Skip to content

Instantly share code, notes, and snippets.

@iwatobipen
Created June 6, 2019 13:46
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save iwatobipen/cf6699cbdacfddb7c0c92080dd52e87e to your computer and use it in GitHub Desktop.
Save iwatobipen/cf6699cbdacfddb7c0c92080dd52e87e to your computer and use it in GitHub Desktop.
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ref\n",
"# https://github.com/rdkit/UGM_2017"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import print_function\n",
"from rdkit import Chem\n",
"from rdkit.Chem import Draw\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"import copy\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"csvfile = './data/heterocycle_reactions.csv'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read all the patterns into RDKit reactions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"smarts_reader = csv.DictReader(open(csvfile))\n",
"REACTIONS = []\n",
"for row in smarts_reader:\n",
" smarts = row['SMARTS']\n",
" if not smarts:\n",
" continue\n",
"\n",
" for product in row['CONVERT_TO'].split(','):\n",
" reaction = smarts + '>>' + product\n",
" REACTIONS.append(AllChem.ReactionFromSmarts(reaction))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_unique_products(mol):\n",
" unique = set()\n",
" for rxn in REACTIONS:\n",
" for newmol in rxn.RunReactants((mol,)):\n",
" isosmi = Chem.MolToSmiles(newmol[0], isomericSmiles=True)\n",
" if isosmi in unique:\n",
" continue\n",
" unique.add(isosmi)\n",
" Chem.SanitizeMol(newmol[0])\n",
" yield newmol[0]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def enumerate_heterocycles(mol):\n",
" start = mol\n",
" starting_points = [start]\n",
" seen = set()\n",
" while starting_points:\n",
" for newmol in get_unique_products(starting_points.pop()):\n",
" newmol_smiles = Chem.MolToSmiles(newmol)\n",
" if newmol_smiles in seen:\n",
" continue\n",
" starting_points.append(newmol)\n",
" seen.add(newmol_smiles)\n",
" yield newmol"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=2000x200 at 0x11FA9A630>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bnzn = Chem.MolFromSmiles('c1ccccc1')\n",
"Draw.MolsToGridImage(list(enumerate_heterocycles(bnzn)), molsPerRow=10)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x11fdbf670>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"capivasertib = Chem.MolFromSmiles('c1cc(ccc1[C@H](CCO)NC(=O)C2(CCN(CC2)c3c4cc[nH]c4ncn3)N)Cl')\n",
"capivasertib"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"protected_capivasertib = copy.deepcopy(capivasertib)\n",
"atoms = protected_capivasertib.GetAtoms()\n",
"phenyl = Chem.MolFromSmiles('c1ccccc1')\n",
"mactches = protected_capivasertib.GetSubstructMatches(phenyl)\n",
"arr = np.array(mactches)\n",
"matches = arr.flatten()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"for atom in atoms:\n",
" if atom.GetIdx() not in matches:\n",
" atom.SetProp('_protected', '1')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"enume1 = list(enumerate_heterocycles(capivasertib))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"enume2 = list(enumerate_heterocycles(protected_capivasertib))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2592 9\n"
]
}
],
"source": [
"print(len(enume1), len(enume2))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAGQCAIAAACyL902AACaUElEQVR4nOzdeVyU1fcH8DPDDgKuuKSmmEtq7paKhguWC24p7mSZYpQ/XFLRUrHNKE1RSyU1xTKVMhUN7esSiJoL7gu4kZYou6wKAzPn98elaUTEWZ5hmOHzfvVH4sydO3jmuWeee++5MmYmAAAAAACo2OSm7gAAAAAAADwbEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxt3z3C+8fzDlYyIU3Cm6Yui8AAAAAlsAk+ZWMmcvtxaD87c7afSTnSE/nnjsyd1SRV/mmwTem7hEAAACAeTNVfmVdPi8DpvLLg1++a/idg9yhj3OfOYlzTN0dAAAAALNnqvwKS2UsXH3b+gpWENG2B9tM3RcAAAAAS2Cq/Ap33C2cb3XfgTcHNrdv3tmps6n7AgAAAGAJTJVfYY27hUssTKx/qb6rlWtG2ww5JlgAAAAADGaq/AqZnIWLzokmIo8qHsjaAQAAACRhqvwKyZyFi86NJiLPKp6m7ggAAACAhTBVfoXE3cIhcQcAAACQlqnyK6xxt2RJhUl1L9WtIq+S0TbDRmZj6u4AAAAAmD0T5le4427JxNdBjyoeyNoBAAAAJGHC/AqJuyU7k3pGTnKskwEAAACQignzKyTuluy3Yb+5DHPp/aC3qTsCAAAAYCFMmF9hjbvFSk1NrV27toODw4MHD2xtbU3dHQAAAACzZ9r8CnfcLVZ0dDQzd+vWDVk7AAAAgCRMm18hcbdY0dHRROTpiQXuAAAAANIwbX6FxN1iVdDE/fp1UiqJiK5eJSLKyKDoaMJ6LTAQ4gqMAXEFAE9A4g7Sy8jIuHLlir29fefOnU3dl8etWkXZ2UREixfTrl302WeUlERvvEEKhal7BuYMcQXGgLgCgMeZPL+yNsmrgvEUFhYeO3ZsxYoVKpXqxRdftLe3N3WPnvDJJ+TgQElJtG0bbdxIDg6UmkrHjlGvXqbuGZgzxBUYA+IKAIiowuRXSNwtRGpqalRU1J49e/bs2ZOZmUlEtWrVunz58s6dO4cNG2bq3j1u9myqWpUmTSJnZyoqIiJKS6MGDUzdLTBziCswBsQVQOVW0fIrJO5mTKlUnjhxYt++fZGRkefPn1dX9mzVqtWAAQPS0tI2btzo4+OzYcOGCRMmmLarj3FwIEdHsrKiSZPo/fepRg1SKjH1DIZCXIExIK4AKp+KnF8ZvY77999/T0S//PLLtGnTXnvtNZlMZtSXqwzS09MPHz588ODBiIiIpKQk8UMHBwcPDw9vb++hQ4c+//zz4odffvnl3Llz5XL5d999984775iuy2W6eZO8vOjhQ/rf/6hdO1P3BiwF4gqMAXEFFQbyK8mZR37FRpOZmTlq1CjxnsVrtWrVat26dY8ePTLei1qwy5cvBwcHe3l5WVv/N0/i7u7u5+cXERHx5G81Pz+fmb/66isikslkISEhpui1FgoKeOhQJuKqVfnPP03dG4ldu8aZmczMcXF87RoXFTEzX7li2k5VDogrMAbEFVQAyK+kZV75lbES91OnTjVp0oSInJ2dQ0NDQ0JCGjZsKH4XtWrVCgwMvHv3rpFe2vLk5uYuXbpUHUz29vavv/76ihUrbty48bSnJCcnt2zZcuXKlcy8Zs0auVxORJ9++mk59loXCgWPGMFE7OTEhw6ZujdSevdd9vNjZp40iadO5YwMZuZx40zbqUoDcQXGgLgCk0J+JSFzzK+kT9xVKlVISIg4Tapjx47Xr18XP1coFFu2bOnUqZP47TRp0uLtt/nCBclf3wKtWLHCzs6uWrVq/v7+e/bsycvLe+ZTNm3aJJPJZDLZ8uXLmXndunUitgIDA43eXf0UFfGECUzEjo78v/8Z0lJOTs6aNWuOHDkiVdcM4e/PixZxVFTxQDh9Os+bx336mLpblQfiCowBcQWmgPxKcuaYX0mcuN+7x8OGjRZzBx988EFBQYH4+S+//LJs2bKsrCxmPnLkyBtvvOHpuZKIidjDg8PDi6fkoFRi2/L333+v07NCQ0NFMC1atIiZt27dKuaA5syZY5xuGkyp5EmTmOimp+fevXt1fKoyNjY2ODjYw8OjSpUqDRs2PHHixF9//WWcjurA35/z8njECPb15alTOTGR8/J4zBhTd6tSQVyBMSCuoHzdu8fDhk3WzK/u3LkTHh6u+RjkV7oyx/xKysT9wAGuW5c7dYp0c3MrcSFr06aNmNbx8/OLj49n5oQEDgzkqlVZhNcLL3BICOfmStgdC6FSqWrWrElEt27d0vW5W7ZsEcEkvghGRETY2dkRkb+/v1KpNEJnDaZS3Vm0yN7a2tbW9pdffnnmw1NTU3/88ccxY8bUqFFDPdUlk8m2bdvWqlWrlStXFhYWlkOvy+DvzwoFHz/OHTsWTz0XFfHw4czMWnyxB4kgrsAYEFdQXv7Nr1Lc3GqL/GrHjh3VqlWztbWNjY0t8WDkV1rSzK9ycnJ0yotMmF9Jk7gXFPDMmSyTMRH37ctJSY8FiEqlioiI6PXvcRVWVlbTp286doyZOTOTly7l558vDq+XX35scwww88WLF4mofv36zBwSEjJ79mzxzUdL27dvt7GxIaL3339fpVJFRkaKvSyTJ0+uoLk788KFC0WcbNq0qdQHlLGPZMuWLWfOnGnfvv38+fOXLVs2YcKE8u37M1y8yE2bcvfu/NVXPH8+6/IvCYZCXIExIK7AqJ7Ir/IePXoUEBAgAmnw4MFpaWmlPhH51TNp5lfTpk2rVq3aTz/9pP3TTZVfSZC4//UXd+nCRGxtzUFBXEZvz58/7+fn5+zsXK/eHSLu0IHDwlihYKWSIyLYw4NXrnxscwww86pVq4ho/PjxzNy2bVsiioqK0qmFvXv3ivO9/Pz8lEplVFRUlSpViGjMmDEmv8HzNMHBweJe1DfffCN+kpubGxER4efn99xzz6kHP2traw8Pj+Dg4BK3HKKjo7/77jt3d/fTp08vXLjQFO+gdLm5XKsWE3F4OM+bx1lZpu5QJYO4AmNAXIGRPJlfXb7MAwbMIyI7O7uVK1eqVKqyW0B+VQYzza8MTdzDw4unY55/no8e1eop9+9nffQR16xZ/C2wQQM+frz4r5TKxzbHADOPGDGCiNatW5eeni6Xy+3s7B4+fKhrI4cPHxbBNHbs2MLCwpiYGBcXFyIaNGiQqGpUAakLLQ0ePLhHjx6aN6uef/55f3//iIiI3KdP/p08eTI2NrZly5ZPDpOm9emnTMRubrxyJeu09T8xMXH+/PmzZ89evnx5lnkOobm5uUeOHFmyZMmYMWOSk5MVCkX59wFxVQLiShKIqxIQV4Z7Mr8KC2MnJ37+eUX79q+ePXtWp9aQXz1JnV9lZGSYUX6lT+KuOdsyeTIT8fDhxXWjtJefz2Fh3KoVOzhwaup/P9fcHAMqlap27dpEdP369V27dhGRp6enfk0dOXLE2dmZiEaOHKlQKE6cOFGtWjUievfddyXtspTWrFljbW0tfgNWVlbqm1XPvMcgZGRkbNiwITg4uFWrVtpsFS8fWVlcrRoTsU5lJPbs2SOW4llZWRGRi4vLjBkzKsJutrIplXzlyu3vv/9+ypQp7dq108xmXF1dTXW2AOJKzUzjipXKu1evbtiwYcqUKW3btkVcGU/liitW3rhxxbRx9bT86sGD4hqkRDxxop4L1pFfaVKpVG5ubkR048YN88qv9EncNWdb8vJ42zb9X16l4suXSza+ZQvPmMEdO+rfrMW4cuUKEdWtW5eZZ8yYQUSGTKQeP368atWqMpnsf//7HzOfO3fO2dn5zTffrDiDxJNu3LixdevWHTt26H3PZvHixadOnWrVqtX9+/f1eLoxTiRZuJCJ+LXXtHpwfn5+YGCg2MDeu3fv7du3e3t7ixPy5HK5t7f3gQMHDOqNYZ5cNHn/PkdEcFAQe3tz9ers6fmn5lKBDh06+Pv7i2CuVq1aSkqKSbqNuKrgcVWKxwPrevfu6riysbHp0KHDe++9h7hCXOlKobifmRmRmBh044b3+fPVv/vO07RxVWp+VVTErVoxEbu48NatBjWO/ErtyhVVy5anBg1axcyzZs0hogULFujdWnnmV/ok7saebXFyYiIsp2NmXr16tVgsxcwdOnQgokOGnfcRGxu7bt068f/Xr18nolq1aml5Q8h8/f7776tWrVqyZIket3yMcSLJgwfFE6DPXF0WHx/fvn17kfIGBQWp97uI7SJiaR0RdejQISwszCQrBNS/n7ffZh8fbtiw+J6Q+j8vr7RRo0Z9/fXXR48e1ZyFHDBgQAWf8HkmxJVxpadzVBSrVDxp0pOBlefhMWrUqGXLliGuNCGunkWZkxOTm3uqoOCvW7d8Ll5sGBtLmv/FxAwwbVw9Lb/atIk7deKnHwqkLeRXat9+y0TF1U47dy5q0eJMVNRtQxost/xKz8TdqLMtzZoxEY5ZZmYWZxqvXbs2MzPTysrK1tZWwm9v3333HRGNGDFCqgYrsszMzKFDh545cyYnJ0ebxxcV8bFj/NFH/M47RjmR5MMPuVEjhb9/WSXkwsLCxMq5Ro0aHVdvBNGQlJQUFBQkpqTFzExQUFB6erqhndOF5jDz3HNMxM7O7OHBAQEcHs5JScUPe/jw4bFjx5YtWzZ69Ghxabtx44adnZ1cLq9QK3p1hbgylp07ecYM3raNhw5lL6+nBpaGXbt23bhxA3GFuCpDUtLXaWnf37u3KD39h9hYWWwsnTvnHB/v8fffARkZ4QqF6eOqjPxKknLsyK/URo5kIl67ljMz2cqKbW2lrHlq1PxKz8T94UPesYNbtpS8P8zMvXoxkYGn0VmIevXqEVF8fPyePXuIqHv37hI2Pm7cOCJatWqVhG1WcNOmTdu9e3cZ34DT0jg8nP38uE6d4lt7r71Wyokko0cb2pPU1DxX1+oymazUYSA7O3v8+PFieBsxYsSDBw/KaCo/Pz8sLKxVq1bi8VWqVPHz84srr3JfmsPMoUN89WpxXSmViuPiOCyM33uPvb1nippZwhtvvCGeO3PmTCLy8PAw9zkfxJX0Ro1icb9z1Sr+7rv/Auspli1bRkTe3t6MuEJcPV1Gxi8JCaPT0jYWFWVmZIQ/enSVuWLFlTHyq8uXuUcPHj+eGfmVhnr1mIjj43nPHiZiSdMr4+ZXelaVuXKFibhZM2k7U8zXl4l440ajNG5G4uPjicjNzU2lUs2aNYuIPvroIwnbb9iwIRFdunRJwjYrvuPHj3/11VeaP1EqladOnVq0aNEbb7wjl/83G9+0KU+bxiNHljyRJC+Pa9fmpUsN7Yn4Nx06dGiJn58+ffqFF14gIgcHB+23Q6lUqgMHDpT/clLNE1uEvDx+/fX/zv4g4h49wqysrNq2bevn57dhwwb1IJ2dnV23bl0i2r59u7H7aWyIK4n5+XF2NjNzUJA26wOSk5OrVq1KRJGRkYgrxNXTZGf/oVTmpKf/lJio1WBqkriSPL+6erU4Qhj51b/i4piI69RhlYpnzWIiljS9Mm5+pWfinpXFROzoyMycmMh797KOhYnKMncuE/Gnn0rWoJlau3YtEY0cOZKZO3fuTET/k+5r8q1bt4ioevXqFfYYJuNRKBQRERE5OTmi0LKY1hCDx3PPJXt5cXBwWTOJEREsxksDQzQpKcnR0VEmk50/f178RKVShYSE2NraimWg165d06PZixcvTpw4URzhRkRbtmwxqJfPcuoUT5zImzc/9kOxZqZ+fR4+nL/6io8eTXtaIbx169Z17jywW7drFXiDtLYQV1Lato3bt+fhwzkoSMtnfP3110T0wgsv5OfnI67UEFea7t//Ki7ulZs3B6WlbdTyKeUfV5r5lSSys5mIHRyYkV/9a+1aJuJRo5iZO3eWeBbC2PmV/nXcnZ2ZiDMyeNUqJmIJ92xI3qCZGjNmDBF9++23OTk51tbW1tbW2eIWlBQ2bNiguWihsklISPjwww/VizcaNWrk7++/Z8+evDytqq5u2cLW1kzEc+YY1I1p06YRkY+PDzOnpKSI/U8ymSwgIMDA+q/JycnBwcGurq516tS5ePGiQb0sU2goE/E77zz2wxMnODFRq6crldyhAxPxokXG6F15Q1xJRoyrupwkqlAomjdvTkSrVn2HuNKEuFJLSVkbG0u3b7+t/VNMElfq/EoqLi7GStjM1JgxTMSrVzMzJyVxeLieFTZLZez8Sv/EvUULJuJLl3jnTibiQYMk65PkDZopceTelStXIiMjiahLly4SNv7mm28S0YoVKyRs04zMnz+fiNzd3ZcsWXJFr30627ezjQ0Tsb8/673i8d69ew4ODnK5fP369WIStmbNmnv27NGzuSe89tprRPTbb79J1eCTgoKYiA0oosXHjrFMxg4OfNugDf0VAuJKMiKwdKx+u2/f756eS2vVUqSkIK4eg7gSEhODYmMpMbGix5U6v5LKiy8yEV+8iPyq2E8/8ZgxHB9vlMaNnV/pn7iLjf779vGpU0zE7dtL1qfY2Ku1a7fr2LGzZC2aIc1aQmlpaT/++OOvv/4qYfvPP/88EaknPSubHj16EFFERIQhjezezXZ2TMQzZ+bqNyOmUCiGDBmivpHWu3fvRC3vVGtn4sSJRBQaGiphmyVMmsREvGaNQY2MHs1EEmyhMznElWT0DSxvbyYqLomIuNKEuGLm27cnxcZSSkpFjyt1fiWVKVNOvvpq+IED55FfPXn2iOSMnV/pn7hPmMBEvH49JyYWH4kslXv37olNmZK1aIa2b98uk8mkvcuudufOHSKqVq1aJVzgzsyPHj2yt7eXy+UZBs9EHj7MTZoUNmzYa8yYMYWFhVo+KyUlJTw83NfXV2x7ksvljo6OCxcuLJKk3JeGBQsWkGGHdj3TgAFMxIZlFPzPP8XVhaOiJOqWKSCupKRvYN28yXZ2LJfz6dOIq5IQVzduDIiNpczMih5X6vxKKm+99RYRrVu3DvmV5lkHxlAO+ZWc9FW/PhHR3btUuzY5OpKNTZFCodS7NU21a9e2trZOTU0tKCiQpEFzNGjQoObNm586dWr9+vWSN/7HH38Q0auvvirOt6ts/vzzz/z8/LZt24pDiQ3Rqxdt2HAqI+P01q1bx44dW1hY+LRHKpXKY8eOffTRRx06dKhdu/bIkSN/+OGHzMzM1q1b29raPnz48P333xfHg0tIrLZKTEyUtllN9+4REf27X05P9evT7NlERNOnk1Kaq4gJIK6kJBrXPbCaNKH/+z9SqWjaNHruOcTVYxBXCkUiEdnYVPS4UudXUlH/bpFfyWRUrx5FRxur/XLIr/Rvt1mzsy+//Hlu7rdWVlSjRsPERJt79/6Rpk9yed26dZn5/v37kjSo6Z9//rl48eKKFSsyMzMlb1xCDg4O77zzDjP7+fmFhIRI23h0dDQReXp6PvORFknat+/p2e2PP/6oXr36zz//PGzYsPz8fM2/TUtL+/nnn6dMmVK/fv3u3bsvXrz43Llz9vb2Xl5eISEht2/fvnTpUtOmTck4w1X9+vWJ6K6El/8n6JtflTRnDjVsSCoVJSUZ3inTQFxJSXwjfO45PZ66YAHVrUvNmlF+PuKqpEoeV4WF94jIxqaix5U6v5KqQXXijvyKiGbPpm++oYICysuj8HCJGy+P/Erve/W7d+8mogEDBjBzly5diCgmJkaieQDpGxR27txZvXr1OnXq0L/nPly9elXal5DWmjVrxJe2Tz75RMJm3d3diejMmTMStmlGxCdq586dErZ59uxZcSJgz549c3JyLl++HBwc7OXlZW1trf6subu7+/n5RUREPHr0SPO5/fv3J4MXsJbq3LlzRNS6dWvJWxYUiqJmzS66uaUaPmd+7RqfO8dFRRwXx9euFZ8RaF7H+yGupKIsKLhbt26hvb3eZ0WKNazCzZt89arRV7UaD+JKKkVFBQcP1j192l6lquhxpZlfSSIiIsJ4CZtgLvmV5tkjffowEX/5pZTtl0N+pX/ifubMGSJq27YtMw8fPpyItm3bZkhXdu3aVVBQIP5fkgY1PXz40N/fX1yPPDw8evXqpT73YciQIX/88YdUL1S69HSOitJvM/8PP/wgLqaBgYF6v35mZqb66Ox//vmHiFxdXSVfoWgW8vPz7e3tZTJZWlqatC3/+OOPYix0dHRUD3729vb9+vVbuXLljacfIjNp0iQiWmPgBs/SpKRkeHj49utnrJq9t2/fJqL69esb3pTmukNxcAwzjxtneMPlBHElIbFIVJK4Eoy9qtV4EFcSMqO40syvJBEfHz9o0KDFixcz8isNP/5YXCnVgPTKBPmV/ktlxMyLmNUycIYrJyfnzTffHDp0qLpUba1atYhIfP82XHx8fNeuXdesWWNnZxcSEhITE3P48OH4+PiAgAB7e/vdu3f36tWrffv23333XYl5Q2ns2kWffUZJSfTGG6RQ6Prs8ePH//DDDzY2Nl9++eWcOXN0em5CQsKKFSv69u3r5ua2ZcsW8cOoqCgi6tGjh+QrFM3CiRMn8vPzX3rppRo1akjb8rfffpuWlta1a9fnn3++evXqI0eODA8PT0lJ2bdv3//93/+JwwVLZbyVnTVrVjtzZvP+/fPz8iRvm+jfPtczfKHME+sOP/mEPvzQnJY3IK4kJIYSSeJKMPaqVuNBXEnIjOJKM7+SRPPmzSMiIubNm0fIrzSMG0c//kg2NvTll6RjemXS/ErvlF+pVIoj0x4+fPjVV18R0YwZM/RoJzY2VqyZc3Jy+v7775n5xIkTderUadSokUwm8/LyioiIUOldeJZ53boNDg4ORNS8efNz586V+NuUlJTg4ODn/l1JWbt27aCgoNTUVL1frhSjRvHDh8zMq1bx4cP6tbFnzx57e3sievfdd8veqpybm7t79+4pU6aIE3cFa2vrDz/8UDxA3C9ZsmSJfj0xdx9//DERBQQESNtsTk6OjY2NOCRLfBzGjx+v5XPXrVtHRG+/rcOZINpzd2ci1utMw2f7+eefiWjYsGGGN+Xvz3l5PGIE+/ry1KmcmMh5eTxmjOENlxPElYQkjCtBM7rMC+JKQmYUV5r5lbQtS51fbbSI/Irt7YvPpSq7EkwFya/0T9z531qVN2/eTEpKunr16tNONX8azQOTW7VqdenSpaKiok8++USsDGnQoIF6Cq9Nmzbff/+9rmezZWXxmDHs6bmCiHx9fdVzGU8qKCgICwtr06aNeDk7OztfX9/Lly/r9HKlUyrZz4/FiadBQfz0+cdnioyMFJ+Q8ePHPzkLc+vWrdDQUG9vb/XZ0URUq1YtHx+fsLCwBw8eMHNBQcGhQ4fc3NyI6NSpU/q/KXPWu3dvItqxY4e0zf7+++9E9MorrzDzyJEjiWjdunVaPlccsNW3b19puyT06MFEel/QnmHFihVE9P777xve1GuvcWRk8bpD9VIZrXMJ00NcSUjCuNq6lefMeWxVq3lBXEnIvOJKnV9J1aBx8qvzlpFf/fZbce7+0Ud7nrw3WtHyK4MS927duhFRlF61TFNSUgYOHCjev6+v78OHD5OSksTBaeII5YKCgrS0tM8//1yc0EZEderUWbx4ZUqKVu0fO8bPP89E7Oqq+uUXbS8DMTExPj4+Yo5Dku+j3Lkzt27Nw4axvz/Pm6d/O8zMHBUV5ezsTESjR49WKBTqn3/99dfqYLKysurateunn34aGxsrep6cnBwWFubj4+Pq6kpEtra2QUFB2hfxtSQFBQWOjo4ymSw5OVnalsUqr8DAQJVKVbt2bSK6fv26ls+9cOECEbVs2VLaLgniYOfNm43RNgcGBhLR559/Lv4YHBys39Xg4EG2tWVbWzPbjaqGuJKWVHF16BDb2jIRS3e4Z7lCXEnLvOLKkPzqSdrlV1/rnl/xL78c1bIPFTy/OniQ+/ZdTkTjxo3TTJAqYH6lf+KuUChatmxZt27dBg0ahISE5OXlaf/cQ4cOiXVmNWvWFJvTd+/eLdbwubm57Xv8uLCCgoLw8PBXXnmFiDw9I+zs2Ne3rKOAVSoOCSk+3rlTJ32+g8XFxU2ZMkX9fbRt27Z6TldlZrKVFdvZ8cOHHBzM1tb88cf6tKPh6NGjLi4uRDRo0CD1V+STJ0/WqFHDx8cnNDT0/v37zFxUVBQTEzNv3rx27dqRhpdeeikwMDA9Pd3AbpipmJgYMk7VAg8PDyKKjIy8evUqEYl6W1pKT08nIhcXF8l7xcyzZjERf/GFMdrm8ePHE9HGjRuZOSEhQVyR27VrFxoaWqISRRkuXuSqVZmI33vPKJ0sB4graSGuBMSVtMworgzJr56kdX71AfIrs8iv9EzcVSqVr6+vmPVQzxosWLBAvKsyFBYWBgUFiRKHPXv2vHv3bn5+fkBAgNiD7OXlde/evac