{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 1 - Construction of 1D free energy profile using WHAM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook illustrates the basic usage of ThermoLIB to construct a 1D free energy profile from umbrella sampling simulations using the WHAM methodology, including error estimation from the theory of the maximum likelihood estimator (MLE). The notebook uses simulation data generated using the umbrella sampling technique for the proton transfer in a formic acid dimer." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from thermolib.thermodynamics.fep import BaseFreeEnergyProfile, SimpleFreeEnergyProfile, plot_profiles\n", "from thermolib.thermodynamics.histogram import Histogram1D\n", "from thermolib.tools import read_wham_input, decorrelate, plot_histograms_overlap_1d, plot_histograms_1d\n", "from thermolib.thermodynamics.trajectory import ColVarReader\n", "from thermolib.units import *\n", "\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define some file/path variables" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fn_meta = 'data/formic_acid_dimer/wham_input.txt' #location of the plumed metadata file containing all information of the umbrella sampling" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## WHAM without error estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First read the input trajectories and define the corresponding bias potentials of each biased simulations included in the metadata file. This is done using the ``read_wham_input`` routine in the code block below. Assuming a metadata file with lines in the form of:\n", "\n", " u80 0.38976377952755903 3500.0\n", "\n", "we interpret the metadata file using the keywords of the ``read_wham_input`` routine below as follows. A simulation was done with a bias potential of type ``'Parabola1D'`` with ``Q0 = 0.38976`` and ``kappa = 3500.0`` and was given the label ``u80``. In the code block below, we define the unit of ``Q0`` as ``au`` and that of ``kappa`` as ``kjmol``. Furthermore, the corresponding trajectory of Q values during this simulation is stored in a file with path ``colvars/COLVAR_u80.dat`` relative to the metadata file directory. This file is then read by ``colvar_reader`` which is an instance of ``ColVarReader`` class and assumes the file to be a colvar file that stores the values of Q in column ``0`` of a numpy file in units ``au``. Finally, the temperature is also read from the metadata file from the line (usually the first line) that starts with ``T``." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true }, "tags": [] }, "outputs": [], "source": [ "colvar_reader = ColVarReader([0], units=['au'])\n", "temp, biasses, trajectories = read_wham_input(\n", " fn_meta, colvar_reader, 'colvars/COLVAR_%s.dat', \n", " bias_potential='Parabola1D', q01_unit='au', kappa1_unit='kjmol',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output for the ``read_wham_input`` routine shows (at least if the keyword ``verbose`` is set to ``True``) for each simulation from which file the CV data is read, how many samples are in that simulation as well as which bias potential is used. Before we continue, we should check whether the various Umbrella simulations have sufficiently overlapping histograms. We could simply plot all histograms on top of each other in a single plot:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_histograms_1d(trajectories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As it is in this case difficult to assess the overlap (because there are many small histograms), we can also compute the overlap (according to a metric suggested by Borgmans et al. [J. Chem. Theory Comput. 2023, 19, 9032-9048] which is a value between 0 (no overlap) and 1 (perfect overlap)) and plot that:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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2btwoDA0Nhb29vXj69Kls3ZYtW9SCGarlRkZGwsHBQbx8+VK2buvWrdL5rV+/Xq3u+fPnxYULF6Ry1v5Hb29vcffuXWldamqqCAwMFADEp59+mqdzVgVptAWqsx73o48+kh03q507d4o7d+6oLT927JiwsbERxsbG4tatWxr3nT3Q9/LlS+Hh4SEAiMmTJ8v6x1JSUkT37t01PnCR12uaNTCmzXfffScACEdHR9mAjIyMDKlv1s7OTjx48EBWT3VdDQ0N1YK8QgiRnp4ubXPmzBm19b/99pt0zXWlGjST9aGQ69evS/vR1FeqqY4Q6gFnFdX7y4EDBzS2IWu/bvny5WX9uunp6aJfv34CgGjVqpXO5yVE7tdTCO195ar7wsrKSu0858yZI7VXW8A5P685bddPF/k9bn5fN9reM8+cOSMMDQ2FoaGhWpB3w4YN0oMd2gLO+bkHVPXMzc1FTEyMbN3MmTMFkDlA6/79+7J19erVEwBEcHCw7O/XgwcPpAdfevToIauj63tbUWPAmYhkdAk4lyhRQuNTd7pQ/eE/f/68xn1n/yOqCvLOnj1b4/5OnjwpAIjatWtLy+7fvy89cXrq1Cmd2pXbB/jr168LAwMDoVAoxNmzZ9XW37p1S3pKN+sf+6x/lLIHdrNq27atACB+/PFH2fKXL18Ke3t7oVAoxKVLl3Q6FyH+9+Wobt26al+c3rx5I0qUKCEAiC5duqjVffTokQAgTExMxOvXr6Xlqi9HXl5eGp+EViqV0hNaf//9t85tLVOmjDAwMFALEKs+9IWEhGis17p1a7XrumHDBgFADB8+XOfjExERERERERUHqu/R3bp102n7S5cuSX0aJ06ckJarRhFqCkyoRlGHhobKluenf0eI//UN+Pn5aW1nfoOy2vqoVH0qpUuXFqmpqWr1Fi5cKACISpUq6Xws1Wxso0eP1ri+ffv2AoD45JNPZMvze26PHz8W5ubmwszMTC0wqjJkyBABQCxcuFDn/aqCPDt27JAtV43UnjNnjk77UfU/KhQKtYEiQgjxxx9/CACiQoUKOrdNiLwFnFUjSfNKNXgi+wMQ2gLOqiBv+/btNe7vxYsXwsnJSRgZGckC/Xm9proEnFUBvOyzDwiRGXRWBXKnTZsmW6e6rv369dO6b1UArX///mrrVEHF77//XqdzEeJ/7zNTp06Vlq1YsUIAECtXrhROTk6ymRZyGhVdGAHnbdu2qa2/e/euADJHuGbtQ82NLtdTW1+5n5+fACAmTpyosZ5qxK62gHN+XnOFEXDO63Hz+7rR9p6pCgx3795d4/5CQ0NzDTjn9R5Q1Rs5cqTGY/r6+qq93g4fPiyAzNkG7t27p1bn1KlTAsgc3Z51EFZhvLcVBuZwJqI8CwgIgK2tbY7b/PPPP1i0aBFGjhyJ/v37o0+fPujTpw/u378PAFrz5GSVkZGBXbt2AQDCwsI0buPr6wsrKyvExcXh1atXAIADBw7g9evXqF27NmrXrp2XU9Pq0KFDyMjIgLe3Nz766CO19WXLlkVgYKB0fE06d+6sdf8jRowAACxatEi2fO3atXj69CkCAgJQpUqVPLe7TZs2arlajIyMpLwubdu2Vavj4OCAEiVK4PXr17KczDt27JDOw8jISK2egYGBlCPl2LFjauvPnj2LuXPnIiIiAv369ZPuifT0dGRkZOCff/7ReA5BQUEal3t6egIAbt++LS3z8fGBoaEhVq5cicWLF+Pu3bsa6xIRERERERFRzoQQGperchyvX79eLZfkqlWrAAD9+vWTluW3fyer0NDQfJ0DkP8+qq5du8LMzExtuSqv8tWrV3Hnzp1cj5+eno6jR48CgNa8ov379wegvU8prw4cOIDU1FQ0atQIZcuW1biNKserpj6cO3fuYPny5RgzZgwGDBggXbPz588DkF+ze/fuIT4+HgYGBtJ56KpcuXKoVauW2nJNfT6FycnJCU2aNMlxm8ePH2PNmjUYP348PvnkE+kaqPL+6tK3CfyvP03bvW9lZQVfX1+kp6dLObILck21uXXrFv79918A/7uHs1IoFOjbty8A7fdhTq/DAQMGwMLCQurLVPnnn3/w+++/w87ODh9//LHO7Q0ICAAAWc5s1f9btWoFf39/XLp0SbpHYmNjkZ6ejmbNmmnstywIIyMjtG7dWm15qVKlYG9vj7S0NFkfqq7y+r6Wnp4uvV579uypcZsePXrkuA99vebyetz8vG5yonrdartu2parFOQe0PR6A4DevXsDgJS3O+v/W7duDWdnZ7U6tWvXRq1atZCRkSGdU1a6vLcVpcJ95RFRsZBTonmlUolhw4bh+++/1/rFBACeP3+e63EeP34sbefq6qrT9mXLlsX169cBAFWrVs21jq5Uf/RUgVpNPDw8ZNtm5eTkBAsLC611W7ZsCU9PT5w4cQKnT5+WAuWLFy8GAAwbNixf7S5XrpzG5VZWVjmut7a2xpMnT2Rf8q5duwYA+OKLL/DFF1/keNyHDx9K/09JSUGvXr2wZcuWHOtouye0tdHGxgYAZG308PDAvHnzMG7cOAwbNgzDhg1D+fLl0aBBA7Rv3x5dunSBiYlJju0gIiIiIiIi+hA5OjoCgBRozc2DBw+k/5csWVL6f4UKFdCsWTPExsZiy5YtUoAjLi4OZ8+eRZkyZdCqVStp+/z272SVU1+UNgXto9LWB2RtbQ0HBwc8fvwYt27dQpkyZXJsx+PHj6W+C237zKlPKT9UfTgxMTFqAxGyy9qHAwBffvklpk2bhjdv3mitk/Wa3bhxAwBQunTpXAeoZJdbn09aWlqe9qer3O6n5cuXY9SoUUhJSdG6jS59m8D/fhe9evVCr169ctxW9bsoyDXVRnVvOTg4SNc3u9zuw5yum729PXr16oXvv/8eK1aswNixYwEAS5YsgRACffv2zbFvNLsGDRrA0tISJ06cQHJyMiwtLbF//354enqibNmyCAgIwC+//IJ9+/YhPDxcCkarAtWFqXTp0jA2Nta4zsbGBk+fPtX4oExu8vq+9ujRI+k42urmtk99vebyetz8vG5ycuvWLQD5v24FuQe0ve+rlqvaBugegzh79qzG12l+/lYWJgaciSjPzM3Nta6bP38+li5dilKlSmHu3Llo2LAhnJ2dpSdCe/TogV9++SXHD/oqGRkZ0v+1PQmUlampqQ6t14+crhmQ+RRhREQEhgwZgkWLFmHVqlU4fvw44uLi4Obmhvbt2+fruAYGOU9kkdv6rFS/j8aNG0sfQLWpXr269P+JEydiy5YtqFq1KmbMmIE6derA0dFRCvw2bNgQx48f13pP5KWNABAREYGuXbti27ZtOHLkCI4cOYJ169Zh3bp1mDJlCg4fPozSpUvnaZ9ERERERERE77vatWvjp59+wpkzZ5Cenp7rKMCTJ08CyAxQZe/E7tevH2JjYxEVFSUFnFWjm3v37g1DQ0Np28Lo38mtX0WTwuyj0qYgdYuS6ppXrFgRjRo1ynHbrAM2oqOjMXXqVFhZWWHRokXw8/NDmTJlYG5uDoVCgUmTJmH69OmFdt557fMpLDndT6dPn8bAgQNhaGiIb7/9FkFBQShXrhwsLCygUCiwbNkyDBw4UOdroPpdaBuxmFX58uV1Pwk9yO11OHz4cHz//ff47rvvMHr0aLx69QqrVq2CQqHA0KFD83QsY2NjNG3aFLt27UJsbCzKlSuH+/fvSyNeVYHlvXv3FnnAuaju0/y8r+UmtwdM9PWay+txi+p1o+366PO6FebfkaK4p/KCAWciKlQbNmwAAHz//fcIDg5WW3/16lWd9+Xo6Ahzc3OkpqZi9uzZ0pO4uVE9MXXp0iWdj5Ub1ZO1qqerNFGt0zZVUW569+6NSZMmYd26dZg9e7Y0vfbgwYP19mEgK9VTyB06dJCeUtSF6p5Yv369xunI83JP6MrZ2RmffPIJPvnkEwCZ90K/fv1w/PhxTJgwAatXry70YxIRERERERG9y4KCgjBmzBgkJSVh69atOab+EkLgxx9/BAC0b99erTO+c+fOGDZsGGJiYnDz5k04Oztj7dq1ACBNy6uS3/6dgipoH1VCQoLG5S9evJCmTnVxccm1HQ4ODjA1NUVaWhquXbumsW+koH1K2an6cKpUqYKoqCid66mu2bRp0/Dpp5+qrdd0zVT9cHfv3kVSUlKhjcjVl40bN0IIgYiICIwfP15tfV77sVxdXXHp0iX0799f5ymUi+Kaqu4t1YwDmkY5F/Q+rFatGgICArBv3z7s2rULd+7cwbNnz9CmTZtcB69oEhAQgF27dmHfvn3SNVEFlMuVK4dKlSohJiYGt2/fxsWLF1GmTBlUq1YtX21/H2R9L7l+/brGc01MTHz7DSsC+Xnd5KRs2bK4du0aEhMT3/p1S0hIgJeXl9ZjZv078jZiEEVJ/xEMIvqgPHnyBIDmJ4vOnz+P+Ph4nfdlaGiIli1bAvjfB15d+Pn5wcTEBKdPn8aZM2d0qqMabZuenq5xfdOmTWFgYID4+HicPXtWbf3du3exe/duAECLFi10bmtWlpaW6N+/P169eoVvvvkGmzZtgpmZWaHlaimoNm3aAPjfB29d5XRP7NmzB48ePSqcBuagatWq+OyzzwAgT/cgERERERER0YfCw8MDXbt2BQCMGzcOz54907rtkiVL8Ndff8HIyAjjxo1TW29hYYGwsDBkZGRgzZo1+O233/D48WM0atQIlStXlm2b3/6dgipoH9XGjRs1Ti+rCsRXrFhRpw5/IyMjNG7cGAC0Bn9XrlwJIP99Stn5+/vDxMQEsbGxsqnRc5PTNXvw4AH27t2rtrxUqVJSTlHVeehLbv17usjpGrx69QqbN2/O0/5U/Wl5uffzc01zO3cXFxcp6KvpPhRCSMsLch+OGDECALBo0aICpwrMOop53759MDIyknKPq9bfu3cPkZGRADLv+7wojPvlbTI2NkaDBg0AQHrAJ7tffvmlSI4LvN3rlJ/XTU6aNm0KQPt107a8MKj+ZmhbnvWeVv1/9+7dGtNfxMXFSfndVef0LmHAmYgKlaenJ4DM3MNZp0y6e/cuevfunec/TFOmTIGJiQnGjRuH1atXy/apcu7cOURHR0tlJycnDB48GADQpUsXnDt3Tra9EAL79+9HUlKStEz1JNGFCxc0tqNcuXLo0qULhBAYOHCg9CQrkJmj+NNPP8WrV6/QsGFDNGzYME/nmNWwYcNgYGCAuXPn4vXr1+jevTscHBzyvb/C1KFDB9SpUwcnT55E3759NebHePr0KZYuXSr7PavuiYULF8q2vXz5MgYNGlSobdy/fz927typlmdICIHt27cDePenJyIiIiIiIiIqKosXL4abmxsSEhLg5+eH8+fPy9anp6dj7ty5UtDo22+/laXNyqpfv34AMoNXqqBY9tHNKvnp3ymogvZR3blzB2PHjoVSqZSWXbx4Ef/9738BAKNGjdK5LWPGjAEAfPfdd4iJiZGti4qKwrZt22BsbCxd94JydnZGREQEUlJSEBQUhL///lttm7S0NGzbtk02Q6Dqmi1btgyvX7+WliclJSE8PFzWl5bVlClTAACff/65xoDshQsXcPHixQKdky5U/XvZ7+u8UF2D1atX48WLF9LyV69eYciQIVpHvmvz6aefonz58ti4cSM+++wz2T5V7t27h+XLl8uW5fWalixZEiYmJrh3754UNM9ONWPhV199JRtQI4TA119/jfj4eNjZ2UkzBuZH27ZtUbFiRezevRtnz56Fh4eHFDzMq5o1a8LJyQkXLlzAgQMHUL9+fVhbW0vrVQFp1SyReZ1OuzDul7dt+PDhAIAFCxbgjz/+kK2bP38+Tpw4UejH1Md1yu/rRhtVn/u6deuwdetW2bro6Og8P0iSF9999x1iY2Nly+bNm4eTJ0/C2tpaNtiscePGqFevHlJTUzFw4EC8fPlSWvfo0SMMHDgQANCtWzdpJot3iiAiyuLAgQMCgND09jBlyhQBQEyZMkVr/T/++EOYmJgIAKJixYqia9euonXr1sLc3FxUr15ddOrUSQAQq1at0nnfGzZsEBYWFgKAcHFxEa1atRI9e/YUbdq0ES4uLgKACAsLk9VJS0sTwcHBAoAwMDAQDRo0ED169BCtWrUSZcuWFQBEQkKCbPsyZcoIAMLb21v07t1b9O/fX8ycOVPa5tGjR6JWrVoCgLC1tRUdO3YUoaGhomTJkgKAcHd3l+1TCCESEhIEAFG+fHmt1yy7jh07Sr+D06dP61wvq/DwcI3XWaVZs2YCgDhw4IDG9eXLl1e7RkIIcfv2beHl5SUACEtLS9GwYUPRrVs3ERISIry8vIShoaEAIFJTU6U6mzdvFgqFQgAQNWvWFN26dRN+fn7C2NhY+Pn5iYYNG2psS25t1HTPzJs3TwAQNjY2onnz5qJHjx6iU6dO0vnY2tqKuLi4nC8eERERERER0Qfs1q1bwtfXVwAQCoVC1KlTR3Tr1k0EBwdLfRwmJiYiMjIy1315enpKfRiWlpbixYsXWrfNT/9Obn0DQgixatUqAUCEh4fLlue3j0rVpzJo0CBhZmYm3N3dRbdu3URgYKC0v06dOomMjIxcr09WkydPlq5548aNRY8ePYSPj48AIAwNDcWKFSt0PjddvHnzRvTo0UPqG/P29hadO3cWYWFholGjRsLS0lIAELt27ZLqXLt2TdjZ2QkAomzZsqJz584iODhY2NraitKlS4t+/fpp7b+bNm2a1P9TtWpVERYWJoKDg0W1atXUrrOq/7FZs2Za26+tfzInixYtEgCElZWVCAkJEf379xf9+/cXly5d0vm4T58+lfqRHBwcRMeOHUXnzp2Fk5OTsLa2FiNGjND4O8lp3+fOnRNubm4CgLCzsxNNmzYVPXr0EB07dhTVqlUTCoVCODs7q9XLyzUVQojQ0FABQLi6uoru3btL56+SkZEhevXqJQAIIyMj4e/vL7p37y6qVKkiAAhzc3Oxc+dOtXZo6yfUJjIyUvr9zZkzR6c62nTv3l3a15dffilb9/TpU2FgYCCtv337tsZ9aLuXtm/fLr3ftW/fXvTr10/0799fHD16VAihW79uXq+NrnVy6iv/9NNPpfeN5s2bi+7du4saNWoIQ0NDMWrUKAFAtGzZUlanIK+5sWPHCgDC0dFRdO3aVbqvHj16lOu5FuS4+Xnd5PSe+c0330jHql+/vujRo4eoW7euACDGjBkjAIhKlSrJ6hTkHlAda+TIkUKhUIimTZuK7t27i5o1a0q/v40bN6rt799//5X26eTkJEJDQ0WHDh2EjY2NACB8fHzEkydPZHV0uc5vA0c4E1GhqlevHk6dOoXg4GCkpKRg27Zt+PfffxEREYHjx49rzA+SVfacQEDmKOXz589j1KhRsLOzw9GjR7F582ZcuHABFStWxIwZMzBt2jRZHRMTE/z6669Yu3YtAgICcOXKFWzcuBF//fUXKlSogFmzZqFUqVKy7ffs2YPg4GDcunULP/30E1asWIEdO3ZI2zg4OODYsWOYPn063N3d8fvvv2P79u1wdHTEpEmTcPr0abi5uRXsAgIIDAwEADRo0AA+Pj4F3l9hKlOmDP744w8sXboUdevWxeXLl7Fp0yYcOXIEADBo0CDs2bMHZmZmUp2QkBAcPHgQ/v7+uHv3LrZt24YHDx5g6tSp2LVrlzQtS2EICgrC1KlTUadOHVy7dg3R0dGIjY2Fra0tJkyYgHPnzmnMmUFERERERERUXJQtWxYnTpzAL7/8guDgYNy+fVv6/lyqVCmMGTMGly9f1mm0bdYRzaGhobCystK6bX76dwqioH1U9erVw7Fjx1CjRg3s3bsXsbGxqFSpEubOnYsNGzZo7MPKyVdffYVdu3ahTZs2uHjxIjZs2IA7d+6gS5cuOHbsmDRivLAYGRnh559/xs6dO9GxY0c8ePAA27Ztw549e/DkyRMEBQVh7dq1smlZ3d3dERcXh549e8LQ0BDbt2/H2bNn0b17d8TFxeU4om7SpEk4duwYunfvjhcvXiA6OhpHjhyBsbExxo8fDz8/v0I9P00GDx6M6dOno3z58ti5cydWrFiBFStW4O7duzrvw87ODqdOncKQIUNgZ2eHXbt24fjx42jVqhXOnDmTa7+SpvuievXq+OuvvzBz5kx4enrir7/+wsaNG3HixAlYWlpi7Nix2LJli1q9vF7T77//HgMHDoRCocCmTZuk88/atjVr1mDt2rVo3LgxTp8+jU2bNuHly5fo06cP4uLi8j0aOStV36aFhUWB7+uso5azj2C2s7ND7dq1AWSOTC9Tpkye9t2uXTssX74cNWrUwP79+7Fy5UqsWLECV65cKVCbi9rSpUuxfPly1KpVC3/88Qd27dqFMmXK4MCBA/D29gYAODo6FtrxvvrqK4wfPx52dnb49ddfpftK06jjwpTf1402EydORHR0NBo1aoS///4bv/32mxRD6NChA4DCvW4q8+bNw5IlS/D8+XP8+uuvuH79Olq3bo1Dhw5pzE9doUIFnDlzBhMnToSDgwO2b9+OvXv3wsPDAzNmzMCRI0dgb29f6O0sDAoh8pCIk4ioiIwfPx6zZs3CzJkzNeYGKk4aN26Mo0ePYu3atejevbu+m0NEREREREREVGz06dMHq1evxqpVq9CnTx99N4feEzt37kS7du3Qtm1b2QCW4mjy5MmYNm0aPv30U3z//ff6bk6x0q9fP6xatQpz5szB6NGj9d2c98Z///tfTJkyBREREViwYIG+m/Pe4ghnItI7IQROnjwJAKhSpYqeW6Nfu3btwtGjR1GuXDmNTzgRERERERERERHRu0WVT7e4923evXsXixcvhoGBAUaOHKnv5nyQzp8/j5SUFNmyjIwMLF++HFFRUTAzM+MgJg2uXr2Kp0+fqi3ftm0bpk+fDoVCgfDwcD207MNhpO8GEFHx1qtXL/z99984e/YsypYti5YtW+q7SW/d48eP8dlnn+Hp06fYuXMnAGDmzJmFOtU0ERERERERERERFa4ZM2Zg37592L9/PwwNDdG7d299N0kvJkyYgNu3b2Pfvn149uwZBg0aBE9PT30364M0a9YsbNiwAd7e3ihbtixSUlJw4cIFJCYmwtDQEEuWLEHp0qX13cx3zs8//4xvvvkG3t7ecHV1xZs3b3D58mVcvnwZADB16lRpinbKHwaciUivfvrpJ1hbW6NNmzaYPXs2zM3N9d2kt+7FixdYsWIFjIyMUKFCBYwZMwZhYWH6bhYRERERERERERHlYPfu3Thx4gRq166NL774Itcczx+qdevW4caNGyhVqhRGjhyJGTNm6LtJH6ywsDA8f/4cp0+fRnx8PNLT0+Hk5ISwsDCMHDkS9evX13cT30mtW7fG1atX8ccff+DixYt49eoVHBwcEBQUhCFDhqB169b6buJ7jzmciYiIiIiIiIiIiHJx6NAhzJo1C6dPn8bdu3exZcsWdOzYMcc6sbGxGD16NM6fPw9XV1dMnjyZeYGJiIjog8MczkRERERERERERES5SElJQa1atbB48WKdtk9ISEC7du3QokULxMfHY+TIkRgwYAD27NlTxC0lIiIiers4wpmIiIiIiIiIiIgoDxQKRa4jnD/77DPs2LED586dk5Z169YNz549w+7du99CK4mIiIjeDuZwzqeMjAzcuXMH1tbWUCgU+m4OERERFTNCCLx48QJlypSBgQEnrSEiIiIietccP34cAQEBsmWBgYEYOXKk1jppaWlIS0uTyhkZGXjy5AkcHBzYB0lERERvna59kAw459OdO3fg6uqq72YQERFRMXfz5k24uLjouxlERERERJTNvXv34OzsLFvm7OyM58+fIzU1Febm5mp1pk+fji+//PJtNZGIiIhIJ7n1QTLgnE/W1tYAMi+wjY2NnltDRERExc3z58/h6uoqfSYhIiIiIqL338SJEzF69GipnJSUhHLlyrEPkoiIiPRC1z5IBpzzSTWFjY2NDT/sERERkd5wWj0iIiIiondTqVKlcP/+fdmy+/fvw8bGRuPoZgAwNTWFqamp2nL2QRIREZE+5dYHyYR/RERERERERERERIWsQYMGiImJkS3bu3cvGjRooKcWERERERUNBpyJiIiIiIiIiIiIcpGcnIz4+HjEx8cDABISEhAfH48bN24AyJwOu3fv3tL2gwYNwrVr1zB+/HhcunQJS5YswYYNGzBq1Ch9NJ+IiIioyDDgTERERERERERERJSLU6dOwdvbG97e3gCA0aNHw9vbG//5z38AAHfv3pWCzwDg7u6OHTt2YO/evahVqxbmzJmDH374AYGBgXppPxEREVFRUQghhL4b8T56/vw5bG1tkZSUxPwpRERE9NbxswgRERER0YePn/uJiIhIn3T9LMIRzkRERERERERERERERERElC8MOBMRERERERERERERERERUb4w4ExERERERERERERERERERPlipO8GEBERERERUfEhhMCGDRuwfv16/Pnnn3j48CHMzc1Rvnx5tGrVCsOGDUO5cuX03UydREVFoW/fvggPD0dUVJS+m1OsKBQKAJn3ExGRNkIIvHnzBhkZGfpuSr69fv0a5cuXx+vXr/Hq1St9N4eIiIjeUwYGBjA2Npa+SxU2BpyJiIiIiIjorbhz5w46deqEkydPQqFQoHbt2mjUqBFevnyJ48ePY9asWViwYAHmzJmDoUOH6ru5VAQYKCait+H169d48OABXr58CaVSqe/mFEhGRgaWLl2K+/fv4+HDh/puDhEREb3HDA0NYWFhAScnJ5iYmBTqvhlwJiIiIiIioiL39OlTNGnSBNeuXYO3tzd+/PFHVK9eXVqfnp6O+fPn47PPPsOwYcOgVCoxfPhwPbaY3mUXL17UdxOI6B318uVL3Lx5E4aGhrC3t4e5uTkMDQ2LbDRPUVMqlUhNTYWbmxsMDQ313RwiIiJ6DwkhpM8USUlJSExMhIuLCywsLArtGAw4ExERERERUZEbNmwYrl27Bnd3d+zfvx92dnay9UZGRhgzZgzMzMwwbNgwjB07Fi1btoSnp6d+GkzvtKpVq+q7CUT0jnr06BGMjY1Rvnz5DyJAqxqhbWZm9kGcDxEREemPlZUVSpQogevXr+PRo0eFms7KoND2RERERERERKTBtWvXsG7dOgDA7Nmz1YLNWQ0ZMgS1atXCmzdvMHPmTGl59+7doVAoMGPGDK11t2/fDoVCAW9vb7V1V65cwcCBA+Hh4QEzMzPY2tqiadOm+OmnnzTuq3nz5lAoFIiNjcXhw4cRFBSEkiVLwsDAQKd8zdHR0RgwYABq1KgBe3t7mJmZwd3dHf369cPly5c11unTpw8UCgWioqJw9uxZhISEoGTJkjA3N8dHH32E+fPn53lq2KioKCgUCvTp0wdJSUkYPXo03NzcYGZmhkqVKuHbb7+Vcpvevn0bAwcOhKurK0xNTVGlShUsXLhQ436vX7+Ob7/9Fn5+fihXrhxMTU1hZ2eHxo0b4/vvv1fLlzp16lTZ6EKFQiH7SUxMVGvvkydPMHLkSHh4eMDU1BTNmzdXq5/VnDlzoFAoULlyZbx48UKtzcuXL4dCoYCrqysePXqUp+tIRO+H9PR0pKSkoESJEgzOEhEREWlgaGiIEiVKICUlBenp6YW2XwaciYiIiIiIqEj99ttvyMjIgJ2dHYKDg3PcVqFQoFevXlI9Va7fvn37AgBWr16tte6qVasAAP369ZMt37hxI2rVqoVly5bBxMQEbdu2ha+vL86cOYNevXqpbZ+9bvPmzXHt2jUEBASgZcuWMDU1zfWcu3btil9++QXm5ubw8/NDYGAgDAwMsGrVKtSuXRvHjh3TWvfkyZOoX78+4uLi4O/vj6ZNm+Ly5csYOXIkunXrlq/8x8+ePUODBg3w888/w9fXF82aNcPt27cxYcIEjBgxAv/++y98fX2xa9cuNGzYEI0aNcK///6L4cOH49tvv1Xb348//ogJEyYgMTERlStXRkhICLy8vPDnn39i0KBB6NKli6ydXl5eCA8Pl8rh4eGyHysrK9n+Hz16BF9fX6xZswY1atRAhw4d4OLikuM5jhkzBsHBwbh69So+/fRT2bqzZ89i+PDhMDIywvr16+Ho6Jjna0hE7z5Vp6ku79NERERExZXqs1JhBpwhKF+SkpIEAJGUlKTvphAREVExxM8iRPQ+6dWrlwAgWrRoodP2Bw8eFAAEAHHt2jUhhBBKpVKUK1dOABDHjx9Xq/Pw4UNhbGwsTExMxKNHj6Tlf/31lzA1NRVmZmZi8+bNsjqJiYmiZs2aAoBYvXq1bF2zZs2kNixevFhjO1etWiUAiPDwcLV169atE8nJybJlGRkZYvHixQKAqF69usjIyJCtDw8Pl445ZMgQ8ebNG2nduXPnRMmSJQUAsXTpUo3tyamNAERQUJBISUmR1p0+fVoYGRkJAwMDUa1aNTFo0CDZMX/99VcBQNjY2MjqCSHEyZMnxd9//612vNu3b4tatWoJAGLDhg1q61Vt0aW9/v7+Wv/OadvP06dPhZubmwAgvvvuOyGEEM+fPxeVKlUSAMSsWbO0HpuI3n+pqaniwoULIjU1Vd9NKTTp6enizz//FOnp6fpuChEREX0g8vKZSdc+SI5wJiIiIiIioiL18OFDAICzs7NO22fdTlXXwMBAGiGrGsmc1c8//4w3b94gODgYDg4O0vJp06YhLS0NX3/9NUJCQmR1ypcvjxUrVgAAFixYoLEtfn5+GDJkiE7tziosLAyWlpayZQqFAkOGDEGDBg1w/vx5XLx4UWPd0qVLY86cOTAyMpKWVa9eHf/5z38AZE4dnVdWVlb44YcfYGFhIS3z8fFB27ZtkZGRgeTkZMybN092zA4dOqBmzZp4/vw5Tp06JdtfnTp1UKNGDbXjlClTRpoKfePGjXlup4qxsTGWLVsGGxubPNWzs7PDhg0bYGJigpEjRyI+Ph4DBgzA1atXERQUhDFjxuS7TURERERERKSZUe6bEBEREREREb09QsuU0X369MHXX3+N9evXIzIyEubm5tI6TdNpZ2RkYNeuXQAyA8Ca+Pr6wsrKCnFxcXj16hXMzMxk60NDQ/N9Hv/88w92796Nf/75By9evJDyL9+/fx8AcPnyZVSrVk2tXteuXdXaAWROQx0REYGrV6/izp07KFOmjM5tqV27NpycnNSWV6pUCQDQokULjcesVKkS/v77b9y5c0dtXVpaGn7//Xf8+eefePDgAdLS0iCEkPIna8tVrQtvb29UqFAhX3Xr1KmD2bNnY/jw4WjevDmSkpJQvnx5rF69Wi3vMxERERERERUcA85ERERERERUpFT5clWB1tw8ePBA+n/JkiWl/1eoUAHNmjVDbGwstmzZgh49egAA4uLicPbsWZQpUwatWrWStn/8+DGeP38OAHB1dc31uI8fP0bZsmVly9zc3HRqc1ZKpRLDhg3D999/n2O+ZVXbsnN3d9e43NraGg4ODnj8+DFu3bqVp4BzuXLlNC5X5U7Wtt7a2hoA8OrVK9nyP/74A2FhYbhx44bWY2o7P13k57pnFRERge3bt+P333+HQqHAunXrYG9vX6B9EhERERERkWacUpuIiIiIiIiKVO3atQEAZ86cQXp6eq7bnzx5EgDg4OCgFnhUjWCOioqSlqlGN/fu3RuGhobS8oyMDOn/4eHhuf6YmpqqtSXrKGpdzZ8/H0uXLoWzszPWrl2LxMREpKamQggBIQS6d+8OQPtIbl3kta6BQc5f/3Nbn9XLly/RsWNH3LhxA3379sXJkyfx5MkTpKenQwghjWwuyPnl57pndfXqVRw/flxqh+qeIiKiwtOnTx8oFArZ32RdNW/eHAqFArGxsYXerrelIOevSVRUFBQKBfr06ZOnerGxsVAoFGjevHmhtIOICtfGjRvRvHlz2Nvbw9LSErVq1cLMmTPx5s2bPO/r2LFjUoqesmXLwszMDJaWlqhWrRoiIiKQmJiosd6FCxcwcuRING3aFOXKlYOFhQXMzc1RsWJF9O/fH3///XcBz1Kzwn6ffNumTp0KhUKBqVOnvpXj5fd65ffvR2FjwJmIiIiIiIiKVFBQEAwMDJCUlIStW7fmuK0QAj/++CMAoH379mpTIHfu3Bk2NjaIiYnBzZs38fr1a6xduxYA0LdvX9m2jo6OUuBy9uzZiIqKyvFHNRK7oDZs2AAA+P7779G9e3eUL19eNl311atXc6yfkJCgcfmLFy/w+PFjAICLi0uhtDU/Dh06hPv378PHxwcrV65EnTp1YG9vLwX7czu/ovbq1St07doVL168QM+ePWFqaopx48ap5aEmIqKi8a50fBMR6dvIkSPRtWtXHD16FHXr1kXr1q1x48YNfPbZZ/Dz80Nqamqe9rdz50589913uHPnDqpUqYJOnTqhWbNmePLkCRYtWoQaNWpofJDn2LFjmD9/Pq5cuQJ3d3cEBQUhICAA6enpWLlyJXx8fPDLL7/kqS182IWy+yACzocOHUJQUBDKlCkDhUKBX3/9NcftVS+E7D/37t17Ow0mIiIiIiIqRjw8PNC1a1cAwLhx4/Ds2TOt2y5ZsgR//fUXjIyMMG7cOLX1FhYWCAsLQ0ZGBtasWYPffvsNjx8/RqNGjVC5cmXZtoaGhmjZsiWA/wWB34YnT54AAMqXL6+27vz584iPj8+x/saNG5GWlqa2XBWIr1ixotrU32+T6vy0TcP9008/aa1rbGwMADqNdM+vESNGID4+Hi1atMCaNWswZ84cvH79Gl27ds3x3iMioryZPn06Ll68iE6dOum7KXpR3M+fiHL266+/Yv78+bCyssKJEyewZ88ebN68GVevXkXNmjVx5MgRfPHFF3naZ8+ePZGQkIDr169j//79+OWXX7Bz507cuHEDI0aMQEpKCnr16gWlUimrFxAQgIsXL+LevXs4ePAg1q9fj99++w3Xrl3DrFmzkJ6ejgEDBuDp06eFeQmomPkgAs4pKSmoVasWFi9enKd6ly9fxt27d6UfJyenImohERERFRdKJRAbC/zyS+a/2T7jExEVW4sXL4abmxsSEhLg5+eH8+fPy9anp6dj7ty5GDFiBADg22+/RfXq1TXuK+u02itXrgSgPrpZZcqUKTAxMcG4ceOwevVq2TTbKufOnUN0dHS+zy07T09PAJnnnPV4d+/eRe/evXMNtt65cwdjx46VdRRdvHgR//3vfwEAo0aNKrS25ofq/GJiYnDhwgXZumXLlmH9+vVa66pGZmf//ReWtWvXYtmyZdJ05gYGBhg6dChCQ0ORkJAg3TtERIUiLQ0oQPqA913p0qVRtWpV2Nra6rspelHcz5+IcvbNN98AACZMmAAfHx9puaOjI5YsWQIAWLRoEZKSknTep6enp1rKIQAwMTHBrFmzYGZmhlu3bql9Rndzc0PVqlXV6hkYGGDs2LGoUKECXr58iSNHjujcFqLsPoiAc5s2bfD111/n+WkyJycnlCpVSvrJS84qIiIiouyiowE3N6BFC6BHj8x/3dwylxMRFXclSpTAkSNH4Ovri7i4ONSsWRN169ZF9+7d0aFDB5QpUwZjxoyBoaEhIiMjMXr0aK37ql+/Pjw9PfHPP/9g586dsLS0RFhYmMZtfXx8pBG3ffr0Qfny5REYGIiPP/4Ybdu2haurK2rWrFmoI6AnTZoEExMTLF++HFWqVEFYWBjatGkDDw8PpKWl5frdddCgQfjhhx9QqVIldO/eHa1bt4aXlxfu37+PTp06YfDgwYXW1vzw9vZGhw4d8OLFC3h7eyMwMBDdu3eHp6cnBg0ahEmTJmmt27lzZwCZoyzCwsIwYMAADBgwQJoqvCAuX76MgQMHwsDAAGvXrkWpUqWkdT/88AMqVKiALVu2YP78+QU+FhERbt4EypcH6tUD9ux5LwLPQgg4OjrCwMBA7X335MmT0iyQqkBIVhUqVIBCocC1a9ekZZpyTbq5uUkPga1evVo2u6S2aVfj4+MREhICR0dHmJqaolq1apgzZw5EHq9p1lybDx8+xNChQ+Hq6goTExO4uroiIiIix5kurly5goEDB8LDwwNmZmawtbVF06ZNtc7ckVOuzfT0dMyZMwc1atSAmZkZnJyc0KVLF1y4cEGnKcdTUlIwceJEVKxYEaampihVqhTCw8Nx+/btHK/By5cvMWnSJFSsWBFmZmYoU6YM+vfvn2O9S5cuoW/fvihfvjxMTU1RokQJ+Pv7a/1slPU637hxA/3794erqyuMjY05jTrR/7t9+zb+/PNPAECPHj3U1jdu3Biurq5IS0vDzp07C+WYCoVCinGZmprmqa6RkVGe6jVv3hwtWrQAABw8eFD2Xq8pIA5kpg3q1asXSpUqBVNTU3h4eGDy5MkaZ3bKy/vMpk2b0Lp1a5QsWRImJiYoW7YsPv74Y7Wgu8rp06cRFhYGFxcXmJiYwMbGBhUqVEDnzp1zTP+Un78re/bsQfv27eHk5AQTExOUKVMGYWFh+Ur1k56ejsjISNSsWRNmZmYoWbIkOnfuXGT5t/OjWEdYvby8ULp0abRs2RJHjx7Ncdu0tDQ8f/5c9kNERESkEh0NhIYCt27Jl9++nbmcQWciIqBs2bI4ceIEfvnlFwQHB+P27duIjo5GbGwsSpUqhTFjxuDy5cvSKOecZB3RHBoaCisrK63bdunSBefPn8eoUaNgZ2eHo0ePYvPmzbhw4QIqVqyIGTNmYNq0aYVyjgBQr149nDp1CsHBwUhJScG2bdvw77//IiIiAsePH4eNjU2u9Y8dO4YaNWpg7969iI2NRaVKlTB37lxs2LBBLa+1PmzcuBGzZs1ClSpVcOTIEfz+++8oV64c9uzZgwEDBmit99VXX2H8+PGws7PDr7/+ihUrVmDFihV48eJFgdqTmpqKLl26IDk5GV988QX8/Pxk621tbbFhwwaYmppi/PjxUgcgEVG+PXwI3L8PnD4NtG79XgSeFQoF/Pz8IIRATEyMbN2+ffs0/h8Arl27hoSEBLi7u6NChQo5HiM0NBSNGjUCkJlSIzw8XPpp3bq12vZ79uxBvXr1cOnSJbRs2RINGjTAlStXMHbs2HzP6HHz5k34+Phg8+bNqFu3Llq2bIkXL15g0aJFaNWqFd68eaNWZ+PGjahVqxaWLVsGExMTtG3bFr6+vjhz5gx69eqVpxkyMjIy0KlTJ4wdOxZXr15Fs2bN4OfnhzNnzqBOnTo4ffp0jvWTkpLQsGFDLF26FNWqVUObNm0ghMCaNWvQqFEjraMhX79+DX9/f8yfPx9VqlRBcHAwAGDlypXw9fXF1atX1ers2LED3t7eiIqKgrm5OUJCQuDt7Y2DBw8iLCwM/fv319rOq1evwtvbGzt37kS9evUQHBwMR0dHna8T0YcsLi4OQOZDt+7u7hq38fX1lW1bEEqlEl9++SVevnyJatWqoWLFijrXXbZsGa5cuQInJyfUr19fpzqtW7dGYGAgAMDZ2Vn2Xh8aGqq2fXx8PLy8vHD48GE0a9YMTZs2xd27dzFt2jR069ZN63Fyep9JT09HWFgYunTpgtjYWFSuXBkdO3ZEyZIl8fPPP8PX1xe7d++W7S8mJgYNGjTAhg0b4OjoiA4dOiAgIAAlS5bEjh07sGrVKo3tyM/flS+++AKtW7fGzp07UblyZYSGhsLZ2RkbNmxA/fr1pZm6dJGRkYEuXbpg1KhRuHLlCpo1awZ/f3+cOXMGdevWfXe+24gPDACxZcuWHLe5dOmSWLp0qTh16pQ4evSo6Nu3rzAyMhKnT5/WWmfKlCkCgNpPUlJSIZ8BERERvW/S04VwcREis3dJ/UehEMLVNXO7wpKUlMTPIkREH5jw8HABQKxatUrfTSEiei+lpqaKCxcuiNTUVM0bZGQIkZxcOD9Hjsg/9BsaZv7r4yPEr78K8eJFoRwnPSlJnD50SKQnJWW2v4C+//57AUB88sknsuUtWrQQJiYmomrVqsLOzk6kZ/nyoq2Otr9bq1atEgBEeHi41nY0a9ZM6l9dunSpbF1MTIxQKBTC0NBQ3Lx5U+dzy9p/26dPH/Hq1Stp3Y0bN0TZsmUFALF27VpZvb/++kuYmpoKMzMzsXnzZtm6xMREUbNmTQFArF69Wqfznz9/vgAgSpcuLS5duiQtT09PFyNGjJDamP36qK4bABEYGCj7rvfkyRPh5eUlAIhvvvlGVu/AgQNSvYoVK4rr169L61JTU0Xnzp0FAFG/fn1ZvXv37glbW1sBQHz99dciI8v99eeffwp7e3sBQCxbtkzrdf74449l15koq+TkZJGcnCy7t9LS0kRycrLafaPaVqlUSstev34tkpOT1d7T87JtSkqKSE5Olr2nvXnzRiQnJ4uXL1+qbVtYFixYIAAILy8vrdsMHz5cABChoaF53v/169dFeHi4CA8PF0FBQcLFxUV6Dzh37pzWeikpKVK9jh07iooVKwoAwtnZWRw6dChPbVC99zRr1kzrNqr3SQDi888/l/0e/v77b2FpaSkAiGPHjsnq6fI+M2nSJAFA1KtXT1y7dk22buPGjcLQ0FDY29uLp0+fSstbtGghAIiffvpJbX/Pnj0Tx48f19qOvPxd2bVrlwAgzMzMxO+//y5b98MPPwgAwtjYWO13pe3vyqJFi6Tf04ULF6Tlb968EYMHD9b6dyUnuX5mykLXPshiOcK5SpUqGDhwIGrXro2GDRti5cqVaNiwIebNm6e1zsSJE5GUlCT93Lx58y22mIiIiN5VSiWwcKH6yOashMicce/w4bfXLiIiIiIiyublS8DKqnB+GjeW71upzPz3zBmgY0fA2rpQjmNoawufpk1haGub2f4CCggIACAfxZyamopjx46hQYMGCAoKwrNnz2TTfaq2VdUtTCEhIRg4cKBsmZ+fHwIDA6FUKnHgwIE879PFxQWLFy+WTQ2rmvoUUB/BPW3aNKSlpeHrr79GSEiIbF358uWxYsUKAMCCBQt0Or4qdcPUqVNRpUoVabmhoSFmzpyJsmXL5ljf0tISq1atks2IYm9vjwkTJmhsf1azZ89GuXLlpLKZmRmWLFkCCwsL/PHHHzh27Ji0bvny5UhKSkLt2rXx+eefy2ZQ8fX1xeeffw4AmDVrlsZjlShRAosWLcrz1L1UfFhZWcHKygqPHj2Sls2aNQtWVlYYNmyYbFsnJydYWVnhxo0b0rLFixfDyspKbaS9m5sbrKyscPHiRWlZVFQUrKys1EbLVqtWDVZWVjhz5oy0bP369bCyspJmAVCpU6dO/k82G9XsPZaWllq3Uc3QlJ/ZdJ88eYLVq1dj9erV+O2333Dr1i34+Phg06ZNqF69utZ6r1+/lur9+uuv+Oeff1ChQgWsW7cOTZo0yXM7dFW7dm189dVXMDQ0lJbVqFEDvXr1AqD9fU3b+8yTJ08wb948mJmZYfPmzWqjyENDQzFw4EA8ffpUlhbh/v37AIC2bduqHcvW1lbrCO+8/l2ZPXs2AGDIkCFo2bKlbF3//v3Rvn17vHnzRudUP5GRkQAy/654enpKy42MjDB37lxZKiF9KpYBZ03q1q2Lf/75R+t6U1NT2NjYyH6IiIioeFPlbNZ1pre7d4u0OURERERERDmqUKEC3N3dkZCQgH///RcAcPjwYaSlpaFly5ZqAWkhBPbv3w+FQgF/f/9Cb09QUJDG5aoO9dxyFmvi7+8PCwsLnfaZkZGBXbt2AQDCwsI07s/X1xdWVlaIi4vDq1evcjz2rVu3pDzXmvK2mpiYaJxuNvvxSpcurVP7s7Kzs1MLoAGZgTzVdOaxsbHSctX/w8PDNe5PFeS7evUq7ty5o7Y+ICAAtra22k+EiIqMl5cXhBDIyMjArVu3sGHDBrx8+RK1a9fO8eEYOzs7CCEghMC9e/ewc+dOlCxZEi1atMC4ceOKrL3t27fXmBYot/c1be8zBw4cQGpqKho1aqT1IZ7mzZsDgOxBm7p16wIAevbsiSNHjiA9PV2n9ufl70p6erqUwldbXnvV+6suD1Xdvn1bil1+/PHHauvNzMzQtWvXXPfzNjDg/P/i4+M1/iEnIiIi0kRbzuac8KMGEREREZEeWVgAycmF83PkiOZjqEZv+fgAv/1W4OMok5Jw5tAhKJOSMttfCLIHlVX/tmzZEk2aNIGpqam0LC4uDo8fP4aXlxccHBwK5fhZZR2Nm5VqsE9uAd6C7vPx48fS6EJXV1coFAq1HwMDAyQnJyMjIwOPHz/O8di3/v8LoqOjozR6MTs3N7dCa3/2/WoK6ACQRv/dyvIFVhUg0ZZf1s7ODiVKlFCrl/V4RDlJTk5GcnKyLLf3uHHjkJycjEWLFsm2ffDgAZKTk2X3/9ChQ5GcnCzNMqCSmJiI5ORk2UjPPn36IDk5GevWrZNte+HCBSQnJ8PHx0daFhYWhuTkZGzbtk22bWHmwbW2tgYApKSkaN0mOTkZAAo0uFGhUKBs2bLo0qULjh8/DmdnZ4waNQpnz57Nta6zszPatGmDQ4cOwcvLC7Nnz8b27dvz3ZacFOR9TRPVgz0xMTEa37cVCoUUhH348KFUb/r06fDx8cGuXbvQpEkT2NjYoHHjxpg8ebJsxHxB2v/48WOprO391cPDA4BuD1Xp8ndF23HeNiN9N6AwJCcny0YnJyQkID4+HiVKlEC5cuUwceJE3L59G2vWrAGQOfzc3d0d1atXx6tXr/DDDz9g//79+P333/V1CkRERPQeUSqBESMyp8rWhUIBuLgARTg7ERERfQCioqIQFRWl72YQEX24FAogh+lN88TcXF42NMz8ouDjA3z1FdCqVebxCkqpRIa5eWa7C2N/yAw4L1++HHv37sXAgQOxb98+2Nvbw9fXFwYGBmjYsCGOHj2Kly9fFul02gBgYFD446Hyss+MjAzp/9pG+mal6/TR2gK/ua0DiuaaqAhdv8TqwDz7a4AoG03TSZuYmMDExESnbY2NjWFsbFygbTWNSjUyMoKRkXpoTNO2+aUKlOaUmlW1rrAe3rCzs0OnTp2wePFibNu2DbVq1dKpnomJCXr27In4+Hhs2bIF7du3L5T2ZJXf9zVt7zOq9+6KFSuiUaNGOe6jatWq0v9LlSqFU6dO4eDBg9i3bx+OHj2KEydO4OjRo/jmm28wffp0fPbZZ4XW/uLmgwg4nzp1Ci1atJDKo0ePBpD5ISEqKgp3796Vzf3/+vVrjBkzBrdv34aFhQU++ugj7Nu3T7YPIiIiIk10ydmclaovITLyf4MdiIiIiIjoA2FgAGRkFH6guQj5+/tDoVDgwIEDePDgAeLj49GpUyepQz0gIAAHDhzAoUOHijzgrG+Ojo4wNzdHamoqZs+eLRuJmR+qqV0fPnyIlJQUjYGxxMTEAh1Dm5z2q1rn4uIiLStbtiwuXbokjRTMLikpCU+ePJG2JSLdeXt7A8gc7ZqQkKBxBOqpU6cAQDb6uqBU7zkPHjx4K/X0xdXVFQBQpUqVPD+wq1Ao0Lx5c2nK7VevXiEqKgpDhw7FpEmTEBoaKo1Azg8HBweYmpoiLS0N165dw0cffaS2jep9V5f3VtU2jx49QnJyssZRzkX1dyWvPoiwfPPmzaV557P+qG60qKgoWX6K8ePH459//kFqaioeP36MAwcOMNhMREREucprzmYgc2Tzpk1ASEiRNYvessWLF8PNzQ1mZmaoV68eTp48qe8mEREREdHb5uQElCoF1K4N7N4NnDgBBAa+88FmILMz3MvLC0+ePMGsWbMghEDLli2l9arg8vbt23HkyBGYmpqiSR6ma1KNXtQ1N6Y+GRoaSue+YcOGAu/P1dVVGq34yy+/qK1//fo1Nm/eXODjaPLs2TP89ttvassfPnyI3bt3A/hfTtOs/1+9erXG/a1cuRIAUKlSJQacifLIxcUFderUAQCsXbtWbf2RI0dw8+ZNmJqaom3btoV23P379wMAKleunKd6MTExea6nz/d6f39/mJiYIDY2tsBBcjMzMwwaNAgfffQRMjIy8NdffxVof0ZGRmjcuDEAaA2Gq95fdYlLuri4oEKFCgA030tpaWnYuHFjPltbuD6IEc5ERERERU2VszkvM5DNmwdERHBk84dk/fr1GD16NJYuXYp69eohMjISgYGBuHz5MpycnHKsm5GRgTt37sDa2jrXafSIiIiICpsQAi9evECZMmU4NWRhcHEBEhMBE5P3IsicXUBAAOLi4qQ8qlkDzr6+vrCzs8OKFSvw6tUrtGjRIk/TJ6tG0V64cKFwG11EpkyZgt27d2PcuHGwtLREr1691F4j586dw5UrVxCiw5PEw4cPx+jRozFlyhQ0bdpUCuBkZGRg4sSJOU6xW1BjxoyBt7e39DtIS0vD0KFDkZKSgrp168qmnv3kk08wa9YsnDlzBt988w0mTpwofU+Ji4vD119/DSAz5y4R5d2kSZPQqVMnzJgxA23atJFGMj9+/BhDhgwBAAwbNgy2trayelu2bMHEiRNRtmxZKRCsMn36dAwYMAAlS5aULX/69Cn+85//4NSpU7C1tZXyF6tERkaic+fO0shglZcvX2Lu3LnYvHkzjIyM0LdvX53PT/U+c/XqVbx580bjlOZFxdnZGREREZgzZw6CgoLwww8/oGbNmrJt0tLSsGfPHlSuXFmaVnv27Nno2rWrWk7mS5cu4erVqwCA8uXLF7h9Y8aMQUxMDL777ju0a9cO/v7+0rqoqChs27YNxsbGGDFihE77GzlyJIYPH46pU6eiadOm0vkolUqMHTsWd+7cKXCbCwMDzkRERES5yG/OZgabPzxz587FJ598In0JW7p0KXbs2IGVK1diwoQJOda9c+eO2pc7IiIiorft5s2bsml1qQB0zOf7LgoICMCsWbPw6tUruLu7y6YPNTAwQIsWLbBlyxZp27yoX78+ypQpg7i4OPj4+KBmzZowNjZGlSpV3sngpY+PD3766Sf06dMHffr0weTJk1GtWjWULFkST548wd9//41bt24hLCxM54Dz3r17sWvXLnz00Udo0aIF7Ozs8Oeff+LOnTsYMmQIlixZojGPbUE0aNAAGRkZqFKlCvz8/GBhYYEjR47gzp07cHJywpo1a2TbOzs74+eff0aXLl3w+eef48cff4S3tzcePHiAgwcPIj09HX379sUnn3xSqO0kKi46duyI4cOHY8GCBahfvz78/f1haWmJmJgYPHv2DI0aNcJXX32lVi8pKQmXL1/Gq1ev1NZNmjQJX3zxBWrWrAkPDw8YGRnh9u3biIuLQ0pKCmxtbbFx40Y4OzvL6kVGRmL06NHw9PRElSpVYGZmhrt37+Ls2bN4+vQpTE1NsXz5ctSoUUPn8ytXrhx8fX1x6tQp1KxZE76+vjAzM4OjoyNmzJiR9wuWRzNmzMDdu3exdu1aeHl5oVatWqhQoQKMjIxw69YtxMfHIyUlBbt27ZICtF9//TXGjRuHqlWrwtPTE+bm5rhz5w6OHDmC9PR09O7du1CmOG/Tpg0mT56Mr7/+Gi1btkSjRo1Qrlw5XLp0CWfOnIGhoSGWLl2K6tWr67S/oUOHYu/evfjtt99Qq1YttGjRAvb29jhx4gTu3r2LwYMH47vvvitwuwuKAWciIiKiHDBnM6m8fv0ap0+fxsSJE6VlBgYGCAgIwPHjx9W2T0tLQ1pamlQWGp5YGDx4sNqywMBAWblSpUqysoODg6ysqaMqt1FLHGFNRERU/Dx//hyurq6wtrbWd1PoHdCkSRMpx6SmgHJAQEC+A84mJibYs2cPPv/8cxw/fhxnz55FRkYGmjVr9k4GnAGgS5cuqFOnDhYsWIC9e/fi6NGjUCqVcHZ2RsWKFTFs2DCEhobqtC9DQ0Ns3boVkZGRiIqKwoEDB2BtbY0mTZrg119/la5rQfNFZ2diYoIdO3bgyy+/xKZNm3D79m3Y29ujT58++O9//6vx4df27dvjzJkz+PbbbxETE4NNmzbB0tISTZo0wcCBAxEWFlaobSQqbubPn49GjRph8eLFOHbsGN68eQMPDw9MmDABo0aNyvODJ4sWLcLhw4cRFxeHmJgYJCcnw9raGjVr1kRgYCAGDx6sFmwGgG+++Qa///47Tp06hUOHDuHZs2ewtLSEh4cH+vfvj8GDB0vTNufF5s2bMXHiRBw4cADr169Heno6ypcv/1YCzkZGRvj555/x8ccf44cffsCJEydw7tw5WFpaonTp0ggKCkJwcDCaNm0q1Vm8eDFiYmLw559/4uDBg0hJSUGpUqXQsmVLfPrpp+jQoUOhte+rr75Co0aNsHDhQpw4cQJ//PEHHB0d0aVLF4wdOxZ169bVeV8GBgaIjo7GggULsGLFCsTGxsLKygqNGzfGli1bEBcX904EnBVCU88X5er58+ewtbVFUlISbGxs9N0cIiIiKgLR0Zkjm3UNNgOAq2tmsLmoczbzs8jbd+fOHZQtWxbHjh1DgwYNpOXjx4/HwYMHceLECdn2U6dOxZdffpnjPkeOHKm2rF27drJylSpVZOXsHVMMOBMREZEuisPnx1evXiEhIQHu7u4wMzPTd3MKhVKpRFxcHLy9vWHIJ1o/CH5+fjhw4AA2b96s04hpIiKiwpaXz0y6fobkCGciIiIiDZizmQpq4sSJGD16tFRWjSoaPHgwTP9/+sXIyEi1eikpKbJy9k6ojz76SFYuUaKE2j6y507KHmBmwJmIiIiIqOjEx8ejWrVqsodDX79+jW+++QYHDhyAk5MT2rZtq8cWEhERFS4GnImIiIiyYc5m0sTR0RGGhoa4f/++bPn9+/dRqlQpte1NTU2lwDIRERERERUfI0eORHx8PGrVqoXSpUvj6dOn+Pvvv3H37l2YmZlh9erVH8wofCIiIgDIea49IiIiomLo8GHmbCZ1JiYmqF27NmJiYqRlGRkZiImJkU2xTURERERExdsnn3yChg0b4t9//8XWrVtx8OBBmJmZoV+/fjh9+jRat26t7yYSEREVKo5wJiIiIspCqQSyxBNz5eLydnI207th9OjRCA8Ph6+vL+rWrYvIyEikpKSgb9+++m4aERERERG9I3r27ImePXvquxlERERvDQPORERERP8vOjpzKm1dRzczZ3PxExYWhocPH+I///kP7t27By8vL+zevRvOzs76bhoREREREREREZFeMOBMREREhMxgc2iobnmbmbO5eBs2bBiGDRuW7/qBgYGwtLQEAKSkpKitX758uaysVCpz3F/16tXVljk6OsrKxsbGsrJCNRd8LsuIiIiIiIiIiIhywxzOREREVOwplZkjm3UNNgPM2UxEREREREREREQEMOBMREREhNhY3afRdnEBNm1izmYiIiIiIiIiIiIigAFnIiIiKuaio4GuXXXbdvJkICGBwWYiIiIiIiIiIiIiFeZwJiIiomIrL3mbAcDfn9NoU8FVqlQJ1tbWAIAQDU8vZM/ZvHLlSlnZwED+zKiRkfpH+uzLVMdTMTMzU6tjmO3mZk5nIiIiIiIiIiLSBQPOREREVCzlNW+ziwvQpEnRt4uIiIiIiIiIiIjofcIptYmIiKjYUSqBhQt1z9sMAJGRHN1MRERERERERERElB0DzkRERFSsREcDbm7AqFG6be/gAGzaxLzNRERERERERERERJpwSm0iIiIqNvKasxkA1q/PzN1MVFgcHBxgY2MDAPjoo49y3T57zuYffvhBVjY1NVWrkz3/cuXKlWXlkiVL5npc5nQmIiIiIiIiIiJdcIQzERERFQt5ydkMZOZtdnUFmjcv0mYRERERERG9l/r06QOFQoGoqKg8123evDkUCgViY2MLvV2kXWJiIhQKBdzc3PTdFK2Koo1ubm5QKBRITEzMUz3ep0REumPAmYiIiIqFw4d1z9msGsjJvM1ERERERER5ExUVBYVCgT59+ui7KURERPSWcEptIiIi+uAplUBMjO7bu7hkBpuZt5mIiIiIiEiz6dOnY8KECShdurS+m0IfkLJly+LixYswNjbWd1OIiCgPGHAmIiKiD1p0dOZU2rqObp43D4iI4MhmKjomJiYwMTEBAJQoUUJtffXq1WVlIyP5R/bsOZsXL16c6zE7dOiQ4z4AwMrKKsdtsueSZk5nIiIiKu7S0gATk//NkFTclC5dmsFmKnTGxsaoWrWqvptBRER5xCm1iYiI6IMVHQ2EhuoWbFblbGawmYiIiIiIcnPzJlC+PFCvHrBnDyCEvluUOyEEHB0dYWBggMePH8vWnTx5EgqFAgqFAkuWLFGrW6FCBSgUCly7dk1apimHs5ubG/r27QsAWL16tbRPhUKB5s2ba2xXfHw8QkJC4OjoCFNTU1SrVg1z5syByONFzcjIwLJly9CoUSPY2dnB2NgYTk5OqFWrFiIiIjTm701PT8cPP/yA5s2bo0SJEjA1NYW7uzsGDx6Mmzdvaj3W7du3MW7cONSsWRPW1tawtLRE5cqV0adPHxw7dkxt+1u3biEiIgKVKlWCmZkZbG1t0ahRI3z//fdQKpVq22edljwlJQUTJ05ExYoVYWpqilKlSiE8PBy3b9/W2r7t27ejWbNmsLa2hq2tLZo0aYKtW7fqdiE1UP0OAWDz5s1o3LgxbGxsYGlpiUaNGmHnzp1a6+b1GueWw/ncuXPo3LkzHB0dYWFhgZo1ayIyMhIZGRk65Wo+cOAAWrVqBXt7e5ibm8PHxwdr1qzJ9RocPHgQrVq1QokSJWBhYYG6devixx9/zPG8ly5dioYNG8LW1hZmZmaoVKkShg8frvV3l/U6r1q1Cg0aNICtrW2+8k8TEb1tDDgTERHRB0mpzBzZrEsfBXM2ExERERFRXjx8CNy/D5w+DbRu/X4EnhUKBfz8/CCEQEy2nEP79u3T+H8AuHbtGhISEuDu7o4KFSrkeIzQ0FA0atQIAODh4YHw8HDpp3Xr1mrb79mzB/Xq1cOlS5fQsmVLNGjQAFeuXMHYsWMxatSoPJ3fgAEDMHDgQJw5cwZ16tRBly5d4OPjg9TUVCxatAjx8fGy7V+8eIGWLVvik08+wenTp/HRRx8hODgYpqamWLp0Kby9vREXF6d2nJiYGNSoUQOzZ8/GgwcP4O/vj3bt2sHOzg5r167FsmXLZNv/+eefqFWrFhYtWoTXr1+jY8eOaNiwIc6cOYNBgwahXbt2eP36tcZzSkpKQsOGDbF06VJUq1YNbdq0gRACa9asQaNGjZCUlKRWZ968eQgKCsKhQ4dQrVo1tGvXDq9evULHjh2xcOHCPF3T7KZMmYIuXboAANq2bYtKlSrh2LFjaN++PbZs2aK2fX6vsTYHDx5E3bp1ER0dDTs7O3To0AGlS5fGZ599hh49euRaf+XKlfD398eTJ0/QunVreHl5IS4uDuHh4YiMjNRab8uWLfDz88Pt27cRGBiIOnXq4PTp0+jduzfGjBmjtn1aWhratGmDwYMHIy4uDo0aNULHjh2RlpaGhQsXwsvLC2fOnNF6vIiICAwYMABGRkZo164d6tWrxxmmiOidxym1iYiI6IOjVAILF+o+jTZzNhMRERERffiEAF6+LJx9paZm/puRkfnvmTOZgWcfH+A//wH8/Qtnqm2lEkhNNUBKCmBtXfB9BgQEYOPGjdi3bx+6du0qLd+3bx9MTExQoUIFHDhwAEqlEob//zSuKgAdEBCQ6/5nz56NqKgoHD16FI0bN5aNftZkxowZWLp0KQYOHCgt279/PwICArBo0SKMHTsWLi4uuR73xo0bWLVqFVxcXPDnn3+iVKlSsvUXL16EpaWlbNmgQYMQGxuL9u3bY8WKFXBycpLWRUZGYtSoUQgLC8PFixela3Hz5k107twZSUlJmDBhAr788kspXQ4APHjwAFeuXJHKaWlp6NKlC548eYJBgwZhwYIFUm7ia9euwd/fH3v27MGXX36JadOmqZ3Xr7/+isDAQBw+fBg2NjYAgKdPn8LPzw/x8fFYsmQJJk6cKG3/119/Ydy4cTAwMMD69esRGhoqrfv555/Rq1evXK9lThYsWIDjx4+jXr160rKpU6fiyy+/xIQJE9CpUyfZ9vm5xtqkpqaiZ8+eSE1NxZgxYzBz5kwp7c+FCxfg5+eH+/fv57iPGTNmYNu2bWjfvr20LCoqCn379sXUqVMxcOBAmJubazzvb775RnatDx48iDZt2mDu3Llo1aoVAgMDpXVTpkzBvn374OHhgX379kmjtd+8eYPBgwdjxYoVCA0NxaVLl2T3j8qaNWtw9OhR1K9fP8fzISJ6l3CEMxEREX1QoqMBNzdA14fhJ08GEhIYbCYiIiIi+tC9fAlYWRXOT+PG8n2rZkU+cwbo2DEzOFwYx7G1NUTTpj6wtTUslGC5KmicdRRzamoqjh07hgYNGiAoKAjPnj3DqVOnpPV5CTjnVUhIiCzYDAB+fn4IDAyEUqnEgQMHdNqPKtDo4+OjFmwGAE9PT5QrV04qX7x4Eb/88gvKlCmDtWvXygKhADBy5Ei0bdsWV69exa5du6Tlc+fORVJSEoKCgjB9+nS1YKGTkxMaZ7k5Nm7ciOvXr6NMmTKIjIyUgs1A5jTls2fPBgAsXLgQr169Umu3paUlVq1aJQWbAcDe3h4TJkwAoD4afeHChVAqlejSpYss2AwAPXv2RHBwsNox8uK///2vLNgMABMnToStrS2uXLkimyI7v9dYm02bNuH27dsoX748pk+fLgWbAaBatWr44osvct1HRESELNgMZE4NX7VqVSQlJcnu+6y8vb1lwWYAaNasGYYMGQIAmDNnjrT81atXWLx4MYDM0eZZpwY3NjbGggUL4OzsjISEBGzatEnj8caOHctgMxG9dzjCmYiIiD4YqpzNeZnGzt+f02jT22VgYCB1jmTtcFJxdHSUlY2M5B/ZdZlKTdXBoU32fQJA1apVZWV7e3tZOXtbs3bw5KVtRERERKQ/FSpUgLu7OxISEvDvv//Cw8MDhw8fRlpaGlq2bIk6depg1qxZ2LdvH+rVqwchBPbv3w+FQgF/f/9Cb09QUJDG5Z6enti9e3eOeYqzqlq1KqytrbFz505MmzYNPXr0gLu7u9btd+7cCSEE2rRpA2tra43bNG/eHDt37pSmjAaA3bt3AwA+/fRTndoVGxsLAOjWrRtMTU3V1oeEhMDe3h5Pnz7F6dOnpenIVXx9fVG6dGm1ep6engCgdn1Ux/v44481tic8PLxAuZw1/b5MTU1RoUIFxMXF4fbt23B1dQWQ/2uszcGDBwEAXbp00fg9qmfPnhg2bFie2w9kXs9Lly5pvd969+6tcXl4eDjmzJmDI0eOSLMCnDp1CsnJyShRooTG41lYWKBbt26YP38+Dhw4oHEq8OwPCxARvQ84wpmIiIg+CHnJ2QxkTkXn6go0aVK07SIiIiIioneDhQWQnFw4P0eOaD6G6mFWHx/gt98KfpykJCUOHTqDpCQlLCwK5zpkH+Ws+rdly5Zo0qQJTE1NpWVxcXF4/PgxvLy84ODgUDgNyCLrqOOsVCN6NY361cTa2hqrVq2Cubk5Jk+ejAoVKqBMmTIICQnBsmXLkJycLNv+2rVrAIAVK1ZAoVBo/Bk/fjwA4OHDh1K969evA1B/WFMbVQBTW/BboVBI6zQFO/N6fW79f14pbcfLKQivi7y0J7/XWBvVuWUdMZyVnZ0dbG1tC639WeV2PVNTU/H48WMAuf/Ogcz85lm3zU7bORIRvcs4wpmIiIjee3nN2awahBkZydHNRERERETFhUIBZEvjm2/Z07waGmZ+L/HxAb76CmjVqvByOJubZ8DSsnD2B2QGnJcvX469e/di4MCB2LdvH+zt7eHr6wsDAwM0bNgQR48excuXL4t0Om1A86w5+dW5c2cEBARg27ZtOHz4MI4ePYotW7Zgy5Yt+M9//oO9e/eiZs2aAICM/0++7eXlhVq1auW43+xTSL9NhXl9CkNe2lNU1zinWZVym3GpKK+nyMtUa7nQlEeaiOhdx4AzERERvdeiozNHNusabAYAF5fMYDPzNhMRERERUUEYGAAZGYUfaC5K/v7+UCgUOHDgAB48eID4+Hh06tRJCsYFBATgwIEDOHToUJEHnAubra0tevXqhV69egEAbt68iYiICGzduhXDhg2TpmVWTfvcqFEjLFq0SOf9lytXDpcvX8alS5dQsWLFXLcvW7YsgP+N9tUkISFBtm1BlC1bFv/++y8SExNRvXp1tfWJiYkFPoau8nuNtVFdH23nkJSUhGfPnhX4OJqofkfZqdpiZmYmzQCgaqe2OsD/7ofC+J0TEb0rGHAmIiKi91Z+cjbPmwdERHBkM70bND2Bnz0fWfZ8Z5UrV5aVO3TokOtxsud01vRkf/b8YtmnCcw+haKJiYnaPrLv910bkUFERERUWJycgFKlMtP0vC+BZhUHBwd4eXkhLi4Os2bNghACLVu2lNYHBATg888/x/bt23HkyBGYmpqiSR5yEak+J6anpxd62/PK1dUVX375JbZu3Yr4+HhpeZs2bfD5559j27ZtmD17NszMzHTaX+vWrXH58mUsX74815zDQGaO4hUrVmD9+vX45ptv1I6zZcsWPH36FNbW1qhdu3aezk2TZs2a4d9//8XPP/+Mdu3aqa1fs2ZNgY+hq/xeY22aNm2KlStXYuPGjfjmm29gZCQPbaxdu7ZA+8/JTz/9hJEjR6otV13Pxo0bS+3x9fWFlZUVnjx5gm3btiE4OFhWJzU1FevWrQMAtGjRosjaTET0trEHiIiIiN5L+c3ZzGAzEREREREVlIsLkJgInDgBBAa+P8FmFdWIZdXI06wBZ19fX9jZ2WHFihVITU1Fw4YN8zTFr4uLCwDgwoULhdjinMXFxWH9+vVITU1VW/fbb78BAMqXLy8t8/b2RufOnXHz5k2EhIRoHDWbkpKCn3/+Gffv35eWjR49GtbW1ti2bRsmT56MN2/eyOo8ePAAR7Ik+O7SpQvKlSuHO3fuYPTo0bIgfEJCAsaMGQMAiIiIKHBAVrUfQ0NDbNiwAVu2bJGtW7duHX799dcCH0NX+b3G2nTp0gWlS5dGYmIiPv/8c2nKbgC4dOkS/vvf/xZm82VOnz6NmTNnypYdOXJEerB31KhR0nIzMzMMHToUADBmzBgp7zcAvHnzBiNGjMC9e/fg7u6O0NDQImszEdHbxhHORERE9N5hzmYiIiIiItI3U1N9tyD/AgICMGvWLLx69Qru7u7w8PCQ1hkYGKBFixZSwDKv02nXr18fZcqUQVxcHHx8fFCzZk0YGxujSpUqGDduXKGeh8r169fRrVs3mJubw8fHB66urkhPT8fff/+Ny5cvw8TERC1guGrVKjx79gy7du1ClSpVUKtWLbi7u0MIgcTERJw9exavX7/GxYsX4ezsDCBzSu1NmzYhNDQU06ZNww8//IAGDRrA2NgY169fR1xcHHr06IHGjRsDAExNTbFp0ya0bt0a3333HXbu3In69evjxYsX2L9/P169eoXAwEBMmTKlUK6Dl5cXpk+fjvHjxyMkJAT16tWDh4cHrl69ij///BOjRo3CvHnzCuVYusjPNdbGwsICP/30E9q1a4eZM2ciOjoavr6+ePLkCWJjY9GhQwecOHECN27c0DgbU0EMHz4cEydOxJo1a/DRRx/hzp07OHz4MDIyMjBixAi0bdtWtv2XX36JU6dOISYmBp6enmjRogWsra1x/Phx3LhxAw4ODti4cWOht5OISJ84wpmIiIjeK9HRgJsbkOUB4ly5uACbNjFnMxEREREREQA0adIEpv8fMdcUUM66LK8BZxMTE+zZswfBwcG4desWfvrpJ6xYsQI7duwoWKNzUL9+fcyYMQMtWrTAnTt3sG3bNvz+++8wNDTE0KFD8ddff6F169ayOtbW1vj999+xdu1aBAQE4MaNG9iyZQv279+P1NRU9OzZE1u2bJEF4wGgVatWOHfuHEaMGAE7Ozvs3r0bu3btwrNnz9CrVy8MGjRItn2dOnUQHx+PoUOHwtDQEFu2bMHhw4fh7e2N7777Dtu3by/UwOO4ceOwdetWNG7cGOfOncO2bdtgbGyMTZs2Yfjw4YV2HF3k9xpr4+fnhxMnTqBTp0548uQJfv31V9y6dQvTpk3DTz/9hHv37sHAwAAlSpQo1PPo1KkT9u7di1KlSmHnzp04efIkfHx8EBUVhcjISLXtTU1NsXv3bixZsgS1atXC4cOHsWXLFhgbGyMiIgJnz54tlCnUiYjeJQoh8pL1kFSeP38OW1tbJCUlwcbGRt/NISIiKhaYs/l/+Fnk/aPr7yz7x3OlUikrZ8+F9/z5c7V9nD9/XlbOPp3ewoUL1eoMGTJEVu7cubOsXLNmTVlZ0zkYZnuhZc+rRkRERPpTHD4/vnr1CgkJCXB3dy+U6YnfBUqlEnFxcfD29lb7rEVE/3Po0CE0a9YMNWvWxF9//aXv5hARvdPy8plJ18+QHOFMRERE7wXmbCYiIiIiIiIqvh4+fIiEhAS15efOncMnn3wCAOjbt+/bbhYREYE5nImIiOg9cfgwczYTERERERERFVfnz59HixYtUK1aNVSoUAHm5uZISEjAmTNnkJGRgZYtWyIiIkLfzSQiKpY4wpmIiIjeeUolEBOj+/bM2UxERERERET0YalcuTKGDh0KAwMDHD16FFu2bMG///6Lhg0bYsmSJdi5cyfT+hAR6QnffYmIiOidFh2dOZW2rqObP9SczURERERERETFWZkyZbBo0SJ9N4OIiDRgwJmIiIjeWdHRQGiobnmbFYrMkc0MNtP7TqGaE/7/GeZyQ1tZWaktq1q1qqwcFBQkKyuVSrU6S5YsybEd2UcKVKxYUW0ftra2Oe4jt3MhIiIiIiIiIqL3D6fUJiIioneSUpk5slnXYDPAnM1EREREREREREREbxsDzkRERPTOUSqBhQt1n0abOZuJiIiIiIiIiIiI9IMBZyIiInqnREcDbm7AqFG6bT95MpCQwGAzERERERFlErpMk0RERERUTBXFZyXmcCYiIqJ3Rl5yNqv4+3Mabfqw5ZYH2dTUVK2Ovb29rJw9p3Pnzp1zPc7ixYtzbJemfXh4eMjKjo6OObbVwED9+dfs7SAiIiLSleqzhVKp1HNLiIiIiN5dqs9Kmvpl8osjnImIiOidkJeczUBm3mZXV6BJk6JtFxERERERvR+MjY1hbGyM5ORkfTeFiIiI6J314sUL6XNTYWHAmYiIiPQurzmbVQMgIyM5upmIiIiIiDIpFApYW1sjKSkJqamp+m4OERER0TsnNTUVz58/h7W1daHOMscptYmIiEivoqMzRzbrGmwGABeXzGAz8zYTEREREVFWjo6OSE1NxY0bN2BjYwNra2sYGhq+t2k7VFNevnr1Si21ChEREZEuhBBQKpV48eIFnj9/DlNTU7U0aAXFgDMRERHpTX5yNs+bB0REcGQzFV/ZO0s15dvJPiWSg4ODrGxmZqZWx8go568G2XM6a9q+TZs2snLNmjVlZV2+zGQ/n/e1c5iIiIj0w9DQEK6urnj06BFevHiBZ8+e6btJBZKRkYFHjx4hMTGxUPMsEhERUfFjbGwMOzs7ODo6FvqDbAw4ExERkV7kJ2eziwuDzURERERElDNDQ0M4OzvDyckJb968QUZGhr6blG/Jyclo164dTp06BSsrK303h4iIiN5TBgYGMDY2LrIH+xlwJiIiIr04fJg5m4mIiIiIqOgoFAqYmJjouxkF8vr1a1y/fh0mJiYaZ6khIiIiehdwHhYiIiJ665RKICZG9+1dXIBNm5izmYiIiIiIiIiIiOhdwxHORERE9FZFR2dOpa3r6GbmbCbKmaapkLLn98s+skdTnp6KFSvKyp07d5aVs+dsnj9/vto+lEqlrGxhYSErZx+VY25urrYPXdpKRERERERERETvDgaciYiI6K2JjgZCQ3XL28yczURERERERERERETvPk6pTURERG+FUpk5slnXYDPAnM1ERERERERERERE7zoGnImIiKjIKZXAwoW6T6PNnM1ERERERERERERE7wcGnImIiKhIRUcDbm7AqFG6bT95MpCQwGAzERERERERERER0fuAOZyJiIioyOQlZ7OKvz+n0SYqKIVqXvr/Z2CQ+3Omtra2srKHh4es3KZNG1lZqVSq7WPRokWy8suXL2Xlbt26ycqenp5q+7C3t5eVzczMZOXs5wbodn5ERERERERERFQ0GHAmIiKiIpGXnM1AZt5mFxegSZOibRcRERERERERERERFR4OBSAiIqJCl9eczaoBi5GRHN1MRERERERERERE9D5hwJmIiIgKVV5zNgOZI5s3bWLeZiIiIiIiIiIiIqL3DafUJiIiokKTn5zN8+YBEREc2UxUlLLnONaU8zh7bmRHR0dZuWbNmrKyhYWF2j6y52xeuXKlrGxpaZlrOypXriwrlyxZUlY2MlL/CsMczkRERERERERE+sOAMxERERWK/OZsZrCZiIiIiIiIiIiI6P3FoQBERERUKA4fZs5mIiIiIiIiIiIiouKGAWciIiIqFLdv674tczYTERERERERERERfRg4pTYREREVWHQ0MHKkbtsyZzPRu8kw24vS1NRUVs6e09nMzExtH926dZOVs+dsXrhwoawsNMzBHxwcnOM+zM3N1epkb3v2fNRERERERERERFR0GHAmIiKiAomOBkJDc8/dzJzNRERERERERERERB8eTqlNRERE+aZUAiNG6BZsBpizmYiIiIiIiIiIiOhDw4AzERER5YtSCSxcCNy6lfu2jo7M2UxERERERERERET0IeKU2kRERJRn0dGZI5t1CTYDmXmbGWwmer8YGOT8bKqmXMqenp457iN7zuZFixap7eP169eyspWVlaxctmxZtTpOTk6ysrGxcY7tYI5nIiIiIiIiIqLCw4AzERER5YmuOZuz0hAfIiIiIiIiIiIiIqIPAAPOREREpDNdczarKBSAiwvQpEnRtouIiIiIiIiIiIiI9IM5nImIiEgnecnZDGQGmwEgMhIwNCyyZhERERERERERERGRHjHgTERERLmKjgbc3IBRo3Sv4+ICbNrE3M1EREREREREREREHzJOqU1EREQ5yk/O5nnzgIgIjmwmep8pVNMU/D8DA/mzqiYmJmp17O3tZeXKlSvLysHBwbLy69ev1faxbNkyWdnMzExW9vf3V6tTr149WdnGxkZWNjIyyrEMqJ8vERERERERERHphgFnIiIi0iq/OZsZbCYiIiIiIiIiIiIqHjilNhEREWl1+DBzNhMRERERERERERGRdgw4ExERkUZKJRATo/v2zNlMREREREREREREVPxwSm0iIiJSEx2dOZW2rqObmbOZ6MOXPcexoYYXfPZ8yyVLlpSVLS0tZWUrK6tc97FgwQJZWWiY47906dKysqurq6xsZ2cnK2vK4UxERERERERERPnDnhYiIiKSiY4GQkN1y9vMnM1ERERERERERERExRun1CYiIiKJUpk5slnXYDPAnM1ERERERERERERExRkDzkRERAQgM9i8cKHu02gzZzMRERERERERERERcUptIiIiynPO5smTgalTObKZiOSy53nOnivZ3NxcVi5btqzaPvz9/WXl7DmbFy5cmGs72rRpIyt7enrKys7Ozmp1jI2NZeXsOaqznxsREREREREREWViwJmIiKiYy0vOZhV/fwabiYiIiIiIiIiIiOgDmVL70KFDCAoKQpkyZaBQKPDrr7/mWic2NhY+Pj4wNTVFxYoVERUVVeTtJCIietfkJWczkJm32dUVaNKkaNtFRERERERERERERO+HDyLgnJKSglq1amHx4sU6bZ+QkIB27dqhRYsWiI+Px8iRIzFgwADs2bOniFtKRET0bjl8WPdptFWzyUZGcnQzEREREREREREREWX6IALObdq0wddff41OnTrptP3SpUvh7u6OOXPmwNPTE8OGDUNoaCjmzZtXxC0lIiJ6dyiVQEyM7tu7uACbNgEhIUXXJiJ9mT59OurUqQNra2s4OTmhY8eOuHz5smybV69eYejQoXBwcICVlRU6d+6M+/fv66nFRERERERERERE74ZimcP5+PHjCAgIkC0LDAzEyJEjtdZJS0tDWlqaVH7+/HlRNY+IiKjIRUdnTqWt6+jmefOAiAiObKYP18GDBzF06FDUqVMH6enpmDRpElq1aoULFy7A0tISADBq1Cjs2LEDGzduhK2tLYYNG4aQkBAcPXpUz61/dxgYGORYNsz2JuLk5KS2j3r16snKpUuXzvW4CxculJUVqikZ/p+FhYWsbGNjo7aP3NoqNOQeyH4cIiIi+vAtXrwYs2bNwr1791CrVi0sXLgQdevW1bp9ZGQkvvvuO9y4cQOOjo4IDQ3F9OnTYWZm9hZbTURERFS0imXA+d69e3B2dpYtc3Z2xvPnz5Gamgpzc3O1OtOnT8eXX375tppIRERUZKKjgdBQ3fI2KxSZI5sZbKYP3e7du2XlqKgoODk54fTp02jatCmSkpKwYsUKrF27Fn5+fgCAVatWwdPTE3/88Qfq16+vj2YTERER0Vu0fv16jB49GkuXLkW9evUQGRmJwMBAXL58WeODdGvXrsWECROwcuVKNGzYEFeuXEGfPn2gUCgwd+5cPZwBERERUdH4IKbUfhsmTpyIpKQk6efmzZv6bhIREVGeKZWZI5t1DTYDzNlMxVNSUhIAoESJEgCA06dP482bN7JZcqpWrYpy5crh+PHjGveRlpaG58+fy36IiIiI6P01d+5cfPLJJ+jbty+qVauGpUuXwsLCAitXrtS4/bFjx9CoUSP06NEDbm5uaNWqFbp3746TJ0++5ZYTERERFa1iGXAuVaqUWr69+/fvw8bGRuPoZgAwNTWFjY2N7IeIiOh9olQCCxfqPo02czZTcZWRkYGRI0eiUaNGqFGjBoDMGXJMTExgZ2cn29bZ2Rn37t3TuJ/p06fD1tZW+nF1dS3qphMRERFREXn9+jVOnz4tewDRwMAAAQEBWh9AbNiwIU6fPi0FmK9du4adO3eibdu2Wo/DhxaJiIjofVQsp9Ru0KABdu7cKVu2d+9eNGjQQE8tIiIiKlp5zdk8eTIwdSpHNlPxNHToUJw7dw5Hjhwp0H4mTpyI0aNHS+Xnz58X+6Bz9pzHxsbGattkf7Az+zVr06ZNrvtdsGCBrJyamior9+7dW20fFSpUkJUdHBxkZSMj9a9O2fM+M6czERHRh+vRo0dQKpUa0/RdunRJY50ePXrg0aNHaNy4MYQQSE9Px6BBgzBp0iStx2FaPyIiInoffRAjnJOTkxEfH4/4+HgAQEJCAuLj43Hjxg0AmZ19WTuVBg0ahGvXrmH8+PG4dOkSlixZgg0bNmDUqFH6aD4REVGRUuVs1jXYDAD+/gw2U/E0bNgwbN++HQcOHICLi4u0vFSpUnj9+jWePXsm2/7+/fsoVaqUxn1xhhwiIiKi4i02NhbffPMNlixZgjNnziA6Oho7duzAV199pbUO0/oRERHR++iDGOF86tQptGjRQiqrRpKEh4cjKioKd+/elYLPAODu7o4dO3Zg1KhRmD9/PlxcXPDDDz8gMDDwrbediIioKOUlZzOQmbfZxQVo0qRo20X0rhFCICIiAlu2bEFsbCzc3d1l62vXrg1jY2PExMSgc+fOAIDLly/jxo0bnCWHiIiIqBhwdHSEoaGhxjR92h5A/OKLL9CrVy8MGDAAAFCzZk2kpKTg008/xeeff642WwqQ+dCiqalp4Z8AERERURH6IALOzZs3h8ihJz0qKkpjnbi4uCJsFRERkX7lNWezaibYyEiObqbiZ+jQoVi7di22bt0Ka2trKS+zra0tzM3NYWtri/79+2P06NEoUaIEbGxsEBERgQYNGqB+/fp6bj0RERERFTUTExPUrl0bMTEx6NixIwAgIyMDMTExGDZsmMY6L1++VAsqG/7/l62c+jKJiIiI3jcfRMCZiIiI5PKasxnIHNkcGQmEhBRZs4jeWd999x2AzIcSs1q1ahX69OkDAJg3bx4MDAzQuXNnpKWlITAwEEuWLHnLLf2waBrVkz1Xsp2dnazs6empVsfCwkJWzp6zefny5bKymZmZ2j5atWolK9eqVUtWtre3V6uTfT+G2Z7WYU5nIiKiD8vo0aMRHh4OX19f1K1bF5GRkUhJSUHfvn0BAL1790bZsmUxffp0AEBQUBDmzp0Lb29v1KtXD//88w+++OILBAUFqX1uICIiInqfMeBMRET0gVHlbM7LA/Pz5gERERzZTMWXLiNMzMzMsHjxYixevPgttIiIiIiI3jVhYWF4+PAh/vOf/+DevXvw8vLC7t274ezsDAC4ceOG7IG6yZMnQ6FQYPLkybh9+zZKliyJoKAgTJs2TV+nQERERFQkGHAmIiL6gOQ3ZzODzURERERERLkbNmyY1im0Y2NjZWUjIyNMmTIFU6ZMeQstIyIiItIf9TnsiIiI6L11+DBzNhMRERERERERERHR28MRzkRERB8IpRKIidF9e+ZsJiJ905TjOHsO5+xl1ZSVWdnY2MjKvXv3lpWz51peuHBhrm1zdHSUlU1NTXNta/ac1MzhTERERERERETFAQPOREREH4Do6MyptHUd3cyczURERERERERERERUGBhwJiIies9FRwOhobrlbWbOZiIiIiIiIiIiIiIqTMzhTERE9B5TKjNHNusabAaYs5mIiIiIiIiIiIiICg8DzkRERO8ppRJYuFD3abRdXIBNm5izmYiIiIiIiIiIiIgKD6fUJiIieg/lNWfz5MnA1Kkc2UxE7z6FajoGLYyNjdWWGRjIn6OtUKGCrNyqVatcj7tw4UJZOSMjQ1bu2LGjWp2qVavKyo6OjrKyiYmJrKzp3HI7XyIiIiIiIiKidx0DzkRERO+ZvORsVvH3Z7CZiIiIiIiIiIiIiAofA85ERETvkbzkbAYy8za7uABNmhRtu4iIiIiIiIiIiIioeGIOZyIiovdEXnM2q2ZpjYzk6GYiIiIiIiIiIiIiKhoc4UxERPQeyGvOZiBzZHNkJBASUmTNIiJ66ww1PEGTfZmDg4OsXKtWLVk5e65lQD1n8+LFi2VlTbmWs+doNjMzk5Wtra1lZU35p5nDmYiIiIiIiIjedww4ExERvePyk7N53jwgIoIjm4mIiIiIiIiIiIioaDHgTERE9A7Lb85mBpuJiIiIiIiIiIiI6G1gDmciIqJ32OHDzNlMRERERERERERERO8ujnAmIiJ6RymVQEyM7tszZzMRFQeach6LbNNAGBnJv+bY29vLyqampmr76NixY47HWbRoUa7H7dKli6xcpUoVWdnW1lZtH9nzQBsYyJ8JZo5nIiIiIiIiInrXMeBMRET0DoqOzpxKW9fRzczZTERERERERERERET6wIAzERHROyY6GggN1S1vM3M2ExEREREREREREZE+MYczERHRO0SpzBzZrGuwGWDOZiIiIiIiIiIiIiLSHwaciYiI3iGxsbpPo+3iAmzaxJzNRERERERERERERKQ/nFKbiIjoHREdDXzyiW7bTp4MTJ3Kkc1ERACgUE358P8MDOTP1ZqZmcnKRkbqX4OqVq0qK5uYmMjKQsPUE4sXL5aVDbO9KXfv3l1W9vDwUNuHjY1Njm3Lfi6A+vkSEREREREREekTA85ERETvgLzkbQYAf38Gm4mIiIiIiIiIiIhI/xhwJiIi0rO85m12cQGaNCn6dhERERERERERERER5YY5nImIiPTs8GHd8zYDQGQkRzcTERERERERERER0buBI5yJiIj0SKkEYmJ029bBAVi2DAgJKdo2ERG977LnOM6eW1lTXmRHR0dZOXve5y5duqjVyb7fBQsWyMqmpqayclBQkNo+qlevLitbWlrKypryTWdvP3M6ExEREREREZE+MeBMRESkJ9HRmVNp6zq6ef36zNzNRERERERERERERETvCgaciYiI9CA6GggNzVve5ubNi7xZRERERERERERERER5whzOREREb5lSmTmyWddgM8C8zURERERERERERET0buIIZyIiordIqQQWLtR9Gm0Xl8xgM/M2ExHlX/Ycx5pyHpuYmMjK1tbWsnKVKlXU6nTv3l1Wzp6zedasWbKyUqlU20f247i6usrK2XM6a2prdszpTERERERERERvE0c4ExERvSXR0YCbGzBqlG7bT54MJCQw2ExERERERERERERE7y6OcCYiInoL8pKzWcXfn9NoExEREREREREREdG7jQFnIiKiIpaXnM1AZt5mFxegSZOibRcRERERERERERERUUEx4ExERFSE8pqzWZV2MzKSo5uJiN6m7HmPjY2NZWVbW1u1Oh4eHrJyUFCQrJw9Z/PcuXPV9mFkJP9K1r59e1m5atWqanVsbGxy3IeBgTxzEnM6ExEREREREVFRYg5nIiKiIpLXnM1A5sjmTZuYt5mIiIiIiIiIiIiI3g8c4UxERFQE8pOzed48ICKCI5uJiIiIiIiIiIiI6P3BgDMREVEhy2/OZgabiYiIiIiIiIiIiOh9wym1iYiICtnhw8zZTERERERERERERETFA0c4ExERFSKlEoiJ0X17F5fMYDNzNhMR6ZdC9QSQlrKJiYlaHRsbG1m5evXqsrK1tbWsbGSk/vVr5syZsrJSqcz1uBUrVpSVLS0tZWVjY2NZ2cBA/Tnj7OdHRERERERERJRfDDgTEREVkujozKm0dR3dzJzNRERERERERERERPS+Y8CZiIioEERHA6GhuuVtZs5mIiIiIiIiIiIiIvpQMIczERFRASmVmSObdQ02A8zZTEREREREREREREQfBo5wJiIiKgClEli4UPdptJmzmYjo/aQpD3L2nMzZcym7urrKyu3bt1fbR/aczXPmzMlxPQB06tRJVq5cubKsbGtrKytnz+kMAIbZnnpiTmciIqL/Y+++45uq1z+Af9LNbIGWMtpC2XuVISiispEllKEIiF43iODEHypXUS5ehcpQxCsCAhcEiwMUrlbBKggyBQVZZUMBGWUWSPP74+u3Z+QkOUmTJk0/79err/QkJyffnJyctHm+z/MQERERkaeY4UxEROSh9HSgenVgzBhz648fD2RlMdhMRERERERERERERMGDGc5EREQecKdns9SxI8toExEREREREREREVFwYcCZiIjITe70bAZE3+aEBKB9e9+Oi4iIiIiIiIiIiIiosDHgTERE5KbMTPM9m2VLzLQ0ZjcTERVlRj2O9X2dXfV0rlevnt02IiIiNMv6ns1paWl297HpZjz16tVLs1y/fn3Nsr6nMwBERUVplvXPhT2diYiIiIiIiMgs9nAmIiJyg9UKZGSYXz8hAVi2jH2biYiIiIiIiIiIiCg4McOZiIjIpPR0UUrbbHbz1KnAqFHMbCYiIiIiIiIiIiKi4MWAMxERkQnp6UBqqrm+zbJnM4PNRERERERERERERBTsWFKbiIjIBatVZDabDTYD7NlMRERERERERERERMUDM5yJiIicsFqB6dPNl9FOSBDBZvZsJiIKfhY5y+hvISHa+bwRERGa5bJly9pto1atWprle+65R7NsM5jt9O6772qWrVar03HWrVvX7rrY2FjNcnh4uGZZ/1wA++dLRERERERERAQww5mIiMih9HSgenVgzBhz648fD2RlMdhMRERERERERERERMUHM5yJiIgMuNOzWerYkWW0iYiIiIiIiIiIiKh4YcCZiIhIx52ezYDo25yQALRv79txEREREREREREREREFGgaciYiIdDIzzfdslu0s09KY3UxEVNy56nEcFmb/71epUqU0y3Xq1NEs9+rVy+4++p7NM2bMcDqOLl262G2jRYsWmuWYmBjNcmRkpN199H2d2dOZiIiIiIiIiAD2cCYiItKwWoGMDPPrJyQAy5axbzMRERERERERERERFU/McCYiIvpberoopW02u3nqVGDUKGY2ExEREREREREREVHxxYAzERERRLA5NdVc32bZs5nBZiIiIiIiIiIiIiIq7hhwJiKiYs9qFZnNZoPNAHs2ExGRa/oex/oeyAAQHh6uWY6OjtYs169f3+3HmT59umY5Ly/P7j6lS5fWLNerV0+zXLZsWbv76Ps6s6czEREREREREQHs4UxERMWc1QpMn26+jDZ7NhMRERERERERkU/l5prLjCAiChAMOBMRUbGVng5Urw6MGWNu/fHjgawsBpuJiIiIiIgoyBWlYFdRGiuRGUeOANWqAW3aAKtX8/gOJDzfEDnEgDMRERVLsmez2cxmAOjYkWW0iYiIiIiIKMgVpWBXURorkVmnTwPZ2cDmzUC3bjy+AwXPN0ROsYczEREVO+70bAZE3+aEBKB9e9+Oi4iIgptRj2N9H2RXPZ0BoG7duprlLl26aJb1PZtnzpxptw39Ov3799cs16pVy+4+cXFxmmX2dCYiIgpSMth1+rQIdrVqBbz+OtCli/gHOZAUpbESuUv+zb5lC4/vQMDzDZFTzHAmIqJixd2ezfLvxbQ0ZjcTERERERFRMaIPdgVyVl9RGiuRu6xWcak+vr/7zr9jKs54viEyxIAzEREVG+72bAZEZvOyZezbTERERERERMVUUQp2FaWxErlLHt+//go89ZR/x0I83xDpMOBMRETFgic9m6dOBbKyGGwmIiIiIiIiKlLBrqI0ViKzZAubVq2AadP8OxZS8HxDBIABZyIiKgY86dmcmAiMGsUy2kREREREREQaLVsGfrCLgTkKRuXKAatWARs2AJ06+e5xcnNZHtodsh8fzzfu4XEWdML8PQAiIiJfy8xkz2YiIgpMFvnB87dQ3YdPVFSU3X1iY2M1yy1atNAsly5dWrOcJ3uMqbz//vua5fDwcM1yz5497e5TsmRJzXJIiHb+sn4b+tsB++dLRERERZDNJmZ222zKP9GBJiEBmD0b6NLF92PMzQUiIgJ3X1DRV64ccO4ccPGiCGr68lg7ckQ8RlIS8PrrhfMeKurKlwcWLvTPviqq5x8eZ0GJGc5ERBTUrFYgI8P8+uzZTERERERERMWOs0yzOnW0y+p+patXB0aGmn6iW9eu4sfXAYwjR4Bq1QJrX5B3+DP7smJFQE4yDQkBdu0CmjYFrl8HPvnEt499+jSQnQ1s3hx47/NAoT/f1K1bOOcbvaJ2/lG/p3icBSUGnImIKGilpwPVqwMTJ5pbnz2biYiIiIiIqNjRBy3KlFECKg88ACxapF1fBgTUgefvvivUIeerWBGoVAlISRFBH+n33wvn8Rk08R1/Bnz9HchLSACGDBG/9+oFxMcDDz4olmfPLpzxyCpJgTjBxF/k+aZ2be31+/b5ZzyFff4pyHvS0XuKx1lQYcCZiIiCUno6kJpqrpQ2ezYTERERERFRsaUPWnTsKIIAlSsDM2c6ztqzWsXlr78CTz1VeONVS0gADh4E1q0TAQ1p507HAQtfBDIZNPEuTwK+3nxd/TGRQD3+GzeA//5X/D5ihNgfEyeK9+IffwA//eS7cejJ93kgTDDxN3m+ke2HevcWl6dOATk5fhtWoZx/CjoJQ/+eGjZMe3tROM7Yc9ol9nAmIqKgY7UCo0eb+xuAPZuJiCiQ6HscG/VB1vdKjomJ0SzXq1dPs9y/f3+X25g2bZrLsen7SdfWzeyPjo7WLEdERNhtQ9+jmoiIiAKIDFrIwG1kJJCZqZT21QsNFf+At2oFvPlm4YzRSGQksGcPcOUKEBUlxpSTI55HUpJ2XV/3DdUHTeS+6dTJe49RHMjg1OnTyn509noZva7Xr2t723rS61YfyGvZUgR+vX3c6Md/7ZoIYlasCPToAezYIfaFdM89hd8zWD/B5I8/CudxA01kJLBihfh9yBDgl1/Ea7V3r6i04E/ePv+o3zPuvicdke+p3budP4dAO84K+tlRVHttu4kZzkREFHTWrDGX2QywZzMRERERERGRoSNHjDPRpGrVgFWrgA0b/B9Q3b5dXDZqpJTW3rnTfr3CylwNhOzvosYoe9Bs5qb+dW3WTJQ+bt1arH/4cMGyM+XruWmT2H7r1t7NvtSP/4EHxPX33w/oJooCAP76q/Az6WWgrFUrwMRkVbcUpczRvXuBP/8EwsJE32Y5CddfZbWNeOP84+sS2HI7jvjiOCuIgnx2+LtEfyFiwJmIiIJKejowcKC5dcePZ89mIiIiIiIiIkMyaCEzzGTllUqVxGWbNiLgEggZWzLg3LSpCDoDxgFnydclaGVVl0ALmgQqVwEZeSyqgz1GAV/5uu7cCZw/rwSIu3Xz7kSDTZtET2VflWY/f15crl7tfJyFWX64TBnfTDAJ9GCcPhj+1VfiskMHIDpaCTjv3Vv4Y3NEnqsLcv4xWwLb1XvSE0uXBsZEJiOefHb4o0S/nzDgTEREQUP2bT571tz6HTuyjDYRGfvXv/4Fi8WCp59+Ov+6a9eu4cknn0SFChVQunRp9O/fH9nZ2f4bJBERERGRL8l/mJs2BcqVE+ViV60CliwR169erQQd/M0o4Lxjh+v7+apvaO3agZP9HUgcZbK6Cm5JMtjjKnNTnz25a5f2em9MNDhyxPeBo927ne8PTzNZzWQU61v7lCrlvQkm6scPtGCcemxGwXAZcO7VS1zWqiUuAyngnJzsvfOPqxLYZt+TrpQsCcTHi9+vXBHHWSBnvnvy2VEYvbb9jD2ciYgoKLjbtzkhAWjf3vfjIqKi59dff8UHH3yAJk2aaK4fM2YMVq5ciaVLlyI6OhojR45Ev3798PPPP/tppFQc6Hs6A/Z9nSMjIzXLZcuW1SzXkl+CqPTs2dPp4xr1dL5x44ZmuZ+uREhdWb7yb7EG/R71faD1jJ4vERER+UmLFsb9cG/eBGJixGzvDRuAdu38PVLgt9/EZdOmSnaoswxnvYL2DbVYtF9I3HuvCM4FO3f6kprpgeoquCUVtG+4t3rd+rpXt77KgJ4nfdRdvQ4VK4oqBuXLi8ctWVIEAE+cAM6ccdzT3Sz948vtyddeBp497RHs7bGp+xY3b65MbpEB50DIcA4J0U6ySE31/vnHTAlsT96TJUsCL70EjBsH/POfwGuvAZ99Btx5Z8F6JhcWTz479NnhrVoBEyYA3bsH5nN0AzOciYgoKGRmmu/bDABpacxuJiJ7ly5dwpAhQ/Dhhx+iXLly+ddfuHABH330EaZMmYK77roLKSkp+Pjjj7Fu3Tr88ssvfhwxEREREZGXqL/oXr5cBJNlRmNkpHK77F0KAF9/Xfjj1Dt3TvToBYAmTZQM5127RHDcDE9L0MrgXLVq2ut/+MH8Nooqd0shu5PJ6iy4tWiR9zLHXWUI67N83b1/Qckvrho0ML69eXP3M1ldvQ4JCcDBg8CQIWK5c2egZk3xu5zYURCustmNskB9XS7c1djkmLZvF79HRYkAs81W8IBzQbJ45fknJUVkoEtbtnj2+J6O5R//MH8Mqt9T48YBFy8C//d/4vr+/cX1q1cDhw75PvPdGxnUBWmfoM4O7907KDKeGXAmIqIiz2oFMjLMrVuhArBsGfs2E5GxJ598EnfffTc66f5R2rx5M27cuKG5vl69ekhKSsL69esNt5Wbm4ucnBzNDxERERFRwJFBizp1xHJSEtC3r/NMq7vvFpcrV7r/eN4ukyqDYNWqiczr6tVF1lxuLrB/v7ltlC/vWQlaGZzr0kUs9+kjLtetA65eNb+dosjTUshGAcV161w/Xni4uAwL814WoNyOPlgk3xOygo+ugpCdli1906u7RQtxXM6fL5ZlsE6Oe8ECz8tcOyvvGxkJfPutuL1zZzGRA1Cye73BVTa7r4P5zjgam7w+N1fZZ0eOiOvOnFGqK5hV0P7V8vyzahVw+bJy/ebN5ralfvwFC9wbS8mSwD33iN/XrHG9vnxPNW6sXPfss9oAdOPGYnJDbi7w00/iOn3mu7eCst7qHS7fowWZBNOggTjeA6WsfAEw4ExEREVaerr4X3LiRHPrL1nCYDMRGVu8eDG2bNmCSZMm2d128uRJREREICYmRnN9fHw8Tp48abi9SZMmITo6Ov8nMTHRF8MmIiIiIioYGbSQQR2ZIexMt24iyLVtG3DggPkvxr31Jb+aun8zIAIYDRuK3x31cZYBOnlZurTngbvISGDjRvH70KFA1aqiBLlREDWQe5J6ytOAkLqs9ahRztdt2RLo0UP8npnpeD1HGcn66+VyVJRxsEi+J+6/XyynpDjf3l9/iedT0NdWffx99ZVSZSA+XslkXbVKOdZdlR43Q1/et00bYMUKQLaO6tJFeTxvZDjrmSnV7ItgvuTsPelobHL9X38FXnxRvDaA+1nO3uhfHRkpjlUAKFdOTMw4e1ZkCLvz+EOHit83bXLeN7xkSfEl7MWLYiJE2bLAvn3A9987fyz5nnrhBbHcrJmY6KN2/brypa1+e97OfDfa91995fp4VL9Hy5fXVgLxxOLFyoQSd3o8B+hnCQPORERUZKWni7YkZkppWyxAYiJwxx0+HxYRFUFHjhzB6NGjsXDhQpc9Zs0aN24cLly4kP9zRM58JiIiIiIKNJGRSu9JGax1JDdX9DZt3VosN2+u/WLc2Rfhnn7J74w+4AwoQXN9H2eZZVemjFh+/nmRMXvwIJCV5dnjX76sBOJuuQW46y7xuz5g4otge2EzE5xzNyAkA55GWrYUAdaNG4H77hPXycxHNXVpYVmWF1ACw/XqaZdlluXVqyKgaRQsiowEfvxR/N6ihfH2pKysgmUmyvHXqiWWGzQAevZUxiWDdTK4JUtsu9tr3Bl1ed8nngBu3BAZHrVquZ/h7K1g2PDh3iufbsTT96S+jHJBy2oXNItXnrvq1lXOfY7Kahu9Nurzr7xt1y7tOs2aAV9+qS2BHR6uTMqYNcv1OCMjRTY0IHo0q8nXYsUKsexoYok6833kyIIfZ/K5b9okylqXKQO88Yb9Z5J8jyYlKdedP+/8/KVnNCHmxg3784/RJBD1uTSAP0vC/D0AIiIiT1itwOjR5j5T5ec2+zYTkSObN2/GqVOn0EJ+kQDAarXixx9/xIwZM7B69Wpcv34d58+f12Q5Z2dno5KczawTGRmJyMhIXw+diiGL7h/SEN0/rvrjLi4uzm4bJUuW1CzrJ1rcuHHD7j7vv/++08ftr/5yD0BYmP2/m+V1s9j16+i3qX+uRERE5EO//y4unQWcjxwRQZakJBF027AByMlRvhhv0kT0U65VS2TBdeliHMzTf8lfooQIYowbJ76Aj4gwnzHmTsA5IUFkZSckiOUHHhCBjXXrRN/l5GRzj6m2ebN4PlWrip+77gI++cQ+4CyD7adPi33VqhXw+uvafZSb695zL0zq1/7118WkAyP6UsieBEVLlBD90Lp3V/bFbbeJy+3bxTGnLnMtA7IREUp587JlRQDu9ddFgLZ1a5GJIPd5w4YiqLZ2rVIaWO3mTSXLt3NnYOFC5f6xsSIYrieD7a1aAW++aT5QKsc/ZQrw0ktKgFdN/Te+DDjrg4Le0KqVeJ5HjojnbbEo4/n9d7FfDP7Oz6c/ThydAxyJilImrnz6KTB5ssjwdofZ95H+PemoV7Zeixba5/bf/4rzyL597o1TTx94NnscHTggLpOTRS/nrVvFNvQlHs2+hwH7L1zDwsT7Uv6/Jrclt/H558CJE0Dlys7HKvvb6wPO6tcCAK5dc76dJk3EGNq08ew405PP98oVYPx4sd/HjxcZ7BaL8h4dPRr44AOxbl4ecOoUUKWK823LYLWsevfrr+K6U6dEwNjRcaeeBKI+l5r5LPGToMlwnjlzJqpXr46oqCi0adMGG2UZEwNz586FxWLR/Hgrk4WIiHzPagWmTzeX2QyIvwnYt5mInOnYsSN27NiBbdu25f+0bNkSQ4YMyf89PDwcGaqG8X/++ScOHz6Mtm3b+nHkREREREReIoOzzgLO6gzlTz5RrpdfjO/cKbK+ZFnW1q2dZ2DJ669eFV/ulyqlZE+bydy6eVMZtzrgLDNY9QFnQGSK3bwpvuSvV89xRrJZv/wiLtu0EZcykPLrryIwqqfPBJbP9fDhgM1aA2CfnT50qPF6jvoiu6IOYn76qSihrQ6eVKkC1Kgh9p9RufLISLG+zDb/+mslIzgxUZshbLEoJfBkAExvyxbg0iVRprhzZ/v7GylI3+HISOV4Vfe5NVK/vrj0dsDZYgHmzFFKdcvgfXKyKDt//Trw55/Ot+FpmWhZqjkzUwSMAXFeaNLEvfeDJ9mfjno2619nmXGvPw4KmuHsaDxmjyOZ4VyjhlL+ffNm+/X0r42jstlGNm3SjkVuSx6DVquYMORsfx89KvZRSAhw++3G6ziqdqHOIPrXv8Rxeu6c7/oeX7kiJn/oe5tv3apd7/hx19uSwepfflFeq2efFZerV7uu8FGihDjfOspMD6Dez0ERcF6yZAnGjh2LV199FVu2bEHTpk3RtWtXnDp1yuF9ypYtixMnTuT/HDJT056IiPxO9mweM8bc+uPHi89yBpuJyJkyZcqgUaNGmp9SpUqhQoUKaNSoEaKjo/HQQw9h7Nix+OGHH7B582aMGDECbdu2xS233OLv4RMRERERFcypU8CZM+J3GcxyxtEX5PrrZeC5VStzX4RfuyaCfM4C1uqSsHv2iOXSpUWwRZIZznv3igC4+v6ffSYu5RcF6oCzJ1/Ub9ggLuX/BdWqATVrigCMs37DMjgpn2u3bgXv51pQZkohy9dYH+yUmY9hYcDKla5LIeuzK2/eFJdlyohtGI2jfXtxaVRWGxD779QpEQhs3lwbMJQBaUlODJAlfvXWrlUeMyTE/v5G5D7wtO+w7DlulOGsps5w9rQcvVF5X5tNHHcyk1K+N0JClCC42T7O+mCYo0kk9evbl2pWO3XKvfdDQfoi6/dlZKQ4t6hLuxtNOJCl0L0VcJZSUswdR+oMZ3XA2VX5ezMTFlwd0+p9Nm+e88lCcnJHSgoQHe36sdUiI5U2Dr/9prwGvg66qlsErFqlVNSoUEFcHjtmfvyHDonP2fBw4PHHxbF1+rTrSRxXr9oHv9WM9kFB+lsXQFAEnKdMmYKHH34YI0aMQIMGDTBr1iyULFkSc+bMcXgfi8WCSpUq5f/Eu1uWgYiICp07PZuljh1ZRpuIvGPq1Kno2bMn+vfvj9tvvx2VKlVCenq6v4dFRERERFRwspx2jRoiy9jb5Jf27mTUAUowVn7Rrs8C3rZNrNe4sRIYyc0VJXjLlxdfxNesqax/6ZIIGgBKr9+2bUUZ3xMnjL/4dxWElQFnmeGcm6tkz7qTNS2DP2YDdd5mlBnqTi/eqCiRiXfjhvgiRh+Uq1hRvC7y+nffNd7O5cuilLZR0ESW1XYUyJfB0Nq1RcasM/I12rFDKeOrJgPOHTo43w6gPKf4eCUD1t2+w9evKxm2rjKca9YUQfnLl937kgzQ9rt+8kn7269cEZelSokMW/n6ywoCZvs4S+ry+d26AQ8+KMpdAyKI+fvvQK9exgFwNXd7gxv1FHf3fXTtmiiT7yjQLLmT4ezOe+rkSTExxdX66gznxo3FsXHmjHhPO+Nsu/L1SElx75hW7++vv9Y+hqNy2mZcuaK8Tz/7zL56hKc95F1RVy148knx+pUtC7RrJ643k+EsyarMTZuKYHPHjmJZVmxwNaHF1eeou5nxPlDkezhfv34dmzdvxrhx4/KvCwkJQadOnbB+/XqH97t06RKqVauGvLw8tGjRAm+++SYaOikXk5ubi1xZygFAjlE5FCIi8hl3ejYDSnsNOfmViMhda3Qz3aOiojBz5kzMnDnTPwMicsDdns5G69SWX5L8rZ9BaRD9ffTvBav8Z/xvqampdtto3ry5ZrlEiRKa5fDwcM1yqMGsMfZ1JiIi8gEz/ZsLQv4z70k/X0AJvjZooO1dWamSuF1mhKp7lFapApw9K37Onxfr16wpssWqV1cCaFFRwK23AhkZIkCcnKz0f3XVj/boUZHhFhoqAjNyfRm0//Zb8dw9+fvF036untL3BdX343bW7xUQAaFy5cT+nT9fBOjUEhKAtDTg3ntFYKxuXePtOOpbCihf8mzcKAI/+r9zjfp5OxIXJzLhd+4UweVevZTXXZ2d7izgHBIixpuYKPZV8+b2z9usP/8UwfqyZcXx5kx4uAhy7tol9o+r9dXU/a6fe87xeleuaI87+R4zm+HsiPr+771n/r2hDvyNHCmeu5n7yvu5019bvq5yXVePIzOc5fmmfHnj9Vz1UK5ZE9i/X1k+dsx1j968PPF6AuLcFRUlzuPbt4tzhzvHhlpKimd9gdXv3969tf2uPQk4q1+LV18VZbt37AC++cZ4fXd7yFss4hxdurSYkOTs8Tt0AN5+WzynhARxuycBZ5mp3a0b8MUXYjJGpUpi7KdPi8oCRpOV5HNz9JxCQ8U68rj1gyKf4XzmzBlYrVa7DOX4+HicPHnS8D5169bFnDlz8MUXX2DBggXIy8tDu3btcNTJbKBJkyYhOjo6/ydRNvgmIqJCkZlpftKm/DsoLY3ZzUREREREREQu+TrgLOkmucFs1UkZxJBftMtl+f3vqlUie/HUKaWcrrp/s1xflp69ehX43/+ULF4ZAFmxQpvlq96eUZakzG5u3FgEmWXQVmYc7tghnvOqVZ5nKMv7FVbWmqN+3I56NqtL7r7yivh9+XLj/tVffiku+/VzHMSSX+QYlfCtU0cEiq9dM+5RK4OZrkpSS/J1//JL+8z5nBwR/G3WzP5+6izhVauARYvE9TLj3hOynHbjxuYCfOqy2u6S5cHl+8GI/riTQXyjgLM7WbtSTAzw11/uZZYA4rU9dcr9jGV3+mu7m9VbqpSY4AI4z3LWl/t+8EGld3nXrsCSJcb3c5a1e/y4yI4PC1OCoM76ODsTFibeY0Z9qt3VoIHY5/K5NmsmAuOhoUqlAmfkeUC+FsuWAQ89BFy4IK53VW2uVSsRHHZ0fMj3cOnSYvmJJ7S3y+cdG6vsj2vXxHUtWiivtzsB519/FZetW4v3jOyRvnkz8PPPSnWBAQOcb0e+9/VatPC8woKXFPmAsyfatm2LYcOGoVmzZujQoQPS09MRFxeHDz74wOF9xo0bhwsXLuT/HHFVjoCIiLzGahUTjc1KSBB/h7BvMxEREREREZEJngac9WVw9f2f9bdnZyuljmNilH7KjtbXc/RF+5Ej2lKjjvrayuCDzOJt1gyoXBlYuFBc/9NP2oCQfnv6Mteywqbs36x/HEBkLHbvbv8lhQwOmeVpX2BP6fehPrBpFBD6179EhuXVq8DSpdpAZG6uCOgDSjlzo+05CprI6qMyWGXUx9nTgHNmpvZ1v+cecf2ttxpnMsgsYRmUa9pUBKiOH1cmQbhLHXA2Q77XPK0aADgPOOsD/7Iv+rFjIlAsGZViNyMnx1zpY3lOsNlERvScOcC5c+737HU2kUF93nnrLc+Cre6U1VZP6pC9y++/3/H6zoLl8jVMSlKC1+4GnGWP6osXRVl3TwLN6vdJnz6iygGgPFd5fEdFieCqo9dLvhbq80DXrqJEeHa2UiZ83z7j+wHA1KnifPTgg46Pj4QE8bkng8jyHC63I7PWw8KAzp3F/tiyRRlb1arid7M9nG/eVF6PxETxnhk8WGzHahXlui9fFgH/Vq2091Xv29tvV/atVLWqdyYJeEGRDzjHxsYiNDQU2dnZmuuzs7NRSZZUcSE8PBzNmzfHPv1BqhIZGYmyZctqfoiIyPfS00Wlq4kTza0/daqYSMxgMxEREREREZEJNpv7AWf5pXzjxqKMsgxYfPKJ9vZ69bT3y8lRsrgGDRLBB2frq79oT021/6Jd0mdAuyLX/+03EbySvZsvXtTeLnvq6u8ns35nzRLLsn+zM4cPK7+npIgsYLMiIoDPP/d+1ponmalSZKQo26oPCMnA8OjRIoNQBue//Vbs3ypVlJKygOMAkzpoog5qyjLE+j7ON24or7+ZgHNurgjeWCxKSWL5+sqg1o4djoOZMksYEFmSskT41q2uH9uIDJabDTgXJMMZEM9JZuKrOQr8ly0rSjarxwrYZ+3q+8vqJ6FIrvrNqnsIy0kGGRnKPtdPAnEVeK5Vy34ig8xylcHF2Fhg7Fj3AnbyPeROwFmSz8FiERUEHPXmVVcR0AfL1f2b5XhatBC/b95svD/Uwdk5c5Qe1VFR7gcr1e/fN94Qv3//vXKel+Q4ZKl2/UQDfdUAR8FTR69vixYiMAyI+8rzkbPjY8MGcd5IShKfYerH375dvK+PHxfbsFqVCgaeZDj/8Yd47mXKiPeSHJsMWK9aJS4fe0x5znLfNmwo7gcAP/4oPktiYsRyyZJi4oKfA81Ske/hHBERgZSUFGRkZKBv374AgLy8PGRkZGDkyJGmtmG1WrFjxw706NHDhyMlIiJ3paeL/yfN/O8jezaPGsUy2kREVLy56ukM2PdKjo6O1izXNeip11+XiaLv2TxLfuH6tzyDzCL94ybLL63+Vq5cOc2yvsczYP982NOZiIiogLKzRd/RkBD7gK+eDAokJip9Oa9fV3rfHj2qvT02VnyRb+SDD4BffhEB61q1tOvLvpktWgA9e4renf/7n/in34jsXdmggbmgs359RxnRjq6XLl8Wl+oAqhmbNwPDh2uvk89Zkj2Ub9wQj/P668D777v3OM646ifrypUrYoLBuHHa6+WXOHLfyOB8hQpiuW9f8VyNjiVHf9ep+0vLsrRr1ojXUH4JpO6BXK2a+edevbpx4BUQwSSzfX9btBATFLZuFRnt7ipIhrMnfcLPntWWPVe/5/SvR26ueI83bSr21fbt9n145bGrDoAPHy76LeszNgHH/Wb1x0X9+koA9bPPxBeFRo8ry07rqyDIx+nb17iv+MGDYnLEnj0is92dLxXVx5F83ZwkNTrkqsd9tWrivW/0HpEZzsnJyngSEsTrefq0OCfL9rBy38bHi9cwJERkVnvy/5TR+/faNWDePLEvV650/lz1PZbVvcU9/f+ud28xsWXpUqUFgH5igrof9rffitu6dBHPQ//43buLbX3+uSibfuWKuKxTR8lMNxtwlv2b5eebemySxSLGERfn/HN06FBx+/nzwJgxSvA5ABT5DGcAGDt2LD788EPMmzcPu3btwuOPP47Lly9jxIgRAIBhw4ZhnOqD77XXXsP//vc/HDhwAFu2bMH999+PQ4cO4R//+Ie/ngIREelYreLvPbPBZoA9m4mIiIiIiIjcJrOba9QADCZ7aehLCVss2kxPo9ud2b5dBC7k+vHx9lluzz0nAuE5OY6zgmU2pqMM6IKu78rw4e6VEwaUQIujbPE5c0RAQWYKzpoFfPyx5xnJeq4yUx29ds6yLZ2RZZgzMsS+qlrVvWMF0AZoLl0SAVC537dvF9c3aeJ6W+rn7ijYrH48M31/ZVBUlt11x/nzSla12YBz3brieZ47J3oau0sGKo3ec+rXQ51dLsvhG/VxltTH57x59hMrXJVO159DzpzRlvB+5BHjx5WTYf/4QzlGIyOB6dPF7zKDVC8sTAQUAffLJaqPozlzxHWbNrn/HpX7RAbL5fjj4sTlwIGO3yPqDGc5nq1blWP3P/9RxiP37bvviuVq1QDdhGDT9K/T0aMi6C1LVC9e7Py5Gp0/1J8l7tq0CXj6aZEJbLXa98PWT0xo00b5PJGZ0frHl6X1ly9X3tfNmonnIDOc//pLqergjAw4u5qcNGCAaDnw0UeOz42XL4tWDRaLOF946zPBC4Ii4Dxo0CC8/fbbeOWVV9CsWTNs27YNq1atQnx8PADg8OHDOHHiRP76586dw8MPP4z69eujR48eyMnJwbp169DAUQ8QIiIqVFar+Hvw6FFz67NnMxEREREREZGH3C2n7SooYCZooA46zJjhOGCtD2LIXstSw4bOy6/qK73IYK63e11u3WoctDUin3vTpiLALAN9W7cCJ04o5W3l2NTBBGc9Sc0wKqFtlJkKOC5vrg5MelLie98+JeCTmVmw1+CPP5RtffmluM5s/2bAdQa7s+CYXvPm4tKTgLPMbk5MNJ+tWKKEUuLak7LaMuBcq5bzwL86qLpokbguM9P88aefWOGsdLrk7Bwiy9470qoVcNdd4vf77hMZ0RaLmJBw/Lj9e2D9evH8oqOV+7lLfRzt2aOUkTe7j+Q+WbVKG/wfP17cLkv+G1FnOBuN57XXtOeMyEjlPjVrmhufI+rXSR4n8svcQ4eM7+NoooGn1MF6q1VMRAGABQuM11f3wz54UIy/Y0fjdTt2FBMSdu0C/vtfZfwAUL68eP6AcZaz/jiTlRmcBZzV2d/PPmvu3Dh4sOs+6IUoKALOADBy5EgcOnQIubm52LBhA9qo+masWbMGc+fOzV+eOnVq/ronT57EypUr0Vx+IBARkV/Jns1jxphbf/x49mwmCgZnz541ve7mzZt9OBIiIiIiomJA/WW4uwHngnCV3QgYBzFk/+PTp5X1+vYVgTpngWZ91rA+mOsuR/1o1dmV6sdX0z93GWB2lC3uiLonqTtBBnWmqlEwzFFwzJ1AoRnqgI+rrGFX1AEaWcLXnYCzK+4Ex2R8IStLZB27w91y2pK6rLa7ZNCxRg1zx506iLlvnwjsOguqOppY4e3JHmrduonS++vWieWHHhJZwrIc8X//a/8eSE8Xt/XqJcope4OcgOLoPao+P0yapOwTWdZZLstJH84CzvoezkbUWb3ffSeyY4GCB5yNOJrE0bSpd19//flUVquQx6OrySTVqyv3l+X+1Y4cEecSmdX/9dfiMiVFXFosjvs468+1ly8r73Gj8vL652S2eoS+PHkAKPI9nImIKHi407NZ6tiRZbSJgkHz5s3x6aefaiYNGpk2bRpeeOEFXL16tZBGRlT0GfU41vdBjtB9uRJr0MMvLEz772Oqrn+avmfz7Nmz7bYRFRWlWe7Zs6dmuZ4uk0b/mIB9H+hQ/iFARETkHn3v3p07xfW+DDg76w9rhj54EBam9OhUc9Vj2uw4pSZNxP6qWROYONFxT2rZJ7ZpUxEcr1VLZDuPGuX8ucsMOXfoyzybDTaq+yAb9brV27VLPC9PXzP9vpQc9e4tiJYtReDt8mXvBZwTE0VwzOxzLldOZJlmZQHbttn3ONaTfZEtFiUY5e7YGzQQgXZPMpzNBCqdkRMfHE3CUB837rwHC2LVKnEeu3JF9Nlt105c3727eL+sXq19D7RsqUxm6d/fe+PQT6qQ71F5fqpYUZQlDw0V5wj1flGfE+rWFZf79omewfr/ja5eVYKdycnKc3E1nqZNxXKtWp4/R3eFh4vnW9BjwNH51N3KArJMuyynrSfPl/rxqhNXq1QR7yN9wFl/rq1XT7wG8fGiiod64hSgnBPdPdf64lxaQEGT4UxEREWbOz2bAfG5m5gItG/v23ERUeE4cuQIbr/9dkydOtXw9pycHKSmpmLMmDGGwTMiIiIiIjJJ37t3wwZxvS/aDcoAi7ezG/PyRIBIn0Hoqse0I44yordtMy5zLTnLWu7b1zfPXXK3h7LkqIS2pM6y+/JL98ct96WjktzeKKmrzyB/8EElgNSokWfbVGvZUvTkdfe1MltWW58BKftPm81wlhUKvJXhXBD648gok7UgvXld0Qe8ZfDvyhWR7WyziYAzIMpnA9p+vqdOibFZLN7rhSufq/49Ks9Psqxj69ZAqVKOt5OYKEqn37hh3Gtclq0uU8Y4S1fSZ876MsPZkU2bCpaF6+3PElmaffly55n6+usfekhZv2pVcZ1RSW1AOc5khnpurnJMAp5Xj/DmudTLGHAmIqKAkJlpvmez/NxNS2N2M1Gw+OCDDxAaGopnn30W99xzDy5cuJB/25YtW9CiRQukp6cjOTkZP/30kx9HSkREREQUJOSX4TL77R//8Lw3sCNGAWBv0Gf5qrkT3NIHMYz6KBttz1mgQK7v7ecuHzMkRGS1FjTI4Oh1Vj+nHj0835eyxK03S3I7CmY/8YS4rFFDBN/cJb9cUpde92Tfyv6urgLOjiZ9mAmWq4PV8v/mgvRwLmjAWW3YMPHcfVUyG7B/rT75xHi9EyfEvm3VCjh/XvTclf19JXUGft++Be+FK59zmTLOWwb8+KP4vUMH59sLCRGZ2oBxWW11/2Zn+7tmTe14CjPg7G6ZaEcKej51lImv7ilv5rVXl0u/eVNcd+yY8/vIc+2FC+K+Dz3kWZl5b7c38AEGnImIyO+sViAjw/z6CQnAsmXs20wUTB5++GGsX78eNWvWxBdffIEWLVpg48aNmDFjBm699VYcOHAAqamp+cFnIiIiIiLysm3bPOsN7Iovsht9GcRwNl53s+y88dzVQYZSpUSQLC5ObFfdi9sbZBlpT4IY+n0ZH++9jERHwWy9s2fdmzShD+AUtMe3/F9161Zz68uAp7x88EHX41cHq2Wm7IkT7vWNvnlTKb+cnGz+foBxf3Jp/nzgllu8e/7QP67Z10pOpNm8GbjnHufZ4wXthSvHJqtEWK2iB6Cjsa1dKy5vv931tmVZ7d277W9zVBZdjqdcOXH50EPKvjp/XrxPjO7nTb7IwnXnfGp2YoK7PeXV68tkCEcZznryONu+XZzTzJ4TfVUpxAcYcCYiIr9KTweqVxetkMyYOlX8PcVgM1Hwadq0KbZs2YIBAwYgKysL7dq1w+jRowEAM2bMwKeffoqyZcv6eZREREREREHK3S/e/cHfQQxfZWwb0QcZNm4E7rpL3LZ2rX1Z5oIGnj0tI62m3pfe3FdmtyUzCF1NmvBFACc3VympvXu36CftLncmfej7Y996q/nj4MgR8X6PjAQqVzY3NkfZ5XrePn94+lqpSyLm5ipBXmfrujuBRT+27duBmBjx2m/bZnyfo0dFZnJIiHjNXJH721WGs9F4nnlGXC9LtgNKdnN8PFC6tOvHd5e/s3DdnZjg7muvXv/BB8XvZgPO6vvOmBGYnzsFFOZ6FSIiIt9ITwdSU839LSyrUY0axTLaRMGsdOnSeOmll/C///0PFy5cgMViwYABA/CELJFGRF6h74UeqvtwjYqKsrtP+fLlNcvN5RdqfwsPD3e5jWm6f+L1jxsZGalZLlGihN029BNPQnRZFuzzTkRE5KHQUBGEatUKePNNf49GKyREBNhatABefx3o0sV/X7rr/l7xGRlkiIhQnuvttwNffSVK8t51l8h0PX1aKR3syb5p2VJkAfhin3pzX5nZlj5T1VFvY6N9WxBHjoj9n5QkSjefPSuCfO3aubcd/aQPd3oz796tHAdvvul8IoY6UOksYxlQgpiJieL4io0Vx4yer84f7r5WchwtWogS36NGOf7iUfZt9vS8YjS2W28VJe8zM433kyyn3bw5YGZCvcxwVvcBlo+nz3DWj0eWfDYKOHu7nLb+OCnsc7S7j68+Tjxdf+1a4F//Mh9wLsjnV2F97hSQqYDzYVlewQuSkpK8ti0iIiq6rFZg9GjzwWaAPZuJioPZs2fj6aefRm5uLrp06YL169dj4cKFOHHiBBYuXIiKFSv6e4hERERERMHF3S/eC5O/gxj+pg8yyJ6vmZlKcFJmum7Z4l7guWpV4KOPgmufuhP09GYAR5a5Pn1aeT0WLgTatnVv3xYkaGs22A64179ZH8TU96cujPOHmdfKaFKKq9LmJUoA48cDL77o+Zj1Y2vfXgk4y5Lnamb7N0vqktrqiQ2vv64Ej9Vl0dXjadZMue/Vq+L5+irg7O1JHL56fHcnLzlbv0oVcXnsmHYigF7ZssCnnwbXudYBUwHn6tWre2WWuMViwU05q4KIiIotqxWYPl1UkTEjIUEEm1lGmyh4Xb58GY888ggWL16M8PBwvPvuuxg5ciT27t2LgQMHIiMjA82bN8eiRYvQwew/ZkRERERE5FggZQ074u8gRqBp3hwoU0b0Yd23T3ubDECrA88TJgDdu4t9V7Gikn0bESFK/sbGFvIT8JFAmTShLnP93nsi+OvOeLwxfjPBan0pZleMAr6Bcv4oyKSUK1dEb99x47w3nvbtxeVPP4lJANeva89f7vRvBpSA8+nTIlisrmogs9MdvY5Vqoj3+JkzwO+/i4xrXwWcAf9n4Tp7fHePEzPry3L0ly6JSQDVqol1GzQA4uLEfrfZgC++AO64o8BPrygwXVK7ZMmSiC3AB9CZM2dw5coVj+9PRETBIT1dZDabDTaPHy/+P2JmM1FwS0lJwZ49e1C9enV8+umnaPl36anatWvjl19+wVNPPYUPP/wQnTp1wiuvvIKXX37ZzyMmIiIiIiqiilrWsL+DGIEkLEyU7F21Cti82XgddVnm3r21AcHbbwc+/xwYPjw4gs2BEvR0RB38NypzLUs6R0cDS5Z4Nn4ZbAeAyZOB555zvQ19KWZ3BNr5w5NJKfK48UX7gJYtgagoERReswa4914lI7lpU5FtbLEogWlXSpcW1QiOHQMOHRLXyYkN8nLYMOCNN+xfC4tFZDl/952YYOLrgHMgc/c4MbN+mTLi5+JF4NQpEWCW7/d27USg+bbbzGezBwHTAecBAwZgzpw5Hj/QiBEjMH/+fI/vT0RERZ87PZuljh0ZbCYqDvbs2YM+ffpg7ty5iI6O1twWGRmJDz74AB06dMCjjz6KCRMmMOBM5AdhYdp/H/X9lZN1M+t79uxptw19z+apU6dqlq9evapZHjRokN026tWrp1kuV66c03EC7PNMRESkwazhoq1DBxFw1pc21mvQQJRV3rxZBEGaNAF27BC3PfWU78fpS4EW9HTEUU9mOf6LF4HLl0Uf2K5d3du2Otherhzwv/+JgKSZ/eBOSW29QDx/mJ2UIoPzKSm+O24iIoA2bUQmc0aGNiNZBnkbNRLVBsyqV08EnOVEAb1t2xxPbFAHnIHiG3AG3J+8ZGb9qlXFJAJA297g11/F7926ufeYRZyLjvBERETe4U7PZkD8vZeYaH7CHxEVbW+//TaWL19uF2xWu++++7Bp0yY0atSoEEdGRERERBSEIiMDJ1hE7pGleJ0FnKdNA2TylwyC7NghvpQpU0YEr9zJBgg0Mui5YYMI1AbqsSzH1aqVeE2khAQRkLp8WSwbTNR0SAarU1LExIMNG4Cnnxa3pacrQW5nChJwBore+UNOPm3RQtlnvjxu5JeZsoe0fA/K/Z6dDaxebf49KMtqywxnPf3EBrWmTcXltm2iz7AsOVkcA86+IPs4q6nfg+PHiwkI331XeGPyI1MB50mTJiE1NbVADzRgwAC86e3yBEREVGRkZpovoy3/3ktLY3YzUXExduxYU+vVrVsXGzZs8PFoiIiIiIiIAlBurgg0ligBXLigva1cOaVP6K5d9sE0Gdy6fFlk3RX1IEggBz1lgNNiAT77TAQ49eW0v/9eXDZvLgLQZhkF2zt2BGJigJMngXXrnN8/Jwf46y/xu9kezkWVUXC+MCYo6APOknwPytLLZt+DMuB88KDx7fLLU/3EBkBkOAPAb7+JgLfNJsp0x8W5flxyzSjgrGc0ESBImQo4v/DCC+jRo0eBHqhHjx544YUXCrQNIiIqmqxWUUXGrIQEYNkyoF8/342JiALXhQsX8N133+G///0v1hn8sxwVFeWHUREREREREfnRkSNAtWoimCUDUOoWJz/+CPzf/4nfFy0Crl0z3o7MtixGQZBCo86kTUoS+/rYMeMA51dfiUt3spslfbA9IgLo00f8vnSp/fq5uUqwU5Zljo0V2e7BzB+Z8Lm5wC23iGPhxAnjddx9D8qWQo4CzurMbf3Ehrp1xfFy8SLw7bfiupo1A3eyRlFTtarj25xNBAhSpns4ExEReSI9XZTSNpvdPHUqMGoUM5uJiqOLFy9izJgx+OSTT3Dz5k0AwPDhw9GuXTsAwH/+8x+88sorWL58Odq0aePPoRIFPaMex/o+yOHh4ZplfS9lfa9lQPRkV9P3bJ41a5bLsfXt21ez3LhxY81y2bJl7e6jn6ii7yXNns5EREQU8E6fVvrByoCV/FsqNVX0ha1ZU/QnO3IEWLPGeDuyj63s90oFZ9RT+r33gJEjlcvr15W+x9evi5LKgGcBZ73cXKB/f2DePJFRnZamBL+PHBGvdVKSGJss4+1pOe2ixt2+vQWh3tc1agD79hmv5+57UE4w0X+5mpgIfPih817U4eHi3LB5szg2AKBWLXPPh1xzluHcokVg95j3AfZwJiIin0lPF//zmAk2y57NDDYTFU9Xr17FHXfcgTlz5qBcuXLo3r07bLp+Rj179kR2djY+//xz/wySiIiIiIjI32SwWe2uu4DDh0WJZNk/VP9/kwx4OMuGJM8YZdIOHAiUKgXs3g0sWSKy09u0EYHmH38UGafx8UDLlgV7bJn5/s9/ioz348eBX35RbpcTFTZvFmWcZb/nYC+n7Q/qfW0UbPbkPZibK46vEiWAmzcBObk2MlL0ZTaTuS3Lamdmikv2b/YedcBZPUF7ypTA7zHvAww4ExGRT1itIrNZFy8yxJ7NRDRlyhRs3boV9957L/bv348VK1bYrVOpUiXUr18fP/zwgx9GSEREREREFKCeeALo3l0Eu2QZ319/1a7TpEnh9rEtbtRlro8cARo3BkqWFMuzZ2uDvvffL67v0UMbpPKEDHJu3apkvL/9tv0XcnKigswK+fFHEfw288UducdoUgigDTSbeQ/KyQRt24oMekDJ2B4+HChf3tx4ZMBZvtYMOHuPDDiHhIjXChD79+mni+U51mcB5wYNGiA0NBRhYazaTURU3FitwPTp5stos2czES1ZsgSVKlXCRx99hFKlSjlcr06dOjhq9uRCRERERERUXPzxh7g0CiB27gxs2cJAc2GRQeAzZ8SynDQtA5HZ2eIyM9N7QV91kHP5cqB1a+Nty+WTJ0Xwu00b4LvvCv745JrFIjJtzL4H1RnTsvf26dPi8sknzW0jN1dMNlFjwNl7ZA/n0FClasDw4cX2POuzaHBeXp5dGUQiIgp+7vZsHj8emDCBmc1Exd3+/fvRuXNnuz6reiVLlsQZ+U87ERUqfZ9jfR/kEiVKaJaNJh/r1xk0aJDTxzTT01l/3qgre5w5GYv+uej7U7OnMxERERUZsh9sgwZK0Fnv22+BW24R/WJZRrvwuIqPZGWJoK/s5evN12bLFrHtBg2cj+3XX4GnnnJ87JD3bNrk2b7WZ0yXLi0qGTRu7DywKXtK6/sMM+BccLm5oie7zDy/cQP4/nvx+9Ch/huXn/ksw/mTTz7BDz/8gO/lTiYioqDnTs9mqWNHBpuJSASubty44XK9o0ePOs2AJiIiIiIiKhbklymyTO/8+c7Xl4FFChyy37YvXhsZpHQU3JTHT6tWwLRp3n1s0vL2vr5yxVx2usyQ3r5dO5aEhIKPoTiTpc7btAHWrAEqVFBu69ABqF7dXyPzO58FnFu1aoUOHTqgQ4cOvnoIIiIKIO70bAbEBLzERKB9e9+Oi4iKhpo1a2L79u24efOmw3UuXbqE3377DfXr1y/EkREREREREQUQWZnFbD9YBhYDV2G8No4ynNXHD7PefUM/KcRb+1pOJjA7UUGdIW21Au3asX93QahLnXfrJiYASMOG+W9cAcBnAWciIipeMjPNZzbL/4HS0pjdTERC7969ceLECUycONHhOhMnTsSFCxdwzz33FOLIiIiIiIiIAkDFiqJ8a0qKe4FmBhYDly9eG12rGDz8sHa5Rg1zxw95zt1JIe4q6EQFWW6d/bsLRgbyr14VlxYLEBNTrAP5DDgTEVGBWa1ARob59RMSgGXLgH79fDcmIipaxowZg6pVq+L1119H3759sWjRIgBAdnY20tPTMXjwYPz73/9G9erV8dhjj/l5tERERERUXM2cORPVq1dHVFQU2rRpg40bNzpd//z583jyySdRuXJlREZGok6dOvj6668LabQUVBISgIMHXQevfB3sIvfpg8AtW3r/tZGPUa+e9vpnngHCw8XvdeoAe/bwePAVdyeFuMtbk0h8Wcq9uOvfv1gH8sM8udN8V/0gdIYV8zRyIqJglp4uSmmbzW6eOhUYNYqZzUSkFRMTg1WrVqF379748ssv8dVXX8FisWDVqlVYtWoVbDYbqlWrhq+++oo9nIkChEX3xUmI7ou0cPnFlkrZsmU1y/V0X4j17dvX5ePOmjVLsxwREaFZNqqCoH+cmJgYp9vQPzciIiIAWLJkCcaOHYtZs2ahTZs2SEtLQ9euXfHnn3+iYsWKdutfv34dnTt3RsWKFbFs2TJUrVoVhw4dsvscIjItMtLxbTLYlZgIvP460KULg4r+FhIisiAbNwYOHwZq1gQmTvTua6N/3WNjRUBbystTMjEfecQ++E3eIyeFRER4970nj6MWLbzz3g4NFUHnVq2AN9/03jiLO5nZLAP5jvqnBzGPAs4PPPCAqX/AbTYbLBYLA85EREEqPR1ITTVXKcRiEX93MdhMRI40aNAAO3fuxNy5c/H111/jwIEDyMvLQ2JiIrp3745HHnkEJUuW9PcwiYiIiKiYmjJlCh5++GGMGDECgJgEtXLlSsyZMwcvvvii3fpz5szB2bNnsW7duvyJWNWrVy/MIVNx4qtgF7nPKPh//bpvXhv9675li/F6Fgvw7LPAkiUiyMjy6r7hbFKIu7w9iUQGmr0VuCYtBvI9CzgPGzbMMOCcl5eHQ4cOYcuWLbh8+TL69u2L6OjoAg+SiIgCj9UqMpvNBpsB9mwmIteioqLw2GOPsWw2EREREQWU69evY/PmzRg3blz+dSEhIejUqRPWr19veJ8vv/wSbdu2xZNPPokvvvgCcXFxuO+++/DCCy8g1ME/x7m5ucjNzc1fzsnJ8e4ToeDmzWAXec4o+O/L18bMtpl9WfR4axKJtzOkSYuB/HweBZznzp3r9Pbs7GwMHToUBw4cwLp16zx5CCIiCmBWKzB9uvky2gkJItjMns1ERERERERUFJ05cwZWqxXx8fGa6+Pj47F7927D+xw4cADff/89hgwZgq+//hr79u3DE088gRs3buDVV181vM+kSZPwz3/+0+vjJ6JCFmjBf2ZfFk0FOY5YZt+3GMi341HA2ZX4+HgsXLgQderUweuvv45Jkyb54mGIiMgP3O3ZPH48MGECM5uJiIiCnb4KllHmlr7Pc7ly5TTLjRs31ixHRUXZbUPfb3natGmaZZtB+ZX+/ftrlhs0aKBZ1veW1j8GwL7ORETkvry8PFSsWBGzZ89GaGgoUlJScOzYMfz73/92GHAeN24cxo4dm7+ck5ODxMTEwhoyEQUbZl8WXyyz7xsM5Dvkk4AzAMTFxaFVq1ZYunQpA85EREHCnZ7NUseODDYTkb0aNWp4fF+LxYL9+/d7cTRERERERM7FxsYiNDQU2dnZmuuzs7NRqVIlw/tUrlwZ4eHhmklY9evXx8mTJ3H9+nXDCU6RkZGIDLTMSCIqeph9SUDgZdoHAwbyHfJZwBkASpUqhWPHjvnyIYiIqJC407MZEJ+3CQlA+/a+HRcRFU0HDx40vN5isRhmJ6pvY5YhERERERW2iIgIpKSkICMjA3379gUgMpgzMjIwcuRIw/vceuutWLRoEfLy8vKrfOzZsweVK1c2DDYTERUYsy+JfI+BfEMhrlfxzIULF7B+/XrExMT46iGIiKgQZWaaL6Mt/45NS2N2MxEZy8rKsvuRpQP79OmD9PR0bN26FVu3bsXy5cvzv9QbO3YsDhw44MeRExEREVFxNXbsWHz44YeYN28edu3ahccffxyXL1/GiBEjAADDhg3DuHHj8td//PHHcfbsWYwePRp79uzBypUr8eabb+LJJ5/011MgomAnsy83bAC6dmWwmYgKjUcZzocPH3Z428WLF7Fr1y5MnjwZp0+fxrBhwzweHBERBQarFcjIML9+QoIINvfr57MhEVERV61aNc3yl19+ialTp2LBggW49957Nbc1bdoUffr0weLFizFkyBDcdtttdvcnoqJBX6EgLEz7L6m+l3LdunXttnHPPfdolvVVEaZPn253n2vXrmmWBw8erFmuV6+eZrl8+fJ229Bnoun7URMRUfAbNGgQTp8+jVdeeQUnT55Es2bNsGrVKsTHxwMQ35mqPx8SExOxevVqjBkzBk2aNEHVqlUxevRovPDCC/56CkRUHDD7koj8wGJzVLPQiZCQEJelDG02G6pVq4Z169ahcuXKHg8wUOXk5CA6OhoXLlyw+1KEiCiYpKeLUtpms5unTgVGjWJmM5GvBdvfIrfffjtyc3OxYcMGp+u1adMGERERyMzMLKSReU+wvWZE3mC1WjXLV69e1SxfunTJ7j67d+/WLKenp2uWjQLODz/8sGaZAWciKo74t0jRxNeNiIiI/Mns3yIeZTgnJSU5DDhHRESgatWq6NSpE5588klER0d78hBERBQA0tOB1FRzfZtlz2YGm4nIE7/99ht69uzpcr3atWvjq6++KoQRERERERERERERkRkeBZwPHjzo5WEQEVGgsVpFZrPZYDPAns1E5Lm8vDzs37/f5Xr79++3K59LRERERERERERE/sMaYEREZGjNGvNltBMSgGXL2LOZiDzXvHlzbNy4EcuXL3e4zueff44NGzagefPmhTgyIiIiIiIiIiIicsajDGciIgpu6emArtWhQ+PHAxMmMLOZiArmueeeQ2ZmJgYOHIiBAwdiyJAhSE5OBiCq6yxcuBCffvopLBYLnnvuOT+Ploi8Rd8HOSoqSrMcFmb/L6u+33L//v01y9euXbO7z4cffqhZDtX94dJPN2uuRYsWdtvQt5XS93Q24qgVFREREREREVEwYcCZiIg03OnbDAAdOzLYTEQF17NnT7zzzjt4/vnnsXjxYixevFhzu81mQ2hoKCZPnmyq1zMREREREREREREVDp+V1O7cuTNq1KiBmjVr+uohiIjIy9zt25yYCLRv7/txEVHxMGbMGGzZsgUPPvggatasicjISERGRqJGjRp48MEHsWnTJjz77LP+HiYRERERERERERGp+CzD+ejRozh48CBLiBERFSGZmeb7NgNAWhqzm4nIuxo3bmxX+paIiIiIiIiIiIgCl88CzpMmTcKFCxd8tXkiIvIyqxXIyDC3boUKwOzZgK7dIREREZFb9BOU9b2VjSYwx8TEaJYbNGigWR48eLDdffTbnTVrlmZZ30u6TJkydtuoUaOGZjk6OlqzbNRvWr9dTsgmIiIiIiKiYOSzgHPfvn19tWkiIvKy9HRRSttsdvOSJaJ3MxERERERERERERERFW8+CzgTEVHRkJ4OpKaa79uckADccYfPh0VExdDFixfx3nvv4bvvvsOxY8dw7do1w/UsFgv2799fyKMjIiIiIiIiIiIiIww4ExEVY1aryGw2G2wG2LeZiHzj+PHjuO2223Do0CHYXJyUWJKWiIiIiIiIiIgocBQ44Hz58mXs27cPOTk5Dr8cvP322wv6MERE5GVWKzB9uvky2gkJItjMvs1E5AsvvfQSDh48iGbNmuHFF19E/fr1UbZsWX8Pi4gKmX5Cib4HMgBERERolvXninr16tndp5/uDxj9dt977z3NclRUlN02evXqpVlu3LixZrlkyZJ29wkPD9csm+lRTURERERERFTUeBxwPnDgAEaPHo1Vq1YhLy/P4XoWiwU3b9709GGIiMgH3O3ZPH48MGECM5uJyHdWr16N+Ph4/PDDD4iOjvb3cIiIiIiIiIiIiMgkjwLOJ06cQNu2bXH69GlUqVIFN2/exKlTp9C2bVvs3bsXZ86cgcViQdu2be1mdBMRkX+507NZ6tiRwWYi8q1z586hR48eDDYTEREREREREREVMfb1yUz417/+hdOnT+Oll17C0aNH0b17d1gsFvz88884deoUvvnmG1SrVg0lSpTAt99+6+0xExGRh9zp2QyIvs2JiUD79r4dFxFRYmKi06o5REREREREREREFJg8ynBevXo1qlatin/+85+Gt3ft2hXffPMNmjRpgnfeeQcvvPBCgQZJRETekZlpvoy2bCmYlsbsZiLyvdTUVMyePRuXL19GqVKl/D0cIgoQRj2O9dfpezqXL1/e7j4tWrTQLJcpU0azrO/ZPGXKFLtthIVp/32uUKGCZjkuLs7uPjExMZplo57UauzpTETkfSdPnsTRo0dhs9mQkJCAypUr+3tIREREREHHowznw4cPo1mzZgj9OwIh/2lW92quW7cu2rdvj0WLFnlhmEREVFBWK5CRYX79hARg2TKgXz/fjYmISHr55ZeRmJiIgQMH4tSpU/4eDhEREREVcR9++CHq1auHqlWrok2bNrjllluQkJCAevXq4YMPPvD38IiIiIiCikcZzuHh4ZrME/n7mTNnUKlSpfzrK1asiA0bNhRwiEREVFDp6aKUttns5qlTgVGjmNlMRIVn5MiRqFmzJpYvX45atWqhZcuWSEpKMswGtFgs+Oijj/wwSiIiIiIKdHl5ebj33nuxbNky2P7uJyWrUvz111/Ys2cPnnjiCXz33XdYsmSJy+oTREREROSaRwHnKlWq4MiRI/nLycnJAIBNmzahZ8+e+df//vvvKFmyZAGHSEREBZGeDqSmmuvbbLGIzGYGm4mosM2dOze/lOylS5ewZs0ah+sy4ExEREREjsyYMQNLly5FXFwcXnnlFQwfPhylS5cGIP7OnD9/Pl5//XWkp6djxowZeOqpp/w8YiIiIqKiz6OAc0pKCr7++mvcvHkTYWFh6NixI2w2G1588UUkJycjKSkJ06dPx44dO9CpUydvj5mIiEyyWkVms9lgM8CezUTkHx9//LG/h0BEREREQeCjjz5CZGQk1qxZg/r162tuK126NJ544gnceeedaN68Of7zn/8w4ExERETkBR4FnLt164ZFixZh1apV6NmzJ5o0aYK+ffvi888/R5MmTfLXCwkJwauvvuq1wRIRkXlWKzB9uvky2gkJItjMns1E5A/Dhw/39xCIqIiS1RGkiIgIl+vUqFFDs9yrVy/NcliY/b/Kb731ltNxGE22bty4sWY5JibG5Vj19GMnIiLn9u7dizvuuMMu2KxWv3593HnnnVi7dm0hjoyIiIgoeHnUpGTw4ME4cuQI7rjjjvzrFixYgJEjR6JixYoICwtD48aNsXTpUtx6663eGisREZmUng5Urw6MGWNu/fHjgawsBpuJiIiIiIioaCtdujTKlSvncr1y5crll9omIiIiooLxKMM5LCwMVatW1VxXsmRJTJs2DdOmTfPKwIiIyDPu9GyWOnZkGW0iIiIiIiIq+m677TZs2LABeXl5CAkxzrXJy8vDhg0b0K5du0IeHREREVFw8ijgTEREgcmdns2A6NuckAC0b+/bcRER6b322msAgJEjR6J8+fL5y2ZYLBa8/PLLvhoaERERERVhEyZMwC233IKnn34ab7/9tl37ghs3buCZZ57ByZMnkZ6e7qdREhEREQUXBpyJiIJIZqb5ns2yHWBaGrObiajwTZgwARaLBYMHD0b58uXzl21OZszI2xlwJiJnjLLZ9MGG6OhozbK+13KFChVcPo6+p/P169ft1ilTpoxmWd87Wj+O8PBwu22whzMRkXu2bduGESNGYObMmUhPT8fAgQORnJwMAMjKysLSpUtx/PhxPPbYY9i+fTu2b9+uuf+wYcP8MWwiIiKiIs1UwPnNN99E06ZNcffdd3v8QCtXrsT27dvx0ksvebwNIiJyzGoFMjLMr5+QIILN7NtMRP7wyiuvwGKxIDY2VrNMRERERFQQDzzwQP5ExePHj+Pdd9/V3C4nOM6aNQuzZs2yuz8DzkRERETuMxVwHj9+PB544IECBZyXLVuG+fPnM+BMROQD6emilLbZ7OapU4FRo5jZTET+M2HCBKfLRERERESeGDZsGCcyEhERERUyltQmIiri0tOB1FRzfZtlz2YGm4mIiIiIiCgYzZ07199DICIiIip2TAecly1bhjVr1nj8QGfOnPH4vkREZMxqFZnNZoPNAHs2ExEREYWFaf8VLlmypGY5Li7O7j6dOnXSLOt7Nqelpdnd58qVK5plfdWwli1bapbLlStntw19/2l9j2pm8REREREREZG/mQ44X7p0CZcuXSrQg/EfYSIi77FagenTzZfRZs9mIiIiIiIiIiIiIiLyNlMB56ysLF+Pg4iI3OBuz+bx44EJE5jZTERERERERMXH7t278eeffyInJwc2B6XBhg0bVsijIiIiIgo+pgLO1apV8/U4iIjIJHd6NksdOzLYTERERERERMXDL7/8gkceeQS///67w3VsNhssFgsDzkREREReYLqkNhER+Z87PZsB0bc5IQFo39634yIiIiIiIiIKBHv27EHnzp1x+fJltG3bFtnZ2cjKysLgwYOxd+9ebNu2DVarFffccw/Kli3r7+ESERERBQUGnImIipDMTPNltC0WcZmWxuxmIiIiKt4s8g+jv4WEhGiWw8PDNcsxMTF222jcuLFmuUyZMprlK1eu2N1n9uzZmuWbN29qlkuXLq1ZbtCggd029GPRj1X/XAD750tEVJxMnjwZly9fxnvvvYfHHnsMI0aMQFZWFhYuXAgA+P333zFs2DDs3bsX69ev9/NoiYiIiIKD/X+mREQUkKxWICPD/PoJCcCyZUC/fr4bExEREREREVEg+eGHH1CzZk089thjhrc3bNgQK1aswP79+/HGG28U8uiIiIiIghMDzkRERUB6OlC9OjBxorn1p04FsrIYbCaiomPWrFmG2YFERERERO44ceIEGjVqlL8c+nfJr+vXr+dfV7lyZXTo0AHp6emFPj4iIiKiYMSAMxFRgEtPB1JTzZXStliAxERg1CiW0SaiouWJJ55AQkICxowZg7179/plDMeOHcP999+PChUqoESJEmjcuDE2bdqUf7vNZsMrr7yCypUro0SJEujUqZPfxkpERERExkqUKIGwMKWLoGyBkJ2drVmvbNmyOHLkSKGOjYiIiChYsYczEVEAs1qB0aMBm831uuzZTERFWbdu3bB69Wq8++67mD59Ojp37oyRI0fi7rvvLpTHP3fuHG699Vbceeed+OabbxAXF4e9e/eiXLly+eu89dZbmDZtGubNm4fk5GS8/PLL6Nq1K/744w9ERUUVyjiJyDv0PY5DdX88GfVF1vdSrlGjhmbZ6Hyl79k8Z84czbI6IAIAgwYNstuGvq+zfhz6bQD2z0ePPZ6JKJhVrVoVhw8fzl+uVasWAGD9+vVITEwEICYSbtmyRfO3HhERERF5jhnOREQBymoFpk83l9kMsGczERVtX3/9Nfbu3YuxY8ciOjoaq1evRu/evVGzZk288847OHfunE8ff/LkyUhMTMTHH3+M1q1bIzk5GV26dEHNmjUBiC8l09LSMH78ePTp0wdNmjTB/Pnzcfz4cXz++ec+HRsRERERmdemTRv88ccfuHr1KgAxsREAxowZg5UrV2LHjh14/PHHsX//frRq1cqfQyUiIiIKGgw4ExEFINmzecwYc+uPH8+ezURU9NWoUQNvv/02jh07hg8//BBNmzZFVlYWnn/+eSQkJODhhx/Gtm3bfPLYX375JVq2bIkBAwagYsWKaN68OT788MP827OysnDy5El06tQp/7ro6Gi0adMG69evN9xmbm4ucnJyND9ERERE5Fs9evTAtWvXsGLFCgBAzZo18cgjj+DEiRPo3bs3mjVrhtmzZyMiIgITJ07082iJiIiIggMDzkREAcadns1Sx44so01EwSMqKgoPPfQQtmzZgp9//hmDBw+G1WrFnDlzkJKSgvbt2+PTTz+F1Wr12mMeOHAA77//PmrXro3Vq1fj8ccfx1NPPYV58+YBAE6ePAkAiI+P19wvPj4+/za9SZMmITo6Ov9HlnAkIiIiIt/p168fbty4gQEDBuRfN3PmTLz99tto3bo1atWqhd69e2Pt2rVo2LChH0dKREREFDw87uF8+PBhTJo0Cd999x2OHTuG3Nxcw/UsFotd3yoiIjLmTs9mQPRtTkgA2rf37biIiPylbdu2qFu3LipXrowpU6YAAH7++WesW7cO1apVw1tvvYXU1NQCP05eXh5atmyJN998EwDQvHlz7Ny5E7NmzcLw4cM92ua4ceMwduzY/OWcnBwGnYkClJmexhEREZrl6OhozXLLli3t7lO6dGnNsr7f8uzZszXLpUqVcrmN8PBwzXKJEiVcjlXfk5o9nImouAkJCcHYsWM1f5sRERERkfd4lOG8e/duNG/eHLNnz8b+/ftx7do12Gw2w5+8vDxvj5mIKGhlZprPbJbfE6alMbuZiILT1q1b8dBDDyExMRFTp05FSEgI+vbti/fffx9t27bFwYMHMWjQIHz00UcFfqzKlSujQYMGmuvq16+Pw4cPAwAqVaoEAMjOztask52dnX+bXmRkJMqWLav5ISIiIiIiIiIiCjYeBZz/7//+D+fOnUOXLl3wyy+/4MKFC8jLy3P4Q0RErlmtQEaG+fUTEoBly9i3mYiCy40bN7Bo0SK0a9cOLVu2xMcff4zIyEiMHTsW+/fvR3p6Oh599FH89NNPWLlyJSIjI/H2228X+HFvvfVW/Pnnn5rr9uzZg2rVqgEAkpOTUalSJWSoTtQ5OTnYsGED2rZtW+DHJyIiIiIiIiIiKqo8Kqm9du1aJCUl4YsvvrAr1UVERO5LTxeltM1mN0+dCowaxcxmIgoex44dw6xZs/Cf//wHp06dgs1mQ/369TFq1CgMGzYMJUuWtLtP9+7d0aNHD3z11VcFfvwxY8agXbt2ePPNNzFw4EBs3LgRs2fPzi93a7FY8PTTT2PixImoXbs2kpOT8fLLL6NKlSro27dvgR+fiIiIiDzz4IMPenxfi8XilWo5RERERMWdRwHnK1eu4K677mKwmYjIC9LTgdRUc32bZc9mBpuJKNgkJyfDarUCEIHk0aNHo3Pnzi7vFxMTgxs3bhT48Vu1aoXly5dj3LhxeO2115CcnIy0tDQMGTIkf53nn38ely9fxiOPPILz58/jtttuw6pVqxAVFVXgxyeiwGKmx7G+l3K5cuXs1tGX6h80aJBmWd+zeerUqS4fp5+uvI2sxKCm7y+t34aevsczEVFRMnfuXI/vy4AzERERkXd4FHCuUaMGLl++7O2xEBEVO1aryGw2G2wG2LOZiIJTVFQURowYgVGjRqFWrVqm7/fWW2/h5Zdf9soYevbsiZ49ezq83WKx4LXXXsNrr73mlccjIiIiooL7+OOP/T0EIiIiomLPo4Dz0KFDMXHiRJw+fRpxcXHeHhMRUbFgtQLTp5svo52QIILN7NlMRMHo+PHjKF26tNv3K1++PMqXL++DERERERFRUTB8+HB/D4GIiIio2POobtYzzzyDtm3bonv37ti5c6e3x0REFPTS04Hq1YExY8ytP348kJXFYDMRBa/o6Gi0aNHC38MgIiIioiJu/vz5WLJkib+HQURERFSseJTh3KVLF9y4cQNbtmxBs2bNkJSUhKSkJMO+TxaLBRkZGQUeKBFRsHCnZ7PUsSPLaBNRcCtZsqRdr1MiIiIiIneNGDECXbp0waBBg/w9FCIiIqJiw6OA85o1a/J/z8vLw8GDB3Hw4EHDdS2y6SgREbnVsxkQfZsTEoD27X07LiIif6tduzZOnTrl72EQETmk/99WvxwREWF3n5iYGM2yfmKNvpVAeHi43TbeeustzbJ+onefPn3s7lO7dm3NcsmSJZ0+jtH/7fxfnoiKqgoVKrDlChEREVEh8yjg/MMPP3h7HAU2c+ZM/Pvf/8bJkyfRtGlTTJ8+Ha1bt3a4/tKlS/Hyyy/j4MGDqF27NiZPnowePXoU4oiJqDjKzDTfs1l+x5eWxuxmIgp+999/P/7v//4P+/fvR82aNf09HCIiIiIqotq0aYPffvvN38MgIiIiKlY8Cjh36NDB2+MokCVLlmDs2LGYNWsW2rRpg7S0NHTt2hV//vknKlasaLf+unXrcO+992LSpEno2bMnFi1ahL59+2LLli1o1KiRH54BERUHVivgToeBhAQRbGbfZiIqDp5++mn8+OOPuOuuuzBp0iT069cPUVFR/h4WERERERUxzz//PO6880588MEHePTRR/09HCIiIqJiwaOAc6CZMmUKHn74YYwYMQIAMGvWLKxcuRJz5szBiy++aLf+u+++i27duuG5554DALz++uv49ttvMWPGDMyaNatQx05ExUN6uiilbTa7eepUYNQoZjYTUfFRq1Yt2Gw2HDlyBEOHDsXQoUNRsWJFlChRwm5di8WC/fv3+2GURERERBTobDYbHnvsMTzxxBP47LPP0L9/f1SvXt3w70oAuP322wt5hERERETBp8gHnK9fv47Nmzdj3Lhx+deFhISgU6dOWL9+veF91q9fj7Fjx2qu69q1Kz7//HOHj5Obm4vc3Nz85ZycnIINnIiKjfR0IDXVXN9m2bOZwWYiKm4OHjyY/7vt7xNmdna24brsK0pEgUjfWxmw75Ws7+msv72fQWkb/Xb/9a9/aZatVqvdfXr16qVZ1vd01o/DaOw81xJRUXXHHXfAYrHAZrPhu+++Q4aTUmMWiwU3b94sxNERERERBacCBZw3bdqEZcuW4c8//0ROTk7+l4NqFovF6R92BXXmzBlYrVbEx8drro+Pj8fu3bsN73Py5EnD9U+ePOnwcSZNmoR//vOfBR8wERUrVqvIbDYbbAbYs5mIiqesrCx/D4GIiIiIgsDtt9/OSTNEREREhczjgPOzzz6LqVOn5geZ5cxBSS4Hyx9448aN02RF5+TkIDEx0Y8jIqKiIDPTfBlt9mwmouKsWrVq/h4CEREREQWBNWvW+HsIRERERMWOfd0sE5YuXYopU6agatWq+OCDD9ClSxcAwOrVqzFjxgy0bdsWNpsNL774Ir7//nuvDlgvNjYWoaGhdiUXs7OzUalSJcP7VKpUya31ASAyMhJly5bV/BARuXLsmLn1xo8HsrIYbCYiIiIiIiIiIiIioqLFowzn2bNnIzQ0FBkZGahduzbWrVsHAOjcuTM6d+6MJ554Ai+//DL+/e9/Y+DAgV4dsF5ERARSUlKQkZGBvn37AgDy8vKQkZGBkSNHGt6nbdu2yMjIwNNPP51/3bfffou2bdv6dKxEVLykpwOq04xTHTuyjDYRkfTLL7/ghx9+wLG/Z+1UrVoVd955J2655RY/j4yIyDGj6l763shhYdp/wUuUKKFZNqr20KdPH82yvmfzv//9b7v7XLp0SbOcmpqqWdb3dI6NjbXbRkREhGZZ/1yCpZoZEQW/69ev46+//kJkZCTKly/v7+EQERERBSWPAs5bt25FmzZt7P5JVfvnP/+JBQsWYOLEiVi2bJnHAzRj7NixGD58OFq2bInWrVsjLS0Nly9fxogRIwAAw4YNQ9WqVTFp0iQAwOjRo9GhQwe88847uPvuu7F48WJs2rQJs2fP9uk4iaj4SE8HUlNd9262WEQp7fbtC2dcRESB7PDhwxgyZEj+ZEZ16xYAuPXWW7FgwQIkJSX5bYxEREREVDQsWLAA06ZNw9atW5GXl4fhw4djzpw5AIDly5dj6dKleOONN5CcnOznkRIREREVfR4FnC9evKj5ok/OfL506RJKly4NQMx+btOmDdauXeuFYTo3aNAgnD59Gq+88gpOnjyJZs2aYdWqVYiPjwcgvrxUz8Zu164dFi1ahPHjx+Oll15C7dq18fnnn6NRo0Y+HysRBT+rFRg92lywGRB9m5ndTETF3fnz53HnnXciKysLUVFR6Nq1K2rWrAkAOHDgAFatWoWffvoJHTt2xKZNmxAdHe3nERMRERFRoPrHP/6Bjz/+GDabDaVLl7ar/FCnTh0sXrwYLVq0wLPPPuunURIREREFD48CznFxcTh//nz+siy/dfDgQU3Q9vLly8jJySnYCE0aOXKkwxLaa9assbtuwIABGDBggI9HRUTFjdUKTJ8OHD3qet3YWGDWLPZtJiICgHfeeQdZWVno0aMHZs+ejSpVqmhuP3nyJB5++GF8/fXXeOedd/Daa6/5aaREREREFMgWLlyIOXPmoHHjxpgzZw5atGiBUN0s74YNGyIhIQHffPMNA85EREREXhDiehV71atXx6FDh/KXmzdvDpvNhkWLFuVfd/LkSaxdu9awBxURUTBKTweqVwfGjDG3/tSpDDYTEUnLly9HXFwcPv30U7tgMwBUqlQJS5YsQWxsLNLT0/0wQiIiIiIqCmbPno3SpUtjxYoVSElJcdhzvnHjxsjKyirk0REREREFJ48ynDt27IiJEyfi4MGDqF69Orp3747y5ctj8uTJ2Lt3L5KSkrBs2TJcvnwZ/fv39/aYiYgCjtmezWpVq/puPERERU1WVhbuvvtulCxZ0uE6JUuWRIcOHbBy5cpCHBkRkef0QQ59hp1sTyUZtQuoXbu2ZrlXr16aZX2ZWAB4//33nT5unz59NMvh4eF224iJiXG6jrptleQoqENEVJi2b9+ONm3aIDEx0el65cuXR3Z2diGNioiIiCi4eRRwHjx4MI4fP44jR46gevXqKFWqFD7++GMMHjwYn332Wf56KSkpGDdunNcGS0QUiMz2bJYsFiAhAWjf3rfjIiIqSkJDQ3Hjxg2X6928edMwyEFEREREBAC5ubmGE3j0Tp8+bTchh4iIiIg841HAuX79+vjwww811/Xq1Qt79+7FV199hbNnz6J+/fro1asX/3AjoqCXmWmuZzMggs0AkJYG8PRIRKSoXbs21qxZg/Pnz9tl1Ulnz57FDz/8gDp16hTu4IiIiIioyKhatSp27drldB2bzYY//vgDycnJhTQqIiIiouDm1fSQKlWq4NFHH8W4cePQt29fBpuJKOhZrUBGhvn1ExKAZcvYu5mISG/AgAG4cOEC7r77bvz+++92t+/YsQM9e/ZETk4OBg0a5IcREhEREVFR0LFjR+zevRtffPGFw3U++eQTHD16FJ07dy7EkREREREFL48ynImISPRtHj3afHbz1KnAqFHMbCYiMjJ69GgsWbIE69evR9OmTdG8efP8jJMDBw5g27ZtyMvLQ7NmzfDUU0/5ebRERN6hbxFg1EtZ39te39M5NTXV7j76yd8zZszQLOfm5mqWo6Ki7LZRs2ZNzXK5cuU0y2Fh9l8n6B+XPZ2JyB+effZZfPLJJ7jvvvvwxhtvYODAgfm3nT17Fp9++imeffZZlCpVin9XEhEREXlJgTKcMzMzMXDgQCQkJCAyMhIPPfRQ/m3ffvstXnrpJZw8ebLAgyQiCjTp6UBqqrlgs8UCJCYy2ExE5EyJEiXw/fff538huHnzZixbtgzLli3Dli1bAACDBg3Cd999ZxgYISIiIiICxMScefPmIS8vD8888wwSExNhsVgwb948xMXF4cknn8TNmzcxd+5cJCUl+Xu4REREREHB4wzniRMn4tVXX4XNZsu/Tv17dHQ0Jk+ejISEBDzxxBMFGyURUQCxWkVms+qU5xB7NhMRmVeuXDksXrwYR44cwY8//ohjx44BEH34br/9diQmJvp5hERERERUFAwYMAD169fHxIkTsWrVKuTk5AAQkxw7d+6MV199Fc2bN/fzKImIiIiCh0cB52+++QavvPIKEhISMGXKFHTo0AHx8fGadVq3bo24uDisWLGCAWciChpWKzB9uvky2gkJItjMns1EROYlJiZiyJAh/h4GERERERVhjRo1wuLFi2Gz2fDXX38hLy8PsbGxdu0MiIiIiKjgPAo4v/vuu4iMjMQ333yDhg0bOlyvadOm2Lt3r8eDIyIKJO72bB4/HpgwgZnNRERm3HXXXejWrRuef/55p+u9/fbb+Prrr/H9998X0siIiLxH39PYTI9jfV/nmJgYzbK+pzMA9OnTR7Os79n84Ycfapb1faIBoFu3bprlRo0aaZbLly9vd5/IyEjNsj6ow57OROQPFosFsbGx/h4GERERUVDzaErfr7/+itatWzsNNgNAXFwcezgTUVBwp2ez1LEjg81ERGatWbMGu3fvdrnen3/+ibVr1xbCiIiIiIioKEpJScF7772Hc+fO+XsoRERERMWGRwHny5cvo1KlSi7Xu3DhAvLy8jx5CCKigOFOz2ZA9G1OTATat/ftuIiIiqMbN26wDCIRERERObR161aMGjUKVapUweDBg/G///0PNrP/0BMRERGRRzz6ti4+Ph779u1zud6ff/6JxMRETx6CiChgZGaaz2yWVQLT0pjdTETkCzt27ECFChX8PQwiIiIiClBffvkl+vbti7y8PHz66afo3r07kpKSMH78eFPfZxIRERGR+zzq4Xzbbbdh8eLF+Pnnn3HrrbcarrNixQrs27cPjz76aIEGSETkT1YrkJFhfv2EBBFs7tfPZ0MiIgoaDz74oGb5p59+srtOunnzJv744w9s27YNvXv3LozhEREVOqMKDvq+x/p1jPqS6vs+R0VFaZb1PZvfffddl49brlw5zbK+XzMAhOpmXIaFab9yYE9nIioMPXv2RM+ePfHXX39hwYIF+Pjjj/Hbb79h0qRJmDRpEm677TaMGDECAwcONOxhT0RERETu8yjg/Mwzz2DJkiXo168fPvjgA/Ts2VNz+6pVq/CPf/wD4eHhGDVqlFcGSkRU2NLTRSlts9nNU6cCo0Yxs5mIyKy5c+fm/26xWLBv3z6XWSdVqlTBG2+84eOREREREVFRV6FCBYwePRqjR4/Gtm3bMGfOHPz3v/9FZmYmfvrpJzz11FMYMGAAPvroI38PlYiIiKjI8yjg3KJFC7zzzjsYO3Ys+vfvjxIlSsBiseCzzz5Deno6Ll68CJvNhmnTpqFBgwbeHjMRkc+lpwOpqeb6NlssIrOZwWYiIvd8/PHHAACbzYYHH3wQt912Gx566CHDdSMiIpCQkIBbbrnFLnOPiIiIiMiZZs2aYdq0aXjnnXfw1VdfYc6cOfj6668xd+5cBpyJiIiIvMCjgDMAjB49GvXq1cOrr76KX3/9FTabDRcvXgQANGnSBBMnTrTLfCYiKgqsVpHZbDbYDLBnMxGRJ4YPH57/+4QJE3DLLbdoriMiIiIi8qZTp07hzz//xN69e/09FCIiIqKg4nHAGQC6du2Krl274q+//kJWVhby8vKQmJiIypUre2t8RESFymoFpk83X0abPZuJiLzj4MGD/h4CEREREQWh3NxcLF++HHPnzkVGRgby8vJgs9lQv359jBgxwt/DIyIiIgoKBQo4SxUqVECFChW8sSkiIr9xt2fz+PHAhAnMbCYi8obc3FxkZ2ejXLlyKFOmjOE6Fy9exLlz51CpUiVEREQU8giJiPzDIkvqOFg2Oh/GxMRolmvWrKlZ7tatm9NtAkBaWppmOS8vT7N8zz332N2nXr16Tsehb4kQyj+kiciHNm7ciI8//hhLlizBhQsXYLPZULZsWQwaNAgPPvgg2rRp4+8hEhEREQWNEH8PgIgoEMiezWaDzQDQsSODzURE3vLuu+8iOTkZmzZtcrjOpk2bkJycjJkzZxbiyIiIiIioKHnrrbfQsGFDtG3bFh988AEuXLiADh06YP78+Thx4gQ++OADBpuJiIiIvKxAGc7r169HRkYGjh8/jmvXrhmuY7FY8NFHHxXkYYiIfMqdns2A6NuckAC0b+/bcRERFSdfffUVqlatijvvvNPhOnfeeSeqVKmCL774AmPGjCnE0RERERFRUfHiiy8CAJKSkjB8+HA88MADSE5O9vOoiIiIiIKbRwHnK1euYODAgfjmm28AADYnURoGnIko0GVmms9sltUG09KY3UxE5E379u1D06ZNXa7XsGFD7NixoxBGRERERERF0eDBgzFixAh06tTJsGUAEREREXmfRwHnl156CV9//TXKlSuH+++/H7Vr13bYa4+IKJBZrUBGhvn1ExJEsLlfP58NiYioWDp79ixiY2NdrhcbG4u//vqrEEZERFQ0hITYd8rS90ouV66cZrlRo0ZObwfsezZPmzZNs2y1Wu3uc++992qW69Spo1nWf29gFAgyej5ERO5YtGgRAODQoUM4ffo0ACAuLg7VqlXz57CIiIiIgppHAeelS5ciJiYGW7Zs4R9rRFRkpaeLUtpms5unTgVGjWJmMxGRL5QvXx5ZWVku18vKykLZsmULYUREREREVNT8+eefeOutt/DVV1/ZTVKsUKECevXqhWeffRb169f30wiJiIiIgpNHU4fPnTuH9u3bM9hMREVWejqQmmou2GyxAImJDDYTEflSSkoKNm7ciJ07dzpc5/fff8eGDRuQkpJSiCMjIiIioqJgxowZaNq0KebOnYszZ87AZrNpfs6cOYO5c+eiWbNmePfdd/09XCIiIqKg4lHAuVq1aixzRURFltUqMpudtJ/Px57NRESF48EHH4TVakXfvn2xbds2u9u3bduGPn36wGaz4YEHHij08RERERFR4HrvvfcwevRoXL9+HU2aNMHbb7+NtWvXYvfu3di1axfWrl2Lf//732jcuDFu3LiBsWPHYsaMGf4eNhEREVHQ8Kik9n333YcpU6bg/PnziImJ8fKQiIh8x2oFpk83X0abPZuJiApHv379cM8992D58uVISUlBSkoK6tWrBwDYvXs3Nm/eDJvNhj59+mDQoEF+Hi0RUeAw0wc5LEz7r3/58uU1y5GRkXbbuOeeezTL+p7NM2fOdDmWvn37apbr1q2rWY6NjbXbRkREhNNtGj1fIirejhw5gmeeeQahoaF499138fjjj9utU7duXbRv3x7PPPMMZs6ciaeffhrPPfccevfujaSkJD+MmoiIiCi4eJSm/MILL6BRo0bo3r07du3a5e0xERH5RHo6UL06MGaMufXHjweyshhsJiIqLEuWLMGYMWMQHh6OTZs2YcGCBViwYAE2bdqE8PBwjB49Gp9++qm/h0lEREREAWTGjBnIzc3F5MmTDYPNek8++SQmT56M3Nxcw8kzREREROQ+jzKcIyIisHr1arRt2xaNGzdGUlISkpKSDMtsWywWZGRkFHigREQFIXs2mymjLXXsyDLaRESFKSwsDO+88w5efPFF/PDDDzh06BAAICkpCXfddRfi4uL8PEIiIiIiCjT/+9//EBcXh9GjR5u+z+jRozF58mSsXr0akydP9uHoiIiIiIoHjwLO586dQ+fOnbFz507YbDYcPHgQBw8eNFyX5a6IyN/c6dkMiL7NCQlA+/a+HRcRERmLi4vDwIED/T0MIiIiIioCDh06hNtvv90wEcaR0NBQtG3bFmvXrvXhyIiIiIiKD48Czi+99BK2bNmC2rVr4/HHH0ft2rVRunRpb4+NiMgrMjPN92yWc2TS0pjdTETkT9evX8dff/2FyMhIu16jRERERETS1atXUbJkSbfvV7JkSVy7ds0HIyIiIiIqfjwKOH/xxReIj4/HL7/8gnLlynl7TEREXmO1Au5U9U9IEMFm9m0mIvKPBQsWYNq0adi6dSvy8vIwfPhwzJkzBwCwfPlyLF26FG+88QaSk5P9PFIiosClrzQWqptJGRkZ6fR2AKhXr55m+d5773X6GIDoo6pmtVo1y/rqFUYBIn2GYliY9msLVlEjIr24uDjs37/f7fvt378fsbGxPhgRERERUfFjvtaMyoULF9CuXTsGm4kooKWnA9WrAxMnmlt/6lQgK4vBZiIif/nHP/6B4cOHY9OmTShRogRsul4IderUweLFi/HZZ5/5aYREREREFGhatmyJzZs3Y/fu3abv88cff2DTpk1o1aqVD0dGREREVHx4FHCuVasWS84QUUBLTwdSU82V0rZYgMREYNQoltEmIvKXhQsXYs6cOWjUqBF+/fVXXLhwwW6dhg0bIiEhAd98840fRkhEREREgWjQoEHIy8vD0KFDkZOT43L9nJwcDB06FAAwePBgXw+PiIiIqFjwKOD80EMPYe3atThqtikqEVEhslqB0aMBXWKcIfZsJiIKDLNnz0bp0qWxYsUKpKSkOCyZ2rhxY2RlZRXy6IiIiIgoUA0aNAitWrXCli1bkJKSgi+++AJ5eXl26+Xl5WH58uVo0aIFtm3bhpYtW9qV+iciIiIiz3jUw3nUqFHYsGED7rrrLkyfPh2dO3e267NEROQPViswfbq5zGaAPZuJiALF9u3b0aZNGyQmJjpdr3z58sjOzi6kURERBQf9JB5XfZIBICYmRrNcp04dzXLfvn3t7qPv2fz+++9rlvWtEoy+R9A/TnR0tGZZ33+a30UQEQB8/vnnuO2227B//37069cPMTExaN68OeLj4wEA2dnZ2LJlCy5cuACbzYbq1avj888/9++giYiIiIKIRwHnmjVrAgAOHjyIHj16ICwsDJUrVzb8R89isWD//v0FGyURkQnp6SKz2Wywefx4YMIEZjYTEQWC3Nxcu6CCkdOnTyOUJ24iIiIiUqlcuTI2b96MJ598EkuWLMG5c+fw/fff50+4kRNeQkJCMGjQIMycORPlypXz55CJiIiIgopHAeeDBw/m/26z2XDjxg0cPnzYcF1H5RCJiLxJ9mw2U0Zb6tiRwWYiokBRtWpV7Nq1y+k6NpsNf/zxB5KTkwtpVERERERUVMTExGDhwoWYOHEivvrqK2zevBmnT58GAMTGxiIlJQW9evVCjRo1/DxSIiIiouDjUcCZffOIKJC407MZEH2bExKA9u19Oy4iIjKvY8eO+M9//oMvvvgCffr0MVznk08+wdGjR9lrj4iIiIgcSk5OxlNPPeXvYRAREQW83FwgIkJ8X05UUB4FnKtVq+btcRAReSwz03wZbfnhmZbG7GYiokDy7LPP4pNPPsF9992HN954QxNUPnv2LD799FM8++yzKFWqFL9AJCIqIFc9nQEgPDxcs1ymTBnNct26de3uo58QpO/ZPGvWLM2yUYuEAQMGOH0cffuFiIgIu23onw8rrxERERERaR05ArRqBSQlAa+/DnTpwsAzFYz9f5VEREWI1QpkZJhfPyEBWLYM6NfPd2MiIiL31a5dG/PmzUNeXh6eeeYZJCYmwmKxYN68eYiLi8OTTz6JmzdvYu7cuUhKSvL3cImIiIiIiIiIiqzTp4HsbGDzZqBbN6BNG2D1avdaVhKpMeBMREVWejpQvTowcaK59adOBbKyGGwmIgpUAwYMwK+//ooBAwagTJkysNlssNlsiIqKQq9evbB+/Xr079/f38MkIiIiIqIgkpvLAAsRFV95eeJyyxYGnqlgPCqpTUTkb+npQGqquQ8+2bN51CiW0SYiCnSNGjXC4sWLYbPZ8NdffyEvLw+xsbGG5V6JiIiIiIgKgiVlKVCwly75m9UqLmXgOSUFmDQJ6NzZv+OiooMBZyIqcqxWYPRo88FmgD2biYiKGovFgtjYWH8Pg4ioWDDqcazvr6xfx+gcXbJkSc2yfrKQfpszZ850+bipqama5Tp16miWY2Ji7LZh1NeZiIjIiCwpe/q0CLC0asXAMxU+TnygQCIDz5s3A717A59/zmOSzGGqCBEVKVYrMH06cPSoufXZs5mIiIiIiIiIiJxhSVnyJ/bSpUCinv+Zm8tjksxjhjMRFRnp6SKz2Wywefx4YMIEZjYTEQWi1157DQAwcuRIlC9fPn/ZDIvFgpIlS6Ju3bro3LkzIiMjfTVMIiIiIiIqRvQlZVu1At58E+jUyb/jouJBP/GBGffkDy1aAMOGifaUMsDsyTHJMvHFDwPORFQkuNOzWerYkcFmIqJANWHCBFgsFgwePBjly5fPX7aZPNHL0q4JCQlYvXo16tWr58vhEhERERFRMSIDz7/+Cjz1FPDHH/4dDxUvnPhAhSkkRJnsUL48sGEDsHWrdh11mW0zx6SZMvEMSAcfUwHnZcuWoW/fvggLY3yaiAqfOz2bAfEhlZAAtG/v23EREZHnXnnlFU2fZrls1pUrV7Bhwwb8+OOPeO655/DVV1/5aqhERERERFTMhIaK76NkUMUdwRRECabnUhRx4gP5UsWKQKVKQGIisG8fcO4ckJPj/Dt4GZh2dUzKMvGnTxtnRrNveXAyFUEeOHAg4uLicP/992PEiBFo1KiRr8dFRJQvM9N8GW35wZSWxuxmIqJANmHCBKfLZjVv3hyZmZkFHxARETkVEhKiWY6IiHC5Tp06dTTLAwYM0CyHGvzBPm3aNM2yvvJF//79NcuNGze224Z+ApP+cYwel4iISK1ZM+CNN9wPggRTECWYnktRVZCJD0SuJCQABw8C4eGA7FR286YIPDtisYiAtNlj0lGZ+NhY5wFpKppCXK8CVKhQAadPn0ZaWhqaNm2KW265BR9++CEuXrzo6/EREeHYMfPrJiQAy5YB/fr5bjxERBQ4GjVqhJycHH8Pg4iIiIiIijDdnCl88w3Qtav7gQ+Z1SfLzrZpA6xe7V6LuEARTM+lqGrSBFi1SpQ4Zjlt8oXISODCBRFolrKzHa9ftqxnx6S+TPywYWJZH5DmeaZoMxVwPnHiBJYtW4Zu3bohJCQEGzduxGOPPYbKlSvjgQcewI8//ujrcRJRMZWeDjz9tLl1p04FsrIYbCYiKk4++eQT5Mn/UIiIiIiIfGzmzJmoXr06oqKi0KZNG2zcuNHU/RYvXgyLxYK+ffv6doDkFllSNiVFBDuk8+cLtt1gCqIE03MJdPqJD2lpnk18IM/l5ha/Y/vMGe2yOuCsPybr1CnYMSkDz/pS3PqAdJs2wHffefYYgai4HFemAs5hYWHo168fVq5ciSNHjuDNN99E7dq1ceXKFcyfPx933nkn6tSpg8mTJ+PEiRO+HrUnu0cAALrLSURBVDMRFRPp6UBqqv2Hnp7FInpNjBrFMtpERMFg9+7d+OKLL/DJJ59g/vz5hj9ERERERIVtyZIlGDt2LF599VVs2bIFTZs2RdeuXXHq1Cmn9zt48CCeffZZtG/fvpBGSmbJkrIbNgBRUcr16oBzQQIFwRRECabnEmjUEx9atFCu37nTf2Mqjo4cAapVK36TKk6f1i6fPKk9JhctUm5z8XHnkgxUN2hgfLu+b3kwKE7HlakezmqVKlXCiy++iBdffBHr1q3DRx99hKVLl2Lfvn146aWX8PLLL6Nbt2546KGH0LNnT/ZGIiKPWK3A6NGuT8Ds2UxEFDx++eUXPPLII/j9998drmOz2WCxWDBM1l8iIiK/0PdJBsRkdbXo6GjNct26dTXLqampdtvQ92yePn26ZtlMP2Z97+iyZcvaraOn7z9t9PyIiKZMmYKHH34YI0aMAADMmjULK1euxJw5c/Diiy8a3sdqtWLIkCH45z//iczMTJwvaOoseZ3sXaoOusiXyVt9jPVBFH12X1ESTM8lUMiJDxERQMuWyvU7dvhtSMWSLCNf3PoK6wPO2dnaY3LrVu1tNpvn+6NyZWDOHNHDWX2sSyEhoqpCMPUtL07HlakMZ0fatWuHjz76CCdPnsRHH32EW2+9FTdv3sSKFSvQr18/VK1aFc8//7y3xkpExYTVCkyfDhw96nrd2Fj2bCYiCgZ79uxB586dsXPnTtxyyy1ITk4GAAwePBgpKSn5AYV77rmHwWYiIiIiKnTXr1/H5s2b0UnVtDIkJASdOnXC+vXrHd7vtddeQ8WKFfHQQw+Zepzc3Fzk5ORofgqDPou3uJT/VDMKOHurj7GcH9WqFTBtmleG6zfB9FwCSWSkCD6pKz0yw9k/ilsZeUclteUxqS5qfO0acPGi+W3rS3L36OG8JHeVKsHbt7w4HFcFCjhLJUuWxIgRI/Djjz9i7969GDduHMqXL49Tp07hnXfe8cZDEFExkZ4OVK8OjBljbv2pUxlsJiIKBpMnT8bly5fx3nvv4eeff84vN7hw4UJs3LgRW7duRbNmzbB3717MmDHDz6MlIiIiouLmzJkzsFqtiI+P11wfHx+PkydPGt7np59+wkcffYQPP/zQ9ONMmjQJ0dHR+T+JiYkFGrcZ+nKfhw8Xn/Kfauqgy7lz2tsKGiho0SJ4gii1agXPcwlE6uNwx47AeP8VxwkogJLNr55wEoxl5I0ynNWOH9cuy488Z8eFuiS3OkR47Jh2PX1AumfP4O9bHszHlVcCzlJubi42btyIjRs34pz+U5mIyAXZs9lMZrNUtarvxkNERIXnhx9+QM2aNfHYY48Z3t6wYUOsWLEC+/fvxxtvvFHIoyMiIiIics/FixcxdOhQfPjhh4iNjTV9v3HjxuHChQv5P0eOHPHhKAV9Fm/37t7J6i1Kbt4Ezp5Vlh1VPjfbx1gdRKlSRQRni2oQRR8QevzxovtcAt3Vq8CVK+J3iwW4cMG970l9oTj1n3VETjgJpr7CajLgXK6cuNQHnNUZzvJ2V8eFLMm9YYNILpNkwFkdkH7kEeX2gwcL+GSKkGA8rtzu4Wxk06ZNmDNnDhYvXowLFy7AZrMhNDQUPXr0MF0uhoiKN7M9myWLRXxw/Z0AR0RERdyJEyfQrVu3/GVZQvv69euIiIgAAFSuXBkdOnRAeno63gyWZj5EREWUUY9j/XWRsinm3/Q9nfW9lgGgf//+mmV9j+a0tDTN8s2bN+22MXDgQM1yvXr1NMulS5e2u094eLjTx2VPZyKKjY1FaGgosnXfxGdnZ6NSpUp26+/fvx8HDx5Er1698q/L+/vb5bCwMPz555+oWbOm3f0iIyPtzp+FRX75vXu3dlkGV4O576Q62Aw4DjhLjvoYyyBKQgLw22/A9evA5ctFc3/J5xIXp+0l/Pvv/huTO3JzRf/ZorTv//pLXIaFAXXqiONq506gEAodOFSc+s+6Ekx9hdVkwLlRIyAzU8lglvQZztnZQKlSro8L+VGm/tiUEyjUPaKffVa5PSvLa0+ryJwDgum48jjD+cyZM0hLS0PTpk3Rpk0bfPDBBzh//jySk5MxceJEHDp0CCtWrMA999zjzfESUZDKzDQ/Y09+SKSlKX1jiIioaCtRogTCwpS5kGXKlAEAuy/0ypYtWyhZHkREREREahEREUhJSUFGRkb+dXl5ecjIyEDbtm3t1q9Xrx527NiBbdu25f/07t0bd955J7Zt21YopbI9JQPNktmsXl8pjHK++pKyrop3OupjLIMoX38tgs2AyFK9ds1rQy008rnIYJD8Pk4dfA5URTUrV5bTjo0FGjcWvwfK/i4O/Wed6dgxeMvIy+OuUSNx6aqktvp2/XHRurX9caFe/+xZkckPKD2i1V/xHDxo/xnkiaJyDvjkk+A6rtwKOOfl5WHlypXo378/EhIS8Mwzz2DHjh2IjIzEvffei4yMDOzbtw8vvfQSqlSp4qsxE1GQsVoB1f9rLiUkAMuWsXczEVEwqVq1Kg4fPpy/XKtWLQDA+vXr86+z2WzYsmULysk6T0REREREhWjs2LH48MMPMW/ePOzatQuPP/44Ll++jBEjRgAAhg0bhnHjxgEAoqKi0KhRI81PTEwMypQpg0aNGuVX8SlK9Fm9ZhUkYFxYQQN131zAdYZz3bqO+xhHRtonVegD2kVFZCSwbp34vWtXcblzZ+AGbyR9mfhACDqZeR8EcsBZ8vcElMKgLiNfooS4/OEHYP9+/4zH19QZzgBw6pT2WJUltRMSxKU+IA04Py706+v7OKvPl7m59hnWngjEc4C+PQEgxmOxBE+fdFMB5z179uDFF19EYmIievfujeXLl+P69eto2rQppk+fjhMnTmDBggW48847fT1eIgoy6emij8PEiebWnzpVlNZgsJmIKLi0adMGf/zxB67+PdVVltceM2YMVq5ciR07duDxxx/H/v370apVK68/vtVqxcsvv4zk5GSUKFECNWvWxOuvvw6b6i9+m82GV155BZUrV0aJEiXQqVMn7N271+tjISIiIqLANGjQILz99tt45ZVX0KxZM2zbtg2rVq1CfHw8AODw4cM4oW92GURkhqs+q9fZF+UFDRibCRq4+qLezBf5+oCwPuCsDxQ8+6zzPsb6okxGAZqi4uefxeWIEUB4OHDpEqCaK6zhy6CJJ9uWmZLy+DHKvvTl40tm3weypHZsrBL827nTs8f0NU8noAQydV/hRx8V1+XlAdHR4tLs99dFjTz/NWwoLm/c0FZ5kBnOLVqIS2cBYaO+xO4EnAHv9nEOhMx89XE1fbr2tu+/LzrZ2GaY6uFcv359AOJLtpiYGNx333146KGH0Lx5c58OjoiCW3o6kJpq7iQqezaPGsUy2kREwahHjx6YN28eVqxYgQEDBqBmzZp45JFH8MEHH6B3794AxN+ikZGRmOiD//ImT56M999/H/PmzUPDhg2xadMmjBgxAtHR0Xjq7/+S3nrrLUybNg3z5s1DcnIyXn75ZXTt2hV//PEHoqKivD4mIqKiLkT37bw+my8mJsbuPo1lOs/f9L2U9T2bZ8yYYbcNfT9mfV/oGjVq2N1HXz1DP3Y99nQmKr5GjhyJkSNHGt62Zs0ap/edO3eu9wdUCCwW8d1NaKioONe7txJoPXJEBKCTkoz7unqr/6ujftL164sgoqPHdzU+9TgBEVC9cUMJOMtAQWKi6AUqg6+//eZ8vPqA7KlT5p9rIDl/XunZ3KEDUK+eyLjduVMESNTM7mtPFHTbRsfPm2+aL2Nb0Mc3+z6QGc4VKigZzrt2ATdvir7OgSQkROzXYOo/q+4r/Pjj4rrcXKU8/rx5wB13AMOHB35fYHfI465qVSAmRrzvs7OB8uXFxAIZMG7eHPjyS+cTaOTnhfq40K+vDjBbrUpAu3ZtYO9ekWzWrp03npn2cQDPzwEFoT6uVq0S18n3z/ffAyNHBk+fdFMZzjabDR06dMAnn3yC48ePY8aMGQw2E1GBWK3A6NHmg80AezYTEQWzfv364caNGxgwYED+dTNnzsTbb7+N1q1bo1atWujduzfWrl2LhnLarRetW7cOffr0wd13343q1asjNTUVXbp0wcaNGwGIv4fT0tIwfvx49OnTB02aNMH8+fNx/PhxfP75514fDxERERGRv8hAopx706KFCLzevCkCAUYBZVdlS72VZaYPGnTv7vzxzY5PBlySk8WlzO6TgYING7TfSW3f7nyc+gxnGXAuamVTf/lFjLdWLSA+3nnWrTey0R3xVnlco+xLfzy+o/eBuqR29epAqVJin/m6sJYnr0tSkuOy8kWZ7Cu8e7dynXrfjBgRHJmo0tWrwOXL4ve4OPE+B5Qs5tOnxXk3JESZBOEs4BwdbX9cyPWrVxeX6gzn7Gyx/dBQoG1bcV1WVoGflkP+ysyXx5Xcr7fdJiY4HT6sBOADIRu7oEwFnPft24fvv/8eQ4YMYfYGERWY1SrKR+jLZTjCns1ERMVTSEgIxo4di/Xr1+PPP//E559/jtatW/vksdq1a4eMjAzs2bMHALB9+3b89NNP6N69OwAgKysLJ0+eRCfVf9LR0dFo06aNps+0Wm5uLnJycjQ/RERERESBQB1gqlgRKF1a/F6rFvDjj0r5z1WrRIW6a9fE7a+9JoKxrgLKjkoXe6v/q9zOH38YP77+i3pXt8sM59q1xaW6pLYMFMhyx4DIcHYWBDAqqV0Uy6bKjG6ZbagPOBsFKvVlrOXzPXy44M/fWwEZfVn4wn58R+8DdcA5JEQpcezLPs5mj0t98ZcHH3ReVr6o27XL8W3B1L9aXd2hbFkl4CyDxDL7uGJFoEoV7W2A/XFRu7b9cSHXlyW51TEBea6sUkV8/gC+DTjLiUNG54DCmBAkA841agC33CJ+//VX7TpFuU+6qYBzjRo18Ouvv+LLL7801aduz549+PLLL7Fp06YCD5CIgovs2TxmjLn1x49nz2YiouLgwQcfxPPPP++3x3/xxRcxePBg1KtXD+Hh4WjevDmefvppDBkyBABw8u//CmR/Pik+Pj7/Nr1JkyYhOjo6/ycxMdG3T4KIiIiIyAR9gKlCBUDmGL32mshclFm9XbuKIJicO3nunAiG1asngtGOAsoy2DhsmPEYCpplJoMZDRq49/iuAn1GAWdJrgOI4LMMxBiRQRSZLX7qlPeyZAuTDDjfequ4lAHnHTtcByr1wVlX2ejuBHsKEpD54ouCZ+V6e+KEfB+oezgDSkapL/s4uzou1f1nU1OV+znr41vUnT3rvAx+MPWvlgHnuDhxXq1USSzLIPGJE+KyShXtbXFxynHxwgvK9vT9ma9cEX3fAbGufh0ZfE5IUCpM+DLgXKuWkoHdvr1ynBfWhCC5XytVAu66S/yuDzhLRfE4MxVwPnPmDDp27IjHH3/csMeSXrly5fDEE0+gS5cuOG/06UxExZLs2Ww2sxkAOnZkGW0iouJgwYIFyPLlfxUufPrpp1i4cCEWLVqELVu2YN68eXj77bcxb948j7c5btw4XLhwIf/niD7NgYiIiIjID/QBpvr1RTA1MVEJKMmsXiN5ecCePSKA6ChBQH5ZLzOQHfE00zQuTgQN5s93PEZnj6//Il+f4ZybK0rNSjabEgyMjhaXzvo4yx7OMsCizggMpLKpzoK8N26IoAygBJzVfYVPnNAeR64mF+iz0dUBzgULPAv2uArIqLMv5e/R0d7Lyi1oQEifbanu4Qwo+9uXGc6So8z0qlWVCShyHcC9gHNRKyUvy2nr5pvb8fT8VZhc7Xt1Vj3gOMO5cmXltqtXxftIHhdlyyrbO3FCnDskGbiPjBSfNYA2NqAOOMuS2978akifgT1ypJhIdfSo9pxz6lThTAiS7xt1wNlV3m5ROM4kU63mFyxYgEuXLmHKlCmIi4tzuX5cXBxee+01/OMf/8CCBQswcuTIAg+UiIo2d3o2A+IPv4QEMdOIiIiCX6VKlWDxYy2u5557Lj/LGQAaN26MQ4cOYdKkSRg+fDgq/T2VNzs7G5UrV86/X3Z2Npo1a2a4zcjISERGRvp87ERERUWI7hufiIgIu3X0nwV16tTRLA8cOFCzHB4ebreNqVOnapZtun9C+vbta3efevXqaZajZTTBweOEclYsEQUBGTw6dEi57vvvgS5dzAfkZGDVkQYNHAd9mzQRPYL1AQEjFov2O6XGjUXQYMsWzx4/NFR8V9WqFfDmm8Bzz4nrk5PFePLyRJZziRLi+pwc0cMaAO64Q2TJbt8ugu56VquSwdeypUjAMMqW1Gdjy7EUVj/cI0fEYyYlAa+/Ll7369eBiAixv7dvF9mJMTFKoKhaNdFX+PJlJYtbHkfqnrdqcl/rXwt14H3oUPH7qVPKvpBjMnMsyn0nyazccuVEcDwmRuzXZcuAzEygQweze8k5eazoH9+sJk2ASZOU5ymLfsXGikChr0pq5+Yqr7OePvCsPi7371fWk5mvrhgdZ4FehluW005Oti8fnZcnjukvvxTv/0B+Lmb2vTrDGbAPOKsznEuWFO0XLl0St8sJOgcPKtuz2cR9kpK024mPF9/1A64znI8cEefbMFPRS2PyHFC1qjjHyM+P339Xnnd2trjs1k2plqGfEOTuucgVGXCuUEG0noiKEhn1jtSvD6xfX3QS8kxlOH/99dcoVaoUhg8fbnrDQ4cORenSpbFixQqPB0dEwSMz03xmszx5p6UVnZMpEREVTOfOnfHzzz/jhnoqbCG6cuWKXSAkNDQUeX//t5GcnIxKlSohIyMj//acnBxs2LABbdu2LdSxEhERERH5wvHj3u0XWacOIAsGqb+oL11aLP/2G/DNN863IYMGsneoDIo4668qhYQAL79sfJu6rGqnTkrQpWJFJYNZXbhTZjeXKKH03dy+3XjbJ0+KAGtYGNC0qbjOWXleGeAo7LKp+kz3Zs3Evpb9t2U57bZtlUkB6r7C6uAjoM1+VatRw3k2ugy8A0pQyGz2d0gIsGKFfYnshAQRBJPz1Dp3FhMFAPEdpRlmsnJr1tQeR67oJ1fMnavtdyuzTa1WEdyXEyH27xdBKW9kW5otHaw/Lm024MAB5XazAeeiWEpeTp6QGbfydWvRQgRdrVZxrgjkYDNgbt+7CjirM5yNbge0AWdAGwMwCjifOKFM4FEHnCtXFpnQVqsyocVT8hzwn/9on6++PL08zvWfKb7qoyz3x1NPAbffrkzmUYuPVyox7Nrl+NwZiEwFnHfu3Ik2bdoYzhx2JDw8HK1bt8aOwqj3QEQBzWoFVN/Pu5SQIGYcsm8zEVHxMWHCBOTm5uLhhx/GxYsXC/3xe/XqhTfeeAMrV67EwYMHsXz5ckyZMgX33HMPAJFx9/TTT2PixIn48ssvsWPHDgwbNgxVqlQxzJQjIiIiIipqvNUvsmpVkT25Z4/IZKtUSQlStGkjsuNkACA1Ffj6a8fBJxk0KF9eLMteocePAxcuKOsZZUnn5QEPPKC9rnRpZTsy0GezKYG+uDiRFQtoA87qsrNNmojfHZXUloGSKlWUII06OOOIv8qmyoDLzp3iOW/aJAIs//ynuL5dO+36so+zPuDsyNCh2qCqGfpgjyzXrX+d8/KU3rN6kZHAt9+K37t0UaoorlunBLsccRWUlWGSp58299zUfZB79VKu1yfnyOPMZhPHjPoYq15dmQxQkGCtPgjpqBS6fE7qct/qf9VPnHBvHIFUSt4VGXxs0kR53VatAjZuFJMXAPe+6/Y3Z/tefe4DlHO1zMRVZzirb1ef02SVDPm+MAo4V6wofkJDxXjk9eqAc0iI0vfeG2W1IyOVqgryvP7778bHnKPj0Nt9lOV+PXdOvAe3btXeHh8PfPaZ9vPtkUfEdYH4XtEzFXA+e/ZsfhlBd8THx+MvOf2LiIql9HTxB9HEiebWnzpVfKAw2ExEVLx8/PHH6NatG+bPn48aNWrg3nvvxbhx4/Daa6/Z/bz++utef/zp06cjNTUVTzzxBOrXr49nn30Wjz76qOaxnn/+eYwaNQqPPPIIWrVqhUuXLmHVqlWIiory+niIiIiIiAqbvp+sJ1q2BGbPBu67Tyz/978iW/D6dbGs64yAa9eAu+92HnzKyhIlhcPCgBEjlCDu7t3aQJ6q802+3Fzl97FjgUGDxO/qjLxLl5T1YmNF+WVABAQk+RV3hQpK1vKff4rx68ky44mJYnyACPI5ygAGgA8+MJ8l6yv68cnnv2CB9rWRfYX37nW+PZnNuG2b68eWx4ueuv9zaKh4ne+9V7vO2rXG9z1/XulB3bmzCJTHxIjX29WY9EHZhx5SgmkpKcBjj4nfXZWUl+TEiQ0blAx6QBuYu3JF6Rsu11G/JhcvKpMBvBF4dlQKXQaaS5bUZm/LCQay129urnZShlm+yhz1JrlP2rZVXjc5sUD23f3+e3FZlPpTG+17+V6Qr6sMAzrKcNbfnpenBJxlz3p1drI6wzk0VAlcy2NfrpuYKC5lWW1v9XGWAedevcTjnztnPjsf8M7nonTtmvY9Y/SZ8PDDosw2oBxXN2+KyVmBPElDMlUFPTIyEpcvX3Z741euXGHfOqJiLD1dnAzNnARlz+ZRo1hGm4ioOLjrrrvQrVs3PP93k6oJEybk9+3866+/sGTJErv7WCwW2Gw2WCwWvOyoNp6HypQpg7S0NKSlpTlcx2Kx5Ae9iYjIffr+zEb0vZHLli2rWdb3Wu7fv7/dNvQ9m/XndqP2Dfre0Mny266/VahQQbNsNNlI//zMPF8iokAge+y2aOG8V6XsX2p035YtRbJB/foiGCaDF0uXilLNZ8+KgMJttxmPQd0vc8IEbW9U+a9Bly4i07lBAxEw+OMP8QX8wYPAjRuA7iNDw2IBpkwR2deANuAsS8qWLCl+ZMDZqKR2bKwImJQvL57TH3+I/aYmAyhJSUrWoNWqZKwZ7cebNwO3PO++fdpevq4ynOWxEBoqAr364K7MKo+IEOtcvSr64TqjPi569BDX1a4tgt4//qiUnlb74Qex3+vUUbImb70VWLlSlNVu2dL1c5ev044dyu+PPCKC1oB9KWFnZJhEnbmoDszJYyw8XPTJdkYGnr3RX1Z/LEZGisCYxaLdriyn3aCByLw+f15ka8rMUXfpM0cd9XovbNeuKcHO+vWV102SAefMTPHeuO029/pTO+ufXVjU+15WfdBnOJ86Jd6nMuCsz3CWmbrZ2eI5hYSIAP0vvzguqQ2Ic/CRI6L6RV6e0s9ZTlDxdsBZ9mxu0UJkqO/eLa7T/WnvUIMGwL//7Z0ezrK1QliY4yoLEyeKmIoRo77qgcZUwLlSpUr4zVGNECd+++03jzKjiajos1qB0aPNB5sB9mwmIipO1qxZg+qyIRKAV155hV/MExEREREVIhn4dBVollnEiYmi/O6oUY7vu2WLCDDIIG5eHjBunPj90UfFF+1G1AGQ3r2V7XbuDCxeLG6T2cn164tytrLsbWSkCIDZbCL4pc5MluT3UzK4oQ5mqMtlA8YBZ7lOhQrieTZtKgKa27c7DjgnJorAkhyTxaLsxxEjgCeeUO7zww/a5UCifm1GjhRjBex7rFarJjK15bEgA6gHDoggqzyOQkJEEOvOO0W2HqAEcI0sWgQMHqwEqjdvFtc//TTw5JMi8Ge1igCOOpCnLqct3X67EnB+4gnzgT8ZlLVYxHFcs6ZYdifgLKmPK3VgTn0cmv3XWD1Rw1sBKJm1f+mSyOCWwXo5waBmTfH+Pn9eTPww6kHrDjn2QLFnj3i9y5VTKhSoNWworj91ClizRjnfmZkAcOSIWMedALUvyIlCrVqJzPrff1cCzvI5X78uJtXIgLGjktryPVC1qhIsdhZwloHlo0fFPrx5U5wTZBjRVxnODRuKn927RfuADh2c369kSbFvXnlFZLd7gwzSx8Yqvzsbs56+r3qgTNJQMxVwbteuHebPn49169ahnb5pgwM///wzsrKyMHz48AINkIiKHqsVmD7dvg+JIwkJItjMMtpERMXXhAkT/D0EIiIiIqJiQR1ANhP0kOWAIyJEwPaNN1zf16hUaI0arhMTGjQQX6LLTC4ZIAgPB/r0UdYBtF+279ghLmvVEl/G68kAS/36IlCtDmbI4LgMuMiMTaOS2jIo3aSJEnDWU5fUBkSg5dw5EVSR+1Fm9EZFiQDfmjVi3wTiHFy575o0EQGz3r2BMmVEiWc5/ooVRYlxdTZohQpiHxw5IvbT7beL55+aKgLODRsqAWe95GSxLw4cEJdyvxw9Kl6vsDAx+eHFF0Uw+3//E0F8dSDvf/8T91EHnGUf5zVrRCDV3cCfPH5l8FWWEgbMZ66qA87qoL16UoNZ3swSlpNIWrUS+/jgQfG+Mgo4Hzok3kfulCY2kpQE/PST2G+BQpbTrlfP+LWUZbUXL1bONfJ8p85ANTquZKl2swFqX1Fn7coJA/LcFhUlSrpfuCBef6tVjE0GovUBZ/keqF5dCSY7KqkNKFUmjh1TYgeVKikl670ZcL52TWShA+I5N2okeiGrA85yIktkpAgy16wpsoyXLgU++kj0WE5NLfhYACXIXKGCccBZnmvl56AjgTZJQ81UD+chQ4bAZrPhkUcewQV1zQcHzp8/j0ceeQQWiwX36psqEFFQkz2bx4wxt/748ezZTERERERERERUWNT9ZGVfUlciI5V2aO7eFxDr3XefCBKqqSvdvfEGMH+++F0GcOSX7qVKiVKtNpsSIJEZzoAIIAAi4Gy0/RYtRD9a2Xf12DGlb7O7Gc6A0sfZqCioviepDNRkZyv7UWYFdukClCghti9LvxY2+RrKgI+k33dz5ojA+ZYtItgMKNmwb7xhX3oYAJo3F5eyrHZEhBKkk6W5jcaTlQXIDp9r1ii3bdokLhs2FKWAZYn2jAxtz+WmTUWANDQUuOMOsU5urnguJUqI56Fe32xvVLlP5PM6eVLsgyNHRGDWzHbU4RV1so5+UoNaiIMojjf7y6akKD2b27YV18n3FaCU1K5RQ8lGlQFnM32MjZ7D4cMiwBhIfWnlecVZ5rYsq71xo/Z6feDZUX9quZ66l3Jh7AP5Grz2mnL+1k+4AZTg8NatyrKsTuEow1kdcDab4SzXk9cBzgPO7vbLltnqMTGiB3XDhuL6339XJl7J8/OwYeJ43rhR7BvZj1ruA1fMjE0GmcuX116vP9fKz0FJ/d5ZulTpqx6ITGU4d+rUCR07dkRGRgZSUlIwZcoU9OrVy67soc1mw5dffolnnnkGWVlZuOOOO9BFPYWIiIKaOz2bpY4dWUabiIiIiIgEfQ9nvdKy0dzfatSoYbdO3759Ncv6ns0zZ860u0+eLhWvZ8+emuXGjRtrlisa1FgM09WJDdF9s8rWEUQUSIyCg768r/yuSAaQ1SW5K1cWGb/r14vgi9H9cnKUjEDZrzcrS/T/LVFCyXCWpY4dlfy22ZRSqYcPiz7A+oCLqx7Oubki2xcQmbv6zGR1D2dACWjI/p2AEqSpU0eM5bvvRMa0oyCsL8iAy5UrYv+OGAHMnu28XDpgn70eESG2Y5Sh3ayZeG1lwPnoURGACg0Vz92IfM1loEqW8AaUctqy/3KHDsA339iPTQZKS5QA1q1TeosnJYnXXE4U0Af+ZP9po6AvoC31Hh2tlJ2+dMl85qq+pLbcb/qJD4DyWtSrZ5zx6KocvjPqXuKjRwNTpyrbaNwY+O9/lfcVoM1wrlxZ/H7ypOsy0fI4S0gQr4ucpCAdP1642b6uMtHVGc6O7i8Dzur9o2a29LHMUHdWGt3dns/q9StWVKoRVKsmJmgsXCgCrn37inLWZ8+K+6kDzpUqiWCtfN/K11veBtgHnKtVUybZnDghth0W5jjgrM5wlvcDlIDzyZPK+R3wrBy5nMTToIFYV55ff/9dZFofPCiqHmRniwoM6s822SpBnlucMTs2uS/ke9zVuVbenpIiPj8OHRKlzgP5XwpTGc4AsHjxYtSpUwcHDhzAPffcg9jYWHTu3BlDhgzBkCFD0LlzZ8TGxqJfv344cOAAatasiSVLlvhy7EQUQNzp2QyIE2NiolLKhoiIiIiIiIiIgpOcT9S0qShZrc6m/Pe/xW0rVzpuz6YO4Lz6qsgQs9lEGWdACTC2bi0CIurtqzOxLRaRiQcoGXT6QJ9RSW25DiACK48+KoIBZ8+KgJmUm6sEFdQltQHlekCbFXjnneL3NWvcz+AriIQE4OefRbAZEBl+zvadIzduAL16GWdzNmsmLmWWoMwIbdxYCSTpqbOILRYR+JL7WGY4y+zD228Xl/qgkNyHly+LQF737kpGs1FWugz8bdok1h86VHt7rVrafRISohxH6j7OrjJX8/KU7HA5PhmAVh+HMkgrXwuZ8aieyxYZKbL+3ak0ACjbbtpU2d7TT2u3IQNz8n119aryGtSooQQgT5xQykQ7yhaXVREWLhTBZkfls9X77Ouvnb8PPH2fmMlEd5bhLO8/eLDYj/K40ZP70mzmub40ujvjNRqfXL9KFeW1ev55ZaKMfF3lRBqLRZt1q89wlv2b1bedPCnGoz6XVawogsx5eeL23Fzl+NaX1D56VJmco85wLl9eBMkBbcl6V8eZEXX/ZkC8jyMilIkiN24o5w59jKJxY/H+yM52XTre7NhkhnNSkvNzrf79v2GDqBACKO0YApXpgHOFChWwceNG3H///QgJCcG5c+eQkZGBxYsXY/HixcjIyMC5c+dgsVgwZMgQbNy4EbGOpgIRUdDJzDTfs1mePNPSmN1MRFSczZs3D6GhoW7/6DPIiIiIiIgoMOlLhW7dKr68V3/BXq2ayOyy2US5UGfbkQEc2cd51y4RqJNf5N9xh+uS3/qSre5kOMsAxNatSnBxzhwlsCC/G4uKUspvG2U4q/ueyoBzRoZ7wSVP6AN1n30mLm+7Dbj1Vs/Kpcvt6YNlgFJ6+vffRWaeDDi3bm2/Hf2xsnmzkmUoe1zLDGcZcG7ZUmSsO+oCqs+sN+otbkRdrr1JEzGxQb9PZG9jdcBZ0meuymB8To4yJlm0RR4z6rLt+tL18fFKAEoGnHJzlexUd8htT5gg9ketWkrwXJKFXXbtEkE5+V4pW1aMTx1wlozKScvjODJS6XeuL3svqYOuvXs7fh+4G4RVMwoMfvWVMnarVZnEYhRwlvffskX7ftaLjVUChe6UPtYHqN0NsurXb9BATNgoVQq4/35lIoHMzJbHXLlySslsQAkOy/eNOsNZ3nb1qgjcqs9lISFKQPnIEWUfhYUpE3nUGc5GAWeLxXlZbWfHmZ46wxkQbQPq1hW/79wpJmxYrSIALN/PUsmSyjFgJstZPTZHE07k51Tt2s7PtUatK3r3Frd98404lwYq0wFnAChbtizmz5+PPXv24N1338XQoUPRtWtXdO3aFUOHDkVaWhr27NmDTz75BDHyk5mIgp7VKv4oNishAVi2jH2biYiKO5vN5vEPEREREREFLpk5KYOH6i/OZR9jQAkeycDC559rtyPXU2+nUydtH2eZrZecLDLj1Ns34ijgbKaHs7xNHbh85RUlsHD4sLguMVEZg6sM5/9n787jm6jzP46/05sSWmg5SinQiiggiEAFQVC0KIfKIofioqKysquCCq4r+gOP9WC9kUMRVwVXEQWL6+KKB5esIiCIF4KoXB4FEShnW0jn98c4SSZJ2yT0SNvX8/HgUWYyM/nmO0ko85nP55OdbQaE8vPD6yscLN9AXXGxNGeO+ZjVW7usuQuktD7CLVuac3bsmHmurP7NZ57p2aa094rVf3nZMnNu9+wxg1enn24GXGNipB49yh6bFXAKx5//HHhOrCCtdxamL9/MVes9lZDgKf9uBd18ezh7nwvvANQll3jKGpf23KWJj/dcyw0UEG3RwgyIHzsmbdliL6ftcPj3cPYWKOj2wQee8sxWwK8k7dqZ81bS5yCcTNeSxrhunRnIq1fP7EO+bZuZhR0f7x+ED7S/Lyto2blz6JnnpfXmDSXI6r39t9+aPxMTzZYFVsB582YzaBmof7Pk+c6y3r/eGc5165p/JDOA6v1dJtl7NFsB58aNPZ9z61gFBZ5qA94BZ8nzHf3tt2W/Rt/3mTffDGfJnr2/cqX595IqsFo3zAQbcLZY8+bby9v6NyAtrezvWt/Hu3Y15/HAAenDD0MbT2UKKz0kKytLY8eOLe+xAKiGcnPNUtrBZjc/+aQ0diyZzQAAqV+/frrjjjuqehgAAAAAyolVCrR58+D6bFrBIyvwceiQ/fEzzpAmT/Y/jhVw3rjRk0EcbP/jkkpql5ThbBieYGBJOVZW0MMKlHj3JPXNcM7P95TrTkszg6Y9e5oBJMk/kFJevW2959rKfty40SwxO2xY6MeLjjYDK6X1EXY4zHO4fLkZfLFKYnftapbOLeu9ct550uOPm/v372+ua9/efA1Wz9SSeu1KnrE1bOjp+xwKh0O66SZp9mz/3rqlZThbrDmyevNamdjJyebr/vxz/wznkorGeveXbdnSE+yzsr1D9f775s9AAc6oKHOeP/nEzIa1MjNPOsn86d3DuSS+wXbrs+EbcPbuJf3Pf5rvl+zskj8H1vyUx+fEOsaRI9LEieb+kpmBGs61a+scBcrM9Wb1k5fM751ffzXfG2WNO9Br9n1ferOe47ffPD3KrR72335bdsDZ4p3hLJmf2++/N98bBQWe1pmS5+ePP3oC097Hi4/3vGYrIGwFnK3+09Z39F13maXYvc+7L9/3mXXMwkLpu+/Mv3vfcOLdx9m62aOkgHPnztLLL3tKi4faT9u3l7eVmWzdsBGKqCjp4ovNihr/+U9omfOViXqEAMKWmysNHRrcHWQOh/mPB8FmAIAlLS1N5557blUPAwAQwaKi7IXZYmNjbcsNrPp8Xtr4XHm+7LLLbMvFAdJSnnnmmVLH4fu88d5XfX/ntGpjlrCN72uRJMeJRA4AIAJZmZihXJSXAmcMjhhh9q4N8PVpK6ltla62ygCXxQp8WYFC3wxn3x7Ohw+bgQbJDBQGYgU9rEBTixaex3wDzlZWaoMGZuZdixaBg+W+WXJlBZeCZc21VTa6bl0zszLYQJ0VICwt0OzNCji/9prZvzgx0Tx/MTFlv1d69jSf77vvPNnv2dn24LmVNe3t9NOlRx7xjK2sDMWEBDNw5su3XLgVzJKCy3Du2NE8Z9Y4Vqww19evb88ElcoOOHtr2dI8Z+FmOP/0k3n+HQ7p/PMDb9OhgyfgbPX5trKyrQDk/v2B503yBFWt962VRW8FnK33UZcu5rZr1pjPZWWVWnzLk/tmq/s+fiKfE+tz/tNP5g0god7kYWUUb9tmjsv3Grh1Q47Tab6nTzlFuvZa6c47pXnzpFGjgnse7yDrmDGec1kS6zP/6aee3ulffum5qcb3PecbEPXOcJbMAPL335vvQetxqze39/vaukHH+g60NGtmfnatz1fz5mbw17qJxCqlf+SIvTx4aazzbvn2W3OekpPt47eyndev92TuB5Ph7D2+UG9ssMY2aJC57BvQD0ZhoVnd4IUXzLL6U6ac2A1IFSWkktoAYHG5zMzmYIPNEj2bAQAAAAAAarpwyjIH8sor0lln+ZdJlTwZzt9+68k+CzbD2bekdmkZzt7ZzfHxnmCNL+v1WsfwznD2LaltBbrT0jylgV98seTx+mbJlRfrml5+fsklab1ZwbIuXfxLX5fmjDPMn++9Z/7s3NnTL7a090phodkz2MrgffVV86d3Rm+gGxWGDzffE6WNzbqJITFReuABT2ldX2WVC5fsGc6+N0fMn28fh2+Gs+TJsvTu4VwW67nDDThb5bSzsz03WPjyLj1sBeasDOfkZDNIL3k+H76ioqS33zbfJx06mOW3HQ6pe3f/99HEieY+L75oBhkDsYKs3kH/QI+Xx+dk//7gPhMW632SnW2+7qIi6eef/bezbsixsvVzcqTLLzf/vnRp6Rnj3qz30+mnmzeylFVi2/t9bN1g8NVX4Wc4W49bAWfv8uNWwHnnTs93nu/xfHs2N21qL5X+7LOex63P+KZNgV+TZAbsfcuRe/dvtuarsNATcP76a/NmidTUwP26Jc931/bt5g0CoZZyj4qS/vtfc2xnnWXevCSFnuFstUO4/36zD/W2bZ5WEpGGgDOAkLlc0rRpwZfRpmczAAAAAAAAQlVS8Kh5czNL8PhxT4ZrqBnOv/5qBpZ8s/y8+zQfOmQPBPoGMK0AY3S0WebUKtscqKT24cPmHytAaQVxSuoH6ytQ0NNXYWHoPZ+DDWh79xEOtj9tYaEnaGPp2rXs/bz7TVvBrOPHzZ9llcaeN6/kGxWs89Wli5klePCg9H//5x8otoJZvr3DvVnj+vln8z2Tlma+Vu958Q3GWu+1QBnOvj2cSxNqwNn3fVFaOW2L9Xn68kvphx/Mv1sZzlaQUPJ8Pnzn0OUyy6Y7HGbpcMksVX3qqfb30Y8/Stdfb958cOCAGaQuTUmZrta8B/M5KYtvZntJfN8na9Z4gvLWnPmKjzd7kktm8Dc93fxMFBeb18+DkZRkPt8LL5iVGKwgqJVFbgnUH71fP3NdKAHnQBnOkqdEvnfA2bukdkkB52bN7MeysqOlkr8PfdfHx5sBe8kM1jsc9ve5b/9m6zvliivsz9erV8nfZfXre87n5s32cXj3jv74Y3Od72eguFg6+WTz+NZc1K1r/tsVCisYv2GD2VddMlsNhPpdXxkIOAMISW6u+Y/IuHHBbT9xonnHKMFmAAAAAAAABKO0zFKr7K13B4WYGLM8bTDq1/cEla2ASVSUGRyTzCxmKyCxb1/gQKAVWOjUydzv+HEze9UKHnoHnOvV82SD7t7tCTj7BnFK89ZbZrCoV6+SgwzeQdqyMu+8lTbXvkLJXrfGM2qUJ6PZep6yeGc7zp/vWR8TE9yNBb6BwkDZ2Zdc4h8gChSgKym43qiR+V4xDPPPtm1mgo73vPsGnL0znL0zQY8ckY4eNZeDCTgHU87b4vu+KC72BOMvuKDk/awM5x9+8GQ4WwFnyZOleeyYZ26t7GwrIP7OO+bPDRvMn1aJYu/3kXWurf62TzxR8pjOO0+aMyfwY/HxnmzS0j4nUuAy/d7K+kyU9j4pK+C8a5cnO7V1a3OufvnFXLay+H1Zc2WN69gxqXdvz3rfMvmWQOOzzuuXX/oHnK2ArXeA2OHwDxhby1bGrnW+JfuNFMFkOHv/PRRHjpifudhY8/W9+ab9fW7NsXWDgvU+W7/e816TzLL9pbHKe/tmWHuXch871hzHySdLt91m384q529lr4dTTtviHXSfMyf07/rKQA9nAEELpWezJSeHMtoAAAAAwuPb4zja5z8XgfoiJ/s02MyyUtl+d/HFF5f5vL49nQut6Mbv4rxTI353ik+kI8WKXPzOd+yB1tHTGUBtFx1tXsgvqT+wdx9N76/7Nm3sWWtlycoyyy5b2dGpqZ4gksNhBqR37zYzUr0znK3AZfPmnvHdd5/5Z+pUaccOc1vvHs4Oh7nfjh2hB5ytPrepqWYAp7Qeot59ja1etsH0Gg22F3OovMfjHSgJJuBs8c1qjIsz+0GXFJS13j++/VzL6i0e6LyWNRcOhxng2rTJPHarVv69oq33jsU7w9k7E9QK/MXFBZf9GEqGs+/74rTTzOBXQoJZ3rokjRqZwbFdu8wAZ0yM/UYKK8P52DHz9R854rlpY9w46dZbzQDwffd5As6+2e7erOvN3sFAySx3bAVSly2Thg2zP96pk5l9euSI+X4p7XNinefkZHOfunU9QVOp7O+fYN4nZQWcrezmM84wn2vXLs8xPv5Y+te/pCuv9HxvpKWZgeB9+6S//c0sO56XJ330kefGGd859BYdbR+jFXDeutVTfaFhQ/8exUlJZsZ548b2G0Yk/5LQgUpq//yzp6y4FWQtLDTf494ZzqEGnK3vxNNPN8eclGTe2DF9uv19bt3k45sR7/ud8vzz5pyU9Jnv3NnMPPcNOFuswPOxY+bYfOfqs8/MsulW8D3UctqlKY++5eWt2mc47927VyNGjFBSUpLq16+vUaNG6dChQ6Xu07t3bzkcDtufv/zlL5U0YqB6CqVns2R+QTdvbt5RBgCAr+LiYr3wwgtVPQwAAAAAESDYzFLvzFerD63kKZsaLOtepDVrzJ++AUzvPs7eGc6+ZaV//FF6+mlznGvWeDJYvQNzkifg4h1w9u2L6is72ywNLZmBKO/XXloPUSugUtJ23vdqXXddaCWyw+Eb4Bk+PPysvKNHA5cODqYEdmnZ2eGUC5f8M43XrbM/XlpJbSvodviwJ4M4UNn2QKyA8759ZlAwGNZ5sEoNx8VJK1YEPg9Wpqt3NnnLlvZgmvX+/eUXc26t4zZv7ulL/Omn5nvW6rNeWsA5WN49s++6y3yO0aPN5ccfL/1zYp1nK6vVeo8E+/0TzPukrIDz0qXmT6uXsmQ/B1df7Rlzs2bSli2ecvIDB5rPK5njLMunn/qXBG/Y0BP0tN6vjRr5z5t1r2Wg7ynfLF3vgHOTJub7xOWSvvjCs8470967V7Xvd2VZrCoFVjnxvXvN9da/B9b7vKDA/HnHHaV/33z7bcn9ur1bApQUcPbOhp82zXNzhPXZ8c1wLs+Ac3n2LS8v1T7gPGLECH399dd6//33tWjRIn344YcabX3DlOL666/XL7/84v7zyCOPVMJogepr5crgezZb/9hOmUJ2MwAAAAAAAAILVOo4mICfbxDzf/8LLYhpBZytDGffHqYNGpg/vQPOVrlg33LAv/5qf97ERP8sVSuTcNeukjOcrWto2dmefrB/+IO5btUqz3aBeogGE3geNcp8XV26eAKWgwdXXKC5JJ99VnKApyy+/VlDKYFdllDKhVusebTOqRXAs7I2fTOcvUtqJyZ63lNWBnAw5bQls0y79R4Nto+zxZrDgwcDnwfvwKD3+9gKpFq8A86S9PXX5s/TTjM/01Yp4jfe8PS/DSfg7Fsm2uJwmFmdnTqZWb+SmT1sbV/ajRdvvGE+9sc/hv79U9b7xDfg7Ns/O1DA2Zf3Z3vmTPNcNWpkBjWtHsxWufJAyioJbmU5W4Fs7+8/a96sgPPWrf7fL6UFnKOjPd9t+/Z5tvcOaN91l2d772xnb75FjKzvRd9zVNZ3/ldfBb5JxVJS0Nb6HFhjLelzdvrp9ptcrPffiBHmz/XrzTGWR0ltX6G0Q6gs1Trg/M0332jx4sX65z//qW7duqlnz56aNm2a5s2bp5+tfP0SJCYmKi0tzf0nKSmpkkYNVD8ul/2u0bJkZJilJujbDAAAAAAAgJKEm1nq65dfQgtiWgGSn34yf5aU4bxvnydoGGww8MgR/yCwFXDessUThLECdr5B0zVrPHPRo4f52Mcf+wdWvHuIlhZQsQJIn39ujmPlSs/rDqYfcnk7kaw8K8DSsaMneH6igeYT4Z3hfPSoJxBuZaGWVlJb8gSmQw04S6GV1Q7Eej/5ngfvwOCbb3rWlxVwtnrmnnaaGazs399cfvxx87nS0kLL7rTOtW9JZN/xf/GFJ5AvSTfdZN/ON/DcoYN5Hpo1M1tHlsf3jzfvgLNv/+xt28xs9ujo0quCen9GJk82/z5ggLnfBReY3xlffeUp0+yrtEx/yf9zX9r77sABz3frf//r3+NZ8s9S9i2T7b29781Cs2YFrsDQoYP5Gfe+ASecc2TNpfXZ9FVS0Nb6HFhZ2r6sFg5PPOEZV2Ghp1rBZZeZmd6//WbvZ10eGc7BVHSoKtW6h/OqVatUv359ZWdnu9f16dNHUVFRWr16tS699NIS933llVf08ssvKy0tTZdccokmTZqkxMTEErcvLCy09Ww6EGytCqCay801S2kHm9385JPS2LFkNgMAAAAof8H0OI6NjbUtp1rpQ7/rEODquu8+vj2bfdtA1KtXz+8Yf7DS0H7Xpk0b23KgG93j4+Nty/R0BlAb+XwVhsUKYljBs5KCCxYrw9nim+EcqKS2zz8npfLtrWkFXKwS3qmp5hjK6gfbpYsZtMjL8wT2fJUVUHE4zGCONZbvvjMzG+vVC72cbXkoqc9yMPt499YtKiq5J3Nl8c5w/vxzc4xNmphZj5J/SW3vDGfJnP/PP/eUnA414LxhQ/gB57LOg29g8O23zcCg9T61AmdW5qaV4dy0qTk2q5+zlekbbHaz77lu2NAMOpa0Xbt29ve+d/A50Ov57jvz5xVXmMHN8vj+8WYFnHfvNs+Nd19h63snO9vsPVyWM8/09EG++GLzZ2qq1LWr9Mkn9soHktlHfMaMsnuQWxnOlkaN/G+OsHjfmDBwoHlevDOUmzb19Eu2eAeco6LMc2jd5OJr2zZzbqybSE4+uXw/4yW9T8rq123x/RxER5t9yT/91LwhY906qXdv87EtW8ztk5LMm1HatTMD1uvXl09Jbat/dVljrkrVOsM5Ly9Pja3bw34XExOjlJQU5XkXgvfxxz/+US+//LKWLVumO++8U//617905ZVXlvpckydPVnJysvtP86r41xioZLm55p1ewQSbrZ7NBJsBAAAAAABQmUItLeobcC6th7MViAkl4OybxWtdwv70U/NnZmZw2d116pglg6WSM+2s/UrKBE1IsGfBWZmo7dtXbrAinKy80kpmh1MCu7xZGc7btnnKaXfp4nk/BZvhbJXhDeU9dqIZzqFmR/78s72KQEkZzo0bm0FWq4y2pWPH0o8fbHl03/fRSy+VPfZAsrLC6yNeluRkT7DdCrJaQUur9PqOHYHL4HuXkc7KkubMMY8RE2MGFyUzi9bKoF+3zrxxRDLPx6ZNZWcBFxbae97XrWt+z5TEO9Pc5TKf89JLPWO13ofevAPODRuWHivwrcBQ3p9x3/fJiZbhNwxp4kRPOwbrO13yfI7btjWPZ5WV9w44h1NSO9zWE1UhIgPOEyZMkMPhKPXPppK6dAdh9OjR6tu3rzp06KARI0bopZde0sKFC/W9le8ewJ133qn8/Hz3n507d4b9/EB14HKZmc3B/MNLz2YAAAAAAABUtnBLi3r3HJVK7uG8b58nSzWU7FPfALgVZDh0yP78wQRUrLLan38e+PHGjQMHVCwFBdLZZ3uexzvgXBnCCfBUlwCLFWz76SdzjFLpAWcr+9YKOFs5bdYNCqG8x7zLeQfD+30xcWLoc+pbRcAKOO/ebQaYd+82l60MX9/M0PnzAwdZgz3X5dmvWzJLb4fTRzwY1hz4ZvVar33XLnsZfOu1eRfH2brVk9l9zjlm1qxVovv11831//ufJ7g9aZIZmC6Ntf+NN3rW+X73WUoK7Fvn1fr57bf+59U7V7OsAKv3d+X06eGfz7J6PjdpUj7fKdbrts5tSQFnyR5wPpGS2uXVeqIyRGRJ7dtuu03XXHNNqducdNJJSktL027rm+x3x48f1969e5UWwpnr1q2bJOm7775Tq1atAm4THx/vV+oKqKlcLmnatODLaGdkmMFmejYDAAAAAACgop1oadHERDMAYQUByivDuaQyrb5BrUBZgSXp3l166inpyy/NZatEtuXss80gxI8/ekp0t2kj/etf5uOGYWYlnnuuuWwdp6IDzlYgsbSS4SWxAixVXTK7LGlp5hiLisyS05I94OxbUtvKcLZKavv2uq2IHs7WeWjUyDz30dHS7beHPq++JbgbNfJ8DpctM7fJyio5W9YqnWztb90YUta5PpH3UVmCLcEfqpNOMgORJZWRtoKWGzea81pS+fAjR8yfW7aYQd2GDT0luiWzv/KBA+Z3UxnhNEmevsTW/pIUG2v/Pinpu3X9+sDH3LfPc17vvdfs3e39vvYpUOwWbEnrsljj7dDBzBxv1Up64AH/45XXd4o17k6dzFL4331nzkGDBv4BZ6s6xfr1nu+CcEtqV5fQZEQGnBs1aqRGJd1a4aV79+7av3+/1q1bpy5dukiSli5dquLiYncQORgbNmyQJDW1bssBarFQezZPnGj+Y0JmMwAAAIDKFqjHsW8f5ASfxnK+rbkk/17KcXFxtmXfns1PPfVUmcdITEy0Lbdu3dpvnxifVJQon/QMejgDgF15BJ8KC82gQ1aWJ+AcTA/n0oKBZQXAff/p8c2wLo2V4bx5sydbcNcuc4z795tBFskeUBk92n6M1as9AefKynA+0QBPdQiwREVJLVqYQae9e811Xbp4Mpb37DGDedZNAiWV1LZURElt6zzMmmUGV3v2DK5/sKW0wGCTJmZJbeuGCu9Szb5K67Ne2rkO9X1kfRYTE80g7NNPl/yaQukjHgorw7mk6+vez28FaUsL6v70kxnUtcrm+2aPx8dLH34Y/Peh9/5btpiZ3jffHN53a6Aez3/8o+dx3wzn8upDHOjfgrJ6Pp/Id0qgz0GrVmYm+vr1Uk6Of8C5Y0dzLFYfbim8ktrVSUSW1A5W27Zt1a9fP11//fVas2aNPvroI40ZM0bDhw9Xenq6JOmnn35SmzZttGbNGknS999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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_histograms_overlap_1d(trajectories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the right plot, which shows the overlap of each trajectory with its right neighbor (as well as its right second neighbor), we see a consistent overlap of more than 0.6, which is rather high. Even the overlap with the second neighbor is still above 0.33, a threshold suggested for another system by Borgmans et al. [J. Chem. Theory Comput. 2023, 19, 9032-9048]. Hence, we are confident the various simulations are sufficiently overlapping. Next, we construct the 1D probability histogram on the given grid (defined by ``bins``) using the WHAM routine." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [ "outputPrepend" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.013s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.171s\n", " error est. : 00h 00m 00.000s\n", " TOTAL : 00h 00m 00.191s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "bins = np.arange(-1.7, 1.7, 0.02)\n", "hist = Histogram1D.from_wham(bins, trajectories, biasses, temp, Nscf=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the histogram:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist.plot(plims=[-0.005,0.06])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the histogram, we can construct the corresponding free energy profile. We assume the profile contains a single transition state maximum within the Q-range of ``[-0.2,0.2]``, and a reactant state minimum for lower Q value and product state minimum for higher Q value. This is encoded in the class ``SimpleFreeEnergyProfile``. We then also define the energy reference by setting the reactant state minimum to zero and plot the resulting profile." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep = SimpleFreeEnergyProfile.from_histogram(hist, temp, cv_output_unit='au', cv_label='CV', f_output_unit='kjmol')\n", "fep.process_states(lims=[-np.inf,-0.2,0.2,np.inf])\n", "fep.set_ref(ref='r')\n", "fep.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## WHAM with error estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the same simulation data (and bias potentials) of the previous section, we repeat the WHAM histogram construction and corresponding free energy profile derivation, but now with error estimation. Such error estimation can be done in distinct ways using the theory of Maximum Likelihood Estimators (MLE): `mfe_f` and `mle_p` both use the theory of the Fisher information matrix to compute the error on an MLE, but the first computes the error on the MLE of the free energy directly (and assumes it to be Normally distributed, resulting in an error on the probability to be LogNormally distributed), while the second computes the error on the MLE of the probability (and assumes it to be normally distributed) and then transforms it to an error on the free energy. In general the `mle_f` method is more accurate as it takes explicitly into account that the probabilty should be positive, but if the error is overall small, `mle_f` and `mle_p` are equivalent as will be shown below. \n", "\n", "Finally, both methods ca be augmented with the additional suffix `_cov` indicate that not only the diagonal elements of the covariance matrix (i.e. error on each point of fep individually) is accounted for, but also all off-diagonal elements (i.e. the correlation between free energy of different points on the fep). Even though such covariance matrix will not influence the overall error bars on the full profile itself, it will have a big impact in generating samples of the full profile within the estimated error for propagation to the error on derived properties. \n", "\n", "For more information and guidelines on the various schemes of error estimation, we refer to the `advanced_wham1D_error` notebook, here we will only demonstrate the `mle_f_cov` method. In order to estimate the error reliably, we need to first compute the correlation time between the MD steps (see the `advanced_wham1D_error` notebook for more details on this as well), which we then also will need to parse to the from_wham routine for error estimation:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lvduyfhu/miniconda3/envs/test/lib/python3.14/site-packages/thermolib/tools.py:960: OptimizeWarning: Covariance of the parameters could not be estimated\n", " pars, pcovs = curve_fit(function, upper_envelope_indices, upper_envelope_values, **curve_fit_kwargs)\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrtimes = decorrelate(trajectories, plot=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.010s\n", " bias poten. : 00h 00m 00.006s\n", " solve scf : 00h 00m 00.164s\n", " error est. : 00h 00m 00.463s\n", " TOTAL : 00h 00m 00.644s\n", "---------------------------------------------------------------------\n" ] } ], "source": [ "bins = np.arange(-1.7,1.7, 0.02)\n", "hist = Histogram1D.from_wham(bins, trajectories, biasses, temp, error_estimate='mle_f_cov', corrtimes=corrtimes, Nscf=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot the histogram and/or the free energy profile together with its error bar as well as 5 random samples of the FEP within the error bar." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist.plot(\n", " obss =['mean'] +['sample',]*5, \n", " linestyles= ['-'] + ['--',]*5,\n", " linewidths= [2] + [1,]*5,\n", " colors = ['b'] + [None,]*5,\n", " plims=[-0.005,0.06], show_legend=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can also plot various samples of the full profile taken according the error estimate:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep = BaseFreeEnergyProfile.from_histogram(hist, temp=temp)\n", "fep.set_ref(ref='min')\n", "fep.plot(\n", " obss =['mean'] +['sample',]*5, \n", " linestyles= ['-'] + ['--',]*5,\n", " linewidths= [2] + [1,]*5,\n", " colors = ['b'] + [None,]*5,\n", " flims=[-5,30], show_legend=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we briefly illustrate how the FEP would look like if we would only have done half the number of umbrella simulations (i.e. only include every other umbrella simulation, which still restults in overlap above 0.33):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SCF Converged!\n", "---------------------------------------------------------------------\n", "TIMING SUMMARY\n", " initializing: 00h 00m 00.000s\n", " histograms : 00h 00m 00.004s\n", " bias poten. : 00h 00m 00.003s\n", " solve scf : 00h 00m 00.234s\n", " error est. : 00h 00m 00.289s\n", " TOTAL : 00h 00m 00.532s\n", "---------------------------------------------------------------------\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist2 = Histogram1D.from_wham(bins, trajectories[::2], biasses[::2], temp, error_estimate='mle_f_cov', corrtimes=corrtimes[::2], Nscf=10000)\n", "fep2 = BaseFreeEnergyProfile.from_histogram(hist2, temp=temp)\n", "fep2.set_ref(ref='min')\n", "plot_profiles([fep, fep2], labels=['Original','half data'], colors=['b','r'], flims=[-5,30])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the profile still looks almost identical (maybe slightly less smooth), just with an increased error bar. Hence, overlap of 0.33 or higher seems to be OK (at least for this example). Finally, we can also make a matrix plot of the correlation between the free energy of different points on the fep:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fep.plot_corr_matrix(flims=[-2,30], fn='basic_corrmatrixplot.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot above (where blue means correlation of -1, red correlation of -1 and white correlation of 0) we can make the following interesting observations:\n", "- the free energy of each point is strongly correlated with the free energy of neighboring points (red along the diagonal)\n", "- the free energy of the reactant states is strongly anticorrelated with the free energy of the product states (blue in lower left and upper right region). This is due to the normalisation of the probability associated with the free energy. As the total probability is 1, if the probability of the reactant state would go up (decrease in free energy) the probability of the product state will need to go down (increase in free energy), giving rise to anticorrelation.\n", "- The free energy of the transition state is uncorrelated with both reactant and product states (given by the white band separating the red diagonal and blue regions)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining macrostates and microstates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we want to construct a free energy profile (FEP) on which we indicate macro and microstates. In the context of ThermoLIB, a microstate is defined as a single point on the free energy profile, while a macrostate is defined as a region on the free energy profile. The most obvious and usefull examples of both are: a transition state given by the local maximum on a FEP as a microstate, and the reactant/product defined as the region left/right of the transition state as a macrostate. The free energy of a microstate is just simply the corresponding free energy value on the FEP, the free energy of a macrostate is computed through application of boltzmann partition functions as follows:\n", "\n", "$F_R = -k_BT\\ln\\left[\\int_{-\\infty}^{q^{TST}} e^{-\\beta F(q)}dq\\right]$\n", "\n", "where $q^{TST}$ is the value of the CV in the transition state. In case of a macrostate, it might also be usefull to know the average (and variance) off the CV in the macrostate. All of these properties can be computed with ThermoLIB using the classes in the `thermolib.thermodynamics.state` module. To this end, we start from the free energy profile `fep` as computed in the previous section." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from thermolib.thermodynamics.state import Minimum, Maximum, Integrate\n", "from thermolib.constants import boltzmann\n", "\n", "#Define a local maximum located somewhere in the cv range [-0.5,0.5]:\n", "ts = Maximum('TransState', cv_range=[-0.5,0.5])\n", "\n", "#Define a local minima in the cv range [-inf, 0]\n", "r = Minimum('MicroReac', cv_range=[-np.inf, 0])\n", "\n", "#Define a macrostate as a collection (integration) of all microstates in a given cv_range=[left, right] where left/right can either be a Microstate (such as the above defined ts) or a float specifying the cv value. Let's consider the example of a reactant state defined a going from -inf to the transition state. As the integration is done over the corresponding boltzmann probabilities, we also need to definethe value of beta (=1/kT):\n", "beta = 1.0/(boltzmann*300*kelvin)\n", "R = Integrate('MacroReac', [-np.inf, ts], beta)\n", "\n", "#Compute the value of the states for the previously construced FEP:\n", "for state in [ts, R, r]:\n", " state.compute(fep)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TransState: cv = -0.001 au f = 24.957 kjmol\n", "MacroReac: cv = -1.236 au f = 2.694 kjmol\n", "MicroReac: cv = -1.246 au f = 0.074 kjmol\n" ] } ], "source": [ "#you can access the cv or f value by calling the get_cv() or get_f() routine:\n", "for state in [ts, R, r]:\n", " cv = state.get_cv()\n", " F = state.get_F()\n", " print('%s: cv = %.3f au f = %.3f kjmol' %(state.name, cv, F/kjmol))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MICROSTATE TransState:\n", "--------------\n", " index = None\n", " F = 24.957 +- 1.480 kjmol\n", " CV = -0.001 +- 0.126 au\n", "\n", "MICROSTATE MicroReac:\n", "--------------\n", " index = None\n", " F = 0.074 +- 1.544 kjmol\n", " CV = -1.246 +- 0.074 au\n", "\n", "MACROSTATE MacroReac:\n", "--------------\n", " F = 2.694 +- 1.455 kjmol\n", " CV Mean = -1.236 +- 0.024 au\n", " CV StD = 0.162 +- 0.012 au\n", "\n" ] } ], "source": [ "#you can also print the print thermodynamic state properties more easily by calling its print routine:\n", "lower, upper = r.F_dist.nsigma_conf_int(2)\n", "error = (upper-lower)/2.0\n", "error /= parse_unit(\"kjmol\")\n", "\n", "for state in [ts, r, R]:\n", " state.print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case you have a free energy profile with two local minima separated by a single maximum, ThermoLIB can automatically detect the corresponding transition state (microstate corresponding to local maximum), reactant state (macrostate left of transition state) and product state (macrostate right of transition state). This is implemented in the SimpleFreeEnergyProfile class, which is a child class of BaseFreeEnergyProfile. Therefore, we either need to redo the from_histogram routine but starting from the SimpleFreeEnergyProfile instead of BaseFreeEnergyProfile, i.e. execute::\n", "\n", " fep_f = SimpleFreeEnergyProfile.from_histogram(hist, temp)\n", "\n", "Or we simply convert the BaseFreeEnergyProfile to a SimpleFreeEnergyProfile as follows:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "fep = SimpleFreeEnergyProfile.from_base(fep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use ThermoLIB to find the transition state by defining `ts_range` as the range of CV values in which we expect the maximum to be. We also specify an optional argument (cv_lims) in order to limit the overal CV range in all the routines related to finding micro/macrostates. This is usefull whenever the profile has very large error bars on the edges that might give rise to occasional samples in which that edge has a very low free energy (high probability) and hence distort the boltzmann distribution. In the current example this is indeed the case, therefore, we limit the overal CV range to `cv_lims=[-1.5,1.5]`. \n", "\n", "Next, ThermoLIB will automatically defines the reactant/product microstate (as a local minimum left/right of the transition state) as well as the Reactant/Product macrostate (as the integral over all microstates left/right of the transition state):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MICROSTATE ts:\n", "--------------\n", " index = None\n", " F = 25.100 +- 1.247 kjmol\n", " CV = -0.006 +- 0.138 au\n", "\n", "MICROSTATE r:\n", "--------------\n", " index = None\n", " F = 0.253 +- 1.636 kjmol\n", " CV = -1.245 +- 0.075 au\n", "\n", "MICROSTATE p:\n", "--------------\n", " index = None\n", " F = -0.124 +- 1.490 kjmol\n", " CV = 1.310 +- 0.008 au\n", "\n", "MACROSTATE R:\n", "--------------\n", " F = 2.712 +- 1.511 kjmol\n", " CV Mean = -1.228 +- 0.021 au\n", " CV StD = 0.147 +- 0.010 au\n", "\n", "MACROSTATE P:\n", "--------------\n", " F = 2.707 +- 1.421 kjmol\n", " CV Mean = 1.234 +- 0.020 au\n", " CV StD = 0.146 +- 0.011 au\n", "\n" ] } ], "source": [ "fep.process_states(lims=[-1.5,-0.5,0.5,1.5], verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If now plot the free energy profile using the `fep_f.plot(fn)` routine, we will also see the macrostates and microstates indicated:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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