{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Isolated fiber nodes - analysis of membrane dynamics upon electrical stimulation\n", "\n", "Here we wish to analyze the membrane dynamics of several models used to represented myelinated fibers (Sweeney & FrankenHaeuser-Huxley), in order to explain the different behavioral regimes observed across a range of characteristic stimulus amplitudes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import logging\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from PySONIC.core import PulsedProtocol, ElectricDrive\n", "from PySONIC.neurons import getPointNeuron\n", "from PySONIC.utils import logger, si_format\n", "from PySONIC.plt import CompTimeSeries, GroupedTimeSeries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup\n", "\n", "Let's define functions to explore behavioral regimes and details of membrane dynamics." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "logger.setLevel(logging.WARNING)\n", "\n", "def plotResponses(pneuron, pp, rel_Irange):\n", " ''' Compute a model's excitation threshold and plot membrane potential traces\n", " for a range of relative amplitudes w.r.t. the computed threshold. \n", " '''\n", " data, meta = pneuron.simulate(ElectricDrive(0.), pp)\n", " if pneuron.isExcited(data):\n", " print('spontaneous activity -> no excitation threshold')\n", " Irange = rel_Irange\n", " labels = [f'{si_format(x * 1e-3, 2)}A/m2' for x in Irange]\n", " else:\n", " Ithr = pneuron.titrate(ElectricDrive(None), pp) # mA/m2\n", " print(f'Ithr = {si_format(Ithr * 1e-3, 2)}A/m2')\n", " Irange = rel_Irange * Ithr\n", " labels = [f'{x:.1f} Ithr' for x in rel_Irange]\n", " outputs = [pneuron.simulate(ElectricDrive(I), pp) for I in Irange]\n", " return CompTimeSeries(outputs, 'Vm').render(labels=labels)\n", "\n", "def plotResponseDetails(pneuron, pp, Idrive):\n", " ''' Plot the model's detailed membrane dynamics for a given stimulus amplitude,\n", " including gating variables.\n", " '''\n", " data, meta = pneuron.simulate(ElectricDrive(Idrive), pp)\n", " return GroupedTimeSeries([(data, meta)]).render()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sweeney model\n", "\n", "We first focus on the Sweeney model that depicts membrane dynamics at the Ranvier nodes of myelinated fibers in mammals (rabbits). This model is a good starting point as it presents the simplest form of membrane dynamics, composed only of fast Sodium and leakage currents (i.e. **no Potassium currents**)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Typical responses\n", "\n", "Let's analyze the evolution of voltage responses for a range of characteristic input currents:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ithr = 14.34 A/m2\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('SWnode')\n", "pp = PulsedProtocol(10e-3, 10e-3)\n", "fig = plotResponses(pneuron, pp, np.linspace(0.8, 2, 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model's excitation threshold for this pulse duration is 14.3 A/m2.\n", "\n", "Moreover, we can distinguish 3 active regimes that differ mostly by their behavior following the occurrence of a first spike:\n", "- **Low plateau potential regime:** single spike followed by voltage stabilization slightly above the resting potential.\n", "- **Sustained oscillatory regime:** single spike followed by periodic oscillations slightly above the resting potential.\n", "- **High plateau potential regime:** single spike followed by voltage stabilization at a plateau potential significantly above the resting potential.\n", "\n", "These regimes are obtained for stimulus amplitudes ranging from just above to twice the excitation threshold. Let's look at them more in details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Low plateau potential regime" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 15e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- At rest, the Sodium m-gate is closed while h-gate is significantly opened.\n", "- Upon stimulation, membrane depolarization triggers a fast m-gate opening and slow h-gate closing, creating a significant Sodium transient that triggers a full depolarization.\n", "- Upon h-gate closure, Sodium current vanishes and the membrane repolarizes.\n", "- Eventually, the membrane stabilizes at a steady-state voltage slightly higher than the resting potential, where leakage and injected currents balance out.\n", "- This incomplete repolarization prevents full h-gate re-opening while keeping the h-gate almost fully closed. This significantly limits the Sodium current amplitude for the rest of the stimulus, hence no subsequent AP is fired." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sustained oscillatory regime" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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xECIiIiJSXiiBKGORWZjMLNoCoQRCRERERMoLJRBlLJJApKenE5liVl2YRERERKS8OKAEwswOM7P0oIM5FMR2YVILhIiIiIiUN3ElEGaWZmY3mNkoM1sLLAJ+NLP/mtmfzeyE5IZZcURaINLS0jQGQkRERETKnXhbICYATYHfAFnu3tDdjwbOA6YDT5tZryTFWKHEJhBqgRARERGR8ibe50Cc7+57Ci90943AcGC4mVUKNLIKSmMgRERERKQ8i6sFoqjk4UDWkYLPgYgkEOvXr09lSCIiIiIicSsxgTCzC8zsH2Z2Rvj1HckPq+KKHURdq1Yt0tPT2bRpE7m5uSmOTERERESkZPG0QNwJPAD0MrMuwBnJDalic3cg1AIRO5BarRAiIiIiUh7Ek0Csc/fN7v4roBvQKskxVWixXZiAaDcmDaQWERERkfIgngRiVOQXd38IeD154VR8sV2YQAmEiIiIiJQvJSYQ7v5/hV4PSF44FV/sLEyAZmISERERkXIl3mlcATCzlsBvgWPDnzXA3f20JMRW4USSBwAzA4g+C0IJhIiIiIiUBwklEMCbhAZUzwfyS1hXCinc+gBQt25dQAmEiIiIiJQPiSYQ69z9g6REcgiIfQp1RCSBWL16dUpiEhERERFJRKIJxKNm9irwKRB9cIG7jwg0qgqqqARCXZhEREREpDxJNIG4BWgGVOKnLkwOKIGIQySBiIx/AMjKygJgzZo1KYlJRERERCQRiSYQp7t7i6REcgiIfYhcRGwLhLsXSC5ERERERA428TwHItZ0M2uelEgOAUV1YapatSqHH344e/bsYePGjakKTUREREQkLokmEO2BuWaWbWZfmdl8M/sqGYFVREUlEKBxECIiIiJSfiTahalHUqI4ROwvgcjKyuK7775jzZo1nHzyyakITUREREQkLgklEO6+LFmBHAqKGkQNaoEQERERkfIjoS5MZjbUzI6MeV3TzIYEH1bFVNQgatCzIERERESk/Eh0DMRp7r458sLdNwFnBhtSxaUxECIiIiJS3iWaQKSZWc3ICzOrReLjKA5ZxY2BAD0LQkREREQOfolW/v8CTDOzdwk9QO4a4MnAo6qgSmqBUAIhIiIiIge7uBIIM2sLTHf3183sC6ALYMDP3P3rZAZYkexvEHVkDIQSCBERERE52MXbAnET8JKZfQOMBt5zd434TdD+BlFHujDpadQiIiIicrCLK4Fw974AZtYMuBD4p5kdAUwglFBMcfe8pEVZQeyvC9Nhhx3GkUceyebNm9mwYQO1a9dORXgiIiIiIiVKaBC1uy9y9+fdvQehbkyTgauBGckIrqLZXwIB0KBBAwB++OGHMo1JRERERCQRcSUQZna8mZ0bu8zddwHbgRfcvWUygqto4kkgVqxYUaYxiYiIiIgkIt4WiBeAbUUs3xl+T+Kwv0HUoARCRERERMqHeBOIxu7+VeGF7v4F0DiIQMzsCjN7K+Z1GzObYWZTzOzR8LI0M3vFzKaZ2UQzOz6IssuKujCJiIiISHkX7yxMmcW8V7W0QZjZX4HuwNyYxa8AVwLfA6PM7CxCyUqmu7c1szaEnkvRs7Tll5X9zcIE0LBhQ0AtECIiIiJycIu3BWKWmfUpvNDMbgNmBxDHVKBfzHYPB6q4+2IP1brHAF2B9oRmfcLdpwPlauyFxkCIiIiISHkXbwtEf+A/ZnYjPyUMLYHKwBXxFhZOOH5ZaPEt7v5vM+sUs+xwYGvM623AceHlW2KW55lZhrvvLVTOHcAdAI0aNYo3vKSLtwuTngUhIiIiIgereJ8DsQZoZ2adgVPDi0e5+/hECnP3wcDgOFbdCtSIeV0D2AxUK7Q8rXDyEC5nEDAIoGXLlp5IjMlU3CDqmjVrUr16dbZv387GjRs56qijyjo8EREREZESJfQcCEJdjTYSqsS3N7Pfmdnvgg7K3bcCu82sqYVq292Bz4EpwEUQGmQNzA+67GQqrgXCzGjatCkAixcvLtO4RERERETilWgC8X/ApcBeYEfMTzL0Bd4EZgJfuvsM4D9AjplNBZ5n3+5QB7XiBlEDHH98aFKp7777rsxiEhERERFJRLxjICIahJ9CHTh3nwhMjHk9HWhTaJ18QolFuVRcCwQogRARERGRg1/CXZjMrEVSIjkE5OXlAalLIN59910GDRrEnj17krL9Xbt2MXToUBYuXJiU7QN8//33vPfee+zcuTMp23d3xowZw/Tp05OyfYD169czePBg1qxZk7QyZs+ezUcffRS95oK2e/duhg0bxvz5yetFuHz5ct599122bSvqGZbBGDVqFJ9++mnStr99+3Zee+21pD7fZfbs2fz73/9O2rnOz8/nnXfeYfbsICbcK9oPP/zAa6+9xtatW0teWUREUi7RFoj2wM1mtgTIBQxwdz8t8MgqoL17Q+O9MzKKPuyRBCIZYyAmT57MvffeC4Qq+vfdd1/gZTz33HP87W9/o0aNGkydOpXatWsHuv1t27Zx2WWXsWHDBiZNmsSLL74Y6PYBRowYwd133w3A8OHDadeuXeBl3HXXXUyaNImhQ4cyYcIE0tPTA91+dnY2l19+OXv37uWRRx7hzjvvDHT7AC+++CJ/+ctfqFq1KpMnT6ZevXqBbn/nzp1cfvnl/Pjjj1x00UUMHhzP3AuJmThxIrfffjsAw4YNo2vXroGX0a9fPz755BNeeeUVJk2aRJUqVQLd/tq1a7nqqqvIycnhhx9+4Fe/+lWg2wf461//yjPPPEPlypWZOHEiTZo0CXT77s4NN9zAd999x9ixY3n77bcD3b6IiAQv0RaIC4ETgG6ExkJcEv5X4hC581+pUqUi32/cuDFpaWksXbqU3NzcQMv+4IMPor8PGzYsOh4jSB9//DEQquj/61//Cnz748aNY8OGDUCoor9+/frAy4itvCSj0rplyxYmT54MwLfffsuECRMCL2P48OHRZHXw4MHRrnNB+uijj4BQMjps2LDAt//555/z448/RstKxvNRItcrwKBBgwLf/tq1a/nkk0+AUGvKuHHjAi9jwoQJ5OTkADBkyBB2794d6PbdPfqd2L17N6+//nqg24dQi2uk1XXixIlkZ2cHXoaIiAQrrgQiPBMS7r6sqJ/YdWT/IpW6/d1xzszM5LjjjiM/P59FixYFWvbUqVOjv69YsYK5c+cWs3bifvjhhwItJ5EKZpA+//zz6O95eXmMGjUq0O3v2rWLL774Ivr6008/ZceOYOcImDJlSoEKfWwlNiifffZZ9PdVq1Yxa9asQLe/Zs2aAt3UknGuJ02aVOD1hx9+GOj23Z2JEydGX0+ZMoXNmzcHWkbs9Qrwf//3f4FuHwqe602bNgXe9W7ZsmUFul998MEHgd98iN0HSM53QkREghVvC8QEM7vHzAo8lc3MKptZFzMbCtwUfHgVSySB2F8LBMBpp4V6g3311VeBlbt69WoWL17MYYcdxo033ggQ+J3vSCWgY8eOVKlShblz5wbaQuDu0QrZbbfdBgRfcZ01axa5ubmceuqpnH322eTm5jJlypRAy4hUjC+55BIg1KoSZAvBxo0bmT9/PpUrV6ZXr14AjB+f0ONaShTZh/POO48aNWqQnZ3N8uXLAy0jcj1FznXQ+7B06VKWL19OzZo1ad26NXl5eftUZEsrcr3eeuutQGifghx/lJ+fH425R4/Q3BaRFo+gxF6vRx99NKtWrQq8hSCyDxdeeCFAUsekiIhIMOJNIHoAecDbZrbKzL42s++Bb4Hrgefd/Z9JirHCiFQe9jcGAn5KIObNmxdYuZFKcOvWrTn//PMBCtx9DUJkexdeeCFt27bF3QOt9C1btoyVK1dSs2ZN+vfvT1paGlOnTmXLli0lfzhOka5F7du3p3PnzkDyEq2+fftSv3591q1bF2iyOH36dNydli1bRitkQe9DpFJ5/vnn06lTJ4BAu+esWbMmmvDed999mBkzZswItDUoch7OO+88unXrBgRf+Y5876677jqaNm3Ktm3bmDNnTmDbX7BgARs3bqR+/fr84he/AIKvfEf2oX379tFzHeT1FJukP/zww1SuXJnZs2cnpXuiiIgEJ64Ewt1z3P1ldz8XOBboCpzl7se6ex93D7Y/TAWVqhaISPeldu3ace6555KRkcGcOXMCq3zv3bs3ere1c+fO0SQlyApZZB/atGlD7dq1adOmDXv37k1KGbEJxPjx4wPrsrF8+XKWLl3KEUccwemnn56U4xTpwtK2bVvatm1LZmYm8+fPD6xC5u7RBKJjx45J3YdWrVpRp04dzjzzTPbs2VOgG15pRRLejh07RgdPjx8/PrCZjH744QdWrFjBEUccQfPmzaOV7yAT99hWv5YtW3LkkUfy/fff8/333weyfXdn2rRpQOhvRzL2Yfbs2ezatYuTTz6Z4447jjZt2uDuSRkbJCIiwUl0EDXuvsfdf3T3YDsMHwLiaYFo0aIFZsaiRYvYtWtXIOVGKgHnnnsuNWrUoGXLluTl5e3TR/tAzZkzh61bt9KkSRMaNWpUoJUjqC4bkX1o27Yt8FN3h9GjRwey/R07djB37lzS09M555xzOP3006lZsybLly9nyZIlgZQRqRRFkrgLLrgACPbufaTy3aZNG6pWrUqbNqFHqQRV6fv6669Zu3YtWVlZnHjiiXTp0gUzY9q0aYFNrRu7D0DgrUG7d++O3vXu0KEDJ554Ig0bNmTjxo2BjQ2KXK+tW7cmPT09KS1akW117NiRjIyMaBlBJXOLFy9m3bp11KlTh+OPP54OHTpgZkyfPj2wcx3Zhw4dOgBE/3aoG5OIyMEt4QRCDlxJ07gCVK9enVNOOYU9e/YUGNB7oFasWMGSJUuoUaMGp556KkDgXREiFZYuXboAcOyxx3LCCSewbds2Zs6cWert5+fnR7sXRRKI7t27A6G7xkEkWtOmTSMvL4/TTjuNGjVqkJ6eHq3UBNUVK7KdyB3vdu3akZmZyVdffRXIMyHWrVvHggULqFy5MmeddRZAgZaUIMSeazOjdu3anHnmmeTm5gaSkMYObo6c66Bbg2bOnMn27ds56aSTaNCgAWYWeDIXaR2I7EPbtm2pUqUK8+bNC6Q1aMuWLcycOZP09HQ6duwI/HRdBVX5jrQ0tWnTBjPjqKOO4owzziiQgJVW5HqKxB578yHy91JERA4+SiDKUEnTuEa0b98e2HcmmgMxcuRI4Ke7lEC0sjRmzJhSd9lwd8aOHVtgu0CgXVtmz57N6tWrqV+/PqeccgoADRs2pEWLFuzcuTOaXJRG5DhF4oafEqIxY8aUevs7duyIVrAj261atWr0XAdR6Rs9ejTuTocOHahWrRpQsFIZxNTAkXMd+8yEyO9BnOuFCxeydOlSjjrqKM4++2wAzjjjDGrVqsWyZcsCeUhhpNUq9noNsvKdm5sbTUQi4yuqVasWPddBzDIU6W7VunVrjjjiCCCUaKWlpTFt2jS2b99e6jIis5xF9gF++n4EMYHB8uXLWbRoEdWrV6d169YANGnShKZNm7Jly5bAZw8TEZHgKIEoQ5Fm/8MOO6zY9c477zxg32kgE+XuDB8+HICePXtGl0f6G2/YsIEZM2aUqow5c+aQnZ1NzZo1o11O4KeKxrhx40p91/jf//43EJoJJna24MjMM6XtxrRt27ZohejSS396rEm3bt2oVKkSU6dOZd26daUq4/3332fXrl20atWKrKys6PIgE63Icbr44oujy5o2bUrz5s3ZunVrqa+nRYsWMWfOHKpXrx696w0F96G05zry/JAePXpEpztOT0+Pdlkr7XSuu3btYsSIEUDB49SuXTuqVq3KggULWLVqVanKGD16NNu2beOUU07huOOOiy6PzLwVSVZL46233gIK7kOtWrU4++yz2bNnT6m7rC1btozp06dTuXLlAglEZB9Gjx5d6u6Jb775JhD6nlWuXDm6PBnjakREJFilSiDMLMPMTjezc8zsnKCCqqgiCUTk7vD+tGnThszMTObNm1dgDvZETZgwgQULFlC7du0Cd4zNLFrxiH3A3IH429/+BsD1119f4Cm7rVq1ombNmixevLhUM0r9+OOPvPfee5hZdFrSiIsuuggofUvKP//5T7Zt28Y555zDCScI/21nAAAgAElEQVScEF1+5JFH0rFjR/Lz80v1zIk9e/YwcOBAgH32IVJZmjBhQqkGtU+dOpXZs2dz5JFHctlllxV4L1LpK+25HjBgAABXXnllgSS4RYsWHHPMMaxevbpUzyFYv359tGJ88803F3gvkth9+OGHpUpS3nrrLTZt2kSLFi0444wzosszMzOjXfsiCcaByMvLi34nfv7znxd4r3v37mRkZDBlypRSdWP68ssvmTx5MlWrVuXKK6/cpwwgeuPgQL300kvk5+dzxRVXcPjhh0eXn3jiiZx44ols3ry5VAnp5s2beeONN4CijxOEku6gBrWLiEiwStsC8Q6hp1OfB7QvfTgVW2QaypJaIKpVqxa943qglZmdO3fy8MMPA6EpQ6tWrVrg/csvvxwIVTS2bdt2QGWMGTOG0aNHU61aNfr06VPgvUqVKnH11VcDP91pTFR+fj4PPfQQubm5XHzxxRx//PEF3j/ppJNo3LgxGzZsOOCxFkuXLuX5558HoH///vu8HzlOpXl690svvcTixYs57rjjotuLqF+/Pueddx45OTm89957B7T9nTt38pvf/AaAPn367JOgRlqfPvzwQzZu3HhAZUyaNIkRI0ZQpUoV7rzzzgLvmRnXXnstQLRSmCh355FHHmHHjh106dIlOl4n4txzz6VOnTosXrw4OkA5UStWrODZZ58F4Je//OU+799www1AKMk40HM9ePBgFixYQFZWFtdcc02B92rWrEmnTp3Iy8sr8MTzROTk5PDrX/8aCD0jI9J9KeKqq64iPT2dcePGHfC4mlmzZjFs2DDS09Pp16/fPu9HrqfSPJX6iSeeYNOmTbRr1y7afSmiTZs2NGnShFWrVmk2JhGRg1RpE4j/uvvT7v4Xd38ukIgqsHgTCCB6Z/H1119n9+7dCZWTk5NDnz59WLJkCc2aNeP222/fZ53mzZvTpk0btm/ffkCVmS+++IJ77rkHgAceeKBAt5yISIVs+PDhrF27NqHt5+fn89hjjzF27Fhq1KjBY489ts86sS0p//znPxPcg9AD9nr16sWuXbvo2bNndLBurEsuuYQ6derw3//+94DuuI4YMYI///nPAPzhD38o0FUjonfv3kCo8plot5Bdu3bRt29fvvnmG5o2bbpP5R7guOOOo0uXLuTk5DB06NCE92HevHn07dsXgHvvvZdGjRrts84NN9yAmTFq1KiEW83cnWeeeYb333+fzMxMnnzyyX3WycjI4KabQs+qfOWVVxLeh3Xr1nHTTTexefNmunbtGu3+Fqtz587Uq1ePJUuWHFC3uI8//pjHH38cgKeeemqfpB1+eqjckCFDEh6Tsnv3bu69917mz59Pw4YNuffee/dZp27dunTr1o28vDxeffXVhPchOzubW265BXenX79+nHTSSfus8/Of/5zKlSszduzYhKeMdXcGDBjAW2+9RZUqVfjDH/5QoFsihL7Xkb8dL7/8cuBPvhYRkdIrbQKxx8zGmdlbZvZWIBFVYJE7/fEkEJ07d+bEE09k1apVCVXwv/nmG3r27Mn48eOpVasWgwYNKtC1KFakUvjCCy/EfWc6Pz+fwYMHc/XVV7Nt2zYuv/zy6EOsCjvppJPo0aMHu3btilai47F69WpuvfVWBg0aRHp6On//+9+pV69ekeveeuutVKlShQ8++IAvv/wy7jLGjx9P9+7dWbx4MaeccgrPPPNMketVqVIl+jTkJ554Iu6ZYXJycnj88ce5++67yc/P58EHHywyQYFQl42mTZuyZMmShO7qLlq0iCuuuIJx48ZxxBFHMGTIEDIzM4tcN3KuX3755bjvTLs7b7zxBldeeSWbNm2ie/fu3HfffUWu27BhQy6//HJ2797N008/Hfc+rFu3jr59+/LCCy9gZrz00ks0bty4yHVvuukmMjMzGTduXEID5ydPnsxFF13E119/TdOmTRkwYMA+lVYIjbW46667APjjH/8YdwV/165d/OlPf+K2224jLy+Pe+65J9qCWFinTp1o1qwZq1ev5u9//3vc+7B48WKuuuoqPvzwQ6pXr87gwYOpUaNGketGEvtXX32VFStWxLV9d+fdd9/lkksuYcOGDXTs2JEHH3ywyHXr1KnDVVddhbtHE6Z4bN68mXvvvZennnoKM+PPf/4zJ598cpHr/vznP+fII49k2rRpGgshInIQKm0CkeXuF7j7De5+QyARVWCRfs9HHXVUieumpaXxwAMPAKE714sXLy52/ezsbB588EG6dOnCV199RaNGjXj33XcL9OkvrFu3brRv355NmzbRv3//Yvsb5+bmMmLECLp06cLDDz9MTk4OvXr12m9lLOKhhx4iIyODYcOGlTh4dOXKlTz55JO0b9+eMWPGcPjhh/P666/vt+INUK9evWgLy1133cWGDRv2u66789lnn3HDDTdw4403snbtWtq1a8e//vWvAv28C+vTpw8NGjRgwYIF/OlPfyp2H7Zs2cKrr75Ku3btGDhwIGbG7373uyK7zERUqlSJ3/72t0DoXC9YsKDYMhYtWsT999/PBRdcwLx582jQoAH/+c9/OPHEE/f7mfPOO48LLriA7du3c8899xTb0rF7925GjhzJBRdcwIMPPsiOHTu46qqrognd/jz00ENUqVKFESNG8O677xa7D2vWrOHpp5+mffv2fPDBB1SrVo0hQ4ZEx7UUpXbt2tEEpn///sW2ark7M2bMoFevXlx99dWsWLGCM844g/fff5+aNWvu93O9evWicePGfPvtt/z+978v9u73jh07eO211+jUqRMvvPAC7s6DDz4Y7U5WFDOLtqY999xzJU7V/N133/GrX/2Kzp07M2vWLOrWrcvw4cNp0aLFfj9z5plncumll5KTk8Odd95Z7DTHeXl5jBw5kksuuYR7772X7du3c9lllzFkyJBiZ4t74IEHqF69OmPGjCmxVWv9+vU899xztG3blvfee4/MzExefvnlaBfHohxxxBHRc/0///M/rFy5stgyRESkbFlpmofN7J/AaGArgLuXfm6/gLVs2dKDeJ5Caa1evZrOnTuzaNEixo0bt08f76K4O3fccQcjR46kbt26/PGPf+T888+nUqVK7Nq1i+zsbCZPnsyYMWOiFZG0tDRuvPFG/vd//5cjjzyyxDKWLFnCRRddxObNm+nQoQO//vWvOe2003B3Vq5cyZw5c/j888/56KOP2Lp1KxCqtP/hD3/Y713WwgYOHMjjjz9ORkYG999/P9dddx1ZWVns2LGD7OxsZs2axdixY5kxYwb5+flAaBaexx9/nIYNG5a4/ZycHC6++OLoHeZHH32Uc889lypVqrB27VoWLFjApEmTGDNmTLR7TfXq1fnlL39Jnz59SpxWF0J3sa+77jry8vK45ppruPPOOznhhBPIzc1l+fLlzJw5k88++4xPPvkkeuc60rIReSZDcdyd/v37884773D44YfzyCOPcNFFF1GzZk02b97M119/zYwZM/j444+jCYaZ0bt3bx566KG4zvXKlSvp0aMH69evp3Xr1vzmN7/hzDPPJC0tjVWrVjFnzhwmT57MRx99xKZNm4BQl5jf//739OzZs9hEMWLo0KE89NBDpKWlce+993LjjTdSr149du3axbfffssXX3zBmDFjos/dgFBr25NPPkmTJk1K3H5ubi5XXnkls2fPplGjRjz66KN07NiRqlWrRp+DMXXqVEaOHMny5cuB0HS599xzD3fffXdc53rOnDn07NmTvXv3cvnll3Pfffdx/PHHs3fvXpYtW8bcuXP55JNPGD9+fHRihGbNmvHkk0/Srl27ErcPoWRr6NChHHbYYTz88MNceuml1KpVi02bNvHNN98wffp0Ro8eHZ2AwMy45pprePTRR4tNgCLWr1/PBRdcwOrVqznrrLP47W9/y9lnn01aWhqrV69m3rx5fPbZZ4wZMyY6w9hRRx3FI488wjXXXBPXuX7nnXeilfx+/fpxyy23UL9+fXbt2sX333/PzJkz+fTTT5k0aVL0XLdr145nnnmGpk2blrj9vLw8rr32WqZMmUK9evV49NFH6dq1a1yfFRGREpX8h764DyeSQJhZNSAykjUbuC72fXdPvIN1kh1MCUTz5s3ZtGkTX331FXXq1Inrczt27KB3795MnToVCHWzOOyww9i2bVuBu6NVq1blqquu4rbbbiuy33JxZs2axc0331xiN6ZTTz2Vm266iWuuuabIvvz74+489dRT0dlpIFQhKnztVapUiYsvvpg+ffrEVemOtXr1aq6//noWLVpU7HrHHHMMvXv3plevXtSuXTuhMkaMGMH9999fbNcWM6Nt27bcfvvtdO/enbS0+Bv5cnJyuOuuuwrMsV/UcapevTpXXXUVd9xxR1yV7ljz5s3jpptuKrEbU7NmzejduzfXX3/9frtFFcXdef755wt0WStqHzIyMujWrRu/+MUvaNWqVVwV1oj169fTq1evEmf3OuaYY7jmmmu4/fbbEz7Xo0ePpl+/fuTk5Ox3HyA029gdd9xBjx49in1AZGF79uzhvvvu4z//+U+x61WvXp3LLruMfv367TOJQEmys7O5/vrr+fHHH4td77jjjuPWW2/l2muvpXr16gmVMXDgQJ544oliW2oiT8nu27dv3AlWxObNm+ndu3eBZ0JcffXVvPPOOwltR0RE9pH8BMLMKgF/BnoDSwh1fToa+Ju7/9HMznT3+Dugl6GDJYGYP39+9CnH2dnZCVWY9uzZw2uvvcabb77JN998A4RaGo4//njOPPNMzj//fDp16pTwf/6x1qxZw0svvRS9S29m1K1bl+bNm9O6dWu6deuWcGJS2OTJkxk0aBAzZsxg69atZGZm0rhxY0477TQ6duxI165d95lVJhE5OTkMHjyYESNG8O2337Jnzx5q1qzJySefzFlnnUW3bt0466yziu2GU5Ls7GxefvllPvvsM9asWUNGRgb16tXjtNNOo23btnTv3p369esf8Pbz8/N5//33eeONN5g7dy45OTlUr16dpk2bctZZZ9G5c2fOO++8hCr1ha1fv56BAwcyevRolixZAkBWVhYnnXQSbdu2pWvXrtEH9h2oGTNmMHDgQGbMmMHmzZvJzMykYcOGnHHGGbRv355u3brF1WqyPzk5Obz++uu89957LFy4kL1791KrVi2aNm1K69at6dSpE23atCnVuV66dCkDBgxg/Pjx0XNdt25dTj/9dNq0aUOPHj1o0KDBAW/f3Rk1ahSvvfYaX375Jbt27aJ69eo0btyYli1bcu6559K1a9ciB2PHa8uWLbz88suMGjWKpUuX4u4cddRRnHLKKbRs2ZIePXrQvHnzhP4eFTZ79mxefvllpk2bxqZNm6hSpQoNGjTgzDPPjH4n4um2uT979uzhjTfe4O2332bBggVkZGSwe/fuUsUsIiJlk0C8CFQDfunu28LLDgeeBfKAHu6e2K3QMnKwJBDvvPMO1157La1atSrVfPw5OTnRSmUidzwT4e7k5+eXqvJVkr179yYtfiDaFSqRFoBEuTvuntQykn2cKsK5hlB3l2TuQ15eHmlpaUmttCZ7H8riO5Gfn4+ZJe04HXvssezevZudO3eWKrESEZHSJRDx/q9+EXCCx2Qb7r7VzPoB6wk9C0KKsXDhQiDUNaQ0MjMzS3X3OR5mltSKDJD0CmUyK0kRyawoRST7OFWEcw0kfR+Svf2yKKMsvhPJLqNGjRps2LCBbdu2KYEQEUmheP/a53sRTRXungesc/cDf/zsISLSN39/0xaKiEjxIlPXRiZ0EBGR1Ig3gfjazHoXXmhmvYCFwYZUMQXVAiEicqiKjPNSAiEiklrx9i24CxhhZrcCswEHWgFVgSuSFFuFkZeXR3Z2NqAWCBGRA6UEQkTk4BBXAuHuK4HWZtYFOIXQwIuP3f3TZAZXUSxbtoycnByysrJKNfOMiMihTF2YREQODgmNbnT38cD4JMVSYa1YsQIgroeiiYhI0SItENu2bUtxJCIih7bkT8shrFq1Cgg91VdERA5MpAV3w4YNKY5EROTQpgSiDKxcuRJQAiEiUhp16tQBQk+eFxGR1FECUQYiLRBZWVkpjkREpPyK3IT58ccfUxyJiMihTQlEGdi0aRMAtWrVSnEkIiLl19FHHw0ogRARSTUlEGUgMmNIZAYRERFJnBIIEZGDgxKIMhBJICIziIiISOIaNGgAwPfff09+fn6KoxEROXQpgSgDaoEQESm9WrVqkZWVxfbt21m2bFmqwxEROWQpgSgDSiBERIJx6qmnAjBnzpwURyIicuhKeQJhZkeY2Ydm9pmZTTOztuHlbcxshplNMbNHw8vSzOyV8HoTzez41EYfH3VhEhEJRufOnQF4//33UxyJiMihK6EnUSfJ/cCn7v6CmZ0EvA2cBbwCXAl8D4wys7OAxkCmu7c1szbAX4CexW1848aNDBs2LJnxl2jjxo2AWiBERErrmmuu4ZFHHuHNN9/k6KOPplmzZlSqVIm0tDTS0lJ+T0xEpFzo1atXqT5v7h5QKAcYgNmRQK677zKzU4B/AD2AGe5+cnid+4DKwDHATHf/V3j5SnevX8L2U7uDYRkZGSxdupT09PRUhyIiUm5lZWXxxBNP8Lvf/S7VoYiIlFvubqX5fJm2QJjZbcAvCy2+xd1nmVkWMAzoDxwObI1ZZxtwXHj5lpjleWaW4e57C5VzB3AHQLVq1bjiiiuC3ZED0KpVKyUPIiIBeOSRR+jQoQNjxoxhzZo15OXlkZ+fT15eHmal+j9RRETikPIWCAAzawH8C/iVu39sZocD0929efj9+4BKQL3w8nfCy1e4e4Pitt2yZUv/4osvkrsDcVi9enWqQxARKfeysrJSHYKISEVQqrstKe8wambNgXeBG9z9YwB33wrsNrOmFrqd1B34HJgCXBT+XBtgfmqiFhERERE5NB0Mg6j/CGQCfw03PW9x955AX+BNIB0Y6+4zzGwWcIGZTSWUOd2SophFRERERA5JKU8gwslCUcunA20KLcsnlFiIiIiIiEgKpLwLk4iIiIiIlB9KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG5KIEREREREJG7m7qmOIanMbB2wLNVxALWB9akOooLRMQ2WjmfwdEyDp2MaPB3TYOl4Bk/HNHiZ7n7qgX44I8hIDkbuXifVMQCY2Rfu3jLVcVQkOqbB0vEMno5p8HRMg6djGiwdz+DpmAbPzL4ozefVhUlEREREROKmBEJEREREROKmBKLsDEp1ABWQjmmwdDyDp2MaPB3T4OmYBkvHM3g6psEr1TGt8IOoRUREREQkOGqBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuCmBEBERERGRuGWkOoBk69Gjh48ePTrVYbB69epUhyAiUu5lZWWlOgQRkYrASvPhCt8CsX79+lSHICIiIiJSYVT4BEJERERERIKjBEJEREREROKmBEJEREREROKmBEJEREREROKmBEJEREREROKmBEJEREREROKmBEJEREREROKmBEJEREREROJ20D+J2sy+BLaEXy4B/g78FdgLjHX3x1IVm4iIiIjIoeagTiDMLBPA3TvFLJsLXAl8D4wys7PcfU5qIhQRERERObQc7F2YTgeqmdlYMxtvZh2AKu6+2N0dGAN0LfwhM7vDzL4wsy/WrVtX1jGLiIiIiFRYB3sCsRN4FugO9AVeCy+L2AYcUfhD7j7I3Vu6e8s6deqUSaAiIiIiIoeCg7oLE/AN8F24teEbM9sC1Ip5vwawOSWRiYiIiIgcgg72Fohbgb8AmFk9oBqww8yampkRapn4PIXxiYiIiIgcUg72FojBwD/NbDLghBKKfOBNIJ3QLEwzUhifiIiIiMgh5aBOINx9N3BDEW+1KetYRERERETk4O/CJCIiIiIiBxElECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclECIiIiIiEjclEGVsxYoVXHjhhQwZMiTVoYiIiIiIJEwJRBkbPnw4c+fO5be//S25ubmpDkdEREREJCFKIMrYxo0bo79/9dVXKYxERERERCRxSiDK2KZNm6K/z549O4WRiIiIiIgkTglEGdu8eXP0dyUQIiIiIlLeKIEoY7t3747+vmDBghRGIiIiIiKSOCUQZWzv3r3R35cuXcqOHTtSGI2IiIiISGLKXQJhZmlm9oqZTTOziWZ2fKpjSkRsAgGwaNGiFEUiIiIiIpK4cpdAAJcDme7eFngI+EuK40lIJIFo3LgxAP/9739TGI2IiIiISGLKYwLRHhgN4O7TgZapDScxe/bsAeC0004DYOHChakMR0REREQkIeUxgTgc2BLzOs/MMmJXMLM7zOwLM/ti3bp1ZRtdCfLy8gBo0aIFAF9//XUqwxERERERSUh5TCC2AjViXqe5e4GBBe4+yN1bunvLOnXqlG10JSjcArFo0SLcPZUhiYiIiIjErTwmEFOAiwDMrA0wP7XhJCYyBuKYY46hZs2abN26lVWrVqU4KhERERGR+JTHBOI/QI6ZTQWeB36Z4ngSEkkgKlWqRLNmzQDNxCQiIiIi5Ue5SyDcPd/d+7p7O3dv6+7lqvYdSSAyMjI4+eSTAcjOzk5lSCIiIiIicTvgBMLMDjOz9CCDORRExkBUqlSJk046CVALhIiIiIiUH3EnEOEHuN1gZqPMbC2wCPjRzP5rZn82sxOSF2bFEdsCEenCpKlcRURERKS8SKQFYgLQFPgNkOXuDd39aOA8YDrwtJn1SkKMFUpRCcS3334bnd5VRERERORgllHyKlHnu/uewgvdfSMwHBhuZpUCi6yCiu3CVK1aNerVq8eqVatYunQpTZs2TXF0IiIiIiLFS6QF4nkza1fcCkUlGFJQbAsEoJmYRERERKRcSSSB+Bb4i5ktNbM/mdkZyQqqonL3fRKIyExMSiBEREREpDyIO4Fw97+6e1ugI7AReM3MFprZ78zsxKRFWIHk5+cDYGakpYUOvWZiEhEREZHyJOFpXN19mbv/yd3PBG4ArgA0jVAcCrc+gLowiYiIiEj5knACYWaVzOxSM3sT+Bj4Brgy8MgqoMhMS+npPz0+44QTTiAtLY0lS5aQk5OTqtBEREREROKSyHMgLjCzIcBK4A7gI6Cpu1/r7u8nK8CKJJJAxLZAZGZm0qRJE/Ly8vjuu+9SFZqIiIiISFwSaYH4X2Aa0MzdL3X3N919R5LiqpCKaoEAdWMSERERkfIjkUHUnd39H8BxZjbCzOaY2VdmNt/MvkpijBVGZAxE4QQiMhNTdnZ2mcckIiIiIpKIRB4kF/Em8AAwH8gPNpyKbX8tEJGZmBYu1Fh0ERERETm4HUgCsc7dPwg8kkNAUWMgQF2YRERERKT8OJAE4lEzexX4FMiNLHT3EYFFVUHtrwWiSZMmVKlShZUrV7Jt2zZq1KiRivBEREREREqU8DSuwC3AGUAP4NLwzyVBBlVR7S+BSE9P54QTTgA0DkJEREREDm4H0gJxuru3CDySQ0BRD5KLaNasGQsWLGDhwoW0bNmyrEMTEREREYnLgbRATDez5oFHcgiItECkpe172E855RQA5s2bV6YxiYiIiIgk4kBaINoDN5nZEkJjIAxwdz8t0MgqoP0NogY455xzAJg+fXqZxiQiIiIikogDSSB6BB7FIWJ/YyAAWrRoQbVq1Vi8eDFr1qyhbt26ZR2eiIiIiEiJ4u7CZGYG4O7LivqJXUeKVlwCUalSJVq1agXAjBkzyjQuEREREZF4JTIGYoKZ3WNmjWIXmlllM+tiZkOBm4INr2IpLoEAaNu2LQCTJk0KvGx35+233+aFF15gx44dgW8fYNOmTQwcOJCpU6cmZfsAs2fP5qWXXmL9+vVJ2f7evXt54403GDFiBO6elDKWL1/OgAEDkjrj1tixY3n11VfZuXNnUra/detWXnnllaRcqxHz5s1jwIABrF69Oinbz8vL4+233+add94hPz85z8RcuXIlAwYMYMGCBUnZPsCECRP4+9//nrTv9Y4dOxg0aBCffvppUrYP8PXXX/Piiy+yYsWKpJUhIiLBSaQLUw/gVuBtM2sCbAYygXRgLPC8u88NKrBwa8YK4Nvwomnu/hszuxT4HbAXGOLu/wiqzGTLzQ09NqNy5cpFvt+1a1eefvppxo0bR35+fpGDrQ/UuHHjuP/++wFYsGABr776amDbhlCCcvPNNzNz5kzMjHfffZdzzz030DIWLVrE5Zdfzt69e3nvvff4+OOPyczMDLSMp556ioEDBwLw448/ctdddwW6/Z07d9KzZ09Wr17NgAED+OSTT2jUqFHJH0zAyJEj6dOnDwDTpk3j1VdfJejGwb59+zJhwgQA3njjDc4///xAt79kyRJ69uxJbm4ub7/9NuPGjeOwww4LtIwXXniBZ599FoBly5bxwAMPBLr93Nxcfvazn7F8+XKee+45xo4dG52uOSjjx4/nxhtvBGDixIm89dZbgZ/r/v37M3LkSAAGDRrEpZdeGuj2V65cyaWXXsrOnTsZOnQo48eP54gjjgi0DBERCVbcNVR3z3H3l939XOBYoCtwlrsf6+59gkwewpoCc9y9U/jnN70vjnsAACAASURBVGZWCXge6AZ0BO4ws6yAy02anJwcgP1Wek855RQaNGjA2rVrmTNnTmDlujsvvPBC9PWoUaMCbyWYNGkSM2fOjJb38MMPB35X98UXX4xOhbto0SJef/31QLe/YcMGXnvttejrZ599lnXr1gVaxttvvx29o75t2zaeeuqpQLfv7jz//PPR1x999BGff/55oGX8P3v3HR9VlTZw/HempVdKIHQCofcgoBRREUSKIAiy64qiqCxYEMtiwYKLirIqvK4NBVZdUCmiIrhKKEoRkBpqEmoSSK8zk2RmzvvHJAOhBjIkUZ/v5xPNzNw559x7Zsh57mnbt2/3BA8Azz33nKdevOXdd9/1BNyHDx/mww+9e58gLy+PDz74wPN49uzZHD9+3Kt5LFmyhGPHjgHu7/5LL73k1fS11syaNcvzeM2aNaxatcqreezfv98TPABMmzbN8++Yt7z//vuenrLk5GTmzJnj1fSFEEJ43xXd4tZaF2utU7TW2d4u0Bm6APWUUrFKqRVKqRZAKyBea52ltS4CfgZ6nf1GpdR4pdRWpdRWbzcAK6L0D6+Pj895X1dKccsttwDwzTffeC3f9evXs337dsLDw5k4cSLgvtPuzSE67777LgCPP/44kZGR7N+/36vncPz4cZYvX47JZPI0umfPnu3VITrz5s3Dbrdz44030r9/f+x2O7Nnz/Za+g6Hg/feew+A6dOnY7FYWL58Ofv27fNaHrGxsezdu5eIiAgef/xxAGbOnOnVuv6///s/wN0L0bRpU44cOcKXX37ptfRTU1P54osvUErx6quvAvDee++Rk5PjtTw+/fRTcnNz6d69O8OGDaO4uLhMkF1RLpfL05M1bdo0/P39+fHHH716Y+DXX39l27ZthIWFMXXqVMAd9HozcC89h7vvvpvWrVuTkpLCp59+6rX0s7Oz+eyzzwB4/fXXAZg7d+5VG6IohBDCO7w3RqYClFLjlFJ7zvwBTgIztNZ9gX8CnwLBwJmtiDzgnL5urfUHWusYrXVMrVq1KuMUyqU0gPDz87vgMcOGDQPgyy+/9MqdvjPvSD/wwAM88sgj1KhRg23btvHjjz9WOH1w7569bt06/Pz8uO+++3j00UcBd8PVW3em586di9PpZMiQIYwdO5aOHTuSnp7O3LlzvZK+3W739D5MmDCBKVOmALBgwQKSkpK8ksf333/PiRMnaNq0Kffccw9//etf0Vrz2muveSV9cN/NBRg3bhwPPfQQ4eHhbN261Wt1fezYMb7//nvMZjMPPPCAZ1jcm2++6ekxqKh58+ZRVFRE//79ufvuu7n22mvJycnxNGYryuFweIbwTZgwgcmTJ2MwGFi0aBGJiYleySM2NpZDhw4RGRnJuHHjuPfeewE8AZE3lNb13Xffzf33309kZCRxcXFeC9xPnTrF0qVLMRgMPPTQQ57vxDvvvOO1wP2zzz7DarXSu3dv7rrrLvr164fNZuOdd97xSvpCCCGujmoRQGit52qt2575A2wBvi55/WegHu6AIeiMtwbhnovxu3CpHgiAjh070rZtW7Kysli+fHmF84yNjWXTpk2EhoYyduxYAgMDefjhhwF47bXXvHK3svTO4ciRIwkNDWX06NE0btyYhIQEFi1aVOH0k5KSPMOVHnjgAZRSPP3004D7bnh2dsU/AnPnziUjI4O2bdvSo0cP2rZty5AhQygsLCwzTORKFRUVecbb33///RgMBh555BH8/PxYtWoV27Ztq3AeGzZs8ARyd911FwEBAZ66njFjhlfqeubMmbhcLoYOHUqdOnW47bbbaNmyZZk6qoi0tDRPUDh+/HgA/vGPfwDw4YcfemVI2aeffkpycjJRUVHceOONNGvWjFGjRuF0Opk5c2aF03c6nZ7vxL333ovZbObvf/87wcHBrF+/3itDynbs2MHKlSuxWCzcc889+Pr68thjjwHu72NxcXGF8/jXv/5FcXExAwYMoFGjRgwYMIBOnTqRlpbmlSFl2dnZnqCwtK6feuopAObPny8TqoUQohqrFgHEBUwDHgVQSnUAjgF7geZKqXCllAXoDWysuiJentzcXACCgoIueIxSinHjxgEVv6ubnJzsuWs4adIkgoODAfjb3/7muVu5dOnSK04f3BNoV6xYgb+/v6fnwWw28+STTwLuIRUVGXpit9v5+9//js1mY9CgQbRv796vsHfv3lx33XXk5ORUuIG/bds2T+N+6tSpnkmoTz75JEajkUWLFhEXF3fF6Wuteemllzh48CBNmjRh9OjRANSuXdsz2fnFF1/0rNJ1JVJTUz3Xf+LEiYSGhgLuu9ORkZHs27eP//73v1ecPsDixYv56quv8PHx8QyPMhqNnmDurbfeqtDQk6KiIiZNmkRubi59+/ale/fuAMTExHDzzTdjtVorfAd/z549TJ8+HYCnn37as1DB5MmTsVgsLFu2rELBXGmP0q5du4iMjGTs2LEAhIaGMmHCBABeeumlCjXwMzMzmThxIlpr7rvvPmrXrg3AqFGjaNq0KYmJicyfP/+K0wf33JkFCxZgMpk832WllCeYe/fdd0lJSbni9B0OB48++igZGRl0796dG264AXDPA7vtttsoKiry+vwgIYQQ3lOhAEIpZVJKdVBKXaOUusZbhSrxKtBHKbUWmAWM1VoXA5OBVbgDh4+11t4ZX1IJMjIyAKhRo8ZFjxsxYgTR0dEcO3bM07C9HFprfvrpJwYPHkxKSgpdu3b13OED9yTu0gbgM88845noeTny8/N56aWXPI2Ll19+mbp163peHzp0KJ06deLkyZM8+eSTV3T3e/fu3dx2221s3ryZOnXq8PLLL3teU0rx3HPPYTQa+fDDD8tM6i0vh8PBggULGDlyJHa7nb/85S/07dvX83pUVBR33303TqeTCRMmkJ+ff9l5pKSk8OCDDzJ37lzMZjOzZs0qM4l+woQJ1K5dmy1btvD2229fdvpaa2JjY7nllls4fvw4HTt29DRUwV3XpePjp02bRnx8/GXnUVBQwKuvvsqkSZMA96Tpxo0be16/+eabufbaa8nMzOTxxx+/okBo//79jBgxgrVr11KjRg1ee+21MqsJTZ06FYvFwueff86KFSsuO32n08nChQsZNmwYBQUFDBs2jFtvvdXzev369T3fkYkTJ15Rr1ZqaioPP/wws2fPxmg0MmvWrDIrR91///3Uq1ePPXv2XPGwtV9++YVbb72VhIQEWrVq5RlCBu7A/dlnnwXglVdeYe/evZedvtVqZdasWYwfPx6tNU888QQtWrTwvN6rVy9uuukmcnNzeeSRR64oEIqPj2f06NGsWrWKkJAQ3njjjTJ1/dRTT+Hr68vSpUv56quvLjt9IYQQV5+qyORKpdQS4FegGNBa64qP9fCymJgYvXXr1qouBidPnuSxxx5j4cKFvP7669x1110XPX7Tpk2MGDECp9PJCy+8wPjx4y+5POPhw4dZvXo1ixYtYvfu3QB07dqV+fPnExYWVubY0mVXf/jhBxo0aMB//vOfMg2F87FarWzbto3vvvuOZcuWkZOTg8Fg4Pnnn+eBBx445/jExET69euH1Wrlzjvv5JVXXrno/A9wN7jXrVvHkiVLPHsMNGjQgAULFtCyZctzjp81axYzZ87Ez8+P999/n379+l00fYfDQVxcHCtXrmTx4sWelXdGjhzJm2++idlsPuec+/fvT3x8PF27duWjjz7y3PG9kJycHDZu3MjXX3/NypUrsdvtBAQEMGfOHAYMOHcj99jYWMaMGQO4A7oJEyZcdAlfrTWJiYn89NNPLF68mF27dgHQpUsX5s2bR82aNc85/sEHH2T58uXUrVuXBQsW0LZt24ueg91uZ/v27Xz33XcsWbKErKwslFI8+eSTnp6OM504cYIbb7yR3Nxchg0bxhtvvIG/v/9F80hNTWXdunUsXbqU2NhYtNbUrVuXefPmeXqazvTee+/x4osv4uPjw5w5cxg0aNBF03c6nezbt49Vq1bx1VdfceTIEQAGDx7MO++8c85qaIWFhQwaNIg9e/bQoUMHPv74YyIjIy+aR15eHps3b2bZsmWsWLECm82Gr68vb731FkOHDj3n+E2bNnH77bfjcrmYPHkykydPvuC+MOCuu2PHjrF69WoWL17s6R1p27YtCxYsKBO0lyr9d6ZmzZrMnz+fzp07X/QcCgsL2bFjB9999x1Lly719CI9/PDDPP300+f8u5Oamkrfvn3JzMxk4MCBvPXWWxftVQVIT09n/fr1LF26lNWrV+N0OqlVqxYff/wxMTEx5xy/YMECnnrqKUwmE7NmzWLkyJGe1+rU+d0svCeEENVZhdb8rmgA8bLW+rmKFOBqq04BxJAhQ9iyZQuLFi2id+/el3zPvHnzPEMGunbtyu23306zZs2wWCxYrVZOnTrF0aNHiYuLY8+ePWUm+4aFhTFx4kTuv//+cxrFpXJycrjzzjvZvn07FouFoUOH0qtXL2rXro1SiqysLFJSUjh06BAHDhxg9+7dFBUVed7ftWtXXnjhhYs2UNauXcvdd99NYWEh9evXZ9SoUbRp04bg4GBsNhuZmZkcPnyYhIQEdu7cWaY3xMfHh7Fjx/Loo496huScrbQhVjrX4oYbbuDmm2+mQYMGWCwWcnNzOXXqFAkJCRw8eJDffvutzIZbjRs35umnn2bIkCEXDNCOHj3K8OHDSU5OJjg4mJEjR3LNNdcQHh5OUVERubm5HD16lISEBOLi4ti3b1+ZVY8GDRrE1KlTadKkyQWv05l13bZtW4YNG0Z0dDR+fn4UFBSQnp5OQkICCQkJ/Pbbb2XmAoSGhjJx4kTuu+++C86vsVqtjBkzhs2bN2MymRg8eDDXX389ERERKKXIzc3lxIkTJCQkcODAAXbu3Fmmrjt37syzzz7r2ezwfDZt2sSYMWOw2WzUrVuXO+64g/bt2xMSEoLdbicrK6tMXZc26MF99/yuu+7iscceOycAKqW1ZurUqcybNw9wD2O75ZZbaNiwIRaLhby8PFJTUz11vX37ds+wQXD3MjzxxBOMHDnygnWdlJTk2bshICCAkSNH0q1bN2rUqIHD4SA3N5djx4556nrv3r1letf69+/P1KlTiY6OvuB1WrRoEY899hhaa1q2bMntt99OixYt8Pf3p6CggIyMDBITE0lISGD79u1lNtILCgrioYce4sEHH7xgMG6327n77rtZt24dRqORgQMH0rdvXyIjIz11nZycTGJiIvv372fnzp1lFmxo164dzz777EX/jdq+fTujRo0iLy+P2rVrc8cdd9ChQwdCQ0MpLCwkOzubI0eOkJCQwK5du0hISPC812g0cuedd/LEE09cMBjXWjN9+nTP6m7du3dn0KBBNG3alP79+xMeHn7BsgkhhCiXKg0gnse9jGoagNZ6TEUKczVUlwDi+PHjtG7dmvz8fHbs2EFERES53vf1118zdepUMjMzL3lsaGgoffr0oV+/ftx6663l2mQtPz+fadOm8fnnn1/yWKUUbdq0oXfv3tx+++20bt26XOewY8cOHnnkEQ4ePHjJY4OCgoiJiWHgwIHceuut5/ScnI/L5eK9995j5syZ5Vq5qnHjxlx33XXcdttt9OjR46J3gEulpKTw+OOPl2uolMVioUOHDtx0000MGzaMBg0aXPI9ACtXruSpp54iNTX1ksfWqFGDHj16MHjwYPr163fJnh1wBxHTp09n/vz5lxxSppSiZcuW9OnTh2HDhtGuXbtybVC2d+9eHn744XLNGQkICKBLly7ccsstDB48+JJD+8DdsJw7dy4zZswo10pADRo04LrrrmPo0KH07NkTk+nSe2emp6czZcqUcu2pYDKZaN++PTfeeCPDhw8vM7TrYmJjY5kyZQrJycmXPDYsLIxu3boxePBgBgwYcMmeHXD3Krz66qt8+OGH5RpSFh0dTe/evRk+fDgdO3YsV10fPHiQRx55hB07Lr0FkJ+fH126dKF///4MHTqU8qyOp7Xms88+46WXXiIvL69MWa/mLu5CCPEnUaUBxLta6wmXPrLqVJcA4osvvmDUqFFER0ezdu3ay3pvbm4u33zzDRs3buT48eM4nU58fX2pU6cOdevWpU2bNrRu3ZqoqKhyNYbP5/Dhwyxfvpw9e/aQk5ODy+UiNDSUWrVq0bx5c6Kjo2nbtu0FewIuxel0smbNGtasWcPRo0fJy8vDz8+P0NBQGjZsSFRUFK1ataJVq1ZXfA4ZGRksX76cbdu2kZ6eTlFREcHBwdSoUYOoqCiioqLo2LFjuYO389mxYwc//PAD+/btIzc3F5PJRHBwMPXq1SMqKoro6Gg6dOhwxTtk2+12VqxYwaZNm0hKSsJqtRIYGEhoaChNmjQhKiqKNm3aEBUVdcU7DpfuqbFr1y4yMzPRWhMcHExERITnOnXq1OmK69rlcrFu3TrWrl1LYmIiubm5+Pn5ERISQoMGDWjWrBktWrSgTZs25WrQn092dranrk+dOuWp6/DwcJo2bUpUVBQdOnS45BCki9mzZw+rVq0iLi6OnJwcTCYTQUFB1KtXj6ZNm9K8eXM6duxYrgb9+RQVFbFq1Sp++eUXTpw4QUFBAQEBAZ66btq0Ka1bt6Z58+ZXvCt9UlIS33zzDTt37iQjIwOXy0VQUBC1a9cuU9dXekdfa82GDRtYvXo18fHx5Obm4uvr66nrqKgoWrRoQdu2bS/YE3opeXl5fPPNN2zevJkvvvgCwDNUTAghxBWr0gBiHrASyAXQWl/+7MarrLoEEOPGjePjjz9m0qRJnkmtQgghyq9Lly4kJydz+PDhcvf2CCGEOK8KBRDlvq2llJqjlLr2rKdjAR+gVsmPOA+tNStXrgTw7DQthBDi8pQOfTpzXogQQojKdznjBw4Bbyql6gKLgP9qrSu22PifxL59+0hOTiYiIoIOHTpUdXGEEOJ3qXT4YUX2oBBCCFFx5e6B0Fq/rbXuAfQBMoFPlFL7lFLPKaWaX7US/gHs3LkTcO8yfaVjmYUQ4s+udAnXo0ePVnFJhBDiz+2yW7Na66Na69e01p2AMcBwYL/XS/YHUrpOf5s2baq4JEII8ftVujzulWySJ4QQwnsuO4BQSpmVUoOVUp8B3wMHgdu9XrI/kNK7ZTLpTwghrlzpZpelG2UKIYSoGuWeA6GU6gfcCdyKe/fphcB4rXXBRd8oPBP+KrJ8qBBC/Nm1adMGg8HAtm3byMnJISQkpKqLJIQQf0qX0wMxFdgItNJaD9ZafybBQ/mUTvi70K6rQgghLi0sLIzrrruO4uJiPv7446oujhBC/GlVaB+I34Pg4GAdExNTpWX4+eefKS4uJi4u7oo3bBJCCAEbNmzg9tvdo2ZbtWpFWFgYRqMRo9F4xZsrCiHEn83q1aurbiO53wOlVLU4wbp167Jt2zb5AyeEEBUQERHBjBkzmD59OjabraqLI4QQv0taawkgLqZFixb63//+d1UXg9q1a1OzZs2qLoYQQvyulS7lWlBQQHx8PPn5+TidThwORxWXTAghfj9uuOEGCSAuJiYmRm/durWqiyE7pwohhBeUBhBCCCEqpEIBhOxqJoQQQgghhCg3CSCEEEIIIYQQ5SYBhBBCCCGEEKLcJIAQQgghhBBClJsEEEIIIYQQQohykwBCCCGEEEIIUW7VJoBQSg1TSn1+xuPuSqnNSqlflFLTSp4zKKXeU0ptVEqtUUo1q7oSCyGEEEII8edjquoCACil3gb6AzvOePo94HYgEfhOKdUZaAz4aq17KKW6A28CQyu5uEIIIYQQQvxpVZceiA3AQ6UPlFLBgI/WOkG7d7pbBdwI9ARWAmitNwExVVBWIYQQQggh/rQqNYBQSo1TSu0566er1noRcOaW2MFA7hmP84CQkudzznjeqZQ6pxdFKTVeKbVVKbU1LS3tapyKEEIIIYQQf0qVOoRJaz0XmFuOQ3OBoDMeBwHZgP9Zzxu01o7z5PMB8AFATEyMPvt1IYQQQgghxJWpLkOYytBa5wJFSqkopZTCPT9iPfALMBDck6yB3VVXSiGEEEIIIf58qsUk6gt4EPgMMAI/aK03K6W2AP2UUhsABdxTlQUUQgghhBDiz6baBBBa6zXAmjMebwK6n3WMC3dgIYQQQgghhKgC1XIIkxBCCCGEEKJ6kgBCCCGEEEIIUW4SQAghhBBCCCHKTQIIIYQQQgghRLlJACGEEEIIIYQoNwkghBBCCCGEEOUmAYQQQgghhBCi3CSAEEIIIYQQQpSbBBBCCCGEEEKIcpMAQgghhBBCCFFuEkAIIYQQQgghyk0CCCGEEEIIIUS5SQAhhBBCCCGEKDcJIIQQQgghhBDlJgGEEEIIIYQQotwkgBBCCCGEEEKUmwQQQgghhBBCiHKTAEIIIYQQQghRbhJACCGEEEIIIcpNAgghhBBCCCFEuUkAIYQQQgghhCg3CSCEEEIIIYQQ5VZtAgil1DCl1OdnPB6ulEpQSq0p+emjlDIopd5TSm0sea5ZVZZZCCGEEEKIPxtTVRcAQCn1NtAf2HHG052BJ7XWi884bjjgq7XuoZTqDrwJDK3UwgohhBBCCPEnVl16IDYAD531XBfgXqXUeqXUm0opE9ATWAmgtd4ExFRuMYUQQgghhPhzq9QeCKXUOOCxs56+R2u9SCl1/VnP/w9YBhwG3gMeBIKBnDOOcSqlTFprx1n5jAfGlzzMV0od8NIpVERNIL2qC/EHI9fUu+R6ep9cU++Ta+p9ck29S66n98k19b49Wuu2V/rmSg0gtNZzgbnlPPxjrXU2gFLqa+B23MFD0BnHGM4OHkry+QD4oILF9Sql1FattfSYeJFcU++S6+l9ck29T66p98k19S65nt4n19T7lFJbK/L+6jKEqQyllAJ2KaXqlzx1I7AN+AUYWHJMd2B31ZRQCCGEEEKIP6dqMYn6bFprrZS6D1iilLIBe4EPASfQTym1AVDAPVVYTCGEEEIIIf50qk0AobVeA6w54/EPwA/nOfTBSiqSt1WrIVV/EHJNvUuup/fJNfU+uabeJ9fUu+R6ep9cU++r0DVVWmtvFUQIIYQQQgjxB1ct50AIIYQQQgghqicJIIQQQgghhBDlJgGEEEIIIYQQotwkgBBCCCGEEEKUmwQQQgghhBBCiHKTAEIIIYQQQghRbhJACCGEEEIIIcpNAgghhBBCCCFEuUkAIYQQQgghhCg3CSCEEEIIIYQQ5SYBhBBCCCGEEKLcJIAQQgghhBBClJsEEEIIIYQQQohykwBCCCGEEEIIUW6mqi7A1TZgwAC9cuXKqi4GJ0+erOoiCCHE716dOnWqughCCPFHoCry5j98D0R6enpVF0EIIYQQQog/jD98ACGEEEIIIYTwHgkghBBCCCGEEOUmAURlcxbhv2s+poz9VV0SIYQQQgghLpsEEJXM78ASgjf8k7AV40G7qro4QgghhBBCXBYJICqZKecoAMaCU5jS4qq4NEIIIYQQQlweCSAqmcGW4fndkry5CksihBBCCCHE5ZMAopIpe7bnd5+kTVVYEiGEEEIIIS6fBBCVTDmLPb+bU3eB1lVYGiGEEEIIIS6PBBCVTLkcnt8NhTkYc49VYWmEEEIIIYS4PNUqgFBKdVNKrSn5vZlS6mel1Hql1L+VUoaS56cppX5VSm1QSl1TpQW+Ei53D4TLJxQAc+ruqiyNEEIIIYQQl6XaBBBKqSeBjwDfkqdmAc9qrXsBChiqlOoM9AG6AaOB/6uKslaEKgkgiup0AkqGMQkhhBBCCPE7UW0CCCABGH7G4y7A2pLfvwduAnoCP2i3Y4BJKVWrcotZQSVDmIrrdAYkgBBCCCGEEL8v1SaA0FovBorPeEpp7ZlhnAeEAMFAzhnHlD5fhlJqvFJqq1Jqa1pa2tUq8hU53QNREkBk7PMEFUIIIYQQQlR31SaAOI8zt2kOArKB3JLfz36+DK31B1rrGK11TK1a1ayDwukOFlx+NXAEN0A57JiyEqq4UEIIIYQQQpRPdQ4gtiulri/5/RZgPfAL0F8pZVBKNQQMWuv0qirglSjtgcBgprhWWwDMaXuqsERCCCGEEEKUX3UOIB4HXlRKbQQswFda6224A4mNwGLg71VYvitTEkBogxlHzTYAmCSAEEIIIYQQvxOmqi7AmbTWR4DuJb8fxL3i0tnHvAC8UJnl8qbSHghtNFNcu7QHIq4qiySEEEIIIUS5VeceiD+m0gnTBhPFJT0Q5ox94Cy+yJuEEEIIIYSoHiSAqGTKeXoIk/YJxhHcCOUswpQVX8UlE0IIIYQQ4tIkgKhsZ/RAAGcMY5J5EEIIIYQQovqTAKIyaRdKO92/lwYQpcOYJIAQQgghhBC/AxJAVKaS3gdtMIFSADhkKVchhBBCCPE7IgFEZXKV7X0AKK5VspRrxgFwFlVFqYQQQgghhCg3CSAqUenwJa2Mnue0JRBHSGOUqxhT5qGqKpoQQgghhBDlIgFEZTprAnUp2ZFaCCGEEEL8XkgAUYnO1wMBUFyrHSAbygkhhBBCiOpPAojK5OmBODuAkJWYhBBCCCHE74MEEJXJM4naXOZpR81WaBSmzIMykVoIIYQQQlRrEkBUIuVZxrVsD4S2BOIMbeKeSJ1xoCqKJoQQQgghRLlIAFGZdMkQprPmQMCZE6l3V2aJhBBCCCGEuCwSQFQiVTKESZ+1ChNAcURHACzJWyq1TEIIIYQQQlwOCSAqk2cOxLk9EIUNegLgc/zn05OthRBCCCGEqGYkgKhM+vz7QAA4QxrhCGmMoSgX86mdlVwwIYQQQgghykcCiErkGcKkzg0gAAob9ALA59iaq5K/5fgv+B78+ur1cDjs+CR8jzEr4eqkDxhzjuEbvwJVbL06GWiN5dg6zClbr076gLJn4Rv/HYaC1KuWhyltDz6Hfzzd6+VtLic+iT+4Vw67Sgx5SfjGf4cq2iTwzwAAIABJREFUyr86GWiN5cRGLEkbr076gCq2uus6L/mq5WHK2I9P4g/gLL46GTiL8Tn8I6b0fVcnfUDZMt11XZhz1fIQQgjhPedvyYqro3SJ1vP0QAAUNulHwJ7/4HfoW/KveQyU9+I73wNLCY19GgDb8Z/JueF1UMpr6QOE/u9RfI/Gog1mMgfPo7hujFfTNxSkUmPxcAxFeRTVakfmbZ+D0eLVPAK3ziFw2xwAcq97Fmu7u7yaPo5CaiwdjSnnCE7fcDJuX4wrKNKrWVhObCDs23tRaGzNh1yVug7a8E8C9nyKNpjIuuUDihpc59X0DXnJ1PxyCIaifIprtCDjtkVg9vNqHv57PiX4l+kA5HWbQkGn+72aPloT+v2D+CRvxuUTQsawRThDm3g1C3PyFsK/+RtKu7A36Uf2zbO9XtfBv0zHf+9CtDKQ3X8OhY1v9Gr6OOzUWDoKU+4xHKFNyBj2Bdon2Lt5CCGE8CrpgahEymEDQF+gIVQU2RVnYCTG/GSv3gFXxVaCNr/peex3aDm+Cd97LX1wN1p9j8a683MVE7L6Sa/3EgRueQtDUZ47v7TdBP72vlfTN+QlE7DjA8/joI2vYcw97tU8/Pd8iinnCABGeyYhsU+BdnkvA5eToI2votBAaV2v8F76gCnjAP5xnwPupYlD1j6DKi7wah5BW97GUNLzYM44QNCmmV5NX9mzCdzyjudx4Ja3vH6H3SdxJT7JmwEwFOYQsvZ50Np7GWgXwRtfRZV8fnwP/w+/fV94L33cde23dxEASrsIWfMMypbp1TwCdn6MKfeYO7/swwT++pZX0xdCCOF9EkBUIuWwA6BNF7iTqgzYmg8BwL/kj7Y3+MX9F6M1jaJa7cjp9QIAQT+/7L2GgHZ5Gnh5MZMortEKU15SmQZaRZnS9+G3fwnaYCLn+lcACNj+Psbsw17LI3DrbJSzCFuzW7FFD0W5ignaMMNr6avCHAK3u4Oe7Btex+kbjk/yr15t9Pkd/BpzxgGcgZHkXvcsAEE/T0fZs72TgdYEbZiB0i6srUdTXKsNxvwUArb+n3fSxz0kx/fg12iDmaz+c9AGEwFxn3k1qA7c/j6GolwK6/WgoO1dnkDIa0O+HIUEbyz5TlwzGadvOJaUX91DCL3EN+F7zGl7cPrX8nwngja9jiH/pNfyCNo0E4WmoM1fKIzshsGeRfDG17yWviE/hYDt7qA9t+dzaGXEf+9/MaXv9VoeQgghvE8CiErk6YEw+V7wGGvrUWiDCd+EFRhzjlY8z8IcAnZ8BEB+10nYWo+iMPIajPZMgr3UOPY9+DXm9L04AyIo6DCOnOuno5UB/93zMaXuqngGWhP888soNNY2Y7C1HIG15e0oVzHB61/0yl1dU+Yh/A4uQysj+V0fIa/b47jM/vge+QmfI6srfg5A4G/vYSjMobBed+zNh5Db63kAgja+7pUx8qq4gMBf/wVA3jWPYG37V4rquus6yEuNPp/EVfgkbcTlE0LeNY+S0+sFNIqA3fO9Mx9Ca4I2veGu69ajKWzSj4JO4wEIiZ0KxbYKZ2HMOYb/7v8AkNf9CfKveRRnYF3MaXGe5ysqcPsHGPOTKA6PpqDjOPJ6PAW4G/heGefvKPTUdX7Mw9ha3I698Q0YivIJXv+CV74TlmNr8Tm+HpclkPyYieT2eRlt9MHv4DIsJzZUOH2A4A0zMDhs2JoOwNr2r1jb3YXSLoLXTbt683eEEEJUmAQQlah0mIc2+V/wGFdQJLbmQ1DaRdCmNyqWoctBSOw/MNozKarThaIGvUEZyO0z3d0QOLQcy9G1FcrClHmI4F/cdz/zuk0Gsx+OWm2xth/rHvKw9tkKT+4M+O1dLCe34fSrQX7MpJK8puDyCcUnaSO+8d9WKH1VmEPIj5NR2oWt1UicIY1wBUSQ3/URAILXv1jhibyWo2vx3zUPjSKv2+OgFIVNB2BvcjOG4gJC1lVweIvLQfCaZzFaUymu1QZ78yGgFDl9XkQbLfgfWFLhycLGnKPugA3Iu+ZRtG8YjtrtsbUejXI5CF73QoUbff47Pz7daO0yAYD8zg9RHB6NKfcoQVsr1qulivLdde0qxhZ9G45abdCWQHJ7TQPcQ5mMuScqlIclaRMBJT1NuT2fB4MJe/RQiup2xWjLKDOc8IpoF8HrX8CUexxHWBS2lsNBKXJ7vYDLEoTv0Vh847+rUBaGvGRC1jwDQH6Xv6P9wnGGNCK/y98BCF73fIWDOb+9C/FNXIXL7O8JsPJjJuEMiMCSugv/vQsrlL4QQoirRwKISmS0ZgDg8q/Bb7/9xkMPPUS3bt3o1asXzz77LMePu8fb58dMct/9PvwDfvu/uqK8TBn7Cf9mLL5HfsJlCXIPcSiZXOkMaUReSeM4ZN3zVza8xVmM374vCV82BkNRHvYm/dyN1hJ5MQ/jCKqPOeMAgVfY6DPknyRk9ZMEbXkHjXIHPiWTK7VfOHk9ngBwN6Yy9l9+BlpjOb6eGkvuwJx5EEdIY/K6P+F52dr2LoprtcVYcJLQ/z12RYGQKsonYOscwlb9HaVdFHR+EEft9iUvKnJ7PY/LJwSf4+uvvK4zDxL23Tj8ElbgMvmT0/c1zwR8Z2hT8js/BEDwmmcxWNMuPwOXA98DS6mx5A6M9kwK6/fE1nq05+W8bo/h9KuB5eQ291C2KwiEDNY0gtc+R/Cm1wHI7f0y2i/c/aLRQs71r7h7tXbNw5yy7fLPQWssSZsIXzoKS9puHEH1yL32ac/LhY36You6BYPDRkjsP8BReNlZqGIrAds/IOy7+1CuYgraj6U4smvJi4rcXtPQBhP+exddcV0bsxMJWzEe/wNL0EYL2TfM9CzK4AqI8DTEg3+ZfmVDmVxOfOO/o8bSO9zDHuteg7Xt6YUECjrcWxLMHSd4wz+vrK5tGQT9/DIh69xBW951z3gWEtCWQHKvcwcuQRtmXNXV0IQQQlw5pb05qa8aiomJ0Vu3Vv0foZMnTxK89jn8933BiU5P0v6eN8nKyipzjNls5s4772TixIlE528iZO2zaGUkr/uTWNv99YKrNwHgLMKUeQhL0kZ8j6zGctLdyHL61yK7/xzPTtceLgfhS0e7G1NhUWTfMBNHrTYXPQeDLQNzyjYsyZvxjV+B0e6eQ2Fv0s/dkDlrcviZqwFZW99JXvcpaEvghTNwOTFlHcJ8cju+R37CkrQR5XKgjT7k9HkZe/TQssdrl3vlp8RVuHxCyLn+FQob33TRVWhUUT7mtN3uSd9HfsJUsuRscXg0WQM/xBVYp8zxxpyj1Fh6BwZ7NoX1epDbZzrO4PoXPgetMeSnYEn5FZ8TG/A5/D8MJZPJ8zuMI7/7lHNW1/I9uIzQ1U+hlYH8ayZT0H4sGM0XzsNZjDk9DnPKVvd1Ovmb+/L5hpLV///OXf3KWUSNpaMwp+/FEdyInBtfP/fzcBaDNR1z6i73dUpchdHqXnK2sEFvsvv965x6tCRtIuy7cSiXA2uL4eRd+zTaJ+Qi18mFMfswluTN+Bz/GZ9ja911bTCR2+sFbK1GnvOWwE0zCdzxES5zALl9XsYeNfDiKw4V27Ck7sCSvAWfxFWYs+IBcIQ2IeuWD3CGNDzrnNOo8cUQT49dTt9Xzzmm7DlojHlJmFN34XNsLT5HVmMoygWgoM1fyLvumXM2jfSL+y8h693DvvJjJrqHZ11sJTFnMabMA1iSNuN7dA2WlF8BcFmCyO4/m6J6Pc4pU9i3Y/FJ2oQzMJLsG14/HcRcgLJnYTm5HUvyr+6hkwWnACis153sm985px5NqbuosWyMuxen2SByez6L9g27yHUqqetTO/A5shqf4+tRzkK0wURej6ewtvvbOW8JWv8SAXGfoU2+5Pachq3FbZ7vTZ06dc45Xgghfs8CAwPJz79KS5ZfWIWW7JMAopKcPHnS3WA/tZ3MQZ+w5hj8+OOPjBo1ivz8fD755BOWLFmC1prZs2czYsQIArbOIWjrbAAcQfUobNgHZ1B9MJpRjkIMtnSM+SkYc45iyopHnbG/g8vkh63lCPK7TDh9JxeIj4/n66+/RilFpxYNuTH1I2oXuiciF9XpTHFER1y+YWhlwFCYg8GWiSnnGMbsRIy29DLnVBzWjIIuE8o05LTWfP/99+zatYv+/fvTI/AEIbFPo1wOXOYAChv2xhnaFJclEOWwYyjKw5iXhDH3OMbsIxgcp1du0sqIvenN5Hd9GGdo0zJ5z58/n7S0NFo2j+L6gq+JytmAUgpHWBSFkd1LAgHlzsOahqHgJObMeIz5SWXScfrXwtrubyWN9tMNud9++43Vq1cTEBBA71a1uf7oLIy2dLTBTFG97hTXbIW2BAMagz0Lgy0DY84xTFnxnpWiShXV7Up+zCSK6nU753MRFxfH7l276OW7n04n/4tBKZz+tSiq3xNHSEO00QflsGGwZ2PMT8aUfRhj7rGz6tofW4vbyI+ZVKaujx49yrJly9Ba0z66EX1PfUjdQnfAVFS7A8V1OuMqOV4VWzEUnMKYd8Jd3wVl7147ghtR0PnBMg25s8X/8BFdE97GRxXhMvtT1KAXjrBmuMz+KJcTgz0TgzUdU/ZhTNkJnkUFSuu6sFFf8rpNxhkW5Xk+JyeHL774guzsbFo0j6K39Xta5Kx113VIY4rqdccZWBdtMGMozkfZszHlnnB/XvOTPSsUATh9w7G2+ysF7e8tE+yeOHGC+vXdQaEp8yDBy+/BYk9HKwNF9XpQXKsNLp8QlMuJKs53f+dyT2DKOYLBXvYmQFHtDuR3nURRyZ4uAA6HgyVLlnD48GHq169Pr4DDdElegNGgcPrVoKhBTxwhjdx17SzCYMvEaE3FmJWAKedImbrWJl9szYeQ3/VhXP61PM8nJSWxZMkS+vXrR6vGEYR9/yCWUzsAKK7VlqI6nXH51UQbjBgK8zDYszDmHsWUfeTcug6qX1LXw8sEQGvWrOHXX38lPDycbvUUPY++gx92tMmXwga9cIQ3x2UJQjkKUUV5GPOTMeYlub8TZ63IZm/Ul/yuD+Oo2drzXEFBAYsWLSIjI4NOHdoz3LwG/wNLSj5/DSiqdy3O4PoEdRgMkZ3O+xkUQojfIwkgqqHqEkCcOnqQ2vOvBZeD1LEbz3vH7uDBg3z22Wc899xzmEzu3ob7Rw8m69heokOKaRRioIa/IsAMARZF61oG2tZ2/4HPL4Kj1MVSty2qaW+MUdfjE1wTg+F0Yy8pKYm+ffuSl1e2gdskIoSO4XYevsbI9Y3d+e5Lc7In1YWfGfxMCj8z+Pj4Yq7TClP9TtSOGYyjVrtz7gDPnDmTWbNmAfDpp59y4403Ykrfy8q3HuaHLQepH6yoE6gIMCv8zAp/M9QOUFzbwJ2vI6g+B1UzjA1iUNH98Auvh9l87t34sWPHsmrVKs/j2mGBdKrlpEmQg54NTfylvbnkumjWHHF4zsHXx4I5vDGm+p0wNLkO/xbXY/YNKJP2Dz/8wNixYyn9bowZM4Z/vfgkQZte59jmb/hwWyGRQYogiztNf7PCzwR+ZkWP+kbMAWEURXTgZHAHiupfh0/dVvj4+Jz3c7Fw4UIee+wxAAL9/ehc10izoELqBysigww8EHM6qNlw3IHT5c7PHF4fU72OGBt0xRh9I34htTAaTzf2EhMTufXWW8nOPj08LSwsjKMf30tA3GcYiq28vakQH5O7DvxK/19SJ01rBxLSuD3FEZ3JqdebwrCW+Pn7o86o75ycHEJC3Hens7KyaN26NRazmXaRfrQKsVE/qKSuLYpB0SbqBLo/i4ezXKRbNZagcEyR7TE2vAZDs7741myExXL6fAsKChg6dChxcXFlrlmNkAB+ujeMDsHuu/3fHyrmVIEucw5+JvA1Gwmr35yI1tdRVL8H9nrXoQ2mMt+JdevWcd9997Fjxw78/d1zk0YMH0r60QO0D7NRPwhPXfuboX2EkQ513Nc5r1CTYA3EVKclpnodUc374VO3Fb6+pxdJ0FozadIkFi9eXOYcAvx86VjXxD+6Obk12v1ZPZDu5LcU11nnoLCE1sVcvyORHftR2Kgv2ieoTFonTpxg4MCBpKWl8cknnzBgwABwFLL8zUl8u/J/NAxyUi/IQJifO01/s6JWgPJ817XRQpxuhjGyA4amvTA17IZ/QMA5dX3LLbdw+PDpVc/MZhNt6wbQKqSAng1MPNTVXXfWYs2qeIfnHPzMCktwLSx1WmJs0JWA9kMwhZftxbPb7YwYMYJt29w9pyNGjGD2O+/ge3AZqd+/zhv/S6J+sIFa/orrW9ak1RvHvL7fhRDiz63x0xWbO3YhR1699ZLH/B4DCNlIrpL4Jq5CuYoprNfjgt390dHRvPjii57HWmt+3hlPdraVX85z/GMje/L8mLE4AyNZvTeNO/5yN3AAcDdWLBYLrVq14uabb2bs2LFERkYyYcIE1q1bR4cOHdi6dSu7d+/m8KkcDp+CQWMm0qVTOKo4n68Wb+b5r87O1Qr8QmDgTg4desbz7PTp02nTpg02m41Zs2ZhMBi45557iIlxD6Vx1GzN4ozmLNsVx/l0btmYHxa+hyOkIQ5zMG3q1weWA89jMBiIioqiZ8+ejB49mnbt2qGU4oEHHiA6Oppdu3axc+dOUrOyWVVyMzgrpA1DO/RFodmXlMvgGR+fdQ47Sn4+YenSpXTv3h1wB1iHDx9mwoQJaK0ZMmQIoaGh9O3bF1dgBDk3vcnPOTG8OWfyec8DIO7XtYTXbw5Kce+YMcTGujcqq1+/PjExMdxxxx3UqFGD9u3d8yBatmzJwIED2bFjB8nJyaxLgHUlaYUF+fLXe8eiTX64fEO5c+ybHEsp7QU6UPLjXu53zJgxvPmme3JuVlYWf/vb38jOziYmJoaYmBh+++03atasSUH3KVg7P4jryC88+uLYC57HrDdf4s4hfwFgwSefMHXqIMLDw+nQoQPDhg3DYDDwzDPP8O9//5u+ffty8uRJoqKiSEhIYNvRYs6epfC/GaPx79gWl18NXvn3d8xd9C1QABwHvgOmoZSiS5cufPPNN56Gd1xcHPXq1WP48OHs2bOHHTt2kJWTQ+BD28jM3Y8pfS8zl71P7M7zr1g2cGAd5t4/FYATx49z/fXX06ZNGwYOHEjHjh0ZP348eXl5bNiwgZtuugmtNXv3HyIrK4cD51kYa8od19F49GicQQ34387jjB43CUgBYgH3qkiRkZF07tyZqVOnEhkZic1mw8/Pj3vvvZdjx46xfft2Tpw4wS+JcOy+f5DTrTbGvCS+Xr6Fp5acb1GDeCyWYxw9OtvzzJNPPklISAiDBg1i8uTJpKWl0b59e1q0aOE+wOTD/0748M1++3nSg7ZN67J2wls4QxrjDIqkY8PGOJ2bAPfk77CwMNq1a8ewYcMYPHgwISEhfPvtt7z//vukpqaybds24uPj2X4sh+2ANbwdd3W5BVWcT0KqleH//OisHAuAI8BKFi5sQ58+7gDiwIEDZGdnM3/+fLZt20ZERAR33HEH3bp1A6WwtxjG5iP+fPjaWE9KddclkfRyFso/HCGEEFVDAohK4ley/vtXpxrxVEwMgwYN4oUXXrjoe5RS/Pzzz+zevZvjx4+TlJRETk4ONpsNq9VKs+sHYG/mjmyNiRto2rQpNpsNu93u+f/OnTvZtWsXo0aNIjw8nEcffZSHH37Ycxe2uLiY+Ph4Dh48SMeuXSmIdE9mrJe5gluzQrHb7ef8+PmdHv6htWbBggVlejVeeuklxo0bV+Zc7r//fvr06UNycjLp6emeMtpsNpo0aUJxRAcACq1WGjRo4MkrPz+fQ4cOcejQIT755BN2795NzZo16dGjBz169PCU4dixY+zdu5eUlBQaN25Mfo8bAHAeOcJNNx0rc03OzDsg4HTvw4wZMzx3iocPH86cOXPK3IUFiG4fwzPPPMOpU6c8aZT+2O12fGvU99wZ9fPzIyQkhIKCAk6cOMGJEydYtmwZAFOmTOHxxx+nY8eOzJ07F4DU1FT27NlDUlISKSkpOBwO8q79hyfvjl03EpGScs552O12Wrc+PRRk48aNJCQk0Lp1axYuXFjmHME9UTW/7rU8+OCD5Ofnl7kepenWjjg9ztzlcuHj40NmZiaxsbHExsZ6XtuzZw99+/alVatW/Pzzz+Tm5rJnzx6OHz/uqWubzUbIjY9hbdAAgIio47Rvf+yccygoKPDcvVdKcf3117Np0yYWLVpEVFSUp65TUlIICAqhKKgbRfW60WuonVot9p9zDjabjUaNGnnKWlhYiNVqZcuWLWzZssXz/IABA7jhhhs8+W7fvp19+/aRmJhISkoKp06dwmq1YrPZaNHvFmwtBwFgPuqkZcuWZfK0Wq0kJyeTlpbGjBkz8PHx4cMPP+TQoUOnG/dAeno6u3fvdr+/bl0AIvN+ZGhGaJnvcOnvZ/bCaa359ttvycrKYs4c967pUVFRLFq0iNDQUM9xkydPpn///qSkpJCSkkJ+fr4nzXr16lHUsLf7O+J00qhRozJ5ZmVlsW7dOtatW4fVauXee+8lPDycf/zj9OcxPz/f829TnTp1yO/qTs+RnMyAASfKXJczfwIDT8+feeedd1iyxD1MKSAggM8//7zMZxmgRatWzJgxg+TkZGbPnk1KvibnxAFCo8+a/yGEEBVQnp6Cq23evHnMnj2bLVu2cPDgQRYuXHjJtmJVueIhTEqpAMCuta7Wi3VXiyFMuSkwqyXa5Mss88NMefrZMneMr1q2ubls3bqVXbt28eijj16VPJxOJ//5z39YtGgR+/fvZ8KECUyZMuWchveVstvt7N27lyVLlvD111/z0ksvMWzYMK+kfSatNffddx8//fQTN910E3PmzCkzFKUiHA4HCQkJrFixgq+++or09HReeeUVRowY4ZX0wV3+0ms+efJkdu/ezfz584ksCQi9kX5SUhKxsbEsXLiQuLg47r33Xp577jmv1XVhYSFZWVllJsmmp6dTs2ZNr6QPkJGR4QlK1q1bR+/evXnvvfc8w5cqyul0kpiYyKFDhxg4cKBX0jyb1pqNGzfy5ZdfsmLFCiIjI5k3b16ZYKmi6aekpLB27Vq+/PJLPvroI8LDr87d/jfeeIPPP/8ch8PBnDlz6N2790WP79u5GftTCti5/D3aD37gqpRJCCEqW+kQpnnz5rFmzRpuuOEGrrnmGhYuXMjIkSP57LPPOHXqFPfdd5/n5qkXVM4cCKWUARgN/AXoChQCPkAasAL4QGt9qCKFuRqqQwCx8v3nmfnaP+nWpgm/5Eaybt06xo8fX2a4khBCiIu7q38MP+5K4uuZExgyxXu7nwshRFU6M4CoWbMmCxYsYOrUqSxbtoy//vWvvPvuu/j6+pKdnc27777rrWwrbQ5ELPAj8A9gj9bu5U2UUuFAX+BVpdRSrfWnFSnQH9Ha2J9YfdjJ6sPxgHspyTO78YUQQlxaTPtWOHNP4m89XtVFEUKIq2bSpEm88847NGzYkLfffpsnnngCrTXTpk2r6qJ5XE4AcZPW+pydtLTWmbhn7S5WSl1k8fo/r/gj7p1tzSYjxQ73iK/zrSwkhBDiwqY8/hg1on6FmlewIaIQQlRTZ6/A1KtXL2bNmkXDhg3p27cvr732GhEREVVUuvMrVwChlOoH3KGUmqO13qmUGq+1/uDs484XYHhbyVCqd4EOuIdR3ae1jr/a+VbE8VT3Upotoxqx+0AiQJklN4UQQlxacc024BMMqXvh1F6IaH3pNwkhxO/E2LFjPb8vXbrU8/vw4cOroDQXV94eiAnAPcCzSqkawMW3sb26bgN8tdY9lFLdgTeBoRc6OOloPJP/NhBQZQd7KWjbrD7tmrtXhkk6lcX63/a7X1JnHFTy39tu6IK/nw8KWLN1H8mpZTeQKlU/Ipy+XVuhFFhtRSz+aSuHTrojy6bNoiWAEEKIK2XyoaDFbcR9/wlTe19D4+jW+AeGYDAoQKEMipCgAG7pefpP1BerNnGhuX6dWzWheSP3pP3EE6ls2ZNwwaxH3NwNY8nqdf/buJvMnPOv2d64Xi26tWsGQHZeAat+2XXBNG/s1paaYe59PbbFJRJ//NR5jwsJ9OeWnh3KnJPrIucUfcY5/XqRcxp51jllXOCcmpx1Tisvck43nXFOW+Wc5JzknKrtOV0z5rkL5lse5Q0g0rTW2cAUpdSruCdRV5WewEoArfUmpVTMxQ7OyMzhX//5/ryvTetj4R6ne6WdlAPFvLnQdsF0Hq2xlsgg9wfj2WVWvj3oOO9xg6JNTPJ1r+iSnOfitU/cHyAfI2y3nV5NplOn8u+kWuhwse+UlVN5RViLnPiYDARYjEQEW6gXbCHIt+Kr8WbbHBxMs5JtdVDs0gRYDIT4mogIshARZMFoqNhKO1prjmTZOZFdSJ7dicmg8DUbqB1kISLQTKifqcKr+diKnRxKs5GaX0ShQ+NnNhDkY6RWoIV6IRbMxvPvoHw5TuUVkZhhI8fuQGsIsBgJ9zdTK9BM7UBzhc/B4dIkpttIyi3EWuTCYlQEWIzUCjRTL8QHf0vFA88cu4NDaVayrA6KnO66DvIxUSfYQh0v1fXx7EKOZtnJL3QP2Qv2NRHub6J2oIVw/4rXdaHDxcFUK2kFxdiKXfiaDAT6GIkIslA32IKPqeJ1nZZfRHy6jTy7E4dLE+hjJNjXRGSIhVoBFa9rp0uTmGHjRE4h9mIXBqUI9jVSM8BMRJCFYC98r/MLnRxItZJpLabYqfGzGAj2MfH/7J13eFzVmf8/Z7q6LUty77iBwRTTQg+hhmyAEDoJJOBNI21TSDa7ZPNb0nazaQtJTEJIWEpIsiEhhSUJCdWmF9tgwL1IsmWrj6Sp5/fHnXI1mjsazZw7ssz7eR49kmbu3HPuOfdK7/ct50yvD9BSF8BnYK5390TZ2jlIOJpAa2uuG0JeZjYEjTzX0XiSNzoGaetv5mdZAAAgAElEQVSNsHn/IH969kS6f3s7b3RE4I1nRxx/eIuHL7f8JfP7yf/TSzw54jAAvn9eiOMj1gZ4r74Y5du/y79vBsA35j6B32tdyycfCLN2V/4FCK890s/Hg9ZS16/sSfDtu8KO53yv/1GOT22iedefB7n12fxB/MNbPNzc8ufM7yeNck3Hpa5pwxiu6ROjXNONY7im41LX9HO5JrkmuaYD+JoqIyAy2/NprW9SSt1YVqvlUQ/02H5PKKV8WuuMRa+UWgWsAphcG+QdKxeCTYilf6xdNosnm6wIRFekk0tOez17WI5we6nlaDaFAmhgyZEbCU7ryj0ENMydNplHJi0BNP3BKBed8iIAsekreLLDuglXrVpV1DJcvUNxbl/byu837Gcw5nAnAJOqfCxtqebQaTUcM6uOFTNrizYM1reF+dGa3Ty3o2/k9aQIeBWzJgVZ2lLDkTNrOWZ2HTMb8u+snEs8ofnVy3u598U97OlzznCrD3lZ3FzN4uZqjpldxzGz6wgVaQS29Ub40VOtPPJmF9FE/qvwKJheH2BJSzVHTK/lqFl1LG6uKsq40Vrz2OYe7nimjdf3DjgeV+33MK8xNOwaGquLq3UJRxP87Jl2HljfQe+Q88rIjdXWXB82rYYjZ45trjfuHeBHT+3m6e29JB0m2+9VzGwIsmxqNStmWHM9e1Jxy9nGk5oH1nVw7wt72N0TdTyuPuRlwZQqlrZY43T0zDpqgsUJo739UW5f08rDGzuJOMy1AqbWBVg21RqnY2bXsbSlumhD9qmtPfzk6TY2tDv/UQ/5PMyZHOSwaTUcMaOWY+fU01RT3FwPRBPc/fwe/veVDroG8zsiAJpr/CxsqmJJSzXHzanniBk1RYvgNzsGuH1NK09s7XGca6+CWZOCHDqthsOm1XDcnHrmTC5urpNa8+CG/dzzfDvbuyKOx9UFvcxrDLF8emqcZtdTW+Rc7wvH+MnaVv5vYycDw/7+NXDCl37Lua/dQ+/uNxkKh9Fo0BoNNNVXsbY564l7z2nOEQjvknmsbbb24Ugu3sulpzt7F59pyXoXjztuHXMOcYhAzG1mbbPlXdzrD3Pp6c7exbY5y1nbZHkXZxyxlUtr2q1ryaGpoZo1Odfk5F30LJnHmtQ1JRbv5b0FrunpYde0ntmH9OU9bu7cZtakrqnDH+a9Ba6pdc5y1qSuafoRW3lvTXve4+Sa5Jrkmsb3mspdDLbkfSDGC6XUfwFrtdb3p37fpbWe5XT8gbCMK8Ddj73GjV/5Dl1/Xc0HPvABbrnlloLHb+sc4hO/eSNjdC9sqmJ+Y4jqgJdoPElfJEFbb4TWnihDOTKzIeTl/EOncNUx0xyNGq01dz23hx88uRuNJRKWtFTTUhvA71WEowl6huK09UTpCI80/JdPq+E9K5o5Z2kjHgfDrGsgxuce3My6NssQm1LtY1FzNQ1VPhJJTX8kQUd/lPa+KOHo8GsI+hRnLprMVcdMY2FTVb7TA5ax989/3MJgLIkCDmmqYtakICG/h8FYkt6hOHv6orT1RkcYUrMmBXn38ibeu6KFkD+/YRZLJPnmIzt4cMN+AKoDHpa11GS86OFogs6BGO290RHGoAJOmFfP5UdN5fi59Y7XsL1ziE8+8CZtvZbRPbMhwIIpVdQEvEQTSfojCfb0RWntjRLLMZonVfk4Z0kj1xzrPNcA97+0l+88upOkBp9HsbSlmql11lwPRBN0D8Vp643S0T9yrpe2VHPJimbOWzbFMTrROxTni3/YwnM7rT+Yk6t8LGmppj7kTb1vjdPunsiIuQ54FWcsmsxVR09lcYvzfgzP7ujli3/YQl8qqrFwSohZk0JU+T0MxZP0DVnPxJ6+KLnaYlpdgHcf3sSlK1ocxUoiqfn2ozv51ctWgW6138PSqdVMqfbj8Sj6Iwm6B+Ps7onQnTPXHgVHz6rjyqOncuK8ekexsrN7iM/8djPbu4Yy/VrYZM11Umt6huLsD8fyPtc1AQ/nHzqFK4+eyvR6ZwH/2/X7+I9HdhBParweWNJczfT6IH6vYjCWpGcoTmtPhI7+2AhT9ZCmKi5Z0cwFhzbh8+a/hoFogi/+YQtrt/cC1j24JPVcA/RFrGvY1WNF0ewEvIqTFzTwvpXTWDq1ZsS507y0u4+bfr8lM87zG0PMbQwxvT7A8Ytm8A8rZqTSlgRBEIQSqcw+EJkPWClD/wzMxYpgKEBrrY8opyNjaP89wLu01temaiBu1lqf53T8gSIgNmzeybnfexLVtoHPnzaNE0880XGTr/3hGNfe8xod4RiHTq3mC++Yy6Lm/IaV1pr2viiv7RlgfVuYJ7Z2syPlEawOePjCmXM5a8nITaDueWEP33tsFwq4euVUrlk5zTFlIhxNsK1ziPVt/by0u5+nt/dmPILLp9XwtQsW0FwbGPaZwViCD//yDTbuHaC51s9nz5jDKQsa8hpWWms6+mO83jHAq+1h1mzrZWPK0+9VcN3x0/ng8dNHfPb5nX18/DdvkEjCaQsn8YlTZzHDITISjSfZ1RNhQ3uYl3f3s2ZbD/sHLONkap2fr75zIYdNy9mxWWtu+fN2fv/qfoI+xUdPnsWFy5sIOERGugfjbNk/yPq2MM/t7OXF3f0Zg//MRZP50tlzqfIPN1739EW57t7X6ByIs7i5is+9fQ7Lp+df4jepNW29UV5tD7OhPcxT23oycx3yefj8mXM4b9mUEZ/731c6+OYjOwC4/KgWrj1uOpOq8s/1QDTB9q4h1rVZ47R2e0/G4F/SUs3XL1gwwniNxJPc+L9v8EprmMZqH585Yw6nLZyUV2yk53rz/kFeae3n2R19bGgPo7GM8KuOmcqHT5o5QpSua+3nY79+g0hC87Z59XzytNmO3vJ4QrOje4hX28Osawvz5NYe9qVE8JRqH//v/AUcPatuxOf+8287+NXLHQS8in9820zec0Szo7DsHbLm+pXWMC/t7uPZnX2ZuT5lQQNfPmf+CKGyPxzjg/dtpL0vyoIpIT739jmsmFGb95lIak1rT5RN+wZ4udV65rbst0RHyOfhk6fN4sLDm0d87o+v7ucrD28D4KLDm7j+hBlMcRCWkXiSrfsHWd8e5pXWfp7cmp3rhU1VfO2dC0aMcTyp+eRv3uS5nX1MqvLxqdNmc+biyXmjYFprOgfibNpnzfXzu/p4eXd/RrRcemQLHz9l1gih8vreAT78y9cZiCVZObuOfzp9NvOnZJ0I9o0GBUEQhJKpuIB4HfgssA7IuJe01tvL6cgY2k+vwnQE1sVfp7Xe6HT8gSIg2traOOdHL7P1N9+m/5WH+eY3v8k111yT99jP/W4Tj23pYcWMWr570SJHIyYfWmte7xjk9jWtPLnVyvT6yrnzOXtpVkSsbwuz6v6NJDXcfM68vEZnIQZjCR5+vYsfr2mlIxxjZkOAOy5flvFAAvzgyd387Nl2ZjYE+NGlS4tO70izuyfC/zzXzgPr9qGBK4+eysdPzQaaugfjXHHXBroG4lx6ZAufOm3WmHKtE0nN09t7+eFTu3mjY5CgT/Gj9y4Z5hX9v42d3PzQVoI+xa3vWexo2DvRPRjngXUd/OzZdgZjSY6aWcv3L16cMZgSSc1HfvUGL7f2c/SsWv7r3SXM9d4BfvJ0G49vseb6S2fN5YLDsrU2r+8d4IP3bSSe1Nx05py8RmchhuJJHnmji9VrWmnvi9JS6+eOK5YNm8/bntjNz59rp6XWz+pLlzKtPlDgjCNp7Ylw34t7+fXLe0loy/D9/JnZXZV7h+K87+7XaO+L8g/Lm7jpzDmOUa98JLXm2R19/Oip3by6Z4CAV/G9ixdz5MzsfP7ljU6+9Met+L2K71y4iGNmjxQYhegdivPghn3c+Uw7fZEEy6fVcOsli4fVYnz+wc08urmbw6bV8P2LF425nuWNvQP87Nl2/vqmtYDDZ86YzSUrWjLvb+0c5Np7XiMS13zy1FlcfvTYlvyLxpP8fVM3q9e0sqsnQmO1jx9ftnSYKF+9ppU7nm6jsdrHD9+7pOiUpzR7+6L84qW9/OLFvcSTmvOWNfKvZ8/LPLvxhOaq/3mV7V1DnL2kkZvPmTdCiIqAEARBMEJZAqKUSsMOrfXvtNZbtdbb01/ldGIsaK2TWusPaa3fprU+sZB4OJBQStFc4ye1/57jKkwv7OrjsS09VAc8fOW8+WMyKNPtLG2p5j//YSEffpsV4fj6X7ezp89Kj9Fa893HrFSWK45uGbN4AKjye3n38ibuuvpQlrRUs7snytf/mr0FWnsi3PuCtVLAv507f8ziAWBmQ5DPnzmX/3z3Ifi9inte2MOabdnSlzuebqNrIM7Rs2r5xKljEw8AXo/ibfMb+MnlSzlnaSORuOZLf9xKNJU2MhRPctuT1v4dnz7dOSpQiElVPq49bjp3XrGM5ho/L+7u56fPtGXe/9Nr+3m5tZ+mGj+3nL+gtLmeWsM337WQT6TE1X88soNd3VZUQmvN9x7bRTypuejwpjGLB7C83ecfOoWfX7WMw6fXsLc/xr8/vC2TU24Z/9Zcf/WdC8YsHgBmNAT59Omz+e7Fiwh6Fb9Zt49H3syucnbH022090U5dGo1nztjbOIBwKMUx8+tZ/VlS3n38iaiCc3ND21hIGqlQkXiSb7/uDXXnzh11pjFA1iFw1cdM407r1zGtLoA69vDrF7Tmnn/hV19PLq5myq/h69fsKCkYvjFLdXc8s4F3HTmHAC+8+guNu3LLvzwnb/vIhK3jPKxigeAgM/D2Usb+dlVyzhmVh2dA3H+n22u23uj/M9zVv7tLeePjE4UQ0tdgBtPmcWtlyymyu/hT6918qfXOjPvP7C+g+1dQ8yaFORLZ80tu6BfEARBcIdSBMTNSqkfK6WuUEpdnP4y3rODkGT764TXWauDOAmIO562DMwrj57K1LqxG2NplFK8/7jpnLZwEgOxJD9eaxkzj23uYV1bmElVPq4/Pn8KVbFMqvLxjQsWEvJ5+Numbl7abeW/3/rEbqIJzdlLGksyvO2cNL+BVSda/fzvJ3aT1Jpd3RH+95UOFPCp02aXZWT4vR6+dNZc5jeG2NUT4Rcv7QXg/hf3sqcvxqKmKi44dOwiy87cxhBfPnc+AHc/v4f94RhD8WTGwPzYKTOZXGSxdT6UUlxx9FTOXdpIJKH5wZO7AVizrZfnd/VRH/Ty4ZNmlnUN9SEfX79gIbUBL2u397Jmm5X//sOnWo3N9crZ9dyYEkK3PbGbeELT2hPh169YNQmfP3OuY15+Mfg8is+9fQ5LW6rZ0xfjvhetuf7lS9ZcH9JUxUUliCw7MxuC3PLOBSjgFy/uZVd3hKTWfPcxS6Bcs3LaiHS/sXLh4c1cdHgT8aTmh09Zc/3Mjl6e3tFLTcDDJ0+dXdb5awJevnrBAiZX+Xhxdz+PbbaE++o16ed6MkflSQEbCytm1PJPp1v9vO3J3QzGEvQNxbk9/UycPNMxVVAQBEEYf0r5C30d1j4Q5wLvSn1dYLJTBy3h/ZkfPZ6RQ7+1c5DndvZR7fdw2ZEtI94vhY+ePBMFPLSxk719UW5LGZcfOH560SvfFGJafYCrjrG8nT94spWXW/v565tdqZqB8ozWNJcd2UJzrZ/N+wZ5fHMPP3xqN/Gk5vxDpzjWhowFv9eT8eD//Nl2dnQNceezlpD7+KmzjHhBj5ldxykLGhiKJ/mf59v55Ut72dsfY3FzFWfnqVEphY+cNBOvB/62qYtd3RFufcIyWt9/3HQjS4JOqfFz3fFW+sgPntzN+rYwD7/eScCr+PBJ5YnRNBce3sycyUF29UR4aON+bl/bSiyhOWdpI0sKFFgXi9ej+Ngp1n35y5f30tEf5WfPWl71j54808hcHzathvOWTSGe1Kxe08pDr3XyeqoW6MoSIgP5uOHEGVT5PTyxpYdX28Pc9oT1XL9v5bRhqYSl0hCyomcAd7/QzpsdA/zptU58HsWH3mbmuT7/0Cksm1rNvnCMX77UwZ3PttMzlOCombWctnCSkTYEQRAmArW15TngxoNSBMQKrfVKrfX7tdbXpb4+YLxnByHBQNbLnC8C8YfUSj9nLp5sZG8HgDmTQ5y6cBIxW27xrIYgFx3eNPqHi+TKo6fSEPLycms//3j/6wBcdcy0siIodgI+D1enRMrnf7+Zv7zRRdCrMpEJExw/t56jZ9XSF0lw6c82MBBN8rZ59Rw7x3n1pLFy/QlWf+99YS+3pgy+j548a8wpOU601AU4Z0mjlZ521wY27x9iWl2AS1aU51W3854VLbTU+nlz3yDX/8LKHrzsqJaCqwKNBZ9HcV3KcP33P2/PGK3/aHCuj0kt4ds1EOeiO9bTF0mwcnYdJxRYKWus3HDidPxexcOvd2aKmj9y0swxp6k50Vjt5+IjrHn9wH0brcUKavxcdpQZgQLwrsOmUBf08kprmA/ctxENXLKi2XGhgrHiUSoTGbvtyd3c/byVCldKSqIgCIJQWUr5b7ZWKXWo8Z68BQj6s6IgNwKR1JqHNlq5wPYiWBO871jLa5xe/vJDJ80wsqlampqgl/cdOz3ze3OtP2Pwm+Ldy5uZXJ0dv8vLTPHKRSnFR2xpPh4FN57iuDpwSSxpqebUBQ2Z31fOruO4OeWlguTyvmOn41FkVgT68EkzjWyqlibk82SEEMDkah/vt829Cc5a0sjsSVkj9eIjzBmtYM31dcdbfY4nNQprrk0ardPrg1xsS4daNrWac5aaiTSlueqYqcP2Srn+xBnGBApAdcDL5UdZkdBYQlMf9GbEnSmOm1PPSlvNyfnLphRc3lUQBEE4MCjFzX0y8H6l1FYgQoWXcZ3I2HN6cyMQr7YPsC8cY1pdgCOmm/0Heti0Gs5f1sgfX+vkzEWTOXPRZKPnB3jPimZ+t34f+8JR/uXseUZ2TLYT8nv4+Cmz+NpftrOkpZr3H2t+JZbl02s5b1kjD7/eycdOnjVs6UhTfPikmbzSFsbvtfLxTXta5zWGeN+x07jr2XbesaSRs5eYn+vzD53Cb9Z1sL1ziH9+x9yiNwYrFp9H8anTZnPT7zczrzHEDSeYNVoBTl84idMPmcTjm7u5/sQZRtKjcnn/cdMyKyb981nzjEWa0jRW+1n1thl8/7FdnLpwUtm1Ovm4/KipPLG1hy37Bvn8mXONpEfl8rFTZvGP929k1qTQsJXWBEEQKsqXG0Y/pqTz9ox+zASklGVc5+Z7vZIrMY2FA2UZ1/b2dv7p+7/gnq9+kqYZc1n72F+pqckKhR89tZufPtPOJSua+cwZc1zpQ/dgnIaQ17X0gERSk9TaaHQjl3hS41W4dg1aa6IJbdRrn0tSW15vN9M04gldVsHxaCS1Jp7Qrha6JrU2bnTn4vY4xVO7Fxa7W3gppP+GT+T7KRpP4vOqouZblnEVBMEVxlFA1NbW0t/fz5133klTUxMXXFBcafFYj8+hrD/qRbuTlFInYu0AfUAKhYlAOoWpvnn6MPEAZPZseNs8l25gcNw8zBRej8Jb3v04Km4aYmAZYUGfu224bRQDrhp7YF1DQMZp9PNXYBnSStQLuD1OsuKSIAjjzgEWKdi+fTvf+ta30FqzcOFCPvnJT7Jhwwbuvvtu9uzZw/XXX5859qc//SkDAwN89KMfrVj/xvJX+/3A80qp+5RS1yqlxA00RuonTSI453Ca5xwy7PXeoThvdAwS8CqOLmENekEQBEEQBOHg4bbbbqOqqoopU6awbt06AILBIENDQ0ydOpW77roLgFtvvRW/319R8QBjiEBorT8EoJRaCpwH3KmUagD+BjwEPKm1TrjSy4OEuYuXE5pzBF17Wlm/fj3Lly8HrN2CAQ5pqhpWFCkIgiAIgiC89Ugmk1xzzTUccUS2xPi73/0un/3sZ9Fac/PNNwOwcOFCNmzYUPH+jTmnJbXz80bg20qpauAzwOXAfwErzXbv4MLrUUR2buCN7S+xb98Nmdc3pgTEMll9RBAEQRAE4S1Ff39/5ufbbruN3//+90yfPp1vfOMbTJ8+nbq6Om6++WbOOOMMvvGNbzB1analy3PPPRePx8MXvvAFvva1r1WszyUlxSuljgSuAC4DtgG/0lp/xGC/DkpUMkkyEgaGr8K0cY8lIJZONb8SjCAIgiAIgnDgc+2113Lttdc6vn/xxRdz8cUX533v/PPPd6lX+RlLEfVirEjDFcB+4BdYqzid7k7XDj62v/4y0fY3geECIp3CtNSFpSQFQRAEQRAEwSRjiUBsBB4H3qW13gSglPqUK706SPHZREN6I7m+oTi7eiIEvIr5jeb3HRAEQRAEQRAEk4ylYvc9QDvwN6XU7UqpMylzDdm3Gl7PyI3kXu/IFlC7vVSiIAiCIAiCIJRL0QJCa/0brfVlwFLg78CngKlKqR8opc52qX8HFV7vSAGRrX+QAmpBEARBEAThwGfMa4ZqrcNa67u11hcAs4CXgJuM9+wgxB6BqKuz9nt4bY/UPwiCIAiCIAgTh6IFhMqz3anWulNr/SOt9dudjhGypGsgGmcvYtGiRUC2gHqZrMAkCIIgCIIgTADGEoH4m1LqRqXUHPuLSqmAUurtSqmfYe1WLTjg91kCIqmTgBRQC4IgCIIgCBOPsazCdC7wAeBepdR8oBsIAV7gYeDbWuuXzHfx4KFp6nQaz/oQS2c3k0gkpIBaEARBEARBmHAULSC01kPAbcBtSik/0AQMaq273ercwUZdQwO9zz/IU3/ezZZrz2Jjj1UHIQXUgiAIgiAIwkRhzEXUAFrrmNa6TcTD2FAAqfQlr9fLRtlAThAEQRAE4S1NbW3teHdhzJQkIITSGOjrJd7VBlgbyYmAEARBEARBECYaIiAqSG9PV+bnwbhmV7dVQL1gihRQC4IgCIIgCBMDERAVJL2MK8C27iggBdSCIAiCIAgHAkopx6/Vq1dnjlu9enXBY98KFF1ErZTqA3S+twCtta431quDFI9tI7kt+yOAFFALgiAIgiAIo3PnnXfS1NTEBRdcMN5dGdMqTHVuduStwDAB0RkFlNQ/CIIgCIIgHABonc9PPpJVq1axatUq4+3feeedPProoyxYsACPx8PVV1/Nt771LbTWLFy4kPXr1zMwYNXPjreIGMs+EEKZeG0CYmu/B9AiIARBEARBEAQAzj33XC677DKuuOIKbrvtNqqqqqiqqmLdunWccsopEy8CIZSPJ1XrEKifQmtYSwG1IAiCIAiCkKGmxkpt11qTTCa55pprOOKIIwD4+c9/Pp5dG4YIiAri9fhQgSqS3gAgBdSCIAiCIAhvdfr7+/O+/rGPfYwvfvGLTJ8+nbq6Oi688EJuueUW4vE4F154YYV7ORwREBWksamJhhMvBa3RiThLJH1JEARBEARBAK699trMz/fddx8Ad99997Bj7r///kp2yREREBXEo6D78bshGaf+uItYJiswCYIgCIIgCBMM2QeioihIJqwfPV6JQAiCIAiCIAgTjgNGQCilLlJK3WP7/QSl1NNKqSeVUjenXvMopX6olFqjlPq7UuqQ8evx2Bnoz26l4VEe5jaGxrdDgiAIgiAIgjBGDogUJqXUd4FzgJdsL/8QeA+wBfiDUupoYB4Q0lqfqJQ6AfgW8O4Kd7dkdCKe+XlGQ4CQ74DRb4IgCIIgCIJQFAeKBfsU8OH0L0qpeiCotd6srV09/g84EzgZeAhAa70WWJnvZEqpVUqp55RSz3V0dLje+WIJBAOZn6fVBcexJ4IgCIIgCIJQGhWNQCilPgh8Kufl67TWv1BKnW57rR7otf3eByxIvd5jez2hlPJpreO219BarwZWA6xcubK4bQUrQHVNLc0X/TPKH6I+5B3v7giCIAiCIAjCmKmogNBa/wT4SRGH9gJ1tt/rgG6gOud1T654OJBRQPXiEwGoCx0Q2WOCIAiCIAiCMCYOlBSmYWite4GoUmqhUkph1Uc8DjwJnA9WkTWwbvx6OXaUbc+4uqBEIARBEARBEISJx4HsBv8QcDfgBR7WWj+tlHoWOEsp9RSWQ/+68ezgWFE2BVHtPyC1myAIgiAIgiAU5IAREFrrvwN/t/2+Fjgh55gklrCYkNgCEPg8yvE4QRAEQRAEQThQETd4BbFrBp9XBIQgCIIgCIIw8RABMU5IBEIQBEEQBEGYiIiAqCAeWw2EVwSEIAiCIAiCMAERAVFB7KswSQRCEARBEARBmIiIgKggUkQtCIIgCIIgTHREQFQQ+zKuUkQtCIIgCIIgTEREQFQQiUAIgiAIgiAIEx0REBVEaiAEQRAEQRCEiY4IiAoiAkIQBEEQBEGY6IiAqCDKlsQkAkIQBEEQBEGYiIiAqCCyE7UgCIIgCIIw0REBUUEkhUkQBEEQBEGY6IiAqCD2nahFQAiCIAiCIAgTEREQFUQiEIIgCIIgCMJERwREBfHaFIRXBIQgCIIgCIIwAREBUUHsEQgREIIgCIIgCMJERAREBbFHIOz1EIIgCIIgCIIwURABUUE8wyIQ49cPQRAEQRAEQSgVMWMriD3q4JUIhCAIgiAIgjABEQFRQTy20ZYaCEEQBEEQBGEiIgKigihZhUkQBEEQBEGY4IiAqCBem2YQ/SAIgiAIgiBMRERAVBCJQAiCIAiCIAgTHREQFcQegfBJEbUgCIIgCIIwAREBUUGGRSC8IiAEQRAEQRCEiYdvvDvwVuOqY6aSSGpCPtFugiAIgiAIwsRDBESFufGUWePdBUEQBEEQBEEoGXGDC4IgCIIgCIJQNCIgBEEQBEEQBEEoGhEQgiAIgiAIgiAUjQgIQRAEQRAEQRCKRmmtx7sPrqKU6gC2j3c/gCZg33h34iBDxtQsMp7mkTE1j4ypeWRMzSLjaR4ZU/OEtNbLS/3wQb8Kk9a6ebz7AKCUek5rvXK8+3EwIWNqFhlP88iYmkfG1DwypmaR8TSPjKl5lFLPlfN5SWESBEEQBEEQBKFoREAIghJ3XaEAACAASURBVCAIgiAIglA0IiAqx+rx7sBBiIypWWQ8zSNjah4ZU/PImJpFxtM8MqbmKWtMD/oiakEQBEEQBEEQzCERCEEQBEEQBEEQikYEhCAIgiAIgiAIRSMCQhAEQRAEQRCEohEBIQiCIAiCIAhC0YiAEARBEARBEAShaERACIIgCIIgCIJQNCIgBEEQBEEQBEEoGhEQgiAIgiAIgiAUjQgIQRAEQRAEQRCKRgSEIAiCIAiCIAhFIwJCEARBEARBEISiEQEhCIIgCIIgCELRiIAQBEEQBEEQBKFoREAIgiAIgiAIglA0vvHugNuce+65+qGHHhrvbtDe3j7eXRAEQZjwTJs2bby7IAiCcDCgyvnwQR+B2Ldv33h3QRAEQRAEQRAOGg56ASEIgiAIgiAIgjlEQAiCIAiCIAiCUDQiIARBEARBEARBKBoREIIgCIIgCIIgFI0ICEEQBEEQBEEQikYEhCAIgiAIgiAIRTPuAkIpdbxS6u95Xn+XUupZpdQapdQNqdeqlFK/Vko9rpT6o1KqueIdFgRBEARBEIS3MOO6kZxS6nPANUA453U/8G3g2NR7TyqlHgSuBNZprb+slLoc+BLwicr2uny6B+P8+uW97B+I41EQ8nmoDXo545DJzG0MjXf3BEEQBEEQBMGR8d6JejNwMXBXzuvLgE1a6y4ApdQTwCnAycA3U8f8CfiXfCdVSq0CVgHMmTPHfK/L5PMPbubl1v4Rr9/xdBv//Z7FHDGjdhx6JQiCIAiCIAijM64pTFrrXwOxPG/VAz223/uAhpzX06/lO+9qrfVKrfXK5uYDK8tpfzjGy639eBV86rRZfOq02XzkpJm8bV490YTm1id2j3cXBUEQBEEQBMGR8Y5AONEL1Nl+rwO6c15Pvzah2N41BMCh02q47KipmdcvWdHMeT96mZdb+9kfjjGlxj9eXRQEQRAEQRAER8a9iNqB14BFSqlGpVQAOBVYAzwJnJ865jzg8XHqX8l0DcQBaKweLhCqA16OmmVpo3zpTYIgCIIgCIJwIHBACQil1JVKqVVa6xjwaeD/sITDHVrr3cAPgMNSNRGrgH8bv96WRteglbE1uWpk8GdJSzUAb3YMVLRPgiAIgiAIglAs457CpLXeBpyQ+vke2+sPAg/mHDsAvLeS/TNNz6AVgWjIIyAWTqkCYMv+oYr2SRAEQRAEQRCK5YCKQLwViMQ1ACH/yKGf0RAEoL0vWtE+CYIgCIIgCEKxiICoMNFEEoCAV414b1p9AID23khF+yQIgiAIgiAIxSICosLEElYEIuAdOfSN1T78XkXPUILBWKLSXRMEQRAEQRCEUREBUWHSEQh/ngiERylaaq3VmTr6822PIQiCIAiCIAjjiwiIClMoAgEwucoSEF2pYmuTbNwT5oZfbOQPr+43fu40z+3s5SdrW4nEk66cP5HU3PfCHp7a2jP6wSXS2hPh9jWtdPS7V4vy59c7+dXLe9Fau3L+cCTBHU+3sXFP2JXzA7zaHubOZ9pci5YltTXXf9vU5cr5Adp7o/x4bSttLqYNPrGlm1++tJekS3M9GEvwk7WtvOLi8s+v7x3gjqfbCEfci4z+bv0+/vx6p2vnFwRBEMwx7qswvdVIC4h8EQiASdXWlHQPmBcQP32mnXVtYda1hTl3aSNeT/4+lMpQPMkXfr+FvkiCoM/D1SunGT0/wF/f6OI7j+3C64EHrz9ixH4aJvjaX7fz7I4+Nu8f5OsXLDR+/h1dQ/zLn7YCMHtSiOPn1htv4+fPtfOzZ9v57foOfvOBw/Eos3OdSGo+9+Bm9oVjxBKaG06cYfT8AE9s6eE7j+0C4LcfPJypdQHjbfzn33fwxJYe1reF+c5Fi4yfv6M/yucf3ExCQ1OtnzMOmWy8jXtf2Mvta9v4xUt7+eOqFfgMP9daa276/WbaeqOEowluPGWW0fOD5Xj46l+2A7C4uZq5jSHjbQiCIAjmkAhEhckWUTtFICwBkd4vwiQb92a90ds6zS8Vu6ljgL6Uh3Lt9l7j5wd4Zod13kQSXtxl3uMaiSd5dkcfAH/f1O2K1/jF3dl+r9nmTiTl6dT47+mLsaPLvHd9875B9oWtezQ9J6Z5fmdf5uenXbif4knNE1us8V+7vZd4wvxcP7ezj/Rp125zZ5xe2GWNU+9Qgo17zO8hs6snQluvFY1zYx5yz+vW3w5BEATBHCIgKsyoEYiMgDAbgRiKJ9nTlxUlW/YPGj0/DBclm104P8D2rmwbdkFkirSh5PS7CbbbxmnTPnfGaWe3u+O0qycrSjbtG3RFaNnnerML47Qvp87IjWdiV3d2nNzaINJ+P7lxDXYBunX/IFEX0hPt47Rpn2ykKQiCcKAjAqLCpGsDAj4nAWGl5JhOYcrN8bYbZ6bYaTMCugbimU3zTLLHtkfG7h7znvXWnHNudyFSYzfu3YgE9UcShKNZI293t7vjNBhLulL0v6PL3XHak1PjssuF+8n+3LnxzA3FknSEs2O/tdO8gLA/cwntzj41rTah7sY4CYIgCGYRAVFhshGI0VKYzBrfucb8XhcMvt6h4W2YLkyNJzX7bcbS7h7zhkxuxGGPC8ZSj22c9oVjxgvOc/tciXFyw6i0j1OrC0XOe/tyo01uCIhsG+Fokn7DRci9kdxnzvw85N5PuSLbBPaxb3fhGgRBEASziICoMIlUqodToWNDSkD0RcwKiFzDJdd4MkE4mtOGYZHSORDDnqbe5oIh05MjgtwwjHNXstkXNjtOe1Oe9fQd5obxnXt/7jFs9CW1ZsAWRenojxlfsWqkYeyuCALz91PuveRGJKgj534yLUgTSU3vUPY69oVjrtSjCIIgCOYQAVFhkqn/iw4lENQGvcBIg79c0ikt81Krm7jhWU/3ubnGSsPaa3gZ1HQUZcGUEF4P9EYSxr33aRE0d3IQcMej2x8dPk6ml4tNG2OLmquAkbn+JkjPdXqcTBvGA9EkGqjye6j2exiKm/fepwv+F6fHybCQA/s4Wc+d6V3m0+dvTK3eZvqZg+w4HdJkjdP+AbPjNBiznuHqgIfmGj9J7c51CIIgCOYQAVFh0l5U5bCsZl1KQPQZNpbShsaCKZYh48Y/6LRhPC/VhmlvaNq4rw16M8u3dho2ZtIe3XmNKWPJRaPS7XGakzJaTY+R1UZakLpjfKfHqDbgpTm9uaJLbcye5OY4WW3MT831fsO1TZlnLuUY6AzHSCTNeu/T45S5nyow1248d4IgCII5REBUmPT/dqel2msDbkUgrPNNrw/iVZYBaHo1lbTxPT9lVJo2jNNjUhOwCwizBll6nGZNsjzr3YaX07Wn5qS90qZTvdLXMLUugN+rGIglGYqZnev+nHHqMmx8p89fE/TSXGvt/+CW0JqdiqKYFhD2uZ7Z4NI4pZ6JyVV+Jlf5SGgXRLXL45SZ64DXtVXoBEEQBLOIgKgw6eUunTb2qs1EINwxjGuD3kydRW5+drnkGpWmz5/2elsCwroGt4yZ2WnD2LAhk07NqQ54mJJKYTK9WpVdaKWL8t2K1Lg1TulrqAt6XdsbJWMYZyIQLs2135MRvN2GxylsE1qT05tQutRGepxMR1Hsf5smuzROgiAIgllEQFSY0SIQVX4PXgWRuCaWMOc1tqcJpL18pv9Jp9uY1ZD23rtkaFQgApH2GPcMxo3ucTBsHkKpeTAutPJFatwxvme5JCDs15ARvIPupPVNrfMT8CoGY0kGY+basBv3WcHrzjNXG/DSEHLHMZAW7mmx6JYYHRaBcCGdTBAEQTCHCIgKM1oNhFLKlUJqe5pA2tAwaeDb0zWmN1gpJ+YNmXwGmTvGzKQqH3VBLwkNfUPm52FYJMh4lMNeK2LecNVajxBa3S6l5tQG3TSM3RWk/XkMY9MpcfnvJ3fSH+01NSZXxLKLRbeWsRYEQRDMIgKiwowWgQCoC6aXcjXvDa11KdUhHElkUnMaq9xPzZnkVhsu52Pbr8EtwzjbhieTEmLyGgZiSZIaQj4PU2wpJ65FalyKmKWfiephnm+Dz4RNoEx24fyQ80y44BiIxJPEEhq/V9EQ8hLwKiJxTSTuwlzbUphEQAiCIBzYiICoMKPVQIDlYQezEYhwHsPVpKHRbzOWaoNePMoSQHGDK8IMS2sJWWPUazA6ABCOpOosbELLZDqFXci5Zxhna0Uyq3oZFCn2awj4PNQEPFakxgXBW2OPQLg4TvUh87VH+Qxj19L6XKptsj9zSinqU3ORu4FdOfTniUB0GxZagiAIglnGTUAopTxKqR8qpdYopf6ulDrE9t6RqdfSX0NKqXOVUo1KqX221z8xXv0vleIiECkBETVnkGU8lS4ZM3ZjyetRmWvI3Z26HAaiWc96Okpj0pBJ2lJz7B5dkwZZPs+6W1GU2qA3Y/AZNe5tYhRw5TqGpTC5VPRvN74zUT+DgjRfHUf3UNxo+k+fvQbCzXlIzXX2uXYnOurWXAuCIAhm8Y1j2xcCIa31iUqpE4BvAe8G0Fq/BJwOoJR6L9CqtX5IKfUO4F6t9Y1Ft9LXDo9+E1DZrVRRoBSZF9I/Z6IC+X4u5lgcj/V7mohNX0nadigQgHC1BqLW5r13y1MJllHZM5SgZyieyS8vF7sIyniMDRoyg7Hs5mU+j6LOBePbbhjXh7IiK6l1wajUWLDPhb0NU9hTpCCdchc1O07RkULLjdQcn0cR8KrsOBkUpPYoStCr8HsVsYSV/hPyG5pr2/3kRlH+QCbNy5rrjCB15X6yRcwMr0LnCvEoRHphqMf6ikcgEbFeT0StnxMx6+dkAnQS0KDTX0nba8nsa/bfXcGl88rm4YIwsTjts2V9fDwFxMnAQwBa67VKqZW5ByilaoB/A05NvXQMcLRS6lFgL/BxrXVbwVb62uBvt5jsd0k0Kg/7LvtTUSlMbnjv83pbXTKMAcuT2BUx6g1Np5zUBrwZ497oGOV41t30ttYEvPi9VvpPOGrtspw2zky2UZ+O1LhUCA5QFzKfJuV2EbX9eRiWmmNynGxCSykrKtc5EKcvEifkD5htI+hlUtyFCITDXJscp+GRRfOOgZKJR2HfG7BnA+x9FXp2Qe9u6NkN4Q6ID453DwVBEEpnAguIeqDH9ntCKeXTWtv/+30Q+KXWel/q943A81rrvyilrgK+D1ySe2Kl1CpgFcCyWZPglE+TcY9oTcYLZL2QfS3zPmM4Nt/7Oce+8HOUThLYvYakPgwonMKUNmDDhlKYtNY249iTMQLcinAAtrx1d4zvbM66OytVgS2VzKW8eLDGKRyN0jMUNycgbEZlnQu5/eFco9KF3dOHp/+kImZGxWhuFMVF0Z65n3wpAZGgudZMG/bnLp6w/vYYFVqRbJ0IkBGkbtWKpJ0b/dGE0ahc0XRth1cfgC1/h+1rCosE5YVQQ+qrHnxV4AuANwDeIHj94AuCxw8erxV2Vh6sqLQn+3vmNZVzjC2abRrXxrXC8yUIwrgxngKiF6iz/e7JEQ8AVzFcIDwCDKR+/g3wlXwn1lqvBlYDrFy5UnPmvxjpcMm0HAYPfR5/x3qS+lCgcATCdArTUDxJQpNKo/C4YizlGsZupCL05/WsuxGBSBmVbqQw5Rjfpuc6Gk8STWi8Hmu+3fWsZw1jcC+iFfJZKWXRhCYSTxL0lV+6lRttcqNWJHeu613w3ttTmBKpAitXHAM519DjQkSrJuDF51VU+z0MxJIMRJOZdl1Fa3jjIVhzK2x7fPh7k+fDtOXW3/DJ86BhJtTPhNqpEKhx0RAXBEE4sBlPAfEk8C7g/lQNxDr7m0qpBiCotd5pe/nHwK+B+4Ezgecr1NfyaFkKgK97a3E1EAGzRdSZ1WYyRmvKy+diYa0rbdiMmaDPyl2PJjRD8SQhA0bliHQNF1KYco1v04brQCzrMU6nzVjnd6/exY2Vnuye9fR1dA3G6Y8kzAiI6HDPuhtpWCOfCbNzYd+PozaQFRBuRYLAfr+6kJpoS5MaiCXpHYq7LyB2PQd/+Cdoe8n63ReCpe+EJefD/FOhtsXd9gVBECYo4ykgfgOcpZR6CivueZ1S6tPAJq3174DFwLacz9wE3KGU+ggQBq6vYH9LZ/J8ALy9O4qqgUj/0wwbMgRyowP1bhZpu5jWMmAzyNJG5f6BOL1DcUK15eeUO6fmuJf+YzoCkbtqTrbo1aRRmWPwuZHCFBk5Tl2DVvrPlJryi/LtBc6QTc3pNWp8DxfudYZF9WAsFVn0KXze4WJRa+24WeVYcBKLbkRR7BGtPX0xo/fTCBJxeOQr8OT3AG1FFE76BBx1tZWSJAiCIBRk3ASE1joJfCjn5Y2295/FWqnJ/pmtwBnu984wDbPQHj/egQ6COgL4CtdAuGRUjvSEuldEXWf4GmKJJJGExqssgwks43j/QJy+oQQtBnLKR6TmhMxHUZyWxTQ1F7kGn32uTeWUO42TG/dTzYj7yYyYGym03CsEr8lpw5TxnVt3FPB5CPqsjd6G4kmq/OV77x0jZi6u4Gb6b8cIhnrg/vfDlr9ZdQxv+xicdhMEqt1pTxAE4SDEyD4QSqkapVQFklUnKB4vibqZAEzXe6yXCkUgjKcwDf8HXeX34FVWbUQskXSlDdMixe7NTXtW6wwvUVoJb6tTDYQpgyw3wuHzKGoCHjQuRDlcitTk7sdhb8stoeVGrcjIImqz45QbpbHaMJwSNw7PRKYNN5ZyHeqFuy62xEN1E1z7BzjrKyIeBEEQxkhJAiK1CdyVSqk/KKX2YkUO2pRSG5RS/6GUWmS2mxOfRN0sAKbrDqCy+0DkGpVKmd/jYKRRaTZXOtfgs7dhyphxTs1xc6lYd+ah2jZOpo1jxxoIU6k50eH7cVhtmI0GOa24ZXRhgRFi0Ww6WfaZywaSXUuJC+YILUPPRO5+HGCLaJleyjURg/uuhN3PQcMcuOERmHui2TYEQRDeIpQagfgbsBD4AjBNaz1ba90CnAKsBb6ulLraUB8PChK1UwFooRMovIxrpgbCUAQiNw3B3oZpg6w2x2PsVhoWkNkQz5SBXyg1x9TuwbkGmVticbjQMuz5HrE3gGHDOOdeAhdSvXLmIS1WIqmVnky2kZvCZEwsFhgn82IxvZFcOmJm3rmRiSy6tZncn2+2VlmqnQbXPgiT55o9vyAIwluIUmsg3qG1juW+qLXuxFol6ddKKTPbDx8kJGssATE1IyCKSGGaSIaGY1qLO1EUqw2zha+5bQzbPTihCfnKqx/Il5pTiXEyHYEYuYyrS0LOdg1upXqld1i2r/TUZ2ylp/x1HKbHqTbPOBmrFXE5vSi3FsXehtEi6jcehrW3gscHl/7cWpJVEARBKJlS/0sW89/DhQTWiUuiZhowtghEvyHPd75cabcMjdxlMV31rBsufM01jIctg2qgjXRqTrXfg9cz3Ntqah5y97Kwt2E8AuHSUrQViUDkE6QG76fc/TjAfLparkBxp42c5W5tqWRJA3+bBnKEHLiQwhTphz982vr5zH+FOcebOa8gCMJbmJJTmJRSNyql5thfVEoFlFJvV0r9DHh/+d07eEgLiKlqP0DBJRb9Xg9BryKhrULncsl6W21eaZdy73NrIEx7Kocbxi4ZZHnqLEy00ZfXs+6uwQcuphil07BsETMTRmV+wWu2BiLfOJlcytUustLPuumVngp5742NU46oTm/0ltQwEC3/b1PuvQQupDA9+g3o2QnTj4QTPmrmnIIgCG9xShUQ5wIJ4F6lVKtS6lWl1BbgTeAK4Nta6zsN9fGgIJvC1AUUjkCA2aVcC6U6mDBck1pnjIm0oVEd8KCwjIx40oBRmce4N70sZv70H3NtVMKznhsJcqMN143KPPUuxusH8rRhMgKRzzCuzaT/mLmGPpefa3CIchhc/Sz/XBtMuettg2dWWz9f8F/gHc+tjwRBEA4eSvprqrUeAm4DbkvVOjQBg1rrbpOdO5hIF1FPV6PXQIBlCHQOxOmPJmgus+3clJP0+cGMQBnIk5rjUYraoJe+SIJwNEFDqLx/3PmXrHS3iNrenok28gk50x7jfG2kNw40YfANS82x1YSY3D24kPHtbl2QuWhQrsiCbIRjohTM6zw1O1Yb5jZ6y135zDq/QRH0+H9CfAiWvQtmHlP++QRBEATAwD4QWuuY1rpNxENhdHAS2hugXg1Qq4ZGPT5t2JjYjTqfQVbvgmFck2M4mjT68nrWXU7NAbM7ORes43BzuVuDNQr289vT8Ewa34WElpt7KLgRbbLPQ3XA2n9lMJYknig/Kle4iNqAYyCWJKkh5Msupwtm56JgJKjc84f3wQt3AQrO+OfyziUIgiAMw8hGckIRKEWiyoolNKueUQ83mcKUr7DWZE55Pm8umPUk5vNUmhRB4H6UI5/BF/J58HogEtdEDdS7uG18p+eyLug01+W3kU8Ema8VyVeAbH6u7eOkUlE5MFMblO+5M1nQnu95sLdhRGilxmH4c21ItD9/JyQisOhsaFlW3rkEQRCEYYiAqCCJ0GQAmjx9ox5rcjfqrGc9m0ZkchnXfEar1UbaEHDLU2mu6DWSSs3xeVRm1RwwbSyNNPislZ5SYs7AXOdLVzN5DeE895LpNtxO9RqWmuN3J6Ll+EyYjGi5HIHIF0UBs46BdBt1eea6NxIvfRW6RByeu8P6+fhVZfVREARBGIkIiAqSFhCNqggBYdAQyOc1Npk6k/Yi5nqlTRZ0Fsz3Hip/uVu7x3h4ao75a8g1Kmtt11EuhYxvk0Wvbkab8t2v9nup3LkelppjF4sVSOsz2Ube59rk/eooggwWm+dxDAR8HoI+RSJppXuVxOa/Qu9umHIILHh72f0UBEE4ENi2bRtLly7l+uuvZ/ny5Vx11VX85S9/4aSTTmLRokU888wzFeuLLElRQRLB4gVE+h+qid2o8xkzJj3G2dVght9OJr3G+QzjoM9a7jaS0AzFk1T5vU4fH5V8KS1gNq0lbcA7p/+4I7RMprXkW/kHTBuVI8fJPteRuCbkL31TP0fD2OAyrlnPeu4z4W6kxuSGe86pie7Wu4CVxtQRtwq1qwMlPNfrfmV9X3E5eMRPJgiCWebd9AdXzrvt6+8c9ZhNmzbxy1/+ktWrV3Psscdyzz338MQTT/C73/2Or371qzzwwAOu9C0X+ctaQdIRiCmMLiBMGd+ReJJYQuP3Dk/NcTvfG9yJQIwwZgylhPQ5eNbdSM2pCzkJrfLmwnHVnIxx714UxY39MnIFqakVsRxTcwyOUz7P+rA2jIzTSKFVZ7K2KeN4GP5vot7kMq5OQqucNqIDsDH1z335JWX1TxAE4UBj/vz5HH744Xg8Hg477DDOPPNMlFIcfvjhbNu2rWL9MB6BUEpN01q3mz7vwUA8FYGYPIYUpnINDXvKiT01x+TqQo5eaYO7LDulhNQFvewLx+iNJGipK//8TtfgbgGyGePbKTXHXk+TSOrMUrul4HQNJo1KpzZqgz72D8TpiyRori39/M4RCHcL5k22kUhqwtEkityNCbNzndR61OWiC5FPjII7EYjcNsr6+/fGQxALw8yV0Di/7D4KgiDkUkykwC2CwWDmZ4/Hk/nd4/EQjxvagLMI3IhA/MSFcx4UxDM1EL2jHmsqhcnJkLH/gy539+B8nlCrDfPLh46MQJhJ2ahE0etoc1Gu19gpOuD1KGNF+fn2NwB3jEq3Ur2yEYhcz7rBuc5THGxvo9yIln2u7SLB58lu6jdY5qZ+o4qgiizAUEIbr//J+n7YRWX1TRAEQXDGuIDQWo+fLDvASQTqAahnYNRjTRmVTt5cn0dRE/CgDbThmMdsKF3DKTUHzBmujgaf0eJgd4vNnYx7MJeeUwmjMjNOofxi0a371b76T7k4pjAZikA4Rf3sr5l6Jkam9RmM1DgKrRLbSCZg01+snxefU3b/BEEQhPyUlcKklAoC7wHm2c+ltf5Ked06OIl5qwGopoiN5AwJiHT6UG7qD1jGdzgapS+SyHhGSyErUvLnrJd7DYOp1JygTw1LzQFzqTOZcXIpwgGjF5uXndufZ78PexttmTaCI94vltFSmMq9hmg8SSRu7XQd8g2/DlOrSTmJ0Sr/8D05Ar7S/SuOURTDNTu550+/trc/Rl8kzjQCJbcxWr2LkWJzx9TEEttofREGO2HyPGsFJkEQhIOIefPmsX79+szvd955p+N7blNuBOK3wLuBOBC2fQl5SPqqgCIFhKkUJgcPH9iMPkPpPyM8xoYMvnS6R0MekWMsAuFgkKV34bVW/zGTEuJYA2HMqBw5TqZTZ4wZfDnYi2pVTv6+qblOj0HuOCmlspuYuRzlKP/8Izdgy7RhaK7T9+MIwWtItDst8AD2iNYY23jzYev7IWdBGfUfgiAIQmHKLaKepbU+t5QPKqU8wG3ACiACXK+13mR7/3vASZBZsujdgB+4B6gCWoHrtNaj5wMdIMR9xUcgTO1E7ZRKATaj0qU0KVNGa3fKiMgvIMwYZE4pIUop6kJeulLFu8ESvdJaa8c2MlGUMr333YPW5ydVFxqnclNnHJaiNSRGs0ars+DtGSyvjZ5UHydV5RmnkJeuwTi9kThTavwlt9HnYOCbipgVEovp56SnzDYy91POONXbVnoqp1DbvvJZrlgsOf1x8yPW90VnldQnQRAEoTjKjUA8pZQ6vMTPXgiEtNYnAjcB38p5/2jgHK316amvHuBfgXu01qcALwL/WGrHx4PEWFKYDBW9OnlbrdfMpv/kGksNGQFRpsGXMmQa8hh8pgyy7kJtGFhbPxLXxJOaoFeNECHpNnsGzQitSfmElqHUmcw4hZyNynI2eiuUmpO5n8oUQT0OhrHVbvnjlEjqzHOXmxrodsTMatPMM9HjINx9XkVVqlB7oIxC7a6BGFB4HsbkfIgOWClMygNzTiy5X4IgCMLolCsgTgaeV0q9rpR6RSm1Tin1yhg++xCA1notsDL9Rio6sQhYrZR6Uin1nSFMnwAAIABJREFUgdzPAH8C3lFm/ytKzGulMFWNoQYiXKZBljb4JufzShs2KnONJbshY+IaChp8ZRpkmXGqGul1NpGekz5/7h4QkB23cj3GhYSWqUhNV+Z+Gj5OaaMyUaZRmTZ66/N51k0LLZfGqWcojsa6/30eh9QcQ9GmfLVLxiJ/BZ+78kVKwfOXUlOz+zlIxmHqcgjVl9wvQRAEYXTKTWE6r4zP1gM9tt8TSimf1joO1ADfB/4L8AJ/U0o9l/OZPqAh34mVUquAVQBz5swpo4tmsacwRUc51u81s8ty16Dl5ZvskrEUiScJR5N4PVlPfRq/10O138NALEl/JJHXeC6G0VJOoPzUma5ijJky2kjPQ2MeIdeQTs1xKeUEsnNTjsGX1JredBsO6WSDsSS9kXjeov1i6Ex5pRtrChnGB3ZEKytGna+hXNHeNWC1kf9+MitI8z8TvlShdvmiOq9zo5RI0I611neJPgiCILhOWREIrfX2fF9FfrwXsG/95UmJB4AB4Lta6wGtdR/wCFathP0zdUC3Q79Wa61Xaq1XNjc3j/m63CLhCZLUihBRa7nBUTBRB5E2NPIZASZSjNJGQGOVf0QeM9i962V4dB3SZsBgBGKgkNAqv42swTcywmEq1auwR7f8a+gbSpDQllDIXQ1rWBtlzHXngHMkqMFwulo+EVRvYJyyz9zIa6gOePAoa9O/eKL0qFzGMZDnfjIhgiLxJAMxyzGQb1WvegORFKd0OChxVa/tT1nf54qAEARBcJuSBIRS6onU9z6lVK/tq0+pInZJs3gSOD91nhOAdbb3FgNPKKW8Sik/VurSC/bPYEU/Hi+l/+OFRhEmBICKVWYvCKeUE7Cve1+OsZQ2ZPJHF9JeXhMipbDHuPRr0FoXTGsx0UZngXGq8qdWeopb0aZSccpZBzOpM4WiNGBmz4ysYex+qlfBFKYy2igUMfMoZdunoYy5yAitQqleBq4hNHI1LLCnMJmIQBj425RMwK5nrZ9nn1BynwRBEITiKCmnRGt9cup73WjHFuA3wFlKqacABVynlPo0sElr/Tul1N3AWiAG/FxrvUEp9e/Az5RSNwD7gCvLaL/iJLQmTIg6BlGxMDpYePgyhdRlpQkU8KwbSM0p5DEGM+k5hTzGJgzjvkiCRNLyDudb+9+k8Z1vnJRSNIS87B+I0zsYJ1RX2tr9BVOYDOTFp+8lRwFhoMi5oGFs4BriSU1vJIFHFV4C1UQEIt81gFXf0TuUoC+SyGs8F0Mm1atgClP5UT+nuTYyTsVEzIasGrB8ImYY+zdBtB8aZkP99JL7JAiCIBRHuRvJHaO1fj7ntXdprR8c7bNa6yTwoZyXN9re/ybwzZzP7AFKWjb2QEBrCOsQKFCx0bfLyEQgSlyJSWtNd4EUJiPpGukUpjw562AmH3t/gbx4uyFTlKGRh0I568PaKMMgyxiVBSI1+wfi9AzFaSlRQBSKcpiod+kabZwM7EZdKNWrNuhFYV1DPKlHFCgXd35rjBpCPrx5Pl9vxLOeasPxfvJCT3ltZO+nfClM5Uf9OgucH8xEago5N0I+DwGvIlpsDVjby9b36StK7o8gCMKBzrZt27jgggsqumGcE+WuwnS7fRlXpdQVwJfKPOdBS1JjS2Eag4Ao0egbiCWJJKylQ6v8znnM5RgamRQmhwhEJu2kjJVzOvqtkvPmmpGGddrQiCU0kXhpOeX7w6Ncg5EIhLOxBOVHCIbiSXqHEvg8yrVC8Mw4ORmVBnajLpTC5PWosq+jo986f3Otk2GcFqSlX8O+1Dg57SNRbkRLa01ngWiQiajf3vQz5zBOJpwP6XHKJxZhjIJUBIQgCEJFKVdAXIKVUrQslVb0EeDs8rt1cKK1JqytpVw9RQiImjJ3o04bS021+QucTexYmzUC3KmB0FoXYfSVJ4T2pIylqQ6efxPLuI5mLJUbqUmLrKYaf96NvUwYfOl5GHWcjNxPhQ3XUtvIGsYO12Cg3mVvepyc2ihzr4meISvlrjbgzbuxob1WpNTlk9Nz3eJ4DeU7H/b2pdqocxKkY3juREAIgvAWIZFIcMMNN3DYYYdx9tlnMzg4OC79KCuFSWu9RSl1OfAAsBM4W2s9PlcyAUhoiBAEKlNEvaevsGFsYvWf9lHbKM8b2juUIJrQ1AQ8VOfZTRssQ2P/QJzeSIKWEqpyRjNkGqrK3wG5vdcap2n1+cep3JVzMgafwzXY62lK3T04fT+1OAi5jAgqcZwi8SSdA3G8yhJCTm3sIlKG0Eobxu5EBwD2psfJ8X6yxqm7xGvIPHMO91LQ5yHk8zCUWkkp3y70o5G+BkfRXupO0SkSSU1HOH0/5b+OScUWgyeTIiAEQagsX867i4CB8/aMesibb77Jvffey+23386ll17Kr3/9a66++mp3+lOAkgSEUmodYHdtNWLt1/C0Ugqt9REmOnewobUmjBWBUNHRIxDlrjozmoCoCXjwexUDsSRDsSShPGlOxbYx3dEwLk+kpD3GTkaG1UZ5xne6DSePcdobnq4xGCta61Hnor5M43tvgTQvsNJ/agNe+qNW8W6+lZpGY7RrSNeolDpOe/qy0YF89QlQ/lKu2WhW4Xkop45jzyj3bDpaV/I4pcVogVqZhiovQ31JegbjJQmIjlQkyOl+qg+W91x3DcZJJC2RkC+KAmMYp+5tEOmF2mlQN62k/giCIEwU5s+fz5FHHgnAMcccw7Zt28alH6VGIC4w2ou3CMl0ETXF1UCk8+XTBZNjJesxzm8EKKVorPaxpy9G50CMGQ3BMbcxegSivBqI0dKXIFu7UPY4ORnGGQFRurEUTWjqg15HY67clXNGi0CAVVfQH03QPRAvSUCMJubS81DqOKXnwSlKA+XvK5K9hvzjlPZ6dw3GS4rUDMWytShOBfPl3k/tfRFgFAERsp7r3kiCGSW0kU6Jc7qf0tfWXaLgHS2aBWMQ7ns2WN+nLS+pL4IgCGOmiEiBWwSDWVvN6/WOWwpTSTUQThvIjXEjubccOrWMKxQnINL/QLvK9EoXMjTK8a4PxZN0DcTxeZRjwWi56RqtvZax5CRQIFusur9Mz3ehSE3AqxiMJRmMjd1wLcYwThuu6ZVpxkpbb+EoCpQ3Tkmts7n9jkLLTASi0P1qbJwc2gj6PNQFvcSTuqQohF2gOImPcsdpNNEO2eeuq4Q2tNaZcXISi1NSfzfShfVjZbRnDrIOlFGFVkdq8b7mpSX1RRAEQRg75RZRC2MgYVuFyVNEDUTa0CjFCIDRjSWrjdK9oelUiuYCxlI6l71UQ2NXtyUgZk8KOR4zpQyDTGvN7p7CHl0rUlP6OGWMsQLzkB6nfSWO087uIQBmTy40TqXPRUd/jFhCM7na55jqNqVMz3ox9+sUU+NU4H5Kz3UpQit9vxaK5mXupRKvob2IFKZynrue1B4V1QGP4+IIdudGIjn2Qu30Mze9vohxGm0eOt6wvjcvGXM/BEEQhNIoq4haGBtaa/pTqzAVlcJUpkG2vcsyluYUMCrL8YbuyBhjhYyA7PkTSe2Y2+7EzrSAmOzcxpQyjKXOgTjhaJK6oNfRWALrOtr7onSGY8wcY6rXjq7Rx6mcawDY2ZUWWgXmIlWjUEob6XtpboF7qTrgIehVVvFuNOFY9O5EMeNUjmEcjiToHIgT9KqCqV5Tanxs77LaWDClakxtFPfMlfdc70g9E7MK3U/VpQut9DzMmRRy3FfF57WWC+4ejNM9GHeMQI7aRoHnuuhx2ve69b1JBIQgCAc38+bNG7YHxGc+85lx64uxCIRS6nil1H8rpe5QSt1h6rwHE0kNA+kUpiKKqCfb0hDGuhxjOJqgoz+G36scC5yhPGNmW6dlBMxrdDay/F4Pk6p8JHVp+dJj8RiXcg12g6/QJnSTy0gnK2acyolAROJJ9vRF8SqYUcCjO6UMz/qOIgxjpVRmnEppIztOBaIoZYzTzpTXe+akYMHaBhPjNLegYVz6cx1P6mwbBcapnPspI9oLCBQoL/JXjCAtyrmRTNoiEIvH3A9BEAShNEymMN0AdANfBrYaPO9BQ1Jr+tNF1PHRU5iqA15CPg+RhGYglhxTWzszXsRgQa9/ORGIYgw+KN3oiyc0rT1WusasIlJCSvFK7yjCkLHacHecJlX58CgrfSSWGNtc7+6JoLHSZnzeAoZxxntfutAqZBiDfZzG1kbCZhgXI7RKmeudXaOLUTAzToWE1rDnOjq2uW7tiRBLaFpq/QVXVyonolVMOhxAYxlt7EhFzAqJoPT5Cy6O0LMT4oNQ0wJVk8fcD0EQBKE0TAqIPUAISAItBs970DBsJ+oiIhCQXe1krCsMbSvCkIHyiqiLFRDNJRoaWzsH/3979x0nV10ufvzzTN8yW1I3vTdKEkgIhI6hBFBExILtqj8rKHq9emkiitKugFJVVCyAevUqRaR30gkJkJDey6bsbnZny/Q5398fZ2Yy2ezunJmdZAk+79drX9lMOeX7PTP7POfbSFqG4dX+HqeY7Z/pmtOLc8gfGBfXymEZkw0qeyont0tyxigUto/1DfYMDGPyJXK9qOvNTc6C70zQV+g+drfFiaUMAyu82fVPutKbFogNjXY55btei/1MGGNyridnCWmh16zTz1xvWiAy5eT0emoq8DPRHE7QEklS7nVlvxu6kpu0d9tS06jjH5RSqi+UMoF4BPgF8N/ASyXc7vuGyenC5GQlajiwG1Mh1u21g4B8fbj7FRm0pizDpiZn+8gEfQ0FBjPr0oHxpEHlPb4uN+CzCuwSsmav3RI0Mc8+ig1cd4ZiRBIW/cs9eadOLXYfa9PnkLecikzkjDHZfUzOV05FtgZtyCRB/XsOWqv8bnxuoSNur11SiOw5DHZW14WeQ0NHgn3hJEG/u8dug73ZRya4d/qZK6Z1wOn1VOw+Mp+5CQPLe+w2WOZ1U+51EU+Z7hesa0iPf9AEQimlDquSJRDGmFXGmI3GmCuNMY+WarvvJ5YxtGUGUcfbHb1nQJHB9+o9doJyVF1Fj6/LzHiTmVbRqU1NESIJi6FVvuzUmt0ptttJJpCZOLDnYMnvcVHld5OyChtnkbKcB8aZ6VELLadVu+3t56sHKD4gcxzwpe/oFp4ExWmLpehX7ulxPQ7Yfz1lZgpy6t3d9vU6ZXDP5ZQ7I1Yh55GbBE0aeGjKafXu/QlKT4Ex5JRTgddTppyOylNOuZ+5QsZZNHUkaGhPUO5z9ThIGyiqHgBW77HLaUqeRA4cXE/N6d6y/cYVdAxKKaV6pySzMInIDRy4MjXGmBtLse33E8tAC5UAuGKtjt4zuKrwQCNlmexdvnx/pAcHvQj2wlFJy+BxOEtSNpBxEBhnk6D2woKlTBKUr3UA7DUWWhsi7GqNZwObfLY2R4kkLOqCvuzg3+5k7ijvSq9L4VQh5TQwmywWVtdrHbai9Cv34nEJzZFkQSuPZ+phyuCKvIHxkCKuV9hfTkc7KadKL7vb4jS0x/MGuRl72hI0R5JUOWgdqEsPRC+0rlfvTZfToPznkJmCdVcBiZYxZn85Del5H+U+N+U+F+G4RWsBK4/vT9rL8y6il63rAstpzR5nyWJmH5v3RdndFu/6+m7ZZv9bM7KgY1BKKdU7pWqB+Avwv8DjwChgWom2+75iGUPI2AmExFocvacuaAczhdzRzbQO1AV9eYNpr9vFwEovKQN7Cwj6Cgn46qoKD5YiiRSr9nTgEjh2SGXe12fmk68POQ9m3qm3W4GcnMOQnHMo5I7uyl3O95FZOyAzcNyJ9Y0R2uMp6oK+bhf9ynC7JFsX9QUEfW+ny+koB3eMhxRR10nLZINvZ3Vhl9POAup6+c42AI4dWllQEpQsYI2Dt3fa5TSlzkk5+bP7cGpnKE5LJElNmYeheZKg3H0U8pl4c4ddTlMdfOYyx7CzgLq2jGHFrkwC4eTGQJ5kThMIpZTqEyVJIIwxa4FZwDXAg8aYj5Ziu+83xkAbZaRw2WMgUvmb/ou5y/fGdjsIOH54/iAACg/wjTEs2Wa3oBw3LP8+MjMo7SggkHl7Zzspy+6W09Og2oyh1YUHrplzmDEimPe1wYCHSp+bSMKi1eEKxaFokjV7w3hc4jCBSAdkhQR86bqe6eAcAIYVEVS+kS6nmSOr8r42GxgXcL2u2t1BOG4xosbvaD2BTKtDIeW0NF1OTura73ExoMJLynKeVEcSKVbs6kCA44fn30cxLVqZepg+LH8SBDmfuxbn+1i2w3k5DUlvf1co5jipXt8QoTmSZHDQm3eaWMiTkBoDLdvt3zWBUEqpw6okCYSILAXOAh4CakTkglJs9/0mZQwgdLjS3Zji+bsx1RXRV3rJVnu7s0blD/hgf9DnNJjZ0hxlT1uC2jKPo+5F2UCjNeb4jm4mCZrhIBiD/esfOA2MU5Zh6TZ7H7McBMaQm2g528cb21qxDEwbWtnjlJsZxSRaS7c7T4Jgf5JS7zDR2tMWZ2tzjHKfi6MddDkZUOHF7bJn5oklnQ1yXpS+Xk8a7awesne+HZaTMSZbTjOdXk8FJqTLd7STtAxTBpc76i5UTEtNtpwcfq4zCx46LadQNMnadMI7bWj+GwNVfjcVPhfhhEXIYVKdSYJmjaxylAT12NUrvA8SHeCvhrIaR/tXSilVGqXqwnQP8ArQP/0zsETbfV/J3KTrcNlBjETzd2OqqypsUGokkcp21zhhhNMEorBgZsFmOwg4cVRV3n7SAAFPupuU5WwQsjGGVzfaZTN7dLWjY8p2/3EY3K/Y1U5rLMWwap/jfvRDsoFrYeXkNDAeVr0/CXJyR7c9lmLp9jYE50lQod1a5m0KAXYi19MaExlulxTcv3/BZnsfs0c5q+tMfTm9s75mb5g9bQn6l3sYn2dAfkY2IXV4Pc1Pn8MJBSaje9ripBwk1fGkxRvbMwmEs3IqNIF4fWMLlrFbOJyMjxGRgvcxL11OJbleW7ba/2rrg1JKHXZFJRAiMi/9b5uItAL3Avelf+41xvyhdIf4/pGZYjScaYGIhfK+p7bMQ7nXRWss5WiGoXmbQsSShmPqKhx1B4H9c9Zv3hdx9PoX1u0D4LSxzu/6FdKdYn1DhB0tMWrLPEx30EUqd/uZBaryeX5tMwBnjXe++FQh5RRLWry60d6H03IKBjxUBexuUk7Wm3h9UwuJlGH6sErHdZ0Jvrc7DL4zdf2BCYWXU2aa355sa46yZm+Ycq/LUdcfKDwwfnFduq4n1DpKeHP3kVncridJy/DSensfcxyWU5nXzeCgl0TKOPpMLNgSIhy3mDCgLJt85DMs3YriNNEq9BzsfTgvp71tcd7a2Y7fLZzs8MZAZn2Wbc3RgxMtHf+glFJ9pqgEwhhzavrfoDGmKv1v5sfRrSURcYnIL0VkoYi8IiLjOz3/nyKyOP1zQ/oxEZGd6de/IiK3FHP8fSVzUzmcboFwkkCICGPSc75vbMwfkD271g74zp3cz/FxjUtvf4OD7W/ZF2X1njAVPhenjHUWBMD+Be02OwgqM+dw5viaHlfRzjWsxo/fLexui9Ma7Tn4Tqb2B3znTCqgnAY4r4f5m0N0xC0mDyrPu+hXrkzwvdFJOa0pPLjP1PX6hvwroe/JCfhOLyBZHFvI9bomU9e1jmeFGlDhpcLnIhRN5Z1CNGUZXkgnEAWV04BMOeU/hze2tdIcSTKq1s8Ehy0csL8unNT106vtcpo7pb/j7WdWed7UFMnborUvnGDJtjZcAmeMd17XmXJy8t3xfDoZPXlMNRUOxjWBnVQPDnqJdZVoaQKhlFJ9ppQLyRXqYiBgjJkNXA3ckXlCRMYCnwZOBmYD54rIVGAcsMwYc2b655o+OO6ipdJ/xDvc6S5MDhIIgLH9nd3R3d0aZ+HmEG4p7C7i6H4B3GLfqcy3ONdjKxoAOxgLeJxfPpk1CtbmCVyjCYt/rmwE4ENHD3C8fY9LGOswmHlxfTPNkSRj+wfyrjGRa3wBwdI/3rHL6fwpzhMUyCmnvT2X07bmKIu2tuJ3C+cWkAQNr/ET8LjY254glKdF6+9vN2CA08bVOA74ICfRynO9JlIWT7xr1/XcAspJRJiYXsthXZ5ymrcpxO62OMOr/Y5bs4Ds9p3U9f+9bdf13Cn9HfXrz3CakO5tjzN/cwiXwLmTnH+u64I+qgJuQtEUe9t7TrQeW9FI0jKcMqba8TTIABMG2OWULyFNWSbnM+E8CYIeEi1NIJRSqs/0ZQJxKvAMgDFmETAz57ntwFxjTMoYYwFeIArMAIaJyMsi8pSIHFHLj1rp2DzbAhF1lkCMdxho/O3tvaQMzJnYz3GXFgCfx8XI2gCW6TlJaY0meTwd3H98+iDH24f9C7XlC4yfWdNEayzFUYPLHa2dkGu8g7vGxhj+snwPYJ9DIQHfqNoAbpedaIXj3Q8aXbM3zNLtbZR7XVxQYLDkNIH461t7AbulqTrPQn653C7Zf3e9sft9RBKpbLL4yeMKq+tsopXn7v3za5tpaE8wpl/A8SxSGU4T0kxdf3TaQMfdl8AeRF3uddHYkWBfD6vAb2uOMn9zCJ9buPgY5wkv5LZy9HwO/7t8L0nLcNb4Wgbmmao3l4g4up5iSYtH08H9xwr8XGdaXNbn+W6atynEzlCcYdU+ThnjvOUSeiinbAIxoqDtKaWU6r2+TCCqgNwIOiUiHgBjTMIY05jusnQ7sNwYsw7YBdxijDkLuBl4uKsNi8hXRGSpiCxtaGg4xKfhXGYGoqjH7uXlcrgWxIT03dDM2gtdaepIZIOAy44vLAiA/QudvVXf/QrZj7y5h0jCYtbIYPaYnBo3oAy3y+4C1RHrOviOJi1+u3gXAJcdP7ig7QNMTi/g9U4P5/DaxhCr94SpKfMU1B0E7ERr0sByTJ59/GZRPQAfPnYAQYcLeGVMyqnr7rqd7GqN8fjKRgT4xHHFlJO9j3fqu7+e/rxsL62xFMfUVXCMgzUBco3pV0a518WOUKzbxQMTKYvfv2HX9adnDC4ouIf9CURPn4nFW1tZvrOdSp+bDx5VWF27coLvFT2U0wML7bqeO6V/3sUIOzumzi7Xt+rbs+OjOsv9XH9mZuF1PcnBd8c/3mmgoSPB+AFlnFBgIjekym7laA4nux1rkbIMDyzcCcDHpw923C0xI1tOOzt95rQFQiml+kxfJhCtQO5fK5cxJtunQkQCwCPp11yefngp9mJ1GGPmYbdGHPTXyBjzgDFmpjFm5sCB750JoRKp9CBqj93H2BVudPS+o+sq8LmF9Y2Rbrud/HphPeGExSljqh2t8NpZ5g5wZl2BzupDMf68zL6b++WThha8fb/HxTF1lVgGlmzvevraP725h4b2BBMHljFnovOuGhknjLTPYen21i4DsljS4t55OwD4fycOKagLVkZmoG9mwa3OFm9tZd6mEOVeF5+ZUVfw9scNKKMq4GZXa7zbgc73zdtJImU4d3K/7N3+QsxMl1NmSs3OGtrjPLx0NwBfP2VYwdv3uIVp6e5C3ZXT395uYFtzjJG1fs4rYLxORmZ632Xb20ikDu52l0wZ7n3druvPnVBXcCIH+6fGXdJNOb1T384L65rxu4X/d+KQgrc/rNrH4KCX1miq29bFX8zfSThhcerY4j7XmXPITAHbWXM4we+W2Inc108ZVlCLHNitHDPzlNM/321kY1OUuqCPi48trJUG4LjhlQiwcnfH/i6WxkBI14BQSqm+0pcJxHzgAgAROQlYkXkinRQ8DrxtjPmqMSZzy/oG4Nvp10wDtplClgXuY5kWiHaf/UfUFXbWOuL3uLKrMXf1R/rN7W08vrIRt8A3Txte1LHNyEkgOjp1z0lZhh8/t4V4ynDupH4c62CO+K7MTk9nmpm2M9f6hjAPplsfrjx9eMF3pAFG1PipC/oIRVO8u+vgO66/WlDP9pYYo2r9fOTY4hLLTLD0+qbQQS0EbdEkt7xgTy35+VlDCupGluF2CSemp7ic30U5vbS+mRfWNRPwuPjq7MITObDXQnAJrNjVQajTgHNjDDc9v5VwwuK0sdWO15c4aB/pKYRf33jwOWzeF+GBBfad+2+dPgKvu/CvoUFBH+P6BwgnLJZ3vjMN/P6NXaxvjDCkyldwd7uMzFSjC7aEDkpII4kUP35uCwCXzRjM4KDzrkUZdvCdLqdNB5fTgs0hnlzVhMclXFnk5/q44UH8bmHt3vBBrUHGGP7npW20RlPMHBHkZIfTDXc2q4frtT4U4+50InfFqcPwF5G0VwU8TBpUTiJlWLQ1vY9IM8TbwV8FAV0DQimlDre+TCAeBaIisgD4GfCfIvIdEbkIe4D1GcD5OTMuzQZuBc4QkVeBO4HP99GxFyWZHgQR9trdKdzhvY7fe1p6xqOnVzcd8Pjetjg/fHYzBjtoLWTGn1yDKn1MH1ZJNGnxfHoWJLCDjPvm7WT5znb6lXv49hnFBTIAZ4yz/9C/sK6Z9pxuTPvCCa5+ciNJy/CRYwdkg6pCiUi25SIzViPj+bX7+NOyPbgFrj93jKM1Dboyc0QVteUetuyLsjInSUmmDDc8s5ndbXGOGlxeVDeyjDPTU8s+sbLxgCRlfUOYnzy/BYBvnDYsu/ZFoYIBD7NGVpG0DE+tOvB6+vWiXSza2kp1wM1/f6D4O7tnT6xFgNc2tdCcM4YgFE1y7ZObiCYt5k7uV3B/+FxnpMvp8RUH1vVrG1uyyej3zxnteHanzo6uq2Bw0Muu1jhvbNvfkpKyDDc+u4XtLTHGDSjjC7MKb33IOCd9vf5rVeMB05Ru3RflxnSC8pXZQ7OzmBUq4HFxUnrK1H++e2BdP7R0Dy9vaKHc6+Las0cV3PqQcdrYGtwuWLgldMA6Lx3xFFc/uZFw3OLM8TWcXUSrYkZmtrTsOeSuAVHkcSullCpenyUQxhjLGPM1Y8zJxpjZxpg1xpg7jTFPGGMeNcYEcmZbOtMYs9AY02yMudAYc4ZoDIWnAAAgAElEQVQxZo4xZk1fHX8xMl2YIpkWiA7n4zPmTumP1y0s3NLKqnR/5vpQjCsfXU9De4Lpwyr5QhHdKHJ9OD0I9MHFuwhFk8STFne9tsMOvF3wo7ljCpqhpbMx/cuYMTxIJGHxwMJ6jDFs3Rfl8v9bx85QnCmDy7ny9OITlMw5CPD0mibW7LHHETy2ooEfPbsFgMtPHc4xQwrvCpLhcUu2P/3dr+8gkbIIRZNc9eRGFmxppSrg5sbzxxZ1Vz3jjHE1DKzwsnlfNJsILdvRxjf/sZ5w3GLOhFoumdq7rnmZ9//xjd00dSRIpCzun7eTBxfvwi1ww3ljChqw29ngoI+Tx1STSNkJqDGGnaEY3/z7OjbvizK6X4Dv9SJBAbj42AG4XfDyhmbe2tmOMYanVzfx/ac2YRk78C62BQXs1qAPH2OX0/3zdxJNWrTHUvzg6c28vKGFSp+bH58/pqi76hknjKxiaJWPnaF4dmD8yl3tfOPv62iJJDl5dFVRYx9yXTrNPoc/L9vD7tY4Scvwm0X13D9/JwJ8/9zRRSejAP0rvJw1vhbLwD2v78AYw562OFf+Yz3rGiIMr/FzzZziExSAuZP74XcL8zeHWLypScc/KKVUH5MjqAdQUWbOnGmWLl3a14fB7t27+c2ien6zaBdfPmEA1604FyNu9nx5BbicTZF5z+s7eOTNPdSWe5g9qppXNjYTjluM6x/g/o9NorqIft65UpbhS/+7JjvIWASaw0ncLvjheWMKWjOhO6v3dPClv6whZewpRXe1xkhZMK5/gLsvmVhUt5/Obn95G//3dgN+t9CvwptdEfmzMwdzeRH9vDtriyb5xB/fZV84ycBKLx3xFOG4RdDv5q6PTCh49qiuPL26KZv0jKr1szW9QN5Jo6q47UPjehW0gt2ydMXf17FsRztVfjdet9AUTuIWuPac0VxY4KDjrmxqivC5R1aTtAzDq/3sbotnf7//YxMZ1IsEJeO+eTt4aOkefG5hYKU3u0r4pdMG8l9njuh1XYfjKT710Cp2t8UZUOElmrBoj6eo8Lm4/aLxHOdw8buevLKhmauf3AQcWNfHDavkzovHU+Z1PoVuV4wxfPeJjczfHKLS56bM66KhI4EA3z1rJB+d1vtxYjtaYnz64XeJJQ1Dq3w0diSIpwx1QR/3XToxu+Bcb2S+P8cPquT5E99Gnr8eTvwanH9br7etlFL/hnr1B7IvuzD928m0QIjHhxWoQUwKV7TZ8fu/fNJQZgwP0hxO8tTqJsJxizPG1fDLEiQPYN9xve1D45g0qJyWSJLmsL1Wwv2XTipJ8gAwZXAFP5w7xp6lpyWGMfCho/vzq49PLknyAPY4kHMn1RJLGXa1xulf7uGG80ZzxanDex1Qgt0F6M6LJ1AX9NHQniAct5g5IsjvLptSkuQB7DuuX5k9FLcLtjbH8LuFL544hNsvGt/r5AHs7l4/uWAsU4dW0BpL0RROMqrWTuJKkTyAvaDcTReMJeh3syMUI2UZzpvcjwcvm1yS5AHsVoYLj+pPPGXYGYpTHXBz9ZyRJUkeAMp9bu68eDzDq/00diRoj6eYPqyS33xyckmSB7C7rF15+nC8bmFrcwyfW/jMjMHcfcmEXicPYNf1D84bzcwRQdrjKRo6Egyv9nPnxeNLkjyAfTPg1g+Oozrgpr41Tjxl+MCEGh68bHJJkgeAz82sw+sWNuxtJ96U04VJKaXUYactEIfJ7t27sy0IV5w6jG9v+jLefetovPQxkgOmON5O0jIs2GwvjnVMXUXJAtZcljFsaoriFnuRuVIEYp2F4ym2NkcZUuWnpoB1DApRH4rRHksxtn9Z0WMeepJMGTY2RQj63b3qAtKT5nCC3W1xRvcLlCSY7MwYw5bmKBh75eJiBq/nk6nrwUFfr7rA9WR3a5xQNMm4Q1XXlmFTY4TKQ1jXoUiS+tYYI2sCBS3c55Qxhm3NMVLGMPoQ1XU0abGlKcLASl/JbgjkuuTBFdS3xlk1+UHKt7wAH38Ijrqo5PtRSql/A736I3BoIjfVpUwLhMclWBWDYd863O27CkogPC7h9HGHdtYRl0hR04MWotznLmpaykIcqkAvw+Pev1bAoVJb7i14fYFCiAhj+h35dV1X5aOuqjStGl3xuISJh7iuq8s8BS0KWCgRYVSRkyw4FfC4mHwI67qmzEN9axxCO9IPaAuEUkr1Be3CdBhFk/YsTGVeF8kqe/VUd+u2vjwkpZQ6YlQFPIDB16ZrQCilVF/SBOIwCqfXVyj3uklV2X/43K3b+/KQlFLqiFEVcFNNB55kB/iCUFb81LBKKaWKp12YDqNIehXVMp+LlN9ugfCEtAVCKaWcCPo9DJf09Ne6BoRSSvUZTSAOowNaICoyLRCaQCillBNVAXdOAjGibw9GKaX+jWkXpsMo2wLhdZEMpsdAtO2EVLyntymllMKeQnlEJoGoHd2nx6KUUv/ONIE4jNozLRA+N3jLSFaNQqwEnuZNfXxkSin13lfldzNS7BW7qRnVtwejlFL/xjSBOIyawwkAasvtnmOJ9PSt3sZ3++yYlFLqSFEV8OxPILQFQiml+owmEIdJLGnREbfwuISq9CJRyQFHAeBpXN2Xh6aUUkeEqoCbEZpAKKVUn9ME4jDZl9P6kFnZOTHwaAB8e5b12XEppdSRosov+wdR12oXJqWU6iuaQBwm+8JJAGpzVppN1B2PcXnxNKxCos3Fb9xYkIhAMtbbw+xhHwaspP3vIduHZe/jkG0/cw7WIdyHdWjLyRiwUvbPofK+qevDUE6pxPukrg/DZ6IEBsR24JckuxgAvkO7urlSSqnu6TSuh0l9yA7uh1T5s48ZbznxuuPx1y/Gv2Mh0fEXON6eZ+87lG14Ct/OhXhaNiHpmZysQA3J2gnEhs8mOv5DpKqLXKk1GSWw+QX8W17E27ASd9sOxFgYt59UcBjxwdOJjTyd2Og54PYVtQt363YCG57Cv/11PM3rcUVb9p9D9Rjiw04iOvY8kumxIgUzFr4dCwhsfg7vrmV4QlsQK4ERN6nKOpIDjiY24hSi487H+KuL2oVEWwhsegb/lpfxNq3B3bHbPgdvBamqkcSHzCQ26iziw2eDFJevexpXEdj4NL4dC/G0bMSVCAOQKh9IsnYC8eGziY67gFTV8KK2Tyq+v673rsDdtj1d1z5SlUNJDJ5ObMRpRMecAx5/3s11xdVWT2DjU/i3vYZn33rc0X0AWP4akjWjiQ89keiYc0gOOra4czAGX/0i/Juew7drqV3XqThG3FgVdSQGTCY2/BSi4y/ABIpbfExirQQ2PYt/60t4G1fjbt9ln4OnnFT1COJ1M4iNOpP48FPB5S5qH56mtem6XmDXdbwdyNT1OOLDZhMddz6p6iLvvqcS+Le+TGDLC3j3vI27dTtiUhiXl1RwGIlBx6br+lzwlhW1C1f7nnRdv4pn3zrckSYALH81yepRxIfOIjbmHBKDphW8jkNN+wYAVlkjqTMm25qrlFLq8BJzKO8yvgfMnDnTLF26tK8Pg1ufWM4vF9Tz6RmD+eZp+wO98rcfpGrhbURHz6Fl7v15t+PZu4Lg4tvx71x0wOPG7QdjIVZi/2MIsdEfoG32Vc4DjlSC8pUPUfHWb3FHGg/ch7iQTncqU2X96Zj+ZcLHfAbcXke7cLdup3LJzwlsfOqg7RkE4cBrMl43g7bZ/01i8HRn52AM/k3PUrn0HrzNG/Ju33gChCd/jPYTvuk4kZBYG5XL7qfs3b/gSoYP3F4X5ZSsHk37CVcSHXeB46DJs/cdgot/hn/ngoOe63weBiE25hzaTvqe86TRSlL+7p+pWP4A7vDevOdgBWrpmPZFOqZ+3nHS6GrfRXDJzwms/ydiDryT3mVdD5pG20nfIzH0BGfnAPi3vEjlG3fjbVqT9xyM209k0iW0nXAlpqyfo+1LooOKZQ9Q/u7D2YC+p30kg8Npn/kNohMvdl7XjasJLr4T//bXDnquy7oedaZd17XjHG0fY1G2+q9ULvsV7vb6vOdg+avpOPZzdEz/EngCjnbh6thL5Rt3U7busQO+h7rbR2LA0bSd9F3iw092dg6pBDXPf4vAlhe5I3EpX7/hV5T79B6YUkoVqVd3YDSBOEy+8cdFPLmqias+MJKPTB2YfdwVbmDgQ2cA0PDpl7EqB3e9gWSUyjfupuKd3yHGwvJVEpn0UaJjziY54CiMrxKMwRVuwLv3bQKbXySw8V/2XVi3j9ZTf0Bkysd6PEZP4yqqX74Wb5M9qDsx4CgiEy8mPnw2yerR4PYh8XbcLZvx1S+mbP0TeJvW2q/tP4WW8+4hVdXD4k5WivKVD1O55Ge4khGMy0N07Fyi4+aSGDgVq2IQYHCFG/E2rsK37VXK1j+RDdo6pn2RthO/2+PdXVfHHqpe/yGBLS8BkKqoIzL5o8RGnk6ydrxdTskY7rYd+HYtJbDxmWyAniobQMs5PyMxdFaP5eTf+jJVr92Au2MPALFhJxOd8EHiQ2aSCg4HcSGxEJ7mDfi3z6Ns3WPZu9XRkWcSmvNTjL+q+x0kIgTfuIvyFX+w69pbQWTixcRGzyExYIod+FpJ3O278e59B/+WFwlsetZuXXH7aD3lOiJHfbLHc/A0raX6lWvxNqy0d9lvIpFJl6Tregx4/EiiA3doK76diylb/8/sbGGJ2vG0nHcvqZox3e/AWJSt+l+Ci36KK9GBETfRsecSHTuXxOBpWBV1dn1FGvE0rsK/7XW7rmMhADqO+Qxts6/uMSl1hRsJzvsxZZueAey79JFJHyU26gyS/SbadZ2Kp+v6TQKbnsO3/XUEgxWooWXO7cRHnNZjOfl2LKDq1e/jadsJQGzoLKITLrLrumoEuDx2Xe/bgG/nQsrWPoqnbYf92mEn03L2HT0nKskYlW/eT8Vbv0ZMCstTRnTiRURHn01y4NFYgX5gLFwde/DufYfA1pcJbHwaScUwLi9tJ36X8NT/6DFRcbdsovqV6/DttsdaJWvGEpl0CbERp5CsGQueAJII4w5tw1e/mMCGf+Hb+7b92urRtJx3D8l+E7s/B2MoW/sPggtuxRVvxYiL2OiziY6bS3zwcViVdYDgijThaVqT/Uy40t02w5M/RutpP+gxKXW11VPzwnfw7VlOAg9zY7fw0FWfZWhNca0kSimlNIHo0Xslgbjo7ld4p76Duy+ZwKyRBwaP1c9/m7KNTxOedAmtZ91y0Hs9jaupefG/8DRvxIiL8LH/QfuMy3sOQkkHWIv+h7J1jwPpoOzka8DV6a5dKk7l0vuyQUwyOJy2U68nNvKMnu+gGoN/26sE5/0YT9sOOyg75y7iw0466KXu5o12ELNnOQCR8RfSduJ3sYJDezwHibdTsfwBKt7+LWIliY04lZaz7zy4pSAbxNyCK96G5aukbdZ37KQpz91yT+MaqubdiG/3mxiXh9aTryVy9KcOOneJNlM1/ybK1v8TgPigqbSe+oP83W6sJGVr/kFw8e24YiGS1aNpnnt/l3ePvfVLqH7lOjyt2+y6nvp52o//Wt6WEVfHXoKL76Bs3WMAhI/6JK2nXHfwuafiVCx/gMplv0SsBKnKIbSe8n27K1qeuvbtWEDVvBvxhLZg+YK0nH0n8ZGnH/RSd2gbVa9eh79+CQDRMefYrWA9JZcAiQgVb/82e2zxIbNoPveugwNwYwis/ydV82/CFWvB8pTTPutbhI+6LG8XK3fzRqrm3Yh/5yKMuGg76XuEp37h4LqOtRFceBvla/5mH9qAo2g99Qck6o7r+RysFIH1/yS48Dbc0X0kg8NomXs/yf6TD3qpd89bVL9yrf25Rggf8xnaZ16Rt4uVRPYRXPIzylf/FYDIxI8QOv1HB5+7laTi7QepXHoPkoqTKh9I28nXEh03N293Om/9EqpevxFv83osTzmhOT8lNubsg17nattJ9as/wL9jHgDRkWfQdvI1PSeXAMkYFe/8nso370NSMeKDp9Ny7j3pmwgH8m96lupXr8cVC5GqqONq93f4297h/P3rs5kxylkrklJKqYNoAtGT90ICYVmGY254hnDC4qmvTKVf+YF3Vd0tWxjw1w8iVoLQ6T8mctTH7SeSMSre+R2VS+9FrATJmrGEzrqVxOBpBe2/bM3fqXrtBsRKEBs2m9Cc27HKB2SDwuCCm/E2b7CDmGM/S/us/8R4yx1vX2JtVL/4XwS2vYoRN22zr7K7NLncSLyd8hV/pHLZL7JBTOvpP7ID1gJ469+g9rlv4oo223dFz7mL5AA7KPPsW0dw4W34t2eCmDNpPf1H6TufDlkpKhffQeXbvwUgPOUTtJ18FcZbAVaSwPonCS76H9yRJownQNsJ3yZ87OcK6uvubt1BzbOX421ai+WrJHTWbdnA3dWxl8o376N81V8Au0UgdObNBY8JCKx7jOpXr0dSceJDTqBlzh12q5Yx+OqXEFxwU7bVKHzUZbSd9F37Tr1Dkuig+qWrCWx+DiMu2mf9Jx1Tv2C3FCQiVKx8mMo370WSUVJl/Wk99XpiY+cW1Nfdu+ctap79Bu5wA6nKYTSf+3OSg6YCdgIQXPRTAltfBuy7/K1n/Liw8R/GonLpvVS+eR8AkYkX03rq9XY5WCkCm56xE4COPRiXl/aZ36Rj2hcdd9EDcLXvpvbZK/A2rMTylNN65k+y3dckso/KZb+gfMVDCIZkzRhCZ9xEYsgM5+cA+Dc+TfXL1+BKRogPmkbo7Duz5eDd9SZVC27OtjCFJ3+UttlXFTbWJxGh+tXvU7bhSQDaZ3yD9uO/aielyRjlq/5M5Rt34UqEsfw1tJ5yLdEJFxVU157GVdQ+cwXu9npSFYNpOftn2XJwh7YSXHwHgU3PAnZyEjrrVm5dEufR5Tu55ZJjuWxWkWO8lFJKHZkJhIi4gPuBaUAM+JIxZkPO818GvgokgZ8YY54UkQHAn4AyoB74gjEmfNDGc7wXEogNe9s5+85XGVTp5YkvTe3yNeUrH6Fq3o0AxIfMIlVZh2/nQtxhe8rC8FGX0Tr7qqIHNnp3L7ODskgTxu0nMWAKrnBDtmtGsno0oTNvLjiIybJSVC75GZVv/RqAVPkgUsFheJrW4EpG7HOYdAltJ1+Tt+WkO7kBONh3hUkl8Davtw/BX03rKdcVHMTkCqx7nOpXv4+k4li+IMna8bhDW7ODfuNDTiB05k1FD2KVRJjql6/OBkXJ6tEYXyWepjWIlcS4PHQc97X9gVoRvHveoebZK3CH92JcXruuo814Wrfb+6waQesZNxEfdmJR28dYVLx5P8Gl9wB2169U1Qg8+9ZmB3hHJnyI1lOuK3rAsqtjDzXPXIGvYQUAif6TwVh4960DsFuYZl9NZPKlRde1f9OzVL90Fa5kBMtbQbLfRNxtO7Kfufjg6YTOvNn5OIPOklGqX72esvVP2P+tGoEVqMXbuDo9mN9Fx/Qv0T7jG0UPTvc0rqb2mctxt9djXB4S/afgirXiad0KQKpyCKEzfpy3q1a3jKHird9QufgOBEMq0I9U9Sh70oN018LomHNpPe0HWOUD82ysa65IEzXPXYlvl/09neg3EcSFp2mt3d3MU077Sd8lfPRlIC4eXdPBbc+s4bJZI7jlkq6/T5VSSuV1xCYQlwAXGWM+LyInAdcYYz6cfq4OeB6YCQSAeenffwosM8b8XkSuBmLGmJ/1tJ8xU6aaH/72CYwx2WGIxoABcs/dfsx0ej79HOaAmRqNMd2+xuRsMPP8C6v3sGZ3G3Mm1HLThWO7Pdayd/9McOH/HDAoN9FvIm0nX+N8oGEPXG31VM3/CYEtL2YfS5X1Jzz183Qc+znHgyV74t/4DMHFt2eDVYD4kJm0z/wG8WGze719SYSpXHwH5av/un/mKU8ZkcmX0nH8V4sOYnJ59q6gav5N2e5WYAf6Hcd9lciki4ueTSnLWJS/80cql/8iO/OU3W98Du0zv0my/6TebR87AA/Ov9keG5G+Kq1ALR3Hfpbw1C8U1MLUHf+WlwguvA1PaEv2sfjg6XZdFxuw5krGCL7xc8rf/ROSjAKZQdAfof34y7sfL1QAT9Maqub9BN+uN/bvNjicjuO+YicnRc6mlGUMZe/+ico3789OSmAQYiPPoH3Wt7KLSfaGRPZRNf+mAyYlsPzVhI/5NB3T/l9BLUzd8W1/neCC27LJOtjr2LTPuILYqA8UncRlpeJULr2X8hUPZb//jMtLZMKH6JhxxQEtTM2mnPPvep0yr5uvnTGOyoAHj0tw6YRMSinl2Gdnjz5iE4g7gSXGmL+k/7/TGDMs/ftFwAXGmK+l//8ocDPwq/Tju0VkGnCzMebCnvbjHzLBDPmPnx/KU3Hslg+O5azxefo3x0L4dizAFW8n0X8SyYHH9v6PcyeucCPulk0YX9AeHNnbIKkzY+Fp3ohEW0hVj8Sq6H2g15nE2/HsWwfiIdF/UtF3cHvibt2Bq70eq3wgqerRJa8HUnE8+9YhyRjJfuOLnkq2JxLZh6dlEyZ9h/1Q1LW7ZTOuyD5SVSMK6zbmkCTCeJrWgrjSdd37RLczV/su3K3bscr6k6oZewjqOoGneT2SCJOsHVd0y0xPJNpsj6fwlNlJaOexTr1lDO7QZlzhJlLBoVjBYaXdPkAiYrcyGYtk/0ldJrp1dXVc8cgy/rViV+n3r5RS/ya23Hphr/7Q9eUceFVAKOf/KRHxGGOSXTzXBlR3ejzz2EFE5CvAVwBqho7lsyeNQsRuq8mdN9x+THJ+3x83iKSfyfwfyb4m9725j5F+j3TxngqJc+a4mryFYvzVxMadn/d1vWGVD7DHQBwq4iLZb8Kh2z5gfJUk6o4/pPtIVQ0vfm0FJ9w+kgOPOXTbB0xZPxIOpystirhI1Y4rvpuPA8Zbnn/wci9ZlUOwKoccuh24vSVpbeiJCdSSGDLz0O1AhFTNWDvBOlS8ZY7GeN31yemce/RgVu1qJZawSFkGw/t7PJ9SSr2X9GUC0QoEc/7vSicPXT0XBFpyHo/kPHYQY8wDwANgj4H48cWHNkhzYvfu3X19CEop9b7gcbv48PRhfHj6IWgFUUoplVcvO3P3ynzgAoD0GIgVOc8tAU4TkYCIVANTgJW57wHOB14/fIerlFJKKaWU6ssWiEeBc0RkAXYvny+IyHeADcaYJ0TkbuwEwQVcZ4yJishPgD+kZ2hqBD7VVwevlFJKKaXUv6M+SyCMMRbwtU4Pr8l5/tfArzu9Zw8w99AfnVJKKaWUUqorfdmFSSmllFJKKXWE0QRCKaWUUkop5ZgmEEoppZRSSinHNIFQSimllFJKOaYJhFJKKaWUUsoxTSCUUkoppZRSjokxpq+P4ZASkQZga18fBzAAe+0KVTpapqWl5Vl6Wqalp2VaelqmpaXlWXpapqUXMMYcU+yb+3IhucPCGDOwr48BQESWGmNm9vVxvJ9omZaWlmfpaZmWnpZp6WmZlpaWZ+lpmZaeiCztzfu1C5NSSimllFLKMU0glFJKKaWUUo5pAnH4PNDXB/A+pGVaWlqepadlWnpapqWnZVpaWp6lp2Vaer0q0/f9IGqllFJKKaVU6WgLhFJKKaWUUsoxTSCUUkoppZRSjmkCUUIi4hKRX4rIQhF5RUTGd3r+yyKyVEQWicgH++o4jyQi4hWRh0TkdRFZIiIXdXr+OyLybrq8XxGRSX11rEcSEVmeU2a/6/ScXqcFEpHP55TnIhGJikhNzvN3i8ibOa+p7svjfS8TkRNF5JX07+NFZF768/8LEXF1em2ZiPw9/fxTIvKemLb7vaZTmU5Pl9crIvKsiAzu4vXdfj8oW6cyPV5EduaU2Sc6vVavUwc6lelfcspzi4j8pdNrpVOZ39InB/0e1VXsVPLvU2OM/pToB7gE+H3695OAx3OeqwNWAH6gOvN7Xx/ze/0H+ALw8/Tv/YFtnZ5/GJjR18d5JP0AAWB5N8/pddr78r0P+Eqnx+YBA/r62N7rP8B/p6+5Ren/PwGcmf79l8BHOr3+O8AP079/Erirr8/hvfbTRZm+CkxP//5V4M5Or+/2+0F/ui3TLwH/1cPr9TotsExzHq8F3gKGdHp8PPDPvj7u9+pPV7FTqb9PtQWitE4FngEwxiwCchc9mQXMN8bEjDEhYAMw9fAf4hHnb8D1Of9Pdnp+BnBNOqu+5vAd1hFtGlAuIs+JyEsiclLOc3qd9oKIzASONsY8kPOYC5gAPCAi80Xki312gO99G7FvxGTMwA54AZ4Gzu70+ux3bjfPq4PL9JPGmLfSv3uAaKfX9/T9oGxdXacXishrIvJbEQl2er1ep/l1LtOMHwH3GGN2dXp8BjBMRF5O3y3X3gcH6ip2Kun3qSYQpVUFhHL+nxIRTzfPtWHf4VU9MMa0G2Pa0l/I/wd8v9NL/gJ8DfgAcKp2uXEkDNwOnIdddo/odVoy12L/wctVAdwDfAaYC1wuIpqUdcEY83cgkfOQmPTtMLq+FnOvV71Wu9C5TDOBmIicDHwD+Fmnt/T0/aDo8jpdAnzPGHM6sAm4odNb9DrNo4syRUQGAXOA33fxll3ALcaYs4CbsXsjqLRuYqeSfp9qAlFarUDunQeXMSbZzXNBoOVwHdiRTERGAC8DDxlj/pTzuGA30TUaY+LAv4Dj+ugwjyTrgIeNbR3QBAxJP6fXaZHSYx4mG2Ne7vRUGLspOGyMaQNewr7Lq/Kzcn7v6lrMvV71WnUo3Uf/l8CFxpiGTk/39P2guvaoMebNzO8c/HdIr9PiXAr8yRiT6uK5pcDjAMaYeditEXI4D+69rovYqaTfp5pAlNZ84AKAdLPvipznlgCniUggPYByCrDy8B/ikSU9wO854CpjzIOdnq4CVopIZfqL4wPAm523oQ7yReAOABEZil2OmeZhvU6LdzrwQhePTwTmiYhbRLzYzcTLDuuRHbmWi8iZ6d/PB17v9Hz2O7eb51UnIuxRqEkAAAPsSURBVPIZ7JaHM40xm7p4SU/fD6prz4rIrPTvczj475Bep8U5G7srTVduAL4NICLTsMdH6sJmad3ETiX9PtVmydJ6FDhHRBYAAnxBRL4DbDDGPCEid2NXiAu4zhjTue+pOti12IOorheRTH++XwMVxpgHRORa7Aw7BrxojHmqj47zSPJb4PciMg8w2AHDlSKi12nvTMLuvgDYM4Sx/7P/CLAIu4n+j8aYd/voGI80/wX8WkR8wGrspnhE5Dngg8AvgD+kr+U48Km+OtAjgYi4gbuxB1T+I33D9lVjzA0i8kfsbg4HfT/ktKSrrn0duFdE4sBu4Cug12kJHPCdCgeU6a3AwyJyIXb//s8f9qN7b+sqdvoWcHepvk91JWqllFJKKaWUY9qFSSmllFJKKeWYJhBKKaWUUkopxzSBUEoppZRSSjmmCYRSSimllFLKMU0glFJKKaWUUo5pAqGUUkoppZRyTBMIpZRSSimllGOaQCillAJARGpE5PKc/y84RPspE5FX0wub9WY7PhF5TUR0UVSllDqMNIFQSimVUQNkEwhjzMmHaD9fBP5hjEn1ZiPGmDjwIvCJkhyVUkopRzSBUEoplXErME5E3hKRn4pIO4CIjBaRNSLyGxFZKSKPiMjZIjJfRNaLyKzMBkTkMyKyJL2NX3XTyvBp4PFCti0iFSLyLxF5O/26TNLwWHp7SimlDhNNIJRSSmVcDWw0xkw3xnyv03PjgbuAqcBk4FPAqcB3gWsBRGQKdmvAKcaY6UCKTsG9iPiAscaYLYVsG5gL1BtjphljjgGeST++Ejihd6etlFKqEJpAKKWUcmKzMWaFMcYC3gVeNMYYYAUwOv2aOcAM4A0ReSv9/7GdtjMAaCli2yuAs0XkNhE5zRgTAkh3g4qLSLCE56qUUqoHOvBMKaWUE7Gc362c/1vs/1siwB+MMdf0sJ0IECh028aYdSIyA7gAuEVEnjPG3Jh+nR+IFnAuSimlekFbIJRSSmW0Ab25k/8icKmIDAIQkX4iMir3BcaYZsAtIp2TiB6JyFAgbIx5GLgdOD79eH+gwRiT6MVxK6WUKoC2QCillALAGNOUHry8Eni6iPevEpHvA8+JiAtIAFcAWzu99DnsMQ4vFLD5Y4GfioiV3u7X04+fBTxV6LEqpZQqntjdTJVSSqnDQ0SOA75jjPlsCbb1D+AaY8za3h+ZUkopJ7QLk1JKqcPKGLMceLkUC8kBj2nyoJRSh5e2QCillFJKKaUc0xYIpZRSSimllGOaQCillFJKKaUc0wRCKaWUUkop5ZgmEEoppZRSSinHNIFQSimllFJKOaYJhFJKKaWUUsqx/w9Yu41eZsJUZAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 20e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- AP dynamics is similar, but due to the stronger stimulus, currents balance occurs at a slightly higher voltage upon membrane repolarization. \n", "- As a result, Sodium m-gate does not close entirely while h-gate stays slightly open, which gives rise to another transient Sodium current.\n", "- Incomplete repolarization prevents full h-gate re-opening, hence the Sodium current transient cannot produce a full depolarization, and the membrane starts repolarizing as the h-gate closes.\n", "- The process is repeated periodically until the stimulus offset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### High plateau potential regime" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 50e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- AP dynamics is similar, but due to the even stronger stimulus, currents balance occurs at an even higher voltage upon membrane repolarization. \n", "- As a result, Sodium m-gate stays significantly open but h-gate closes almost completely, and the resulting Sodium current is too small to cause significant depolarization.\n", "- Eventually, the membrane potential stabilizes at where leakage and injected currents balance out.\n", "\n", "Expectedly, the final steady-state voltage evolves towards more depolarized values as the injected current increases in amplitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusions\n", "\n", "- The Sweeney model shows 3 active behavioral regimes, all of which characterized by a single spike response.\n", "- The presence of sustained voltage oscillations after the first spike at intermediate stimulus amplitudes is mediated by transient windows of simultaneous opening of the Sodium gates.\n", "- Such a window cannot be reached for weaker stimuli (where the m-gate stays closed) and stronger stimuli (where the h-gate does not re-open)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Frankenhaeuser-Huxley model\n", "\n", "We now focus on the FH model that was first derived to depict membrane dynamics at the Ranvier nodes of myelinated fibers in amphibians (frogs). Despite being older than the Sweeney counterpart, this model contains a more complex membrane dynamics with fast Sodium, fast Potassium, non-specific delayed, and leakage currents." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Typical responses\n", "\n", "Let's analyze the evolution of voltage responses for a range of characteristic input currents:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ithr = 3.39 A/m2\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('FHnode')\n", "pp = PulsedProtocol(30e-3, 30e-3)\n", "fig = plotResponses(pneuron, pp, np.linspace(0.8, 5, 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The FH model displays similar behavioral regimes as the Sweeney model, although we notice significant quantitative differences:\n", "- The FH model's excitation threshold for this pulse duration is about 3.4 A/m2, i.e. about 4 times lower than for the Sweeney model. This is a result of the model's weaker leakage conductance (also by a factor 4), offering less resistance to injected currents and thereby facilitating the reach of the spiking threshold.\n", "- The different behavioral regimes occur over a wider amplitude range, spreading from just above to five times the excitation threshold.\n", "- Across all behavioral regimes, the membrane dynamics is significantly slower than for the Sweeney model.\n", "\n", "Let's look at these regimes more in details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Low plateau potential regime" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 4e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The membrane dynamics is highly similar to that of the Sweeney model, with the additional presence of Potassium currents that further control repolarization:\n", "- At rest, the Sodium m-gate is closed while h-gate is significantly opened. Both fast and slow Potassium gates are closed\n", "- Upon stimulation, membrane depolarization triggers a fast m-gate opening and slow h-gate closing, creating a significant Sodium transient that triggers a full depolarization.\n", "- Progressive potassium n-gate opening triggers an outward Potassium current that repolarizizes the membrane despite some residual Sodium current.\n", "- Eventually, the membrane stabilizes at a steady-state voltage slightly higher than the resting potential, where membrane and injected currents balance out.\n", "- This partial repolarization prevents full h-gate re-opening, which significantly limits the Sodium current amplitude for the rest of the stimulus, hence no subsequent AP is fired." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sustained oscillatory regime" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 7e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, we observe a similar dynamics as for the Sweeney model: the stronger stimulus disrupts the currents balance upon repolarization to a slightly higher voltage, for which both Sodium gates can be slightly opened and give rise to subsequent Sodium transients in a periodic manner.\n", "\n", "Moreover, this behavior is also obtained after suppressing Potassium currents from the model. Thus, it seems that the periodic oscillations following the first AP in this intermediate regime are primarily mediated by the Sodium current." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### High plateau potential regime" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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MApFC8oOHqoCtQE043H56G+4+290nu/vkkSP7RgVFY2Nj6/D999+fx0hERERERLqvLycQL5rZtHD4ZOAp4GngJDOLmFk1EHH3ftFLOhaLtQ4/9thjeYxERERERKT7+vJtXP8T+LWZlQCvAX9y95iZPQU8Q5D8fDWfAWaipaWldXjx4sXU1dVRUVGRx4hERERERDLXpxIId18JTAmHlxPccal9mWuAa3IZVzY0N+/s3tHU1MSiRYs49thddk9EREREpE/ry02YCkqiCdP48eMBeOmll/IYjYiIiIhI9yiByJFEE6ZDDz0UUAIhIiIiIv1TtxIIMxtkZtFsB1PIEgnEYYcdBsArr7ySz3BERERERLolrQQivOvRWWb2kJmtB14H1pjZUjP7kZnt17th9n+JBGL//fdn0KBBvPfee3oehIiIiIj0O+nWQDwBTACuAka7+57uvjtwNPAscL2Zfb6XYiwIiT4QxcXFHHTQQQD861//ymdIIiIiIiIZSzeBON7d/9vdX3H31ge8uftmd7/P3c8E7umdEAtD4i5MRUVFHHjggQAsW7YsnyGJiIiIiGQsrQTC3ZuzUWYgSzRhKioq4oADDgDgtddey2dIIiIiIiIZ6zKBMLMTzOzXZnZIOD6z98MqPIkmTMk1EK+//no+QxIRERERyVg6D5L7CnAe8B0zGwYc0rshFaZEE6ZoNMr+++8PwIoVK4jFYkSjuqGViIiIiPQP6TRh2uDuW939CuBE4PBejqkgJXeiHjJkCGPHjqWhoYGVK1fmNzARERERkQykk0A8lBhw9yuBO3ovnMKV3AcCaO0HoWZMIiIiItKfdJlAuPsD7cZ/0XvhFK5EApForqR+ECIiIiLSH6XTB6KVmU0Gvg3sFS5rgLv7wb0QW0FJJBDFxcUArf0glECIiIiISH+SUQIB3AV8A1gCxLsoK0k6qoHQrVxFREREpD/JNIHY4O5/7ZVIClz7PhD77rsv0WiUt956i/r6esrLy/MZnoiIiIhIWtJ9EnXC1WZ2i5l9zszOSLx6JbIC074JU1lZGfvssw/xeJzly5fnMzQRERERkbRlmkCcR/AciBnAaeHr1GwHVYgSt3FNfubDxIkTAfWDEBEREZH+I9MmTJPc/QO9EkmBa9+ECYJbuT7wwAO8+uqr+QpLRERERCQjmdZAPGtmE3slkgIWj8eJx+OYWZsaCN3KVURERET6m0xrII4CzjGzt4BGdBvXtKSqfYCdTZhUAyEiIiIi/UWmCcSMXomiwLW/hWvCHnvsQWVlJRs3bmTDhg2MHDkyH+GJiIiIiKQtoyZM7r4q1au3gisUzc3NwM47MCWYmZ4HISIiIiL9SkYJhJndbmZDk8Z3M7PfZD+sTmOImNmvzOwZM5tnZvvmcvvd0VETJgg6UoMSCBERERHpHzLtRH2wu29NjLj7FuCD2Q2pS58Aytx9KnAlcFOOt5+xjpowwc5+EEogRERERKQ/yDSBiJjZbokRMxtG5v0oeuooYA6Auz8LTM7x9jPWURMmUA2EiIiIiPQvmZ783wQ8Y2Z/BBz4NHBd1qPq3GBgW9J4zMyK3L0lMcHMZgIzAaqrq3Mc3q46q4FI9IFYvnw5LS0tKZs5iYiIiIj0FWnVQJjZVDMzd78DOANYB2wAznD33/VmgCnUAFVJ45Hk5AHA3We7+2R3n9wX7mzUWR+IIUOGUF1dTUNDA8uWLct1aCIiIiIiGUm3CdM5wD/N7G7gCOBP7v4Ld8/HAwyeBj4KYGZTgCV5iCEjiSZMHdUuHHrooQC8+OKLOYtJRERERKQ70kog3P1idz8UuAbYDbgtvAvSD8zsGDPbtW1O7/kz0GBmC4GfAF/P4ba7pbMaCIAPfjDoh64EQkRERET6uowa3Lv768DrwE/MrBw4DvgU8GNy1JnZ3ePAxbnYVrZ0lUAkaiBeeOGFnMUkIiIiItId6faB2NfMPpw8zd3rge3AT929z98JKZ+6asJ00EEHUVxczLJly9i+fXsuQxMRERERyUi6fSB+CtSmmF4XzpNOdFUDUVZWxsSJE3F3XnrppVyGJiIiIiKSkXQTiPHu/kr7ie6+GBif1YgKUGe3cU2YMmUKAE899VROYhIRERER6Y50E4iyTuaVZyOQQtZVEyaAY445BoAnn3wyJzGJiIiIiHRHugnEIjO7qP1EM7sA+Gd2Qyo8XTVhgqAGoqSkhFdeeYXNmzfnKjQRERERkYykm0BcDpxnZvPM7Kbw9SRwIXBZ74VXGNJJICoqKjj88MNxd+bPn5+r0EREREREMpLucyDWufuRwPeAleHre+4+1d3X9l54hSGdBALgxBNPBOCBBx7o9ZhERERERLoj3RqIhIXAZqAKOMrMvmtm381+WIUlnT4QAB/72McwMx5//HG2bduWi9BERERERDKSaQLxAHAa0ALsSHpJJ9KtgRg9ejRHHnkkTU1N3HfffbkITUREREQkIxk9iRrYw91n9EokBSyd27gmnHvuuTz99NPMnj2bc845J61lRERERERyJeMmTGb2gV6JpIAlmjAVFxd3Wfbkk09mr732YtWqVfzxj3/s7dBERERERDKSaQJxFPBPM1tmZq+Y2RIz2+UBc9JWJjUQ0WiUK664AoBrr71Wt3QVERERkT4l0wTiZGA/4ESCvhCnhu/SiXT7QCSceeaZTJkyhU2bNvHlL3+5tQZDRERERCTf0kogzMwA3H1VqldyGdlVJk2YAMyMm2++meHDhzN//nzOO+883ZVJRERERPqEdGsgnjCzS82sOnmimZWY2XQzux04J/vhFYZMmjAljBs3jjvvvJPddtuNuXPncuyxx3Lbbbexffv23gpTRERERKRL6d6FaQZwPvAHM9sb2AqUAVHgUeAn7v5S74TY/2XahCnhkEMO4cEHH+Tyyy9n0aJFXHXVVVx99dUcccQRTJo0ife9733sscceDB8+nOHDh1NZWUlpaSn9uTLI3VO+Us1Ld1qqeZ2VS56fTjnpn3T8+rdBgwZRVVWV7zBERAaktM5o3b0BmAXMMrNiYARQ7+5bezO4QpHug+RS2WefffjLX/7CQw89xK233srzzz/PggULWLBgQYfLlJWVUVZWRklJCWbW5pWQGG9/ItzZyXKmJ9bdOakXEUnH8OHDefvtt6moqMh3KCIiA07GZ7Tu3gys6YVYClZ3ayASIpEIp512GqeddhqbN29m4cKFLFu2jBUrVrBu3To2btzIpk2b2LFjB01NTTQ0NNDQ0JDNXci59olPIvnpbLyz6elOy2Q7/bmmR9Dx68dWrlzJpk2bWLduHXvvvXe+wxERGXC6d0YrGelOH4iODBs2jFNPPZVTTz015fx4PE5DQwONjY00NjZ2WSuQfIKceO/sldBVuUzW236+iEhnjjrqKN58802ampryHYqIyICkBCIHMr0LU09EIhEqKipUrS8iBaukpARACYSISJ5k+hwI6YaeNmESEZGdEhdjGhsb8xyJiMjA1KMzWjMrAt4PlAK4+/PZCKrQZLMJk4jIQKcaCBGR/OppDcS9BE+nPho4qicrMrPTzez3SeNTzOw5M3vazK4Op0XM7Fdm9oyZzTOzfXsUfY7ksgmTiEihS/yWKoEQEcmPnrapWeru1/c0CDP7GXASkPwsiV8BZwL/Bh4ys0OB8UCZu081synATcDHe7r93qYaCBGR7FECISKSXz1NIJrN7DFgA4C7n9XN9SwE/gJ8CcDMBgOl7v5mOP4I8BFgDDAn3NazZjY51crMbCYwE6C6ujpVkZxSHwgRkexREyYRkfzq6RntaHc/Id3CZnYB8PV2k89z93vMbFrStMFATdJ4LbBPOH1b0vSYmRW5e0vyCt19NjAbYPLkyXl/QpkSCBGR7FEnahGR/OrpGW2FmX2W8GTf3f/eWWF3vxW4NY311gBVSeNVwFagot30SPvkoS/qyZOoRUSkLdVAiIjkV0adqM2swswODl+lwBMEd2AaGb6ywt1rgCYzm2DBk8VOAp4CngY+GsYyBViSrW32JtVAiIhkj/pAiIjkV1pntGZWDPwI+CLwFkHisTtws7v/0Mw+6O4vZjm2i4G7gCjwqLs/Z2aLgBPMbCFgwHlZ3mavUAIhIpI9iRqIhoaGPEciIjIwpXtGexNB86G93L0WWjs632hm/wvMAPbuSSDuPg+YlzT+LDClXZk4QWLRr6gJk4hI9lRVBS1Za2pquigpIiK9Id0z2o8C+7l7a4dkd68xsy8DGwmeBSEd0G1cRUSyZ8iQIQBs3bo1z5GIiAxM6faBiCcnDwnuHgM2hLUF0oFEAqEHyYmI9JwSCBGR/Eo3gXjVzL7YfqKZfR54LbshFR41YRIRyZ7BgwcDSiBERPIl3TParwL3m9n5wD8BBw4HyoHTeym2gqEmTCIi2ZOogdiyZUueIxERGZjSSiDcfTXwITObDryf4A5ID7v73N4MrlCoCZOISPaMHj0agJUrV+Y3EBGRAcpSdG0oKNFo1MvLy/MaQ11dHe7OnDlzmDRpUl5jERHp7+rr65kwYQKRSITa2lrS/Y2Px+OsXbuW9evXs3nz5jav2tpa6uvrW191dXXU19fT0NBAc3MzsViMlpaWTt9jsRju3voCOh3uyfyBaKDu+0Ddb8mtHTt2WCblC75RfjweZ8eOHfkOgzFjxrDPPvvkOwwRkX6vvLycww47jMWLF3PHHXfwpS99qc38jRs38vLLL/Pyyy+zZMkSVq5cyapVq3j33Xdb+6SJiEj3FXwNxKGHHurz58/Pdxhs27ZNfSBERLLk8ccf5+yzz6asrIyvfvWrACxdupSXX36ZNWvWdLjcyJEjGT16NMOGDWPYsGEMHz6c3XbbjcGDB1NeXt76qqiooLy8nLKyMoqLiykqKiIajXb6HolEiESCe5OYGWbW5XBP5g9EA3XfB+p+S+4MGjQooy9ZwScQkydP9sWLF+c7DNauXZvvEERECsaoUaO45JJLmDVr1i7zKisrOfjgg1tf++23H9XV1ey5555pN3cSERlg1IRJREQKm5lx8803c/rppzN//nzKyso48MADOfjgg9l7771bawJERCT7lECIiEi/ZGYcf/zxHH/88fkORURkQNElGhERERERSVvB94Ewsw3AqnzHAYwANuY7COkxHcf+T8ewMOg4FgYdx/5Px7AwlLn7QekWLvgmTO4+Mt8xAJjZYnefnO84pGd0HPs/HcPCoONYGHQc+z8dw8JgZhndcUhNmEREREREJG1KIEREREREJG1KIHJndr4DkKzQcez/dAwLg45jYdBx7P90DAtDRsex4DtRi4iIiIhI9qgGQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0qYEQkRERERE0laU7wB624wZM3zOnDn5DoO1a9fmOwQRkYIxevTofIcgIlJILJPCBV8DsXHjxnyHICIiIiJSMAo+gRARERERkexRAiEiIiIiImlTAiEiIiIiImlTAiEiIiIiImlTApEj9fX1/O1vf1OnbhERERHp15RA5MisWbOYOXMmM2bMYNu2bfkOR0RERESkW5RA5Mhbb70FwOrVq/nlL3+Z52hERERERLpHCUSONDU1tQ7fcccd1NfX5zEaEREREZHuUQKRI8kJxLZt23j44YfzGI2IiIiISPcogciRxsZGAE444QQA/vrXv+YzHBERERGRblECkSOJGoiPfexjADz55JPU1dXlMyQRERERkYwpgciRRAJRXV3NIYccQkNDA/Pnz89zVCIiIiIimVECkSOJJkwlJSWcdNJJADz66KP5DElEREREJGNKIHIkUQNRWlra2g9i7ty5xOPxfIYlIiIiIpIRJRA5kkggSkpKmDhxImPHjmX9+vUsWbIkz5GJiIiIiKRPCUSOJDdhMjOmT58OBLUQIiIiIiL9hRKIHEluwgRw/PHHA/CPf/wjbzGJiIiIiGRKCUSOJDdhAjj66KMpLS3lpZdeYuPGjfkMTUREREQkbUogcqR9AlFRUcGRRx6Ju/P444/nMzQRERERkbQpgcgBd2+LKJ03AAAgAElEQVTtA5FowgRqxiQiIiIi/U+3EwgzG2Rm0WwGU6haWlpwdyKRCNHozo8skUDMmzeP5ubmfIUnIiIiIpK2tBMIM4uY2Vlm9pCZrQdeB9aY2VIz+5GZ7dd7Ye4Sx6/M7Bkzm2dm++Ziuz2RfAemZNXV1ey3337U1tayaNGifIQmIiIiIpKRTGogngAmAFcBo919T3ffHTgaeBa43sw+3wsxtvcJoMzdpwJXAjflYJs9kqr5UoKaMYmIiIhIf5JJAnG8u/+3u7/i7q2PT3b3ze5+n7ufCdyT/RB3cRQwJ9z2s8DkHGyzRzqqgQAlECIiIiLSv2SSQPzEzI7srIC756Ih/2BgW9J4zMyKkguY2UwzW2xmizds2JCDkDrXWQJx+OGHM3jwYFasWMHbb7+d69BERERERDKSSQKxArjJzFaa2Q1mdkhvBdWFGqAqaTzi7i3JBdx9trtPdvfJI0eOzG10KbR/iFyy4uJijj32WEC1ECIiIiLS96WdQLj7z8J+B8cCm4HfmtlrZvZdM3tfr0W4q6eBjwKY2RRgSQ633S2d1UCAmjGJiIiISP+R8W1c3X2Vu9/g7h8EzgJOB17LemQd+zPQYGYLgZ8AX8/htrulqwRi+vTpmBkLFy6kpqYml6GJiIiIiGQk4wTCzIrN7DQzuwt4GFgOnJn1yDrg7nF3v9jdj3T3qe7+eq623V2d3YUJYMSIEXz4wx+msbGRP/3pT7kMTUREREQkI5k8B+IEM/sNsBqYCfwdmODun3H3v/RWgIWgqxoIgC9+8YsA3Hbbbbh7TuISEREREclUJjUQ3wKeAQ5w99Pc/S5339FLcRWUdBKIGTNmMGrUKFasWMEjjzySq9BERERERDKSSSfq49z918A+Zna/mb1gZq+Y2RIze6UXY+z30kkgiouLufTSSwG4/vrraWlp6bCsiIiIiEi+ZNwHArgLuI2g38NpwKnhu3Sgqz4QCZ///OfZc889WbZsGTfffHMuQhMRERERyUh3EogN7v5Xd38rvCPTKndflfXICkg6NRAQJBg33ngjADfeeCNz587t9dhERERERDLRnQTiajO7xcw+Z2ZnJF5Zj6yApJtAABxzzDF87WtfIxaLccEFF3DvvfeqU7WIiIiI9BndSSDOAw4BZhA0XUo0Y5IOpNuEKeHKK6/k/PPPp7Gxkcsuu4xPf/rTzJ07V/0iRERERCTvirqxzCR3/0DWIylgmdRAAJgZ1113HQcddBDf//73WbBgAQsWLKCyspIPfvCD7L///uy5556MHTuWwYMHU1VVRWVlJWVlZRQXF1NUVEQ0Gm19j0ajrbUY7d/bT0tVrqvhVOXTWT552Uy2l2rbXW0j1/Jda6R9l0J3+OGHM3z48HyHISIyIHUngXjWzCa6+6tZj6ZAZZpAJHzuc5/j5JNP5vbbb+e+++5jxYoVPPXUUzz11FO9EaaISL8xZMgQVq9ezaBBg/IdiojIgNOdBOIo4BwzewtoBAxwdz84q5EVkEybMCUbOnQol112GZdddhnr1q3jhRde4K233uLdd99l7dq1bN++ndraWmpra2loaCAWi9HS0tLmFYvFMDPMDKD1PXk4+b2raR0t3364s3V2tt5Mls1kmVzL57bzLd/7nu/tS+9atmwZ27ZtY82aNey77775DkdEZMDpTgIxI+tRFLju1kC0N2rUKE4++eRshCQi0m9Nnz6d1157jbq6unyHIiIyIKWdQJiZeaDDW7YmymQntMKRrQRCRESgvLwcQAmEiEieZHIXpifM7FIzq06eaGYlZjbdzG4HzslueIVBCYSISPYogRARya9MmjDNAM4H/mBmewNbgTIgCjwK/MTdX8p+iP2fEggRkexRAiEikl9pJxDu3gDMAmaZWTEwAqh39629FVyhUAIhIpI9SiBERPKrO52ocfdmYE2WYylYTU1NQPfuwiQiIm0pgRARya/uPIlaMqQaCBGR7KmqqgJg8+bNeY5ERGRgUgKRA0ogRESyZ/To0QCsWaOKcBGRfFACkQM9eZCciIi0NWrUKADee++9PEciIjIwdasPRIKZFQHvB0oB3P35bASVTbW1tTzxxBN5jWHDhg2AaiBERLJh7NixACxfvjyr63V3mpubW19NTU1txuPxOO7e+t7RcGfzexJbf1iup8uKSH4cd9xxGZW3nvyhm9n9wPNAM+Du/uNur6yXmFmf+SV77LHHOOigg/IdhohIv1ZXV8cBBxxAS0sLixYt4rDDDmszf/v27bz33nusXr2a9957r/W1Zs0aampqqK2tZfv27a3v27dvp7GxkZaWljztkYhIfrm7ZVK+RzUQwFJ3v76H6+hVlZWVTJ48Od9hMHbsWA488MB8hyEi0u9VVFRw3nnnMXv2bI488kimTp1KPB5n/fr1vPfee9TW1nZ73UVFRRQXF1NcXExJSUnrcHFxMZFIhEgkgplhZl0OdzS/u7q7bK6X6+myItL39bQG4rvA0cAGAHc/K0txZc3kyZN98eLF+Q6DtWvX5jsEEZGCMWTIEC655BJ++9vf7tJkpqysjHHjxjF27Ng2rzFjxjB06FAqKyupqqpqfR80aBBlZWUUFxfrxFdEBqqMfvx6mkDMcvevdHsFOaAEQkSk8CTuxPTuu+/y6quvUlpayogRIxg3bhxDhgxRIiAikpmcNmGqMLPPAjUA7v73Hq5PREQkbXvssQd77LFHvsMQERlQ0r6Nq5ndbGZHtpv8BMEdmEaGLxERERERKWCZ1ECsAG4yszHAPcAf3P323glLRERERET6orRrINz9Z+4+FTgW2Az81sxeM7P/MrP9ei1CERERERHpMzJ+ErW7r3L3G9z9g8BZwBnA61mPTERERERE+pyMEwgzKzaz08zsLuBhYDlwZk8DMbPTzez3SeNTzOw5M3vazK4Op0XM7Fdm9oyZzTOzfXu6XRERERERSV/afSDM7ATgc8ApBE+fvhuY6e47ehqEmf0MOAl4KWnyrwgSk38DD5nZocB4oMzdp5rZFOAm4OM93b6IiIiIiKQnk07U3wJ+D1zh7puzHMdC4C/AlwDMbDBQ6u5vhuOPAB8BxgBzANz9WTPL/yOmRUREREQGkLQTCHc/rqcbM7MLgK+3m3yeu99jZtOSpg0mfLZEqBbYJ5y+LWl6zMyK3L2l3XZmAjMBqqurexq2iIiIiIiEevoguYy4+63ArWkUrQGqksargK1ARbvpkfbJQ7id2cBsCJ5E3e2ARURERESkjYw7UeeCu9cATWY2wcyMoH/EU8DTwEch6GQNLMlflCIiIiIiA09OayAydDFwFxAFHnX358xsEXCCmS0EDDgvnwGKiIiIiAw0fSaBcPd5wLyk8WeBKe3KxAkSCxERERERyYM+2YRJRERERET6JiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNiUQIiIiIiKSNnP3fMfQq8xsA7Aq33EAI4CN+Q5CekzHsf/TMSwMOo6FQcex/9MxLAxl7n5QuoWLejOSvsDdR+Y7BgAzW+zuk/Mdh/SMjmP/p2NYGHQcC4OOY/+nY1gYzGxxJuXVhElERERERNKmBEJERERERNKmBCJ3Zuc7AMkKHcf+T8ewMOg4FgYdx/5Px7AwZHQcC74TtYiIiIiIZI9qIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1KIEREREREJG1F+Q6gK2b2IrAtHH0L+D/gZ0AL8Ki7fy9fsYmIiIiIDDR9OoEwszIAd5+WNO0l4Ezg38BDZnaou7/Q0TpmzJjhc+bM6e1Qu7R27dp8hyAiUjBGjx6d7xBERAqJZVK4rzdhmgRUmNmjZva4mR0DlLr7m+7uwCPARzpbwcaNG3MRp4iIiIjIgNCnayCAOuBG4BZgP+BhYGvS/Fpgn/YLmdlMYCZAdXV170fZXfEYeAyiJfmOREREREQkLX29BmI5cKcHlhP0hRiWNL+KtgkFAO4+290nu/vkkSNH5ijUzERqVzPi7pPY/fYPU/ze8/kOR0REREQkLX09gTgfuAnAzMYCFcAOM5tgZgacBDyVx/i6rfLF2RTVvEOkqYYh874N8ZZ8hyQiIiIi0qW+3oTpVuA2M1sAOEFCEQfuAqIEd2F6Lo/xdY87Zf9+pHW0qOZtSt95isa9jstjUCIiIiIiXevTCYS7NwFnpZg1JdexZFN020oiDVuIlY9gx6TzGPzsjyh//X4lECIiIiLS5/X1JkwFqXj9ywA0jzqEhn1PAaD0nflYc10+wxIRERER6ZISiDwo2voWAC3D30e8cgxNux+MtTRQ8s6CPEcmIiIiItI5JRB5EN22CoCWIXsB0Lj3iQBt+kWIiIiIiPRFSiDyoChMIGJDxgPQsE+QQJSuegJaGvMVloiIiIhIl5RA5Ig3NtG08BniGzcS3bYS2FkDERuyF80j3k+keQelbz+ZxyhFRERERDrXp+/CVEjqb/stjX+4G8rLGXZsEyUjKvCy3XbO3+9UijcupXzF32gMayRERERERPoa1UDkSHzd+mCgvp7VC3ejpXREm/kNE07BMUpXPYE11uQhQhERERGRrimByJWGhtbBpppitq6oaDM7XjmKpnEfwuLNlC//S66jExERERFJixKIHPGGegAqjj8MgK3/rMOTkgqAuoM+H5R55TaIt+Q0PhERERGRdCiByBFvCO6uVHHQKMqGNRHb0ULTI21v29q413RahoynqHY15cv+nI8wRUREREQ6pQQiV8LahqhvZ/gB24NJ992Px+M7y0SibJ98CQBVz92ENWzJeZgiIiIiIp1RApEjieZK0XgNmyrreKilgVtfepE7f/jDNuUa9j2VxrFHEGnYwtC5V0A8lo9wRURERPKusrIy3yHkXH/YZyUQOeL19axsauKzs+ayzy+28403V/KjDRu48+67d5Zx57LLL+eGtw7ikXdK2bB0PhWP/ifEmvIYuYiIiIjITnoORI68s20bn1m1ktp4nLIimDb1CEa9+m/2Kyoi9vbbRKurWb58Offee2+7Je9haPmf2G3E7sya/RsOOeQQAG6//XYeeughzAwAM2t97bnnntxwww2ta7jgggtoaWlpUzbhrLPO4oQTTgDg6aef5pZbbulwH2bPnk1xcTEA1113HW+88UbKckceeSQXXXRRsN/vvMN3v/vdDtd51VVX8b73vQ+Au+66i3/84x8py40bN45rr722dfyiiy6ipSV1R3Ptk/ZJ+1T4+zR16tROlxOR7Bl/5UO9st6V15/SK+vNhtcOOLBX1nvg66/1ynpzTQlEDrg7D27cQG08zjF7l/GnM4vwL82m9le/o+nBh2j4458Y9J//we67785NN93ESy+9xPLly/n3imVs2rKVrfUxtr6zhoon/ovy0i/SuNdxvP766zz11FMpt7f//vu3GX/sscdobm5OWfbDH/5w6/Dq1auZM2dOh/sRT+qv8dxzz7Fo0aKU5aqqqlqHd+zY0ek6v/zlL7cOv/baax2Wbb9Pjz76KE1NqWtmtE/aJ9A+Ffo+zZkzhwsvvJCxY8d2uKyIiPQOc/d8x9CrJk+e7IsXL85rDPHGRmaOHcvvt27lf2aUcsnhxay96F/E3l1DzTnnQEkJQ+69h8jQobss6421NM7/OQ0v3MNeFQ2UFwe1B/9qGM1K24vmqnHEKsfQMmgssbKhgFFRUcHUqVNb1/Hoo48Sj8dxd9of74kTJzJ+/HgguBK4ZMmSDvfjpJNOIhqNArBw4UK2bt2asty4ceOYNGkSALW1tR0mOgBTpkxh2LBhACxdupRVq1alLFdZWckxxxzTOj5nzpw2JyvaJ+2T9mng7NNVV13F+vXrWbFiBfvuu2+Hy4pI/1dZWcn27du57bbb+MUvfsGiRYtYvnw5d999N9dcc02+w+sVyfs8YsQITj311LSWy7R8O9Z1kaTC2UwgzGwQ0ODufabnb19IIFq2bGHF1COxykEccOoK4mW7sf7cZwHYftW3aH7mGcrOPZfyc8/pcB3WWEPZW49R9ubDFK/5J5GWul3KeKSYWOVoYpVjiVWNI145htig3YmXDydeNix4Lx+Ol1SCZfQ9ERHpM4455hhWrFjB0qVLmThxYr7DEZFelHwyPW/ePKZPn84RRxzB3Xffzac+9Snuuusu1q1bx4UXXtjm4ml/liqBWLVqFTfddBPuzoQJE7j88stZunRpm/1ftmwZI0aMYMOGDdTV1fHVr341k81mdGLYoyZMZhYBPgucDRwONAKlZrYB+Dsw291X9GQbhcDrg4fIWWnQNjhWMbJ1XulnPk3zM8/Q+Oc/U/bZz2BlZanXUTqY+gPOpP6AMyHWTNGm1yhev4SiLW9StGUFRVveJFq/iaKadyiqeafzeCLFQTJROhgvqSJeUoWXVLaOe0llOK0KLy7Hi8rxorKU70RLlIyISE6VlJQAdNjsSkQK0yc/+UnuuOMODj74YABKS0tpaGhg1KhR/O53vyuYBCKVWbNmUV5eTnl5eWtNcPv9P+KII/jlL3/J2WefnWnykLGe9oF4AvgHcBXwL3ePA5jZMOA44Hoz+7O739nD7fRr8UQCURJ83PHyEa3ziiZNInrAAcRef53G++6n7Oyzul5htJiW3Q+mZfeD205vrie6Yw3R2veC1/bVROo2EWnYRKR+M5H6TcGruY7ojrVEd6zt8b45FiQSRaV4tASPFEOkCI+WQKQYjxYH763Tw+HEe6QYjxSBRSASBYvgFgWLQiQxHAnGLYJHdo576zLJy0VaX24GWDgeDsPO4fDdsWCWRcIyllSG1mlu7ee1e8fwRHmztutLJeXkFBNTJmip1+lpL59qlR2VS3P7GcSZftKp5FR2VRIJas6VQIgMPJdeeik///nPqa6u5mc/+xnf+MY3cHeuvvrqfIfWq+LxOF/4whdakycg5f5PmDCBpUuX9no8PU0gjnf3XXrnuvtm4D7gPjMr7uE2+r14fQM3rl/P4++s4qbd4eT9diYQZkb5hRey/YorqP/97yk55aMp+0Kkpbic2NB9iA3dp/NyzfVE6zdhTbVYUy2RxHtj0nhjLda8HWtpwFrqsZbG8L2h7XusCWupgxRNqkREesPTpzlFZ+9H0SEH5TsUEell27dvbzN+9NFH8+Mf/5jq6mqOO+44brjhBkaNGpWn6HpH8j7PmjWLBx98kDFjxnDDDTcwZswYqqqquPrqq1Pu/4wZM4hEIlx11VX8sN2zxrKp230gzOwE4NPAze7+spnNdPfZWY0uC/pCH4i6RYv4zEeO58HaGu74RBlnfPFiaqd+s02Z2v/3TVqef57i6dMZ9F/faXOr1T4tHsNijdDSgMWasXgTxJuxWHPb93gLxJqxeDMWC8vEm1un4XHwOBaPhcPBu3kM4sG4hdOIJ80Ly1p85zKt8wDcAQ+m4+H4zumWmI+Hb/Gk8UQZdpmW6t2S19M6L3XHVNL9u0tZLvWylmp6ustn8juQdkwdrDPN5a2w7+8gPRDZsTb4G7/0BRg+Id/hiIgUgpz1gfgKcB7wHTMbDhzSg3UVtHh9PfHwBCkaMWIVu+9SpuJrX6Pmwgtpfvxxmg47lNJT+u69kduIRPFIBRRXdHS6KCKSVcPvPY3izcuhWTWfIiL50JMnUW9w963ufgVwIkEnakkhXldPS3h2XRSBePnwXcpE9xhHxWVfA6Duph/TNHduLkMUEek3vv3QOqbcsoMn5y/IdygiIgNSTxKI1scSuvuVwB09D6cwtamBMIgPGpmyXOnJJ1P2hS9APM6O/76WHTfeSHzz5lyGKiLS572xsZHnVsdYv67nN4IQEZHMdbsJk7s/0G78Fz0PpzB5Qz2xpBqIVE2YEsrOPw8bOoT6Wf9L04MP0fTIoxRPnUrxYYcRnXgg0TFjsMrKHEUuItL3FBcH9+ZoatiR50hERAamnt6FCQAzmwx8G9grXKcB7u4Hd7rgABGvqycW1kAURSBekboGAoK7MpWdeSbFhx5K/S230LzwGZrnz6d5/vydZQYNwoYMwSoqsEEVUFaOFUUhGrwsWtQ63OZ2mbt0Xm033n6+dzTPU0/3zst6qrJtynex3o7W3dH8DmPuvKyrN0fh0SEtKLF3GwForFMCISKSD1lJIIC7gG8AS+jwtjMDV7y+nhMqq5g4xth7RDFeUtXlMtG996byuuuIr99A09MLaFnyL2Jvvkl83Tp8xw58h/5xisjAFN3eAsD2devyHImIyMCUrQRig7v/NUvrKjjx+jrOHDqUkZMiDN1rKBszuEVrZPeRlJ1+Opx+OhBcxfeaGnz79jCRqIOGejwWg5YYxGLBcKwFYrEUa7ROR3d5wFebcUs52KZM63DqspaybFKhLtfbwbozKZtcpoOy/eUuupImHdCCMuSSi2EbbFEfCBGRvMhWAnG1md0CzAUaExPd/f4srb9fW7NuHWuamqiItzC4k+ZL6TAzbMgQGDIkS9GJiPQvQ6sqgXVs2bA+36GIiAxI2UogzgMOAIrZ2YTJASUQwOm/+Q0rt2yBt2DtR47MdzgiIv3axLF78In3NjCpZAtsWQm7jc93SCLSSyorK3d5GnWh6w/7nK0EYpK7fyBL6yo4a2trW4eXbC3joDzGIiLS3x39/oP50Op1jBm7BX79EZj+bTjok1A2ON+hiYgMCNlKIJ41s4nu/mqW1tchM4sAs4BJBM2lLnT3N3p7uz3RlNQXwQaPzWMkIiL9nw0PHsbZXLov1C2BB78OD18J4w6DPY+AMQfD8P1g+AQoGZTnaEVECk+2EoijgHPM7C2Ck/revI3rJ4Ayd59qZlOAm4CPd1S4qbGBt99cCmFQya+SomJKSoL7icdaWmhsakyab4Bj4f0fy8tKiUQMc2hoaCQWb2mdB4AHZaORKGWlJYDj7tTX1xNPvl1o1ZhsfQ4iIgNStLqaHfEYD/y7lH0PuJAjeIHRW1+geNXT2NsL25T1ipH4oJF45e7Be/kwKB6El1YG7yWDgiQjWoJHiiFSBNFiiBRDtGjntEgULII7uAV3fo7juBuE425J/zWiEYIZ0NzSEjTqNcPjhJ36w4eLRiJEI8EzXWMtMVpaWlrntb+zdmlpSeuNKBoamojHgxbD7W89XRSNUlpaCkA8Hqe+oaHDz7KstIxoNApAY2MjLSlvvhH8T6yoKG8d31FXt0uJhJLi4tZndTQ3N9PU3Nzh9ivKy1v3qb6hgbinvpFjUTRKaUlJjvdpp27vU30X+5T2cSrN6z5V/25qh/N6YtOXXgY63yf3OJvWrGwdz+Vx2mvf93e4/A+vvZqzPvtpAH5/971c9Z3vdVh21RtL24x3dZzc47z95qu9sk+Q+rtXPWFih+tNxXyXZwNkzsz2SjXd3Vf1eOW7buvHwPPufnc4vtrdx3VUvtjMWzqY95Xhw7lkRNCp+YnttXx19eoOtztvwgR2LwoO4FfefYd5HdxGddqgQczaY08A1rc0M+3NN9vMf/+176dqfBVjK8YyadgkThx3IuMrx3e43b7M3Yl78K/O3YN/oIl5bQomDyY/FyJlkZSPbEhsL+X0nizbwdd/lydmZOHvRPJPR7FArFzJt844jYdqa3aZFYkEJ+c3XrI/5dYCzcaN973Lv9eHJ2ftvgQf2X0wV04YS8Rh1fZGzvvXWx1u9va9qvlgRQXm8MN16/j9li0py00oKeFve+/TOn7I8mU0dfAbctXuu/OF3YYB8MC2bVy1dk2H239xv/dRGiYbZ69axYsN9SnLfWzwYK4fE9R2r2hs5OMrO96nO/es5tCKCgB+sG4dd27VPmmfduVX907zwNfuDva/s30yYOn+B/DnbVvZLVrEZavfpaNT6N44Tr2hL3733D2j2xX2qAbCzKYCz/ZGotCJwcC2pPGYmRW578wTzGwmMBOg2IyyDlZkUaMp/ATiUaOsk1s9NieVLYpGOixbFI20lmv2YJ0NSV+KRm/EWozlNctZXrOcP678I0ePOprz9zufPQbt0emOJ4vFnXe3NrK2tomNO5rZuL2JmsYYdU0x6prj1DXFqG+O0xxzWuJJr5gTSxqPhSf+8fDsP0gIEtN2DjuEmWwLcZoh0gLWglkLWDBuFgPiYDGweNJ4MM2ShhPlzHaWD/rfO2beOow5YYqyc9ji4TU+77hMcrnkaXh4oSwxnixp3NqmKPb/2bvzOLmqOv//r08tvS/Z01lJyGJYErZAEAMqIEQIwogzCIIIIwzfEf3NFxVh9AE4Mzo43xFnnBnUoAiIoEBkFJdIMAYJi5KAsgYSoEkg6ey9r9X1+f1R1Z1Kpztd3V17v5+Px6Xucu49n+rbpOtT55x7kijT/zoJ9Sdb9uBjdlCsWWA5EAOQO2nASONI9fsY4PHF/W4T+7q8765hnpdUfT37hnt+n/M+d9I8Zv/5bf7Y2sIbnZ00dncTAaLR2M/1g79xigOxL31WNNiAXxaUtcPUvbH1po7+y/QIRCEU/0Iv4ANHHehzJMgh/tiaEQnE3l40EPub1d81ATpDYLHPBoQO8TcrGNj/9yoS4ZB/27pD+8sGDnHN4sD+v20AJQEjMMCsT55QvwcPXX/iewrrPeXse/rTAzW9H0yvrt3CC639fzD9cHUVN0+L9bR4o72DT7xZO+A1vzdrJseUDf6eOtzpDEEkAJsiHbhBcfxzSYR4lxegyCwt92no7ynWsnBb3U4e2Nt/UjTYfWp3p8SMiDu/bGqkwaOYQZkZwXiZnvftxP6NCZql5XdvICNqgTCz7wInAa8Dq4BV7p7WB3PHWyCecfcH4tvvuPuAn/FloSwAACAASURBVLwXL17s69evH1ZdPT8bj3dH6l1PmAG5Z72nTO92ws/1y7f/lP/4hysBWPW7VcyaO4s3m97k8brHeWzbY3REOwhYgGXTlvGJwz/BpNJJ/caztb6d1a/t4+naBl7f1UpHJIl7Z11YsBULtsRfW7FgOwQ6sEAHFuhMWO/oXSfQifUmBvFkITBQW46ISGaFI845zzrveyXKxIbYB/CO4hDdpUVQWkqosoJQRQWBinIoKydUUUm4sopQRRWh8gqClRWEKioJlldQVF5BKFREIBgmFC7CgkEIBrFgkEAwhIVCWDCIBUME4h+iDppLps+rDeMPsogcrOeJRHfddRc33HADP/vZzzjllFP4/Oc/z7XXXsuMGTM466yzWLNmTbZDTZnE91xaWspFF13ExRdfzMyZMwEoLS1l69atnHrqqUyYMIHly5enotrMtUC4+zUAZrYA+DBwl5lVA78nllA86e79d2obvieB84AH4mMgXkzx9Xv1/AEwbIg/1gNNnzq7d72iuILqomqOG38cx40/jkvnXMrdm+/m0Xcf5dfv/JrV767m5Ekns2TiEuZWzmVc8ThaOsL89xNbePyNPbEP+KFWrLiFceM6GFPeSXFxG6FwKwRa6aKZLm+m3Zto626mywf5Sm2IwoEwRYGi/Usw9hoOhAkHwgQt2LuEAqGD1kMWImABQhYiGIht954TCBIgQMACmBkBBn4dsIwFMOyAfUEL9u4zYmV6GHbga8If/Z5zEo8fsuwA+3v2DXQN6/PLdaiyI9W3rmxIRQwF87NI0YfM/r4I6u/LjL595Q/sUuj9lhnoWgMdS+b8fsv0c+ygeONlmrqaeL7hVYqODNE9+QjGjF3ArOpZhAKpGtYnIrno29/+NrfddhslJSW4O0VFRQSDQUKhwv1/v7w89iAIdycajXLZZZexaFFsiPE999yTtbhS8hN3943ARuBbZlYGfAH4OHAbsDgVdSR4GPiQmT1F7GP9FSm+fsrNmDWHadfcyWmzypgxY8YBxyaUTODzR3+ei2ZfxN2b7+bxusd5YscTPLHjiQMvEoKK9xy4qwvY1bMxQONA2MJUFlVSHa6mKlxFVVEVZaEySoOlB76GSikLHviamCAUB4oJBUIHfPgWEcmWCxZdkO0QRCQDEudDKCsr40c/+hGf/OQnufbaa/na177G7NmzD3F2fhpoDohrr72Wf/zHf2TKlClUVlZywQUX8LWvfY1IJMIFF2T238SUDKIGMLNjgYuBi4Ba4CF3/++UXHwERtKFKVV+9tw7XPfAXzh7wTi+uuzQv+i72nfxRN0TvFT/Ehvr32Rn6z6wDgIWpDQUpixUSlVRFdXhaqqLqqkMV1IVrqK6qJrqcPX+ZCFepiRYoqZ0ESk4NTU12Q5BRKSQZHQQ9XxiLQ0XA3uAnxJLSj4wkusWmkhHOx3bX2dX6Xjg0AnExJKJfHTWR/lg63lceu8rNLdGOP/oCXzpjJkElAiIiIiISJaNtAvTRuAJ4LyeydzM7P+OOKoCs/PdWuruuY6HgVsvfo2qqsEfh/adp7axpzXCsdMq+OLpSh5EREREJDeMtEP7hUAd8Hszu8PMzmBEw40LU1F8AhCITQIymDd2t/HIS7sJBuDGMw4jFNCPVERERERyw4gSCHd/2N0vAhYAa4H/C0w2s++Y2VkpiK8gFIWDves9M0keyk+e34ED5x89kcPGDTSLhYiIiIhI5qXkkTru3uLuP3b35cB04M/ADam4diEIBvf3FBvsUWMNbRF+uzE2q9HHj+t/PggRERERkWwZUQJh/Tzex933uvv33P30gcqMNuHQ/laH3kmIBrD2jXo6u52TZlYyc6xaH0REREQkt4y0BeL3ZvZZM5uZuNPMiszsdDO7G7h8hHXkvXDCGIin3+7/2b491rwem/b8zPnj0hqTiIiIiMhwjDSBWAZ0A/eb2TYze8XM3gQ2EXu067fc/a4R1pH3QgnjHm77w7sDlmtsj7B+ayNBg/fPGZOJ0EREREREhmREj3F193bgduB2MwsDE4A2d69PRXCFYvz4CQSKyyEQZHdr94DlnnuniW6H46ZVUF1auNOyi4iIiEj+StmnVHfvAran6nqFpLikmBn/8NNBy214pwmAE2ZUpjskERERkZxXUVFBc/Ohu39L5qXkKUxyaH0ngYu691vuua3xBGK6EggRERERyU1KIDIg2GciuH2tkYPK7Gvt4o097RQHjaNqyjMVmoiIiIjIkKijfQb0nUh6R1Mn48vDB+x7dUcrAEfUlFMUUl4nIiIiuWHh3QvTct0XL38xLdeV9BtRAmFmTUB//XEMcHevGsn1C0XfLkw7mjs5kgNbGTbujCUQCyaVZSwuERERkXxw11138dBDDzF+/HiOOuoorr/++myHNKqN9ClM6qyfhL5dmHY2dR5UZuOOFgAWTFYCISIiIrkjV1oKrrnmGpYvX86FF16Y7VBGPXVhyoCDWiCaug4q09MC8R61QIiIiIgc5I477uDnP/85l18+6ucozjolEBkQ7DOkYUefFoi9rV3sbO6iNBxg5piSDEYmIiIikh+uuuoqli9fnu0wBD2FKSP6tkDsbD4wgXgt3vowf2LZQd2dREREREYrzQGRm9QCkQGDJRAaQC0iIiIysE996lPZDkESqAUiA/q2Kuxu7qI7uv/hVa9r/IOIiIiI5AklEBkQ6JNAdDvsadk/kHrTrjYA5k0szWhcIiIiIiJDpQQiAxLzh/Ki2I+8ZyB1S2c37zR0EA4as8ZpALWIiIiI5DYlEBkQTBgDMbWqGICdzbEWiM27Y60Ps8eVEO77uCYRERERkRyjT6wZkNiFaUpVERCbjRpg0679T2ASEREREcl1SiAyIPEpTFOr4y0Q8S5Mr2v8g4iIiIjkESUQGZDYhWlKvAtTzxiInhaIeWqBEBEREZE8oAQiAwIJP+XDxsYSiC372mmPRNm0qw1DXZhEREREJD8ogciAxC5McyeWYUDtvnZe2t5MJOocPqGUiuJg9gIUEREREUmSEogMSJxIrqIoyLTqYrqj8MjLewBYNKU8W6GJiIiIiAyJEogMSGiAIBw05k+KDZj+7ca9AJwwozIbYYmIiIiIDJkSiAxIHEQdDBgnH1bdu10UNN6bsC0iIiIikstC2Q5gNAgFA/zHBXN7uzJ9cO4YVjy9jd0tXVx4zETKNf5BRERERPJEziYQZmbAO8Cm+K6n3f1GMzsPuAmIAHe6+x3ZinEoTp61v5WhsiTEXZccwWs7Wzn5sKosRiUiIiIiMjQ5m0AAc4Dn3P28nh1mFga+BZwItABPmtkj7l6XpRiHbUJ5mAmz1XVJRERERPJLLo+BOAGYZma/N7Nfm9l7gCOAze6+z907gXXAqX1PNLOrzWy9ma3ftWtXhsMWERERESlcOdECYWZ/C/zfPrs/A/yruz9oZkuBe+NlGhLKNAEHfY3v7iuAFfFr7zKzt9MS+NBMAHZnOwgZMd3H/Kd7WBh0HwuD7mP+0z0sDC+5+9HJFs6JBMLdfwD8IHGfmZURG+eAu68zs2nEEobEZ55WAvWDXHtiaqMdHjNb7+6Lsx2HjIzuY/7TPSwMuo+FQfcx/+keFgYzWz+U8rnchelm4B8AzOwYYAvwCjDPzMaZWRFwGvB09kIUERERERldcqIFYgC3Avea2bnEWiI+