99/Dhw2++mSOXMxHLZPz66/z77yV3Eicl8euvFz8gIID/rVKjj8zMzJCQkHr16jVq1Gj27Nn6NBERwUTcowcz8+DBTMRhYfp36F+xsbHiQ9i/f38R8SqVSkzupKamiiPuNI/qcHR0FFV479y5Y/irm7XPPvuMJJoq1ZSXl2dra2tlZZWZmblmzRoiGqPj6mxxFcsWU36SWr6ciXjqVMkbZmbu0KEDEa1du5aZ09LSFi1aJCYKiei5555bvHjxMy9hCQlct27x+eHme4wv4kpaEsbVqFGIq5IQV1yx40rv/OpJOuZX/yC/Mov8Ss/Effbs2aLHx44di4iI6Nq1q3gPtra2Pj4+J0+eLPVZCoVCzP5YW1t/8sknRUVF8fHx7du3Fz8JCgrS5oTY69f5vfeKDxwm4lateOnS/2qpjhzJRFynDv/vf/q9s5KuXbtGRA0aNNDnyR98wEQ8fz4rlVyjBhPx7duS9OrKlStihsvT0zMzMzM2NjY4ONjDw0PzpC51FV5d165ZsL59+xJReHi4tM1ejoqq7+LSqVMnZh49erR6bNCeqOEQZ4Qq0+HhTMQ+PhI3m5mZOWrUKHHjjYg8PDzCw8OLiorEcsaXXnpJBKFYznjlKStgUlO5eXMm4l692KyDFHElFUniKi2NW7RgIu7ZE3FVCsRVBY8r/fKrJyG/0k/Fz6/0Sdy//fZbIrKxsdGcc4mNjfX19VUf36D+YJR47ty5cxs0aHDkyBFmDgsLq1KlChE1atTozz//1KkPWVkcEsINGzIRt2v3Xy3Ve/d47FhOStLjbZUuPz9fJpNZW1vrU5WzY0cm4gMH+Nw5JuKGDSXrFvPVq1fFciPNKrwODg79+/dftWrVrVu3JHwty1BYWOjs7CyTyZIkjA9h/ny2sspauJCZV77+euOqVXUd0nr27ElEBw8elLhjzBcucEICs6RHhMTExIg99S4uLt7e3mLfBRE1a9Zs9erVYlY3JibG29tb3OkpdTljbm7uqFF/is9vVpZkfSt/iCupSBJXeXl5vr67EFdlQVxV4LgyJL/ShPzKEBU8v9I5cd++fbtcLpfJZGKhWAkJCQmBgYFVq1YV7/OFF14ICQnRrDajUCgyMjKysrLGjRsnHuPj4yP25OpBoeAtW9jXlxct4qgoYx2uIYqeljHHVLqsLLayYhsbzs3lkBAm4gkTpO1YXFyco6Nj1apVGzVq5OfnFx4eboy5S4tx/PhxInrxxRelb7p7dybiiAi+do2JWJcFo4L4OGzatEnyrkl7RIhSqQwJCbGxsSGizp07i4oH2dnZISEhjRo1Ep9oV1fXgICAv//+m5mvXr3q5+cnqiERUUhIiGinsLBw4MCBdnZ2gwbt0vWDVdEgrgwnbVzJZLJhw1Yjrp4KcVVR4+rJ/GrTpk3Tp09PSEhgLfIrAfmVJCpyfqVb4v7HH8qWLTsS0ZdlHhErPhiimFGJDwYznz59Wky0OTs7b5Zi97ixa/SK/QenT5/W7Wm//cZE3K0bM/OwYUzE338vbcf+/PNPImratKm0zVqYoqIiMdXVvHlzOzs7T09PiV/g0SO2t2e5nB884NBQJuKRI3VtQxytpS53ICF///8uu2fPsiFXnn/++Uecvi7qEmjWNWJmpVIZERHh5eUlPvU2NjY+Pj7iTo9YztikSRNxdVapVBMnTiSimjVrxsfHG/b+TAZxVQHj6p133iGiGjVqGGMVR/lAXFXauPrjD2XLliM18yuVStW8eXMisrKyGj58+NGjRxn5lVC58ysdEvcLF9jVlV1dHwQFfavN4wsLC7dv396lSxcRXra2tuPHj581a5Yo3N6hQwft60+Vzdg1er29vYlo586dOj0rZOHCld26XfvqK5VSyTVrMhFLV5BVCA4OJqIpU6ZI26xlSElJ2bx58+jRo6tXr6451SWTySQ+HOHwYSbi9u2ZmceOZSL+VqsPiCZRYPg9SesUXLnCYWH/XXbHj+fGjdnFhQMC9FkKWEZdghJKzOp27NgxLCyssLBQvcJSlKITKzj1e2smhLiqsHH10UcfiX8LxFVZEFePqyBx9W9+pQoK2qL58/Pnz2tOAnTo0CEsLEyhUCC/qsz5lbaJ+z//cIMGxV/Odd1MrfnBqFatmkwmmzlzZoEhG5KfkJzMrVqxEapmMTNPmTKFiL755hudnvXyyy8T0f79+y9dutSyZs3QAQMk71j//v2J6KeffpK8ZfN1+fLl4OBgLy8v9YWYNPaRrFmzRuwvCQwMlOwlg4KYiKdPZ+biD4nuR0vs2LGDiLy9vaXq1HffsaMj29jwiBHFl902bfjVV4u3HFlb86hRfOKEVk2VqEugZWWDe/fuBQUFqbMQd3f34ODgBw8erF27VtxA2rVrl0HvsHwhroSKH1e6ZgCmhbgSKnlcPTO/Sk5ODgoKqlmzpuhenTp1goKCRA0c5FeVML/SKnGXZDP17du3mzZtSkTzDK6T/ySFguVytrJiPXY4PNMnn3yia7c1D5RetWoV6XKgtJYKCwvFBvm7d+9K27LZycnJiYiI8PPzE7tJBHt7ey8vr+Dg4BIlArZu3SqucXPmzJHm5Xv2ZCLeuZNv3GAirlmzZA0tLZw9e7Z58+YODg5+fn4Grh4RB9qJAc/Xl0ucZxcby+PGFVfhFTONERF3ytgYFBcXJ6YybWxstKxLoCk7O3vFihVNmjQR/yhVqlQRKzi/l3pa0xgQV5rMIq42bNig37srT4grTYgr7fOr/Pz8sLCw1q1bq7vn5+d39epVRn5VyfKrZyfuDx+yhwcTcevWrO8mh2KiyL+R5ptq12YiNsYv+fvvvyeiN998U/un7N+/n/49UHrEiBGky4HSWjp16hRV1AVY5SM+Pn7x4sXdu3cX52gIjRs3fu+99/bu3StqBeTl5e3du/e9995766231E+MiIgQ9XH9/f11vbKXpFCwgwPL5ZyWxuvXMxEPH65fSxs3bhRvQXM5o65OneImTZiInZ35hx+e+rD79zkoiGvUYGtrrlevS6NGjYKDgzMyMko8LCwszMnJifSqS6BJvZxUJpPVr19/urjbV1Ehrp6EuDIc4upJiCs98iuVSrVv376+ffuKWYUuXbqInyO/klAFz6+enbgHBDARP/88JyYa+mL169cnor/++svQhkrToQMTsdYVTnXw+++/E1Hv3r21f8q8efNI3wOltbRkyRIimmSknd4VXlxcnL+/v3rk8PDwCA4Ojo2NFX+bkJAQGhrq4+Mj6mERka2treaW8MjISLFqcPLkyYaOhSkp/PvvzMzz5rFczitW6N3S05YzavNcpVK5fPk9a2sm4s6dtVrvl5vLGzfea9asmXg5FxeXGTNmiI9nVlbW2LFjxc99fX1zStwH05fYCvbzzz9L0poxIK5KQFxJAnFVAuJKMCS/unTp0jvvvPPLL7+IPyK/klAFz69KJu7Xrv1XbF/8MSWFBw/mvXsNfSWlUmltbS2TyYxUr16cnLVjh/QtX758mYiaN2+u/VPEiQmRkZFXrlwhHQ+U1pLY0vFDGbcpLJoYBTt37vzrr7+KEa6wsDAmJiYwMLBjx47qG1pyubxjx46BgYExMTElBryoqCgxTI4ZM6awsNCg3qSnc1QUq1Scnl78+TFAUlKS5nLGunXrqpczPk1ycnK/fv2aNGnp5JSn64F24vZSr1691FmFl5eXGAOcnZ2lDbCpU6cS0fLlyyVsU1qIK02IK6kgrjRV2rhCfvUk5Fd6KJm4l6iiOnUqi/moceMMfaX79+8TUa1atQxt6Cn8/ZmIV66UvuXMzEwicnJy0vLxmgdKr169mnQ/UPqZioqKRDHX8jxlt0Jp2bIl/TstmJ2dPWTIEDFJKlSvXn306NFhYWHJycllNBITEyPWsQ0ePFj/693OnTxjBm/bxkOHGnQG9OPKWM5Ywm+//SZK4dauXfvgwfN6v6K4f2Zvby+Xy+3s7CSsS6D2xRdfENGsWbOkbVZCiCs1xJWEEFdqlTmukF89CfmVHkom7ppVVJl56lSePp3nzeM+fQx9pdjYWCJq27atoQ09xWefMRFLuPlek7jVkanFzYmioqKoqCgvLy83N7evv/5a3E3R9UDpZzpz5gwRubu7S9usuUhJSZHJZI6Ojuq98+I0DXd394CAgAMHDmg5XcvMsbGxomrYgAEDHj58qE9vRo1i8cRVq/jwYX1aKJPmkX5yuVwc6Sf+SqFQBAUFiboTffr0STR8NRvzvXv3RGkFyUdBZt68ebMxrrNSQVyJv0JcSQtxJf4KcYX8qlTIr3RVSuKuWWx/6lROTOS8PDY8dCMiIsTlxtCGnmLbtr979Fg3Z44R5nKYxSEIl59eNis5OXnTpk2jRo2qVq2a+j6KWPzXv39/yZedLVu2jIjefvttaZs1Fz///DMReXl5qX9y7NgxvYeBc+fOiTtAPXv21GdxpJ9f8TEhQUF844Z+fXima9euBQQEqJeTtmvX7vPPPxclsaytrfWon1AGURv46NGjSUlJS5cuXWHAKtgSDh8+TEQ9evSQqkFpIa4QV8aAuEJcCeacX6X06BE/Z47+W37LgPxKV6Uk7prF9qdO5fv3Walkw4vtiHqoxlvsf+DAAXEtM0bjvXv3JqLfxZ6efymVSnHEnYeHh7iLIKir8G7cuFFU8pKyCi8zMw8ZMoSMc+K0WRBLDz/99FOpGoyLi3vuueeIqHv37llZWbo9+dQp9vXl6dM5KEiq/jxNSkpKcHCw6Ko4aMPd3f2k1DuGhg8fTkTbtm27du2atDceJG9QWogrxJUxIK4QVwLyq1Ihv9LVM6rK7NvH7u68fr0Er7Rw4UIiWrhwoQRtlSYuLo6MVr7H19eXiETx6fT09PDwcD8/v7p162p++RNVeEus6tu2bZuNjQ0Rvf/++yrdy+WWSqlUitlSI+0fr/jESsojR45I2GZCQkLjxo2JqGPHjmlpaTo/Py9Pws6ULT8/f8OGDUuWLPn66691Hra1MG3aNCL6+uuv8/LyiMjOzk6q0M3Ly6tatXHLliMlak9iiCvElTEgrhBXpUJ+JSC/0tUzEvft25mI3dwM33rOkyZNIiOsRlLLzs4W/8DGaFyUH+rTp0+3bt00q/C6u7u///77kZGRZSw33LNnj729PRFNmTJFkvnB8+fPE1GDBg0Mb8ocpaeny+Vye3v7R48eSdvyX3/95e7uTkQLFiyQtmXz8tVXXxHRzJkzmVns0UlNTZWq8WrVmIhTUqRqTzKIK2NDXEnbMuJKMN+4Qn4lIL/S1X8TEKUaOZI8PSklhT79tOwHPltiYiIRaZ4VJy1nZ2cXF5dHjx5lZGRI2/KjR49Onz5dpUqVQ4cOHT9+XCaTqavw3rp165tvvunfv796Md+TvL29d+zY4eDgcO5c/SlTSKk0tD/R0dFEpK6HVdlER0erVKquXbuKj6uEGjVqtHfvXisrq8OHDzOztI2bETG1fffuXSISddbE/0vUOBFRYqJU7UkGcWVsiCtpW0ZcCeYbV8ivSMr86t6UKcpKkl89I3EnopAQsrKilSvp2jWDXunevXv072fMSETjiZJ+yC5evNixY8eDBw/m5uZaWVlt2LDhwYMHR48eLVF/t2wDBgzYt+/ozZsfrV8vHz+eCgsN6pIILE9PT4NaMVvGePsRERFpaWlEdOvWLaVSKZPJRFWEykkMfuJz1Lbt0E6dFqSk2ErVeEVOsAhxZUyIK6kgrjSZdVwhv5Iov4q+eTN8/XqbSpJfPTtxb9eOJk2iwkL64AODXsnY3wjJCIG1efPmrl27xsXFvfjii3379lUqlZcuXVIfbqcTT88O+/fLqlenbdvojTcoP1+f/iQmJn733XfipLEKHljGExUVRUQ9e/aUqsFr164NGTKkTZs29O+HVsLGzVH9+i83aqRIT48hInv7T2NjP7l9u6V0jRMRSXdHTDKIK2NDXEkCcVWCWceVOr/6v/8zqJ1Kn1913r/fvvLkV89O3Ilo8WKqXp1++40iI7Vt99GjR8eOHVu+fLn4LSgUivT0dGtra1HHykjEN++lS5feuHHDwKaysrJGjRo1YcKEhw8f+vr6nj59evny5XK5fO3ateKkAz107kwHDlDNmrR3Lw0bRo8eafUspVJ55syZRYsWderUqUGDBmIh18aNG5s0aaJfN8zagwcPLl26ZGdnJyqLSUKMrK+++qr6/yv4h9bY6tWzv3PH5tYtmUol/Q2ninlnFHFVDhBXkkBclWDucbV4MdWoQQcO6JBf5efnHz9+PCQkREy8IL+iypZfabkWfvlyJuIXXuCnndemUnFcHG/axHPmfNKxY0ex1ZeIxo0bx8x//fUXGX+9f3p6uoeHBxHJ5fLBgwf/8ccf+rXz559/ig37Li4uW7duVf986NChRDR79mxDOnnhAru5MRH37PnUXyYzJyXxpk08ahT36zdX/Y9VpUqVoUOHhoaG3rlz5+DBg4Z0w0zt2rWLiDw9PSVsc8yYMUS0evXq7Oxsa2trGxub3NxcCds3RzVqMBEnJXFoKBPxxImStSx5g5JAXJUPxJXhEFdPMve4Wr6cW7TI698/qODpZ9kmJiaGh4cHBAR4eHjY2dmJlGDnzp2M/EqD7vnVTnPMr7RN3AsLuXVrJuKvv37s548e8YIF/NprXLUqEzERd+s2loisra3btm3r5+e3Y8cOZj527BgRvfLKK5K/gRKuX78eEBDg6Ogo/iXatWsXGhqq/Xb+oqKioKAgsa/55ZdfvnXrlubfnj17ViaTOTk5pRi2yTw+nuvX54CAUv7q5EleuJA7dWK5vPj32a7d4ebNm8+cOfPAgQOan+qCgoLJkydLVQLJXMyYMYOkLnolZgCvXLkSGRlJRF27dpWwcTPVti0T8ZkzvHcvE/Hrr0vW8m+/SdygJBBX5QNxZTjE1ZPMPa4UClWrVi8R0dcaCVZKSsrevXsXLFjw+uuvi2o5alZWVm3atJk8efLp06cZ+dXjdMyvMswxv9I2cWfmAweYiJ2d+f79/36oUnH16sW/ggYNePhwXrv2THR0tPoeQFpaWmRkpI+PDxENGzZM2t4/jea5D0RUu3btoKCgZ5aI+vvvv8X8o0wmCwgIKPUY6oEDBxLRhx9+aGAPjx3jBw+YmePi+No1LipiZr5yhTt0KP5lOjiwlxcHB/PjdUsfk56ePmfOnGvXrhnYGTPSoUMHIjp06JBUDV6/fp2IatWqpVKpAgMDiWjevHlSNW6+BgxgIt69m8+fZ2tr7t1bspaPHeO1a/nPPzkuTrI2DYe4Kh+IKwMhrkplAXF18OBBInJ2dr7/b4LVvn17zWS9bt263t7eQUFBERERD0T2gPzqKSw+v9IhcWfmQYOYiCdPfuyHGzbwzp2sPr+5oEB54sSJlStXjhs3rmnTpuqw6927959/GuW83KcpKCgICwsTm3iIyM7OztfX92nH6u7atUtU3a9du/b+/fuf1ubJkyd79PihRYuC9HSD+vbuu+znx8w8aRJPncoZGczM48bxqlU8dSpHRvLT65Y+ZseOHUeOHNm8ebNBvTETmZmZVlZWtra2edKdHrJu3ToiGjFiBDO/8sorRFTGv37lMXkyE/Hq1axUFl/1pKIZ+RUE4qrcIK4MhLgqlWXE1aBBg0jj9NNZs2b17NkzMDDw119/vXv3rvhhYWHh5cuXQ0NDfX19W7Zsqa4mhPxKk8XnV7ol7tevc48efPw4Mz/2BTQxkSMiODCQPTzY1TVfvQCLiJycnF599dVZs2b973//k7TnOoiJifHx8RETNDKZzMvLKyIiQj0J8ujRo4CAAPEB6Nu3733NCYXSvPYaExl6XLS/Py9axFFRxYE1fTrPm8d9+ujT1Ny5c3ft2vXNN98UFhYa1KcKb8+ePUTUvXt38ceioqJt27YZ2Ob48eOJaNWqVTk5OTY2NtbW1tnZ2Qb31OwtWsRE/NFHhrbz5588fDhrrtvUjPwKAnFVbhBXBraJuCqVZcTVzZs37ezs5HL5qVOnNH9+/fr1H3/8MSAg4JVXXtFMrpBfPY3F51e6Je78+FeZHTu4f//ifSHq/+RyHjBg3Ntvv7127drz589XnHd748aNgIAAJycnEfHNmjULCQk5d+5c27ZtxffF4OBgbU7eOn6cidjVlf+drdKHvz/n5fGIEezry1OncmIi5+XxmDF6tvbFF1+8/vrrf/zxxz///KNfCwUFBQcPHkxJSSnjiDKTCw8Pr1ev3quvvir+OHnyZCKaMWOGIQvRGjZsSEQXL14U5Y9efvlliTpr3v73P546lffu1b8FpZIXL2ZraybiZcuYmQsL+dKlxyK/gkBclRvEFeLKGCwmrubMmSNWqx85ciQ4ONjb2/vJQjHu7u6+vr4hISExMTFlbGYtZ8ivyiB5fqVz4q75VWbFiuJkvW5d9vbmoCCOiGAD5ziMLS0t7fPPP69bt64IL7HNonnz5mfPntW+kV69mIg/+0z/bvj7s0LBx49zx47/TeWMH69na7m5uVFRUW5ubgcPHjxx4oT2T0xOTg4LC/Px8XF1dSWiXr16de/ePSsrS89+GFlKSooo8io2nu/du1ccRujn56ffWce3bt0iourVqyuVyg8//JCI5syZI3WvzdK1a8WncOu3sjM5mfv1YyKWyTgggAsK+O+/uUcPrlqVx4//L/IrCMRVuUFcIa6MwWLiKisrq06dOurdn0+ubk+v2AkW8itNxsuv9Enc1V9lEhL455/5778N70Z5KygoCA8P79Kly6JFi95+++2cnBydnn74MBNxjRpccWYpExIS9u/fP2zYsLFjx165cqWMRxYWFkZHR8+dO1e9Ok1o1aqVWIX2yiuvZIhIr3giIiLEXOG7776rVCr37dsnDkMeO3asHnM733//Pf27p6dbt25E9Ntvvxmh1+bHkJWdv/3224AB+4m4dm0Wqxl/+YWrVWMirl+fH58ErigQV+UDcYW4MgZLiqvY2NhvvvmmR48es2bN+vnnn/82wwQL+ZWx8yt9EveKdmPDEHrPWvbowUT85ZfSdscgFy5cGDVq1P79+93c3K5cuZIpbkH8KyUlJTw83NfXt1q1aupgcnR09PLyCgkJEVeHO3fuvPDCC0TUrl07A0syGU9kZKQY/MaNGyc+JM7OzkQ0cuTIUjeql2HChAlEFBISkpeXZ2tra2Vl9cCQ+TkLojmx9uab/O23rE2p6IKCghkzZshkMplMPnHiP/fv86NHHBBQPC83eDCnpRm/6/pCXJUDxBXiyhgqYVyZBeRXRsqvdE7cQfj9dybiXr1M3Y/H3b9/v3bt2ocOHerbt+9nn32WmZkZGxsbHBzs4eEhl/93Sq67u7ufn19ERET+E0cU3L9/v3Xr1kTUokWLRHWpoAomKipKDH6jRo1SKBSnTp2qXr06EQ0cOFD7mrLM/Omnn7Zu3fr8+fOiFFdHy/gyKgX1xJqos0bE1avz3Ln8b22DUvz1119dunQhImtr66CgIKVSefUqt2nDRGxnxyEhXFFL4v4HcWVsiCvElTFUzriyYMivyobEXWfq5XTr1nFc3H8lQiuIO3fueHt7jx49+q233hIbvdVf/gYOHPjtt98mJCSU3UJSUtJLL71ERINfeaXCLoSKiYlxcXEhIm9v70ePHp05c6ZmzZpiGZmuE3PMvGDBAiL64IMPjNFVc6Q5sRYRwV5excOhjQ37+HCpZceGDx8urlknT55k5rCwsC5d5srl3KIFnztXzt3XH+LKqBBXiCtjqLRxZXmQX2kDibvOnlYitIJQKpWhoaGRkZHiHk/jxo39/PzCw8N1Gh7S0tKG9+nzsEULbtiQb9wwXm8NERsbKxaN9e/f/+HDh1evXq1Xrx4R9ejRQ9f9Hz169CCiiIgII3XVApw4waNGFVddIOIxY6b++uuvmnvskpKS/P39s7KyMjIyxKBIRB99dMbsjmNHXJUnxBXiyhgqT1xZGORX2kDirjMJS4Qaz4gRI/bv32/QoV+ZmdytGxNxnTr8lFMVTO7KlStiA7unp2d2dnZ8fLw4zq1r167ajIWFhYVHjhwJDAy0sbGRy+UVdktuxXHnDs+axV26nFLPCQYHB2sutD158qS7uzsRubi4bNmyxXQ9NQjiqpwhrhBXxlBJ4sqSIL/SBhJ3nUlbIrRCy80tnnR0c+MLF0zdm9LFxcWJwc/DwyMzM/P27dtNmjQZMmRIGUUbUlNTS+wjcXJy+uOPP8qx1+YtJycnNDS0RYsW4rfn4uISEBDw119/hYSE2NjYEFHnzp1v3rxp6m4aBHFV/hBXpUJcGagyxJXFQH6lDSTuOiujRKh0J1tXGPn5PHgwE3G1aqxLBdPy9Ndff4m7Jh06dEhNTU1MTHxyU4hSqTxx4sTChQs7deqkuY+kefPmM2fOPHDgQMU5KcxcKJXKnTt3vvrqq+I3KX6rcrl87ty5upbLqJgQVyaBuGLElRFYfFxZBuRX2pAxM4EUliyh7GwaP56aNzd1V6RVUECjR9OuXeTjQ+Hhpu5N6f7+++8+ffrcvHmzZcuWBw8eVB8AkZGRcejQoYMHD+7Zs+f+/fvihw4ODh4eHl5eXoMHD37xxRdN12sLce7cubVr1964ccPOzu6DDz7w8vIydY8kg7gyIcSV+CHiSloWHFcWDPmVJiTukklMpG+/pblzycXF1F2RXGEhLVlCEybQzZv06qt04wY1aUJWVnT1KrVsaerOFUtKSurbt+/ly5ebN2++Zs2aU6dOHTx4MDo6urCwUDygcePGffv29fLy6tevn9hZAhJSKpWau+wtBuLKtBBXiCtjsNS4slTIrzQhcZfMqFHUvTu98QY995ypu2IMu3bRkSP0yiu0bRvVrUuff07VqtH48fTjj6bu2X9SUlJee+21CxcuyGTFgW1tbf3KK68MGjTIy8urY8eOpu4gmCXEFRgD4gpAS8ivNCFxB+2MHk0bN5KDA33zDR06RI0akYMDnTpFBw+aumePuXDhQrt27apUqTJ27Nj+/ft7eXlVqVLF1J0Cs4e4AmNAXAGArvmVdTl3D8yVqysVFRERpaWRszPNnk1Vq9KkSabuVknnz58not69e4eGhpq6L2A5EFdgDIgrANA1v0LiDtqZNInef59q1CBXV3J1JQcHcnSkirdGMDo6mog8PT1N3RGwKIgrMAbEFQDoml9hqQzo4uFDcnQ0dSfK0qRJk4SEhDNnznTo0MHUfQHLgbgCY0BcAUAxrfMrJO5gOe7evdugQQNXV9f09HRUDACpIK7AGBBXAKAH+bMfAmAmoqKiiKhHjx4YBUFCiCswBsQVAOgBiTtYjqPHjxKR+mw8AEkgrsAYEFcAoAcslQHL0fJKS6tHVmG1wzo0wIJRkAziCowBcQUAekDiDhbifuH9epfqOVs5Z7TJsJahXBJIA3EFxoC4AgD9YKkMWIio3Cgi6u7UHaMgSAhxBcaAuAIA/SBxBwsRnRNNRJ7OqIgMUkJcgTEgrgBAP0jcwUKIO1ieVTAQgpQQV2AMiCsA0A/WuIMlSClKqXOxjpPcKaNtho3MxtTdAQuBuAJjQFwBgN5wxx0swR85fzBxtyrdMAqChBBXYAyIKwDQG+64gyVILUo9kH2gmnW1/i79Td0XsByIKzAGxBUA6A372cHs3S+8fyX/ik81n9uK26buC1gOxBUYA+IKAAyBO+5g3nZn7T6Sc6Snc88dmTuqyKt80+AbU/cILAHiCowBcQUABsIddzBvvzz45buG3znIHfo495mTOMfU3QELgbgCY0BcAYCBsDkVzFt92/oKVhDRtgfbTN0XsByIKzAGxBUAGAh33MG8+Vb3nXhnYh2bOi85vGTqvoDlQFyBMSCuAMBAWOMOZo+JFaywk9mZuiNgURBXYAyIKwAwBBJ3AAAAAAAzgDXuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAiTsAAAAAgBlA4g4AAAAAYAaQuAMAAAAAmAEk7gAAAAAAZgCJOwAAAACAGUDiDgAAAABgBpC4AwAAAACYASTuAAAAAABmAIk7AAAAAIAZQOIOAAAAAGAGkLgDAAAAAJgBJO4AAAAAAGYAibvlu194/2DOwUIuvFFww9R9AQAAAAA9yZjZ1H0AI9qdtftIzpGezj13ZO6oIq/yTYNvTN0jAAAAANCHtak7AMb1y4Nfvmv4nYPcoY9znzmJc0zdHQAAAADQE5bKWLj6tvUVrCCibQ+2mbovAAAAAKA/3HG3cL7VfQfeHNjcvnlnp86m7gsAAAAA6A9r3C1cYmFi/Uv1Xa1cM9pmyDHBAgAAAGC2kMlZuOicaCLyqOKBrB0AAADArCGZs3DRudFE5FnF09QdAQAAAACDIHG3cEjcAQAAACwD1rhbsqTCpLqX6laRV8lom2EjszF1dwAAAABAf7jjbsnE7XaPKh7I2gEAAADMHRJ3S3Ym9Yyc5FgnAwAAAGABkLhbst+G/eYyzKX3g96m7ggAAAAAGApr3C1Wampq7dq1HRwcHjx4YGtra+ruAAAAAIBBcMfdYkVHRzNzt27dkLUDAAAAWAAk7hYrOjqaiDw9scAdAAAAwBIgcbdYSNyhErl+nZRKIqKrV4mIMjIoOpqwDhAMhLgCgAoGibtlysjIuHLlir29fefOnU3dl0rn+nXKyiIiio8vOe6DsaxaRdnZRESLF9OuXfTZZ5SURG+8QQqFqXsG5gxxBaAXjIPGY23qDoDECgsLjx07tmLFCpVK9eKLL9rb25u6R5XO8uWkUlFoKH39Ndnb0yefULVqtHgx/fijqXtm2T75hBwcKCmJtm2jjRvJwYFSU+nYMerVy9Q9A3OGuALQHcZB40HibiFSU1OjoqL27NmzZ8+ezMxMInJzc7t8+fKvv/76xhtvmLp3lYtMRvXqUXR08R/V474h8vLynJycDO+bJZs9m6pWpUmTyNmZioqIiNLSqEEDU3cLzBziCkB3GAeNB4m7GVMqlSdOnNi3b19kZOT58+fVlT1btWo1YMCA1NTUTZs2jRw5csOGDRMmTDBtVyub2bNpwgRycCB7+//Gff3cuHFj9erVP/30U5UqVTw8PLp37+7h4dGyZUuZTCZpl82fgwM5OpKVFU2aRO+/TzVqkFKJJQ1gKMQVgF4wDhoLG9mGDRs2bNjQv3///fv3q1QqY79cZZCWlhYeHu7n51enTh31v6ODg4OXl1dISMjt27fVjwwODiYiuVy+fv16E3a4svH3Z4WCjx/njh156lTOyGBmHjGCL15kZs7L06Gpv//++/nnnyeiEjU969at6+Pjs2LFijNnzhQVFRnlbZi7Gzf4+ee5Vi0+d87UXQELgrgC0ALGQeMx4gFMWVlZU6ZM2b59u4ODw6NHj4ioVatW06dPHz9+PBZe6+HKlSt79+49ePBgVFRUkZixJXJ3d/fy8vL29u7bt6+9vX1OTs7BgwevX78eGBgoHvDVV18FBgbKZLJly5ZNnz7dZL2v3K5do169yM6O3n6bCgtp/Hhq3vzZz0pNTfX09IyLi+vSpcv+/fvv3r177Nixo0ePRkVF/fPPP+qHOTk5tWvXTtyB6NGjR9WqVY33RsyJQkGjRtGuXVS1Ku3bR126mLpDUrp+nWrXJldXio8nuZyaNCErK7p6lVq2NHXPLB7iCkAvGAclY6QvBKdOnWrSpAkROTs7h4aGhoSENGzYULxirVq1AgMD7969a6SXtjy5ublLly5V/5PZ29u//vrrK1asuHHjhnjArVu3QkNDvb297ezsiMja2vrBgwfqp69YsUJMJ61ZE2WaN1DpKRTcrRsTsZcXz5vHWVnPfkpWVlbHjh2JqE2bNunp6SX+Nj4+fsOGDW+//XazZs00P87W1tYvv/zyjBkzduzYkZOTY5Q3Y0YUCh4xgonYyYkPHTJ1b6T07rvs58fMPGnSf3ezxo0zbacqDcQVgO4wDkpF+sRdpVKFhISIGY2OHTtev35d/FyhUGzZsqVTp07iN9ukSYu33+YLFyR/fQu0YsUKOzu7atWq+fv779mzJy8vj5nz8vL27t373nvvNW7cWB2vVlZW3bt3X7x4cYkQ/+6773r2nEbEgYEmeg+V3t9/c40aTMRvvMHP/NKal5f36quvEtELL7xw//79sh+cnJwcERERGBjo4eEhvrkJ69aty83NlewNmKmiIp4wgYnY0ZH/9z9DWsrJyVmzZs2RI0ek6poh/P150SKOiipOsKZP53nzuE8fU3er8kBcAegO46AkJE7c793jYcMmE5FMJvvggw8KCgru3LkTHh6u+ZgjR4688cYbnp4riZiIPTw4PJwr0/IknQ0bNoyIvv/+e2YuKipauXJlv379NJcbubm5vfnmm9u2bcsQd0hKs3UrW1szEc+eXY5dBw179rBMxjY2fPx4WQ8rKCjo378/EdWvX/+vv/7S6SVyc3MPHTr08ccf16pVi4h27dplSIcthFLJkyYx0U1Pz7179+r4VGVsbGxwcLCHh0eVKlUaNmx44sQJXf9RjMHfn/PyeMQI9vXlqVM5MZHz8njMGFN3q1JBXAHoDuOg4aRM3A8c4Lp1uVOnFDe32uJCtmPHjmrVqtna2sbGxpZ4cEICBwZy1aos0vcXXuCQELa470USUKlUNWvWJKJbt26JnzRt2pSI5HJ5x44dAwMDY2JilEqlNk1FRLCdHRPxu++yds+QzrVrxV/OrlxhZk5P56gornybladNYyJu2JCfmPQrVlRUNHLkSLGiLC4uTu8XWrx4MRG98847erdgUVSqO4sW2Vtb29ra/vLLL898eGpq6o8//jhmzJgaNWqovx7LZLJt27a1atVq5cqVhYWF5dDrMjy58auoiIcPZ9Zx1xcYBHEFOsE4yMwYBw0mTeJeUMAzZ7JMxkTcty8nJeU9evQoICBAXJgGDx6clpZW6hMzM3npUn7++eL0/eWX+do1zsxkZjbgH8uiXLx4UXzpVP8kLCxs8+bNKSkperQWGckODkzEkyaVb+6uuV5y506eMYO3beOhQ7mgoBw7YXoFBdy5M9eqpXzvvfVPFllSqVSTJk0iIldX1zNnzhjyQpcuXRJTMVp+qasMFi5cKJaTbdq0qdQHXL58OTg42MvLy9r6vzq57u7ufn5+W7ZsOXPmTPv27efPn79s2bIJEyaUb9+f4eJFbtqUu3fnr77i+fM5Pt7UHapMEFegLYyDzIxx0GASJO5//cVdujARW1tzUBArlXz5Mg8YMI+I7OzsVq5c+cwqkEolR0SwhwevXPnY5hhg5lWrVhHR+PHjpWrwwAF2cmIi/uQTqZrUguZ6yVGj+OFDZuZVq/jwYQlf5O+//74i7mRUYAkJRS+80J2IVqxYUeKvPvjgAyJydHSUZMGr2Pxw4sQJw5uyGKJAqkwm++abb8RPcnNzIyIi/Pz8nnvuOc29TR4eHsHBwSWmCqOjo7/77jt3d/fTp08vXLjQFO+gdLm5XKsWE3F4uLa7vkBCiCvQCsbBf2EcNIShiXt4ePFyl+ef56NHmZnDwtjJiZ9/XtG+/atnz57VqTWl8rHNMcDMI0aMEBssJGwzJoa7d+eTJ8txckNzvaSfH2dnMzMHBfG/hXEM9OjRoxUrVvTq1euLL764KOrEGqzE5E+JSU5DREREyGQyGxubP//8U/3DoKAgIrK1tY2MjDT0BZiZWUx5ffTRR5K0ZjG++uorkWMNHjy4R48emjdBn3/+eX9//4iIiDI2M508eTI2NrZly5ZPpl+m9emnTMRubrxy5bN3fWlKTEycP3/+7Nmzly9fnmWeqVlubu6RI0eWLFkyZsyY5ORkhUJR/n1AXJWAuCoFxkENGAf1pk/irvkPOXkyE/Hw4ZyRwQ8eFNfIIuKJE/VcsK65OQZUKlXt2rWJSF2cR0LlOrmhniIcP55PnWJfX54+nYOCeO9evnbNkIYLCgpCQ0PFbS03N7c9e/a4u7v/888/hp/2VeL3I21xtP/7v/8TI7qo/7Ny5Uox215iJ7chDhw4QERt2rSRqsESzHdV25o1a6ytrcUny8rKSn0TVMuYycjI2LBhQ3BwcKtWrfIqzMrfrCyuVo2JWKe7VHv27BFbaKysrIjIxcVlxowZFWGX5DPdunUrLCwsICDAw8ND81gWV1fXkJAQk3QJcaWGuCodxsHHYRzUjz6Ju+Y/ZF4eb9vGzFxUxK1aMRG7uPDWrfp36N13ecsWnjGDO3bUvxGLceXKFSKqW7euMRo38eRGXh4nJnK1amxvz8HBetQVKigoWL16df369cWFtXr16l9//XXDhg0jIyPbtGkTGRn5UExE6qvE70fa4mgKhaJLly5ENGLEiLCwMJlMJpPJpD3gtqCgwMXF5bnnnr9zxyi3u8x6VduNGze2bt26Y8cOve8FLl68+NSpU61atXpmnbJSaV7upbqJtXAhE/Frr2n14Pz8/MDAQLlcTkS9e/fevn27t7e3OPBBLpd7e3sfOHDAoN5I7d69e7t27Zo3b17v3r1dXFxIg42NTYcOHd57770ZM2YQUbVq1fTbAmQ4xBXiSjcYBzEO6k6fxP1pCd+mTdypkwRzPmIFtnnOrUls9erVRDTGOOW4TD+5kZHBb79dPEfTuTNfuqTl8xQKRVhYmDjhi4heeuml8PBwlUp18+bNL774YtGiRQMHDgwNDR09erQhW1JK/H4kL452+/bt6tWri/GMiFauXClNuxomT75DxKtWSd4w8+PXgV9+4W++4QsXyr1akUn9/vvvq1atWrJkiR63Eo1x0s2DB8ULF8WqxTLEx8e3b99erLoOCgpSf0zOnz/v5+enLjXboUOHsLAwk6w8YeaCgoIjR44sXbrUx8dHfX6fWqNGjUaNGrVs2bKjR49qpiYDBgwgonfffdckfZYE4sqoKlxcYRzEOKgjPRP3pyV8kpRjb9aMiSRYQWUBRo0aRURr1641RuNjxvDly8WVv0xp//7iukK2tqpPPin7ai4uVS+88IK4VLVq1UpcqjQfs2/fvnPnztWqVevEiROtW7d+8ri1Z7p3j6dN4xEj/quMxhpThGPHSlNd4dixYx07dpTJZHZ2dgsWLJCgxSf88IMOt8p0pXkd6N27eNypUoW9vDgoiA8cYMNu9JiHzMzMoUOHnjlzRsvz+YqK+Ngx/ugjfucdo5x08+GH3KiRwt+/rNKEYWFhVapUETnK8dJqKSclJQUFBYmlDmLGLygoSI/PkSFUKlV0dLRmRuXs7Ozh4REQEBAeHp6UlCQe9vDhw6NHjy5btmzUqFG3b99m5hs3btjZ2cnl8gq1UlxXiCsjqbhxhXEQ46DW9EzcHz7kHTu4ZUvJ+nH5MvfowaJ0Sq9eTGTgaXQWol69ekQUL10VLs2P9vjxTMTG+VKgo7w8DgxkufyMp2fr1q1PnTr15EOUSmV4eLioYU9ELVu2DAsLK3rKN0WVSnXhwoWgoKCpU6cGBQVt375dy44kJfGMGcUVMwcOLP0xixaxjQ0HBupfwuvYsWNeXl7ijYhNbDt27NCzrTKlp7O1NdvYFM+eS6WggLdte6zkc1gY+/py48bFly3xn60td+vGs2fz7t0s6sGa77L4sk2bNm337t1lLCdNS+PwcPbz4zp1in85r71Wykk3o0cb2pPU1DxX1+oymazU9CI7O3v8+PEi8EaMGPHgwYMymsrPzw8LC2vVqpV4fJUqVfz8/AypqayT5ORksVbB399/48aNV69eVd81TExMDA8PF6uQNY9I3PrvGs2ZM2cSkYeHh+ELfE0LcSW5Ch1XGActcRysV0/ZrVu32bNn7969OzU1VZKX1rOqzJUrTMTNmknSB2bmq1eZiJs2ZWb29WUi3rhRssbNVHx8PBG5ublJeJn4+GNu1YrFxo+GDZlI+3k5o1NGR3d56SXxGQ4MDHz06FHxz5XK8PDwZs2aiU/4iy++WMalSpNCocjIyHj55ZdPnTr13nvvlf3g1FQOCmIXFyZimYy9vflpJZGmTi0+sqB9ez53Trf3+Oeff3p7e6vv9AQGBopN9G+99ZZuDWnt1VeLq7lJpaioeA/64sWl/G1iIm/bxv/3f9y+PVtZ/Xfxksm4ZUt+4w0zXhZftuPHj3/11VeaP1EqladOnVq0aNEbb7wjl//3q2jalKdN45EjS550k5fHtWvz0qWG9mTWrFlENHTo0BI/P336tLhF5+DgoP02O5VKdeDAgfJfpnz27FnS2FK2f//+BQsWvPbaa1WrVtW8XWptbd22bVs/P78NGzb8888/4sHZ2dl16tQhIgm3uJkK4kpaFT+uMA4aQzmPg/fvc0QEBwayhwd37/6POq5kMlnLli0nT54cFham3yYWQc/EPSuLidjRUe/XLSk7m4nYwYGZee5cJuJPP5WscTO1du1aIho5cqSEbYrZjF9/5Vu3mIirV69Yi5IfPnwYGBgoChE0adLk0KFD4eHhzZs3F0HfuHHj0NBQbS5VJfz++++rV6/+/PPP1ZdgTampqXPmzOnbd4G4VA0bxhcuPKPBI0eKF3RZW3NgIOfnP7sPFy5c8PHxEaNUlSpVAgMDMzIy+N/9x7Vq1dLjfWljyRImkmwbg0olTnlnV1d+5skYOTkcE8PBweztza6uxd2w4GKvCoUiIiIiJydHFPAW02UiKXnuuWQvLw4OLmsFYEQEizzMwEtfUlKSo6OjTCY7f/68+IlKpQoJCRElMjp06HBNr/oVFy9enDhxovpO5JYtWwzq5bPs3buXiPr16yf+6OHhoR786tat6+3tHRQUFBER8bSbuxvWr5/k6Zncrp0FHPiJuJKQoXG1Yb2vr+fRo+2USiPGFcZByZXbOJiayu+/zz/9xOrfcVZWjvh+2KtXL0dHR3W8ffzxx2IVlh70r+Pu7MxExaudJCG+5GVk8KpVTMTmvLlIGmPGjCGib7/9VqoGCwrY0ZFlMk5N5Q0bmIjfeEOqtqV08uTJ1q1b07+lxIioadOmmzdvNuQjrVKpvvnmm2PHjh06dEj9w7S0tHnz5ol1mY6OjqNHP9D+zkFuLk+bxnI5y2Q8ZMhyzUq0JVy8eLHUS5WamPc8duyYPm/sWW7cKP6GJslh6rNmFX9j1/VkDIWCY2MrwH5oI0tISPjwww/Vl+ZGjRr5+/vv2bMnL0+LMY15yxa2tmYinjPHoG5MmzaNiHx8fJg5JSVF7KuTyWQBAQH52oyuT5ecnBwcHOzq6lqnTh2pCkWXKjQ0lIgmTpwo/rhmzZq5c+f++uuviYmJWj1fqeTOnZmIP/7YeJ0sN4grqRgaV6yMi+scG0v37hk9rjAOSqjcxsGdO/+bBGvYkMeN4/Xrd168eFGsyFIoFCdOnFi2bJmYpAoKCtKvA/on7i1aSLzQ4sUXmYgvXix+54MGSdaymRI1WSU8Au3IESbil15iZn7zTSbiJ84sqygKCgoWLlw4a9as1q1bb9q0qVCSTxtzbm5ubGzs4cOHMzIyPvroI2dnZ3FBHDhw4OnTp/Vo8NgxHjHiori2zpw5s0T15UuXLqkvVU5OTgEBAerNT5qmT59ORHPnztXzXT1Ls2ZsZcX/3ibTn6gKZ2vLkZFcWMibNrGua7g0lwNapPnz5xORu7v7kiVL9Pvkbt/ONjZMxP7+Ov961e7du+fg4CCXy9evX1+3bl0iqlmz5p49e/Rs7gmvvfYaEf32229SNfgkMXVu0Ga1Y8dYJmMHB9b3tlbFgbiSiuFxlZNzLDZWdvasQ0GB0eMK46CEjDEOPunmTf7iC/b2Lj79wMmJra3tiahq1aoDBw5cvHixKBUVGRkp5qn064P+ibuXFxPxvn16N1DSlCknX301/MCB87GxV2vXbtexY2fJmjZD169fFzNH6gXues+qqH3yCRPx1KnMXLx/3fAgNkepqamRkZE2NjZE5OXldfLkSUNaUygUwcHBYr64cePGBw8eZObLly/7+vqK+lbiUlXGgrZDhw4RUatWrQzpRhl+/ZUTEpgN2xK6du0dMSX666+sUvGECUzEM2bo09RXX3HHjrqdwmguevToQUQRERGGNLJ7N9vZMRHPnJmrXx03hUIxZMgQ9Q3a3r17a31DUSsTJ04kotDQUAnbLGHy5MlEtGbNGoNaGT2aiSQrXGc6iCupSBJXCQmjY2MpIcG84wrjoB40x8GyKZV86RJv3Jgxfvz4Ro0aqT814jeTn5/v7Owsk8lKXbb0TPon7mLklrBS/ltvvUVE69atu3fvHhG5ublJ1rQZ2r59u0wm69Kli/jjzp07bW1tDSxxOmSIz8svD4qIuH7nToGVVVG1ahVrgXt5EteXI7ou+Hi6M2fOtG3bVkwcv/jii+JS5ejoOGvWrGee2VFYWFitWjUiuiHRwdclGH5CRFhYmJ2dXdeu4WFhzMwffFA8URgTo09rQ4dWmHJGknr06JG9vb1cLs8weAXh4cPcpElhw4a9xowZo/1ttpSUlPDwcF9fX7HTTi6XOzo6Lly4UPJlowsWLCCihQsXStusJrEMY/fu3Qa18s8/xceCREdL1C8TQFxJSJK4Kij45+xZp9hYyskx47hijIM6KjEO6uTu3btbt26dOnVqbm6u+MmwYcP0/g6pf+L+0UdMxIsW6d3Akw1+RESLFi1SKpXW1tYymczAZXNm7eHDhy1atJDL5evWrWPmkJAQcajY8uXL9WtQoVA4OTnJZLLk5OSwsDBnZ5d3362k+38fPnxIRPb29tI2e+jQoVdeecXGxqZr167W1ta9evVKEF/wtSD2MxjpqHbNEyI++ognTOD163W46/Drr7+KWl1ff/01a0wU6jHbVlDABQXF+yueVmXMfB0+fJiI2rdvL0lrUVHHxKpTHx+fMoo6FxUVHT169MMPP2zfvr2YjBZat24tzrtJTk6WpD+axL75d955R/KW1dq1a0dEEtTM/vjj4soXxtn0Vg4QVxKSKq7u3fs4NpauXm2vUplrXGEcNGQcNNz3339PRAMGDNDjufon7mFhZ15++bNZs77Ru4USxCmhkydPZuYGDRoQkR7nxj3T33//feHChZCQkLJrzVYES5Ys0UzWQ0NDxffXRXp9Wzp27BgRtWzZkpnffvttIlq2bJm0HTYXSUlJxpjSWbp0KRFNnDjxn3/+EUdna3+H7KeffiKiPpKcIv0EzS2hogiA+K9WLR4yhJcu5T//VD5tCD9w4IAo+PDpp58y87Jlyzw9Q6yteedOnbvxySfs4sJbt3JyMsvl7ODA/956sBBi+ez06dOlavD06dPiTMGBAweqq8IJqamp4eHhfn5+oj6d4ODg4OXlFRISIpbVvfTSS0R09mnl3AwgSnO8/vrrkres5ubmRkT37t0ztKGHD7lRIx47lrOzpeiXCSCuJCRVXCmVDy9ebJSQMLaoyFzjCuOg3uOgJJKTk+VyuZ2dnZaHrGnSP3HfvXu33l8XShUREaFusEuXLkQUo99M/NPt3LmzevXq4pIkzn24evWqtC8hrTVr1ohk/ZNPPmHmLVu2iO98gYGBujb1+eefE5G/vz8zu7u7E9GZZ9bzs1DXrl0johdeeEHaZsX4GhQUpFKpRB0A7SejMzMzbWxsbGxspP0+efs2z5rF777735bQc+d45UoeNYrr1fvvytWiRZ6jo6OHh0dgYGBERIT6jL3jx487OTkRUUBAADOvX79eJpPJ5fLw8GfVCSvNsmVMxGPHMjN36cJEvGuXdG+1AvD09CSinXp8p3m6s2fPipMme/bsmZOTc/ny5eDgYC8vL3EdENzd3f38/CIiIkokYf379yeDF0aX6ty5c+Lmq+QtCwqFQi6XW1lZSbMYIyuLmTk9naOi9N+YaTqIK6lIG1dFRVnMypycmNzcU8zmF1cYB/UbByXUtWtXItql+0Cof+J+5swZImrbtq3eLZQQHx8/aNCgxYsXM/Pw4cOJaNu2bVI1/vDhQ39/f3E98vDw6NWrl/rchyFDhvzxxx9SvVDpDBgzfvjhB81kffv27WI3yfvvv6/TwUxiw/62bdv++ecfInJ1dTVSwdSK7/Tp02TAhu6nmTFjhphHy8nJISInJyednt6rVy/SOKXPcPfvc9OmZa1nS0jgzZvZz49HjYrVnA23srJq27bt6NGjRbWBSZMmqVQq9USh3hM14uiAqlVZoeDPP2ciNuaUeHnLz8+3t7eXyWRp4pBY6fz4448ix9KsAWxvb9+vX7+VK1eWsR500qRJZPj+ztKkpGR4ePj262estXa3b98movr160vW4s6dPGMGb9vGQ4fqf9KjKSCuJCR5XCUlfZ2W9v29e4sePHjWXsWKB+OgoNM4KFWvhMWLF5Nea8P0T9zFPEuNGjX0bqEM7777rn73lUsVFxcnNkzY2dmFhISI3/61a9cCAgLU16x27dqFhoaWuLUgDYPHjK1bt4pkffbs2cy8d+9escrQz89P++IA58+fX758eXJy8g8//EBE3t7eevTEMojd67169ZK2WVESYd26dXfv3iWiunXr6vT0ZcuWEdFYcUfaYJmZ3L49E3HbtlodtpCdnX3gwIGgoCAvLy8RXeLT7eXlVVRUdPz4cbGN6bPPPjOkV6Lk6x9/8KVLTMRubpazPToqKoo0TmSUkLgr07Vr1xdffLF69eojR44MDw/P1mLhh7j1NX/+fMm7pFKxvT0TGWux0/Hjx4no5ZdflqzFUaP44UNm5lWr+PBhyZo1PsSVhCSPq4yMXxISRqelbSwqypSqzXKDcfBJZY+DknRJ06VLl4jIzc1N1ypP+ifuSqVSjOUPxQVROidOnKhTp06jRo1kMpmXl1dERIQhX3TWrdvo4OBARM2bNz/3xLkCKSkpwcHBomI6EdWuXTsoKCg1NdWgN1CCFGPGnj17RBi9++67SqXy8OHDYoPR2LFjda3tKu6XLFmyRL+eWIBff/2ViIYMGSJtsyNGjCCi7du3X716VcSbTk+/efMmEVWrVs3wYr15edy9OxNxs2ZcWsHcZ3j06FFMTIwY1z/66CNmLigoGDly5LRp0wzsWGCgqEbHzNy4MRPxiRMGNllRfPzxx8aYS83JybGxsbG2ts7Ozv7qq6+IaPz48Vo+d926dUT09ttvS9slwd2diVivszKf7eeffyaioUOHStain1/xGvegIDZOzQojQVxJSNq4UqmKsrP/UCpz0tN/Skz8SJI2yxPGwbI9OQ4yc1FRUa6kXyvFSUwndBwI5aQvuVwujmAQ1RsloVQqP/300+7duyclJSmVSgcHh4MHDw4ePLhdu3YbN24sKCjQqbXsbBo7ln78sf2jR498fX1jY2PFjnJNtWrVCgwMTEhICAsLa9OmTXJy8scff1y/fv0333xTnMFrKJWKXF2pqIiIKC2NGjTQrxlvb+9ff/3VwcFh7dq1EyZMePXVVyMjI52dnX/66adx48YVFhZq04hCoTh8+LDYSyDWTVZO2dnZRCT2zUjerKurq/p/dHp6kyZNXnzxxQcPHhw9etSQbigU9MYbdPQoNWxIBw5Q7do6t2Bvb9+9e3dxX+23334jIltb259++mn58uWGdIyIBg0iItq9+7//37PHwCYriujoaDLCx+r48eOFhYUdO3Z0dnaOjY3V6SXE/Qhx30ty4l5HYqIx2i4eU9T3Uwzy88905AhNmkTvv08zZhARvfCCBM2WF8SVhCSMqwcPtsfFdcjPv3L37qzc3CN2duYUVALGwbI9OQ6uX7/ezc1t5cqVhnSsBFGfdI+OA6H+iTtJ/QFOTk4eMGDAwoULlUplQEDAzZs3//77788//7xu3boXL16cOHFio0aNvvhiWWqqVq0dP05t2tDWrXT+fNtffjm6efNmcYu6VLa2tm+++eaFCxdiYmJ8fHyKiop++OGHl156qW/fvuJYOP3fVZcudPw4TZhA771HCoUhY0b//v337dvn7Oz8448/jh8/vkuXLr///rurq+vx48eTk5PLeGJKSsrmzZtHjhzp5ubWp0+fzMzMoKCg9u3b690Tc6ffBeWZOjk59WrYsJaLi94XxEGDBpHun2FNRUVFH3yw5/ffqW5dOnyYGjbUuyXq2bOns7Pz+fPn79y5Q0RWVlaa6//007UrubnRrVsUH29Ribs4yFomk3Xv3l3alkXe1rNnT2bWNYcT1+dE4yRB9esTERkneStOsOrVq2doQ4cO0fjx9Prr5OpKmzfT55/TokWGd6/cIK6kJVVc5eQc/uuvNx89ukhkVb9+SIMGK2rUeEuC/pUvjIPa0BwHa9asmZGRYUjHniTerLidqgO97/ArFIqWLVvWrVu3QYMGISEhJQ651dXu3btr1KhBRG5ubvseLxBdUFAQHh7+yiuvEJGn5wd2duzry5cuPbUplYpDQoqPd+7USZ950bi4uClTpqiXv7dt21bP5UCZmWxlxXZ2/PAhBweztTV//LE+7Wg4evSo+CQMGjQoPz8/NjY2Pj7+yYcVFRXFxMTMmzevxCTDSy+9FBgYqN4uXTl99tlnRPThhx9K3K5YwX35Mv/yC9vaFuq+Si8mJoaIatWqtXv3bj32oimVyvHjxxNR//5Ly/iAaE/sEf/2228laOtf4uC2r75ihYKrVmUi1rrIb8Ul/uGMUQ3Dw8ODiCIjI8W8s04LRtPT04nIxcVF8l4x86xZTMRffGGMtlmE8caNGw1q5eLF4gh77z1pulXuEFfSkiSuHj68eO5c1dhYunPHXONKwDioJfU4mJeX5+joKJfLyzj/VVcKhUKca6Z9tXvWe427SqXy9fUlIlHbUvyWFyxYoMf7yc/PDwgIEDfzvLy8yiiwevjw4Tff/EcuZyKWyfj11/n330tWaklK4tdfL35AQIBB9QMyMzNDQkLq1avXqFEjsStUZxERTMQ9ejAzDx7MRKzHiVtPiI2NFV9y+vfvX+IbhajC6+vrK04gExwdHUUV3jt37hj+6hZgzpw5RPSF5IPDc88xEf/9d/EJQ7qvAS0qKpozZ46oPEVE7u7uvr6+oaGhly9f1mabh9jO7+TkdPToUb3eQEmbNm0ion79+knSmnD0KIeGsrhO+PgwEf/4o4TNm4YYAt9//31pm83Ly7O1tbWyssrMzFyzZg0RjRmj2ynr4u6DNjsOdbV8ORPx1KmSN8zM3KFDByJaa8jhugkJXLcuE/Ho0ea7AxpxJS3D4yo/P+HChbqxsXTr1ihmc40rAeOgljTHQbGy5fvvv5ekZWHkyJFEtHLlSu2fomfiPnv2bJERHjt2LCIiQqzfJyJbW1sfH5+TJ09q2U58fLxYs2FtbR0UFKTN1trr1/m994rPsSbiVq146VLOzGRmjovjkSOZiOvU4f/9T793VpKoddqgQQN9niyOhp8/n5VKrlGDifj2bUl6deXKFbHBwNPTMzMzMzY2Njg42MPDQxR9V4e7qMJbmQ+gLZWoWbR69WqJ23V2ZiLOzCwefPTaypmbm7tgwYKePXtq1mgjonr16o0cOXLFihVnzpwpdXv7hx9+KD6Av//+u6Fv5F9paWlWVlZ2dnbGGKGZ+fff+coVZtbh+LqKqW/fvkQUHh4ubbOXo6Lqu7h06tSJmUePHq1HziF2PsUZ4fcbHs5E7OMjcbOZmZmjRo2if2fYPTw8wsPDda7nkJbGzZszEffqxeZ89UNcSUWSuCosTLt8uUVsLF271lOlMuO4EjAOaklzHBRfdIcNGyZV48wsCv317dtX+6fok7h/++23RGRjY6O5piU2NtbX11d9fIM2H4ywsDCx7rxRo0Z//vmnTn3IyuKQEG7YkIm4XTv282NmnjSJ793jsWP12UH8NPn5+TKZzNraWp9iQB07MhEfOMDnzjERN2woWbeYr169KtbqaUa2g4ND//79V61adevWLQlfy8KIc5V/lPZOr1LJMhnLZKxU8qJFTMQLFhjSXmFh4eXLl0NDQ318fMRpf2pOTk7qQyIyMzOZOSQkhIisrKx++eUXid5PMTGlvmPHDmmbFd59979PrvkqLCx0dnaWyWRJEl53hPnz2coqa+FCZl75+uuNq1bVNVXq2bMnER08eFDijjFfuFC8xknC5C0mJqZhw4Yiu/L29hblk4moWbNmq1ev1nI1Zl5e3ilx/6Zdu+Kjl8wT4koqUsXVV19NOH1advVqu6IiM44rNYyD2lOPg4mJiTKZzMnJycDS4bm5uQcOHBD/n56ebm1tbWNjI96FNnRO3Ldv3y6Xy2UymXqh2KZNm6ZPny4W6CQkJAQGBoolO0T0wgsvhISEPFk9Jysra9y4ceIxPj4+ep+SpVDwli3s68uLFnFUlLGG/1q1apEehyRnZbGVFdvYcG4uh4QwEU+YIG3H4uLiHB0dq1at2qhRIz8/Py2r8MLAgQNJ8pP/MjOZiMW6TzHTImnBzfj4+A0bNrz11ltNmzbVvHhZW1s3bdpUHGi6ZcsWCV9RCA4OJqK33npL8paZ2d/fuJ/c8iGKQ7/44ovSNy2KmUVE8LVrTMQ6VkRmZnGZ3bRpk+Rdk/ZLl1KpDAkJEadVdO7c+ebNm8ycnZ0dEhLSqFEjEequrq4BAQF///13Ge0UFhYOHDjQ3t5+z6BBbPCx9qaFuDKchHHl7e1NRAEBgxUK844rNYyD2tMcB8WCq8jISL1by8/P79u3r5WVlThjNDk5uUaNGsOHD09OTtayBd0S9z/+ULZsOZKIvvzyS/ETlUrVvHlz8S1n+PDhYlGR+GA8//zzpX4wTp8+LSbanJ2dN2/erFMHSuXvz3l5PGIE+/oa3lgpxP7O06dP6/a0335jIu7WjZl52DAmYknXRTHzn3/+SURNmzaVtlmL16NHDyKKjo6WstG//2YiFmfyTZrERBwaKmX7GpKSkiIiIgIDAz08PMRZCv369TPGQYbMLIqi1qpVyxjHTxj7k2tURUVFYola8+bN7ezsPD09JX6BR4/Y3p7lcn7wgENDmYhHjtS1DbGM9fPPP5e4b49/6Tp7lg25Y/DPP/+IkiYymSwgIEChUGgGm1KpjIiI8PLyEqOJjY2Nj49PqTO0KpVKHP5So0aNUrfsmwXEVQWMq3feeYeIatasab5x9SSMg9rTHAdFgUh/f3/9mioqKvLx8SEiNze3+Pj4jIyMNm3aEJGHh4f2BxbpkLhfuMCuruzqqgoKeuwLzfnz5/38/MQhR0TUoUOHsLAwhUJRWFi4ffv2Ll26iJ/b2tqOHz9+1qxZ4lfcoUOH69ev6/B2n87fnxUKPn6cO3aUpL2SxFftnTt36vSskIULV3brdu2rr1RKJdesyUR886a0HRPfAqdMmSJtsxZPHKP75GlcBrl8mYm4ZUtmLt5pId2hzWXIzc2Njo6W/ChmTeLexrFjxyRsMyeH33+fJ0407ifXGERx1dGjR1evXl19v8fBwUEmk0l8qNnhw0zE7dszM48dy0Sse3mfFStWENF7kpZVuXKFw8L++9I1fjw3bswuLhwQoM8Wnifrif3yyy8tWrR4cn1IidWYHTt2DAsL0zyl5aOPPhL/FtLGavlAXFXYuJo/fz79u6PPsLdYsWAc1Il6HDxz5gwRPffcc3q8nPpLoKur69mzZ/Py8kSl12bNmum0Ik7bxP2ff7hBg+Iv56XuIE1OTg4KCqpZs6aI/jp16gQFBYmyg5ofjGrVqslkspkzZxYYUvCllFfnVq3YCFWzmJmnTJlCRN98841Oz3r55ZeJaP/+/ZcuXWpZs2bogAGSd6x///5E9NNPP0nesgXLzMwUa58uXLggZbt5eRwdzWIbe2QkBwezpdybmT59OhHNnTtXqgbz87lPHyZiCU/GNLbLly8HBwd7eXmpB3jS2P+9Zs0asS88MDBQspcMCmIinj6dmYsvvpcv69rGjh07iMjb21uqTn33HTs6so0NjxhR/KWrTRt+9dXiUgHW1jxqlLan4ZaoJ3b//v3c3Fxxy1xzUreEe/fuBQUFqbNbd3f34ODgBw8erF27Vkz86nqHxbQQV0LFj6tdu3ZJ9WYrAoyDulKPgyqVqn79+kR09uxZXRuZOXOm+BIYExNTUFDQr18/ImrQoIGuFf+0StzT0rhFCybinj2fsUc/Pz8/LCysdevWIvqrVKni5+d39epVZr59+7b4yjJv3jyduqgNhYLlcrayYiPM5/Mnn3yia7c1D5RetWoV6XKgtJYKCwvFBvm7d+9K27KlysnJCQ4OFl8dHRwc6tSpI/0Yn57OUVEla5SauUOHDhFRq1atJGmtqIhHjGAidnOr6Jf0nJyciIgIPz8/zRNb7O3tvby8goODr4iCOP/aunWryL3mzJkjzcv37MlEvHMn37jBRFyzph5xdfbs2ebNmzs4OPj5+Rk4y5+VxWPGFCdSvr6ck/PY38bG8rhxxadniBWCERF3ylheFRcXJ5Yg2tjYiHpily9ffumll8RvOCQkpOzOZGdnr1ixokmTJuqBRuy82rBhgyHvsXwgrjSZRVxJW/7PtDAO6kdzHBQ3cz/W8VgeMXVja2u7f//+oqKiESNG0L8LZnTtzLMT94cP2cODibh1a9ZyE6lKpdq3b1/fvn3Ft94uXbqIn4tDlIw031S7NhOxMZLY77//nojefPNN7Z+yf/9+InrllVeYWfzzrFu3TtpenTp1irDAXTs5OTmff/65mDklom7duolVZUTk6+urxxEPpdu5k2fM4G3beOhQg04QqGAKCwvFsQA3/j3MLDU1NTo6Wo9TyVQqnjiRibhqVZZ2hlZC8fHxixcv7t69u5WVlTqvaty48Xvvvbd3715RgyIvL2/v3r3vvfee5rbdiIgIca6Fv7+/NpVty6JQsIMDy+Wclsbr1zMRDx+uX0sbN24Ub0FzG5KuTp3iJk2YiJ2d+Ycfnvqw+/c5KIhr1GBra65Xr0ujRo2Cg4MzMjJKPCwsLEwUaVbXEwsLCxPVsV588UXtbwGqlynLZLL69etPF3eRKyrE1ZMqflw999xzFTyutIdx0BCa4+DevXtdXV0/+ugj7Z8uVpdZWVn9/PPP6t04VatW1W+p0rMT94AAJuLnn+fERJ1bv3Tp0jvvvKMuzSPmF/766y+dG9JChw5MxFpXkNfB77//TkS9e/fW/inz5s0T85sqlap27dpEJNWCfrUlS5YQ0SSzrsdhfLm5uSEhIXXq1BGXJw8Pj0OHDjGzUqkMDQ0V1Uhr164dJsXBWDxqFItcdtUqPnxYggYrDFHsWX2/avPmzURkbW3dsWPHgICA8PDwlJQUbdqZMYOJ2NGRJToZQ3pxcXH+/v7qjMTDwyM4ODg2Nlb8bUJCgihMJiJH3D7RLOUUGRkpdvtMnjzZ0BwrJYVFKeJ581gu5xUr9G7paduQtHmuUqlcvvyetTUTcefOWu3Tyc3ljRvvNWvWTLyci4vLjBkzxGU/Kytr7Nix6lwhJyfnwYMHYquW+Il+J3CLLYY///yzHs8tH4irEhBX5QnjoCTU42BhYaGWcS5s2rRJJpOppwTFEVGOjo56HxFVMnG/du2/w4zEH1NSePBg3rtXv/b/o1Qqra2tZTKZkc4DEieTGqPe9OXLl4moefPm2j9FnEgVGRkpNiPrdKC0lsSW2R/KuE1RueXl5Wleqrp16ybKpqampqofk5CQ0KdPH/EAb29vQxcd+fkVF0EICuJ/b05bhi1bthBRnz59xB+3b9/evn17zRuHMpnsxRdfnDx5clhY2M2nDMJLl+6Wy5X29hX6Yi6yq86dO//6668icyosLIyJiQkMDOzYsaP6/crl8o4dOwYGBsbExJRIpKKiosRAOGbMGM0tbvpQzzinp7PWJX6fJikpSXMbUt26ddXbkJ4mOTm5X79+TZq0dHLK0/UganHbslevXups1cvLS9y7cXZ2FheuqKgo8RNXV9etem1iE3ulpk6dSkTLly/Xo4XygbjShLgqNxgHJVRiHNTSjh07xGq3ZcuWscYRUfv379e7JyUT9xJVVKdOZTEfNW6c3i9R7P79+0RUq1YtQxt6Cn9/JmJdTo3VVmZmJhE5OTlp+XjNA6VXr15Nuh8o/UxFRUWiWL6uexoqg/z8/NDQUHGyLBF17dpVlKpNSUkJDAx0cHD4448/1A9WqVRhYWFiCqxq1aqhhtSuOnWKfX15+nQOCjL0PVQwDx48sLGxsbKyWr9+vbqua3Z29u+//75gwYJevXqVON+ubt26Cxcu1Gzhq6++IqIePXylrRosuZYtW9K/y/mys7OHDBmiPnmbiKpXrz569OiwsLCyC+7GxMSI/SeDBw/W/z6FcWacy9iGVMJvv/0mtq/Vrl374MHzer+iuC9rb28vl8vt7OxEPTFRVU1893v55Zf1ODBOpVI999xz4k7QF198QUSzZs3Su5PGhrhSQ1yVD4yDkit1HCxbfn6+2DIhaqdKdURUycS9xJEoU6fy9Ok8bx7r+B2jFLGxsUTUtm1bQxt6is8+YyKWcPO9JnGrQ5tzrYqKiqKiory8vNzc3L7++mtxN0XXA6WfSRQkcnd3l7ZZc1dQUBAaGqre8tWlSxdxqUpOTp45c6ZILuVy+aefflriiffu3RsyZIh4Vr9+/Qz6OqTXnGwF9+DBg+rVq4vhVuTlPj4+ISEhsbGx4r5gUVGRON/O19e3QYMG9HgdjI0bN4qJwgq+xyslJUUmkzk6OqprXolTWtzd3QMCAg4cOKD99GhsbKxYSzpgwAA9NgMwG33GOSYmxtvbW2xDksvlXl5e6qNYFApFUFCQqGfSp0+fRD1WST7h3r17omSHWDSYkJBQpUoVKyur+fPn633/WERaQkKCWLsl+f0RqSCuxF8hrsoHxkEjeeY4WKo7d+4sXbqUJR0HS0ncNY9EmTqVExM5L48ND92IiAhxuTG0oafYti2lR4/4OXNKOUDBcOKQqctPL5uVnJy8adOmUaNGie+sglj8179/f8mX9S9btoyI3n77bWmbNV/iUvXcc8+J33zbtm3Dw8OZOTU1NSgoSNymkslk3t7eZZRwCg8PFxO+Li4uISEhhq4ltSDvvfceETVu3Njb21szwsXtmYEDBy5evPjIkSPqU6Dj4+PVF/0dO3aIG2AVf8b5559/JiIvLy/1T44dO6Z3enHu3Dlxie/Zs2dOiWIZ2iiXGedr164FBASolym3a9fu888/F6Vsra2tRV0OqV5LnOmhXtYZHh6uec9P7wZjYmIOHz5MRD169JCgl0aAuEJclQ+Mg0al6zioSYyDMplMkiOiSkncNY9EmTqV799npZINL2Yo6qEabzPlgQMHxLXMGI337t2biH4Xe3r+pVQqxRF3Hh4e4i6CoK7Cu3HjRrG2ScoqvMzMLL4WG+PEaTOlPuerY8eOe/fuZea0tDT1pUqMmuqtYGVISkoSVYCIqHv37teuXTN+3yu6M2fOWFlZWVtbq8sy3Lp1KywszM/PTywAUNPcrirWUP7++++iIMYXX3xh0jehFbGk9ckbUXqLi4sTg2j37t2zsrJ0e3I5zjinpKQEBweLrooD8tzd3U9KvdN/+PDhRCRO+ZaE+Khu3br12rVrVIFnIBFXiKvygXHQeCQZB4ODgyXpzDOqyuzbx+7uvH69BK+0cOFCIiqx8lVCcXFxZLTyiL6+vkQkJjjS09PDw8P9/PzUq8eIyMHBQVThLbGqb9u2bTY2NkT0/vvvS3Wsl1KpFLOlRqrPY3a+/PJLd3f3559/Pjw8XKVSpaenBwUFubq6qi9Vp0+f1qnBiIgIMc/o4OAQHBxcRtlgi6dUKsVg8LSFnnfv3t26devUqVPbtm1bYrvqCy+8IEZrCQ9vMiqxQvfIkSMStpmQkNC4cWMxlOpTcK0cZ5zz8/M3bNiwZMmSr7/+Wud0UAvTpk0joq+//lraBpcuXZqXl1e1auOWLUdWzMrRiCvEVTnAOGg8FW0cfEbivn178VEpBm8950mTJpERVnurZWdniwgzRuOivGOfPn26deum+a/i7u7+/vvvR0ZGlrHccM+ePfb29kQ0ZcoUSWadzp8/T0QNGjQwvCnL8Oabb6q/VimVSvXxGQMHDtT1UqWWlpY2fvx4IqpatWpl/oIUGhpKRHXr1tVmxM3JyYmJiREnQYqVlA0bNhxqJuejpqeny+Vye3v7Uic6DfHXX3+5u7sT0YIFC6Rt2byIDcozZ86UqsHVq++0a5cxf34OM1erxkSsXVXScoW4MrbKGVdPwjhoPBVtHHx2HXdPTybiDz4w9JX69+9PRBHGLCoh5oPKLkSlh4cPH3p5eakr7FpbW5eowvtMv/32m4ODw8svD5o0SWH4t1ZRyV+nA6Es29ChQ4lox7+lQL/88ksvLy9JJmQXLVpERP369TO8KXOUnp4uFjuKhZI6USgUYgp7pTEqPRnBr7/+SkS9evUyRuNXr14V1bulmnYzR6KY2siRI6Vq8KefmIhFe61bM1FFPNULcWVslTOunoRx0Egq4Dj438rspwkJISsrWrmSrl175mPLcu/ePSJSb5swBtF4YmKihG1evHixY8eOBw8ezM3NtbKy2rBhw4MHD44ePVqi/m7ZBgwYsG9f9M2b4evX24wfT4WFBnUpOjqaiDw9PQ1qxYKIyRb1nODs2bMPHDggNkIZSGxKVi8QrGzmzJmTlpbm5eWlPspEezY2NmKFQFpamhG6Jj1jfKwiIiLE279165ZSqRQlBSRs37yI0toSXp/FYHL37n//L+m1XxqIK2OrnHH1JIyDRlIBx8FnJ+7t2tGkSVRYSP/3fwa9kvhcqUsUGYPkifvmzZu7du0aFxf34osv9u3bV6lUXrp0SX3rXSeenp3377evXp22baM33qD8fH36k5iY+N1334mTXJG4q4kLlvqyYvgYNnHixAkTJmRnZ5douVI5ffr0xo0bbW1tV61apV8Lbm5uRJSamippv4wlKiqKiHr27ClVg9euXRsyZIg4VFxkbxI2bo7q13+5USNFenqMVA1qJlX16xP9m2xVKIgrY6uccfUkjIPGUDHHwWcn7kS0eDHVqEEHDlBkpLbt5ufnHz9+PCQkRHzPUCgU6enp1tbW6hKYxiC+eS9duvTGjRsGNpWVlTVq1KgJEyY8fPjQ19f39OnTy5cvl8vla9euFSdJ6aFzZzpwgGrWpL17adgwevRIq2cplcozZ84sWrSoU6dODRo0EAvlN27cqF7BBllZWSTpZWXbtm2bN2+2srIqcQ+j8lAqlVOmTFGpVLNnz27RooV+jYgPe0pKiqRdM4oHDx5cunTJzs5OkhtUgsjYXn31VfX/V/Iv2/Xq2d+5Y3PrlkylkqbB554jmYzu3SOVqoLeGUVclYNKGFelwjgouQo7DmqVuFevTvPnU4sWD7/5ZpFCoXjaw+7du/fzzz9Pmzate/fuVatW9fDwmDFjxtGjR8VfMXPdunU1d3ZK7uuvv/bw8Dh06FCLFi2GDBkiLmp6OHHiRPv27cPDw11cXLZu3bp582YnJ6dWrVqJ8+qWL1+udw87dKBDh8jNjfbvpwEDqKDgqY9MTqawMBo9mry993Tq1Onjjz8+c+aMk5PT0KFDV6xY0bt370OHDundDQsj7WWlsLDw0aNH1tbWjo6OomVnZ2dJWjYjq1evPnfuXMOGDcW2bP2Y0R33I0eOqFSqLl26qCtPG069RiInJ+f8+fM2NjZdu3aVqnFzZG9P1atTYSFJFRH29rRwIS1dSkVFFTTBQlyVg0oYV6XCOCi5ijsOar3EXtWq1Uv0eNGllJSUvXv3Lliw4PXXX69atapms1ZWVm3atJk8ebLYznzs2DEieuWVVyRcnl+q69evBwQEqA9gb9euXWhoqPbb+cs+MPns2bMymczJySnFsE3m8fFcvz4HBJTyVydP8sKF3KkTy+VMxETcrl1G8+bNZ86ceeDAgQKNE6oLCgomT55cmfckqYlBMU+iAmdijqh69er8b12wZcuWSdKyuUhKShIf5127dhnSzpUrV4ioRYsWUnXMeGbMmEFSF6sVK/euXLkSGRlJRF27dpWwcTPVti0T8Zkz0rf8229MxK+/Ln3LhkBclY/KFlelwjgorYo8DmqbuDPzwYMHicjZ2fn+/fviJ+3bt9dM1uvWrevt7R0UFBQREfHgwQPxmLS0tMjISLGof9iwYRJ2vQya5z4QUe3atYOCgkQl/DL8/fffYv5RJpMFBASUegz1wIEDiejDDz80sIfHjrH4DcXF8bVrLErNXLnCHToU5+sODuzlxcHB/Hhd+Mekp6fPmTOnkh+OIKaArK2tpWowISGBiBo1asTMb7/9NhFt2LBBqsbNgji14HWDB6uUlNTatdt36vSWJL0yqg4dOhDRoUOHpGrw+vXrRFSrVi2VShUYGEhE8+bNk6px8zVgABPx7t3St3zsGK9dy3/+yXFx0jeuN8RV+ahscfUkjIOSq8jjoA6JOzMPGjSINE4/nTVrVs+ePQMDA3/99de7d++KHxYWFl6+fDk0NNTX17dly5bqHRK9e/f+888/Jez6MxUUFISFhYlNPERkZ2fn6+t7+fLlUh+8a9cucapR7dq19+/f/7Q2T5482aPHDy1aFBhYc/Ldd9nPj5l50iSeOpUzMpiZx43jVat46lSOjOSn14V/zI4dO44cObJ582aDemPOxAyUuDEgiXPnzhFRmzZt+N8z+X7++WepGq/4YmJiZDKZg4NDiekmPSiVbG3NMhkXFkrSNWPJzMy0srKytbWV6mYVM69bt46IRowYwcyvvPIKEZVxVak8Jk9mIl69WvqWNa+oFQTiqtxUqrgqFcZBaVXwcVCrNe5qy5cvt7Oz+/7770+fPk1ES5Ys+eOPP4KDg1u3bh0VFTVt2rQuXbpUqVKldevWU6ZM+eGHH65evero6Pjqq6/OmjVr7ty56vN4y4etre2bb7554cKFmJgYHx+foqKiH3744aWXXurbt++ePXuYWTwsPz9/2rRpw4YNS09P79u37/nz519//fWntfnyyy87OIyPj7ddudKgvslkVK8eRUcX//GTT+jDDykpiaZOpVWrqH9/0nJJ5BtvvBEZGeni4vLtt98WFRUZ1CfzJPmGd80GJd/uU8EVFRVNnTqVmefOnSvOdjGEXE7VqxMzVfCCkDExMUql8uWXXxZL7JRK5fbt2w1sU70QOTc39+zZs9bW1t26dZOgr2bOeCuGS1xRKwLEVbmpVHFVKoyDEqr446BuiXuTJk2mTZumUqn+7//+LyYm5ssvvxw0aJCbm1uzZs3Gjx+/cuXKkydPFhQUuLu7+/r6hoSExMTEZGRkREdHL1mypG/fvpL1Wkfdu3cPDw+Pj48Xy98PHjw4ePDgFi1arFix4vz58126dFm5cqWtrW1wcPD+/fvr1KlTdmuLFhERhYRQZqZBvZo9m775pnh/6uzZNH8+ubnp084XX3wRFxe3Z8+eo0eP3tW3bJVCoTh06FBqauojLYvdVBiSb3jXbLCylcFas2bNhQsXmjRpMmfOHCLKycnZv3+/IQ2KkK7g21MfPXpUr149ubz4Yujv7z969GhxEKPebR45coSIPD09jx8/XlhY2KFDh0q4tetJ3brR1KlUYi9lYSE9veTBsxUV0eXLRI9fUSsCxFW5qVRxVSqMgxIyg3FQ11v0WVlZderUUe/+FDRXt0t+cKm00tLSPv/887p164qeizfSvHnzs2fPat9Ir15MxJ99pn83/P1ZoeDjx7ljx/+Wyowfr2drubm5UVFRbm5uBw8ePHHihPZPTE5ODgsL8/HxEZ/PXr16de/eXZtDfSsOUTuoR48eUjX4448/EtGYMWOYWVSAunLlilSNV3BxcXG1atV67bXXmDkvL69NmzY2NjYHDx7Uu0HxSTGggfKQkpIiDmeYPXs2M+/du9fe3p6I/Pz8lEqlHg3eunWLiKpXr65UKj/88EMimjNnjtS9NkvXrnFmJjM/tmJ43TquXZuDgvhZu5BK8fff3KMHV63K48f/d0WtIBBX5aZSxVWpMA5KqOKPgzon7swcGxv7zTff9OjRY9asWT///PPff/8tWXfKS0FBQXh4eJcuXRYtWvT222/n5OTo9PTDh5mIa9Tg7GwjdVBnCQkJ+/fvHzZs2NixY8v+gBUWFkZHR8+dO1e9+l9o1aqVWOX/yiuvZIhvEuYgIiKCiAYOHChVg6tXryaiKVOmMLM4L0y9f8PixcbGOjk5EdHixYuZWdxvcHFxuXjxon4NjhrFRLx1q6S9NIKIiAg7Ozsievfdd5VK5b59+0SJhrFjxxbqvjLx+++/p3/34ouVDL/99psRem1+Sl0x7ONTvCPf0ZHffZfj47Vt7ZdfuFo1JuL69fnUKel7azjEVfmobHH1JIyDEqr446A+ibsl0bucYo8eTMRffiltdwxy4cKFUaNG7d+/383N7cqVK5niFsS/UlJSwsPDfX19q1Wrpk7WHR0dvby8QkJCxLevO3fuvPDCC0TUrl07A0telhtxY2Ds2LFSNRgcHKy+lSVumGVXnO9nxrd3714rKyuZTPbDDz+oVKqxY8cSUaNGjdS1pHQydSoT8YoVkndTepGRkSKpGjdunPhyKxYhjBw5stQCU2WYMGECEYWEhOTl5dna2lpZWamrbFVy/v68aBFHRfGkSfzmm/ztt5yby8wcE8M+PmxlxUTcs2esl5dXREREGRfnR484IKA4LRs8mNPSyu8t6ApxVQ4qYVyVgHFQWhV8HKzsibvefv+dibhXL1P343H379+vXbv2oUOH+vbt+9lnn2VmZsbGxgYHB3t4eKiXWhKRu7u7n59fREREfn7+ky20bt2aiFq0aJGYmGiSd6ETcWPg3XffFX/Mzs7+6aefDGlQzEF/+umnRUVFMplMLpdXtmL54ogxW1vbw4cPP3r0SNzb69ixY64YDHXx8cdMxPPnG6Ob0ouKihJJ1ahRoxQKxalTp6pXry7uY2l/FgQzf/rpp61btz5//rwooduxgs+ylyN/f87L4xEjiuv3EXH16jx3Lot7eXFxPGUKv/BCH3GZatOmzffff//kNerqVW7ThonYzo5DQrjifzoRV8ZWOeNKE8ZByVXkcRCJu87Uy+nWreO4uP9KsFcQd+7c8fb2Hj169FtvvaV5Tq2jo+PAgQO//fbbhISEsltISkp66aWXiGjwK69whV8H9cUXX6hXkTKzv78/EfXr1+/OnTv6Nbh7924/P799+/ZlZGQQkaurq2R9NR//93//R0Q1atS4du1aWlpa06ZNRZ5RJMJdC+JjcukSL13K+/dXuI/J08TExIg9WN7e3o8ePTpz5kzNmjXF9g9dF9Qx84IFC4jogw8+MEZXzZHm3p6ICPbyKk6zbGzYx4dFueAS25C++OILzRbCwsK6dBkolytbtOBz50zyJvSBuDKqShtXahgHjaHCjoNI3HX2tBLsFYRSqQwNDY2MjBT3eBo3buzn5xceHq7T8JCWlja8T5+HLVpww4Z844bxemu4bdu2tWzZsmHDhmJ78Q8//CDuZrm4uKxdu9aQmwS3b98mogYNGkjXWbOhVCqHDBkiJmdSUlJu3rxZq1YtIpoxY4aWLVTwj0kZYmNjxWaP/v37P3z48OrVq2KJZ48ePXTdt92jRw8iioiIMFJXLcCJEzxqFFtbF2daY8Z88euvvyqVyoKCgs2bN3ft2lW9Zi8jI0PUkyaijz76TffbXiaGuCpPlSeuBIyDxlBhx0Ek7jrTXE43dSpPn87z5nGfPqbu1uNGjBixf/9+gw5Vzczkbt2YiOvU4aecWlURKJVKscvWzs7uk08+USgUSUlJ4qReIurevXu89puSHnfo0CEiat26tbQdNhd5eXkvv/yy+B0+evToyJEjYpvdypUrtXm6WXxMnubKlSvizpynp2d2dnZ8fLw4hrlr167a5FiFhYVHjhwJDAy0sbGRy+VmtNXbVO7c4VmzuEuXTPVavuDgYM0F3CdPnhQFlV1cXLZs2WK6nhoEcVXOKklcMcZBo6mY4yASd52pl9P5+vLUqZyYyHl5PGaMqbtlDLm5xZOObm584YKpe/NUeXl5gYGBYhH/Sy+9dOrUKWaOiIgQg6KDg0NwcLD2c1vMnJKSEhgYaG9vX69evcp8Ku29e/caNmxIRD4+Pkqlctu2bTKZzMrKateuXWU8KzOTMzLM/mMSFxcn4sfDwyMzM/P27dtNmjQZMmRIGcVAUlNTS+z/dnJy+uOPP8qx1+YtJycnNDRU1J4TuVRAQMBff/0VEhJiY2NDRJ07d75586apu2kQxFX5qwxxxRgHjaYCjoNI3HVWRgl26U62rjDy83nwYCbiatVYlwrx5S8mJqZ58+ZEZG1tHRgY+OjRowcPHvj5+YmLdZcuXbQpQ5ucnPzBBx+I6v4ymWz48OElivNUNleuXKlatSoRffjhh8z8ySefEFGVKlVKLQIbH88BAVylCn/4ocQnFZjEX3/9Je7GdejQITU1NTEx8ckNbUql8sSJEwsXLuzUqZPm/u/mzZvPnDnzwIEDelT9q+SUSuXOnTtfffVV8ZsUv1W5XD537lxdy7BUTIgrk7D4uBIwDhpDRRsHkbhL5quveP58HYrFmo38fB46lInYx8fUXXmGhw8fBgYGii25L7zwQlRUFDPv27dPfF22sbEJDAwsKCgo9blpaWlBQUHqw+G8vLxiY2PLt/sV1OHDh21tbYlozZo1KpVq4sSJJWYJCwv555+5Z8/i5aQyGY8ebarOSkxdILVly5b37t1T/zw9PT08PNzPz0+9103c0/Ly8goODr569aoJ+2wxzp496+fn16tXr379+h04cMDU3ZES4sqELDiuBIyDxlChxkEk7pK5e5fnzWOzOnVUawoFf/45373LUVGsUvG1axW5Ssiff/7ZsmVLcavAz88vJycnKyvLz89PJpPZ2to+OfiJS5X6sGgvL6/Tp0+bpOcV1vr168UV/3//+5/mz5OSkj799NP+/feKS5WzM7//PltYdqEukNq8efPDhw8HBwd7eXmJGXZBvf+7UtU5Ljc6Te6bEcSVaVlqXKlhHJRcxRkHkbhLZuRIXrmSLfZwsZ07ecYM3raNhw5lf/8KXiVEoVAEBweL78eNGzcWt1UOHz68Zs0azYdlZ2cHBwdrXqpOmctBeeVu7ty5YnnohQsXmDk2NtbPz0+cLNOmTY+mTTk4mC11s1xycnLbtm3FEChCxdra2sPDIzg4GLejQG+IKzAqjIOSqyDjIBJ30M6oUfzwITPzqlU8dKhZVAm5ePFip06dxLjo6+ubnp6u/itxqRKr1sSl6uTJkybsasWnUqnGjRtHRDVq1BBl/onIyspq2LBhhw4dsvijOc6fPy8WNfr5+e3cuVOP2tsAT0JcgbFhHJRQBRkHkbiDdvz8WMzYBgWxr6+5VAkpLCwMDg4W9Zvq1q0rhsbg4GB1fQYPDw+xBBCe6dGjRx4eHs2aNSMiNze3wMDAv/76y9SdKiebNm0iosGDB5u6I2BREFdQDjAOSqgijIPWBKCNSZPo/fepRg1ydSVXV3JwIEdH0jiZtWISO+sHDx78zjvv/Pnnn8OGDXN0dHz48CER9enT5+OPP/bw8DB1H82Gvb39nj17mDkyMtLHx0cMA5VEdHQ0EXl6epq6I2BREFdQDjAOSqgijIMyZi7/VwVz9fAhOTqauhP6YOZ169bNnDnTzs6uadOmixcv7t27t6k7BWajSZMmCQkJZ86c6dChg6n7ApYDcQXlCeOgZUDiDpVItWrVMjMzMzIy1FOEAM909+7dBg0auLq6pqenW1X4WSYwF4grMAmMg+ZO/uyHAFgEZs7JySEiZ2dnU/cFzElUVBQR9ejRA9kVSAhxBeUP46AFQOIOlUVubq5SqXRycrK2xtYO0MHR40eJSH3mIoAkEFdQ/jAOWgD8y0FlkZ2dTUTqM+EAtHTk/SOtJ7buU7uPqTsCFgVxBeUP46AFQOIOlYW4YKmPmQDQxv3C+3EFcc42zm3qtzF1X8ByIK7AJDAOWgAslYHKAncaQA9RuVFE1N2pu7UMtzlAMogrMAmMgxYAlwyoLB46POzg36Fptaam7giYk+icaCLydEalbZAS4gpMAuOgBUDiDpVFesP0s5PONqrayNQdAXMi7ox6VkGCBVJCXIFJYBy0AFgqA5VFtjKbiFytsLYPtJVSlHI9/3oVeZWOjh1N3RewHIgrMBWMgxYAiTtUFlnKLCJyscLaPtDWHzl/MHG3Kt1sZDam7gtYDsQVmArGQQuApTJQWYg7DbhggfZ6O/fe0mhLNWucLwhSQlyBqWActABI3KGyyFHlEJGLHBcs0Mr9wvtX8q/4VPO5rbht6r6A5UBcgQlhHLQAWCoDlQWmCEF7u7N2L01e+kj1aPLfk1ekrDB1d8BCIK7AtDAOWgDccYfKAlOEoL1fHvzyXcPvHOQOfZz7zEmcY+rugIVAXIFpYRy0ALjjDpXC/cL7w6sOP9PiTD+XfjcKbpi6O1DR1betr2AFEW17sM3UfQHLgbgCE8I4aBmQuIPlE9PTDnKHlakrq1pVxQw1PJNvdd+Jdya+/8/7Is0CkATiCkwF46DFwFIZsHya09Om7guYh5b2LX9x/0XBCjuZnan7ApYDcQWmgnHQYuCOO1g+TE+DHmQkQ3YFkkNcgUlgHLQYuOMOlk9MT9exqfOSw0um7gsAAEB5wzhoMWTMbOo+ABgdE2N6GgAAKi2Mg5YBiTsAAAAAgBnAGncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwAAAAAAM4DEHQAAAADADCBxBwAAAAAwA0jcAQAAAADMABJ3AAAAAAAzgMQdAAAAAMAMIHEHAAAAADADSNwBAAAAAMwAEncAAAAAADOAxB0AAAAAwAwgcQcAAAAAMANI3AEAAAAAzAASdwCA/2+3DkgAAAAABP1/3Y5AVwgAA+IOAAADAbbKDStuTg26AAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x400 at 0x121053828>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(enume1[:10], molsPerRow=5)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x400 at 0x121053B38>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Draw.MolsToGridImage(enume2[:10], molsPerRow=5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment