnEheXl4Kn2tv7ty5pKurq9LLUsmDGpH815ZZsAC4fh3Y\nsgWIiwPWrgXMzIBmzYDWrYHYWGDdOsl58paeno62bdvCwMAAAwYMwPXr13Ht2jXcvHkTOTk5cHR0\nhIeHBxo1aiT9t2rVqiW+/vnz59GhQwfMnTsX48aNk/8NlGMLFgDdugHq6sCsWYCTE5CTA/z6K2Bv\nD7i6Ao0bS76aNwesrISOuPyYMmUKdu7cievXr0NPT0+6Pz8/H02bNkWLFi3w+++/Cxhh8Y4cOYJe\nvXrhwYMHMsv+5OTkwMnJCePHj0dgYKBSYhk9ejRyc3Oxbt06pZQnD3Xq1EFwcDCGDBki3ffgwQM4\nOTnh3bt3MDc3FzC6ymnhwoUICQnB8uXLkZ6ejtjYWNy7dw+xsbGIi4sDANjb26NOnTpwcnKCs7Oz\n9PsaNWpAXb34pcWuX7+OXr16oUaNGti5cyeqVKmilHs6e/Ys/P39kZeXh7S0NHTs2BFdunRBly5d\nUL16dbmVM3v2bMybNw+7du1C165d5XZdVaSwBOvVK6BjR6BevX8TrBo1gKZNgcePgYMH5Z9g5ebm\nokuXLsjMzMTx48ehr68vc/zFixe4cuWK9OvixYt4/fo1TExM4ObmhsaNG0u/XFxcoKGhIfP6hw8f\nomXLlhg0aBCWLVsm3+ArgIIEq359YMIEQFdX8u+1a7Jf9+5Jznd2Bho1Alq23I26dU3QqFEjmJqa\nCnoPqionJwcNGzZE3759MXfuXJljly5dQqtWrXDs2DG0bt1aoAiLRkRo2rQpvvjii0LruK1YsQK/\n/vor7t27B21tbaXEs3TpUuzatQunT59WSnny4O3tDQ8PD8yaNUu6Lz8/H/r6+jh16hSaN28uYHSV\nExGhVatWePjwIVxdXaXJU506deDs7IxatWqV6T399u1b9OvXD0+fPkVUVBTq1asnx+hlvXv3DuPG\njUNkZCR+/vlnBAYG4urVqzhy5AiOHDmCK1euoGbNmujUqRO8vLzQqVOnz/47PXPmTCxYsAC7d+9G\n586d5XsjqkgR1WJFNRUtXkz09ddE06YRjR5NNGmS/MsdNmwY2dvb04sXL0p0vkgkonv37tHWrVul\nVaPm5ubSeXO8vLxo4sSJtHXrVrp48SLVrVuX+vTpI9hM8apKLC5dk29GBtH580SrVklmf//iix7S\n6vOaNWtS3759afbs2bR37156/vy54gIvZ06cOEFaWlp09erVQsd+/PFHcnZ2VrkRcn///XeRayqm\np6eTtbW10qea2LNnD1WpUkWpZZbVuHHjaMCAAYX2Ozs7U3h4uAARsbi4OFJXV6crV64orIyMjAwa\nMGAAmZmZ0eHDhxVSRnh4OFWtWpWaNWtGN27cKPKcFy9eUHh4OPn6+pK5uTlpaGhQ48aNKSgoiKKj\no0s8wjEoKIgMDQ3p5MmT8rwFlaawBOv6dUly5ev7b4JVsDLG/fvyT7BmzZpFZmZmMiOEbt++LbPc\nQEkVtQCzlpYW1a9fv9xMUKhMwcFERUzVUyp5eXl0/fp1+vPPP2ns2LH0xRdfkLGxMQGgZs2afdbP\nsSIaNmwYNWnSpFAfiYyMDHJ0dKTg4GBhAivCp6ZfCAkJIWdnZ6WvqxgbG0sAihyVqapWrVpFjRo1\nKrTfx8eHpvJIEkHMmDGDPDw8FF6OWCym2bNnU3ybNkTLlsntuvHx8dSjRw8yMjKisLCwElca5Ofn\n0+XLlykkJIS8vLxIW1ubLCwsyNfXl8LCwopdHWHSpElkZGQkyCorQlJogkVENH684hOs8PBw0tHR\nkVlX7OXLl2Rvby+3Vec3b95MxsbGKldDILTffiPS1yf6qA+uXIjFYnrw4AH17t2b+vXrJ/8CyqF3\n795R1apVKTQ0tNCxAwcOkLa2dqF5poRS3PQLSUlJZGpqSps3b1Z6THl5eaSlpUXnz59Xetmf6+jR\no2RgYFBogtTx48eXq2k6Sk0F11wl+ne29VWrVimv0IMHiUxNiQYOJCrLqEKxmGj9eurfti21bduW\n7t+/X6aw0tPTKTo6moKCgsjV1ZUAkKOjIwUEBFBUVBRlZWXR+PHjydjYmGJiYspUVnmk8IlGPybv\n1rXo6OhC0+snJydTvXr1qFevXnJ7Qs7NzSVzc/NyMSReWf7+m0hLi6iIeTDl6ujRo6SrqyszwV9l\ntnXrVtLX16dHjx4VOjZo0CBq1qyZ4M3Yn5p+4ZdffqEGDRoIFqOzszNFREQIUvbnePr0KQEoNKls\nWFgY1a9fX6CoFCghgahXL0nV+IwZRB9MW6AK9u/fTwYGBsr/exQbS+TiQtSokeT/qLQePpSsW2dq\nSikbNihkRYNbt27R0qVLqWvXrqSvr0+GhoZkbGys0ouqK5LSE6yJEyVJuDxq6G/cuEHGxsYyzSJ5\neXnUpUsXatq0aZlXO3/37p3M0gjffvstDRw4sEzXrCiuXiUyNCRauFDxZYlEIrK1taVNmzYpvrBy\nomfPnkUumFywjM7vv/8uQFT/WrNmTZHTL7x69YoMDQ0FfVDx8fGhadOmCVZ+aYnFYjI0NKSjR4/K\n7D9+/Djp6ekJnkzL3fz5RB/eq7c3kZKbkj+lb9++wk3ympRE5OVFZGtb8maD7GyioCDJ03BAgHw+\nfEsgKyuLJk6cSHXq1FFKeapI6QnWkydEbdoQVakiqQH5XC9fviQHBwcaOnSoTCb+7bfflqqj+6eM\nHTtWZpHN6Oho0tfXp7S0tDJfuzyLiyOysSH64QfllRkYGEg+Pj7KK1DFxcfHk6GhYZELo27YsIGM\njY3p6dOnAkRGlJ2dTTVq1KDly5cXOjZhwgRq1qyZAFH9a/z48dS/f39BYyithg0bFmqSevHiBQGg\n+Ph4gaJSkMGDiT7s6zp8ONFHgySE8uLFC9LU1KQzZ84IF0R+viRh0tUl+q9BDsePE9WpQ+TgQHTg\ngFLC+9CDBw8IgGB/i4Sm9ASLSPL+CAkh0taWLA5c2nwlLS2NPDw8qFOnTjKTsYWEhJCpqanclsK4\ncOECaWpq0qtXr/4/7nyqWrUqbdu2TS7XL49SUyU11J07K3cC0TNnzpCWlhav+fiBX3/9lSwtLen1\n69eFjnXq1Enm4UCZli1bRjVr1iy0+PnTp09JV1dXKeuEfkpYWBg1bNhQ0BhKa8CAATRu3LhC+42N\njSk6OlqAiBRo7Vqiffsk3+fnE6lQMhwWGkrOzs6qsWD4smVEU6bI7vuw31poqKTWatQoIgUvQ/Up\n9vb2lXa0qyAJVoFLlyRNyjVr/tsB/r/k5eVR9+7dqX79+jJt4Js2bSIdHR06fvy4XGOsXbs2/fHH\nH9LtH374gfr06SPXMsqLvLw88vHpRf377yZldz8Qi8Xk4OBAa9euVW7BKqxgGZ2hQ4cWOvbgwQPS\n09NT+hpfqampZGVlVeTP6bvvvqN27dopNZ6iHD9+vMhO46ps+vTpRSbMjRs3pt9++02AiBTo3Tui\nkSMliYGnJ1FU1L/HipiiRGnEYiJXV3ojcPN7kYrqt3bpEpEKjNobOnRokX+jKgNBEywiSY3IN98Q\nVanyjhYtCv3P/gQBAQFkZ2cn0+EzJiaG9PT0imwuKaspU6ZQ+/btpdunT58mHR0dhS9Mq2rEYjEN\nGjSI7O3t5bZyfGlNnDiROnXqJEjZqqpgGZ2i5smZP39+sQtFK8q8efPIxcWl0OCSR48ekba2tkqM\nJHr+/Hm5a7bYuHFjkX1ZBg0aRGPHjlV+QMqQnEz04RxLly9Lmj2OHRMmnuPHJc1yb98KU/6nqHC/\ntYiICKpevbrQYQhC8ASrwN6958jKyoratWtX7FwaixcvJkNDQ5nJ3e7fv08WFhYKm//n+vXrpK6u\nLk3oxGIx2dvb059//qmQ8lRVcHAwmZmZ0Z07dwSL4fLly6ShoUGJiYmCxaCKfv75Z3JwcCjUoTwn\nJ4cGDhxIDx8+VEocBdMvbN26tdCxoUOHFtkpXyjGxsZFru2oqgq6K3y8Pl1wcLBK/b8q3MKFRGZm\nRB8MPlKawYMlI7RUkQr3Wyt4oImNjRU6FKVTmQSLSDLB5+DBg6WTn31o8+bNpKWlJbM45KtXr8jR\n0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YPJQ3Q0RWzbRoMGDSITExPS1dWlLl26kJ+fH12/fp3Gjx9Ps2fPLvYQX19fMjQ0pPPn\nz4sU+jWVLLCCgoJIW1u72LDq58+fU3BwMGVkZMjlnAsWLCALCwulnplaEXx9falr165ix/iwvXhB\nZGhItHu32EkqJzVV6Hvh7l6842t5FRYS7d0rXG40Nhb6cCiwUElLS6MtW7ZQ165dpa1aW7ZsKdeA\ng02bNpGuri75+vpyy0sl3Lp1i9TV1SkqKkrsKEzO8vPzKSgoiObOnUstWrQgdXV1qlGjBo0cOVLa\nP/Lrr78mIyMjCgoKEjmtQCULrMLCQqpTpw799ddf0m3+/v5kZGREGhoa1KBBAxoxYgQtWbKETp8+\nTUlJSZU639atW8nAwICuXLlS2egq78aNG6ShocGjdcQ0cyZR8+aiLP0gc4mJQl+MEyfK/5iiwqpJ\nk9eFlcjLmISHh5Ovry+Zm5uTqakp+fj4FFtSq0heXp60T9d2BU12WJVNmzaNv/B9oF6+fEk7duyg\nDh060IQJE2jGjBlkbGysVFObqGSBRUQ0c+ZM6tGjR4ntsbGxFBAQQPPmzSMvLy+ysrIiAGRqakrt\n2rWjadOm0ZYtW+jOnTvlmqDy9OnTpKOjQ/v27ZPHn6GSnJ2dVWfkWlXz7Jkw5PiNhW5VXnknii0q\nrBo3JjIxUYrC6r9ycnJo79691LVrV1JTUyM3Nzdat24dZWRkUHx8PLVv357q1q1LN27cEDuqysvO\nzqbq1avTblVvyWWVsnv3brK2tqZhw4bR2bNnxY5TjBoRkWIW5ZGta9euwd3dHbGxsbCwsHjrfR89\neoQbN27gxo0buH79Om7cuIFXr17B0tISzZs3R/PmzeHq6orBgwcXe9ydO3fg4eGBuXPnYubMmfL8\nc1TKDz/8gNOnT+PChQtiR/nwfP45cPMmEBwsdhL5SU0F/vwTuHcPsLcHJkwAzMyE9eGuXgUmTQJm\nzQJq1hQ76VuFhYXhzz//xPbt26GhoQEDAwNYW1tj//79sLa2Fjueytu5cye++OILxMTEQFtbW+w4\nTCQvX75EzZo1ce/ePTg5OYkdpxiVLbCICO3atYNEIkGnTp3g5uYGV1dX2NnZQa1oUce3iI6OLlZw\nJSUl4dKlS9L9L168QJs2bdCnTx+sXLlSnn+Kyrl79y5at26NmJgYmJqaih3nwxEVBTg7A6dPA+3b\ni51GPnJzgXbthL/P2xsICAAOHQIuXQLOngXc3QFLS7FTVkhOTg7mz5+P1atXIyEhgYsBGenUqRNc\nXV2xdOlSsaMwkTVp0gSTJ0/G5MmTxY5SjMoWWIBQBP3xxx+4efMmbty4gfj4eJiamqJ58+bSgsvV\n1RUODg5QV1cv93EzMzPRoUMH1K5dG/v374eGhoYc/wrVlJmZCQMDA7FjfFjGjwdiY4ETJ8ROIj+n\nTgFr1gB///16m48P0LUrMGSIeLkq6dGjR7C3t8fLly9Ro0YNseOovMjISDRo0ADh4eFK12rBFO/L\nL79ETEwM9u3bJ3aUYlS6wPqvtLQ0hIWF4fr167h+/TrCw8Nx+/ZtEBEcHBzg5uZW7EdPT6/EMSQS\nCfr164fExEScPXu21PswpnD37gFNmggtOW5uYqeRn5kzgUaNgLFjX2/z9xeKyjVrxEpVaRKJBAYG\nBjhz5gzatWsndhyVN3v2bFy4cIG7KTAAwOHDhzFu3Di8fPmyQo0p8qYpdgBZMjY2hoeHBzw8PKTb\n8vLyEBkZKS269u3bh2+++Qb5+flwdHQsVnC5urriq6++wp07d3Dp0iUurpjyuH4dGDCgahdXAFC3\nLpCQUHzbw4dCcanCNDQ0UL9+fTx48IALrErKz8/H5s2b4efnJ3YUpiQ8PT2RmpqKsLAwNGvWTOw4\nUlWqBau8MjMzERoaips3b0ovL969exdqamqwsrKCv78/mjZtKnZMxj48MTFCIXn8uNCxPT8f8PQE\n9u0DatUSO12lDBgwAA0aNMDChQvFjqLSDh48iPHjxyMuLo6/BDOpNm3awNvbGzNmzBA7ilSVasEq\nLwMDA7Rt2xZt27aVbsvLy8OdO3fg4uICHR0dEdOxD8ajR8CDB0DPnsJtiQRYvx4o6qhZ2mi6qt5/\np1YtYNAgwM5OGDUYEyP83SpeXAGAo6MjHjx4IHYMlffnn39i+PDhXFyxYrp06YLAwEClKrCU52Kl\nyLS1teHq6srFFVOc+/eFEXJFCgqAZcuE33NzgS5dhAJj/HggJUVoyUlNFSWqQs2eDbx8CSxZAly8\nCHz6qdiJZIILrMqLjo7G8ePH8cknn4gdhSmZTp064fz588jPzxc7ihQXWIwpo/PnAVtbYPlyoG1b\nwM9PmLqgKo8gfJOOjtBqp1l1GtkdHR0RGRkJiUQidhSVtXnzZjRr1gyurq5iR2FKxsPDAwUFBbh6\n9arYUaS4wGJMTP7+wrxP7doBHTu+3n7iBNC3b/H79uolzAXFVJKjoyNyc3Px9OlTsaOoLHt7e/j6\n+oodgykhXV1duLu7IzAwUOwoUlxgMSam/v2FWdmDg4Fz515vr6Kj6T5klpaWMDU15cuElTBy5EgM\nUeH50Jh8de7cmQssxtg79O8P7N0LvHol3M7PBw4cAPr0ETUWqxzuh8WY/HTu3BkhISHIzs4WOwoA\nLrAYU05vjqYbMEDohzVmTJUYTfchc2/UCFrPn4sdg7EqqVWrVtDR0UGwkqzV+kHOg8WYysjNBZ49\nEy4ZVqEO3x+sH38ULgd/KIMVGFOw3r17o2nTpvjll1/EjsItWIwptSo4mu6D5uQkzH3GGJMLZeqH\nxQUWY4wpiqMj8PQpkJMjdhLGqqQuXbrg+vXrSFWCOQO5wGKMMUVxdASIhBGhjDGZa9q0KUxNTXH+\n/Hmxo3CBxRhjCmNgANjY8GVCxuRETU0NnTt3RmRkpNhRPsy1CBljTDSOjsIySYwxudizZ4/YEQBw\nCxZjjCmWoyOgBN+uGWPyxQUWY4wpkqMjXyJk7APABRZjjCkST9XA2AeBCyzGGFMkR0dhncmkJLGT\nMMbkiAssxhhTpHr1AG1t7ofFWBXHBRZjjCmShgYwYgRQWCh2EsaYHPFahIwxxhhjMsYtWIwxpkip\nqcDSpcAnnwB+fkJ/LAB49Ag4duz1/SQSYM0acTIyxiqNCyzGGFOU3FygSxcgJgYYPx5ISQE8PYWi\n6/594NCh1/ctKACWLRMtKmOscngmd8YYU5Tz5wFbW2D5cuF227bCaMITJwBDQ3GzMcZkigssxhhT\nlBMngL59i2/r1UvY3qcP4O8P3L4tbOdO8IypNC6wGGNMUerWfd3nqsjDh0CTJsLv/fsDa9cKv+fm\nAo0aKTIdY0yGuA8WY4wpSv/+wN69wKtXwu38fODAAaH1ijFWpXCBxRhjilKrFjBoEGBnBwwYIPTB\nGjNG2M4Yq1J4HizGGFO03Fzg2TPhkqEm99RgrCriAosxxhhjTMb4EiFjjDHGmIxxgcUYY4wpgYsX\nL6Jx48ZyPX6DBg3kdnxWHBdYCpCQkAA1NTUkJiaWuj8wMBBdunSBg4MDzM3N4eHhgWP/XzIjJycH\nampq0NfXh6GhIQwNDeHm5obdu3cr8k9gjDGm4lxdXXH69GmxY3wwuMASmUQiweDBg/HFF18gMjIS\ncXFxGDt2LAYPHozc3Fzp/W7fvo2MjAwkJydj8eLF+Oqrr7Br1y4RkzMmrrd92+dv6kxVERF++OEH\n1K1bFy1atMCdO3ek+8LCwtChQwfUrl0bY8eORVpaGiIiIjBy5Ej8/vvv6NixIwDg5MmTaNSoEUxM\nTDBo0CC8ePECABAZGYlZs2ZJjzVu3DgsWrQIdnZ2cHNzQ2hoqML/3qqMCyyRpaSkIDk5GbX+P0xb\nW1sbEyZMwIoVK5CTk1Pi/lpaWujSpQtmz54NPz8/RcdlTCXwN3WmqsLDw/Hq1SscPnwYjo6O+Pbb\nbwEAaWlp6NKlC/r164egoCBoa2tj9OjRyMrKQkBAAA4ePAhfX188e/YMQ4cOxfLly/Ho0SPUqFED\n48aNAwCkp6fjxo0bAIDMzExs374dcXFxOH78OOrUqYO5c+eK9ndXScTk7uXLlwSAEhISSt3foUMH\nsra2phkzZtDx48cpMzNTui87O5sA0MOHD4s95urVq6SlpUUFBQVyzc5YRYSGhtKwYcPol19+ofr1\n69OgQYPo1q1b5OnpSba2tvTrr79K73vixAlycXEhY2NjGjhwID1//pzu3btHI0aMoJUrV1KHDh0o\nKCiIpk+fTl999RXVqlWLOnXqRI8fPyYiopCQEHJxcaF58+ZRnTp1yM3NjW7fvk1ERLdv36bhw4dT\naGgojR07lvz8/KhevXrk6upKt27dKpbX09OTatWqRWPGjKHU1FSF/nsx9qaQkBAyMTEhiURCRERB\nQUHk4OBAREQbNmygVq1aSe+bkJBAWlpadOHCBdLU1KTExEQiIvr555+pZ8+e0vs9f/6cAFBqaiqF\nhISQk5OT9FxmZmbSz5Dg4GDpuZhscAuWEjh69Ch+/vlnhIWFYeDAgbC2tsaCBQve+pjq1aujsLAQ\nBQUFCkrJ2LtlZmZi3759ePHiBXbu3ImIiAh4enpi+vTpWL16Nb7++mukp6eX+S37v9/Gk5KS8Pvv\nv8PU1BQXLlyAo6NjsW/ZZX3bL/qm/rZv6WW1CDAmJmtra6irCx/NBgYGyM7OBgA8fPgQt2/fhoWF\nBSwsLNCwYUMUFhYiNTUVdevWhZmZGQDg8ePHaNWqlfR4lpaWMDAwQMJ/l2j6/z4NDQ0AgKGhofRc\nTDZ4hjsloK+vj7Fjx2Ls2LHIysrCtm3b8Omnn8LT07PYC+VNz549g5OTE3R0dBSclrG3MzIywrJl\ny6Curo7OnTsjOjoaAwcOBCB8eERGRuL48eNwd3dHt27dAADz589HzZo18c033yAnJwf79u2DmZkZ\nAgICULNmTcydOxdqampYunQp6tWrh8L/L4RsbGyM3377Derq6pgyZQrGjx9fIo+JiQmWLVsGDQ0N\nzJw5E2PHjgUA7N27F3Z2dvjqq68AAL/88gusra2RmZkJAwMDBfxLMVZSUcHzXyYmJujevTv8/f2l\n2+Li4hAfH1/sfi4uLsX6bcXGxsLAwAB2dnZ4+fJlsfsWFXJMPvhfV2R79+5Fy5Ytpbf19fUxadIk\ntGjRAg8ePCjzcfv374erq6siIjJWIVZWVtI3bh0dHbi4uEj3aWpqIj8/v8xv2cnJycW+jQOAvb09\n1NTUAAjf6NXV1REREQGg7G/7byrrW3pZLQKvitYJZEyJdOrUCWfPnsXTp08BADt37kTHjh2lr40i\nXl5eOHXqFKKjowEAAQEB6Nq1a4n7MfnjFiwFSk5OLvaNQV9fH61bt8bdu3dx7Ngx9OzZEwBw7949\nREZGomnTptL7ZmdnIysrC5mZmdiyZQu2b9+OS5cuKfxvYOxdyvoG/qayvmXb2NiUuG96err095cv\nX+LFixeoWbMmUlNTy3Wusr6ll9UiYGVl9c5jMqZobdq0wdSpU+Hg4ID69etLL3//l729Pbp27QpH\nR0e4urri+fPnxZ7jTHG4BUuBHB0dYWZmJv1Zu3Yt6tSpg3Xr1mHkyJGwt7dHo0aN0L9/f8ydO7dY\ny1bjxo1hYGCAevXq4dy5c9i/fz+cnJxE/GsYe38V+ZZ99+5d3L17FwCwbds2ODs7o3r16pXOUN4W\nAcYUxd3dHbdv35bebt68OZ49eya9vWDBAsTGxmLXrl2IjIxE+/bt4erqisjIyGLH2bhxI548eYK/\n/voLDx8+lH5Zd3d3l7b+/vdcTZo0KXYuVnncgqUANWrUAL1lycePP/4YgwcPRmRkJExNTWFrayvd\np6ur+9bHMqaKyvqWLZFISty3bt26GDJkCCQSCXJycrBjxw6ZZChviwBjysTc3Bzm5ubvvJ+VlRW3\nxoqMF3tmjIkmPj4eKSkpcHR0LPVyX0BAAFasWIHTp0/jyZMnqFevnsxbmBITExEbGwtnZ2doa2vL\n9NiMsQ8Xt2AxxkRT3m/Z6urqsLOzk0uG8rYIMMZYRXAfLMaY0nJycsKYMWPEjsEYYxXGlwgZY4wx\nxmSMW7AYY4wxxmSMCyzGGGOMMRnjAosxxhhjTMa4wGKMMcYYkzEusBhjjDHGZIwLLMYYY4wxGeMC\nizHGGGNMxrjAYowxxhiTMS6wGGOMMcZkjAssxhhjjDEZ4wKLMcYYY0zGuMBijDHGGJMxLrAYY4wx\nxmSMCyzGGGOMMRnjAosxxhhjTMa4wGKMMcYYkzEusBhjjDHGZIwLLMYYY4wxGeMCizHGGGNMxrjA\nYowxxhiTMS6wGGOMMcZkjAssxhhjjDEZ4wKLMcYYY0zGuMBijDHGGJMxLrAYY4wxxmSMCyzGGGOM\nMRnjAosxxhhjTMa4wGKMMcYYkzEusBhjjDHGZIwLLMYYY4wxGeMCizHGGGNMxrjAYowxxhiTMS6w\nGGOMMcZkjAssxhhjjDEZ4wKLMcYYY0zGuMBijDHGGJMxLrAYY4wxxmSMCyzGGGOMMRnjAosxxhhj\nTMa4wGKMsQo4c+YMjh49KnYMxpiS4wKLMcYqYN68ebh06ZLYMRhjSk6NiEjsEIwxpgoiIiLg4uKC\nhw8fol69emLHYYwpMW7BYoyxctq2bRs8PDy4uGKMvRMXWIwxVg4SiQRbtmzBuHHjxI7CGFMBXGAx\nxlg5nDlzBmlpafD29hY7CmNMBXCBxRhj5bBp0yYMGjQIBgYGYkdhjKkATbEDMMaYsktOToa/vz9O\nnDghdhTGmIrgFizGGHuHPXv2wMbGBu3btxc7CmNMRXCBxRhj77B582aMGTMGampqYkdhjKkIngeL\nMcbeIjw8HI0bN0ZUVBTq1KkjdhzGmIrgFizGGHuLzZs3o1OnTlxcMcYqhAssxphUXBzw/fdAYuLr\nbbGxwF9/iZdJTAUFBdi6dSvPfcUYqzAusBhjUvHxwE8/ATNnvt4WFwds2SJeJjGdO5cFF5cf0b9/\nf7GjMMZUDBdYjLFiWrQArl4Fzp4VO4n41q41Rv36Pjz3FWOswrjAYowVo6MDrFsHTJkC5OaKnUY8\nCQnA4cMAXx1kjL0PLrAYYyV4eACenoCfn9hJxLNzJ2BnB7i7i52EMaaKeCZ3xlipFi0CmjcH7O3F\nTiKOjRuBMWPETsEYU1XcgsUYQ2pqyW2mpsDixcCsWQqPI7qbN4HwcGD0aLGTMMZUFRdYrELOnz+P\noUOHYtSoUVi3bh3u3bsHnqtWdRUUAL/8AtSpI4wW/C9vb8DVFSACJBLg4EHFZxTDpk1A9+6AtbXY\nSRhjqopncmfllpGRgYYNG6J79+4wMjJCUFAQbt26herVq6N9+/bw9PRE+/bt0bRpU2hoaIgdl73D\n5cvAhAlAXp5wOexdy+yFhQl9swYNAtasAXR1FZNT0XJzhcJqzRpgyBCx0zDGVBUXWKzcvv76a5w6\ndQrXrl2DpqbQfa+goAChoaE4ffo0Lly4gAsXLiAzMxNNmjRB165d0a5dO3h6esLExETk9KxIZibw\n1VfC5KEzZggTi+rrl++xDx8CAwYA6upCa5adnXyzimHfPmEEZWwsoK0tdhrGmKriAusNSUlJSExM\nRGJiIl69eoWGDRuifv36YsdSCqGhoWjZsiUCAwPh4eFR5v0kEglu3bqFCxcuIDg4GIGBgUhJSUGz\nZs3Qrl07eHh4oHPnzjAzM1NgelYkMBCYOFEoHDZuBNq2rfgxMjKAsWOFebJ27gR69JB5TFH16iUU\njn/8IXYSxpgqq7IFVlpaGhISEooVTK9evUJiYmKZ2yUSCQBAS0sLZmZm0NbWxrJlyzBo0CCR/xpx\nERHat28PBwcHbNq0qcKPj4qKkrZwnT9/HtHR0bCzs5O2cHXs2BG2trZySM6KpKcLs7Nv3gx88w0w\ne3blLvERCR3gv/sOmDMHmDcPUFOTWVzRPHsG1K0rXD5t0ULsNIwxVab0BVZBQQFevnyJ5ORkxMfH\nIy4uDsnJycV+/rs9JydH+ngrKytUq1at2I+1tXWZ26tVqyZ97JIlS/DLL78gLCwMtWvXFuPPVwob\nN27E7NmzERERIZOWp7i4OAQHB0uLrvDwcNjZ2UlbuNq1awcXFxcZJGcAcPIk4OMDmJkJlwWbNpXd\nsY8eBUaOFObM2rYNMDaW3bHF4OcH7NoFhIaKnYQxpuqUssA6ffo0vvrqKyQlJeHVq1fFCiYzMzOY\nm5uX+K+FhQXMzMxK3f++CgsL0blzZ2hra+PEiRNQqwpf0SsoISEBDRo0gJ+fHyZOnCiXczx//hxB\nQUHSy4o3b96EpaWltNjy8PCAq6vrB/nvXxmvXgGTJwMBAcD8+UK/Ky2tsu+flgYYGVW8JSoyEujf\nXxhl6O8PNGhQmdTiIRKyT5ok/FsxxlhlKF2BlZiYiLp168LHxweenp4lCiZ1dcXOLPH48WM0bdoU\nixcvxqeffqrQcyuDCRMmICIiAkFBQQr7t4+NjcW///4rvaQYHh4OGxsbdOjQAe3bt0f79u3h7OzM\nBddbnDx5CrNmdUJhoSb++uvdl7v8/YWO3X/8AQwcWPHzpacLk3KeOQNs3Qr06/desUWVkyNcOvX1\nBaysxE7DGFN5pGRmz55N7dq1EztGMevWrSMDAwN68OCB2FEU6uzZs6SlpUVhYWGi5sjIyKBTp07R\nvHnzqGvXrmRlZUXnz58XNZOySk5OpnHjxpG2tjYtX36GcnPffv9nz4h69SIyMiJat46osPD9z11Y\nSOTnR6ShQeTrSySRvP+xGGNM1SlVC1ZycjLq1q2L7du3o0+fPmLHKcbLywvJyck4f/78BzHHU35+\nPpo3b47u3btj2bJlYscpZvTo0ahWrRp+++03saMolfXr12P27Nlo2rQp/vzzz7eOgCUCNmwQZmlv\n1QpYv17o3C0LO3cCv/+eCHv7mVi/fg309PRkc2AZi4sD1q4Fpk0DzM2FbbGxwIkTwPjx4mZjjKk+\npZrJfdWqVahfvz68vLxEOf/Tp0/h7+9f6r4NGzbg/v37WLp0qWJDiWT58uVITU3F/PnzxY5SgoWF\nBRITE8WOoTRiYmLg5eWFGTNmwM/PD4GBgW8trh4+BDp2FEYTbtggdIKXVXEFACNGAKtXP8OFC//C\nw8MDT58+ld3BZSg+HvjpJ2F0ZZG4OGDLFvEyMcaqDqUpsDIyMrBixQrMmjVLtL41V69exYgRI3Dv\n3r0S+6ysrLBhwwZ8//33CAsLEyGd4jx+/Bjz58/H8uXLYWRkJHacEszMzLjAgjB9xvr169GoUSPk\n5ubi9u3b8PHxKfP1U1goLODctKkwovDuXWEpHHlo3rw5QkNDYWtri8aNGyMgIEA+J6qkFi2Aq1eF\nOb0YY0yWlKbA2rBhA8zMzOBdyjt+VFQUDh8+LPcMgwYNwvDhwzF8+HDk5eWV2D9gwAAMGjQIo0eP\nLnV/VfHll1+iU6dOGDx4sNhRSmVubv7BF1jR0dHo2bMnvvnmG6xcuRInT55E3bc0Qz15IsFHHwnT\nEKxcCRw4ANSsKd+MxsbG+PvvvzFnzhwMHjwYixYtUop1K3NzX/+uowOsWyd08H9zO2OMVZZSFFi5\nublYunQpvv7661L7N82fPx9bFNRuv3z5cqSkpJR5aWzVqlVISkrCjz/+qJA8ihYQEIATJ04odf+m\nD7nAKiwsxKJFi9CwYUPo6+vjzp07GD169FtarQqxatUq9OjRE8bGBbhzR1h/UFGNxGpqavD19cXf\nf/+NhQsXYvjw4cjMzFTIuaOigMOHhVa7SZOEdRSrVxf6W71Z53l4CPN4+fkpJBZj7EMhbh97wfr1\n68nW1pby8vJK7IuKiiItLS26efOmwvIEBQWRlpZWmSPVTp06RVpaWnTx4kWFZVKE9PR0srW1pfnz\n54sd5a3Onz9P+vr6YsdQuIiICGrXrh2Zm5vT3r1733n/GzduULNmzcjGxoYOHz6sgIRvd//+fWrY\nsCE1adKEoqKiZHbcV6+Izp8XRkFOn07UrRuRjQ0RQKSpSeTkRDRwINGcOUQ7dhDduCGMcLx2jaho\nwHJyMlHdukTbtxN5esosGpOzJ0+eUOvWrSk9PV3sKIyVIHqBlZ+fT3Z2drRixYpS90+ePJl69Oih\n4FREX3zxBdnZ2ZX5wp0yZQrVr1+/Sr2wfX19qUGDBpT7rrH9IgsPDycAlJmZKXYUhRo4cCB17tyZ\nYmJi3nq/3Nxc8vX1JS0tLfLx8aHk5GTFBCyHtLQ0GjBgAJmZmdGpU6cq9NgXL15QYGAgrVq1iqZM\nmULjxm0mS0uhkNLWJnJxIfL2Jpo3j2jPHqKwMHrrNBVvFlhERHv3Ellbc4GlSgoLC8nR0ZF+++03\nsaMwGcrLy6Ndu3aRRMXnehG9wNqxYwdZWFiU+mEZGxtLOjo69O+//yo8V05ODjVq1IimTJlS6v7M\nzExydHSkzz//XMHJ5OPWrVukqalZ4Q89Mbx8+ZIAUHR0tNhRFMrV1ZWWLl361vtcuXKFGjduTLa2\ntnTs2DEFJauYwsJC8vPzIy0tLfLz8yuxPyYmhk6ePEkrVqygSZMmUfv27cnMzIwAkK6uLjVr1oyG\nDRtGv/66lfbvJ7p3j6iUxu93+m+BRUTk5UXUvv17/mFMFMuWLSN7e3uV/zBmry1btoxsbGxUvgFD\n1AJLIpFQw4YNacGCBaXu//rrr8nDw0PBqV67fv06aWtr09GjR0vdHxISQpqamkr7QVZehYWF5OHh\nQcOGDRM7SrkUFBSQuro6Xb9+XewoCvXNN9/QRx99VOq+7Oxs8vX1JW1tbZo2bRqlpqYqOF3F7dmz\nhwwMDGjIkCE0YcIEatOmDZmYmBAAMjAwIDc3N/r4449p4cKF5O/vT5GRkVRQUKCQbLm5wiSsTPml\npaWRsbFxme/TTLXExMSQoaEh7du3T+wolSZqgXXo0CEyNTUt9cMgISGBDAwMRH/RzJs3j6ytrenV\nq1el7p8zZw7Z2NhQUlKSgpPJzqZNm8jU1JTi4+PFjlJuZmZmdOLECbFjKFRgYCDp6elRVlZWse3n\nzp0je3t7cnR0pKCgIJHSle3Vq1eUn59f6r4NGzaQjY0NjRs3jhYvXkxHjhyhqKgoKqzMlPIy8OOP\nQt+tlBRRY7BymjJlCvXs2VPsGEwGhg8fXuYXSVUjaoHVqlUr+uabb0rdN2/ePHJzc1NwopLy8/Op\nZcuWNGLEiFL35+XlUYsWLWj06NEKTiYbCQkJZGZmRitXrhQ7SoU4OjrSjh07xI6hULm5uWRoaFji\nMu7cuXNp0qRJSttqNWrUKJo0aVKp+4YNG0Zjx45VcKJ3y84matWKqEsXojJqQ6ZEwsPDSV1dnSIi\nIsSOwiohMDCQtLW1KTw8XOwoMiFagXX69GkyMDCgxMTEEvvS0tKoevXq5RoppQjh4eGkp6dHu3fv\nLnX/3bt3SVdXVyWbND/55BNq1aqVyvVfaNu27QfZsbV37940a9YssWOUW1JSEunq6tK5c+fK3CdG\nH8vyiIsTRiN+8YXYSVh5dOvWjaZNmyZ2DPae8vLyyMXFhWbOnCl2FJkRbR6shQsXYsKECTAzMyux\nb926dbCyssKgQYNESFaSs7MzFixYgE8//RQxMTEl9jds2BDz58/H5MmT8fz5cxESvp+QkBBs3rwZ\nq1atgrq6UkyJVm7m5uZ49eqV2DEUrlu3bjh58qTYMcptz549sLGxgaenZ6n7atWqhfbt24uQ7N2s\nrIBDh4SJSP/8U+w07F2mTp2KTZs2IS0t7b2PkZubi8WLF2PSpEkyTMbKY/Xq1UhOTsb3338vdhTZ\nEaOqCw4OJm1tbXpWSi/SrKwssrS0pE2bNik+2FtIJBLq2LEjdevWrdT+IRKJhDp06EB9+/YVIV3F\n5eXlUaNGjWjy5MliR3kv48ePL3OEZ1UWHh5OampqFBcXJ3aUcmndunWZ86q1atWKfvzxRwUnqrit\nW4VpIMqYFo8pCYlEQvXr13+v7g6FhYW0e/duqlu3LtnY2NDmzZvlkJCVJS4ujoyNjWnbtm1iR5Ep\nUQqsvn370vjx40vdt3r1aqpbt26pk46K7fHjx2RsbExr164tdX9UVBQZGRkpXXFYml9//ZWsrKyU\ntt/Ou8yaNYuGDBkidgxR2NraqsQb0d27d0ldXZ2ePHlSYl9YWBhpaGiU+iVLGc2YQVSzJo8sVHZL\nly4lBweHCnV5OHLkCDVs2JBMTU1pxYoVSvnZU9WNGzeOOnToIPrgFllTeIEVFhZGWlpa9PDhwxL7\n8vLyyNbWlv744w9Fxyq3DRs2kIGBAT148KDU/evWrSNjY+NSP1SUxePHj0lfX18lPqTLsmjRIurc\nubPYMUQxYcIElRhUMWvWLOrSpUup+2bOnEldu3ZVcKL3J5EQ9e5N5OpK9IHNb6tSkpOTydDQsFxT\n54SFhVHXrl1JR0eHfH19yxwpzuQrJCSEtLW16fbt22JHkTmFF1gjRoygoUOHlrpvy5YtZGVlRdnZ\n2QpOVTFeXl7Utm3bMufk6d27N3Xu3FlpO44XzQiuyjZu3EhNmjQRO4Yodu/eTTVr1lTqb3v5+flk\naWlZahGfl5dHlpaWKjcKNDWVqGFDolGjxE7C3ubTTz+lXr16lbn/+fPn5OPjQ1paWuTt7U33799X\nYDr2poKCAnJ1da0yE3b/l0ILrAcPHpCmpibdunWrxD6JREINGjQodWZnZfPixQuysLAoM2tcXByZ\nmZmVufyPmAICAkhHR0fl31QOHTpE1tbWYscQRWJiIqmrq1NoaKjYUcr0zz//kKmpaYk5u4iE56Cp\nqanSf5Eqzf37RKamRO+YUJ+JqOjS9H+nbMjOzqZ58+aRoaEhubq6UmBgoEgJWZG1a9dSjRo1VHoe\nybdRaIE1ceJE6t27d6n7Dhw4QNWqVaO0tDRFRnpvBw8eJB0dnTI/5P7++2/S1dWlO3fuKDhZ2TIy\nMsjW1pbmzJkjdpRKKxoo8aFq2bIlLVmyROwYZRo8eDBNnDix1H0DBw4sc14sVXDoEJGODhF/Piuv\nLl260PTp04lI6MC+ZcsWql27NtWtW5f27t2r1K2/H4qEhASqXr06bdiwQewocqOwAis6Opq0tLTo\n0qVLJfYVFhZSs2bN6Pvvv1dUHJkYMWIEubi4lPlNfPjw4eTq6ipap8nMzEx6+vQp3bhxg06cOEHj\nx4+n2rVrq/z6TkRE9+/fJwAq20m/smbPnk29e3uJHaNUCQkJpK2tTcHBwSX2vXz5krS1tenixYsi\nJJOd5cvjqEmTlhQVFSV2FFYKf39/MjIyomPHjlHLli3J2NiY/Pz8PrgF4pXZ5MmTqXXr1krblUYW\nNBU1HcSKFSvQrl07tG7dusS+kydP4uHDh5g+fbqi4sjEqlWr0KRJE/z444/45ZdfSuxfvXo1mjRp\nAj8/P3z33XeVOldubi4SExPx6tUrvHr1Ci9fvpTeLmt7VlaW9PGmpqaoVasWqlevDi0trUplUQbm\n5uYAgMTERBgbG4ucRvF69pyFdev0kJMD6OqKnaa4Xbt2wc7ODm3bti2xb+fOnahfvz7atGkjQjLZ\n+eILK9y50wQ9e/bEpUuXYGpqKnakknbtAs6dA3JzATc3wMcH0NERO5XcZWZmIj8/H+rq6ujduzeG\nDx+O/fv3w9bWVuxoVUJKSgp27NiBjIyMYts1NTVhZGRU4v76+vrQ+c/z7tGjR9iwYQMuXbqkcnMw\nVoQaEZG8T5KQkIC6devi4MGD6N69e4n9HTp0QIsWLbB06VJ5R5G506dP46OPPkJgYGCpkymeOnUK\nvXv3RnBwMFq2bAkiQnx8PJKTk4v9xMfHIy4urtTtycnJ0uNpaWnB3Nwc1tbWsLKyQrVq1Yr9lLZd\nT08PAJCUlAR3d3c0adIEe/bsUekndmFhIXR0dBASEoKWLVuKHUfh8vIAc3Ng/36glJeUqNzc3ODt\n7Y3Zs2eX2NekSROMGjUKs2bNEiGZbOXk5KBTp04wMTHBkSNHoKGhobiTv3gBhIcD9+4Bd+8ClpbA\nmxM0fvYZEBYGfP01oK8PbN4MREYCFy4AVeAL1n+9ePEChw8fRkBAAE6fPg0jIyM0btwYISEhuHnz\nJpycnMSOWCXk5+ejWbNmMDAwgImJSYl9/y26AKHgzcvLK7YtKysLFhYWuHnzpkp/Dr2LQgqs7777\nDidOnMCVK1dK7Ltw4QK6deuGx48fo2bNmvKOIhdTpkzBiRMncOvWrVIr+GHDhuHu3bvIzc3Fy5cv\nkZqaKt2nr68Pc3NzmJubo0aNGjA3N4eZmRnMzMzK3P7fbwMVERUVhTZt2sDHxwcLFix47+MoA0tL\nS2zevBk9e/YUO4oo+vYFnJyAJUvETvJaaGgo3Nzc8PTpU1hbWxfbd/PmTbRq1QoxMTGwtLQUKaFs\nPX/+HC1btsSIESOwaNEi2Z8gJkYoosLDi/8kJQlNlw0aCD+dOwMTJwqPSUgAatcWirA3PwSdnYHV\nq4FOnWSfU8GICMHBwfjnn39w+PBh3Lt3D23btkWfPn3g5eUFFxcXAMCECRNw48YNXL58Gdra2iKn\nVn0LFy7E+vXrER4eLv3i/j5SUlLg4OCAhQsX4pNPPpFhQiUj72uQycnJZGJiQn///Xep+3v16qXS\nHV6JiFJTU8nR0ZFOnz5d6v5hw4aRh4cH7dy5k06ePEk3b96kZ8+elTrCShHOnz9POjo6tG7dOlHO\nLysNGzakrVu3ih1DNCtXEinbTBVffPEFffTRR6XumzZtWpmDXFTZjRs3SF9fnzZu3Phejy8sLKSo\nqCg6evQo7f/jD6Lx44latyYyMSECiAwNiVq0IBo9msjPT+hlHxlJVMY0MbR1K1G3biW3f/utMGOq\nisrNzaWAgADy8fEhW1tb0tbWJi8vL1q3bl2Z8w5mZGSQg4MDff311wpOW/U8efKE9PX1af/+/URE\nle47tXLlSrKwsKjS/WjlXmAtXLiQGjVqVOqojWvXrpGmpiY9evRI3jHkLicnp9TtERERpKGhQTdv\n3lRsoHfYvHkzaWtr05kzZ8SO8t48PT1p2bJlYscQTUQEkZqasCixMsjLy6MaNWrQnj17SuzLyckh\nMzMzlVwQvTz27dtHenp6pQ7iKVJQUECRkZHk7+9PCxcupI8//pjc3NzIwMCAAJCJiQn179yZaMIE\noiVLiI4eJXr8mKiiI96+/pqotAVz//iDaNCgih1LZCkpKbRlyxby9vamatWqkbGxMX388ce0d+/e\ncg/tv3LlCuno6Kj0e50y8Pb2ln55kkgk1L59+zIbTsoSFBREn376KREJc+W5uLjQd999J/OsykKu\nBVZWVhZZWFiU2crg7e1NI0eOlGcE0Y0fP5569OghdoxSzZkzh6pXr66yc2INHDiQvv32W7FjiKpe\nPaItW8ROITh48CCZmZlRbm5uiX379+8nc3PzUvdVFb6+vmRlZUXPnj2jgoIC2r9/P/300080bNgw\natasGeno6BAAMjMzo/bt29OkSZNoxYoVdPLkSYqJiZFdkNWriZo3L7m9f3+iuXNldx4527BhA+nr\n65OZmRmNHj2a9u/fTxkZGe91rHnz5pGNjQ3P1v6ejh07Rjo6OtIVTNasWUNmZmaUmJhYoeM8fvyY\ndHV1pTPtBwQEkJ6eHkVHR8s8szKQa4H1+++/k729fakznt+9e5c0NDQoPDxcnhFE9eTJE9LS0qJz\n586JHaVUhYWFNGLECLKzs6OXL1+KHafCfHx8VP7ycmVNnKg8M4v37du3zAW4e/fuTVOnTlVwIsWS\nSCTUp08fcnV1pczMTHJycqLOnTvTZ599RqtXr6bAwEB68eKF/IO8eiXMhvpmi01oKJG5OdHTp/I/\nv4zUrl2b5s+fX+aKGRWRn59Pbdq0oUEq1oKnDHJycopdZi2av+p9l7SbNWsWOTs7U35+PhERdevW\njcaMGSOruEpFbgVWYWEhOTg40PLly0vdv3LlSurbt6+8Tq8Upk6dSh4eHmLHeKvs7Gxyd3en9u3b\nl3mZU1nNmTPng3/D3LuXyNKy4leRZC0+Pp40NTXp6tWrJfbFxsaSpqYm3bhxQ4RkipWWlkaNGjWi\nUYquemNiiN5cyy0oiKh+fWHxxHbtiBwchG0qxMbGhvz9/WV2vEePHpGRkRFt375dZsf8ECxevJhs\nbGykk4BPmjSJmjdv/t6Fb1paGllaWtL69euJiOjWrVukqalJ165dk1lmZSHXFqzWrVvTl19+WeZ+\nWXwzUVZxcXGkq6tLR44cETvKOyUkJFD9+vVV7lvE0qVLqUOHDmLHEFVSEpGGBpHYXfx+/fXXMteG\nXLRoETVr1kzBicQTFRVF5ubmtHjxYtkeuLBQ6JN19KjQR2vCBKI2bV53hm/duuRjnjwRflRQzZo1\n6fDhwzI95oYNG8jExIQeP34s0+NWVTExMcWK0suXL5OGhkapkwhXxKpVq4p1cB83bhx17Nix0nmV\njVwLrGvXrn2wnQu/+eYbcnNzEztGud24cYMMDQ1pqQotsrZlyxZycXERO4boWrcmWrRI3AwuLi70\n66+/lrrPyclJKdfllKe9e/dSu3bt3q/PWUGBMErw0CGihQuF0YMtWhAZGAiFlImJ8D+9sp3hlZy5\nubm0r44seXt7k4eHR5X+gi8rw4cPlxY+EomEWrRoIZMv4gUFBcU6uMfGxpKBgQEFBARU+tjKRO6j\nCOfOnUu1atWqsos5liYpKYmMjY1LHU2lzA4dCqA2bY6SDFvl5erIkSNkaWkpdgzRffcdUdeu4p3/\n6tWrpKWlVWr/okuXLpGOjk6FO8OqulWrVpG9vf1b17zLyMigoKAgWrduHU2bNo26du1KdnZ2ZG9m\nJgwPtbMj8vIi8vUVRjJcu0aUnKy4P0Jk1apVo5MnT8r8uAkJCWRlZUULFy6U+bGrksDAQNLS0pKu\np/vXX3+RqampzPoR/vPPP8U6uM+bN4+cnJxEW1pOHuReYOXn51OLFi1o3Lhx8j6V0vjpp5/IyclJ\nJddY2rCBSFeXKCRE7CTvdvnyZdLU1PzgF249f174fybWMmufffZZmf0pJ02aRAMGDFBwIvG1aNGC\nfvrpJyIS5m8KDQ2l3bt30/fff0/e3t7k4uJC2traBIAsLS2pc+fONGXKFFq1ahUFBgZSoSI6wys5\nIyMjCpTTitonTpwgbW1tunz5slyOr+ry8vKoYcOG0oEpycnJZGFhQStXrpTpebp3705jx44lImHW\ngdq1a79353llpJDFnu/evUu6urrSCcqqsvT0dDIzM6O//vpL7Cjv7auvhAFHDx+KnaRs+fn5tGbN\nGjIyMqKUlBSx44gqP1+4aiSHqynvlJ2dTdWrVy91PpzMzEwyMTGpcs3+7xIaGkoaGhr07Nkzat68\nOWlqahIAqlWrFnXr1o2mT59O69ato6CgIJ424C309fXp33//ldvxp06dSg0aNOAFoEuxbNkysrCw\nkF55mjZtGjVr1kzml1VDQ0OLdXD/66+/qEaNGlXmPV0hBRaRMBKhRo0a9Pz5c0WdUhTLly+nOnXq\nqHQzp0RCNGAAUcOGyndFIi4ujn788UeqVasWGRoa0u+//y52JKWweDHRlSuKP++ePXuoRo0apT7f\nd+zYQVZWVtLh2B+Kr776irr9fyb1gwcP0qVLl6rMB4YiaWtrV7ozdWmKPoOys7OpcePG9Nlnn8n8\nHKosNjaWjIyMpCsT3Lp1i7S0tOjChQtyOd+ECROK9fNyc3MjX19fuZxL0RSyFiEgLM7buXNnmJqa\nwt/fXxGnVLjc3FzY29tj1qxZmDp1qthxKiU7W1iyzNQU+OcfQFNTvCwSiQR///031q9fj8DAQLi7\nu2P69Ono27dvpdZlZJU3YcIEGBgYYOXKlSX2de/eHU2bNsUSZVosUc7y8/NRq1YtLF++HCNGjBA7\njkrT0NBASEgIWrduLbNjRkVFwc3NDYcOHYKnpyfOnDmDkSNHQl9fH2pqasXua2BgUOr6hdWqVSux\nrX379pg8eTJq1Kghs6zvIy4uDvHx8dLbWlpaMDQ0lN5WU1ODqalpsccYGxsXW6h89OjRiIyMREhI\nCADA09MT9erVw9atW+WS+cWLF3BwcMDOnTvh5eWFc+fOoWfPnrh37x7q1q0rl3MqisIKLAB4/Pgx\nmjZtitWrV2PUqFGKOq3CbNiwAfPmzUNUVBR0dXXFjlNp8fFAmzZA9+7Ahg2KP39CQgL++usvrF+/\nHs+fP8eoUaPg4+MDNzc3xYdRYnFxwNq1wLRpgLm5sC02FjhxAhg/Xr7nJiJkZ2dDX1+/2PanT5+i\nXr16uH37Nho2bCjfEErk0KFDGDt2LOLj46vEe4BYiAjq6uq4du2azF7v2dnZaN26NZo2bYpt27aB\niNC/f388ffoUs2bNguZ/vkVmZGQgPz+/RK6UlJQSxz548CCcnZ2xadMmmWR9H6dPn8acOXNw9erV\nSh2nWbNmWL16Ndzd3REREYGOHTvi+vXrsLGxkVHSkr7//nv4+/vj5s2b0NDQQK9evVBQUIAuXboU\nu19pBSIA6OjolHgPAoBOnTrBvOhNUQQKLbAAYN26dfD19UVYWBhsbW0VeWq5KigogJOTEyZOnIjZ\ns2eLHUdmwsOBtm2B+fOB6dMVc87Tp09j/fr1CAgIQP369TF9+nQMHToUJiYmigmgYq5fB1q0AMaM\nATZvFrZdvQrMnAn8+684mRYsWIDDhw/j8uXL4gQQSf/+/VGzZk2sXbtW7CgqraCgAFpaWrh58yaa\nNWsmk2NOnjwZ586dw9WrV2FoaIhFixbh119/xc2bN1GrVq1KHTs0NBQtWrRASEgIWrZsKZO8FZGT\nk4NGjRph5MiRmD9/vnR7fn4+MjIypLdLKxDT0tIgkUikt21tbYu1xOXk5Mj9y0JGRgYuXbqErl27\nAgBiY2OxfPlyhIaGFrtfWQVubm4usrKyim2TSCQwNzfH8ePHxSuyFH1NsrCwkHr16kVdu3atUqO/\ndu7cSdWqVauSK4MfP06krU1ynb4hJ4do+/ad5O7uTurq6tS9e3fy9/fnuWrK4do1YZqkhg2JigZd\nXblC5OkpTp7CwkKqV68erV69WpwAIimazf7ixYtiR1F52dnZBIBuvzk7fSVs376d9PT0KCwsjIiE\nRYe1tLQqPRF0SkqKdH3E8ePHk7u7uyifawsWLKB69epRVlaWws+trAoLC6ldu3aiLqem8AKLiCg6\nOppMTEzozz83inF6mSssLKQmTZrQXBVaSLWiNmwgMjSU/YzhUVHCND81ahB17rycZsyYQZGRkbI9\nSRV37ZqwGkpQEFGDBkKxWlRgJSYK/74//UT0669E69YR7dolFMunTgn3u3OH6NEjYVZ4WayW9O+/\n/5Kent4H17H7119/JWdnZ7FjVAkZGRkEgO7du1fpY0VERJChoSGtXbuWiIR5sGrVqkUzZsyo9LHb\ntWtXYrLM0kbUytPjx49JT09PuqzQ1atXadmyZQrNoKwuXrxImpqaMivUK0rhlwiL7NkTiG++ccGZ\nM5aoV0+MBLJz+PBhjBgxAk+ePIGZmZnYceTmq6+APXuAy5eByrSo5+cDu3YBK1cCN24AXboAPj5A\nv35AKX1K2Ttcvy5cvr1wAZg0CbC2Bnr1Ei4R7tgh/H/LyACysoT/pqUJv2dlASkpwH/fAdTVARMT\noFWrJXj8+E8YGRnB2NgYenp6MDAwgKmpKfT09KCvrw9TU1Po6+tDX18fxsbGMDQ0xNq1a6Gvr49d\nu3aJ8u8hlkaNGuHjjz+Gr6+v2FFUXmpqKkxNTfHgwQM4ODi893Gys7PRpk0bNGnSRNrvysvLCykp\nKfj3339L9LuqqCNHjmDw4MGIiIhAnTp1MH/+fGzduhXh4eEKG4AzePBgZGdn48iRI5BIJGjZsiU8\nPDxKHXjyIfL29kZmZiaOHj2q8HOLNjZs6NDOOHgQGDkSCAoC3hjEoHIWLFiAiRMnVuniCgAWLwYK\nCoC8vPd7fHQ0sGYNsGWLcIyJE4UCwMlJtjk/ZIsWAc2bA/b2wu1atYC9e9/+mOxs4SclBcjMFH5P\nSwNyctoiLc0GGRkZSE1NRXZ2NrKyspCcnIzk5GTExsYiNTUVmZmZyMrKQnp6OtLT01G9enW4u7vL\n/W9VJlevXsX9+/cxZswYsaNUCUV9gipbAH399dfIz8/HmjVrAADLli3D5cuXcfPmzUofGwB69+6N\n9u3b49tvv8X27dsxa9YsbNy4EWvXrsV0BXRaPXbsGI4cOYLbt28DANavX4/Y2Nhi/bA+dIsXL4az\nszNOnjyJ7t27K/bkorSb/V9iIpGVlbDclqo6c+YM6ejoUExMjNhRlFJhIVFAgLCUi7o6UbNmwmWq\n9HSxk1UdRZcIi+zdS2RtLV4frNDQ0GKXZD4EkydPpl69eokdo8p48eIFAZAuo/I+du7cSfr6+tLL\nQ8HBwaStrS3zBaRv3bpFmpqadOX/E9Ft2rSJqlWrJvfloXJycsjBwYHmzJlDRMKlz2rVqknnr2Kv\nTZs2jRYOHChM8qhAohZYREQnThDp6BCFhoqd5P107dqVJk6cKHYMUcTEEM2cSRQf/3pbXBzRypVC\n8eznR+TgQKSnR+TjIxQCTPb+W2ARCUvYtW8vTh4iYYJNHR0dOnfunHghFCQnh6hnz9O0d2/lOkyz\n1xISEqh+/frk6+tL9+/fr/DjHz16RCYmJrRu3ToiIkpMTKTatWvT9OnTZZxUMHbsWPL8/zeaokWR\nZdHH6238/Pyobt260o7tkyZNojZt2lSpwWOykpOYSFStGtHmzQo9r+gFFhHRJ58QubgQZWeLnaRi\ngoODSVNTkx49eiR2FFFcv04EEA0d+npbaCiRmxuRqanQivL990IhxmRP2RdF+OGHH8jMzKzKvz52\n7RKWlsrNFTtJ1XLw4EFq27YtqampUfPmzcnPz4+ioqLe+bicnBxq0aIFffzxx0QkDELy8vIid3d3\nua2wUdTB/eDBg0REdO7cOdLW1pbbgJ0nT56Qvr4+7du3j4her8t6/fp1uZyvSvjtNyILCyIFjvRX\nigIrI4PI3p7om2/ETlIx/fr1oxEjRogdQzTXrwvTAzRp8nodvNBQolatiP79l0iFVwtSegkJRHXr\nEm3aJHaSshUWFtLQoUOpadOm0qHsVVGPHkSffy52iqorMTGRtmzZQl27diV1dXVq2LAhzZs3r8yW\nrT179lD9+vWlo1hXrFhB1atXr9TlxvL47rvvqH79+pT7/0q7X79+5O3tLZdzDR06lD766CMiet1i\n5uPjI5dzVRl5eUSOjkT/H/WpCEpRYBERXbhApKVFdP682EnKJywsjDQ0NOju3btiRxHN9etE7u5E\nly4JBXJW1usCi8lPbi5R27ZEPXsqvEtBhWVlZZGbmxsNHDiwSl66ePpU6FvIDQeKERMTQytWrKB2\n7dqRmpqatNj6b0tRUXEVEhJCWlpatH//frlnS09PJysrK/rtt9+IiOjhw4eko6NDQUFBMj1PUb/f\nBw8eEBHRxo0bydzcnBcOL4+DB4U+K3IutouINk1DaWbMAPz9gdBQ4I3lk2SuoKAAr169KvaTlJSE\nxMREJCYmFts+fvx4jBs3rsQxRo0ahfT0dBw6dEh+QZXcjRvA558DISHCMi0GBsDw4cLowA9sAm+F\n+uwzYRmcK1eA6tXFTvNu0dHRaNWqFT7//HN89913YseRqV9+EUZp3roldpIPz9OnT3Hw4EHs27cP\nISEhcHZ2xujRo/Hxxx/D2toaSUlJaN68Ofr06YM//vhDIZk2bNgAX19fPHz4ENWrV8f06dNx+fJl\nXLx4scRah+8jPz8fzZo1g5eXFxYtWoSUlBQ4OTnhhx9+wOTJk2XwF3wAunYFbGyE4exyplQFVm6u\nsORHhw5ARV4PGRlAQgLw8iWQmPj6JyFB+Hlzm0RSgEePtKSP1dXVhZmZWbEfc3Nz6e8eHh4llj6I\njIyEs7MzQkJC0KpVK1n9+SrnzQIrPR1o2hRYsAD47TcusOTlzz+BL74Q/s2bNBE7TfkFBwejS5cu\n2Lp1K4YMGSJ2HJkgEqYYmTJF+H/CxBMWFoY9e/Zgz549ePr0Kbp06YLc3FwkJibi8uXL0NPTU0gO\niUSC5s2bo0ePHliyZAmSk5Ph4OCAVatWYejQoZU+/rJly7Bs2TJERETA0NAQ06dPx8WLF3Hp0iWo\nq6vL4C/4AFy7BkRGCq0B8qaQdrIKuHFDWJalqE9PeQwbJnS2VlcX+rA1bCgMUR84kGjyZOGS62+/\nEe3YQXTqVCHdvHmToqOj37tfiI+PD3Xp0uW9HluVFF0iLHLokDDtBl8ilI9Ll4h0dYkOHBA7yfv5\n66+/yNDQULpciaq7cEEYAS3n0fisgq5cuUIzZswge3t72r17t8LPf/z4cdLW1qaHDx8SEdHSpUup\nbt26lF3JUVyxsbFkZGREu3btIiJheggtLS0KCQmpdOYP1ptD4ImEPhdvdmWoZB8MpWrBKjJ/PrBh\nA3D7NlCt2rvvn5Ag/NfcHJBBK+xbxcbGon79+jhy5EiJlb4/NG+2YBUZPBh49oxbsGQtLk5o3R01\nSpjwVVV99tlnOHr0KK5cuVJsQVlVNHEikJQEHDggdhJWmj59+sDR0RFLly5V+Lm7dOmC/v37Y+rU\nqcjJyUHnzp3x7NkzaL+xVIWJiUmxVicDA4Ni+3V0dKCvry+9HR8fj5ycHFy5cgVqamro3r07atSo\ngR07dijmj6pKnj0Dpk4FmjUTioY6dYCxY4GlS4HWrQEPD+DBA2DjRmH25veklAVWXh7w/ffArFnK\n18dkxowZuHTpEoKDg8WOIrr8fEBL6933Y5WTlwd07AiYmgL//CMsZaOqCgoK0KNHD+Tl5eHMmTPF\nPlBUSVYWYGUlrETg5SV2GlaaP//8E35+fnj48KHCz52TkwNdXV3p7dKWaklNTUVhYWGx++S9sUxG\nbm4usrKypLfDwsIQExODW7duQV1dHbdu3YKlpSWsrKzk+JdUUX5+QKtWQOfOwu0+fYQO4CtWALa2\nwr6oKOD48apXYBWJjRX+3hkzgJo1hW3x8cD+/ULxqWgJCQmoV68edu7cib59+yo+gJL5+WfhcvbB\ng2InqdqmTAFOngSuXi1fi66yS0pKQuvWrdG9e3esWrVK7DjvZds2wNcXePoUkMGKK0wOXr58CWtr\na9y6dQuNGjUSO06lpaSkwMHBAT///DN8fHzEjqPaRo4E1q4FjIyE2xMnAgsXCh3fb98GatcGXr0S\n9leiwFLqt4YXL4BffxVa83bvFrYlJADbt8u3wCosLMSrV6+KjSpMTEzEsWPHYGtrCy/+ygoA+Pdf\noF07sVNUbRs2AFu3Cpdhq0JxBQDVq1dHQEAA2rRpg8aNG+PTTz8VO1KFbd4sXK7l4kp5WVhYoHXr\n1vD3968SBZapqSnmzZuH7777DsOGDYOxsbHYkVRX587CIsi9egESibD4qrm5sO+TT4pfIqwEpX97\naNECuHdPaKn76KP3O0ZqqjDC8NUrYSRhRsYVxMYGISEhAQkJCdIC6s3/FjXsFY0yNDc3h52dHQ4d\nOsSjNSBcHgwJAWbPFjtJ1XXhgtDHbdcu1RoxWB7Ozs7YunUrhg4dCicnJ3Tq1EnsSOUWFQWcOwes\nXi12EvYu/fr1w759+zB37lyxo8jEp59+ijVr1mDx4sVYsGCB2HFU14ABwJw5wOHDwmWY77+Xy2mU\n+hJhUSfq5cuFb4thYcLoyokThQ+fM2deF01F/y2aquHN7fn5wvE0NQEzM6Bjx5OIj/8Z5ubmsLCw\nkE7L8OZ/LSwsYGZmBkN5Tsilwq5cAdq3B1JSAAWNgP6gJCQkYMSIqWjRYhUWLjQTO47c/PTTT/jt\nt99w5coV2NnZiR2nXObPB44dAy5dEjsJe5f79+/D2dkZ0dHRqF27tthxZCIgIADDhg1DREQEbG1t\nxY6j2lJThQkc5dQUrRIFVmkTWV64AFhbCwWTmZnQulf0XwuL4rfNzIAaNarOJRZlsHSpMHrqzRGE\nTDZyc3PRqVMnmJqa4p9//qnSLaZEhBEjRuDevXsIDg6GgYGB2JHeaeNGwNgY8PYWOwkrjwYNGmDa\ntGmYMmWK2FFkplu3brCyssLWrVvFjsLeQmUKLJ7IUrn07w80aCAMxmCyNXnyZJw+fRpXrlxBtQ/g\nW0F2djY8PT1Ru3Zt7N+/v0oXlEzxZs+ejZs3b+LEiRNiR5GZW7duoWXLlrh48SJatGghdhxWBpV5\nJzMyEkYUzpwpdhJWWCj0D2zfXuwkVc+GDRuwbds2/P333x9EcQUAenp6OHDgAIKDg/HTTz+JHaeE\nuDihi0Zi4uttsbHAX3+Jl4mVX79+/XD27FmkpKSIHUVmmjVrhhEjRmAmfyAqNZUpsACgb1+gbVux\nU7DwcOHStYeH2EmqlqCgIHz++efYtm0bGjduLHYchbK1tcXBgwexcOFC7N27V+w4xcTHAz/9VPzL\nXVycQpYyYzLQunVrmJmZ4dixY2JHkalffvkF165dQ0BAgNhRWBmUusBydS3Zx2f/fr48KLbz54FG\njQATE7GTVB2xsbEYMmQIvvzySwwYMEDsOKJo27Yt1q5diwkTJiAsLEzsOMW0aCHMQ3b2rNhJWEWp\nq6vDy8sLhw4dEjuKTNnY2ODLL7/ErFmzkF80kospFaUusJhyCgoCPD3FTlF15ObmwtvbG66urvjl\nl1/EjiOqsWPHYuzYsejbty9evnwpdhwpHR1g3Tph0tfcXLHTsIrq168fjh07Vmym9KrA19cXaWlp\nWLdundhRWCm4wGIVxv2vZGv69OlISEjA9u3buYM3gOXLl8Pe3h6DBg2S+weiRALcvQvs2wf88AMw\nZAjg4gLo6gL/7RPt4SF8seCBHaqnW7duICIEBgaKHUWmDA0NMX/+fMybNw9JSUlix2H/we/mrEKi\nooQOvlxgycb69euxa9cuBAQEfDCd2t9FU1MTe/fuxfPnzzF9+nSZHTc6Wiiali0Tpnpp106YxqVR\nI2Gd18OHhZaqUaOElSNKG5y1aJEwi/uDBzKLxRRAR0cH3bp1q3KXCQFg/PjxsLGxgR9X/kpH6Wdy\nZ8rl/HnAweH12pDs/QUFBWHq1KnYvXs3nJ2dxY6jVKpXr47Dhw+jTZs2aNKkCSZPnlyuxxUWFuLJ\nkycIDw9HeHg4IiLuIyJiHe7c0UR6ujAa2dlZaKXq31+YzNnZGahbt3yLaJuaAosXA198AdjbV+IP\nZArXr18/fPPNN1i9ejXU1NTEjiMzGhoaWLJkCfr27YtJkyahfv36Ykdi/8cFFquQhw//Re/edQHU\nETuKyvPz88Pnn3/+wXZqf5c6depgy5YtGDJkCBo0aFBsOR2JRIKoqCjcvXsX9+7dk/43IiICWVlZ\nqFatGpydneHi4oIRIzLg4GAKZ2dAFhNfe3sL60Omplb+WExxevXqhcTEROTn50NbW1vsODLVo0cP\n9OjRA7dv3+YCS4ko9USjTPk4Ojri22+/xZgxY8SOovKysrKgra0NTV4xuISkpCTY2dkhJCQEe/bs\nwZo1azB+/Hg8efIE9+7dw/3795Gbmwtzc3O4uLjA2dkZDRs2lP5YWVkpJOfz59yayxgrHb+zs3KL\ni4tDZGQk2nMHLJnQ19cXO4LS2r59O2rUqAFnZ2f88MMPsLa2xr59++Ds7IyOHTuiQYMGaNSoEczN\nzUXLGB4OtGolrInaurVoMRhjSoo7ubNyCwoKQu3atVVmUV6mujZv3owxY8ZATU0NampqmDRpEk6f\nPo3ff/8d169fh5GRkajFFQA0bChMPtq7tzD4gzHG3sSXCFm5ff7550hKSsLOnTvFjsKqsFu3bqFF\nixZ48uQJatWqVeq+p0+fwtraWqSErxEBQ4cKowqDg4UF6RljDOAWLFYB58+f58uDTO62bNmCzp07\nlyiuAGDTpk3o3r27UhRXAKCmJqxJWFgIjB4tFFyMMQZwgcXK6dWrV7hz5w48eQp3Jke5ubnYtm0b\nxo0bV+q+HTt2YOzYsYoP9haGhkBAgDCFyYIFYqdhjCkL7uTOyuXChQswMzNDw4YNxY7CqrCjR4+i\nsLCw1Kkr/vnnH6ipqaF///6KD/YOdesKk5P27Ak4OQkzwjPGPmzcgsXKJSgoCB4eHlVqgj6mfDZv\n3oyhQ4dCV1e3xL5NmzZh6NChSjuHUZcuwJIlwIQJgJKtVc0YEwG3YLFyOX/+PIYNGyZ2DFaFPX/+\nHEePHkVwcHCJfXFxcThx4gQuXrwoQrLymz5dWNuwb1/g6lWgRg2xEzHGxMItWOyd0tPTcfPmTe7g\nzuRqx44dcHZ2RqtWrUrs2759Oxo2bIgWpS0QqGRWrRJmjB84EJDzWtWMMSXGBRZ7p4sXL0JPTw/N\nmzcXOwqrwjZt2oTRo0eX2E5E2LhxY6n7lJGWFrBzJ/DwIeDrK3YaxphYuMBi7xQUFAR3d3de0oXJ\nzbVr1/DgwQN8/PHHJfZdvnwZjx8/LnWfsqpVCzhwALhxYxw2b94sdhzGmAi4wGLvxPNfMXm7e/gw\nPureHZaWliX2bdq0CR999BEsLCxESPb+2rYFJk7sAh8fH5w7d07sOIwxBeOZ3Nk7nT59GnXq1IGD\ng4PYUVhVlJcH2NhAsmYNNAYPLrYrKysLVlZW2LRpEwYOHChSwMrx9fXFxo0bceXKFV5mirEPCBdY\njDFx7d0LfP45EBsrdGB6w+7du/HZZ58hLi4OOjo6IgWsnMLCQvTr1w/Pnj1DcHAwDHg9HcY+CHyJ\nkDEmrk2bgJEjSxRXAOC9axcuT5umssUVAKirq2Pnzp0oKCjA6NGjwd9pGfswcAsWY0w8z54J06CH\nhgKNGhXfFx0N2NkBt24BjRuLkU6mHj9+jFatWuHLL7/EnDlzxI7DGJMzHhbGGBPP9u1As2YliysA\n2LoVaNq0ShRXAFCvXj3s2rULvXv3RuPGjdGnTx+xIzHG5IgvETLGxEEkXB4sZWHnt+5TYV27dsWi\nRYswcuRI3LlzR+w4jDE54kuEjDFxBAcLC/jFxQHVqxffd/480L176fuqAB8fH5w+fRpXrlyBubm5\n2HEYY3LABRZjTByffAKkpQmjCP9r/HggPR3Yt0/xuRQgPz8f3bp1g7a2No4ePcqT+DJWBfElQsaY\n4mVkAHv2lH4JMD1dKLqq2OXBN2lpaWHHjh1ISUlBTEyM2HEYY3LAX5sYY4r3999AtWpAjx4l9x04\nAJiYlL6vCrGxscGVK1fEjsEYkxNuwWKMKV7R3FfqpbwFbd4MfPwxoKGh8FiMMSYr3AeLMaZYjx4B\njo7AvXvCf8u7jzHGVAi3YDHGFCs2Fhg2rPQCautWoHVrLq4YYyqPW7AYY8qhsFCYuf3bb4GJE8VO\nwxhjlcItWIwx5XDjBvDyJeDtLXYSxhirNG7BYowp1q5dwLlzQG4u4OYG+PgARYs5v3wJWFiIGo8x\nxmSBCyzGmOJ89hkQFgZ8/TWgry+MGIyMBC5cALS0xE7HGGMywwUWY0wxEhKA2rWBFy+Eea6KODsD\nq1cDnTqJl40xxmSM+2AxxhTj+HHA07N4cQUAgwYBR46Ik4kxxuSECyzGmGLcvg00bVpyu5UV8OSJ\nwuMwxpg8cYHFGFOMevWAM2dKbj99WrhMyBhjVQgXWIwxxRg6FHj8GAgMfL0tLEzo4O7jI14uxhiT\nA17smTGmGNWrA4cPA2PHCv2w9PSEaRkOHhQ6vzPGWBXCowgZY4oXHS38t04dcXMwxpiccIHFGGOM\nMSZj3AeLMcYYY0zGuMBijDHGGJMxLrAYY4wxxmSMCyzGGGOMMRnjAosxxhhjTMa4wGKMMcYYkzEu\nsBhjjDHGZIwLLMYYY4wxGeMCizHGGGNMxrjAYowxxhiTMS6wGGOMMcZkjAssxhhjjDEZ4wKLMcYY\nY0zGuMBijDHGGJMxLrAYY4wxxmSMCyw5unjxIho0aPBejyUi/P7778jPz6/UcRhTNdOmTYOtrS1i\nYmKK/V4Wfn0wVffmc/jN935ZH5splhoRkdghqqrc3FwkJCSgVq1aFX6sRCKBpqYm0tPToaWl9d7H\nYUzVGBkZ4fr163B0dCz2e1kq8zpjTBm8+Rx+873f0NBQpsdmisUtWJUUFhaGcePGYdGiRbCzs4Ob\nmxtCQ0MBAJGRkZg1axYA4MiRI2jQoAFq166NadOmITs7GwBw8uRJNGrUCCYmJhg0aBBevHgBABgw\nYAAAoH379rh9+7b0OG87X9H+Dh06oHbt2hg7dizS0tIU9m/B2H+V9bw/duwYOnbsCFtbW4waNQqJ\niYkAgFGjRiErKwujRo3CoEGDpL/HxcUBKP35/ebrjF8fTJl9/PHH2L9/v/T2/v37MWXKlGLP4Tff\n+7Oyssp8rYSFhWH48OFYuHAh7O3tMXjwYISGhqJDhw6oU6cOli5dCuD159C7XhtvKuucrIKIVUpI\nSAhpamrStGnT6P79+zRgwADy8vKS7nNycqInT56QgYEBBQQEUHh4OLVp04b8/Pzo6dOnZGpqSidP\nnqSEhASaNGkS9ezZk4iIoqKiCACFhoZScHAwOTk5vfN8qampZG5uTkuXLqXHjx/TxIkTqV+/fqL8\nuzBW1vO+sLCQXFxc6PDhw/TixQsaOXIkzZ07l4iInj59Srq6unT16lWKioqS/p6fn1/m87vodUbE\nrw+m3ObPn08DBgyQ3u7bty+tWrWq2HP4zfd+iURS5mslJCSENDQ0aPr06XT58mVycXEhY2NjOnDg\nAP3zzz+kpqZGaWlp0mO/7bXxpre9PlnFcIFVSSEhIWRmZkYFBQVERBQcHEwODg7SfU5OTrRgwYJi\nb+RXr16lffv20c8//ywtqIiInj9/TgAoNTWVCgoKCAClp6eX+AAp63wbNmygVq1aSY+XkJBAWlpa\nlJGRIdd/A8ZKU9bzPjMzk86fP09ERLm5uTRv3jzq0aOH9H56enqUkJBQ4veynt9nzpzh1wdTCRER\nEWRoaEg5OTmUmZlJRkZG9PLly2Lv8W++97/ttRISEkKmpqYkkUiIiGjq1KnUt29f6blsbGzo+vXr\nxQqssl4bb3rX65OVn6aozWdVhKWlJTQ0NAAAhoaG0ssgRZ48eQJnZ2fp7RYtWqBFixaYOHEiWrVq\nVew4BgYGSEhIgIGBQYXP9/DhQ9y+fRsWFhbS+xYWFuLVq1dvPR5j8lDW856IcO3aNUycOBGpqamw\ntrZGjRo13nm8sp7f/73Mx68PpqycnJxgb2+Ps2fPIisrC23btkWNGjXw8OHDUu+vp6f31teKlZUV\n1NWFnj46OjpwcXGR7tPU1CzRUf5dn1XlOScrP+6DJQNFT/CyODs7Iz4+Xno7MjISQUFBcHFxKTY6\nKjY2FgYGBrCzs3uv85mYmKB79+54+fKl9Ofp06eoXbt2Bf4axmSjrOd9UFAQFi1ahCNHjiA+Ph7T\np0+HmpraO49X1vP7zYIJ4NcHU25Dhw7FP//8A39/fwwfPvyt933Xa6WoWCqvd31WleecrPy4wFIA\nLy8vnDlzBtHR0ZBIJJg+fTpevHgBLy8vnDp1CtHR0QCAgIAAdO3aFWpqalBTU4O6ujqysrLKfZ5O\nnTrh7NmzePr0KQBg586d6NixI784mCjKet5HRESgadOmqF+/PgoKCrBnzx5QOQYzV/b5za8PpgyG\nDBmCw4cP4/Tp09IO7W96873/fV8rlSHGOasqLrAUwNHREV5eXmjQoAEcHBygra2NAQMGwN7eHl27\ndoWjoyPc3d2xePFi6UgSdXV19OjRA82aNSu1Gbc0bdq0wdSpU+Hg4ICGDRvim2++wcaNG+X5pzFW\nprKe997e3njy5Anc3NzQqFEjtG/fHjdv3sShQ4feerzKPr/59cGUgZ2dHSwtLeHu7g5jY+MS+998\n7+/du/d7vVYq431fn6wkngdLgZKSkqChoQETE5Ni2+Pj45GSkgJHR8cSTb4pKSkwNTWt0HkSExMR\nGxsLZ2dnaGtrVzY2Y5VS1vP+0aNHqFOnDjQ1NZGWlgZtbW3o6uq+83iVfX7z64Opgjff+9/3tVIZ\nYpyzquECizHGGGNMxvgSIWOMMcaYjHGBxRhjjDEmY1xgMcYYY4zJGBdYjDHGGGMyxgUWY4wxxpiM\ncYHFGGOMMSZj/wN5xg1Wh48wWwAAAABJRU5ErkJggg==\n",
"prompt_number": 11,
"text": "<PIL.Image.Image image mode=RGBA size=600x600 at 0x10E6431B8>"
}
],
"language": "python",
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Notice that the first molecule has not been printed! This is because the parser automatically assumes the first line is column information, so skips it. This can be fixed by giving the supplier constructor the parameter `titleLine=False`:"
},
{
"metadata": {},
"input": "supp = Chem.SmilesMolSupplier(smiles_file, titleLine=False, delimiter = '\\t')\nDraw.MolsToGridImage([m for m in supp], legends = [m.GetProp('_Name') for m in supp])",
"cell_type": "code",
"prompt_number": 12,
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"png": 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qYcuWLQCA8ePHKzIsJkebNm2SVcUrk5sbYGMDHDlSuvO4u7sjIyNDtebGcnMDbt2Svb3n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"prompt_number": 12,
"text": "<PIL.Image.Image image mode=RGBA size=600x800 at 0x10E643C20>"
}
],
"language": "python",
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": "rdkit_smiles_parsing"
},
"nbformat": 3
}
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