5e5dZnYd8Ftiyc+d7v5uNoMUERERERlNcjaBcPd9wLn97H8EeCTzEY3YimwHICmh+5j/dA8Lg+5jYdB9zH+6h4VhSPfR3D1dgYiIiIiISIHJ5TEQIiIiIiKSY5RAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0pRAiIiIiIhI0kLZDiDdli1b5qtWrcp2GNTV1WU7BBGRglFTU5PtEERECokNpXDBt0Ds3r072yGIiIiIiBSMgk8gREREREQkdZRAiIiIiIhI0nIygTCzJWa2tp/955nZs2b2tJldlYXQRERERERGtZwbRG1m1wOXAS199oeBbwEnxo89aWaPuLtGJ4uIiIiIZEgutkC8AXy0n/1HAJvdfZ+7dwLrgFMzGtkIdUed/31xF9958l3Wbt5HeySa7ZBERERERIYk51og3H2lmc3q51AV0JCw3QRU93cNM7sauBpg5syZKY5w+O5+to4VT2/r3Z5YEeZLp89k6eFjshiViIiIiEjycrEFYiCNQGXCdiVQ319Bd1/h7ovdffHEiRMzElwyfvPqHgCWLRjHnPEl7Gru4ou/eIPfbtyb5chERERERJKTTwnEq8A8MxtnZkXAacDTWY4paZ2RKFvrOwgYfOVDs/jRpUfy6ZOn4MDXV9fy1p62bIcoIiIiIjKonE8gzOwSM7va3buA64DfEksc7nT3d7MbXfJ2NHcCMKmiiFDQCJjxt0umcO6R4+nodm57fCvunuUoRUREREQOLefGQAC4ey1wcnz9voT9jwCPZCmsEdnT0gXExj30MDM+d+p0nnijnme3NPHC9haOmVqRrRBFRERERAaV8y0QhaK1M/bEpfKi4AH7q0tDXHhMbJzG/c/tyHhcIiIiIiJDoQQiQ1o6uwEoKzr4R37hMZMIBuCJN+rZ19qV6dBERERERJKmBCJD2rpiLRBl4eBBxyaUh1kys4puh99t2pfp0EREREREkqYEIkNae1sgDk4gAD70nnEArH5NCYSIiIiI5C4lEBnSGm+BKA33/yM/bc4YioLGX7Y19w64FhERERHJNTn5FKaUaq+HV34BZoDF9g15nRGcG1sf0/IuUEpxqP8EorwoyPHTK3nm7Uaerm1g+VEThv+eRURERNzjSzd4FKLxV48C8WO9ryRsR/scS/J1WOf0xEL/Zfq+nwN3pO54Oq/dz2ZG31syFpw7pOJpSyDMrBxod/fudNWRlL1vwQOXZTUEgL8HNgQ+T9CmDlhm6eHVPPN2I08pgRAREUkfd+juhEg7RDqhuwMiPUt7/Fh8O/FYtAu6uyAaiS0HrXfFPqT37u+C7sgA6/Gy0Uj8A3vPh/zo/u3eD/z9HOubEBywnZgoiCThloYhFU9ZAmFmAeDjwCeAE4EOoNjMdgG/Bla4+6ZU1Ze0kjGwYFlCZuZpWOfQZbY+A8DpgT+zPfCRAUM9ZVY1sJVn3m6kqztKOKgeZiIiMkq5Q2cLdDRCe+P+185m6GqDrhbobIWu1li5rtb4dt/9bbH1SPuBScGoYWABCARjrz0Ltr/HRE9PC7N+jg32mlBH0uckvCZVts/7OWAz1cfTee1sH0+dVLZA/B54DLgReMk9lvaa2Tjgg8CtZvawu9+bwjoHN242fPzHGa3yIK/9Bu7/ONNsNzsCA9/MqdXFHD6+hDf3tPOXbc0snlGVwSBFRETSINIBrXv6LHvjyx5ob0hIEhpir+0N0NEU+yY9XQJhCBXHlmDx/vW+24nrgRAEw7FzAyEIhgZYj78eUD7Yz7nxxeIf7gM9H/B7thM+9Peu93PskMfT9yFSRq9UJhBnuvtBo3/dfS+wElhpZuGDTxsFSmNPWKq2FoKD/I98yqxq3tzTzpNvNSiBEBGR3NTdBc07obkOmnZA03Zojr827YCWnfsThc7m4dcTKoWSKiiugpJqKK6EovLYEi5LeC2DcHn8tTRhPWFfqPTApCCgVn6R4UplAhFJUZnCU1INQBUtDNYr6X2zq7l3ww6eequB/++0GRkITkREpI/2BqjfkrBshfq3Y+tN26FlN0kP0gyEoGx8wjJu/3rpuNjfyJKeBKEqnjDE9wVH5/eOIrkupV2YzGwl8HN339Kz08yKgKXA5cS6Od2VwjrzQ+kYAKqshdAhujABLJxaQWVxkLf3dbC1vp0ZY0oyEaGIiIw2bfWwZ3Ns2b0J9myCPW/GkoSOwQZUGpRPgsqa/UtFwnr5JCiPJwnFVepGI1JgUplALAOuBO43s9lAPVACBIFHgW+5+59TWF/+KI51RaqijeAgCUQoYJx8WBWrX9/HU281cNFxSiBERGQE2uph5ytQ9xLseGl/stCya+BzwmUwZmZsqZ6xf33MTKiaGksQgoX/JHgR6V/K/u9393bgduD2+FiHCUCbu9enqo68FS4lQohi66LIOwctfsrsala/vo8n32rgouMmZyBAEREpCA3vwrsboO4F2PFyLGlo2NJ/2VApjJ8LE+bC+HkwYR6MmwNjZ8W6GanVQEQGkJavD+KDqben49p5yYy2QBmV0UZKoq2DFn/vrGoMeP7dZlo6uykvCqY/RhERyS8dTbDteXhnfSxpeHdDbHxCX6ESmLgAao6GyUfH1ifMg8qpGkgsIsOi9scMaQ2UUxltpLh78KdRjCkNcfSUcl7c3sKzWxr5wNyxGYhQRERyWls9bHkGap+A2nWxVoa+E4WVVMO0E2DKsfsThnFz1N1IRFJK/6JkSJuVA1ASbUmq/Cmzq3lxewtPvtWgBEJEZDSKdMDbT8Lm3/WfMARCULMIpi+GaYtjr+PmqFVBRNJOCUSGtFgZACXdySUQS2dX872ntvF0bSNRdwLqiyoiUvga3oVNj8Km1fDm2tisyj0CIZh+EsxaGltmnBSbB0FEJMOUQGRIazyBKE4ygZg7oZSayiLqmjp5YVszx06rTGd4IiKSLbs3wysPwys/h7oXDzw2+WiYeyYc/n6YsUQJg4j0qq2tZdmyZSxdupRnnnmGY445hiuuuIKbb76ZnTt38uMf/5iTTjopLXUrgciQlngXpmTGQACYGWe9Zxz3rK9j1at7lUCIiBSS3Zvh5Yfhlf+NPVq1R7gcDv8AzPsQzDsLqqdlK0IRSdKsG36VluvW3nruoGU2b97Mgw8+yIoVKzjxxBO57777WLduHb/4xS/4+te/zv/+7/+mJbaMJBBmVuPudZmoK1c19yQQkeQSCIBlR8QSiN9t2sd1H5hBUUj9WkVE8lZ7A7y0Ep7/Mby7fv/+4mpYcA4ceQHM+SCEirMXo4jkldmzZ7Nw4UIAjjrqKM444wzMjIULF1JbW5u2ejPVAvEDYPA0qoC1EOvCVJRkFyaAw8eXMn9iKa/vauMPb9Zz5vxx6QpPRETSwR3eehyevxdefQQi7bH9RZVwxHIlDSIFIJmWgnQpLt7/b0cgEOjdDgQCRCKRtNWbkQTC3Ud18gDQFE8gwkNogQA476gJfHPtVn76/E4lECIi+aKjGf5yP/zpDtj92v79s0+DYz8BR5yn8QwikrdSnkCYWTFwITAr8fru/k+priufNFMKQNEQE4hzjxzPiqe38eL2Fl7a3szRUyrSEZ6IiKTCvlr444pYi0NHQ2xf5VQ4/pNw7CUw9rCshicikgrpaIH4OdAAbAA60nD9vNRE7JumcKSZ7iGcV1YU5K8WTuSe9XV8/5nt/MdfzUtPgCIiMny7XoMnboMXHwSP/ys/42RY8nex1oZgOLvxiUjBmTVrFi+9tP8hDHfdddeAx1ItHQnEdHdflobr5rVmj7VAhCItQ0ogAC45YTI/e2EXz7zdyFNvNXDK7OrUBygiIkNX9yL84d9jj2DFwYKw6ONw8v+BqcdmOzoRkbRIx2N9njKzhcM92cwCZvZdM3vazNaa2dw+x79tZhvix9aaWV58mm7oaYHoahjyuWNKQ1yxZAoA/7ZmC43t6RsUIyIiSdhXCw/9LXx3aexRrMEwLL4SPvccfPR7Sh5EpKClowViKfApM3uLWBcmA9zdFyV5/gVAibu/18xOBr4JnJ9w/HjgbHffncqg022fx+ZxCHfUD+v8i46dxO9e38srO1r56m9r+cbyOYSCmp1aRCSjWvbAE/8eGxwd7YJgESz+W3jf56BqarajExHJiHQkEB8e4flLgVUA7v6MmS3uOWBmAWAesMLMJgM/cPc7R1hfRuzxKgDCHftij/WzoX34DwWNfz7ncK6471WefKuBr/zmTW4+exal4WA6whURkUTRbnj2B7DmX+KDoy3WVen0L8OYmdmOTkQko1KeQLj72yO8RBWxQdg9us0s5O4RoBz4L+A2IAj83szWu/sLiRcws6uBqwFmzsyNf9ibvZg2L6I02ol1teBFQ3+a0rTqYv7jr+bx2Z+9ztrN9WzZt5HPf2AmJ8zQLNUiImnzznr41XWw/S+x7Tmnw4f+CWqG3VtXRCSvpSyBMLN17r7UzJoATzxErAtTVZKXagQSPxEH4skDQCvwn+7eGq9zDXAMcEAC4e4rgBUAixcvTowla7rd2UMV09lNoH0f3cNIIACOrCnnjosWcOMv3+DNPe18ZuXrHFVTzjlHjOekwyqZXl2MDbF1Ixe4O90O0ajjxBppon6IdY/9kkXjK9H4fjh43ePn9q7HfyMSfzEO+CVx73d/wu4B9/ccGbDsIOclX0/P8Zz49R6V+rsfkjnHFVcxfWxZeivpaILVN8H6HwIO1TNg2a2w4NwhtyKLiBSSlCUQ7r40/jrSr8OfBM4DHoiPgXgx4dh84CdmdjyxAeBLgbtHWF9GRKPOXq9kuu0m0LaX7qoZw77W4eNLufsTR3Lfhh38eEMdL9e18HJdbIbrMaUhDhtbwvQxxYwpDTGmNERlcZBwMEA4YISCRihgRN2JOnRHnUh0/3rP9gFL9/717oR9XYc63md/V3c/1+4+cFtEJFml4Td55sYzqC5L0+NR33oCfv73UL8FAmE45Vo47Yua/E1EhPRMJHeCu2/os+88d38kyUs8DHzIzJ4i1npxhZldB2x291+Y2Y+BZ4Au4B53fzmV8adLt8PeeCNMoH3viK9XEgpw5ZIpXHz8JNZsqufJt+rZsLWJ+rYI9W3N/GXb0CasywUBg4AZAYt9uWcMsG6GWSyD7F2Pl+lvnfi5AQPMMGK/WDDwl4iJrTh2wH763d/fuQOdxwD7LeGMweoZ6DzJLH0JnR3rtzbR1tXN5l3NnHDY2NRevKsNHvsq/PE7se2aRfBX34PJR6a2HhGRPJaOQdR3mNnl7v4igJldDPwDkFQC4e5R4Jo+uzcmHP834N9SFGvGdEedPfGeWYG2kScQPUrDQc49cjznHjked2dXSxdv721nW2MnDW0R6tsiNHVEelsBer7tDwDBgBEMGAEzQgF614MBO6C1IhQvF+qzLxQwwsE+x/spc9C+AY4H9GlMRJLwuZ+9zp+2NNHU3pXaC+95Ax68PDa3gwVjLQ6nfUGTwIlITqqtrWX58uVpnTBuIOlIID4GPGRmnyDWxeiTwFlpqCevdEd9fwtEChOIRGbGpIoiJlUUpeX6IiK5oKI49vS5plTOifPKz+Hn10JHI4ydDR+7E6Ydn7rri4gUkJRPJOfubwIfB1YSSybOcvehz55WYA5IIFLQhUlEZLQqL4olEM0dKUggolFYfTM88MlY8nDER+DvHlfyICJ5obu7m6uuuoqjjjqKs846i7a2tozUm8qnML3IgQ+NGUfsUat/NDOGMJFcQYq4sys+aXagZWeWoxERyV+9CcRIWyA6W+Hhq+HVRyAQgg/9M5z8fzS4RUSG5pbqNF138O/fN23axP33388dd9zB3/zN37By5UouvfTS9MSTIJVdmJan8FoFpzsK2wLjAQi27MhyNCIi+asngWgaSQtE0w64/yLY9jwUV8Pf3A1zPpiiCEVEMmP27Nkce+yxAJxwwgnU1tZmpN5UPsZ1pBPIFaxo/BGldR5LIALN27MZjohIXivvHQMxzEHU9Vvhno/A3jdhzGHwiQdh4ntSGKGIjCpJtBSkS3Fxce96MBjMvy5MMrCeOQ52WkILhEfBUj4ERUSk4FUUjWAQ9Z434J7zoWFr7BGtl/4MKiamOEIRkcKmT7AZ0B1PILoCxUSLx2DRLgJte7IclYhIfqoYbgvEnjfgh+fEkofpJ8Lljyh5EBEZhrS2QJjZEuAyoAzA3a9MZ325KhKNArF5Froragh01BNo3k60TH+4RESGqjKeQDS2DaEFonE7/OgCaK6Dw5bCJT+B4so0RSgikn6zZs06YA6IL3zhCxmrO90tEFcB9cAtwFtpritn9bRAhMzorpgCQLC5LpshiYjkrd4EItkWiNa98KO/gvotMO0EuOSnSh5EREYg3QnEDqAEiAKT0lxXzuoZAxEIGN2V0wAINm7NZkgiInmrojjWeJ5UAhHphJ98Ana9ChMXwCceguKKNEcoIlLY0j2I+sdAB3A9sCbNdeWsnhaIoEH3mNkAhOpHbYOMiMiI9LRANLQOkkC4w6+/AFuegsqpsQHTZeMyEKGISGFLawLh7q/EVz+XznpyXW8CETAi1fEEokEJhIjIcPQ+xrUjQjTqBAIDTPz27PfhubshVAIf/zFUT8tglCIihSttCYSZ3cyBM1Pj7v+UrvpyWaQ7IYEYe3hsfd+b2QxJRCRvhQJGeVGQls5umjsjVJWEDy707gZYdUNs/SP/DdOOz2yQIiIFLJ0tED+Jv5YQa4EYk8a6clpX/ClMoYARLZ9MNFRKsH0v1tGAF6dp+nMRkQJWXRqmpbObxraugxOIjiZ46G8hGoEl18Civ85OkCIiBSptg6jd/TXgJOBG4E53vzBddeW6nhaIUMDAAnTHWyFCe17LZlgiInmrqjSWNDS09TMO4tfXw763YPJCOPOrGY5MRKTwpS2BMLP1wAeBHwFjzOycdNWV67q697dAAHRNXAhAeOcLWYtJRCSf9bQ6HDSQ+rVV8Jf7IFQKF34fwiVZiE5EpLCl8zGu/wWsBcbHl1E7a1rPY1xDwXgCMWkRAEVKIEREhmViZTEAu5o79u/saIZffT62fvpXYNKCLEQmIlL4UjYGwszWuftSM2siNng68bEY7u5Vqaor30T6tEB0TjoGiLdAuIMN8AQRERHp16SqWAKxo7F9/87ffw0a34Epx8bGPoiISFqkLIFw96XxV03v2UdX4hgIt6KBcQAAIABJREFUYnNBRIvHEGzeTrChtnduCBERSc7kqljXpJ2N8RaIna/CH78LFoSPfBuC6Z7mSERk9Er3TNQCRHqewhTvwkQgSMeMpQAUb3k8W2GJiOStyT0tEE3xBOKxr4JHYfEVMOWYLEYmIlL4lEBkQN9B1AAdM98PQHHt77IRkohIXptcGWuB2F7fBm8/Ba//Booq4P1fynJkIiKFTwlEBvTtwgTQcdgH8FAJxdv+RLDh7WyFJiKSl2ZPLAdg884mfPVNsZ2nfBYqJmUxKhGR0UEJRAZE+kkgvLiKtjmxJ9uWvfijrMQlIpKvaqpKqCwOsaTjaeydZ6F8Irz3M9kOS0RkVFACkQGR6MFdmABaF12OY5S9cj/BfW9kIzQRkbxkZrxnUinXh34S2/H+L0GxnuEhIpIJSiAyoK2zG4CS8IE/7sj4BbQtuBCLRhjz6Oewtr3ZCE9EJC/9bdkfmBPYzt6S6XDCp7IdjojIqKEEIgNa4glEaTh40LGmU24kMnYO4X2bmbDyY5Rs/hVEOg4qJyIiCTqaOGPHnQD8p19Ct+mxrSIimZJz/+KaWQC4HTgG6AA+7e6bE45fBfwdEAH+xd1/mZVAh6C1IwJAafjgfM2LKti7/IeMXfX3hHe9xJjHrsNDJXSNew/dY2bTXTaRaOkEPFyGh0vxUM9SDBYAC+GB2CuBAG7B2HPQA8H4urF/Tj+Lr8a3e47FJ7LzA/aTcKzvNgecf/B5QzWM8zI++d4w6xtWnJmsaxDuyRQa4TWSqWOwS6SgjkGuYYNeY+R1pOb8EcaZkXs+uEF/3n/8F4ra9/Bi4D3c3XAM1Y+9zmfPmEc4qO/FRETSzTwF/9Cnkpl9FPiIu3/KzE4GbnT38+PHaoDVwGKgBFgHLHb3Ab+yr565wN/3+Tt6/xT1vN+et+047hxwvPcnEt/fe078vJ4S7gf+nUw8t6ecO+yMP6f8M0uncdnimv4D7e6i9LWVlL36AOFdLw/2YxIRkUCIp05/kEt+2QbEuonWVJVQEg4SChpBs/R/2ZDmv6Hp/gudiY8AnvZ3ISIj9cvPnjqkfyxzrgUCWAqsAnD3Z8xsccKxk4An4wlDh5ltBhYBzyZewMyuBq4GKKqZyyvbGzMS+KGEAsYJ0w8xwC8Ypu3Ij9N25Mex9n2Ed28k2PwugZZdBNr2YJG22NLVGnvt7oxNmhTtxrwbvHv/ejS2bdFuev/8uHPAn6Ke7fhfj9i3fQmZVO8x73/bY/+xA64/HMM4L+NJ7zDrG1acmawrdt99sBaPpD6AjfQaKfiQl4o6BrnGoD+rpOoYYYFU3I+M3PMRns+hf97Bkgr44Fc45ZjT+e6YOm5b/Rqv72imdk/roNcVEZGRycUEogpoSNjuNrOQu0f6OdYEVPe9gLuvAFYAHLXoOP/pZ2OzPvf8TTSMxC+merfj51tCN5+e/RYvbL377IBr9pY1O+A6Pddu3reH8uKDx0D0x0vG0jn9vUmVFREZjWpq9rfmLju6hmVH19DY3sXOxnY6I0531HufgJduluZWjnR32MxEj1BL+7sQkUzKxQSiEUj8qj4QTx76O1YJ1B/qYqVFQY6edlCOkXHemlzyICIiw1NVEqaqJJztMERECl4ujjZ7EjgHID4G4sWEY38CTjWzEjOrBo4AXsp8iCIiIiIio1MutkA8DHzIzJ4i1nJ7hZldB2x291+Y2beBJ4glP1929/YsxioiIiIiMqrkXALh7lHgmj67NyYcvwO4I6NBiYiIiIgIkJtdmEREREREJEfl3DwQqWZmu4C3sx0HMAHYne0gZMR0H/Of7mFh0H0sDLqP+U/3sDCUuPvRyRbOuS5MqebuE7MdA4CZrXf3xYOXlFym+5j/dA8Lg+5jYdB9zH+6h4XBzNYPpby6MImIiIiISNKUQIiIiIiISNKUQGTOimwHICmh+5j/dA8Lg+5jYdB9zH+6h4VhSPex4AdRi4iIiIhI6qgFQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkqYEQkREREREkhbKdgDptmzZMl+1alW2w6Curi7bIYiIFIyamppshyAiUkhsKIULvgVi9+7d2Q5BRERERKRgFHwCISIiIiIiqaMEQkREREREkpaTCYSZLTGztf3sP8/MnjWzp83sqiyEJiIiIiIyquXcIGozux64DGjpsz8MfAs4MX7sSTN7xN01OllEREREJENysQXiDeCj/ew/Atjs7vvcvRNYB5ya0chEREREREa5nEsg3H0l0NXPoSqgIWG7Caju7xpmdrWZrTez9bt27UpDlCIiIiIio1POJRCH0AhUJmxXAvX9FXT3Fe6+2N0XT5w4MSPBiYiIiIiMBvmUQLwKzDOzcWZWBJwGPJ3lmERERERERpWcG0Tdl5ldAlS4+wozuw74LbHE5053fze70YmIiIiIjC45mUC4ey1wcnz9voT9jwCPZCksEREREZFRL5+6MImIiIiISJYpgRARERERkaQpgRARERERkaQpgRARERERkaQpgRARERERkaQpgRARERERkaQpgRARERERkaSlLYEws3IzC6br+iIiIiIiknkpSyDMLGBml5jZr8xsJ7AR2G5mL5vZ/zOzeamqS0REREREsiOVLRC/B+YANwI17j7D3ScBpwLPALea2aUprE9ERERERDIslMJrnenuXX13uvteYCWw0szCKaxPREREREQyLJUtEJEUlRERERERkRyV0i5MZvZZM5uZuNPMiszsdDO7G7g8hfWJiIiIiEiGpbIL0zLgSuB+M5sN1AMlQBB4FPiWu/85hfWJiIiIiEiGpSyBcPd24Hbg9vhYhwlAm7vXp6oOERERERHJrlS2QPSKD6beno5ri4iIiIhI9mgmahERERERSZoSCBERERERSVpaujDJyHR0dPCHP/yBNWvWsHHjRnbu3ElraytmRllZGWVlZUycOJGamhomT57M5MmTmTJlCjU1NUydOpVx48YRCCg3FBEREZHUUwKRY1auXMnXv/51tm3bNuxrFBUVUVNT05tQJCYXU6ZMYcqUKUyaNIlQSLdfRERERIYmI58gzazG3esyUVe+ikajfOlLX+Lee+8FYN68eVxwwQUcd9xxTJ8+nfLyctydlpYWWlpa2LVrF3V1dezYsYO6urreZfv27ezbt48tW7awZcuWAesLBAJMmjSpN7kYP34848aNY+zYsYwbN6536dmuqqrCzDL14xARERGRHJWpr6B/AJybobry0k033cS9995LSUkJ//zP/8wll1wy7G5Ira2tvQnFtm3b2L59+0FLTwJSV5dcXhcMBqmoqKCiooLKysre9f62S0tLKSkpoaSkhOLi4t71vktxcTGlpaWEw2FCoZASFBEREZE8YO6e7RjSavHixb5+/fpsh3HID+q/+c1vuPLKKykuLua+++7jlFNOSXs8XV1d7Nixozeh2Lt3L3v37mXfvn39vjY3N6c9plAoRCgU6k0oEl97lv6Oh0IhAoHAAUswGCQQCGBmvev9HU/mnJ7EJvE1cTnUvuGc13f/YOcmK9myqSyXjTpTXS7VdQ523mDbwzlnOHVkus6hvs/58+dz9NFHDxK1iIgkaUh/xFLeAmFmxcCFwKzE67v7P6W6rkLQ2trKDTfcAMBXvvKVjCQPAOFwmOnTpzN9+vSkynd1ddHc3Ny7NDU10dTUREtLC01NTQfsb29vp6Ojg/b2dtra2mhvbz9gX9+ls7OTaDRKJBIhEonQ3t6e5ncvIoXg4Ycf5oILLsh2GCIio046ujD9HGgANgAdabh+QbnnnnvYuXMnixYt4sorr8x2OAMKh8OMHTuWsWPHpuX60WiUrq4uIpFIv6+HOhaNRolGo3R3d/euD7bP3fs91t857k5PS13PemLLXeK+gcr1XU/mvIHqGCiOQ8lWuWzUmcpy6a5zqNvpuGYydY40zlTX+dZbb1FXV8dXv/pVzj//fHV/FBHJsHQkENPdfVkarltwIpEI3/nOdwC4/vrrR/WjVwOBAMXFxRQXF2c7FBHJce3t7SxZsoQ///nPrFu3jlNPPTXbIYmIjCrp+MT6lJktHO7JZhYws++a2dNmttbM5vY5/m0z2xA/ttbMqkcecnasWbOGnTt3MnfuXE4//fRshyMikhdKSkr49Kc/DcD3vve9LEcjIpIbamtrOeKII7jqqqs46qijOOuss2hra0tLXelIIJYCG8zsNTN7wcxeNLMXhnD+BUCJu78XuAH4Zp/jxwNnu/sH4ktDiuLOuPvvvx+Aiy++WE3wIiJDcNVVV2FmPPjgg+zevTvb4YiI9Or74JNULcnYtGkTn/nMZ3j55ZcZM2YMK1euTMt7TEcC8WFgHnAWcB6wPP6arKXAKgB3fwZY3HPAzALxa68wsyfNrN9BA2Z2tZmtN7P1u3btGt67SLPW1lbWrl0LwIUXXpjdYERE8sysWbP48Ic/TGdnJ3fddVe2wxERyQmzZ8/m2GOPBeCEE06gtrY2LfWkPIFw97f7W4ZwiSpig7B7dJtZz1iNcuC/gEuBZcDfm9mifmJY4e6L3X3xxIkTh/tW0urJJ5+kvb2dY489lsmTJ2c7HBGRvHPNNdcAsW5M0Wg0y9GIiMT0fSBKqpZkJI4lDQaDRCKRtLzHlCUQZrYu/tpkZo0JS5OZNQ7hUo1AZWKM7t7z7luB/3T3VndvAtYAx6TkDWTYY489BsCZZ56Z5UhERPLTOeecw4wZM9i8eTNr1qzJdjgiIqNGyhIId18af61096qEpdLdq4ZwqSeBcwDM7GTgxYRj84F1ZhY0szCx7k7PpegtZNQf/vAHAA2eFhEZpmAwyFVXXQXAd7/73SxHIyIyeqR8JmozO8HdN/TZd567P5Lk+QHgdmARsVnxriCWUGx291+Y2fXAXwNdwD3ufsi/Grk4E/Xu3btZuHAhZWVlvPbaa4RC6XiarohI4aqpqQFg27ZtzJw5E4AtW7YwderUbIYlIpKvhvQ0n3QMor4j8TGuZnYx8JVkT3b3qLtf4+6nuPt73X2ju9/m7r+IH/83dz8xfjwvv3LqSWiOO+44JQ8iIiMwdepUzj//fLq7u7nzzjuzHY6IyKiQjgTiY8DdZnaEmV0F/D2xJzJJXE8CsXjx4kFKiojIYHoGU69YsYLu7u4sRyMiUvjS8RSmN4GPAyuJJRNn5fNcDemwYUOsh5cSCBGRkTvjjDOYM2cOW7du5aGHHsp2OCIiBS+VT2F6MT5x3AvAQ8A4YBbwxyFOJFfQ3J1XX30VgIULhz1ht4iIxAUCAb74xS8CcMstt6gVQkQkzVLZAtEzYVzPsoT9k8kNZSK5grZ9+3YaGhoYO3YskyZNynY4IiIF4YorrmD27Nls3LiR++67L9vhiIgUtFQ+xrXfCeSGMZFcQetpfTjiiCOSnpZcREQOraioiJtuugmAm266iba2tixHJCJSuNIxiFoOYePGjUAsgRARkdS59NJLOfroo6mtreUb3/hGtsMRESlYSiAyrKcFYsGCBVmORESksIRCIf7nf/4HgFtvvZU33ngjyxGJiBQmJRAZ9vrrrwNKIERE0uG0007jsssuo6Ojg09/+tMaUC0ikgZpSyDM7EEz+7WZPWZmvzWzVemqK59s3boVgFmzZmU3EBGRAvXv//7vTJo0ibVr13LbbbdlOxwRkYKTtgTC3f8aWA+cDSwDHktXXfmisbGR+vp6SktLGT9+fLbDEREpSJMmTeKHP/whAF/+8pf505/+lOWIREQKS7q7MM0HpgE1wOw015XzelofZsyYoScwiYik0TnnnMO1115LV1cXF1xwAe+++262QxIRKRjpTiBuBj4HfB74dprrynmJCYSIiKTXN7/5Td7//vezfft2zj//fJqamrIdkohIQUjnGIjJ7v6au3/B3b8AVKarrnzRk0DMnDkzy5GIiBS+oqIiHnroIQ4//HA2bNjAueeeS0tLS7bDEhHJe+lsgfgvM6sGMLNjgS+msa68sGXLFkAtECIimTJhwgQeffRRpk2bxhNPPMHy5ctpaGjIdlgiInktnQnEdcB3zOxk4B+BT6axrrygLkwiIpk3Z84c1qxZw5QpU1i7di1Lly7t/UJHRESGLp0JxCJgA/Az4AHgjDTWlRfeeecdAKZPn57lSERERpf58+ezbt06FixYwEsvvcSSJUtYs2ZNtsMSEclL6UwgJgC7gBuAMmBiGuvKCxoDISKSPYcffjhPPfUUH/zgB6mrq+PMM8/kxhtvpKOjI9uhiYjklZQlEGa2Lv7aZGaNwP8kLP/t7nenqq58VF9fT2NjI+Xl5YwdOzbb4YiIjEpjx47l0Ucf5ZZbbsHMuPXWW1m4cCGPPvpotkMTEckbKUsg3H1p/LXS3avirz1LVarqyVeaA0JEJDeEQiFuvvlmHn/8cRYsWMCmTZs4++yzOffcczXpnIhIEtI9D4TEaQC1iEhuWbp0KX/5y1+49dZbKS8v59e//jVLlizhwx/+ML/61a/o7u7OdogiIjlJCUSGaPyDiEjuKSoq4ktf+hJvvfUW119/PWVlZaxatYrly5czd+5cvvrVr/LKK69kO0wRkZyiBCJDehIIPYFJRCT3TJw4kW984xvU1tZy6623Mnv2bGpra7nllls46qijOPLII7nhhhtYvXo1ra2t2Q5XRCSrzN2zHUNaLV682NevX5/tMDj77LN59NFH+f73v8+5556b7XBERPJaTU1NWq8fjUZZvXo1DzzwAA8//DD79u3rPRYOh1myZAknnngixx9/PCeccALz588nGAymNSYRkTQa0gBdJRAZcuSRR/Lqq6/y6KOPsnDhwmyHIyKS19KdQCTq6upi7dq1rF69mjVr1vDcc8/R929nSUkJc+fOZd68eb3LzJkzmTp1KlOnTmXs2LF6gIaI5DIlEIlyIYGIRqOUl5fT3t7Oxo0bqa6uzmo8IiL5LpMJRF979+7l6aef5rnnnuO5555jw4YNvd1UB1JSUsLUqVOZNGkSY8aMYezYsQct5eXllJWVHbSUlpZSVlZGcXEx4XCYcDisZEREUi2/EwgzCwC3A8cAHcCn3X1zwvGrgL8DIsC/uPsvD3W9cePG+ZlnngmAu/d+a3So9VSXra+v5/nnn6empobnn39++D8cEREBsptA9KexsZFNmzb1Lps3b+add95h27ZtbNu2jcbGxpTWFwwGe5OJcDhMKBQ6YDscDhMMBgkEApgZgUDggPXh7utPf/tHWjbb54uMNj/5yU/yPoH4KPARd/+UmZ0M3Oju58eP1QCrgcVACbAOWOzuA04jamY58wY/97nPceONN2Y7DBGRvJdrCcRgmpub2bZtG7t372bfvn29y969e9m3bx/19fW0trYesLS1tfWut7S00NHRQSQSIRKJZPvtiEiBcfchJRChdAUyAkuBVQDu/oyZLU44dhLwZDxh6DCzzcAi4NmBLjZ79mz+9V//tfcbBjNLaj3VZbu6uli0aNEIfiwiIpKvKioqmD9/PvPnzx/xtdydSCRCV1dX79J3u6uri+7ubtydaDTa+5q4PpR9A82J0d+XkMnuS1fZVNQlIoeWiwlEFdCQsN1tZiF3j/RzrAk4aECBmV0NXA2xeRcuuuiiNIabnLq6umyHICIiBcDMerspiYhkQy7OA9EIVCZsB+LJQ3/HKoH6vhdw9xXuvtjdF0+cODF9kYqIiIiIjDK5mEA8CZwDEB8D8WLCsT8Bp5pZiZlVA0cAL2U+RBERERGR0SkXuzA9DHzIzJ4i9kipK8zsOmCzu//CzL4NPEEs+fmyu7dnMVYRERERkVEl5xIId48C1/TZvTHh+B3AHRkNSkREREREgNzswiQiIiIiIjlKCYSIiIiIiCQt5yaSSzUz2wW8ne04gAnA7mwHISOm+5j/dA8Lg+5jYdB9zH+6h4WhxN2PTrZwzo2BSDV3z4nnuJrZendfPHhJyWW6j/lP97Aw6D4WBt3H/Kd7WBjMbP1QyqsLk4iIiIiIJE0JhIiIiIiIJE0JROasyHYAkhK6j/lP97Aw6D4WBt3H/Kd7WBiGdB8LfhC1iIiIiIikjlogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaUogREREREQkaaFsB5Buy5Yt81WrVmU7DOrq6rIdgohIwaipqcl2CCIihcSGUrjgWyB2796d7RBERERERApGwScQIiIiIiKSOkogREREREQkaTmZQJjZEjNb28/+88zsWTN72syuykJoIiIiIiKjWs4Nojaz64HLgJY++8PAt4AT48eeNLNH3F2jk0VEREREMiQXWyDeAD7az/4jgM3uvs/dO4F1wKkZjUxEREREZJTLuQTC3VcCXf0cqgIaErabgOr+rmFmV5vZejNbv2vXrjREKSIiIiIyOuVcAnEIjUBlwnYlUN9fQXdf4e6L3X3xxIkTMxKciIiIiMhokE8JxKvAPDMbZ2ZFwGnA01mOSURERERkVMm5QdR9mdklQIW7rzCz64DfEkt87nT3d7MbnYiIiIjI6JKTCYS71wInx9fvS9j/CPBIlsISERERERn18qkLk4iIiIiIZJkSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSZoSCBERERERSVraEggzKzezYLquLyIiIiIimZeyBMLMAmZ2iZn9ysx2AhuB7Wb2spn9PzObl6q6REREREQkO1LZAvF7YA5wI1Dj7jPcfRJwKvAMcKuZXZrC+kREREREJMNCKbzWme7e1Xenu+8FVgIrzSycwvpERERERCTDUtkCEUlRGRERERERyVEp7cJkZp81s5mJO82syMxON7O7gctTWJ+IiIiIiGRYKrswLQOuBO43s9lAPVACBIFHgW+5+59TWJ+IiIiIiGRYyhIId28Hbgduj491mAC0uXt9quoQEREREZHsSmULRK/4YOrt6bi2iIiIiIhkj2aiFhERERGRpCmBEBERERGRpCmBEBERERGRpCmBEBERERGRpGUkgTCzmkzUIyIiIiIi6ZWpFogfZKgeERERERFJo4wkEO5+bibqEREREREZbWpra1mwYAGXX345ixYt4mMf+xitra1pqy/lCYSZFZvZJWb2j2Z2U88yhPMDZvZdM3vazNaa2dw+x79tZhvix9aaWXWq34OIiIiIyFCZWVqWZLz22mtcffXVvPDCC1RVVXH77ben7X2mowXi58D5QARoSViSdQFQ4u7vBW4Avtnn+PHA2e7+gfjSkIKYRURERETy1owZM3jf+94HwKWXXsq6devSVlc6ZqKe7u7LRnD+UmAVgLs/Y2aLew6YWQCYB6wws8nAD9z9zr4XMLOrgasBZs6cOYJQRERERESS4+5Zq7tvS0WyLRfDkY4WiKfMbOEIzq8CElsVus2sJ9EpB/4L/v/27j24yvrO4/j7c0ggkEaCckmBQvDCgMNFK7tim96mprUOpY5TZpdWu8XdVtQ/dsbZbouX3RnH0brtdlaXEcTWrrRdnLWrbOnaVtZqW6ytUnW5LBBhIVBsJMslhptJON/945ykJ4GEc8g5OTnx85p55rme3/M9fH3G883z/J4fNwDXALdKmtOzgYhYFRHzImLeuHHj+hGKmZmZmdngt3fvXl566SUA1qxZQ11dXcHOVYgCog74naQdkjZJ2ixpUw6ffxuoylhPRERHevk48GBEHI+IVuDnwNz8hG1mZmZmVppmzpzJ448/zpw5czh06BC33HJLwc5ViEeYPtXPz78IfBr4N0nzgc0Z+6YDT0h6P6nipw54vJ/nMzMzMzMraYlEgpUrVw7IufJeQEREYz+beBqol/RrQMASSbcDOyPiR5J+APwGaAdWR8TWfp7PzMzMzMyypHx19pC0ISLqJLUCmY0KiIg4Ly8nytG8efNi48aNxTh1N01NTcUOwcxsyKipqSl2CGZmQ0lOPa7zdgciIurS86qzHWtmZmZmZqWpEAPJXXGGbZ/O93nMzMzMzGzgFeItTI9mvsZV0mLgrgKcx8zMzMzMBlgh3sL0WeCHkj5P6i1JXwA+UYDzmJmZmZnZACvEW5j+V9KfA2uBfcAnIuJEvs9jZmZmZmYDL28FhKTNdH/70vnAMOC3koiI00aMNjMzMzOz0pLPOxAL8tiWmZmZmZkNQvl8jWt/B5AzMzMzM7NBrhBvYTIzMzMzsyHKBYSZmZmZmWXNBYSZmZmZmWWtYAWEpK9IelKSO1efg/b2diLi7AeamZmZmQ2gQgwk1+nSiFgk6RHgxwU8z5Cwf/9+Vq9ezQsvvMCuXbs4duwYAJWVlUyePJkpU6ZQW1vLjBkzuPTSS5k+fTqjRo0qctRmZmZm9m5TyAJirKRrgQnpORHxTAHPV5IighUrVvDAAw/Q1tbWtT2RSJBMJjl27Bg7duxgx44d3T4nidraWmbOnMnMmTOZMWMGl1xyCdOmTWP48OED/TXMzMzM7F2ikAXEk8BY4Kn03HpIJpMsW7aM1atXA7Bw4UIWL17MZZddxujRo0kmk7S2trJv3z727t3Lrl272L59O9u2bWPnzp3s3r2b3bt388wzf6zLysrKqK2tZfr06V3TJZdcwoUXXug7FmZmZmbWb8rXc/aSNkREnaRWUiNSK2N3RMR5eTlRjubNmxcbN24sxqm7aWpqOm3bQw89xP33309FRQUrVqzgmmuuybq9trY2du7cybZt29i+fTsNDQ00NDTQ2NjYa9+6sbqkAAANDElEQVSJsWPHMnXqVKZMmcKUKVOYOnUqU6dOZfLkyYwfP56Kiopz/n5mZgOppqam2CGYmQ0lOvshGQcP9Y66g7WAeOWVV7juuutIJpOsXr2a+vr6vJznxIkT7Nq1i4aGBt54442uwmLv3r3dHpE6kzFjxlBTU8OECROoqanpmsaOHcv555/fNVVXV1NeXp6XeM3MzoULCDOzvMqpgCjkI0zWi1OnTrFs2TKSySS33XZb3ooHgJEjRzJr1ixmzZrVbXsymaSpqYnGxkb27dtHY2MjjY2N7N27l/3793PgwAEOHz7M4cOH2bZt21nPM3r0aMaMGdNVVIwePZqqqire8573UFVV1efyyJEjqaiooKzM//mZmZmZlRr/giuCNWvWsHXrViZNmsTtt98+IOdMJBJMnDiRiRMnctVVV522P5lMcvDgQZqamnjrrbf4wx/+0DU/ePAghw4d4vDhw13zlpYWWlpa2LNnzznHVF5eTkVFRVdB0de8vLyc8vJyhg8f3jUvKyvrWj/Tts55WVkZZWVlDBs2jGHDhpFIJM643HPq6zgpp0LdzMzMbMhwATHAOjo6WL58OQB33nnnoOnYnEgkGDduHOPGjWP27Nl9HptMJmlpaeHQoUNdU0tLC0ePHqW1tbVr3rn89ttvd9t28uRJTpw4QXt7O+3t7bS2tg7Qt8yfzoIikUh0FROdy5K6Lfecst2X2XZv+zL3ZxY1vS3na19f28+l/XzEUYj2c9nXV4ylFlchYu4rlnNps7q6msWLF3PllVf2eg4zMysMFxADbN26dTQ2NjJt2jQWLlxY7HDOSSKRYMyYMYwZM4aLLrronNqICNra2jhx4kRXQdFz3jmdPHmSjo4O2trauuadxUfPbZn7Mo85depU15RMJs+43tHR0W1fX8udk5kVz4MPPsiiRYu49957mT59erHDMTN713ABMcBWrlwJwK233sqwYcOKHE3xSGLEiBGMGDGi2KHkLCK6FROdLyKIiK71nss9p57HdX6+rzaAPtvvLdbe1rPdl482+oorX+1nG39vnxmIcw/Wf5PBGldfMTY3N/Pwww/z5JNP8tRTT3HTTTdxxx13UFtb22sbZmaWH34L0wBpampiy5Yt1NfXU11dzWuvvebXppqZnaOamhp+//vfc8899/DYY49x6tQpJLFgwQJuvvlm6uvrPaimmVn2curcmShUFHa6J554AoDrr7/exYOZWT9NnjyZVatWsXXrVm644QbKy8tZt24dCxYsYPz48dx4442sWbOGN998s9ihmpkNKb4DMUD27NnD5ZdfzpEjR1i/fv1pr1k1M7PsnWkciAMHDvCd73yHNWvWsHnz5m77Lr74YubPn8+cOXOYM2cOs2fP5r3vfa/fqGZmllLaA8lJSgAPA3OBd4C/ioidGfu/BNwMdAD3RsSP+2pvsBQQjzzyCEuXLmXWrFmsX7++2OGYmZW0sw0k19DQwNq1a3n++efZsGEDR48ePe2YkSNHUltby7Rp06itrWXSpEmMGzeO8ePHd80vuOACqqqqPG6NmQ11JV9AXA8sjIgvSpoPLIuIz6T31QDrgXlABbABmBcR7/TW3vTp02P58uXdOpr27Hjas4NrIY65++672bdvH/fddx9LlizJ7z+amdm7TC4jUXd0dPD666/z6quvsmnTJjZt2sSWLVs4fPhw1m1UVFR0DYbZOVVWVna9DGL48OG9zsvLy0kkEt1e/5ztvOfrnDsVe5uZDS319fUlX0B8C3g5Ip5Ir++PiEnp5YXAtRGxNL3+NHBfRLzSR3uD5guOGjWKV199ldGjRxc7FDOzkpZLAdGbI0eO0NjYyO7du9m9ezdNTU00NzfT3NzMgQMHaG5u5uDBgxw9etSvbTazIS0iciogBuM92fOAloz1U5LKIqLjDPtagdN+jUv6MvBlSP3VqK6urttgXeljel0vxDHt7e0sWrTIxYOZ2SBRXV1NdXU1c+fO7fO4iOD48ePdBsRsbW3l2LFjtLW18c4773TNM5c75x0dHd3GkMkcW6aveedyZwyZ8RRzm5kNLedybQ/GAuJtoCpjPZEuHs60rwo40rOBiFgFrIJUH4jB0Oegqamp2CGYmdk5kERlZSWVlZVMmDCh2OGYmRXdYHyN64vAtQDpPhCZr9J4GfiQpApJo4GZwJaBD9HMzMzM7N1pMN6BeBqol/RrUj3Cl0i6HdgZET+S9BDwK1LFz50RcbKIsZqZmZmZvasMugIiIpLA0h6bt2fsfxR4dECDMjMzMzMzYHA+wmRmZmZmZoOUCwgzMzMzM8vaoBsHIt8kNQONxY4DGAv8X7GDsH5zHkufczg0OI9Dg/NY+pzDoaEiImZle/Cg6wORbxExrtgxAEjaGBHzih2H9Y/zWPqcw6HBeRwanMfS5xwODZI25nK8H2EyMzMzM7OsuYAwMzMzM7OsuYAYOKuKHYDlhfNY+pzDocF5HBqcx9LnHA4NOeVxyHeiNjMzMzOz/PEdCDMzMzMzy5oLCDMzMzMzy5oLiAKTlJC0UtJLkl6QdHGxY7LsSbpS0gvp5YslbZD0K0krJPn6GeQklUv6XjpnL0ta6DyWHknDJD0m6UVJv5R0kfNYmiSNl7RP0gznsDRJei39e+YFSd+VNF/Sb9PX598XOz7LjqRl6d+mv5P0l7lej75YC+86UoNzXAV8DfjHIsdjWZL0t8C3gYr0pm8Bd0XEhwABnylWbJa1G4CD6Zx9CliO81iKPg0QER8E/o5UDp3HEiOpHHgEOJHe5ByWGEkVABHx0fS0BFgJfA6oA66U9P5ixmhnJ+mjwAeADwIfAd5HjtejC4jCqwN+ChARvwE82Erp2AVcn7F+BfCL9PJPgKsHPCLL1ZPA3RnrHTiPJSci1gJfTq9OBd7CeSxF3yT1Y/PN9LpzWHrmAqMkPSvp55I+DIyIiF2ReivPz4CPFzdEy8Ingc3A08A64MfkeD26gCi884CWjPVTkob8COBDQUT8O9CesUnxx9eWtQKjBz4qy0VEHI2IVklVwA+Bu3AeS1JEdEh6HPhnUrl0HkuIpC8CzRHxs8zNzmHJOU6qEPwksBT4bnpbJ+exNIwl9QftRaTy+AMgkcv16AKi8N4GqjLWExHRUaxgrF+SGctVwJFiBWLZk/Q+4HngexHxrziPJSsi/gKYDjwKjMzY5TwOfjcB9ek+ZZcBq4HxGfudw9LQAHw/UhpI/YH0/Iz9zmNpOAj8LCLaImIHcJLuBcNZ8+gCovBeBK4FkDSf1C0jK02vpZ8bhNTz9L8qYiyWBUkTgGeBr0bEY+nNzmOJkXSjpGXp1eOkisCNzmPpiIgPR8RHIuKjwOvAF4CfOIcl5ybSfTklTQRGAcfSLzYQqTsTzuPgtwG4RikTgUrguVyuRw8kV2DpXuwPA3NIdUpZEhHbixuVZUtSLfBERMyX1PmXz+HANuBLEXGqiOHZWUh6EPgzIPOa+2vgIZzHkiGpktSjEjVAOfB1Urnz9ViC0nchlpIqBJ3DEiJpOPAvwBQggK+SyuM/AcOAZyPizqIFaFmT9A/Ax0jdTLgD2E0O16MLCDMzMzMzy5ofYTIzMzMzs6y5gDAzMzMzs6y5gDAzMzMzs6y5gDAzMzMzs6y5gDAzMzMzs6y5gDAzMzMzs6y5gDAzMzMzs6y5gDAzs24kVUu6NWP91wU6z0hJv5A0rJ/tDJf0S0ll+YrNzMx65wLCzMx6qga6CoiI+ECBznMT8FR/Rx+OiDbgOVKjjpuZWYG5gDAzs56+Dlwk6XVJ35B0FEBSraTtkr4taYukH0i6WtKLkt6Q9KedDUi6QdLL6TYe6eUuw+eB/8ilbUmVkv5T0n+nj+ssGtam2zMzswJzAWFmZj19DdgVEZdFxFd67LsYeBCYA8wAPgfUAX8D3AEgaSapuwEfjIjLgFP0+HEvaThwYUTsyaVt4BrgzYiYGxGzgJ+mt28B/qR/X9vMzLLhAsLMzHKxOyI2R0QS2Ao8FxEBbAZq08d8HLgCeEXS6+n1C3u0MxY4cg5tbwaulvSApA9FRAtA+jGoNklVefyuZmZ2Bu5wZmZmuXgnYzmZsZ7kj/9PEfB4RCzro50TQEWubUdEg6QrgGuB+yU9GxH3pI8bAZzM4buYmdk58B0IMzPrqRXoz1/ynwM+K2k8gKTzJU3NPCAiDgPDJPUsIvokaSJwPCK+D3wTeH96+wVAc0S09yNuMzPLgu9AmJlZNxFxMN15eQvwk3P4/P9Iugt4VlICaAduAxp7HPosqT4O/5VD87OBb0hKptu9Jb39Y8AzucZqZma5U+rxUjMzs4El6XLg9oi4MQ9tPQUsi4gd/Y/MzMz64keYzMysKCLiNeD5fAwkB6x18WBmNjB8B8LMzMzMzLLmOxBmZmZmZpY1FxBmZmZmZpY1FxBmZmZmZpY1FxBmZmZmZpY1FxBmZmZmZpY1FxBmZmZmZpa1/wcV3aImZcXUJQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 25e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here again, we observe a similar dynamics as with the Sweeney model: the stimulus increase further disrupts the currents balance upon repolarization to an even higher voltage, at which the Sodium h-gate stays almost completely closed, thereby further limiting the resulting Sodium current and not causing any subsequent depolarization.\n", "\n", "Moreover, the final steady-state voltage value also increases with the stimulus amplitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusions\n", "\n", "- The FH model also shows 3 active behavioral regimes, all of which characterized by a single spike response.\n", "- Sodium transients also mediate sustained post-spike oscillations at intermediate stimulus amplitudes, \n", "- The presence of Potassium currents offers more resistance to subsequent depolarizations after the first spike, thereby expanding the range of amplitudes at which the neuron transitions between different active regimes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sundt model\n", "\n", "We now focus on the Sundt model that was derived to depict membrane dynamics of unmyelinated fibers in mammals. This model has a relatively simple membrane dynamics, composed of fast Sodium, fast Potassium, and leakage currents." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Typical responses\n", "\n", "Let's analyze the evolution of voltage responses for a bunch of characteristic input currents:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ithr = 6.25 mA/m2\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('SUseg')\n", "pp = PulsedProtocol(30e-3, 30e-3)\n", "fig = plotResponses(pneuron, pp, np.logspace(np.log10(0.8), np.log10(3e2), 7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Sundt model displays somewhat similar behavioral regimes as the FH and Sweeney models. However, we notice major quantitative and qualitative differences w.r.t its myelinated counterparts:\n", "- The Sundt model has an excitation threshold around 6.2 mA/m2, i.e. 3 orders of magnitude lower than the Sweeney and FH models (!!!). This is the result of a much weaker leakage conductance.\n", "- Right above the excitation threshold, the low plateau potential regime is replaced by a **sustained firing regime** in which spikes are fired in a periodic manner.\n", "- The different behavioral regimes occur over an even wider, logarithmic amplitude range, spreading from just above to more than 100 times the excitation threshold.\n", "\n", "Let's look at these regimes more in details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sustained firing regime" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 100.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The membrane dynamics is somewhat similar to those of the FH and Sweeney models, with a much weaker leakage conductance that indirectly permits repetitive firing:\n", "- At rest, the Sodium m-gate is closed while h-gate is significantly opened. The Sodium n-gate is closed while its l-gate is half-way opened.\n", "- Upon application of a small current, the weak leakage conductance does not offer significant resistance to depolarization, hence the spiking threshold can be easily reached.\n", "- Once the spiking threshold is reached, fast m-gate opening and slow h-gate closing create a significant Sodium transient that triggers a full depolarization.\n", "- Progressive potassium n-gate opening triggers an outward Potassium current that repolarizizes the membrane despite some residual Sodium current.\n", "- The relatively high amplitude of Potassium current w.r.t. the injected current allows for complete repolarization\n", "- This complete repolarization allows for significant Sodium h-gate re-opening, and hence the Sodium channel can trigger a subsequent AP once the spiking threshold has been reached again." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sustained oscillatory regime" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 250.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, the membrane dynamics is strikingly different than for myelinated models: \n", "- The stronger stimulus induces a faster depolarization after the first spike, which does not give enough time for a significant Sodium h-gate re-opening. \n", "- Hence, the subsequent Sodium transient is weaker and does not permit full depolarization, resulting in an attenuated spike amplitude.\n", "- This attenuated depolarization limits the Potassium n-gate opening, which limits the subsequent repolarization and hence also the Sodium h-gate opening, resulting in an even weaker subsequent spike.\n", "- Eventually, a limit cycle is reached with voltage oscillations of attenuated amplitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### High plateau potential regime" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 1e4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we observe a similar dynamics as with the Sweeney and FH models: the stimulus increase further disrupts the currents balance upon repolarization to an even higher voltage, at which the Sodium h-gate closes almost completely, thereby further limiting the resulting Sodium current and not causing any subsequent depolarization.\n", "\n", "Eventually, the final steady-state voltage value also starts increasing if we further increase the stimulus amplitude by several orders of magnitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusions\n", "\n", "The Sundt model has a much weaker conductance than its myelinated counterparts. This has 3 major implications:\n", "- By offering far less resistance to injected currents, it allows for excitation at drastically lower thresholds.\n", "- Consequently, amplitudes just above the excitation threshold allow for complete repolarization and permit sustained periodic firing.\n", "- This also means that a wider range of stimulus amplitudes must be explored before reaching a high plateau potential regime, as the latter is dependent on a relative repolarization blocking and subsequent locking of the Sodium h-gate in a closed state.\n", "\n", "Nevertheless, we also notice some similitudes, such as the presence of post-spike oscillations at intermediate stimulus amplitudes mediated by Sodium transients, and the presence of a high plateau potential regime upon injection of strong currents." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MRG model\n", "\n", "We now focus on the MRG (McIntyre, Richardson & Grill) model that was derived to depict the nodal membrane dynamics of mammalian myelinated fibers. This model differs from the previous ones as it is usually embedded into a double-cable fiber model (as opposed to single cable). Yet, it has a relatively simple membrane dynamics, composed of fast Sodium, persistent Sodium, slow Potassium, and leakage currents." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Typical responses\n", "\n", "Let's analyze the evolution of voltage responses for a bunch of characteristic input currents:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "spontaneous activity -> no excitation threshold\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pneuron = getPointNeuron('MRGnode')\n", "pp = PulsedProtocol(30e-3, 30e-3)\n", "fig = plotResponses(pneuron, pp, np.insert(np.logspace(0, 4, 5), 0, 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MRG node differs from other models in that it shows spontaneous activity in the absence of stimulation. We should note this spontaneous activity is not found in the full morphological MRG model, as the currents balance between the node and paranodal and internodal sections keeps the membrane potential in a depolarized state.\n", "\n", "Nonetheless, we can identify different behavioral regimes:\n", "- spontaneous, tonic firing at a frequency of approx. 400 Hz\n", "- an increase in firing rate upon stimulation at moderate amplitudes (1 mA/m2 to 100 mA/m2)\n", "- sustained firing regime with post-offset silencing at higher amplitudes (around 1 A/m2)\n", "- single spike - plateau potential - subthreshold oscillations followed by post-offset silencing at higher amplitudes (around 10 A/m2)\n", "- single spike - plateau potential followed by post-offset silencing at higher amplitudes (> 10 A/m2)\n", "\n", "Let's look at these regimes more in details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spontaneous tonic firing" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 0.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spontaneously firing membrane dynamics is permitted by the weak leakage conductance and the synergistic activation of both Sodium channels:\n", "- Together, fast and persistent depolarizing Sodium currents barely overcome hyperpolarizing Potassium and leakage currents, thereby triggering a very progressive depolarization.\n", "- Once a critical voltage is reached, fast m-gate opening and slow h-gate closing create a significant Sodium transient that triggers a full depolarization.\n", "- Progressive potassium s-gate opening triggers an outward Potassium current that repolarizizes the membrane, but persistent Sodium current prevents full repolarization and triggers a subsequent depolarization and spike.\n", "- Eventually, a periodic regime is reached in which the voltage oscillates above its resting value, which allows persistent Sodium to trigger subsequent spikes after each repolarization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Increased firing rate" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 10.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not much to say here, the injected current basically accelerates the depolarization in between spikes and the resulting firing rate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Post-offset silencing" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 1e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Stronger stimulus accelerates the firing rate, which increases the steady-state activation of both the persistent Sodium p-gate and slow Potassium s-gate.\n", "- Stimulus offset induces a significant drop in depolarizing current.\n", "- Fast Sodium m and h gates adapt relatively quickly, but the slow inactivation of the Potassium s-gate activation keeps the currents balance in the hyperpolarizing direction.\n", "- This further hyperpolarizes the membrane voltage and reduces the overall Sodium currents activation.\n", "- Eventually, leakage current starts dominating and the membrane stabilizes around the leakage reversal potential." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plateau potential with sub-threshold oscillations" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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7FhB2LQhjjDHGGFOVnLaAUNWvA+7/s/zSqb58eyDq1atHgwYNyMnJsWtBGGOMMcaYKiWiK1GLSD8RmS4ia0Vkg4hsFJEN5ZVcdeLbAwHQqlUrwIYxGWOMMcaYqiWiAgL4CJgKjAVGA1d7/5rT8O2BANxhTKmpqZWWkzHGGGOMMZEK5yxMvtJU9ZtyyaSaC+yBsInUxhhjjDGmKoq0gHhaRN4G5gK5zkpVnVamWVVjgUOYrAfCGGOMMcZUJZEWEOOA7kANwLkymgJWQJyG9UAYY4wxxpjqINICopeqXlgumVRzgXMgbBK1McYYY4ypiiKdRL1CRM4rl0yqucAeCOdq1DaEyRhjjDHGVCWR9kAMAe4UkSQ8cyAEUFXtWeaZhSAiUcDrQC9vDr9R1Z0Vtf/ScnognAKiRYsWiAgHDhwgPz+fGjVqVGZ6xhhjjDHGhCXSAmJkuWQRmeuAOFUdJCIDgZeAays5p9MKHMJUo0YNmjdvzoEDBzhw4ABt27atzPSMMcYYY4wJS0RDmFR1d7BbeSUXwhBgljefFUC/wAARuVdEVovI6rS0tApOL7jAHgiwidTGGGOMMabqifRK1O+JSEOf+41E5N9ln1aJ6gOZPvcLRcSvJ0VVp6hqP1Xt17Rp04rNLgineAD/AsJO5WqMMcYYY6qaSCdR91TVo84dVT0C9CnblE7rGFDP536UqhZUcA4RCZxA7bAeCGOMMcYYU9VEWkBEiUgj546INCbyeRRnaikwyrv/gcDGCt5/xALnPzisB8IYY4wxxlQ1kTb+XwKWi8jneC4gdyPwXJlnVbLpwOUisgzPWaDGVfD+I2Y9EMYYY4wxproIq4AQkUHAClV9X0RWAyPwNN7HqOqW8kwwkKoWAfdX5D7PVKgeCCsgjDHGGGNMVRNuD8SdwGQR2YHnDEhfqOqB8kuregnVA9G+fXsAdu3aRVFRUbECwxhjjDHGmLNNWC1WVb1fVX8BPAM0At4VkeUi8jcRGSoi0eWZZFUX7BSuAA0bNqRFixbk5OSwe3dFnw3XGGOMMcaYyEV6HYhtqjpRVUfiGca0BPg1sLI8kqsuQvVAAHTv3h2ArVu3VmhOxhhjjDHGlEZYBYSIdBaRwb7rVPUkcAJ4RVWLXczNnBKqBwKgR48eAGzbtq1CczKmKsnIyODll18mJSWlxLjs7GxOnjxZQVkZY4wxP0/h9kC8AhwPsj7b+5gpQahJ1AAXXnghAKtWrarQnIypSj799FMmTJjAbbfdFjImJyeHoUOHcumll1JQEPrSMDt27OC1114jOzu7xH1mZGT4XQTSGGOMMR7hFhAdVHVD4EpVXQ10KNOMqqGShjANHuzp2Fm5ciV5eXkVmpcxVcW8efMASEhICBmze/du9u3bR1JSEjt37gwZ9/DDD/P3v/+djz76KGTM3LlzOf/885k4cWLImJMnT3LXXXfx4Ycflpj7119/zYIFC0qMSUlJYfv27SXGFBUVkZWVVWKMMcYYUxHCLSDiSnisVlkkUp05BUSwHohmzZrRvXt3Tp48yaJFiyo6NWMq3Q8//MCECRMoLCwMGRMXV9I/QR6HDx92l0s6KcHq1asBSmzUf/fddwBMmDAhZMyyZcuYPXs2f/rTn0L2VGRkZHD//fdzyy23cPx4sE5cTw/l6NGjGT58OPv37w+5vzvuuIOePXuW+NomTJhA3759SUpKChkzffp0rrzyyhJjFi9ezJ133llizObNmxk/fnyJ+SQlJfHYY4+xd+/ekDGpqam8+OKLJb72I0eO8Nprr9kpr40x5iwRbgGxSkR+G7hSRO4B1pRtStVPSQUEwA033ADAm2++aUMmzM/OH/7wB15++WV++OGHkDG+vXeZmZlBYzIyMtzlUI1a39/XiRMnQu7vyJEjIR9z+BYshw4dChrje5X5UCdKOHbsGAcPHkRV3eImkKoyd+5csrOzmTNnTsicXn75ZVJTU/n0009Dxvzzn/9kw4YNPPnkkyFjnnvuOebMmcOkSZNCxrz11ltMmzaN8ePHh4x55513eO+997jvvvtK3M7EiRN58MEHQ8a89NJL/P3vf+e55yr6uqXGGGOCCbeA+AMwTkQWiMhL3ttC4DfAQ+WXXvXgHFkNVUDccsstNGrUiKVLl/LEE0/YMAXzs5Gdne02/Es6E5lvgz7U0WzfBn2oGN+iIT09PeT+fAsN38LE18GDB93l5OTkUsccOHDqkjq7du0KGuP7+kMVR/n5+aeNgVPvc0nDvNavXw/A0qVLQ8ZMmzYNgDVrQh9Dcnpy1q5dGzJm5syZgKdHJxSnaJo+fXrIGGOMMRUn3OtAHFTVi4A/A8ne259VdZBdUO70nB6I6Ojgl8to3Lgxr7zyCjVq1GDq1KkMGjSI1157jaNHj1ZkmsZUON/Gc0nzG3wb8aHOxORbQISK8S0a9u7d6/42S4rbs2dP0Bjf4iBUg9339YVTZIQqIHxjEhMTS70dX6EOVPjOxSrpYEbdunXd5VA9p7VqnRrhGuq9rlGjhrscahibb0xOTk7InIwxxlSMSC99vAzIAOoBQ0TkKRF5quzTql5ON4QJ4IorruCrr76id+/epKWl8fe//51+/frx9NNPn3ZypTFVle+491ANYwivgPCNCdUD4VsY5OXl+TXwffkOSQpVHPjGlFUPRKg5B+H0UvjGJCYmBm3UHzt2zF0+evSoX69FsJzT09NDDvXyfa5v8ebL97mh5i+EE+O7/XCKI2OMMeUr0gLia2A0UABk+dxMCU43hMnxi1/8gu+//55PPvmEoUOHkpWVxZQpUxg2bBiXX345r776Khs3bgx5JM+YqsZ3jkCoRm9BQYFfb1yo4sA3JlSRETi3IVhxoKqkpaW598+kOIg0JlQB4Ruzd+9ecnNzi8X4FhBZWVl+z3H4FmyFhYVBX3/g0K5ghd2xY8f8Gv7BhkPl5ub6vY87duwoFpOfn++XZ7DtZGVl+c17KamnyhhjTMWItIBoo6o3q+qLqvqScyuXzKqRcHogHCLCsGHD+PTTT5k9eza33347DRo0YNOmTTz//PNcccUV9O7dm9/97ne88847xMfH2+lfTZXl26DNysoKOhk5cChfqOLANy4zMzPoZOvAAiLYto4fP+43TCbUEKZweikiLSDS09ODnq3JtzgoKioKuj/fxjoEb/gHHuEPFlOa7QRr+AeeVSlYw//AgQN+RWOw3oXAXiIrIIwxpvLFRBi/TEQuVNWN5ZJNNRVuD0Sgnj17MmHCBP7yl78wb9485s6dy4IFC0hNTWX69OnuhMK4uDi6detGt27d6N69O127dqVbt260atUq4n0aU5YKCgqIjo4Oeg0UKN7ITExMpHnz5n7rAofHhOqBCCwY9u7dS4MGDfzWBRYQwYqDwCImWMNfVSMennTkyBGOHj1Kw4YNQ8Y423IuMOkI7E3YtWsXXbt2LTHvnTt3uteZcQR7vwOFU0D49hyFigksMoI1/MPZTuBrtwLCGGMqX6QFxBDgLhFJAnIBAVRVe5Z5ZtXI6SZRn05cXByjRo1i1KhRqCo7duxg5cqVrFmzhjVr1pCYmMj69evdM6c4YmNjadOmDe3atXNvbdu2pVmzZjRv3pzmzZtTu3btM359xgSzceNGxowZQ+PGjfnuu+9o0qRJsRinQVunTh2ysrJITEzkoosu8otxCoiOHTuSlJQUsoBwioN27dqxZ88eUlJSOP/884PGtG3blpSUlKBH8p2GeLNmzTh06FDQmBMnTnDy5En3+hQZGRkcP36cevXq+cU5jd/69etz7NgxkpOT6d27d9CYRo0aceTIEZKSkooVEE6R0bx5cw4ePBj0SL3T8HdeW0kN/4YNG3L06NGgMc4QJmdfwXoXnOKgQYMGZGZmlhhzzjnncPjw4aAxTj5xcXHk5OQEzcf5PFq3bs2+ffusgDDGmLNApAXEVeWSRTVX2h6IYETE7W244447AM/QjW3btrF9+3b3tmPHDtLT09m1a1eJkw7r1q1L8+bNadasGc2aNaNRo0Y0bNiQhg0b0qhRo2L3GzRo4HdGFGNCefHFFzlx4gQnTpxg8uTJPP3008VinEbmxRdfzKxZs0o8In7eeeexf/9+jhw5wokTJ/zOAgSnhjBdcMEFbgERyCkgevbsSUpKStAeCKdB36dPH3788UdSU1PJzc2lZs2aboxT+LRq1YqYmBh27NjB7t27ueCCC9wYZ3y/iDBw4EDmzJkTtIBwGtGDBg3i+++/DzoPwsnpoosuYvr06SW+T4MGDSIlJaXEBvuQIUOYMWNGidsZMGAA33zzTYmFyMUXX8yMGTNKLCAuueQSpk2bFrTh7xsze/bsEnsgBg8ezGeffcauXbtKvOigMcaY8hdWASEioh4hTy7uxJRdatVHJHMgSqNhw4YMHDiQgQMH+q3PyspyG0nObe/evRw6dMi9OQ28ks6AE6hmzZrUqVOHOnXqULduXerWrRvyflxcXLFbzZo13b+1atUqti4uLi7kkBdz9lDVkJ/Ttm3b+PHHH937n332GY899phfIxxONUSHDh0asoBwjkA3b96c1q1bk5iYSEpKCj169HBjcnNzOXz4MNHR0fTp04fvv/++xPH0v/zlL/nuu++C9i44ObVv357WrVu7xUjnzp2LbadFixbUrVuXHTt2sGvXLr8C4tChQ6gqzZs3p3PnzsyZM6dYToWFhe7rcwqIYMOhAguIYEWGk9OgQYP47LPPgr6XTsE0fPjwkAWE08MzdOhQt4AoKiry+/fL2c7QoUP5/vvv2bNnT7Eiy4np378/c+bM4ciRI6Snp/v1RDn7GjhwIPPmzSM1NZXs7Gy/nlHndXXq1IlWrVqRmprKnj17aN26dbHcjTHGVIxweyDmi8iXwNeq6h6yE5FYPMOa7gTmA++WNhERuR74tare6r0/EHgVzxmf5qjqn0UkCngd6IVnCNVvVDX01ZDOEuVdQIRSp04dunfvTvfu3YM+rqpkZmZy8OBBt6DIzMzkyJEj7nht39uRI0fIzMwkNzeX3NzckBfYKgs1atRwbzExMcTGxvr9Lekx35iYmBiio6OJjo4mKioq6PKZPOa7XkT8br7rnM8+2PrA54WKAUI+11l28ouKinJvTo4i4vcafL+PRUVFZGRkkJ6eTkZGBnl5ebRo0YL27dv7ncs/Ly+PGTNm8Pbbb7Nu3Tq6dOnCk08+yRVXXOH3+TlXMB43bhwrV65ky5Yt/PDDD1x99dVujHMRuRo1ajBgwAAg+CRa54h4kyZN6Ny5M4mJiWzevNmvgPAd4tOzp2dE5YYNG4pty2mwDhgwgLp167rf/WbNmrkxTgHRsmVLOnXqxJ49e9i6datfAeH0QDRv3pwOHTowZ84c1q9fzzXXXFMspmXLlpx33nlBc0pLS6OgoIDGjRu7MZs2bfKLyc3NdXsyBg0aBBSftKyqblFxySWXEB0dTUpKCjk5Oe4wKzjVqB8wYABxcXGkp6eTmZnpN1fEKWB69uxJ06ZNSUtLIzU1lTZt2rgxTuHVtWtX2rVrR3JyMsnJyXTr1q1YTPv27encuTPx8fEkJCQELSA6dOhAhw4dSEhIYPv27fTp08eNcb4THTt2pHPnzqSmppKQkOC+F8YYYypeuAXESOBu4BMR6QgcBeKAaGAOMFFV40ubhIi8ClwJ+G7jTWAssAv4TkR+AXQA4lR1kLfAeAm4trT7rShlOYSpLImIOzzJ9z/+kqgqOTk5ZGVlub0XznLguqysLHJyctxbbm6u39+TJ08WW+cUJ/n5+UHPUW/KllNoFRQUBH2/RYQ2bdrQpUsXGjRowJIlS/wm2SYkJHDnnXcybtw4nnrqKeLi4tixYwfTp08nJiaGBx54gI4dO/LUU0/xn//8x6+A2LZtGwBdunTh3HPPJTo6muTk5GLDk5xGb+vWrYmKimL27NnEx8dzww03uDHOUJjWrVu78we2bNlCQUEBMTGef+ZU1W2wtm3bll69erF06VLi4+P9CiBnf23atKFv377Mnz+f1atXM3r0aDfGacB36NDBbewGXm3ZiWnfvj2/+MUv3Bjfnhvn1KadOnWid+/eREdHs2XLFr/3ICkpicLCQjp27EjHjh1p2LAhaWlp7Nmzh3bt2gGnzt4qed4SAAAgAElEQVTUoEEDt/DbtWsX27Ztc4dMnTx5ktTUVKKiomjbti3dunVj/fr1rFu3jmHDhgH+p3Zt37493bp1Iy0tjfj4eLeAUFW3Ue/EJCcns379er9/R5yYDh060KVLF+Lj49mxY4dfw9+5xk3Hjh3p168fCQkJrFy50q+AcN7HTp060aVLFxYtWmTXxjHGmEoWVgGhqjl4jvy/LiI1gCbASVUtq0slLwO+Au4DEJH6QE1VTfTenw1cCrQEZnlzWiEi/cpo/+XKOWd7bGxsJWdy5kSEWrVqUatWraCTYstCUVER+fn5FBQUkJeXF/SvU2D43kLFFRUVUVhYSGFhod9y4P3A5YKCgrCfU1RUhKqiqm6Pk7Psu95Z9r2VxXN9//rmFLjsmzt4zpJUUFAAeIbCNW3alEaNGhEbG0tqaiq7d+8mJSXFbz5Bt27duOeee7juuuv4+OOP+dvf/sbUqVNZtWoVd911F2+++SZFRUXceuuttG3bljFjxvCXv/yF+fPns3//flq2bAl4JlkDdO/enbi4OHr37s2aNWtYuXIll156qbs/pwHZpUsXWrRoAcCaNWv8vjNOg/Lcc8+lUaNGdOjQgeTkZDZu3Og2Rvfu3cvx48dp1KgRjRs3pk+fPixdupRVq1b5FRBbtmwBoEePHm4j/qeffvLbn1P89OjRw91+fHw8J0+edHtsnO2cd955dOjQgUaNGpGWlsauXbvo1KmTX0z37t2pXbs2F1xwAevXr2fVqlUMHz7cL6Zr165ERUUxaNAgZs6cyZIlS7j11luBUz0bXbt2dedc7Nq1i0WLFrkFhHMNmfPOO4/Y2FiGDBnC+vXrWbx4sVtAbNu2jZycHNq1a0f9+vUZPHgwS5YsYdGiRW7xl5yczNGjR2natCnNmzdn8ODBzJ49m4ULF3LjjTcCnl6cgwcPUr9+fdq1a0ffvn35/PPPWbhwIXfeeSfgmXi+d+9eatWqRefOnRk4cCCffPIJy5Yt4/777wc881qSkpKIjY3l3HPPdd/rRYsWYYwxpvJEOokaVc0H9p82MAgRuQf4Y8Dqcar6qYgM81lXHzjmc/84cK53ve+5GgtFJEZVCwL2cy9wL+AeoatM2dnZAH5DQUxoUVFR1KxZ051rYcqHUyQVFBQQFRXlN9TFkZeXx+7du0lISCAjI4MLLriAXr16uUfQ77vvPgYOHMh9993Hpk2beOSRRwBPkfHUU56L1J9zzjlceeWVzJgxg/fff59HH30UgPnz5wO4w5cGDx7MmjVrmD9/vltAZGdnk5CQgIjQuXNn97uxfv16Dh486J7y1WlAO70Pw4YN491332XOnDluo9M5S1nPnj0RES655BImTZrEzJkzefzxxxERUlNTSU1NpXbt2nTo0IEWLVoQFxdHfHw8+/bto3Xr1hQUFLB69Wp3W02aNKFnz55s2LCBBQsWcNVVnnNNLF++3G9/I0aM4Msvv2TGjBk89NBDACxbtgzAzXHYsGGsX7+eGTNmuAXE0qVLAejXz3O85OKLL2bmzJl89913bgHh7Mt5L4cPH87HH3/MzJkz+f3vf++3HWdfl1xyCZMnT2bmzJk88cQTREVFuTF9+/Z183nhhReYM2cOzz33HDVq1GDJkiWA58KXzvsIMG/ePHf+gu++oqKiuOyyywBYuHCh27viFAF9+vQhOjqaoUOHEhUVxcKFCzly5AiNGjVi2bJlqCq9e/cmLi6OESNGEB0dzfLly0lLS6Np06bFvrPGGGPKX4WOqVHVd1T1goDbqiChxwDf8yHWwzNsKnB9VGDx4N3PFFXtp6r9zob/YE6ePAlYAWHOLlFRUcTGxlK7du2gxQN4es26dOnCqFGjuP322+ndu3exidO9evVizpw5PProo4wePZpHHnmEb775xu+Upr/97W8BePPNN9m6dSvJycnMnTuXqKgoLr/8cgBGjhwJwPTp091eu+XLl5OXl8eFF15IvXr1qFOnDsOGDUNV3eugFBYWMm/ePMAzYdd3W1988YU7NGvmzJkA7mliBw4cSOPGjUlMTGTlypUAfP/994BncnB0dDR16tRx8/vwww8BWLJkCUePHqVjx460b98ewB3e9O677wKeXpNNmzZRq1Yt9+QG1157rbud3Nxc0tPT3Ua0UyyMGTMGgK+//pq0tDSysrL47rvv/GKuueYaYmNjmT9/Pjt27CA3N9d9L5yYESNG0LBhQ+Lj41m+fDkFBQV88cUXfu/NoEGDaNWqFUlJScyaNYuioiI+/fRTAK688kr3s+3SpQsHDx5k2rRpqCqffPIJgFsodenShV69enH06FE++eQTVJWPPvrIL6Z169b079+f7Oxspk6diqry8ccf++2rRYsWDB06lLy8PN555x1UlQ8++ADA7SFq1KgRI0aMoLCwkNdeew1jjDGV4+walO+lqseAPBHpJJ7WypXAYmApMArcSdZV4oJ2Tg9EqEaaMVVd/fr1+cMf/sCUKVN4+OGHqV+/vt/j/fv358YbbyQnJ4fRo0fzq1/9ioKCAsaOHesOaerduzfnn38+GRkZvPXWW6gqb731FnCqkQlw2223ATB58mQOHTrEZ599xqFDh+jQoYN7FqQhQ4bQqVMn9u7dyz//+U82btzIN998g4i4E51jYmK46667AHjiiSdYuXKlO/l77Nix7v5+85vfAJ7i54svvuDZZ58F4KabbvLLqV69eixatIi//e1vPPzww4CnIHB+9yNGjKBbt27s3buXBx98kPHjx5Obm8sVV1zhDs3q2rUrl19+OVlZWdxzzz3cd999ZGZm0q9fP/eaFueccw433XQTqso999zDvffeS2pqKl27dnWLldq1a3P33XcDMH78eO655x527dpF+/bt3R4DZ44KwCOPPMJdd93Fli1baNmypdtgFxEefPBBAJ588knuuOMO1q1bR5MmTfjVr37lxvz3f/83AH/961+5/fbbWblyJY0aNeK6665z3yOn12XChAnceuutLF68mHr16rnDngC3t+SVV17hlltuYcGCBdStW9fvvXb29dprr5GVlYUxxpiKJ2fLmVe9Q5juV9WbvfcHAq/gnaitqk/4nIWpJ56L2I1T1W0lbbdfv37qDDeoLB988AF33HEHY8aMYfLkyZWaizGVJScnhwceeIBZs2YBnoLhk08+8bsy87x587jtttsQEbp3787WrVupX78+S5cudefcqCrXX389K1eupF69emRlZVFUVMSrr77q1xidO3cut99+u18Ot912G//4xz/c+8ePH+fKK6/0Oy3qL3/5S7766iu/kx48/PDD7hFz8Ez6nTNnjt9k788++8xtJAM0bdqUH374we/K2mvXrmXs2LHk5OQAnsJr5syZnHvuuW5MSkoKV199tXt61zp16vD111/7XRTv6NGjXHPNNe61FeLi4vj888/dYU7gmXv161//mlWrPJ28NWvW5KOPPvK7OnVhYSF33XWXe8rdGjVq8N5777k9Gc77PX78eLeXIyYmhnfeeafYmbceffRR3n//fcBz0cwpU6YwatQov5hnn32WN954w4154403/Cang+f6IRMnTgQ8vWSTJ0/2K0TA03u0e/duNm/e7J69yhhjzBmJ6Pz5Z1RAiEgMcD5QE0BVfyr5GRXvbCggpkyZwn333Ves8WLMz42qsn37drKzs+nVq1fQq7NPmjSJv/3tb6gqtWvXZsqUKX6TqsFzjYVx48axdu1aRITx48e78xh8ffbZZzz77LNkZmYyZswYXnjhhWI9gSkpKfzf//0fGzZsYNCgQTz77LOcc845fjH5+flMnjyZH374gXPPPZfHH3/c7TnxNXv2bP7zn//QuHFjHnrooaBzsLZs2cK7775LTEwMv/3tb+nYsWOxmP379/Puu++Sl5fHbbfd5ncKWUdmZiYff/wxR48eZezYsXTt2rVYTE5ODp9//jmHDh3i6quvDnq2tYKCAr755htSUlIYOXJk0JiioiJmz57Nrl27uOyyy4LGqCrz588nISGBYcOGhTyz27Jly9iyZQsXX3xxyJhVq1axceNGBg8eHDRm9OjRrF69msWLFzNkyJCg2zDGGBORCi0gpgE/AfmAqurLpd5YOTkbCohXXnmFP/7xj9xzzz389a9/rdRcjKkK9uzZQ0JCAr179y7WmHeoKjt37qRBgwZ+13EI5Jx5yq6gXn3cfvvtzJ07l2+++aZYD4YxxphSiaiAiPgsTAE2q+rzZ7iNas/OwmRMZNq1a3faM6iJCF26dDnttpwL6pnqwxn2Vp4XszTGGBPamRYQ+SLyA5AG4FxF2vizszAZY0zZady4MQAHDx6s5EyMMebn6UwLiBaqenmZZFKNWQ+EMcaUHef0uYmJiZWciTHG/DydaQFRW0RuxnvRN1X9/sxTqn6sgDDGmLLjTDx3zkJljDGmYkVUQIhIbcA5Hch2YD6eMzBV/tXazmI2hMkYY8qOM/dlw4YNqGqxs28ZY4wpX2HNLBSRGiLyCrAXmAq8B+wCWqnqe8AG718ThF1Izhhjyk6bNm1o1aoVhw8fZsuWLZWdjjHG/OyEe2qSl4C6QHtV7auqfYAeQEcReQOYVl4JVgc2hMkYY8qOiLjXBvnggw8qORtjjPn5CXcI0yigi/pcNEJVj4nIA0A6cFV5JFdd2BAmY4wpWw888AAffPABL774IqtXr6ZZs2bExcURHR1dqltMTAxxcXHUrl2bWrVqhXWLiTnTaYTGGFM1hfuvX5EGueKcqhaKSJqqrijjvMpMcnIy48aNq9QcNm7cCNgQJmOMKSuDBg3ir3/9K0899RRz586tlBxiYmKKFRy+98viMWc5Li7O5noYY84aYV2JWkS+Aqap6vsB628Hfq2q15ZTfmdMREp/qe0y9tNPP9G2bdvKTsMYY6q8Fi1aALBv3z7Wrl3L8ePHycnJobCw0L0VFBT43S/plp+fT05ODidPngx6y87OLrYunP8/y1JgD0k4RUhcXBw1a9Z0/zq3090PXGe9LcZUexEdoQi3gGiNZ57DSWANoMAvgVrA9aq6L/I8K0aHDh306aefruw0aNiwIYMGDarsNIwxplpwCojKoqrk5eWFLDJCLZf2sdzc3Ep9vVFRUREXHTVr1qRGjRrExsYSGxvrLkf6N5LY6Oho66kxpnTKvoBwg0VGAOd7d7JZVSun3zgC/fr109WrV1d2Ghw4cKCyUzDGmGqjsguIilZYWOjXQxJJUZKbm1vslpOTE9G6oqKiyn4LwhaqwIiJifG7BVtX0i3S+EieE2puTlRUVNjrA9dFRUVZMWUiEdGXJaI+SVWdB8yLKB1jjDHGnJHo6Gjq1KlDnTp1KmX/BQUFJRYaodbn5+eTl5dX7G+wdZHEhHqssLDQfTwrK6tS3quzSVRUVERFSGmLFmc/TtHiez+SdWf6/PLcj4iEvJ3u8aoQf84550T03bJBjcYYY4wpkXOkvLIKmHAVFRWFLDKcuS4FBQUR3SJ9Tmn2EWy+TlFRUdD5OuGuV1WKioooKiqioKCgsj8ac5aLdE6XFRDGGGOMqRaioqLc+Rc/d6oasuA40+IkcL1vsVJUVFTsfqh1kcSeybqyen6o2+keL4vnlHd8pKyAMMYYY4ypZkTEzp5lyk24V6I2xhhjjDHGmMovIESkgYh8KyILRWS5iAzyrh8oIitFZKmIPO1dFyUib3rjFohI58rN3hhjjDHGmJ+Xs6Fv6/8Bc1X1FRHpBnwC/AJ4ExgL7AK+E5FfAB2AOFUdJCIDgZeAs/YidsYYY4wxxlQ3Z0MBMRFwrpATA+SISH2gpqomAojIbOBSoCUwC0BVV4hIv0rI1xhjjDHGmJ+tCi0gROQe4I8Bq8ep6ioRaQF8CPwBqA8c84k5DpzrXZ/ps75QRGJU1e/8ZCJyL3Cv9+4JEdlehi+jtJoA6ZWdhDlj9jlWffYZVg/2OVYP9jlWffYZVg+bVPWCcIMrtIBQ1XeAdwLXi8iFwH+AR1R1obcHop5PSD3gKFA7YH1UYPHg3c8UYEpZ5n6mRGS1qlqPSRVnn2PVZ59h9WCfY/Vgn2PVZ59h9SAiqyOJPxsmUZ8HfA7cqqozAVT1GJAnIp3Ecx32K4HFwFJglPd5A4GNlZO1McYYY4wxP09nwxyIvwNxwKueWoFMVb0WuB/4CIgG5qjqShFZBVwuIssAAcZVUs7GGGOMMcb8LFV6AeEtFoKtXwEMDFhXhKewqIrOqiFVptTsc6z67DOsHuxzrB7sc6z67DOsHiL6HKU0l682xhhjjDHG/DxV+hwIY4wxxhhjTNVhBYQxxhhjjDEmbFZAGGOMMcYYY8JmBYQxxhhjjDEmbFZAGGOMMcYYY8JmBYQxxhhjjDEmbFZAGGOMMcYYY8JmBYQxxhhjjDEmbFZAGGOMMcYYY8JmBYQxxhhjjDEmbFZAGGOMMcYYY8JmBYQxxhhjjDEmbFZAGGOMMcYYY8IWU9kJlLeRI0fqrFmzKjsNDhw4UNkpGGNMtdGiRYvKTsEYY6oTiSS42vdApKenV3YKxhhjjDHGVBvVvoAwxhhjjDHGlB0rIIwxxhhjjDFhswLCGGOMMcYYEzYrIIwxxhhjjDFhswKigqgq2dnZlZ2GMcYYY4wxZ8QKiAryu9/9jm7duvHYY4+Rn59f2ekYY4wxxhhTKlZAVJB169ZRUFDAe++9x4svvljZ6RhjjDHGGFMqVkBUEFV1l9966y0yMjIqMRtjjDHGGGNKxwqIClJUVARA586dyc3N5dtvv63kjIwxxhhjjImcFRAVxCkgrrnmGgDmz59fmekYY4wxxhhTKlZAVBBnCNPw4cMBWLZsmVtUGGOMMcYYU1VYAVFBnGKhTZs2NG/enOPHj7N79+5KzsoYY4wxxpjIWAFRQZwCIioqip49ewKwYcOGykzJGGOMMcaYiFkBUUF8C4gLL7wQgI0bN1ZmSsYYY4wxxkTMCogK4hQQIkK3bt0A2LlzZ2WmZIwxxhhjTMSsgKggziTqqKgoOnfuDFgBYYwxxhhjqh4rICqI7xCmjh07IiLs3r2b/Pz8Ss7MGGOMMcaY8FkBUUF8C4hatWrRpk0bCgoKSE5OrtzEjDHGGGOMiYAVEBXEt4AAbBiTMcYYY4ypkqyAqCC+k6jhVAGRkJBQaTkZY4wxxhgTqVIXECJSR0SiyzKZ6sx3EjVYD4QxxhhjjKmawi4gRCRKRG4Vke9E5BCwDdgvIptFZIKIdCm/NIvl8aaILBeRBSLSuSL2e6YChzA5p3LdsWNHpeVkjDHGGGNMpCLpgZgPdAL+F2ihqm1VtRlwMbACeF5Ebi+HHANdB8Sp6iDgMeClCtjnGSssLAROFRBdunjqrYSEBLe4MMYYY4wx5mwXE0HsZapa7JyjqpoBfAl8KSI1yiyz0IYAs7z7XiEi/Spgn2cssAeicePGNG3alLS0NPbt20fbtm0rMz1jjDHGGGPCEkkPxEQRuaikgGAFRjmoD2T63C8UEb9CSETuFZHVIrI6LS2tAlIqmTP/AU4VEABdu3YFbBiTMcYYY4ypOiIpIBKAl0QkWUReEJHe5ZXUaRwD6vncj1LVAt8AVZ2iqv1UtV/Tpk0rNrsgAnsfHE4BYWdiMsYYY4wxVUXYBYSqvuqdd3AJkAFMFZGtIvKUiHQttwyLWwqMAhCRgcDGCtx3qYQqIGwitTHGGGOMqWoiPo2rqu5W1RdUtQ9wK3A9sLXMMwttOpAjIsuAicAfK3DfpXK6HoiNG8/6GsgYY4wxxhggsknUAHgnSo8EbgYuBRYCfy7jvEJS1SLg/oraX1kIVUD06tWLmJgYtmzZwokTJ6hbt25lpGeMMcYYY0zYIrkOxOUi8m9gH3Av8D3QSVVvUtWvyivB6iDwKtSO2rVrc8EFF1BUVMTatWsrIzVjjDHGGGMiEskQpseB5UB3VR2tqh+palY55VWthOqBAOjfvz8AixcvrtCcjKlK4uPj+dWvfsWPP/5YYtznn3/O119/XWKMqpKenl6W6RljjDE/K5FMoh6uqm8B54rINBFZKyIbRGSjiGwoxxyrvJIKiCuvvBKAb7/91u90r8aYU/7973+zdu1annzyyZAxhw8f5ve//z33338/hw4dChn3pz/9iZ49e7Jo0aKQMZs2bWL06NHMmjUrZIyq8vrrr7Nw4cISc1++fDnx8fElxhw8eJCUlJQSYwoKCjh+/HiJMYBdmNIYY0y5i3gSNfAR8C4wFhgNXO39a0IIvAq1rwEDBtCyZUt2797NzJkzKzo1Yyrd1KlTeeCBB8jOzg4Zs337dgB2794dMsa3Ab5hQ+hjGh999BGqynvvvRcy5p133mH16tU88cQTIWNWrlzJX/7yF26++eaQjfYDBw5w0003cd1115GZmRk0RlUZNWoUQ4cOZd++fSH3d/fdd9OzZ0+SkpJCxjzzzDP06tWLrVtDn9fizTffpG/fviWevOGbb75hxIgRrF+/PmTM/Pnzueaaa0osjlatWsVNN91UYsymTZu46667SozZsWMHDzzwwGkLMWOMMRWjNAVEmqp+o6pJ3jMy7VbV0P+rmxILiOjoaB588EHAc2R03rx51hNhflYef/xxvvrqK/7zn/+EjPH97YS6OGRqaqq7HKoB7dvQL+mIv3NtltTUVPLzg18fc9euXe5yYmJi0Jht27aRn59Pbm5uyHlO6enppKamkpOTE7JXRFX54YcfyMnJ4aOPPgqZ97/+9S/S09N5/fXXQ8ZMnjyZ1NRUJkyYEDLmH//4B1u3buXFF18MGfPyyy+zatUqXnjhhRK3s2jRIp577rmQMRMnTmT27Nn8+c+hz8Xx2muv8dVXX/HMM8+EjDHGGFNxSlNAPC0ib4vILSIyxrmVeWbViFNAxMQEP+nVHXfcwaWXXkpGRga33XYbgwcP5rnnnmPdunVWTJhq7fDhw+5ySUfNDx486C47vRGB9u/f7y5v27YtaIzv3Ifk5OSQv6+jR4+6y6GKg+TkZHc51JF63x6TUEfPfXsUNm3aFDTmwIED7vKePXuCxvj24ITqySgqKnLfg1CvC04VUKtWrQoZs3r1agAWLFgQMsYpiJYsWRLyvXaev2LFipA9OcuXLwc8vT4FBQVBY4wxxlSc0hQQ44DeeE7lOppTw5hMCM5/eNHR0UEfj4mJYerUqTz55JO0aNGCpKQkJk2axKhRo+jbty+PPvoo06ZNIyUlxQoKU634XoU9VOO5sLDQb05DqALCtwciVAHh27A+fvw4e/fuLRajqn7rQ+XlW0CEGjLlW0CE2o5vARFqO769HaGGHvnms3nz5qD/VvgWWSkpKeTm5haLycjIcJePHz/uV0w5srL8z5/hu11H4JA03/wc+fn55OTkuPd9vw+OoqIijhw54t4vqdA0xhhTMUpTQPRS1X6qeqeqjvPe7i7zzKqRkoYwOWrUqMH48eNZtWoVn3/+OXfffTetWrVi//79vP/++4wfP57+/fvTp08fbrnlFp599lk+++wz1q9fH/Q/eGOqAt8G45YtW8jLyysWc/jwYfc3BKGLA98CIiEhIejQo8Aj81u2bCkWk5GR4dewLqsCIpziYNOmTUGPsPv2FiQnJwf9zftu59ixY0HnSvjG5OfnB339vjEQvHclcNvBhmcFDhFbs2ZNsZh9+/b59ToE287Bgwc5efJkidsxxhhTsUpTQKwQkfPKPJNqzGkQhBrC5CsmJoYhQ4bw3HPPsXr1ambOnMnjjz/OZZddRsOGDTl48CALFizgjTfe4KGHHmLkyJH06NGDbt26cfnll3P33XfzzDPP8OabbzJt2jSWLFnC9u3bOXLkiPVemApVVFTErFmzWLlyZciYnTt3ust5eXlBjy77Dl+C0D0QvsVBfn5+sYZwYAx4jtQH8h0uFCpGVf0KiI0bN/oVOQ7fAmLv3r1+R/cdvo3xnJwcv/fEETjcKFgvRDgN/8DtBBtWFbiddevWlZgzBG/4B054D9bwDxyOVdrtGGOMqVgRX4kaGALcKSJJQC4ggKpqzzLNrBpxGhahhjCFIiL07t2b3r17A54G2e7du9m2bRtbt25l+/bt7Nixgz179nDs2DE2bdoU8mgpQGxsLE2aNKFhw4Y0aNCABg0a+C03atSIBg0aUK9ePWrXrk2dOnWoU6eOu1y7dm1q1KhR+jfC/Kw8//zz/POf/wQ8Z1oaOXJksZgdO3YAULduXU6cOEF8fDy9evXyi3GGL5133nls2bKF7du3o6rFLszo9EB0797d/Y1069YtaEy3bt3Yvn170ILFGY7TtWtXduzY4Q4H8t3f4cOHOX78OPXq1aNevXqkpqaSmJhI165d3RhVdRu/nTp1IjExkU2bNjF06FC//TkN9latWpGamsqGDRvo3r27X4zT8G/evDkHDx4kPj6eiy++2C/GKTxatmzJ/v37iY+P5/rrrw8a07p1a/bt21diAdG+fXt2794dNMYpIDp37szOnTuDNvyd4sCJCdbwd96fjh07kpSUVGIBUdJ2jDHGVKzSFBDFWwGmRKUtIAJFRUXRsWNHOnbsyFVXXeWuV1UOHz5MSkoKe/bsISUlhYMHD5KWlsahQ4c4dOgQaWlpHDt2jNTUVL+hHpGKjY31Kypq1apFbGwscXFx1KxZk9jYWGrWrElcXJy7HHhz4mNiYqhRowbR0dHUqFGDmJgYv1vgumCxzrqYmBiio6OLNSpN+SgqKiIxMZEGDRrQrFmzYo9v2LCBSZMmufefeeYZRowYQWxsrF+cMxzp5ptv5u2332bdunXceeedfjHO9/XCCy/kwIEDZGRkkJSUxLnnnuvGFBYWuj0Hl156Kdu2bSM+Pp7rrrvOb1tOD8Rll13G9u3bgx7Jdxqs/fr1Iy0tjSNHjrBv3z7atGnjxjgN8c6dO9O8eXO34e9bQGRkZHDixAnq1avH0KFDSUxMZMOGDX4FhPM+AowZM4ZJkyYRHx/PjTfe6KzVjJ8AACAASURBVJeTM9Tr17/+tRsTyMlp7NixIWOcfd1www28+uqrQXsXnAJi7NixvPzyy6xdu7ZYAeX0vlx//fVMmDCB9evXU1BQ4NfL6mzn2muvZeLEiWzZsoXs7Gxq165dLJ+rr76aN954g23btpGVlUWdOnWKbWfkyJG8/fbbJCUlcfjwYVq0aFEsd2OMMRUj7AJCREQ9Qp6y1Ykpm9Sqj9NNoj5TIkKTJk1o0qQJffr0CRl38uRJ0tPTyczMJDMzkyNHjrjLR48edf+eOHGCrKwssrKyOHnypLuclZVFXl4eeXl5fpMazyYiQlRUFFFRUW5BER0d7a7zfSzYOt94536oeBEpdnNyCHZznlNSTCTbK22cE+tbnEVHR7ufbW5uLnl5eRQUFHDOOefQrFkzWrRoQYMGDdi5cycrVqxg+fLl7nfgqquu4tFHH3WP9ufn5/P444+jqtxzzz0sWrSIhIQEPvzwQ+6++9R0qYyMDA4cOECtWrW4/vrrefvtt1m6dGmxxqrTeO7UqRPZ2dl8++23LF682K+ASE5OprCwkJYtWzJ8+HAmT54c9JSozvCnq6++mg8//JDdu3eTlJREx44d3RinqOnevTuHDh3ixx9/ZPHixdxyyy3FcurcuTMdO3Zk1qxZrF27lhtuuMGNcXo3OnXqRN++fZk6dSqLFy92T9sMnnkCOTk5NGnShMsuu4xJkyYxf/58v/cgKyuLlJQUYmJiuPHGG5k0aRJLliwhLy/PLcgKCgrc3pybbrqJ119/nXXr1pGZmUmDBg0Az4EG57Vde+21/Otf/yIhIYH9+/fTsmVLNydnyNbll1/O1KlTSUtLIzExkc6dO7sxznyOiy66iA4dOpCcnMzmzZv9eo+cmP79+9OjRw82b97M+vXrGTRokBvjFHD9+/dnwYIFbNy4kTVr1vgVWc5QLKc3dsWKFaxZs4bzzz+/2OdrjDGmYkTSAzFfRL4EvlZVd+CqiMTiHdYEzMdzkTnjw5nMWdnDf2rVqkXbtm1p27ZtqZ6vquTm5pKVlUV2djYnTpwgJyeH3Nxc95aXl+eucxqjOTk57rLvraCggPz8fAoKCvxu+fn5FBYW+v31fSww3lmvqqgqhYWF7vNM+WnSpAnHjx9n5syZzJ49mxtuuIEhQ4bw9ddfs2bNGpo3b87//M//MHjwYO6++24mTpzIjTfeSN26dQHPqT3hVMOwWbNm7N27l40bN9Kz56kRkc5E365du9KwYUO+/fZbfvzxR7+eCqexeuGFF9KvXz9q1arF1q1bSUlJcb/vx48fZ9euXcTExNCjRw+GDRvG119/zezZs/n/7N13fJRF/sDxz2xP7yEhCSQh9C4dUVTgBBUOVLCCd2fXO9vpqaeeonen3h387P0UUFFBBBVFmmJB6YL0kk4a6X2z5ZnfH0/2IWWDQYQoN29fcZ/y3dl5dpdkvs8zM89NN91klOU7K9+nTx/sdjtr1qzh008/bZZAbNq0CYB+/foxZMgQ/vWvf/Hpp5/y2GOPGScKfFOgDhkyhPPOOw+LxcL69espLS0lKioKwBgfMmTIEIYOHUpUVBRZWVns2bPHaCBv2LABKSV9+/ale/fuRhetr7/+mnHjxgH64Ova2lqSk5NJS0tj1KhRrF+/npUrVxpXMzIzMyksLCQyMpJevXpx7rnnsmLFCj7++GNuuOEGQB9vkpGRQUBAAH379mX8+PEsXryYZcuWcffddwNQXl7O3r17sVgsDBw4kLPOOousrCw+/PBDI4Gorq5m586dCCEYMGAAo0ePZvfu3Xz00UdGAlFXV2e81wMGDOCcc85h586dLFu2zEggmt4/Y/DgwZx55pls2LCBDz/8kFmzZrXzm6ooiqL83I4ngZgI/AF4RwiRAlQADsAMrAL+T0qpbhPqR3V1NUCzy/K/RkIIHA4HDofDaAD9kvgSCE3T8Hq9aJpm/LRcb7rNl3T4tjVd9xfvi/mxn6Z18tXrx2KOp7yfEtd0n9frbZaEWa3WZl3PTCYTpaWlFBUVUVRURGlpKcnJyQwdOpTRo0fTtWtXjhw5wlNPPcVbb73FokWLWLRoEQBhYWG8/vrrhIaGMnHiRIYOHcqWLVt4+OGH+c9//gNg3BBtwoQJmEwmLrjgAubNm8eCBQuMmOrqajZv3owQgmHDhuH1ennggQf4/PPPmyUHa9euBfRuR3a7nYkTJ7J06VLeeOMN/va3vwGwevVqNE1j2LBh2O12Jk+ezIcffsi8efO49tprsVqtxpn0gIAAhg4dSo8ePXjwwQdZu3Ythw4dIi0tjfr6euP1zj77bHr27Gn04f/oo4+YNm0amqbx0UcfAXDmmWcSERHBOeecw5o1a3j11Ve57777AFi6dCkAZ511FmazmSlTpvDGG2/w/PPPGzeD88Wcc845AEydOpUnnniC5557jvPOOw8hBO+//75RH9C7Fq1fv54XX3yRiy++GIvFYnw2Y8eORQjBxRdfzIoVK3jllVeYOXMmAQEBvPfee0Y5VquVSy65hMWLFzNv3jxuvPFGQkJCeP/999E0jTFjxhAQEMDll1/Om2++ycKFC7nllluIjo5m2bJluFwuRo4cSXh4OFdccQWvvvoqixYt4rbbbiM+Pp7ly5dTX1/P4MGDiY2NZcaMGTz77LMsXbqUO++8k6SkJD755BOqq6vp168fnTt35rLLLmPu3LksX77c+DwURVGUU6/dCYSU0gm8ALwghLAC0UC9lFLNIfojqqqqAAgJCengmpzemnYVas+MV8qJ69SpE48//jg33HAD7777LhkZGSQnJ3PNNdcYYwaEEPzzn/9kypQpLFy4kMLCQkJCQvjqq68ICgrisssuA+Daa69lwYIFvPfee1x66aWMHDmSl156CZfLxahRo4iMjARgypQpLFmyhHvuuYf58+eTnp7ORx99hBCCyZMnA3D99dezdOlSXnvtNcaPH0/Pnj2ZO3cugDEuYuLEiUbD/6GHHuLOO+/koYceAmDy5MnY7XZiYmK47LLLeOutt7jllluYO3cuCxYsoLy8nIEDB9KzZ0+EENx6663cfffdPPDAA4SEhLBlyxb27dtHTEyMcZXgtttuY82aNTz//PMkJCRQWVnJunXrcDgcxmDnm2++mbfffpulS5eSmppKaGgoH3zwAWazmSuvvBKA3/3ud7z00kts2LCB++67j549ezJ//nwAZs6cCehjHP7v//6Pffv2ceuttzJixAhefvllAOPM/aRJk4yrGddeey3jx4/n6aefbhZz9tlnM2zYMDZv3szMmTOZPHmycQdr3xWgwYMHc/bZZ/PVV18xa9Yspk2bxpw5c5qV07t3b84//3xWrlzJzJkzmTFjBk899ZRxPKB3B5s6dSrLli3j6quv5sorr+SZZ55p9lpJSUlceumlLF68mJtuuonVq1ercU+KoigdQJzuQxaGDh0qfXdM7SgLFy7kqquuYurUqbz44osdWhdF6SifffYZt956q3GDMavVygsvvMBFFx29D+UjjzzCyy+/jNVqpUePHkZ//MWLFzNmzBhAn2b13HPPpaKigsjISGpqanC5XFxxxRVGkgBw//33M2/ePECfgEDTNNLS0li9ejUOhwPQ73A8Y8aMZvdeCA0NZfXq1XTp0gXQx2pMnDix2X0NLBYLS5YsYfjw4YA+iHvWrFl8/vnnzY751VdfbXZ8jz76aKvfAY8//rjRiAZYsGAB9957b7OYe++9lzvuuMNYX7VqFX/4wx+aTR17yy23GAkQ6F2oZsyY0exGbddccw1PPPGEsb53716mTp1qnOQAmDFjhpFIgD6IecqUKc3uGv7b3/6WF1980Wi85+bmMnXq1GYTNEyaNInXXnvNuP9NYWEh06ZNazb9rW+cha/bV0lJCdOmTWs2le15553H/PnzjZMCJSUljBgxgrq6Og4dOkS3bt1QFEVRTthxnY1RCcQp8NJLL3HzzTdz9dVXG2fvFOV/UUFBAR999BFOp5NJkyY1m7UI9PFCDz74IAsWLADAbrcze/bsVjMz7dy5k5tvvtmYxcd31jsgIMCI8Xg8PPnkk/z3v/+lvr6es846i7lz5zabTQn0sRiPPfYYBw4cYMCAAfz973+nf//+zWKKioqYPXs2GzduJDExkXvvvZfRo0c3i3E6nTz77LOsWrWKkJAQbr75ZiZMmNAsRkrJu+++y5IlSzCbzcycObNZguGzdu1a3nzzTdxuN5dccgnTpk1rdaZ927ZtvP7669TU1HDBBRcwffr0VjEHDhzg1VdfpbS0lAkTJnD55Ze3isnNzeWVV16hqKiIsWPHcvnll7ea8KGoqIjXXnuNw4cPM3r0aK644opWV/lKSkp4/fXXyc7OZuTIkX5jysvLeeONN8jMzGTYsGFceeWVrWKqq6uZN28ehw4d4owzzuDKK69sNX5sypQpbN68mXXr1jF27NhW75+iKIpy3FQC0dQvIYH417/+xb333stNN93Eww8/3KF1UZRfg7y8PHJycujduzfh4eF+YzRNIzMzk9DQUGJiYtosy+Px4HK5mk0fqvy6XX/99Sxfvpx33nmHyy+/vKOroyiKcjo4rgRCdRQ/BXyDqNUYCEVpn4SEBBISEo4ZYzKZ2tV9xTdVrXL66NSpE9D6TtaKoijKqXFCf1WFEBagL2AHkFJu+jkqdbrx9S/2TV+pKIqi/HR9+vQBUHelVhRF6SAnelpuEbAJcAOycVlpwXcFQiUQiqIoJ27QoEGAPn5F0zRjoLaiKIpyapxoArFbSvnEj4f9b1PTuCqKovx8evXqRZcuXcjJyWH16tWcf/75HV0lRVGU/yknmkC4hRCrgWIAKeWVJ16l04+6AqEoivLzMZlM3HjjjTzwwANcdtllTJw4kYiICONeML77wfh+zGaz8dh0uemj7waKx/Pob1vLGawURVFORyc0C5MQ4gUp5S0/Y31+dna7XXbu3BnA7914T8VyXV2dcWfaYcOGnfRjVhRFOd1FREQwbdo0VqxY0dFVacZsNp9wEnIynmO327FarerGe4qitOXUTeMqhJgHfAZUAUgpP/3JhZ0kQohfxDy1cXFxrFu3jrCwsI6uiqIoyq9eXFwcUkq2bt3Kvn37qKqqMk7cSCnRNM348Xq9x3z0eDy43W5cLhcNDQ0/+bGhoaGj35YfZbVasdlsWK1WLBYLVqu11Y+/7Sca257nWywWzGbzCT+aTCaVKCnK8Ts5CYQQ4jlgoZTy2ybbmt3dSUo5/3he/FTo37+//PDDD43L2kCHLFdUVKipJBVFUX4mcXFxHV2FVqSUxn1HfInFiSQlP/dz3W53R79Fp8yJJCDtjW3ZRe7Xvty0+1/TR3/bfuq+H4tXiV+HOmn3gTgIzBFCxAPvAe/8EhOGlux2O6mpqR1dDWpqajq6CoqiKMpJJIQwzqYHBQV1dHVa0TTNSCTcbrdx5aXlj7/tJxrbnud7PB68Xm+rR3/bjvUopTSep/z6nMwE5ceSl5Y/vvr8L2ybP//4mvTH3YVJCNEVuLzxxwEsBN6VUh48roJOkV/CnagBCgsLO7oKiqIop41f4hUI5ZfB1z3teBOP9jz6lpsmKi27yv0al71eb6sugP4e27vtp8QrHUtKeXLvRC2lzAaeBJ4UQgwGXgceAdTUE4qiKIqidChf1xyr1drRVVGO08+RoJxIstP0x1ef/6Vtx+O4EwghhBWYiH4FYhzwJTD7uF+5dbnTgOmycSpYIcRI4GnAA6ySUs4WQpiAF4CBQANwnZTy0Im+tqIoiqIoitKxhBBqKuRfiXYnEEKICcAVwIXod5x+F7hBSll7opUQQjwNnA9sb7L5JeASIAP4RAhxBpAMOKSUoxoTjDnAb0/09RVFURRFURRFaR/TccT+FfgO6C2lnCylfPvnSB4afQvc7FsRQoQCdillutSvq6xEv9oxBn3aWKSUG4Ch/goTQtwghNgihNhSXFz8M1VRURRFURRFUZR2JxBSynOllK9KKct+6osJIa4VQuxq8TNMSvke0LQDViiN95ZoVA2ENW6vbLLdK4RodRVFSvmKlHKolHJoTEzMT62uoiiKoiiKoigtnNIbE0gp/wv8tx2hVUBIk/UQoAIIbLHdJKX0/Hw1VBRFURRFURTlWI6nC9MpI6WsAlxCiG5Cn6z2fOBrYD1wARiDrHd2XC0VRVEURVEU5X/PL/nWyDcBb6NPD7tKSrlRCLEZmCCE+Bb9jnm/78gKKoqiKIqiKMr/ml9MAiGlXAesa7K+ARjZIkZDTywURVEURVEURekAv8guTIqiKIqiKIqi/DKpBEJRFEVRFEVRlHZTCYSiKIqiKIqiKO2mEghFURRFURRFUdpNJRCKoiiKoiiKorSbSiAURVEURVEURWk3lUAoiqIoiqIoitJuKoFQFEVRFEVRFKXdVAKhKIqiKIqiKEq7qQRCURRFURRFUZR2UwmEoiiKoiiKoijtphIIRVEURVEURVHaTSUQiqIoiqIoiqK0m5BSdnQdTiohRDGQ3dH1AKKBko6uhHLC1Of466c+w9OD+hxPD+pz/PVTn+HpwSGl7NfeYMvJrMkvgZQypqPrACCE2CKlHNrR9VBOjPocf/3UZ3h6UJ/j6UF9jr9+6jM8PQghthxPvOrCpCiKoiiKoihKu6kEQlEURVEURVGUdlMJxKnzSkdXQPlZqM/x1099hqcH9TmeHtTn+OunPsPTw3F9jqf9IGpFURRFURRFUX4+6gqEoiiKoiiKoijtphIIRVEURVEURVHaTSUQiqIoiqIoiqK0m0ogFEVRFEVRFEVpN5VAKIqiKIqiKIrSbiqBUBRFURRFURSl3VQCoSiKoiiKoihKu6kEQlEURVEURVGUdlMJhKIoiqIoiqIo7aYSCEVRFEVRFEVR2k0lEIqiKIqiKIqitJtKIBRFURRFURRFaTeVQCiKoiiKoiiK0m6Wjq7AyTZx4kT52WefdXQ1KCws7OgqKIqinDbi4uI6ugqKoiinE3E8waf9FYiSkpKOroKiKIqiKIqinDZO+wRCURRFURRFUZSfj0ogFEX5xTtUdYg/bfgTm0s2HzNuee5yPsj+4JgxJc4SNhVvQkrZZoyUkoK6Arya95hlHasMRVEURTldqQRCUZQOtTJvJXN3zaXOU9dmzAfZH7Cvch9/3frXNmOqXFU8vedpXtz3IoeqDrUZN3f3XB7Y9gBLspe0GbMibwWzvp7Fc/ueazMmuyabiz+/mEe+f6TNGKfXyR0b7+DBbQ/i0Tx+Y6SUPLX7KR75/hHqPfVtlrU4azH/2PEPatw1bcZsK93GnF1zqHBVtBmzv3I/z+x5hrKGsjZjsmuyeXn/y5Q2lLYZk1mdycv7X6bYWdxmzJH6I/z3wH85Un+kzZii+iLmH5pPUX1RmzG1nlrey3yPwno1lkxRFOWXQCUQiqJ0mGp3Nf/Z9R9W5K1gee7yNuOya7KN5bYao/sr9xvLXxV95TfGK73GVYyPcz5u8/W+KtSfvzx3OU6v02/Mt0e+pcZTw/oj65vVr6ntpdvZXbGbjcUb2VKyxW9MTm0Onxz+hPVH1vN5wed+Y2rcNbyy/xXWFa7jw5wP26z3C3tf4LO8z3jtwGttxry6/1U+zv2YZ/Y802bMi/te5P2s93nihyfajHl277O8n/U+T+1+qs2YhRkLeTfzXR76/qE2Y1478Bpvpb91zNd6K/0tXjvwGvdtua/NGEVRFOXUUQmEoigd5vvS743lVXmr/HYJ0qRGTm2Osb6pZJPfsvZV7jOW1xet9xuTU3O0nIL6Ar9n4aWUZFZnGuttNfz3VOwxltcVrvMbs7N8p7HcVnKwo2yHsby2YK3fmO1l25vF+Hufip3FZNfqicy3Rd/67X5V66llR7n+euuPrPd7xaPB28DW0q3G65Y4W09EUeOuMY5tU8kmv1c8pJTG+5JRnUFBXUGrGE1qrD+if1a7Knb5jQH4pugbAPLq8jhQecBvjKIoinLqqARCUZSTorShlDm75vD83uepdlf7jfmh/AdjObs2m4NVB1vF5NflN7sK4GtMtrS/6ugViJzaHHJrc1vFNE0yJJKvi75uFVPkLKLMdTSx+LLwy1YxUspmCcSXhV/6bdTvrthtLH9X/J3fBnvTcnaW7/TblWdvxV5jObc2lwNVrRvRTROdak+1kQQ01TRhA4zGe1NNPxOAFYdXtK5P5d5m6/6So8yaTGo9tcb6p4c/bRWTXp2OW3Mb66vyV7WKKagraNZ16ePctq8cKYqiKKeGSiAU5X+cJjWcXieVrkqKncUU1RcZjbbyhnJq3bW4NBdSSlyai4NVB1mTv4bFmYtZlbfKb4P3YNVB/rThT3yW9xnLcpZx/5b7/Y5x2Fmmn8VODU4FYHX+6lYxvvEMfcL7YBImtpdtp7yhvNUx+BrZ/cL7AfhNDnwJRPfQ7oD/hq+vQZ8cnAzAhuINzRrCoJ8Jr3JXEWYNI9wWTm5tbqvkx625jW1JQUk4vU6+PfJts5imiUhCYALg/ypEyxh/75Ova1aUParNmI3FGwGIdcQC+lWfVuUU6+X0CusFwCeHP2k1fmNX+S4AOjk6Afo4lpYJ1IbiDQAkBiYar9WynO2l+pWVuAD9ng6r81ajSc1vnX3fkS8KvmgzIVUURVFOjdP+RnLKqeHRPLg0Fx7Ng1u6cWtufVlrXJZNln3bZfMYTWp4pdf4abrenn1tbZNI41FKiYaGlLLZOuiNUGO7n+cgaf7cFjFtlS/RG1a+R3+aNr6axjV7TrPFdsS38zntJRr/871fTaWGpDIkagjxgfHk1OTw6eFPcWkuUoNTKXeVs79qPw9ue5B/nPEPAiwBgJ4YZNRkEGgJ5E99/sSdm+5kZd5KLku5jGhHtFG270z68OjhhFnD+K74OxZnLeaGnjcYMQerDlLlriLKHsXlqZfz4LYH+TD7Q6Z2mUqgJRDQP1/fWfpru1/LYzseY0/FHraVbuOMqDOMsnwN1nHx49hSsoUd5TtYnLmY33X/nRHjSwQGRg4kxhHDkuwlLEhfwGODH0MI/V48m0s2G+/B5C6TeXrP0yzMWMjZcWdjNVkB/Qx8QX0BIdYQbux5I3/7/m98kPUBk5MmE2INAfSuSXsq9mAVVu7seyd3b76bzw5/xvTk6XQK0BvwNe4aI4F4cOCD/HnTn/mq6CuuqL6C1BC94d00gbl/wP3cu+Vevi/7nl3lu+gXoSddbs3NN0f0Kzw39ryRubvnklubyzdF33BO/DmAPo7E1zXp1t63MmfXHDKqM/iq6CvGxo013usvCr4A4Pqe1/PfA/8lpzaHNQVrmJgwEdC/818U6jG/7/573jj4BoX1haw4vIILky40YnxJ3vSU6azOX8220m18kvsJdyTd0ep7qCiKopwaKoH4H+TVvNR6alv/uI8u13nqqPfW0+BtoEFrwOl10uA9+tjgbcCpHd3mlcee7lL5ZbOZbNjNdmwmG2ZhxiRMeKUXt+bGpblwe/WED/Sz6SnBKUTaIyl2FrOtdBsZ1RlkVGc0K3NSwiT+2OePlDpLuWvTXews38lN397E5C6TCTAHsChzEQDndz6ffhH9GBUziu+Kv2P29tk8OPBBOgV0Yk/FHqMBOabTGIZGD2VD8QaWZC0hMSiR8xPOp95TbwwaPrvT2QyPHk7P0J7sr9rPo9sf5c/9/ky4LZy309/miPMIcQFxDI4azIyUGbxx8A2e+OEJ7htwH33C+7CxeCPrCtchEIyNG0u/iH7cuelO3sl4h3BbOOfGn0tWTRbvZb4HwLjO4+gd1ptPD3/KxuKNPLf3OS5NvpRKVyUv738ZgPEJ4/lNwm9YnLmYnNocHt3+KL/v/ns0qfF/u/9PLyd+HCNjRtI/oj87y3fy161/5aaeN+EwO3hp/0toaJzV6SwGRg5kbNxYviz8kvu33s+tvW4lzBbG/EPzcXqdDI4cTL+IflyYdCEf537MQ9se4tbetxLriOXdzHepclfRPbQ7fcP7Mj15Om9nvM3s7bO5pdctJAUlsSR7CcXOYroEdaFPeB+mJE3h+X3P8/Sep3FpLlJCUvg452Py6/KJC4hjePRwZqXN4tm9zzJn1xxq3DV0D+3OZ3mfkVWTRbQ9mqFRQ6lO0QfLP7fnORq8DfQK68Wa/DUcrDpImDWMMbFjEAj++cM/eX7v8zR4G+gT3ocvCr9gb+VeQq2hjI4dTYg1hG2l25h/aD5dYrpwcfeLT/4/DkVRFKUVcbrPYz506FC5ZYv/QZCnUmHhyZ1+sM5TR7GzmGJnMeUN5VS4K6h0VVLpqqTCVUGF6+h6nbft6TJ/KhMmbGYbVmHFarJiMVmwmCzYTDYsQl+2mhr3iaPLvnWLyYJFWDAJE2ZhxmwyY6LFssmsN259y5gxmRpjaIzzPb+xEWzCpD8KvbeeSZiMM+lCCEyYEEJfbxXTZLvvOT8a01hmyxgfcYw7xbcV1+w5zRbbEd/e54gfv4O9JjU0qWExNT/v4PK62FWxix1lO6hwVRBhi2BU7Ch6hvU0Yg7XHmb29tlk1WQ1e25qSCpzh80lyBpEibOE2zfezhHnEQSCEGsIVe4qAH7T+Tfc0/8eQJ+RZ/6h+QDYTXbcUr96FWoN5eXRLxPtiCa3NpfbN95udHURCOOqy8ODHmZMpzF4NA9/3fpXvi9rPi4AYEbyDK7veT0ACw4t4M30N1vFDI8ezt/P+DtCCNYXrefRHY+26n6TGpzKMyOfwW62c7DqIHdvurvVv79YRyzPj3qecFs4RfVF3LnpzlZTo4bbwnlmxDPEB8ZT5arirk13GQOmfQItgTw1/ClSQlKo99Rz39b7mo2v8L1f/xn2H3qF98Klufjbtr+1GithFVaeGPoEAyIH4NW8PLbjsVZjJSzCwt/P+DtDooegSY1/7fxXq65XJkzMHjybkbEjkVLy9J6n+eTwJ81jhIkHBz7IWZ3OQkrJC/teYFnOQs0CRQAAIABJREFUsmYxAsEDAx8wrm68uv9VFmXpyefa6WuJDYxFURRFOWE/3hBoGqwSiFPjRBMIr+Ylvz6fnJocsmuzKagroMRZoicNDcXHnEO/JYEg0BJIkCXo6I81qPm6JQiH2YHD7MButjd/NNmNZd92i7C0qxGq/O9ya26+Lvya78u+x6256R3em/MTzsdhdhgxJc4SXtn/Ct8c+Qa35sZhdnBh4oVc2+Nao9sP6H3l3854m7y6PASCgZED+WPvP9I1uKsRU1BXwGsHXmNj8UZcmovk4GSuSbuGMzud2axO72W+x6q8VcbViSlJU5jadaqRLII+SPqD7A/Iqski1BrKufHncnXq1djMNiNmX8U+3s54mwOVB7CZbYyMGcnMbjMJtYU2q9Nb6W8ZMxgNjhrMzG4zm3XZqnBV8E7GO2wt2Ypbuukb3peZ3WYSHxhvxNR76lmUtYgNRzbg9DrpGdaTq7pdRVJQkhHj0lwszV7KN0XfUOuppXtody5PuZyUkBQjxqN5WJ67nK+KvqLaXU1ycDKXpVxGWmiaEaNJjc/yPuOLgi+ocFXQNbgr05OnN0sQpZSsKVjD2vy1lDeUkxScxMVdL6ZPeJ9mMV8VfcWqvFWUNJSQGJjItK7TjO5Tvpj1R9azMm8lJc4SOgd2bhUDcMfGO9hdsZvnxz3P2YlnoyiKopwwlUA09UtMICorK3l36btkZ2bTp3sfxo8fT1ycPojQpbnIq80juyabnNoc4zGvNs/oQuKP3WQnxhFDtCOaKHsUYbYwwmxhhFvDjy7b9OUgS1CzxpGidDQpJVu3bmXgwIFYrVZcmotqdzXhtnDMwgzA2rVr2blzJ9OnTychQR9MXOupxSqsRkO+pKSE999/n27dunHuuedisViQUuKVXuPKiZSSTz/9lKFDh9KpU6cTrvv27duJiooiKSnJ7/66ujo+//xzunfvTs+ePf3GeL1e1q1bR3R0NAMHDvQbI6Vkw4YNWK1WhgwZ0mbCvn37dhoaGhg2bBgmk/9/5/v27aOsrIwRI0ZgNpv9xmRkZFBQUMCIESOwWPz3ds3JyUEI0eaxnywv7nuRD7I/4Np+13LHEDUWQlEU5WdwXAmEGgNxisi6OjyH0rnhqdmsXvsdXlfzrg7RPaPp9rtu1MfXo6FRn1VPfbY+5aMQAgSE2cKIckTRKbQTv7nwN8Q6YolxxLBlzRaEx//n3rVPV/r27QtAfn4+q75rPeuKz6RJkwgM1AecfvvttxQV+b8zbKdOnRg9ejQA9fX1rFrVdpnDhw8nPl4/c7pv3z7279/vN85utzNx4kRjfcWKFTid/m/g1atXL3r37m0c03fffdeuY1q/fj35+fl+4+Lj4xkzZgygN/iWLz96U7OWSfaYMWOMBuzOnTvZvXu331iHw8G0adOM9aVLl1JfX++3zP79+zNgwAAAcnNz+fLLo1OHtoy95JJLjGP6/PPPOXz4sN/YxMRExo0bZxzTokWL/B47wLhx44xG4Pfff8/337fu1gMQEBDAFVdcYay/88471NXVYTabsdlsREZGEhUVRVRUFLGxsQQHBwPw2WefsWrVKuLi4oiLiyM+Pp4ePXrQpUsXhBDU1tYyefJkgoKCGDVqFGeeeSY9evQgNTWVxMRE8vPzmTVrFpqmMXfuXMaOHcvAgQPp3bs3F154oVGfhx56iGXL9C4wqampfP3113o3N8xkZmaSlJTEF198wXXXXcfevUenIl20aBEOh4OUlBTS0tIICAgw9mVnZ/Pwww8zaNAgevToQVpaGsnJydhsetLy7rvv8uabb3LmmWcyZMgQ0tLS6NatG926dSMkJIS77rqLDz/Ub/42ZMgQRo4cSVpaGqmpqfTo0YPw8HD+85//8NRT+g3Z+vTpw5gxY+jWrRujR48mLU2/GvDmm29y7733AtCtWzfOOeccJk2axJlnHr2ismLFCv7whz8A0LVrV26++WauueYaADRNH9y/adMmLrnkEqSU9OjRg3Xr1hnJSFZWFomJiezdu5dJkybh9XpZsWIFgwYNAmDLli2Eh4fTtWtXsrOzGT9+PM8++6zx3Tl48CA5OTmkpaWRmJhIeXk5Ho/HOEGSm5vL8uXLSUpKMt4D3/voc8899xAbG8ugQYPo1q0bXbp0aZbALFiwgM/XfE51v2qWOpZyVe+riAmM8ft9VRRFUU4OlUCcIpUP/w25eSslOdl4XRqDQwPpnBzCdmct+Zm1lOwvIbAwkPD4cBICEyg+UEz6wvRmZeSRB+gN+GdvetbYfvHsi9ts7P/5z382Eohdu3bxxz/+sc06fv/990bD9KWXXmL16tbTQAJMmDDBSCAqKyu56aab2ixz/vz5RgKxfPly5syZ4zeuU6dOzRKI+++//5jH5EsgjueYXn755WMeky+BqKqq4vbbbz/mMfkSiJUrVx7zmJomELNnzz7mMfkSiL1793LPPfe0+foTJkwwjmnevHnHPCZfAlFVVcX9999/zGPyNQLXrl17zGNqmkA8+eSTbR7T7bffzn336XcOzs3N5Z133mkVk5CQwL///W/69etHjx49OHDgAGvWrGHNmjVGjN1uZ+TIkWiannR7vV4jpm/fvkYCIaU0Eq+AgABGjhxpnIEvLCxk9OjRRERE4HQ6cTgcfPfdd0yaNAmAxx57jJIS/YZpVquVCy+8kCeffJLQ0FDefvttVq5cycqVK406mc1mxo8fz1NPPUVSUhJms5mvv/6ar79uPnXs0KFDSUlJwWq14vF42Lp1K1u3Hh1zcMcdd/CXv/yFxYsXG9v27NnDnj362IVHHnnESCCaJoDp6emkp6cTHx9vJBAFBQVG8gB64pORcXRg+w8//MCVV15JefnRKXBTU1ON5KG6uppRo0YRFhZGVVUVUkri4+ObXRG57bbbyMzMJDg4mIaGBtxuN6Wlpcb+1157jQULFgAQGBiIx+PB7XZz7733cvvtt7Njxw4effRRI97hcJCWlsbtt9/OuHHjaGhoYOHChcZn7Yu57rrruP/++zGZTCxZsoRNmzbBGnDMdTDpg0kkBCfoXSlNLcZRNS63fDzWPpMwYTFZjDjf+CzfGCzfPotJ39Z0n2+92fNbPPeY+/y8jkmYVPdQRVF+cX51CYQQwgS8AAwEGoDrpJSHOrZWxyY1jYYd32MDZqTGMttrJ0Wa9NqLCGp6Wvgi2E7/omTStidislhZ48xg7UAvUggk+hUIDUAIQgMDcb69EEwChInze/SgKikJjD8yerwQgu61tTQsXw5CEJWby29HjmwMEc0fAfPmzbiCggAYGh1NwKhRTY7iaFzfmBhcX34JQmCqqeGiZnHNRRUW4lq/HoSgG3BRY+LRjBCEBgXh3rDBqM+EwYOpqq1tHQukWa24t2wBBNFl5UwdO7ZZWU2Z9+/H3XjVYUSXLgSfe67fMvsmJeFubNiZa2q45LzzmlexyfHHlFfg3qLH9rI7mD5ufOMe2VgFPTYkMLCxnrrJI0dS3eSYmjYKejscuDfr03B2qqjg8gkTmr9+k1jLnj24c/Q7Kp+VnELMb85vEas/9uraFfdG/a7N1toaZjZJ0FqKKy/X33+gn8PBNY0N65aCAwNxN7niM33MGKrr6tA0DafLRVl1NaWVlZRVVRFTV4friy+QbjfnhIfzz1tvpaiqisKKCgpKStm9by95eXncddNNrL3qalbefjvFsbF8e+AgW3btJDMri4zMLJz1dYyLi6M0IoIL+/fn0quvZn1BAYfy8omMjkI6ncjqat55/XXKy8uJsNvZOmcO7m7d0MrLETYbJfn5xMXGUnjkiFH3sE2bcMfHY4qLY9pFF5Gbl8eh9HQOZWSwbNkyli1bxr8uvJCrpkwh+aGH2H/4MIcyMkjPyCA7N5cv1q7loWnTeHziJC59+mm+KS7mQH4Bh7IyycjMJCc3l0uGDmW6zc4/b7wRd69erK+sZH9+Puk5OaRnZNArMZEj69YR4nIRHRDA1/98nM0NDewp0GMG9eyJVlpKTXq6kXjseOIJ9lks/HD4MGOGDEGrqgK3hzkPPWQc27cPP0xBWBhB8fH6finJ3LmrWfKw8p6/EDdsKN6CAkRwMIXp6cTHxVHQpLvl81On4tm8GVNSEgQGkpaSgruhgcNNruQl7tpFw6efYk5OJj4ykjNHjiQ9I6PZe51WWIh7yxYSHA6unTWLnNxcDh46RFZuLrt27eL666/n+RkzGH/hhfz33/9m/Y4dHEhP51B6OvmFhTz33HNs/OADnps1i2duuIE/VFWxZ98+UupSOOw9TEZl8xnATjdtJRf+EpYfS3KOVZZZmLGarK0SIt+6b8IIfz8Cgdl0NMYszAghjEff5Bc/WkaTpMlvGb5lf2Vw9Hm+MlpOnNHyUVGUn+ZXNwZCCHExMEVK+TshxEjgfinlb9uK7xwaKGcNTUOfHEWfh0VKCRK6RYXQLVKfa/1ITT1b80qNefM13/z9EpAwPjWeAKsJJGw4XEJhdX3jLmk8R0pJfHAAoxOjQUK9y8Py9HzM9W4OF1RyVmwow165n35hXXFnFeHcfRj3hk1409NbV1xRTnNeKZlTXMz5ISEMbNJlqKVaTSOojb78PpqUjEk/RIXXy5CAAN7s0rVVjJSS/xQX80a5fpfpHT16YvXTgPi2tpbrDut3sX6/azJ9HI5WMTkuF9cfzuX6yCguCQvz2xDxSInlOBootZqXIJP/8Qjb6uqYlZvDuOBgnk5I9BvzXEkxL5SWMiIwkDeSurTaL6XkzfJynig+Qj+Hg0Vdk/2Ws6SygocLC0mx2fgwOQWTn2NYUVXFvQX5xFutfJKS6vc4V1dXc3dBPjFmM5+mpGLz8xl+WVPDnfl5hDfGOPzErK+t5ba8wwSbzHyamkqQycSTR4qYX15OalgYU3r3oXNkKGcmdwUkbs3L54da/k6VSKE/9ouLoXNYMFJAdlkF+4tLfRH6r/LG3/1CCM7pnmTc2+W7rHxqG9yAhtb4d1Nr/CsQHxZEakwImpRU1DvZkVvSuEdr8ndCXxuQGE6AzYyG5FBRJcXVDc3ifPePCXKY6R4fBEi8mmRHlj4jmfTzleoaE0BUiN4VrKiqgbzSo90/m/6FFwIGpYYZ63tzq3G6tNZ3hREQHWYjMVr/d1lT7+FQ/tGTHy3r0CMxmAC7/t3NLqqjvMb/eL1Ah5nuiXq3Ro8m2ZVR1ew1m0qMDSQyVD+m4ooG8kta38UdQJgE/buFGfXan12Ny621OnaAqHAbnWP0Y6qt95BxuMlJKuGbrU2vSveuoQTYLUjgcFE95VUNeliTE3UCCAiw0r1LKCDQNNh1sMx3Du/oQTU+p0tcCFFhAUgBJWX15B2pQQhTq2MXJhODenYyXmVveglOt7fFjHz6ckxEEElxYSAEtbUuDmSXGu+FaPK2SgR90mIJsOuTUWTllVNW6f89DQq00zMlBoHe9XH73vzGkiTNTqcJ6No5guhw/cRjUVk1hwsrmx6J8X+TEJzRJ8EoZ9fBQhpczW8sCbDw0+3cefUYusRHIIDq2gb2ZR3xWyZA/25xBDga76uTV0ZpRV2z/T4hgXb6pOrvqVfT2LrH1/W36cyEutSEKGIi9O9pQWkVOQUVft8nk0kwvM/R8V87DuXjbGh9TABxUcEkx0UCUF3nZE/mEb9xAAPT4vnzs8t58Z5pHDpcQnGF/0lyQgNt9EvVu4dqmsbGPYf9xgGkJUQS6zumkiqyClsf00sfbjy9B1ELIeYCm6SU7zau50kpE9qKtwoh/X+ccEtUFH+M1vvOfl5TzR/z8tp83S+7pRHT2A/35sO5fNnG2fFzgoJ4IVH/Qh3xuDmnRXKw99YgekXrv2g1k5UsSwr7KuKorQnChg27xUaQzUaQ1UKw1YLdYtZ/E0gTUpOACYkJEI2PgPQlOhpoUn+UUo/3bUMe3afpf8yksQ+a33FMNt/U7DvSxr72xDRZli1j/Jbl5yZq7X299jbc2v3Ppb3ltSPuf6RuAgF2O8JqQdY7kXV1yNpa4weLBVNkJJb+/TAlJODdtw/PgYPIigp9v8kEQiBCQzF37YJtzFlolRV4tm5DKyxEq64GTQOvFxESwjbgyZxsHpxxGYPr6/BmZSNLS5FuN0iJsFpxh4byXEU5g4cN4zeRkXj27EUrKUHW1+tlCYEpPJwvBVR07sz0Pn3wbN+BduQIsqrKaGCaQkLIDQpkV1QUkwcPRtvxA1p+PrKiQi8HwOHA1KkT1mHDECHBeH74AW92jh7j8ejvtdWKKTYWy+BBmOLi8O7ahSc9Q49xufT3wGyGmGh2hkcwYOQILAcP4T14EK2iAul0IkwmMJkQ0dEcjIqk+4gRWDIz8R44gFZeAXV1ejkmE6boKHKiokkcPgxrTi7e/fv197umxogRkZEURkQQ078/jvp6PHt2I4tL9M8EwGZDBAVREh9P+OBBBHq9aFlZeDOz0I4cMb5DIjKC8thYQoYNI6CwEM++/frnUVOjx1gsiOBgquLiCOjTmyDAs38/WmYWsqEB6XIh7HZEcDA1nTtj69uHoJoaPLv3ULB3LzMPHSTXrTdUzwgI4K3GpNGpaZxx8ECb38vH4+L5bZje4HyzvIzHj/j/Q24Xgu97HB30flFmBhkul9/Yq8Mj+GvjgPytdXXMzM1p8/U/Sk4hzW4H4L6CfD6qqvIbp45JHZM6pv/dY7osO4utPXqe0mOS0t/pibb96rowAaFA0xTXK4SwSHk0TxBC3ADcABDsMNOnc4hvu97uaczMZdcQ1qfoX7yiUo0zd0c22y98ZxEE7BhuJ9BuRgBd9oZzXpmjsczG12z8X0KEg419rCCg3mViYnAUWzOrKK7S/9A5w3vQEBNETVUFUQ05pLoOkBp4AALbONqmY63bOAkrhQmEGUxmpDCDydL46Fs2gbDo+02Wo7EmCzQ+Vwq9O5R+8KbGAxONz218Yd9y4/rRfaLxzTI1eY7QKyyEsdz8NZqcG2na9arZeuPx/Whcy+20K062bCy3Wd6x69dmeYBolaC3I2H/sef8aJl+XuNHThT8eD3bU2bru2ALzQWaB2mNRrMFI23BSGsw0uJAuGsx1xZhO/wdJudq3GcOxD3tAtyOaHJqTHi8HpLCrAS4yrDnfYc95x94wlNpuGYsnogLqdACOVLrJSLQTIy5jskVWUxPX4HwrKUhcQzuTtNwO6IprJOYhSDW4cZSV8zT2V9gKf0Gd+xAXBPOwxvcmQqPlQavRpRDYHOWclXBFux53+IJrcJ17Sg8YSk4zcFUNXiJDDBjbSgnoWQPY7O/QLMfwXXZKDxR5+OxhVHZoBFiM2H1VGMpT8eRuRIQuC4ajjt2LF57BLUegd0MNq0ec2UWjsw1CHcdrvFDcF91BVpANHWaGauQWGUDlqpckrPWYKpfjPvsQbimX4oWFEsDNkxoWKULc3UeXbK/wFyzCPeoAbinTsUb1AmXyYFJaljwYK7JJynnS8yVi3EP7497ymS8QZ3wmIMALxbpwVRTQELZASwlG9AConCfdw6e8FQ85gCQEovmxFRfSkLRdqzFn+GJSMM9YhDe4El4LPqZyKMxP2A98inegV1xnf8bvKGJaJZAvAisnjpMznISinZgPbIOb1gyrjNH4g25FM0ajCYlZunBXFdM57IDWI9sRCYE4j5rBLbgWQx6J5eEbV/RUHGY6JAQPhg0FonE5fHQX1tCs9MQ0nd1AXb1OIOqmARMaGTlHaJf4C6ElOidRWXjWVuJxSRYdcaZmPFiFhppJhMxdbXGfmH8ZpKEx8ewNzURExpVVdWcY3YjGl/QF+9bdg2MpSTQillKeoY0cH6xzSgPo2zoGmJD9rPqdfF6meIKNfbTpA4APbtpRMTUIqRkYIGHS42rZs1/J1lMEDPwaGPkAqwU1vu/6jUqThLTtQokpFV7uFS0fZUwuW8dMQH6GfqzAgXWEv+x3UIsRPfWX9+lSS5xtl1m3xQ30dH6fVwGFnq5xO4/1ioEUX2qjfVJmo2CNo5pRCxEddFjU6vdXCwD/P5GlkBcz3pCA9xIYITDhKnUX6wgJdiCo5eeXAtNMqU+0CijpS7JXszRdUggpUhykS3Qb5xFCLTevl4OcLbXQS/n0eZa0+f0iDXhTHKCgKBqLxNlkHGtoCVzDzd1AfqePnYLDWVBfqKgS5CV6l4uJODWJL+pD/YbBxCWLCiP0ptfUUVmJthCWsVIwCKgpJd+w1kpBMO9QaQ67a1iv8irJjHFTlFX/WqHt9rMOBnaKs5Xbm1PE/kBAIJkRyDnlbaOAUgMtnG4l/7vwa2ZOLfef5kA1mQbOdF6OyeoyMG5jVNxt3xPLSZBdh+Tfl1GwhneELo4/Z+y7tQpkKwu+veyvtrGOTLMbxxAeU8rMleQ2dtMoiOIsaX+2/UJwTYyeuvfC7dXY2x922WKZAfp0foVNVtRAGNtbce216/1CsQGKeWixvXDUkr/1/Q5udO4SimNk//GOr4LAtJoX/395Xf4x59mAtD5+pfplNiVsjoPodQyq2sZF8eXYavNp6G2EnddJW6XE4+rAelpwKS5sOHBjv5oE27suPVl3FiE5rduiqIopzOXNFNgTaJLXCxCc4PXA5obvO6jj94W61rbU2GfdhpPJvlOJOkncxpPLDU56XT82xtPHJ3U7ebGK5CNy61OcDU5OeV3u6nF9uOJxc+2Ey1XHLsMvyfVfNug2UmslvtabfNXhp9tx7janHzfJ23uOxFZT1z4ozHBwcHU1NSclNc/Xnt79T4p5fbet/dHYzrofTjtr0CsByYDixrHQOzsqIoIIVr8G/T/3seEN8nIhaCszkPXCAd3ndOdEV2PZsH+PgyXR6Ok1k1OjYsj1W6O1LgortEfS2rdVNa7qap3U9fgwowXCxomNCx4MfseRfPtFrTGWD3GLDT9LJcAhxlsZrBbwG4Cq7nxTKlJ325rXLaawGLSn2MW+qPFJDE3XRcSsy8GiVlIzCZ92SQkJqFfVNGv9EhMjVeITCYaz64JTEI2Dp6TxhUhU7NHfX/rbk/+ujrR5Ex7W3Etu1b9WNzRs4FtkS2/F21cwTi+mJZltirghMv0d0WlrTIr6jzkV7lweSURgRaSwhyYTCDNNhBmSisq+GrvYayeWkJEPYE0UEMAsTGd6D34TLxBnThyYAv7dm8lgmrCLG6EyUyNS6OUMFLTehM/ZAqiMpuNX3+GtbaQMFFHoNVEg8dLmRaECIphyJhJyIBIcn/4gtyMPcSIShxmENJLlddGlSmcwUNHYUscjPPwTrZv/YYIbxkBJjdmAU7NRIkMo3v3XkT1PQ+qCtj63Vrs9UWEijrMJhMeTVImQ4iO70qXIRPB42TPprW4y3IIF9WYhcAroVoGYItMpOfQCUiLg6wd6yjPO0ikqMIiwCPBiR1vUBx9h52HDIqlYM83FGTsIkpUYREaXilwYaHO3omBw85CC0um7NBGcvZ/TySVWPGgIXBjocoWy8DBI5ExvajO3Er6ni1EyEocuPBgwouZCks0AwYOg/gBOHO3s3/nJkK1SgJx4sWMBxOV5kj69R2AOa4/deX57Nn6NZFaCYE0IIF67DhNQXTvNwxLwiDchXvZ88NmQr1ljTECJzbqTYGk9RmCNWEQWslBftixhQhPMXZcmNGow0G9CCS1zxnYEwbhLcti9/YNBHtKCaEeDybcWKgWwaT17I89cRAeZw2bN31DiusgPUyH6erJgsNZP/49bfadNYPZBmar3rD2t2y2gsl6jGUbmC36ssnSuN3XYLc0b7j7foSpxX4/Mca6uR0xxyrbfMwGoqL80s2bN49nn32WzZs3c+DAAd59910eeeSRZjHp6enceeedzJw5k+nTp3dMRU+yefPmER0dzUUXXXRS4k/ErzGBWApMEEJ8i97i+X0H1+dHhQYfvUz40G9S6NsjldSoAMymH/8Fb7OY6Bxmp3NY60t9TXk0SZXTQ0X90Z/Keg+1Li+1Li81Li+1DZqxXufyUuHyUtvgpdal0eBpHEjnPcGD7SBmoQ9oMgkwN2YaJoSRdOgnXJqsow/qQvgSEf2zMPlOzvie23S5cT9CGIkPjeUcfR3R5PUwkqKf4lh//49V6k9pN7T1HE2D6gYPVU4vdouJuBAb/eKD6BsXRFiAhR35NazaV8a+I80HeXWJsPPkRd1IiQqgpNbN7xfupdjpZnBCMNMHxXKgqoEX1+fjyZe8MbYX3WMCuW5lAHnuEVw+OJbbzk7EJATvbCvi6a8Ok1LkYGFUTz4qjObximiiAi28OL0n0REOCqtc/HnhHqoqvLzo6EH36EBmZtmpck/gj2MSuGpIJ9xeyd8/OsSmnGquqI/l9vgk/rolgi+dAxiaFMKTF3Uj0GbipW/zmb+5kD6lgbye0Jt3i4p4qqorMcFWnru4B10jHazYW8rslVkEFZr4pPNAdhfWcmtRLDaz4N9T0hjRNZRth6u57YODeIski2P6YRJweW4kLq/kL+d1YWr/aNJL6rl58QFqyr08H9KDXrGBXPlZBBXuSVwzLI7rR3Ymv6qBW98/QHG1m8fsKZybGMHvv4gi1zWOKf2iuWtsEhX1Hm7/4AC5FQ3cbUni4qQYblofy96GsZzXPZy/jk/G69G4e+lBDpXUc5PozO+6xHPb5ni2OMcwoksosyelYJKSv354iD1FdcwijlvSErj/43S+dA5mUEIwf78gFatJ8NjydL7Pq2GGJ5a7UpKYfSCNFfVn0qdTIP+8sBsBNhP//DSDzTnVTHFF89duXXk8szcf1o2me3QAT0zuRojdzBMrMtmQXcXE+kgeSUthzrocFteNICXSwZOTuxERYOHvK7NYn1nJuPoI/tEjlWe+OszCml50ibDz3jV9iZfF4K5rbNRbfrzRb7LoZygURWlTe64UnAr9+/fnrbfeYvjw4QDs3r2bt99+m6KiIq677jqWLFmCx+MxplX/ubXnSsGplJ2dzZw5c5CAxXIOAAAgAElEQVRS0q1bN+64445W74nPG2+8QV1dHbfeeutJq89PTiCEEEGAU0p5SpucUkoNaPvGA79AaWndjeXYYBvdY9oa8PDTWUyCyEArkYHWn/R8KSVur6TBo+H0aDR4ZOOjhtOtNdmu/7i9Eo8mmzxqLdaPLns0rdm626vPKqJJiVeC1nRZ6vu8mr6sSX22Hj1GX/Y2Lmua/hwArwSvt+XVBeXnll3uZGNO6wFdQTYTY1LDiQiw8E1mJTnlDfzpg4O8cGkPHluVRXGtm4Gdg3nm4u5YzXoDrqTWzTvbjvDhzhLO7xVJXqWLzqE2/jgm0Zj5Z/rAWN7YVEBmmZPcigbe2abfc+K2s5PoEqH3844LtfHbftG8uaWILw5VsKeojqoGL4MTgrlqSCeEENgsghtGJbApZx9rD5QzrX8MX6ZXYDMLHpmYQlDjDDK/HxHPkh3F7Cmq43BFA283vt4953aha6T+epN6R7F4+xH2FNXxbVYlH+/W7x8xa1iccUXxjMQQJvSMYMXeMlYfKMPp1nB5Jb/pGcHFA/SJG7rHBHLpoBjmbSpkzYEyMsvqqaj3MKBzEDeN7owQgi4RDmYNi2POulxW7i/DbBLkVjTQJcLOX87tgsUsiLPauGFUZx5akcnKfWX07hTE3qI6IgMtPDghmUCbmWC7mVvHJHDnskOs3FfGiK6hbMmtJshm4tELUghz6H8Kbh+bxI2L9rNibykX9oniy/QK7BbBY5NSiA7Sf7fcdU4SM9/ey2d7S7luZDyr9pdhEvDYBanENc6ac/c5XbhswW7W7C/j98Pj+GRPqRGT0Hgy5C/ndeHiN3bxxcFybhqdwEc79ffx0Ukpxmd773ldmPr6Tr5Mr6Co2sXSncUAzJ6YQnxcPBB/gt9oRVF+qS699FIWLFhg3CPJbrfjdDrp1KkTb775JjNmzCA5Odm4L9Xp7oUXXiAgIICAgAB27tQ737R8T4YPH87zzz/PVVdddVKTBziOBKLx/guXA1cBw9DvYmAXQhQDnwKvSCkPnpRa/spFRIRjDo3FW3UEUzuuOnQEXyPLZjHRegjUL5smpT4Zj5TGsj4WRdI4ey+yMc6YsKrpeJXGxKUx9GicL5YW64379bJl43N8ZUlj4JtsTIDa8lOHH8ljdZdqY9exXupY9TAJ+H/23jxezrK8/3/fz6xnzr5nPdkTCCRBCBEkbK4RQSiKC0UFq/xsXVr9gkv9tlj70pZ+Kyq2VGNpUcCliEhBRRTZFyUgZCOQ7WTP2beZObPfvz+eZZ6ZeebkJJw91/v1mtc888w993PNM1muz30td3XYT3XIRyKdY19fgpcPRdndM8xgIkNbfZg3L6vnvEW1hPymMPjEm+byuft38uLBKO/7gblLd0tVgK+/a7EjHgDeeUojP36xk2f3DRAJmg78RUvr8fvyf0f8PsVZ86p5dFc/977cRXtvgvoKP29ZVl9g5xsX1HDnpg62HY2x9YiZN3rVGS0F7VVXzopQFfTRGU3zPy+ZHSjeurzecYwBwn6DM+dV8cSeAe55qZOuaJpZ1UHOX1xYcHbeolq2d8R5tn2AP+4bxGfAe9e0FIx508Jafv1KLy8djNJvFdZdcmpjwZgLFtdxxx+PsunAEJ1W68t3n9ZUYPeFS+v4xmMHePHgEHWWo3/pyqaC+3Teolp8Bmw9EuP3O829Hi5eWu/cV4Cz59cQCRrs7U1w1yZTGF12WpMjHgBWz66kvsJPVyzN9541u9K9fUUDzVX53aKXNUeYXRPkyGCKOzcdJZuDN8ytcoQBwIKGMAsbwrT3Jvi3Jw+RyWkuXFLHwoZ8S9w5tSFWtER4tTPOvz11kGRWc86CmoIFlpbqICtbK9l6NMa3nzjAcDrHmfOqOLXVu/hTEISZxac//WluvfVW2tra+Pa3v82NN96I1pqbbrppsk2bcHK5HB/60IccQQV43pMlS5awbdu2cbfneCIQjwK/A74EbLUiASilGoCLgX9WSt2ntb5r7M2c3hhK0frBr0M2Q0vrrMk2Z8ZhKIXhA/8JJwsJo2VJUwVvLnLeiwkHDP750iV86t7XeK1rmEjQ4F/evZTGysLo2NLmCiIBg46htLOKv35xaWeIJU0VPLqr33H6L1hSV+A8AyxrMp3ObUfNbihhv8GbFhbOZSjFKa0RNh0Y4mcvmyvZb1xQer1TWit5Ys8AP3vZvN5Z86tL9nk4fbbZleSBbWbLj1WzKqmrKPzndJU1xo7YhHyKM+YVyvOlTRX4DDjQn+RAf9KyqbA7SEtVkKbKAN2xNA9uN6937sLCMZGgj4UNFezuHubuF0xx8KZFhd/N71OsaI7wp0NRHrFERvFvqZRi9ZwqHt/dz+93mn3C37q8oeQerZlTxZHBXu60hIjX77ZmThXtvQnnWhctrfMc82pnnN+9NsKYuVVsPRpz7HnLslJ7BEGYGRQXDp9//vnccssttLW1cfHFF3PzzTfTarVDncm478Ntt93Ggw8+yOzZs7n55puZPXs21dXV3HTTTZ73ZMOGDRiGwZe+9CX+6Z/+adxsPB4B8VatdUkLC611L3AvcK9S6sTyZ2Y4g/29xF95AiNUSSD4jmN/QBCmOTVhP9+9agXP7RvklJaIZw2PoRQrWkyHdiiZpSbkY/Wc0naBC6x0FjtQsmp26epzbYWf+oifvri50r9qTiXhQGmu+/y6EJsO5Fs+njG39Hpt9aatdkbcWfNKY3JLmwpbSp7pMaalOkDYb5DI5KxrVRP2F9oU9BuO4w+mWHKv9tssazZrSQAaI/6S6wOsaI4484SsyE2J3c0V/OmQ+R9TTdjHabNK7+Vpsyp5fHe/M88aj3u0uLHw+usXlTr+7jGGokTQAZw+q5L/cb1e11baWvH0ot/7nIXl2y8KgjAzuPbaa53j++67zzm+8sorC8ZddNFFE2TR5HDttdcW3ItirrzyypJ7YnPJJZeMk1Umo6omU0q9DbhNKbXGen291zgvgSHA0EAf/U/8kMFNvxix+FUQZhKRoI83L6sfsQHAipZ8usq5i2rxe6T4za8r/LyX01s8bmWZFJfZNfkxs6qDtFaXOuu2YLE5a36pI94Q8RdEHLzGGEoV2PTGMo7v8ua8o33OgnJj8vfpnIXeO1+vaMnPc9b8ak8BZUdqANbOr/Zs5HBqa36Ml+gBWNyYv0fz60JOfYibJU35cytaItRWlK5XrXT9lvPrvJtFuH/vOTXBglQpQRAEYXIYbTuKvwJuBD6klHozcMb4mTTz8PnMPORM3xEGB7y3RBeEkxF3LntxnYGN26mMBAynwLaYebX58+UExJzavGB4wzzvzZHc87dUBTxFhlKKlqp8wHX1bO+53I51OXHgzvkvN8YttEYzpjh9yeaUlkJxcKwxq+d430e3zV6RBTAjIjbFUQSbua7foziqYdPiisjMr/P+7QVBEISJZbQCoktr3a+1vgF4O2YRtTBKAr58IWMqmZhESwRhanH67Eqnre65HvUIYKZD2bRWB8u2P57nWu0/dZZ3pzN3dGGNR7oU4BSDAyOudruFhtdqPxQ69Ys8Vumh0NEuZ9MpLREndllcI2GzrDniRAsuWFyaUgSmk15tdZwqJ0Sqw36WN1egMOtNvGitDnLarEoCPsW7VjZ6jqkO+3nD3CoU8I4V3mOUUlxyaiM+BVefVT6v+aozmjEUXPdGqSETBEGYCoy2BsLZllBr/UWl1KfHyZ4Zic8lIMxmVoIggOmgf+vPllFb4XdaqY5EcaGyG3dEoMWjjgBgUYNZuB1P51g7v3wu/Z+tauK+Ld1cu658m9D3rmlm29EYn7lgXtkx71rZyPajMS5Z2eiZdgRw5rwqPrl+LgsbwgQ90oXAjMLcfJm5V4VbULmpDPq47b3LyeY0LR5REzALqTe+fwXxVK5sJAfgliuW0RdPj9hy+ltXLCWayhakhRXzzSuW0RtPj5jG9qW3tvHJ9XNLiuzd/PUF8/n/zp1L1Sj+jAiCIAjjj9In2ktymrB27Vq9adOmSbXh+a07WbdqOQAPP/VHVi2ZP6n2CMJ041uPH+Celzv59/csL5t6E01m+dIvd/OOFQ1celpT2bk2H46SyOQ8C3ZtsjlNTyxd1hEXJp9ZsyQaIQiCMIYcV5HucW8kp5RaC3wZWGB9XgFaa716xA+exPhcve8NiUAIwnHzmQvmcd262Z6FuDZVIR/fuXL5Mefy6vRUjM9QIh4EQRAEoQwnshP13ZgF1Vuw9tISRibgz9/mqbqRnCBMZQylRhQPgiAIgiBMHCfyP3KX1vp/x9ySGUxLaytGRQ254UGJQAiCIAiCIAjTmhMREDcppf4TeARI2ie11j8fM6tmIKG5p5BLxgkEZRVVEARBEARBmL6ciDd7HXAKECCfwqQBERBlUEDLe/4egJoa71aVgiAIgiAIJzNVVVVEo9HJNmPSmQ734UQExBqt9aoxt2QG09PbzcHbrsOoqEZ9/LHJNkcQBEEQBEEQTpgTERDPKaVWaq23j7k1M5RcLkd2qIvc8AAzvW2uIAiCIAjTmK+MU6bEVwbGZ15hUjiRit71wEtKqVeVUpuVUluUUpvH2rCZhF04rTMp4rGpHZISBEEQBEEQQClV9rFx40Zn3MaNG0ccOxM5kQjEhjG34iTCmKF/kARBEARBmAFMgUjBHXfcwXe+8x2ef/55XnvtNX7yk5/wla98ZbLNmnLccccdNDU1cemll074tUctIJRS5wLPaa33jaM9MxK3aDB8vkm0RBAEQRAEYeqzatUq7rrrLtatWwfAtm3buPvuu+no6OBjH/sYr776Ko8++igrV67E5/Nxww03jLkNo007v/7667n++uvH/Pp33HEHjz/+OIsXL8YwDK655hq+8Y1voLVmyZIlbN26lXg8DjDhIuJ4Upg+AryglPqJUupapdSs8TJqJiMRCEEQBEEQhJF573vfy4MPPkgikQAgFAqRSCRobW3lzjvvBOBtb3sbX/jCF9i0aRO53Mzc23jDhg383d/9HVu3buW2226joqKCxsZGtmzZwvr167n66qundgRCa/0JAKXUKcA7gTuUUrXAo8BDwNNa6+y4WDnNcYsG2UdOEARBEATh2Hz605/m1ltvpa2tjW9/+9vceOONaK256aabAMhkMgCk0+kZW2tQWVkJmNGQXC7Hhz70IVavXg3AD3/4w0mz67hrILTWO4AdwDeVUhHgBuADwC3A2rE1b2YQrqhwjiUCIQiCIAiCUErx3gfnn38+t9xyC21tbVx88cXcfPPNtLa2Ou8//PDDbN68mXXr1s0oAVFuD4hPfepT/O3f/i2zZ8+murqaK664gq997WtkMhmuuOKKCbVRnUhbUaXUGcAHgfcD7cDPtNb/NramjQ1r167VmzZtmlQbemMpGmurIJtmy46dNNVWTao9giAI051ZsySLVhBOZiazgHiGclwK7HiKqJdjRho+CPQAP8UUIBcdzwVHmP/PgKu01ldbr88Bvg1kgIe11v+glDKA24A1QBL4mNZ611hcfzxRQNMlfwNoAoHgZJsjCIIgCIIwrbn22msn24STmuNJYdoBPAlcZjvtSqnPjoURSqlvA+8AXnKd/i7wHmAP8Eul1JnAQiCstT7XEhjfAC4fCxvGk3Q6jRGuAsOHX7owCYIgCIIgCNOY4ynpfQ9wFHhUKfV9pdRbOM5wxwg8A/yl/UIpVQOEtNa7tZlj9RvgLZib2D0EoLV+jjI1F0qp65VSm5RSm7q6usbIxBNnOB6j856b6PrFP43dHRMEQRAEQRCESWDUAkJrfZ/W+v3AKcBjwGeBVqXUfyil3j6aOZRSf6GU2lr0OFtr/VPAXYxRAwy6Xg8BtdZ59w4nWaVUSRRFa71Ra71Wa722ubl5tF9x3NHJGLmsNKoSBEEQBEEQpi8n0oUpBtwN3K2UagCuAr4IPDyKz94O3D6KywwC1a7X1UA/ECk6b2itM6M0fdJQrt6tuZwICEEQBEEQBGH6MuoIhPLoj6W17tVaf09r/eZyY04ErfUgkFJKLbHmfAdm/cXTwCXWtc4BtozF9cYb921RksMkCIIgCIIgTGOOJwLxqFLqXuB+rfV++6RSKohZm/ARzE3l7hgj2z6BGenwYXZh+oNS6nngbUqpZzCrCa4bo2uNL6rMsSAIgiAIgiBMM45HQGwAPgr8WCm1CDOlKIzl4APf1Fq/NMLnR0Rr/RhmbYX9+jngnKIxOUxhMa0ojEAIgiAIgiAIwvRl1AJCa53A3IPhNqVUAGgChrXW/eNl3EzBMPKyQXaiFgRBEARBEKYzx9PG1UFrndZaHxHxMDoikYhzLPpBEARBEAShlKqqqsk2QRglx92FSTh+fIaBEarEzMASBEEQBEEQhOmLCIgJQCnF/L/5KQCBQGCSrREEQRAEQRCEE0cExASQTCbpvO9rKMOP+vRPJ9scQRAEQRAET1b9YNW4zLvlI9Oi874wSo5nH4ghpdSgx2NIKTV47BlOXnQux/BrzzK86w+TbYogCIIgCMKU5o477uDBBx/kwIEDXHXVVRw5cmSyTRKKOJ4uTNXHHiWMhM6kyGaz+H0S+BEEQRAEYeoxVSIFO3bs4K677mLjxo38+te/5rHHHqO6upqvf/3rhEKhyTbvpEc82QnA3cZVEARBEARBGJl//dd/5ec//zn19fUcPHiQ1atXc/nll4t4mCKcUBtX4XUgWkIQBEEQBGFEbr31Vm655RZefPFFPv/5z3P++edz4403snPnzsk2TUAiEBOCoUSnCYIgCIIgjEQ0GnWOI5EId955Jx/+8Ic5++yz6erqwjAMGhsbJ9FCwUYExASgXLvHKdlJThAEQRAEoSzXXnutc3zPPfdMniFCWWRpfALw+fK3WeSDIAiCIAiCMJ0RATEB+P1+RDoIgiAIgiAIMwFJYZogas6+Ao2ebDMEQRAEQRAE4XUhAmJC0NSc816gMJ1JEARBEARBEKYbIiAmgFwux8Hv/DkoA750cLLNEQRBEARBEIQTRpbDJwBl1z/oHFpLGpMgCIIgCIIwfREBMQG4W7ca0sZVEARBEARBmMaIgJgADENEgyAIgiAIgjAzEAEhCIIgCIIgCMKokSLqCcBQiub33oRCdqIWBEEQBEEQpjeTHoFQStUqpR5QSj2ulHpWKXWudf4cpdQflFJPK6Vuss4ZSqnvWuMeU0otnVzrR4dSisiSs6lYcvZkmyIIgiAIgiAIr4upEIH4HPCI1vpbSqkVwI+BM4HvAu8B9gC/VEqdCSwEwlrrc5VS5wDfAC6fHLNHj8QcBEEQBEEQhJnCVBAQ3wSS1rEfSCilaoCQ1no3gFLqN8BbgNnAQwBa6+eUUmsnwd7jRilY3lwx2WYIgiAIgiAIwutmQgWEUuovgM8Wnb5Oa/28UmoWcBfwN0ANMOgaMwQsts4PuM5nlVJ+rXWm6DrXA9cDtLW1je2XOAGUUvzg6lMn2wxBEARBEARBeN1MqIDQWt8O3F58Xim1CvgJcIPW+nErAlHtGlIN9AORovNGsXiwrrMR2Aiwdu3aKbFzmxRPC4IgCIIgCDOBqVBEvRK4B7haa/1rAK31IJBSSi1Rpuf9DuBJ4GngEutz5wBbJsdqQRAEQRAEQTg5UVpP7gK9Uup+YA3Qbp0a0FpfbgmEbwE+4GGt9ZeVUgZwG7Aaszb5Oq31jmPM3wXsGy/7j4MmoHuyjRBeN/I7Tn/kN5wZyO84M5Dfcfojv+HMIKy1Pn20gyddQJwsKKU2aa2nRdG3UB75Hac/8hvODOR3nBnI7zj9kd9wZnC8v+OkpzAJgiAIgiAIgjB9EAEhCIIgCIIgCMKoEQExcWycbAOEMUF+x+mP/IYzA/kdZwbyO05/5DecGRzX7yg1EIIgCIIgCIIgjBqJQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGpEQAiCIAiCIAiCMGr8k23AeLNhwwb90EMPTbYZHD16dLJNEARBmDHMmjVrsk0QBEGYSajjGTzjIxDd3d2TbYIgCIIgCIIgzBhmvIAQBEEQBEEQBGHsmJICQin1RqXUYx7nL1NKPa+UelYp9fFJME0QBEEQBEEQTmqmXA2EUurzwIeAWNH5APBN4GzrvaeVUg9oraW4QBAEQRAEQRAmiCknIIDdwJXAnUXnTwV2aa37AJRSTwHnA/dMrHknxv1bu7n35U78hiLgMwj4FH5Dsbw5wtVntVJXMRV/CkEQBEEQBEEoZMp5rVrre5VSCz3eqgEGXK+HgFqvOZRS1wPXA7S1tY2xhSfGT17sYG9vouT8c/sG+d1rvdz+gVOojwQmwTJBEARBEARBGD1TsgaiDINAtet1NdDvNVBrvVFrvVZrvba5uXlCjDsW6awG4CsbFvLdq5bznSuXcfOlS1jeXMHhwRQ3PbSXnNaTbKUgTE1iqSxf/c1eHtg2cle17Udj/OjFDjK58n+Xclrz0qEoyUxuxLnS2Zz8nRQEQRAED6aTgHgFWKaUalBKBYELgGcn2aZRYzs0q2dXccbcas5uq+HCpXX86+VLqavw88f9Q9y1qWOSrRSEiUdrTcdQasQxT+zu51ev9PK13+4b0fH/8q/2cOsTB3nolZ6yY+59uYtP3PMq33r8QNkxhweSbPjey3z2vl0j2v3lX+7hs7/YSSZbXmj8+pUebn5kH4l0ebt3dMT4tycPEktmy44ZSGT4+eYuoiOMSWZyPLSjZ8QxOa15tn2A4XT5MVprth+NjTgG4MhgktQxhFjHUOqYY6LJ7IiiDyCeyqJF0AmCIEwJpryAUEpdrZS6XmudBj4H/AZTOPyX1vrQ5Fo3erLWf45+o3CfjpaqIH//9oUAfO/ZQzy9d6D4o4Iwo/n+c0e4/PYtI0YX2l3pfzs6455jBoYzHBk0hcifDkXLzvXb13oBuG9Ld1mH9I/7B4mlcvxh/yCdZcTNvr4kj+zs49n2QV44OOQ5JpPVfO23+7hvSzcPbi///f710QPc9UIHd75QvifEvzyyn3/5/X7+4+ny/+z99x+P8JWH2vn2E+XF0U//1Mlnf7GLf35kf9kxj+zs46M/2cFXf9Nedswf9w9y5X9t5e9+vbfsmD8dHOKK27fwhQd3lx2zq3uYd218mS+OMGZfb4IN33uZz91fXtAJgiAIE8eUFBBa63at9TnW8Y+01hut4we01mdrrc/SWv/75Fp5fNiraz6jdKO/Ny2q5c/PaiWbg/9z/y6+/Ms97O0ZnmgTBWFS+NV2M1qw8ZnDZcfEUvmV8H0etUQA/cMZ57i9zBigIBIwkPBeYbeFCMArHd6CZX9f/hrbjsY8x3TH0s7f/XLzAGy1Pv/wjt6yYx7Z2QfAvZu7yo75jfX5B7aVj8D8cf+gM7acgHpyj7mQ8eiu/rLRlSd296OBx3f3l40KPds+iLae3b+hm8d39ZHMap7aM8BAIuM55sk9/aSymmfbB+mJpct+N0EQBGFimJICYiZSLgJh88n1c/nEm+YQ9Cke2dnHB+/czhce2M32Mo6JIMwU4pZj2TWCY+h2+g/2Jz3HDLuc2AP95QVEvGAu73FuZ/fggPf13GlC5a43mBidqLHpiZe/B9Uhn3NcLt3H/c9LOYfdUPlBXVHv67md9HLff9h1H/eUWfDoiuWF2K5u7zFDrvv4WpnoUrfLnlfLjBEEQRAmDhEQE0TmGALCUIpr183mZ9eezpWrmwn6FI/v7uejP9nBp3/+Gi8cGJL8X2FGEgnmHeNyufsJlzg4VMahTbjy9QcTWYbKrGYPp9yOv/dcbue73PWioxjjXlE/Mug9xv33OpnRZWsl3H/9u8s4/m6n/tAovtu+vmMLqLLf3/VblRN17pqO0dhTdp5R2CMIgiBMHCIgJgg7AuHzeQsIm5bqIJ9/cxv3fXQV15zVSiRo8Pz+IT5572t8/Kev8sTufukMI8woRrPa73aMu8tEKoaLHO/RjCtX3+B2fA+PwoE+POA9j1tA9MYznuIgmSn8+3xkqPR6WmviLoF0tJzdo7iX7u9Wrni90Kk/tshwp3wVjjm28HPPU+57xV3zHC4jxARBEISJQwTEBGGnEY/2hjdWBvjU+fP4xUdXcf25c6gN+9h6NMbnH9jNh+7azkM7eo7Z2UQQpjo5rQsc8e6otwPpzrEvlwM/GgGR07pQjJRJGXI7vuWu53Z8e+NpZ5HAzVBRjYWXgxwtSjXyul4ik8M9/VEPkZHJ6QIxUlYcua7XWSaSES0QGd5j4qljCxG36CkXgYklc8cekzq2WBMEQRAmjim3kdxMRWP+x65GDkCUUBP289E3zuaDZ7bwv1u7ueuFDnb3JPjKQ+18M3yAt5/SwKUrm1jREhkHqwVhfBlO5XC73aOJGnTH0mitUUV/mYpX973mSqQLrzcacVCuLsHtZOc09A1naKos3AwyXmRTTyzNwoZw4bWK0ra86hLcggagw2PFf7hIiJS7l9FROP7u798dO/aY0UREytkzVvMIgiBMKbSGXBZ0tug553qdcR3nPMZazyXncoXzafs5Z73nfrjfy5p2FZ/XOVj/2eP6eiIgJgrLa1Ecp4KwqAj4eP8bWvmzVc08tKOX/3mpk13dw9zzUhf3vNTFsqYK3raigYuX1TG/LnzsCQVhClC8+l7OOXTXQCQyOeKpHJWuomIYXQRitGlOboe1L54hk9Ml9UvFRcrdsXSJgCjuTtTrIUa85ikmXjzGY54SseIxRmtdcD0vAZHJFkYyyt+jY6eVxUcRyXH/GeiNedetFAg6ERCCML3RGrIp65E2nzPJ/HE2ZTrW2bTlYKchm8kf5yg4WH4AACAASURBVDLW67RrXPbY7znzZYrmz4zw3mgFQK50rJ5mWSJTRUAopSqBhNZ65J2IThKc/45PTD84BP0G7z69ictOa+TVrmEe3NbNw6/2srN7mJ3dh7jt6UMsa6rg4mX1XLS0jkUN4ZKVWkGYKhQXTZcrDk6kS53sYgGRyBw7FSiePvYYKBQaGuiLp2muCpYdA9DrKViOfb0SEeUZgSgc4+Vol4gMj2sls5psbuQxsVHeo4IUrlGMGY1YKxftKR4jDSUE4TjQ2nSIM4n8I20fJyEzbD27z7sfKcgWOfiZlEsEuMRAJlkoDNwP+zO5k2gRQBmgfGD4XM+G67Xf45z9bJjvj/h561mp/Hv2NZ1jw5zL6z3D+qw6/oqGMRMQSikD+ADw58DZQBIIKaW6gF8BG7XWO8fqetMN7UQgxgalFKe0RDilpY3PnD+PZ9sH+f2uPp7c02+JiWE2PnuYlqoAb1xQwzkLajm7rZqasASdhInjF1u6eGrvADdc1MasmmDJ+0PF6TvlIhCWsz63NsihgRTdsTQLilKBbId+Tk2Qw4Mp7whEqnSekdKhZlUHOTqUoieeKREQdnShuSpAVzQ9YsSjPuKnL57xdJCLxUGXR8pQiYDwnMe8VsCnSGe1p+Nfmi7lcS1rTCRoEE/lPL9XNldYS9IbT5PTuqBFrHuMocw9N9LZHAFf4X9U7u82nM4RS2WpDBaKQ3edRDqrGUxmmV1ilSBMM7Q2He503Hyk4kXHMUgPQypmnXcdO2OH8wIg7RICGZdASA8DU0x0GwHwBcEfNJ99QfAFwBcCn998bfjNcYbPfM/wmw/n2P2edc7nd71nv/Z4z2d91nnP9dqZ3+fhwBcLgpEEgO/489anEWPpTT4K/A74ErBVazN2o5RqAC4G/lkpdZ/W+q4xvOa0Yzz+LAX9BhcurePCpXWkMjmePzDE73f28Uz7AJ3RNA9s6+GBbT0YCk5pibBmbhVnzKlm9ZxK6iOBY19AEE6Anlja2e24IXKEv33rgpIxtvNYE/IxmMyWjwhkbMc/xKGBlKcDbTurc+tCHB5Mec5lz9MQCdAbz1gOa46qkmiGOW5eXcgUEGXqKQDm1YbKCgj3mL54hh6PyIHtsNtixTMqkMzbc7A/OaIQaasLsbsn4T2PNWZurXmtgUSWZCZHyG+UjJlVHeRgf5JYKsdwOktFIH+P7GhHVdCHoWAwmWVgOFPw74n9e0SCBpUBH12xND2xTIGQzGntpDk5Yi2WLhAQ7rSrebUhDg4kJY1JmBy0tpz4KCSH8o+yr6OQGnIdx1yiwBIIE5XmYvjBXwH+EPjDEAibz/5QmfPu98OWcx80X9vHviLn3x8qEgLB8p+bwY71ycJYCoi3aq1L/lXXWvcC9wL3KqVOWm91orR/0G9w3qJazltUS05rdnYN84d9gzzbPsDmI1G2d8TZ3hHnxy92ArCgPszqOZWsbK3klNYIixsrCpwJQThRXjoUdY7/sG/Ac4ydwrSgIcyWIzFPx1BrTTKdFxAw5Ckg3M7688cYEw4YNFYGTGc8li4QEJmsJpPT+BS0VpvOrmd0wSVq/nQo6i1Y7KhIbYgtR2Ij1kAsbAiXFSt26tV8W0CMMGZObYj23gSDiSypTI6ghzioCvlpymk6htL0xNLMqQ2V2FwZ9NEQCTiiZn6da78Oa57KkEFFwBJ/8UIBYV+rMuijMRKgK2aKLLeAsCNCkYBBc5V5rd54mrb6fHRp2Cp8D/kVLdUBERDCiZPLQnIQhvshMQAJ69l57XHOEQWWCBjrrGwjAMEIBKxHwXGldVyRPy55vyLv7Jc4/24BINkHwtgyln+ivKvfjn/MjGYiNbehFCtaIqxoifDhs2cRS2XZeiTGy4ejvHwoytajUfb1JdjXl+CBbT0A+AxY3FDBKa3m5xY3VrCoISyRCuG4ce9O3DGUpjOaoqUoDcgREPVhx8EuToVJZzVZbf7ZbLEceq+VfNvxnVcXKjvGTjsK+w0aIwFnNd+dDmVHH8IBwymK9nJYk8XX8xIsmbyoKTePnXrUVh/muX2DdEdL06rcUQG/oYilciQyOcIucWCv5FeFTMe/K5amJ55mdk2oZJ6qoI+AoazfxVtAVLic+p5YuqA5g21zZdBHfUWA9t4EPbE0S5sqXPbkBURTVQA67Y5Olc6YqGtMQ8S+14W/W7EQAenEdNKjtSkE4j0Q77Weix+9ReKg3/zM68UfhmAVhKohVAXB6vxxqNr1nsdxsLJUFPjk/1ZhejKmKUxKqXuB+7XW++2TSqkgsB74CGaa0x1jeM1pgbvgbzILmiuDPt64oIY3LqgBzJXWV7vibD4c5dXOODs64+zrTTg1FLaoAKgN+1hkiYmFDWEW1IeZWxdiVnWwJKdZEAB2dQ8XvN7TPewhIExnsa7CT03Yx2AiS/9wxnEmweXQW04/eDvrtjhoqTKd7GgqW+JkOxEIv0Gw0jxf7NS7r5d3assXSM8dQRwkikSGV/ck20FurgpQETAYTueIJrNUu+qV7DSnyqCPxko/HUNpeosiB7bDHgmYDruZMlQoIKLOPAbVYTOiUFwHYUcyKgI+Z5fw4tayBU59pWlncXQl5thj0FTG8XfGBH00Vnr/tnGXWGkcQdAJ0xitTQc/2gXRDoh1QrQTYt2FgsA+Hu41u9+cCKFaCNdCRS2E68zjcB1UuI7Dta5HTaEQEIdfEICxFRAbgI8CP1ZKLQL6gTDgAx4Gvqm1fmkMrzdtmKoNQ/w+xWmzKjltVn5FcDidZWfXMDs647zWGWdvb4L23mEGElleOhQtSEsBsziypSrI3NoQc2qDzKkNMbcmRGtNkObKAE2VgYIUCuHkYbcVgVgzp4qXD0fZ25vgnIW1BWOiTkqNubo8mDDrILwEREVgZAfSHTko52S7x4QDZQRE2iMCMVJ0wRYHI4iM2TUhFNDv0RLWduqrLAf5YH+S7ni6QEDYLVorrfvUMZSmN15GQAQN5z4VF6U7kYOQz0nbKrbbSSsKGk4tQvE9cguaciIr5sxjRSBGnMegMeIvM0/+Ws1VEoGYVqSHYfCwKQaiHRCzBEK0wyUWrOfscW4QGKyGSIP1aHQ9rNcVDZYosARBRR2EaszCVkEQXjdjJiC01gngNuA2q9ahCRjWWveP1TWmK7Z+mA4lQxUBH6vnVLF6TpVzTmtNVyzN3p4E7Zag2NeX4PBAis5oiqND5uOFg95z1lX4aa4M0FwVoLkq6DzXV/ipsx71FX6qQj5pOTtDSKRzHOpP4jPgwqV1joAoxnGeQ6bzvNdKhVnWXDgX2BEI79Xu0nEBz/x+2+kP+cuvihdEPCq9nVqttaszVD4CUZx6ZM9VGTSoszox9cbTBZEYt4Pc5KrLWNRQUTImEvA56YTFqT7xdN5hby4jtAqc8UrThuLogjsC0VRWiLgjEN4iq/h7QfkIhP37wwiRjKBBUxmbhQlGazMtaOgIDB4yRcKg69g+P9w3+jmD1VDVkn9UtkBls4dAsESCP3TsOQVBGDfGparGKqY+Mh5zT2emq2+slKKlKkhLVdBJf7JJZ3McHUpxeCDFoYEkhweSHB5M0jGUpitq5k73D2foH86wsyilpRi/oRxBYYuK2go/1dZqaVUof5x/9lMV9OH3TdObO03pjqW5449HUAquWze7IGIAsLd3GI1Z27DMyovf21P6+7sdyHJOpjsi0DCaCITfKOvUFoiMMg6rPSbkGlNsUyaXr8uoCfuJBAziHqlH+XoC06k3OzGVERCh8jn+eWe8/Hdzi4xydkeTpav5xSlM7hqIcjUgbqe+sZyg8RAQxY5/1JXC1FDmu0dddRvl/owIY0wuC0NHoX+/67HPfB48bD7SsWPPYwSgZjZUzXKJg1ZTGFS1Wo9mUywEI+P/vQRBGDOkLH8CmMmbHgV8BvPrwmV3v87mNH3DGbqiKbqiZiGt3fKyfzhDXzwvMOJps+f8iTgHYb9BdchHRdDsClMRMKgIGEQCPsLWsfnwfi/oNwj5FAGfQdCvCPnMc0GfIug3SnYhPpmJJrN88mevsa/PjChsPRLj++8/peAe7bbE4pLGCqdAeX9faQRiqCh9B45Rk1BhjukbzpDNaXxG6Wp/OGCUdcSTrjHlHFZ7Qzr3PL1F0QXHyfab6RCNlQHiHqlHCZcz3lgZgK5huqJpTm0tvJ9QlKJTXHOQdNUKlEn1ibtERshfZp5RpAM57VddAqK8oDl25KAyZNBUZRe/ewuaqqCPlipvkeGkOYXcNh9nuotQiNZmfUHvHksY7MsLhb59MHDw2Jt9BSqhZk7po9o+nmtGCwxJYRWEmYgIiAlgOqUwjTU+Q9Fk1UK4nSYvkpmcKSqGM/TH0/QNZxhMZIgmswwlswXP0VSWaDLjvE5kzK40jGJR7IS+h6JAUIR8BgHrOOhTBHwKv+F6+BR+w3Admw/3OJ9R7nPmQymzk5ZS4FOu19Z9NV+b5wxlRooMwDDyr332eZXf2Cud1TRU+pldHXLqAMCMJr14MMqz7QMcHEgyqzrIpac1cUpLfmVQa83Xf9fOvr4E82pDJDI5XumI88vtPVx+epMzbk+PKRYWN1XQXBkgEjQYsAqk6yry/+wUpzAB9MQLV7LdwsDvM6NUtui0PwP5rkihguhCmbn87vqGojGuqEEk6POMLrhtAlNAHPBIPRpNR6e4R3Sh7Cp8KL9SX+qw51OYglZErsTxT44ihcm6VkXQ5zj+5SIZ1SEfDZagKS20toXI6FKY7I36iiMiMY8iaq9OVYIH8V7o2Q29u4ue9xy7I1FlC9S1lT5q55kCIVQzfcPqgiC8bkRATAD6ZFYQx0HIb9BaHXR6748WrbXj4MXTWRLpHHGrzWXc6sQTT+VIpLPE0znzfXtcOkcykyOVzZHKaOc5mc2RyuRIZTXJTI6sNldmh9MAY9wHfBJpqgwwry6E31C80hFznDWbn73cxSWnNvLJ9XNprAxw35Zufr+zn0jQ4Ft/toztR2P8/UN7ufP5o1x2WqPTftVu4bqksQKlFAvrw2zviNPem+CMufn6miHHEfU7NQnliprt/UkaI6aA6I2nCwSEXbBs7/Ew0lzuMb0jRDwgH13oiWfyAiJdJCA8ohk5V51EyF9+NT/qkepTriDZHakpnseuXYgEDEekFc9j3++acL6wuSua8oyuFEQgot7zVIV8Tmvd4nncUYr6Cj+GMiNH7t2o3QKyPuLHZ5g7Vru7Z7nnqQz6nB2yB4cz1Ep7aTPdqK8dul6Frh3mc89OUygkRihBDNVC42KoX+gSCAvMR+08SSkSBGFEREBMANqKQShREOOCUspxLsaLTE47giKVyVkCwxQcyYwmk8s5G5DZj3RWk3W9zmQ1addxxuvY+lxOa7Q2ndBc0XPxefN1/pwu+oz92jAUkYCBz1B0R9POBmFuR3RJY5j1i+tY0RJh8+Eo927u4lev9PDY7j7eMLeaZ9vNDeFuvLiNeXUhZtUEue3pQxwcSPJs+yDnLapFa+20cF3UaKYvLWgwBcS+viIBkTBX/6vD5R1jd90CQENlgN09HsXWdremEdq9uouo61xObSarnTqa4WJx4IouLLTSsfItU80xecc/H82Ip8wN0CIBMxJVTtTknXp/2XsQczvs2hzTWRI5cHc98o4clHXGk1lqLXFkf7dwwKA27Mu3xE3nnHvinqcm5CPsN6M07l293V2hfIZyNpPrjWecRQJ3fYOhFM2V1m7c0bTT3cp9LYDmygD7Ukk6hhInl4DIZaF3ryUSXI/unZApTQ8EzPajDYuhcQk0LCl8jjRKBEEQpjnt7e1s2LCB9evX89xzz7FmzRquu+46brrpJjo7O7n77rtZt27duFx7QgSEUmqW1vroRFyrhGgnPH2r9Q+lyj+bhpU5V/weheOO65zCyOW40NjNM2rN+H5XYdzwGwp/0MdMWpPL5jQdQ2bxeyanWdgQLtgz4M3L6nnPmma+9fhBnt47wNN7BzAU/NV5c3nnqY2AeV/eu6aZf3vqEPe81Ml5i2o5PGgKk9qwz9lAbYG1s/C+ok5MjvMc8tNYaTrA5Zz+4tX+kVKdynVPcjujPkNRX+GnJ56hdzhf2DzkSs9xX8/tjLsjJ4CnOBiy9riwHWqvjkaZnCaeyqGwuwx5Cx93lKLCug+dQ0X7N7gKkuvLiKPi79ZcGWRfKkF3NO0ICPdvopSZgmiLTdupd0cOlFK0VgfY15ekYyhFVajCutf51CP7HnXF0nRF046AcAsjwNm4rjOayguIojFNlUHzWoMJlrdWMyNJD0PHdji62XpsgY5tkI57j6+ZC80roPkU87lpuSkUqlpEJAjCBLDwi78cl3nb//ldxxyza9cu7rnnHjZu3MjZZ5/Nj370I5566in+93//l69//ev84he/GBfbJioCcTtw7LswHgwegt/+3aRc2iYA/CAIn898AjhrUm0RBBufoZhTGypoc1rM/Low37h8KZsPR9nfl+D02VXOKrzNZac38f3nDvPcvkF2dsV5pcN0ctbMqXLSWexC6n2uQuqEFdEJ+BQhvyqbvpPfByIfESgel8rkyObMrkgjrfZHi5zRxsoAPUWdkbzGQKFTP1RmjFtkRIucda/v564BMJTyTBnSWhfYZNfN9A1nyqT6GIXiKJ520ozsjfuqwnmHfV9fgq5oiiVWt6wBKypUYwmKkQSELaBaqoOOgLDnKY4ceO1G7RSQW/fI/A1iBfUUnvMAHYNJZgTphCkSDm6Cw38yj7tfA50rHVszF1pOtYSC/Vhu7nMgCMJJyaJFi1i1ahUAp512Gm95y1tQSrFq1Sra29vH7boTIiC01pMjHsBcgTn3o1YhgnYVJOhRnLPOe54b7Ryg9zyKivdwkXFS7qMnzACK9wZxUxv28+7Tm7jnpS7+4+lDJDPmn/s3Lco7NQs9IhBO+pK1im12D1IMp3PEUlnHYbQdSFtAeBURF6+a58dkyGnt1GYUO/V2ZySvyMFIjv9oxIGz2u844qWdiIrFSnXILICOp836nUjQR9JKcfMbiqBPoZSiuSrAkcEUnUMp2urDaK0ZGM7v6g3QVBWkJ56hK+YWEIWOv9PK1WWTPU9tRbE4ykc8ih3/Vkt8dboKoPuL7Gn2ElmuFCa3Pe55BhLev0fHYJm0namM1mbHo4Ob4ODz5uPI5tKOR8qA5lNh1iqYvRpmrTaPIw2TY7cgCCMymkjBeBEK5RcBDcNwXhuGQSZzgju2j4KZXwNRMxfe8bVJNSG59w+Ef/B22uiYVDsEYby4bt1sfrmth2fazc4ukYDBm5fVO+/PrQ3hU3B4MEkykyPkN0rSgJQy8+QPD5r7h9gCYihRnC5Ump40WJQuFLLa+g4lswwlstRaTqy7ZSp4pyflU2bMz9hdhrxSmEojEKVOdn6MH4UZybDTiopTipQyoydHrDSwtqCvRGgBzKoOcmQwRYclIIbTOZJZTcinnIhEc1WAVzuhYyjFabMq0VoXtM0FPDsxDSbyNRn2PAAdQy6RYUcp7MhBtS0g8mP6LIFXH7HnMcccHSwvMvLzpFzzmGPs38Fu93p0YBoICK3NjkftT0H7k+bzUPEWScoUC/PWwtwzYfYaaFkJgQrPKQVBEKYCYy4glFIh4D3AQvf8WuuvjvW1pgvaWjWqU9FJtkQQxoeGSICvbFjE3/16D5mc5nMXzXccUDBb4M6pDXGgP8nB/iRLmioch9x2DMF0xG0B0WZFLeyIQE240Ol3pxRFE4WOuG3TUDJLTzztCIji6IJX6lGxUz+rxnRqj7hSZqJF88y2xhweTDn7UwxaTrbtrAd8Zpexo0MpDg8maasP58e47G6pMsXBUUsc2K1o7U30AKeGoMOqg3Ac8YjfERl2/cnB/qRlc5ZUVhMJGE49SfFmcpmcJprKYqj8d5tfZ89jOuw5rZ17b98/x6l3iYM+yyZ77w57ngP9+ftoi0B7nlnW9zo8kJ/HjjTZUaW8EJmiAiLeC7segV2/M0XD4KHC9ysaYN7Z1sMSDZKCJAjCNGM8IhD3AwPAC8AMSVJ9feSC5n8O1cQZeS9mQZi+XLCkjl9dv4ZMVjsOu5sFDWEO9CfZ15dgSVOFs+rd4mrb69XqtHhF3B7TOeSRwuQSLS3VZn7/0cEUixsrSmoJwIyMQN7JhvzqepXjQJtCxu349jtpPub1Kq0N3nriGTqjKWbXhBzH391qdl5diKNDKQ72mwLCdqCbXGPa6kO8bNWcrGuryTvZLqFlC4gjg4UCotb1/fN2m452d5HTD/l6AjuFyY4a1Ib9TtpX8fcfTGTJ5kyBYbfWLb5WIp1jOJ0j4FNEgtaY+sIx6WyOgUQWn8rbvbCoViantfPd6p0IhCWepoqA0Bo6X4HXHoKdD8OBPxTWL1Q0wMLzYOEFsHC9Wbcgm6sJgjAGLFy4kK1btzqv77jjjrLvjTXjISDmaa03jMO80xe/6aQESYuAEGY0I7XSXVAf5ikG2NszDMvqnVXvZpdDa3eBOjyQd9aLowazLaf/yGDSSQUqTmEC06l9fv+Q5bDWmo6vNouM7X0IRloVt5365qoAIZ+iL54hlsxSGfI5qTp2ChDAvLowPfEoB/uTzK4J0WWlM7nFwfy6EJsODDnXs0VUk2seO/Kyv88c0+vh+NtdrdqtmpKeolV6gPn1hd/NS6zknXHTVjtNyb0XS96eRME87mvZjv/engRa64LoknKESF6s5bR2BFZ9JODsKD6vNoShzN8/lckRTZm/WU3I5/xmLdXmdY9MdgpT9y7Yeq/56H41f97ww8LzYdnbYfFFZjqSCAZBEGYY4yEgnlFKrdJabzmRDyulDOA2YA1mBONjWutdrvdvBc4DhqxTl2utB16nzeOKtgREiLS5WiVt9YSTkOXNZhPcbUfN7cLtdJeWAmfV/Luy3+XQ2xEIuxg57DeYVZQKZO+/4HZq2yyH1XbE7VV2OwUGSlfFtdZOByTb0TaUYm5diD09CQ4OJFnREnEcZHsFH0wH+eXDUQ70Jzm7jZJ5AKeLkRMV8Jinra7QYe/2cNgXW/tr7LY27LNTfuxUKtsegAPWPLZYcQsRu7i9vS9BJqudlCi3gJhVE8RnmPUNiXTOGdPssrkh4qcm5GMwmaUnnuGQJQDnuNoCu6M0RwdTeRHmmifoN5hTE+LgQJKDA0mnNe1sV6ewhkgAQ0F31BQZQf8EOueJAdj8P/DiD81uSTYVDbDinbD8HbD4YgjXTJxNgiAIk8B4CIj1wHVKqT2YAkABWmu9epSfvwIIa63PVUqdA3wDuNz1/pnAO7TW3WNp9HiilY+MNvCrHOQy4DuJNj8SBAt7A7mXD0fJ5jR7rdVzezUd8qkw+13tXjs9IhXFqUB2NKPF7YjbK+f9tgNd6vg2RvxEAgaDiSwDwxmUgmRWUxk0iLiiKfNqTQGxvy/BipaI51y2w253mvJykG2b9vaYY45adRXu79bWYM5jRxfsCMJclxO9sKEChSlE0tmcU5/hbsnbWh2kImA4bWrteWwRA2YXpXm1psPe3pdw5nELCL9h7iS+uyfBzq6489vMd82jlGJhY5jNh2Ps6Rl2IkjuawEsbqqgZ/8Qr3bFneL4tvrCtsALGsIcHEiyu3uYTE6XXMtu09sVTdM5lGBe/QTsznL4T/D8f8LWn+f3YgjVwKmXwelXwqIL5d91QRBOKsZj6WYDsBR4G3Ap5v4Plx7H59cDDwForZ8D1tpvWNGJZcBGpdTTSqmPjpXR44kGkpj/uaislIUIJyet1UFmVQeJpXK82hlnj7V6bu8bAPkIhO3sJtI5BhNZAj7l5MCDO/WocHW9MLpQxqF3OetKKWePil3dwxy2oyKueQCWWtGTHZ1xYsksvfEMQZ9yCroBlreYY7Z3xNBaO9e1RRHAqa3m/gevdMbI5jTtljPu3ltjfl2YioDB0SGzmNx22N1CKxwwmFsbIpuD3ZawgUKRYSjFSut6247GHHsWFDnsy5rN+/+a6zdZVLTXx2mzTfG35WjMqU8onmeF9f23HI464mde0R4jp88y7dl6pPw8p882x7zsnqdIiNi/z7h2YtIa9j4BP7wcNl4Ef7rLFA+LLoD3/jfcsBOuuA2WvlXEgyAIJx1jJiCUUk9Zh9uALcBW67HNeh4tNZhF2DZZpZTtOVQC3wGuwRQqf6WUKolsKKWuV0ptUkpt6urqOr4vMg5oDSlLQJBNjTxYEGYw5y40Uzv+/alDDCWztFYHCoqDmyoDRAIG/cPmBmju6IPhSv1b1Gg5vV2mw5tfOc87cnNqQkSCBp3RNN2xtONAz6srdFjdTvZe24FuLHKgLcd3+9FYQeTEzt0HWGmNebUzzpHBFNFUlpqwr6DLVFNlgNbqAPFUjp1dcQ72JzFU4Sq831DO9V46FHXSlIo38FtjRXReODDIK53mqrjtxBfbvflwlB2dZurY4sYKzzGbDgyyw5pnWXPhPKtsp/5Q1ElBKx5z5jxzV+gXDg45Y06x7m1+HtPmPx0cYssRsyvd8uZCe86YUzpmZdE8dqRp3Oog9j0Lt78dfnAZ7HkMglVwzifhUy/ARx4wow6B8DGnEQRBmKmMmYDQWq+3nqu11jWuR7XW+ngSQgeBareNWmt7J4w48G2tdVxrPQT8HrNWotiWjVrrtVrrtc3NzSf4jcYQ7Y5AiIAQTl7etbIRMJ1MgPMW1TlFtmBGBE5pNR3TrUdizgr03KIV6NNcK9k5nU+HWtSQd0Z9Rn4FfsuRqLO6vrjRe8V7y5Eou7qHS+ZxX297R4yXD5u2L24qHFMb9rOgPkQqq7nrBXPPl+XNkYLvB7DacqK/+8xhchqWNFY43Yxs3mCJg//64xHiqRzzakMFtQsAa+eb/0zetamDvniGugo/c2oKIydr26wxL3RwaCBFVdDH0iK77Q3/fvVKL3t6EoT9hhOVsFnXZv4T/vjufl7rGjZFzuxCp/7MudX4FLx4MMrWCo3nkwAAIABJREFUozF8Rv6+2Zwxt4qKgMH2jjibD8cwlLljuZuVsyqpCvrY3ZPgxYNRDEXJJob2vhH98TH+97RnN/z0GvjvDXDwjxBphIv/L3x2K2z4OjQtHdvrCYIgTFPGPIVJKXWWx7nLjmOKp4FLrM+dgxnNsFkOPKWU8imlApjpTi++DnMnjJS2NssSASGcxJw2q5KLl9YBZjH0B97QUjLGXqXeeiTmOPTLmgpXu5c3VxD0Kfb1Jdh+NM5wOkdTZaCkfazteP5x36CzKr68aOX8DXNNJ/v5/UM8uae/4HM2dRV+VrZGSGY033nS7OtvO/BuLlpqbp73881m5PNsjzFvWW6OeW6fueneGxeUrq+8bYW5d8xu6/ufs7B0zPpFtVQEDGe/hQuW1JWIlbPmVRfUYKxfXFsQNQEzXckdBVi/uLZE0LRWBzm7Lf9dLlhS62xYZ1Nb4Xe+v2lfXUFXLIBI0Mdbl7vH1DrF8TYhv+EITYBzF9Y6gsHGntfeR+N1k83Ak7fAbefCKw9AIAIXfhH+ejNceCNU1B97DkEQhJOI8aiB+L5SapX9Qin1QeD/Hsfn7wMSSqlngG8Cn1VKfU4p9W6t9SvA3cBzwOPAD7XW28bQ9nFBo0lirgxKDYRwMqOU4qvvXMT/e/cSfvjnp5YU0EJ+RfqZ9gFePmSmsBSn5gR8hlOUffMj+wBYPadwtRvgwiWmWLlvSzdDySzz6kIFhcZgdhlaM6eKRCbH/r4kkaDhpAe5ucTl1AZ9ivMWlW7+9a6VjfgtB91vKDac2lgy5rxFtSyw6jOCPsUVq0qjpG31Yd5mOdohv+J9Z5QKreqwn+vWzQbM1rTXnNVaMsZnKP7PRfPxGaYI+ugbZ5eMUUpxw8Vt1FX4aa0OcP25c0rGANxwURtt9SEW1If5q/PmeY756wvmcdqsSk5tjfCZC7zHfHL9PM5ZUMMZc6v4mwvne465/k1zePOyOta1VXPDxaVj7F3JBxPpkveOm84d8J9vhkf+AbJJWP0B+PQLcPGXIFT650AQBEEApbUe2wmVWgz8DPhzzAjBh4FLJ6vV6tq1a/WmTZsm49IOfbEUh29ey2nGPrrf83MyzadNqj2CMJVJZ3O86/ubnfatCvjV9aupjxSm8Pxyew//+HC78/qmdyzknUUOu9aaj/30VSf68JdvmsNH1pU60c/vH+Sv79tJTsP1587xdLQzWc2ND+xi04EhPnP+PK7ycOoBfvdaLw9u6+Gy05qcaEMxRwdTPLCtm7PbqjljbmmUwr4PT+0dYFFDRUn9g5vd3cM0RPwl98fNUCKD36eoCJTfp8PueOQ3pn6b6Z9v7uJffr+fD65r45+uXHXsD5Tj5Z/Cg39jFkfXzofLvmUWRQuCIEwD2tvbufTSS8dqw7jj+sd/zNu4aq33KKU+APwCOAC8XWt9Uu+fJl2YBGH0BHwGV61p4fY/HAHgrcvrPZ3jt6+o52cvd/JKR5xlTRUFqTE2dsTj1icO0lQZ4GqPVXqAs9tq+MHVp9I3nPFMOwLw+xTfvGIZWuuSVCE3b13ewFuXN4z4HWfVBPl4mZV+m4DP4OKlx06dWVJU0+BFcZqQF9NBONhUWS12h040ApHNwENfhOe/b75e9T649BYIef/2giAIQiFjJiCUUlswfWWbBsAH/EEpxXHsAzHj0FqT1FYKU0YEhCAci+vWzTZ3mE5k+KhHxABMB/s/rlrBjo4Yp7RUOjsVFzO3NsTNly055jWLuwqVYyTxIEwMr6sGIhWHe/8CXv0V+ILwzpvhrOtkg09BEKYl2WyWj3/84zzzzDPMnTuX+++/n4qKYy8svV7GMgJxPHs9nFRoII6Z86wyJ3UwRhBGhd+nnPz+kQj7jbIpQMLMpdoWEMPHGYFIDMLd74UDf4BwHXzwJ7Dg3HGwUBCEk4qvlNbEjc28x87+37lzJz/+8Y/5/ve/z/ve9z7uvfderrnmmvGxx8WYCQit9b6xmmsmMmwLCHsXU0EQBOGEyEcgjkNApGLwo/eZ4qF2PlxzLzSvGCcLBUEQJoZFixZxxhlnAHDWWWfR3t4+Idcd8xoIoZSc1sS1RCAEQRDGAltADI02hSmThB9/EPY/CzVz4doHoX7h+BkoCMLJxSgiBeNFKJTvLOjz+Rgenhg/czzauApF5HIQw+yiIhEIQRCE14fTxnU0KUxaw4Ofhb2PQ1WruZO0iAdBEITXxbgJCKXUe6yN4E56slrnU5gkAiEIgvC6CPkVAZ8imcmRzGRHHvzMd+Clu8FfAVf/DzQeu6BeEARBGJnxTGH6MOBTSv3KPqG1vm0crzdlyWZdKUwSgRAEQXhdKKWoDgfojaUYSmQIVZXZ32Lvk/DbvzePr/wezDlj4owUBEEYZxYuXFiwB8QNN9wwYdcezxSmzwKvAFtdj5OSrNbEJYVJEARhzKgJHyONKd4LP78e0HD+DbDy8okzThAEYYYzbhEIa0O5e4FrgErMbqZPjNf1pjLZnJY2roIgCGNITYW5uaDnXhBawwOfgaHDMG8dXPSlCbZOEARhZjPeRdQfA/qBm4C943ytKYt0YRIEQRhb7N21PXej3n4/vPIAhGrgPd8HnzQcFARBGEvGW0B0AGEgB7SM87WmLJmsln0gBEEQxpCasBWBGC6KQCQG4NdfMI/f9g/ScUkQBGEcGO9lmbuBJPB54PfjfK0pS05rVxvX2CRbIwiCMP2piwQB6IklC9945B8hetRMXTrz2ok3TBAE4SRgXAWE1nq7dfiZ8bzOVCeb0wzoKgCM5ORtNiIIgjBTmF1rLsocGUjkT3bugE23g/LBZd8CQ7Y6EgRBGA/GTUAopW7CLJx20Fp/dbyuN5XJak2fLSAS/ZNsjSAIwvTHERD9rrqyR74KOgdr/wJaT5skywRBEGY+4xmB+In1HMaMQNSN47WmNKlMjl6qAUtAaA1KTbJVgiAI05fZtRUAHLYjEPufg1d/CYEIXPiFSbRMEARh5jNu8V2t9avAOuBLwH9prd8zXtea6iTSWRKESBFEZZPSiUkQBOF1MrvOjEActiMQj/yj+Xzup6C6dZKsEgRBODkYNwGhlNoEXAzcCdQppS4Zr2tNdRLpHABRw4xCKEljEgRBeF3Mr48Q9Bkc7BsmtvsZ2PcUhGrhTZ+abNMEQRBmPONZYfYd4DGg0Xo0j+O1pjSJdBaAmK8WACPRN5nmCIIgTHuCfoMVs8xFmeRjt5gnz/4LCNdOolWCIAgnB2NWA6GUekprvV4pNYRZPO1O8tda65qxutZ0wxYQQ/56SIMv3kkGKfATBEF4PZwxv47hw9toOPBb8IXgnL+cbJMEQRBOCsZMQGit11vP1WM150whmjQ3OhoIzYZh8A0emGSLBEEQpj/vPH0Wa154EID46R8kUnXS7lcqCIIwoYz3RnIC0BNLATAcmQv94Bs8OMkWCYIgTH/OacmQ9T1DTisu23QGevdjBP0GPkPhMxSGMp99SqEUBecN67XfMAgFDEJ+g5DfZz4HXMd+g1DA5/l+OFB4Luz3Oe/5DOm0JwjCzGXGC4hXO4a46P89isbsngqg0Widfw2gtXY2rdA6P8Ycb4/VrvfNz7jfd8+Ba0wsZaYwZWvmwWHwDe4fp28rCIJw8mBsuh2DDJsi57GnvwXdHZtskxz8hiIc8BAh7nNuEWKJmHCRWHFeF4magN8g6DMI+Az8PuUcB3wKv89+zxRMStqGC4Iwxsx4AZHK5GjviU+2GVQFfcxZshp2QKBrq+wFIQiC8HpIJ8xdp4G17/8ym2et4+hAglQ2Ry5nbuCZ05pcTpPNafN1DnLaPjbPZ3KaVCZHMpMlmcmRSGdJpnMkXefM19axNSblOk4Wfz6TI5PTRJMZosnJvU1KYQoLQxHwmyIjaImOgM9+rRwhEvAVCpOAz7AiNcr1bL7ned5+7XrfUPZro2i8GQEqHl9w3rBFEK7oUT6CZNiRJlU8BhFOgjCOzHgBsby1mvv/z4UopVDkfXaFKvDflfWPjXK//v/Zu/P4uK7C7v+fM7uk0WixNsuyJe+J7TiEmCYhTtrSEMwSEkqflCYpJbRNoAVelKeU0rKV9oEH+kAhpTQNhaaBPumLp/xoCIQ00BAgCwQ7DrFjO7ZsS15k7fsy+/n9Ic31jDSSR7FGM5K+79frZu5y5twzcyXnfnXuuTetjJn6T6rE5Pbz/0CZtPekVqSXGeztweOCpL8S93gP7pEzJEJr8/rZRYqWtbhHzkAyRiLUDC73jCImMoK/7b/xDJ4gWVbPxNZbsN6yGeXc/a34zv0Ck4wRaf717L9X8TC+c3txjfcQr7mU+KpLsjbLNXIWb98REmX1xGu2Zw35JjyAp78V6y0hXrMNTJab2SXjePqPAoZ49Zasnw+bxD3UjklEiVdtBFf2f47NRD+u8ACJ0Dpwe7OWITaBe6yLRPmaWcuYyMhkPcHVc9bjCveTLK0Fty97GWtxjXWTLKmevZ54BFd4gGTJqtnLJBO4JnpJBqpm31cygWuij2SgcmaZ5/8Nxvtg9eXQ/GrKjaE8MMu+Fpm1lljCEoknCMdmBpFwlkAyuX3aayqYxJKE45nBJpqwxBNJYokkscRkCIonJ+dj8STRqW1JO/mHtCjAVG/4SmEMuE0qZEzNpy9P9c64TbaQgnMJnDEGt4upkJK6DA4nzKS/1zC5Pv2cIrXsmjopmL4udZ4wuTx5HuFyAaSCULZyU3W7MtfPvf/0cpl1M71NWd6fcZ5jzt8pZ8b51bTzp1SZyU+Uea6UXu9USWddet1O2ennWTnUfb5s5jld6rtIfy9Z3pvT+WN63fP4fNO/m/Q6U/uavo5s5dI2mizl09szvVxqpq48MHMHcyi6AGGMcQFfBi4HIsAfWGtb07b/IXA3EAf+xlr73bnq83tcbKgN5rHFuRl1Tx6h6JqrCJz4LwLHvsvYlbpjyIKzFmySyWvIkufXTc6AtRgylzPeS2pKW04rYzKWbdp7Ui8z32/Sy2dpD3O0x8yob5qMf1Ey/3WxmFnK5fZ+Zn3/9PUGExvFNdaNa6IPV3gIE58gWVZLvGI98erNWH8IExvDd/op/O0/wn/6p7jHewBIBBsZ+rX/RbTp1QB4eg5SduDrBE48iomHnV2VHPp3+m/+BtZfgYmNEzj+fUoO/z98XfvPf+af/S0Dr/sS0XW/OllX9wuUHvp3Aif+C1d01Ck3tuN3GbnmQ+D2YsIDBI4/Ssmxh/F17nPKhFt+g6HXfBbrC0I8TODEY5QcewjfmWcwdvJELFq3k6Hf+ByJinVgk3g79xNo/R6BE4/inugDIF61kcHXfpF49WawFk/PAUpe+jaBkz9wvoN4+RqGfv0zxBpfBYBrpIPAyR8QOPkY3nP7MFgSpXUMveYzzvfkmuib/C7b/hv/macx8TCJklWMXvU/mdj6m2AMrrFuAiceJdD6iPM9JQOVjFz9ISa2vgWMwUSG8bc/TuDEf+E//SQmESXpr2Dkmj9jYutbJ49xbAL/2Wfwtz+Bv/1HuMe7SfpCjF75x4xf9rvgcmOio/jbHidw4lH8p386WY8vyOiV72V859sng1Y8jP/M0/jbfoi/7Ue4w/1TZd7D+M53TO4rHsF/9mn8J3+Iv+1xp8zYFe9i7BW/D8aFa7wXfvzZyQN17ftn//kuEGMMPo/B53Exz/8nL7hE0k6FjMlwEU+kwkXm+lgi6QSP+NRyaj5hz/fWJBKTvSvOsvM6tT4xy/qp5WS29yVmry+eON+TlLSTPUt2qj2J5OSlxud7m873MKUuU45bC8ks/3aKSIa2//3GeZU3NttJSQEZY34TeLO19h3GmKuBD1trb57a1gD8ANgFBIAngV3W2lk7iXft2mX37t27CC2fW2dnJwC+0z+l+nt/QNJbxtBrPkt09S6st3Tyf642iUnGIZkAG8ckE+fnbRKmthk79Tq1LX1dxrw9XyajrunzGesSkydHc+5r+vbk+TbaZMZJvMlYPj+fUXZqvXHmM+sxZNaZ2ubUQVqdUpSSgUpMeCgtvEGiZBUYl3MSHWn8FdwTfXgGjjtlIo2/Qmz1qwgc+y6e4XYSwUbiVRvxdu13AkHSW0ak5Tcw0REC7T/CurxE11yDe+QMnsETTl2xmu0kQk342x7HJGPEqjZjAxV4O/c7gcB6AkTrX4m3+5e4YmPEy5tIVK7H2/U8rujIZBmXh1jNdtwjZ3BP9JH0lhJtvApvz0HnswAkgmsgGcU93oP1BIisuQbPwAk8w+3ny5RO3jXIPd6NNS6iTa/GNdaNt/+oU8a6vCQDkz2X1riIrrkGV2QQT8+hjO8zGahynjETq9mOdXvxdr/g/F5Yt4+kv8JpY7T+FWDceLt/OfnvDpOhMxmowh3uP1/G5Z0sk4ie35enBFd88gnQsarNJEuq8HXuxyRjTj02UHm+PasuJekP4ev+ZUYoTPqCznGM1Wwj6a+Y/K6n6p5RZtUlJAPVU2XGoelV8M7HmPpzrYjD2qnAkZwKF2nLqQCStFOBI5ktgFgSyWnbZ3l/eplUcElOjYm0U+uSU2Mrk/b8+Mlk+rbUe50y2eo4/zrj/c7Yzpn7Y6rt6XWnxmwmk1Ov1mauT6sHJr8bZx9kjilNjflMfe+Z2zPHizLVDsD5rjKW097LjLGo08eqnq/7/LrMulNttGltTLXhQnWnFqZ/3sy6L9CGrJ+ftPJp29LqcL7b6euynLJn7J+Z5dLbM3s5y96PvHZef4kpxgDxeeBZa+2/Ty2ftdaumZp/M/AGa+27ppa/DXzKWvuL2eortgCBtVT88E8oOf79wjZoGbOYyUA29ddxIO0vlJN9oOf/Op/qS0wvN/19mf2gNnV9Wlp955ks+z2/bM3095iZdUx7v53RntQHzfgnJ+M7SD+xnLXcXL/7s9Y9/f2TQc56S0mU1pMsrSHpr8B6ArjHuvAMHsczcBwTD2ONm1jdTiItryGy7nri1VvBJijb/08E9/6DcxKf9IWYuPS3GN9+m3M5kmukg6rv351xYh2tfwUTl95KeOPrJ0O4tZQ/8xnKXvgXp0zSX8HEJW9l/NL/QaJyAwDezv1UPvZe50TaGjfRNdcwseUmIi03YH1B3INtVH3/bjxDbU5dsdodjF/yVsIb9mBLqjGRYSqe+AsCJ3/glEkEG5nY+HrCm95IvGYbJj5B6Ccfo+TYw+fLBKoJb7mZic03TV4ClYwT3PslgvvvPd9uTymRddcT2XAjkXW/ivWWEvzFPZTt/6fzgWAqKIVbXkOk+TUky+oIHPsOoac+hSsy6JSJrLue8KY3Emn+NaynlMDRhwg9+UlcsbHzn7/xVYTX30hk/Wsn63np21Nlzo8fi9btJNL8a0Saf534qkvxn3qC0E8+jnusa+onwxBbvYvwxj2E199IsqwOf9t/E3riI04ggclwE15/A5H1NxCv2oy/7YdU/PijGQ/YjNVsmyrz2sky7T8i9OOPOL06AKy/Hm65FyrWICIiF23JB4h/Br5lrf3+1PIpYIO1Nm6MuQO4zFr7oaltDwAPWGt/OK2Ou4C7ANatW3dle3s7heYECIBknNIX7qek9XvONdDYJBgX1uWZvF7aeLAuNxg3uNxY4568RjptPts6jDvzfc46z4x1GfOp9zn1TtvHjO2eqfZOthWXC2s8Uxf8uWDqJN6mlo0LcDnbbfoJvrPdTK0/Xw7jmhYIptfhyqyjyC5lECavYx/vJVky+7XurtFOvH2HSforidXuyH7dfCKGr3MfJjpKfNXWWccQuQdP4uk/RrK0Zqqumfs0kRF8557FurzE6nZiA5VZ9hfFd24vJjY++/6sxdv9Aq6xLhIV6yZDUZafQU/fEdxD7STLVhOruTTr53MPtuHpP0qypJpY3c6s7XaNdODtfRHrK59st7d05mcLD+A7tw/rLSVWuwPrn/kMTzPRj69rP9btI1Z3efYy4UF8nc9hXW5itZdhS6pnlomO4ju3F2sM8ZrtJEtrspZJXYYVq90+Ob4iW5nOfRibJFaznWTZzOc5mNgY3s7nMMk4sVXbqNt0+YwyIiLysi35APF54GfW2m9OLZ+x1jZNzb8Z2GOt/aOp5W8D/8taO2sXQ9H1QIiIyEVraGgodBNERJaTeQWIYrxw9CngDQBTYyAOpG17FrjOGBMwxlQAlwIHF7+JIiIiIiIrU9HdhQn4NvBaY8zTTKahO40xHwBarbXfMcbcA/yUyfDzl9ba8Bx1iYiIiIjIAiq6AGGtTQLvmrb6SNr2rwBfWdRGiYiIiIgIUJyXMImIiIiISJFSgBARERERkZwV3V2YFpoxpgco/H1coQboLXQj5KLpOC59OobLg47j8qDjuPTpGC4PAWvtjlwLF90YiIVmrZ150/ECMMbstdbuKnQ75OLoOC59OobLg47j8qDjuPTpGC4Pxph5PfNAlzCJiIiIiEjOFCBERERERCRnChCL575CN0AWhI7j0qdjuDzoOC4POo5Ln47h8jCv47jsB1GLiIiIiMjCUQ+EiIiIiIjkTAFCRERERERypgAhIiIiIiI5U4AQEREREZGcKUCIiIiIiEjOFCBERERERCRnChAiIiIiIpIzBQgREREREcmZAoSIiIiIiORMAUJERERERHKmACEiIiIiIjlTgBARERERkZwpQIiIiIiISM4UIEREREREJGeeQjcg3/bs2WMfffTRQjeDzs7OQjdBRGTZaGhoKHQTRESWEzOfwsu+B6K3t7fQTRARERERWTaWfYAQEREREZGFowAhIiIiIiI5K8oAYYy5yhjzRJb1NxljfmGMecYY84cFaJqIiIiIyIpWdIOojTF/BvwuMDZtvRf4O+BVU9ueMsY8bK3V6GQRERERkUVSjD0Qx4HfzLL+UqDVWjtgrY0CTwLXZavAGHOXMWavMWZvT09PHpsqIiIiIrKyFF2AsNZ+C4hl2RQChtKWR4CKWeq4z1q7y1q7q7a2Ng+tFBERERFZmYouQMxhGChPWy4HBgvUFhERERGRFWkpBYjDwGZjTLUxxgdcDzxT4DaJiIiIiKwoRTeIejpjzG1A0Fp7nzHmA8B/MRl8vmatPVvY1omIiIiIrCxFGSCstW3A1VPz/zdt/cPAwwVqloiIiIjIileUAUJERLILh8MA+Hw+XK7sV6GOjo4SDocpLS0lEAhkLWetZWBggImJCfx+vzN5vV6MMcRiMU6fPk08Hsfr9RIIBDImYwzRaJTTp08zOjpKIBCgtLTUmVJlkskk/f399PT0MDExgdfrxefzZUzWWk6dOkU0GsXj8eD3+536UvuLRqO0t7czNDREIBBgy5YtbNiwgZKSkrx+3yIiMpMChMgisNY6UzKZdObnKn+h+l7ue19uvfOp2xiDMQZrLeFwmHA4TDwep7S0lPLycvx+P8YYp/zExAQdHR10dnbi9XqprKykqqqKUCiEz+cD4Pjx4zz33HMMDw/j9XqpqKggFAoRDAYpKysjGAwyODjIs88+S0dHB4lEglAoREVFBRUVFZSWljonmwcOHODo0aNEo1FKSkqoqKigsrKS8vJyAoEAPp+P1tZWDh06xPj4OG63m4qKCqqqqqioqCAYDGKMobOzk0OHDjEwMIDX68Xv9zsn0CUlJZSWluJ2uzl79izt7e2MjY0RCoUoLy8nGAw6ZcPhMIcPH+bcuXMYY5y6AoFAxsl9b28vHR0dzvfm8/koKSkhEAg4r319fUy/fXWqLWVlZZSUlDA8PExPTw/xeDzrsfP7/cTj8azb08vEYjESiUTWMi6Xi9LSUiYmJmYtc7GMMWzZsoUrrriCK664gle84hVcccUV6O57IiL5ZS7mZGMp2LVrl927d2+hm0Fn58p73l3q5HF8fJyJiQlnisViRCIRYrEY0WiUaDQ6Yz61fXrZWCxGPB4nmUwSj8dJJBIZ89mmVPn0+fT3pl7TT/Knn+ynXoGMsunbU58523bJ5PV6CQaDuFwu4vE4Q0NDs5ZNnVBHo9FFbGHx8ng8uFyuOb+PVKCYmJhweiyySQWrSCRCJBJxfsdg8ntfs2YNgUDA+T1M1ReJRJwyTU1NVFRUZPyuj42NZbSvqqqK2tpaSktLs/6uJ5NJmpqaKCsrIx6PO6Eztb9wOIzL5aK5uZnq6mrC4TADAwOcOHEiazhZs2bNjFDR0tKSEVpFRCTDvP6BVIBYJEslQCSTSYaGhujv72dkZITh4WGGh4ed+dHR0RnL6eFg+iSZXC6X89f51DSbC53sXMzJUD73O713JXUJisfjYWxsjJGREeckNcXr9bJ69WoaGhpIJBIMDg4yMDCQUbampoarr76a2tpaotEoIyMjDA0NMTY2xtjYGKOjo/h8Pq688kq2bNmC2+12fn6HhoYYHx9nfHycWCzGJZdcwmWXXeb8hXxwcJDBwUFGRkacE+Q1a9awc+dOqqqqiMfjDA4OMjQ0xODgIKOjo1hrCYVCvOIVr6C2tpZEIuH83KdOpFP7a2xspLm5mfLycuf3Z2xszGmTy+XikksuYd26dRhjnJPo1Il9JBIhHA4TCoVobm7G7XZn9O6kn2yHQiEaGxudy5aSyaRzUp/aX3l5ObW1tQQCgRnHL5lMEolEMMZk3Z4qEw6Hcbvd+P3+rGXi8Tjj4+NO78lCa2hoIBKJ8OKLL7J//37279/P888/zy9/+UtGR0dnlK+srGTnzp1cfvnlzuv27dspLS1d8LaJiCxBhQ8QxpgyIGytzU+/9TwoQEye0A0NDXHu3Dk6Ojro6Oigq6uLvr6+GdPAwMCCXm6Q+kto+pS6zjp1/XNqfvq6VLnp8263G7fb7fwl1uPx4Ha7M+anl5mrvMvlynpin1qXeoXMADB9fq7tFwoLK004HHZO8lwuF5WVlbNez59IJIhEIpSUlOg7FEdDQ0PW9clkktbWVidQpMJFd3f3jLLGGDZv3uyEilSwSAU5EZEVZPEDhDHGBbwNuB14FRAB/EAP8AhOQyB8AAAgAElEQVRwn7X22EXv6GVYKQEiEonQ3t7OyZMnOXnyJCdOnKCtrc0JDPPpDQiFQs7156nrtVOv6fOhUIiysrKM671TIWGuwZsiIhdrtgCRjbWWc+fO8cILL/DCCy/wy1/+khdeeIEjR45kHedRUVHhBIpUqNixYwdlZWUL+RFERIpJQQLEj4EfAg8BB621yan11cCvA7cB37bWfuOidzZPyzFAdHd3c+DAAV588UVnOnnypHMdfjbBYJDGxkZWr15NY2Mj9fX11NTUsGrVKqqrq1m1apUznxq0KiJSrOYTIGYTiUQ4fPhwRqj45S9/OWMQOkz2VmzcuDGjt+Kyyy5j/fr1+kOJiCwHBQkQXmtt7GLL5MNyCBDt7e089dRT/PznP+fnP/857e3tM8q4XC7Wrl3L+vXr2bBhA+vXr2f9+vU0NTXR2NhIeXn5xTRfRKSoLESAyMZaS1dXlxMoUqHi8OHDWXsrSkpK2L59O9u3b2fHjh3OtGbNGl0GJSJLSUEChLEXqCiXMvmwFAOEtZbnn3+eRx55hMcee4yjR49mbA8Gg1x22WXO/7C2b9/O5s2b8zJQUUSkGOUrQMwmGo3O6K148cUXM26rm66ioiIjUKSmmpqaRW23iEiOChIgngC+BTxkrT2Vtt4H7AZ+D/iRtfb+i97ZPC2lANHb28s3v/lNHnzwQVpbW531oVCI3bt3c/XVV3PVVVexbds2PB49wkNEVq7FDhCz6e/v58UXX+TgwYMZU39/f9by9fX1M0LF9u3b1UssIoVWkAARAN7J5CDq9cAgEADcwGPAP1hrn7/oHb0MSyFADAwM8Hd/93d8/etfd+7ZXltby5vf/Gb27NnDVVddhdfrXaymiogUvWIJENmkLoOaHioOHjzI2NhY1vc0NzdnhIpt27ZxySWX6DazIrJYCnsbV2OMF6gBJqy1gwta+ctQ7AHiueee484773RuMfia17yGt7/97bzmNa9RaBARmUUxB4jZJJNJTp06NSNUHD58OOuDAY0xNDc3s23bNi699FLn9dJLL6WysrIAn0BElrHCPweimBRzgDhx4gR79uxhZGSEV73qVXzqU59ix44dBWidiMjSshQDxGzi8Titra3OpVAHDhzg0KFDHDt2LOvAbYDVq1fPCBbbtm2jtrZWg7dF5OVQgEhXzAHirW99K08//TR79uzhK1/5isY1iIjkaDkFiNnEYjFaW1s5fPgwhw4dcl6PHDniXO46XXV19YxQcemll7J27VoFCxGZiwJEumINEHv37uWmm26isrKSp59+mqqqqgK1TERk6VkJAWI2yWSS9vb2jFCReh0eHs76nmAwyCWXXOKMrdi6dStbt25l06ZNuoOfiMA8A4T+5F0g3/jG5DP17rjjDoUHERHJmcvlcp7188Y3vtFZn3ridrZg0dPTw969e5n+BzWXy0VLS4sTKNKn1atXq9dCRLJSD8QiSe+BSCQS7Ny5k/7+fp544gm2bt1awJaJiCw9K7kH4uXo7e11wsRLL73kTCdPniSZTGZ9T3l5OVu2bJkRLLZs2aK7Q4ksP8V1CZMxpsFa+/Ifw3yRijFA/OIXv+DNb34zLS0tPP300/oLj4jIPClALIxIJMLx48czQkVqmu1ZFgBr167N2muxdu1aXC7XIn4CEVkgRXcJ01eBN16w1Ary7LPPAnD99dcrPIiISMH4/X62bdvGtm3bZmzr7e2dESqOHj1Ka2srp0+f5vTp0/zwhz+cUd/GjRvZtGkTmzZtYvPmzc5rU1MTbrd7sT6aiORR3gOEtVbhYZrnnnsOgCuvvLLALREREcmupqaGmpoarr322oz18Xictra2rL0WnZ2dHDp0iEOHDs2oz+fzsWHDBidUpAeMdevWKVyILCEaRF0A+/fvB+AVr3hFgVsiIiIyPx6PxwkA6YO4AUZHR2ltbaW1tZVjx45lzJ87d44jR45w5MiRGXV6vV42bNgwI1hs2rSJ5uZm3eZcpMgs6BgIY4wfeCvQQlo4sdZ+csF2Mk/FNgaiu7ubyy+/nPLyco4cOaJrRUVEXgaNgVh6RkdHOX78+IyAcezYMTo6OmZ9n8fjoaWlhQ0bNsyY1q9fr6dyiyyMgo6BeAgYAvYBkQWue1k4duwYAFu3blV4EBGRFSMYDHL55Zdz+eWXz9g2NjbGiRMnMkJFKmicOXPGmc+mqqoqa7DYsGED69atw+v15vujiaw4Cx0gmqy1exa4zmUl9Q/gpk2bCtwSERGR4lBWVsZll13GZZddNmPb+Pg4J0+e5MSJE85r+jQwMMC+ffvYt2/fjPe6XC7WrVs3I1ikplWrVulmJiIvw0IHiKeNMZdZaw8scL3LRqoHQgFCRETkwkpLS9m+fTvbt2+fsc1aS3d394xQkQoaZ86coa2tjba2Nh5//PEZ7y8vL6e5uZnm5mZaWlqc+dRyXV2dAoYsCW1tbezZs4errrqK/fv3s2XLFh544IG8PbNloQPEbuBOY8wJJi9hMoC11u7MtQJjjAv4MnD5VB1/YK1tTdt+D3AtMDK16mZr7dACtT/vjh8/DihAiIiIXCxjDPX19dTX13PNNdfM2B6JRGhvb5+192J4eJiDBw9y8ODBrPUHAgHWrVs3a8BobGzU3aMkQ74CZy5jll966SW++tWvcu211/LOd76TL3/5y/zpn/5pXtqz0AFiD1Oh4SLquAUIWGuvMcZcDXwOuDlt+yuB11lrey9iHwWjS5hEREQWh9/vZ8uWLWzZsmXGNmst/f39tLe3O1NbW1vGcn9/P0ePHuXo0aNZ6/d4PDQ1NWUNGM3NzTQ1NREIBPL9MUWAyQc8pm67fMcdd3DPPfcUd4Awxjxprd0NvEhmeEiFidA8qtsNPApgrf2ZMWZX2n5cwGbgPmNMPfBVa+3XLrb9iyUajXL27Fncbjfr1q0rdHNERERWLGMMq1atYtWqVbzyla/MWmZkZGTWgNHW1kZXV5dzidSPf/zjrHXU1taydu1ampqaWLt2bcbU1NTEmjVr8Pl8+fyosogW8u6m8zW99yOfl98tSICYCg9Ya8sXoLoQk3dySkkYYzzW2jhQBvw98HnADfzIGLPXWvtCegXGmLuAu4CiOlE/d+4c1loaGhp0VwgREZEiV15ezo4dO9ixY0fW7eFwmFOnTmXtvWhvb+fs2bP09PTQ09PjPER2utRlWNODRfry6tWr9SwMuaBTp07xzDPPcM011/Dggw+ye/fuvO1rQX8ajTFXWmv3TVt3k7X24XlUMwykBxHXVHgAGAe+aK0dn6r7cSbHSmQECGvtfcB9MPkciPl9ivw5c+YMAGvWrClwS0RERORiBQKBWS+RAkgkEnR1dXH69GlnOnPmTMbyuXPn6OzspLOzk1/84hdZ63G5XKxevXpGz0VjY6Pz2tjYmLcBs7I0XHrppfzrv/4rd999N5s3b+bd73533va10HH2K8aY30vdhckY8zvA+4H5BIingJuAb06NgUi/o9MW4N+NMa8EXExe7vSvC9LyRXD27FlAAUJERGQlcLvdzsn9VVddlbVMPB7n3Llzc4aMrq4uzp49y9mzZ/nZz3426/4qKyud/aUHi/R5XQWxfLlcLu69995F2ddCB4jfAv7DGHM7kyf3bwdunGcd3wZea4x5mskxFHcaYz4AtFprv2OM+TfgZ0AMeMBa++LCNT+/1AMhIiIi6Twej9OzMJtoNEpHR0dGwOjo6HCms2fP0tHRweDgIIODgxw6dGjWuowx1NXVzRkyVq9eTU1Nje4wJbNa0ABhrT1hjHkb8J/AaeBGa+3EPOtIAu+atvpI2vbPAp+92LYWQqoHoqmpqcAtERERkaXC5/PR0tJCS0vLrGVSd5VKhYn0YJE+39XV5Uz79++ftT6Xy0VdXR0NDQ0XnEKhkJ6XUWAtLS2z3o44HxbqLkwHyLz7UjWTg5x/boxhPs+BWM5SPRAKECIiIrKQ0u8qtXPn7Kdd8Xicrq6uOUNGZ2cnvb29ztiMCwkEAjkFjfr6et3WdplYqB6INy1QPcuaxkCIiIhIIXk8HtasWXPBc5FYLEZ3d7cTIuaaRkdHndvZXkhlZSX19fXU1tZSV1dHXV3drPPV1dW6jKpILdRtXNsXop7l7ty5cwA0NDQUuCUiIiIis/N6vTkFDYDR0VG6urpyChupcRovvfTSBet1uVysWrVqzpCRPl9ZWalLqRaJbiq8SMbHxxkfH8fv91NRUVHo5oiIiIgsiGAwSDAYZOPGjXOWSyaT9Pf3093dTXd3Nz09PRmv0+f7+/ud52jkwuPxOIGitraWVatWUVNTM+drWVmZQsfLoACxSFI//DU1NfpBFRERkRXH5XJRU1NDTU0N27Ztu2D5WCxGX1/fnCEjfX54eJhz5845V3zkwu/3Zw0Wc4UODRpXgFg03d3dANTV1RW4JSIiIiLFz+v1OgOwcxGJRDJ6Nfr6+ujt7Z31tbe3l3A47Awiz5XH48kIFNXV1VRVVVFVVeXMZ1tXWVm5bMZ05C1AGGP+J7Brah/PWmv/Nl/7WgpSPRC1tbUFbomIiIjI8uP3+2lqaprX3S7Hx8cvGDSmv46NjTm3wp2vioqKWQPGXOvKy8uLqtcjnz0QLmvt7wAYY/5PHvezJChAiIiIiBSX0tJSSktL53yQ33ThcJi+vj4nUAwMDDhTf39/xmv6/ODgIENDQwwNDeV0x6p0brfb6cVITRUVFRmvs81XVFQQCoVwuVzz/HZml88Asd0Yc9vUPlYbY95grX0kj/sragoQIiIiIktfIBDI+Q5V6RKJBENDQ7MGjLnWjY2NOZddvRzGGEKh0Kxh45577plXffkMED9Kq/8xoCaP+yp6qQChMRAiIiIiK4/b7aa6uprq6uoL3rFqumg0mtGLkbodbmo+27r0+ZGREaf349SpUzPqL6YA8RLwu0ApYK2178zjvopeahC1eiBEREREZD58Ph/19fXU19e/rPcnEgmGh4dnDRjzlc8A8QdAJ/AZ4PfyuJ8lIdXlpAAhIiIiIospNYaiqqpqQepbuNEUM3UBASAJrPjrdjQGQkRERESWg3z2QPwbEAH+DHg8j/uZU2dnJ5/+9Kex1joTkLG8GOva29sBjYEQERERkaXNpE52lytjTNF8wNWrV/Pcc88VuhkiIkterg+WEhGRnMzrIRN56YEwxnwcyDhxt9Z+Mh/7upD6+nre8Y53YIzJmKbauWjrRkZG2L1792J/fBERERGRBZWXHghjzNap2QDwPqDSWvvWBd9RDnbt2mX37t1biF1n6OzsLHQTRESWDfVAiIgsqML3QFhrXzLG/C7wRuDvrbVP5WM/IiIiIiKyuPJyFyZjzF7g14GvA5XGmDfkYz8iIiIiIrK48nUXpr9ncgzEqqnleXWLiIiIiIhIcVqQAGGMedJau9sYM8JkcEgPDNZaG1qI/YiIiIiISGEtSICw1u6eei1fiPpERERERKQ45fNJ1CIiIiIisswoQIiIiIiISM4UIEREREREJGdFFyCMMS5jzL3GmGeMMU8YYzZN2/6Hxpi9xpifGWPeVKh2ioiIiIisRPm6jevFuAUIWGuvMcZcDXwOuBnAGNPA5JOtdzH5lOsnjTE/sNZGCtZaEREREZEVpOh6IIDdwKMA1tqfMRkWUn4FeMpaG7HWDgGtwM7Fb6KIiIiIyMpUjAEiBAylLSeMMZ5Zto0AFdMrMMbcNXWZ096enp78tVREREREZIUpxgAxDKQ/T8JlrY3Psq0cGJxegbX2PmvtLmvtrtra2vy1VERERERkhSnGAPEU8AaAqTEQB9K2PQtcZ4wJGGMqgEuBg4vfRBERERGRlakYB1F/G3itMeZpwAB3GmM+ALRaa79jjLkH+CmT4ecvrbXhArZVRERERGRFKboAYa1NAu+atvpI2vavAF9Z1EaJiIiIiAhQnJcwiYiIiIhIkVKAEBERERGRnBlrbaHbkFfGmB6gvdDtAGqA3kI3Qi6ajuPSp2O4POg4Lg86jkufjuHyELDW7si1cNGNgVho1tqiuI+rMWavtXbXhUtKMdNxXPp0DJcHHcflQcdx6dMxXB6MMXvnU16XMImIiIiISM4UIEREREREJGcKEIvnvkI3QBaEjuPSp2O4POg4Lg86jkufjuHyMK/juOwHUYuIiIiIyMJRD4SIiIiIiORMAUJERERERHKmACEiIiIiIjlTgBARERERkZwpQIiIiIiISM4UIEREREREJGcKECIiIiIikjMFCBERERERyZkChIiIiIiI5EwBQkREREREcqYAISIiIiIiOVOAEBERERGRnClAiIiIiIhIzhQgREREREQkZ55CNyDf9uzZYx999NFCN4POzs5CN0FEZNloaGgodBNERJYTM5/Cy74Hore3t9BNEBERERFZNpZ9gBARERERkYWjACEiIiIiIjkrygBhjLnKGPNElvU3GWN+YYx5xhjzhwVomoiIiIjIilZ0g6iNMX8G/C4wNm29F/g74FVT254yxjxsrdXoZBERERGRRVKMPRDHgd/Msv5SoNVaO2CtjQJPAtdlq8AYc5cxZq8xZm9PT08emyoiIiIisrIUXYCw1n4LiGXZFAKG0pZHgIpZ6rjPWrvLWrurtrY2D60UEREREVmZii5AzGEYKE9bLgcGC9QWEREREZEVaSkFiMPAZmNMtTHGB1wPPFPgNomIiIiIrChFN4h6OmPMbUDQWnufMeYDwH8xGXy+Zq09W9jWiYiIiIisLEUZIKy1bcDVU/P/N239w8DDBWqWiIiIiMiKt5QuYRIRERERkQIryh4IESkMay2JRIJYLEYikSAej2dMyWSSRCLhTOnLqfnp5ZLJJNZarLW4XC78fj9+vx+fz+fMu91uotEokUgEn89HTU0NFRUVGGMK/ZWIiIjINAoQIovMWks0GmV8fJyJiQnGx8ed+YmJCaLRqHMynXpNzaevn2tbegCYHgiyhYP0MsXC4/EQCoUIBoOUlpYSj8edzxmNRkkkEpSVlVFeXk55eTnBYBC/38/4+Dijo6OMjY3h8Xiorq6murqayspKfD4fxhgmJiYYGxtzvnev10sgEMiYvF4v4+PjjIyMEIvFCIVCVFZWEgqFnDKxWMw5buFw2AlApaWlzuRyuRgdHWVkZITR0VESiQRerxefz4fP53PmrbWMjo4yOjqKz+ejoqKCiooKSkpKnO2pn5VUu91uN4FAgJKSEgKBgPP5R0ZGGB4eJhKJ4PF48Hg8eL1e59XtdjMxMcHo6CgAoVCIiooKysrK8Hg8GGOc/YyNjTE2NuaEv5KSEif4RaNRhoeHGR0dJRKJOPWEQiHcbrfT5tTnGhsbw+12O+Ex9dmNMYyOjjI8PEwsFqO8vNxpj9frxeVyEQ6HnWM2Pj7OqlWr2LBhA5s2bWLz5s3U19crcIqILBIFCJEcxONx50RpeHiY4eFhRkZGnGn68ujoqBMOpoeE8fFxkslkoT/SrNxuNx6PB7fb7Zxspk5CXS4Xbrcbt9uddX56GbfbjTEGl8uFMYZEIjEj/EQiEeLxOIFAAJ/PRyQSobe3l5GREfr7++nv75+1rUNDQ7Nuk5UlGAyyefPmrFNNTY3ChYjIAlKAkBUnmUzS399Pd3c3fX19DAwMOCeqqSm1LvU6Nja2oG3wer2UlpZSUlKS8Zr6K3LqL7Spv1L7fD7nBHv6tvRLglLLqRP+bFMqGGQLCakwUAwikYgTxsbHx3G73Rmf0+12MzY2lhHcIpEIZWVlzhSPx53jODAwQCwWI5lMUlJS4pQJBALE43HC4bDTkxAOh4nFYpSWlhIMBvH5fAwPDzM4OOj8ZT8cDuPz+Zy//qd6ClK9S6kpkUg4PSTBYBCPx+P0EsViMSdQGWMoKysjGAwSi8UYHBxkaGjI6VUCZvzMWGudHpCJiQkikQilpaVOz03qs6V6l2KxmNPjlPoOjDEMDQ0xNDTE2NiYc9lZaWkpZWVlTk8K4Hw36b0toVCI8vJy5zsaHh5maGjICcmp7zDVk2Stzegpi0QiWGspLy8nFArh8XgYGRlhaGjI6bFJJBIEAoGM9rhcLk6cOMGxY8c4duwYAwMD7N+/n/3798/4WaqoqJg1XFRXVy/eD7WIyDJhrLWFbkNe7dq1y+7du7fQzaCzs7PQTVgRRkdHOXPmDGfOnKGzs5Pu7m66urqcqbu7m+7ubuLx+LzqdblczolSakqdpKXWp29PnSxNDwglJSWUlJTg9Xrz9A2IrAwNDQ0Zy319fU6YmD4NDw/PWk91dfWs4aKioiLfH0NEpFjMq5tWAWKRKEAsjGg0Snt7OydOnOD06dOcOXOG06dPO/MDAwM51VNZWUldXR01NTVUV1dTVVWV8Tp9CgaDugRCpIhMDxCzsdbS09Mza7iYq3extrY2I1Bs2rSJjRs3smHDBvVciMhyUxwBwhhTBoSttQUdlakAsTT19/dz5MgRjh8/njGdOnVqzoG+fr+fpqYm1qxZQ2NjI3V1ddTX11NXV0dDQwP19fXU1tYSCAQW8dOIyELLNUDMxVpLZ2dn1mDR2trKxMTErO+trKxkw4YNTqBIf21qasLj0RXCIrKkFCZAGGNcwNuA24FXARHAD/QAjwD3WWuPLcjO5kEBorglEglOnDjBoUOHePHFFzl06BCHDh3i3LlzWcsbY1i7di0bNmygubmZpqYm1q5dy9q1a2lqaqKmpqZoruEXkfxZiAAxl2QySUdHB8eOHePo0aMcO3aMEydOOH/MmKvnwuPx0NLSkjVcbNiwgWAwmNe2i4i8DAULED8Gfgg8BBy01ian1lcDvw7cBnzbWvuNBdlhjhQgiktXVxfPPfcczz33HPv27eP555/P+le+0tJStm7d6lwysHHjRjZt2kRLS4t6D0Qk7wFiLqnLotIDRWr+xIkTdHR0zPn+urq6WXsvGhoa9EcQESmEggUIr7U2drFlFpoCROFYazl58iRPPvkkzzzzDHv37uXMmTMzyjU2NrJ9+3Zn2rZtGy0tLfqfqIjMqpAB4kLGx8dpa2vLCBap+ZMnTxKJRGZ9byAQoLm5mfXr19PS0kJLS0vGfG1trcZjiUg+FCxAGHuBynIps9AUIBZXZ2cnP/nJT3jyySd56qmnZvwlLhgMcsUVV/DKV76SK6+8kiuuuIKampoCtVZElqpiDhBzSV0aNb3XIhUy+vr65nx/aWnpjFCRPl9dXa2AISIvR8ECxBPAt4CHrLWn0tb7gN3A7wE/stbevyA7zJECRH5Zazlw4AA/+MEPeOyxx3jhhRcytldXV3Pttddy7bXXctVVV7F582bcbneBWisiy8VSDRAXMjw8THt7O21tbZw8eZK2traM+cHBwTnfX15enjVYpOYrKysX6ZOIyBJTsAARAN7J5CDq9cAgEADcwGPAP1hrn1+Qnc2DAsTCSyaTPPvsszz00EM8+uijGZ8tEAiwe/durrvuOnbv3s0ll1yiS5FEZMEt1wBxIYODg06oyBYyRkZG5nx/RUUF69evp7m5mebmZtatW+dMzc3N1NXV6d9skZWp8LdxNcZ4gRpgwlo7959L8kwBYmGkehr+8z//k4ceeijj0qTVq1dzww03cOONN3LttddSUlJSwJaKyEqwUgPEXKy1DAwMzNp7cfLkScbHx+esw+fzsXbt2oxQkR4y1q5d6zyZXESWlcIHiGKiAHFxBgcH+da3vsU3vvENjhw54qxfs2YNt9xyCzfddBM7d+7UNbcisqgUIObPWktvb68TLE6fPk17ezunTp1ypt7e3gvWU1tbmxEqpgeNuro6/T9BZOlRgEinADF/1lr27t3L17/+dR5++GHC4TAwOZ7h5ptv5pZbbmHXrl3q5haRglGAyI/x8fGsweLUqVO0t7dz+vRpYrG5b6bo9/tZu3atEypSz+lJnyorKxUyRIqLAkQ6BYjcJRIJvv/973Pvvfeyb98+Z/3111/PHXfcwete9zp8Pl8BWygiMkkBojCSySRdXV0zgkX68oXuJAWTd5OaHipSDwZNza9atUohQ2TxKECkU4C4sHA4zIMPPsg//dM/0d7eDkBVVRW33347t99+Oy0tLYVtoIjINAoQxWtsbMzpxWhvb+fs2bOcOXOG06dPO6+jo6MXrMfv92cNGemTBn2LLBgFiHQKELOLRqM8+OCDfPGLX+TcuXMAtLS0cPfdd3PrrbdqoJyIFC0FiKVteHiYM2fOzDkNDAxcsB6Px8OaNWucQLFmzRoaGxtnTGVlZYvwqUSWtOILEMaYBmttQc6gFSBmSiQS/Md//Aef+9znOH36NADbt2/n/e9/P69//ev1nAYRKXoKEMvf2NgYZ8+edXousk25DPoGCIVCWYNF+rR69WoCgUCeP5VI0SrKAPE9a+0b876jLBQgMj3zzDN87GMf4+DBgwBs2bKFD37wg7zhDW9QN7CILBkKEAIwMTFBR0eHc2lUR0dH1ikSieRUX3V19YxQMT1oNDQ0aDygLEfFFyAKSQFi0pkzZ/jrv/5rvvOd7wDQ2NjIhz/8Yd7ylreox0FElhwFCMlV6vkYs4WLjo4Ozp07R0dHB/F4PKc6a2trWb16NQ0NDVmn+vp6GhoaqKqq0kBwWSoKGyCMMX7grUAL4Emtt9Z+ckF3lKOVHiASiQT/8i//wqc+9SkmJiYIBAK85z3v4d3vfrfGOIjIkqUAIQstmUzS19c3Z9Do6Oigs7OTZDKZU50+n88JE9PDxfRJ4zSkwOYVIDwXLjJvDwFDwD4gtz5DyYuXXnqJP/3TPyUVoN70pjfx8Y9/nKampgK3TEREpLi4XC5qa2upra3l8ssvn7VcIpGgq6uLzs7OjCnbuuHhYU6fPu2MN5xLMBicNWDU19dTW1tLXV0ddXV1lJWVqWdDCiofAaLJWrvn5b7ZGOMCvgxczmQA+QNrbWva9nuAa4GRqVU3W2uHLqK9y04ymeTee+/lM5/5DNFolIaGBop+3MQAABE2SURBVD796U+zZ8/LPiwiIiICuN1uZzzEhYyPj9PV1ZU1XKQHj3PnzjE6Okprayutra0XrDcQCDhhoq6uLiNcZJvX4PCVYWxsjFtvvZUzZ86QSCT46Ec/ym//9m/nZV/5CBBPG2Mus9YeeJnvvwUIWGuvMcZcDXwOuDlt+yuB11lrc7v1wgrT3d3Ne9/7Xn7yk58AcNttt/Gxj32MioqKArdMRERkZSktLWX9+vWsX79+znLWWoaHh2cNF93d3XR3d9PT00NXVxfhcNh5cF8uysvLcwoadXV1rFq1SoPEL1K+eocuNOzg0UcfpbGxke9973sADA3l7+/r+RgDcQjYBJxksgfBANZauzPH938eeNZa++9Ty2ettWum5l3AOeApoB74qrX2a3PVt5LGQDz++OO8733vo6+vj+rqar7whS/w2te+Nu/7FRFZbBoDISuVtZaxsTF6enoygsVc87FYbF77CIVCrFq1ipqaGuc1fT7bq9/vz9MnXnoKFSCOHj3K6173Om699Vbe9KY3cd11182n+oKPgXj9Rb4/xOQYipSEMcZjrY0DZcDfA58H3MCPjDF7rbUvpFdgjLkLuAtg3bp1F9mc4met5Ytf/CKf/exnsdZy3XXXcc899+h/sCIiIsuMMYZgMEgwGLxgzwZMniMMDQ3NGjKmL/f19TE8PMzw8DAnT57MuV3BYDDnwJGaX66XVhXqDqdbtmxh3759PPLII3z4wx/mxhtv5GMf+1he9rXgAcJa236RVQwD5WnLrqnwADAOfNFaOw5gjHmcybESGQHCWnsfcB9M9kBcZHuK2tjYGO9///v57ne/izGGD33oQ7zvfe/TMx1EREQEYwyVlZVUVlayefPmC5ZPJpMMDw/T29tLX18fvb29s86nrxsdHWV0dJS2trac21ZaWkpVVRXV1dXOa/r8bK8VFRU6z8mio6OD6upq7rjjDoLBIPfff3/e9rVgAcIY86S1drcxZgRIP2lPXcIUyrGqp4CbgG9OjYFIH0uxBfh3Y8wrARewG/jXi2/90nTmzBne/va3c/jwYcrLy/nyl7/MDTfcUOhmiYiIyBLlcrmcwLFp06ac3pMaw5FL0EhfNz4+zvj4OGfPnp1XG1OhaK6QMdu2kpKSZXsHqwMHDvDBD34Ql8uF1+vlH//xH/O2r6J7kFzaXZh2Mhk+7gTeALRaa79jjPkz4H8AMeABa+29c9W3XMdAHD58mNtuu43Ozk42btzI/fffn/MvuojIUqdLNEWWNmsto6OjDAwM0N/fP+M127rU6/Dw8Mver8fjcQJSRUXFnPPZ1oVCoeXa+1HwB8ldaa3dN23dTdbahxd0RzlajgHi6aef5s4772R4eJirr76a+++/X3dZEpEVRQFCZOWKx+MMDg7mFDamv0YiF/eIMmMM5eXl8woeFRUVhEIhZyrS53gUfBD1V4wxv5e6jasx5neA9wMFCRDLzaOPPsq73vUuIpEIb3zjG/nSl760bAchiYiIiEzn8XicwdjzFYlEGBoaYnBwkMHBwQvOT1+XGmA+PDyc8210p0uFkPRQEQqFcl6Xvr5Qt9zNR4D4LeA/jDG3MzlG4e3AjXnYz4rzyCOPcPfddxOPx3nHO97B3/zN3+B2uwvdLBEREZElwe/3O8+8eDkSiQTDw8M5hY3UfHroGB4eZnx83JlfiM+TSwApLy+nvLycYDDozKdPtbW189pvPu7CdMIY8zbgP4HTwI3W2omF3s9K893vfpd3v/vdxONx/viP/5i//Mu/LMbuLxEREZFly+12U1VVRVVV1cuuIx6PMzo6OiNYjIyMzFg31/rh4WEikQg9PT309PRc1Oea75CGhbwL0wEy775UzeSzGn5ujCHXB8nJTN/73vd417veRSKR4D3veQ9/8Rd/ofAgIiIisgSlD+S+GNZawuFwTqFjZGSEkZERRkdHnfn0ad6f4aJanulNC1iXTHnyySf5oz/6IxKJBO9973v58Ic/rPAgIiIissIZYygpKaGkpIT6+vpF3feCBYgFeICcTPPCCy/wjne8g2g0yu///u8rPIiIiIhIwS3LG9kuBydPnuT2229nbGyMt7zlLXzyk59UeBARERGRglOAKEIDAwPcfvvt9Pb28qu/+qt84QtfWK4PLRERERGRJSavZ6XGGO/U60ZjzMWNFFkhYrEYd999NydPnmTHjh189atfLdg9fkVEREREpsv3n7U/ZYxZA/wN8KU872tZ+MQnPsFPf/pTamtruf/++ykrKyt0k0REREREHPkOECHgZuDTQEee97XkPfDAA3zta1/D5/Pxta99jTVr1hS6SSIiIiIiGfIdIJ4ASq21LwDH8ryvJe3555/nIx/5CAB/+7d/y65duwrcIhERERGRmRb8SdQpxph6a+2Daav252tfS93Q0BB33303sViMO++8k1tvvbXQTRIRERERySqfPRB/b4ypADDGXAF8MI/7WrKstfzJn/wJp06d4rLLLuPjH/94oZskIiIiIjKrfAaIDwD/aIy5Gvgw8PY87mvJ+upXv8r3v/99ysvLue+++/D7/YVukoiIiIjIrPIZIHYC+4D/D/gm8Bt53NeSdOTIEf76r/8agM9//vO0tLQUtkEiIiIiIheQtzEQQA3QA/w5UArofqRpotEo733ve4lGo9x222286U1vKnSTREREREQuaMEChDHmSWvtbmPMCGABk7bZWmtDC7Wv5eALX/gCBw8eZO3atfzVX/1VoZsjIiIiIpKTBQsQ1trdU6/lC1XncvX8889zzz33YIzhi1/8IsFgsNBNEhERERHJSb6fAyHTRCIR3ve+95FIJLjrrru45pprCt0kEREREZGcKUAssi996UscO3aMjRs38ud//ueFbo6IiIiIyLwoQCyi1tZW7rnnHgA++9nPEggECtwiEREREZH5UYBYJNZaPvShDxGNRnnb297Gq1/96kI3SURERERk3hQgFsk3v/lNnn76aaqrq/noRz9a6OaIiIiIiLws+XwORFE4cuQI1157LdZaZwIylhdjXVtbGwCf+MQnqK6uXsyvQERERERkwZjUyW6xMMa4gC8DlwMR4A+sta1p2/8QuBuIA39jrf3uBeormg94ww038MADD2CMuXBhERGZVUNDQ6GbICKynMzr5LQYeyBuAQLW2muMMVcDnwNuBjDGNADvA3YBAeBJY8wPrLWR2SrbunUr//zP/4wxJmOaqm/R1vX19dHY2KjwICIiIiJLWjEGiN3AowDW2p8ZY3albfsV4KmpwBAxxrQCO4FfzFZZMBhk9+7d+WxvTkpLSwvdBBERERGRi1aMg6hDwFDacsIY45ll2whQMb0CY8xdxpi9xpi9PT09+WupiIiIiMgKU4wBYhgoT1t2WWvjs2wrBwanV2Ctvc9au8tau6u2tjZ/LRURERERWWGKMUA8BbwBYGoMxIG0bc8C1xljAsaYCuBS4ODiN1FEREREZGUqxjEQ3wZea4x5mskR4XcaYz4AtFprv2OMuQf4KZPh5y+tteECtlVEREREZEUpugBhrU0C75q2+kja9q8AX1nURomIiIiICFCclzCJiIiIiEiRUoAQEREREZGcFd2TqBeaMaYHaC90O4AaoLfQjZCLpuO49OkYLg86jsuDjuPSp2O4PASstTtyLVx0YyAWmrW2KO7jaozZa63ddeGSUsx0HJc+HcPlQcdxedBxXPp0DJcHY8ze+ZTXJUwiIiIiIpIzBQgREREREcmZAsTiua/QDZAFoeO49OkYLg86jsuDjuPSp2O4PMzrOC77QdQiIiIiIrJw1AMhIiIiIiI5U4AQEREREZGcKUDkmTHGZYy51xjzjDHmCWPMpkK3SXJnjLnKGPPE1PwmY8yTxpifGmP+0Rij358iZ4zxGmO+PnXMnjXGvFnHcekxxriNMV8zxjxljPmJMWajjuPSZIypM8acNsZcomO4NBlj9k+dzzxhjPkXY8zVxpifT/1+frzQ7ZPcGGM+PHVuus8Y8/vz/X3UL2v+3cLkwzmuAf4c+FyB2yM5Msb8GfDPQGBq1eeBj1hrrwMMcHOh2iY5uwPomzpmrwe+hI7jUnQTgLX2WuBjTB5DHcclxhjjBf4JmJhapWO4xBhjAgDW2l+bmu4E7gVuA3YDVxljXlnINsqFGWN+DXg1cC3wq8Ba5vn7qACRf7uBRwGstT8D9LCVpeM48Jtpy1cCP56a/z5ww6K3SObr/wEfTVuOo+O45Fhr/xO4a2qxGehCx3Ep+j9Mnmx2TC3rGC49lwOlxpjHjDGPG2OuB/zW2uN28q48/wX8RmGbKDl4HXAA+DbwMPBd5vn7qACRfyFgKG05YYxZ9k8AXw6std8CYmmrjD1/27IRoGLxWyXzYa0dtdaOGGPKgf8APoKO45JkrY0b8/+3dy+hVlVxHMe/Py17iCAmFUIlFlFQZkURvaWiaFwElT2EwGoQRGFWoyY9bJAFQRS9jUZigx5eukQPG1Sgob2MsCZNRHpbWd5/g72t4yFtH6+364HvZ3T2466zNn829/72WuvuPAc8RlNL6zhEktwAbKmqNb27reHQ2UYTBC8FlgDPtPt2so7DYTbNA+0raeq4EpgyyP1ogJh4PwIzeranVNWfk9UZjctYz+cZwPeT1RF1l+Qo4C3ghap6Ces4tKrqeuB44EngkJ5D1nH/txi4pF1TtgB4Hji857g1HA6bgBersYnmAemsnuPWcThsBdZU1faq+gL4jV0Dw3/W0QAx8dYClwMkOYtmyEjDaV07bxCa+fTvTmJf1EGSI4ARYGlVPd3uto5DJsmiJMvazW00IfAj6zg8qur8qrqgqi4E1gPXAa9bw6GzmHYtZ5I5wKHAL+0/NgjNyIR13P+9B1yWxhxgOjA6yP3oi+QmWLuK/XFgPs2ilBur6vPJ7ZW6SjIXeLmqzkqy88nnNOAz4Kaq2jGJ3dN/SLICuAroveduAx7FOg6NJNNppkocCRwIPEBTO+/HIdSOQiyhCYLWcIgkmQY8CxwNFLCUpo6PAFOBkaq6Z9I6qM6SPAQspBlMuBvYzAD3owFCkiRJUmdOYZIkSZLUmQFCkiRJUmcGCEmSJEmdGSAkSZIkdWaAkCRJktSZAUKSJElSZwYISZIkSZ0ZICRJu0gyM8ktPdvvT9D3HJLk7SRTx9nOtCTvJDlgX/VNkrR7BghJUr+ZwN8BoqrOnqDvWQysGu/bh6tqOzBK89ZxSdIEM0BIkvo9ABybZH2S5Ul+BkgyN8nnSZ5KsjHJyiQXJ1mb5MskZ+5sIMm1ST5o23hiN6MM1wCvDNJ2kulJXk3ycXveztCwum1PkjTBDBCSpH53AV9V1YKqurPv2HHACmA+cAJwNXAucAdwN0CSE2lGA86pqgXADvr+uE8yDZhXVV8P0jZwGfBtVZ1SVScBb7T7NwJnjO+yJUldGCAkSYPYXFUbqmoM+AQYraoCNgBz23MuAk4HPkyyvt2e19fObOD7vWh7A3BxkgeTnFdVPwC006C2J5mxD69VkvQvXHAmSRrE7z2fx3q2x/jnd0qA56pq2R7a+RU4eNC2q2pTktOBy4H7k4xU1X3teQcBvw1wLZKkveAIhCSp30/AeJ7kjwJXJDkcIMmsJMf0nlBV3wFTk/SHiD1KMgfYVlUvAg8Dp7X7DwO2VNUf4+i3JKkDRyAkSbuoqq3t4uWNwOt78fOfJrkXGEkyBfgDuBX4pu/UEZo1Dm8O0PzJwPIkY227N7f7FwKvDdpXSdLg0kwvlSTp/5XkVOD2qlq0D9paBSyrqi/G3zNJ0p44hUmSNCmqah3w1r54kRyw2vAgSf8PRyAkSZIkdeYIhCRJkqTODBCSJEmSOjNASJIkSerMACFJkiSpMwOEJEmSpM4MEJIkSZI6+wtGfc57yE0csgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 1e4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Injected current becomes strong enough to counter the repolarization following the first spike.\n", "- Voltage progressively converges towards a depolarized plateau potential.\n", "- The slow Potassium s-gate adaptation eventually raises the slow Potassium current enough to slightly push the membrane voltage in the hyperpolarizing direction.\n", "- That slight repolarization triggers changes of m and h-gates of the fast Sodium at different speed, eventually triggering a periodic voltage oscillation.\n", "- Stimulus offset induces a sudden membrane repolarization towards its resting value, followed by further hyperpolarization towards leakage reversal potential mediated by the strong Potassium current activation, as detailed above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plateau potential without sub-threshold oscillations" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plotResponseDetails(pneuron, pp, 2e4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Stronger injected dictates stabilization at a higher plateau potential, which does not permit partial Sodium activation\n", "- Hence, no periodic oscillations are observed.\n", "- A similar post-offset silencing is observed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusions\n", "\n", "- The MRG node model differs from its counterparts in that the presence of persistent Sodium channels allow for spontaneous, tonic firing.\n", "- The MRG node behavior can be modulated over a rather wide ranges of stimulating currents, going from increased firing rate to post-offset silencing and eventually plateau potential stabilization during the stimulus at high current amplitudes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# General conclusions\n", "\n", "Across these models, the magnitude of leakage conductance seems to be crucial in their determining their firing ability:\n", "- A weak leakage conductance allows for excitation at low thresholds, which indirectly allows for full repolarization by Potassium currents in the supra-threshold regime, thereby permitting Sodium channels \"resetting\" and repetitive firing.\n", "- A strong leakage conductance only allows for excitation at higher thresholds, at which the injected current then dominates over the Potassium currents and prevents full repolarization in the supra-threshold regime, thereby preventing Sodium channels \"resetting\" and silencing the neuron after a single spike.\n", "- The behavior of the isolated MRG node model should be interpreted with caution, as its behavior differs significantly from that of the full morphological MRG model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparative strength-duration curves\n", "\n", "These curves are generated only for the nodes that do not display spontaneous activity." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "durations = np.logspace(-5, 0, 30)\n", "offset = 10e-3\n", "drive = ElectricDrive(None)\n", "pps = [PulsedProtocol(t, offset) for t in durations]\n", "pneurons = [getPointNeuron(k) for k in ['SWnode', 'FHnode', 'SUseg']]\n", "Ithrs = {pneuron.name: np.array([pneuron.titrate(drive, pp) for pp in pps]) for pneuron in pneurons} # mA/m2" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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RWR52W4/FYrFYLBbfwO99dETkKkwMkyaY8Pt/isgcVd3srjKLxWKxWCxu4/eGDmaK6uOqGgfEicguTEyWNA2dgIAALViwYE7ry3PExJuQJyFBftAhGB9t1kGh7uqwWFIgJsHEyAwJDHFZiSU/EBUVparqB1/e2YffGzqquiXpbxFpjonBsSw9xxYsWJBz57zT51jSotfYpQB8e39Ll5Wkg8+cuHD9pqVez2JxiX4z+wHwWafPXFZiyQ+IyPm0a+Ut/N7QSUJEmmICYf1HVc+6rcdisVgsFov75InuKxG5GpgG9FfV2WnVt1gsFovFkj/w+x4dJxfOVOAWVV3kth6LxWKxWCy+g8/16IjIWBH5xKssUEReF5FDInJWRL4TkXBn92BMfpiRIrLGWa7LdeEWi8VisVh8Dp8xdMTwMiZyqjfDMdlr+wBtMMnxpgKo6rOqWkxVm3gsv6VyngEiskJEVsTHx2f/B7FYLBaLxXcJFJFxItLVbSG5hU8MXYlIDWA80ADY67UvGBgCPKyqc5yy24FdInKVqi7JyLlUdRwwDqBw4cI2LLTFYrFY8hMJqppch0KexSdSQIjIncA1wLPAN8B2Vb3X2dccWA5UV9XdHsfsAsao6ojMnrdw4cJqp5dbLBaLJb8gIlGqWthtHbmJT/ToqOokYBKAiHjvruSsD3iVH8RkQ7ZYLBaLxWJJFp8wdNKgEJDoRD72JAbIVLhbZ2yya0iIjUSaGcYt2AHAgDY1XVaSDhZ/YNatbAo0i28yYcMEAPo26OuqDoslr+IPhs55IEBEglTV03s4BMjUuJOq/gL8Urhw4fuyQ2B+Y9We025LSD/7/3RbgcWSKmuPrXVbgsWSp/EJHx1PRGQ+yfvoVFHVfR71dgGjVfXNzJ7L+uhYLBaLJT+RH310fGZ6eSqsBSKBtkkFIlINqAYsyEyDItJVRMYlJCRkgzzDoYjzxCckZlt7FovFYrFYso7PGzqqGgOMAt4WkU5OTqtvgD9UNV3JO5Np8xdVHRAYGJgtGmPiE7jrk+XcPm4Z+09FZUubvsyImX8zYubfbstIH78NN4vF4qO8t/I93lv5ntsyLD7GT2sO8PasLWlXtKSJzxs6Ds9hZmVNBOYBe4CeriryICQokIevrc2Ww5Hc8P5Cfl130G1JOcqqPadYteeU2zLSx76/zGKx+Chrj621fjqWC0hMVL75cx/Ld50gNt4/RwpEJEBEloqI67/VPueMrKrtkimLB4Y5i09yc5OKNK1Sgoe/Wc3gr1azYOsxht9Un0LBPneJLRaLxeKDLN1xghplChNeLJTRdzWlSEgQQYH+0h9xEY8Bdd0WAf7To5Ot5ISPDkDlkoWYfH9LBrevxZSV+7nxg0VsOBCRreewWCwWS94iJj6B16dvpvcny3jvt60AhBUK9lsjR0QuxfjV/uK2Fsinhk52++h4UiAwgMeur8tX915JVGwC3Uct5uMFO0lM9K3ZbRaLxWJxn61HIun20RLGLthJ7+ZVeP7Gem5LyhIiEgh8hEm47RM/fPnS0MkRTu+D+Jh/NlvWLMWMIa1pX7csr07fzD2f/cnRyGgXBVosFovFl5i/5Sg3friIo2eiGX/P5bzavWFecHd4EvheVXe5LSQJa+hkB/Ex8MXN8HlXiDzyT3GJwsGMvbsZr3ZvwJ+7TtL5/YXM23LURaEWi8Vi8RUuq1yCbk0qMHNoG669NNxtOdlFN+A+EVkD3AS8JSLXuynIGjrZQVAIXPs8HF4P49rBgVX/7BIR7mxRlV8fuprSRULo99lfvPTLRmLis9c/yGKxWCy+z8wNh7h7/HJi4xMpXqgAb/ZsTJmieScdkao2V9XGqtoE+Bl4XFVnuakpXxo6OeKMXL879J8NAUHwaSdY++0Fu2uHF+XHQa3oe1U1Plu8m24fLWH70cjsO7/FYrFYfJazMfE8PmUtD0xcRcT5OE5HxbotKV2IyFgR+cSrLFBEXheRQyJyVkS+ExGf7ZLKl4ZOjjkjl2sIA+ZD5ebwwwCY9Swk/JueK7RAIMNvqs/4ey7nyJlobvxwEV//uRdfS8ORFiUKBVOiULDbMtJHoRJmsVh8lLCQMMJCwtyWYclBVu45Ref3FzJ11X4euqYWUx+8irLFMpWTOtcQw8vAgGR2DwfuAfoAbYBKwFTvSqraV1W/y0md6cHncl3lJjmW6yohzhg5f46FGu2h56dQqOQFVY6eiebRyWtZtP04HeuF81qPhpQukne6Ly0Wi8Vigv91+XARkdFxvNerCZdXK5n2QTmIiMQC6z2KxqnqOK86NYDxQAMgCpjjkX8yGDgOPKyqE5yyasAuoJWqLsnhj5BhrKGTk0k9V30J0x6FYhXhjq+h7KUX7E5MVD5ZtJO3Z22lSGgQr3RrQOeG5XNOj8VisVhyhV3Hz1G6SDBFQwuw58Q5ShY2f7tNepJ6isidwDXAs5iUS8kl2q6uqrs9jtkFjFHVETmlPbPky6GrXKPp3dB3GsRFwSfXwd/TLtgdECAMaFOTXx++mophBRk4aRUPf73a58duba4riyX7sLmu8haqytd/7qXz+wt5y8lVVbVUYZ8wchwCRWSciHRNqYKqTlLV/qp6OJndlZz1Aa/yg0Dl7BKZneRLQyenIiMnS+Xmxm+ndB34pjfMHwGJF+YuqRNelO8HXsWjHeowff0hOvxvAXM3H0m2OV/gdFSszxtj/xB10iwWi49yOuY0p2NOuy3Dkg2cOBvDfV+s5Onv19OsagkGtqvltqTkSFDVAaqa2ajFhYBEVY3zKo8BfNLxyA5d5eTQlSdx0fDrUFj7NVzaFbqNgZAiF1XbcCCCx6as5e/DkdzarBLPd61HMd95E7BYLBZLMqzYfZIHJq7izPk4nuhUl/+0qk5AgLgt6yLSM3TlVX8+Fw5d3QJ8BxRw8lAm1VsMrFDVIdksOcvkyx4dVygQCt1Gw/WvmyGs8R3g5MWBIxtULM5Pg1sxqH1Npq7aT6f/LWDRtuMuCLZYLBZLeilXPJTqpQvx80OtuLd1DZ80chzSHLpKg33O2tuhtAIXD2f5BLZHJ7d6dDzZMQ+m9AURuHUC1GiXbLXVe08xbMpadh47x11XVuHpGy6lcIj74cGf/n4dAK/3aOSyknTw88NmfdMH7uqwWFJg+JLhZn3VcFd1WDLO+v0RfLdyH8Nvqo+Izxo2F5ANPTohwDFgoKpOdMqqYWZdtVTVZdmtOavYHh03qNkeBsyDIuXgyx6wdBQkY3BeVqUE0x9uzb1XV2fS8r3c8P5C/tzlvr/JzmPn2HnMBQMxM5zYYRaLxUfZc2YPe87scVuGJQMkJCofzdtO91GLmbXxCIci8k8eQ1WNAUYBb4tIJxFpipmZ9YcvGjlgDR33KFkD7p0DdW+AWU/Djw9C3PmLqoUWCOS5G+vx7YCWAPQat5T//rqJ6DibQsJisVhym30no7hj3DLemrWF6xuUY+bQ1lQIK+i2rIyQ1aErgOeAScBEYB6wB+iZHeJyAvfHQfIzIUXhti9hwVsw/zU49jf0mgTFK15UtXn1kswY0po3ZvzN+EW7mLflKG/1bESzqu4Gn7JYLJb8QmKi0m/CXxyOiObd2xrT/bKKfjNk5UGCqiYX7ThZVLVdMmXxwDBn8XnyZY9Ork4vT4uAAGj3JNz+FRzfBuPawp6lyVYtHBLEf7s1YGL/FkTHJnDL6KU8PmUtx8/G5LJoi8ViyT9ERMURl5BIQIAw4pZGzBjSmh5NK/mjkZMvyZeGTo7lusoKl3SBe+dCSDH4vCus+DTFqlfXLs3sR9tyf5sa/LD6ANe8PZ8vlu4mITH/OpZbLBZLTrBk+3E6vb+AD+duA6BZ1RJULlnIZVWWjJAvDR2fpewlcN/vZhbWr4/AL0MgPvnAfEVCgni686XMHNqahpWK88JPG7lp5CJW7jmVq5ItFoslLxITn8Cr0zbR+5PlFAwOpEO9cm5Lyi6yw0fHr7CGjq9RMAx6fwtXPwIrJ5jenciUoyTXKluUif1b8FHvppw4G8sto5fwmB3Oslgslkyz7UgkN49czMcLd3H3lVWZ9pB5ocwjZDUyst9hDR1fJCAQrhsOPT+Dw+tgXDs4sDLF6iJCl0blmTusLQ+0rcmPqw/Q/u35fL5kN/EJiSkeZ7FYLJaLiYlPJOJ8HJ/2vZz/dmtAwWAfcnOwZBhr6PgyDXpA/9kQGASf3gBrvkq1euGQIJ664RJmDm1D40phvPjzRrqOXMyK3dkbe6dGmcLUKJPueFPuUqqmWSwWH6VqsapULVbVbRn5nsMR0UxYbKLVN6hYnD8eb881l4S7rMqSHdjIyG5ERs4o507Ad31h1wJo8SB0fMUYP6mgqkxff5hXpm3iUEQ0tzStxFM3XEKZoiG5o9lisVj8hOnrD/H09+uJjU9k7rC2/hYXJ0NkNDJyXsAaOv5g6AAkxMPs52D5aKjeBnpOgMKl0jzsXEw8H/6+nfGLdhJaIJBhHepw15VVCQq0nXkWiyV/Exkdx/CfNzF11X4aVyrO/3o1oUaZi5Mt5yVEJAb4Avglv/jpWEPHXwydJNZ8Bb8MhaLhJrhg+fTlm9p+9CzDf97Iou3HqV22CMM61uX6+uGZigNhc11ZLNmHzXXlDomJSpcPF7Hl8BkGt6/FQ9fWpkA+eAHMjz06+TIysjOtrmtIiB8O4zTpDaXrwrd3mQzond+GpneneVitskX4sn9zZm08zJuztvDAxJU0rhzGk9fX5apapTMkIaxQcGbV5z6FbORoi28TFhLmtoR8RVxCIkEBQkCA8PA1tShTNITLq9nvibyM7dHxtx6dJM4eg6n9Ydcf0OQu6PwWBKcviFV8QiJTV+3nvd+2cSgimta1S/P49XVpVMl+4VoslrzLjmNneeTbNdx+RRV6t6jithxXyI89OtbQ8VdDByAxAea/AQvehPAGcNsXGZphFB2XwMRle/ho3nZORcXRuWE5Hu1Ql1pl8/YYtcViyV+oKpOW7+WVaZsILRDIiFsacX39PBMAMENYQyef4feGThLb5sD39xmH5W4fQb2bM3R4ZHQcnyzcxScLd3I+LoFbm1VmyHW1U5x58MCXJqbPmLubZVl6jvPtXWbda6K7OiyWFHhk3iMA/K/9/1xWkjc5FhnDk1PX8fvfR2lduzRv39qY8GKhbstyjfzojJz3Pa/yA7U7wP0LoUxdmNwHZj4DCXHpPrxoaAEe6VCHBU+0p+9V1flh9QHavT2fV37dxMlzF6egOBUVy6mo5FNT+BxRp8xisfgop2NOczrmtNsy8iybDp1h8fbjvNi1Hp/3a56vjRwHGxnZ4qeEVYZ+M6DFA7DsI5jQBSIOZKiJUkVCeKFrPX5/rC03N67Ap4t30ebNebz/2zbOxsTnkHCLxWLJXs7HJjDv76MAtK1ThkVPXkO/VtUJCLDZxvMj1tDJSwQFww0jTOqIIxthbGvYPjfDzVQqUYi3bm3M7EfacHWt0vzvt620fXMeo+Zv51QyPTwWi8XiK6zbf5ouHyxkwJcrOBRxHsAGSs3nWEMnL9KgBwyYD0XCYeItxmE5MSHDzdQqW5Qxdzfjp0GtqFehGG/O3MKVr89l57FzRMVmvD2LxWLJKRISlZG/b6PHqCWcj0vg837NKV/cTyMcx0TC+u/cVpFnyJdxdPIFpWvDvXNh2qMw/3XYtxx6fAyFMxYzB6Bx5TC+7N+CLYcj+Xzpbr75cy/HzsZw25il9G1VjY71wm2kZYvF4hqJicpdnyxn6c4T3NioPK92a0jxQgXclpU59i6HHwbA6X1QsRmUrO62IlcQkQJAK+BKIBxIAA4By4HFmoGZVNbQycsEF4Juo6HKlTD9CRjTGm6dAFVaZKq5uuWK8lr3hmw9HMnRyBgOnTnPwEmrKF88lLuurModzatQsrAfBRO0WCx5goAA4bp64fS6ojI3N6mQqYjvrpMQBwveMkvxStB3Wr40ckQkDHgEGAiUAHYBxzD2SmngTeCEiIwEPlDVND357Wt4XkcEmvWFe+cYH54JnWHJh5CYmOkmAwOE8sVDmf9Yez7uczk1yxThrVlmWOvxKWvZcCAi+/RbLBZLMpyOimXQV6v4/e8jAPS/ujrdLqvon0aOKnzZHf4YAY1uhwe3E5SeAAAgAElEQVQWQ9WWOXW2QBEZ52QI8ClE5BZgHVAHuB8oqqq1VfUqVW2uqjWAUs6+psAmEemZVru2Rye/UL4xDPgDfhpkkoPunG96e4qUzXSTgQFCh3rhdKgXzrYjZlhr6soDTFm5n8urlqBvq2pcX79cvsgfY7FYco+F247x2JS1nDwXy5XV/Th9Q9Loiwg0vh2u6A/1u+f0WRNUdUBOnyST9ARaq+qelCo4PTg/AD+ISE3gNSBVh6Z8GTDQI9fVfdHR0W7LyV1UYcV4mPUshBSD7mOg1rUZamLEzL8BeLLTJRftizgfx5QV+/hi6R72noyiXLFQul1WkQ71wrmscljuT+/8bbhZXzc8d89rsaST91a+B8DQZkNdVuL7RMcl8ObMLXy6eBc1yxTm/dsvo0HF4m7LyhznjsPPD0G9btC4V66d1kZGzmfkmcjImeHIJvjuP3BsM1z1EFzzghnayiYSEpX5W47yxdI9LNp+nIREpXSREK67tCzXXRrO1bVLE1ogMNvOZ7FY8j6/rjvI4K9Wc0/Lqjx1w6UUDPbT75Cts03vevRp6PQ6XHFvrp3a1w0dxwm5BcY/Z5GqnvLaHwLcoqpfpbtNa+jkU0MHIO686dlZMR7KN4Gen2YoV1Z6iYiKY/7Wo8zedIQ/thzjbEw8BQsE0rp2aa6rF861l5SlVBEb58JisVxMYqKy7ehZ6pYriqqy/kCE/yYgjo2COS/AXx9D2fpwy8cQXj9XJfiyoSMilYEZQD2n6BzwhKqO9qgTDhxU1XRbudbQyc+GThKbfzVvFwlx0OUdM1acikNfVnJdxcYnsmznCeZsOsJvm49wKCKaAIFmVUtw3aXG36dGmWxMKmpzXVl8HJvrKmUORZxn2OS1rNl3mt+HtaNccT9P37B1Nnx1K1w5CK59AQrk/ufxcUNnMmZmVR9Agacws69eU9XnnTrW0MkI1tDxIGI/fD8A9iyGhrdCl3chtFiyVcct2AHAgDZZ6/1RVTYePMPsTUf4bdMRNh06A0DNMoW5rl44rWqWplGl4oQVysKQ2uIPzLrVw1nSarHkFBM2TACgb4O+rurwNX5dd5Bnvl9PfKLyYtd63HZ5Zf+cUZWYAAdXQ6XLzfbRv6Hsxf6NuYWPGzpHgY6qusaj7EHgI+BxVX3HGjoZxBo6XiQmwMJ3TYDB4pXMUFbSP2cusP9UFL9tOsJvm4+ybOcJ4hPNs1mtVCEaVQqjUaXiNK4cRoMKxf13bN5isaRKQqLy+JS1fL/6AE0qh/FeryZUK+2Tv8tpc2oP/HA/7F8BD62AEtXcVuTrhs4xoJ2qbvQqfxZ4GegLzMYaOunHGjopsHcZTL0XIg9B+2eh1VAIyN0p4mei41i3L4K1+0+zbv9p1u6L4PAZM0MuMECoXbYIjSuF0ahycRpXCqNuuaJ2GrvFkkd48acNhBUK5qFravln1HVVWDcZpj9m/u78VpouAbmFjxs6PwAC3Kmq57z2jQH+A7wCvGgNnXRiDZ1UOH8afh0KG3+A6m2g+zgoVh6AXmOXAvDt/TkW0CpZjp6JZu3+CGP47I9g7b7TRJyPAyAkKIB6FYrRuFIY1UsXpkzREMoUDaHB7N4EBwUQ0G+af3Z7W/I8/Wb2A+CzTp+5rMQ9YuMT+WDuNjrWD6dRpTBU1X//X1Xh+/tg/RSo0hK6j4USVd1W9Q8+bujUxPTYVAI6q+pcj32CGcJ6ANCMGDo2YKAleQqGmSzoNa+FGU/A6Kvg5pFwSRfXJJUtFkqHeqF0qBcOGB+fvSejjPGz7zTr9kfw7V/7OB/3b8LRb4JNdPB+L8yiTNEQShcJ/scIKlMklNJFgylTxGwXDS1AweBAChYwS0hQQO7H/bFY8hnbj57lkW/XsP5ABEGBQqNKYf5r5IDptSlZE655Hq5+BALsMHt6UdUdItIQ6Ahs9tqnwEAR+RW4MyPt2h4d26OTNse2wtT/wOH10PgO+h2+haiAIrneo5MeEhOVk1GxHD8bw7HIGC6ZeQdxCYl8VnskxyJjOOaUH4uM4VRUXJrthQQFXGD8hBYIJLTAv2WhBQIJssaQJQusjH0NgGbBz7isJHdRVXafiGLDgTMEBghNKhenQph/ZhsPTIyly/FP2Fy4BdsKZ3w2amrc2KgC1zkvd9mBiMQAXwC/qOov2dawD2N7dCxpU6YO3Pu7STa38B3eljmMLT4U8D1DJyBAKF0khNJFQrikHLDIxOd5tku9i+rGJSRy4mysYwBFczYmgejYBM7HOUtsAtHO32adeEHZqXNxRMclkJCPXxYsWedsWDwAq4+kmZswT3E2Jp4TZ2MJLRBAqSIhHImM4UhkjNuyMkz1xD08F/M/aiXuZk+ksDo4e2ORXZH9KS58OQXEP4hIdUx6hwaAd6A1VdW66W7L9ujYHp0McWAV+z+7h0rxe6HpPXD9qxBS1G1VKfOZM9TWb5q7OiyWFMhvPjqnzsVSonAw8QmJTFt/iK6NKvjnEHFiIiwfY9LMhBaDmz+COte7rSpNfNlHxxMRWQhUBCYD5733q+pL6W3L9uhYMkbFpjxVeiS3RX7BTau+gB3zoNtHxmHZYrFYUiAqNp5Xpm3mt01HmDm0DSULB3Nzk4puy8o8m3+GWU9DnRvgpg+hSBm3FeU1mmISfK7KakN+OG8vdUSkvIhsd1tHXiZOgplU7F74zywILACfd4Xpj0Os7R2zWCwXs2bfabp8sIiv/9xL96YVKRzixw66Zw6Z9aU3we1fwx1fWyMnZ9gGFMqOhvJUj46ItAHGAOXc1pIvqNICHlgEc18yXbjbf4Nuo6HKlW4rs1gsPkBCovLRvO28P3cb4UVD+OreK2lZs5TbsjJH9BmY+ZRJmTNwKRSvCJd0dltVXmYwMFJE3gV2AomeO1V1SXobylOGDtAP6A0scltIviG4ENwwAi65EX4aCJ92gpaD4JrnoIB/zqCwWCzZQ4DAuv2nubFReV6+uQHFCxZwW1Lm2LvMpMiJ2AetH4MiZd1WlB+4BLgUmJDMPgXyZxwdVe0H+HcMBj/g2kuT+Sev3hoeXAKzn4elI2HbbOg2Bipl71TLDOMHzoGW/E3bSm3dlpCtqCpTVx2gebWSVClViI/ubEpIkJ8OVanCvFdh4TtQvDL0m2l6si25wUvAeGAkJot5psmTs65E5KyqppkC2866yiG2z4WfH4LIw3D1UGj7JAR5zw60WCx5jVPnYnnmh/XM2HCY/7SqzgtdLw7r4Hf88ABIAHR6I8VEx/5ETs+6EpFAYBzQAogDHvOMcJyBds4CDVR1d5Y1WUPHGjo5wvnTMOsZWDMJStcxuV5qtHNblcViySEWbD3GY1PWcioqlmEd63Jf6xoE+uO0cVVY+RlUbgHh9SEhHgLzzuBHLhg6dwBdVbW3iNQBpqtqrUy0MwFYo6rvZVmTNXSsoZNRMpTrautsmPE4nNoN9XuYuDvFKuSsQE9sHB2Lj5MX4uj8uu4gg79aTa2yRXivVxMaVCzutqTMcfYY/DwYts6E5gPMC1oeIzfi6IhIkKrGi0gH4FVVbZ6JNoYDTwArge2Y3qF/yEjQQ581U0VkLBCoqvd6lAViMpf2BYoCM4FBqnrEFZH5lJ7NKqW/cp2OJsbO4vdh0buwdRa0exJaPAhBwTknMokmvXP+HBZLFri51s1uS8g08QmJBAUG0L5uWYZeV5sH2tYktICf+uNsmWmMnOgzZpiq+f1uK/JbHCNnEnAbcHcmm2kLLHf+ruZ9iow05HM9Ok6G0peA54HxXobOf4H+wD3ACWAUEK+qV2eg/QHAAIDg4OBmMTH+F3Lcbzm5C2Y+DVtnQOm60OVtG2jQYvFDEhOV8Yt28cPqA3w/8Cr/NW6S2PwLfHsXhDeEHuMgPA/4FqVAbkZGFpFKwFKgjaruSkf92qq6Ldt1+JKhIyI1MF7WDYAoYE6SoSMiwcBx4GFVneCUVQN2Aa0yMqc+iewcutp+ajvhhcMpGuzD6RCyiZPnYgEoWTiTPTJbZsCMJ+H0HmjQEzq+AsXKZ6NCD86dMOvCfhq7w5LnORV9CoASoSVcVpI+Dp4+z7DJa1m68wQd64XzVs/GFC/kp9PG42PMRIn4GPhznBmuyuMTJ3LBR6cxEJVksIjIFOBTVZ2RjmMPYtI9zMCM2PyuqlFZ1eRrkZFbYgIDNcQYMJ40wQxXzU8qcLyxdwOtc0VdCsQmxPLg3AfpM6MPB88edFNKrvDgxJU8OHFl5huoewMMWg5tnzJvUiMvhyUfQkLa2cQzzOQ+ZrFYfJRH5z/Ko/MfdVtGuvh57UE6vbeAtftP8+YtjRh7dzP/NHISE0yS4o9amIkTQSFw1UN53sjJJZoCr4uhrLO9Jj0HqmoF4BZgP/A4cERE5ojIMBGpn1lBPmXoqOokVe2vqoeT2Z3kGHLAq/wgUDkj5xGRriIyLiEhITMyLyI4MJhXWr3CkXNH6D2tNxuOb8iWdvM0BQpC+6dh0DKo2gpmPwdjroZdC91WZrFYkiEhURm/cCc1yxZhxpDW3HZFZf+MWXZqN3zWGX5/BSpc5rYan0dExorIJ15lgSLyuogcEpGzIvKdiIQ7uz8HjgHrgVnAo6p6KL3nU9U1qvqGqrYFKmBcVOoC00Vkr4iME5EeGfkMPmXopEEhIFFVvV/7Y4DQjDSkqr+o6oDAwOwbV25RvgUTO08kNCiUfjP7MXdPhsMG5E9K1oA7J8Md30BcFHx+I0y99998MhaLxVX+2n2SU+diCQwQPrnnCqbc35KqpXw++fXFqMKar2D01XB0E3QfBz0/hYJhbivzSZwemZdxfFq9GI7xle0DtMF0REwFUNVEVX1QVRuo6mWq+lNmNahqpKr+oKoDVLUq0AnYAjyQkXb8ydA5DwSIiPdMsRCyGDUxu6gRVoNJnSdRp2QdHpn/CBM2TMCXfKB8mro3wKA/TXDBTT+b4ayF70DMWbeVWSz5ktj4REbM/Jvbxi7l/bnGP7RM0RCCAv3pZ8MDVVj3LZRvBA8uhsa9wB97pLJOkIis8FguMmQcf9nfgQeBvV77goEhwDOqOsfJLn470EpErsoOgSJS0fu3XkRaA5Gq+o6qdsxIe/70xO5z1t5eqxW4eDjLNUoVLMX4juPpULUD76x8h/8u+y/xifFuy/IPChSE9s+Y4axqrWHuy/B+Y1gyEuLOu63OYsk3bD8aSY/Rixk9fwe3X1GZx6+v67akzLNzPpw5CAEBcOvncM8vEFbFbVVuEq+ql3ss45Kp45q/rIg8CewAvLNDvwjsEJGhGW0zQ4aOiJQTkcYi0kBEcnsay1ogEjO3PklPNcz8+gUZaSi7fXS8CQ0K5a22b9G/QX+mbJ3C4LmDORtreybSTcka0Psb6D8HyjWA2c/C+03gz4/N7AiLxZJjzN18hC4fLOLg6WjG3d2M13s0onCIz4ZcS5m4aJj5DHxxM8x/w5QVDIMAP58Kn3UCHT+XrilVyC1/WW9E5Fbgv5jwMqu8dnfHDJm9KSI3ZaTdNA0dEakpIh+IyG7MB1sFrAOOish2EXnH6ebKUVQ1BuOU9LaIdBKRpsA3wB+quiyDbWW7j443ARLA0GZDeemql1h+aDl9Zvbh0Fnrd5IhKjeHPj9B32nG+Jn+GHzQFFZOyJkZWhaLhYaVitOpQTlmDmlNx/rl3JaTOQ5vgI/bw7KP4Ir7TABASxIJjs/LL5k8Ptv8ZZNhKPCsqr7lPa3c8dd5DXgLeCwjjaZo6IhIUREZhzFqqgGvY5yOLsXEuWmPySpaE9ggIp+ISE7H/X4OmARMBOYBe4CeOXzOLNGjdg9GXTeKQ2cP0Xt6bzYe3+i2JP+j2tXQbzrc/QMULQe/DDE+PGu+MnloLBZLlpi98TAPfLmShESlbNFQ3r/9MsoWy+pvlktsm2OMnHPHofcUE5g0uJDbqvISOekvWx/4MY06X2NskHSTWo/OMszYXHlVvUlVx6rqYlXdqqqbVHWBqr6nqt2AKhgfmgz1rKSGqrbzjIrslMWr6jBVLa2qxVW1l6oez65z5hQtK7Tkyxu+JDggmL4z+zJ3r52RlWFEoOY1cO9v0HsyhBSDHx+EUVfC+u8gMdFthRaL33EuJp6npq5jwJcr2Xsy6p9goH5J0sSPSleY1C8Dl5oUNBZv0hy6SoOc9JdNANIKzJTh7vwUIyOLSBlVPZahxjJxjBs4N7hrSEjIfdHR0bl23uPnj/Pw7w+z4fgGhl0+jD71+vhlHIopK8xzfuvlWRqOzRqq8PevMO81M1W0bD1o9zRc2vXCmRSrJ5n1ZXe6o9NiSYMft5sX2G61uuXqeVfvPcUj365hz8koHmhbk0euq0NwkD/NT/Fgw/cm4/idU3Mnh54fk9HIyCIyH9jukaUgBBMnZ6CqTnTKqmE6Rlpm1JXE61xzMdnO30mlzjDgVlX1dlZOud38PP3Zjezl5+PP8+yiZ5mzZw696vbiqeZPERTgh45+vkJiImz83jgbntgG5RqZKep1O5tZFhaL5SISEpUO7/5BTHwi797WmBY1/DRFSnQETH8C1n0DFZvB7V9D0fC0j8vHZNXQccrewCTX7gscxfjPRqtquyxq6wl8ijFkZiWzvxMwBRiqquPT3W4qPToBwNNAP6AEJvfE06q6z6NOWWC/qvqlCe2GoQOQqIm8t+o9PtvwGa0qtuLtNm9TJLhIruvILFnOdZUTJMTD+inwxxsm8mmpWtByMNTuCEGhNteVxWfJzVxXe09EUbZYCKEFAtl2JJKyxUIpXtAPUzgA7FkCP9wPEfuhzRPQ5jEI9NPPkotkk6ETBIzABA0sgMlLNSg7XElE5ENgELAC4w5zGiiJmW5+GSZv1n0ZajMVQ+dJ4EngXUxK9AcwHtXXOwGCcEI+H1JVv3x1dsvQSWLK1im8uuxVaoTV4KNrPqJ8kRxKbJnN9Bq7FIBv72/pspJkSIiHzT/B4g/g0BoIKGAShg74AwqVdFudxXIR/Wb2A+CzTp/l2DlUlckr9vHSL5vo07IaT91wSY6dK1dITIRxbSAmEnp8bGZoWtKFiMQAXwC/ZGHmVY7iTB8fADTDdLQcx2RBH6+qMzPcXiqGzlbgKVX93tkuhvGGbgK0VtWNjqFzUFX9KjCBWz46ybHk4BKGzR9GaFAoI68ZSf3Smc5blmv8tukIANfV8+EuYlXYvRBmP28MngKF4LK7oeVAKFHNbXUWyz/M3zcfgHaV2+VI+yfPxfL09+uYtfEILWuU4p3bGlMhrGCOnCvHOb4NioRDaDHTc1uoFIQUdVuVX5HT2ct9kdQMnbNAQ1Xd5VFWEJgLVMVETozBDw2dJNzu0Uli+6ntDJo7iJPRJ3mjzRtcW+VatyXlLY5sMtnR108BTYB63aDVwzahnyXP8+eukwz6ahURUXE8fn1d+l9dnYAA/5sAgSqsGA+znjMTC7qk6KtqSQN/MnSckDW1MFPXL0BVl6S7nVQMndXAOFUd7VVeCtOFpEBv4E9r6GSd4+ePM+T3Iaw/vp5Hmz3KPfXv8dkZWTuOmSjPNcv4gV/RcZOjh9K1IeIALB8NKyZAbKRJM9FqKNS6Nr/mvLH4ALsizLtk9eLVs73t7UfPMmzyGl7v0Yh6FYple/u5wtmj8NNg2DbLhJi4eZQZjrZkCn8YugIQkT7AGIyR4/0FrRmxO1IzdHphAvNNAV5W1b899lXDBOwrCRSxhk72EB0fzTOLnmHOnjncWudWnm7xNAUCfM+5zqd9dLz5rItZ95v2b1l0hImuvGw0RB6CsvXhqoegwS12aqol18luH52NByOYtu4Qj19fFxFBVX32pSlN9iyFb++C2LPQ4WUT5djOpswS/tKjIyJ7MU7O72KCFF6Aqu5Jb1spPjGq+i1wEybcc2GvfbuB5sBsTM+OJRsIDQrl7bZv/5Mja9Bvg4iMjXRbVt4jtDi0GgJD1kG30YDCjw/A27VN1OXdi2wAQovfkZCojP1jB90+Wsx3K/dz7KzJC+e3Rg5AWGUoeykMmA8t7rdGTv6iJPCWqv6tqnu8l4w0lGoAF1WdgZlWnty+Y8CtIuKnccJ9k6QcWVWLVeXlpS/TZ0YfRl47kopFKrotLe8RFGwiqDa+A3b8Dmu/gXVTTG9P0QrQoAc0vBXKN7ZDWxaf5sDp8wybvIZlO0/SqX45Xu/RkBK+FP4hIxxYaQJ9dnkHileCvr+6rcjiDj8C1wPbstpQuiPVicj1mPwS3k5BismD5Td4zLpyW0qKdK/dnQpFKvDI/EfoPa03H17zIY3KNHJbVt5ExPjp1LoWYs/BlhkmrcTysbB0JJSqbQyehj2hVE231VosFxCfkEjvj5dxPDKGt3o2omezSv7Zi5MQD4v+B/Nfh6LlofWjxtCx5FceB9aLyC3ADuCCbnZVHZDehtIVGVlE3gcewkRA9B4rU1XN8ezlOYGv+egkx86InQz6bRDHzh/jtatfo2M193O3+L2PTnqJOgmbfzZGz+5FgEKFpsboadDDJBi1WLJIZn10zkTHUSQ4iIAAYcn241QsUZCqpXze9SJ5Tu4ywf/2LYcGPU1vTsEwt1XlSfzIGflboDuwhouThaqqXpPettLbo3MX8KCqjk1vw5bsoUbxGkzqMokhvw9h2B/DGBI5hP4N+vvnG5u/UagkNOtrlogDJtXE+ikw62mY9QxUb22MnrqdoXBpt9Va8hFLd5xg2OQ19G1VjQFtanJVLT9+/hIT4ateEHkYenwCjW51W1FeJyEjvSEuciPQNblUEBklvYZOAvB7Vk9myRwlQ0vyyfWf8Pyi53l/1fvsi9zHcy2eo4ANd557FK9oZmZd9RAc2wobvjNGz88PAQ+ZmVvVW0P1NlD1KiiY8+H8LfmPmPgE3p2zlXELdlKtVGGaV/fj1CZRJyG4iPGV6zYaipSBsCpuq7L4DseBvdnRUHoNnVHAMyIyQFUznCLdknVCAkMY0WYEVYpVYey6sRyIPMA77d6heEhxt6XlP8rUgfbPmGzpB1fDznmwawGs/ByWjwEEyjcyRk+1NlC1pY3easky249G8vDXa9h06Ax3NK/C8zdeSqFgP00IvON3+HGgmQxw7QtQqZnbiiy+x3PA/0RkoKruzEpD6f0vmYRJrtVLRA5ysVNQnayIsKQPEWHwZYOpUqwKLy55kbtn3M1H135E5aKV3ZaWPxGBik3N0noYxMfA/hUm9cSuBcaZecmHIIGmTvU2Jkhh5RYQXMht9RY/4+S5OI5GxvBxn8vp4MvpV1IjLhrmvgTLRkHpulDvZrcVWXyXZ4AawDbHVSPBc2dGkomn1xl5GVAa+J6LnYJQ1ZfSe0Jfwh+ckVPir8N/MXTeUIICgni//fs0Kdsk187tF7muktjiREeoe0Punzs2yjhX7l4IuxaaabOaAIHBUOkKqNgMytaD8HpQug4U8NP8Q5YskVquq6Nnopm/9Ri3XW5eZqLjEggt4JfxWU0qlu/+A8c2Q/P7ocNL9pl3AT9yRr4ntf2q+nm620qnoXMeuEJVN6S3YV/Gl5J6ZoXdEbsZNHcQh88d5tWrX6VT9U5uS7KkRkwk7F0Gu/4whs/RTZAQa/ZJAJSsYQyfsvVMkLTw+lCiOgT66fCEJUvM3HCYp79fR0x8In883p4yRX03HEa6OLwevu4NXf8Hta5zW02+xV8iI2cn6TV01gCDVXVRzkvKPfy5RyeJU9GnGDpvKKuOruLhyx7m3ob35viMLL/NdeVrJMTDyR3G4Dm6GY5sNOuTO/kn4HhgiPEJKlvfGD9l60GJqk4G5+I2kGEewDvX1dmYeF7+ZSOTV+ynYcXivHd7E//4X0uOiP2w6WdoOdBsJ8SBnUThKr5s6IjIPOAxVV2ZzvpXAiNUtW2q9dJp6HTG5Jt4ExO45wKH5IxkEfUl8oKhAxCbEMsLS15g2s5p3FzzZl5s+WKOzsjKN3F03CI2Co5vMUbP0U2my//oZog8eGG9oFBj8BQtd+Hau6xQaRs634fxjKMTn5BI5w8Wsu3oWQa2q8mQa+sQHOSn927DVPj1EWPQD/7TBv/zEXzc0GkNfAwcBiYD052UU551LgXaA30xaSL6q+ofqbabTkMntcQ/Gcoi6kvkFUMHQFUZs3YMo9aOonm55rzb7t0cm5G1cs9JAJpVLZkj7Wcre5ebdZUW7urIDs6fgqN/m7fks4dN3JGzR5z1UVMWHXHxcRIIRcqaHqACBaFAIWcpeOE62LussFkHBpu38MACEFDADKUFONuBwRAQlPw+8cuvhVxnzbE1JCQqzcIvA2Dq6gNULlGI5tX8NERB9BmY+YQJv1CxGXQbY4ZlLZlDArL1RcWXDR0AEQkB+gFDgdqYIMUnMLk5SwPBwBbgQ2C8qsam2WY6DZ2qqe3PaIItXyEvGTpJ/LLjF15c8iIVi1Rk1LWjqFzMzsjKV8Sdd4yfI44xdMRsnz1sfITizpseo7go83ecx9+x57A5enOf3YnhDI0byH+CZnJT4FK35Vh8jeuGw9WPZFtzvm7oeCIidYAWQDjmy+kQ8Keqbs9QOykZOiKyBJPQc4aqrsiaXN8kLxo6ACuPrGTIvCEEEMD717zPZWUvy972bY9O3kTVTJH/xwg6D3HnID4WEuOMf0VinBmKSNr+pywOEuMv3E7HS1R+RhW+3R/G8M3hBEkibzc8TKdykW7LyhyJCabnQQSObYHgwnaoKruo3iZbv7/8ydDJLlIzdDoBSUtJYDbG8JmlqsdzTWEOklcNHYA9Z/YwaO4gDp09xH9b/ZfONTpnW9vWR8diyRonzsbw1PfrmbPpCCXCjnDJJSv4utsot2VljmNbYOq9JlXKFf3dVmNJg/xo6KQ48KeqM1V1qKpeAjQHFgO3ATtE5C8ReVlErhIRP/WUy9tULVaViTdMpGGZhjy58EnGrh1LeoYpLRZLzvPnrpP8seUYz3W5lMaNFxIa6p0r2Q9QhT8/hrFtjN9Y0fJuK7Kkj2txzxAAACAASURBVEARGeeEWckXpCtAh+P1PBoYLSIFgNaYnp6xQAXArxKueMTRcVtKjhIWGsa4DuN4ccmLjFwzkr2RexnecrjNkWWxuMD52ARW7zvFVTVLc0PD8jSqHEbFsIIsnum2skwQeQR+GgTb55iYODd/ZGb4WfwBf0nqmW1kuDdGVeNU9XdVfQLoDUzNflk5i6r+oqoDAgPz/qyQ4MBgXrv6NQY2GcjPO35mwJwBRMQkMzPHYrHkGBsORNB15CL6ffYXxyJjAKgY5sdRgY9uhD2LofPbcOd31sixZDsi0jC72sqwoSMioSLS13FWXgPclV1iLDmDiPBg4wd5o/UbrD22lrum38W+M/vclmWx5HkSEpXR83fQfdRiIqPjGH/PFf4b4TjmLPw93fxd8xoYuh6a32eDVlpyirUiskpEHhKR0llpKN2Gjog0FJEPMdO7xgM1gVeAalkRYMk9utTowicdP+FUzCnunH4na46ucVuSxZJniU9I5M5PljFi5t90qBfOrKFtuLp2lr6v3WP/ChjbGib3gYgDpqywn34Wi79QG/gJeAg4ICI/iEg3EclwTpxUDR0RKSgi/URkKab3ZgCwBDOf/VpVfVFVj2Zcv8UtmoY3ZVLnSRQNLkr/Wf2ZudsfHQQsFt8nKDCAK2uU4u1bG/NR76aEFUp3smXfISEe5o+A8R1NyIA+P0Lxim6rsuQDVHWHqr6kqnWAdsABTJDAgyLynog0Tm9bKRo6IjISOIhxOI4E7gfKqWoXjKGTWrRkiw9TtVhVJnaeSP3S9Xn8j8f5P3vnHV/T+cfx95M9CLG3EDNRYgVBxKpVuo2iaIsiVaOqNtXa1KxSbRAdtE21ftSsGSVojNixQ+3Ysr+/P04SSUTcm3Vz47xfr/O69z7nnO/zuSG53/s837HkyBI9I0tHJxO4+yiaj38OZs/ZWwAMalGJt2qXyvL+c1lCXBwsfxW2TYJqb8KHu8ClkalV6byAiMg/aPHAfwCOaCEze5VSO+OLCqZJWis6/dH6TXQGXhGRJSISngmadXIAznbOfPvyt7Qp14Y5/85hwj8TiI6Lfv6NOjo6qbL7zE3azNnB2sP/cfr6A1PLyTgWFuDWAd78Dt78Fuzzm1qRzguGUqqGUmq6UioMrY5fSaArUCz++S0MSIhKq2Dg20APoBUQAawDVsY/3gdqiMixjL8V05GbCwYaSpzEMT94Pt8e+ZYGxRsw02cmeW3ypnmPXhlZR+cJkTGxzNp4isU7z1KuoCNfdfKgRmnDnYKEWDmPIh5ZJdFwHt6CNQPBoytUybwiozo5B3MpGKiUCgGqAoeBZcCKlMWKlVJvAktEJM3GcM/tdaWUKgq8G3+4Aw8BB6CniPin903kBHRH5wm/n/6dz//5HJd8Lnzd/GuK59GLf+noGMKq/Zf49NfDdK1XhlHtquJgY3SsZM4gdDOs7g+PbkObqXqV41yKGTk6s4GlIvLMrBmlVAHARkSupmnLmNgMpVRdtNbonQBnIBRYICJzDTaSg9AdneTs+W8PQ7YOwdbKlvnN5+Ne0D3V6/QVHZ0Xnbg44cLtR5Qr5EhcnLD/Qjie5dL3+2DyFZ3ox7B5POz9BgpX1bapimVaCROdHIZSKhJYDqwRkTWm1vMslFJ/A2+IyJ0U44WB9SJS22Bb6QlCja+O/Bqa09NSRMwwnUB3dFLjzJ0z9N/cn/DIcKY0nkKzMs2eukbvdaXzInPtXgSf/HKIw2F3+XtoEwrmyVhdnF7rewHg19ovM+QZT0gA/NoL6vWDFuPA2owLGeo8l5y8oqOU8gIqxL/0Az4G7qW4zA3oLyJOBttNI0bHSkRiDBBWVESuGXNPTkF3dFLn5uObfLTlI47eOsqndT+lm1vympBnbmiBlq6F85hCnnHcPK09FqpoWh06uYK/jvzHiN+PEBEdy+h2bnStVybDGVXn7p4DoFy+cpkh0TDiYuH6MW3lRgT+OwQlckCMkE6Wk8MdnfrADkABlkBsiksELUZ4iohMN9huGo7OYWC8iAQYIM4CbTtrpIiYzZqn7ug8m8cxjxmxcwRbLm7hnSrv8GndT7G0yP0tM3R0UiMmNo7PAo7w64EwqpfKx1edPMzD0U+NO5dgdT+4fAB89+t1cV4wcrKjkxSl1DmgbsoA5PSQVtTcm8C3SqmZwC9o2VZHgZtoaemFgZpAU7R0r7PAWxkVlB28KE09M4K9lT2zfGbx1YGvWHp0KZcfXGaa9zQcrB3YfOwaAC3cippYpQGc/Et7rNzGtDp0zBorSwti4wTfphX4uEVFrC2N7p7zTLZd2gaAT2mfTLP5TI78Cv8bAhKr9alyKpH1c+ropAMRybQlTkOyrloDg9AcmpSOURSwFZgnIn9llqjsQl/RMYyVJ1YyKWgSlZ0rM7/5fD7yP6ON6zE6OrmY6Ng45v8dSvsaxalQJC8ikiWF/7IlRicuFn7/EI6sgtL14PVFUCAbt8p0cgw5eUVHKXUKqC8it+OfP5P4iskG8dw8SBFZD6xXSjkCtYCiaPtk/wGHRET3FHI5nap0okSeEnyy/RPeWfsOjqoPdlLa1LJ0dLKMszceMHjlQQ6F3cXaUuHbLK95VjdOwMISHApC01HQaAhYmmkKvE5u5we0un0AP6L5GhnG4P/t8Q7NzsyYVMf8aFyqMcvbLGfAlgGct5lGyeg+gBms6OjoGIGI8FPQJSb+7xg2VhZ83bUWbV8y05pSMZGwdRJUbQ+l6kCbKaZWpKOTJiIyIcnz8ZllN/M2mnVyPZULVObHdj9iI0W4ZD2fn0/8bGpJOjqZysp9lxj5+xFql3VmwyBv83Vyrp+AJc0hcDac+dvUanReMJRSY5RSR+OPgRmw000pVSr++SdKqRCl1JL4HSaD0dcvdYyiiEMRXKKGEWa9hC/3fsnF+xcZWnuonpGlY9bcj4gmr501r9UsiYVSvFW7FBYWZrhVJQJBi2HTWLBxhM4/6a0cdLKV+Fo4LwMegDUQpJTaJCLHjbQzHvgEaKGUcgGmAt+gxQtPAwYYaktf0dExGgvsKB3dn25Vu+F/zJ/B2wbzKPqRqWXp6BjN46hYRq8+Qtu5O7kfEY2dtSUd65Y2TycH4Mgv8NenUM4b+v2jOzk6puAWMExEokXkEXAOrQGnsfQEuorIHrTyNbtFZADwPvCGMYYMcnSUUu8qpZ7KxVZKOSqlBhkzoU7uQGHBcM/hfOb5GdvDttNrQy+uP7pualk6OgZzJOwur8zbyYo9F2ntXixTU8aznYfxpUbc34C3/OCdVZDXDMo/6OQ6RORkvHOCUsoTqAHsSYepYsCB+OetgPXxz/8DDK6KDIav6Pg9w3AVQI9we4HpWrUrc5vO5dzdc3Rd15WTt0+aWpKOTprExgkLtoby+teBPIyM5YcP6jGqnRt21ma4/Rp5H/4YAF830JwdSyuo9gaYc4aYTq5AKVULCAA+EJEH6TBxFqitlKqJ1hYioYRNe+CMMYae6egopT5WSsUqpWLRyjFfTXidZDwI+Ccdb0AnF9GkdBOWtV5GXFwcPdb3YNflXaaWpKOTJjtP36BVtWKsH9SYhhUKmVpO+ri0D75pDME/QK3uYGvUl1wdnSxDKdUIWAu8LyIb02lmGrASCAS2i8i/SqnRwKz4c4brSaMFhCXavpgFWqdTX+BukksSek5sTae3ZnL0goHp41m9rq4+vIrvFl9C74Qyst5IOlbuaAp5ydF7XemgpY3/cfAKXq4FKeJkx6OoGOytLXNEbRyje13FxcL2abBjOjiVhDcWQVmvLFSosXz5cubPn8/Ro0exsLCgevXqDBw4kE6dOgHw+uuvEx4ezrZt25LdV7p0acLCwggLC6NkySehGoMHD2bdunWcPJk1q8ArVqyge/fupKdxdXbywQcfEBoa+tTP7Vn4+PhQoUIFlixZkq75srpgoFKqOHAQeFNEMvStVylVHSiP1q08QinVAogSkR3G2Hnmio6IxIrIjyKyAi3KebGI/JDk+FFE1pirk6OTflwL50m1z08xx2Isa7MMrxJeTNwzkRn7ZhAncSZQmIRCFXUn5wXnzqMofH8KZtDKg3wfeB4ABxurHOHkgObgGNXQU1nA1SNQvSP025UtTs7ixYvx9fWlf//+HDp0iL1799KuXTu6dOnCsmXLAGjWrBlBQUFER0cn3nf8+HH+++8/ihUrxsaNyb/Y79y5kxYtWmS5dp2MoZRapJRakmLMUik1WSn1n1LqgVLqV6VUQlCYL2APzFdKHYw/0vUPLSKHRWS1iETEv95srJMDBqaXi8h2pZSXUqoBYIO2lZX0/CRjJ85MlFLjgC5ADFqU9iFT6sntpNXrytHakbnN5jJt3zSWHVtG2IMwJjeejL2VfXbL1NB7Xb3QBIbeZOiqQ9x8EMmnrSvT19vV1JKewqBeVyIQ7A8ujaBAeXh7KVjZZIc8ABYtWkTv3r3p2bNn4pibmxsnT55kzpw59OjRg2bNmvH48WMOHjxI3bp1Adi4cSO1atXC3d2dDRs20KuX1u7iwYMHHDx4kNGjR2fbe9AxDqV9E5gA9AG+S3F6PNADeBcty+pr4DegkYiMAkZlwvxVgLlolWlT8zsM/gUwNOtqDLALTXwfoHeS4wNDJ8sK4nP2WwDV0JqLpm89T8dgvt15lm93nn3meSsLK0bWG8lnnp/x98W/6bm+p+kysnbP1w6dF47VwZfpumQvDraW/N6/If19KmCZA9PGlx1dxrKjy559wcObsLIb/PkR7Iv/vMlGJwfA0tKSwMBA7t69m2x8xowZBAQEAODu7k7RokXZvXt34vmNGzfSsmVLWrRowaZNm4iL01Z4E65p2rQpAC4uLsycOZP27dvj4OBA+fLl+fzzz5PN9eeff1KnTh0cHBwoU6YM48ePJyYmJvH833//Te3atbG3t6dBgwacO3cu2f2RkZEMHTqU4sWL4+TkRJMmTdiz59nJQEuXLqVKlSosX76cMmXK4ODgQMeOHbly5Qpdu3bF0dGR0qVLJ65oAcTExDBt2jQqVqyInZ0dL730EqtWrUpmd8GCBZQrVw4HBwe6devGo0fJS3NcunSJt956CycnJ4oWLUrnzp25cuXKM3WmAyul1P4kR5+UFyilygN/A/2AiynO2QAfAyNFZJOI/At0BhrGfx5nFgvQtq1G87Tf0dsYQ4YWDOwJfCEiY40xnk20An4TkRjgkFLKWilVTkTOPe9GnfSxsFttg67rWrUrJfOU5NMdn9JlbRfmN5tP1YJVs1hdCjouz975dExOXJxgYaHwqVyYfj6uDGxWEXubnJVRNWHNUY5duQdATNx7AHRa9HReR42I/fS7O5M8cQ/4OW9v1p5ri6RynTG4lXBiXHt3o+4ZNmwYnTp1okSJEjRv3hxvb29atGiBh4cHhQsXTryuadOm7N69m48//pioqCi2b9/OsGHDcHNzIzw8nP379+Pp6cnOnTupU6cO+fLlS7x3zJgxzJ49m5kzZ+Lv78+4ceNo1qwZjRo1IiAggI4dOzJp0iRee+01goOD6devH7du3WLevHmEhobStm1b+vbty48//siePXvo379/svfw7rvvcvbsWVatWkXRokX56aefaNq0KYcOHaJSpdT7Q549e5YVK1awbt06Ll26RIcOHdiyZQtjx45l7NixzJgxg759+9KhQwecnZ0ZMmQIP/30EwsXLqR69er8+uuvdO7cGUtLS9588038/f0ZMmQI8+fPx9vbGz8/P6ZOnUqTJk0AePjwIT4+Pnh5ebF7925iYmL4/PPPadasGYcPH8bGJlMc3BgRqfOcaxqgZT11AVKWwPcA8gLbEgZE5LxS6jzQGNhN5lAXaCkiezNq6LndywGUUg+BGiISmtEJMxul1CK0gOif41+vBz4Xkef+sPVg5Ozh5O2T+P7ty93Iu0xuPJnmZZqbWpJOLiQuTvDbfZ6/jvzHT33q5+i6OEkdnWdR//EOBt+ZxEUrF+bl/5SL1uUzZe70ODqgrcLMnj2bjRs3Jq7s1KxZE39/f9zdNXtLlixhwoQJXLp0ia1bt9K+fXtu376NjY0NHh4evPnmm4wZMwYfHx8aN27MxIkTAW1Fp169eqxcuTJxPmdnZ0aOHMmwYcPw9PSkQoUK/Pjjj4nnFy5cyMCBA7l58yaTJk0iICCAkydPYmGh/bt/+umnTJ8+HREhNDSUihUrEhISkqgVoGXLlpQvX55FixY99X6XLl1Kr169OHXqFBUranF+devWxcHBge3btwNaDJKbmxtBQUFUrlyZggULsmDBAvr0ebJI0qlTJ86ePcu+ffuoV68e1apV47vvnuwEeXp64uDgwLZt21iyZAmjR4/m8uXLWFpqznlkZCSFChVi8eLFdOnSJTOCkSPREozWiMgaA67fBoSKyAfxr99A26ayEZHoJNcFAsEi4psuYU/Pew54XUQOZtSWoSs6W4AmQI5zdNC231J6ayaOgM3d/LL/EgBv1zGsg3nlApX5qd1PDPx7IIO3DmZQ7UH0cu+VPcGgwT9ojzW7Zv1cOibj6t0IPvnlELtCb9KiahEeRcWSzz7nOjpJHY3VoasBeK3Ca9pAbDRYWkNUdfjHgjJeHzHd2s4UMpPh5eWFl5cXsbGxHDhwgDVr1jBv3jzatGlDaGgoNjY2NGvWjN69e3Px4kU2btyIj49P4ipEy5Yt2bZtG8OHDycoKIgJEyYks59yVSVfvnxERUUBEBISQo8ePZKd9/b2JiYmhhMnThASEkLNmjUTnRyA+vXrJz4PDg4GoF69eslsREZGEhkZmeb7dnV9Etfl6OhI+fJPHE57e/tEOydOnCAmJoaGDRs+pfPPP/985vuoX78+hw8fTtR548aNZCtdAI8ePeL4caM6KKRFrIg8tV1lBA5AXFInJ55IIDP/o04CvlJK9UVztNL9uW6oo7MNmKOUag6cRntDiZg4GPkKkDQqtmj8mE4W8euBMMBwRwegkH0hvm/1PaMDR/PVga84d/ccY+uPxdrSOqtkahyM/waoOzq5lnVH/mNEwBGiYuKY/MZLdK5bOsdkVBnCH6F/APBa+fawey4c/gU+2Kz1qmoyzMTqtJiRyZMnM3bsWIoVK4alpSWenp54enrSuHFjWrVqxeHDh6lTpw7ly5fHxcWFPXv2sHnzZrp165Zop2XLlixYsIA9e/ZgYWFBgwYNks1ja/tU8f3E1PAEhyIpsbGxAFhbW6OUeiqNPOk2T8Lzf/755ylbqc2bgKWlZTLnCXjqdQJ2dql/xsfGxmJtrf2dM0Snu7t7YtxTUvLnz/9MndnMY8BCKWUVHzKSgC2QmVskQ9BidI4DopRK5uhkejAy8BFwA23f7l1yUDAysAl4UyllpZR6CbAWkYvPu0kn+7GzsmOa9zQ+rPEhq0NX03tTb+5E3DG1LB0zJjo2jq82ncKlkCNrBzaii2cZs3JyEigY+QiWtYfN46FQBYiNMrWkROzt7VmyZEmybaME8ufPj1KKIkWKJI41bdqUrVu3EhwczMsvv5w43rhxY+Li4vDz88Pb29uoeBM3Nzd27UpekmXXrl3Y2Njg6uqKh4cH+/btSxacvH///sTnCdtV165do0KFConHV199xR9//GGwjrSoWLEiNjY2qep0c3MDwMPDI1mwdmo6z507R8GCBRM1FilShCFDhnDkyJFM0QlYKqUWK6Xap/P+S/GPxVOMlwAup1/WU0xBC0J+D62/VbqDkRGRHHUAi4AlKcYsgcloPS4eAL8CRZOcHwccBY4ADQydy8HBQXSMp+M3u6XjN7szZGPNmTVSa3ktafNbGzlz50wmKUuF79tqh06uYv/523I/IlpERK7ceSRRMbEmVpR+vvFvJg8/LyDyZUmR4B9F4uJMLekpRo0aJTY2NjJu3Dg5fPiwnD59WgICAsTNzU169uyZ7Fp/f3/JkyePlCpV6ik7zZs3F0dHR5k5c2ay8bJly8rEiROfObZ+/XqxsLCQqVOnyqlTp2TVqlVSsGBB6d+/v4iIXLx4UfLmzSvvvfeeHD9+XFauXCnOzs6ifcRpdOrUScqVKyfr1q2T0NBQGTlypFhYWMjmzZtTfc9+fn5iaWmZbKxJkyby/vvvJ74+d+6cALJz504REfnss8+kUKFC8ssvv8ipU6dkypQpYmFhIatWrRIRkd9//10sLS1l9uzZcvLkSZk4caJYWlpKkyZNRETk0aNH4uLiIi1atJB9+/bJkSNHpF27dlK4cGG5du1aqhqMBXgoxn0mb0v6mYy2cnMP6JZkzAUthKS+Mbaz6zDWCamHloGVF3ADrDJNiJYj/3n8DyulozMRbTuqJVALrUHYrozOqTs66SMzHB0RkeBrweL9s7c0+LGB/HPln0xQlgq6o5OriIqJlenrT0i5z/4nk9cdN7WcjBMbI6HTy8rJGeVEbp8ztZo08fPzEy8vL3FychIbGxupWrWqTJ06VaKiopJdd/nyZQGkV69eT9mYMmWKAHLo0KFk489zdEREVqxYIW5ubmJtbS0uLi7y+eefS3R0dOL5oKAg8fLyEjs7O6levbpMnTo1maNz//59GTBggBQtWlTs7OykZs2asnr16jTfr7GOTnR0tIwaNUpKliwptra24uHhkejkJODv7y8VK1YUW1tbadeunfTr1y/R0REROX36tHTo0EHy5s0rTk5O0qpVKzly5MgzNRhLRh2d+LEpwFWgdZLP5G3G2DVwbm+0HlfngLJo9Xu6G2vH0KyrfGjNuZrGOyIVgTlojbZaikjYc42kbb88WkGiasAjYJM8ifC2AW4CA0VkafyYS/wbbygGZFelmKsP2nIYNjY2tZ8XiKbzNAlpsCv7NnjOlc/n8oPL+G7x5dzdc1nTNsKvnfbYa23m2tXJds7ceMDglQc5HHaXt2uXYlwHd/LYGhpmmMM4vwsKVwXHggxc8w4Praz5rk0atXR0dDIJY1tApMy6ih+zAqaiFQ20RussPkBEbmaizjZo2V0rgO6Ae/zjaKCPiPgZasvQGJ2paIHLpdEcEYCBaL2vZhg6WRok5Oy/hObAJCXVnH3gPFrOvlGIyGIRqSMidayszPSPZC6iZJ6S+Lfxp0GJBkzcM5GpQVOJjYs1tSydHMamY9doN3cnF28/YmHXWkx/u4Z5OjkxkbBxDCx9BXZofQnvW9sSp3JuhphOrsOoGB0R8Unq5MSPxYjIUBEpJCL5RKRTZjo58YwHPhEtQywmft4JwFDgE2MMGfqXoh1ag67LCYF+InJOKeXLk9bp6UZEfgB+AFILJCwV/5gyyOkKmuOlY+bkscnDvGbzmLl/JiuOr+Di/YtM856Go3WW9Z3TMTOqFMtL08pFGN/BnaJOpk+1ThfXj8NvveHaEajzHjTPifVXdV4AMppenl24o60UpWQN2uKLwRj6NaIAcDuV8Qi05l1ZSabn7Cul2iulFiekJ+qYHisLK4Z7DmdM/TEEXg6k+1/dufJArxLwIrPl+DWG/XIIEaF0AQcWdqttvk7Oyb9gURO4/x90+Rle+UpLH9fR0XkWN9HSy1NSB7hmjCFDHZ2dJE8jF6WUJfAZkLF65M8nMWc/xXi6c/ZF67reJ6HypE7OoWPljixssZCrD67SdV1Xjt46ampJOtnMo6gYRv1+hPeX7Sfkyj3uPEr5HccMKVkb3F+H/v/oDWZ1TE1G08uzi8XAgvhYHQW4KqXeA+YDS40xZGgwcjW0GJkzQE1gI1AVcAZaiNbUK1NIpdy0J7AXKCMil5Jcdw5YKCLT0juX3gIifdx+qNX4KOCYdY0Fz9w5Q//N/QmPDGe693SalG6SPkMPb2mPjgUzT5xOlnE47A6Dfj7IuVsP6dO4PENeroStlZl+ITn2Jxz6GTr5g8Wz30N4RDgAznbO2aVM5wXG2GBkUxHfPX0KWjxwQlXHaGAWMFpEDN6SMcjRiZ+0BFon05pAFFrdmvkiYtQSkgHzbCO5o2OLVqywv4isiB9zQQtabiAiz24/++w52gPtbW1te0dERGSScp3M5ubjmwzYMoATt08w0nMknap0MrUknSwkKiaOpjO2ESfCzI418HItZGpJ6SPyPvz1GRxcAcU9oOuvkKfw8+/T0ckGzMXRSUAp5Yi2sBIFnBaRx0bbMHBFZwtaeneW7yM8I5VtClr9np7AdeBrIEJEfDIyl76ikz6M7XWVER5FP+LTHZ+yPWw7vdx7Maj2ICyMyVDRe13leC7feUyRvLZYW1oQcvkupZ0dyOeQxa1BsoqLe+H3PnDnIjQaAj6faX2r0uCpXlc6OllITnZ0lFJlDL1WjOiAYGjWlQdarIypGI2Wq7+CJDn7JtTzQpOeXlfpxcHagdlNZzMlaAp+R/248vAKXzb6ElvLZ/enSYbe6yrHIiL89u9lxv95lL7e5fmoeUWqlcz3/BtzKnGx8McAkDjouQ7KGlZnKrHXle7o6Oic5+km3c/C4D1tQ1d0RgE+aCld50jh9IiIWabH6Cs65oOIsPToUmYdmEWtIrWY03QO+e1yTJM7HSMJfxjFqNVHWHfkKp7lCjCrYw1KOTuYWlb6uHUGnEqAtT3cOAV5i4Gdk6lV6eikilIqElgOrBGRNabWkxSlVNLW77WBUWj1dPagbV3VBSYAk0XkG0PtGroHMBpojhaEfAqtqdclIIwnDb50dLIMpRS9qvViepPphNwMoftf3bl0T/+vZ44EnbtN6zk72HTsGsNbV+Gn3vXN08kRgf1+8E0j2DZZGytcKVc6OT4+PiilUj3mz58PQM+ePWnRokWq93/wwQf4+PhkqcYvvvgCFxeXLJ0jM2jRogU9e/Y0+HoXFxe++OKLzJQQKyJ9cpqTAyAigQkHWqb3ByKyUESCReRofHeEPmidzQ3G0K2r1sbJzdkkCUY2tRSzZPGOMwD08XbN9rlbu7SmiH0RBm4dSLe/ujGv2TyqF67+7BsC52qPDQdmj0Cd52JvbYmzFwUZXQAAIABJREFUgw3f9ahrvltVD27Anx/Bqb+gvA/U+zDdppaGLAWgZ7WemaEsy3jnnXeYOXPmU+NOTrnPsdPJEbgCp1MZD0PrlG4whq7ojAVuisj21A5jJswJ6HV0MsaW49fZcvy6yeavVbQWK9qswMHKgfc3vM+WC1ueffGpDdqhY1KO/3ePr7eFAvBSqXysG9jYfJ2c84Gw0AvO/A2tJkO337Wtq3SyPWw728Ny/p9Re3t7ihUr9tTh4GCGq3E65sA+YKxSKrEocXzfzclotf0MxlBHx9TByDo6yXDJ58KKtiuo5FyJwdsG43/M39SSdFIhLk5YsvMsr84PxC/wPOHxNZgsLJ5q9WI+5CkCzmWhz1Zo0B8s9D5VxqKU4vvvv8fb2xt7e3uqVKnC4sWLk13z/fffU61aNezt7alQoULiFlkCq1atomrVqtjb29OmTRtu3kzeaik8PJz33nuPggULUqBAAdq2bcvJkyefqWn8+PG0bt2aadOmUaRIEfLmzUv//v25ePEibdu2xcHBgUqVKrF+/ZOuBI8ePeKzzz7DxcUFOzs76tWrx5YtT754xcXFMW7cOIoXL07evHkZMmQIKSvyh4SE0KpVKxwcHChVqhR9+/blzp07Rv9McyEfAy2AK0qpPUqpvWihMtUxMhnJ0N/QWcAipVQLpZSrUqpE0sMo6To6mURB+4IsabWEZmWaMW3fNL0haA7jv7uP6fbdXr5Ye5wmlQuz/uPGOGdhkcks5UowbBqrxeUUqgjvb4Ki7qZWZdYMHz4cX19fgoODady4Mf369ePChQsAzJo1C19fXwYNGsThw4cZNmwYw4YNS9w627FjB507d6ZHjx4cOnSIl19+OZkjJCK0bduWK1eusGHDBnbt2kXZsmVp1KgRt27deqamrVu3cvjwYXbt2sXcuXNZuHAh9erVo2vXrhw4cIDKlSsni6/p3Lkzq1atYtGiRRw8eJD69evTunVr9u7dC8CXX37JnDlzmDdvHkFBQdy+fZtt27Yl3n/58mWaNGlC9erVCQ4O5tdff+XYsWO88cYbmfiTNk9E5BBQCRgJ7AeCgMFANRE5a4wtQ7OuHvOkMmHSG5SmR8xqD0gvGJgxOi3Sun6s7GtY+mxWExsXy4z9M1hxfAXNyzRncuPJ2FvFr3b6tdMee601ncAXkITif+GPohjX3o2OdUqn1rA35xMXC4GzYeskcCwCfbZB3qIZt/vXZ3D1CAAnbp8AoEqBKhm3awjFXoI2U4y6xcfHh8DAQFLGNXbu3JklS5YAWjDyihUrsLN7uh9ZZGQkDRs2TPyQV0rx6aefMnWq1pvxzp07ODs7s2rVKt566y2KFy/Oe++9x6RJkxJtDB8+HD8/P65du0bnzp25efNmstWTjh07EhQUxPnz59m8eTOtW7fm9u3byWKIKlWqRK9evRgxYsRTGsePH8+kSZMIDw/H0VErM1O4cGHatm3LsmXLAPjrr79o27Yt169f58aNG7i7u7NhwwZefvnlRDv169endOnSrFq1iuLFizNgwADGjBkDQFRUFOXLl6dFixYsXbqU0aNHs2HDBvbt25d4/+XLlylVqhS7d++mQYMGuLi48MEHHzB69GgD/qWeT07OusoqXshg5Ph/3DWOjo69Ta1FJ+NYWlgy3HM4JfOUZNq+aby/4X3mNptLIXszraxrxjyMjMHBxhIbKws+f9Wd8oXzUK5QjqxN9nzCL8DvfeHiP1qfqnazwKGAqVWZjNdffz2Z4wGQN2/eZK/r1auX6BQkZeTIkVy/njyur1KlSonP8+fXSkVERUVx48YNrl27RsOGDZNd7+3tzbRp07h+/TohISG0a9cu2fn69esTFBQEQHBwMLGxsZQokXzDISIiguPHjz/zPRYvXjzRyQFwdHTE1fVJ0oW9vfYFKjIykpCQEICndDZu3Jj//e9/3Lx5k2vXrlG7du3EczY2NtSqVSvxdXBwMMHBweTJk+cpLcePH6dBgyz5Mmku3cszDYMcHXMMONZ58ejm1o3ieYozYucI3ln7DvObz6fS82/TySSCzt1m8MqDfNSsAp09y9C8aiasfJiK2BhY/io8ugWvL4bqHSEzV6SSrKhMXd8LAL/WfplnPwtwcnKiQoUKaV6TEE+T2r0pHZ3Usl5FJNUVISAxtsXa2hqlFCl3I2xsbJI9L1CgQOIWUlJScyoSsLZ+uoq1xTNisBJ0ptQRGxubqDG18yl1vvzyy8ydO/cp+4UL621DMguDYnSUUhvTOrJapI6OoTQv05ylrZcSGxfLu3+9yy49hj7LiYqJY/qGE3Re/A9WloqKRfM+/6acyuM72naVpRW8Oh8+3AU1OmWuk6OTJk5OTpQqVYpdu3YlG9+1axfFihXD2dkZDw8Pdu/enez8/v37E5+7u7tz+/ZtACpUqECFChUoV64co0ePZseOHZmi091di9EKDAxMNh4YGIibmxuFChWiZMmSyXTGxcURHByczMbx48cpW7Zsok5LS0sGDRrEpUt6nbDMwtBg5MspjmuAE9AQLUBIRyfH4FbQjR/a/UDpvKUZoG7wE/dNLSnXEnr9AW8u3M2CrWd4u3Zp1g5sTO2yZtqF++w2+LoB7J6nvXZppGVX6WQ7o0ePZs6cOSxZsoTQ0FC+/fZb5s2bx5AhQ1BKMWjQIIKCghg1ahSnTp1i0aJFrFy5MvH+5s2bU79+fTp27MjOnTs5deoUvXv3Zs2aNVSrVi1TNLq6utK5c2f69evHxo0bOXHiBEOGDOHAgQN8/PHHAHzyySfMmTMHf39/Tp48yUcffZQYcA3g6+tLeHg4PXv25MiRI+zfv5/OnTtz+vTpZFt7LzpKKUPDbFLFIEdHRHqlOLqLSH1gGlAkIwJ0dLKCYo7FWNZ6Gd7YM8kinClBU/SMrCzg0u1HXL7zmG+61WbqW9XJY5uhv0emISYSNozStqpsHKF8E1MreuHp27cvkyZNYvLkybi7uzNr1ixmzZrFsGHDAKhTpw5r1qxh7dq1VK9eHX9/f4YMeVIsVynF6tWrcXd359VXX6VmzZqcOnWK9evX4+bmlmk6v/32W1q3bk23bt2oVasWe/fuZePGjYmxNYMGDeLzzz9n1KhR1KxZk/v37/P6668n3l+sWDE2b97M1atXqVevHq1ataJMmTJs2rQp2RbXi4pSqrtS6gTwUClVXim1UCk1xmg7hmRdpSHCBTgoImbVdEjPunpxiI2LZeaBmfgf88e7lDfTvKfhaG2mwbE5hBv3I9l77havVNcCPR9ExpingwNw/Tj8+j5cPwp1P4CWE8FGL4Cnk3vJyd3Lk6KUeheYDcxAa0NVDXgZmAlMEJFphtrKaKWrekBMBm1kO3pl5BcHSwtLPq37KWPqjyHwciDv/vUuVx9eNbUss2XTsWu0nr2D4b8eTiz+Z7ZODkDEXXh8G975BdrN1J0cnRcBS6XU4vgv/DmZoYCviEwCYgHiG3n2Rut3ZTCG1tFJLeDYCagFfC0ig4yZNKegdy9PH6bsdWU0SXpd7b68m6Hbh2JnZcf8ZvNxL6QXfDOUR1ExTPzfcX4KuohbcSdmd/agkrkGHd+7Aqc3Qe0e2uvoCLBOPdMnOzCXXlc6uQMzWtF5BLiLyDml1H2ghoicVUqVB46KiP1zTCRi6Fexy6mMnQO+AVYYOplO7uDfC2ZUnjzsSay8V0kv/Nv44/u3Lz3X92Ry48m0KJt6t2WdJ0TFxNFhfiBnbjygb5PyDGlZCVsrM10NPboa1nwMcTFQuY3WzsGETg7AoRuHTDq/jk4O5SJa+6lzKcabx58zGKNidJRSNiISFf+8jIgYNVlOQ1/ReTG59fgWA7cO5PCNwwyuPZhe7r3Ms2pvFiMiiT+X5f+cp2KRvDRwLWhaUekl4h78NRwO/Qgla2u1cQqlXRNGRyc3YkYrOr2BicAEtDgdX6AcMAQYISLzDLZl4NZVMeAXYKeIjIwfuw4cBd4WkZtp3Z9T0R2dF5eImAjGBI5h/fn1vFHxDUbXG4215dPFwl5ULtx6yJBVh/BtWoGmVcw8sTI2Br5pCDdPgfcw7dD/rXVeUMzF0QFQSvVD63VVMn7oMvCFiCwyxo6hW1dz0XpcJS3d6Q0sRmv4+a4xk5qaJFlXppZilkxdr/XmGd46m3rzZITN47XHFuOTDdtZ2THVeyplncqy6PAiwu6HMctnFvls82W3whyFiPDLgTAm/HkUCwtFZIwZp+THxmiF/yytoPFQcHaB0p6mVvUUsw/MBmBQbbMMddTRyTJEZCGwUClVCIgSkXvpsWOoo9MCaCwip5MIOKGU+gjYnJ6JTYne6ypj/Hsh3NQSDOfSvmeeslAW+Nb0paxTWcbuHku3dd34uvnXlHYqnY0Ccw7hD6MYEXCE9UevUq9cAWZ18qBkfoPj/XIWN0Mh4AOoPwCqv621cMih6DE6OjpPE59ennIMtEWXKCAM2CMiz/02ZqijI0BqeZeWgF7VSMesae/anhJ5SvDx1o/puq4rc5rNoWaRmqaWle1sPn6NLSeuMaJNFT5oXB5LCzOMWxKBA35aAUArWz1dXEfHfBmDFpNjAdwBFJAPzR8h/vUppdTLz4sXNrSOznpgtlKqTMKAUqo0WuEevdeVjtlTu2htfmj7A062Try/4X3WnV1naknZQkR0LP9e1Fbo3qpdik2Dm9C3iat5OjkPbsBPneF/g6F0Pej3D1Rp9/z7dHR0ciKLgCPASyJSQEScgarAfuBjoDhwEi1QOU0MdXQGA3mAc0qpq0qpq8D5+LGPjZavo5MDKetUlhVtVlC9cHWG7xzON4e+earzcG7i2JV7dJi/i3e/C+LOoyiUUrgUMosYxdS5tAfObIXWU6FbADgVN7UiHR2d9DMY+FBEjiYMiMhJtOyrESJyDW3Vp/nzDBna6+o6WnHAtsB0YBLQGvAUkStGy9fRyaHkt8vP4paL6eDagQUHFzBq1yiiYqNMLStTiYsTFu84w2sLAgl/FM2CrrXI72CmO9BRD7VmnABV28PHB6H+h2CR0aLvOilZvnw5np6eODo6kjdvXho2bJiskSaAi4sLX3zxRar3p3UutxAWFoZSim3bthl0/bZt21BKERYWlrXCkmMulZHzoMXipCQWbQsL4D4GhM8YXLs9PuBnQ/yho5NrsbG04YuGX1AmbxnmH5zP5QeXmdN0DvntzKqlW6pExsTSy28fu8/copV7USa/UZ0Cjmbq5Fz+FwJ6w90wGHREK/7nVMLUqnIlixcv5pNPPmHu3Lk0atSIqKgoVq9eTZcuXYiIiKBHjx6mlqhjOLEiYlQLBROxGViglOoiIhcAlFLlgDnAFqVFJr8HHH6eITNuUqOjk3Uopehboy+l85ZmTOAYuq7ryoLmC3DJ52JqaRnC1soSt+JOvOZRkrfrlDLPQolxsbBrFmybAnmKQtdfNCdHJ8tYtGgRvXv3pmfPnoljbm5unDx5kjlz5uiOjk5W0A9YC5yNr9tnARQC9gH9gTZoxQNfeZ4hfX1XRycN2pZvy3etvuN+1H26/dWN/Vf3m1qS0dyLiGboqkMcCbsLwOhX3OhYt7R5OjmxMbCsPfz9Bbi9Cv0CoZy3qVXleiwtLQkMDOTu3bvJxmfMmEFAQIDR9mJjY/nkk08oWbIktra2VK9enV9++SXxfFxcHJMmTaJs2bI4OjpSt25d1q1LniCwbt06atSogZ2dHXXq1GH27Nlp/p92cXFhwYIFvPLKK9jb21O+fHnWrFlDQEAAFStWJE+ePLRt25abN5/Uvw0JCaFt27Y4OztToEAB3n333WTnL1y4QLt27ciTJw/ly5dn/fr1T8377bffUrlyZezt7XnppZdYtmyZ0T+vFxhPtPI204EvgeYiUl9ELgN7gZIisvV5Rl7IFR29YGDGcDaneA4H5wyb8CjiwQ9tf2DA3wPovak3E7wm0MG1QyaIy3r2nL3F0FWHuHovglpl8/NSKTMviGhpBa5NoXbPHF0b53lMDZrKidta4c3QO6EA9FrfK1vmrlKgCsM9hxt1z7Bhw+jUqRMlSpSgefPmeHt706JFCzw8PChcuLDRGr7++mt+//13fvvtN4oVK4a/vz9dunShTp06lCtXjhEjRhAQEMDixYtxdXVl/fr1vPHGG6xfvx4fHx+Cg4Pp0KEDI0aMoHv37uzYsYOBAwc+d97PPvuMBQsWMGfOHIYOHUrXrl1xc3Pjp59+4v79+7z55ptMnz6dqVOncv78eRo2bEj79u3ZuXMn4eHh+Pr60rJlS/bv309cXBytW7emWLFiBAYGcvv2bXr3Tl6abeHChYwbN46vv/6amjVr8s8//+Dr6wugr4I9n/3AG/GOzFPOjIjcMtTQC+no6AUDM8Y33WubWoLhdMqcnrOlnUrj38afoduGMmrXKC7eu8gAjwE5dlUkKiaOWZtOsWjHGcoWcODXDxtQs0zGnT6T8Og2rB0KdXppqzfew0ytKFOpkD/n99x6++23KVmyJLNnz2bjxo2sWbMGgJo1a+Lv74+7u7tR9kJDQ3FwcMDFxYVixYoxevRoPD09KVCgAA8ePGDOnDn89ttvtGrVCgBfX18OHTrE5MmT8fHxYfbs2Xh5eTFx4kQAKlWqxIkTJ5g5c2aa83bo0IF339Xq0PXu3Zs//viDyZMnU6dOHQBatmxJSEgIoDlj+fPnx8/PD2trrWXIzz//jJubG+vXr8fCwoKTJ0+yYcMGypTRKq/MnTuXdu2elDT48ssvGTduHG+99RYArq6uXLhwgUmTJumOzvNRQGRmGHqmo6OU+t5QIyLyXmaI0dHJyeSzzcfCFguZuGciiw4v4uL9i0xsOBFby5y3Mvjzvot8s/0MXTxLM7qdG462Zvqd5sxWWN0PHt6Aco1zzTaVsSsqOQEvLy+8vLyIjY3lwIEDrFmzhnnz5tGmTRtCQ0OxsbHB2tqauLi4VO+Pi4tLdBj69+9PQEAAJUuWpE6dOrRu3Zru3buTL18+9u3bR2RkJG+//TYWSbLnoqOjKVq0KAD//vsvbdu2TWa/UaNGz3V0KlR44lQ6OmqlFFxdXRPH7O3tuXVLWygICQnB09MzUTNA1apVKVSoECEhIVhYWFCoUKFEJwegfv36ic9v3LjB5cuX+eSTTxg+/Mm/d0xMDDExMURF5a5szizge2C9UsoPrYP546QnReRHQw2l9dcvaR18S8AHraHWv2gpXzWBsoDxG7Q6Zk1u6HWVXqwtrZngNYGyTmWZ/e9s/nvwH3OazaGAXYFMsZ8RRIQrdyMomd+eLp5lKF8oD40qFjK1rPQRHQFbPoc9C6BQJejyM5TwMLWqLCGn97q6dOkSkydPZuzYsRQrVgxLS0s8PT3x9PSkcePGtGrVisOHD1OnTh2cnZ25dy/1dkTh4eEUKKD9nlSuXJmzZ8+yZcsWNm7cyE8//cSMGTNYu3Ytzs7aymNAQEAyxwS0WCEAKyurZzpUaZHUaUnA4hmlCOzs7FIdj42NTXToUtbZsrGxeer5vHnz8PHxecqOlZWZfvnIPsbEP45M5ZwABjs6zwxGFpGWCQcQDCwDyovIqyLyNlARrann42fZ0Mmd3HkUxZ1HZvJt5NFt7chElFK8/9L7zGwyk+O3j/PO2nc4e+dsps5hLNfvR9DTbx+vLwjk7uNorC0tzNfJAQj5TXNyPPtAn+251skBuBN5hzuRd0wt45nY29uzZMkSfvzx6c+V/Pnzo5SiSBEt66127doEBgY+dd2hQ4d48OABdevWBbRtod9++43WrVsza9YsTpw4Qbly5Vi1ahUVK1bE2tqasLAwKlSokHj88MMP+PlpfaWrV6/O3r17k82R8nVGcXd3JygoiOjo6MSxY8eOER4ejpubGx4eHty8eZPTpxNbQLJ//5NkhXz58lGyZEnOnz+f7H1s3ryZGTNmPNPByi0opYorpULTe7+IWKRxWBpr7LkHcBeonMp4JeCBITZy4uHg4CA6Ohnh8PXD0uTnJtLghway+/Juk2hYH/Kf1Px8o1QatU6W7z4ncXFxJtGRYWJjRW6cevL84l7T6tFJZNSoUWJjYyPjxo2Tw4cPy+nTpyUgIEDc3NykZ8+eidcdPXpUbG1tpU+fPnLw4EEJDQ2V1atXS5UqVeSVV15JvG7ChAlSqFAhWbNmjZw/f14CAgLEwcFBli5dKiIiw4cPl0KFCsnKlSvlzJkzMmfOHLGwsBA/Pz8RETl48KBYWFjIuHHj5NSpU7Js2TJxcHAQ7SMtdcqWLSsTJ05MfL1161YB5NKlS4ljPXr0kObNm4uIyNWrVyVfvnzStWtXCQkJkZ07d4qHh4fUqFFDoqKiJCYmRmrXri2enp6yb98+CQwMlJdeekkA2bp1q4iILFy4UOzt7WXRokUSGhoqP/zwg9jb28u4ceOeqSGrAR5KFn+2At7AsazwD9AKBDY06h4DDV8BXk9lvBtwIat/aFl16I6OTmZw+f5leW31a1JjWQ355eQv2TZvRHSMDP/1kJQd/j9pN3eHnL52L9vmznTuhIksfUVkchmR+9dNrUYnFfz8/MTLy0ucnJzExsZGqlatKlOnTpWoqKhk1wUFBUnbtm2lYMGCYmtrK66urjJy5EiJiIhIvCY6OlqGDx8upUuXFhsbG3F1dZXp06cnOz9mzJjE81WqVJFvv/022Ty//fabVK5cWWxsbMTT01OGDBkiNjY2z9RvrKOT8F6aNGkidnZ2UrBgQenVq5fcuHEj8fy1a9fkrbfekjx58kiJEiXk+++/T+boiIjMnj1bKlSoIDY2NlKuXDmZNGlS4peRXOzo+AEeGXF0gDpooTLRaNWQkx3G2FLxBtNEKTUB+Aiteda/aNHQXmh9rsaKyGyjlpFyCI6OjvLw4UNTyzA7RgRohSgnv1HdxEoM4M/4lNMOc7N0mgdRD/hkxycEXg6kp3tPBtUahKWFcaurxiIi9F6+n0pF8zKoRSVsrMx0KTwkAP43SKuR03oy1HoXcmg2W1Ywfvd47dFrvEl1mBP79u1LrL+TwJQpU/j22285c+aMCZXlfJRSj0QkW5raKaUeiEiedN67C83XWAJ8jeZvlIt/fFdEfjXUlqHRUOOBGDRnp2j82GVgjIjMMXQyndzB2Rtm5Bzeyp4/enls8jC/2Xym7ZvG0qNLuXDvAlMaT8HB2iFT54mJjeOb7Wd41aMkpQs4sKh7HfPsNA6aY/PHADj8M5SsA28shoKuz78vl3Hh3gVTSzA7/v33X0aNGsWKFStwc3PjyJEjzJ49m759+5pamk7mURPwFpEDSqk+wEkRWayUuoJWNTlzHZ345a6JwESlVKH4IYOL9ejovAhYWVgxst5IyjqVZdq+afRc35N5zeZR1LHo8282gAu3HjJo5UGCL97BwkLR36eC+To5oBX/s7CEJp9ptXEs9SwUHcPo3bs3V65c4cMPP+S///6jRIkSDBgwgBEjRphamk7moYAb8c9PAy8B24E1wDhjDKVVR+edNBUkWVoWI/LZdXRyO12rdqV03tIM2z6Md9a9w/xm86lasGq67YkIv+wPY/yao1hZKOZ2qUmHGmbavDImCnZMg2pvQpGq8OqCF2qbSidzsLCwYMKECUyYMMHUUnSyjhCgLfANWmBzQ2A+2q6SUXEBaX2FMrSkrFH57Do6LwLepbxZ3mY5vn/70mN9D6Z5T8OntE+6bK3Yc4ExfxylQfmCzOxYgxL57TNXbHZx45TWbfy/g2Blpzk6upOjo5OjUUotAixF5IMkY5bAF0BPIC+wHhggItcyceqpwEqlVCzwEzBOKbUaqEEqLSHSIq06OmnlsKc/nz0HoJRqr5RaHBsba2opOrmYygUq82PbH3HN58rAvwey/OhyDAn+T+BxlPb/841apZj4WjV++KCeeTo5IrBvCSzyhjsXtbYc3p+YWpWOjk4aKI3PgT6pnB4P9ADeRUslLwX8lvKi9AYix9/7G1AfCBKRC2irO1HAOsCo9k0Gb4orba+qNVANLd3rKPC3iJidtyB6ryudbKKwQ2G+b/09o3aNYvr+6Vy4d4HP6n2GtcXTFVoTiIiOZfK64+w5e5s/fBviaGtF9/pls1F1JvPvcq1XlWtzeO1ryFvM1Ip0dF5krJRS+5O8Xiwii5NeoJQqD3yH9nl/McU5G7TMp4Eisil+rDNwTinlJSK7M0uoiOxP8jzV5p6GYJCjo5QqCGxCy4u/ibY/5gwEK6Vaikjmlp7V0clF2FvZM6PJDOb+O5fvQr4j7EEYM5rMIK9N3qeuDbl8l0ErDxJ6/QHvNSxnArWZSMRdsMsHNTqDpY32qG9V6eiYmhgRqfOcaxoAZ4EuwM8pznmgbVdtSxgQkfNKqfNAYyBTHB2llD0wFK2ejj1acHIiIvKyobYMLbwxK/5aNxEpIiIF0Tw9hbaPpqOjkwYWyoJBtQfxudfnBF0Novu67oTdD0s8HxsnfLP9DK9/Hcj9iGj83/dkbHs37KzNbmcYIh/Amo9hYSPN2bGyBY8uupOjo2MmiMgPIvK+iFxN5XSp+MfLKcavkLxHZkb5hid9rq7Ez5f0MBhDt65eATqIyImEARE5ppQaiNbUU98CeoEoXzhbak1lDjmsLsvrFV+nVN5SDNo6iHfWvsOcZnOoWaQmcSKsPfwfLaoWZdLrL+HsaPN8YzmRi3vg974QfgG8PtKCjnXSpKyTGW9L6pgjlkqpxcCa+DAOY3EA4kQkOsV4JJCZv/CvAW+KyF8ZNWRoZeTbQCMROZZi3A3Yl11VFjMbvTKyjqk4f/c8H/39EWcvOzOm6dt0dm/PvYho8tpaJSvdYDbERsPfX0DgHMhfBl7/Bsp6mVqVjo5OCoytjKyU2gaEJmRdKaXeRCvWZy0iMUmuCwT2i8jHmaTzJlBPRDJc9dXQrat/gOHxKWUJIiyBz4DMbRmro/MC4GxTklKPxvAwrBNj//qbOf/OIY+tpXk6OQDKEq6U2apmAAAgAElEQVT8C7V7QL9A3cnR0cm5WCqlFiul2qfz/kvxj8VTjJfAyC2l5+CPFvScYQzduhoO7AJClVJB8WOeQD6gZWYI0TEf9F5XGeOfM7cYuuog1+5HMqhFBcLt97PkyBLO3z3Pl42+zPS2EVlGbAz8Mx+qdwSnEtD1Vy0eR8co9F5XOtlMrIikljJuKIeA+0AT4uvtKaVcABdgR0aEKaU2JnlpA3grpV4FQtGaeSZiTDCyoS0gQpRSHkB/wB2IQPO25ovIdUMn08kd5Hcwo/gRhwKmVpCMXw+EMezXQ7gUdOS3fl54lM6PyFgqOJdnxv4Zmd42Isu4dUaLxQnbp71uNEh3ctJJftv8ppago2MwIhKplPoamBG/vXQdrenmdhHZk0HzKVeEzmXQHmBgjE5uRY/R0ckuRASlFNfvRbBox1mGvlwJB5vk3zN2hO3g0x2f4mjlyNzmc3Ev6G4itWmQUPxv01gtZbzdTHjpLVOr0tHRMZCMxujEj1mhZVz3AKx5Uhn5ZibLRSllIyJR8c/LiMjF593zlA0Dg5EzLZ89J6E7OjpZjYiwbPd5tp68wfc96z63Cefp8NP4bvHldsRtvmz0JS+75LBfrcA5mpPj2hxena9tWeno6JgNSqlIYDnpz7rKFpRSxYBfgJ0iMjJ+7DpaseK3jXGqDA1GzrR8dh3z50P/A3zof8DUMgxjZTftMAHX70XQw28f49ccw9JC8Sgq5rn3VHSuyI/tfqRKgSoM3T6UxYcXG9U2IksQ0erhANR6FzrMh26/6U5OJjF462AGbx1sahk6Lw6xItInJzs58cxF66Xpl2TMG61g8SxjDBkajJxp+ew65k/4oyhTSzCcR+EmmXZ9yFVGBBzmcXQsX7xWja71yhicUVXQviBLWi1h3O5xzAuex7m75xjvNR5bSxPEwDy8BWsHw+1z8MEWsHeGWt2zX0cu5k7kHVNL0NHJibQAGovI6YQBETmhlPoI2GyMIUMdnWjglDGGTYlSqjjaclcFU2vRefGIiI7ly3XHKOlsz+xONalQxPi+draWtkxuNBnXfK7MDZ5L2P0wZjedTUH7glmg+BmcWAtrBsHjcGg6EizMsEqzjo6OuSJoxQlTYomWkWUwhm5dZVo+e1ajlPIGtgB650CdbOVw2B0iomOxs7Zkxfv1COjXMF1OTgJKKXpX783MJjM5cfsEXdd15XT46effmFEi7kFAH/j5HchbFPpshcZDdEdHRyd3kNE6OtnFemC2UqpMwoBSqjQwE9j4zLtS4ZmOjlJqY8IB1AT+z959h0dVbQ0c/q1MegiBhEACBELvvQnS7IiiiA1Fr3IVLCgqVhBE8SIW9OqnSFXQa++iIAoi0gREBekIoUMoCYSQnsz+/jiTEEKbSSaZmWS9PvNM5pyZfdZs4mTNPvvs9YCI7BKRnwvvK3LduzcYDNzq6SBUxZGTZ+e1+VvpP2kZU39NAKBuVBiB/s5+jzi3y+MvZ1afWeTk5XDb3NtYvLdES1Wcn38QHNoEvZ6CuxdCTKvSPZ5Sqiz5yhydR4BKWFXRE0UkEdjp2ObSwMu5Tl2VyvXspc0YMxjw3RVmlU/ZeSSNhz9dw5o9xxjQvhaDu8eXynFaVGvBR1d9xIMLH+SBnx/g0Y6P8q/m/3Lf73nGMVj8CvR6EoIrw5CFYAtwT9tKKeUiY8whEWmPNVenJdYUmk3AAuPiFRpnTXTyEwZvIyIDgJeLbP7IGPOMJ+JRFdcP6w4w4rO1BPr78dat7bi6delehVQjrAaz+sxi9LLRTFw9kW3HtvHMBc8QUNKE5J/51grSJw5C3QuhaV9NcpRSHmeMyQN+dNyKzemxdRHpLiLVHD8PFJHvRWS0iLhnfN5JxpivjDENi9w0yVFlrmH1SnRvVI15D/co9SQnX2hAKBN7TeTeNvfyzbZvuPunu0nOTC5eY5kp8O0w+PAGCI6AIT9bSY5SqjzzlTk6buNUkiIi9wOLgJYi0gZrcrIAw4BxpRadUl7EGMOHK3cV1PpqVCOc6f/qSGxESJnG4Sd+DGs7jFd6vsKGpA3cOufW4k1SnvMYrPkIejwK9/wKNdu5P1illLfxlTk6buPsaMxDwFBjzCJgEPC3MeYq4DagRItqiMhUEZlRZJtNRCaIyAEROSEiX4iIlxf/qTja161K+7pVPR2Gc+I6WbcS2ncsg9vfWcXTX69nd3I6mTl5539RKetTrw+z+swiOy+b2+bexq97fj3/izKPw4nD1s8Xj4a7FsAlz2idKg9qE92GNtFtPB2GUuWWsyUgMoFGxpg9IrIWmG2MGeO47GuLMcblr7RizaJ8DhgDvFOkjsbzwF1YdTSSsAqG5Rpjurt6nDMcdygwFCAwMLBDVlZWSZtU5Zgxhs9W7+H57zdhN4ZRfZu5tPhfWTiYdpDhvwxnU9ImRnQYwR0t7jhzfNt/gdkPQo0WcOunZR+oUsppdmPnaOZRt6+d5Wqtq/LA2URnO1bisQf4B+hpjFkqIrcCzxpjGrt0UJH6wDtYM6nTgfn5iY6IBAJHgOHGmFmObfFYV31daIxZ7sqxzkVrXanzSU7L5uJXF9EspjIv39CauMgzrV/leRm5GYxeOpqfdv3EtQ2u5ZmuzxBoc6yplXEMFjwLf8yEqEbQf7JbRrmUUqVn/4n9PLn4Sd694t2SX3BQiDcnOiLyrrPPNcb829nnOrsy8jTgCyALWO9Icu4HJgKjnT1YIV2BBOAW4JMi+9oC4VhzggAwxuwUkZ1AD8BtiY4qnvw6V1Nu7+DhSJyQX+fq5g+cfokxhp83HeLiptWJDAvkq/u6ER8Vht95CnJ6Uoh/CBN7TWTK2im8vfZt9qTu4bXerxGVtBM+uQXSDkPXB6zTVQFlO6dInVt+nav/XvRfD0eivMGfB/+kXfV21KxUk3EXjsPfz9k/0+VCXKGfbUBvrKVu/gSysdb0qwt85UqjTvWgMeYlEdkINAA+dGw+AtxjjPmfKwd0tPdhfjtnGGKv7bgvuo7Pfk7tBOUh7etW8XQIzqvd2aWnHzyeyaiv1vHz5kO8MbAt17atRf3o4q9uXJZEhPva3kf9KvUZs+Rpbp1zK5MuHE/DmNZw8dM62dhL6fwcBZCancqElRP4LuE7Xr/odS6pcwn1IuqVxqFsIjINL6xeboy5LP9nEXkV2IU1PzjHsU2AtwCXRqScOnV1ygus00h7Ha/NcenFZ25vEbCt0Kmr24D3jDG2Is9bCCQUnstTgmP2A/oFBQUNyczMLGlzqhwwxvDtmv2Mnb2BzJw8nujTlMHd4r16FOeM8nJg+Zukb/iSa6sGcTw3jZd6vkTvuN6ejkwpdRZ/HPyDUUtGcTD9IPe0vochrYeU2kiON5+6KkxEUoDOxpgtRbY3Bv40xjj9DdTZy8tFRMaISBqwDagD/E9E3hERd68slgH4iUjRf+UgwC0Taowx3xljhtpsWrtHWcZ9v5GHP11Dg+gwfnioB3d1r+d7Sc7ulTC1J/z8HKFV4vnosqnUi6jH8IXDeXf9u7j6pUYpVfreXf8u//7x39j8bMzqM4v72t5X0U5XnU0a0PwM2ztjXaTkNGd7cwRwNzAEmO7Y9ikwBfgP8KQrBz2PPY772EI/A9Tk9NNZygNunvobAJ/e09XDkThh5lXW/eA5p+3Ksxty7XaC/G1c1rwGsRHB3NW9PjZfS3CyTsBPo63JxpVrw8CPoWlfooGZfWbyzLJn+O8f/2Xb0W2M7TaWIJteSu5NBs+zFqGf2WemhyNRnhBfOZ5rG1zLk52fJCzA6wdaytJ04B0RaYY1R0eAbljL3bi0SLCzic5dwDBjzPciMhXAGPO1iGQDk3FvorMWSAV6AR9AwemyeMAt1QwLnbpyR3PKB23Yn8Kor9bRpX4Uo/o2o1uDanRrUM3TYRWPfxDsW21NNu49EoJOjuiG+Ifwcs+XaVClAZPWTGLn8Z28ftHrVA+t7sGAlaq4jDF8uuVTcuw53N78di6uczEX17nY02F5o2eBXOBBIH8dvX3AGGPMG6405OyCgfWADWfYvgWIduWA52OMycJaN2eiiPRxFPX6BPjVGLPCTcfQU1cVVHp2Li/M3cQ1by1j37EMWtaK8HRIxZOcAF8Osco42AKsKuNXjD8lycknItzb5l5e7/06245tY+D3A1l3eJ0HglaqYjuScYRhPw9j/MrxrDqwSk8nn4OxPG+MiQWqA9HGmDhXkxxwfkRnC9CT0yuYX+/Y526jgQCsEZ0AYB5WuQmlim31zmQe+mQN+45lcEvnOJ7s05QqoYGeDss1udmw/P+sSuN+AdD+X1CvB/if/31cUvcSPqj8AcMXDufOeXfybLdn6degwpS7Ucqjftn9C8/+9ixpOWmM7DySW5re4lULj3oDx9p859pf8LMx5iNn23U20XkW+EBEmjteM0hEGmGtg1OiEhDGmN5n2JYLPOq4KeUWVUIDqRIawOsD29IpPtLT4bjun/nw49NwZAs0vxb6vAiVXSsm2rhqYz6+6mMe+/UxRi0dxZbkLTzS4RFsfjq6qVRp2ZO6h4cXPUzjqo15sceLNKjSwJPheO3l5TimqzjBAO5NdIwx34jITcBIIA94BOtU1tXGmBKVT/cEnaNTMdjthg+PtmB9VjQvYVUb//7B7r77LWrVNLDnwC2fQpM+xW6manBVplw2hVd+f4X3Nr7HtpRtvNzzZSoHVnZjsEqpAycOEFsplrjwOCZfMplOMZ3cuspxMeUZY4Z6OogzMcY4O53GJc5eXv48sMEY08MYU8kYE+n42eeSHNA5OhXB5sTjXD9lOWMO9WJPTmUysq0inD6V5KQehO8ehmTHGeNr34b7V5YoyckX4BfAqC6jGNt1LCsPrGTQnEHsSCl6ZlopVRw59hze+ust+n7Vl5UHVgLQrVY3b0hyfIpjaZsrReRxEXlYRC4TEZf/cDt76mo4oNc+Kq+XmZPHGz//w/TFCYQH+/NqzM8MqLwFCbzH06E5LycDfpsES/8LuZkQ1wUi60Elt877B+CGxjdQP6I+jyx6hFvn3MrLPV+mR+0ebj+OUhXFjpQdjFwykg1JG7imwTU0jzrTUjDqfEQkCpiPVRbqCFZJiKrAXyJymTEm2dm2nB0m+gm4W0T0XI/yamlZuXyyajf929Xi50d7c33EFnxpEId1X8CbHWHh81C/tzWC0/aWUj1k+xrt+eSqT6gdXpthPw9j5vqZejWIUsXwxdYvuOm7m9h3Yh+v9X6N8d3HEx4Y7umwfNVrWDlKc2NMdWNMFFYhcAFecqUhZ0d0orCusHpCRA5grV5cwNXq5cq3XdLMe9ZgMcawcPMhvlmznzdubktUpSAWjOhFVCVHTt74Cs8G6Krdv0FoJFw3xbqaqozEVorlvT7vMWbZGF774zW2HN3Cs12fJdg/uMxiqKh61e7l6RCUm+Tac+kQ04Hnuz1PdKj7R2ArmKuBa4wxm/M3GGM2ishwrKKeQ5xtyKlaVyIy9lz7jTHPOXtAb6C1rsqH1TuTeWneZn7feZS6UaF8eHcXalcN9XRYrklOgAXPQpf7oG5XyE4H/2DwK5U5eedljGH6uum8+debtIhqwRsXvUGNsBrnf6FSFdT8XfPJM3n0ie9TMBLqzXMBfajWVTLQ3Rizscj25sDvrrwHl4t6lidhYWEmLc0t5bNUGUo6kcWTX/7Ngk2HiA4P4qFLGnFzpzgCbJ5JDool45i1Fs7KqdaCf30nQrtBno6qwMLdCxm5ZCShAaG8ftHrWmFbqSJSs1N5cdWLzN4+mwtiL2DaZdO8OsHJ50OJzhysuTn/NsbkObbZsOYL1zbGOL2ctNOJjoh0BzoCIVjnyPIZY8wEZw/oTTTRKR5P1brKys0jyN9GTp6dGyYv5/IWMQy+MJ7QwHOcgT1HrSuPWTkVfnnBWtW43SC4aDRUjvV0VKfZdnQbDy58kIPpBxl9wWgGNBrg6ZDKJa115XtWJ67m6aVPczD9IENaD2Fo66EE+PnGFVU+lOi0BJYCR4FVjs2dgQjgMmPMH0635eSpq5HAeCAFOFZktzHG1Hf2gN5EE53i+Xy1VWv1xo5xZXK8IyeyeGvhNuZvPMj8ET0JDfTHGOPct6e/PrTuPT1aknEUAsPB5g/L3oDdK6y6VLGtPRvXeaRkpfD4r4/z24HfuLnJzTzZ6Um9RNbNvtn2DQD9G/b3cCTKGduPbee6b68jLjyOF3q84HOjnb6S6EBBncv7gRZAJtb6fW8ZYw651I6Tic5+4A1jjEsznb2dJjre7URWLtMXJzBjSQIZOXnc1NEq21A1zIfKNqQnw4q3rVGcvhOhzc1gDL50KViuPZc3/nyDWRtm0b56e17r/RpRIVGeDkupMnU8+3jBopqzt8/m0jqXEhrgY3MCARHJAt7HO1dGLhXOJjppWJd47Sr9kEqfTkYumeS0bAAiSzHhOJCSwdX/t5SktGyubBnDo5c3oWH10wtWnldaknUfVsZ/mNOS4Lc3YdV0yD5hlWzoPRKqNyvbONxoTsIcxi4fS9Xgqrx+0eu0iGrh6ZDKhaOZRwFrxWrlfezGzv82/o/JayfzXp/3aBLZxNMhlYivjOiISAhWGagzTZnBGHO50205meh8C3xvjJnuWqjeTUd0iqe05ugkpmSyZs8x+rSMwRjDiz9s5spWsbSNq1L8Rj01R2faRbD/L2g5AHo8BjXKx6JhG5M28vAvD5OcmczYrmO1KKgb6Bwd73XgxAGeXvY0vyf+zsVxFzO221gig32wTl4hPpTovAfciLWO39Gi+40xg51t66yzOEVkVKGH+4A3RaQH8A9WvavCB3zB2QMqVdSmA8eZviSB79buJ8DmR49GlxIW5M/Ivj40+pF6EFZOhh6PQlA49JkAIVUh2re//RXVPKo5n1z9SUFR0M3Jm3mkwyP4+zm7JJdSvuH7hO8Zv2I8dmNnXLdx9G/Y3yeuqipH+gPXG2N+KGlD5/p0KroYzwGgh+NWmAE00VEu25x4nPFzNrHknyOEBtoY1KUud3WvR1iQD/3RPH7Amlz8x0zIy7bKNTS5Eupc4OnISk1kcCRTL5vKq6tf5f2N77Pl6BYm9pxIleASjLwp5WW2H9tOo6qNGN99PHHhZXPhhTpFDrDVHQ2d9S+KMaaeMw2IprjKBdm5dlIycogODyLA5sfWg6k8fkUTBnWpQ5VQH5pknJcDX98DG2eDsUObgdZoTlQDT0dWJgL8Aniq81M0jWzK8789z8A5A3njojd8fv6CqtiW719OgF8AnWI6cX/b+/HDD5ufFn/2kP8BD2HV2iwRp746i0gC0LFoES0RiQXWAt5TE0B5pZSMHD5auZtZy3fQLq4qU27vQIPoSix/6hJsfj6SK2elwp5V0PASa5G/3CzoPMS6RfrkCgsl1r9hfxpENODhRQ9z+w+3M+7CcfSJL3l1daXKUmZuJv/94798tPkjutXsRqeYTj6zLk55IiI/FXoYCPQUkWuBbZw+ZcbpycjnmqPTF2u2M0A88JSInCjytMbnakOpPcnpzFy2k09/301adh7dG1bjli51Cvb7RJJzaDOsfgfWfAy5GTBis1VJfOCHno7MK7SKbsWnV3/KI788wuO/Ps7mpM082O5B/SasfMKGpA2MXDKSHSk7uK3ZbTzU/iFPh1SR7SvyeIc7Gj1XkrIDeJ2Tl3TdwKkZlQFSgQfdEUhZKnR5uadDKZeS07KpFORPoL8fX/65l/d/20m/NjW5u0c9WtSM8HR4zktcD/Oegp1LwBYILa6DTkMgrJqnI/M61UKq8e4V7zJh1QTeWf8Om49u5qUeLxER5EP/3qrC2XBkA7fNva1g3lm3mt08HVKF5sqVVK441xydTVgjNojIL8AAY8xpl3j5IsciSd+FhYU5Xf1UnVtaVi4LNh3km7/2seSfI7x1a3v6tIxhUJe63NwpjtiIEE+H6JzjB6xTVNGNIbgypOyBS8ZC+39pgnMeAbYAnun6DE0jmzJh1QQGfj+Q/170X5pGNvV0aEqdIicvhwBbAM2imjGs3TBubHyjJuVu5CgEfguQCwwyxqwtZjvdgc3GmCMiMhC4DVgBvGCMsTvbjlNVEI0xF5WXJEe5V2pmDsM//ouO/1nAQ5+sYUtiKnf3qE/TmHAAosODvD/JycuFhEXw2R3wekv46Wlre5U6MHwN9BihSY4LbmpyEzOvmEm2PZvb5t5WUOJAKU8zxvDF1i/o+3VfEtMS8RM/7m51tyY5biQi3YBLgZbAIGBGMdu5H1gEtBSRNliTkwUYBoxzpS2dX6NcYrcbOtStSkpGDgCVgvzZmZTGde1r0b9tLTrWrYqfN827aXvrufcveRV+exvSj0BwFehyL3T898n9elFhsbSt3pbPrv6MJxc/yZhlY1hzaA0ju4wkyKani4u6tuG1ng6hQjiUfoixy8eydN9SusR28XQ45dkVwJfGmFxgrYgEiEg9Y4yr820eAoYaYxaJyMvA38aYq0TkEuBdYLSzDWmio87LbjdsPHCcOesOMHvNfvYdy6BmRDB2u8HPT/h22IXeu5BW4WKeudmwYzFs/g6umACBoWALgvq9rBINjS6HAC8fffIhUSFRTL1sKpPWTGL6uulsTNrIa71fo3Z4bU+H5lW0mGfp+2HHD/xnxX/IzstmZOeRDGw6ED9x6oSGcl0MsKnQ40QgFtcnFtcF5jt+vgKY7fj5H1y80lsTHXVGB1IyiK4UhL/Nj1d+2sLkRdux+Qk9GlXj3l4N6N0kumDkxmuTHICU/bBrKWz/BbbMgcwUCKpszbmp1QG6PeDpCMs1m5+N4e2H0zq6NaOWjOLm729mQo8J9Kzd09OheQ2tdVX6lu5bSnxEPOMvHE98RLynwynv/LAuVirM6fk0hewDGohIINAK65QVQHdgjysNOVXrqrzSWlcnpWXlsiIhiSX/HGHptiNsO3SCL+/rSoe6kazfl8LmxFR6N4mmWqWgUqt15TY5GZB1wroEfEovSFwDwRHQ5Cpr5KbBReCvp1DK2p7jexjx6wg2J2/mntb3cF+b+/QSdLTWVWn5dc+vxFaKpXHVxqTnpBNoC9RSJZR+rSsReQ5IMsb8n+PxX8C1xpjdLrbzJPA4kOVor7Vj3s5EYLQx5jWn29JEp2ImOnl2Q0ZOHpWC/Fm/L4X+k5aRazcEB/jRuV4UPRpWo1+bmsREBJ/22gUbDwJwafMaZR322aUmwrYF8M98677lALjmTdg8Fw6uhwsfBn8fWnm5nMrMzWT8yvF8s+0busZ25aWeL1X4kYxFexYB0Duut0fjKC9OZJ/g5d9f5uttX9O3Xl9e6vmSp0PyKmWQ6HQHxgOXAM2Aj40xLYvZVj+gAfChMeawiNwEBBlj/udSO5roVIxEJzvXzubE46zZc4zl25JYvv0It3apy1NXNiUrN483FvxD94bVaF+3KsEBPvAt25iTE4U/GghbHXXfKtWAxn2g9c0Qf6Hn4lPn9NU/XzF+xXgiQyJ5tdertI5u7emQVDnwe+LvjF46msT0RP7d8t/c1+Y+Am36BacwVxMdEZkK2IwxdxfaZgP+A9wJhAPzgGHGmIOO/WOBm7BOWQ01xvxWwpjjgb1YOUuOy6+viIlOoQUDh2RmZno6HLczxrArKZ2ktGw61K2KMYauExaSeNx6r7WqhNC9YTWubhNLj0bRLre//bC1QHaD6Epujfu8UvZZozXbFsChTTBsFfj5wfK3IC8LGl4GMa1OvVLqyD/WfbVGZRurOq+NSRsZsWgEB9MP8mSnJ7m5yc3ePd+rlOxIseZo1otwqrygOovFexcz7Odh1Amvw/ju42lbva2nQ/JKIpINrCu0aZoxZtoZnifAc8AY4J0iic7zwF3AHUAS8DaQa4zp7sY4BevKqqeAIKx1/V4A0oB7XUl4KmSik688jeisTEhi2fYk1uw5xto9x0jJyKFh9UosGNELgE9W7SY8OIC2dapQMyK4RH9QynyOzuY5sPA/cGij9bhyLWh4KVwxHoLCz/3amVdZ94PnlG6MqlhSslIYtXQUi/cu5qr6V/HMBc8QGhDq6bDKlM7RKZnM3EyC/YPJzstm1oZZ3Nbstgr3O+QKZ0Z0RKQ+8A7WWjjpwPz8RMcxOfgIMNwYM8uxLR7rqqoLjTHL3RTno1gFPUcC07EmJLcBpgCzjDFPOtuWzszyIVm5eexJTifhcBoJR9JIOHyCl65vjYjw2eq9fP3XXhrXCOfKljG0iatC27gqBa8d2LnOOVr2EunJsP9P2Pcn7F0NF42Emu2sicNh1eCy560Ep3ozXd+mnIgIiuDNi99kxroZvPXXW2xJ3sJrvV/T0Q11Xjl5OUz9eypzEubwWb/PCA8MZ2jroZ4Oq7zoCiRgrW78SZF9bbFOVy3K32CM2SkiO4EegFsSHawRo2HGmO8dp88wxnztGJGaDGii46vsdsOB45nsOJzGjiMn6N+uFuHBAUxfnMCEHzZhLzQAFxsRTFJaNtUqBfHklU0Yd20LwoJ85J80JwNyMyGkKiRthw9vgOQEx06Bao0h1Zr0TMNLrZsql/zEj6Gth9KyWkueWvwUN39/M890fYar61/t6dCUl9qQtIExy8bwz9F/uKbBNZ4Ox9fYRGQa8J2jHNJpjDEfAh/CGZcPyV8Iq2gBzv1AnBvjrAdsOMP2LYBLcy585K9i+XIiK5cDxzLYn5JJ89jKRIcHseSfw4yfs4kdR9LIyj255ECLWhG0r1OVNnFVeOCihtSLDqNetUrUiwojIjSg4HnVw0+/OsprGAOHN8O+P07eDm6ArsPgsnFQuSbUaHlybZvYtladKVWhdKvZjc/6Waspj1wykt8Tf+epzk8R4q+LOCpLjj2HSX9NYtaGWUQFR/HWxW/RK66Xp8PyNXnGmJIMfYUC9jPMkckC3PmHaAvQk9MXGrzesc9pmui4WXp2LvuPZZKYksn+lAza16lCw+rhbNifwl+12oAAACAASURBVCOfruFASiapmbkFz588qD1XtoqlcnAAtauG0KNRNSuRqRZG/egwqodb6710rhdJ53qRnnpbzsnNgqM7rQnASdus+TOd7rL2zbwSMo5ai/XVbAcXPmRNHgZrNeKbXbpaUJVTMWExvHPFO7y95m1mrJvB34f/5tVer1K/Sn1Ph6a8gL/4syFpA/0a9OPxTo9TOVC/EHlABuAnIv6OMg/5grAmCrvLs8AHItIcK1cZJCKNsE6n3e5KQ5rouMme5HSu+r8lHM/MPWX7mKub07B6OBEhAcRHhdGtQTViIoKJjQimZpUQGtewJtO2iavCjDs6eSJ019jtROUdpmbuHthwEFo4lq//+BbYOg8KF5SN72ElOiJww7tQuTZENbSulFLqLPz9/Bnefjgda3Rk5NKRDJwzkNEXjNZTFBVURm4GU9dOZWDTgcSExTDpkkl6yXjJnPfU1Xnkr0ocy6krFNfk9NNZxWaM+caxbs5IIA94BOtU1tXGmB9daUsTHTepVimIa9vWIraKlcTERoRQMyKEGhHWiEztqqFM+1dHD0fphNwsSD0Ax/fDiUMnE5nlb8LaTyBpO2/nZljbvo88ub9+b+v0U7VGENUAIhtAyMnJ0DS4uCzfhSoHutXqxuf9PufJxU/y9NKnWXVgFaO6jNIraiqQPw7+wTPLnmF36m5iw2K5uenNmuSUXElPXa0FUoFewAdQcNVVPLC4hLEVcFzCPsMY06OkbWmi4yYhgTae71+sxR/Lhj0PMo5BehKcSLQSmeP74IJhEBBsrUWz7HVIO3zq6xonWqeW7HnWZd31ejF9ox8H/GvzzJ3XnFy4r8s9nnlfqlyrHlqd6ZdPZ8raKUz7exrrj6xnYq+JNKza0NOhqVKUnpPO63++zsebP6ZWpVrMuHyGVhz3EsaYLBF5G5goIkeAQ1jr6PxqjFnhxkMNB9yy5oImOr7GboecdOuWccyayBtUCQ5vhS1zrUQmPRkykq2fr5sCkfVh1XSYd4ar8Zr3t0ZgqsZDk75WMlO5JkTUsn7O//bU/WHrBizY5VjksnLNsnnPqkLz9/PngXYP0KFGB55a8hS3zLmFUV1G0b9h/wq5wGBFMHntZD7e/DG3Nr2Vh9o/pKN47lXSU1dgLeQXgDWiE4BjZWQ3xZfvJ+BuEXnOGJNVkoZ0wUB3LhhojHXqJyf91MunQyMh8zjsWnZyX06G9XODSyCmpXWJ9ZJXITvt5HOy0+DSZ6F+L9i+0JoHk1tkJefbv7GKVG74Gj6/E2xBEBrluFWFvhMhugkkroedS61YKtVwJDSxEOh6yROvrHV1NlscpSGaXOnZOJRbHE4/zFNLnmJV4ir61e/H6AtG+/wfQa11ZTmRfYKjWUeJC48jJSuF7ce2075Ge0+HVe6Udq0rdxGRhUBvrDISB7AmQRcwxjR2ui1NdNyU6KTshf+25LTq9FdMgK73w+EtMKnz6a/r9wZ0uBMO/G0lMoGhEBBqJSABodBjBNTtBke2wZ+zICDs5HOCq0C9HhAeYyVY9lxru37LVeVYnj2PaX9PY/LaycRHxDOx10QaV3X6M095oaX7lvLcb88RGRzJJ1d9oiN1pciHEp2x59pvjHnO6bYqYqJTKrWusk5Yc1wCQqxkI/8+ti1EN4acTDi86eQ+/xDHc0LAzweKaBbisVpXxaG1rsqtlQdW8tSSp0jNTmVk55EMaDTAJ/9AVuRaV0kZSbz8+8vM3TGX+hH1GXfhONpEt/F0WOWaryQ67lQhE5185anWVVkq81pXJaG1rsq1IxlHGLlkJCsOrOCK+CsYc8EYIoIiPB2WSypqravNyZu568e7SM9N5+5Wd3N3q7sJsgV5OqxyT0SygPcp2RydMiEi3YGOQAhQ+FuMMcZMcLodTXQ00XHVH7uSAehQ18sXMATYvdK6r6NXbJRXefY8Zm6YyaS/JhEZHMm4C8dxYa0LPR2W09YcWgNQYapt5+TlEGALICcvh3ErxjG4xWBdELIM+cqIjoiMBMYDKcCxIruNMcbpXxpNdDTRUapc2Ji0kVFLRrE9ZTsDmwxkRMcRWj7Ci2TnZfPOuneYvX02n/f7nEqBPnDquxzyoURnP/CGMealkralS9Qql/2xK7lgVMfr7V55clRHlWvNo5rzab9Pub357Xyy5RNu+u4m1h1e5+mwzmvNoTUFozrl1erE1dzw3Q28vfZtWlVrRa499/wvUhVdBKdXTi8WHdHRER2X6Rwd5e1WHVjF08ue5nD6YYa0HsLQ1kMJ8As4/ws9oDzP0cnOy+aFlS/w5T9fUqtSLUZfMJrutbp7OqwKzVfm6IjIt8D3xpjpJW1LFwxUSpU7nWM78+U1X/LiyheZsnYKS/Yu4YUeL1A/QueClKUAvwAOph9kcIvB3NvmXp9f86icKGkJiFIjIqMKPdwHvCkiPYB/sOpdFTDGvOBsu5roKKXKpcqBlXmhxwtcVOcixv02jpu+u4lHOjzCLU1vwU/0rH1p2Zu6l1dXv8oTnZ4gtlIsky6ZpP2tnDWkyOMDQA/HrTADaKKjlFIAl9W9jLbRbRm7fCwvrnqRRXsW8fyFzxMTFuPp0MqVnLwcPtj0AW+veRs/8WPr0a3EVorVJEc5zRjj1GJS4uKCWfobqJQq96JDo5l0ySSe6foMaw+vZcDsAcxNmOvpsMqNZfuWMWD2AF774zW61uzKt/2/pVdcL0+HpXyYiCSIyGlrmIhILHDQlbZ0REcpVSGICDc2vpEuMV0YtXQUTy55kl/2/MLTXZ6mSnAVT4fn0+bvmo/BMOmSSfSs3dPT4SgfJSJ9sRYIBIgHnhKRE0We1hgXcxdNdJRSFUqdynWY1WcWM9fP5O01b7MqcRWPdXyMq+tf7ZMlJDwhPSedGetm0DuuN62jW/NYx8cItAUSaAv0dGjq/NxRvby07ABe5+QqyDdw6iRkA6QCD7rSqCY6SqkKx9/PnyGth9Czdk/GrRjHqKWj+Hbbt4y+YDTxEfGeDs9rGWOYt3MeE1dP5FD6IYL9g2kd3VoX//MtXnvVlTFmE9aIDSLyCzDAGHO0pO2Wmzk6IjJGRDY4bsM9HY9Syvs1iWzC/678H2MuGMPGpI0MmD2AyWsmk52X7enQvM6W5C3cOe9Onlj8BFHBUbx/5fsMbe2Vfy9VOWCMucgdSQ6UkwUDRaQb8BJwMRAArAJudGSHZ6ULBhaP1rpS5dGRjCO8vOplftj5A/GV4xlzwRg6x3Yu9eP6Sq2rGetm8N6G9xjefjgDGg7A5mfzdEiqGHylBIQ7lZdEpwlQ1RizwvH4O6waGQvO9TpNdJRSRS3bt4z/rPgPe0/s5ZoG1/Box0eJDPaBpN7N8ux5fLH1C6JDo7m4zsVk52WTkZvhc9Xh1ak00SkHRKQz8AXQ3BhTdLb2KTTRKR4d0VHlXWZuJtP+nsbMDTMJCwhjRIcR9G/Yv1TWhPHGEZ3Viat5cdWLbDm6havrX82EHhM8HZJyE010vJiIDABeLrL5I2PMM4We0x6YDfzbGPPT+drURKd4tNaVqii2H9vOuN/G8eehP2lfvT3PdH2GBlUauPUY3lTrakPSBt744w1+O/AbMWExPNbxMS6ve7lejVaOaKLjw0SkO/A5cKcx5kdnXqOJTvFsP2wNlDWI9oErLY78Y91Xa+TZOJTPshs732z7htf+eI20nDQGtxjM0NZDCfYPdkv7O1J2AFAvwqlFYUuF3djxEz9+3PkjL6x8gcEtBnNz05sJ8Q/xWEyqdPhKUU93KheJjmOlxDXA9caYpc6+ThMdpZSzkjOTeXX1q8zePpvalWrzVOen6Fm7p0+Pdqw5tIbJayfTvnp77mlzD3ZjJzM3U4tvlmMVcUTHY5eXi8hUEZlRZJtNRCaIyAEROSEiX4hIDSeaewAIAd4SkTWO26WlErhiwcaDLNjo0grcnrPlB+umVAlFBkcyvvt4Zlw+A38/fx5Y+ABDfhrC5uTNJWp30Z5FLNqzyD1BOmnNoTXcM/8ebv/hdjYnb6ZqcFUA/MRPkxxV7pT5iI6jGNdzwBjgHWPM3YX2PQ/cBdwBJAFvA7nGmO5uPP5QYChAYGBgh6ysLHc1XWHoHB1V0eXYc/hsy2dMWTuFlKwUrmlwDQ+2e5AaYc58LztVWc/Reeuvt5j691SqBlVlcMvB3NzkZk1uKpCKOKJTpisji0h94B2gJbC7yL5A4CFguDFmvmPbQGCHiHQzxix3RwzGmGnANLBOXbmjTaVUxRLgF8CgZoPo16AfM/6ewQebPuDHnT9yR4s7+HfLf3td4vD34b+pHlqdmLAYetXuRWhAKAObDPS6OJUqDWV96qorkAC0wqppUVhbIBxYlL/BGLMT2An0KJPolFLKBZUDKzOi4whm959N77jeTP17Kld9fRVfbv2SPHve+RsoZWsOreG+BfcxaO4gZm2YBUCr6FZemYwpVVrKNNExxnxojLnLGJN4ht21Hff7imzfD8S5Mw4R6Sci0/LyPP9BpJTyfbXDa/NKr1f4oO8H1K5Um2d/e5YbvruBZfuWeSSeuQlzGfj9QG7/4XbWH1nPw+0fZng7rYyjKiZvqnUVCtiNMTlFtmcB7rmO08EY850xZqjNpkuYK6Xcp010G96/8n1e7fUqmbmZ3LvgXu6dfy//HP2n1I+9/8R+8udcrkpcRWZuJqO6jGLe9fO4q9VdOoKjKixvql6eAfiJiL8xJrfQ9iBArwFXSvkEEeHy+MvpHdebjzd/zNS/p3LDdzdwXcPreKDdA1QLqea2Y+XZ81iybwmfbPmEZfuW8WHfD2kd3ZonOj1BiH+IT1/6rpS7eFOis8dxH1voZ4CanH46SymlvFqgLZA7WtxB/4b9mbJ2Cp9s+YS5O+Zya9NbubXZrVQPrV7sttNz0vl488d8vvVz9p3YR3RINPe3uZ+alWoC6OiNUoV4U6KzFkgFegEfAIhIPBAPLHbngUSkH9AvKCjInc0qpdRpIoIieLLzk9zS9Bbe/OtNZm6YyXsb36Nvvb7c0eIOp9sxxnA06yiRwZGICO+uf5cmkU0Y0WEEF9W5iAC/gFJ8F6ocsYnINCrQyshek+gYY7JE5G1googcAQ5hraPza35Vcjce6zvgu7CwsCHubFcppc6mTuU6vNLrFYanDueDjR/w9bavmb19NpUDKxMTGoMx5oynmo5lHmP+7vl8vuVz0nPTmd1/NiH+IXx/3fcFC/0p5YI8Y8xQTwdRljxWAkJEFgHbiiwY6A+8hLVgYAAwDxhmjDlSGjFoCYji0VpXSpVcSlYKn2/9nPc3vM/RrKM0qtqIO5rfQd96fQmwBbDqwCreXf8uKw+sJNfk0rBKQwY2GciAxgN09EYVW0VcMLBc1LoqLk10lFKelp2Xzdwdc3l33bvsOL6DqKAobmtxG9VCqjF17VQuj7+cy+Mvp3lkc51crEqsIiY6XnPqqizpHJ2Sya9zdWlz15e7L3P5da6aXOnZOJQ6g5SsFN5e8zZ/HfqLPanWNRjhQeG88ecbBNuCGdBoADc2vpHa4bXP05JS6mx0REdHdFymta6UKj67seMnfqTnpNP7s95k5GYQ6BfIoOaDuKLuFTSPas7Wo1t5f+P7zE2Yix07l9a5lJua3ETHGh2x+en6X6r4KuKIjiY6mui4LDktG4DIsEAPR+KEtCTrPizKs3GoCisnL4cNSRtYfXA1vyf+Tp49jxlXzADgy61fUrNSTZpUbUJkSORprz2YdpCPNn/E51s+JzUnleiQaPrU60Pfen1pEdVCT2Upl2miU8FooqOUcrcce07BZOG3/nqL9ze+T0ZuBgANIhrQK64XD7d/2KUkJSM3g8V7FzM3YS5L9i0hx55DnfA69K3flyvrXUn9iPql8l5U+aOJTgWjiU7xfL7amktwY0e3liArHX99aN23G+TZOFS5lZmbyboj61iduJrVB1fz9+G/mXf9PKJCovg+4XvWHV5Hx5iOdKjRgcjg00dtvtn2DQD9G/Z36ngpWSn8vPtn5ibMZVXiKgyGZpHN6FuvL33q9SEmLMat70+VL5roVBCFJiMPyczM9HQ4Pkfn6KiK7GjmUQL8AqgUWIlfdv/Co78+So49B0FoGtmUjjEdubPFnU6vfDx43mAAZvaZ6XIsh9IP8ePOH5mbMJf1SesRhA41OtC3fl8uq3MZVYKruNymKt+8IdERkVhgiTGmYVkcr0JedaULBiqlnJGZm8mKAyvYlLSJjckb2Zy8mcS0RJ7r9hwDGg2gcWRjBjUbRMcaHWlXox2VAyuXaXzVQ6tze/Pbub357ew6vou5O+YyN2Eu434bxwsrXuDCWhfSs3ZPOsZ0pF7lejqnR3mciPQEpgBlNvRYIRMdpZQqzG7s7E3dy6bkTWxK2kTjqo3pW78vmbmZPLjwQQQhPiKedtXb0TyyOW2j2wJQq1ItHu34qIejt9StXJf72tzHva3vZVPyJn7Y8QM/7PiBX/f+CkBUcBQdYzrSsUZHOsV0on5EfU18lCcMBm4FlpbVATXRUUpVGFl5WexL3Ue2PZumkU0xxnDfz/ex9tBaTuRYK377iz+3NLuFvvX7UiW4Ch/1/YgGVRr4TKFMEaF5VHOaRzVnRIcR7Dq+i9UHVxdc9fXjzh8BiAyOpEONDnSo0YFOMZ1oWKUhfuLn4ehVeWeMGQyUaZKtiY5SqlxJyUohKTOp4EqkSWsm8Xvi7+xN3cuh9EMYDG2i2/BB3w8QEWJCY6hdvzbNIpvRLKoZDas0JNB2cumEVtGtPPVWSkzEGomKj4jnhsY3YIxhb+reUxKf+bvmA1bx0Q7VOxSM+jSs2lBLTSiXicgA4OUimz8yxjzjiXiggiY6ujKyUr4nKy+LpIwkjmQc4Xj2cbrX6g7AF1u/YPn+5ew7sY89qXtIzU6lRmgNFty4ALDWorEbO11iu1A7vDZx4XHUi6hX0O6z3Z71xNvxCBEhrnIccZXjuK7RdQDsO7Gv4Iqx3xN/Z+GehQDYxEbNSjWpE16HuPA46lauS53KdagTXodalWoRYNMkSJ3OGPMV8JWn4yisQiY6OhlZKc/Kv9pTRDiYdpCdx3dyPPs4x7KOkZyRTFJmEo93fJwAWwCT10zm/Y3vF5xaAvATP/687U9sfjZ2Hd/FtmPbqBlWk1bVWhX8Uc437sJxZf7+fEmtSrWo1bAW1za8FoDEtET+OPgH249tZ0/qHnan7mbt4bWn9L9NbMSGxRYkPoXva4TW8JnTfKpiqJCJjlKqeIwxZNuzSc9JJywgjEBbIEczj7Lt2DbSc9LJyM0gIzeD9Nx0+sT3ISokiuX7lvPx5o9JyU4hJctxy07hu/7fUTu8Nt8nfM/rf75+ynHCA8MZ2noo1UKq0ahqI65teC1RwVFEhURRLaQaUcEnV7p+tOOjXjMhuDyICYvhqvpXnbLNGMPRrKPsPr6b3am7rXvHz3MOzyE1J/WU54f4hxAZHGn9ewVXIyrE+rfL/zcsfB8WEKaTor2YiEwFbMaYuwttswH/Ae4EwoF5wDBjzEGPBHkemugo5eWMMeSZPOtmzyPHnkOuPZdg/2DCAsLIycth5/GdBdtz7Dnk2HOoG16X2EqxpGansmTvErLyssjOyyYzL5PsvGx61O5B08im7Dm+h+nrppOZl0lWbhZZ9iyycrO4v+39dIrpxO+Jv/PE4icKkhi7sQMw9bKpdKvZjVWJq3js18dOi7t5VHOiQqLIyM0gMT2RiMAIGlRpQERQBBGBEQT7BwPQp14fWke3pnJgZSKCIqgaXJUg28nTypfWvZRL615aNp2tzkhEiAyOJDI4krbV256yzxjDsaxjBQnQ4YzDJGUkkZRpnWbcnbqbNYfXcDTzKIbT120LsgURFRxF5aDKhAWEUSmg0sn7wDDC/MOoFFjprPuC/YMJ8AsgwC8Afz9/TZrOz19EVhd6PM0YM63ok8TqyOeAocA7RXY/C9wB/AtIAt4GvgS6OxuEMaaSa2EXX4VcMDCfO1dGPpF9gunrpp+2vWftnnSo0YHkzGRmbZh12v5L61xK6+jWJKYl8sHGDwAw+f8ZQ78G/Wge1Zxdx3fx4aYPMcac8mFxU5ObaFy1MVuSt/DZls8K9uXf39H8DuIj4vn78N98+c+XpxxbEIa2HkrNSjVZnbiauTvmFmwH68Ptvjb3ERUSxYoDK1i42zp3n5lj/aELDvDjwXYPEh4YzuK9i1m67/SrBR/r+BiBtkDm7ZzHb/t/I9eei93YyTN5YODlXtactQ83fciSfUuw2+3YjZ1ck0uIfwiTL50MwIx1M/jz4J/YxIaf+OEnflQJrsLYrmMBeH/D+2w9urWg4KExhqiQKB5qchsAU7Z9TkJKAhiwYx0jLjyORzo8AsBLq15iT+qegn43GBpXbVywf/TS0QUTWfP7t210Wx5o9wAADy18iGNZxzAY7MaOMYZutboxrO0wAAbNHURmbmZBkmA3dvrE9+G+tveRa8/lii+uINfkkmfysNut939bs9sY3n44x7OPc+HHF57Wt8PaDuPeNveSmJbIZV9cdtr+Jzo9we3NbyfhWALXfnvtafvHdh3LDY1vYFPSJh5Y+ADBtmACbYEE24IJ8g/i/jb30zm2MwnHEnh/4/uE+IcQ4h9CaEAoIf4hXBR3ETUr1SQpI4ntx7afsi/EP4TKgZW1AKUTjmYeBaBqcFUPR1K6cu25HMs6ZiVBjkSocEJ0IvsEJ3JOkJaTVnCflpNGVl6WS8fx9/MvSHwC/AIItAWefGw7uT3/c0RE8KPQz47tp23j1P2CnNbGufbnf666qnut7nSK6VSs156JMwsGikh9rOSmJZAOzM8f0RGRQOAIMNwYM8uxLR7YAVxojFnutmDdREd03CQ9N70gUSksOiSaDjU6cDzrOB9t+ui0/fGV42kd3ZrkzGQ+2/pZwXZBEBFr3Y6o5hzJOMKchDkF/8Pk/09zcdzFNK7amCMZR1iwe0HBa8FKVK5tYP2BO5R+iKV7l1Lw/5ojV7q12a2ANSFx4e6Fp33juqPFHUQRxfZj2wsSocKGth5KOOFsPbr1jPsfbv8wgbZAEo4lsHTf0oJExSY2bH42jDGICGk5aaRkpuDn54e/+J92mWtaThpJmUnYjb3gViXr5KqvW49uZWXiSux2e8F7r1O5DrR/CICElAQ2HNlwyodO4Q+epIwkDqUfKnitIJzIPjknIT03nbTctFNel2PPOSXG/G+T+R94wbbggn2xYbHk5OUUfBACRIdGA9Z8h+61u1t9Ijb8/fyxiY020W0ACLYFM6ztMPz9rH7J/6BuVc26GqhKUBVe7fVqwQd8/n1cuFWio3Z4bb7t/y1BtqCCW7AtGH8/63//ZlHN+PnGn0/7t8tXv0r9c07YzT8toYqnvCc4+fz9/KkWUo1qIdVcel1OXs4pyU/BvSMxyrHnkJNnjWJm27MLfi64FX3s2GY3dnLtuad8OckzedbPjm352+2c3J//Rajo/jP+7Ggrz55X7H6rGlTVrYmOk7oCCcAtwCdF9rXFOl21KH+DMWaniOwEegBel+joiI7WunKZ1rpSyn1crXWlVEmISBbwPvCd48Kc8z1/EbCt0IjOAKzTVIHGmJxCz1sG/GWMeaBUAi+BCjmio5eXl8wXf+wFfCTRWeMYRdNER3mpb7d9C2iio8pMnjFmaAleHwrYCyc5DllA8Bme73E6oqMjOkoppSoIV4t6nmFE53rgCyDAGJNb6HnLgNXGmIfcHHKJ6XrfSimlVMVhE5FpjjMbxbHHcR9bZHtNYF/xwyo9mugol01bvJ1pi7d7OgznLPs/66aUl5q1fhaz1s/ydBiq4sgzxgx1Zn7OWawFUoFe+RscV13FA4tLGlxp0ERHueznTYf4edMhT4fhnK0/WjelvNSve38tqDCulLczxmRhrZszUUT6iEh7rCuzfjXGrPBsdGdWIScjK6WUUhWUTUSm4eRVV2cxGggAPnDczwOGuSk+t9NERymllKo4XLrqyhjT+wzbcoFHHTevp6eulFJKKVVuaaKjlFJKqXKrQiY6ItJPRKbl5RV/WW6llFLKB5X08nKfUyETHWPMd8aYoTabFhxUSilVoZT08nKfUyETHaWUUkpVDJroKKWUUqrcqtC1rkTEDmQANqDohB1nthV97A/kUnrOFJO7X3u+551tv/ah889zpQ/PtP18/VrafXi2GNz5utLuwzNt0z48977y9P9zRe7DEGAGJVtHx7cYYyr8DZhWnG1neLy6rON092vP97yz7dc+LJ0+dKbPim4r7T4sST96Sx+er18rch8621/n68Oy6EftQ705c9NTV5YzZbXObCvrbLgkx3P2ted73tn2ax86/zxX+vBM253t69JU3ON5Sx+eaZv24bn3aR+6tt9X+rDcq9CnrtxNRFYbYzp6Og5fpn1YctqHJad96B7ajyWnfVhyOqLjXtM8HUA5oH1YctqHJad96B7ajyWnfVhCOqKjlFJKqXJLR3SUUkopVW5poqOUUkqpcksTHQ8QkTEissFxG+7peHyZiMSKyDZPx+ELRGSsiGwWkfUi0sbT8fgy/b0rPv38KzkRsYnIO47/l/8SkUs8HZM38/d0ABWNiHQDLgfaAgHAKhGZb4zZ5NnIfI+I9ASmADGejsXbOX7vLgVaAi2wFgzr5NGgfJT+3hWffv65zU1AiDGmpYg0BuYCDT0ck9fSEZ2ylwQ8bozJMcakAzuAWh6OyVcNBm71dBA+4grgS2NMrjFmLRAgIvU8HZSP0t+74tPPPzcwxnwM/MvxsC6Q7MFwvJ6O6JQxY8yW/J9FpDPQBljhuYh8lzFmMICIeDoUXxADFP7WnAjEYv2hUS7Q37vi088/9zHG5IrIh1ijO7d7Oh5vpiM6pUBEBojItiK3cUWe0x74CrjbGHPCM5F6N2f6UTnNDyi6loTdE4EopZ9/7mGMGQTUA17REdqz0xGdUmCM+Qrrz1QoXwAACUFJREFUf+IzEpHuwOfAncaYn8osMB9zvn5ULtkP1Cj0uIZjm1JlSj//Ss5xMUG6MeYfY8xeEVkBNEVHaM9IR3TKmIjEAl8CNxpjfvR0PKrCmA9cLyL+ItIKCDDG7PZ0UKpi0c8/t2kPTBBLdcfjNR6OyWtpouMEEZkqIjOKbLOJyAQROSAiJ0TkCxGpcbY2CnkACAHeEpE1jtulpRK4l3FzP1ZorvalMWYpsBBYC3wEDCn7qL2P/k6WTDH6r8J+/p1LMfrxPeAwsA74ERhhjDlQxmH7Dk+XT/fmGyDAOKy5DTOK7Hsea+j/MqxsegWw1NMxe+NN+1H70ttu2o/af95w034so372dADeegPqA79gZc27Cv8SAoHAcaxzzPnb4h2/rN08Hbs33bQftS+97ab9qP3nDTftx7K76amrs+sKJACtOH2CV1sgHFiUv8EYsxPYCfQok+h8h/aj+2hfuof2Y8lo/7mH9mMZ0auuzsIY8yHwIZxxvYzajvt9RbbvB+JKNzLfov3oPtqX7qH9WDLaf+6h/Vh2dESneEIBuzEmp8j2LCDYA/H4Ku1H99G+dA/tx5LR/nMP7Uc30kSneDIAPxEpOiIWBKR5IB5fpf3oPtqX7qH9WDLaf+6h/ehGmugUzx7HfWyR7TU5fahRnZ32o/toX7qH9mPJaP+5h/ajG2miUzxrgVSgV/4GEYnHmhW/2CMR+SbtR/fRvnQP7ceS0f5zD+1HN9LJyMVgjMkSkbeBiSJyBDgEvA38aozRAnVO0n50H+1L99B+LBntP/fQfnQvTXSKbzQQAHzguJ8HDPNoRL5J+9F9tC/dQ/uxZLT/3EP70U3EsRCRUkoppVS5o3N0lFJKKVVuaaKjlFJKqXJLEx2llFJKlVua6CillFKq3NJERymllFLlliY6SimllCq3NNFRSimlVLmliY5SPkpEeouIEZHaZXjMXBG5s5SPESciAws9XiQiM0rzmI7jjBaRcaXUdh8R+a402lZKnZsmOkopb/Mu0KfQ4wHAiNI8oIg0BYYCL5VG+8aYeUCwiAwqjfaVUmeniY5SyttI4QfGmGRjzPFSPuazwCxjTFopHuNV4D8iYivFYyilitBERykPcZx2ukdEVotIhuO+Z6H9s0RkQZHXnLat0L6rROQvR1sHRORNEQkutL+HiCx37E8QkQmF95+hvUgR+UhEUhzt3VFk/7Misu1s20Qk3vEeR4nIIRHZJCKBjlNuv4rICRHJEpE1ItIn//0BlwB3iIhxbDvl1JWIdHe8PlVEDorI/4lIaJFjXi8if4pIuqP9/ud4n3HADcBnRfp5uohMFJFjIpIkImNEpIWILHP04RoR6VjoNXc63mOWiOwSkedEpPBn7M9ABHDd2WJRSrmfJjpKedYrwFSgHfAH8KOI1He1ERGpBnwFTAGaAoOAm4EnHPvbAj86ntMKuBvoB0w+R7OfO57bB7gGeAAozmjELUBPR0w1gB+AJUBroBOwG3hfRAKBhxz7PgNiz/A+uwALgd8dr70TuBb4tMhTXwFGAZ0d7b8nImFnia8vsN8Ys77I9n857jsA/wXGAd8AExztZgOTHHG1xvp3fBpoBDwMPA7clt+YMSYH+AmrL5VSZUSrlyvlWdONMdMBROR+4DJgCDDSxXbigEBgrzFmF7DLMUpywrH/MWCOMWai4/E2EbkHWCoio4wxBwo3JiLNgIuBnsaY3xzb7uD/27u/0K7KOI7j7w9JXRWFlUGQyhIzF5UlUiOGoIX9gbqQjAykm4pgCGl1Y0MMQSr7Qw3yRhoS1I1GSxICGV2IsdDMTftjkBkFdlFYrFb27eJ5Djs7O78tV78Nfn5e8OP8e87zPOf8YPvu+zznDAbP+Qrh9Yg4nutoAzYBL0X+j8KSXiYFL3Mi4jtJI8BwRPxYU9dTwEBEbMjbxyU9DuyVtBgohp5eyPNikPQccAi4nhQgVS1rcF2ngY0REbmPW4C3I6Iv17sTKO5nGxDAtxFxEjgpaQVwqlLnUUYDKDObBg50zGZWf7ESEWclDZCyKOfqMCkL0ifpFClzsLv4pUzKGC2Q9GvpnGIuzCJgTKADtOflp6X+DUk6M4W+fVOq44SkXmC9pBtI2Y+b8+F/ky1qBz6o7Pu4dOxgXv+ydPznvLywQZ1zgJ9q9p8ogrGI+E0SwInS8WHgorz+YW57IA/d7QPeyUFP2encnplNEw9dmc2sPyvbFwB/T1C+9o+TSB4EFgOvAtcAeyT15CIjwFvATaXPjaRA4+D4Gom8VGX/yAR9a9S/4WIlZ12+AO4EhoDngTU15zTye82+oo/le/nHBOWqgvqfhdXvBhp8NxExHBGdpOG0XlLw1i/p6UrRWcDZBv0wsyZwoGM2s24pViTNytuH8q4R4JJK+QV1lUi6VdL2iBiKiBcjYiVpjsq6XGQQWBQRXxcf4ArS0MvFNVUezsvbS23MA2aXyozUnFvbv5J1wMmIWJX7uQ+4umgiL6P2zNHr6KjsuyMvj03SdiM/kO7FlElaKWlTRAxExJaI6CDNl1pXKXo547NnZtZEDnTMZtYGSavze1zeBC4DduRjB4AlktZImi+pm8bDWr8AT0raKqktTz6+j9FszTZgmaTtkq6T1EnKPFxaNxcmB0LvAT2SOnN9vYzNaBwArpS0Pj/t9ASwapLrPQ3My4HBXElrga35WDEMdAaYL2luzfnbgKX5aaiFku4iTQjeGxFTDXQ+IWW4/osRoFtSV/6ubgOWMz5btqRmn5k1kQMds5m1g/SkziHgWmB5RHyfj+0CevLnM9KE41fqKomIr4D7SZOZjwD7SRNhH8rHPwfuIWVDivk8/Uz8qPPDuZ49wEfA+5SyERGxH+gGniUNQ63I2xN5DdhNekrqCOlJrsdIk4iX5jJvAAuBY5KuqlznUeBeoDOfvzPXt3qSdifSB8yW1D5pyQYioh94lPTSwSHSPesHuooyOWPXQQogzWyaKM+1M7Nplt8T80hE7JrpvpzvJL1LemJqYxPbeIA0VLgwIv5qVjtmNpYzOmZmsBlYK6k6J+r/1AVsdpBjNr0c6JjZeS8iBkmTh59pRv2S7ia9G6i3GfWbWWMeujIzM7OW5YyOmZmZtSwHOmZmZtayHOiYmZlZy3KgY2ZmZi3LgY6ZmZm1LAc6ZmZm1rL+AR6L2Fe7/CjUAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plotSDcurves(Ithrs, durations, fs=15):\n", " ''' Plot a strength-duration curves of various models for a range of stimulus durations. '''\n", " fig, ax = plt.subplots(figsize=(8, 6))\n", " ax.set_title('Comparative strength-duration curves', fontsize=fs + 2)\n", " ax.set_xscale('log')\n", " ax.set_yscale('log')\n", " ax.set_xlabel('pulse duration (ms)', fontsize=fs)\n", " ax.set_ylabel('threshold current (A/m2)', fontsize=fs)\n", " ax2 = ax.twinx()\n", " ax2.set_yscale('log')\n", " ax2.set_ylabel('threshold charge density (mC/m2)', fontsize=fs)\n", " for item in ax.get_xticklabels() + ax.get_yticklabels() + ax2.get_yticklabels():\n", " item.set_fontsize(fs)\n", " for i, (k, v) in enumerate(Ithrs.items()):\n", " color = f'C{i}'\n", " ax.plot(durations * 1e3, v * 1e-3, c=color, label=f'{k} model')\n", " ax2.plot(durations * 1e3, v * durations, '--', c=color, label=f'{k} model')\n", " Irh, Qrh = min(v), min(v * durations)\n", " tau = Qrh / Irh\n", " ax.axvline(tau * 1e3, linestyle='-.', c=color)\n", " ax.legend(frameon=False, fontsize=fs)\n", " return fig\n", "\n", "fig = plotSDcurves(Ithrs, durations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, all node models except the MRG one show a typical SD dependency: excitation thresholds are high for short pulses, then decrease as stimulus duration increases and finally stabilize around an asymptotical value (so called rheobase current) for long enough pulses. The opposite behavior is observed for the dependency on charge density.\n", "\n", "Nonetheless, we notice important qualitative differences:\n", "- The Sweeney model has a rheobase charge around 1 mC/m2, a rehobase current around 14 A/m2 and an SD time constant around 50 us\n", "- The FH model converges towards a similar value of rheobase charge, but has a smaller rheobase current (around 3.4 A/m2) and a longer SD time constant (around 200 us)\n", "- The Sundt model has a lower rheobase charge (around 0.1 mC/m2) and drastically lower rheobase current (around 5 mA/m2), and a significantly longer than SD time constant (around 20 ms)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }