{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Phase Diagram calculations\n", "\n", "- Given a set composition we can use `ptt` to assess the phase stability at different P-T conditions to construct a phase diagram.\n", "- These calculations can be performed with either the MELTS or Holland & Powell family of thermodynamic models (through MAGEMin).\n", "- Also use outputs to assess the variability in key geochemical parameters across P-T space (e.g., phase proportions or chemistry).\n", "\n", "**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files and/or install the MAGEMinCalc and juliacall packages. Please see the installation guide on ReadTheDocs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alphaMELTS for Python files successfully located.\n", "If using the Green et al. (2025) or Weller et al. (2024) thermodynamic models please run `ptt.activate_petthermotools_env()` prior to any calculations.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n", "# the location of the alphaMELTS files here.\n", "# import sys\n", "# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n", "\n", "\n", "import petthermotools as ptt \n", "\n", "ptt.__version__\n", "\n", "%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Julia environment detected.\n", "Detected IPython. Loading juliacall extension. See https://juliapy.github.io/PythonCall.jl/stable/compat/#IPython\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " Activating project at `~/.petthermotools_julia_env`\n", "Precompiling MAGEMinCalc...\n", " 716.8 ms ? PythonCall\n", "Info Given MAGEMinCalc was explicitly requested, output will be shown live \u001b[0K\n", "\u001b[0KUsing libMAGEMin.dylib from MAGEMin_jll\n", "\u001b[0K┌ Warning: Module PythonCall with build ID fafbfcfd-5919-c725-0476-cd0238baa5be is missing from the cache.\n", "\u001b[0K│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "\u001b[0K└ @ Base loading.jl:2541\n", " 1596.8 ms ? MAGEMinCalc\n", "[ Info: Precompiling MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2] (cache misses: wrong dep version loaded (4), mismatched flags (2))\n", "┌ Warning: Module PythonCall with build ID fafbfcfd-5919-c725-0476-cd0238baa5be is missing from the cache.\n", "│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "└ @ Base loading.jl:2541\n", "┌ Info: Skipping precompilation due to precompilable error. Importing MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2].\n", "└ exception = Error when precompiling module, potentially caused by a __precompile__(false) declaration in the module.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using libMAGEMin.dylib from MAGEMin_jll\n", "Using libMAGEMin.dylib from MAGEMin_jll\n", " From worker 3:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 5:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 2:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 4:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", "Julia Environment Ready. MAGEMinCalc v0.6.1 detected\n" ] } ], "source": [ "ptt.activate_petthermotools_env()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in all examples we will import the key packages including `ptt`. The only difference here is that we will also use `%matplotlib widget` to make the phase diagram plots interactive (more explanation later).\n", "\n", "The cell below can be used for users running MacOS to suppress the outputs (you need to run it twice). I'm still trying to find a better way to deadl with this - if you have suggestions please let me know." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Should be used to suppress outputs on MacOS - run twice - if on windows, wont do anything. \n", "import platform\n", "if platform.system() == \"Darwin\":\n", " import sys\n", " import os\n", " sys.stdout = open(os.devnull, 'w')\n", " sys.stderr = open(os.devnull, 'w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculations using MELTS\n", "\n", "For simplicity we're going to use one of the 'in-built' compostiions from `ptt`, specifically the composition of the KLB-1 peridotite. For the purposes of the MELTS calculations below we will set the K2O content to 0.0 wt% (otherwise the system will always stabilize melt as it doesn't have an alternative option for where to place the K2O). The calculations here will be performed using the \"pMELTS\" thermodynamic model as it is the most appropriate for mantle conditions and compositions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "KLB1 = ptt.Compositions['KLB-1']\n", "KLB1['K2O_Liq'] = 0.0\n" ] }, { "attachments": { "Refinement.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "We can now run `ptt.phaseDiagram_calc` which takes an array of pressure and temperature conditions and evaluates the equilibrium assemblage at each combination of values. The import parameters to tweak are:\n", "1) The `i_max` parameters determines the maximum number of iterations that the code will loop through (a new loop is started if one calculation fails) unless every point either has a solution or hits a failure point. Smaller i_max, more likely to have holes in the phase diagram (as if one calculation kills a subprocess with 7 more calculations to run, you will get 7 holes until you have i_max>1). 15 is generally a good value to use. \n", "2) The `refine = 2` parameter helps refine the phase boundaries. Consider that your 25 pressure and temperature points creates the grid shown below. Initially, the phase boundary between olivine and liquid is put at the midpoint between the solved values. \n", "![Refinement.png](attachment:Refinement.png)\n", "What the first refine step does is insert a new calculation anywhere two neighbouring points have a different phase assemble (the red dots). These are then solved, and the position of the phase boundary is obtained at a higher precision. To ensure that the matrix has a constant point spacing, new points are inserted between existing points with the same phase (e.g. the point between Ol - Ol is filled with olivine - in this diagram, these are the smaller circles in panel c). refine=2 would do this again after the first refinement stage. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Res = ptt.phaseDiagram_calc(Model = \"pMELTS\", bulk = KLB1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine = 2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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94061800.039208.33100.0-1.038077e+06321.20002232.5269443074.384992-3.625411-0.000072NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
94071800.039604.17100.0-1.036952e+06321.12128032.4965583077.257084-3.607124-0.000072NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
94081800.040000.00100.0-1.035828e+06321.04253832.4661713080.129176-3.588838-0.000071NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

9409 rows × 219 columns

\n", "
" ], "text/plain": [ " T_C P_bar mass_g H_J S_J/K V_cm^3 \\\n", "0 1200.0 2000.00 100.0 -1.290949e+06 248.341481 32.721230 \n", "1 1200.0 2395.83 100.0 -1.292754e+06 246.250894 32.287001 \n", "2 1200.0 2791.67 100.0 -1.294558e+06 244.160307 31.852772 \n", "3 1200.0 3187.50 100.0 -1.294398e+06 243.415743 31.703106 \n", "4 1200.0 3583.33 100.0 -1.293231e+06 243.356628 31.676345 \n", "... ... ... ... ... ... ... \n", "9404 1800.0 38416.67 100.0 -1.040325e+06 321.357506 32.587718 \n", "9405 1800.0 38812.50 100.0 -1.039201e+06 321.278764 32.557331 \n", "9406 1800.0 39208.33 100.0 -1.038077e+06 321.200022 32.526944 \n", "9407 1800.0 39604.17 100.0 -1.036952e+06 321.121280 32.496558 \n", "9408 1800.0 40000.00 100.0 -1.035828e+06 321.042538 32.466171 \n", "\n", " rho_kg/m^3 log10(fO2) dVdP_cm^3/bar SiO2_Cpx ... H_J_Plag \\\n", "0 3056.119810 -7.002093 0.001123 53.484615 ... -1669.685121 \n", "1 3097.782011 -6.545452 0.001238 53.047685 ... -50221.326656 \n", "2 3139.444212 -6.088810 0.001352 52.610754 ... -98772.968191 \n", "3 3154.265053 -7.582875 0.001390 52.194909 ... -112618.754550 \n", "4 3156.929843 -7.606633 0.001390 52.116206 ... -109311.858695 \n", "... ... ... ... ... ... ... \n", "9404 3068.640808 -3.661983 -0.000073 NaN ... NaN \n", "9405 3071.512900 -3.643697 -0.000073 NaN ... NaN \n", "9406 3074.384992 -3.625411 -0.000072 NaN ... NaN \n", "9407 3077.257084 -3.607124 -0.000072 NaN ... NaN \n", "9408 3080.129176 -3.588838 -0.000071 NaN ... NaN \n", "\n", " S_J/K_Plag Cp_J/(kg.K^2)_Plag dCpdT_J/(kg.K^2)_Plag dVdT_cm^3/K_Plag \\\n", "0 0.291509 1231.080407 0.000014 0.000001 \n", "1 8.891283 1231.969856 0.000414 0.000032 \n", "2 17.491058 1232.859305 0.000814 0.000064 \n", "3 20.023085 1233.255039 0.000923 0.000074 \n", "4 19.462473 1233.180084 0.000895 0.000072 \n", "... ... ... ... ... \n", "9404 NaN NaN NaN NaN \n", "9405 NaN NaN NaN NaN \n", "9406 NaN NaN NaN NaN \n", "9407 NaN NaN NaN NaN \n", "9408 NaN NaN NaN NaN \n", "\n", " dPdT_bar/K_Plag d2VdT2_cm^3/K^2_Plag d2VdTdP_cm^3/(bar.K)_Plag \\\n", "0 NaN 3.584903e-10 0.0 \n", "1 NaN 1.061530e-08 0.0 \n", "2 NaN 2.087211e-08 0.0 \n", "3 NaN 2.370736e-08 0.0 \n", "4 NaN 2.301675e-08 0.0 \n", "... ... ... ... \n", "9404 NaN NaN NaN \n", "9405 NaN NaN NaN \n", "9406 NaN NaN NaN \n", "9407 NaN NaN NaN \n", "9408 NaN NaN NaN \n", "\n", " d2VdP2_cm^3/bar^2_Plag molwt_Plag \n", "0 3.027811e-13 275.838825 \n", "1 9.707448e-12 274.939756 \n", "2 1.911211e-11 274.040686 \n", "3 2.216741e-11 273.567139 \n", "4 2.159574e-11 273.489102 \n", "... ... ... \n", "9404 NaN NaN \n", "9405 NaN NaN \n", "9406 NaN NaN \n", "9407 NaN NaN \n", "9408 NaN NaN \n", "\n", "[9409 rows x 219 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a DataFrame with 97 equally spaced temperature and pressure values (so total size of 97*97).\n", "Why 97 you ask? Well initially its 25 in x and 25 in y. The refine then adds 24 points (one inbetween each point), so 49X49. The refine again adds another 48 points so (49+48) = 97 X 97. For cases where the phase assemblage of 2 neighboring points was identical the phase proportions and phase chemistry is estimated through simply linear interpolation between the two neighbors. To view the phase diagram results we can use the `plot_phaseDiagram` function in `ptt`. This will create a phase diagram labelled by number, with each number corresponding to a phase assemblage listed on the right. By using `%matplotlib widget` above you should be able to hover over the plot and see which number (and therefore phase assemblage) is present at each P-T condition." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f3937c2bd0df4e6e9b62482f41c4c941", "version_major": 2, "version_minor": 0 }, "image/png": 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4kR07duDo6Ejr1q1JSbn9ZeJXX33FtWvX+OSTT4DbP8d///03y2uytrbG2tqapUuXkpSUdN9c7/c7kZNUoIuIiIiISI74999/SUtLo2TJkibHS5YsSVxc3CO3e/z4cdLT06lcuXK24tu3b0/37t1xdXVl9OjReHt7m0xDnzlzJrGxsfTr14/AwEBGjBhBrVq1smzv6NGjuLm5mRx74403jAVivXr1TM5VrFiRkJAQ3NzcqFy5MiVKlABuf5Hg5ORkfP+4pkyZwnvvvUf37t1xc3Pj888/x8PD476fOXr0KBUqVMDc3DzDuVKlSmFra5vtde5Hjx7F1tYWZ2fnDOfMzc0pX758hrZGjBiBr68vVapUISwsjPPnz7NkyRLgdsH9/fffM336dP7zn/8wadIkvvvuO2xtbTPtv2DBgsybN4+wsDDs7OyoX78+Q4cOZd++fRliH/Q7kVNUoIuIiIiISI66d0T57ingj+LOqt3stuHj45Ph/d2jpcWKFWP27NmEhoZSoUIF44jt/dzb94wZM4iOjua9997j+vXrJue8vb2zlefjiomJyfRaH8fj/qwe1Nbd+dnb2+Pm5mbys/Hx8eHDDz9k9OjRBAcH07Bhw/v20bZtW86dO8eyZcto3rw5Gzdu5KWXXsqwSd2Dfidyigp0ERERERHJEQ4ODpiZmWUYLb9w4UKGUfWHUalSJQwGw2MVVPcWips2bcLMzIxz585x7dq1B/Z/+PBhk2POzs5UrFgRe3v7DPFZTZXPC1xdXTlx4kSmm9edO3eOxMRE49r87LSVkJCQ6S72ycnJ/Pnnn9lq6+6fza1bt/jjjz8wMzPj2LFj2crD0tISX19f/vOf/7BlyxbjrIiH6TenqEAXEREReQ6cvJmS4SWS08zNzalZsyZr1qwxOb5mzZoM08Afhr29Pc2bN2f69OmZFtP3bmIWFRWV4f3d0+O3bNlCSEgIy5cvx8bGJsNmaffq1KkTa9asYc+ePY98DYUKFSItLe2RP58Zd3f3TK/1fjp27MjVq1eZOXNmhnMTJ06kUKFCtG3bNlv9t23bloIFC2bYIA7g66+/5tq1a3Tq1CnL/OLj4zl69KjJz2bChAnExMTw+++/s2rVKubOnZutXO7m4eGR4ffkQb8TOaVgjvcoIiIiIiLPrUGDBhEQEIC3tzc+Pj588803nDlzhl69ehljhgwZwt9//838+fOz3e6MGTOoV68etWvXZtSoUVStWpXU1FTWrFlDaGioyej6okWL8Pb2pkGDBoSHh7N9+3Zmz54NwJUrVwgICCAoKAg/Pz9Kly6Nt7c3rVq1ynJX74EDB/Lrr7/yyiuvMHLkSF5++WWKFSvG0aNHWblyJWZmZg/Mv2zZsqxbt4769etjYWFBsWLFsow9efJkhl3YK1asmCGuf//+dO3a1eRaDx48SPny5bNs28fHh/79+zN48GCSk5Np06YNKSkpfP/993z55ZdMmTIFFxeXB14PQOnSpQkJCeHDDz/E0tKSgIAAChUqxC+//MLQoUMJDg6mTp06Jp8ZNWoUxYsXp2TJkgwbNgwHBwfjjvXR0dH85z//4aeffqJ+/fp8+eWX9O/fn0aNGmV6TRcvXqR9+/a89957VK1alaJFi7Jz505CQkJ4/fXXTWLv9zuRk1Sgi4iIiIhIjnnrrbe4ePEio0aNIjY2Fi8vL3777TfKlCljjImNjX3o56KXK1eO3bt3M2bMGIKDg4mNjaVEiRLUrFnT5JFuAJ999hkRERH07t0bJycnwsPDjZun9e/fHysrK8aOHQuAp6cn48ePp1evXtSrV48XXnghQ9+WlpasW7eOKVOmMHfuXIYMGcKtW7coV64cfn5+DBw48IH5T5o0iUGDBvHtt9/ywgsvZPmYNbj9Jce9NmzYkOHYW2+9xYkTJ/j444+5efMmbdu25YMPPmDVqlX3zWXKlClUrVqV0NBQhg8fjsFg4KWXXmLp0qX4+/s/8FruNnDgQCpUqMDEiRP58ssvSUtLw9PTk9DQUN59990M8V988QX9+/fn2LFjVKtWjWXLlmFubs7Nmzfp0qULgYGBxhy6devGr7/+SkBAgHFJwt2sra2pU6cOkydP5sSJE6SkpODi4kKPHj0YOnSoSez9fidykp6D/pzRc9BFJD/Rc9Bznp6D/uzKT1Pa9Rx0eRz3e47482DkyJEsXbo0y+eg55Y7z0GPj4/P8Fi8py0v/U5oDbqIiIiIiIhIHqAp7iIiIvJcOBCxI7dTEBERuS8V6CIiIiIi8tx43lf4jhw5kpEjR+Z2Ghk0btw41342eel3QlPcRURERERERPIAFegiIiIiIiIieYCmuIuIiIjkI/lpt3YRkeeNRtBFRERERERE8gAV6CIiIiIiIiJ5gAp0ERERERERkTxABbqIiIiIiIhIHqBN4kREJM8zWNvldgryGC7fTObVH383vr+Rmsafl69xrrc/9oXNn3h/ByJ2PPE2RUREcoIKdBEREXmq7CzN2dXV1/j+vzuOsOnsv0+lOBcREXmWaYq7iIiI5KiwA6d5t0rZ3E5DREQkz1GBLiIiIjlm67mLXLyRxGsVnHM7FRERkTxHBbqIiIjkmHn7T/G2ZxkKFtCfICIiIvfSGnQRERHJIHVE9yfe5rXkVBYdOcuWLq888bafRydvpuR2CiIi8oTp62sRERHJET8d/YsqJWypXNwmt1MREcn3Nm7ciMFg4PLly7mdijwEFegiIiKSI+buP8m7XuVyOw0RyWWbNm3C39+fUqVKYTAYWLp06RNrOy4ujqCgIMqXL4+FhQUuLi74+/uzbt26J9ZHVpKTk5kwYQIvvfQSVlZW2NraUq1aNT799FPOnTv3wM8/zL1YsWIFjRs3pmjRohQpUoRatWoxb968R8p7y5YttGzZkmLFimFpaUmVKlWYNGkSaWlpj9Tew7h27Roff/wx5cuXx9LSkhIlStC4cWNWrFjx1PvOq1Sgi4iISI7Y2KkJgdq9XeS5d+3aNapVq8a0adOeaLunTp2iZs2arF+/npCQEPbv309kZCRNmjShT58+T7SveyUlJeHr68vYsWMJDAxk06ZN7Nq1i5CQEC5evMjUqVOz/GxycvJD9TV16lRef/116tWrx7Zt29i3bx8dO3akV69efPjhhw/V1pIlS2jUqBEvvvgiGzZs4PDhw/Tv358xY8bQsWNH0tPTH6q9h9WrVy+WLl3KtGnTOHz4MJGRkbRt25aLFy8+1X7zMkP6077rkqckJiZia2vL5eP7sSlaNLfTERHJFoO1XW6n8Nx5GmvQc8qBiB0PFb/q38SnlMnT9TyvQU8mnblcIyEhARsbLZl4lhkMBpYsWUKbNm0eu62WLVuyb98+jhw5gpWVlcm5y5cvY2dnZ+xzxowZLFu2jI0bN+Lk5ERISAjt27cHYP78+fTu3Zs9e/ZQqVIlAIKCgli1ahV79uzJ0DbAF198wbBhw9i5cyc1atTIcD49PR2DwQBA48aN8fLywtzcnPnz5+Pp6cnp06c5ffq0Mb5MmTKcOnUqQztnz56lQoUKBAUFMWnSJJNzU6dOpV+/fkRFRVGnTh02btxIkyZNiI+PN1773a5du0aZMmVo1KgRixcvNjm3fPlyWrduTUREBG+99RanTp2iXLly/PDDD3z11Vfs3r2bChUqMH36dBo3bgzAqFGj+Prrr9m/fz/FixcHoHXr1ly+fJmNGzdSIJPNQe3s7Pjyyy/p2rVrhnN3lC1blm7duhETE8OyZcuwsbFhyJAhBAUFZfmZZ5lG0EVEROSZdCBiR6avrKz6NzHTV3YtS7nOFzcT+ORmPHG3Mk793JWWxCc344lJe7jRMBF5fJcuXSIyMpI+ffpkWkDfW6AOHz6ctm3bsnfvXt5++206depETEwMAO+88w4tW7akS5cupKamEhkZycyZMwkPD8+0bYAffvgBX1/fTItzwFic3xEWFkbBggX5448/mDlzJjt23P63a+7cucTGxhrf3+unn34iJSUl05Hynj17Ym1tzQ8//JDpZ++1evVqLl68mGlb/v7+uLq6Zmhr8ODBBAcHs2fPHurVq0fr1q2No93Dhg2jbNmydO9++wver7/+mk2bNvHdd99lWpwDODk58dtvv3HlypX75jphwgSqVq3K7t27GTJkCAMHDmTNmjXZus5njQp0ERERkWzwMivEBxZFscvkz6eE9FtsS02itMEsFzITkePHj5Oenk7lypWzFd++fXu6d++Oq6sro0ePxtvb22Qa+syZM4mNjaVfv34EBgYyYsQIatWqlWV7R48exc3NzeTYG2+8gbW1NdbW1tSrV8/kXMWKFQkJCcHNzY3KlStTokQJ4PYXCU5OTsb3mfVja2uLs7NzhnPm5uaUL1+eo0ePZuse3Ilzd3fP9HzlypUztNW3b1/atm2Lu7s7oaGh2NraMnv2bADMzMz4/vvvWbduHZ988gnBwcFMnz6dMmXKZJnDN998w5YtWyhevDi1atVi4MCB/PHHHxni6tevzyeffIKrqytBQUG0a9eOyZMnZ+s6nzUq0EVERESyoXyBQtgaMv/T6eeUa7QqVAQzDJmeF5Gn686q3XtHqrPi4+OT4f2dEXSAYsWKMXv2bEJDQ6lQoQKffPLJA9u8t+8ZM2YQHR3Ne++9x/Xr103OeXt7ZyvPh3X3VPqH+Ux227r7vhUsWBBvb2+T+1a+fHkmTpzI+PHj8ff3p0uXLvftu2HDhvz555+sW7eOtm3bcvDgQV5++WVGjx6dZb933t/db36iAl1ERETkMUSlJlHSYEbpAgVzOxWR51alSpUwGAyPVbTdW4xu2rQJMzMzzp07x7Vr1x7Y/+HDh02OOTs7U7FiRezt7TPEZzVV/kFcXV1JSEjIdFf45ORk/vzzT+O6+ey0BWR5zw4fPpyttrK6b6dOnSI1NfWBny9UqBAvv/wyn3zyCatXr2bUqFGMHj36gZvnPewXEc8KFegiIiKSpz3sWvOcdOlWGtvTkvAtWPip9XHyZkqmLxH5P/b29jRv3pzp06dnWkzf+yzwqKioDO/vnh6/ZcsWQkJCWL58OTY2Ng/ckKxTp06sWbOGPXv2PPI1FCpU6IGPNmvbti0FCxbMsEEc3F7zfe3aNTp16pSt/po1a4a9vX2mbS1btoxjx45laOvu+5aamsquXbtM7tuPP/7Izz//zMaNGzl79myGkfDs8PDwIDU1lZs3b2ba75332V3O8KzRV70iIiIij+hMehqJ6beYlHR7s7mr3GJxShrN0tOpXdAil7MTyZuuXr3K8ePHje9PnjxJdHQ09vb2lC5dGoAhQ4bw999/M3/+/Gy3O2PGDOrVq0ft2rUZNWoUVatWJTU1lTVr1hAaGmoyUrxo0SK8vb1p0KAB4eHhbN++3biW+sqVKwQEBBAUFISfnx+lS5fG29ubVq1aGXd6v9fAgQP59ddfeeWVVxg5ciQvv/wyxYoV4+jRo6xcuRIzswfvT1G2bFnWrVtH/fr1sbCwoFixYhliSpcuTUhICB9++CGWlpYEBARQqFAhfvnlF4YOHUpwcDB16tTJ1v2ysrJi5syZdOzYkffff5++fftiY2PDunXrGDx4MO3ataNDhw4mn5k+fTqVKlXC3d2dyZMnEx8fz3vvvQfAX3/9xQcffMD48eNp0KAB8+bN47XXXsPPz4+6detmmkPjxo3p1KkT3t7eFC9enEOHDjF06FCaNGli8oSGP/74g5CQENq0acOaNWtYtGgRv/76a7au81mjAl1ERETkEVU3M6e6mbnx/cykKzQsaIH7XcdExNTOnTtp0qSJ8f2gQYMA6Nq1K/PmzQMgNjaWM2fOPFS75cqVY/fu3YwZM4bg4GBiY2MpUaIENWvWJDQ01CT2s88+IyIigt69e+Pk5ER4eDgeHh4A9O/fHysrK8aOHQuAp6cn48ePp1evXtSrV48XXnghQ9+WlpasW7eOKVOmMHfuXIYMGcKtW7coV64cfn5+DBw48IH5T5o0iUGDBvHtt9/ywgsvZPqYNbj9ZUCFChWYOHEiX375JWlpaXh6ehIaGsq77777UPesXbt2bNiwgbFjx9KwYUNu3LhBxYoVGTZsGAMGDMgwjfyLL75g/Pjx7NmzhwoVKvDLL7/g4OBAeno6gYGB1K5dm759+wLg6+tL3759efvtt4mOjsba2jpD/82bNycsLIyhQ4dy/fp1SpUqRatWrfjPf/5jEhccHMyuXbv47LPPKFq0KJMmTaJ58+YPda3PCj0H/Tmj56CLyLNIz0HPeXnpOehPajr74z7vfGnKdQ6lJXOVdIpgwMJgYLCFrUnM0yjQNZ09Iz0HXR7Hk3z2+vPiznPQ9+zZQ/Xq1XO077JlyzJgwAAGDBiQo/3mFq1Bf4DQ0FCqVq2KjY0NNjY2+Pj4sHLlSuP5wMBADAaDyeveKRxJSUkEBQXh4OCAlZUVrVu35q+//jKJiY+PJyAgAFtbW2xtbQkICMiwVubMmTP4+/tjZWWFg4MD/fr1e+DmCSIiIvJktClUhKGWdoy1LManlnYZinOAnhZFNXouIiKPTAX6A7z44ot88cUX7Ny5k507d/LKK6/w+uuvc/DgQWNMixYtiI2NNb5+++03kzYGDBjAkiVLiIiIYPPmzVy9epVWrVqZbALRuXNnoqOjiYyMJDIykujoaAICAozn09LSeO2117h27RqbN28mIiKCxYsXExwc/PRvgoiIiIiIiDx1muL+COzt7ZkwYQLdunUjMDCQy5cvs3Tp0kxjExISKFGiBN999x1vvfUWAOfOncPFxYXffvuN5s2bExMTg4eHB1FRUcZNHaKiovDx8eHw4cO4ubmxcuVKWrVqxdmzZylVqhQAERERBAYGcuHChWxP79IUdxF5FmmKe87TFPe8Q1PcM9IUdxHJrzSC/hDS0tKIiIjg2rVr+Pj4GI9v3LgRR0dHXF1d6dGjBxcuXDCe27VrFykpKTRr1sx4rFSpUnh5ebFlyxYAtm7diq2trcmOi3Xr1sXW1tYkxsvLy1icw+1NFZKSkti1a9dTu2YRERERERHJGdrFPRv279+Pj48PN2/exNramiVLlhh3efTz86N9+/aUKVOGkydPMnz4cF555RV27dqFhYUFcXFxmJubZ3hMQsmSJYmLiwMgLi4OR0fHDP06OjqaxJQsWdLkfLFixTA3NzfGZCYpKYmkpCTj+8TEZ3P0QEREREREJL9TgZ4Nbm5uREdHc/nyZRYvXkzXrl35/fff8fDwME5bB/Dy8sLb25syZcrw66+/8uabb2bZZnp6usljC+59hMGjxtxr3LhxfPbZZw+8RhEREREREcldKtCzwdzcnIoVKwLg7e3Njh07+PLLL5k5c2aGWGdnZ8qUKcOxY8cAcHJyIjk5mfj4eJNR9AsXLlCvXj1jzPnz5zO09c8//xhHzZ2cnNi2bZvJ+fj4eFJSUjKMrN9tyJAhxmdLwu0RdBcXl+xeuohIjtN685yXV9abP6m15s8qrTUXERGtQX8E6enpJtPG73bx4kXOnj2Ls7MzADVr1qRQoUKsWbPGGBMbG8uBAweMBbqPjw8JCQls377dGLNt2zYSEhJMYg4cOEBsbKwxZvXq1VhYWFCzZs0sc7WwsDA+Iu7OS0RERERERPIejaA/wNChQ/Hz88PFxYUrV64QERHBxo0biYyM5OrVq4wcOZK2bdvi7OzMqVOnGDp0KA4ODrzxxhsA2Nra0q1bN4KDgylevDj29vZ8+OGHVKlShaZNmwLg7u5OixYt6NGjh3FU/v3336dVq1a4ubkB0KxZMzw8PAgICGDChAlcunSJDz/8kB49eqjoFhERERERyQdUoD/A+fPnCQgIIDY2FltbW6pWrUpkZCS+vr7cuHGD/fv3M3/+fC5fvoyzszNNmjThxx9/pOhdjzCbPHkyBQsWpEOHDty4cYNXX32VefPmYWZmZowJDw+nX79+xt3eW7duzbRp04znzczM+PXXX+nduzf169encOHCdO7cmYkTJ+bczRAREREREZGnRs9Bf87oOegiktdpDXrOe17WoOf156BrDXr26TnoIpJfaQ26iIiIiIiISB6gAl1EREREREQkD1CBLiIiIiIiIpIHqEAXERERERERyQO0i7uIiIjkuKe9IVxepw3hREQkMxpBFxEREREReYoaN27MgAED8m1/8uSoQBcRERERkRwzbtw4atWqRdGiRXF0dKRNmzYcOXLkibQdFxdHUFAQ5cuXx8LCAhcXF/z9/Vm3bt0TaT8r8+bNw87OLsvzP//8M6NHj37sfi5dusSAAQMoW7Ys5ubmODs78+6773LmzJmHbuvGjRuMGDECNzc3LCwscHBwoF27dhw8ePCx88yODRs20KRJE+zt7SlSpAiVKlWia9eupKam5kj/eZUKdBERERERyTG///47ffr0ISoqijVr1pCamkqzZs24du3aY7V76tQpatasyfr16wkJCWH//v1ERkbSpEkT+vTp84SyfzT29vYULVr0sdq4dOkSdevWZe3atcyYMYPjx4/z448/cuLECWrVqsWff/6Z7baSkpJo2rQpc+bMYfTo0Rw9epTffvuNtLQ06tSpQ1RU1GPl+iAHDx7Ez8+PWrVqsWnTJvbv38/UqVMpVKgQt27deqp953Uq0EVEREREJMdERkYSGBiIp6cn1apVY+7cuZw5c4Zdu3Y9Vru9e/fGYDCwfft22rVrh6urK56engwaNMik4DQYDISGhuLn50fhwoUpV64cixYtMp6fP38+1tbWHDt2zHgsKCgIV1fXR/4S4d4p5xcuXMDf39/Yf3h4OGXLlmXKlClZtjFs2DDOnTvH2rVradmyJaVLl6Zhw4asWrWKQoUKPdSXEFOmTGHr1q2sWLGCDh06UKZMGWrXrs3ixYtxd3enW7dupKenAxAYGEibNm347LPPcHR0xMbGhp49e5KcnAzAP//8g5OTE2PHjjW2v23bNszNzVm9enWm/a9ZswZnZ2dCQkLw8vKiQoUKtGjRglmzZmFubg7836yEpUuX4urqiqWlJb6+vpw9ezbb1/ks0iZxIiKSKwzWdrmdwnMndUT3HO/zed8MTkQeLCEhAbg9yvyoLl26RGRkJGPGjMHKyirD+Xunnw8fPpwvvviCL7/8ku+++45OnTrh5eWFu7s777zzDitWrKBLly5s2bKFtWvXMnPmTP74449M234UgYGBnD17lvXr12Nubk6/fv24cOFClvG3bt0iIiKCLl264OTkZHKucOHC9O7dm08//ZRLly5l6z4uWLAAX19fqlWrZnK8QIECDBw4kC5durB3716qV68OwLp167C0tGTDhg2cOnWKd999FwcHB8aMGUOJEiWYM2cObdq0oVmzZlSuXJm3336b3r1706xZs0z7d3JyIjY2lk2bNtGwYcMs87x+/TpjxowhLCwMc3NzevfuTceOHfnjjz8eeI3PKo2gi4iIiDyn/iCJcK4xk6tcIs14fBnXWcA1fuI6P3GdfSTnYpaSn6WnpzNo0CAaNGiAl5fXI7dz/Phx0tPTqVy5crbi27dvT/fu3XF1dWX06NF4e3szdepU4/mZM2cSGxtLv379CAwMZMSIEdSqVeuR87vb0aNHWblyJbNmzcLHx4eaNWsye/Zsbty4keVn/vnnHy5fvoy7u3um593d3UlPT+f48ePZzuF+bd2JucPc3Jw5c+bg6enJa6+9xqhRo/jqq6+M09FbtmxJjx496NKlC7169cLS0pIvvvgiy/7bt29Pp06daNSoEc7OzrzxxhtMmzaNxMREk7iUlBSmTZtmvE9hYWFs2bKF7du3Z+s6n0Uq0EVERESeU+UoyOsUxhpDhnP1saAdRWhHEapingvZyfOgb9++7Nu3jx9++OGx2rkzHdtgyPi7nBkfH58M72NiYozvixUrxuzZswkNDaVChQp88sknj5Xf3WJiYihYsCDe3t7GY5UrV77vJnMP8rDX/7BtVatWjSJFihjf+/j4cPXqVZPp5hMnTiQ1NZWFCxcSHh6OpaVlln2YmZkxd+5c/vrrL0JCQihVqhRjxozB09OT2NhYY1xW9+nun1V+owJdRERE5DlVCjOs9eeg5JKgoCCWLVvGhg0bePHFFx+rrUqVKmEwGB6rcLu3uN20aRNmZmacO3fusTewu9ujFNMlSpTAzs6OQ4cOZXr+8OHDGAwGKlSokK32XF1d79sW3L6nD3L3Nfz555+cO3eOW7ducfr06Wzl8cILLxAQEMD06dM5dOgQN2/e5Ouvv86yj/sdyy/0L7KIiIiIZBBFEou4zhpuksjzvauyPFnp6en07duXn3/+mfXr11OuXLnHbtPe3p7mzZszffr0TIvpy5cvm7y/d5fyqKgok+nxW7ZsISQkhOXLl2NjY0NQUNBj53iHu7s7qamp7Ny503jsyJEjGXK8W4ECBejQoQMLFiwgLi7O5NyNGzeYMWMGzZs3z/Y6/o4dO7J27Vr27t1rcvzWrVtMnjwZDw8Pk/Xpe/fuNZmCHxUVhbW1tfGLleTkZLp06cJbb73F559/Trdu3Th//ny2crmjWLFiODs7m/z8srpP2V3K8CxSgS4iIiIiJl7Bkrewoh2FcaYAK8l6bazIw+rTpw/ff/89CxYsoGjRosTFxREXF2dSAA4ZMoR33nnnodqdMWMGaWlpxt3Ijx07RkxMDF999VWGKe2LFi1izpw5HD16lBEjRrB9+3b69u0LwJUrVwgICCAoKAg/Pz8WLFjAwoULTXZ6z0xaWhrR0dEmr8xGqd3c3GjRogU9evRg27Zt7Nq1i+7du1O4cOH7tj9mzBicnJzw9fVl5cqVnD17lk2bNtG8eXNSUlKYPn16tu/VwIEDqV27Nv7+/ixatIgzZ86wY8cO2rZtS0xMDLNnzzYZpU5OTqZbt24cOnSIlStXMmLECPr27UuBArfLyWHDhpGQkMBXX33FRx99ZNwJPiszZ87kgw8+YPXq1Zw4cYKDBw/y8ccfc/DgQfz9/Y1xhQoVIigoiG3btrF7927effdd6tatS+3atbN9rc8aFegiIiIiYuLOtHcDBrww5wrp3CQ9l7OS/CI0NJSEhAQaN26Ms7Oz8fXjjz8aY2JjYzlz5sxDtVuuXDl2795NkyZNCA4OxsvLC19fX9atW0doaKhJ7GeffUZERARVq1YlLCyM8PBwPDw8AOjfvz9WVlbGx4Z5enoyfvx4evXqxd9//51l/1evXqVGjRomr5YtW2YaO3fuXFxcXGjUqBFvvvkm77//Po6Ojve9PgcHB6KiomjSpAk9e/akfPnydOjQgfLly7Njxw7Kly+f7XtlaWnJ+vXr6dq1K0OHDqVixYq0aNECMzMzoqKiqFu3rkn8q6++SqVKlWjYsCEdOnTA39+fkSNHArBx40amTJnCd999h42NDQUKFOC7775j8+bNGe77HbVr1+bq1av06tULT09PGjVqRFRUFEuXLqVRo0bGuCJFivDxxx/TuXNnfHx8KFy4MBEREdm+zmeRIf3OIgh5LiQmJmJra8vl4/uxKVo0t9MRkeeYHrOW8573x6yt+jfxwUE55OTNlNxOwUQ41/DDEnvMuPX/i/Ei/79I/5NUtpJEF57M46WehGTSmcs1EhISsLGxye105BljMBhYsmQJbdq0ye1UTJQtW5YBAwaYPC89LwgMDOTy5cssXbo0R/udN28eAwYMuO/U//xIz0EXEREReU79jyROk8p10lnBTQoB7SjCSm4aV51bYqAFWe/GLCIiT44KdBEREZHn1MtY8DIWGY63pUgm0SIi8rRpivtzRlPcRSSvyGtT3I8dP0HX9z/g34sXsbO1Zd7MGXi4569dYp/mFHdNZc9cXpvKnl9oiruI5FfaJE5ERAToGTSA99/tytG9u/hoYH+69X5yj9QRERERyQ4V6CIi8ty7cOEfdu/dy9ud3gKgbZvWnDx1mlOnT+dyZiIiIvI8UYEuIiLPvbN//00pZ2cKFry9NYvBYKC0y4ucOftXLmcmIiIizxMV6CIiItwuyu+mLVpEREQkp2kXdxEReary2mZwmXF54QX++vscqampFCxYkPT0dM7+9TelXV7M7dQeSW4871xEREQen0bQRUTkuefoWIIa1arw/Q8/ArB46TLKlilN2TJlcjkzEREReZ5oBF1ERASY+dUUAnv2ZuzE/2JTtChh34TmdkoiIiLynFGBLiIiAri5VmLrhjW5nYaIiIg8x1Sgi4iISLYdiNiR2ynkSSdvpuR2CiIikg9oDbqIiIiIiIhIHqACXURERERERCQPUIEuIiIiIiIikgeoQBcRERERERHJA7RJnIiIiGSgzeBERJ6cxo0bU716daZMmZIv+3uWBAYGcvnyZZYuXZrbqWRKI+giz5F+Q0dSzrs+BUqW5UDMkdxOR0RERJ5DoaGhVK1aFRsbG2xsbPDx8WHlypVPpO24uDiCgoIoX748FhYWuLi44O/vz7p1655I+1mZN28ednZ2WZ7/+eefGT169GP3c+nSJQYMGEDZsmUxNzfH2dmZd999lzNnzjx0Wzdu3GDEiBG4ublhYWGBg4MD7dq14+DBg4+dZ3Zs2LCBJk2aYG9vT5EiRahUqRJdu3YlNTX1sdo1GAzGV9GiRfH29ubnn39+Qlk/fSrQRZ4j7fz9+N+ynyjj8kJupyIiIiLPqRdffJEvvviCnTt3snPnTl555RVef/31xy4MT506Rc2aNVm/fj0hISHs37+fyMhImjRpQp8+fZ5Q9o/G3t6eokWLPlYbly5dom7duqxdu5YZM2Zw/PhxfvzxR06cOEGtWrX4888/s91WUlISTZs2Zc6cOYwePZqjR4/y22+/kZaWRp06dYiKinqsXB/k4MGD+Pn5UatWLTZt2sT+/fuZOnUqhQoV4tatW4/d/ty5c4mNjWXHjh1Uq1aN9u3bs3Xr1ieQ+dOnAl3kOdLQpw4vlnLO7TRERETkOebv70/Lli1xdXXF1dWVMWPGYG1t/dhFYe/evTEYDGzfvp127drh6uqKp6cngwYNMmnbYDAQGhqKn58fhQsXply5cixatMh4fv78+VhbW3Ps2DHjsaCgIFxdXbl27doj5da4cWMGDBhgfH/hwgX8/f2N/YeHh1O2bNn7TkkfNmwY586dY+3atbRs2ZLSpUvTsGFDVq1aRaFChR7qS4gpU6awdetWVqxYQYcOHShTpgy1a9dm8eLFuLu7061bN9LT04HbU8LbtGnDZ599hqOjIzY2NvTs2ZPk5GQA/vnnH5ycnBg7dqyx/W3btmFubs7q1asz7X/NmjU4OzsTEhKCl5cXFSpUoEWLFsyaNQtzc3Pg/2YlLF26FFdXVywtLfH19eXs2bMPvD47OzucnJyoXLkyX3/9NZaWlixbtizT2MjISBo0aICdnR3FixenVatWnDhxwiRmy5YtVK9eHUtLS7y9vVm6dCkGg4Ho6OgH5vKwVKCLiIiIiEiuSEtLIyIigmvXruHj4/PI7Vy6dInIyEj69OmDlZVVhvP3Tj8fPnw4bdu2Ze/evbz99tt06tSJmJgYAN555x1atmxJly5dSE1NJTIykpkzZxIeHp5p248iMDCQU6dOsX79en766SdmzJjBhQsXsoy/desWERERdOnSBScnJ5NzhQsXpnfv3qxatYpLly5lq/8FCxbg6+tLtWrVTI4XKFCAgQMHcujQIfbu3Ws8vm7dOmJiYtiwYQM//PADS5Ys4bPPPgOgRIkSzJkzh5EjR7Jz506uXr3K22+/Te/evWnWrFmm/Ts5OREbG8umTZvum+f169cZM2YMYWFh/PHHHyQmJtKxY8dsXeMdhQoVomDBgqSkpGR6/tq1awwaNIgdO3awbt06ChQowBtvvGEcyb9y5Qr+/v5UqVKF3bt3M3r0aD7++OOHyuFhaJM4ERGRZ1TqiO5PpB1tCJd9J29m/geePD0hTV0zHEtMTWPuxr2ZRMuzYv/+/fj4+HDz5k2sra1ZsmQJHh4ej9ze8ePHSU9Pp3LlytmKb9++Pd273/43dPTo0axZs4apU6cyY8YMAGbOnEnVqlXp168fP//8MyNGjKBWrVqPnN/djh49ysqVK4mKiqJOnToAzJ49G3d39yw/888//3D58uUsY9zd3UlPT+f48ePUrl07Wzk0adIky7buxFSvXh0Ac3Nz5syZQ5EiRfD09GTUqFEMHjyY0aNHU6BAAVq2bEmPHj3o0qULtWrVwtLSki+++CLL/tu3b8+qVato1KgRTk5O1K1bl1dffZV33nkHGxsbY1xKSgrTpk0z3qewsDDc3d3Zvn17tq4zKSmJCRMmkJiYyKuvvpppTNu2bU3ez549G0dHRw4dOoSXlxfh4eEYDAa+/fZbLC0t8fDw4O+//6ZHjx4P7P9RaARdRERERERylJubG9HR0URFRfHBBx/QtWtXDh069Mjt3ZmObTAYshV/72i9j4+PcQQdoFixYsyePZvQ0FAqVKjAJ5988si53SsmJoaCBQvi7e1tPFa5cuX7bjL3IA97/Q/bVrVq1ShSpIjxvY+PD1evXjWZbj5x4kRSU1NZuHAh4eHhWFpaZtmHmZkZc+fO5a+//iIkJIRSpUoxZswYPD09iY2NNcZldZ/u/lllplOnTlhbW1OkSBH++9//MnHiRPz8/DKNPXHiBJ07d6Z8+fLY2NhQrlw5AOPGe0eOHKFq1aom15OdLwcelQp0ERERERHJUebm5lSsWBFvb2/GjRtHtWrV+PLLLx+5vUqVKmEwGB5YuN3PvcXtpk2bMDMz49y5c4+89jwzj1JMlyhRAjs7uyy/xDh8+DAGg4EKFSpkqz1XV9f7tgW37+mD3H0Nf/75J+fOnePWrVucPn06W3m88MILBAQEMH36dA4dOsTNmzf5+uuvs+zjfsfuNnnyZKKjo4mNjeXSpUsEBwdnGevv78/Fixf59ttv2bZtG9u2bQMwrrFPT0/P0N+dn+HToAJd5DnS55PhuFSvy1/n4vBt34VKdRrldkoiIiIipKenk5SU9Mift7e3p3nz5kyfPj3TYvry5csm7+/dkC4qKspkevyWLVsICQlh+fLl2NjYEBQU9Mi53cvd3Z3U1FR27txpPHbkyJEMOd6tQIECdOjQgQULFhAXF2dy7saNG8yYMYPmzZtjb2+frRw6duzI2rVrTdaZw+217pMnT8bDw8NkffrevXu5ceOG8X1UVBTW1ta8+OKLwO1itkuXLrz11lt8/vnndOvWjfPnz2crlzuKFSuGs7Ozyc8vq/v0oKUMTk5OVKxYEUdHx/vGXbx4kZiYGD799FNeffVV3N3diY+PN4mpXLky+/btM/n9vDunJ00FushzZPoXozkbHUXKuRPEHtjJsW2/53ZKIiIi8pwZOnQo//vf/zh16hT79+9n2LBhbNy4kS5duhhjhgwZwjvvvPNQ7c6YMYO0tDTjbuTHjh0jJiaGr776KsOU9kWLFjFnzhyOHj3KiBEj2L59O3379gVubwoWEBBAUFAQfn5+LFiwgIULF5rs9J6ZtLQ0oqOjTV6ZjVK7ubnRokULevTowbZt29i1axfdu3encOHC921/zJgxODk54evry8qVKzl79iybNm2iefPmpKSkMH369Gzfq4EDB1K7dm38/f1ZtGgRZ86cYceOHbRt25aYmBhmz55tMmqcnJxMt27dOHToECtXrmTEiBH07duXAgVul5PDhg0jISGBr776io8++si4E3xWZs6cyQcffMDq1as5ceIEBw8e5OOPP+bgwYP4+/sb4woVKkRQUBDbtm1j9+7dvPvuu9StW/eJTTEvVqwYxYsX55tvvuH48eOsX7+eQYMGmcR07tyZW7du8f777xMTE8OqVauYOHEi8GSWFNxLm8SJiMgTYbC2y+0UROQZkdnGb/L8OH/+PAEBAcTGxmJra0vVqlWJjIzE19fXGBMbG2tcA5xd5cqVY/fu3YwZM4bg4GBiY2MpUaIENWvWJDQ01CT2s88+IyIigt69e+Pk5ER4eLhxk7r+/ftjZWVlfGyYp6cn48ePp1evXtSrV48XXngh0/6vXr1KjRo1TI6VKVOGU6dOZYidO3cu3bt3p1GjRpQsWZLPP/+c4cOH3/f6HBwciIqKYtSoUfTs2ZPY2FiKFy9OixYt+P777yldunR2bxWWlpasX7+ecePGMXToUE6fPk3RokVp0qQJUVFReHl5mcS/+uqrVKpUiYYNG5KUlETHjh0ZOXIkABs3bmTKlCls2LDBuMHbd999R9WqVQkNDeWDDz7I0H/t2rXZvHkzvXr14ty5c1hbW+Pp6cnSpUtp1Oj/ZngWKVKEjz/+mM6dO/PXX3/RoEED5syZk+3rfJACBQoQERFBv3798PLyws3Nja+++orGjRsbY2xsbFi+fDkffPAB1atXp0qVKvznP/+hc+fO911n/6gM6U9zAr3kOYmJidja2nL5+H5sihbN7XREJB9RgZ7ztIt75lb9m/jU2tYu7k/G4xboialpuGzcS0JCgsmOzyLZYTAYWLJkCW3atMntVEyULVuWAQMGmDwvPS8IDAzk8uXLLF26NEf7nTdvHgMGDLjv1P/cEh4ezrvvvktCQsIDZz48LI2gi4iIiIiIiGRh/vz5lC9fnhdeeIG9e/fy8ccf06FDhydenIMKdBEREREREZEsxcXF8Z///Ie4uDicnZ1p3749Y8aMeSp9aYr7c0ZT3EXkadEU95z3sFPcNZU9+zSV/eHk9JpyTXEXkfxKu7iLiIiIiIiI5AEq0EVERERERETyABXoDxAaGkrVqlWxsbHBxsYGHx8fVq5caTyfnp7OyJEjKVWqFIULF6Zx48YcPHjQpI2kpCSCgoJwcHDAysqK1q1b89dff5nExMfHExAQgK2tLba2tgQEBGTYsfDMmTP4+/tjZWWFg4MD/fr1Izk5+aldu4iIiIiIiOQcFegP8OKLL/LFF1+wc+dOdu7cySuvvMLrr79uLMJDQkL473//y7Rp09ixYwdOTk74+vpy5coVYxsDBgxgyZIlREREsHnzZq5evUqrVq1IS0szxnTu3Jno6GgiIyOJjIwkOjqagIAA4/m0tDRee+01rl27xubNm4mIiGDx4sUEBwfn3M0QERERERGRp0abxD0Ce3t7JkyYwHvvvUepUqUYMGAAH3/8MXB7tLxkyZKMHz+enj17kpCQQIkSJfjuu+946623ADh37hwuLi789ttvNG/enJiYGDw8PIiKiqJOnToAREVF4ePjw+HDh3Fzc2PlypW0atWKs2fPUqpUKQAiIiIIDAzkwoUL2d4gRZvEicjTok3inp7nfTO4rDypTeK0IVxGOb3p28PSJnEikl9pBP0hpKWlERERwbVr1/Dx8eHkyZPExcXRrFkzY4yFhQWNGjViy5YtAOzatYuUlBSTmFKlSuHl5WWM2bp1K7a2tsbiHKBu3brY2tqaxHh5eRmLc4DmzZuTlJTErl27nup1i4iIiIiIyNOn56Bnw/79+/Hx8eHmzZtYW1uzZMkSPDw8jMVzyZIlTeJLlizJ6dOngdvPzDM3N6dYsWIZYuLi4owxjo6OGfp1dHQ0ibm3n2LFimFubm6MyUxSUhJJSUnG94mJT++RNCIiIiIiIvLoNIKeDW5ubkRHRxMVFcUHH3xA165dOXTokPG8wWAwiU9PT89w7F73xmQW/ygx9xo3bpxx4zlbW1tcXFzum5eIiIiIiIjkDhXo2WBubk7FihXx9vZm3LhxVKtWjS+//BInJyeADCPYFy5cMI52Ozk5kZycTHx8/H1jzp8/n6Hff/75xyTm3n7i4+NJSUnJMLJ+tyFDhpCQkGB8nT179iGvXkRERERERHKCprg/gvT0dJKSkihXrhxOTk6sWbOGGjVqAJCcnMzvv//O+PHjAahZsyaFChVizZo1dOjQAYDY2FgOHDhASEgIAD4+PiQkJLB9+3Zq164NwLZt20hISKBevXrGmDFjxhAbG4uzszMAq1evxsLCgpo1a2aZq4WFBRYWFk/nRojIc0mbweUdz8tmcPL05PXN4EREnjcq0B9g6NCh+Pn54eLiwpUrV4iIiGDjxo1ERkZiMBgYMGAAY8eOpVKlSlSqVImxY8dSpEgROnfuDICtrS3dunUjODiY4sWLY29vz4cffkiVKlVo2rQpAO7u7rRo0YIePXowc+ZMAN5//31atWqFm5sbAM2aNcPDw4OAgAAmTJjApUuX+PDDD+nRo4d2LxUREREREckHVKA/wPnz5wkICCA2NhZbW1uqVq1KZGQkvr6+AHz00UfcuHGD3r17Ex8fT506dVi9ejVF73qE2eTJkylYsCAdOnTgxo0bvPrqq8ybNw8zMzNjTHh4OP369TPu9t66dWumTZtmPG9mZsavv/5K7969qV+/PoULF6Zz585MnDgxh+6EiIiIiIiIPE16DvpzRs9BF5HHpSnuOS+r56A/71Pc9Rz0x/esTnHXc9BFJL/SJnEiIiIiIiJPUePGjRkwYEC+7U+eHE1xFxERySOyGimXJ+N5GSl/VkfF5fk0btw4hg4dSv/+/ZkyZcpjtxcXF8eYMWP49ddf+fvvv3F0dKR69eoMGDCAV1999fETzsK8efMYMGAAly9fzvT8zz//TKFChR67n0uXLjFq1CiWLl3KuXPnKF68OC1atOCzzz6jdOnS2W4nLS2NkJAQwsLCOH36NIULF8bV1ZWePXvy7rvvPnae8uhUoIuIiIiISI7bsWMH33zzDVWrVn0i7Z06dYr69etjZ2dHSEgIVatWJSUlhVWrVtGnTx8OHz78RPp5FPb29o/dxqVLl6hbty7m5ubMmDEDLy8vTp06xaeffkqtWrXYunUr5cuXz1ZbI0eO5JtvvmHatGl4e3uTmJjIzp07MzwaWnKepriLiIiIiEiOunr1Kl26dOHbb7+lWLFiT6TN3r17YzAY2L59O+3atcPV1RVPT08GDRpEVFSUMc5gMBAaGoqfnx+FCxemXLlyLFq0yHh+/vz5WFtbc+zYMeOxoKAgXF1duXbt2iPldu+U8wsXLuDv72/sPzw8nLJly953FsGwYcM4d+4ca9eupWXLlpQuXZqGDRuyatUqChUqRJ8+fbKdz/Lly+nduzft27enXLlyVKtWjW7dujFo0CCTnPv27Uvfvn2xs7OjePHifPrpp2gLs6dLBbqIiIiIiOSoPn368NprrxkfO/y4Ll26RGRkJH369MHKyirDeTs7O5P3w4cPp23btuzdu5e3336bTp06ERMTA8A777xDy5Yt6dKlC6mpqURGRjJz5kzCw8MzbftRBAYGcurUKdavX89PP/3EjBkzuHDhQpbxt27dIiIigi5duuDk5GRyrnDhwvTu3ZtVq1Zx6dKlbPXv5OTE+vXr+eeff+4bFxYWRsGCBdm2bRtfffUVkydPZtasWdnqQx6NpriLiIjkcc/7bu3PO60pl/wmIiKC3bt3s2PHk/u37fjx46Snp1O5cuVsxbdv357u3W/v+zF69GjWrFnD1KlTmTFjBgAzZ86katWq9OvXj59//pkRI0ZQq1atJ5Lr0aNHWblyJVFRUdSpUweA2bNn4+7unuVn/vnnHy5fvpxljLu7O+np6Rw/fpzatWs/MIf//ve/tGvXDicnJzw9PalXrx6vv/46fn5+JnEuLi5MnjwZg8GAm5sb+/fvZ/LkyfTo0eMhrlgehkbQRUREREQkR5w9e5b+/fvz/fffY2lp+cTavTPt2mAwZCvex8cnw/s7I+gAxYoVY/bs2YSGhlKhQgU++eSTJ5ZrTEwMBQsWxNvb23iscuXKGUb5H8bDXr+HhwcHDhwgKiqKd999l/Pnz+Pv72/80uKOunXrmrTp4+PDsWPHSEtLe+Rc5f5UoIuIiIiISI7YtWsXFy5coGbNmhQsWJCCBQvy+++/89VXX1GwYMFHLvwqVaqEwWAwKbIf1r3F7aZNmzAzM+PcuXOPvPY8Mw9bTAOUKFECOzs7Dh06lOn5w4cPYzAYqFChQrbbLFCgALVq1WLgwIEsWbKEefPmMXv2bE6ePJntNuTJU4EuIiIiIiI54tVXX2X//v1ER0cbX97e3nTp0oXo6GjMzMweqV17e3uaN2/O9OnTMy2m73382d2bxt15f/f0+C1bthASEsLy5cuxsbEhKCjokfLKjLu7O6mpqezcudN47MiRI1k+og1uF9MdOnRgwYIFxMXFmZy7ceMGM2bMoHnz5o+1W7yHhweAyf3L7D5VqlTpkX9O8mBagy4iIiIiIjmiaNGieHl5mRyzsrKiePHiJseHDBnC33//zfz587Pd9owZM6hXrx61a9dm1KhRVK1aldTUVNasWUNoaKjJ6PqiRYvw9vamQYMGhIeHs337dmbPng3AlStXCAgIICgoCD8/P0qXLo23tzetWrWiffv2WfaflpZGdHS0yTFzc3Nj4XuHm5sbLVq0oEePHnzzzTcULFiQAQMGULhw4fte35gxY1i3bh2+vr6EhITg5eXFyZMn+fTTT0lJSWH69OnZvlft2rWjfv361KtXDycnJ06ePMmQIUNwdXU1+aLi7NmzDBo0iJ49e7J7926mTp3KpEmTst2PPDwV6CIikimDtV1up/Dc0WZwmVv1b+JDxZ+8mfKUMnlytPGbyP3FxsZy5syZh/pMuXLl2L17N2PGjCE4OJjY2FhKlChBzZo1CQ0NNYn97LPPiIiIoHfv3jg5OREeHm4spPv374+VlRVjx44FwNPTk/Hjx9OrVy/q1avHCy+8kGn/V69epUaNGibHypQpw6lTpzLEzp07l+7du9OoUSNKlizJ559/zvDhw+97fQ4ODkRFRTFq1Ch69uxJbGwsxYsXp0WLFnz//feULl06u7eK5s2b88MPPzBu3DgSEhJwcnLilVdeYeTIkRQs+H8l4jvvvMONGzeoXbs2ZmZmBAUF8f7772e7H3l4hnQ9yO65kpiYiK2tLZeP78emaNHcTkdE8jAV6Dkv2q1abqeQJ6lAl3slpqbhsnEvCQkJ2NjY5HY68owxGAwsWbKENm3a5HYqJsqWLcuAAQNMnpeemxo3bkz16tXv+2x2efK0Bl1EREREREQkD1CBLiIiIiIiIpIHaA26iIiIiIg8N/LqCt/M1qrnpo0bN+Z2Cs8lFegiIiK5QOvN8xetKRcRkSdBU9xFRERERERE8gAV6CIiIiIiIiJ5gAp0ERERERERkTxABbqIiIiIiIhIHqBN4kREBIO1XW6nkG/divszt1PIt07eTHlqbWvTNxERyQ0aQRcRERERERHJA1Sgi4iIiIiIiOQBKtBFRERERERE8gCtQRcREXmK9jV6I7dTkP9P68pFRCSv0wi6iIiIiIiISB6gAl1EREREREQkD1CBLiIiIiIiIpIHqEAXERERERHJIYGBgbRp0ya305A8SgW6iMhzxGBtl+lLHt+tuD8zfcnjO3kzJdNXVkKaumb6EpG8YeTIkRgMBpOXk5PTE2k7Li6OoKAgypcvj4WFBS4uLvj7+7Nu3bon0v793LhxgxEjRuDm5oaFhQUODg60a9eOgwcPPnRbaWlpTJ48mapVq2JpaYmdnR1+fn788ccfTyHzjPbs2UOrVq1wdHTE0tKSsmXL8tZbb/Hvv//mSP/PMxXoIiIiIiKSozw9PYmNjTW+9u/f/9htnjp1ipo1a7J+/XpCQkLYv38/kZGRNGnShD59+jyBrLOWlJRE06ZNmTNnDqNHj+bo0aP89ttvpKWlUadOHaKiorLdVnp6Oh07dmTUqFH069ePmJgYfv/9d1xcXGjcuDFLly59ehcCXLhwgaZNm+Lg4MCqVauIiYlhzpw5ODs7c/369afat6hAFxERERGRHFawYEGcnJyMrxIlSjx2m71798ZgMLB9+3batWuHq6srnp6eDBo0yKRANhgMhIaG4ufnR+HChSlXrhyLFi0ynp8/fz7W1tYcO3bMeCwoKAhXV1euXbuWad9Tpkxh69atrFixgg4dOlCmTBlq167N4sWLcXd3p1u3bqSnp2frOhYuXMhPP/3E/Pnz6d69O+XKlaNatWp88803tG7dmu7duxvzGDlyJNWrV2fmzJm4uLhQpEgR2rdvz+XLlwG4efMmnp6evP/++8b2T548ia2tLd9++22m/W/ZsoXExERmzZpFjRo1KFeuHK+88gpTpkyhdOnSAGzcuBGDwcCvv/5KtWrVsLS0pE6dOk/ki5bnnQp0ERERERHJUceOHaNUqVKUK1eOjh078uefj7ck6NKlS0RGRtKnTx+srKwynLezszN5P3z4cNq2bcvevXt5++236dSpEzExMQC88847tGzZki5dupCamkpkZCQzZ84kPDw807YBFixYgK+vL9WqVTM5XqBAAQYOHMihQ4fYu3dvtq5lwYIFuLq64u/vn+FccHAwFy9eZM2aNcZjx48fZ+HChSxfvpzIyEiio6ONMwYsLS0JDw8nLCyMpUuXkpaWRkBAAE2aNKFHjx6Z9u/k5ERqaipLlix54JcKgwcPZuLEiezYsQNHR0dat25NSkrWS5DkwVSgi4iIiIhIjqlTpw7z589n1apVfPvtt8TFxVGvXj0uXrz4yG0eP36c9PR0KleunK349u3b0717d1xdXRk9ejTe3t5MnTrVeH7mzJnExsbSr18/AgMDGTFiBLVq1cqyvaNHj+Lu7p7puTvHjx49mq3cHratmzdvEhYWRvXq1WnYsCFTp04lIiKCuLg4AKpXr87nn39Ojx49GDhwICdOnGDWrFlZ9l+3bl2GDh1K586dcXBwwM/PjwkTJnD+/PkMsSNGjMDX15cqVaoQFhbG+fPnWbJkSbauUzJXMLcTEBEReZZktfHbvkZv5HAmzw9t8CaSv/j5+Rn/u0qVKvj4+FChQgXCwsIYNGjQI7V5Z6TXYDBkK97HxyfD++joaOP7YsWKMXv2bJo3b069evX45JNPHimvR8ktO+5uq3Tp0rz44ovG9z4+Pty6dYsjR44YN98LDg7ml19+YerUqaxcuRIHB4f7tj9mzBgGDRrE+vXriYqK4uuvv2bs2LFs2rSJKlWqmPR1h729PW5ubsaZCPJoNIIuIiIiIiK5xsrKiipVqpis+X5YlSpVwmAwPFZxeG8BvWnTJszMzDh37lyWa8/vcHV15dChQ5meO3z4sDHH7LhfW3eu735t3bmOu6/nwoULHDlyBDMzs2zf5+LFi9O+fXsmTZpETEwMpUqVYuLEiQ/83JP8IuJ5pAJdRERERERyTVJSEjExMTg7Oz9yG/b29jRv3pzp06dnWkzf2TTtjnt3VY+KijKZHr9lyxZCQkJYvnw5NjY2BAUF3bf/jh07snbt2gzrzG/dusXkyZPx8PDIsD79fm0dO3aM5cuXZzg3adIkihcvjq+vr/HYmTNnOHfunPH91q1bKVCgAK6u/zf76L333sPLy4v58+fz0UcfZfkFQFbMzc2pUKFChnt7932Mj4/n6NGj2V5mIJlTgS4iIiIiIjnmww8/5Pfff+fkyZNs27aNdu3akZiYSNeuXY0xQ4YM4Z133nmodmfMmEFaWppx9/Rjx44RExPDV199lWFK+6JFi5gzZw5Hjx5lxIgRbN++nb59+wJw5coVAgICCAoKws/PjwULFrBw4UKTnd7vNXDgQGrXro2/vz+LFi3izJkz7Nixg7Zt2xITE8Ps2bOzPbLcsWNH3njjDbp27crs2bM5deoU+/bto2fPnixbtoxZs2aZbFZnaWlJ165d2bt3L//73//o168fHTp0ME5vnz59Olu3bmX+/Pl07tyZdu3a0aVLF5KTkzPtf8WKFbz99tusWLGCo0ePcuTIESZOnMhvv/3G66+/bhI7atQo1q1bx4EDBwgMDMTBwYE2bdpk6zolcyrQRUREREQkx/z111906tQJNzc33nzzTczNzYmKiqJMmTLGmNjYWM6cOfNQ7ZYrV47du3fTpEkTgoOD8fLywtfXl3Xr1hEaGmoS+9lnnxEREUHVqlUJCwsjPDwcDw8PAPr374+VlRVjx44Fbj+zffz48fTq1Yu///47074tLS1Zv349Xbt2ZejQoVSsWJEWLVpgZmZGVFQUdevWzfZ1GAwGFi5cyLBhw5g8eTKVK1fm5Zdf5vTp02zYsCFDAVyxYkXefPNNWrZsSbNmzfDy8mLGjBnA7en1gwcPZsaMGbi4uAC3C/bLly8zfPjwTPv38PCgSJEiBAcHU716derWrcvChQuZNWsWAQEBJrFffPEF/fv3p2bNmsTGxrJs2TLMzc2zfa2SkSE9uw/kk3whMTERW1tbLh/fj03RormdjojkMIO1XW6n8MzIajO4rGiTuMdXvnLx3E5BnhGJqWm4bNxLQkICNjY2uZ2OPGMMBgNLlizJFyO9I0eOZOnSpSYb3OWEjRs30qRJE+Lj4zM8wk4ej0bQRURERERERPIAFegiIiIiIiIieYCmuD9nNMVd5PmmKe7ZpynuOU9T3CW7NMVdRPKrgrmdgIiIPHkqxB/OwxTjKsRFRETkadEUdxEREREREZE8QAW6iIiIiIiISB6gAl1EREREREQkD1CBLiIiIiIiIpIHaJM4ERF5bjzszuzy9DgUt8ztFERERPIcjaCLiIiIiIiI5AEq0B9g3Lhx1KpVi6JFi+Lo6EibNm04cuSISUxgYCAGg8HkVbduXZOYpKQkgoKCcHBwwMrKitatW/PXX3+ZxMTHxxMQEICtrS22trYEBARw+fJlk5gzZ87g7++PlZUVDg4O9OvXj+Tk5Kdy7SIiIiIiIpJzVKA/wO+//06fPn2IiopizZo1pKam0qxZM65du2YS16JFC2JjY42v3377zeT8gAEDWLJkCREREWzevJmrV6/SqlUr0tLSjDGdO3cmOjqayMhIIiMjiY6OJiAgwHg+LS2N1157jWvXrrF582YiIiJYvHgxwcHBT/cmiIiIiIiIyFOnNegPEBkZafJ+7ty5ODo6smvXLho2bGg8bmFhgZOTU6ZtJCQkMHv2bL777juaNm0KwPfff4+Liwtr166lefPmxMTEEBkZSVRUFHXq1AHg22+/xcfHhyNHjuDm5sbq1as5dOgQZ8+epVSpUgBMmjSJwMBAxowZg42NzdO4BSIiIiIiIpIDVKA/pISEBADs7e1Njm/cuBFHR0fs7Oxo1KgRY8aMwdHREYBdu3aRkpJCs2bNjPGlSpXCy8uLLVu20Lx5c7Zu3Yqtra2xOAeoW7cutra2bNmyBTc3N7Zu3YqXl5exOAdo3rw5SUlJ7Nq1iyZNmmTINykpiaSkJOP7xMTEJ3MjRCRPMFjb5XYKedKT2AxuX6M3nkAmIiIiItmnKe4PIT09nUGDBtGgQQO8vLyMx/38/AgPD2f9+vVMmjSJHTt28MorrxgL47i4OMzNzSlWrJhJeyVLliQuLs4Yc6egv5ujo6NJTMmSJU3OFytWDHNzc2PMvcaNG2dc025ra4uLi8uj3wARERERERF5ajSC/hD69u3Lvn372Lx5s8nxt956y/jfXl5eeHt7U6ZMGX799VfefPPNLNtLT0/HYDAY39/9348Tc7chQ4YwaNAg4/vExEQV6SIiIiIiInlQvi3QT506xf/+9z9OnTrF9evXKVGiBDVq1MDHxwdLy4d/9mpQUBDLli1j06ZNvPjii/eNdXZ2pkyZMhw7dgwAJycnkpOTiY+PNxlFv3DhAvXq1TPGnD9/PkNb//zzj3HU3MnJiW3btpmcj4+PJyUlJcPI+h0WFhZYWFhk/0JFREREROSpCQwM5PLlyyxdujS3U8lzRo4cydKlS4mOjs7tVHJNvpvivmDBAurWrUv58uUZPHgwS5cu5X//+x+zZs2iRYsWlCxZkt69e3P69OlstZeenk7fvn35+eefWb9+PeXKlXvgZy5evMjZs2dxdnYGoGbNmhQqVIg1a9YYY2JjYzlw4ICxQPfx8SEhIYHt27cbY7Zt20ZCQoJJzIEDB4iNjTXGrF69GgsLC2rWrJmt6xERERERyW1///03b7/9NsWLF6dIkSJUr16dXbt2PXa7cXFxBAUFUb58eSwsLHBxccHf359169Y9gazv78aNG4wYMQI3NzcsLCxwcHCgXbt2HDx48KHbSktLY/LkyVStWhVLS0vs7Ozw8/Pjjz/+eAqZZ7Rnzx5atWqFo6MjlpaWlC1blrfeeot///33sdotW7as8bHURYoUwcvLi5kzZz6hrPOHfDWC/tJLL1GgQAECAwNZuHAhpUuXNjmflJTE1q1biYiIwNvbmxkzZtC+ffv7ttmnTx8WLFjAL7/8QtGiRY1rvW1tbSlcuDBXr15l5MiRtG3bFmdnZ06dOsXQoUNxcHDgjTfeMMZ269aN4OBgihcvjr29PR9++CFVqlQx7uru7u5OixYt6NGjh/GX9P3336dVq1a4ubkB0KxZMzw8PAgICGDChAlcunSJDz/8kB49emgHdxHJ157Epm+SOw5fuZ7p8ZaVi+dwJiKSV8THx1O/fn2aNGnCypUrcXR05MSJE9jZ2T1Wu6dOnaJ+/frY2dkREhJC1apVSUlJYdWqVfTp04fDhw8/mQvIRFJSEk2bNuXMmTNMmjSJOnXqcP78ecaNG0edOnVYu3YtdevWzVZb6enpdOzYkbVr1zJhwgReffVVEhMTmT59Oo0bN2bRokW0adPmqV3LhQsXaNq0Kf7+/qxatQo7OztOnjzJsmXLuH4983/TH8aoUaPo0aMHV69eZd68efTq1Qs7OzuTZcPPs3w1gj569Gh27txJ3759MxTncHu6d+PGjfn666+JiYmhbNmyD2wzNDSUhIQEGjdujLOzs/H1448/AmBmZsb+/ft5/fXXcXV1pWvXrri6urJ161aKFi1qbGfy5Mm0adOGDh06UL9+fYoUKcLy5csxMzMzxoSHh1OlShWaNWtGs2bNqFq1Kt99953xvJmZGb/++iuWlpbUr1+fDh060KZNGyZOnPgYd01EREREJOeMHz8eFxcX5s6dS+3atSlbtiyvvvoqFSpUeKx2e/fujcFgYPv27bRr1w5XV1c8PT0ZNGgQUVFRxjiDwUBoaCh+fn4ULlyYcuXKsWjRIuP5+fPnY21tbVyuCreXu7q6unLt2rVM+54yZQpbt25lxYoVdOjQgTJlylC7dm0WL16Mu7s73bp1Iz09PVvXsXDhQn766Sfmz59P9+7dKVeuHNWqVeObb76hdevWdO/e3ZjHyJEjqV69OjNnzsTFxYUiRYrQvn17Ll++DMDNmzfx9PTk/fffN7Z/8uRJbG1t+fbbbzPtf8uWLSQmJjJr1ixq1KhBuXLleOWVV5gyZYqxxtq4cSMGg4Fff/2VatWqYWlpSZ06ddi/f/8Dr69o0aI4OTlRsWJFPv/8cypVqpTldP8dO3bg6+uLg4MDtra2NGrUiN27d5vEHD58mAYNGmBpaYmHhwdr167FYDA8s0sI8lWB/tprrwGQmppKWFhYljubAzg4OFCrVq0Htpmenp7pKzAwEIDChQuzatUqLly4QHJyMqdPn2bevHkZNmKztLRk6tSpXLx4kevXr7N8+fIMMfb29nz//fckJiaSmJjI999/n+GbxNKlS7NixQquX7/OxYsXmTp1qtaYi4iIiMgzY9myZXh7e9O+fXscHR2pUaNGlsVidl26dInIyEj69OmDlZVVhvP3/k09fPhw2rZty969e3n77bfp1KkTMTExALzzzju0bNmSLl26kJqaSmRkJDNnziQ8PDzTtuH2MltfX1+qVatmcrxAgQIMHDiQQ4cOsXfv3mxdy4IFC3B1dcXf3z/DueDgYC5evGiydPb48eMsXLiQ5cuXExkZSXR0NH369AFu1yDh4eGEhYWxdOlS0tLSCAgIoEmTJvTo0SPT/p2cnEhNTWXJkiUP/FJh8ODBTJw4kR07duDo6Ejr1q1JSUnJ1nXeYWlpmeVnrly5QteuXfnf//5HVFQUlSpVomXLlly5cgWAW7du0aZNG4oUKcK2bdv45ptvGDZs2EP1n9fkqwL9joIFC/LBBx+YPP9bRERERERy359//kloaCiVKlVi1apV9OrVi379+jF//vxHbvP48eOkp6dTuXLlbMW3b9+e7t274+rqyujRo/H29mbq1KnG8zNnziQ2NpZ+/foRGBjIiBEj7ju4d/ToUdzd3TM9d+f40aNHs5Xbw7Z18+ZNwsLCqF69Og0bNmTq1KlEREQYByurV6/O559/To8ePRg4cCAnTpxg1qxZWfZft25dhg4dSufOnXFwcMDPz48JEyZkuqH1iBEj8PX1pUqVKoSFhXH+/HmWLFmSretMTU1l3rx57N+/n1dffTXTmFdeeYW3334bd3d33N3dmTlzJtevX+f3338Hbu/HdeLECebPn0+1atVo0KABY8aMyVb/eVW+LNAB6tSp81zv/iciIiIikhfdunWLl156ibFjx1KjRg169uxJjx49CA0NfeQ274z0ZvXo4Xv5+PhkeH9nBB2gWLFizJ49m9DQUCpUqMAnn3ySY7llx91tlS5d2uQpUz4+Pty6dYsjR44YjwUHB+Pm5sbUqVOZO3cuDg4O921/zJgxxMXF8fXXX+Ph4cHXX39N5cqVM0xhv/s+2tvb4+bmZnIfM/Pxxx9jbW1N4cKF6dOnD4MHD6Znz56Zxl64cIFevXrh6uqKra0ttra2XL16lTNnzgBw5MgRXFxccHJyMn6mdu3a9+0/r8tXm8TdrXfv3gwaNIizZ89Ss2bNDNNRqlatmkuZiYg8PIO1XW6nkGO0IdyzKavN4BqUtc/hTEQkr3N2dsbDw8PkmLu7O4sXL37kNitVqoTBYCAmJuaRN1C7t4DetGkTZmZmnDt3jmvXrt13U2ZXV1cOHTqU6bk7m9NVqlQpW3ncr607xe/92rpzHXdfz4ULFzhy5AhmZmYcO3aMFi1aPDCP4sWL0759e9q3b8+4ceOoUaMGEydOJCws7L6fe9AXEYMHDyYwMJAiRYrg7Ox83/jAwED++ecfpkyZQpkyZbCwsMDHx4fk5GTg9pcfT/KLj7wg346gv/XWW5w8eZJ+/fpRv359qlevTo0aNYz/V0REREREcl79+vVNRnfh9pTtMmXKPHKb9vb2NG/enOnTp2e6kdudTdPuuHvTuDvv754ev2XLFkJCQli+fDk2NjYEBQXdt/87u67fu8781q1bTJ48GQ8Pjwzr0+/X1rFjx1i+fHmGc5MmTaJ48eL4+voaj505c4Zz584Z32/dupUCBQrg6upqPPbee+/h5eXF/Pnz+eijj7L8AiAr5ubmVKhQIcO9vfs+xsfHc/To0QcuM3BwcKBixYqUKlXqgcX1//73P/r160fLli3x9PTEwsLC5FFvlStX5syZMybT73fs2PEwl5bn5NsR9JMnT+Z2CiIiIiIico+BAwdSr149xo4dS4cOHdi+fTvffPMN33zzjTFmyJAh/P333w+1Ln3GjBnUq1eP2rVrM2rUKKpWrUpqaipr1qwhNDTUZOr1okWL8Pb2pkGDBoSHh7N9+3Zmz54N3N6YLCAggKCgIPz8/ChdujTe3t60atUqy0c0Dxw4kF9++QV/f3+Tx6yNHTuWmJgY487i2dGxY0cWLVpE165dMzxmbdmyZSxatMhkdrClpSVdu3Zl4sSJJCYm0q9fPzp06GCc9j19+nS2bt3Kvn37cHFxYeXKlXTp0oVt27Zhbm6eof8VK1YQERFBx44dcXV1JT09neXLl/Pbb78xd+5ck9hRo0ZRvHhxSpYsybBhw3BwcHiij4CrWLEi3333Hd7e3iQmJjJ48GAKFy5sPO/r60uFChXo2rUrISEhXLlyxbhJ3LM6sp5vR9DLlClz35eIiIiIiOS8WrVqsWTJEn744Qe8vLwYPXo0U6ZMoUuXLsaY2NhY4zrj7CpXrhy7d++mSZMmBAcH4+Xlha+vL+vWrcuwvv2zzz4jIiKCqlWrEhYWRnh4uHHaff/+/bGysmLs2LEAeHp6Mn78eHr16sXff/+dad+WlpasX7+erl27MnToUCpWrEiLFi0wMzMjKioq289Ah9uF5cKFCxk2bBiTJ0+mcuXKvPzyy5w+fZoNGzZkKIArVqzIm2++ScuWLWnWrBleXl7MmDEDuD29fvDgwcyYMcP4BKnp06dz+fJlhg8fnmn/Hh4eFClShODgYKpXr07dunVZuHAhs2bNIiAgwCT2iy++oH///tSsWZPY2FiWLVuWadH/qObMmUN8fDw1atQgICCAfv364ejoaDxvZmbG0qVLuXr1KrVq1aJ79+58+umnwO2fybPIkJ7dB/I9ow4dOsSZM2eM6xTuaN26dS5llLsSExOxtbXl8vH92Nz1nHYRydue5TXoz8Ka8n2N3sjtFJ55D7sG3aZE5o8qEsmOxNQ0XDbuJSEh4b7rgkUyYzAYWLJkyRMd6c0tI0eOZOnSpTm+OfbGjRtp0qQJ8fHxGR5hl9v++OMPGjRowPHjx6lQoUJup/PQ8u0U9z///JM33niD/fv3YzAYMuyemJaWlpvpiYiIiIiIyGNasmQJ1tbWVKpUiePHj9O/f3/q16//TBbnkI+nuPfv359y5cpx/vx5ihQpwsGDB9m0aRPe3t5s3Lgxt9MTERERERGRx3TlyhV69+5N5cqVCQwMpFatWvzyyy+5ndYjy7dT3B0cHFi/fj1Vq1bF1taW7du34+bmxvr16wkODmbPnj25nWKu0BR3kWeTprg/XZri/vg0xV1ykqa4i0h+lW9H0NPS0rC2tgZuF+t3Hj1QpkyZDI91EBEREREREclt+XYNupeXF/v27aN8+fLUqVOHkJAQzM3N+eabbyhfvnxupycikqW8Mlr+LIx8PyyNlOe8fy/ezPS4RtBFREQyyrcF+qeffsq1a9cA+Pzzz2nVqhUvv/wyxYsX58cff8zl7ERERERERERM5dsCvXnz5sb/Ll++PIcOHeLSpUsUK1bsmX1ovYiIiIiIiORf+bZAv9vZs2cxGAy8+OKLuZ2KiIiIiIiISKby7SZxqampDB8+HFtbW8qWLUuZMmWwtbXl008/JSUlJbfTExERERERETGRb0fQ+/bty5IlSwgJCcHHxweArVu3MnLkSP7991++/vrrXM5QROTx5ceN3CRvy+pxallxKG75lDIRERHJf/Jtgf7DDz8QERGBn5+f8VjVqlUpXbo0HTt2VIEuIiIiIiIieUq+neJuaWlJ2bJlMxwvW7Ys5ubmOZ+QiIiIiIiIyH3k2wK9T58+jB49mqSkJOOxpKQkxowZQ9++fXMxMxEREREREZGM8tUU9zfffNPk/dq1a3nxxRepVq0aAHv37iU5OZlXX301N9ITERERERERyVK+KtBtbW1N3rdt29bkvYuLS06mIyICwK3fwjI9bmjon+nx9KuXnmY6z4V9jd7I7RSeeQ+7GVxWbEpYPZF2REREngf5qkCfO3dubqcgIiIiIiIi8kjy7Rp0ERERERGRnBYYGEibNm3ybX/ydOWrAr1FixZs2bLlgXFXrlxh/PjxTJ8+PQeyEhERERGRO8qWLYvBYMjw6tOnz2O3HRcXR//+/alYsSKWlpaULFmSBg0a8PXXX3P9+v2X7mzcuBGDwcDly5cfK+7LL79k3rx5j3YBd7lx4wYjRozAzc0NCwsLHBwcaNeuHQcPHnzottLS0pg8eTJVq1bF0tISOzs7/Pz8+OOPPx47z+zYs2cPrVq1wtHR0fi0rbfeeot///03R/p/luSrKe7t27enQ4cOFC1alNatW+Pt7U2pUqWwtLQkPj6eQ4cOsXnzZn777TdatWrFhAkTcjtlEcnjslo//jCyWmsu8ixqUNY+t1MQkWfcjh07SEtLM74/cOAAvr6+tG/f/rHa/fPPP6lfvz52dnaMHTuWKlWqkJqaytGjR5kzZw6lSpWidevWmX42JSXlsfq+2737Yj2KpKQkmjZtypkzZ5g0aRJ16tTh/PnzjBs3jjp16rB27Vrq1q2brbbS09Pp2LEja9euZcKECbz66qskJiYyffp0GjduzKJFi57qCPyFCxdo2rQp/v7+rFq1Cjs7O06ePMmyZcse+KXJ8yhfjaB369aNP//8k+HDh3P48GF69uzJyy+/TK1atWjevDnffvstpUuXZteuXURERGjTOBERERGRHFaiRAmcnJyMrxUrVlChQgUaNWr0WO327t2bggULsnPnTjp06IC7uztVqlShbdu2/Prrr/j7/98X5gaDga+//prXX38dKysrunfvTpMmTQAoVqwYBoOBwMDAR8rj3inn165d45133sHa2hpnZ2cmTZpE48aNGTBgQJZtTJkyha1bt7JixQo6dOhAmTJlqF27NosXL8bd3Z1u3bqRnp6erXwWLlzITz/9xPz58+nevTvlypWjWrVqfPPNN7Ru3Zru3btz7do1AEaOHEn16tWZOXMmLi4uFClShPbt2xtnC9y8eRNPT0/ef/99Y/snT57E1taWb7/9NtP+t2zZQmJiIrNmzaJGjRqUK1eOV155hSlTplC6dGng/2Yl/Prrr1SrVg1LS0vq1KnD/v37s3WN+Um+KtABzM3N6dy5M7/88guXLl0iPj6ec+fOcfPmTfbv38/EiRNxc3PL7TRFRERERJ57ycnJfP/997z33nsYDIZHbufixYusXr2aPn36YGWV+dMj7m1/xIgRvP766+zfv59Ro0axePFiAI4cOUJsbCxffvnlI+dzt8GDB7NhwwaWLFnC6tWr2bhxI7t27brvZxYsWICvr6/xcdF3FChQgIEDB3Lo0CH27t2brf4XLFiAq6uryRcUdwQHB3Px4kXWrFljPHb8+HEWLlzI8uXLiYyMJDo62rj8wNLSkvDwcMLCwli6dClpaWkEBATQpEkTevTokWn/Tk5OpKamsmTJkgd+qTB48GAmTpzIjh07cHR0pHXr1k90dsOzIN8V6PeytbXFycmJQoUK5XYqIiIiIiJyl6VLl3L58uVHHq2+4/jx46Snp2cYiHNwcMDa2hpra2s+/vhjk3OdO3fmvffeo3z58pQpUwZ7+9tLeBwdHXFycnoiU9WvXr3K7NmzmThxIr6+vlSpUoWwsDCTKf6ZOXr0KO7u7pmeu3P86NGj2crhYdu6efMmYWFhVK9enYYNGzJ16lQiIiKIi4sDoHr16nz++ef06NGDgQMHcuLECWbNmpVl/3Xr1mXo0KF07twZBwcH/Pz8mDBhAufPn88QO2LECJP7dP78eZYsWZKt68wv8n2BLiIiIiIiedPs2bPx8/OjVKlST6S9e0fJt2/fTnR0NJ6eniQlJZmc8/b2fiJ93s+JEydITk7Gx8fHeMze3v6xZvTeGYV+nBkH97q7rdKlS/Piiy8a3/v4+HDr1i2OHDliPBYcHIybmxtTp05l7ty5ODg43Lf9MWPGEBcXx9dff42Hhwdff/01lStXzjCFPbP7FBMT87iX90zJV5vEiYjc8SQ2d5O8b1+jN3I7hXzh8BVt0iMiOe/06dOsXbuWn3/++bHbqlixIgaDgcOHD5scL1++PACFCxfO8JmspsI/SdldJ34vV1dXDh06lOm5O9dYqVKlx27rTvF7v7buFO93F/EXLlzgyJEjmJmZcezYMVq0aPHAPIoXL0779u1p374948aNo0aNGkycOJGwsPv/zfYkv4h4FmgEXUREREREctzcuXNxdHTktddee+y2ihcvjq+vL9OmTTNuePawzM3NAR44/fxhVKxYkUKFChEVFWU8Fh8f/8Dp6Xd2Xb93nfmtW7eYPHkyHh4eGdan36+tY8eOsXz58gznJk2aZLx3d5w5c4Zz584Z32/dupUCBQrg6upqPPbee+/h5eXF/Pnz+eijj7L8AiAr5ubmVKhQIcPPKrP7VLly5Ydq+1mnEXQREREREclRt27dYu7cuXTt2pWCBTOWJEOGDOHvv/9m/vz52W5zxowZ1K9fH29vb0aOHEnVqlUpUKAAO3bs4PDhw9SsWfO+ny9TpgwGg4EVK1bQsmVLChcujLW1dZbx+/fvp2jRoibHqlevbvLe2tqabt26MXjwYIoXL07JkiUZNmwYBQrcf5x04MCB/PLLL/j7+5s8Zm3s2LHExMSwdu3abI8sd+zYkUWLFtG1a9cMj1lbtmwZixYtMplNYGlpSdeuXZk4cSKJiYn069ePDh064OTkBMD06dPZunUr+/btw8XFhZUrV9KlSxe2bdtm/JLjbitWrCAiIoKOHTvi6upKeno6y5cv57fffmPu3LkmsaNGjTK5Tw4ODk/1EXB5Ub4u0C9fvsxPP/3EiRMnGDx4MPb29uzevZuSJUvywgsv5HZ6IiIiIiLPpbVr13LmzBnee++9TM/HxsZy5syZh2qzQoUK7Nmzh7FjxzJkyBD++usvLCws8PDw4MMPP6R37973/fwLL7zAZ599xieffMK7777LO++8w7x587KMb9iwYYZjmU1pnzBhAlevXqV169YULVqU4OBgEhIS7puLpaUl69evZ9y4cQwdOpTTp09TtGhRmjRpQlRUFF5eXvf9/N0MBgMLFy7kyy+/ZPLkyfTp0wcLCwt8fHzYsGEDDRo0MImvWLEib775Ji1btuTSpUu0bNmSGTNmALen1w8ePJjZs2cbH1k9ffp0qlWrxvDhwxk/fnyG/j08PChSpAjBwcGcPXsWCwsLKlWqxKxZswgICDCJ/eKLL+jfvz/Hjh2jWrVqLFu2LNOiPz8zpD/qwog8bt++fTRt2hRbW1tOnTrFkSNHKF++PMOHD+f06dMP9W1cfpKYmIitrS2Xj+/H5p5v/ETyk7y0Bt3QMONjTeTJ0Br0J+Nh1qA3KGv/UG3blHj6azzl+ZOYmobLxr0kJCRgY2OT2+mIPLTGjRtTvXp1pkyZktupmBg5ciRLly4lOjo6R/vduHEjTZo0IT4+Hjs7uxztO6/JtyPogwYNIjAwkJCQEJOpJ35+fnTu3DkXMxORB8lLxfXDUCEueZ02gxMREcnb8u0mcTt27KBnz54Zjr/wwgvGZ/iJiIiIiIiI5BX5dgTd0tKSxMTEDMePHDlCiRIlciEjERERERGR21O686KRI0cycuTIHO+3cePGj/xIuvwm346gv/7664waNYqUlBTg9uYIZ86c4ZNPPqFt27a5nJ2IiIiIiIiIqXxboE+cOJF//vkHR0dHbty4QaNGjahYsSJFixZlzJgxuZ2eiIiIiIiIiIl8O8XdxsaGzZs3s379enbv3s2tW7d46aWXaNq0aW6nJvLMe1Y3cXtStBlcztNu7TnvYXdrFxERkceXLwv01NRULC0tiY6O5pVXXuGVV17J7ZRERERERERE7itfTnEvWLAgZcqUIS0tLbdTERGRZ8z4y5doGfsXNf46zfGUZOPx2YkJtIn7m5f+Os2mG3pcmYiIiDx5+bJAB/j0008ZMmQIly5dyu1URETkGdK0cBHmlnDC2czM5HhtC0umOjjykrlFLmUmIiIi+V2+nOIO8NVXX3H8+HFKlSpFmTJlsLKyMjm/e/fuXMpMJHc97+vHH5bWmz9/alpYZnq8isWzU5gfvpLzI/w2JaweHCQiIiL3lW8L9DZt2uR2CiIiIiIiIiLZlm8L9BEjRuR2CiIiIiIiIiLZlm/XoIuIiIiIiIg8S/LtCHqBAgUwGAxZntcO7yIiIiIiIpKX5NsCfcmSJSbvU1JS2LNnD2FhYXz22We5lJXIo9Pmbk+XNoPLO/Y1eiNX+x8Xf5GNN29wMS2NXv+cp4ihAMucX2B2YgILr10hPi2NEfEXMb98iR8cnbG/Z7f3nPSkNoNrUNb+ibQjIiIijyffTnF//fXXTV7t2rVjzJgxhISEsGzZsmy3M27cOGrVqkXRokVxdHSkTZs2HDlyxCQmPT2dkSNHUqpUKQoXLkzjxo05ePCgSUxSUhJBQUE4ODhgZWVF69at+euvv0xi4uPjCQgIwNbWFltbWwICArh8+bJJzJkzZ/D398fKygoHBwf69etHcnIyIiLyZAwpVpxVzi+y88UyrC3lwjLnFwDoZmPLKucX2f5iGTaUcmGV84u5WpyLiIhI/pNvC/Ss1KlTh7Vr12Y7/vfff6dPnz5ERUWxZs0aUlNTadasGdeuXTPGhISE8N///pdp06axY8cOnJyc8PX15cqVK8aYAQMGsGTJEiIiIti8eTNXr16lVatWJlPtO3fuTHR0NJGRkURGRhIdHU1AQIDxfFpaGq+99hrXrl1j8+bNREREsHjxYoKDgx/zroiIiIiIyJMQGBioJ0rJI3uuCvQbN24wdepUXnzxxWx/JjIyksDAQDw9PalWrRpz587lzJkz7Nq1C7g9ej5lyhSGDRvGm2++iZeXF2FhYVy/fp0FCxYAkJCQwOzZs5k0aRJNmzalRo0afP/99+zfv9/4ZUFMTAyRkZHMmjULHx8ffHx8+Pbbb1mxYoVxxH716tUcOnSI77//nho1atC0aVMmTZrEt99+S2Ji4hO+WyIiIiIiT15qaiqffvop5cqVo3DhwpQvX55Ro0Zx69atx247Li6O/v37U7FiRSwtLSlZsiQNGjTg66+/5vr1+y8L2rhxIwaDIcMM1oeN+/LLL5k3b96jXcBdbty4wYgRI3Bzc8PCwgIHBwfatWuXYabu07JhwwaaNGmCvb09RYoUoVKlSnTt2pXU1NQc6f95lW/XoBcrVsxkk7j09HSuXLlCkSJF+P777x+53YSEBADs7W+v1zt58iRxcXE0a9bMGGNhYUGjRo3YsmULPXv2ZNeuXaSkpJjElCpVCi8vL7Zs2ULz5s3ZunUrtra21KlTxxhTt25dbG1t2bJlC25ubmzduhUvLy9KlSpljGnevDlJSUns2rWLJk2aZMg3KSmJpKQk43sV8iIiIiKSm8aPH8/XX39NWFgYnp6e7Ny5k3fffRdbW1v69+//yO3++eef1K9fHzs7O8aOHUuVKlVITU3l6NGjzJkzh1KlStG6detMP5uSkvLI/d7L1tb2sdtISkqiadOmnDlzhkmTJlGnTh3Onz/PuHHjjDOC69at+wSyzdzBgwfx8/OjX79+TJ06lcKFC3Ps2DF++umnJ/JFimQt3xbokydPNinQCxQoQIkSJahTpw7FihV7pDbT09MZNGgQDRo0wMvLC7j9LR1AyZIlTWJLlizJ6dOnjTHm5uYZ+i1ZsqTx83FxcTg6Ombo09HR0STm3n6KFSuGubm5MeZe48aN06Z4eYA2eMs7tBlc3pHbm8HJ/9l86lKGY1ltHJdZLEDLElZPNCcRyb+2bt3K66+/zmuvvQZA2bJl+eGHH9i5c+djtdu7d28KFizIzp07sbL6v3+TqlSpQtu2bUlPTzceMxgMhIaGsnLlStauXUu7du2YP38+gPFv9q5duz7SSHhgYCCXL19m6dKlAFy7do0PPviAn3/+maJFi/Lhhx+yfPlyqlevzpQpUzJtY8qUKWzdupU9e/ZQrVo1AMqUKcPixYupU6cO3bp148CBAxgMBmN/NWrUYPr06dy8eZNOnToxdepUzM3N+eeff6hSpQr9+vVj6NChAGzbto2XX36ZFStWmAwi3rFmzRqcnZ0JCQkxHqtQoQItWrQwvp83bx4DBgxg3rx5fPTRR5w5c4aXX36ZOXPm4OLi8tD3TW7LtwV6YGDgE2+zb9++7Nu3j82bN2c4d+8j3dLT0+/7mLfMYjKLf5SYuw0ZMoRBgwYZ3ycmJup/MCIiIiKSa+5MOT969Ciurq7s3buXzZs3Z1msZsfFixdZvXo1Y8eONSnO73bv38sjRoxg3LhxTJ48GTMzM15//XXatm3LkSNHsLGxoXDhwo+cz90GDx7Mhg0bWLJkCU5OTgwdOpRdu3ZRvXr1LD+zYMECfH19jcX5HQUKFGDgwIF06dKFvXv3GttYt24dlpaWbNiwgVOnTvHuu+/i4ODAmDFjKFGiBHPmzKFNmzY0a9aMypUr8/bbb9O7d+9Mi3MAJycnYmNj2bRpEw0bNswyz+vXrzNmzBjCwsIwNzend+/edOzYkT/++OOh75Pclm/XoEdGRpoU0tOnT6d69ep07tyZ+Pj4h24vKCiIZcuWsWHDBpM17E5OTgAZRrAvXLhgHO12cnIiOTk5Q7/3xpw/fz5Dv//8849JzL39xMfHk5KSkmFk/Q4LCwtsbGxMXiIiIiIiueXjjz+mU6dOVK5cmUKFClGjRg0GDBhAp06dHrnN48ePk56ejpubm8lxBwcHrK2tsba25uOPPzY517lzZ9577z3Kly9PmTJljEtYHR0dcXJyeiJT1a9evcrs2bOZOHEivr6+VKlShbCwMJONojNz9OhR3N3dMz135/jRo0eNx8zNzZkzZw6enp689tprjBo1iq+++so4Hb1ly5b06NGDLl260KtXLywtLfniiy+y7L99+/Z06tSJRo0a4ezszBtvvMG0adMyLJdNSUlh2rRp+Pj4ULNmTcLCwtiyZQvbt2/P1v2RjPJtgT548GDjL9D+/fsZNGgQLVu25M8//zQZUX6Q9PR0+vbty88//8z69espV66cyfly5crh5OTEmjVrjMeSk5P5/fffqVevHgA1a9akUKFCJjGxsbEcOHDAGOPj40NCQoLJL/O2bdtISEgwiTlw4ACxsbHGmNWrV2NhYUHNmjWzfU0iIiIiIrnlxx9/5Pvvv2fBggXs3r2bsLAwJk6cSFjY4y8JvHeUfPv27URHR+Pp6WmyLxOAt7f3Y/f3ICdOnCA5ORkfHx/jMXt7+wxfJDyMO1P1777WatWqUaRIEeN7Hx8frl69ytmzZ43HJk6cSGpqKgsXLiQ8PBxLS8ss+zAzM2Pu3Ln89ddfhISEUKpUKcaMGYOnp6dJLVKwYEGT+1i5cmXs7OyIiYl55Ot73uXbAv3kyZN4eHgAsHjxYvz9/Rk7diwzZsxg5cqV2W6nT58+xn9AihYtSlxcHHFxcdy4cQO4/T+MAQMGMHbsWJYsWcKBAwcIDAykSJEidO7cGbi9UUS3bt0IDg5m3bp17Nmzh7fffpsqVarQtGlT4PY3YS1atKBHjx5ERUURFRVFjx49aNWqlfF/wM2aNcPDw4OA/9fevcflfP//A39cndPh0tFVdHDoKNKHURhlDitqG0ayHEaYFQmbZsaGjC0ZJmymZg47yZxmGDGjHDNWyJQyOaeUdHz//tjX++fSWYfr6upxv92u263r/X69X6/n+zXr1vP9OrwDA3Hu3Dn8/vvvmDVrFoKCgjgyTkRERERNwuzZszFnzhz4+/ujU6dOCAwMxIwZM7BkyZIXrrNDhw6QSCS4dOmS3PF27dqhQ4cOFU5Xr2wqfH16dt17bdjb2yM5ObnCc0/v0c7Ortp6nk3ir127hps3b6KsrEzcK6s6rVu3RmBgIL788kskJyfjyZMnWLt2baVtVHWMakZl16BraWmJr1I4ePAgxowZA+C/J1a12ck8OjoaAODp6Sl3fOPGjeI69/feew8FBQWYOnUqsrOz0aNHD+zfvx8GBgZi+aioKGhoaGDEiBEoKCjAK6+8gpiYGKirq4tlNm/ejGnTpolrQfz8/LB69WrxvLq6Ovbs2YOpU6eiV69e0NXVRUBAAD7//POadwxVihu5qRZuBkeq5NKjql8NVFOVbfxGRNSYHj9+DDU1+XFCdXX1Ou0ObmJiggEDBmD16tUICQl5oeRbS0sLAKqdfl4bHTp0gKamJhISEmBtbQ3gvyWqV65cQd++fSu9zt/fH3PnzsX58+fl1qGXlZUhKioKzs7OcsfPnz+PgoIC8UFEQkIC9PX1xaW5RUVFGD16NEaOHAlHR0dMmDABFy5cqHSZbEWMjIxgYWGB/Px88VhJSQlOnz6N7t27AwAuX76Mhw8fwtHRscb1kjyVTdB79+6NsLAw9OrVCydPnsT3338P4L+1GrV5D3pNnnpJJBIsWLAACxYsqLSMjo4OVq1ahVWrVlVaxtjYuNpXwFlbW2P37t3VxkREREREpIx8fX2xePFiWFtbo2PHjjh37hyWL1+Ot99+WywTHh6Of//9V9xZvSbWrFmDXr16oVu3bliwYAE6d+4MNTU1nDp1CpcuXap2SaiNjQ0kEgl2794NHx8f6OrqQl9fv9LyFy5ckBuQA1Bu4zd9fX1MmDABs2fPhomJCVq1aoW5c+eWe0DxvBkzZuCXX36Br6+v3GvWIiIikJKSgoMHD8qNUhcVFWHChAn48MMPcf36dcyfPx/BwcFiO3PnzkVOTg5WrlwJfX19/Prrr5gwYUKlecW6deuQlJSEN954A+3bt8eTJ0/w7bff4u+//5bLZzQ1NRESEoKVK1dCU1MTwcHBcHd3FxN2qj2VTdBXr16NqVOn4qeffkJ0dDRat24NAPj111/lXg9ARERERESNZ9WqVZg3bx6mTp2KO3fuwNLSEpMnT8ZHH30klsnKykJGRkat6m3fvj3OnTuHiIgIhIeH48aNG9DW1oazszNmzZqFqVOnVnl969at8fHHH2POnDkYP348xowZU+Vr1ira3byiwb3PPvsMeXl58PPzg4GBAWbOnImcnJwqY9HR0cGhQ4ewZMkSfPDBB7h+/ToMDAzg5eWFhIQE8ZXPT73yyiuws7NDnz59UFhYCH9/f3HwMD4+HitWrMDhw4fFZbGbNm1C586dER0djXfeeadc+927d8exY8cwZcoU3Lx5E/r6+ujYsSN27NghN/LfokULvP/++wgICMCNGzfQu3dvfPPNN1XeG1VNIrzowghqknJzcyGVSvHw6gUYPvfEr7njFHfVwinuyo/vQa85ZZriXul70F/iKzyp8eSWlMIq/jxycnK4Dw81SZ6enlW+B702nn/vemN5+h70hw8fNmq7qk5lR9DPnj0LTU1NdOrUCQDwyy+/YOPGjXB2dsaCBQvENSbU9DGxJlJuTMRrrr4S8YbERJyIiKjhqOwu7pMnTxbfDXjt2jX4+/ujRYsW+PHHH/Hee+8pODoiIiIiIiIieSo7xV0qleLs2bNo3749li5dikOHDuG3337Dn3/+CX9/f7l3AjYnqjjFnSPoVBFOcVceHEGvuYYeQa+PKe6GZg3/WiKi6nCKOxGpKpUdQRcEQXxVw8GDB+Hj4wMAsLKywr179xQZGhEREREREVE5Kpugd+vWDYsWLcKmTZtw5MgRDB48GACQlpZWq/f9ERERERERETUGld0kbsWKFRg9ejR27NiBuXPnokOHDgCAn376CT179lRwdM0Pp6FTQ+FUduXBqey1o4gN4Srbgb0+pr4TERFR3alsgt65c2dcuHCh3PHPPvsM6urqCoiIiIiIiIiIqHIqO8UdAB4+fIivv/4a4eHhePDgv1GD5ORk3LlzR8GREREREREREclT2RH0v/76C6+88gpatmyJ9PR0BAUFwdjYGHFxcbh+/Tq+/fZbRYdIREREREREJFLZEfSwsDCMHz8eqamp0NHREY97e3vj6NGjCoyMiIiIiIiIqDyVHUE/deoU1q1bV+5469atcevWLQVE1HRxgzdSBtwMjqjmuOkbERFR06SyI+g6OjrIzc0td/zy5cswMzNTQERERERERERElVPZBP21117DJ598guLiYgCARCJBRkYG5syZg2HDhik4OiIiIiIiIiJ5Kpugf/7557h79y7Mzc1RUFCAvn37okOHDjAwMMDixYsVHR4RERERERGRHJVdg25oaIhjx47h0KFDOHv2LMrKyvC///0P/fv3V3RoREREREREROWoZIJeUlICHR0dJCUloV+/fujXr5+iQ1I6Zfu3oExXp/qCRArADeGU219931B0CE3KpUePFR0CERERNREqOcVdQ0MDNjY2KC0tVXQoRERERESkBCQSCXbs2KHoMIiqpJIJOgB8+OGHCA8Px4MHDxQdChERERER/Z9Hjx4hNDQUNjY20NXVRc+ePXHq1Kk61ztu3Di8/vrrlZ7PysqCt7d3ndshakgqOcUdAFauXImrV6/C0tISNjY20NPTkzt/9uxZBUVGRERERNR8TZw4ERcvXsSmTZtgaWmJ7777Dv3790dycjJat27dYO3KZLIGq5uovqhsgv7aa69BIpEoOgwiqgLXmis3rjWvHUWsNe9ta9xgdRua6VVfiIiolgoKCvDzzz/jl19+QZ8+fQAACxYswI4dOxAdHY1FixY1WNsSiQRxcXHiKPvJkycxefJkpKSkwMXFBXPnzsXQoUNx7tw5dOnSpcHiIKqKyiboCxYsUHQIRERERET0jJKSEpSWlkJHR36zYl1dXRw7dqzR4sjPz8eQIUPQr18/fPfdd0hLS8P06dMbrX2iyqjcGvTHjx/j3XffRevWrWFubo6AgADcu3dP0WERERERETV7BgYG8PDwwMKFC3Hz5k2Ulpbiu+++Q2JiIrKyshotjs2bN6O0tBTffPMNOnbsiCFDhmD27NmN1j5RZVQuQZ8/fz5iYmIwePBg+Pv748CBA3jnnXcUHRYREREREQHYtGkTBEFA69atoa2tjZUrVyIgIADq6uqNFkNKSgpcXV3RokUL8ZiHh0ejtU9UGZWb4r59+3Zs2LAB/v7+AIC33noLvXr1QmlpaaP+T09EREREROW1b98eR44cQX5+PnJzc2FhYYGRI0eibdu2jRaDIAiN1hZRbahcgp6ZmYmXX35Z/N69e3doaGjg5s2bsLKyUmBkRM0XN4MjVaKIzeCIiFSRnp4e9PT0kJ2djd9++w3Lli1rtLadnZ2xadMmFBQUQFdXFwCQkJDQaO0TVUblpriXlpZCS0tL7piGhgZKSkoUFBERERERET3122+/Yd++fUhLS8OBAwfg5eUFBwcHjB8/XiwTHh6OMWPG1LrunJwcJCUlyX0yMjLKlQsICICamhomTJiA5ORk7N27F59//nmd7ouoPqjcCLogCBg3bhy0tbXFY0+ePMGUKVPk3oW+fft2RYRHRERERNSs5eTkIDw8HDdu3ICxsTGGDRuGxYsXQ1NTUyyTlZVVYWJdnfj4eLi5uckdGzt2LGJiYuSO6evrY9euXZgyZQrc3Nzg7OyMpUuXYtiwYS90T0T1RSKo2AKMZ5+8VWXjxo0NHIlyys3NhVQqxYM14TDU1an+gmau/awo6GhqQEfzv2dZ7w9+GSN6uCg4qqaHU9ybJr4HvWLKNMWd70Gn5iq3pBRW8eeRk5MDQ0NDRYdDKiI9PR1t27ble9BJoVRuBL25Jt7UcL5/dwRc2rRSdBhERERERKTiVC5BJyLF4Uh508XR8vKay0g5ERERKQ8m6ETVGLP+Z5SVCejerg0WD+8PM0NO+yQiIiJSNba2tnz9Gimcyu3iTlSfDoePx9lPpuLUgikw1tfF+K/jFB0SERERERGpKCboRFWwNmkJANDUUMf0gR44lnpdsQEREREREZHKYoJOVIn8wiI8fFwgft+WeAFdrC0UGBEREREREakyrkEnqsTtnDyM+PJ7lJYJEAQBbc2MEBPU/DbS4sZvqoWbwVVMmTaEq8ix9AcVHufmcURERKqFCTpRJdqZG+P0x+8oOgwiIiIiImomOMWdiIiIiIiISAkwQSciIiIiIiJSAkzQiYiIiIiIiJQA16ATEQBuBqdquBlcxZR9MzhFbfpmaKankHaJiIhIHkfQiYiIiIiIiJQAE3QiIiIiIiIiJcAEnYiIiIiIiEgJcA06UTPDteaqhWvNiYiIiFQHR9CJiIiIiKjZS09Ph0QiQVJSkkq2R00DE3QiIiIiImo0R48eha+vLywtLSGRSLBjx45yZQRBwIIFC2BpaQldXV14enri77//rnPbnp6eCA0NrfCclZUVsrKy4OLiUud2jh8/Dh8fHxgZGUFHRwedOnVCZGQkSktL61w3qTYm6ERERERE1Gjy8/Ph6uqK1atXV1pm2bJlWL58OVavXo1Tp05BJpNhwIABePToUYPFpa6uDplMBg2Nuq0CjouLQ9++fdGmTRscPnwYly5dwvTp07F48WL4+/tDEIR6iphUERP0alT3hG/cuHGQSCRyH3d3d7kyhYWFCAkJgampKfT09ODn54cbN27IlcnOzkZgYCCkUimkUikCAwPx8OFDuTIZGRnw9fWFnp4eTE1NMW3aNBQVFTXEbRMRERERNQhvb28sWrQIQ4cOrfC8IAhYsWIF5s6di6FDh8LFxQWxsbF4/PgxtmzZ0mBxVTTlfO/evbC3t4euri68vLwQExMDiURS7u/0p/Lz8xEUFAQ/Pz+sX78eXbp0ga2tLSZOnIjY2Fj89NNP+OGHHxrsHqjp4yZx1Xj6hG/8+PEYNmxYhWVeffVVbNy4UfyupaUldz40NBS7du3Ctm3bYGJigpkzZ2LIkCE4c+YM1NXVAQABAQG4ceMG9u3bBwCYNGkSAgMDsWvXLgBAaWkpBg8eDDMzMxw7dgz379/H2LFjIQgCVq1a1RC3Tk0cN4Oj5uzSo8eKDqFavW2NFR0CEZFSSktLw61btzBw4EDxmLa2Nvr27Yvjx49j8uTJjRJHZmYmhg4diilTpuCdd97B6dOnMXPmzCqv2b9/P+7fv49Zs2aVO+fr6wt7e3ts3boVI0eObKiwqYljgl4Nb29veHt7V1lGW1sbMpmswnM5OTnYsGEDNm3ahP79+wMAvvvuO1hZWeHgwYMYNGgQUlJSsG/fPiQkJKBHjx4AgK+++goeHh64fPkyHBwcsH//fiQnJyMzMxOWlpYAgMjISIwbNw6LFy+GoaFhPd41EREREZFi3Lp1CwDQqlUrueOtWrXC9evXGy2O6OhotGvXDlFRUZBIJHBwcMCFCxewdOnSSq+5cuUKAMDJyanC846OjmIZoopwins9iI+Ph7m5Oezt7REUFIQ7d+6I586cOYPi4mK5J4CWlpZwcXHB8ePHAQAnTpyAVCoVk3MAcHd3h1QqlSvj4uIiJucAMGjQIBQWFuLMmTMNfYtERERERI1KIpHIfRcEodyxhpSSkgJ3d3e5Nj08PGp0bWXrzBv7HqjpYYJeR97e3ti8eTMOHTqEyMhInDp1Cv369UNhYSGA/54AamlpwcjISO66Vq1aiU8Hb926BXNz83J1m5uby5V5/imikZERtLS0xDIVKSwsRG5urtyHiIiIiEhZPZ2Z+vzfuHfu3Cn393BDepHN3Ozt7QH8l9xX5NKlS7Czs6tTXKTamKDX0ciRIzF48GC4uLjA19cXv/76K65cuYI9e/ZUed3zT88qepL2ImWet2TJEnHjOalUCisrq5rcFhERERGRQrRt2xYymQwHDhwQjxUVFeHIkSPo2bNno8Xh7OyMhIQEuWPPf3/ewIEDYWxsjMjIyHLndu7cidTUVIwaNape4yTVwjXo9czCwgI2NjZITU0F8N8TwKKiImRnZ8uNot+5c0f8BSOTyXD79u1ydd29e1d8SiiTyZCYmCh3Pjs7G8XFxVU+SQwPD0dYWJj4PTc3l0m6iuFmcM3DX33fUHQISqkpbAZHRETy8vLycPXqVfF7WloakpKSYGxsDGtra0gkEoSGhiIiIgJ2dnaws7NDREQEWrRogYCAAPG6MWPGoHXr1liyZEmt2r97967cTu0AKtxPasqUKYiMjERYWBgmT56MM2fOICYmpsq69fT0sG7dOvj7+2PSpEkIDg6GoaEhfv/9d8yePRvDhw/HiBEjahUvNS8cQa9n9+/fR2ZmJiwsLAAAXbt2haamptwTwKysLFy8eFFM0D08PJCTk4OTJ0+KZRITE5GTkyNX5uLFi8jKyhLL7N+/H9ra2ujatWul8Whra8PQ0FDuQ0RERESkKKdPn4abmxvc3NwAAGFhYXBzc8NHH30klnnvvfcQGhqKqVOnolu3bvj333+xf/9+GBgYiGUyMjLk/jauqS1btojtP/2sXbu2XDlra2v8/PPP2LVrF1xdXbF27VpERERUW//w4cNx+PBhZGZmok+fPnBwcMDy5csxd+5cbNu2jWvQqUoS4UUWVzQjzz7hc3Nzw/Lly+Hl5QVjY2MYGxtjwYIFGDZsGCwsLJCeno4PPvgAGRkZSElJEX+BvPPOO9i9ezdiYmJgbGyMWbNm4f79+3KvWfP29sbNmzexbt06AP+9Zs3GxkbuNWtdunRBq1at8Nlnn+HBgwcYN24cXn/99Vq9Zi03NxdSqRQP1oTDUFenPruKFIQj6M0DR9Ar1pRH0JXpNWuGZnqKDoGoVnJLSmEVfx45OTkcfKBGFR8fDy8vL2RnZ6Nly5aKDodUEKe4V+P06dPw8vISvz+dLj527FhER0fjwoUL+Pbbb/Hw4UNYWFjAy8sL33//vdzTvaioKGhoaGDEiBEoKCjAK6+8gpiYGDE5B4DNmzdj2rRp4m7vfn5+WL16tXheXV0de/bswdSpU9GrVy/o6uoiICAAn3/+eUN3AVGjelJYiFHTwpFy9Rpa6OqglakJohfNhW0by+ovJiIiIiJqwjiC3sxwBF31qNoI+pPCQhw6fgrenr0gkUjw5bfbsPP3o/gtdo2iQ1MojqBXjCPo9YMj6NTUcASdFIUj6NTQOIJOpEAX5n1T5zo6H1GtBF1HWxs+Xr3F7z26dMYXG7coMKLGx2S8PCbi9YOJOBFR3Xh6er7Q69eIaoqbxBGRUlsVuxVDXumj6DCIiIiIiBocR9CJSGktWbMBV69nIHpR+Z1ViYiIiIhUDRN0IlJKkV99i7jfDmH/prVooaur6HCIiIiIiBocE3QiJdT5SJyiQ1CoqA3fYduufdi/aS1aGhpUf0ETxbXmFWvK682JiIiI6oIJOhEplRtZtzErYjnaWbfBK6MnAQC0tbRwYvu3Co6MiIiIiKhhMUEnIqXSxqIVSv85q+gwiIiIiIgaHXdxJyIiIiIiIlICTNCJiIiIiIiIlACnuBM1Akkf3wqPdz5S8XFSLdwMrmKqthlcb1tjRYdARERETRxH0ImIiIiIiIiUABN0IiIiIiIiIiXAKe5EREREjeDgvRws/CcLxUIZdNXUsMLJGp0MWig6LCIiUiJM0ImIiIgaWHZxCYL+Tse+bvZw0NPFsexHCLqYjgQPZ0WHRkRESoQJOlE9qmwzOGoemvtmcKq26VtTZmimp+gQ6DlpBYUw09KEg54uAKC3kQEynxQhKfcxuhhyFJ1IGaSnp6Nt27Y4d+4cunTponLtUdPANehEREREDax9Cx3cKyrBqZx8AMCuOw+RV1qGjCeFCo6MqPEdPXoUvr6+sLS0hEQiwY4dO8qV2b59OwYNGgRTU1NIJBIkJSXVS9uenp4IDQ2t8JyVlRWysrLg4uJS53aOHz8OHx8fGBkZQUdHB506dUJkZCRKS0trXdfff/+NESNGwMzMDNra2rCzs8O8efPw+HHDPxgvLS3FkiVL4OjoCF1dXRgbG8Pd3R0bN25s8LabKyboRERERA1MqqGOTZ3bYkHqv+iTmIJj2Y/gqKcDTYlE0aERNbr8/Hy4urpi9erVVZbp1asXPv3000aLS11dHTKZDBoadZtkHBcXh759+6JNmzY4fPgwLl26hOnTp2Px4sXw9/eHIAg1rishIQE9evRAUVER9uzZgytXriAiIgKxsbEYMGAAioqK6hRrdRYsWIAVK1Zg4cKFSE5OxuHDhxEUFITs7OwGbbc54xR3IiIiokbQy8gAe7oZAAAKy8pgd/QC7PV0FBwVUePz9vaGt7d3lWUCAwMB/DcNvLFUNOV87969CA0NRWZmJtzd3TF27FiMHz8e2dnZaNmyZbk68vPzERQUBD8/P6xfv148PnHiRLRq1Qp+fn744YcfMHLkyGrjEQQBEyZMgJOTE7Zv3w41tf/GVm1sbGBvbw83NzdERUXh/fffBwBIJBKsWbMGO3fuRHx8PGQyGZYtW4Y333wTAPDtt99i6tSpOHfuHOzs7AAAISEh+O2333Du3Dno6ZVfHrVr1y5MnTpVrAMAXF1d5cp4enqKsw6+++47qKur45133sHChQsh4UPIWuMIOhEREVEjuFVYLP687Not9DEyQPsWTNCJlFVmZiaGDh0KHx8fJCUlYeLEiZgzZ06V1+zfvx/379/HrFmzyp3z9fWFvb09tm7dWqP2k5KSkJycjLCwMDE5f8rV1RX9+/cvV9e8efMwbNgwnD9/Hm+99RZGjRqFlJQUAMCYMWPg4+OD0aNHo6SkBPv27cO6deuwefPmCpNzAJDJZDh06BDu3r1bZayxsbHQ0NBAYmIiVq5ciaioKHz99dc1uk+SxxF0ohfAzeCaN24G17w3g+tta6zoEKiJWvTPTSQ8zEOJAHSX6mG1s7WiQyKiKkRHR6Ndu3aIioqCRCKBg4MDLly4gKVLl1Z6zZUrVwAATk5OFZ53dHQUy1SnurqcnJxw7NgxuWNvvvkmJk6cCABYuHAhDhw4gFWrVmHNmjUAgHXr1qFz586YNm0atm/fjvnz5+Oll16qNIbly5dj+PDhkMlk6NixI3r27InXXnut3AwIKyurcv0UFRWFoKCgGt0r/X8cQSciIiJqBKudbXC6Z0ck9eqI9S62aKnJcRIiZZaSkgJ3d3e5adoeHh41uraydeaCINTbtO+K6no+Pg8PD3EEHQCMjIywYcMGREdHo3379tXOCHB2dsbFixeRkJCA8ePH4/bt2/D19RUfAjxVUT+lpqa+0KZ4zR0TdCIiIiIioufUZjO3p+zt7QFALil+1qVLl8T13zWtKzk5uU51PZ/EHz16FOrq6rh58yby8/OrvV5NTQ0vvfQSZsyYgbi4OMTExGDDhg1IS0urwV1QbTFBJyIiIiIieo6zszMSEhLkjj3//XkDBw6EsbExIiMjy53buXMnUlNTMWrUqBq136VLFzg6OiIqKgplZWVy586fP4+DBw+Wq6uieB0dHcXvx48fx7Jly7Br1y4YGhoiJCSkRrE8y9nZGQDkkvuK2rWzs4O6unqt62/uOLeKVNaFed9UeLzTwrcrPM515VSR5rzevLmvNSciooaRl5eHq1evit/T0tKQlJQEY2NjWFv/tzfDgwcPkJGRgZs3bwIALl++DOC/TctkMhmA/zY9a926NZYsWVKr9u/evVvuvepP63zWlClTEBkZibCwMEyePBlnzpxBTExMlXXr6elh3bp18Pf3x6RJkxAcHAxDQ0P8/vvvmD17NoYPH44RI0bUKE6JRIKvv/4aAwcOxLBhwxAeHg6ZTIbExETMnDkTHh4e5d7p/uOPP6Jbt27o3bs3Nm/ejJMnT2LDhg0AgEePHiEwMBAhISHw9vaGtbU1unXrhiFDhsjt0v6s4cOHo1evXujZsydkMhnS0tIQHh4Oe3t7ucQ/MzNT7KezZ89i1apVFT6koOpxBJ2IiIiIiBrN6dOn4ebmBjc3NwBAWFgY3Nzc8NFHH4lldu7cCTc3NwwePBgA4O/vDzc3N6xdu1Ysk5GRgaysrFq3v2XLFrH9p59n633K2toaP//8M3bt2gVXV1esXbsWERER1dY/fPhwHD58GJmZmejTpw8cHBywfPlyzJ07F9u2bavVGvRevXohISEB6urq8PHxQYcOHRAeHo6xY8fiwIED0NbWliv/8ccfY9u2bejcuTNiY2OxefNmccR7+vTp0NPTE++hY8eOWLp0KaZMmYJ///23wvYHDRqEXbt2iTvQjx07Fo6Ojti/f7/c++LHjBmDgoICdO/eHe+++y5CQkIwadKkGt8n/X8S4UUWV1CTlZubC6lUigdrwmGoq9qvduEIOtUHjqDT85rCLu6GZhW/LodIVeSWlMIq/jxycnJgaGio6HCoGYmPj4eXl1el70FXJIlEgri4OLz++uuN2q6npye6dOmCFStWNGq7qooj6ERERERERERKgAk6ERERERERkRLgJnHU5FU2lb0ynMpOVB6ns5fHqexERPQ8T0/PF3r9WmNQVFzx8fEKaVdVcQSdiIiIiIiISAkwQSciIiIiIiJSAkzQiYiIiIiIiJQAE3QiIiIiIiIiJcBN4oiI0Hzed87N4IiIiIiUF0fQiYiIiIiIiJQAE3QiIiIiIiIiJcAEnYiIiIiIiEgJMEEnIiIiIiIiUgLcJI6aFEkf33LHOh8pf4yoMtwMjirS29ZY0SEQERERcQSdiIiIiIiISBkwQSciIiIiIiJSAkzQiYiIiIiIiJQA16CTQlW0ppyoPqjaWnOuKa8fTXWtuaGZnqJDICJSeenp6Wjbti3OnTuHLl26qFx7TY1EIkFcXBxef/11RYfSqDiCTkREREREjebo0aPw9fWFpaUlJBIJduzYIXe+uLgY77//Pjp16gQ9PT1YWlpizJgxuHnzZp3b9vT0RGhoaIXnrKyskJWVBRcXlzq3c/z4cfj4+MDIyAg6Ojro1KkTIiMjUVpaWuu6/v77b4wYMQJmZmbQ1taGnZ0d5s2bh8ePG/7hfWlpKZYsWQJHR0fo6urC2NgY7u7u2LhxY53qjYmJgUQiET8WFhYYMWIE0tLS6inyposJOhERERERNZr8/Hy4urpi9erVFZ5//Pgxzp49i3nz5uHs2bPYvn07rly5Aj8/vwaNS11dHTKZDBoadZtkHBcXh759+6JNmzY4fPgwLl26hOnTp2Px4sXw9/eHIAg1rishIQE9evRAUVER9uzZgytXriAiIgKxsbEYMGAAioqK6hRrdRYsWIAVK1Zg4cKFSE5OxuHDhxEUFITs7Ow6121oaIisrCzcvHkTW7ZsQVJSEvz8/F7oIYYqYYJORERERESNxtvbG4sWLcLQoUMrPC+VSnHgwAGMGDECDg4OcHd3x6pVq3DmzBlkZGQ0WFzp6emQSCRISkoSj+3duxf29vbQ1dWFl5eXOPL78OHDCuvIz89HUFAQ/Pz8sH79enTp0gW2traYOHEiYmNj8dNPP+GHH36oUTyCIGDChAlwcnLC9u3b0b17d9jY2ODNN9/Erl27cOLECURFRYnlJRIJoqOj4e3tDV1dXbRt2xY//vijeP7bb7+Fvr4+UlNTxWMhISGwt7dHfn5+hTHs2rULU6dOxZtvvom2bdvC1dUVEyZMQFhYmFjG09MTwcHBCA4ORsuWLWFiYoIPP/yw2gcREokEMpkMFhYW8PLywvz583Hx4kVcvXq1wvLvv/8+7O3t0aJFC7Rr1w7z5s1DcXGxXJlFixbB3NwcBgYGmDhxIubMmdPklg8wQSciIiIiIqWWk5MDiUSCli1bNlqbmZmZGDp0KHx8fJCUlCQmfFXZv38/7t+/j1mzZpU75+vrC3t7e2zdurVG7SclJSE5ORlhYWFQU5NP21xdXdG/f/9ydc2bNw/Dhg3D+fPn8dZbb2HUqFFISUkBAIwZMwY+Pj4YPXo0SkpKsG/fPqxbtw6bN2+Gnl7Fe53IZDIcOnQId+/erTLW2NhYaGhoIDExEStXrkRUVBS+/vrrGt3nU7q6ugBQLul+ysDAADExMUhOTsYXX3yBr776Su4BxebNm7F48WIsXboUZ86cgbW1NaKjo2sVgzLgJnHUKLgZHDUUVdsMDuCGcERERM968uQJ5syZg4CAABgaGjZau9HR0WjXrh2ioqIgkUjg4OCACxcuYOnSpZVec+XKFQCAk5NThecdHR3FMtWpri4nJyccO3ZM7tibb76JiRMnAgAWLlyIAwcOYNWqVVizZg0AYN26dejcuTOmTZuG7du3Y/78+XjppZcqjWH58uUYPnw4ZDIZOnbsiJ49e+K1116Dt7e3XDkrK6ty/RQVFYWgoKAa3euNGzfw2WefoU2bNrC3t6+wzIcffij+bGtri5kzZ+L777/He++9BwBYtWoVJkyYgPHjxwMAPvroI+zfvx95eXk1ikFZcASdiIiIiIiUUnFxMfz9/VFWViYmmY0lJSUF7u7ukEgk4jEPD48aXVvZ9G5BEOTqq4uK6no+Pg8PD3EEHQCMjIywYcMGREdHo3379tXOCHB2dsbFixeRkJCA8ePH4/bt2/D19RUfAjxVUT+lpqZWuZ48JycH+vr60NPTg5WVFYqKirB9+3ZoaWlVWP6nn35C7969IZPJoK+vj3nz5sktebh8+TK6d+8ud83z35sCJuhERERERKR0iouLxZ29Dxw40Kij50DlSXZVno7+PpsUP+vSpUuws7OrVV3Jycl1quv5JP7o0aNQV1fHzZs3K117/iw1NTW89NJLmDFjBuLi4hATE4MNGzbUecd1AwMDJCUl4cKFC8jLy8OZM2cqHc1PSEiAv78/vL29sXv3bpw7dw5z584tt0ne8/f6Iv8NFY0JejWqew2EIAhYsGABLC0toaurC09PT/z9999yZQoLCxESEgJTU1Po6enBz88PN27ckCuTnZ2NwMBASKVSSKVSBAYGltt8IiMjA76+vtDT04OpqSmmTZvW4Ds3EhERERE1tqfJeWpqKg4ePAgTE5NGj8HZ2RkJCQlyx57//ryBAwfC2NgYkZGR5c7t3LkTqampGDVqVI3a79KlCxwdHREVFYWysjK5c+fPn8fBgwfL1VVRvI6OjuL348ePY9myZdi1axcMDQ0REhJSo1ie5ezsDAByyX1F7drZ2UFdXb3SetTU1NChQwe0a9eu0jXwT/3555+wsbHB3Llz0a1bN9jZ2eH69etyZRwcHHDy5Em5Y6dPn67RPSkTJujVqO41EMuWLcPy5cuxevVqnDp1CjKZDAMGDMCjR4/EMqGhoYiLi8O2bdtw7Ngx5OXlYciQIXJTPgICApCUlIR9+/Zh3759SEpKQmBgoHi+tLQUgwcPRn5+Po4dO4Zt27bh559/xsyZMxvu5omIiIiI6lleXh6SkpLE3dLT0tKQlJQkTlcuKSnB8OHDcfr0aWzevBmlpaW4desWbt26JTc4NWbMGISHh9e6/bt374rtP/3cunWrXLkpU6bgn3/+QVhYGC5fvowtW7YgJiamyrr19PSwbt06/PLLL5g0aRL++usvpKenY8OGDRg3bhyGDx+OESNG1ChOiUSCr7/+GsnJyRg2bBhOnjyJjIwM/Pjjj/D19YWHh0e5d7r/+OOP+Oabb3DlyhXMnz8fJ0+eRHBwMADg0aNHCAwMREhICLy9vbFlyxb88MMPcju9P2/48OGIiopCYmIirl+/jvj4eLz77ruwt7eXS/wzMzPFftq6dStWrVqF6dOn1+g+a6JDhw7IyMjAtm3b8M8//2DlypWIi4uTKxMSEoINGzYgNjYWqampWLRoEf766696W1LQWCRCUxz3VxCJRIK4uDi8/vrrAP4bPbe0tERoaCjef/99AP+Nlrdq1QpLly7F5MmTkZOTAzMzM2zatAkjR44EANy8eRNWVlbYu3cvBg0ahJSUFPEJXY8ePQD899TJw8MDly5dgoODA3799VcMGTIEmZmZsLS0BABs27YN48aNw507d2o85Sc3NxdSqRT3P5kIQ52K13c0JrVhE6svRARuBke109vWWNEh1CtDs6pHFoiam9ySUljFn0dOTk6jT3umuouPj4eXl1e542PHjkVMTAzS09PRtm3bCq89fPgwPD09Afz3ei9bW9tqk+ZneXp64siRI+WOz58/H+PGjUPbtm1x7tw58dVcu3fvxowZM5CZmYnu3btj/PjxePvtt5GdnV3ljvJ//PEHIiIicOLECRQUFKBDhw54++23ERoaKo4qP73PZ9uryIULF/Dxxx8jPj4eubm5sLa2xqhRoxAeHo4WLVqI5SQSCb788kvs2LEDR48ehUwmw6effgp/f38AwNtvv43Tp0/j1KlT0NbWBgCsXLkSH3/8Mf766y+0bt26XNtfffUVtm7diosXLyInJwcymQz9+vXDggULYGNjI/Zpx44dUVZWhi1btkBdXR2TJ09GREREpclxTEwMQkNDK31d3dP7eTb3eu+99/DNN9+gsLAQgwcPhru7OxYsWCBXx8KFC7Fy5Uo8efIEI0aMgL6+Pk6ePIkTJ05U2o6yYYJeC8//I7l27Rrat2+Ps2fPws3NTSz32muvoWXLloiNjcWhQ4fwyiuv4MGDBzAyMhLLuLq64vXXX8fHH3+Mb775BmFhYeX+gbZs2RJRUVEYP348PvroI/zyyy84f/68eD47OxvGxsY4dOhQhb/kKsIEnZoqJuhUG0zQiVQbE3RSlKcPF6pL0BXh+VylsXh6eqJLly5YsWJFo7ZbEwMGDIBMJsOmTZsUHUqN8TVrdfB0KkyrVq3kjrdq1UpcE3Hr1i1oaWnJJedPyzy9/tatWzA3Ny9Xv7m5uVyZ59sxMjKClpZWhVNyniosLERhYaH4PTc3t6a3R0RERERE1CQ8fvwYa9euxaBBg6Curo6tW7fi4MGDOHDggKJDqxWuQa8HFe0WWN1ah+fLVFT+Rco8b8mSJeLGc1KpFFZWVlXGRURERERE1NRIJBLs3bsXL7/8Mrp27Ypdu3bh559/Rv/+/RUdWq1wBL0OZDIZgP9Gty0sLMTjd+7cEUe7ZTIZioqKkJ2dLTeKfufOHfTs2VMsc/v27XL13717V66exMREufPZ2dkoLi4uN7L+rPDwcISFhYnfc3NzmaQTEREREb0AT09PpX11l6Liio+PV0i7z9PV1cXBgwcVHUadMUGvg7Zt20Imk+HAgQPiGvSioiIcOXIES5cuBQB07doVmpqaOHDggLhjY1ZWFi5evIhly5YBADw8PJCTk4OTJ0+ie/fuAIDExETk5OSISbyHhwcWL16MrKws8WHA/v37oa2tja5du1Yao7a2trgJhDIq+/nrCo9zbXrzoGrryrmmnOqKa82JiIiaNybo1cjLy8PVq1fF709fA2FsbAxra2uEhoYiIiICdnZ2sLOzQ0REBFq0aIGAgAAAgFQqxYQJEzBz5kyYmJjA2NgYs2bNQqdOncTpFk5OTnj11VcRFBSEdevWAQAmTZqEIUOGwMHBAcB/71R0dnZGYGAgPvvsMzx48ACzZs1CUFAQN0chIiIiIiJSAUzQq3H69Gm5HdKfThd/+hqI9957DwUFBZg6dSqys7PRo0cP7N+/HwYGBuI1UVFR0NDQwIgRI1BQUIBXXnkFMTEx4isWAGDz5s2YNm0aBg4cCADw8/OTe/e6uro69uzZg6lTp6JXr17Q1dVFQEAAPv/884buAiIiIiIiImoEfM1aM6Nsr1mrDKe4Nw+c4k4Npam+Zo1T3Ilqhq9ZIyJVxV3ciYiIiIiIiJQAp7iTUhLu3azwuMTUspEjofrAkXJqKE11pJyIiIioIhxBJyIiIiIiIlICTNCJiIiIiIiIlAATdCIiIiIiIiIlwDXopJSEI3srPtHXp9whrktXHk15rTnXlRMRERGRonEEnYiIiIiIiEgJMEEnIiIiIiIiUgJM0ImIiIiIiIiUABN0IiKiZ3z07214JP8Dq/OXcamgUDx+r7gEb13LxMsp1/DK5TSczOO+BUREqiQ9PR0SiQRJSUkq2R41DUzQiajW/ur7RoWfpuDSo8cVfki59bY1rvDTEHykBtjewRptNOX3UV2SdRf/a6GLP5zaIdJKhmkZWSgRhBdux9BMr9yHiKg5OHr0KHx9fWFpaQmJRIIdO3aUK7NgwQI4OjpCT08PRkZG6N+/PxITE+vctqenJ0JDQys8Z2VlhaysLLi4uNS5nePHj8PHxwdGRkbQ0dFBp06dEBkZidLS0lrVc+3aNYwaNQqWlpbQ0dFBmzZt8Nprr+HKlSt1jpGUExN0IiKiZ7jrt4CFlma547tzHmGsaUsAQJcWujDV0MCp/IJGjo6IqOnLz8+Hq6srVq9eXWkZe3t7rF69GhcuXMCxY8dga2uLgQMH4u7duw0Wl7q6OmQyGTQ06vaiq7i4OPTt2xdt2rTB4cOHcenSJUyfPh2LFy+Gv78/hBo+3C0qKsKAAQOQm5uL7du34/Lly/j+++/h4uKCnJycOsVIyosJOhERUTWyS0pRJgAmz/zRZqWliX+LihUYFRFR0+Tt7Y1FixZh6NChlZYJCAhA//790a5dO3Ts2BHLly9Hbm4u/vrrrwaLq6Ip53v37oW9vT10dXXh5eWFmJgYSCQSPHz4sMI68vPzERQUBD8/P6xfvx5dunSBra0tJk6ciNjYWPz000/44YcfahRPcnIyrl27hjVr1sDd3R02Njbo1asXFi9ejJdeekku5m3btqFnz57Q0dFBx44dER8fX8feIEVhgk5ERFQDEon8dwEvPr2diIhqrqioCOvXr4dUKoWrq2ujtZuZmYmhQ4fCx8cHSUlJmDhxIubMmVPlNfv378f9+/cxa9ascud8fX1hb2+PrVu31qh9MzMzqKmp4aeffqp2avzs2bMxc+ZMnDt3Dj179oSfnx/u379fo3ZIuTBBJyIiqoaRhjoA4H5JiXjsRlEJWlcwFZ6IiOrH7t27oa+vDx0dHURFReHAgQMwNTVttPajo6PRrl07REVFwcHBAaNHj8a4ceOqvObp2nAnJ6cKzzs6OtZ4/Xjr1q2xcuVKfPTRRzAyMkK/fv2wcOFCXLt2rVzZ4OBgDBs2DE5OToiOjoZUKsWGDRtq1A4pl7otsCBSAsK9mxUel5haNnIkqknZN3/jBm+qp6E2f6urwVIDxN57iDCZKZIeF+BuSQle0tNVdFhERCrLy8sLSUlJuHfvHr766iuMGDECiYmJMDc3b5T2U1JS4O7uDskzU6g8PDxqdG1l68wFQZCrrzrvvvsuxowZg8OHDyMxMRE//vgjIiIisHPnTgwYMKDCuDQ0NNCtWzekpKTUuB1SHhxBJyIiesbcG7fxUvI/yCouQcC1TPRO+W+k4gMLM5zOL8DLKdcwM+MWVlhbQKMWf2QREVHt6OnpoUOHDnB3d8eGDRugoaHRqKPCNd3M7Vn29vYAUGlyfOnSJdjZ2dWqTgMDA/j5+WHx4sU4f/48Xn75ZSxatKja62rzIICUBxN0IiKiZyxu0wqnnNsj3dUBZzt2wDGndgAAM00NbGlvhT+c2uF3x7bw0G+h4EiJiJoXQRBQWFjYaO05OzsjISFB7tjz3583cOBAGBsbIzIysty5nTt3IjU1FaNGjXrhmCQSCRwdHZGfn19pXCUlJThz5gwcHR1fuB1SHE5xJyIiIiKiRpOXl4erV6+K39PS0pCUlARjY2NYW1sjPz8fixcvhp+fHywsLHD//n2sWbMGN27cwJtvvileN2bMGLRu3RpLliypVft3796V26kdAGQyWblyU6ZMQWRkJMLCwjB58mScOXMGMTExVdatp6eHdevWwd/fH5MmTUJwcDAMDQ3x+++/Y/bs2Rg+fDhGjBhRoziTkpIwf/58BAYGwtnZGVpaWjhy5Ai++eYbvP/++3Jlv/zyS9jZ2cHJyQlRUVHIzs7G22+/XaN2SLkwQadGEfrLH9idnI7r2Y9wLmwkXGQmAICJPxzCifRb0NFUh6GOFqJeexldLBtv8w8iIiIialynT5+Gl5eX+D0sLAwAMHbsWMTExEBdXR2XLl1CbGws7t27BxMTE7z00kv4448/0LFjR/G6jIwMqKnVfkLwli1bsGXLFrlj8+fPL7cBnLW1NX7++WfMmDEDa9asQffu3REREVFt4jt8+HAcPnwYERER6NOnDwoKCtChQwfMnTsXoaGhNZ563qZNG9ja2uLjjz8WX6f29PuMGTPkyn766adYunQpzp07h/bt2+OXX35p1A31qP5IhBdZXEFNVm5uLqRSKe5/MhGGOlqN1u4f126irbEhPKPjsGO8j5igRyzcih5a2lCXSJBQ9ARr83IRY2wOz/cq3phM0tenxm1yk7ja4WZwpCyUdZO4+mZopqfoEIiarNySUljFn0dOTg4MDQ0VHQ41I/Hx8fDy8kJ2djZatmyp6HCQnp6Otm3b4ty5c+jSpYuiw6F6wBF0ahQvt6s4We6prSP+7KShhTtlpSjjMyMiIiIiImqGuEkcKY24gnx019KGGnecJCIiIiKiZogj6FRrhSWlmL37Txy4nAktDTW4Wpri21EDqr+wCgefPMaRogIsl5rUU5RERERERPXL09PzhV6/1lBsbW2VKh6qOyboVGsf7D0BNYkEye8FQCKRICs3v/qLKuH53hv4ISkVP/92EkdCAmBtZFCPkVJFlGmtOdeVN29ca05EREQkjwk61Up+UTFiT19C+tyx4g6UFoYv/sfnj+evYv5vJ7Fvkh+TcyIiIiIiataYoFOt/HM/ByYtdBDx+2n8nnoDupoa+GjAS+hn16bK60LijmJXchpuPXqMV9fvhL62Ji69/xbGbD0ImYEuhsbsFcvun/QaTPR0qqiNiIiIiIhI9TBBp1opLi3DtQe5cGplhAgfD5y/eQ+vfrUTf80cBTN93UqvW/VGH6x6o0+54wWfTmnIcImIiIiIiJoMJuhUKzZGBlCTSBDgZg8AcLU0ha2xIZJvP0Bf/dYKjo6oaYopyMOZ4kLcE8qwTN8IVur//Wpe+zgX10pLoAZAXSLBKB09uGhoKTZYIiIiImowTNCpVkz1dNGvQ2vsv5wJbycbXM9+hPQHubA3a6no0Og53Ayu6eihqQVfbV0syHsodzxQVx96kv/ehpleWoLF+Q+x3sBE3P+BiIiIiFQLE3SqtS+H9kXQj4cR/usJqEskiB7mWaeN4oiaO6dKRsWfJucA8FgoA9NyIiIiItXGBJ1qrZ2JFL9PeV3RYRA1C1uf5CGhuBD5goCwFoYcPSciIiJSYWrVFyEiIkUZpaOPLwxMML2FITY/yUeJICg6JCIiIiJqIEzQiYiagE4aWngiCMgoK1F0KERERETUQDjFnaiJ4KZvzUupIOBOWSks/m9H96slxcgRymCupq7gyGqvt62xokMgIiIiahKYoBMRKdg3BY9wprgID4UyLM5/CB2JBJ/pG2NtwSM8FgSoAdCWSBDawhD6Ek58IiIiIlJVTNCJiBTsbV0DvK1b/vjH+kaNHwwRERERKQyHYoiIiIiIqNlLT0+HRCJBUlKSokOhZowJOhERERERNZqjR4/C19cXlpaWkEgk2LFjR5XlJ0+eDIlEghUrVtS5bU9PT4SGhlZ4zsrKCllZWXBxcalzO8ePH4ePjw+MjIygo6ODTp06ITIyEqWlpXWuuzr5+fl4//330a5dO+jo6MDMzAyenp7YvXt3g7dNdccp7qSUJH19FB2CQiliQzhu/EZ11dw3gzM001N0CERETUJ+fj5cXV0xfvx4DBs2rMqyO3bsQGJiIiwtLRs8LnV1dchksjrXExcXhxEjRmD8+PE4fPgwWrZsiYMHD+K9995DQkICfvjhB0gkknqIuGJTpkzByZMnsXr1ajg7O+P+/fs4fvw47t+/32BtUv3hCDoRERERETUab29vLFq0CEOHDq2y3L///ovg4GBs3rwZmpqaDR5XRVPc9+7dC3t7e+jq6sLLywsxMTGQSCR4+PBhhXXk5+cjKCgIfn5+WL9+Pbp06QJbW1tMnDgRsbGx+Omnn/DDDz/Itbdt2zb07NkTOjo66NixI+Lj48X6PvnkE1haWsol135+fujTpw/KysoqjGHXrl344IMP4OPjA1tbW3Tt2hUhISEYO3asWMbW1hYLFy5EQEAA9PX1YWlpiVWrVr1451G9YYJORERERERKpaysDIGBgZg9ezY6duyokBgyMzMxdOhQ+Pj4ICkpCRMnTsScOXOqvGb//v24f/8+Zs2aVe6cr68v7O3tsXXrVrnjs2fPxsyZM3Hu3Dn07NkTfn5+YkI+d+5cMcEHgLVr1+Lo0aPYtGkT1NQqTuVkMhn27t2LR48eVRnrZ599hs6dO+Ps2bMIDw/HjBkzcODAgSqvoYbHBJ2IiIiIiJTK0qVLoaGhgWnTpikshujoaLRr1w5RUVFwcHDA6NGjMW7cuCqvuXLlCgDAycmpwvOOjo5imaeCg4MxbNgwODk5ITo6GlKpFBs2bADw37T77777Dr///jvmzJmDmTNn4ssvv4SNjU2lMaxfvx7Hjx+HiYkJXnrpJcyYMQN//vlnuXK9evXCnDlzYG9vj5CQEAwfPhxRUVFV3h81PK5BJ4Wqj7XmEtOGX5PUUBpyrTnXlBMREVFTdObMGXzxxRc4e/Zsg67Vrk5KSgrc3d3lYvDw8KjRtYIgVHr8+Xt6tk4NDQ1069YNKSkp4rF27drh888/x+TJkzFy5EiMHj26yrb79OmDa9euISEhAX/++ScOHTqEL774Ah9//DHmzZtX6b14eHjUy0Z8VDccQSciIiIiIqXxxx9/4M6dO7C2toaGhgY0NDRw/fp1zJw5E7a2to0WR2VJdlXs7e0BQC7BftalS5dgZ2dXbT3PJ/FHjx6Furo60tPTUVJSUu31mpqaePnllzFnzhzs378fn3zyCRYuXIiioqJatUuNjwk6EREREREpjcDAQPz1119ISkoSP5aWlpg9ezZ+++23RovD2dkZCQkJcsee//68gQMHwtjYGJGRkeXO7dy5E6mpqRg1alSldZaUlODMmTNwdHQUj33//ffYvn074uPjkZmZiYULF77QvZSUlODJkyeV3ktCQoJcu6QYnOJORERERESNJi8vD1evXhW/p6WlISkpCcbGxrC2toaJiQlMTEzkrtHU1IRMJoODg4N4bMyYMWjdujWWLFlSq/bv3r0rt1M7gApfrzZlyhRERkYiLCwMkydPxpkzZxATE1Nl3Xp6eli3bh38/f0xadIkBAcHw9DQEL///jtmz56N4cOHY8SIEXLXfPnll7Czs4OTkxOioqKQnZ2Nt99+GwBw48YNvPPOO1i6dCl69+6NmJgYDB48GN7e3nB3d68wBk9PT4waNQrdunWDiYkJkpOT8cEHH8DLywuGhoZiuT///BPLli3D66+/jgMHDuDHH3/Enj17atCD1JA4gk4K4f3VTrgt34aub4Wg76T3kHTlmqJDIiIiIqJGcPr0abi5ucHNzQ0AEBYWBjc3N3z00Ue1qicjIwNZWVm1bn/Lli1i+08/a9euLVfO2toaP//8M3bt2gVXV1esXbsWERER1dY/fPhwHD58GJmZmejTpw8cHBywfPlyzJ07F9u2bSs3jfzTTz/F0qVL4erqij/++AO//PILTE1NIQgCxo0bh+7duyM4OBgAMGDAAAQHB+Ott95CXl5ehe0PGjQIsbGxGDhwIJycnBASEoJBgwaJr3d7aubMmThz5gzc3NywcOFCREZGYtCgQTXtRmogEuFFFldQk5WbmwupVIr7n0yEoY6WwuJ4WFCIlrrakPT1wS9HTmDRhm049e0XL1RXU9gkrj42g+Omb6QsetsaKzoEhTI001N0CETNXm5JKazizyMnJ0duRJCoocXHx8PLywvZ2dlo2bJlnepKT09H27Ztce7cOXTp0qVe4qspW1tbhIaGIjQ0tFHbpepxBJ0UoqWutvhzTt5jqHFDCiIiIiIiauaYoNeDBQsWQCKRyH2eXcciCAIWLFgAS0tL6OrqwtPTE3///bdcHYWFhQgJCYGpqSn09PTg5+eHGzduyJXJzs5GYGAgpFIppFIpAgMD8fDhw8a4xQYxbttB2PqOw0drN+Gb+TMUHQ4REREREZFCMUGvJx07dkRWVpb4uXDhgnhu2bJlWL58OVavXo1Tp05BJpNhwIABePTokVgmNDQUcXFx2LZtG44dO4a8vDwMGTIEpaWlYpmAgAAkJSVh37592LdvH5KSkhAYGNio91mfYvz7I31XDD6ZEoj3V36j6HCIiIiIiKrk6ekJQRDqPL0d+G+auSAIjT69Hfhvej2ntysn7uJeTzQ0NCrc/VEQBKxYsQJz587F0KFDAQCxsbFo1aoVtmzZgsmTJyMnJwcbNmzApk2b0L9/fwDAd999BysrKxw8eBCDBg1CSkoK9u3bh4SEBPTo0QMA8NVXX8HDwwOXL1+W29GyqRkz+BVMXfol7ufkwkTKdWRERERERNQ8MUGvJ6mpqbC0tIS2tjZ69OiBiIgItGvXDmlpabh16xYGDhwoltXW1kbfvn1x/Phx8ZUNxcXFcmUsLS3h4uKC48ePY9CgQThx4gSkUqmYnAOAu7s7pFIpjh8/rvQJuqSvj/hzbt5j5BUUwNLsv9dn7Ig/DhNDAxgbGlRfj5JsCFcfm75VhRvCkTJo7pvBERERETU2Juj1oEePHvj2229hb2+P27dvY9GiRejZsyf+/vtv3Lp1CwDQqlUruWtatWqF69evAwBu3boFLS0tGBkZlSvz9Ppbt27B3Ny8XNvm5uZimYoUFhaisLBQ/J6bm/tiN1mPcvLz8eacCDwpLIKaRAJTIyl+WT6/3CsniIiIiIiImhMm6PXA29tb/LlTp07w8PBA+/btERsbC3d3dwAol3wKglBtQvp8mYrKV1fPkiVL8PHHH9foPhqLVSszJGyMUnQYRERERERESoWbxDUAPT09dOrUCampqeK69OdHue/cuSOOqstkMhQVFSE7O7vKMrdv3y7X1t27d8uNzj8rPDwcOTk54iczM7NO90ZEREREREQNgwl6AygsLERKSgosLCzQtm1byGQyHDhwQDxfVFSEI0eOoGfPngCArl27QlNTU65MVlYWLl68KJbx8PBATk4OTp48KZZJTExETk6OWKYi2traMDQ0lPsQERERERGR8uEU93owa9Ys+Pr6wtraGnfu3MGiRYuQm5uLsWPHQiKRIDQ0FBEREbCzs4OdnR0iIiLQokULBAQEAACkUikmTJiAmTNnwsTEBMbGxpg1axY6deok7uru5OSEV199FUFBQVi3bh0AYNKkSRgyZIhSbRD37GZwdapHSTaDA+pnQzhu+kZERERERNVhgl4Pbty4gVGjRuHevXswMzODu7s7EhISYGNjAwB47733UFBQgKlTpyI7Oxs9evTA/v37YWDw/3ctj4qKgoaGBkaMGIGCggK88soriImJgbq6ulhm8+bNmDZtmrjbu5+fH1avXt24N0tEREREREQNQiIIgqDoIKjx5ObmQiqV4v4nE2Goo1Xv9XMEvWIcQaemiK9Zq5ihmZ6iQyBq9nJLSmEVfx45OTlcvkdEKoVr0ImIiIiIiIiUAKe40wtpTiPlHP2m5oCj5eVxpJyIiIgaG0fQiYiIiIiIiJQAE3QiIiIiIiIiJcAEnYiIiIiImr309HRIJBIkJSUpOhRqxpigExERERFRozl69Ch8fX1haWkJiUSCHTt2lCszbtw4SCQSuY+7u3ud2/b09ERoaGiF56ysrJCVlQUXF5c6tXHu3DkMGTIE5ubm0NHRga2tLUaOHIl79+7VqV5qHrhJHFWrPjaEU6bN4H743yBFh0CkMNwMjoiIFC0/Px+urq4YP348hg0bVmm5V199FRs3bhS/a2nV/yuCn6Wurg6ZTFanOu7cuYP+/fvD19cXv/32G1q2bIm0tDTs3LkTjx9z42GqHkfQiYiIiIio0Xh7e2PRokUYOnRoleW0tbUhk8nEj7Fxwz5krmiK+969e2Fvbw9dXV14eXkhJiYGEokEDx8+rLCO48ePIzc3F19//TXc3NzQtm1b9OvXDytWrIC1tTUAID4+HhKJBHv27IGrqyt0dHTQo0cPXLhwoUHvj5oGJuhERERERKR04uPjYW5uDnt7ewQFBeHOnTuN2n5mZiaGDh0KHx8fJCUlYeLEiZgzZ06V18hkMpSUlCAuLg6CIFRZdvbs2fj8889x6tQpmJubw8/PD8XFxfV5C9QEMUEnIiIiIiKl4u3tjc2bN+PQoUOIjIzEqVOn0K9fPxQWFjZaDNHR0WjXrh2ioqLg4OCA0aNHY9y4cVVe4+7ujg8++AABAQEwNTWFt7c3PvvsM9y+fbtc2fnz52PAgAHo1KkTYmNjcfv2bcTFxTXQ3VBTwQSdiIiIiIiUysiRIzF48GC4uLjA19cXv/76K65cuYI9e/Y0WgwpKSlwd3eHRCIRj3l4eFR73eLFi3Hr1i2sXbsWzs7OWLt2LRwdHctNYX+2LmNjYzg4OCAlJaX+boCaJG4SR6KmuhkcN30joroyNNNTdAhERFQFCwsL2NjYIDU1tdHarG6KelVMTEzw5ptv4s0338SSJUvg5uaGzz//HLGxsVVe9+zDAGqeOIJORERERERK7f79+8jMzISFhUWjtens7IyEhAS5Y89/rwktLS20b98e+fn5ldaVnZ2NK1euwNHR8cWCJZXBEXQiIiIiImo0eXl5uHr1qvg9LS0NSUlJMDY2hrW1NfLy8rBgwQIMGzYMFhYWSE9PxwcffABTU1O88cYb4nVjxoxB69atsWTJklq1f/fuXbmd2gFU+Hq1KVOmIDIyEmFhYZg8eTLOnDmDmJiYKuvevXs3tm3bBn9/f9jb20MQBOzatQt79+6Ve2UcAHzyyScwMTFBq1atMHfuXJiamuL111+v1b2Q6mGCTkREREREjeb06dPw8vISv4eFhQEAxo4di5iYGKirq+PChQv49ttv8fDhQ1hYWMDLywvff/89DAwMxOsyMjKgplb7CcFbtmzBli1b5I7Nnz+/3AZw1tbW+PnnnzFjxgysWbMG3bt3R0REBN5+++1K63Z2dkaLFi0wc+ZMZGZmQltbG3Z2dvj6668RGBgoV/bTTz/F9OnTkZqaCldXV+zcubPB3/VOyk8i1GVxBTU5ubm5kEqluP/JRBjqyP8C4Bp0ItXX27Zh3yHbVHENOlHTkltSCqv488jJyYGhoaGiw6FmJD4+Hl5eXsjOzkbLli0VVgepLo6gN1OSXgMh0W/x4tfXUyIuXDpdq/I/Bsytl3aJVB0TcSIiIqKmh5vEERERERERESkBjqATERERERHVgKenZ51ev1ZfdZDq4gg6ERERERERkRLgCDpVqzbrzbmmnKhxca05ERERkergCDoRERERERGREmCCTkRERERERKQEmKBTvfpkyy5oDJ6Ei+n/KjoUIiIiIiKiJoUJOtWbsxdTkHjpGqzNuCaWiIiIiIiotrhJHP1/925WeFio5PizCouLETwnEt/Nnoj+4ZHlznMzOCJSBoZmeooOgYiIiKhSHEGnejF/006M9uqBtjJTRYdCRERERETUJDFBpzo7kfIPTqem453BnooOhYiIiIiIqMligk51dvTCFVy+cQsd3v4A7ceH48a9bPh89AV+PX1B0aERERERERE1GVyD3swIggAAyM1/XP7k44IXqvOdIZ54Z4in+N116sfYOicIztaWyP2/Oh8LZS9UNxFV7VFpqaJDaFpK2F9EquDR//2//PTvGiIiVSER+JutWbl27Rrat2+v6DCIiIiI6uyff/5Bu3btFB0GEVG94Qh6M2Ns/N8r0DIyMiCVShUcTfORm5sLKysrZGZmwtDQUNHhNBvsd8VgvysG+10x2O+KkZOTA2tra/HvGiIiVcEEvZlRU/tv2wGpVMo/JBTA0NCQ/a4A7HfFYL8rBvtdMdjvivH07xoiIlXB32pERERERERESoAJOhEREREREZESYILezGhra2P+/PnQ1tZWdCjNCvtdMdjvisF+Vwz2u2Kw3xWD/U5Eqoq7uBMREREREREpAY6gExERERERESkBJuhERERERERESoAJOhEREREREZESYIJOREREREREpASYoDdBR48eha+vLywtLSGRSLBjxw7xXHFxMd5//3106tQJenp6sLS0xJgxY3Dz5k25OgoLCxESEgJTU1Po6enBz88PN27ckCuTnZ2NwMBASKVSSKVSBAYG4uHDh41wh8qpqn4HgAULFsDR0RF6enowMjJC//79kZiYKFeG/V571fX7syZPngyJRIIVK1bIHWe/1151/T5u3DhIJBK5j7u7u1wZ9nvt1eTfe0pKCvz8/CCVSmFgYAB3d3dkZGSI59nvtVddvz//b/3p57PPPhPLsN9rp7o+z8vLQ3BwMNq0aQNdXV04OTkhOjpargz7nIhUERP0Jig/Px+urq5YvXp1uXOPHz/G2bNnMW/ePJw9exbbt2/HlStX4OfnJ1cuNDQUcXFx2LZtG44dO4a8vDwMGTIEpaWlYpmAgAAkJSVh37592LdvH5KSkhAYGNjg96esqup3ALC3t8fq1atx4cIFHDt2DLa2thg4cCDu3r0rlmG/1151/f7Ujh07kJiYCEtLy3Ln2O+1V5N+f/XVV5GVlSV+9u7dK3ee/V571fX7P//8g969e8PR0RHx8fE4f/485s2bBx0dHbEM+732quv3Z/+dZ2Vl4ZtvvoFEIsGwYcPEMuz32qmuz2fMmIF9+/bhu+++Q0pKCmbMmIGQkBD88ssvYhn2ORGpJIGaNABCXFxclWVOnjwpABCuX78uCIIgPHz4UNDU1BS2bdsmlvn3338FNTU1Yd++fYIgCEJycrIAQEhISBDLnDhxQgAgXLp0qf5vpImpSb/n5OQIAISDBw8KgsB+rw+V9fuNGzeE1q1bCxcvXhRsbGyEqKgo8Rz7ve4q6vexY8cKr732WqXXsN/rrqJ+HzlypPDWW29Veg37ve5q8vv9tddeE/r16yd+Z7/XTUV93rFjR+GTTz6RO/a///1P+PDDDwVBYJ8TkeriCHozkJOTA4lEgpYtWwIAzpw5g+LiYgwcOFAsY2lpCRcXFxw/fhwAcOLECUilUvTo0UMs4+7uDqlUKpahyhUVFWH9+vWQSqVwdXUFwH5vKGVlZQgMDMTs2bPRsWPHcufZ7w0nPj4e5ubmsLe3R1BQEO7cuSOeY7/Xv7KyMuzZswf29vYYNGgQzM3N0aNHD7mpwez3hnf79m3s2bMHEyZMEI+x3+tf7969sXPnTvz7778QBAGHDx/GlStXMGjQIADscyJSXUzQVdyTJ08wZ84cBAQEwNDQEABw69YtaGlpwcjISK5sq1atcOvWLbGMubl5ufrMzc3FMlTe7t27oa+vDx0dHURFReHAgQMwNTUFwH5vKEuXLoWGhgamTZtW4Xn2e8Pw9vbG5s2bcejQIURGRuLUqVPo168fCgsLAbDfG8KdO3eQl5eHTz/9FK+++ir279+PN954A0OHDsWRI0cAsN8bQ2xsLAwMDDB06FDxGPu9/q1cuRLOzs5o06YNtLS08Oqrr2LNmjXo3bs3APY5EakuDUUHQA2nuLgY/v7+KCsrw5o1a6otLwgCJBKJ+P3ZnysrQ/K8vLyQlJSEe/fu4auvvsKIESOQmJhY4R8IT7HfX9yZM2fwxRdf4OzZs7XuH/Z73YwcOVL82cXFBd26dYONjQ327Nkjl7g8j/3+4srKygAAr732GmbMmAEA6NKlC44fP461a9eib9++lV7Lfq8/33zzDUaPHi237r8y7PcXt3LlSiQkJGDnzp2wsbHB0aNHMXXqVFhYWKB///6VXsc+J6KmjiPoKqq4uBgjRoxAWloaDhw4II6eA4BMJkNRURGys7Plrrlz5w5atWollrl9+3a5eu/evSuWofL09PTQoUMHuLu7Y8OGDdDQ0MCGDRsAsN8bwh9//IE7d+7A2toaGhoa0NDQwPXr1zFz5kzY2toCYL83FgsLC9jY2CA1NRUA+70hmJqaQkNDA87OznLHnZycxF3c2e8N648//sDly5cxceJEuePs9/pVUFCADz74AMuXL4evry86d+6M4OBgjBw5Ep9//jkA9jkRqS4m6CroaXKempqKgwcPwsTERO58165doampiQMHDojHsrKycPHiRfTs2RMA4OHhgZycHJw8eVIsk5iYiJycHLEMVU8QBHHKL/u9/gUGBuKvv/5CUlKS+LG0tMTs2bPx22+/AWC/N5b79+8jMzMTFhYWANjvDUFLSwsvvfQSLl++LHf8ypUrsLGxAcB+b2gbNmxA165dxb1FnmK/16/i4mIUFxdDTU3+z1R1dXVxJgn7nIhUVuPvS0d19ejRI+HcuXPCuXPnBADC8uXLhXPnzgnXr18XiouLBT8/P6FNmzZCUlKSkJWVJX4KCwvFOqZMmSK0adNGOHjwoHD27FmhX79+gqurq1BSUiKWefXVV4XOnTsLJ06cEE6cOCF06tRJGDJkiCJuWSlU1e95eXlCeHi4cOLECSE9PV04c+aMMGHCBEFbW1u4ePGiWAf7vfaq6veKPL+LuyCw319EVf3+6NEjYebMmcLx48eFtLQ04fDhw4KHh4fQunVrITc3V6yD/V571f173759u6CpqSmsX79eSE1NFVatWiWoq6sLf/zxh1gH+732avJ7JicnR2jRooUQHR1dYR3s99qprs/79u0rdOzYUTh8+LBw7do1YePGjYKOjo6wZs0asQ72ORGpIiboTdDhw4cFAOU+Y8eOFdLS0io8B0A4fPiwWEdBQYEQHBwsGBsbC7q6usKQIUOEjIwMuXbu378vjB49WjAwMBAMDAyE0aNHC9nZ2Y17s0qkqn4vKCgQ3njjDcHS0lLQ0tISLCwsBD8/P+HkyZNydbDfa6+qfq9IRQk6+732qur3x48fCwMHDhTMzMwETU1NwdraWhg7dmy5PmW/115N/r1v2LBB6NChg6CjoyO4uroKO3bskKuD/V57Nen3devWCbq6usLDhw8rrIP9XjvV9XlWVpYwbtw4wdLSUtDR0REcHByEyMhIoaysTKyDfU5EqkgiCIJQ/+PyRERERERERFQbXINOREREREREpASYoBMREREREREpASboREREREREREqACToRERERERGREmCCTkRERERERKQEmKATERERERERKQEm6ERERERERERKgAk6ERERERERkRJggk5ERERERESkBJigExGRyrt//z7Mzc2Rnp5eb3UOHz4cy5cvr7f6iIiIiJigExE1MIlEUuVn3Lhxig6xwXh6eiI0NFTRYWDJkiXw9fWFra0tACAvLw/+/v6wsLCAv78/8vPz5crfunULISEhaNeuHbS1tWFlZQVfX1/8/vvvYpmPPvoIixcvRm5ubmPeChEREakwJuhERA0sKytL/KxYsQKGhoZyx7744gtFh1grRUVFTarNgoICbNiwARMnThSPrVixAvr6+ti/fz9atGiBFStWiOfS09PRtWtXHDp0CMuWLcOFCxewb98+eHl54d133xXLde7cGba2tti8efMLx0ZERET0LCboREQNTCaTiR+pVAqJRFLumCAIWLZsGdq1awddXV24urrip59+kqvH09MTISEhCA0NhZGREVq1aoX169cjPz8f48ePh4GBAdq3b49ff/1V7prg4GAEBwejZcuWMDExwYcffghBEMQy1bX9tI6wsDCYmppiwIABAIB9+/ahd+/eYr1DhgzBP//8I143btw4HDlyBF988YU4WyA9PR22trZyCTEAdOnSBQsWLKi2zZr00/N+/fVXaGhowMPDQzz28OFD2Nvbo1OnTnB0dEROTo54burUqZBIJDh58iSGDx8Oe3t7dOzYEWFhYUhISJCr28/PD1u3bq2yfSIiIqKaYoJORKQEPvzwQ2zcuBHR0dH4+++/MWPGDLz11ls4cuSIXLnY2FiYmpri5MmTCAkJwTvvvIM333wTPXv2xNmzZzFo0CAEBgbi8ePHctdoaGggMTERK1euRFRUFL7++utatf20jj///BPr1q0DAOTn5yMsLAynTp3C77//DjU1NbzxxhsoKysDAHzxxRfw8PBAUFCQOFvAysqqxn1SUZs17adnHT16FN26dZM7FhwcjHXr1kFTUxMbN27E9OnTAQAPHjzAvn378O6770JPT69cXS1btpT73r17d5w8eRKFhYU1vi8iIiKiymgoOgAiouYuPz8fy5cvx6FDh8RR3nbt2uHYsWNYt24d+vbtK5Z1dXXFhx9+CAAIDw/Hp59+ClNTUwQFBQH4b110dHQ0/vrrL7i7uwMArKysEBUVBYlEAgcHB1y4cAFRUVEICgqqcdsdOnTAsmXL5OIeNmyY3PcNGzbA3NwcycnJcHFxgVQqhZaWFlq0aAGZTFbrfnm+zdr007PS09NhaWkpd8zW1hapqam4c+cOWrVqBYlEAgC4evUqBEGAo6NjjWJs3bo1CgsLcevWLdjY2NT6HomIiIiexQSdiEjBkpOT8eTJE3Ea91NFRUVwc3OTO9a5c2fxZ3V1dZiYmKBTp07isVatWgEA7ty5Ix5zd3cXE1AA8PDwQGRkJEpLS2vc9vMj0ADwzz//YN68eUhISMC9e/fEkfOMjAy4uLjU+P4r83ybtemnZxUUFEBHR6fccTU1tXIPDp5O/X+2v6qiq6sLAHIzFoiIiIheFBN0IiIFe5rY7tmzB61bt5Y7p62tLfddU1NT7rtEIpE79jSxfFpnfbVd0XRvX19fWFlZ4auvvoKlpSXKysrg4uJS7YZuampqcmvgAaC4uLhcuefbrE0/PcvU1BTZ2dlVxvSUnZ0dJBIJUlJS8Prrr1db/sGDBwAAMzOzGtVPREREVBUm6ERECubs7AxtbW1kZGRUOk27Lp7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,\n", " array([,\n", " ], dtype=object))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ptt.plot_phaseDiagram(Combined = Res)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculations using MAGEMin\n", "\n", "For calculations with MAGEMin it is important to note that this is one of the major purposes for which the original MAGEMin code was developed, so it will likely always be straightforward to create phase diagrams using the MAGEMinApp (https://github.com/ComputationalThermodynamics/MAGEMinApp.jl). The point of this code is not to try and replace MAGEMin, but to provide Python users with the ability to perform calcualtions with a range of different thermodynamic models. In the cells below we repeat the calculations above with a few minor differences: (i) MAGEMin (and the Green et al. 2025 thermodynamic model) does not have the same issue as pMELTS when small amounts of K2O are included in the bulk composition; (ii) the `Model` kwarg is changed to `Green2025` which will initiate the calculation in julia via MAGEMin" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'SiO2_Liq': 44.48,\n", " 'TiO2_Liq': 0.16,\n", " 'Al2O3_Liq': 3.59,\n", " 'FeOt_Liq': 8.1,\n", " 'MgO_Liq': 39.22,\n", " 'CaO_Liq': 3.44,\n", " 'Na2O_Liq': 0.3,\n", " 'K2O_Liq': 0.0,\n", " 'Cr2O3_Liq': 0.42,\n", " 'H2O_Liq': 0.0,\n", " 'Fe3Fet_Liq': 0.04}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "KLB1 = ptt.Compositions['KLB-1']\n", "KLB1" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "Res_green = ptt.phaseDiagram_calc(Model = \"Green2025\", bulk = KLB1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine=2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " [,\n", " ,\n", " ])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f984e52cf2bf43f1915a3235022eea09", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, a = ptt.plot_phaseDiagram(Combined = Res_green)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting more information from the phase diagram calculations\n", "\n", "In addition to the phase diagrams shown above it is relatively simple to extract additional information from the calculations. For example, it is trivial to extract the mass of liquid (mass fraction) at each point and reshape this array into a P-T grid so that we can visualize this data as contours.\n", "\n", "The function make_grid_variables_from_phase_diagram takes your dataframe output, and puts it into a PT grid. This allows for easier plotting. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "X, Y, Z = ptt.make_grid_variables_from_phase_diagram(\n", " Results = Res_green,\n", " x_col = \"T_C\",\n", " y_col = \"P_bar\",\n", ")\n", "\n", "liq = Z[\"mass_g_Liq\"]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From here we can use the `plt.contourf` function to visualize the mass fraction of melt at each P-T value:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6e5bfd74b8484bc3a1a3a63e1abbecce", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(\n", " 1, 2, figsize=(10, 4), sharex=True, sharey=True\n", ")\n", "\n", "# ------------------------------------------------\n", "# Panel 1: mass_g_Liq (red colormap)\n", "# ------------------------------------------------\n", "pcm1 = ax1.pcolormesh(\n", " X, Y, Z[\"mass_g_Liq\"],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax1.set_title(\"mass_g_Liq\")\n", "ax1.set_xlabel(\"T (°C)\")\n", "ax1.set_ylabel(\"P (bar)\")\n", "fig.colorbar(pcm1, ax=ax1, label=\"mass_g_Liq\")\n", "\n", "# ------------------------------------------------\n", "# Panel 2: SiO2_Liq (same red colormap)\n", "# ------------------------------------------------\n", "pcm2 = ax2.pcolormesh(\n", " X, Y, Z[\"SiO2_Liq\"],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax2.set_title(\"SiO$_2$ (liq)\")\n", "ax2.set_xlabel(\"T (°C)\")\n", "fig.colorbar(pcm2, ax=ax2, label=\"SiO$_2$ (wt %)\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['T_C', 'P_bar', 'mass_g', 'H_J', 'S_J/K', 'V_cm^3', 'rho_kg/m^3',\n", " 'log10(fO2)', 'mass_per_mole_g/mol', 'eta_Pa.s',\n", " ...\n", " 'mass_g_Plag', 'rho_kg/m^3_Plag', 'V_cm^3_Plag', 'H_J_Plag',\n", " 'S_J/K_Plag', 'Cp_J/(kg.K^2)_Plag', 'mass%_Plag', 'mol%_Plag',\n", " 'vol%_Plag', 'alpha_1/K_Plag'],\n", " dtype='str', length=160)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Res_green.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively we could assess the proportion of garnet and spinel in the system, examining the position of the garnet-spinel transition." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b46efe0032f74e539c9cf76ad1cd15ee", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1, ax2) = plt.subplots(\n", " 1, 2, figsize=(10, 4), sharex=True, sharey=True\n", ")\n", "\n", "# ------------------------------------------------\n", "# Panel 1: mass_g_Grt (red colormap)\n", "# ------------------------------------------------\n", "pcm1 = ax1.pcolormesh(\n", " X, Y, Z['mass_g_Grt'],\n", " shading=\"auto\",\n", " cmap=\"Reds\"\n", ")\n", "ax1.set_title(\"mass_g_Grt\")\n", "ax1.set_xlabel(\"T (°C)\")\n", "ax1.set_ylabel(\"P (bar)\")\n", "fig.colorbar(pcm1, ax=ax1, label=\"mass_g_Grt\")\n", "\n", "# ------------------------------------------------\n", "# Panel 2: mass_g_Sp (blue colormap)\n", "# ------------------------------------------------\n", "pcm2 = ax2.pcolormesh(\n", " X, Y, Z['mass_g_Sp'],\n", " shading=\"auto\",\n", " cmap=\"Blues\"\n", ")\n", "ax2.set_title(\"mass_g_Sp\")\n", "ax2.set_xlabel(\"T (°C)\")\n", "fig.colorbar(pcm2, ax=ax2, label=\"mass_g_Sp\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Phase Diagram of pyroxenite lithologies\n", "\n", "Alternatively we could create phase diagram for other, potential mantle lithologies. Shown as an example here is a phase diagram calculation for the KG1 pyroxenite." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "KG1 = ptt.Compositions['KG1']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "KG1_green = ptt.phaseDiagram_calc(Model = \"Green2025\", bulk = KG1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine = 2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d0d7ca0bc19f4faab2bd4decd92b6792", "version_major": 2, "version_minor": 0 }, "image/png": 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sX79e/C7bt2+HhYUF4uPj0aNHD7Rr1w4bN26Eh4cHHj9+jEOHDuHy5cto2bJlhTE0Z0zQiYiIqM7M2xYJOTkBkn9cAoFAgPTn2Y0dEhHJoLKjvSKRqFxZdbyZPl3VNhwcHMpd/3vzNA0NDWzevBmurq5wdHTE3LlzaxxbWcnJyWjRogXs7OzEZZ07d650k7k3yr5fZGQkCgsL8fXXXyM/P1/i3r/br0tlf68qepfk5GT06NEDwOsvRCIjI7F8+XKEhYXBzMysXmJrCjjFnYiIiOpE3qsCbI85i2UThon/8dZWU9jIURGRLNHS0oK8vHy50fInT56UG1WvDlNTUwgEAvE09Zoom/yePn0a8vLyePToUY3XnktT3S8TAEBbWxutW7fGjRs3JMoNDQ3RqVMnqRvQ1XQ6vpmZGf7++2+pG8s9evQIOTk5MDU1lSiX9i7/Lnv58iUSEhIgLy8vsbafymOCTkRERHXi7/SnaKOmgsA9f8DeLxB9v1qJ44k1/8cyETU9CgoKsLW1RXR0tER5dHQ0HB0da9yupqYmXF1dsWHDBqnJdFZWlsT1vzeNe3P97+nxZ8+eRXBwMA4dOgR1dXX4+vrWOLayLCwsUFxcjIsXL4rLbt68WS7Gf5OTk8PIkSOxc+dOPHz4sEb9vpmyXlJSUmm90aNHIzc3Fxs3bix3b9WqVWjZsiWGDx8uLqvoXf79efr7+0NOTg5HjhzB2rVrceLEiRq9Q3PAKe5ERERUJ4pKSnAn4x9YGrTFcs9PcOXOfbh+E4KrYQHQFtbueCEiajpmzZoFDw8P2NnZwcHBAT/++CPS0tIwdepUcZ158+bh4cOH2LFjR5XbDQ0NhaOjI3r06IElS5bA2toaxcXFiI6ORlhYmMTo+t69e2FnZ4fevXsjPDwc8fHx2Lx5MwDgxYsX8PDwgK+vL9zc3GBoaAg7OzsMGTIEI0aMqLD/kpKScmeMKygowNLSUqLM3NwcAwcOxOTJk/Hjjz+iRYsW8PPzg7KycqXvFxQUhNjYWNjb22PJkiWws7ODiooK/vrrL5w7dw5WVlaVPq+jowNlZWVERUWhffv2UFJSglBYfpaTg4MDZsyYgTlz5qCwsBDDhg1DUVERdu7cie+//1686/4bLVu2hK+vL9auXYuWLVti2rRp6Nmzp3h6++HDh7FlyxacO3cO77//PubOnYuJEyfir7/+goaGRqUxN0dM0ImIiJoJOb0OUstruiFcWUbabSAnJ8BYp9cbBXXtYABjXS1cv/cITtbmb3m6ErK0GZyB9M+QiKpu1KhRePbsGZYsWYL09HRYWVnhjz/+gJGRkbhOenp6tc9FNzExwaVLlxAYGAh/f3+kp6dDW1sbtra25Y5wW7x4MSIiIuDt7Q09PT2Eh4eLE+kZM2ZARUUFQUFBAIAuXbpgxYoVmDp1KhwdHSvcRT03NxfdunWTKDMyMhJvzvZvW7duxaRJk9C3b1/o6upi2bJlWLhwYaXv16ZNG8THx2PFihVYuXIl7t69Czk5OZiammLUqFESx7hJ06JFC6xduxZLlizBf/7zH3zwwQeIjY2VWjckJATW1tYICwvDwoULIRAI8P777+PAgQNwd3eXqNuqVSt8/fXXGDt2LB48eIDevXtjy5YtAF5vbufl5YWAgAC8//77AIBFixbh2LFjmDp1KvbsqZu/f5oSgejNIghqFnJyciAUCpF19wbU1TmaQUQyiLu41xtB6/K7tQN1l6ADwMCFIZg+tD8GdX8P9548g71fEC6v/0/t1qIzQacycvJeQnPQZ8jOzoa6unpjh0PvGIFAgMjISAwbNqyxQ5FgbGwMPz+/tybasmTbtm3w8/OrdHo+VQ9H0ImIiKjOhPqMw6SQHZi/bT/k5eTww7Tx3CiOiIioipigExERUZ3poKeNE9/6N3YYRERE7yQm6ERERERE1GzI6gpfaWvVZZ2npyc8PT0bO4wmhQk6ERE1Dq41rzeiV7lSywWQvgZdZsjSWnMiIqJGwHPQiYiIiIiIiGQAE3QiIiIiIiIiGcAEnYiIiIiIiEgGcA06ERHVL641rzcVrTWX05N+Vnddnndea1xvTkTNlKenJ7KysnDgwIHGDoVkEEfQiYiIiIiowZw+fRru7u7Q19eHQCCo00Q1IyMDvr6+6NChAxQVFWFgYAB3d3ccP368zvqoSH5+PhYtWgRzc3MoKipCS0sLn376Ka5fv17ttkQiETZt2gQHBweoq6tDVVUVXbp0wYwZM3D79u23Pm9sbIyQkJAavAU1NiboRERERETUYPLy8tC1a1esX7++TttNTU2Fra0tTpw4geDgYFy9ehVRUVHo168ffHx86rSvsgoKCuDs7IwtW7Zg6dKlSElJwR9//IGSkhLY29sjLi6uym2JRCKMHTsW06dPx6BBg3Ds2DH89ddfWLt2LZSVlbFs2bIKny0sLKyL16FGJBDJ6kGAVC9ycnIgFAqRdfcG1NXVGjscImoOOMW93nCKeyMwkP7ZUsPKyXsJzUGfITs7G+rq6o0dDtWCQCBAZGQkhg0bVuu2Bg0ahL/++gs3b96EioqKxL2srCy0bt1a3GdoaCgOHjyI2NhY6OnpITg4GCNGjAAA7NixA97e3rh8+TJMTU0BAL6+vjh69CguX75crm0AWLFiBebNm4fLly+ja9eu4vLS0lLY29vj5cuXuHbtGgQCwVunuEdERGDMmDH47bffMHTo0HL3RSIRBAIBgP9Nl7e3t8e6deugoKAAY2NjnDp1qtwz9G7gCDoREREREb3Tnj9/jqioKPj4+EhNoN8k528sXLgQw4cPx5UrVzB+/HiMGTMGycnJAIAJEyZg0KBBGDduHIqLixEVFYWNGzciPDxcatsAsGvXLri4uEgk5wAgJyeHmTNnIikpCVeuXKnSu+zevRvm5uZSk3MA4uT8jePHjyM5ORnR0dH4/fffsX//frRv3x5LlixBeno60tPTq9QvyQZuEkdERCTjKhoprwhHyusAR8qJ3im3b9+GSCRC586dq1R/xIgRmDRpEgBg6dKliI6Oxrp16xAaGgoA2LhxI6ytrTF9+nTs378fixYtQvfu3StsLyUlBf369ZN6z8LCQlzHxsbmrbGlpKTA3NxcoszPzw8//fQTgNdfNjx48EB8T0VFBT/99BMUFBTEZfLy8lBTU4Oent5b+yPZwhF0IiIiIiJ6p72Zwl12dLkiDg4O5a7fjKADgIaGBjZv3oywsDB07NgRc+fObbDYpNVdsGABEhMT8Z///Ae5uZJf2r733nsSyTm925igExERERHRO83U1BQCgUAiya6usknx6dOnIS8vj0ePHiEvr/L9VMzMzJCUlCT13o0bN8QxVoWpqan4mTe0tbXRqVMn6OjolKtf0bR7ejcxQSciIiIioneapqYmXF1dsWHDBqnJdFZWlsR12V3V4+LiJKbHnz17FsHBwTh06BDU1dXh6+tbaf+jR49GTExMuXXmpaWlWLNmDSwtLcutT6/ImDFjcPPmTfz2229Vqi+NgoICSkpKavw8NR4m6ERERERE1GByc3ORmJiIxMREAMDdu3eRmJiItLQ0cZ158+ZhwoQJ1Wo3NDQUJSUl6NGjB/bt24dbt24hOTkZa9euLTelfe/evdiyZQtSUlKwaNEixMfHY9q0aQCAFy9ewMPDA76+vnBzc8OuXbvwyy+/YO/evRX2PXPmTPTo0QPu7u7Yu3cv0tLScOHCBQwfPhzJycnYvHlzlae4jx49Gp9++ilGjx6NJUuW4Pz580hNTcWpU6ewZ88eyMvLv7UNY2NjnD59Gg8fPsQ///xTpX5JNnCTOCIiqhs8Tq3BiZIvNHYI//OubgZHRA3u4sWLEhuqzZo1CwAwceJEbNu2DQCQnp4ukbBXhYmJCS5duoTAwED4+/sjPT0d2trasLW1RVhYmETdxYsXIyIiAt7e3tDT00N4eDgsLS0BADNmzICKigqCgoIAAF26dMGKFSswdepUODo6ol27duX6VlJSwokTJ7B8+XLMnz8f9+7dg5qaGvr164e4uDhYWVlV+T0EAgH27NmDTZs2YevWrQgODkZRURHat2+P/v3747vvvntrG0uWLMGUKVPQsWNHFBQU8Ji1dwjPQW9meA46EdUbJuj1pqJd3Jmg1yPu4i7TeA461UZdnr1OVNc4xZ2IiIiIiIhIBjBBJyIiIiIiIpIBXINORERERETNBlf4kixjgk5ERCQjKlprXvrLRqnlgvfer89wpGtqa82JiIhkCKe4ExEREREREckAJuhEREREREREMoAJOhEREREREZEM4Bp0IiKqHp53XicqWm8uM5rTWnOeeU5EDcjT0xNZWVk4cOBAozxPso0j6ERERERE1GCWL1+O7t27Q01NDTo6Ohg2bBhu3rxZJ21nZGTA19cXHTp0gKKiIgwMDODu7o7jx4/XSfuVyc/Px6JFi2Bubg5FRUVoaWnh008/xfXr16vVTmxsLAQCAbKysqTe//7777Ft27Zax1tYWIiVK1fi/fffh4qKCoRCIbp27YpvvvkGjx49euvzAoGAXxLUAyboRERERETUYE6dOgUfHx/ExcUhOjoaxcXFGDBgAPLyajdDKzU1Fba2tjhx4gSCg4Nx9epVREVFoV+/fvDx8amj6KUrKCiAs7MztmzZgqVLlyIlJQV//PEHSkpKYG9vj7i4uDrrSygUonXr1rVqo6CgAC4uLggKCoKnpydOnz6NhIQEBAcH49mzZ1i3bl2FzxYWFtaqb6ocp7gTEREREVGDiYqKkrjeunUrdHR0kJCQgD59+tS4XW9vbwgEAsTHx0NFRUVc3qVLF3z++efia4FAgNDQUBw8eBCxsbHQ09NDcHAwRowYAQDYsWMHvL29cfnyZZiamgIAfH19cfToUVy+fFmi7TdCQkJw7tw5XL58GV27dgUAGBkZYd++fbC3t4eXlxeuXbsGgUBQ4/d7o+wU97y8PHz55ZfYv38/1NTUMHv2bBw6dAg2NjYICQmR2saaNWtw5swZXLx4Ed26dROXd+rUCa6urhJnxTs5OcHKygoKCgrYsWMHunTpgnv37gEAPv74Y/G7pqam1vrdiCPobxUWFgZra2uoq6tDXV0dDg4OOHLkiPi+p6cnBAKBxE/Pnj0l2igoKICvry+0tLSgoqKCoUOH4sGDBxJ1MjMz4eHhAaFQCKFQCA8Pj3LTWtLS0uDu7g4VFRVoaWlh+vTp/AaLiIiIiN5p2dnZAABNTc0at/H8+XNERUXBx8dHagJddsR54cKFGD58OK5cuYLx48djzJgxSE5OBgBMmDABgwYNwrhx41BcXIyoqChs3LgR4eHhUtsGgF27dsHFxUWcnL8hJyeHmTNnIikpCVeuXKnx+1Vmzpw5OHnyJCIjI3Hs2DHExsYiISGh0md2794NFxcXieT838p+kbB9+3a0aNECf/75JzZu3IgLFy4AeP3lSnp6uviaao8j6G/Rvn17fPvtt+jUqROA1384P/roI1y+fBldunQBAAwcOBBbt24VP6OgoCDRhp+fHw4dOoSIiAi0adMG/v7+GDJkCBISEiAvLw8AGDt2LB48eCD+RvGLL76Ah4cHDh06BAAoKSnB4MGDoa2tjTNnzuDZs2eYOHEiRCJRpVNQiIhqjJvBNbjSXzY2TsfNaUM4IpIpIpEIs2bNQu/evWFlZVXjdm7fvg2RSITOnTtXqf6IESMwadIkAMDSpUsRHR2NdevWITQ0FACwceNGWFtbY/r06di/fz8WLVqE7t27V9heSkoK+vXrJ/WehYWFuI6NjU013urtcnNzsXnzZuzYsQMuLi4AXucr7du3r/S5lJQUODk5SZR9/PHHiI6OBgBYW1vj7Nmz4nudOnVCcHBwuXZat24NPT29Wr4F/RsT9Ldwd3eXuA4MDERYWBji4uLECbqiomKFfzCzs7OxefNm/Pzzz3B2dgYA7Ny5EwYGBoiJiYGrqyuSk5MRFRWFuLg42NvbAwA2bdoEBwcH3Lx5E+bm5jh27BiSkpJw//596OvrAwBWr14NT09PBAYGQl1dvb4+AiIiIiKiejFt2jT89ddfOHPmTK3aeTMlu6pTyB0cHMpdJyYmiq81NDSwefNmuLq6wtHREXPnzm2w2Krj77//RmFhocT7aGpqwtzc/K3Plo0nNDQUeXl5WLt2LU6fPi1xz87Orm4CprfiFPdqKCkpQUREBPLy8iT+I4iNjYWOjg7MzMwwefJkPHnyRHwvISEBRUVFGDBggLhMX18fVlZW4m+lzp07B6FQKE7OAaBnz54QCoUSdaysrMTJOQC4urqioKDgrVNYiIiIiIhkja+vLw4ePIiTJ0++dcT3bUxNTSEQCMTT1GuibMJ6+vRpyMvL49GjR2/dwM7MzAxJSUlS7924cUMcY13791rx6jA1NRXH9Ubbtm3RqVMnqUsNKpraT3WPCXoVXL16FaqqqlBUVMTUqVMRGRkJS0tLAICbmxvCw8Nx4sQJrF69GhcuXMCHH36IgoICAK+PelBQUICGhoZEm7q6usjIyBDX0dHRKdevjo6ORB1dXV2J+xoaGlBQUBDXkaagoAA5OTkSP0REREREjUUkEmHatGnYv38/Tpw4ARMTk1q3qampCVdXV2zYsEFqMl12b6eyu6rHxcVJTI8/e/YsgoODcejQIairq8PX17fS/kePHo2YmJhy68xLS0uxZs0aWFpallufXhc6deqEli1bSrxPZmYmUlJSKn1uzJgxiI6OxuXLl2vcd8uWLVFSUlLj50k6TnGvAnNzcyQmJiIrKwv79u3DxIkTcerUKVhaWmLUqFHielZWVrCzs4ORkREOHz6MTz75pMI2RSKRxLd00qa81KROWcuXL8fixYvf+o5ERERERA3Bx8cHu3btwm+//QY1NTXxYJNQKISysjIAYN68eXj48CF27NhR5XZDQ0Ph6OiIHj16YMmSJbC2tkZxcTGio6MRFhYmMbq+d+9e2NnZoXfv3ggPD0d8fDw2b94MAHjx4gU8PDzg6+sLNzc3GBoaws7ODkOGDBHv9F7WzJkz8dtvv8Hd3R2rV6+Gvb09Hj9+jKCgICQnJyMmJqbaU9yvXr0KNTU1ibKya9hVVVXh5eWFOXPmoE2bNtDV1cWCBQsgJ1f5OOzMmTNx+PBhfPjhhwgICMAHH3wADQ0NpKSk4MiRI+J9sipjbGyM48ePo1evXlBUVCw3IEk1wwS9ChQUFMSbxNnZ2eHChQv4/vvvsXFj+c182rZtCyMjI9y6dQsAoKenh8LCQmRmZkr8oX3y5AkcHR3FdR4/flyuradPn4pHzfX09HD+/HmJ+5mZmSgqKio3sv5v8+bNw6xZs8TXOTk5MDAwqOqrExFRLYle5Uotb5QN4Zr7ZnAGHRo7AiLC61OSAJTbpGzr1q3w9PQEAKSnpyMtLa1a7ZqYmODSpUsIDAyEv78/0tPToa2tDVtbW3GfbyxevBgRERHw9vaGnp4ewsPDxTNkZ8yYARUVFQQFBQF4fUzbihUrMHXqVDg6OqJdu3bl+lZSUsKJEyewfPlyzJ8/H/fu3YOamhr69euHuLi4Gm2AJ+3IOWlT2leuXInc3FwMHToUampq8Pf3F++MXxElJSUcP34cISEh2Lp1K+bNm4fS0lKYmJjAzc0NM2fOfGt8q1evxqxZs7Bp0ya0a9eOx6zVEYGopgsXmrH+/fvDwMAA27ZtK3fv2bNnaNeuHX788UdMmDAB2dnZ0NbWxs6dOzFy5EgAr/+H0759e/zxxx/iTeIsLS1x/vx59OjRAwBw/vx59OzZEzdu3IC5uTmOHDmCIUOG4MGDB2jbti0AYM+ePZg4cSKePHlS5U3icnJyIBQKkXX3BtTV1d7+ABE1X9zFvU7UZ4IueO/96j3ABL2xI6A6kpP3EpqDPkN2djY3yqVqEwgEiIyMxLBhwxo7lHrj5ORU6TnoJLs4gv4W8+fPh5ubGwwMDPDixQtEREQgNjYWUVFRyM3NRUBAAIYPH462bdsiNTUV8+fPh5aWFj7++GMAr6fqeHl5wd/fH23atIGmpiZmz56N9957T7yru4WFBQYOHIjJkyeLR+W/+OILDBkyRLwD44ABA2BpaQkPDw+sXLkSz58/x+zZszF58mT+xURERERERNQEMEF/i8ePH8PDwwPp6ekQCoWwtrZGVFQUXFxckJ+fj6tXr2LHjh3IyspC27Zt0a9fP+zZs0divciaNWvQokULjBw5Evn5+ejfvz+2bdsmsbYjPDwc06dPF+/2PnToUKxfv158X15eHocPH4a3tzd69eoFZWVljB07FqtWrWq4D4OIiIiIiIjqDae4NzOc4k5EVcYp7nWCU9xlCKe4Nxmc4k5ETRVH0ImIiMl4HagoEa8LTMSJiIiaB56DTkRERERERCQDmKATERERERERyQAm6EREREREREQygGvQiYiaE641r7XqrjWvi83gKsS15kRE7xxPT09kZWXhwIEDjfI8yTaOoBMRERERUYMJCwuDtbU11NXVoa6uDgcHBxw5cqRO2s7IyICvry86dOgARUVFGBgYwN3dHcePH6+T9iuTn5+PRYsWwdzcHIqKitDS0sKnn36K69evV6ud2NhYCAQCZGVlSb3//fffY9u2bbWOt7CwECtXrsT7778PFRUVCIVCdO3aFd988w0ePXr01ucFAkGVvyT4/fff4eTkBDU1NbRq1Qrdu3evk3doipigExERERFRg2nfvj2+/fZbXLx4ERcvXsSHH36Ijz76qNqJbFmpqamwtbXFiRMnEBwcjKtXryIqKgr9+vWDj49PHUUvXUFBAZydnbFlyxYsXboUKSkp+OOPP1BSUgJ7e3vExcXVWV9CoRCtW7euVRsFBQVwcXFBUFAQPD09cfr0aSQkJCA4OBjPnj3DunXrKny2sLCwWn2tW7cOH330ERwdHXH+/Hn89ddfGD16NKZOnYrZs2fX6j2aIiboRERERETUYNzd3TFo0CCYmZnBzMwMgYGBUFVVrXUS6+3tDYFAgPj4eHz66acwMzNDly5dMGvWLIm2BQIBwsLC4ObmBmVlZZiYmGDv3r3i+zt27ICqqipu3bolLvP19YWZmRny8qQvFQsJCcG5c+fw+++/Y+TIkTAyMkKPHj2wb98+WFhYwMvLCyKRqFbv94anpyeGDRsmvs7Ly8OECROgqqqKtm3bYvXq1XBycoKfn1+FbaxZswZnzpzBiRMnMH36dNja2qJTp05wdXVFWFgYgoKCxHWdnJwwbdo0zJo1C1paWnBxcYGxsTEA4OOPP4ZAIBBfl3X//n34+/vDz88PQUFBsLS0RKdOneDv74+VK1di9erVOH/+PID/zRw4fPgwunbtCiUlJdjb2+Pq1avi9j7//HNYW1ujoKAAAFBUVARbW1uMGzeuZh+mDGKCTkREREREjaKkpAQRERHIy8uDg4NDjdt5/vw5oqKi4OPjAxUVlXL3y444L1y4EMOHD8eVK1cwfvx4jBkzBsnJyQCACRMmYNCgQRg3bhyKi4sRFRWFjRs3Ijw8XGrbALBr1y64uLiga9euEuVycnKYOXMmkpKScOXKlRq/X2XmzJmDkydPIjIyEseOHUNsbCwSEhIqfWb37t1wcXFBt27dpN4XCAQS19u3b0eLFi3w559/YuPGjbhw4QIAYOvWrUhPTxdfl/Xrr7+iqKhI6kj5lClToKqqit27d5d7n1WrVuHChQvQ0dHB0KFDUVRUBABYu3Yt8vLyMHfuXACvfx//+ecfhIaGVvq+7xJuEkdERCQFN4N7hxl0aOwIiOgtrl69CgcHB7x69QqqqqqIjIyEpaVljdu7ffs2RCIROnfuXKX6I0aMwKRJkwAAS5cuRXR0NNatWydO9DZu3Ahra2tMnz4d+/fvx6JFi9C9e/cK20tJSUG/fv2k3rOwsBDXsbGxqcZbvV1ubi42b96MHTt2wMXFBcDrZLp9+/aVPpeSkgInJyeJso8//hjR0dEAAGtra5w9e1Z8r1OnTggODi7XTuvWraGnp1dpP0KhEG3bti13T0FBAR06dEBKSopE+aJFi8q9S2RkJEaOHAlVVVXs3LkTffv2hZqaGlavXo3jx49DKBRW+r7vEiboREREVCey8vLRP3CT+PplYSHuPMlEeugCaKq2asTIiEjWmJubIzExEVlZWdi3bx8mTpyIU6dO1ThJfzN9vOzIb0XKjtY7ODggMTFRfK2hoYHNmzfD1dUVjo6O4hHbhoitOv7++28UFhZKvI+mpibMzc3f+mzZeEJDQ5GXl4e1a9fi9OnTEvfs7OzqJuAyRCJRuTikvcub2Q1v7s+ePRtLly7F119/jT59+tRLbI2FCToRERHVidYqykgImi6+Xn34NE7fuMvknIjKUVBQQKdOnQC8Tv4uXLiA77//Hhs31mw2kqmpKQQCAZKTkyXWZ1dH2UTx9OnTkJeXx6NHj5CXlwd1dfUKnzUzM0NSUpLUezdu3BDHWNdquq7d1NRUHNcbb0a5NTU1y9WvaGr/25iZmSE7OxuPHj2Cvr6+xL3CwkLcuXMHH3744Vvb+ffvTWlpKf7880/Iy8tL7BPQVHANOhEREdWL7acT8Hnf+hl1IaKmRSQSiTf+qglNTU24urpiw4YNUjdyK3tkWdkN6eLi4iSmx589exbBwcE4dOgQ1NXV4evrW2n/o0ePRkxMTLl15qWlpVizZg0sLS3LrU+vC506dULLli0l3iczM7PctPGyxowZg+joaFy+fLnGfbds2RIlJSWV1hk+fDhatGiB1atXl7v3ww8/IC8vD2PGjJEol/Yu//69WblyJZKTk3Hq1CkcPXoUW7durfE7yCKOoBMREVGdO3frHp7lvsTgblVbD0pEzcf8+fPh5uYGAwMDvHjxAhEREYiNjUVUVJS4zrx58/Dw4UPs2LGjyu2GhobC0dERPXr0wJIlS2BtbY3i4mJER0cjLCxMYpr03r17YWdnh969eyM8PBzx8fHYvHkzAODFixfw8PCAr68v3NzcYGhoCDs7OwwZMgQjRoyQ2vfMmTPx22+/wd3dHatXr4a9vT0eP36MoKAgJCcnIyYmptpT3K9evQo1NTWJsrJr2FVVVeHl5YU5c+agTZs20NXVxYIFCyAnV/k47MyZM3H48GF8+OGHCAgIwAcffAANDQ2kpKTgyJEjkJeXf2t8xsbGOH78OHr16gVFRUVoaGiUq2NoaIjg4GDMnj0bSkpK8PDwQMuWLfHbb79h/vz58Pf3h729vcQzS5YskXgXLS0t8ayIxMRE/Oc//8Gvv/6KXr164fvvv8eMGTPQt29fdOjQNPYfYYJORNQUvZJ+DAzVXr1uBpedLb3coP66rC/bTiVgfO/30aIK/8gjoubl8ePH8PDwQHp6OoRCIaytrREVFSXeGAwA0tPTkZaWVq12TUxMcOnSJQQGBsLf3x/p6enQ1taGra0twsLCJOouXrwYERER8Pb2hp6eHsLDw8Xr32fMmAEVFRXxUWNdunTBihUrMHXqVDg6OqJdu3bl+lZSUsKJEyewfPlyzJ8/H/fu3YOamhr69euHuLg4WFlZVfdjkrq2WtqU9pUrVyI3NxdDhw6Fmpoa/P39kV3R3yf/ivf48eMICQnB1q1bMW/ePJSWlsLExARubm6YOXPmW+NbvXo1Zs2ahU2bNqFdu3ZITU2VWm/mzJno2LEjVq1ahe+//x4lJSXo0qULwsLC8Nlnn5Wr/+2332LGjBm4desWunbtioMHD0JBQQGvXr3CuHHj4OnpCXd3dwCAl5cXDh8+DA8PD/GShHedQFRXB/LROyEnJwdCoRBZd29AXV3t7Q9Qg5o+dyEORR3DvfsP8NeZ47Cy4MgT1RAT9FqraBf3xkjQBVZ1Py2yPuW9KkT7aUE4t8QbnfV1Gj4A7uLe5OXkvYTmoM+QnZ1d6bpgImkEAgEiIyNrvFb9XeDk5AQbGxuEhIQ0dihVFhsbi379+iEzM7PcsXjNCdegE8mQT4cOxn8PR8LIoPKjMYiIZNmv8VfxnqFe4yTnRERE7zBOcSeSIX0cezZ2CERURUdvpuE/0RdQWFKKVi1bIPTjPujatk1jhyUTtsRe5OZwRERENcAEnYiIqJoy8wsw8ZeTODllKCx0NHD6ziNM3HMciX4jGzs0mXDqP1MaOwQiogo1hxW+sbGxjR1CtTk5OTWL35u3YYJORPQua4S15q9eFWCMtx+SUv5GK2Ul6OloI+zbxTB+h5dmVLTevCJ/P8uBjqoSLHRe71jbp4M+7mXm4tLDp3i/nXbVGnnLBj5ERETU/HANOhERVdvkcaNw479HcTn6IAY7O2HKVwsbO6QGZaqljqd5rxCX9hgAcOD6XeQWFuFe5otGjoyIiIjeZRxBJyKialFSUsSg/k7i657v2+D7n7Y3XkCNQKikiF/GuWBB1Hm8KChCL2M9WOpooKU8v/cmIiKimmOCTiRDfObMx8EjR5Hx5ClcPhkNVRUV3Lr4Z2OHRVSpdZt3YIjzh40dRoP7wEQfx78YCgAoKC5B+8Ad6Kyt0chRERER0buMX/UTyZANK4Nw/1oCip6kIT05kck5ybygtWG4dfceAufObOxQGlx6zv/W/weeSEC/ju3QSUvYiBEREdG7wNPTs1ZnsNf2eZJtHEEnInoXNMJmcG+z6ofNiDwSjeiIbWilrNzY4VRJdTaDK/1lY6X3F0VfxNl7GSguKYW9oS5+HN5XesU62AxOdO2K1HKBVddat/1OM+jQ2BEQUS0tX74c8+fPx4wZMxASElLr9jIyMhAYGIjDhw/j4cOH0NHRgY2NDfz8/NC/f//aB1yJ/Px8fPvtt4iIiEBqairU1NTg5OSExYsXo0uXLlVuJzY2Fv369UNmZiZat25d7v73339fJ7ud11W8VLeYoBMRUbV9t3ELIg78juiIbWgtVG/scBpFhQk5ERFVyYULF/Djjz/C2tq6TtpLTU1Fr1690Lp1awQHB8Pa2hpFRUU4evQofHx8cOPGjTrpR5qCggI4OzsjLS0Nq1evhr29PR4/fozly5fD3t4eMTEx6NmzZ530JRTWfrZWQ8ZL1cMp7kREVC0PHmVg9pJvkZWTgw9HeKCby1D0HPJpY4dFRETvkNzcXIwbNw6bNm2Chkbd7N/h7e0NgUCA+Ph4fPrppzAzM0OXLl0wa9YsxMXFiesJBAKEhYXBzc0NysrKMDExwd69e8X3d+zYAVVVVdy6dUtc5uvrCzMzM+TlSZ/RFhISgnPnzuH333/HyJEjYWRkhB49emDfvn2wsLCAl5dXnZ3xXXaKe15eHiZMmABVVVW0bdsWq1evhpOTE/z8/Cpsozrxvulv8eLF0NHRgbq6OqZMmYLCwkIAwNOnT6Gnp4egoCBx++fPn4eCggKOHTtWJ+/cnDBBJyKiammvr4fShym4ffY4LkcfxOXog4j7/dfGDouIiN4hPj4+GDx4MJydneukvefPnyMqKgo+Pj5QUVEpd7/sVPGFCxdi+PDhuHLlCsaPH48xY8YgOTkZADBhwgQMGjQI48aNQ3FxMaKiorBx40aEh4dLbRsAdu3aBRcXF3TtKrn0SE5ODjNnzkRSUhKuXJG+XKm25syZg5MnTyIyMhLHjh1DbGwsEhISKn2muvEeP34cycnJOHnyJHbv3o3IyEgsXrwYAKCtrY0tW7YgICAAFy9eRG5uLsaPHw9vb28MGDCg7l+4ieMUdyIianKqs9YcePt68yqpg7XmRETNQUREBC5duoQLFy7UWZu3b9+GSCRC586dq1R/xIgRmDRpEgBg6dKliI6Oxrp16xAaGgoA2LhxI6ytrTF9+nTs378fixYtQvfu3StsLyUlBf369ZN6z8LCQlzHxsamGm/1drm5udi8eTN27NgBFxcXAMD27dvRvn37Sp+rbrwKCgrYsmULWrVqhS5dumDJkiWYM2cOli5dCjk5OQwaNAiTJ0/GuHHj0L17dygpKeHbb7+tuxdtRjiCTkREREREDeL+/fuYMWMGdu7cCSUlpTpr9810bIFAUKX6Dg4O5a7fjKADgIaGBjZv3oywsDB07NgRc+fObbDYquPvv/9GYWGhxPtoamrC3Ny8xm1Ki7dr165o1aqV+NrBwQG5ubm4f/++uGzVqlUoLi7GL7/8gvDw8Dr9/W1OmKATEREREVGDSEhIwJMnT2Bra4sWLVqgRYsWOHXqFNauXYsWLVqgpKSkRu2amppCIBBIJNnVVTaBPn36NOTl5fHo0aMK156/YWZmhqSkJKn33mxOZ2pqWuPYKlLTde11Fe+/P7M7d+7g0aNHKC0txb1792oUFzFBJyIiIiKiBtK/f39cvXoViYmJ4h87OzuMGzcOiYmJkJeXr1G7mpqacHV1xYYNG6Qm01lZWRLX/9407s31v6fHnz17FsHBwTh06BDU1dXh6+tbaf+jR49GTExMuXXmpaWlWLNmDSwtLcut964LnTp1QsuWLSXeJzMzEykpKXUa75UrV5Cfny++jouLg6qqqngqfWFhIcaNG4dRo0Zh2bJl8PLywuPHj+viFZsdrkEnIiIiIqIGoaamBisrK4kyFRUVtGnTRqJ83rx5ePjwIXbs2FHltkNDQ+Ho6IgePXpgyZIlsLa2RnFxMaKjoxEWFiYxur53717Y2dmhd+/eCA8PR3x8PDZv3gwAePHiBTw8PODr6ws3NzcYGhrCzs4OQ4YMwYgRI6T2PXPmTPz2229wd3eXOLYsKCgIycnJiImJqfYU96tXr0JNTU2irOwadlVVVXh5eWHOnDlo06YNdHV1sWDBAsjJVT4OW914CwsL4eXlhW+++Qb37t3DokWLMG3aNHE/CxYsQHZ2NtauXQtVVVUcOXIEXl5e+P3336v1zsQEnYhI9ryqfBodNTJuBkdEVO/S09ORlpZWrWdMTExw6dIlBAYGwt/fH+np6dDW1oatrS3CwsIk6i5evBgRERHw9vaGnp4ewsPDYWlpCQCYMWMGVFRUxMeGdenSBStWrMDUqVPh6OiIdu3aletbSUkJJ06cwPLlyzF//nzcu3cPampq6NevH+Li4sp9KVEVffr0KVcmbUr7ypUrkZubi6FDh0JNTQ3+/v7IfsvfVdWNt3///jA1NUWfPn1QUFCA0aNHIyAgAAAQGxuLkJAQnDx5Eurq6gCAn3/+GdbW1ggLC8OXX35Z7XdvzgSiujqQj94JOTk5EAqFyLp7A+rqam9/gIgaHhP0WqvXXdxlKEEXWNX9dMl3ikGHxo6AGklO3ktoDvoM2dnZ4oSAqKoEAgEiIyMlzhJvapycnGBjY4OQkJBat+Xp6YmsrCwcOHCg1m3R23ENOhEREREREZEMYIJOREREREREJAO4Bp2IiIiIiJqN5rDCNzY2ts7a2rZtW521RW/HBJ2IqLFwrXmtNZe15s0e15oTEVEzwSnuRERERERERDKACToRERERERGRDGCCTkRERERERCQDmKATEREREVGTJxAIeJY3yTxuEkdERDKvXjeDA7ghHBFRAwoICMDixYslynR1dZGRkVGrdj09PZGVlVVhEp6eng4NDY1a9UFU35igExERERFRg+rSpQtiYmLE1/Ly8vXep56eXr33QVRbnOJOREREREQNqkWLFtDT0xP/aGtr13ufZae4x8fHo1u3blBSUoKdnR0iIyMhEAiQmJhY77EQVYQJOhERERERNahbt25BX18fJiYmGD16NO7cudOg/efl5WHIkCEwNzdHQkICAgICMHv27AaNgUgaTnEnIqpvr/IaO4J3SnXWm3OteRNj0KGxIyCiBmBvb48dO3bAzMwMjx8/xrJly+Do6Ijr16+jTZs2DRJDeHg4SkpKsGXLFrRq1QpdunTBgwcP8OWXXzZI/0QVYYJOREREREQNxs3NTfzr9957Dw4ODujYsSO2b9+OWbNmNUgMycnJ6Nq1K1q1aiUuc3BwaJC+iSrDKe5ERERERNRoVFRU8N577+HWrVsN1qdIJGqwvoiqgwn6W4SFhcHa2hrq6upQV1eHg4MDjhw5Ir4vEokQEBAAfX19KCsrw8nJCdevX5doo6CgAL6+vtDS0oKKigqGDh2KBw8eSNTJzMyEh4cHhEIhhEIhPDw8kJWVJVEnLS0N7u7uUFFRgZaWFqZPn47CwsJ6e3ciIiIiovpWUFCA5ORktG3btsH6tLS0xJUrV5Cfny8ui4uLa7D+iSrCBP0t2rdvj2+//RYXL17ExYsX8eGHH+Kjjz4SJ+HBwcH47rvvsH79ely4cAF6enpwcXHBixcvxG34+fkhMjISEREROHPmDHJzczFkyBCUlJSI64wdOxaJiYmIiopCVFQUEhMT4eHhIb5fUlKCwYMHIy8vD2fOnEFERAT27dsHf3//hvswiIiIiIhqafbs2Th16hTu3r2L8+fP49NPP0VOTg4mTpworjNv3jxMmDCh2m1nZ2cjMTFR4ictLa1cvbFjx0JOTg5eXl5ISkrCH3/8gVWrVtXqvYjqAtegv4W7u7vEdWBgIMLCwhAXFwdLS0uEhIRgwYIF+OSTTwAA27dvh66uLnbt2oUpU6YgOzsbmzdvxs8//wxnZ2cAwM6dO2FgYICYmBi4uroiOTkZUVFRiIuLg729PQBg06ZNcHBwwM2bN2Fubo5jx44hKSkJ9+/fh76+PgBg9erV8PT0RGBgINTV1RvwUyEiqbgZXLVUZzO4auNmcEREMuvBgwcYM2YM/vnnH2hra6Nnz56Ii4uDkZGRuE56errUxPptYmNj0a1bN4myiRMnYtu2bRJlqqqqOHToEKZOnYpu3brB0tISK1aswPDhw2v0TkR1hQl6NZSUlGDv3r3Iy8uDg4MD7t69i4yMDAwYMEBcR1FREX379sXZs2cxZcoUJCQkoKioSKKOvr4+rKyscPbsWbi6uuLcuXMQCoXi5BwAevbsCaFQiLNnz8Lc3Bznzp2DlZWVODkHAFdXVxQUFCAhIQH9+vVrmA+BiIiIiKgWIiIi3lqnbEJdFdu2bav0ubLrznv27Clx5nlqamq1+ySqa0zQq+Dq1atwcHDAq1evoKqqisjISFhaWuLs2bMAAF1dXYn6urq6uHfvHgAgIyMDCgoK0NDQKFcnIyNDXEdHR6dcvzo6OhJ1yvajoaEBBQUFcR1pCgoKUFBQIL7Oycmp6msTERERERFRA+Ia9CowNzdHYmIi4uLi8OWXX2LixIlISkoS3xcIBBL1RSJRubKyytaRVr8mdcpavny5eOM5oVAIAwODSuMiIiIiIiKixsEEvQoUFBTQqVMn2NnZYfny5ejatSu+//576OnpAUC5EewnT56IR7v19PRQWFiIzMzMSus8fvy4XL9Pnz6VqFO2n8zMTBQVFZUbWf+3efPmITs7W/xz//79ar49EREREVHTZ2xsDJFIBBsbm8YOhZoxTnGvAZFIhIKCApiYmEBPTw/R0dHizSgKCwtx6tQprFixAgBga2uLli1bIjo6GiNHjgTwetOLa9euITg4GADg4OCA7OxsxMfHo0ePHgCA8+fPIzs7G46OjuI6gYGBSE9PFx9BcezYMSgqKsLW1rbCWBUVFaGoqFg/HwRRc8XN4KqlLjaDK/1lo/QbzXwzONG1K1LLBVZdGzgSIiIiqgtM0N9i/vz5cHNzg4GBAV68eIGIiAjExsYiKioKAoEAfn5+CAoKgqmpKUxNTREUFIRWrVph7NixAAChUAgvLy/4+/ujTZs20NTUxOzZs/Hee++Jd3W3sLDAwIEDMXnyZGzc+PofoV988QWGDBkCc3NzAMCAAQNgaWkJDw8PrFy5Es+fP8fs2bMxefJk7uBORERERETUBDBBf4vHjx/Dw8MD6enpEAqFsLa2RlRUFFxcXAAAX331FfLz8+Ht7Y3MzEzY29vj2LFjUFNTE7exZs0atGjRAiNHjkR+fj769++Pbdu2QV5eXlwnPDwc06dPF+/2PnToUKxfv158X15eHocPH4a3tzd69eoFZWVljB07luc1EhERERERNRECUdnzBqhJy8nJgVAoRNbdG1BXV3v7A0RUHqe4VwunuDe8d3aKu0GHxo6A3hE5eS+hOegzZGdncyYhETUp3CSOiIiIiIiaPIFAgAMHDjR2GESVYoJOREQypfSXjeV+kJ0t/YfeXQYdyv8QUbPx8OFDjB8/Hm3atEGrVq1gY2ODhISEWrXp6emJYcOGVXg/PT0dbm5uteoDAG7fvo3PP/8choaGUFRURLt27dC/f3+Eh4ejuLi40me3bduG1q1bV6mf/Px8LFq0CObm5lBUVISWlhY+/fRTXL9+vdbvQLKLa9CJiIiIiKjBZGZmolevXujXrx+OHDkCHR0d/P3331VOXGvqzRHJtREfHw9nZ2d06dIFGzZsQOfOnZGbm4ukpCT88MMPsLKyQteu0pcZFRUVVbmfgoICODs7Iy0tDatXr4a9vT0eP36M5cuXw97eHjExMejZs2et34dkD0fQiYiIiIiowaxYsQIGBgbYunUrevToAWNjY/Tv3x8dO3as137LTnGPj49Ht27doKSkBDs7O0RGRkIgECAxMVHq8yKRCJ6enjAzM8Off/4Jd3d3mJqaolu3bhg3bhz++9//wtraGgCQmpoKgUCAX375BU5OTlBSUsLOnTvx2Wev904QCAQQCAQICAiQ2ldISAjOnTuH33//HSNHjoSRkRF69OiBffv2wcLCAl5eXnizldibmQOLFy+Gjo4O1NXVMWXKFBQWFgIAnj59Cj09PQQFBYnbP3/+PBQUFHDs2LHaf7BUp5igExERERFRgzl48CDs7OwwYsQI6OjooFu3bti0aVODxpCXlyc+0jghIQEBAQGYPXt2pc8kJiYiOTkZs2fPhpyc9DRKIBBIXH/99deYPn06kpOT0b9/f4SEhEBdXR3p6elIT0+vsM9du3bBxcWl3Gi8nJwcZs6ciaSkJFy5ckVcfvz4cSQnJ+PkyZPYvXs3IiMjsXjxYgCAtrY2tmzZgoCAAFy8eBG5ubkYP348vL29xSdIkezgFHciospwx/Yqq+5u7RXuzE5ERE3anTt3EBYWhlmzZmH+/PmIj4/H9OnToaioiAkTJjRIDOHh4SgpKcGWLVvQqlUrdOnSBQ8ePMCXX35Z4TMpKSkAAHNzc3HZkydP0KHD//bQCA4Ohre3t/jaz88Pn3zyifhaKBRCIBC8dbp9SkoK+vXrJ/WehYWFuI6NjQ0AQEFBQeJdlixZgjlz5mDp0qWQk5PDoEGDMHnyZIwbNw7du3eHkpISvv3220pjoMbBBJ2IiIiIiBpMaWkp7OzsxFOuu3XrhuvXryMsLKzBEvTk5GR07doVrVq1Epc5ODhU6dl/j5K3adNGPCXeyclJPK38DTs7u9oHW8abqe3/jkPau+Tm5uL+/fswMjICAKxatQpWVlb45ZdfcPHiRSgpKdV5bFR7nOJOREREREQNpm3btrC0tJQos7CwQFpaWoPF8CbJrQ5TU1MAwI0bN8Rl8vLy6NSpEzp16oQWLcqPfaqoqNQoPjMzMyQlJUm996b/N/FU5t9J/J07d/Do0SOUlpbi3r17NYqL6h8TdCIiIiIiajC9evXCzZs3JcpSUlLEI70NwdLSEleuXEF+fr64LC4urtJnunXrhs6dO2PVqlUoLS2tUb8KCgooKSl5a73Ro0cjJiZGYp058Hr2wZo1a2BpaSmxPl3au6iqqqJ9+/YAgMLCQowbNw6jRo3CsmXL4OXlhcePH9foHah+MUEnIiIiIqIGM3PmTMTFxSEoKAi3b9/Grl278OOPP8LHx0dcZ968eTWa7p6dnY3ExESJH2kj82PHjoWcnBy8vLyQlJSEP/74A6tWraq0bYFAgK1bt+LmzZvo1asXDh48iFu3bomPWHv69Cnk5eUrbcPY2Bi5ubk4fvw4/vnnH7x8+VJqvZkzZ6JHjx5wd3fH3r17kZaWhgsXLmD48OFITk7G5s2bJUbHCwsLxe9y5MgRLFq0CNOmTRNvZrdgwQJkZ2dj7dq1+Oqrr8Q7wZPs4Rp0IiKAm8FVQ3U3g6u27Oz6bb8ZEF27IrVcYCX9bN56ZdDh7XWIqFnp3r07IiMjMW/ePCxZsgQmJiYICQnBuHHjxHXS09NrNOU9NjYW3bp1kyibOHEitm3bJlGmqqqKQ4cOYerUqejWrRssLS2xYsUKDB8+vNL2e/bsiYSEBAQFBcHHxwcZGRlQUVFB165dsWbNGnz++eeVPu/o6IipU6di1KhRePbsGRYtWiT1qDUlJSWcOHECy5cvx/z583Hv3j2oqamhX79+iIuLg5WVlUT9/v37w9TUFH369EFBQQFGjx4tbjc2NhYhISE4efIk1NXVAQA///wzrK2tERYWVunGeNTwBKKaLMCgd1ZOTg6EQiGy7t6AurpaY4dDJDuYoFdZXSXoFe7izgS93jBBp6YiJ+8lNAe9Pk/6TcJBVFupqakwMTHB5cuXxbujvws8PT2RlZUlccY7vbs4xZ2IiIiIiIhIBjBBJyIiIiIiIpIBXINORERERETNnrGxcY2OX2tsZdfX07uNCToRNS9ca15lXGtORERE1LA4xZ2IiIiIiIhIBjBBJyIiIiIiIpIBTNCJiIiIiIiIZAATdCIiIiIiavIEAgHPCieZx03iiIioTjaE42Zwsk907YrUcoFV1waOhIiaM2NjY9y7d69cube3NzZs2FDjdj09PZGVlVVhEp6eng4NDY0at//G9evXsXjxYpw8eRI5OTkwNDTE6NGjMW/ePLRq1arW7VPzxgSdiIjgOtEbj5/+Azk5OaiptML3i76GjaV5Y4dFRERN0IULF1BSUiK+vnbtGlxcXDBixIh67VdPT6/WbcTFxcHZ2RnOzs44fPgwdHV1ER8fD39/f5w4cQInT56EgoJCHURLzRWnuBMREfasW4HEP37Bpd8jMNPLA5PmLm7skIiIqInS1taGnp6e+Of3339Hx44d0bdv33rtt+wU9/j4eHTr1g1KSkqws7NDZGQkBAIBEhMTpT4vEong5eUFCwsL7N+/Hz169ICRkRFGjBiBQ4cO4dy5c1izZo1Ef2FhYXBzc4OysjJMTEywd+9e8f0dO3ZAVVUVt27dEpf5+vrCzMwMeXk8Fra5YoJORERora4m/nX2i1zICQSNGA0RETUXhYWF2LlzJz7//HMIGvDvnry8PAwZMgTm5uZISEhAQEAAZs+eXekziYmJSEpKwqxZsyAnJ5lGde3aFc7Ozti9e7dE+cKFCzF8+HBcuXIF48ePx5gxY5CcnAwAmDBhAgYNGoRx48ahuLgYUVFR2LhxI8LDw6GiolK3L0zvDE5xJ6Km6RW/eZamsrXmE/0XIjbuIgDgj63rK6zHteYklUGHxo6AiN5BBw4cQFZWFjw9PRu03/DwcJSUlGDLli1o1aoVunTpggcPHuDLL7+s8JmUlBQAgIWFhdT7FhYWOHPmjETZiBEjMGnSJADA0qVLER0djXXr1iE0NBQAsHHjRlhbW2P69OnYv38/Fi1ahO7du9fFK9I7iiPoREQEANi+einu/XkES2Z546tvQxo7HCIiagY2b94MNzc36OvrN2i/ycnJ6Nq1q8Smbg4ODrVqUyQSlZsFULZNBwcH8Qg6AGhoaGDz5s0ICwtDx44dMXfu3FrFQO8+JuhERCRh4nB3xMZdxLPMrMYOhYiImrB79+4hJiZGPMLckEQiUbWfMTMzAwAkJSVJvX/jxg2Ympq+tZ2ySfzp06chLy+PR48ece05MUEnImrucl7k4tHjp+LryKMn0EZDCM3WwkaMioiImrqtW7dCR0cHgwcPbvC+LS0tceXKFeTn54vL4uLiKn3GxsYGnTt3xpo1a1BaWipx78qVK4iJicGYMWMkysu2GRcXh86dO4uvz549i+DgYBw6dAjq6urw9fWt6StRE8E16EREzVz2i1yM8JmD/FcFkJMTQFtTAwc3fd+gm/UQEVHzUlpaiq1bt2LixIlo0aJ8SjJv3jw8fPgQO3bsqFa72dnZ5XZh19TUhKGhoUTZ2LFjsWDBAnh5eeGbb75BamoqVq1aVWnbAoEAP/30EwYMGIDhw4dj3rx50NPTw/nz5+Hv7w8HBwf4+flJPLN3717Y2dmhd+/eCA8PR3x8PDZv3gwAePHiBTw8PODr6ws3NzcYGhrCzs4OQ4YMqfcj50h2MUEnoncbN4OTqrLN4Moy0NdDXOTPVW+cm8E1OaJrV8qVCay6NkIkRNRcxMTEIC0tDZ9//rnU++np6UhLS6t2u7GxsejWrZtE2cSJE7Ft2zaJMlVVVRw6dAhTp05Ft27dYGlpiRUrVmD48OGVtt+rVy/ExcVh8eLFGDRoEHJycmBoaIiJEydi3rx5UFRUlKi/ePFiREREwNvbG3p6eggPD4elpSUAYMaMGVBRUUFQUBAAoEuXLlixYgWmTp0KR0dHtGvXrtrvT+8+gagmCzDonZWTkwOhUIisuzeg/q9jlYjeWUzQpapOgl5dpZuC661tkh3VTtC5izs1oJy8l9Ac9Bmys7Ohrq7e2OFQE5GamgoTExNcvnwZNjY2tW5PIBAgMjISw4YNq3Vb1HxwDToRERERERGRDGCCTkRERERERCQDuAadiIiIiIiaPWNj4xodv1YRriSmmmCCTkTvBq41l4przanBca05ERFRveEUdyIiIiIiIiIZwASdiIiIiIiISAYwQSciIiIiIiKSAUzQiYiIiIiIiGQAN4kjItnDDeHKqc/N4ABuCEflia5dkVou4CZxRNQEGBsbw8/PD35+fo3yPFFFOIJOREREREQNpri4GN988w1MTEygrKyMDh06YMmSJSgtLa112/fv34eXlxf09fWhoKAAIyMjzJgxA8+ePatWOwEBAbCxsanw/oULF/DFF1/UMlqi8jiCTkREREREDWbFihX44YcfsH37dnTp0gUXL17EZ599BqFQiBkzZtS43Tt37sDBwQFmZmbYvXs3TExMcP36dcyZMwdHjhxBXFwcNDU16+QdtLW166QdorI4gk5ERERERA3m3Llz+OijjzB48GAYGxvj008/xYABA3Dx4sVatevj4wMFBQUcO3YMffv2haGhIdzc3BATE4OHDx9iwYIFdfQGr6e4h4SEiK9v3bqFPn36QElJCZaWloiOjoZAIMCBAwfqrE9qHjiCTkQkY+p1vXnO8/prm5oUgYFBY4dARE1U79698cMPPyAlJQVmZma4cuUKzpw5I5HwVtfz589x9OhRBAYGQllZWeKenp4exo0bhz179iA0NBQCgaCWbyCptLQUn3zyCbS0tBAXF4ecnByuTacaY4JOREREREQN5uuvv0Z2djY6d+4MeXl5lJSUIDAwEGPGjKlxm7du3YJIJIKFhYXU+xYWFsjMzMTTp0+ho6NT436kiYmJQXJyMlJTU9G+fXsAQFBQENzc3Oq0H2oemKATEREREVGD2bNnD3bu3Ildu3ahS5cuSExMhJ+fH/T19TFx4sR66VMkEgFAnY+eA0BycjIMDQ3FyTkAODg41Hk/1DxwDToRERERETWYOXPmYO7cuRg9ejTee+89eHh4YObMmVi+fHmN2+zUqRMEAgGSkpKk3r9x4wY0NDSgpaVV4z4q8ib5/7f6+CKAmgcm6ERERERE1GBevnwJOTnJNEReXr5Wx6y1adMGLi4uCA0NRX5+vsS9jIwMhIeHY9SoUfWSOFtaWiItLQ2PHj0Sl507d67O+6HmgVPciajxvMpr7AgaVWNsBle656f665OIiKgK3N3dERgYCENDQ3Tp0gWXL1/Gd999h88//1xcZ968eXj48CF27NhR5XbXr18PR0dHuLq6YtmyZRLHrLVr1w6BgYHVijM/Px+JiYkSZaqqqujUqZNEmbOzM8zNzTFhwgSsXr0aOTk5dbpjPDUvTNCJiIiIiKjBrFu3DgsXLoS3tzeePHkCfX19TJkyBf/5z3/EddLT05GWllatdk1NTXHx4kUEBARg1KhRePbsGfT09DBs2DAsWrSo2megp6SkoFu3bhJlffv2RWxsrESZnJwcIiMj4eXlhR49esDY2Bhr167FwIEDq9UfEQAIRNIWTZDY8uXLsX//fty4cQPKyspwdHTEihUrYG5uLq7j6emJ7du3Szxnb2+PuLg48XVBQQFmz56N3bt3Iz8/H/3790doaKjEZhKZmZmYPn06Dh48CAAYOnQo1q1bh9atW4vrpKWlwcfHBydOnICysjLGjh2LVatWQUFBoUrvk5OTA6FQiKy7N6CurlaTj4So7nAEvf4a5wg61VKFx6xZ2TVsIERS5OS9hOagz5CdnQ11dfXGDodIKoFAgMjISAwbNqyxQ6F3CNegv8WpU6fg4+ODuLg4REdHo7i4GAMGDEBenmRiMXDgQKSnp4t//vjjD4n7fn5+iIyMREREBM6cOYPc3FwMGTIEJSUl4jpjx45FYmIioqKiEBUVhcTERHh4eIjvl5SUYPDgwcjLy8OZM2cQERGBffv2wd/fv34/BCIiIiIiIqp3nOL+FlFRURLXW7duhY6ODhISEtCnTx9xuaKiIvT09KS2kZ2djc2bN+Pnn3+Gs7MzAGDnzp0wMDBATEwMXF1dkZycjKioKMTFxcHe3h4AsGnTJjg4OODmzZswNzfHsWPHkJSUhPv370NfXx8AsHr1anh6eiIwMJDfIBMREREREb3DmKBXU3Z2NgCUW8MSGxsLHR0dtG7dGn379kVgYCB0dHQAAAkJCSgqKsKAAQPE9fX19WFlZYWzZ8/C1dUV586dg1AoFCfnANCzZ08IhUKcPXsW5ubmOHfuHKysrMTJOQC4urqioKAACQkJ6NevX7l4CwoKUFBQIL7Oycmpmw+CqDo4lb3+Gq9gKjtRdVQ4nZ2IiGqMK4mpJjjFvRpEIhFmzZqF3r17w8rKSlzu5uaG8PBwnDhxAqtXr8aFCxfw4YcfihPjjIwMKCgoQENDQ6I9XV1dZGRkiOu8Sej/TUdHR6KOrq6uxH0NDQ0oKCiI65S1fPlyCIVC8Y8B/xFGREREREQkkziCXg3Tpk3DX3/9hTNnzkiUjxo1SvxrKysr2NnZwcjICIcPH8Ynn3xSYXsikUjiLEZp5zLWpM6/zZs3D7NmzRJf5+TkMEknIiIiIiKSQU02QU9NTcV///tfpKam4uXLl9DW1ka3bt3g4OAAJSWlarfn6+uLgwcP4vTp0xI7r0vTtm1bGBkZ4datWwAAPT09FBYWIjMzU2IU/cmTJ3B0dBTXefz4cbm2nj59Kh4119PTw/nz5yXuZ2ZmoqioqNzI+huKiopQVFSs+osSERERERFRo2hyU9x37dqFnj17okOHDpgzZw4OHDiA//73v/jpp58wcOBA6OrqwtvbG/fu3atSeyKRCNOmTcP+/ftx4sQJmJiYvPWZZ8+e4f79+2jbti0AwNbWFi1btkR0dLS4Tnp6Oq5duyZO0B0cHJCdnY34+HhxnfPnzyM7O1uizrVr15Ceni6uc+zYMSgqKsLW1rZK70NERERERESyqUmNoL///vuQk5ODp6cnfvnlFxgaGkrcLygowLlz5xAREQE7OzuEhoZixIgRlbbp4+ODXbt24bfffoOampp4rbdQKISysjJyc3MREBCA4cOHo23btkhNTcX8+fOhpaWFjz/+WFzXy8sL/v7+aNOmDTQ1NTF79my899574l3dLSwsMHDgQEyePBkbN24EAHzxxRcYMmSI+Mz1AQMGwNLSEh4eHli5ciWeP3+O2bNnY/LkydzBnWQDN4Orv8aruRkczzsnIiKqmLGxMfz8/ODn59cozxNVpEmNoC9duhQXL17EtGnTyiXnwOvp3k5OTvjhhx+QnJwMY2Pjt7YZFhaG7OxsODk5oW3btuKfPXv2AADk5eVx9epVfPTRRzAzM8PEiRNhZmaGc+fOQU1NTdzOmjVrMGzYMIwcORK9evVCq1atcOjQIcjLy4vrhIeH47333sOAAQMwYMAAWFtb4+effxbfl5eXx+HDh6GkpIRevXph5MiRGDZsGFatWlWLT42IiIiIqOG8ePECfn5+MDIygrKyMhwdHXHhwoU6afv+/fvw8vKCvr4+FBQUYGRkhBkzZuDZs2fVaicgIAA2NjYV3r9w4QK++OKLWkb7ehPoGTNmoFOnTlBSUoKuri569+6NH374AS9fvqz02djYWAgEAmRlZb21n5KSEqxZswbW1tZQUlJC69at4ebmhj///LPW70B1q0mNoA8ePBgAUFxcjPDwcLi6ulZ4NrmWlha0tLTe2ubbjkdQVlbG0aNH39qOkpIS1q1bh3Xr1lVYR1NTEzt37qy0HUNDQ/z+++9v7Y+IiIiISBZNmjQJ165dw88//wx9fX3s3LkTzs7OSEpKQrt27Wrc7p07d+Dg4AAzMzPs3r0bJiYmuH79OubMmYMjR44gLi6u3FHJNaWtrV3rNu7cuYNevXqhdevWCAoKwnvvvYfi4mKkpKRgy5Yt0NfXx9ChQ6U+W1RUVOV+RCIRRo8ejZiYGKxcuRL9+/dHTk4ONmzYACcnJ+zduxfDhg2r9ftQ3WhSI+hvtGjRAl9++aXE+d9ERERERNS48vPzsW/fPgQHB6NPnz7o1KkTAgICYGJigrCwsFq17ePjAwUFBRw7dgx9+/aFoaEh3NzcEBMTg4cPH2LBggV19Bavp7iHhISIr2/duoU+ffpASUkJlpaWiI6OhkAgwIEDBypsw9vbGy1atMDFixcxcuRIWFhY4L333sPw4cNx+PBhuLu7i+sKBAL88MMP+Oijj6CiooJJkyahX79+AF4fuywQCODp6Sm1n19++QW//vorduzYgUmTJsHExARdu3bFjz/+iKFDh2LSpEnIy3u9TPHNzIGNGzfCwMAArVq1wogRI8Sj9K9evUKXLl0kZg/cvXsXQqEQmzZtqtmHSRKaZIIOAPb29khMTGzsMIiIiIiI6P8VFxejpKSk3KlKysrK5Y4yro7nz5/j6NGj8Pb2hrKyssQ9PT09jBs3Dnv27Hnr7NiaKC0txSeffAJ5eXnExcXhhx9+wNdff13pM8+ePcOxY8fg4+MDFRUVqXXKHqO8aNEifPTRR7h69SqWLFmCffv2AQBu3ryJ9PR0fP/991Lb2bVrF8zMzCQS/jf8/f3x7Nkzic2sb9++jV9++QWHDh1CVFQUEhMT4ePjA+D1rODw8HBs374dBw4cQElJCTw8PNCvXz9Mnjy50nemqmlSU9z/zdvbG7NmzcL9+/dha2tb7g++tbV1I0VG1ARwM7j67aAaG8JxMziqDoGBQWOHQETNnJqaGhwcHLB06VJYWFhAV1cXu3fvxvnz52Fqalrjdm/dugWRSAQLCwup9y0sLJCZmYmnT59CR0enxv1IExMTg+TkZKSmpoqPYw4KCoKbm1uFz9y+fRsikUi8GfQbWlpaePXqFYDXMwJWrFghvjd27Fh8/vnn4uu7d+8CAHR0dNC6desK+0pJSan0c3lT541Xr15h+/bt4ndZt24dBg8ejNWrV0NPTw82NjZYtmwZJk+ejDFjxuDvv/+udKYAVU+TTdBHjRoFAJg+fbq4TCAQQCQSQSAQoKSkpLFCIyIiIiJqtn7++Wd8/vnnaNeuHeTl5fH+++9j7NixuHTpUr31+WbkvOyodF1ITk6GoaGhOKEFXh+PXBVl44mPj0dpaSnGjRtXbrmunZ1d7YOtQhzS3qW0tBQ3b94U7+/l7++P3377DevWrcORI0eqtLcXVU2TTdDffKNERERERESyo2PHjjh16hTy8vKQk5ODtm3bYtSoUTAxMalxm506dYJAIEBSUpLUDc9u3LgBDQ2NekkkpU2bf9sXAW/ivXHjhkR5hw4dAKDcNH0AFU6FfxszMzMkJSVJvZecnAwAlc5eePMu/36nJ0+e4ObNm5CXl8etW7cwcODAGsVG5TXZNehGRkaV/hARERERUeNRUVFB27ZtkZmZiaNHj+Kjjz6qcVtt2rSBi4sLQkNDkZ+fL3EvIyMD4eHhGDVqVL2MoFtaWiItLQ2PHj0Sl507d65K8a5fv168QVt1KSgoAMBbZwaPHj0at27dwqFDh8rdW716tTiWN6S9i5ycHMzMzMRln3/+OaysrLBjxw589dVXFX4BQNXXZEfQ30hKSkJaWhoKCwslyis6soCIJKV+4FSuzDj6cMMH0kjqdb15NdaaE1UH15oTkSw7evSoeP317du3MWfOHJibm+Ozzz4T15k3bx4ePnyIHTt2VLnd9evXw9HREa6urli2bJnEMWvt2rVDYGBgteLMz88vt+m0qqoqOnXqJFHm7OwMc3NzTJgwAatXr0ZOTk6VdowPDQ1Fr169YGdnh4CAAFhbW0NOTg4XLlzAjRs3YGtrW+nzRkZGEAgE+P333zFo0CAoKytDVVW1XL3Ro0dj7969mDhxYrlj1g4ePIi9e/dKjM4rKSlh4sSJWLVqFXJycjB9+nSMHDlSPL19w4YNOHfuHP766y8YGBjgyJEjGDduHM6fPy/+0oBqrskm6Hfu3MHHH3+Mq1eviteeA/+bmsE16EREREREDS87Oxvz5s3DgwcPoKmpieHDhyMwMBAtW7YU10lPT0daWlq12jU1NcXFixcREBCAUaNG4dmzZ9DT08OwYcOwaNGiap+BnpKSgm7dukmU9e3bF7GxsRJlcnJyiIyMhJeXF3r06AFjY2OsXbv2rdO+O3bsiMuXLyMoKEj8eSgqKsLS0hKzZ8+Gt7d3pc+3a9cOixcvxty5c/HZZ59hwoQJ2LZtW7l6AoEAv/zyC77//nusWbMGPj4+UFRUhIODA06ePInevXtL1O/UqRM++eQTDBo0CM+fP8egQYMQGhoK4PVSgTlz5mDz5s0w+P8vgzds2ICuXbti4cKFEpvaUc0IRPVx1oAMcHd3h7y8PDZt2oQOHTogPj4ez549g7+/P1atWoUPPvigsUNsFDk5ORAKhci6ewPq6mqNHQ69AziCLtsj6NzFnaSp1xF0q/rbpIioqnLyXkJz0GfIzs6Gurp6Y4dDJJVAIEBkZKTUNfGyKiAgAAcOHOBx1Y2oyY6gnzt3DidOnIC2tjbk5OQgJyeH3r17Y/ny5Zg+fTouX77c2CESERERERERiTXZTeJKSkrEazC0tLTEGx0YGRnh5s2bjRkaERERERERUTlNdgTdysoKf/31Fzp06AB7e3sEBwdDQUEBP/74o/j4AqLm6NW0sbVuI9VlcLXqvwtT4jmVnYiIiOrSu7iSOCAgAAEBAY0dRrPWZBP0b775RnxkwbJlyzBkyBB88MEHaNOmDfbs2dPI0RERERERERFJarIJuqurq/jXHTp0QFJSEp4/fw4NDY16Of+QiIiIiIiIqDaabIL+b/fv34dAIED79u0bOxQiIiIiIiIiqZrsJnHFxcVYuHAhhEIhjI2NYWRkBKFQiG+++QZFRUWNHR4RERERERGRhCY7gj5t2jRERkYiODgYDg4OAF4fvRYQEIB//vkHP/zwQyNHSFQ9dbG5W2Uyrjyq1/ZlhaxvBgdwQziquno975yIqJmr7Tnm7+I56NT4muwI+u7du7Ft2zZMmTIF1tbWsLa2xpQpU7Blyxbs3r27scMjIiIiImqWTp8+DXd3d+jr60MgEODAgQPl6ohEIgQEBEBfXx/KyspwcnLC9evX66T/69evY+TIkdDW1oaioiJMTU2xcOFCvHz5slrteHp6Vpp8p6enw83NrZbR1l289G5osgm6kpISjI2Ny5UbGxtDQUGh4QMiIiIiIiLk5eWha9euWL9+fYV1goOD8d1332H9+vW4cOEC9PT04OLighcvXtSq77i4ONjb26OwsBCHDx9GSkoKgoKCsH37dri4uKCwsLBW7f+bnp4eFBUVa9VGQ8ZLsqHJJug+Pj5YunQpCgoKxGUFBQUIDAzEtGnTGjEyIiIiIqLmy83NDcuWLcMnn3wi9b5IJEJISAgWLFiATz75BFZWVti+fTtevnyJXbt21bhfkUgELy8vWFhYYP/+/ejRoweMjIwwYsQIHDp0COfOncOaNWtq3H5ZZWcHxMfHo1u3blBSUoKdnR0iIyMhEAiQmJhYJ/EKBAKEhYXBzc0NysrKMDExwd69e8X3d+zYAVVVVdy6dUtc5uvrCzMzM/Hx1NT4mlSC/sknn4h/EhMT8fvvv6N9+/ZwdnaGs7Mz2rdvj0OHDuHKlSuNHSoREREREUlx9+5dZGRkYMCAAeIyRUVF9O3bF2fPnq1xu4mJiUhKSsKsWbMgJyeZBnXt2hXOzs71thQ2Ly8PQ4YMgbm5ORISEhAQEIDZs2fXebwLFy7E8OHDceXKFYwfPx5jxoxBcnIyAGDChAkYNGgQxo0bh+LiYkRFRWHjxo0IDw+HiopK3b4w1ViT2iROKBRKXA8fPlzi2oCb6ZCMqe+N32RFqstgqeXG0Ydr3Xa9bvpWgXMO7lLLHY5ub+BIiIiImp6MjAwAgK6urkS5rq4u7t27V+N2U1JSAAAWFhZS71tYWODMmTM1br8y4eHhKCkpwZYtW9CqVSt06dIFDx48wJdfflmn8Y4YMQKTJk0CACxduhTR0dFYt24dQkNDAQAbN26EtbU1pk+fjv3792PRokXo3r17Xbwi1ZEmlaBv3bq1sUMgIiIiIqI6IBAIJK5FIlG5srpUn+0nJyeja9euaNWqlbjszUlTNSUt3rJtOjg4SEyh19DQwObNm+Hq6gpHR0fMnTu3VjFQ3WtSU9yJiIiIiOjdpqenB+B/I+lvPHnypNyoenWYmZkBAJKSkqTev3HjBkxNTWvcfmVEIlG1n6mreMsm8adPn4a8vDwePXrEtecyqEkl6AMHDqzSupQXL15gxYoV2LBhQwNERUREREREVWViYgI9PT1ER0eLywoLC3Hq1Ck4OjrWuF0bGxt07twZa9asQWlpqcS9K1euICYmBmPGjKlx+5WxtLTElStXkJ+fLy6Li4ur83jLthkXF4fOnTuLr8+ePYvg4GAcOnQI6urq8PX1rekrUT1pUlPcR4wYgZEjR0JNTQ1Dhw6FnZ0d9PX1oaSkhMzMTCQlJeHMmTP4448/MGTIEKxcubKxQ6Z31Lu8djzjyqPGDqFG6nut+VWnj6WW5xYUlyurq7XmpXt+qpN2qOkTcA8VImpCcnNzcfv2bfH13bt3kZiYCE1NTRgaGkIgEMDPzw9BQUEwNTWFqakpgoKC0KpVK4wd+79/g02YMAHt2rXD8uXLq9SvQCDATz/9hAEDBmD48OGYN28e9PT0cP78efj7+8PBwQF+fn7Vepfs7Oxyu7C/eY9/Gzt2LBYsWAAvLy988803SE1NxapVq+o83r1798LOzg69e/dGeHg44uPjsXnzZgCvByk9PDzg6+sLNzc3GBoaws7ODkOGDMGIESOq9d5Uf5pUgu7l5QUPDw/8+uuv2LNnDzZt2oSsrCwAr/+AW1pawtXVFQkJCTA3N2/cYImIiIiImqGLFy+iX79+4utZs2YBACZOnIht27YBAL766ivk5+fD29sbmZmZsLe3x7Fjx6CmpiZ+Li0trdzu5m/Tq1cvxMXFYfHixRg0aBBycnJgaGiIiRMnYt68edU+tzw2NhbdunWTKPv3e7yhqqqKQ4cOYerUqejWrRssLS2xYsWKcpta1zbexYsXIyIiAt7e3tDT00N4eDgsLS0BADNmzICKigqCgoIAAF26dMGKFSswdepUODo6ol27dtV6d6ofAlFNFkS8Q7Kzs5Gfn482bdqgZcuWjR1Oo8vJyYFQKETW3RtQV1d7+wMkVVMdQV+c8QQxL/LwsKgYRzoYwlzp9f/0x6Q+wKOiIqj+/1+Cn7RWh1cbjVrHUp1d3DmCTs2ZTI2gW9k1dgREyMl7Cc1BnyE7Oxvq6uqNHQ5RjaSmpsLExASXL1+GjY1NrdsTCASIjIzEsGHDat0WNZ4mNYIujVAoLHf8GhFJ56amhi/aaGBk6oNy9/6jp43+aqqNEBURERERUfPQ5BN0Iqq6HirKjR0CEREREVGzxQSd6P+9y9PWG8K3j//ByifPYKqogDk6WjBUqP2SkVSXwVLLc14Ulit7LzZSat2KpqZXl7Sp7EDdTGfnVHaqKpmayk5ERPXK2Ni4RsevVaSJr1xuNpigE9FbrW6nC/2WLSESifBzZjYmpT3CsU5GjR0WEREREVGT0qTOQSei+qH//xssCgQCTNBsjbSiImQWlzRyVERERERETUuTTtCzsrLw008/Yd68eXj+/DkA4NKlS3j48GEjR0b07igWifC0+H/Tv4/kvIBWC3lotJBvxKiIiIiIiJqeJjvF/a+//oKzszOEQiFSU1MxefJkaGpqIjIyEvfu3cOOHTsaO0QimfOf9NfHrD0tLobHvYdQkZPD4Y6G8Ep7hEKRCHIANOTlsclAv7FDJSIiIiJqcppsgj5r1ix4enoiODgYamr/O+/bzc0NY8dyM7CmhJu7SVfZeecVWdJWB0vali8/2MGwDiIqT9pmcBWp7mZwFW36RiQruCEcERE1NCcnJ9jY2CAkJKSxQ6EKNNkp7hcuXMCUKVPKlbdr1w4ZGRmNEBEREREREZ0+fRru7u7Q19eHQCDAgQMHytXZv38/XF1doaWlBYFAgMTExDrp+86dOxgzZgz09fWhpKSE9u3b46OPPkJKSkqt2759+zY+++wztG/fHoqKijAxMcGYMWNw8eLFOoi8cs+fP4efnx+MjY2hoKCAtm3b4rPPPkNaWlq99011q8km6EpKSsjJySlXfvPmTWhrazdCRETN2+KMJ/jg1l10SLqFm68KxOUikQhh2VkYmv4Qw9MfwesJv0AjIiJqyvLy8tC1a1esX7++0jq9evXCt99+W2f9FhYWwsXFBTk5Odi/fz9u3ryJPXv2wMrKCtnZ2bVq++LFi7C1tUVKSgo2btyIpKQkREZGonPnzvD396+jN5Du+fPn6NmzJ2JiYhAaGorbt29jz549+Pvvv9G9e3fcuXOnXvunutVkp7h/9NFHWLJkCX755RcAr3efTktLw9y5czF8+PBGjo6o+XFTU8MXbTQwMvWBRPmu3Be4XVSEfXr6aCkQ4GkJp6YTERE1ZW5ubnBzc6u0joeHBwAgNTW1zvpNSkrCnTt3cOLECRgZvT4u1sjICL169RLXSU1NhYmJCXbv3o21a9fi0qVL6NixIzZs2AAnJyep7YpEInh6esLU1BT//e9/ISf3vzFQGxsbzJgxo8ptL1myBD/88AOuXr2KNm3aAACGDh2KrKwsxMbGSrT9xoIFC/Do0SPcvn0benp6AABDQ0McPXoUpqam8PHxwZEjR2r9+VHDaLIj6KtWrcLTp0+ho6OD/Px89O3bF506dYKamhoCAwMbOzyiZqeHijLa/v9xbf+2/UUOZghbo6VAAADQlm+y3xsSERFRI9LW1oacnBx+/fVXlJRUflzsnDlz4O/vj8uXL8PR0RFDhw7Fs2fPpNZNTEzE9evX4e/vLzWBbt26dZXbXrBgAYyNjTFp0iQAwA8//IDTp0/j559/ltp2aWkpIiIiMG7cOHFy/oaysjK8vb1x9OhR8YlWJPua7L+E1dXVcebMGZw4cQKXLl1CaWkp3n//fTg7Ozd2aPQv3OCtaanKpm+lpSLk5RUhp0iA3NJSZJaU4ET+Sxx//hIAMF5NHa6tVKrcZ11tBudwdHut2yjd81MdREJERET1oV27dli7di2++uorLF68GHZ2dujXrx/GjRuHDh06SNSdNm2aeNZtWFgYoqKisHnzZnz11Vfl2r116xYAoHPnzlWKo7K25eXlsXPnTtjY2GDu3LlYt24dfvzxR/GIf1lPnz5FVlYWLCwspN63sLCASCTC7du30aNHjyrFR42rSSboxcXFUFJSQmJiIj788EN8+OGHjR0SEUlRLBKhCECBSISfddsivbgYE55koGOLluikoNDY4REREVET4+PjgwkTJuDkyZM4f/489u7di6CgIBw8eBAuLi7ieg4ODuJft2jRAnZ2dkhOTpbapkgkAvB6SW1VvK3tDh06YNWqVZgyZQpGjRqFcePGVesdaxMbNb4mOcW9RYsWMDIyeuvUFSJqXK3l5dFKIMBgldcj5m1btICNgiKuF1X9+DUiIiKi6lBTU8PQoUMRGBiIK1eu4IMPPsCyZcve+lxFSa6ZmRkAVJjAV0XZtk+fPg15eXmkpqaiuLji2YLa2tpo3bo1kpKSpN6/ceMGBAIBOnbsWOPYqGE1yQQdAL755hvMmzeP6y2IZNzAVir4M/8VACCntATXCgtgJmWtOhEREVFdEwgE6Ny5M/Ly8iTK4+LixL8uLi5GQkJChVPYbWxsYGlpidWrV6O0tLTc/aysrGq1vWfPHuzfvx+xsbG4f/8+li5dWmH8cnJyGDlyJHbt2lXuKOn8/HyEhobC1dUVmpqaFbZBsqVJTnEHgLVr1+L27dvQ19eHkZERVFQk17ReunSpkSJr2rimvOFlXHnU4H1WZa15WUGZzxCbn49nJSWY8vQxWsnJ4VDbdvAVtsai58/wS+4LAICXuhAGIvk6W1teFteaU0MTGBg0dghERDIlNzcXt2/fFl/fvXsXiYmJ0NTUhKGhIYDXR4elpaXh0aPX/865efMmAEBPT0+8GdqECRPQrl07LF++vEr9JiYmYtGiRfDw8IClpSUUFBRw6tQpbNmyBV9//bVE3Q0bNsDU1BQWFhZYs2YNMjMz8fnnn0ttVyAQYOvWrXB2dkafPn0wf/58dO7cGbm5uTh06BCOHTuGU6dOVantBw8e4Msvv8SKFSvQu3dvbNu2DYMHD4abmxt69uwptf/AwEAcP34cLi4uCA4OhpWVFe7evYtvvvkGRUVF2LBhQ5U+H5INTTZBHzZsWGOHQET/Ml+jDeZrlC/XkJfHWm0dibL6Ss6JiIio8V28eBH9+vUTX8+aNQsAMHHiRGzbtg0AcPDgQXz22WfiOqNHjwYALFq0CAEBAQCAtLQ0qTubV6R9+/YwNjbG4sWLkZqaCoFAIL6eOXOmRN1vv/0WK1aswOXLl9GxY0f89ttv0NLSqrDtHj164OLFiwgMDMTkyZPxzz//oG3btnB0dERISEiV2n5zXFuPHj0wbdo0AICLiwumTZuG8ePHIzExEaqqquX61tLSQlxcHJYsWYIpU6YgPT0dbdq0wcCBA7Fz507xlx70bhCI3uwcQM1CTk4OhEIhsu7egLq6Wp23zxH0hveujKBXR30m6BxBp4bW5EbQrewaOwIi5OS9hOagz5CdnQ11dfXGDoeakDdnlV++fBk2NjbvTNvUdDTZEXSiyvgn3Mbhh/8gLa8AF9zs0KX16yUQU+JuIu6fbCjJy0G9ZQussu2Erhrlv6kkaqr8ohPw+62HuJfzEpe9BsJKuzUA4EneK3z2exzuZOVCUV4e613t0NtAu3GDJSIiImpimuwmcXJycpCXl6/wh5q3jw20EOPcDYYqihLl7u3bIGFQd5x3s8NMCwN4/Cl9R0yipmq4uQFixzvDSL2VRPn82Cuw12+D5ClDsGlwD0w8dA7FUjbCISIiIqKaa7Ij6JGRkRLXRUVFuHz5MrZv347Fixc3UlSyrTlNT++t01pq+ZD2/1tb1ENLHWl5r1AqEkGuGZwdWRfT1mVp7XhdTGVvjj4w1JFa/uuN+7j15RAAQPe2baCjooQ/7z9FXyPdhgxPpjW5qexERM2QsbEx6msFcH22TU1Hkx1B/+ijjyR+Pv30UwQGBiI4OBgHDx6scjvLly9H9+7doaamBh0dHQwbNky8i+QbIpEIAQEB0NfXh7KyMpycnHD9+nWJOgUFBfD19YWWlhZUVFQwdOhQPHjwQKJOZmYmPDw8IBQKIRQK4eHhUe5YhrS0NLi7u0NFRQVaWlqYPn06Cgt5ZnR92HDzAVz1NZtFck5UmWf5BSgViaDdSklcZixUQVrOy0aMioiIiKjpabIJekXs7e0RExNT5fqnTp2Cj48P4uLiEB0djeLiYgwYMEDirMTg4GB89913WL9+PS5cuAA9PT24uLjgxYsX4jp+fn6IjIxEREQEzpw5g9zcXAwZMgQlJSXiOmPHjkViYiKioqIQFRWFxMREeHh4iO+XlJRg8ODByMvLw5kzZxAREYF9+/bB39+/lp8KlbX77mPsT3uKdd3NGjsUIplQ9nsqDgAQERER1b0mO8Vdmvz8fKxbtw7t27ev8jNRUVES11u3boWOjg4SEhLQp08fiEQihISEYMGCBfjkk08AANu3b4euri527dqFKVOmIDs7G5s3b8bPP/8MZ2dnAMDOnTthYGCAmJgYuLq6Ijk5GVFRUYiLi4O9vT0AYNOmTXBwcMDNmzdhbm6OY8eOISkpCffv34e+vj4AYPXq1fD09ERgYCB3Ma0jv957gqBr9/DHh9bQUVJo7HCIGl0b5dd7NTx9+Uo8in4vJw+GZdapExEREVHtNNkRdA0NDWhqaop/NDQ0oKamhi1btmDlypU1bjc7OxsAoKmpCQC4e/cuMjIyMGDAAHEdRUVF9O3bF2fPngUAJCQkoKioSKKOvr4+rKysxHXOnTsHoVAoTs4BoGfPnhAKhRJ1rKysxMk5ALi6uqKgoAAJCQlS4y0oKEBOTo7ED1VsX9oTLP4rFYc/tIaBitLbHyBqJoabGyAs4RYA4EL6MzzOe4Ve3MWdiIiIqE412RH0NWvWQPCvOZlycnLQ1taGvb09NDQ0atSmSCTCrFmz0Lt3b1hZWQEAMjIyAAC6upIbJenq6uLevXviOgoKCuX61dXVFT+fkZEBHZ3ymzPp6OhI1Cnbj4aGBhQUFMR1ylq+fLnUTfFezfGCQssm+9v/Vn4Xb+H3B//g8atCDD55Baot5HHN3R6fnb0BXWUFjDh9TVz3jw+7oo1iy0aM9rWXd59KLVdXr15sN+5k10U4zUZzO/Pc99hFHLr1EBm5rzAwIhaqLVvgxtQhWN7PBp6HzsFi4+9QkJfDtiE90UKuyX7HSwDPOyciaoKcnJxgY2ODkJCQxg6FKtBkMzRPT886b3PatGn466+/cObMmXL3BGUWaIpEonJlZZWtI61+Ter827x58zBr1izxdU5ODgy40zBC7EwRYmdarjxndJ9GiIZIdqwbYId1A8onZroqSjgyul8jRERERE3N6dOnsXLlSiQkJCA9PR2RkZEYNmyY+H5RURG++eYb/PHHH7hz5w6EQiGcnZ3x7bffSswkrYk7d+5gwYIFOHXqFJ4/fw4tLS3Y2tpi5cqVMDOr3d5Dt2/fRmBgIKKjo/H06VPo6+ujZ8+e8Pf3h51d/X7p+fz5cyxZsgQHDhzAo0eP0KZNGwwcOBCLFy+GoaFhtdoqLCzE999/j927d+PmzZto0aIFjI2N4e7uDm9v77f+HggEgnK/p1R1TXb4IyoqSiKR3rBhA2xsbDB27FhkZmZWuz1fX18cPHgQJ0+elFjDrqenBwDlRrCfPHkiHu3W09NDYWFhuX7L1nn8+HG5fp8+fSpRp2w/mZmZKCoqKjey/oaioiLU1dUlfujd4J9wG50PxqHV7lO4npVX7n7E0yxoxSXhaOYLKU8TERERyaa8vDx07doV69evl3r/5cuXuHTpEhYuXIhLly5h//79SElJwdChQ2vVb2FhIVxcXJCTk4P9+/fj5s2b2LNnD6ysrMTLWGvq4sWLsLW1RUpKCjZu3IikpCRERkaic+fO9b6h8/Pnz9GzZ0/ExMQgNDQUt2/fxp49e/D333+je/fuuHPnTpXbKigogIuLC4KCguDp6YnTp08jISEBwcHBePbsGdatW1fhszxZqm402QR9zpw54vXWV69exaxZszBo0CDcuXNHYkT5bUQiEaZNm4b9+/fjxIkTMDExkbhvYmICPT09REdHi8sKCwtx6tQpODo6AgBsbW3RsmVLiTrp6em4du2auI6DgwOys7MRHx8vrnP+/HlkZ2dL1Ll27RrS09PFdY4dOwZFRUXY2tpW+Z3o3fCxgRZinLvBUEWx3L1HBUXY/jgTdqrKjRAZERERUc25ublh2bJl4g2WyxIKhYiOjsbIkSNhbm6Onj17Yt26dUhISEBaWlqN+01KSsKdO3cQGhqKnj17wsjICL169UJgYCC6d+8OAEhNTYVAIEBERAQcHR2hpKSELl26IDY2tsJ2RSIRPD09YWpqiv/+978YPHgwOnbsCBsbGyxatAi//fZbldtesmQJ9PX18ezZM3HZ0KFD0adPH5SWlkrtf8GCBXj06BFiYmIwaNAgGBoaok+fPjh69ChatmwJHx+fKn9Ga9aswZkzZ3DixAlMnz4dtra26NSpE1xdXREWFoagoCBxXScnJ0ybNg2zZs2ClpYWXFxcYGxsDAD4+OOPIRAIxNdUdU02Qb979y4sLS0BAPv27YO7uzuCgoIQGhqKI0eOVLkdHx8f7Ny5E7t27YKamhoyMjKQkZGB/Px8AK+ncPj5+SEoKAiRkZG4du0aPD090apVK4wdOxbA6//JeHl5wd/fH8ePH8fly5cxfvx4vPfee+Jd3S0sLDBw4EBMnjwZcXFxiIuLw+TJkzFkyBCYm5sDAAYMGABLS0t4eHjg8uXLOH78OGbPno3JkydzZLwJ6q3TGu1blU/OAWDW3XQsM9KFAs9oJyIiomYgOzsbAoEArVu3rnEb2trakJOTw6+//ipx1LE0c+bMgb+/Py5fvgxHR0cMHTpUImn+t8TERFy/fh3+/v6Qk7I/S9mYK2t7wYIFMDY2xqRJkwAAP/zwA06fPo2ff/5ZatulpaWIiIjAuHHjxDN731BWVoa3tzeOHj2K58+fV/q+b+zevRsuLi7o1q2b1Ptll9Vu374dLVq0wJ9//omNGzfiwoULAF6ffJWeni6+pqprsmvQFRQU8PLlSwBATEwMJkyYAOD17uvV2ck8LCwMwOtviP5t69at4nXuX331FfLz8+Ht7Y3MzEzY29vj2LFjUFNTE9dfs2YNWrRogZEjRyI/Px/9+/fHtm3bIC8vL64THh6O6dOni3d7Hzp0qMTUH3l5eRw+fBje3t7o1asXlJWVMXbsWKxatarqHww1KP+E2zj88B+k5RXggpsdurRWAQAEX7+H8LuPcftFPva72WKwseQGgTmX74l/LSoqxauHz4H/P95qS8ZzmCsrwlat8iOumstmcA5Ht9dJO81tMziqOQH38SAialCvXr3C3LlzMXbs2FoNSrVr1w5r167FV199hcWLF8POzg79+vXDuHHj0KFDB4m606ZNw/DhwwG8zgeioqKwefNmfPXVV+XavXXr9SknnTt3rlIclbUtLy+PnTt3wsbGBnPnzsW6devw448/wsjISGpbT58+RVZWFiwsLKTet7CwgEgkwu3bt9GjR4+3xpaSklIu7/n444/FM4Gtra3FJ0wBQKdOnRAcHFyundatW5f7woCqpskm6L1798asWbPQ6//Yu/Ooqsr98ePvw4yKKKICEoOEMpmYE6CZdsVZ9ObNMkQx9VqKheKQoTmBikMaKmalYqHJTy9ODQ5UaN1CgzhWoiAhqYk5MQSSTOf3h5fz7cg8CcLntdZZ65y9n/3Zn/2ILJ7zTP36cfbsWSIjI4EHP3TV2QddpVJVWkahULBs2TKWLVtWbhkDAwM2b95c4bwNExMTIiIiKryXlZUVn376aaU5icbhn0+YMsfxCQZHJ2gcH9ixLf+y6sDMH1OqFe+3v/L5+GYmn7vY1GGWQgghhBCNU0FBAS+99BLFxcWEhYXVOt6sWbOYNGkSX3/9NWfOnGH//v2sWrWKI0eO4OnpqS7n7u6ufq+jo0OvXr24cOFCmTFL2guVLRBd1didO3dm/fr1zJgxgxdffBFvb+9qPWNtciurbFhYGLm5uYSGhnL69GmNc/W9+F1z1GSHuG/ZsgUdHR0OHDjAtm3b6NSpEwBffPEFw4YNa+DsRHNR3jD1Pqat6WxU/fnjP+Tk8UdBAR7KX+nx4yXic/LwT73OR39Uf+FDIYQQQojGrKCggPHjx3P58mVOnjxZZ1M6jYyM8PLyIjg4mHPnzvHMM88QFBRU6XXlNXJLVn8vrwFfFQ/HPn36NNra2qSlpVFYWFjude3bt6dNmzYkJiaWef7ixYsoFArs7OyqlIe9vT0XL17UOGZubs6TTz6JiYlJqfItW7asUlxRdU22gV7S03zu3DmmTp2qPr5x40ZCQ0MbMDMhau5fpsYk9uxKwtP2JDxtT89WhmzqbMGkjm0bOjUhhBBCiDpT0ji/dOkS0dHRtGvXrl7uo1AocHBwIDdXc8ec2NhY9fvCwkLi4+PLHcLu6uqKk5MTGzZsKHMht8zMzGrFjoyMJCoqipiYGK5evcrKlSvLzV9LS4vx48ezd+/eUrs95eXlERYWxtChQ8tsXJdlwoQJnDx5koSEhMoLl0NXV7fSOf6ifE12iPuPP/6Irq4u3bp1A+Dw4cPs2rULJycnli1bhp6eXgNnKB4XhXdzSh37LLZ6K4gqtLTQNjJAp43mvPHCP//iXupNsjPySl2z4HI6X2T8yc38QsZd+A3dYohspzmX595fhVy7kcvFjLJX9WxK6mquuRBVJXPNhRCifuTk5JCS8n/T/C5fvoxSqcTExAQrKysKCwv517/+xY8//sinn35KUVGRuvFpYmKi/jt+0qRJdOrUidWrV1fpvkqlkqVLl+Lj44OTkxN6enqcOnWKnTt3snDhQo2yW7duxd7eHkdHRzZu3EhGRgavvPJKmXEVCgW7du1i8ODBDBgwgLfeegsHBwdycnI4evQoJ06c4NSpU1WKfe3aNV577TVCQkLo378/4eHhjBw5kuHDh+Pm5lbm/YODg/nyyy/x9PRk7dq1uLi4cPnyZRYvXkxBQQFbt26tUv0AzJkzh88++4znnnuOZcuW8cwzz9C2bVuSk5P54osvNNbPKo+NjQ1ffvkl/fr1Q19fn7ZtpSOpOppsD/qMGTNITk4GIDU1lZdeeokWLVqwf//+Mhd3EKKxWWtrzs9Pd+EPNycSe3Yt1TgH2NK2Pf30Zas1IYQQQjw+4uLi6NGjh3ql8Llz59KjRw/efvtt4EEj9ciRI1y7dg1XV1fMzc3Vr78vUHblyhWN7YcrY2lpiY2NDcuXL6dv3748/fTTvPvuuyxfvpzAwECNsmvWrCEkJITu3bvzzTffcPjwYUxNTcuN3adPH+Li4rCzs2P69Ok4Ojri5eXF+fPn2bRpU5Vil2zX1qdPH/z8/ADw9PTEz8+PiRMnkpNTutMIwNTUlNjYWAYNGsSMGTPo3Lkz48ePp3Pnzvzwww+lFsCriIGBAV9++SVvvvkmu3bton///jg6OuLv70+/fv04dOhQpTE2bNjAyZMneeKJJ8pdDV6UT6GqyipojyFjY2N+/PFH7OzsCAkJ4auvvuL48eP897//5aWXXuLq1asNnWKDyM7OxtjYmBv/6kdr3SY7gKJO1UUP+pvFORwc3hOXdkYaxwdGnGKWRTuGtjUq58r/01xWZS9Pffegyyru4mHNvgfdRRb+EY1Xdu49TEZMISsrS7aaFXUqLS0NW1tbEhIScHV1fWxii6ajybbQVCqVeg5IdHQ0o0aNAuCJJ57g9u3bDZmaaEZ25v1JfEE+WagYfvQsrXR1uOD9LCE//sp7v/zGrXv5zP71OvpaCr7u1hlT+dJECCGEEEKIZqvJtgZ69epFUFAQgwcP5tSpU+r9zC9fvkzHjh0bODvRXLxiaMQrhjDuZc2eqIVP27HwaTuN/c6FEEIIIYQQzVuTbaBv2rQJb29vDh06RGBgIE8++SQABw4cwMPDo4GzEyXKGj7eUKo7bL06ymuIN/dh6+Wpz+HsMpRdlKXZD2cXQggBPFjgrL5mANdnbNF0NNkG+lNPPcXPP/9c6vi6deuqtPqgEEIIIYQQQgjxKDXZVdzhwZ6DH374IYsWLeLu3bsAJCYmcvPmzQbOTAghhBBCCCGE0NRke9B/+ukn/vGPf9CmTRvS0tKYPn06JiYmHDx4kN9++42PPvqooVN87AXEp/DZ77e5knufH4b3wrlNSwD+HXsR5d0cFArQ1dJiZXdbBpnJ/odCCCFEWexe9MNATxcDPV0AFnqPZfxzMh1PCCGaoybbQJ87dy5Tpkxh7dq1GBn93xZWw4cP5+WXX27AzJqOfz5hyhzHJxgcnaBxfO3TT9JG78GP1rmMHEZ9dY4rz3ugUCgaIk0hhBCi0YtcPgeXzlYNnYYQQogG1mQb6D/88APbt28vdbxTp07cuHGjATJqXAozcinUqd1cfDcdHfirAIpUFGXdo7D4waIXrYDC/5W5e/dPUD1YDK6+Guj1ubhbdT2hr1fmcVkM7tGTxeBEWWQxOCGEEM3ZwIEDcXV1ZdOmTQ2diihHk52DbmBgQHZ2dqnjSUlJtG/fvgEyal6WJl/jqdM/453wKx+5dpbecyGEEKICk4I24+o7j3+vfY9bmaX/fhGiKTl9+jSjR4/GwsIChULBoUOHSpVZtmwZDg4OtGzZkrZt2zJ48GDOnDlT63unpqYyYcIELCwsMDAwwNLSkjFjxpCcnFzr2CkpKUyZMgVLS0v09fWxtbVlwoQJxMXF1Tp2Ze7evYu/vz82Njbo6elhbm7OlClTuHKl+h1Z+fn5rFu3jqeffpqWLVtibGxM9+7dWbx4MdevX6/0+vL+Tcvy6aefMnDgQIyMjGjRogW9e/cmPDy82jk3JU22gT5mzBhWrFhBQUEB8OAH5cqVK7z55puMGzeugbNr+pZ3seSnAd3Y7dqZxUnXyC8ubuiUhBBCiEbp69Bl/LhzHT98uAaT1kZMWbW1oVMSol7l5ubSvXt3tmzZUm6ZLl26sGXLFn7++We+/fZbbGxsGDJkCLdu3arxffPz8/H09CQ7O5uoqCiSkpKIjIzExcWFrKzajXaMi4ujZ8+eJCcns337dhITEzl48CAODg4EBATUKnZl7t69i5ubG9HR0YSFhZGSkkJkZCS//vorvXv3JjU1tcqx7t+/j6enJ6tWrcLX15fTp08THx/P2rVruXPnDps3by732vz8/GrlvXnzZsaMGYOHhwdnzpzhp59+4qWXXuLVV19l3rx51YrVlChUTXQzvuzsbEaMGMH58+f5888/sbCw4MaNG7i7u/P555/TsmXLhk6xQWRnZ2NsbMy1f7jSupZD3Eu4nPqZ//f0kzgZGZZ5vue3v/BhN1t6GNdPnT8OQ9xF9dTFPugyxF2URYa4V4NLr4bOoFlKv5OBo7c/mcdq/3uwKcvOvYfJiClkZWXRunXrhk5H1IJCoeDgwYOMHTu2wnIlf8NGR0fzj3/8o0b3UiqV9OjRg7S0NKytrcssk5aWhq2tLZ988gmhoaH8+OOP2NnZsXXrVgYOHFjmNSqVim7dumFgYMDZs2fR0tLsA83MzFQvXF1Z7BUrVvDee+/x888/065dOwC8vLzIzMwkJiamVGyA1157jY8//piUlBTMzMzUx/Py8rC3t6dbt2588cUXQOVD3NesWUNgYCBxcXH06NGjzGctGRk7cOBAXFxc0NPT46OPPsLZ2ZnffvuN3377TV3e2tqatLS0UnGuXr2KnZ0ds2fPZsOGDRrnNm/ezOuvv05sbCx9+/YlJiaGQYMG8emnn/LWW2+RlJRE9+7d+fDDD+nWrRsAr7zyCnFxcfzwww/o6+tTUFCAm5sbDg4O7Nmzp8xnbayabA9669at+fbbb/nPf/7DmjVr8PPz4/PPP+fUqVPNtnH+KBQWq0jJ/Uv9OS4zl1v3C7Fpod+AWQkhhBCNU27eX2T+mav+vC/6v7ja2zRcQkI0Qvn5+bz//vvqodY11b59e7S0tDhw4ABFRUUVlp0/fz4BAQEkJCTg4eGBl5cXd+7cKbOsUqnk/PnzBAQElNmAbtOmTZVjBwYGYmNjw7Rp0wB47733OH36NB9//HGZsYuLi9m3bx/e3t4ajXMAQ0NDZs6cyfHjx9VbTlfmk08+wdPTs8zGOVBq2uru3bvR0dHhv//9L9u3b+eHH34AYNeuXaSnp6s/P+zAgQMUFBSU2VM+Y8YMWrVqxSeffKJxfP78+axfv54ffviBDh064OXlpR4tHRoaSm5uLm+++SYAS5Ys4fbt24SFhVXpuRuTJrlIXGFhIQYGBiiVSp577jmee+65hk6pSZqbeIXPb2byR34BXnHJtNTW5mx/J177JY3swiK0UdBCR4uPXTvTVrfsH7XG1PtdHdJTXjfqoqdcCCEeZ39kZDF+yTsUFRejUqmwtehI+FuzGjotIRqFTz/9lJdeeol79+5hbm7OyZMnMTU1rXG8Tp06ERoayoIFC1i+fDm9evVi0KBBeHt707lzZ42yfn5+6mmx27Zt49ixY+zYsYMFCxaUinvp0iUAHBwcqpRHRbG1tbWJiIjA1dWVN998k82bN/P++++X2+N/69YtMjMzcXR0LPO8o6MjKpWKlJQU+vTpU2luycnJpUYK/POf/+TkyZMAPPXUU3z33Xfqc08++SRr164tFadNmzalvjB4+D7GxsaYm5uXOqenp0fnzp1LrQuwdOlSPD09gQdfDFhaWnLw4EHGjx9Pq1atiIiI4Nlnn8XIyIgNGzbw5ZdfYmxsXOkzNzZNsoGuo6ODtbV1pd+Midp5x8mKd5xKbwlzsm/VfjkJIYQQzV1ni47E7Qhp6DSEaJQGDRqEUqnk9u3bfPDBB4wfP54zZ87QoUOHGsecNWsWkyZN4uuvv+bMmTPs37+fVatWceTIEXXjD8Dd3V39XkdHh169enHhwoUyY5bMGK7qosiVxe7cuTPr169nxowZvPjii3h7e1frGWuTW1llw8LCyM3NJTQ0lNOnT2uc69WrfqZD/X0ofYm/15uJiQldu3bVqDd3d3fmzZvHypUrWbhwIQMGDKiX3Opbkx3ivnjxYhYtWlTl4RxCCCGEEEKIxqNly5Y8+eSTuLm5sWPHDnR0dNixY0et4xoZGeHl5UVwcDDnzp3jmWeeISgoqNLrymvkdunSBaDcBnxVPBz79OnTaGtrk5aWRmFhYTlXPRi236ZNGxITE8s8f/HiRRQKBXZ2dlXKw97enosXL2ocMzc358knn8TExKRU+ZpOHe7SpQtZWVllrgqfn59Pamoq9vb2lcb5e70VFxfz3//+F21tbfWohsdRk22gh4aG8s0332BhYUHXrl15+umnNV5CCCGEEEKIx4dKpeL+/ft1GlOhUODg4EBubq7G8djYWPX7wsJC4uPjyx3C7urqipOTExs2bKC4jJ2LMjMzqxU7MjKSqKgoYmJiuHr1KitXriw3fy0tLcaPH8/evXu5ceOGxrm8vDzCwsIYOnRomY3rskyYMIGTJ0+SkJBQpfJl0dXVrXQk87hx49DR0Sm1QBw8mHefm5vLhAkTNI7/vd4yMjJITk7WqLd169Zx4cIFTp06xfHjx9m1a1eNn6EhNckh7vBgmzXZe7v+PK5zx2tC5pvXXn3ONZfV2kVZZLV2IYRovHJyckhJSVF/vnz5MkqlEhMTE6ysrMjNzSU4OBgvLy/Mzc25c+cOYWFhXLt2jRdeeEF93aRJk+jUqROrV6+u0n2VSiVLly7Fx8cHJycn9PT0OHXqFDt37mThwoUaZbdu3Yq9vT2Ojo5s3LiRjIwMXnnllTLjKhQKdu3axeDBgxkwYABvvfUWDg4O5OTkcPToUU6cOMGpU6eqFPvatWu89tprhISE0L9/f8LDwxk5ciTDhw/Hzc2tzPsHBwfz5Zdf4unpydq1a3FxceHy5cssXryYgoICtm6t+taNc+bM4bPPPuO5555j2bJlPPPMM7Rt25bk5GS++OILtLUr3wXKxsaGL7/8kn79+qGvr0/btm1LlbGysmLt2rXMmzcPAwMDfHx80NXV5fDhw7z11lsEBATQt29fjWtWrFhBu3bt6NixI4GBgZiamqpX/1cqlbz99tscOHCAfv368e677/LGG2/w7LPPllpfoLFrsg30ZcuWNXQKQgghhBBCiIfExcUxaNAg9ee5c+cCMHnyZMLDw9HW1ubixYvs3r2b27dv065dO3r37s0333yDs7Oz+rorV66UubJ5eSwtLbGxsWH58uWkpaWhUCjUn+fMmaNRds2aNYSEhJCQkICdnR2HDx+ucIG6Pn36EBcXR3BwMNOnT+f27duYm5vj4eFRakuz8mKrVCp8fX3p06cPfn5+AHh6euLn58fEiRNRKpW0atWq1L1NTU2JjY1lxYoVzJgxg/T0dNq1a8ewYcOIiIjAyqr0mlHlMTAw4Msvv2TTpk3s2rWLRYsWUVxcjK2tLcOHDy9VT2XZsGEDc+fO5YMPPqBTp05lbrMGD74MsLOzY/369bz77rsUFRXh7OzMtm3bmDJlSqnya9as4Y033uDSpUt0796dI0eOoKenx19//YW3tze+vr6MHj0agKlTp/LZZ5/h4+Ojni7wuGhy+6Dfu3eP+fPnc+jQIQoKChg8eDChoaG1WvGxKamrfdClB11Uh/Sgi0dNetDrgOyDLhox2Qdd1JeSvcoTEhJwdXV9bGI3ZSX7oGdkZJTasq4panJz0JcuXaoeCvLSSy9x8uRJXnvttYZOSwghhBBCCCGEqFCTG+IeFRXFjh07eOmllwCYOHEi/fr1o6io6LEa2iCEEEIIIYQQonlpckPc9fT0uHz5Mp06dVIfMzQ0JDk5mSdkyKN6iPuO1u1ooWhyAyhqRYay154MZRePmgxlr0cyxF00YjLEXQjRVDW5FlpRURF6epoNLR0dnQr3DxRCCCGEEEIIIRpakxviXrL6ob6+vvrYX3/9xauvvkrLli3Vx6KiohoiPSGEEEIIIYQQokxNroE+efLkUscmTpzYAJk0T+F5OcQX3Oe2qpi1rdryhPaDH7FfCwv46K8c8lQqtICJhq1w0ZEh5UIIIYQQQghRosk10Hft2tXQKTRrfXX1GK1vyLKcTPUxlUrFO/eymdnCCGcdPX4vKmRVbhYbjUzQUygaLlkhhBBCCCGEaESaXANdNCzHMnrF/1SpyFEV4/y/c520dWipUKAszKePrn6p8vVNFoMT4vEji8EJIYQQtTdw4EBcXV3ZtGlTg1wvKtfkFokTjU9rLS2MFVqcKbgPQEphAenFRdwqLmrgzIQQQgghxKN2+vRpRo8ejYWFBQqFgkOHDlVYfsaMGSgUijppFKampjJhwgQsLCwwMDDA0tKSMWPGkJycXOvYKSkpTJkyBUtLS/T19bG1tWXChAnExcXVOnZl7t69i7+/PzY2Nujp6WFubs6UKVO4cuVKteKEh4fTpk2bcs9HRUWxcuXKWmYrKiINdPFIBLQ05uv8PBb9mcGJ/Dy6auuijQxvF0IIIYRobnJzc+nevTtbtmyptOyhQ4c4c+YMFhYWtb5vfn4+np6eZGdnExUVRVJSEpGRkbi4uJCVlVWr2HFxcfTs2ZPk5GS2b99OYmIiBw8exMHBgYCAgFrnXpG7d+/i5uZGdHQ0YWFhpKSkEBkZya+//krv3r1JTU2ts3uZmJhgZGRUZ/FEadJAF4+EtbYOb7Zsw2qjtsxs0ZoMVTGW2toNnZYQQgghhHjEhg8fTlBQEM8//3yF5X7//Xf8/PzYs2cPurq6tb5vYmIiqamphIWF4ebmhrW1Nf369SM4OJjevXsDkJaWhkKhYN++fXh4eGBgYICzszMxMTHlxi3ZRcre3p5vvvmGkSNHYmdnh6urK0uXLuXw4cNVjr1ixQosLCy4c+eO+piXlxcDBgyguLi4zPsHBgZy/fp1oqOjGTFiBFZWVgwYMIDjx4+jq6vLrFmzal13JQYOHIi/v7/6882bNxk9ejSGhobY2tqyZ88ebGxsZAh8LUgDXTwSmX/7hfJlfh76CgXO2rX/RSuEEEIIIZqe4uJifHx8mD9/Ps7OznUSs3379mhpaXHgwAGKiiqeajl//nwCAgJISEjAw8MDLy8vjUbz3ymVSs6fP09AQABaWqWbVw8PGa8odmBgIDY2NkybNg2A9957j9OnT/Pxxx+XGbu4uJh9+/bh7e2NmZmZxjlDQ0NmzpzJ8ePHuXv3boXPW1O+vr6kpaXx1VdfceDAAcLCwrh582a93Ku5kEXiRJ3amfcn8QX5ZKqKCc7NxEChYJNRO6Lz8/jv/+agW2hpE9CiNYo6WsFdFn179NyP767X+MWRH9ZrfNG4yYJwQgghQkJC0NHR4fXXX6+zmJ06dSI0NJQFCxawfPlyevXqxaBBg/D29qZz584aZf38/Bg3bhwA27Zt49ixY+zYsYMFCxaUinvp0iUAHBwcqpRHRbG1tbWJiIjA1dWVN998k82bN/P+++9jbW1dZqxbt26RmZmJo6NjmecdHR1RqVSkpKTQp0+fKuVXVcnJyXzxxRfExsbSt29fAHbs2FFuLqJqpIEu6tQrhka8Ylj6+L8MWvIvg5aPPiEhhBBCCPFYiY+P59133+XHH3+ssw6dErNmzWLSpEl8/fXXnDlzhv3797Nq1SqOHDmCp6enupy7u7v6vY6ODr169eLChQtlxlSpVABVzrWy2J07d2b9+vXMmDGDF198EW9v72o9Y21yq44LFy6o8y/h4OBQ4SJzonIyxF0IIYQQQgjRaHzzzTfcvHkTKysrdHR00NHR4bfffiMgIAAbG5taxzcyMsLLy4vg4GDOnTvHM888Q1BQUKXXldfI7dKlC0C5DfiqeDj26dOn0dbWJi0tjcLCwnKva9++PW3atCExMbHM8xcvXkShUGBnZ1fj3MpTn43/5kwa6EKIOrdi+0do9xjMLymXGzoVIYQQQjxmfHx8+Omnn1AqleqXhYUF8+fP5/jx43V6L4VCgYODA7m5uRrHY2Nj1e8LCwuJj48vdwi7q6srTk5ObNiwocyF3DIzM6sVOzIykqioKGJiYrh69WqF25ppaWkxfvx49u7dy40bNzTO5eXlERYWxtChQzExMSk3Rk05OjpSWFiosY1cUlJSqecV1SND3IUQderHC5eI/ekCVmYdGjoVIYQQQjRCOTk5pKSkqD9fvnwZpVKJiYkJVlZWtGvXjnbt2mlco6uri5mZGV27dlUfmzRpEp06dWL16tVVuq9SqWTp0qX4+Pjg5OSEnp4ep06dYufOnSxcuFCj7NatW7G3t8fR0ZGNGzeSkZHBK6+8UmZchULBrl27GDx4MAMGDOCtt97CwcGBnJwcjh49yokTJzh16lSVYl+7do3XXnuNkJAQ+vfvT3h4OCNHjmT48OG4ubmVef/g4GC+/PJLPD09Wbt2LS4uLly+fJnFixdTUFDA1q1bq1Q/JYqKilAqlRrH9PT0cHJy0jjWtWtXhg0bxvTp03n//ffR0dHB398fQ8My5ruKKpMGunisyIJwj151FoS7n5/P7NWhRKx+i39Mn1dpeVkMrnmTxeCEEKJ5iouLY9CgQerPc+fOBWDy5MmEh4dXOc6VK1fKXNm8PJaWltjY2LB8+XL1lmcln+fMmaNRds2aNYSEhJCQkICdnR2HDx/G1NS03Nh9+vQhLi6O4OBgpk+fzu3btzE3N8fDw6PUlmPlxS7Zrq1Pnz74+fkB4OnpiZ+fHxMnTkSpVNKqVatS9zY1NSU2NpYVK1YwY8YM0tPTadeuHcOGDSMiIgIrK6sq1xE8+AKlR48eGsesra1JS0srVXbXrl1MmzaNZ599lo4dOxIUFMSSJUuqdT+hSaEqmTwgmoXs7GyMjY3Z0bodLRSP3wwHaaA/etVpoL/57gdYmXVg5otj6DzCmyOhQbg8aVtueWmgN2/SQG/kXHpVXkaIBpKdew+TEVPIysqidevWDZ2OaELS0tKwtbUlISEBV1fXxyZ2Y2JjY4O/v7/Gfumi6h6/FpoQolH6/lwiceeTeG28V0OnIoQQQgghxGNJGuhCiDpxOv4cFy9fxW7kRDqP8ObazVsMn/kmX3x7tqFTE0IIIYQQ4rEgQ9ybmcdliLsMZX/0qjOUvSr+PsRdhrI3bzKU/TElQ9xFIyZD3IUQTVXjbaEJIYQQQgghhBDNiKziLoSoF6mf72noFIQQQgghhHisSA+6EEIIIYQQQgjRCEgDvRKnT59m9OjRWFhYoFAoOHTokMZ5X19fFAqFxsvNzU2jzP3795k9ezampqa0bNkSLy8vrl27plEmIyMDHx8fjI2NMTY2xsfHh8zMTI0yV65cYfTo0bRs2RJTU1Nef/118vPz6+OxhRBCCCGEEEI8YtJAr0Rubi7du3dny5Yt5ZYZNmwY6enp6tfnn3+ucd7f35+DBw+yb98+vv32W3Jychg1ahRFRUXqMi+//DJKpZJjx45x7NgxlEolPj4+6vNFRUWMHDmS3Nxcvv32W/bt28d//vMfAgIC6v6hH6En9PXKfAkhHj+KJ54o8yWEEEKIxmHgwIG12p+8tteLykkDvRLDhw8nKCiI559/vtwy+vr6mJmZqV8mJibqc1lZWezYsYMNGzYwePBgevToQUREBD///DPR0dEAXLhwgWPHjvHhhx/i7u6Ou7s7H3zwAZ9++ilJSUkAnDhxgsTERCIiIujRoweDBw9mw4YNfPDBB2RnZ9dvJQghhBBCCFFHKhuhClUbpVoTqampTJgwAQsLCwwMDLC0tGTMmDEkJyfXOnZKSgpTpkzB0tISfX19bG1tmTBhAnFxcbWOXZm7d+/i7++PjY0Nenp6mJubM2XKFK5cuVKtOOHh4bRp06bc81FRUaxcubKW2T7YWWrJkiU4OztjaGhIu3bt6N27N2vXriUjI6PCa9PS0lAoFCiVylrn0RhJA70OxMTE0KFDB7p06cL06dO5efOm+lx8fDwFBQUMGTJEfczCwgIXFxe+++47AL7//nuMjY3p27evuoybmxvGxsYaZVxcXLCwsFCXGTp0KPfv3yc+Pr6+H1EIIYQQQog6UZURqlD5KNXqys/Px9PTk+zsbKKiokhKSiIyMhIXFxeysrJqFTsuLo6ePXuSnJzM9u3bSUxM5ODBgzg4ONT7iNe7d+/i5uZGdHQ0YWFhpKSkEBkZya+//krv3r1JTU2ts3uZmJhgZGRUqxgl+e7atYt58+Zx5swZ/vvf/7J06VKUSiV79+4t99rmML1XVnGvpeHDh/PCCy9gbW3N5cuXWbJkCc899xzx8fHo6+tz48YN9PT0aNu2rcZ1HTt25MaNGwDcuHGDDh06lIrdoUMHjTIdO3bUON+2bVv09PTUZcpy//597t+/r/4sve1CCCGEEKIhDR8+nOHDh1darmSUal1JTEwkNTWVr776CmtrawCsra3p16+fukxaWhq2trZ88sknhIaG8uOPP2JnZ8fWrVsZOHBgmXFVKhW+vr7Y29vzzTffoKX1f32grq6uvPHGG1WOvWLFCt577z1+/vln2rVrB4CXlxeZmZnExMRoxC4RGBjI9evXSUlJUdeXlZUVx48fx97enlmzZvHFF1/Uuv7gwRB3V1dXNm3aBMDNmzeZOnUq0dHRmJmZERQURGBgIP7+/uUOhX/rrbe4cuUKSUlJdOrUSX3cwcGBUaNGoVKp1MdsbGyYNm0aKSkpHDx4kLFjx/LRRx8B0KNHDwCeffZZYmJi6uT5GgPpQa+lF198kZEjR+Li4sLo0aP54osvSE5O5rPPPqvwOpVKhUKhUH/++/valHnY6tWr1QvPGRsb84TMBxVCCCGEEI+Bikap1kT79u3R0tLiwIEDGmtBlWX+/PkEBASQkJCAh4cHXl5e3Llzp8yySqWS8+fPExAQUGYD+uEh4xXFDgwMVDdKAd577z1Onz7Nxx9/XGbs4uJi9u3bh7e3d6kvMwwNDZk5cybHjx/n7t27FT5vTfn6+pKWlsZXX33FgQMHCAsLq/Dfqbi4mMjISCZOnKjROP+7h9s269atw8XFhfj4eJYsWcLZs2cBiI6OJj09naioqLp7oEZAetDrmLm5OdbW1ly6dAkAMzMz8vPzycjI0OhFv3nzJh4eHuoyf/zxR6lYt27dUveam5mZcebMGY3zGRkZFBQUlOpZ/7tFixYxd+5c9efs7Ox6baTLAm+Nn/vx3fUWuzjyw3qLLRoPWfhNCCFEfatslGpNdOrUidDQUBYsWMDy5cvp1asXgwYNwtvbm86dO2uU9fPzY9y4cQBs27aNY8eOsWPHDhYsWFAqbsnf/Q4ODlXKo6LY2traRERE4OrqyptvvsnmzZt5//331T3+D7t16xaZmZk4OjqWed7R0RGVSkVKSgp9+vSpUn5VlZyczBdffEFsbKx6qu6OHTvKzeXv+Xbt2lXjeM+ePdVrb40ePZpPPvlEfe65555j3rx56s9paWkAtGvXrk5HWDQW0oNex+7cucPVq1cxNzcHHvyw6erqcvLkSXWZ9PR0fvnlF3UD3d3dnaysLPW3QQBnzpwhKytLo8wvv/xCenq6usyJEyfQ19enZ8+e5eajr69P69atNV5CCCGEEEI0ZjUdpVqZWbNmcePGDSIiInB3d2f//v04Oztr/K0OD/72LqGjo0OvXr24cOFCmTFLhmRXNKq1OrE7d+7M+vXrCQkJYfTo0Xh7e1f5+WqbW3VcuHBBnX8JBweHCheZK/FwPgcPHkSpVDJ06FDy8vI0zv09fnMgDfRK5OTkoFQq1asEXr58GaVSyZUrV8jJyWHevHl8//33pKWlERMTw+jRozE1NeWf//wnAMbGxkydOpWAgAC+/PJLEhISmDhxIt26dWPw4MHAg2+2hg0bxvTp04mNjSU2Npbp06czatQo9bdLQ4YMwcnJCR8fHxISEvjyyy+ZN28e06dPl0a3EEIIIYRo0h4epVobRkZGeHl5ERwczLlz53jmmWcICgqq9LryGrldunQBKLcBXxUPxz59+jTa2tqkpaVRWFhY7nXt27enTZs2JCYmlnn+4sWLKBQK7OzsapxbeWrS+C/J9+LFixrHraysePLJJ8tcgK5ly5a1S/QxIw30SsTFxdGjRw/1IgRz586lR48evP3222hra/Pzzz8zZswYunTpwuTJk+nSpQvff/+9xg/Xxo0bGTt2LOPHj6dfv360aNGCo0ePoq2trS6zZ88eunXrxpAhQxgyZAhPPfUUH3/8sfq8trY2n332GQYGBvTr14/x48czduxY1q9f/+gqQwghhBBCiAbw8CjVuqJQKHBwcCA3N1fjeGxsrPp9YWEh8fHx5Q5hd3V1xcnJiQ0bNlBcXFzqfGZmZrViR0ZGEhUVRUxMDFevXq1wWzMtLS3Gjx/P3r17Sy0cnZeXR1hYGEOHDtXYBrquODo6UlhYqLGNXFJSUqnnLSvfiIgIfv/99xrdV0/vwZTaytYReFzJHPRKDBw4UGMlwYcdP3680hgGBgZs3ryZzZs3l1vGxMSEiIiICuNYWVnx6aefVno/IYQQQgghGqucnBxSUlLUn0tGqJqYmGBlZUVOTg7Lli1j3LhxmJubk5aWxltvvaUxShVg0qRJdOrUidWrV1fpvkqlkqVLl+Lj44OTkxN6enqcOnWKnTt3snDhQo2yW7duxd7eHkdHRzZu3EhGRgavvPJKmXEVCgW7du1i8ODBDBgwgLfeegsHBwdycnI4evQoJ06c4NSpU1WKfe3aNV577TVCQkLo378/4eHhjBw5kuHDh5e7D3xwcDBffvklnp6erF27FhcXFy5fvszixYspKChg69atVaqfEkVFRaX2GNfT08PJyUnjWNeuXdWjgN9//310dHTw9/fH0NCwwvirVq0iJiaGvn37smLFCnr16kXLli356aef1FtLV6RDhw4YGhpy7NgxLC0tMTAwwNjYuFrP2JhJA13UiCwG1/jJYnCitmQxuGbEpXnN7xNCNKy4uDgGDRqk/lyyoPHkyZMJDw9Xj1L96KOPyMzMxNzcnEGDBhEZGakxSvXKlStlrmxeHktLS2xsbFi+fDlpaWkoFAr15zlz5miUXbNmDSEhISQkJGBnZ8fhw4cxNTUtN3afPn2Ii4sjODiY6dOnc/v2bczNzfHw8FBvSVZZ7JLt2vr06YOfnx8Anp6e+Pn5MXHiRJRKJa1atSp1b1NTU2JjY1mxYgUzZswgPT2ddu3aMWzYMCIiIrCysqpyHcGDL1BKRg+XsLa2Vi/O9ne7du1i2rRpPPvss3Ts2JGgoCCWLFlSYfx27dpx9uxZQkJCWLduHZcvX0ZLSwt7e3tefPHFcrdnK6Gjo0NoaCgrVqzg7bff5plnnmlS26wpVBV1D4smJzs7G2NjY3a0bkcLRc1nOEgDvfGTBrqoLWmgNyPSQBePmezce5iMmEJWVpasxSPqVMle5QkJCbi6uj42sRsTGxubCvdBFxWTOehCCCGEEEIIIUQjIA10IYQQQgghhBCiEZA56EJNhq0/nupzKDvIcPbmQoazCyGEEA+GZ9fXDOD6jN2YlDVXXVSd9KALIYQQQgghhBCNgDTQhRBCCCGEEEKIRkCGuIsmbdOfmXx7/y9uFBfxkUkHOuvoAvDq3Vv8xYMhRkUqFZeLCgk36cCT/zsvhBBCCCGEEI+aNNBFkzZQ35CXWxgxM+OWxvH3TNqr33/9Vx67crOlcS6EEEIIIYRoUNJAb6Ys9fRoqdX0Zzi46ulXWuazv3IZZdjyEWQjRMOTxeCEEEKI5mvgwIG4urqyadOmBrleVK7pt9CEqMCtoiIS8vMZYmDY0KkIIYQQQjQLp0+fZvTo0VhYWKBQKDh06FCZ5S5cuICXlxfGxsYYGRnh5ubGlStXanXv1NRUJkyYgIWFBQYGBlhaWjJmzBiSk5NrFRcgJSWFKVOmYGlpib6+Pra2tkyYMIG4uLhax67M3bt38ff3x8bGBj09PczNzZkyZUq16ys8PJw2bdqUez4qKoqVK1fWMlvIzs5myZIlODs7Y2hoSLt27ejduzdr164lIyOjwmvT0tJQKBQolcoq3Wv37t306dOHli1bYmRkxIABA/j0009r/Qz1RRrooln7/K97eOgb0EZLu6FTEUIIIYRoFnJzc+nevTtbtmwpt8yvv/5K//79cXBwICYmhnPnzrFkyRIMDAxqfN/8/Hw8PT3Jzs4mKiqKpKQkIiMjcXFxISsrq8ZxAeLi4ujZsyfJycls376dxMREDh48iIODAwEBAbWKXZm7d+/i5uZGdHQ0YWFhpKSkEBkZya+//krv3r1JTU2ts3uZmJhgZGRUqxgl+e7atYt58+Zx5swZ/vvf/7J06VKUSiV79+4t99r8/Pxq3WvevHnMmDGD8ePHc+7cOc6ePcszzzzDmDFjKvz5a0jSQBfNlkql4vO/chll0KKhUxFCCCGEaDaGDx9OUFAQzz//fLllAgMDGTFiBGvXrqVHjx507tyZkSNH0qFDhxrfNzExkdTUVMLCwnBzc8Pa2pp+/foRHBxM7969gf/rnd23bx8eHh4YGBjg7OxMTExMuXFVKhW+vr7Y29vzzTffMHLkSOzs7HB1dWXp0qUcPny4yrFXrFiBhYUFd+7cUR/z8vJiwIABFBcXl1tX169fJzo6mhEjRmBlZcWAAQM4fvw4urq6zJo1q8Z19rCBAwfi7++v/nzz5k1Gjx6NoaEhtra27NmzBxsbmwqHwL/11ltcuXKFM2fOMGXKFJ566ikcHBwYNWoUe/fuZebMmeqyNjY2BAUF4evri7GxMdOnT8fW1haAHj16oFAoGDhwYJn3iY2NZcOGDaxbt4558+bx5JNP4ujoSHBwMP7+/sydO5erV68C/zdy4NChQ3Tp0gUDAwM8PT3V51UqFYMHD2bYsGHqvewzMzOxsrIiMDCwFjVamjTQRbOVUJBPgQp6V2GeuhBCCCGEeDSKi4v57LPP6NKlC0OHDqVDhw707du33KHwVdW+fXu0tLQ4cOAARUVFFZadP38+AQEBJCQk4OHhgZeXl0aj+e+USiXnz58nICAArTLWeHp4yHhFsQMDA7GxsWHatGkAvPfee5w+fZqPP/64zNjFxcXs27cPb29vzMzMNM4ZGhoyc+ZMjh8/zt27dyt83pry9fUlLS2Nr776igMHDhAWFsbNmzfLLV9cXExkZCQTJ06kU6dOZZZRKBQan9etW4eLiwvx8fEsWbKEs2fPAhAdHU16ejpRUVFlxvnkk09o1aoVM2bMKHUuICCAgoIC/vOf/6iP3bt3j+DgYHbv3s1///tfsrOzeemll9Q57d69m7NnzxIaGgrAq6++SseOHVm2bFn5FVQDskicaNI2/JnJt/fzuFtcjH/mbQwVCiLbPfjl9VleLiMNWqD10C+Bxsr9+O56jV8c+WG9xhePliwGJ4QQ4nF18+ZNcnJyWLNmDUFBQYSEhHDs2DGef/55vv76a5599tkaxe3UqROhoaEsWLCA5cuX06tXLwYNGoS3tzedO3fWKOvn58e4ceMA2LZtG8eOHWPHjh0sWLCgVNxLly4B4ODgUKU8Koqtra1NREQErq6uvPnmm2zevJn3338fa2vrMmPdunWLzMxMHB0dyzzv6OiISqUiJSWFPn36VCm/qkpOTuaLL74gNjaWvn37ArBjx45yc/l7vl27dtU43rNnT5KSkgAYPXo0n3zyifrcc889x7x589Sf09LSAGjXrl2pLyUezs/Ozg49Pb1S5ywsLDA2NtZYe6CgoIAtW7aon2X37t04Ojpy9uxZ+vTpQ6dOndi+fTs+Pj788ccfHD16lISEBHR163YnKOlBF01agFEbDpqac6pDJ46Ymqsb5wBLjE2Y2qp1A2YnhBBCCCEeVjKUe8yYMcyZM0fdWB01ahTvvfderWLPmjWLGzduEBERgbu7O/v378fZ2ZmTJ09qlHN3d1e/19HRoVevXly4cKHMmCVDnh/u+S1PZbE7d+7M+vXrCQkJYfTo0Xh7e1f5+WqbW3VcuHBBnX8JBweHCheZK/FwPgcPHkSpVDJ06FDy8vI0zv09fl1SqVQaeZT3LH//t3nhhRd4/vnnWb16NRs2bKBLly51npc00IUQQgghhBCNhqmpKTo6Ojg5OWkcd3R0rPUq7gBGRkZ4eXkRHBzMuXPneOaZZwgKCqr0uvIauSWNtPIa8FXxcOzTp0+jra1NWloahYWF5V7Xvn172rRpQ2JiYpnnL168iEKhwM7Orsa5lacmjf+SfC9evKhx3MrKiieffLLMBehatqzZdshdunTh119/LXNhuevXr5OdnY29vb3G8bKe5e/H7t27R3x8PNra2uqRE3VNGuhCCCGEEEKIRkNPT4/evXurhzyXSE5OLneod00pFAocHBzIzc3VOB4bG6t+X1hYSHx8fLlD2F1dXXFycmLDhg1lLuSWmZlZrdiRkZFERUURExPD1atXK9zWTEtLi/Hjx7N3715u3LihcS4vL4+wsDCGDh2KiYlJuTFqytHRkcLCQo1t5JKSkko9b1n5RkRE8Pvvv9foviVD1itbR+Cll14iJyeH7du3lzq3fv16dHV11VMNgHKf5e//NiXrDHzxxReEhoby1Vdf1egZKiJz0IUQQgghhBCPTE5ODikpKerPly9fRqlUYmJigpWVFfBgIbUXX3yRAQMGMGjQII4dO8bRo0c1VjyfNGkSnTp1YvXq1VW6r1KpZOnSpfj4+ODk5ISenh6nTp1i586dLFy4UKPs1q1bsbe3x9HRkY0bN5KRkcErr7xSZlyFQsGuXbsYPHgwAwYM4K233sLBwYGcnByOHj3KiRMnOHXqVJViX7t2jddee42QkBD69+9PeHg4I0eOZPjw4bi5uZV5/+DgYL788ks8PT1Zu3YtLi4uXL58mcWLF1NQUMDWrVurVD8lioqKSu0xrqenV2pEQ9euXRk2bBjTp0/n/fffR0dHB39/fwwNDSuMv2rVKmJiYujbty8rVqygV69etGzZkp9++onvv/8eFxeXCq/v0KEDhoaGHDt2DEtLSwwMDDA2Ni5Vzt3dnTfeeIP58+eTn5/P2LFjKSgoICIignfffZdNmzbxxN/W7NHV1WX27NmEhoaiq6uLn58fbm5u6rn7n332GTt37uT777/n6aef5s0332Ty5Mn89NNPtG3btsKcq0Ma6EI0QvW5IJwsBvd4Wr7hizKPd9TVLvP4a+um1mc6QgghRI3FxcUxaNAg9ee5c+cCMHnyZMLDwwH45z//yXvvvcfq1at5/fXX6dq1K//5z3/o37+/+rorV66UubJ5eSwtLbGxsWH58uXqLc9KPs+ZM0ej7Jo1awgJCSEhIQE7OzsOHz6MqalpubH79OlDXFwcwcHBTJ8+ndu3b2Nubo6Hh0epLcfKi12yXVufPn3w8/MDwNPTEz8/PyZOnIhSqaRVq1al7m1qakpsbCwrVqxgxowZpKen065dO4YNG0ZERIT6S4+qysnJoUePHhrHrK2t1Yuz/d2uXbuYNm0azz77LB07diQoKIglS5ZUGL9du3acPXuWkJAQ1q1bx+XLl9HS0sLe3p4XX3xRYxu3sujo6BAaGsqKFSt4++23eeaZZ8rdBm/Tpk089dRTbNu2jSVLlqBQKHj66ac5dOgQo0eP1ijbokULFi5cyMsvv8y1a9fo378/O3fuBB4sbjd16lSWLVvG008/DcDSpUs5ceIEr776KpGRkRXmXB0KVcnkAdEsZGdnY2xszHFTc1pW4xeaeLSkgS4eJg10Ua9c6mcBHiHqS3buPUxGTCErK4vWrWXBV1F30tLSsLW1JSEhAVdX18cmdmNiY2ODv79/pQ3txiQ8PBx/f/8Kh+c/KtJCE0IIIYQQQgghGgFpoAshhBBCCCGEEI2ADHFvZmSIe+MiQ9mbt/KGrZdFhrKLeiVD3MVjRoa4CyGaKmmhCSGEEEIIIYQQjYA00IUQQgghhBBCiEZAGuhCCCGEEEIIIUQjIA10IYQQQgghhBCiEdBp6ASEEKKpq+4e5kIIIYQQ9WHgwIG4urqyadOmBrleVE560IUQQgghhBCPzOnTpxk9ejQWFhYoFAoOHTpUqoxCoSjztW7dulrdOzU1lQkTJmBhYYGBgQGWlpaMGTOG5OTkWsUFSElJYcqUKVhaWqKvr4+trS0TJkwgLi6u1rErc/fuXfz9/bGxsUFPTw9zc3OmTJnClStXqhUnPDycNm3alHs+KiqKlStX1jLbusu3KZIGuhBCCCGEEOKRyc3NpXv37mzZsqXcMunp6RqvnTt3olAoGDduXI3vm5+fj6enJ9nZ2URFRZGUlERkZCQuLi5kZWXVOC5AXFwcPXv2JDk5me3bt5OYmMjBgwdxcHAgICCgVrErc/fuXdzc3IiOjiYsLIyUlBQiIyP59ddf6d27N6mpqXV2LxMTE4yMjGoV41Hm+ziSBroQQgghhBDikRk+fDhBQUE8//zz5ZYxMzPTeB0+fJhBgwbRuXPnGt83MTGR1NRUwsLCcHNzw9ramn79+hEcHEzv3r0BSEtLQ6FQsG/fPjw8PDAwMMDZ2ZmYmJhy46pUKnx9fbG3t+ebb75h5MiR2NnZ4erqytKlSzl8+HCVY69YsQILCwvu3LmjPubl5cWAAQMoLi4u8/6BgYFcv36d6OhoRowYgZWVFQMGDOD48ePo6uoya9asGtfZwwYOHIi/v7/6882bNxk9ejSGhobY2tqyZ88ebGxsKhwCX518Bw4ciJ+fH35+frRp04Z27dqxePFiVCoVABcvXqRFixbs3btXfU1UVBQGBgb8/PPPdfbcj5I00IUQQgghhBCN1h9//MFnn33G1KlTaxWnffv2aGlpceDAAYqKiiosO3/+fAICAkhISMDDwwMvLy+NRvPfKZVKzp8/T0BAAFpapZtXDw8Zryh2YGAgNjY2TJs2DYD33nuP06dP8/HHH5cZu7i4mH379uHt7Y2ZmZnGOUNDQ2bOnMnx48e5e/duhc9bU76+vqSlpfHVV19x4MABwsLCuHnzZrnla5Lv7t270dHR4cyZM4SGhrJx40Y+/PBDABwcHFi/fj0zZ87kt99+4/r160yfPp01a9bQrVu3ennm+iaLxAnxCLgf311vsYsjP6y32KJs5S36Vp66WAzutXW1+6NECCGEeFzt3r0bIyOjCnvcq6JTp06EhoayYMECli9fTq9evRg0aBDe3t6leub9/PzUw+m3bdvGsWPH2LFjBwsWLCgV99KlS8CDxmJVVBRbW1ubiIgIXF1defPNN9m8eTPvv/8+1tbWZca6desWmZmZODo6lnne0dERlUpFSkoKffr0qVJ+VZWcnMwXX3xBbGwsffv2BWDHjh3l5lLTfJ944gk2btyIQqGga9eu/Pzzz2zcuJHp06cDMHPmTD7//HN8fHzQ09OjZ8+evPHGG3X6rI+S9KALIYQQQgghGq2dO3fi7e2NgYFBrWPNmjWLGzduEBERgbu7O/v378fZ2ZmTJ09qlHN3d1e/19HRoVevXly4cKHMmCXDrRUKRZVyqCx2586dWb9+PSEhIYwePRpvb+8qP19tc6uOCxcuqPMv4eDgUOEic5UpK183NzeNz+7u7ly6dEljFMTOnTv56aef+PHHHwkPD6+X531UpIEuhBBCCCGEaJS++eYbkpKS1EO+64KRkRFeXl4EBwdz7tw5nnnmGYKCgiq9rrxGX5cuXQDKbcBXxcOxT58+jba2NmlpaRQWFpZ7Xfv27WnTpg2JiYllnr948SIKhQI7O7sa51aemjT+6yvfc+fOkZubS25uLjdu3KjWtY2NNNCFEEIIIYQQjdKOHTvo2bMn3bt3r5f4CoUCBwcHcnNzNY7Hxsaq3xcWFhIfH1/uEHZXV1ecnJzYsGFDmQu5ZWZmVit2ZGQkUVFRxMTEcPXq1Qq3NdPS0mL8+PHs3bu3VMM0Ly+PsLAwhg4diomJSbkxasrR0ZHCwkKNbeSSkpJKPW9t8/17fZV8tre3R1v7wRTCu3fv4uvrS2BgIFOmTMHb25u8vLw6eMKGIQ10IYQQQgghxCOTk5ODUqlEqVQCcPnyZZRKZak9sLOzs9m/f3+5veeTJk1i0aJFVb6vUqlkzJgxHDhwgMTERFJSUtixYwc7d+5kzJgxGmW3bt3KwYMHuXjxIrNmzSIjI4NXXnmlzLgKhYJdu3aRnJzMgAED+Pzzz0lNTeWnn34iODi4WrGvXbvGa6+9RkhICP379yc8PJzVq1eXaqT+XXBwMGZmZnh6evLFF19w9epVTp8+zdChQykoKGDr1q1VriOAoqIi9b9PyausHu+uXbsybNgwpk+fzpkzZ4iPj2fatGkYGhpWGL+6+V69epW5c+eSlJTEJ598wubNmzXmmL/66qs88cQTLF68mHfeeQeVSsW8efOq9cyNiSwSJ0QdksXgHl/VXfitLHWxGJwQQgjR1MXFxTFo0CD157lz5wIwefJkwsPD1cf37duHSqViwoQJZca5cuVKmSubl8fS0hIbGxuWL1+u3vKs5POcOXM0yq5Zs4aQkBASEhKws7Pj8OHDmJqalhu7T58+xMXFERwczPTp07l9+zbm5uZ4eHiU2nKsvNgl27X16dMHPz8/ADw9PfHz82PixIkolUpatWpV6t6mpqbExsayYsUKZsyYQXp6Ou3atWPYsGFERERgZWVV5TqCB1+g9OjRQ+OYtbU1aWlppcru2rWLadOm8eyzz9KxY0eCgoJYsmRJhfGrm++kSZPIy8ujT58+aGtrM3v2bP79738D8NFHH/H555+TkJCAjo4OOjo67NmzBw8PD0aOHMmIESOq9eyNgUJVMnlANAvZ2dkYGxtz3NScltX4hSaqRhroj6/G3kCXVdxFvXLpVXkZIRqR7Nx7mIyYQlZWFq1bt27odEQTkpaWhq2tLQkJCbi6uj42sRsTGxsb/P39NfZLr6mBAwfi6upa4b7qTY200IQQQgghhBBCiEZAGuhCCCGEEEIIIUQjIHPQhaiB+hzKDjKcvS7UxZD18tT3XHMZzi7qjQxlF0KICtnY2FBfM4DrM3ZjUtZc9ZqKiYmps1iPC+lBF0IIIYQQQgghGgFpoAshhBBCCCGEEI2ANNCFEEIIIYQQQohGQBroQgghhBBCCCFEIyCLxAnRgGQxuKqrz0XfoP4XfhNCCCGEaGi13Ve8uexL3pDPKT3oQgghhBBCiEfm9OnTjB49GgsLCxQKBYcOHSpVJicnBz8/PywtLTE0NMTR0ZFt27bV+t6pqalMmDABCwsLDAwMsLS0ZMyYMSQnJ9c6dkpKClOmTMHS0hJ9fX1sbW2ZMGECcXFxtY5dmbt37+Lv74+NjQ16enqYm5szZcoUrly5Uq044eHhtGnTptzzUVFRrFy5spbZ1l2+NZGWloZCoVC/2rZty4ABAzh16lS937sqpIEuhBBCCCGEeGRyc3Pp3r07W7ZsKbfMnDlzOHbsGBEREVy4cIE5c+Ywe/ZsDh8+XOP75ufn4+npSXZ2NlFRUSQlJREZGYmLiwtZWVk1jgsQFxdHz549SU5OZvv27SQmJnLw4EEcHBwICAioVezK3L17Fzc3N6KjowkLCyMlJYXIyEh+/fVXevfuTWpqap3dy8TEBCMjo1rFeJT5ViQ6Opr09HROnTpF69atGTFiBJcvX34k966INNArUdk3fCqVimXLlmFhYYGhoSEDBw7k/PnzGmXu37/P7NmzMTU1pWXLlnh5eXHt2jWNMhkZGfj4+GBsbIyxsTE+Pj5kZmZqlLly5QqjR4+mZcuWmJqa8vrrr5Ofn18fjy2EEEIIIUS9GD58OEFBQTz//PPllvn++++ZPHkyAwcOxMbGhn//+9907969Vr3RiYmJpKamEhYWhpubG9bW1vTr14/g4GB69+4N/F/v6r59+/Dw8MDAwABnZ+cK9+NWqVT4+vpib2/PN998w8iRI7Gzs8PV1ZWlS5eqv1SoSuwVK1ZgYWHBnTt31Me8vLwYMGAAxcXFZd4/MDCQ69evEx0dzYgRI7CysmLAgAEcP34cXV1dZs2aVeM6e9jAgQPx9/dXf7558yajR4/G0NAQW1tb9uzZg42NTYVDw6uT78CBA/Hz88PPz482bdrQrl07Fi9erN5P/uLFi7Ro0YK9e/eqr4mKisLAwICff/65wmdp164dZmZmPPXUU2zfvp179+5x4sSJMstGRETQq1cvjIyMMDMz4+WXX+bmzZsaZY4cOYK9vT2GhoYMGjSI3bt3o1AoSrXpKiMN9EpU9g3f2rVreeedd9iyZQs//PADZmZmeHp68ueff6rL+Pv7c/DgQfbt28e3335LTk4Oo0aNoqioSF3m5ZdfRqlUcuzYMY4dO4ZSqcTHx0d9vqioiJEjR5Kbm8u3337Lvn37+M9//lPv38gJIYQQQgjxqPXv358jR47w+++/o1Kp+Prrr0lOTmbo0KE1jtm+fXu0tLQ4cOCAxt/hZZk/fz4BAQEkJCTg4eGBl5eXRqP575RKJefPnycgIAAtrdLNq4eHjFcUOzAwEBsbG6ZNmwbAe++9x+nTp/n444/LjF1cXMy+ffvw9vbGzMxM45yhoSEzZ87k+PHj3L17t8LnrSlfX1/S0tL46quvOHDgAGFhYaUarrXNd/fu3ejo6HDmzBlCQ0PZuHEjH374YB0nBwcH1q9fz8yZM/ntt9+4fv0606dPZ82aNXTr1q3Kz9GiRQsACgoKyjyfn5/PypUrOXfuHIcOHeLy5cv4+vqqz6elpfGvf/2LsWPHolQqmTFjBoGBgVW+/9/JInGVGD58OMOHDy/znEqlYtOmTQQGBqq/Ady9ezcdO3Zk7969zJgxg6ysLHbs2MHHH3/M4MGDgQffwDzxxBNER0czdOhQLly4wLFjx4iNjaVv374AfPDBB7i7u5OUlETXrl05ceIEiYmJXL16FQsLCwA2bNiAr68vwcHBtG7d+hHURvPkfnx3Q6fQZNX3wm9laUyLwb22bmpDpyCEEEI0SqGhoUyfPh1LS0t0dHTQ0tLiww8/pH///jWO2alTJ0JDQ1mwYAHLly+nV69eDBo0CG9vbzp37qxR1s/Pj3HjxgGwbds2jh07xo4dO1iwYEGpuJcuXQIeNBaroqLY2traRERE4OrqyptvvsnmzZt5//33sba2LjPWrVu3yMzMxNHRsczzjo6OqFQqUlJS6NOnT5Xyq6rk5GS++OILjTbMjh07ys2lpvk+8cQTbNy4EYVCQdeuXfn555/ZuHEj06dPB2DmzJl8/vnn+Pj4oKenR8+ePXnjjTeq/By5ubksWrQIbW1tnn322TLLvPLKK+r3nTt3JjQ0lD59+pCTk0OrVq1477336Nq1K+vWrQOga9eu/PLLLwQHB1c5jxLSg14Lly9f5saNGwwZMkR9TF9fn2effZbvvvsOgPj4eAoKCjTKWFhY4OLioi7z/fffY2xsrP7BBnBzc8PY2FijjIuLi7pxDjB06FDu379PfHx8vT6nEEIIIYQQj1JoaCixsbEcOXKE+Ph4NmzYwMyZM4mOjq5V3FmzZnHjxg0iIiJwd3dn//79ODs7c/LkSY1y7u7u6vc6Ojr06tWLCxculBmzZLi1QqGoUg6Vxe7cuTPr168nJCSE0aNH4+3tXeXnq21u1XHhwgV1/iUcHBwqXGSuMmXl6+bmpvHZ3d2dS5cuaYyC2LlzJz/99BM//vgj4eHhVXpeDw8PWrVqhZGREUePHiU8PLzcXveEhATGjBmDtbU1RkZGDBw4EEC9qF1SUpJ6mkSJmn4hIj3otXDjxg0AOnbsqHG8Y8eO/Pbbb+oyenp6tG3btlSZkutv3LhBhw4dSsXv0KGDRpmH79O2bVv09PTUZcpy//597t+/r/6cnZ1d1ccTQgghhBDikcvLy+Ott97i4MGDjBw5EoCnnnoKpVLJ+vXr1aNSa8rIyAgvLy+8vLwICgpi6NChBAUF4enpWeF15TX6unTpAjxosLq6utYop4djnz59Gm1tbdLS0igsLERHp+xmW/v27WnTpg2JiYllnr948SIKhQI7O7sa5VWRmjT+6yvfc+fOkZubi5aWFjdu3NDo1CxPZGQkTk5O6rnt5cnNzWXIkCEMGTKEiIgI2rdvz5UrVxg6dKh6PTCVSlWqHkrqp7qkB70OlPWPUdkP6sNlyipfkzIPW716tXrhOWNjY5544okK8xJCCCGEEKIhFRQUUFBQUGrOtba2drkLpdWUQqHAwcGB3NxcjeOxsbHq94WFhcTHx5c7hN3V1RUnJyc2bNhQZn4PLxJWWezIyEiioqKIiYnh6tWrFW5rpqWlxfjx49m7d2+pTru8vDzCwsIYOnQoJiYm5caoKUdHRwoLCzUW7ktKSqpwUbSa5Pv3+ir5bG9vj7b2g2mLd+/exdfXl8DAQKZMmYK3tzd5eXmV5v/EE09gZ2dXYeMcHnxpcPv2bdasWcMzzzyDg4NDqXn2Dg4O/PDDDxrHarqgoTTQa6FkYYOHf7hu3ryp7u02MzMjPz+fjIyMCsv88ccfpeLfunVLo8zD98nIyKCgoKBUz/rfLVq0iKysLPXr6tWr1XxKIYR4PB1PvEyfNR/Ra/Vuugft4qPYXxo6JSGEEDzY41ypVKJUKoEH00aVSqV6uHDr1q159tlnmT9/PjExMVy+fJnw8HA++ugj/vnPf6rjTJo0iUWLFlX5vkqlkjFjxnDgwAESExNJSUlhx44d7Ny5kzFjxmiU3bp1KwcPHuTixYvMmjWLjIwMjXnIf6dQKNi1axfJyckMGDCAzz//nNTUVH766SeCg4OrFfvatWu89tprhISE0L9/f8LDw1m9enWpRurfBQcHqxeq/uKLL7h69SqnT59m6NChFBQUsHXr1irXETxYnLrk36fkVVaPd9euXRk2bBjTp0/nzJkzxMfHM23aNAwNDSuMX918r169yty5c0lKSuKTTz5h8+bNGnPMX331VZ544gkWL17MO++8g0qlYt68edV65opYWVmhp6fH5s2bSU1N5ciRI6W+NJkxYwYXL15k4cKFJCcn8//+3/8jPDwcqP70AhniXgu2traYmZlx8uRJevToATxY4e/UqVOEhIQA0LNnT3R1dTl58iTjx48HID09nV9++YW1a9cCD+ZRZGVlcfbsWfVchTNnzpCVlYWHh4e6THBwMOnp6ZibmwNw4sQJ9PX16dmzZ7k56uvro6+vXz8V0MTU52JwxZEf1lvsxqS5L/omGg+VSoVP+KdEv/EiT3XqQNqdLJxX7OCfrl0wMtBr6PSEEKJZi4uLY9CgQerPc+fOBWDy5MnqRs2+fftYtGgR3t7e3L17F2tra4KDg3n11VfV1125cqXMlc3LY2lpiY2NDcuXL1dveVbyec6cORpl16xZQ0hICAkJCdjZ2XH48GFMTU3Ljd2nTx/i4uIIDg5m+vTp3L59G3Nzczw8PEptOVZe7JLt2vr06YOfnx8Anp6e+Pn5MXHiRJRKJa1atSp1b1NTU2JjY1mxYgUzZswgPT2ddu3aMWzYMCIiIrCysqpyHcGDL1BK2jYlrK2tSUtLK1V2165dTJs2jWeffZaOHTsSFBTEkiVLKoxf3XwnTZpEXl4effr0QVtbm9mzZ/Pvf/8bgI8++ojPP/+chIQEdHR00NHRYc+ePXh4eDBy5EhGjBhRrWcvS/v27QkPD+ett94iNDSUp59+mvXr1+Pl5aUuY2try4EDBwgICODdd9/F3d2dwMBAXnvttWq3xRSqmg6ObyZycnJISUkBoEePHrzzzjsMGjQIExMTrKysCAkJYfXq1ezatQt7e3tWrVpFTEwMSUlJGBkZAfDaa6/x6aefEh4ejomJCfPmzePOnTvEx8erh2YMHz6c69evs337dgD+/e9/Y21tzdGjR4EH32S5urrSsWNH1q1bpx7KMXbsWDZv3lzl58nOzsbY2Jjjpua0rMYvtOZAGui1Jw306pFV3OuPSqWi48ItHJg+lgH2T/DT7zcZtfU/pKz4N3o6j+/PTK259Kq8jBCPgezce5iMmEJWVpbsZCPqVFpaGra2tiQkJNR4PnlDxG5MbGxs8Pf319gvvaYGDhyIq6trhfuqN1bBwcG899571R7BLD3olajsG74FCxaQl5fHzJkzycjIoG/fvpw4cULdOAfYuHEjOjo6jB8/nry8PP7xj38QHh6ubpwD7Nmzh9dff1292ruXl5fG3uva2tp89tlnzJw5k379+mFoaMjLL7/M+vXr67sKhBDisaNQKPjkFS9e+OAwLfV0ycj7i/3TxzTvxrkQQggh6k1YWBi9e/emXbt2/Pe//2XdunXqkRDVIQ30SgwcOLDCFfgUCgXLli1j2bJl5ZYxMDBg8+bNFfZ0m5iYEBERUWEuVlZWfPrpp5XmLIQQzV1hUTEhJ2KJmjGWfnaW/PBbOuO2H0IZ6ItJy4rnxgkhhBBCVNelS5cICgri7t27WFlZERAQUK01EkpIA10IIUSTo7x2k/SsXPrZWQLQ29ocC+NWnPv9FoO6VG8unhBCiObDxsamxttjNWTsxqSsueo1FRMTU2ex6tvGjRvZuHFjreNIA12IOvQ4zzVviPnj1SFzzUV1PNHWiGuZf5L0x126djQh5WYGv97OpEuHtg2dmhBCCCFEuaSBLoQQosnp2Lol2yYM4cUPD6OlUKBSqdjy4mA6tTGq/GIhhBBCiAYiDXQhhBBN0ku9HHmpl2NDpyGEEEIIUWWyz5YQQgghhBBCCNEISA+6aHbqYr/zx2GueWOfUw6P97xyIYQQQggh6pr0oAshhBBCCCFEMzBw4ED8/f0bOg1RAWmgCyGEEEIIIR6Z06dPM3r0aCwsLFAoFBw6dKhUmT/++ANfX18sLCxo0aIFw4YN49KlS7W+d2pqKhMmTMDCwgIDAwMsLS0ZM2YMycnJtY6dkpLClClTsLS0RF9fH1tbWyZMmEBcXFytY1fm7t27+Pv7Y2Njg56eHubm5kyZMoUrV65UO1ZeXh5Lly6la9eu6OvrY2pqyr/+9S/Onz9fD5mLh0kDXQghhBBCCPHI5Obm0r17d7Zs2VLmeZVKxdixY0lNTeXw4cMkJCRgbW3N4MGDyc3NrfF98/Pz8fT0JDs7m6ioKJKSkoiMjMTFxYWsrKwaxwWIi4ujZ8+eJCcns337dhITEzl48CAODg4EBATUKnZl7t69i5ubG9HR0YSFhZGSkkJkZCS//vorvXv3JjU1tcqx7t+/z+DBg9m5cycrV64kOTmZzz//nKKiIvr27UtsbGw9PokAaaALIYQQQgghHqHhw4cTFBTE888/X+b5S5cuERsby7Zt2+jduzddu3YlLCyMnJwcPvnkkxrfNzExkdTUVMLCwnBzc8Pa2pp+/foRHBxM7969AUhLS0OhULBv3z48PDwwMDDA2dmZmJiYcuOqVCp8fX2xt7fnm2++YeTIkdjZ2eHq6srSpUs5fPhwlWOvWLECCwsL7ty5oz7m5eXFgAEDKC4uLvP+gYGBXL9+nejoaEaMGIGVlRUDBgzg+PHj6OrqMmvWrCrX0aZNm/j+++/59NNPGT9+PNbW1vTp04f//Oc/ODo6MnXqVFQqFQC+vr6MHTuW5cuX06FDB1q3bs2MGTPIz88H4NatW5iZmbFq1Sp1/DNnzqCnp8eJEyeqnFNzI4vENVPZRUUUFqs0jhnryIJdZWmIBeEehwXeqqO5LAb32rqpDZ2CEEII8di7f/8+AAYGBupj2tra6Onp8e233zJt2rQaxW3fvj1aWlocOHAAf39/tLXL//tk/vz5bNq0CScnJ9555x28vLy4fPky7dq1K1VWqVRy/vx59u7di5ZW6f7PNm3aVDl2YGAgx44dY9q0aRw8eJD33nuP06dPc+7cuTJjFxcXs2/fPry9vTEzM9M4Z2hoyMyZM1m8eDF3797FxMSk0jrau3cvnp6edO/eXeO4lpYWc+bMwdvbm3PnzuHq6grAl19+iYGBAV9//TVpaWlMmTIFU1NTgoODad++PTt37mTs2LEMGTIEBwcHJk6cyMyZMxkyZEiluTRX0oMuhBBCCCGEaDQcHBywtrZm0aJFZGRkkJ+fz5o1a7hx4wbp6ek1jtupUydCQ0N5++23adu2Lc899xwrV64scwi4n58f48aNw9HRkW3btmFsbMyOHTvKjFsyN97BwaFKeVQUW1tbm4iICL788kvefPNNAgIC2Lp1K9bW1mXGunXrFpmZmTg6OpZ53tHREZVKRUpKSpVyS05OrjBWSZkSenp67Ny5E2dnZ0aOHMmKFSsIDQ1V9/aPGDGC6dOn4+3tzauvvoqBgQFr1qypUi7NlTTQhRBCCCGEEI2Grq4u//nPf0hOTsbExIQWLVoQExPD8OHDK+z1ropZs2Zx48YNIiIicHd3Z//+/Tg7O3Py5EmNcu7u7ur3Ojo69OrViwsXLpQZs2TIt0KhqFIOlcXu3Lkz69evJyQkhNGjR+Pt7V3l56ttbtWN1b17d1q0aKH+7O7uTk5ODlevXlUfW79+PYWFhfy///f/2LNnj8bICFGaNNCFEEIIIYQQjUrPnj1RKpVkZmaSnp7OsWPHuHPnDra2trWObWRkhJeXF8HBwZw7d45nnnmGoKCgSq8rr5HbpUsXgHIb8FXxcOzTp0+jra1NWloahYWF5V7Xvn172rRpQ2JiYpnnL168iEKhwM7Orkp5dOnSpcJYAPb29pXG+fvzpKamcv36dYqLi/ntt9+qlEdzJg10IYQQQgghRKNkbGxM+/btuXTpEnFxcYwZM6ZO4ysUChwcHEqtDv/31coLCwuJj48vdwi7q6srTk5ObNiwocyF3DIzM6sVOzIykqioKGJiYrh69SorV64sN38tLS3Gjx/P3r17uXHjhsa5vLw8wsLCGDp0aJXmnwO89NJLREdHc+7cOY3jxcXFbNy4EScnJ4356efOnSMvL0/j2Vq1aoWlpSXwYOV8b29vXnzxRYKCgpg6dSp//PFHlXJprmSROKGWVVhU5vHHdfE49+O7q1W+PheDk0XfhBCPlEuvhs5ACCHKlZOTozEn+vLlyyiVSkxMTLCysgJg//79tG/fHisrK37++WfeeOMN9WJjJSZNmkSnTp1YvXp1le6rVCpZunQpPj4+ODk5oaenx6lTp9i5cycLFy7UKLt161bs7e1xdHRk48aNZGRk8Morr5QZV6FQsGvXLgYPHsyAAQN46623cHBwICcnh6NHj3LixAlOnTpVpdjXrl3jtddeIyQkhP79+xMeHs7IkSMZPnw4bm5uZd4/ODiYL7/8Ek9PT9auXYuLiwuXL19m8eLFFBQUsHXr1irVD8CcOXM4fPgwo0ePZsOGDfTt25c//viDVatWceHCBaKjozV6x/Pz85k6dSqLFy/mt99+Y+nSpfj5+akXtAsMDCQrK4vQ0FBatWrFF198wdSpU/n000+rnFNzIw10IYQQQgghxCMTFxfHoEGD1J/nzp0LwOTJkwkPDwcgPT2duXPn8scff2Bubs6kSZNYsmSJRpwrV66UubJ5eSwtLbGxsWH58uXqLc9KPs+ZM0ej7Jo1awgJCSEhIQE7OzsOHz6MqalpubH79OlDXFwcwcHBTJ8+ndu3b2Nubo6HhwebNm2qUuyS7dr69OmDn58fAJ6envj5+TFx4kSUSiWtWrUqdW9TU1NiY2NZsWIFM2bMID09nXbt2jFs2DAiIiLUX3pUhYGBAV999RWrV6/mrbfe4rfffsPIyIhBgwYRGxuLi4uLRvl//OMf2NvbM2DAAO7fv89LL73EsmXLAIiJiWHTpk18/fXXtG7dGoCPP/6Yp556im3btvHaa69VOa/mRKEqme0vmoXs7GyMjY3Z37YDLRRV+4UmPei1Jz3ozYNssyYaDelBF01cdu49TEZMISsrS/2HvxB1IS0tDVtbWxISEtRbiT0OsRuCr68vmZmZHDp0qKFTaVJkDroQQgghhBBCCNEIyBB3IRpQoUpFVNE9bquK0QVaKrQYoW1IG4UW3xb9xU/FBdylmBe1W2CvpdvQ6QohhBBCCCHqkTTQhahEfQ9Pf1pLDzuFDgqFgh+K7vNZUR7eOi2xVejgpKPLp0V5lQepAzJsvepkKLsQQgjRNNnY2FBfM4DrM3ZDKFkvQNQtGeIuRAPSUSh4UktXvRpmJ4U2maoH23N00tLBRCGNZiGEEEIIIZoLaaAL0Yj8UJyPvZYMbBFCCCGEEKI5kga6EI3Et0V/cZdiBmkZNHQqQgghhBBCiAYgXXWiUlmFRaWOPQ5br30/dHKZx49l5DziTCr3fdF9klSFeGu3RPd/w93ri8w1rx6Zby6EEEIIIR4V6UEXooHFFt3nfHE+L2u3xKCeG+dCCCGEEKJhKRSKWu0dXtvrReMmDXQhGlC2qpjo4r/4C4gozOGDgj/ZWfigh/+/RX/xbkE2v6uKOFKUx7sF2eT+bwE5IYQQQojH1erVq+nduzdGRkZ06NCBsWPHkpSUpFFGpVKxbNkyLCwsMDQ0ZODAgZw/f77W905NTWXChAlYWFhgYGCApaUlY8aMITk5udaxz58/z/jx42nfvj36+vrY29uzZMkS7t27V604vr6+jB07ttzz6enpDB8+vJbZisZKhrgL0YBaK7RYrGtc5rl+2gb005b56EIIIYRoWk6dOsWsWbPo3bs3hYWFBAYGMmTIEBITE2nZsiUAa9eu5Z133iE8PJwuXboQFBSEp6cnSUlJGBkZ1ei++fn5eHp64uDgQFRUFObm5ly7do3PP/+crKysWj1TbGwsgwcPZvDgwXz22Wd07NiRs2fPEhAQwFdffcXXX3+Nnp5ere5RwszMrE7iiMZJetCFEEIIIYQQj8yxY8fw9fXF2dmZ7t27s2vXLq5cuUJ8fDzwoPd806ZNBAYG8vzzz+Pi4sLu3bu5d+8ee/furfF9ExMTSU1NJSwsDDc3N6ytrenXrx/BwcH07t0bgLS0NBQKBfv27cPDwwMDAwOcnZ2JiYkpN65KpWLq1Kk4OjoSFRVFnz59sLa25oUXXuDo0aN8//33bNy4scZ5P+zhIe5nz56lR48eGBgY0KtXLw4ePIhCoUCpVNbZPcWjIw100WQdy8gp89XUdNTVrtZLCCGEEKIxKem9NjExAeDy5cvcuHGDIUOGqMvo6+vz7LPP8t1339X4Pu3bt0dLS4sDBw5QVFR6EeS/mz9/PgEBASQkJODh4YGXlxd37twps6xSqSQxMZG5c+eipaXZvOrevTuDBw/mk08+qXHeFcnNzWXUqFF07dqV+Ph4li1bxrx58+rlXuLRkAa6EEIIIYQQokGoVCrmzp1L//79cXFxAeDGjRsAdOzYUaNsx44d1edqolOnToSGhvL222/Ttm1bnnvuOVauXElqamqpsn5+fowbNw5HR0e2bduGsbExO3bsKDNuyfx1R0fHMs87OjrWyRz3suzZs4eioiJ27tyJs7Mzo0aNYv78+fVyL/FoSANdCCGEEEII0SD8/Pz46aefyuxhVjy0u41KpSp1rLpmzZrFjRs3iIiIwN3dnf379+Ps7MzJkyc1yrm7u6vf6+jo0KtXLy5cuFCje9ZF3uW5cOEC3bt3p0WLFupjf89dPH6kgS6EEEIIIYR45GbPns2RI0f4+uuvsbS0VB8vWQTt4d7ymzdvlupVrwkjIyO8vLwIDg7m3LlzPPPMMwQFBVV6XXmN7C5dugAP5riX5eLFi9jb29c84QqoVKp6iSsajjTQhRBCCCGEEI+MSqXCz8+PqKgovvrqK2xtbTXO29raYmZmptGrnZ+fz6lTp/Dw8KjTXBQKBQ4ODuTm5mocj42NVb8vLCwkPj4eBweHMmO4urri4ODAxo0bKS7W3BL33LlzREdHM2HChDrNu4STkxPnzp0jLy+vzNzF40e2WROPvaa68Jt4tF5bN7WhUxBCCCGahVmzZrF3714OHz6MkZGRuqfc2NgYQ0NDFAoF/v7+rFq1Cnt7e+zt7Vm1ahUtWrTg5ZdfVseZNGkSnTp1YvXq1VW6r1KpZOnSpfj4+ODk5ISenh6nTp1i586dLFy4UKPs1q1bsbe3x9HRkY0bN5KRkcErr7xSZlyFQsGHH37IkCFDGDduHIsWLcLMzIwzZ84QEBCAu7s7/v7+1aqjrKysUquwm5iYYGVlpXHs5ZdfJjAwkKlTp7J48WLS0tJYv359te4lGhdpoAshhBBCCCEemW3btgEwcOBAjeO7du3C19cXgAULFpCXl8fMmTPJyMigb9++nDhxQmMP9CtXrpRaNb0ilpaW2NjYsHz5cvV2aiWf58yZo1F2zZo1hISEkJCQgJ2dHYcPH8bU1LTc2P369SM2Npbly5czYsQIsrOzsbKyYvLkySxatAh9ff0q5wkQExNDjx49NI5NnjyZ8PBwjWOtWrXi6NGjvPrqq/To0QMnJydCQkIYN25cte4nGg+FSiYuNCvZ2dkYGxuzv20HWihqPsPBWKfx9PBKD7qoC9KDLpoUl14NnYEQ9So79x4mI6aQlZVF69atGzod0YSkpaVha2tLQkICrq6uDZ1OjTSFZ2jOZA66EEIIIYQQQgjRCMgQ92ZqZtZtbhUXs7V1O2x0dAG4VFjAe7nZ5KMiX6XCU9+Qfxm2auBMhRBCCCGEEKJ5kAZ6M7XSqC1v/5mhcSw0Nwtvw1a46RnwZ3ExM7Ju00fPACvtxvNj8rgOZ5ch60IIIYQQjZ+Njc1jv3VZU3iG5kyGuDdT7bTKbjDm/u8/818qFTpAq3L2exRCCCGEEEIIUbcaT9eoaHD+LY1ZmZPBx3l/klVczOyWxpiU05AXQgghhBBCCFG3pIEu1KL+ymWqoRHP6BuSXlTIoj/v0kVHF8tGNMRdCCGEEEIIIZoqaXkJALKKi/k+/y/mt2oDgLm2Dl20dblQmN8gDfTGPtdc5pQ/vmQ7NdGkyHZqQgghRJMic9AF8GCuua5Cwc8F+cCDBntSUQHW2roNnJkQQgghhBBNh0Kh4NChQw12vWjcpIHeTM3IvM3t4mIC/8xgWuYttBUK3mzVhg/uZeOXdZuF2Xd43qAlXXSkgS6EEEIIIerO6tWr6d27N0ZGRnTo0IGxY8eSlJSkUSYqKoqhQ4diamqKQqFAqVTWyb1TU1OZMGECFhYWGBgYYGlpyZgxY0hOTq517PPnzzN+/Hjat2+Pvr4+9vb2LFmyhHv37lUrjq+vL2PHji33fHp6OsOHD69ltnWXr6hb0kBvpra3MeWoiRl72nbgwzbtAeihq0+osSlbjE15r017xhi0bOAshRBCCCFEU3Pq1ClmzZpFbGwsJ0+epLCwkCFDhpCbm6suk5ubS79+/VizZk2d3Tc/Px9PT0+ys7OJiooiKSmJyMhIXFxcyMrKqlXs2NhY+vbtS35+Pp999hnJycmsWrWK3bt34+npSX5+fh09BZiZmaGvr1+rGI8yX1E90kAXQgghhBBCPDLHjh3D19cXZ2dnunfvzq5du7hy5Qrx8fHqMj4+Prz99tsMHjy4zu6bmJhIamoqYWFhuLm5YW1tTb9+/QgODqZ3794ApKWloVAo2LdvHx4eHhgYGODs7ExMTEy5cVUqFVOnTsXR0ZGoqCj69OmDtbU1L7zwAkePHuX7779n48aNdfYcDw9xP3v2LD169MDAwIBevXpx8ODBCkcdVDdfhULBtm3bGD58OIaGhtja2rJ//371+Y8++ohWrVpx6dIl9bHZs2fTpUsXjS9dRNVIA11UylhHu9SrrhzLyCnz1RA66mpX+SWEEEIIIepGSe+1iYlJvd6nffv2aGlpceDAAYqKiiosO3/+fAICAkhISMDDwwMvLy/u3LlTZlmlUkliYiJz585FS0uzedW9e3cGDx7MJ598UmfP8Xe5ubmMGjWKrl27Eh8fz7Jly5g3b16F19Qk3yVLljBu3DjOnTvHxIkTmTBhAhcuXABg0qRJjBgxAm9vbwoLCzl27Bjbt29nz549tGwpI3KrSxroQgghhBBCiAahUqmYO3cu/fv3x8XFpV7v1alTJ0JDQ3n77bdp27Ytzz33HCtXriQ1NbVUWT8/P8aNG4ejoyPbtm3D2NiYHTt2lBm3ZP66o6NjmecdHR3rZI57Wfbs2UNRURE7d+7E2dmZUaNGMX/+/AqvqUm+L7zwAtOmTaNLly6sXLmSXr16sXnzZvX57du3k56ezuuvv46vry9Lly5Vj0oQ1SMN9DqwbNkyFAqFxsvMzEx9XqVSsWzZMiwsLDA0NGTgwIGcP39eI8b9+/eZPXs2pqamtGzZEi8vL65du6ZRJiMjAx8fH4yNjTE2NsbHx4fMzMxH8YhCCCGEEELUOT8/P3766ad662F+2KxZs7hx4wYRERG4u7uzf/9+nJ2dOXnypEY5d3d39XsdHR169eql7jGuLpVKhUKhqFXe5blw4QLdu3enRYsW6mN/z70mysr34Zju7u4a9dG2bVt27NjBtm3bsLOz480336xVDs2ZNNDriLOzM+np6erXzz//rD63du1a3nnnHbZs2cIPP/yAmZkZnp6e/Pnnn+oy/v7+HDx4kH379vHtt9+Sk5PDqFGjNIbfvPzyyyiVSo4dO8axY8dQKpX4+Pg80ucUQgghhBCiLsyePZsjR47w9ddfY2lp+cjua2RkhJeXF8HBwZw7d45nnnmGoKCgSq8rr5HdpUsX4MEc97JcvHgRe3v7midcAZVKVe1r6irfh+vj9OnTaGtrc/36dZl7XgvSQK8jOjo6mJmZqV/t2z9YGV2lUrFp0yYCAwN5/vnncXFxYffu3dy7d4+9e/cCD+bd7Nixgw0bNjB48GB69OhBREQEP//8M9HR0cCDb8eOHTvGhx9+iLu7O+7u7nzwwQd8+umnpbalEKIyBSoV79//kxV5mazJyyLsrz+5U/zgy6A/VcWE/fXg3Kq8LH4tKmjgbIUQQgjRlKhUKvz8/IiKiuKrr77C1ta2wXJRKBQ4ODiUalDGxsaq3xcWFhIfH4+Dg0OZMVxdXXFwcGDjxo0UFxdrnDt37hzR0dFMmDCh7pMHnJycOHfuHHl5eWXmXlf5PhwzNjZWoz6+++471q5dy9GjR2ndujWzZ8+u6SM1ezoNnUBTcenSJSwsLNDX16dv376sWrWKzp07c/nyZW7cuMGQIUPUZfX19Xn22Wf57rvvmDFjBvHx8RQUFGiUsbCwwMXFhe+++46hQ4fy/fffY2xsTN++fdVl3NzcMDY25rvvvqNr166P9HmrqyEWfpPF3CrWT0cfJy1dFAoFpwr+Yl9+LrMMWnMk/x42WtrM1DPit6JCduTnsNTAGO16GppVX15bN7WhUxBCCCFEGWbNmsXevXs5fPgwRkZG3LhxAwBjY2MMDQ0BuHv3LleuXOH69esA6g6pks4weLA4WadOnVi9enWV7qtUKlm6dCk+Pj44OTmhp6fHqVOn2LlzJwsXLtQou3XrVuzt7XF0dGTjxo1kZGTwyiuvlBlXoVDw4YcfMmTIEMaNG8eiRYswMzPjzJkzBAQE4O7ujr+/f7XqKCsrq9Qq7CYmJlhZWWkce/nllwkMDGTq1KksXryYtLQ01q9fX2HsmuS7f/9+evXqRf/+/dmzZw9nz55Vz8n/888/8fHxYfbs2QwfPhwrKyt69erFqFGjeOGFF6r13EJ60OtE3759+eijjzh+/DgffPABN27cwMPDgzt37qh/4XTs2FHjmo4dO6rP3bhxAz09Pdq2bVthmQ4dOpS6d4cOHdRlynL//n2ys7M1XkLoKhQ4a+uphybZaulwW/XgG9Qfi/J5RtcAAGttHYwUClKLCxssVyGEEEI0Ldu2bSMrK4uBAwdibm6ufkVGRqrLHDlyhB49ejBy5EgAXnrpJXr06MF7772nLnPlyhXS09OrfF9LS0tsbGxYvnw5ffv25emnn+bdd99l+fLlBAYGapRds2YNISEhdO/enW+++YbDhw9jampabux+/foRGxuLtrY2I0aM4Mknn2TRokVMnjyZkydPVnvf8piYGHr06KHxevvtt0uVa9WqFUePHiUxMZEePXoQGBhISEhIpfGrm+/y5cvZt28fTz31FLt372bPnj04OTkB8MYbb9CyZUtWrVoFPJj6GxISwquvvsrvv/9erecW0oNeJ4YPH65+361bN9zd3bGzs2P37t24ubkBpedoVGWxiIfLlFW+sjirV69m+fLlVXoO0XzFFP6Fi7YuuapiVICR4v++u2un0Oauqrj8i4UQQgghqqEq86Z9fX3x9fWtsExFe5OXxdTUlHfffbdKZR0dHSsdKv6wbt26ceDAgUrLVfb84eHhhIeHV/l6Nzc3jd72tLS0SnOAqucLD0b3njhxosxzO3fuLHXs9ddf5/XXX69SbKFJetDrQcuWLenWrRuXLl1SD8F5uJf75s2b6l51MzMz8vPzycjIqLDMH3/8Uepet27dKtU7/3eLFi0iKytL/bp69Wqtnk00PccL8rilKmK07oPVPx/+ukdF9RcfEUIIIYQQQlSfNNDrwf3797lw4QLm5ubY2tpiZmamsXVDfn4+p06dwsPDA4CePXuiq6urUSY9PZ1ffvlFXcbd3Z2srCzOnj2rLnPmzBmysrLUZcqir69P69atNV5ClPiyII9zRfm8pm+EnkJBy//1nP/5tx7zu6piTBTyq0IIIYQQQoj6JkPc68C8efMYPXo0VlZW3Lx5k6CgILKzs5k8eTIKhQJ/f39WrVqFvb099vb2rFq1ihYtWvDyyy8DDxbEmDp1KgEBAbRr1w4TExPmzZtHt27dGDx4MPBgmM2wYcOYPn0627dvB+Df//43o0aNalQLxNX3YnCy8Fvd+aogj/jCfPwMjGjxtwa4q7Ye3xT8xQi9FvxWVMifKhWdteRXhRBCCCGaPhsbmxptXdaY1PUzPO718biRv7rrwLVr15gwYQK3b9+mffv2uLm5ERsbi7W1NQALFiwgLy+PmTNnkpGRQd++fTlx4gRGRkbqGBs3bkRHR4fx48eTl5fHP/7xD8LDw9HW/r8G6Z49e3j99dfVq717eXmxZcuWR/uwoknIKC7mYEEepgotQv/6EwAdBcwzMGaMXgs+vp/DirxMtFHgo9fysVvBXQghhBBCiMeRQiVfiTQr2dnZGBsbs79tB41e04oY61S911p60EVjIdusiWbBpVdDZyBEg8jOvYfJiClkZWXJ9D0hRJMiE0uFEEIIIYQQQohGQIa4ixqpq55y6REXtSU95UIIIYQQoqmQHnQhhBBCCCGEeEQUCgWHDh1qsOurIjw8nDZt2tTrPUTZpIEuhBBCCCGEeGRWr15N7969MTIyokOHDowdO5akpCT1+YKCAhYuXEi3bt1o2bIlFhYWTJo0ievXr9f63qmpqUyYMAELCwsMDAywtLRkzJgxJCcn1zr2+fPnGT9+PO3bt0dfXx97e3uWLFnCvXv3qhXH19eXsWPHlns+PT2d4cOH1yrXgQMHolAoUCgU6Ovr06VLF1atWkVRUVGt4orakwa6EEIIIYQQ4pE5deoUs2bNIjY2lpMnT1JYWMiQIUPIzc0F4N69e/z4448sWbKEH3/8kaioKJKTk/Hy8qrVffPz8/H09CQ7O5uoqCiSkpKIjIzExcWFrKysWsWOjY2lb9++5Ofn89lnn5GcnMyqVavYvXs3np6e5Ofn1yr+35mZmaGvr1/rONOnTyc9PZ2kpCRef/11Fi9ezPr16+sgQ1Eb0kAXQgghhBBCPDLHjh3D19cXZ2dnunfvzq5du7hy5Qrx8fEAGBsbc/LkScaPH0/Xrl1xc3Nj8+bNxMfHc+XKlRrfNzExkdTUVMLCwnBzc8Pa2pp+/foRHBxM7969AUhLS0OhULBv3z48PDwwMDDA2dmZmJiYcuOqVCqmTp2Ko6MjUVFR9OnTB2tra1544QWOHj3K999/z8aNG2uc98MeHuJ+9uxZevTogYGBAb169eLgwYMoFAqUSmWFcVq0aIGZmRk2Njb4+fnxj3/8o9yh87/++itjxoyhY8eOtGrVit69exMdHa1RJj09nZEjR2JoaIitrS179+7FxsaGTZs21e6BmxlZJE6olbedWnUWhJNF30R9kcXgRLMm26kJIZqwkt5rExOTCssoFIpazYtu3749WlpaHDhwAH9/f7S1y/+7df78+WzatAknJyfeeecdvLy8uHz5Mu3atStVVqlUkpiYyN69e9HS0uz/7N69O4MHD+aTTz5h4cKFNc69PLm5uYwaNYrnnnuOiIgILl++zBtvvFGjWIaGhmRkZJR5LicnhxEjRhAUFISBgQG7d+9m9OjRJCUlYWVlBcCkSZO4ffs2MTEx6OrqMnfuXG7evFnjZ2uupAddCCGEEEII0SBUKhVz586lf//+uLi4lFnmr7/+4s033+Tll1+u1b73nTp1IjQ0lLfffpu2bdvy3HPPsXLlSlJTU0uV9fPzY9y4cTg6OrJt2zaMjY3ZsWNHmXFL5q87OjqWed7R0bFO5riXZc+ePRQVFbFz506cnZ0ZNWoU8+fPr1aM4uJijh07xvHjx/nHP/5RZpnu3bszY8YMunXrhr29PUFBQXTu3JkjR44AcPHiRaKjo/nggw/o27cvTz/9NB9++CF5eXm1fsbmRhroQgghhBBCiAbh5+fHTz/9xCeffFLm+YKCAl566SWKi4sJCwur9f1mzZrFjRs3iIiIwN3dnf379+Ps7MzJkyc1yrm7u6vf6+jo0KtXLy5cuFCje6pUKhQKRa3yLs+FCxfo3r07LVq0UB/7e+4VCQsLo1WrVhgYGODl5cXEiRNZunRpmWVzc3NZsGABTk5OtGnThlatWnHx4kX1lIOkpCR0dHR4+umn1dc8+eSTtG3bthZP1zxJA10IIYQQQgjxyM2ePZsjR47w9ddfY2lpWep8QUEB48eP5/Lly5w8ebJWved/Z2RkhJeXF8HBwZw7d45nnnmGoKCgSq8rr5HdpUsX4MEc97JcvHgRe3v7midcAZVKVeNrvb29USqV/Prrr+Tl5bFjxw6Nhv7fzZ8/n//85z8EBwfzzTffoFQq6datm3rxu/LyqE1+zZU00IUQQgghhBCPjEqlws/Pj6ioKL766itsbW1LlSlpnF+6dIno6Ogy537XBYVCgYODg3oF+RKxsbHq94WFhcTHx+Pg4FBmDFdXVxwcHNi4cSPFxcUa586dO0d0dDQTJkyo++QBJycnzp07pzGU/O+5V8TY2Jgnn3ySJ554osL5+ADffPMNvr6+/POf/6Rbt26YmZmRlpamPu/g4EBhYSEJCQnqYykpKWRmZlbreYQsEif+przF4GThNyGEEEIIUVdmzZrF3r17OXz4MEZGRty4cQN40GA0NDSksLCQf/3rX/z44498+umnFBUVqcuYmJigp6cHPFiUrFOnTqxevbpK91UqlSxduhQfHx+cnJzQ09Pj1KlT7Ny5s9QCblu3bsXe3h5HR0c2btxIRkYGr7zySplxFQoFH374IUOGDGHcuHEsWrQIMzMzzpw5Q0BAAO7u7vj7+1erjrKyskqtwm5iYqJekK3Eyy+/TGBgIFOnTmXx4sWkpaXVy1ZpTz75JFFRUYwePRqFQsGSJUs0voxwcHBg8ODB/Pvf/2bbtm3o6uoSEBCAoaFhvQ3vb6qkgS6EEEIIIYR4ZLZt2wbAwIEDNY7v2rULX19frl27pl58zNXVVaPM119/rb7uypUrpVZNr4ilpSU2NjYsX75cvZ1ayec5c+ZolF2zZg0hISEkJCRgZ2fH4cOHMTU1LTd2v379iI2NZfny5YwYMYLs7GysrKyYPHkyixYtqva+5TExMfTo0UPj2OTJkwkPD9c41qpVK44ePcqrr75Kjx49cHJyIiQkhHHjxlXrfpXZuHEjr7zyCh4eHpiamrJw4UKys7M1ynz00UdMnTqVAQMGYGZmxurVqzl//jwGBgZ1mktTp1DJxIBmJTs7G2NjY/a37UALheYvtO//LHuVRelBF42BbLMmmjXZZk0IDdm59zAZMYWsrKw6m5csBDzYB93W1paEhIRSXw48LhrLM1y7do0nnniC6OjocleHF6VJD7oQQgghhBBCiFr56quvyMnJoVu3bqSnp7NgwQJsbGwYMGBAQ6f2WJEGuhBCCCGEEEKIWikoKOCtt94iNTUVIyMjPDw82LNnD7q6ug2d2mNFhrg3MyVD3KfQEj00F2xwaaHXQFkJoUmGswvxEBniLoQGGeIuhGiqZJs1IYQQQgghhBCiEZAh7k3YX3/9xUsvvURiYiItWrTAzMyMdevWAfAt97lJEToo0AX6Ub2VJYUQQgghhBBC1C1poDdx//73vxk+fDgKhYItW7bwxhtvAGCFNgPRRwsFv1FINH8xEMMGzlYIIYQQQgghmi8Z4t6EGRgYMGLECBSKB3PN3dzcSEtLA8AKHbT+Nwe9A9r8iYpiWY5ACCGEEEIIIRqMNNCbkdDQUIYPH17q+C/kY4U2WgpFGVcJIYQQQgghhHgUpIHeTKxatYpLly6xZMkSjePJFPArhQyQOehCCCGEEEII0aBkDnozsH79eqKiooiOjkZL6/++k0mhgHjyGYUhhvJdjRBCCCGEEEI0KGmVNXHvvPMOn3zyCSdPnqRNmzbq45cp5If/Nc6N5MdACCGEEEIIIRqc9KA3YdeuXSMgIIDOnTszaNAgAHR0HvyTn+Y+rRVanOK+urytSoeWCmmsi0fntXVTGzoFIYQQQgghGg1poDdhlpaWqB5amT07OxtjY2PWGLbFUBaFE0IIIYQQQohGQ7pLhRBCCCGEEEKIRkAa6EIIIYQQQgghRCMgQ9ybmZIh7389NPRdiIaQnXe/8kJCCMi919AZCNGoZN/LAyg1lU8IIR53CpX8ZmtWUlNTsbOza+g0hBBCCCFq7ddff6Vz584NnYYQQtQZ6UFvZkxMTAC4cuUKxsbGDZxN85Gdnc0TTzzB1atXad26dUOn02xIvTcMqfeGIfXeMKTeG0ZWVhZWVlbqv2uEEKKpkAZ6M6Ol9WDZAWNjY/lDogG0bt1a6r0BSL03DKn3hiH13jCk3htGyd81QgjRVMhvNSGEEEIIIYQQohGQBroQQgghhBBCCNEISAO9mdHX12fp0qXo6+s3dCrNitR7w5B6bxhS7w1D6r1hSL03DKl3IURTJau4CyGEEEIIIYQQjYD0oAshhBBCCCGEEI2ANNCFEEIIIYQQQohGQBroQgghhBBCCCFEIyANdCGEEEIIIYQQohGQBvpj6PTp04wePRoLCwsUCgWHDh1SnysoKGDhwoV069aNli1bYmFhwaRJk7h+/bpGjPv37zN79mxMTU1p2bIlXl5eXLt2TaNMRkYGPj4+GBsbY2xsjI+PD5mZmY/gCRuniuodYNmyZTg4ONCyZUvatm3L4MGDOXPmjEYZqffqq6ze/27GjBkoFAo2bdqkcVzqvfoqq3dfX18UCoXGy83NTaOM1Hv1VeXn/cKFC3h5eWFsbIyRkRFubm5cuXJFfV7qvfoqq/eHf9ZLXuvWrVOXkXqvnsrqPCcnBz8/PywtLTE0NMTR0ZFt27ZplJE6F0I0RdJAfwzl5ubSvXt3tmzZUurcvXv3+PHHH1myZAk//vgjUVFRJCcn4+XlpVHO39+fgwcPsm/fPr799ltycnIYNWoURUVF6jIvv/wySqWSY8eOcezYMZRKJT4+PvX+fI1VRfUO0KVLF7Zs2cLPP//Mt99+i42NDUOGDOHWrVvqMlLv1VdZvZc4dOgQZ86cwcLCotQ5qffqq0q9Dxs2jPT0dPXr888/1zgv9V59ldX7r7/+Sv/+/XFwcCAmJoZz586xZMkSDAwM1GWk3quvsnr/+895eno6O3fuRKFQMG7cOHUZqffqqazO58yZw7Fjx4iIiODChQvMmTOH2bNnc/jwYXUZqXMhRJOkEo81QHXw4MEKy5w9e1YFqH777TeVSqVSZWZmqnR1dVX79u1Tl/n9999VWlpaqmPHjqlUKpUqMTFRBahiY2PVZb7//nsVoLp48WLdP8hjpir1npWVpQJU0dHRKpVK6r0ulFfv165dU3Xq1CY2aEEAAA72SURBVEn1yy+/qKytrVUbN25Un5N6r72y6n3y5MmqMWPGlHuN1HvtlVXvL774omrixInlXiP1XntV+f0+ZswY1XPPPaf+LPVeO2XVubOzs2rFihUax55++mnV4sWLVSqV1LkQoumSHvRmICsrC4VCQZs2bQCIj4+noKCAIUOGqMtYWFjg4uLCd999B8D333+PsbExffv2VZdxc3PD2NhYXUaULz8/n/fffx9jY2O6d+8OSL3Xl+LiYnx8fJg/fz7Ozs6lzku915+YmBg6dOhAly5dmD59Ojdv3lSfk3qve8XFxXz22Wd06dKFoUOH0qFDB/r27asxNFjqvf798ccffPbZZ0ydOlV9TOq97vXv358jR47w+++/o1Kp+Prrr0lOTmbo0KGA1LkQoumSBnoT99dff/Hmm2/y8ssv07p1awBu3LiBnp4ebdu21SjbsWNHbty4oS7ToUOHUvE6dOigLiNK+/TTT2nVqhUGBgZs3LiRkydPYmpqCki915eQkBB0dHR4/fXXyzwv9V4/hg8fzp49e/jqq6/YsGEDP/zwA8899xz3798HpN7rw82bN8nJyWHNmjUMGzaMEydO8M9//pPnn3+eU6dOAVLvj8Lu3bsxMjLi+eefVx+Teq97oaGhODk5YWlpiZ6eHsOGDSMsLIz+/fsDUudCiKZLp6ETEPWnoKCAl156ieLiYsLCwiotr1KpUCgU6s9/f19eGaFp0KBBKJVKbt++zQcffMD48eM5c+ZMmX8glJB6r7n4+Hjeffddfvzxx2rXj9R77bz44ovq9y4uLvTq1Qtra2s+++wzjYbLw6Tea664uBiAMWPGMGfOHABcXV357rvveO+993j22WfLvVbqve7s3LkTb29vjXn/5ZF6r7nQ0FBiY2M5cuQI1tbWnD59mpkzZ2Jubs7gwYPLvU7qXAjxuJMe9CaqoKCA8ePHc/nyZU6ePKnuPQcwMzMjPz+fjIwMjWtu3rxJx44d1WX++OOPUnFv3bqlLiNKa9myJU8++SRubm7s2LEDHR0dduzYAUi914dvvvmGmzdvYmVlhY6ODjo6Ovz2228EBARgY2MDSL0/Kubm5lhbW3Pp0iVA6r0+mJqaoqOjg5OTk8ZxR0dH9SruUu/165tvviEpKYlp06ZpHJd6r1t5eXm89dZbvPPOO4wePZqnnnoKPz8/XnzxRdavXw9InQshmi5poDdBJY3zS5cuER0dTbt27TTO9+zZE11dXU6ePKk+lp6ezi+//IKHhwcA7u7uZGVlcfbsWXWZM2fOkJWVpS4jKqdSqdRDfqXe656Pjw8//fQTSqVS/bKwsGD+/PkcP34ckHp/VO7cucPVq1cxNzcHpN7rg56eHr179yYpKUnjeHJyMtbW1oDUe33bsWMHPXv2VK8tUkLqvW4VFBRQUFCAlpbmn6na2v+/vbuNqbr84zj+OSC3QdyD3BWRilNuNB0TZ5PcktaA5bLNzQpakZXgDfIgGraWczY27mTKoBi11WqtdfOgJEuZaYK0oCXJAxJOtIZzIYjiEW+4/g/+88wjCucoxsner+1snOtc53tdv+8Y24ff73eOp/1KEnoO4J71z38uHe7UuXPnTGdnp+ns7DSSTGVlpens7DR//PGHuXz5ssnNzTVxcXHml19+MQMDA/bH2NiYvcYrr7xi4uLizPfff286OjrMqlWrTFpamrly5Yp9zhNPPGFSU1NNa2uraW1tNSkpKSY7O3smDtktTNb38+fPm9LSUtPa2mqsVqv5+eefzYsvvmh8fHxMV1eXvQZ9d91kfb+ZGz/F3Rj6fjsm6/u5c+fMtm3bzNGjR01fX59paWkxGRkZJjY21oyMjNhr0HfXTfX7/vnnnxsvLy/T0NBgenp6TG1trfH09DSHDx+216DvrnPm78zZs2eNv7+/qauru2kN+u6aqXq+cuVKs3DhQtPS0mJ6e3tNU1OT8fX1NXv37rXXoOcA7kUE9H+hlpYWI2nCIy8vz/T19d30NUmmpaXFXsNms5nCwkITGhpq/Pz8THZ2tunv73dYZ3Bw0Kxfv94EBgaawMBAs379ejM0NPTPHqwbmazvNpvNrFmzxsTExBhvb28THR1tcnNzTXt7u0MN+u66yfp+MzcL6PTddZP1/cKFC2b16tUmIiLCeHl5mQceeMDk5eVN6Cl9d50zv++NjY1mzpw5xtfX16SlpZkvv/zSoQZ9d50zfa+vrzd+fn5meHj4pjXou2um6vnAwIDJz883MTExxtfX1yQlJZmKigozPj5ur0HPAdyLLMYYM/3n5QEAAAAAgCu4Bx0AAAAAADdAQAcAAAAAwA0Q0AEAAAAAcAMEdAAAAAAA3AABHQAAAAAAN0BABwAAAADADRDQAQAAAABwAwR0AAAAAADcAAEdAAAAAAA3QEAHANzzBgcHFRkZKavVOm01165dq8rKymmrBwAAQEAHgLvMYrFM+sjPz5/pLd41mZmZ2rJly0xvQ7t27VJOTo4SEhIkSefPn9e6desUHR2tdevWaXR01GH+qVOnVFRUpMTERPn4+Cg+Pl45OTk6cOCAfc6bb76pnTt3amRk5J88FAAAcA8joAPAXTYwMGB/VFdX6/7773cYq6mpmektuuTSpUv/qjVtNpsaGxv10ksv2ceqq6sVEBCg/fv3y9/fX9XV1fbXrFarlixZooMHD6q8vFzHjx9Xc3OzHnvsMW3cuNE+LzU1VQkJCfroo49ue28AAADXI6ADwF02e/Zs+yMoKEgWi2XCmDFG5eXlSkxMlJ+fn9LS0vTZZ5851MnMzFRRUZG2bNmikJAQRUVFqaGhQaOjo3rhhRcUGBiohx9+WPv27XN4T2FhoQoLCxUcHKywsDCVlZXJGGOfM9Xa12oUFxcrPDxcjz/+uCSpublZK1assNfNzs7WyZMn7e/Lz8/XoUOHVFNTY79awGq1KiEhwSEQS9KiRYv01ltvTbmmM3260b59+zRr1ixlZGTYx4aHhzVv3jylpKRo/vz5Onv2rP211157TRaLRe3t7Vq7dq3mzZunhQsXqri4WG1tbQ61c3Nz9fHHH0+6PgAAgLMI6ADgBsrKytTU1KS6ujr99ttv2rp1q5599lkdOnTIYd4HH3yg8PBwtbe3q6ioSK+++qqeeeYZLV++XB0dHcrKytJzzz2nCxcuOLxn1qxZOnbsmHbv3q2qqiq99957Lq19rcaPP/6o+vp6SdLo6KiKi4v1008/6cCBA/Lw8NCaNWs0Pj4uSaqpqVFGRoYKCgrsVwvEx8c73ZObrelsn673ww8/aOnSpQ5jhYWFqq+vl5eXl5qamrR582ZJ0pkzZ9Tc3KyNGzfqvvvum1ArODjY4Xl6erra29s1Njbm9HEBAADcyqyZ3gAA/NeNjo6qsrJSBw8etJ/lTUxM1JEjR1RfX6+VK1fa56alpamsrEySVFpaqnfeeUfh4eEqKCiQ9P/7ouvq6vTrr79q2bJlkqT4+HhVVVXJYrEoKSlJx48fV1VVlQoKCpxee86cOSovL3fY99NPP+3wvLGxUZGRkTpx4oSSk5MVFBQkb29v+fv7a/bs2S735cY1XenT9axWq2JiYhzGEhIS1NPTo9OnTysqKkoWi0WS9Pvvv8sYo/nz5zu1x9jYWI2NjenUqVN68MEHXT5GAACA6xHQAWCGnThxQhcvXrRfxn3NpUuXtHjxYoex1NRU+8+enp4KCwtTSkqKfSwqKkqSdPr0afvYsmXL7AFUkjIyMlRRUaGrV686vfaNZ6Al6eTJk9q+fbva2tr0999/28+c9/f3Kzk52enjv5Ub13SlT9ez2Wzy9fWdMO7h4THhHwfXLv2/vl+T8fPzkySHKxYAAABuFwEdAGbYtWD79ddfKzY21uE1Hx8fh+deXl4Ozy0Wi8PYtWB5reZ0rX2zy71zcnIUHx+vd999VzExMRofH1dycvKUH+jm4eHhcA+8JF2+fHnCvBvXdKVP1wsPD9fQ0NCke7pm7ty5slgs6u7u1lNPPTXl/DNnzkiSIiIinKoPAAAwGQI6AMywBQsWyMfHR/39/be8TPtO3PjBZm1tbZo7d648PT1ve+3BwUF1d3ervr5ejz76qCTpyJEjE+Z5e3vr6tWrDmMREREaGBiwPx8ZGVFfX9+Ua97uXhcvXqwPP/zQqbmhoaHKysrSnj17tGnTpgn/JBgeHna4D72rq0txcXEKDw93ej8AAAC3QkAHgBkWGBiokpISbd26VePj41qxYoVGRkZ09OhRBQQEKC8v747q//nnnyouLtaGDRvU0dGh2tpaVVRU3NHaISEhCgsLU0NDg6Kjo9Xf36/XX399wryEhAQdO3ZMVqtVAQEBCg0N1apVq/T+++8rJydHISEh2r59uzw9Pe9an7KyslRaWqqhoSGFhIRMuc7evXu1fPlypaen6+2331ZqaqquXLmi7777TnV1deru7rbPPXz4sFavXj1lTQAAAGcQ0AHADezYsUORkZHatWuXent7FRwcrEceeURvvPHGHdd+/vnnZbPZlJ6eLk9PTxUVFenll1++o7U9PDz0ySefaNOmTUpOTlZSUpJ2796tzMxMh3klJSXKy8vTggULZLPZ1NfXp9LSUvX29io7O1tBQUHasWOHU2fQb3evKSkpWrp0qT799FNt2LBhyjUeeughdXR0aOfOndq2bZsGBgYUERGhJUuWqK6uzj7v4sWL+uKLL/Ttt986tXcAAICpWMyNNwICAO4ZmZmZWrRo0YTvHf+v+eabb1RSUqKuri55eEzPN4zu2bNHX331lfbv3z8t9QAAADiDDgC45z355JPq6enRX3/95dJ3sU/Gy8tLtbW101ILAABAIqADAP4jNm/ePK31rr9NAAAAYDpwiTsAAAAAAG5gem7EAwAAAAAAd4SADgAAAACAGyCgAwAAAADgBgjoAAAAAAC4AQI6AAAAAABugIAOAAAAAIAbIKADAAAAAOAGCOgAAAAAALgBAjoAAAAAAG6AgA4AAAAAgBsgoAMAAAAA4AYI6AAAAAAAuAECOgAAAAAAboCADgAAAACAGyCgAwAAAADgBgjoAAAAAAC4AQI6AAAAAABugIAOAAAAAIAbIKADAAAAAOAGCOgAAAAAALiB/wEFNyktwYi5jQAAAABJRU5ErkJggg==", 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