diff --git a/notebooks/fiber nodes analysis.ipynb b/notebooks/fiber nodes analysis.ipynb new file mode 100644 index 0000000..204cb76 --- /dev/null +++ b/notebooks/fiber nodes analysis.ipynb @@ -0,0 +1,819 @@ +{ + "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", + "\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": 2, + "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", + " Ithr = pneuron.titrate(ElectricDrive(None), pp) # mA/m2\n", + " print(f'Ithr = {si_format(Ithr * 1e-3, 2)}A/m2')\n", + " outputs = [pneuron.simulate(ElectricDrive(x * Ithr), pp) for x in rel_Irange]\n", + " return CompTimeSeries(outputs, 'Vm').render(labels=[f'{x:.1f} Ithr' for x in rel_Irange])\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": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ithr = 14.34 A/m2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pneuron = getPointNeuron('SW')\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": 4, + "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, 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": 5, + "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": 6, + "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, 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": 7, + "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('FH')\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": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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q6urqp6PRKEuXLs1gNCIiIiIiLVMCkWGxBGLMmDEASiBEREREpEvbrwTCzArNLCvdwfREsQTiqKOOAoJuTCIiIiIiXVVKCUT44LYrzWy6mW0BlgObzGyZmf3UzEZ3bJjdVzQaPHA71gKhBEJEREREurJUWyD+AYwEbgVK3P0Qdx8MTALmA3eZ2ec7KMZuTS0QIiIiInIgSfVJ1J9095qmC929DHgCeMLMctIaWQ9RW1sLwKGHHkpBQQFbtmxh586d9OvXL8ORiYiIiIg0l1ILRKLkYX/KSHOxLkzZ2dmMGjUKUCuEiIiIiHRdrSYQZnaOmf3OzI4L56d2fFg9R6wLU1ZWFqNHB0NJlECIiIiISFeVShemrwDXAN8zswHAcR0bUs8Sn0DEWiBWr16dyZBERERERJJKpQvTVnff6e63AOcCJ3VwTD1KrAtTJBJhxIgRAKxduzaTIYmIiIiIJJVKAjE9NuHu3wEe6bhwep74FojDDjsMUAIhIiIiIl1XqwmEu/+tyfz/dFw4PU98AnH44YcDsG7duvqWCRERERGRrqRNT6I2s/Fm9pSZvWVmi81siZkt7qjgeoL4LkxFRUUUFxdTWVlJaWlphiMTEREREWku1edAxEwDvgUsAXSJPA3iWyAARowYwfbt21m3bh3Dhg3LZGgiIiIiIs20qQWCYED1M+6+1t3Xx14dElkP0TSBiI2DWLNmTaZCEhERERFJqq0tELeb2e+Bl4Gq2EJ3fzKtUfUgTROI+HEQIiIiIiJdTVsTiGuAMUAODV2YHFACsZ+SJRBqgRARERGRrqitCcQ4dx/bIZH0UMm6MKkFQkRERES6oraOgZhvZkd3SCQ9kLvX34WpaQvE2rVrdStXEREREely2ppATAQWmdn7uo1r+8USBDPDzADo27cvAwYMoLKyks2bN2cyPBERERGRZtrahWlyh0TRQzXtvhQzYsQIysrKWLt2LUOHDs1EaCIiIiIiCbWpBSL+1q26jWv7JUsgYuMg1q5d29khiYiIiIi0qK1Pon7YzPrFzfc3swfSH1aLMUTM7DdmNs/MZpnZqM7cfzrFP4U6Xvw4CBERERGRrqStYyCOdfedsRl33wEcn96QWnUJkO/upwLfAe7u5P2nTbIWCN3KVURERES6qrYmEBEz6x+bMbMBtH0cRXtNBGYCuPt8YHzTAmY21cwWmtnCrVu3dnJ4qWtpDAQogRARERGRrqetJ/93A/PM7C8ED5D7HPCfaY+qZUXArrj5OjPLdvfa2AJ3vw+4D2D8+PHeyfGlLJZANO3CNHLkSCB4FkRdXV2zBENEREREJFNSaoEws1PNzNz9EWAKsBnYCkxx9z90ZIAJlAN94uYj8cnDgSSWQGRnN87jevfuzZAhQ6iqqmLDhg2ZCE1EREREJKFUuzB9Afinmf0JOBn4q7v/j7u/23GhJTUHuADAzCYASzIQQ1ok68IEDa0Qq1at6tSYRERERERaklIC4e43uvsJwB1Af+Ch8C5I/2VmZ5hZZ/axeQqoNLO5wC+Ar3fivtMqWRcmaEggVq9e3akxiYiIiIi0pE1jINx9ObAc+IWZFQBnA58Ffk6Cwcwdwd2jwI2dsa+OFruNa9MuTNCQQGggtYiIiIh0JamOgRhlZqfHL3P3fcAe4Jfu3inJQ3dTWxsM3WipC5NaIERERESkK0l1DMQvgd0JlleE78l+SGUMhBIIEREREelKUk0gDnP3xU0XuvtC4LC0RtSDxLowJUogDjnkEHJycti4cSMVFRWdHZqIiIiISEKpJhD5LbxXkI5AeqKWujBlZ2czfPhwQOMgRERERKTrSDWBWGBmNzRdaGbXAf9Mb0g9R0tdmEADqUVERESk60n1Lkw3A0+Z2VU0JAzjgVzg0o4IrCdoLYEYNWoUL7zwgp4FISIiIiJdRkoJhLtvBk4zs7OBY8LF0939lQ6LrAdI9iTqmNGjRwOwYsWKTotJRERERKQlbXoOBDAXGAYMByaa2UQAd/+PdAfWE7T0IDmAo446CoB3383EA79FRERERJprawLxN2An8BZQlf5wepbWWiCOOOIIsrKyWL16Nfv27aOgQOPVRURERCSz2ppAHOzukzskkh6otTEQ+fn5jBw5khUrVrBixQrGjRvXmeGJiIiIiDST6l2YYuaa2dgOiaQHai2BADj66KMBdWMSERERka6hrQnEROCfZva+mS02syVm1uwBc5IaJRAiIiIicqBpaxem8zskih5KCYSIiIiIHGhSSiDMzDywvrUy6Qut+2vpSdQx8XdicnfMrFNiExERERFJJNUuTP8ws6+Z2aHxC80s18w+bmYPA19If3jdW2t3YQIYOnQoAwcOZOfOnXz44YedFZqIiIiISEKpJhCTgTrgMTPbaGbvmtkaYCXwL8Av3P2hDoqx26qsrAQgLy8vaRkzq7/70jvvvNMpcYmIiIiIJJNSAuHule5+r7ufTvAQuU8AJ7j7cHe/wd0XdWiU3VRVVfAojZYSCIBjjz0WUAIhIiIiIpnX1kHUuHsNsKkDYulxYi0Q+fn5LZZTC4SIiIiIdBVtvY2rpFGsBSLVBGLx4sVonLqIiIiIZJISiAxKtQWipKSEIUOGUF5ezrp16zohMhERERGRxJRAZFAqg6hjNA5CRERERLqCdiUQZpZtZuPM7GQzOzldQfUUFRUVABQUFLRaVuMgRERERKQraPMg6iYeB94EagAPpyVFO3bsAGDAgAGtlo0fByEiIiIikintTSCWuftdaYmkByorKwOgf//+rZaNdWFavHgx0WiUSES9z0RERESk87X3LLTGzF4ys0fN7NH2bMjMLo3fhplNMLM3zGyOmd0eLouY2W/MbJ6ZzTKzUe2MP6M2bQruhjto0KBWyw4ePJhhw4axZ88e1qxZ09GhiYiIiIgk1N4WiBJ3P6e9QZjZr4DzgPgH0v0GuAxYA0w3sxOAw4B8dz/VzCYAdwMXt3f/mVBXV8f69esBOPzww1NaZ+zYsWzcuJF33nmHUaMO6NxJRERERA5Q7W2B6GVmV5jZBWZ2QTu2Mxf4cmzGzIqAPHdf7cGDD14gePr1RGAmgLvPB8Yn2piZTTWzhWa2cOvWre0Iq+MsW7aM6upqDjnkEAoLC1NaR+MgRERERCTT2pRAmFkvMzs2fOUB/wDygEHhq7X1rzOzpU1eJ7n7nwkGYccUAeVx87uBvuHyXXHL68ysWSuKu9/n7uPdfXwq3YMy4ZlnngFg0qRJKa+jOzGJiIiISKal1IXJzHKAnwL/CqwlSDwGA7929/82s+Pd/e3WtuPu9wP3p7DLcqBP3HwfYCfQq8nyiLvXplKHrmTx4sXcf3/wMXz+859Peb3YQOolS5ZQV1dHVlZWh8QnIiIiIpJMqi0QdwO9geHufqK7Hw8cBRxuZv8HPJnOoNy9HKg2s5FmZgTjI14D5gAXQDDIGliSzv12hpdeeokpU6ZQWVnJ5ZdfzvHHH5/yugMHDuSggw6ioqKC1atXd2CUIiIiIiKJpTqI+gJgdDgeAQhO8s3sy8A24PwOiO1GYBqQBbzo7m+Y2QLgHDObCxhwTQfst8NMmzaNf//3fycajTJlyhTuuqvtd8AdN24cGzZsYOHChRxxxBEdEGXqamtr2bt3L3v27GHv3r1UVFRQUVFBZWUl1dXVVFdX109XVVU1mo9fVldXR11dHbW1tUSjUWpra1Oajq0XjUZx9/qfQKP5ptNA0veavpq+l0iy5a1pab392Ve639vfeol0hnHjxjF//nzy8vIyHYqISI+TagIR9QRnE+5eZ2ZbwwHN7eLus4BZcfPzgQlNykQJEosDzpIlS/j2t79NNBrllltu4Rvf+AZB40rbnHnmmcyYMYPp06dz5ZVXtjsud6esrIzNmzdTVlbGjh07KCsrY+fOnezYsYMdO3bUT+/Zs6c+Wdi7dy9VVVXt3r+IyP5YtGgR77//fn3XThER6TypJhDvmtm/uvsj8QvN7PPAe+kPq/v57W9/S11dHddccw3f/OY393s7F154IbfddhuzZ89m5cqVjB49OmnZ6upqNm/ezKZNmygtLa3/2XR6fxOBSCRC7969KSwsrH8VFBSQl5dHfn4+ubm55ObmkpeXV/+Kn4+9n5WVRXZ2NpFIhOzs7KTTWVlZ9WVj01lZWUQiEcys0St+Wfx0LO5E77W0jfhXW7W0zv68l+7t7e++RDLlqquuYtasWXzwwQdKIEREMiDVBOKrwJNmdi3wT4I7Jp0EFACXdlBs3UY0GuXFF18EYOrUqe3aVnFxMVdccQXTpk3j6quv5uqrryY3N5fy8nJKS0sbJQzbtm1LaZtFRUWUlJRQXFxM//79m7369etHv3796Nu3b6NkIT8/XyeYItLpDj74YAA++OCDDEciItIzpZRAuPsG4BQz+zjwMYLxB8+7+8sdGVx3sXz5cnbv3s2wYcM47LDD2r297373uyxatIhly5bxox/9KGm5SCTCkCFDKCkpoaSkhKFDh9b/jJ/u1atXu2MSEeksBx10EADr1q3LbCAiIj1Um55E7e6vAK90UCzd1ltvvQXAcccdl5bt9e/fn2effZZnnnmGpUuX4u707t2boUOHMmTIEIYMGcLQoUMZNGiQbvUqIt1OrOvmokWLMhyJiEjP1KYEQvbP+vXrARgxYkTatllQUMDll1/O5ZdfnrZtiogcCE444QQA3nzzTWpra8nO1p8yEZHO1KYnUcv+ifXTjTW7i4jI/hs6dChHHnkku3btYvr06ZkOR0Skx+n2l23WrVvHNddk9nERr7wS9PpSAiEikh5Tp07lm9/8Jtdddx3z589n8ODBAM2eKxP/ij3bJdX5RDrr+S3pfhaMiEhLHnzwwTaVt+7+C8fMukwF582bl5ZB1CIiPV1xcTGf+tSn6u9wJyIi+8/d23RbzW7fAjF8+HBuv/32TIdB3759lTyIiKRJTk4OM2bM4Pnnn2fBggXs3LkTM2v0nJhIJEJWVlb9c13iX02XJZpP57NY0rnO/j7vRUQkXbp9C8T48eN94cKFmQ6D0tLSTIcgItJtlJSUZDoEEZHupE1XHzSIWkREREREUtbtWyDMbCuwPtNxAAOB1B4NLV2ZjuOBT8ewe9Bx7B50HA98OobdQ767H5Nq4W4/BsLdB2U6BgAzW+ju4zMdh7SPjuOBT8ewe9Bx7B50HA98Oobdg5m1qb+/ujCJiIiIiEjKlECIiIiIiEjKlEB0nvsyHYCkhY7jgU/HsHvQcewedBwPfDqG3UObjmO3H0QtIiIiIiLpoxYIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJmRIIERERERFJWXamA+hokydP9pkzZ2Y6DEpLSzMdgohIt1FSUpLpEEREuhNrS+Fu3wKxbdu2TIcgIiIiItJtdPsEQkRERERE0kcJhIiIiIiIpEwJhIiIiIiIpEwJhIiIiIiIpEwJhIiIiIiIpEwJhIiIiIiIpEwJRIaVl5fzwx/+kFmzZmU6FBERERGRVimByLCHHnqIe++9l6uuuor169dnOhwRERERkRYpgciwpUuXAhCNRvnd736X4WhERERERFqmBCLDysvL66effPJJamtrMxiNiIiIiEjLlEBkWHzCsGPHDubNm5fBaEREREREWqYEIsOqq6sBOOWUUwCYMWNGJsMREREREWmREogMq6mpAeCiiy4C0N2YRERERKRLUwKRYbEEYvz48RQVFbFu3To++OCDDEclIiIiIpKYEogMiyUQ+fn5nH766QC89tprmQxJRERERCQpJRAZFksgcnJyOOOMMwAlECIiIiLSdSmByLDYIOqcnBwmTZoEBAlENBrNZFgiIiIiIgkpgciwWAtEbm4uI0aMYNiwYZSVlbF8+fIMRyYiIiIi0pwSiAyLJRDZ2dmYWf04iNdffz2TYYmIiIiIJKQEIsPiWyAAJk6cCMCcOXMyFpOIiIiISDL7nUCYWaGZZaUzmJ4ofhA1wGmnnQbAvHnzGj2lWkRERESkK0g5gTCziJldaWbTzWwLsBzYZGbLzOynZjYOITODAAAgAElEQVS648JsFsdvzGyemc0ys1Gdsd+O4O6NBlEDHHzwwRx++OHs3r2bJUuWZDI8EREREZFm2tIC8Q9gJHArUOLuh7j7YGASMB+4y8w+3wExNnUJkO/upwLfAe7uhH12iLq6OtydSCRCVlZDY05sHIS6MYmIiIhIV9OWBOKT7v5Dd1/s7vX3GHX3Mnd/wt0vA/6c/hCbmQjMDPc9HxjfCfvsEE3HP8TExkFoILWIiIiIdDVtSSB+YWantVTA3WvaGU8qioBdcfN1ZpYdX8DMpprZQjNbuHXr1k4Iaf80Hf8QExsH8cYbb9R3cRIRERER6QrakkCsBO42s3Vm9mMzO66jgmpFOdAnbj7i7o1GG7v7fe4+3t3HDxo0qHOja4NYcpCd3Sj/YdCgQYwZM4bKykreeuutTIQmIiIiIpJQygmEu/8qHHdwJlAGPGhm75nZD8zsiA6LsLk5wAUAZjYBOGBHGifrwgQaByEiIiIiXVObb+Pq7uvd/cfufjxwJXAp8F7aI0vuKaDSzOYCvwC+3on7TqvYbVqbdmECjYMQERERka4pu/UijZlZDjAZuAL4BDAbuDPNcSUVDuC+sbP215FiXZgStUBMmDABM+Of//wnFRUV9OrVq7PDExERERFppi3PgTjHzB4ANgBTgRnASHe/3N2f7qgAu7NkYyAA+vXrx9ixY6mpqWHBggWdHZqIiIiISEJt6cJ0GzAPGOPuF7n7NHff20Fx9QhVVVUA5OXlJXxf3ZhEREREpKtpyyDqs939d8AIM3vSzN4ys8VmtsTMFndgjN1WrAUiWQKhgdQiIiIi0tW0eQwEMA34FsHdj6KtlJUWtDQGAuCUU04hOzubd955h+3bt1NcXNyZ4YmIiIiINNPmuzABW939GXdfG96Rab27r097ZD1ArAtTsgSisLCQSZMmEY1Gef755zszNBERERGRhPYngbjdzH5vZv9iZlNir7RH1gO0NgYC4KKLLgLg2Wef7ZSYRERERERasj8JxDXAcQS3cr0ofH0qnUH1FK2NgQCYPHky2dnZzJkzh+3bt3dWaCIiIiIiCe1PAjHO3ce7+xfc/ZrwdW3aI+sBWhsDAdC/f38mTpxIXV0dM2fO7KzQREREREQS2p8EYr6ZHZ32SHqgiooKAAoKClos9+lPfxqAp5/W4zZEREREJLP2J4GYCCwys/d1G9f2KSsrA4JWhpZceOGF5OXlMWfOHDZu3NgZoYmIiIiIJLQ/CcRkYDRwLg3jHy5KZ1A9xY4dO4DWE4iioiLOPfdc3J2nnnqqM0ITEREREUko5QTCzAwg/tatTW/jGisjqdm8eTNASs93uOyyywB44oknOjQmEREREZGWtKUF4h9m9jUzOzR+oZnlmtnHzexh4AvpDa97e//99wE44ogjWi179tln079/f9577z3efffdjg5NRERERCShtiQQk4E64DEz22hm75rZGmAl8C/AL9z9oQ6IsVtauXIlK1asoFevXiklELm5uVx88cUA/PWvf+3o8EREREREEko5gXD3Sne/191PB4YDnwBOcPfh7n6Duy/qsCi7mUWLFnHDDTcAcMkll7R6F6aYWDemp556irq6ug6LT0REREQkmez9Wcnda4BNaY6l21u2bBk/+clPePHFFwEYPXo0t912W8rrn3jiiQwfPpz169czd+5cJk2a1FGhtqqmpoaqqioqKyuprKyktraWmpoa6urqGv2sra1N+oqVq6urIxqN4u64O9FotH4+/mei6fj5ZNsA6n+mOh2vreu2ZzrZfkWksVNOOYWbbrop02GIiPRI+5VASNvNnTuXK6+8kqqqKvLz87n22mu56aabKCoqSnkbZsZll13Gz3/+c379619z2mmnkZWV1eI67s6+ffvYtWsX5eXl7N69m927d7N379766T179rBnz55G03v37q1PDuIThdi8WkBEJJMee+wxJk+ezJFHHpnpUEREehzr7lc5x48f7wsXLsxoDNFolFGjRrF27Vo++9nP8oMf/ICBAwfu17a2bNnCWWedxY4dOzjmmGM46aSTiEQiVFdXs3v3bnbu3El5eTm7du2qf9XU1KS5RhCJRMjPz69/5eTkkJ2dnfIrJyeHrKwssrOzycrKwsyIRCL1LzNrtCzRdNNlibYRiSTupRd/w7COnk7XfkUkMG3aNN566y0eeeQRrr766kyHIyLSHbTphEMtEJ1g7ty5rF27lmHDhvHzn/+c7Oz9/9gHDx7MAw88wPXXX8/SpUtZunRpq+vk5+dTVFREnz596n/27t27/mf8dJ8+fejTpw+FhYXk5+eTl5fX6GdsOicnZ7/rICLSHlu3buWtt97i1VdfVQIhIpIB7UogzCwb+BiQB+Dub6YjqO5m9uzZAJx//vntSh5iJkyYwJtvvsns2bP56KOPMDNycnLo06cPffv2pW/fvhQVFdGvXz+KiorIz89v9z5FRLqK8847j7vuuovHH3+cO++8k2HDhmU6JBGRHqW9Z7OPA28CNYCH013K8uXLmTBhQkZjWLNmDQDHHXdc2rbZq1cvzj///LRtT0TkQDFmzBjOO+88XnjhBT72sY9x0kkn0bt370Y3XmjpBbRaJtl6XUVXiwe6Zkwikpr58+e3qXy7xkCY2Q/d/fv7vYFOYGZd4jdaTk4O8+bN46CDDsp0KCIi3cJnP/tZXn/99UyHISJywHP3Th0DUWNmLwFbw51f2c7tpd2YMWN48MEHMx0Gubm5amYXEUmTkpISXn31VVasWMGaNWvYt29f/c0UUnkBbSofv15X0dXiga4Zk4ikX3sTiBJ3PyctkXSQwsLCjHdhAigtLc10CCIi3YqZceSRR+pWriIinay9CUQvM7sCKAdw9xntD0lERERERLqqxDfJT8DMfm1mpzVZ/A+COzANCl8iIiIiItKNtaUFYiVwt5kNBf4MPObuD3dMWCIiIiIi0hWl3ALh7r9y91OBM4Ey4EEze8/Mvm9mozssQhERERER6TJSTiBi3H29u//Y3Y8HrgSmAMvTHpmIiIiIiHQ5bU4gzCzHzC4ys2nA88AK4LK0RyYiIiIiIl1OWwZRn2NmDwAfAVOBGcBId7/c3Z9ubyBmdqmZPRo3P8HM3jCzOWZ2e7gsYma/MbN5ZjbLzEa1d78iIiIiIpK6tgyivg14FLjF3cvSGYSZ/Qo4D1gUt/g3BC0ba4DpZnYCcBiQ7+6nmtkE4G7g4nTGIiIiIiIiyaWcQLj72R0Yx1zgaeBLAGZWBOS5++pw/gXgE8BQYGYYz3wzG59oY2Y2laCVhEMPPbQDwxYRERER6VnaPAaiPczsOjNb2uR1krv/GfC4okWED6cL7Qb6hst3xS2vM7NmSZC73+fu4919/KBBejyFiIiIiEi6tPdJ1G3i7vcD96dQtBzoEzffB9gJ9GqyPOLutemLUEREREREWtKpLRCpcvdyoNrMRpqZEYyPeA2YA1wAwSBrYEnmohQRERER6Xk6tQWijW4EpgFZwIvu/oaZLQDOMbO5gAHXZDJAEREREZGepsskEO4+C5gVNz8fmNCkTJQgsRARERERkQzokl2YRERERESka1ICISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKVMCISIiIiIiKTN3z3QMHcrMtgLrMx0HMBDYlukgpN10HA98Oobdg45j96DjeODTMewe8t39mFQLZ3dkJF2Buw/KdAwAZrbQ3cdnOg5pHx3HA5+OYfeg49g96Dge+HQMuwczW9iW8urCJCIiIiIiKVMCISIiIiIiKVMC0Xnuy3QAkhY6jgc+HcPuQcexe9BxPPDpGHYPbTqO3X4QtYiIiIiIpI9aIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGVKIEREREREJGXZmQ6go02ePNlnzpyZ6TAoLS3NdAgiIt1GSUlJpkMQEelOrC2Fu30LxLZt2zIdgoiIiIhIt9HtE4gDTaRiGwXv/YXInk2ZDkVEREREpJlu34XpgOJR+j93DTllK6grHMK2y2fgub0zHZWIiIiISD21QHQBdR9twCv2kfvRXHLKVgCQtXczBe/+KcORiYiIiIg0pgQiw6pnzab8859n1xe/SGTZKwDUDDgCgIIVf8tkaCIiIiIizSiByLDqV4KkwbdsYdfjcwHYc9JNRPP6kVO2gqwdqzMZnoiIiIhII0ogMsz37K6frlhTRcWWXKqHjqfq0DMAyPvg1UyFJiIiIiLSjBKIDPOqagCyjx8HwLb3++H5/ZRAiIiIiEiXpAQi0yorASi8cCKW5ezdkE3d2rVUHXw6jpG7aQFWU5HhIEVEREREAkogMsyrgxaInF619D08SBSqnnkWLxhAzeCxWLSG3I1vZDJEEREREZF6SiAyzKuqAMiqKaP/yL0AVL/4Il5ZSdWhZwKQt/4fGYtPRERERCSeEohMCxOI7Kqt5PevJefQYnzvXqpnz6Zq+NkA5K2fBe4ZDFJEREREJKAEIsO8PoHYAkCvs04AoOrZ56gdeDR1hUPI2ruZ7G3vZixGEREREZEYJRAZ5O71LRBZVZsByDn7LCgooG7pUurWr6dq+FmAujGJiIiISNegBCKTamqCrknZ2WRXlALggw4n95OfBKDq2WepGv5xAPLXvZKxMEVEREREYpRAZFDsGRDk5pJVsRW3LKK9BpP36U8DUD3zBSoHHEc0u4CcbcuI7N6QwWhFRERERJRAZFZ10H3JcrMBiBaWQCSL7NGjyDrmY+Fg6tfruzHlr34+U5GKiIiIiABKIDLKw4fIWU4WAHV9hta/l3fxxQBUPf039o28AICC1TM6OUIRERGRzOndu3emQ+h0B0KdlUBkUtiFKRLkD9T1bkggcs88E+vbl7pVq6jYPYhoTiE5W5eRtWt9JiIVEREREQGUQGSUV+4DwHKC+breB9W/Z7m55F14IQCVjz9B1WGfACB/lVohRERERCRzsjMdQE/m+4IEIpJVBzTuwgSQd9llVD7xBDVz5rD7vKkU8Az5q2ew98Qvd3qsIiIi0jMd9p3pHbLddXdd2CHbTYf3xhzVIds9avl7HbLdzqYWiAyKjYHIitQAjbswAUSKB5B3cXBHpvLnFxPN60tO2Qqyy1Z2bqAiIiIiGfTQQw9x4oknEo1GWb58OXfccUemQ+pwDz30EM8991yHlW8PtUBkUqwFwoK7MUV7D2tWJP+KK6h65llq5s1n55EnM4CXyF81nT0n39ypoYqIiEjP1FVaCsaOHcsf//hHTj75ZACWLVvGtGnT2Lx5M9dffz2nnnpq2vbV1VoK1q9fz9133427M3LkSG6++eZm9Y958MEHqaio4Ktf/WqHxZPWFggzKzSzrHRuszuL7tkDQLZVAM1bIAAiAwaQf8UVAGyfvRN3KHjvcait6rxARURERDLsM5/5DM899xyVYQ+OvLw8KisrGTJkCH/4wx8yHF3HuvfeeykoKKC4uJglS5YAiev/v//7v+Tk5HRo8gDtTCDMLGJmV5rZdDPbAiwHNpnZMjP7qZmNTk+Y3ZNv2QpAdn410by+eG7i23blX/45bOBAatduoGz7KLL2bafX0u79H0VERESkqa997Wvcc889APzqV7/i5ptv5ktf+hIVFRUZjqxjRaNRrrrqKu644w7uv/9+IHH9R44cybJlyzo8nva2QPwDGAncCpS4+yHuPhiYBMwH7jKzz7dzH91W3dq1AOT2rqO2cCjl5eWN3n/00UeZPXs2m3bsIP+6a6l1Z+vCCNFao8+bv9QdmURERKRb2xP21oiZNGkSO3bsAODss8/mxz/+MQ8//HAmQusw8XW+9957ufHGG+nduzc//vGPueWWW7jzzjuBxPWfPHkykyZN4tZbb+3QGM3d939lsxx3r2lvmY40fvx4X7hwYaZ2X6+0tLR+2mtqqHntNfb+139DXS37JmzghlnZ9BtxPNOmTQOgoqKCkSNH1q+TlZVFXV0duWZcMGoo/33uLsYMzKJ66Hgqjr6CquFnJ23BEBHpbkpKSjIdgohId2JtKbzfg6jN7Bzgc2b2a3d/x8ymuvt9TctlMnnoata+/jpvPPIH+rz/PqdZeJxOOowL/vI+m/c6Q6veo7q6mtzcXPbt28dVV13FypUrWbVqFWVlZZgZ1e48vXIjV1x2JUfkziJ300J++/Rclpc50V6DqSssIdprIN5rIGTlcOyxx3L55ZcDsG3bNn75y18mje/aa69lxIgRAMyYMYM5c+ZANBq83INXNMqAfv24+brroK4O6ur44T33UF1VVf++x5U97+STOe1jH4Oos3jVSv46e3bwHoCH/4Tzt37uc+Rn54BHeeCll1i/eXNYzsMfwc+xhxzCZ04+BXC27SrnnhdmNq5IXFJ8zRlncPjAQQDMXLyYuSub3sEqKDugd29uOvfc+nX/89lnqapJ/NU975hjOH3UaMBZ/NFH/DWWoCZIxr97wYXk5QQP+njg9ddYt217o/3GHDNsGJ8bPx6ArXv2cM/LLyfcN8A1p53OiIEDAXh+2VLmrl6dsFxxYW9u/sQn6ud/OGM6VbW1CctOPvpjTBw1CoB3PvqIv7z1z6T7//75F9TX6fdzXmfttm0Jyx170EFcPv6k+jr98uW/J93mdadPrK/TjKVLmbN6VcJyAwt78/VPfrJ+/s7nnqM6WZ2OOYZJ9XX6kMcXJq/TDy5sOE6/f72FOh3cpE5/b6lOpzNi0KCwTkuYsyrJcepdyDc+eY7q1MY67TpuHH0v7BoDO0VEepr23IXpK8A1wPfMrBg4Lj0hdU/3fuWr/OipJ3Hg/D59mHja6eRdcD6vrXqazXudsSOH8fSLr5GbmwtAcXExP/vZz+rXr6qqIjc3l5Xf+CZP//3vjFuwhY/+5Xbyq97nsWW/Z96H5cCH4avBpSMH8ZkVfyea1YfNZZXcP+2ppDGe8fYiBhQWQlUVr65dw8NbtyYsNzwnh2tffqV+/g8rVlDh0YRlB735JuMGFAOwvLychzdtTLr/f1u/nmj4WO7nP1jPgvAuVU1d0KcPFy4ITtq3Vlfzh7Vrkm7zEx98QEmvQgDmb9nMH8Jmz0R1+tL6D+rnH2uhTkNXreLEsE4ry8v5Ywt1umn7djys0wut1OnT7wZ3fNheXc20Fup0zqZNDAvr9OaWzUxroU43bmyI7c8t1OmgtWsZH9ZpVXk5j7ZQp6/v2FFfp5daqNOu5cu5+L3l9XV6rIU6nVdaWl+nBVs281gLdfrypk31839poU4Hr1/HSXF1eqyFOn1j187U6vR+G+q0OfU6fWVTQwul6tR6nd7eV8H08nK+/sgjjL/ooqTlRUSkY7Qngdjq7juBW8zsLuCkNMXUIjOLAPcC44Aq4Hp3T3y5sotYNHMm/xkmDx8fOZJzL7+Con/7KmbGB18OBgKdMeEEevXqlXQbeXl5AIz6/vf40o4dRNetY+9Pf8Fe4PK63nx8cEF9WY+7uj28Kpfyl4OPp7CujlsHD066j0N27sT37gXgE/kFDBs8GMywrAhYBCIRiBhFOblEBg+ErCwsO4tvRYxaAyzSUDYrCyzCiUNLyBk4CCIRxpWX8/0NHwEGEQt+GljYGlM4diy52dlgEb64ehXn79kbNKiZNbyAwwYMIG/UKLAIJVWV3L50Kc1a3sLZ0WPGkFdUBGZcsH49h5WWNitrZhTl55M/blz9urctWEBtNBor0Kj8iYccSv6w4Ja7x2/fzh2r4r5+TcLoc9JJQZ2Aa5ct48Ly3fE7rp88vLiY/COPAGDYvn3cuWhRs/3GHHH00eT37QvAhevWMSLuhLrRvvPzyT/++Pr5773xRkOdmjhh+PD6Op2wbRv/0aylJnGdrl+2jE/v3p2w3PDiYvJHj66v0w/feSfpNo88+mjyi4oA+NS6dYyK6/LXrE7HNVyr+MGCBdTW1SUse/yhDcfpxG3b+NGq5L8m+owfX1+nG959l4ubjEeKObRJnX6UYp0uWr+e0S0dJ9WpTXWaft99PLpzJ3l33cUDSiBERDrdfo+BMLOL3f1vcfNfc/f/SVtkyfc7Bfi0u3/RzCYAt7r7xcnKFxfm+dlHDAnnHLDwHM85emhfjhkanIht3LWPOaubX3GPncJ9euxB9MoJrua9unorm3Y1v5pnwLC+BZw5chCGU1FTx9NLNrLqw10s3L6b8w8byAXfHU9hboScrAgPPbiYl18Ornpf8bVLuOALUzisz2GM6D2CrEjyu+F6ZSXlTz/LjjcWEt1VjtfVUZudSzQnh2hWDrU5OXh2FjlWTa7to8D2kM8e8q2CfPZSwG5yItVYlkOWU5MNVTlQlW3UZENttlOXZdTmOLVZRi1Qa0YtQaJQa0Y0/DTrX2aN5gGiQNQiRDGiRIjWlzHcjCiGG0SDLAGPfdoWO0Kx5cEyJ255kpNrT9CFr23fcEutfNz+2/o/yBPE3nQbRuK67K/4bVmj5U12mngmheVtleLn3GiV9Oy7zZ9rm/ebvLy3uQrJvudJtt+W7XjDYk+yPH5Z7P9hsh22/S9JbFsNa3qj5Yk5sOftndx13xKiwPghRQwZWEB2Tha5OREuPfEQPLg2wQtLS9m9r3nXKQNGDu7DuEP7A7B1dyWvLt+SdJ/nfGwYRQVB16kFa7bzQdnepqEDMLB3LmeNCcZm1EajPP1W4xbheCcfVszw4mDc2srN5bzzYeLWnOxIhEuPO6R+fua7G9ldWZNw/0cM7sNxBwd12rKnklkrktfpvKOG1tfpzXXbWR+rUxMDe+cR+xtaG43y1KKPktdpeDHDi4MWqpVbdrPoo2R1siZ12tRQpyZGx9Vpq+rULep0bpM6fZCkTsVN6vR0C3U6qUmd3klSp6wmdXqhhTqNalKn2d28Tn99+4POGQMRnzyE8x2ePIQmAjPDfc43s/FNC5jZVGAqBBV8YlHiX+Jf+XAfxwwMropt3bObv2zYkHSnX9mdx+Ds4Mtxz0cbmbU38ZfjrMJCri8NTv631Nbwp9UNX459H+/Nb3M+Cn7p18La0u317726+02WLg2uvA3IHcC5B53LlOFT6J/Xv9k+5m2q4gdlo9kzfETiYK2GSM4OLLeMSM52Ijk7say9WPbe4GfWXiKRSohUQyTxVcED1/7fFCA964tIhzsNJi8p4cV5pSzcXA6bg9aVfDPuLG+4mcT31m5gTXV1wk1c3b8/X1wdtMgtrKjgyQ+Tn+xfsz2bkWEr8J82beTZJK05JxQUcPPm4M/qvmiUf13ZQgKxsZZxfYN72b9TVsYTWxOfnOSbcfuehhbm29Z+1GKdrl7fUKcnWqjTF3c21GlaK3W6aWtDnT7fQp1OKq3l2LB1dFFrddrb0OLeWp3+VXXqtnV6tLX/T3F1urqVOo0L69Ta/6c74ur03Vbq9IUeXKfWpOVJ1OFJ/HeB4eE2DXB3PzYd22+iCNgVN19nZtnuXn+ZKRzMfR8ELRBn1bdANHCgX0lf3hraFwf27irg0jWR+veaWn7MQNbnZOPAkauj9C1v3AIRW2dIUQHzRgb9effV1HJRn+Ag9hpUQM4poyjZZ+yprqPOYUevMvYSJCJji8cyumQ0y3ctp3RfKX9a+yee/uBpLh1+KZceeml9IrF1TzW3TV9DZW2UY0oKGTOkF2TtZGt0MWV1a9gRXUt5dCNO4q4qzRnZ5JFlueHPHIwsImRjRIhYFkZWuCz2M0LQkyxoIYi16Vg4H4hg3tCu0FCq4RqjuQUXNL1hLat/33FvfJ26oY0DrB13D0tFozS82a682eLU0/bYWvEtAo134J5se5YomATbTm1xm7cTe7fJ2y1cb09hX02vaKd+bT3RhfLWlzf/rBNEkXS/zY9eC9+DFD93s+YFU/k+JWswam3dVNrOEm2jpQaq/W2vSn0/zWPN/lI2X/34NvbM/5CKHRVE66KYw9JjiuvLnNm7ihOqahvWj9v4QcV9WHJQ8Ht1955efKZf8t+ZpUcWU5GfgwFHfBDlMzuKEgY8sDCPxaOCbdZGo1xWcHDSbdqhxbwTXl3stTWHyzbkJiyXFYmwaNyA+vlJ/ao4rjKuVSVu/0MH9eHt8Opi2Z5CphQnP8YfHTWI8vzgotjIdTBlR9+E5YoL83j7iOL6Ok0pPCRhOYDo8GLeHhDUKX9LLlM25CWpk/H2uIbjNKlfNcdVJb5i2tPrtOGoQexOoU4DC/NYlGKdfHgxi8I6FbRQp+yIsSjFOg0b1IdFYZ12qE7dok6taddtXOs3YvY+8C1gCTScubr7+nZvvPm+fg7Md/fHw/mP/P+zd+fxUdbn/v9f10z2jQQIRPZIQSigHgwWW/TUVi1VrLa2R+3RurTa9bTV0+Ov2znt8df92PrV9sup2EWt7bHWtXrcqrW2oNaCVnABWUQEDAQIIWSfmev7x0zCEJIwIbNl8n4+HnfnXj+fa+aOdK75LLd7v/9KZ+M0rvvaQ/z/j23m/pu+T/PzD3Lttdfy8Y9/nEAggLvz8t6X+e3rv+XZhmcByA/k8+6ad3Py+JNZ8epo7vr7Xv7h6N3Mn7mN53Y9x+b9mw+qK2ABaopqqCmpYULJBMYVjaOyoJJRBaOir/mjKM0vpShYRGGgsGcMgojIcKFpXEVEkio9XZh6aXD33yeprMNZAZwN3BkbA7EmTfUmTUVRHv9y8iR+/4siIPrMh0Ag2vphZsytmsvcqrm8svcV7th0B882PMsftv+BP2z/AwDls2ADsGFztLziYDHzx8zn+NHHM3PUTI4uP5qiYFEG3pmIiIiI5LpkJRDfMLOfAU8QnRkJAHe/J0nlx3GH7AkAACAASURBVLsXON3MniaaLV2WgjpSbnJlIUXFJewDdjft7/Oct1e+nWvnX8vWlq38qf5P/Gn702zevxmzEFPKJrNg7AJOrD6ReVXzyA/kp/cNiIiIiKRYWVnZIU+jznXD4T0nK4G4DJgF5HOgC5MDSU8g3D0CfCrZ5aabmVFZUcpO4Ob//gmLTzuVd77znX2eO6l0EhdNv4jSlvfx/VWbed+s0fznoul9nisiIiIikkrJSiCOc/d5SSprxJhQewyvxdab+5lLP96rO1uBALPHlR32XBERERGRVEhWAvGsmb3d3V9JUnkjwozjTuTZ2hNof30VeXmHvxVrd0RnbJo1vv8HzomIiIgk1Tf7nlVo6OU2Hf6cDBpokpmbbrqJK6+8EoBly5bxyU9+st9zkzFhUbYJJKmcRcDfzWydma02szVmtjpJZees0oIARKLPYQgG+39wHEBHKMKm3e3RaQSrlUCIiIjIyHHLLbfw4IMP8uabb/KRj3yEt956q+fYhz/84QxGljndn0kmJKsFYnGSyhlRQi376NgWbbQ5XAvExl1thCLOtNFFlBQMnGyIiIiIJE2WtBSsXbuW22+/nWXLlrFjxw6++MUvMnPmzJQNOE605eDKK6/saY1IpltuuYWnnnqKo48+mkAgwEUXXcQPf/hD3J3p06fz0ksv0draCsCSJUuSXv9AhpRAmNlJRJ/JkPTnPYwEW1/+Kx6KPmjucC0Qa3dG/0BmjVPrg4iIiIw81113Hffccw9VVVV861vf4nvf+x6TJ0/mjDPOyHRoKbN48WLOP/98LrzwQpYuXUpxcTHFxcWsWbOGk08+mbFjx6Y9eYCht0BcAvxfM3sNeAR4xN3rD3ONxBQWHPj4D9cC0Z1AzNb4BxERERmBbrzxRn70ox9RVFSEu1NQUEAwGExoHOlwVVoafRq1uxOJRLj44os59thjAbjtttsyFteQPnF3/xSAmc0C3g/cYmajgCeJJhQr3D085ChzVGFBQc/6uHHjBjy3ewD1MeNKUxqTiIiISLaI755UUlLCr371Kz72sY/xuc99jm9/+9vU1tZmMLrU6K9L1uc+9zm++tWvctRRR1FeXs65557Lt7/9bUKhEOeee25aY7Rkjww3sxLgS0ANcKK71yW1gkGqq6vzlStXZjIEAOrrD22Y+fp/38nPr/0CR//Du1jx0F39XtsRivCepS8QicATnzleYyBEZMSrqanJdAgiIrmk/ymn+pCsWZgws+PN7PvAK8B7gFcynTxku/z86NOjw6HQgOdt3NVGOIIGUIuIiIhIxg11EPVM4ALgQmA38FuirRrvHnpouS8vGP3439r4Mu3t7RQVFfV53qs7YgOoNf5BRERERDJsqC0Qa4H3Ame7+yJ3/zGgMQ8Jyo8Nou5s3c+2bdv6PW/tztgD5DQDk4iIiIhk2FATiPOAeuBJM7vZzN7LIPtQjWS1x8zpWR9oBoF13VO4jtcAahERERHJrCElEO5+r7ufD8wC/gRcBYw3s/82s9ydlDdJSkpKCZZXA/0/B6IrHP8E6uI0RiciIiIicqikDKJ29xZ3/7W7LwEmAX8HvpyMsnNZMADEZrntrwXizb0dhCLOxFGFFOdrALWIiIiIZNaQEggzO6S7krvvcfeb3P09/Z0jUU27dhLevwfoP4HYuKsNgKPH9D3AWkREREQknYbaAvGkmf2LmU2J32lmBWb2HjO7lejTqqUPXe2tPeuBQN+34vU97QDUjlH3JRERERHJvKE++3sxcDnwP2ZWC+wFioAg8Bhwvbv/fYh15Kz8/Ly49fw+z+lugZiuBEJEREREssCQEgh3bweWAkvNLB8YC7S5+95kBJfrCuKShpKSvqdo3bQ7mkDUqguTiIiIjDBlZWXs378/02FIL0Ntgejh7l3AW8kqbyToTiCKKkb3OQtTeyjCtqYOggZTq5RAiIiIiEjmJWUWJjky3d2WIuG+n733xp52Ig6TKosoyNOtEhEREZHMS1oLhAye4QB0tjT1eby7+9L0sWp9EBERkcyYd+u8lJS75pI1KSlXUk8JRAZVVlURLBtDsLSScMQJBg6e8bY7gThaA6hFRERkBLvlllu46667GDNmDHPmzOGaa67JdEgj2pASCDNrhtjP6L0OAe7uFUMpP9fl5+Ux8dO/ADNufnY7n3rnxIOOb9odncJVCYSIiIhkSra0FHzqU59iyZIlnHfeeZkOZcQbUsd6dy9394o+lnIlD4eXFwALBDELcMtz9YccVwuEiIiISNTNN9/MFVdcwSWX6BFjmaYuTBkUGOAh3a2dYd7a10l+0JhUWZjGqERERESyzxVXXMGSJUsyHYagWZgyqveYh6b2UM969xOop1YVkRfoP9EQERERyVV6BkR2UgtEBvXOC95sbGfUUWWAui+JiIiIdLv00kszHYLEUQtEBvVuWXijsaNnfeOu7gRCU7iKiIiISPZQApFBvbswbWls71l/XTMwiYiIiEgWUgKRQb0HUccnEOrCJCIiIiLZSAlEBgV7ffpb9ka7MDW1hWho6aI4P8CEUQUZiExEREREpG9Zm0BY1DYz+1Ns+W5s/9lm9jcze8bMrsh0nEMR7NUCsbWxnYg7G3YdaH0YaKpXEREREZF0y+ZZmKYDz7v72d07zCwfuB5YALQAK8zsAXc/9Clsw0DvMRAdYWdHcycbdrUC8Lax6r4kIiIiItkla1sggBOAiWb2pJk9ZGbHALOBDe7e6O6dwHLg5N4XmtmVZrbSzFY2NDSkOezExecPVcXRXG5LY0dPC4QSCBERERHJNlmRQJjZx83spfgFqAe+6+6nAt8BbgcqgKa4S5uBUb3Lc/dl7l7n7nXV1dXpeAtHJL4FYnosWdjS2M7aHWqBEBEREZHslBVdmNz958DP4/eZWQkQih1fbmYTiSYM5XGnlQN70xVnssWPgZg+ppiVbzbzyo4WNuxqIy9gzK4pzWB0IiIiIiKHyooWiH58A/gigJkdB2wBXgFmmNloMysATgGeyVyIQxPfAjFzXAkAD7+6Bwdmjy+hKC+bb4+IiIiIjERZ0QLRj+8Bt5vZWURbIi519y4zuxp4lGjy8wt335bJIIcifgzEgsnlFASNzrADcNK0Q3pmiYiIiIhkXNYmEO7eCJzVx/4HgAfSH1HyxbdAlBcFOW3maB56dTeFecZZbx+TwchERERERPqWtQnESBDfAhE045r3TGHuUaXMGlfC+HI9QE5EREREso8SiAwyM/5xeiWhiJMfNMyMDx2bvbNGiYiIiIgogciw7589PdMhiIiIiIgkTNP8iIiIiIhIwpRAiIiIiIhIwszdMx1DSplZA/BGpuMAxgK7Mh2EDJnu4/Cne5gbdB9zg+7j8Kd7mBuK3H1uoifn/BgId8+KUclmttLd6zIdhwyN7uPwp3uYG3Qfc4Pu4/Cne5gbzGzlYM5XFyYREREREUmYEggREREREUmYEoj0WZbpACQpdB+HP93D3KD7mBt0H4c/3cPcMKj7mPODqEVEREREJHnUAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIglTAiEiIiIiIgnLy3QAqbZ48WJ/5JFHMh0G9fX1mQ5BRCRn1NTUZDoEEZFcYoM5OedbIHbt2pXpEEREREREckbOJxAiIiIiIpI8SiBERERERCRhSiBERERERCRhWZlAmNk7zOxPfew/28z+ZmbPmNkVGQhNRERERGREy7pZmMzsGuBioKXX/nzgemBB7NgKM3vA3TW9kYiIiIhImmRjC8RG4EN97J8NbHD3RnfvBJYDJ/dVgJldaWYrzWxlQ0NDCkNNjt0tXXz2rtf40C/WcN2TW9jd0pXpkERERERE+pR1CYS73w309Q26AmiK224GRvVTxjJ3r3P3uurq6hREmVw3P7OdVVub2b6vk7tebODiX7/Cpt1tmQ5LREREROQQWZdADGAfUB63XQ7szVAsSfW3N/cB8P+9Zwr/MLGMPa0hrr5vA62d4QxHJiIiIiJysOGUQLwKzDCz0WZWAJwCPJPhmIYsFHa2NXUSMDh77liu/+AMZlYXU9/cya1/0/AOEREREckuWZ9AmNlHzexKd+8CrgYeJZo4/MLdt2U2uqFrbIv21qosziMvYBTlBfi3U6cAcM/qBtq61AohIiIiItkj62ZhAnD3zcDC2Ppv4vY/ADyQobBSYk9rCICqkvyeffMmlDG3ppSX6lt44rVGlswZm6nwREREREQOkvUtELmusTXaAjG65OBc7v2zxwDw5405McxDRERERHKEEogMawtFACjJDx60/+Tp0Qmm/vrGPtpj54iIiIiIZJoSiAwLhR2AvIAdtH9cWQFvG1tMR9hZu6Olr0tFRERERNJOCUSGhSKxBCJohxw7dkIZAKu3K4EQERERkeygBCLDwrEEImiHJhDHxRKIF7fvT2tMIiIiIiL9ycpZmJJq90b41QcBg54v6d3rse2+1uO/0B/uukOOH3puRUcnnZMX0T79/WAH8raBWiDm1JQC8NrO1iN55yIiIpIO7hDugkgXREIQDsWtd0EkHNsOg0fAY6+RyIHtgY55JO54pNf2YY7j0fjw2LHudXodO4LXoVzbVwzxn+fBH/Chn/ewOt779Pjjaa67PxfdNajTU5ZAmFkp0O7umX2QQcc+2PjHjIYAUAKUrLuHjnX30PSeHxApjs6y1JNABA5NICaMKqA4P0BDSxd720JUFud+viciInJYkQiE2qCzFbpaYq+t0NkCXW0Q7oBQ99IO4c4D2wcd67XdvR7ujH3xD8UlAfHrsWSge9012YmMLEn7RmpmAeAC4J+BBUAHUGhmDcBDwDJ3X5+s+hI2Zjr881J6MrSDsl/6We917mGvO/y5zW9tpPTFn1H45nJG3/NPNJ71c8KV0/odRA0QMGP6mGJeqm9h4642TphcPqSPQkREJGMiEehshvZ90R/32vdBe1NsvenAvp7X5rikoPVAstDVFt3ONoE8CORHX4P9rAeCYMFoD4VAMNojwWKvPduBfo5ZH+d2bwf6LwviekwEevWeSOSVfvYnWhaJnWe9e9X3+l50SFfvoR7vfXqyyx/E8VTXnQLJ/En7SeBx4CvAS+7RdNzMRgOnAt8zs3vd/fYk1nl4hRUw47S0VtmXlpp62macTdWjnyW/4SXG3HcBe5bcQtgrgb4TCIDpY6MJxIZdrUogREQke3Tsh/07oGUXtO7utew5sN4WW2/byyHdLYYirwjyS6CgNPZaAvmlkF8MeYXR43mF0SVYCHkF0X3BgsMfCxYc+OIf7P7yn9fPev6BL/giI0QyE4jT3L2r90533wPcDdxtZvmHXjZyRMpq2POB26h87AsUvvkXqh76BCW1PwYGTiAANu1uT1ucIiIygoW7oGlrdGmuh/310dfupXu78wgm+Cgoi/6wV1TR/2tRZXS9sPxAUlBQcnCykF8c/dIuIhmRzAQilKRzcprnl9K4eCmjH/w4BW89x5mbv8v3uabPQdQAkysLAdi6tyOdYYqISK6KhKHpTWjcDHu3xC1vRl+btyfWpz+vCMrGQ2k1lIyJLaPj1nstRaOiv+qLyLCX1C5MZnY3cL+7b+neaWYFwCLgEqLdnG5JYp3DU7CAxvfdyNg7zmRqy4u8M/AyeYGJfZ46KZZAbGtSAiEiIoPQugd2b4Bd62H3+tj6BtizKTpYuF8GFZNg1CSoOArKaqA8buneLhqlbjsiI1QyE4jFwOXA/5hZLbAXKAKCwGPA9e7+9yTWN6x5URVtb/8nyp7/KacFnqfBzujzvKPKCwka7GjupDMUoSBPj+4QEZE44a5okrDjpehS/xLseDna1ag/5UfB6KOhcsqBZdTk6GvFxOiYABGRfiQtgXD3dmApsDQ21mEs0Obue5NVR67pGncsANNtO439dGHKCxo1FQVsa+pk+75Opo0uSmeIIiKSTSJh2PkqbFsJ21bB9hegYV102tHe8kth7NtgzNtgzAwYOyO2Pj06vkBE5AilpDNibDD1W6koO5dEiqsBqLLmfgdRA0waVcS2pk627m1XAiEiMpK07oE3noatz8HWWMLQ1XLoeVW1MH4O1MyLvo6fA5XTotN7iogkmUYzZVCkaBQAlewnOEACMbGyELZoHISISM7rThg2L48uO17ikKlPK6fAxDqYVAcTT4gmC2pREJE0UgKRQZGi6DMgKm3/gC0QNeXRvqg79x8yS66IiAxnkTBsXQnrH4su9Ws4KGEIFsKkBTBlYfR14glQVp2xcEVEQAlERnlBORGMCmsj3/qfMq+6LPr4jJ3NffRxFRGR4aV1D2x4HF57FDY+AW2NB44FC2DSiTBtUXSZtADy1XVVRLKLEohMsgBtgVJKI/sp8T76tMaMK4u2QDS0qAVCRGRYat0Dax+El++D15+CSNxjkapqYeb7YMbpMPVd0YekiciwMe3L/5uScjd/76yBj2/ezOLFi1m0aBHPPvssxx13HJdddhnf+MY32LlzJ7/+9a858cQTUxKbEogMa7VSStlPcbj/J3qqBUJEZBjqaI4mDC/fA6//+UDSYEGo/UeYuRhmnBGdKUlE5Ahs2LCB3/3udyxbtowFCxbwm9/8huXLl/P73/+e73znO9x3330pqTctCYSZ1bj7ABNSj1wtgTKqwzsojvSfQMS3QETcCejBPSIi2SkSgTeWw99/A6/cD12t0f0WhKNPhTnnwqyzoXRMZuMUkaQ5XEtBKtXW1jJv3jwA5syZw3vf+17MjHnz5rF58+aU1ZuuFoifA5n7dLPYfisDoCjc3O85RfkBKoqC7GsPs7ctxOiS/HSFJyIiidi/E1bdAi/cDnvfOLB/yjvhuPOVNIhIShQWFvasBwKBnu1AIEAoFOrvsiFLSwLh7koe+tFipQAUDdCFCaKtEPva22jY36UEQkQkW2xdBc/dBC/dA5HYOLWKSXD8hXDchdGHtomI5JikJxBmVgicB0yLL9/dr012XbmgmVgCEeq/BQKi4yA27GqjYX8nx4wrSUdoIiLSl0g42j3pmf8bfSI0gAXgmLNgwcfh6HdDIJjJCEVEUioVLRD3A03AKkBPPjuM5u4uTIdJILpbHRrbUtccJSIiAwh1wurfwvLrYc/G6L6iSpj/MVjwCaiamtn4RGREmTZtGi+99FLP9i233NLvsWRLRQIxyd0Xp6DcnNRMtDWhIDRwF6aq4uitamxVAiEiklahDlh1K6y4AfZtje6rnAqLvgjHXgAFahUWkZElFQnE02Y2z93XHMnFZhYAlgLHEW3B+IS7b4g7fiPwLqD7J/tz3L1piDFnzL5YF6aCw7RAVMVaIPa06lkQIiJpEQnD6jvhye9A05bovupZsOhqmHseBDUTuoiMTKn4128RcKmZvU40ATDA3f3YBK8/Fyhy95PMbCHwQ+CcuOPzgfe5+65kBp0pTR7twpTf1Uz/z6KG0SXRW7VHLRAiIqnlDusfg8f/E3a+HN1XPRtO/SrMWgKBQGbjExHJsFQkEO8f4vWLgEcA3P1ZM6vrPhBrnZgBLDOz8cDP3f0XvQswsyuBKwGmTJkyxHBSqynWhSk/1DzggJGeLkxtaoEQEUmZhtfg4Wtg05PR7VGTo4nDsedrYLSISEzSEwh3f+PwZw2ogugg7G5hM8tz9xBQCvwY+BEQBJ40s5XuvrpXDMuAZQB1dXU+xHhSqsmjXZjyO/cNnEB0D6JWC4SISPJ1NMOf/wueWRqdjrVoFJxyTXRwdH5RpqMTEckqSUsgzGy5uy8ys2Yg/kt7dxemigSL2geUx20HYskDQCtwg7u3xur8I9GxEqsZpnZHYl2YOhsHPK+qpHsQtVogRESS6pXfR1sdmt8CDOZfAu/9Dygdm+nIRESyUtISCHdfFHstP9y5h7ECOBu4MzYGIn4w9kzgDjObDwSIdne6dYj1ZVRDZBQA+e27o/1uzfo8r7sL0962EBF3Av2cJyIiCWrZBQ99CV6+N7o9YT6ceR1MOiGzcYmIZLlUPEjuBHdf1Wvf2e7+QIJF3AucbmZPE229uMzMrgY2uPvvzezXwLNAF3Cbu7+czPjTbV+kkDYvoDjcgXW14AVlfZ6XHwxQXhikuSNMc3uYUcWa/UNE5Ii4R5OGh74ErbshvxRO/0+o+7gGSIuIJCAV30JvNrNLuqdxNbMLgS8CCSUQ7h4BPtVr99q44z8AfpCkWDMu5LDLRzHZGgi07iLcTwIB0W5MzR1h9rR1KYEQETkS7fvgf6+GNb+LbteeAh/4MVRNy2hYIiKDtXnzZpYsWZLSB8b1JxU/tXwYuNXMZpvZFcBngDNSUE9OCEWcXUS7MQXaBp6ZtqpYA6lFRI7YtlVw0ynR5CG/FM76EXzs90oeREQGKRWzMG0yswuA+4A3gTPcvS3Z9eSKcMTZFehOIHYPeG5Vz7MgNJBaRCRh7vD0j+GJ/4RICGrmwYd/CWNnZDoyEckF3xyVonIP/5zkcDjMFVdcwdNPP83EiRO5//77KS4uTk08cZLWAmFma8xstZmtBu4CRgPTgL/G9kkfQhGnITZBVaB14BaI0T1Po1YLhIhIQjr2w50fgz/8ezR5eMen4BNPKHkQkZywfv16PvvZz/Lyyy9TWVnJ3XffnZZ6k9kCsSSJZY0IEXciTk8XpuBhWiBGqwVCRCRxe16HO/45+jTpwgr44E0w68xMRyUiuSaBloJUqa2t5fjjjwfghBNOYPPmzWmpN5nTuA71AXIjTigcfVzGHqqAxFsgNAZCROQwNj0Fv7sE2hphzAy48H/U6iAiOaewsLBnPRgM0taWnlEDmsong0KRaAKxw8YAENy/fcDzNQZCRCQBL98Ld18RfaL0jPfBeTdHnywtIiJJoQQig7oTiJ1WDRw+gdAYCBGRw1h1CzzwRcBh4WfgjG9BIJjpqEREckpKEwgzewdwMVAC4O6Xp7K+4aYngQiMAyDYvG3Ap1FrDISIyACWXw+PfzO6/p6vw8lf6vffUxGR4W7atGkHPQPiS1/6UtrqTvUjN68A9gLfBF5PcV3DTncC0RYsI1JQjoXasfbGfs/XGAgRkT64w2P/HkseDM76IZzyb0oeRERSJNUJxA6gCIgA41Jc17DTPYg6GIBw+cToevPWfs8vyQ9QGDTaQxFaO8NpiVFEJKuFQ/D7z8HTN0IgD877GSz4RKajEhHJaalOIH4N/DdwDfDHFNc17IQ9mkDkBSwugdjW7/lmRpXGQYiIRIU64K5L4YXbIa8YLrwD5n0401GJiOS8lI6BcPdXYqufT2U9w1V3F6a8gBGumBJdb3qDjgGuGV2SR31zJ3tau5hUWTjAmSIiOax1T/QBcZv/AoWj4J/vhCkLMx2ViMiIkLIEwsy+AXj8Pne/NlX1DUddoejHkx8MEKqaDkDenvUDXjO6tLsFYgQNpI6EsXA7hDqwUFt0rEikCyIhLBx7jYQg0hl7jd/fBZGunv14BPMIxC0Hth08HN2HR/dFwhBbNw/Hzul1Xfefucf/ucfvO7Bu8f9J9JzvB68fsu/gc+2gc/3gyw4p66D/BAfPh3j9EOq3oVY91Pee0c8u0/ctLoZ+/4b98H93h/wNx13vA5/XV7kWX1/7Hgi1Q1kNXHQX1Mw74ncqIiKDk8oWiDtir0VEWyAqU1jXsNQZGwNREDRCo2cCkNd4mARiOA2kdsc6mgi07SbQtodARxPW2UygY1/0tXM/1rkv+tqxD+tqPZAg9Cxt0SRARKS3yQujYx4qJ2c6EhGRESVlCYS7rzOzi4GzgB+7+4pU1TVcdYYjQK8WiMZN0V/KA33fmupYC8TO/Z3pCbI/4U6C++sJ7t9GsHk7webtBPZvJ9i6M5ostO4i0L4n+sv/EDmG5xVDXiGeV4znFeKBfAjk48F8COThgbzYa2x/93bP8egrFsAtAPELATwQfY3uM9yCPevE1j1uPTq7S3dZEPuf6KvFrUNs+8BsMG79nNv7up5rDz3uPWXT5/H+6j4iQ57IZigFDK1yH/IsPEP97DI5C1AyYu/r78jw/v7u+vwbjIslVo4ftN1Hff2We6Cs6pqJUF6jmZZERDIglV2YVgKrgV8BlWZ2prs/lKr6hqOu7haIPMMLygiXTSC4fzvBpjcIxxKK3o6qKADgrX3pSSCsvZG8PRvI27uRvMaN5DVuIm/vRgL76w/ujtOPSEEZkaIxRIpHEymqxAsriBSU4wXlB14Lo6+eX4rnF+PBomiikF+EB4sgWKAvCSJysIqaTEcgIjJipbIL04+JdmQdE9vWN8BeulsgCoLRybC6qucS3L+dgh0v0tZvAhEdOL1930BDrY+MdTST37CG/IaXosvOlwju73tWKLcA4dKjCJcdRbh8AuGyiYTLJxApHUe4eAyR4rFEikdDXlHS4xQRERGRzElaAmFmy919kZk1E00c4hMGd/eKZNWVK7pbIPKD0Y+qs2Y+Ra8/Rn79KtpmfajPa5LZAmFdLeS/tYqC7X+lYNtfyd/1cnRgcJxIXgmh0W8jXDmdUNXRhKqmE6qcHp12Npg/5BhEREREZHhJWgLh7otir+XJKjPXdYS6WyCiCURXzQnR7fpV/V4zrryAoMGu/V10hiIU5A3uUR6Blp0UvvFHil5/goJtzxw0QNkDeXRWz6Vr3LF0Vc+lq3oe4cpaCAQH+9ZEREREJEel9DkQMrADLRCxLkxjZxPJLyFv7+sE920lXDHpkGvyAsb48gK27+tkW1MHtWOKD1uPdeyjaOPDFL92HwX1z/fsd4zO6nl0TlxI58R30FUzH88vTdK7ExEREZFcpAQig5o7wgCUF8Z+4Q/m0zHlHyne+DCFrz9O63GX9nnd9LHFbN/XyfqGtv4TCHcKtj9H8St3ULT5cSwc7fLkwUI6Jr2TjmnvpWPqqURKCCSjRwAAIABJREFUxib7bYmIiIhIDlMCkUH72qNTnFYUHbgNHbVnULzxYYo2PNhvAjGzuoS/bGritYZWzpg1+uCD4U6K1z9IyZpbyd+9Foi2NHRMXEjbzA/ScfTpamUQERERkSOmBCKDmtq6E4gDYwzap55KpLCSgoY15Nc/T1fN/EOum1ldAsDana0HdoY6KHn1t5S+sIxgawMA4eIxtL39QlpnfYhI+cQUvhMRERERGSmUQGTQtthUrDXlBQd25hfT+vbzKXvhJsr/+kP2fOBXsYedHXDshFIMeHH7flrb2hiz6V7Knv8pwZYdAHSNOYbWeZfSNmNJ9BkKIiIiIiJJogQiQzpDEV6pbwHgbWNLDjrWctzlFK+9i4K3VlK28sfsr/v8QQ9SqyrJZ974It7W8Bjjfns1Ze1vAdHEYX/d5+mY9l49eE1EREREUkIJRAZE3Lnpme20dEaYWV1MTcXBrQReVMm+d3+bykc+Q9mqpeTvWE3bzHMIVdZi7uTvfJFfdt7OmILN0A5dldPZv+DzdBx9xiGtFSIiIiIiyZR1CYSZBYClwHFAB/AJd98Qd/wK4JNACPiWuz+YkUCPgLvz1Ma93PzsW2zc1UbA4LOLDp2qFaBj6qnsPe1HjHrq6xRuXU7h1uWHnLOdaq7rPA/GnsMnJ0xh1BEmD+5O2CEUccJhJxQ5sITj1kPhfvb3Oh7u6/rwgTpCA9QRiTgOuIPjsdfYtkePRfxA3N3rEY+7rq9ru7d79kXP7/vz6GPfAJ9d4p9zP/v7O38QhQzmvSQqkUashNq5EigokXISOicJDW+WrHiT9fklVNfQY05Wo2Vi7zuBeA9zytiKN7l8US3vnK6Z5ERE0s0G8wUoHczsQ8AH3P1SM1sIfMXdz4kdqwH+ANQBRcByoM7dO/orb+ox8/zLN91H99dFj/vy2b3t8fvjvnh2nzDQ8e4vp/Qcj305PWgb9re0sGprMxt3tQEwvjyfL506hZOPrhzw8wi07aZo3b0U1K8iuL8egNCoaXTUnsZfAu/gqge3EIp9ix5Xlk9ZYZD8YIBIxIm4E4pEv1yHB/jiH44MFIGISPY6cdpo5kysoLwwj8L8AxNSdCcg3cnKgW0REentk/84fVD/PGZjAvEj4Dl3vyO2vc3dJ8bWPwCc6e6fim3fC3zH3f/WX3mFR83woy75P2mIPDFjS/O5ZEEN58wdO+inSPfl5foWbn5mO6u2Nvc8mO5IBCz6kLruJRiMvZqRF7SDjuUFovuCdmC957qAkRcg9trXsX7KiZ0XsOj/3ZvFFixuHQJ24MvAQecS/RX2wHrctb2OBQyIO9aXvn797Pe/rH5+Ku1r72Dq67+6xOsbbNndEvlnIZG/tmT9+5KMeBKKJIGKEnvfCZyTpHIOV1LSYknknCTEm2g5G5rgp09tpKUznEilIiIygM3fO2tQ3xayrgsTUAE0xW2HzSzP3UN9HGsGRvUuwMyuBK4EqJpYyydPORrs4F+iur9kwsFfNLtPGOh49Avtgc85/stq9PxDr21ubqamooB3TRuVlMSh25yaUv7PB2cQCjs793fS1hWhMxwhYNEv7MHYF+1gz5d4Dvry3v3FPnAk3zJFRDLk/XU1XLRwKn99fQ9v7mmltTNMeyiaTMS3GMdW4l9ERGSIsjGB2AeUx20HYslDX8fKgb29C3D3ZcAygLq6Ov/KmbNTFGri6uvrU1p+XtCYMKowpXWIiGSTqtICFs+tyXQYIiIjTjZO2bMCOBMgNgZiTdyx54CTzazIzEYBs4GX0h+iiIiIiMjIlI0tEPcCp5vZ00R7A11mZlcDG9z992Z2I/AXosnP19y9PYOxioiIiIiMKFmXQLh7BPhUr91r447fDNyc1qBERERERATIzi5MIiIiIiKSpbJuGtdkM7MG4I1MxwGMBXZlOggZMt3H4U/3MDfoPuYG3cfhT/cwNxS5+9xET866LkzJ5u7VmY4BwMxWuntdpuOQodF9HP50D3OD7mNu0H0c/nQPc4OZrRzM+erCJCIiIiIiCVMCISIiIiIiCVMCkT7LMh2AJIXu4/Cne5gbdB9zg+7j8Kd7mBsGdR9zfhC1iIiIiIgkj1ogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYUogREREREQkYXmZDiDVFi9e7I888kimw6C+vj7TIYiI5IyamppMhyAikktsMCfnfAvErl27Mh2CiIiIiEjOyPkEQkREREREkkcJhIiIiIiIJCwrEwgze4eZ/amP/Web2d/M7BkzuyIDoYmIiIiIjGhZN4jazK4BLgZaeu3PB64HFsSOrTCzB9xdo5NFRERERNIkG1sgNgIf6mP/bGCDuze6eyewHDg5rZGJiIiIiIxwWZdAuPvdQFcfhyqAprjtZmBUX2WY2ZVmttLMVjY0NKQgShERERGRkSnrEogB7APK47bLgb19nejuy9y9zt3rqqur0xKciIiIiMhIMJwSiFeBGWY22swKgFOAZzIck4iIiIjIiJJ1g6h7M7OPAmXuvszMrgYeJZr4/MLdt2U2OhERERGRkSUrEwh33wwsjK3/Jm7/A8ADGQpLRERERGTEG05dmEREREREJMOUQIiIiIiISMKUQIiIiIiISMKUQIiIiIiISMKUQIiIiIiISMKUQIiIiIiISMKUQIiIiIiISMKUQIiIiIiISMJSlkCYWamZBVNVvoiIiIiIpF/SEggzC5jZR83sf81sJ7AWeMvMXjaz/zKzGcmqS0REREREMiOZLRBPAtOBrwA17j7Z3ccBJwPPAt8zs4uSWJ+IiIiIiKRZXhLLOs3du3rvdPc9wN3A3WaWn8T6REREREQkzZLZAhFK0jkiIiIiIpKlktqFycz+xcymxO80swIze4+Z3QpcksT6REREREQkzZLZhWkxcDnwP2ZWC+wFioAg8Bhwvbv/PYn1iYiIiIhImiUtgXD3dmApsDQ21mEs0Obue5NVh4iIiIiIZFYyWyB6xAZTv5WKskVEREREJHP0JGoREREREUmYEggREREREUmYEggREREREUmYEggREREREUlYWhIIM6tJRz0iIiIiIpJa6WqB+Hma6hERERERkRRKSwLh7melo55c5e5s3ryZbdu2ZToUERERERnhkv4cCDMrBM4DpsWX7+7XJruukeCJJ57ga1/7Gm+88QYACxYs4IYbbqC2tjbDkYmIiIjISJSKFoj7gXOAENASt8gg3XPPPVx88cW88cYbjBkzhrKyMv72t79x3nnnsXXr1kyHJyIiIiIjUCoSiEnufr67/8Ddf9i9JHqxmQXM7Kdm9oyZ/cnM3tbr+I1mtip27E9mNir5byHz1q9fz7/+67/i7lx11VW8+OKLrFq1ioULF/LWW2/x6U9/mlAolOkwRURERGSESUUC8bSZzRvC9ecCRe5+EvBloHfyMR94n7u/O7Y0DaGurPX1r3+d9vZ2/umf/olrrrmGYDBIRUUFv/jFL6ipqWHlypXceOONmQ5TRERERLLA5s2bmT17NldccQVz5szhjDPOoK2tLSV1pSKBWASsMrN1ZrbazNaY2epBXv8IgLs/C9R1HzCzADADWGZmK8zs8mQGni1WrVrFn//8Z8rKyvjmN7950LGqqipuuOEGAK6//nrWrFmTgQhFREREpC9mlpIlEevXr+ezn/0sL7/8MpWVldx9990peY+pSCDeT/RL/hnA2cCS2GuiKoD4VoWwmXUPxi4FfgxcBCwGPmNmx/YuwMyuNLOVZrayoaHhCN5CZv3859FZby+77DKqqqoOOX7KKadw+eWXEwqF+PznP09HR0e6QxQRERGRLFNbW8vxxx8PwAknnMDmzZtTUk/SEwh3f6OvZRBF7APK47YD7t7d2b8VuMHdW929GfgjcFwfMSxz9zp3r6uurj7i95IJzc3NPPzwwwBcfPHF/Z73ta99jdraWtauXct1112XrvBEREREZADunpIlEYWFhT3rwWAwZeNlk5ZAmNny2Guzme2LW5rNbN8giloBnBkrayEQ30dnJrDczIJmlk+0u9PzSXoLWeHhhx+mvb2dhQsXMnny5H7PKykp4YYbbiAQCLB06VJWrlyZxihFREREZKRKWgLh7otir+XuXhG3lLt7xSCKuhdoN7OngeuBq8zsajP7gLu/CvwaeBZ4CrjN3V9O1nvIBk888QQAH/jABw577oIFC/j0pz9NJBLhC1/4Aq2trakOT0RERERGOEu0SSThAs1OcPdVvfad7e4PJLWiBNXV1Xk2/DpfX19/2HPC4TDz5s2jsbGRp59+OqGHxbW3t7N48WLWrVvHRz/6Ua677rqEB9qIiAxXNTU1mQ5BRCSXDOrLYyoGUd8cP42rmV0IfD0F9eSc1atX09jYyJQpU5g2bVpC1xQVFfGTn/yEoqIifvOb33DbbbelNkgRERERGdFSkUB8GLjVzGab2RXAZ4jOyCSH8de//hWARYsWDaoVYe7cufzgBz8A4N///d97yhERERERSbZUzMK0CbgAuJtoMnFGrj7sLdleeOEFIDrt1mB95CMf4ROf+ARdXV1cdtllvPbaa8kOT0REREQkqbMwrYk9OG41cBcwGpgG/HWQD5IbsZ5/Pjqh1Pz584/o+m984xucfvrpNDY2cuGFF7J169ZkhiciIiIiQt7hT0nYkiSWNeI0NDSwdetWSktLmTFjxhGVkZeXx09/+lMuvPBCnnvuOc4//3zuvPNOJk6cmORoRURERGSkSuY0rn0+QO4IHiQ3Ir344osAHHvssQSDwSMup6SkhNtuu425c+eyadMmzjnnHDZt2pSsMEVERERkhEvFIGo5AmvXrgVgzpw5Qy5r1KhR/O53v6Ouro5t27Zx7rnn9nSPEhEREREZCiUQWaJ70PPMmTOTUl5lZSV33HEHp5xyCg0NDXzwgx/kzjvvTErZIiIiIjJyKYHIEuvWrQOSl0AAlJaWcvvtt3PppZfS2dnJF77wBa655ho9sVpEREREjljKEggz+52ZPWRmj5vZo2b2SKrqGu4ikQjr168HkptAAOTn5/Pd736XH/zgB+Tn5/OrX/2K008/vWfKWBERERGRwUhZAuHuHwFWAu8DFgOPp6qu4W7btm20tbUxbtw4qqqqUlLHxRdfzMMPP8wxxxzDpk2bWLJkCV/5ylfYu3dvSuoTERERkdyU6i5MM4GJQA1Qm+K6hq1kj3/oz5w5c3jkkUf49Kc/jZlxyy238K53vYtf/vKXdHR0pLRuEREREckNqU4gvgF8HvhX4MYU1zVsvf766wAcffTRKa+rqKiI//iP/+APf/gDJ510Env27OGrX/0q73znO7n11ltpb29PeQwiIiIiMnylcgzEeHdf5+5fcvcvAeWpqmu4e+ON6GMypkyZkrY6Z8+ezd13383PfvYzZs+ezfbt2/nyl7/M/Pnz+fa3v82bb76ZtlhEREREZPhIZQvEj81sFICZHQ/8WwrrGta6v6xPnTo1rfWaGWeddRaPP/44N998M/PmzaOxsZGf/OQnLFy4kPPPP5877riDpqamtMYlIiIiItkrlQnE1cB/m9lC4KvAx1JY17C2ZcsWACZPnpyR+gOBAEuWLOHRRx/lwQcf5EMf+hDBYJA///nPXHXVVRx77LF87GMf45e//CWbN2/OSIwiIiIikh3M3VNTsNmZwGyi4x8+D7S6+0MpqWwAdXV1vnLlynRXe4j6+vo+97s7M2bMoKWlhVdeeSVlszANVmNjIw899BD33XcfK1asIP7vpLa2lpNOOom6ujpOOOEE3va2txEI6JEiIpI+NTU1mQ5BRCSX2KBOTmEC0bvFwdz91pRUNoBsTyB2797N3LlzKS8vZ926dZgN6v6lxY4dO3jyySd58skneeqppw7p0lRZWcmcOXOYNWsWs2bNYvbs2RxzzDGUlZVlKGIRyXVKIEREkmpQX0Dzklar2XJ3X2RmzYD3CsTdvSJZdeWS+PEP2Zg8AIwfP54LLriACy64gFAoxOrVq3nuuedYtWoVK1eupL6+nhUrVrBixYqDrhszZgxTp05lypQpTJ48malTp1JTU8O4ceMYN24cY8aMIS8vaX+CIiIiIpIGSfv25u6LYq+abWkQMj3+YbDy8vKYP38+8+fPB6JdsLZv386rr77Kq6++ytq1a1m3bh3r169n9+7d7N69m+eff77PssyMMWPGUF1dzZgxY6ioqGDUqFFUVFQctD5q1ChKSkooLi6muLiYoqKinvXi4mIKCgqyNvkSERERyTX6+TfDMjGFazKZGRMnTmTixImcdtppPfsjkQj19fVs2bLloGXHjh00NDSwc+dO9uzZw65du9i1a9eQYggEAhQXF1NYWEh+fj55eXmDeg0EAgQCAcysZ/1I95nZQclM93pf+3qv9/5cB1pPpLzBrven9zl9XZPJc/qSbTGmM+ZkxpjJ93G4c6qqqpg+fTpvf/vbDxuTiIgklxKIDOtugRiuCUR/AoEAEyZMYMKECSxcuLDPc0KhELt372bHjh3s3buXffv20dTU1OdrW1tbn0t7ezudnZ20tLTQ0tKS5ncpIpk2b948LrjgAj784Q8zc+bMTIcjIjIiKIHIsO4EIt3PgMgGeXl5jB8/nvHjxw+pnFAoRHt7O+3t7XR1dREKhejq6jpova/Xzs5OwuEw7k4kEulZem8Pdl+37vW+9g1lvb+JD4ZSdn/lHsk5h4stmXUlGk8i1yWrnHSec7hrjrSuZMaYqveRl5fHs88+y5o1a1izZg1f+9rXmDdvHh/84Ac5/fTTOfHEEykoKDhsXSIiMnhKIDJsuI2ByEZ5eXmUlZVp1ieREaSmpobOzk4effRR7rrrLu6///6eZOLaa6+lpKSEk08+mYULFzJ//nxOOOEEJkyYoPFSIiJJkLJpXLNFNk/j2tzczOzZs4lEImzcuJHi4uIMRCYiMvz0nsa1s7OTxx9/nIcffpg//vGPvPLKK4dcU11dzaxZs5gxY0bPUltby4QJE6iuriYYDKYrfBGRbJOZaVwlMV1dXfz973/nscce44EHHiAcDjN//nwlDyIiQ1BQUMCZZ57JmWeeCUR/tHnqqadYtWoVzz//PM8//zwNDQ00NDTwl7/85ZDrg8Eg48ePZ8KECdTU1DB69GiqqqoOWcrLyykpKemZGS5+PT8/P91vW0QkI3K+BWL8+PF+4YUXHtR/vHtJ5vbhzm1vb2fnzp288MILtLe398Q3depUbrrpJo477rg0fBoiIrlhsA+Sc3e2bNnC+vXrD1q2bNnC9u3bhzwbHES7U3ZPLd09y1v8jG99befl5REMBg+ayW0or93rfRnM/mw4d7BliMiR+9GPfpQdT6I+UmYWAJYCxwEdwCfcfUPc8SuATwIh4Fvu/uBhysuuNwhMnz6dU089lTPOOIOFCxfqVysRkUFK9pOoOzo6qK+vZ/v27dTX17N3714aGxt7lu7t/fv309raetDS1tZGS0sLkUgkqTGJiKSLuw/7LkznAkXufpKZLQR+CJwDYGY1wOeBOqAIWG5mf3D3jv4KmzRpEldffXXP/Pzx8+gnun0k1/TebmpqoqysjOOPP54xY8Yk9xMTEZEhKSwsZOrUqUc8I56709XVRWtra7+zwfVe7166Z3RLxms4HO43vkT3Z8O5gy1DRNIrGxOIRcAjAO7+rJnVxR07EVgRSxg6zGwDcCzwt/gCzOxK4EqIPl/hqquuSkvgA+lrELWIiOQGM6OgoEBTx4rIiBDIdAB9qACa4rbDZpbXz7FmYFTvAtx9mbvXuXtddXV16iIVERERERlhsjGB2AeUx20H3D3Uz7FyYG+6AhMRERERGemyMYFYAZwJEBsDsSbu2HPAyWZWZGajgNnAS+kPUURERERkZMrGMRD3Aqeb2dNEH2pxmZldDWxw99+b2Y3AX4gmP19z9/YByhIRERERkSTKugTC3SPAp3rtXht3/Gbg5rQGJSIiIiIiQHZ2YRIRERERkSyVdQ+SSzYzawDeyHQcwFhg6I86lUzTfRz+dA9zg+5jbtB9HP50D3NDkbvPTfTkrOvClGzunhXzuJrZSnevO/yZks10H4c/3cPcoPuYG3Qfhz/dw9xgZisHc766MImIiIiISMKUQIiIiIiISMKUQKTPskwHIEmh+zj86R7mBt3H3KD7OPzpHuaGQd3HnB9ELSIiIiIiyaMWCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSZgSCBERERERSVhepgNItcWLF/sjjzyS6TCor6/PdAgiIjmjpqYm0yGIiOQSG8zJOd8CsWvXrkyHICIiIiKSM3I+gRARERERkeRRAiEiIiIiIgnLygTCzN5hZn/qY//ZZvY3M3vGzK7IQGgiIiIiIiNa1g2iNrNrgIuBll7784HrgQWxYyvM7AF31+hkEREREZE0ycYWiI3Ah/rYPxvY4O6N7t4JLAdOTmtkIiIiIiIjXNYlEO5+N9DVx6EKoCluuxkY1VcZZnalma00s5UNDQ0piFJEREREZGTKugRiAPuA8rjtcmBvXye6+zJ3r3P3uurq6rQEJyIiIiIyEgynBOJVYIaZjTazAuAU4JkMxyQiIiIiMqJk3SDq3szso0CZuy8zs6uBR4kmPr9w922ZjU5EREREZGTJygTC3TcDC2Prv4nb/wDwQIbCEhEREREZ8YZTFyYREREREckwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpIwJRAiIiIiIpKwlCUQZlZqZsFUlS8iIiIiIumXtATCzAJm9lEz+18z2wmsBd4ys5fN7L/MbEay6hIRERERkcxIZgvEk8B04CtAjbtPdvdxwMnAs8D3zOyiJNYnIiIiIiJplpfEsk5z967eO919D3A3cLeZ5SexPhERERERSbNktkCEknSOiIiIiIhkqaR2YTKzfzGzKfE7zazAzN5jZrcClySxPhERERERSbNkdmFaDFwO/I+Z1QJ7gSIgCDwGXO/uf09ifSIiIiIikmZJSyDcvR1YCiyNjXUYC7S5+95k1SEiIiIiIpmVzBaIHrHB1G+lomwREREREckcPYlaREREREQSpgRCREREREQSpgRCREREREQSpgRCREREREQSlpYEwsxq0lGPiIiIiIikVrpaIH6epnpERERERCSF0pJAuPtZ6ahHRERERERSK+nPgTCzQuA8YFp8+e5+bYLXB4g+kO44oAP4hLtviDt+I/AuoDm26xx3b0pK8CIiIiIiR8jMUlKuuw94fPPmzSxevJh3vOMdvPDCC8ycOZPbbruNkpKSlMSTihaI+4FzgBDQErck6lygyN1PAr4M/LDX8fnA+9z93bFFyYOIiIiIjGjr1q3jyiuvZPXq1VRUVLB06dKU1ZWKBGKSu5/v7j9w9x92L4O4fhHwCIC7PwvUdR+ItU7MAJaZ2QozuzypkYuIiIiIHCF3T8mSiMmTJ/Oud70LgIsuuojly5en7H2mIoF42szmDeH6CiC+VSFsZt1dof5fe3cfZFV933H8/dld9gkWkAcFnDTgAxMcn4hblbBGIpgQRpMMJtISiUUbxajtjDZNTKjOdDptamImJtUaiYkPAR21am2oT4hEASMQn5ZUpVKqmTIwK4/rPnP32z/uZb27LnDv7r179y6f18yde87vnPs73+OXM+73nPM7ZzjwM+AyYC7wLUmn9+xA0lWSNkna1NDQ0I9QzMzMzMwGv563T+XrdirITwFRB/xe0juS3pRUL+nNLH6/H6hJmy+JiAOp6Wbg9ohojohGYDXJsRLdRMTdEVEbEbXjx4/v636YmZmZmRWF999/n5dffhmABx98kLq6urxtKx8FxBdJ3mb0eeBi4KLUd6bWAfMAJJ0L1KctmwqslVQqaRjJYuXVXARtZmZmZlaspk2bxn333cfpp5/O7t27ueaaa/K2rZw/hSki3utnF48DF0paDwhYLOkG4N2IeFLScuB3QAdwf0T8oZ/bMzMzMzMraiUlJdx1110Dsq2cFRCS1kZEnaRGIH20h4CIiJGZ9BMRncCSHs1vpy2/Fbi1v/GamZmZmVn2clZARERd6rvmSOuamZmZmVluTJ48mc2bNw/Y9nI+BkLSWb20ZTMGwszMzMzMBql8DKJelv4YV0l/DizNw3bMzMzMzGyA5XwQNfBV4FFJXyf5lKRvkHwik5mZmZmZFbl8PIXpfyT9GfAE8Efg8xHRkuvtmJmZmZnZwMvlU5jq6f70pTFAKfCKJCLiY2+MNjMzMzOz4pLLKxAX5bAvMzMzMzMbhHL5GNf+vkDOzMzMzMwGuXw8hcnMzMzMzIYoFxBmZmZmZpYxFxBmZmZmZpaxvBUQkr4t6RFJHlxtZmZmZjZE5PMKxCkR8TXg4jxuw8zMzMzMBlA+C4hxkuYBx0mal5o2MzMzM7MilvM3Uad5BBgHPJb6tj6KSL6fT1KBIzEzMzOzo10u30S9NiLqJDWSfCN1+l+7EREjc7Wto0EikWD58uU89NBDvPXWW0QEU6ZMYc6cOVx55ZVMmDCh0CGamZmZ2VFIB89uD1W1tbWxadOmQofBjh07Ml53z549XH755WzcuLHX5RUVFVx33XVcd911VFZW5ipEM7Oi4ZMoZmY5ldVtLn6M6yDT0tLCggUL2LhxIxMnTuSOO+5gy5YtbN26lUcffZSLLrqItrY2brvtNi644AJeeOGFQodsZmZmZkcRFxCDzNKlS6mvr2fy5MmsXLmS+fM6H118AAAMKElEQVTnU1NTQ3V1NTNnzmTZsmU89thjnHzyyWzbto2FCxeyaNEitm7dWujQzczMzOwo4AJiEFm/fj0rVqygsrKSe+65h4kTJ/a63owZM1i1ahVLly5lxIgRrFq1ilmzZnHjjTeybdu2AY7azMzMzI4mLiAGiUQiwc033wzA9ddfzymnnHLY9cvLy7n22mtZt24dCxcuJJFIsGLFCurq6rj66qtZt24dQ318i5mZmZkNPA+iHiBHGkT99NNPs3jxYiZNmsTatWupqqrKqv+tW7dy55138sgjj9DR0QHAlClTuPTSS5k3bx5Tp07tc+xmZoONB1GbmeVUVoOoXUAMkCMVEAsWLODFF1/klltuYcmSJX3ezvbt27se/7p9+/au9hNPPJG5c+dSV1fH2WefTXV1dZ+3YWZWaC4gzMxyygVEumIoILZs2cL5559PVVUVr776KqNHj+739hKJBGvWrOHJJ5/kueeeY8+ePV3LysrKmD59OrW1tZx22mmceuqpnHDCCZSWlvZ7u2ZmA8EFhJlZTmVVQOTzTdSWoXvvvReASy65JCfFA0BpaSmzZ89m9uzZdHR08Morr7B69WrWr19PfX09Gzdu7PaeierqaqZOncqUKVO6fY4//njGjRtHWZn/qZiZmZmZr0AMmENdgWhsbGT69Ok0NTWxevVqpk2blvdY9u/fz4YNG3jjjTeor6+nvr6+2+1OPZWUlDB+/HiOO+44JkyYwPjx4znmmGMYPXo0o0aNYvTo0V2fkSNHUlVVRXV1NZWVlb6qYWZ54SsQZmY5VdxXICSVAHcCZwBtwF9GxLtpy78JXA0cAP4hIn5TkEBz5OGHH6apqYkZM2YMSPEAMHLkSObMmcOcOXO62nbt2sW7777Ltm3bun127NjBBx98wM6dO9m5cydvvvlmVtuqrKykqqqqq6ioqqqioqKCYcOGdX3KysooLy/v9XvYsGGUlJRQUlJCaWlp17Skrun0tvR1eq4nCSl5fBz87jmd7lDrHGm6r787lN6WZxLzQP/+SPtRiJj6+/ujaZ8y3dfBsk8NDQ1dbRUVFdTU1FBTU8Pw4cOzypuZmWVv0BUQwFeAyoiYIelc4DbgywCSJgB/BdQClcBaSc9FRNuhOtu1axf3338/EdH1WNOD04dqy8c6+/fv72pra2tj9+7d7N69m1WrVgFwxRVX5Oq/X5+MHTuWsWPHcs4553xsWXt7Ow0NDezcuZMdO3bQ0NDA3r172bdvH3v37u32+fDDD2lubqa5uZmWlhZaW1tpbW3tNgbDzCxfJDFixAhGjBjRVVBUVFRQXl7e9d3bdFlZWbcTEEea7tnWlxMLfTkB0deTFmZmh7No0aKs1h90tzBJ+jGwISIeSs3/X0Qcn5r+EjAvIpak5h8H/jEiNh6mv8G1g70444wzWLly5ZC73SciaGlp6SomDn63t7fT0dHR7XPgwAHa29t7/e7s7CSRSBARdHZ2dvuktyUSiY+19VzvYFzpMfZ1uue+5qPvTNsO196f3+cjJu9T3/dpIGMa7Pt0cFxWRNDa2kpjYyONjY20tLRkFIuZmX0kIor7FiZgJLAvbT4hqSwiDvSyrBEY1bMDSVcBV0FycPD8+fO7bl9JP2NzuLZcr9Pc3Nw1X15ezpgxYxg7dizjxo2jtrZ2yBUPkNzv6upqPzLWzHLuUGMgDhw4QFNTU1dB0dTURHt7e9enra2t1+mOjo6PnYxIn+6t7eB0IpHo2n6mJxMybevvb8zM8mEwFhD7gZq0+ZJU8dDbshpgb88OIuJu4G5IDqJ+4IEH8hRq5o70HggzM+u/srIyRo0axahRHzu3ZGZmOVJS6AB6sQ6YB5AaA1GftmwDcJ6kSkmjgGnA5oEP0czMzMzs6DQYr0A8DlwoaT3JR0otlnQD8G5EPCnpp8BLJIuf70dEawFjNTMzMzM7qgy6AiIiOoElPZrfTlu+DFg2oEGZmZmZmRkwOG9hMjMzMzOzQcoFhJmZmZmZZWzQvQci1yQ1AO8VOg5gHPBBoYOwfnMei59zODQ4j0OD81j8nMOhoTIiTs105UE3BiLXImJ8oWMAkLQpImoLHYf1j/NY/JzDocF5HBqcx+LnHA4NkjZls75vYTIzMzMzs4y5gDAzMzMzs4y5gBg4dxc6AMsJ57H4OYdDg/M4NDiPxc85HBqyyuOQH0RtZmZmZma54ysQZmZmZmaWMRcQZmZmZmaWMRcQeSapRNJdkl6WtEbSSYWOyTIn6RxJa1LTJ0laK+klSf8qycfPICdpmKQHUjnbIOlLzmPxkVQq6ZeS1kl6UdKJzmNxknSspD9K+pRzWJwkvZb6e2aNpF9JOlfSK6nj85ZCx2eZkXRT6m/T30u6Mtvj0Qdr/n2F5Ms5ZgDfBW4rcDyWIUl/C/wCqEw1/RhYGhHnAQK+XKjYLGOXAbtSOfsi8C84j8XoYoCImAncTDKHzmORkTQM+DnQkmpyDouMpEqAiJiV+iwG7gIWAnXAOZI+XcgY7cgkzQI+A8wEzgc+QZbHowuI/KsDngaIiN8BftlK8dgKzE+bPwv4bWr6KWDOgEdk2XoE+Lu0+QM4j0UnIp4ArkrNfhLYifNYjH5E8o/N7al557D4nAFUS3pW0mpJnwUqImJrJJ/K8wwwu7AhWga+ANQDjwP/AfyGLI9HFxD5NxLYlzafkDTk3wA+FETEvwEdaU2Kjx5b1giMGvioLBsR8WFENEqqAR4FluI8FqWIOCDpPuBnJHPpPBYRSX8BNETEM+nNzmHRaSZZCH4BWAL8KtV2kPNYHMaRPKH9NZJ5XA6UZHM8uoDIv/1ATdp8SUQcKFQw1i+dadM1wN5CBWKZk/QJ4AXggYhYgfNYtCLicmAqsAyoSlvkPA5+VwAXpsaUnQncDxybttw5LA5bgF9H0haSJ0jHpC13HovDLuCZiGiPiHeAVroXDEfMowuI/FsHzAOQdC7JS0ZWnF5L3TcIyfvpXypgLJYBSccBzwLfiYhfppqdxyIjaZGkm1KzzSSLwE3OY/GIiM9GxPkRMQt4HfgG8JRzWHSuIDWWU9IkoBpoSj3YQCSvTDiPg99aYK6SJgHDgeezOR79Irk8S41ivxM4neSglMUR8XZho7JMSZoMPBQR50o6eOazHHgL+GZEJAoYnh2BpNuBBUD6MffXwE9xHouGpOEkb5WYAAwDfkAydz4ei1DqKsQSkoWgc1hEJJUD9wJ/AgTwHZJ5/AlQCjwbEd8vWICWMUm3Ap8jeTHhe8A2sjgeXUCYmZmZmVnGfAuTmZmZmZllzAWEmZmZmZllzAWEmZmZmZllzAWEmZmZmZllzAWEmZmZmZllzAWEmZmZmZllzAWEmZmZmZllzAWEmZl1I2m0pG+lza/P03aqJP1WUmk/+ymX9KKkslzFZmZmh+YCwszMehoNdBUQEfGZPG3nCuCx/r59OCLagedJvnXczMzyzAWEmZn19APgREmvS/qhpA8BJE2W9LakX0jaLGm5pDmS1kn6b0lnH+xA0mWSNqT6+PkhrjJ8Hfj3bPqWNFzSSklvpNY7WDQ8kerPzMzyzAWEmZn19F1ga0ScGRHf7rHsJOB24HTgU8BCoA74G+B7AJKmkbwaMDMizgQS9PjjXlI5cEJE/G82fQNzge0RcUZEnAo8nWrfDPxp/3bbzMwy4QLCzMyysS0i6iOiE/gD8HxEBFAPTE6tMxs4C9go6fXU/Ak9+hkH7O1D3/XAHEn/LOm8iNgHkLoNql1STQ731czMeuEBZ2Zmlo22tOnOtPlOPvp/ioD7IuKmw/TTAlRm23dEbJF0FjAP+CdJz0bE36fWqwBas9gXMzPrA1+BMDOznhqB/pzJfx74qqRjASSNkfTJ9BUiYg9QKqlnEXFYkiYBzRHxa+BHwKdT7WOBhojo6EfcZmaWAV+BMDOzbiJiV2rw8mbgqT78/r8kLQWelVQCdADXAu/1WPVZkmMcVmXR/WnADyV1pvq9JtX+OeA/s43VzMyyp+TtpWZmZgNL0nTghohYlIO+HgNuioh3+h+ZmZkdjm9hMjOzgoiI14AXcvEiOeAJFw9mZgPDVyDMzMzMzCxjvgJhZmZmZmYZcwFhZmZmZmYZcwFhZmZmZmYZcwFhZmZmZmYZcwFhZmZmZmYZcwFhZmZmZmYZ+39+nLPcJdAYuwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "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": 9, + "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, 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": 10, + "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, 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": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ithr = 6.25 mA/m2\n" + ] + }, + { + "data": { + "image/png": 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DtGnThv+5RogIiHFEvx4DwN4eIyACQhAEQRAEYcpSW1sLQG9vLx/60If49re/XbDPqlWryjrWe9/7Xk488UTWrVtHOBymp6eH//iP/6ChoYGjjjqKtrY2AN7xjndw2WWXjd6HGCYiICaCjJ7oEQiCIAiCIBw6DOIUjCW7d+/mggsu4HOf+xwXXlgs+n54LF682HMYZs+eTX+/6WawZMmSUTvHSBABMRFM1tR1QRAEQRAEoSz279/POeecw49//GPe+c6C/sYVY1kWtm0DYIqOFt9nMjA5RvEmwLS0cLCK3xSCIAiCIAjC1ODaa6+ls7OTq6++mubmZpqbmxkYGOC3v/0tN910U8XHO/3007n44os5ePDgGIx2dFE5E9tDiFNOOUU//fTTEz0MAFpbW9Epm8xPXgNALWvk6X330dA0l2PPetcEj04QBGFq0dTUNNFDEARBONSoaHVbQpjGi5TtPYx3drP9sU0ALDnznSVtKkEQBEEQBEGYbEgI03jhS5zOxJPe43QiMRGjEQRBEARBEIRhIQJivMgaEOhUxnuc7I9NwGAEQRAEQRAEYXiIgBgvfA6ETmfVRHKg33v8xB/2sPHmHdhS5lUQBEEQBEGYpEgOxHhh+0RB2hfOlDLhTIlYmr0v9QDQ05agca40mhMEQRAEQRAmH+JAjBd+AeFzGNLJrIBwGehNjduwBEEQBEEQBKESRECMF74ciKICot+fF5FhKOyubhL33ouWJGxBEARBEIQJ4aSTTvJ6QHz84x8v2P69732PZcuWceqpp3L77bcXbF+7di3r1q0D4KabbiKVSrFx40bWrFkz5mMfCRLCNF74RIPy6YNMyrgNyYHsi+mkX20UZ+Dmm0nefTd2aytVRW5YQRAEQRAEYeyIx+MAbNy4sej2rq4ufvSjH7F9+3ZisRgnnngiF1xwQcnjXXvttVx88cVjMdRRRwTEOKF9IUzKzvZ9yKSMg5DyCYhUYmgBkbz7bvP/fRtEQAiCIAiC8KbmhF+eMCbHffEfXyy57fnnn6e/v59zzjmHdDrNtddey4oVK7ztNTU1HH744cRiMWKxGJZVOvDn5ptvprW1lTVr1nDppZfy6quvct5559HW1sb555/P2rVraW5uZtasWXR2drJhwwYCgcCoftZKkBCm8cIvIHyX3Q1hynEgEkOHMHlEIiMfmyAIgiAIglAR1dXVfOUrX2HDhg2sW7eOj3zkI6TT6Zx9FixYwNKlSzn55JP54he/WPJYn/zkJ2lqamL9+vWAcTfuuOMOHn74YX784x97+1144YU88MADEyoeQByI8cNnKlja50A4AiKT8udFDO5AaO2v6JQuvaMgCIIgCMKbgMGcgrHimGOO4aijjkIpxTHHHMOMGTNoaWlhwYIFANx77720tLSwY8cOAM4991xWrVrF8uXLhzz28ccfT8RZJA4Gs9P1JUuWjMEnqZxJ6UAopUJKqV8rpR5WSj2plHq/UupkpdRepdRG598/TPQ4K8KfA6F9DoRTxjXj6w0xZAjTQNx7qJPJQXYcHVJ2im9t+RbXPH9NrngRBEEQBEF4k3LLLbfw5S9/GYB9+/bR09PD3Llzve3Tpk2jqqqKSCRCNBqlsbGRrq6uksezLAvbNnNApVTJfSYDk2MUhXwU6NBarwbOA34MnAz8QGvd7Pz7/YSOsFJ8IUxWkRAmvwORSQ3hQPT1Zh/Hxr6T9UtdL7H5wGY2tm5kb//eMT+fIAiCIAjCZOeTn/wkXV1dnHHGGfzDP/wDt9xyC8FgkB/84AfcddddrF69mlNPPZUVK1awcuVKjjnmGM4+++ySx1u9ejXvec97psRirZqMg1RK1WLG1quUmgE8BWwAlmDCrl4FLtVa9+a97zPAZwAWLly47I033hjfgZegtbUVe2sP9n37AbCx+eOO7wKw5Kx3ccrfrWHL3fvY8YxRpU1H17LqIwtLHi+9fTu9n/q097zxwQdQYxgLd8/ue7jxpRsBuOqkq1g5e+WYnUsQBGEompqaJnoIgiAIhxrFLY8STEoHQmvd54iHOuBPwLeAJ4Gvaq3PBF4H/rXI+27SWp+itT5l1qxZ4zvoofDlRVtYKOfn5HairsiB6O3Lfd4/MEqDLM6+/n3e485E55ie683IQHpgSqw2CIIgCIIgwCQVEABKqQXAX4Bfa61/C9yutX7G2Xw7cNKEDW442LkTREuZhBgvhMmXA+EXE8XQ/XlhS/nPR5muZDZeryPRMabnerOx+cBmPvDgB/jFK7+Y6KEcMiQyCR7e/zDJzNjnB71Z6Ep25fweEARBEN7cTEoBoZSaA9wPfE1rfYvz8gallJu2/k7gmaJvnqzkCYiAMiFHbiO5nCpMQzgQxHO7T491HkRvKhsp1pkUB2I0ue2N27Cx+cPOP0z0UA4ZfvHKL7jquav46dafTvRQDgkSmQSffvTTXLjpQvYP7J/o4QiCIAiTgEkpIIBvANOA/+NWXQIuB250Hq8Cvj1xwxsGmXwBYRwIL4Qp7QthSg/hQCTzBISvKtNY0JfOhkz1p/vH9FyHKlZfK1asreD19ni791hWeEeHu3ebJov37LlngkdyaPDCwRfoSnaRslM80z611m0EQRCEsWFS9oHQWn8J+FKRTaeP91hGjTxTISsgjANh54QwDZEDkcgTEPGxzYHwOxB+MVEpdlc36WeeIXTWmajgpLz1xgSrr5WZv38PWEEOrLkPXTUdgIzO0NLf4u3XNtBGY7hxooZ5SJCyU2R0NuEokUkQCUizxZGwO7bbe/xGrILCFFrT8OevEujeRed567z7XhAEQZj6TFYH4tCjIIQpLweigiRqErmx3To+tg5ET6rHe9yXGr6AiK1dS+zqq4nf+svRGNaUIbJrE1YqhpXoJrL3ce/1rmQXKZ3ynh9MHJyI4R1S+AUZSM7OaNAykL2mlYQwBTu2UfXq3YTbnqdq+3+NxdAEQRCECUIExDihM8WTqDNFGskNmUSdyBMMeTkRo43fgYilh5dvofv7ST/3HADJhx4alXFNFULtL3mPg+0ve4+7k905+4mAGDntifbc5/H2EnsK5eIXEG3xwjC8UoTa/5p93PbCqI5JEARhMrF582aam5u951u2bGHevHk0NzfT3NzM73+f27pMa52z/etf/3rBMd1y1bt27eLuu01obnNzM1u3bh27D1IBb544kommgiRqO6PRtkZZJUryjmMIUyKTIGVnV8mHKyDS217xHtt796LTGVRw7HpXTCYCXTuyj3uzjfjyBYSslo+c/GsqAmLkdCWyuTmVlHEOdmzzHgd6dg+ypyAIwtTl+uuv59e//jU1NTXea1u2bOHyyy/3ulTn89prr3HyySd7wmAw/vznP7N161bOP//8URvzaCACYrwomQNR6ECY1zXBSHEBoccxhCmeMccOqAAZnRl2CJO9d0/2SSaD3X6AwJukGVSgP7tqG+jLrubmT3b9To8wPPKvaXequ8SeQrn0Z7KFE7pT3WitUWrofkP+ez3Qs2eQPQVBEEbOy8ceNybHPW7ry4NuP/LII7ntttu46KKLvNeeeeYZtm3bxp133snRRx/NjTfeSF1dXc72vXv38va3v52qqipuuOEGlixZUnDsTCbDddddR39/P6efbtKAr7zySvbv308sFuN3v/sdu3bt4mtf+xrhcJjPfOYzOeMYSySEabwoEcKUnwOhnJ9IvqDw44UwOWp3LAVEImPcjsZwIwrFQGaAjJ0Z4l2F2AcO5D5vaSmx5+TC7uyk98tfof+GG4bd7M1ffSnQl23K505uI5ZJ8u1Ni4AYKfmVrPz5O8LwGEhnHc6UnWIgU57jafVnv/OBgXZIj22opSAIwkTwwQ9+kFAolPPa8uXL+e53v8tDDz3E4sWLufLKK3O2z507l69//ev85S9/4Rvf+AYf/ehHix47EAhwxRVXcOGFF/L+978fgPe+9738+c9/5rzzzuNPf/oTAPF4nIcffnjcxAOIAzF+lEii9qowOQIjXBUgEcuQTtmUrB3jhDBZDQ3YsRiMYRlX14GoClRRHawmlo4RS8eoD9dXdJwCAZH3fLISX/970s88Q/qZZwifcy7Btyyt6P0qFcNKZcO+rIGDoDUo5a2Wz6uZx+u9r48oQb0YOpmEdBpVXT2qx53MuKJsfvV89vTvoScpAmKkuKWba4I1xNIxupPdVAeHvqcCeWWLrYEO7LrDxmSMgiAIQzkF48kFF1xAY2Oj9/gLX/hCzvZTTjmFoFON8owzzmDv3r1lu7vLli0DTI5Ea2srQFH3YqwRB2K8yBMQoVAUMCFMtm17AiIUdXMjSq92uyFMqsFM4ofjQNgZTTo5RLUnIGEbsRIJRLxJgz+koezzOYLBWrAAAH1wajSkSz+7xXuc8j0uFytmPne6bj52qAZlp1BJ4zS4q+PzquflPB8N7J4eej75Kbo+/Pdkdu0ateOOBzqRIHHnXWSG4VK5omxBjbnPxtuB0JkMmTd2Ddutmki0baP7c7/bWmvPcWiqMiGH+WFixQ+mPQci3bgYMAJCEAThzcC5557Lk08+CcCDDz7oTfpdrrzySm688UYAnn/+eRYuXFhSPFiWhW1n52vF9rOs8Z/Oi4AYLxwBoZ2feygYxgo4LkQiDZjwpWDI/EgGLeXqORBG3VaaRJ1J2Tz476/z399/hc59g7/XDWGKBCLUBE3I1HCaybkCInDM0eZ55+QXEDqRJPPa697zzNZtg+xdHHfSZFfNwHbq4FsDptqSex3nVM0BRjcHIvk//4O9ezfEYiTuvHPUjjseDPzsZ/TfcAO9X/giOpUa+g0+XMdhfs1883ycBUTsqqvp+cd/JH7zLeN63pGibZu+r/4zXe//X6Q2b/Zej2fiaDTRQJRp4WlAeXklKt6JslPY4Toyjuvg3veCIAiHOj/72c+49NJLaW5u5tFHH+Vb3/oWAOeccw7JZJIrrriCTZs2cdZZZ3H55Zdz6623ljzWCSecwJ133sn69evHafTlISFM44WbNhBSkNQEAhEC4RD2QJqUU4bVCigCIaMwBncgzP6qocG8UKED0fJKHz1t5hivPn6Q5R+cV3JfV0BEA1HvteFUYtK9JjwncPgiUoDunPyTCXvvXshk8z0yeyqvJKOc8CUdrjV59D27sQY6yDQu8sLDZkdnAyPrsZFP+tnnso+fe26QPScXOp0h+eCfzeP2dtJbniV02vKy3++ulo+FKBuKTEsLqU2bAIjfdhvRiy9ChcPjdv6RkN6yhfQzpst0/Df/Sei004Dsd70qUOWFLZYjyqyE2ceONmJXzQScPAhBEIRDkEWLFvHEE094z08++WQee+yxgv3uv/9+AMLhMPfcc8+gx3TDk0466SS2bTMLmGvWrPG2X3LJJd5jfwnZ8UIciPHCdSAcyRYKhAiEzOQi6QgAIyCGdiDyBYSusA/E/teyE9UDOwYXA14IkzUyB0LHzHkCC8zK8FRwIOz95ssbWGryHuy9+9D20GFffqykudY6XJt1IOLms7sCYlZ0FmAmu6MV+pLelnVLMq/vGPNmg6NFZucOdG920p/+618H2bsQT0BEjYAYzxyI9HPPZ5/095N55ZXSO08y0s8+m338t79531f3elYHq73vfyw19AKCcsSwDvnu+zEMYUq1tNC3aVPF309BEARheIiAGC/cHAhHQASsEEEnaz/l5DQEglbWgUgPMpH0JVFD5TkQ3fuz+8f70gz0lA4TcSe5/hyISh0InckYl0QprLkmnGEq5EBk9puuu4EjjkBNmwapFLrC5G/XgbBDNQUhTG51m/pQPRErQlqnves9EnQiYcYZCGAddhhoTWbP1Cijae/cmfM8XWHDHM/VqTKuzniGMGW2v5rzPD2VBMTfss0OsW3S27cD2cWC6mA1taFaAPrSQztlVjLrvGUcB2KsBESmL8aOv/97dn/2Eg7c+MMxOYcgCIKQiwiI8SLPgQhYQc+BSMWNgCjbgXBKv6pGV0CUnwOhtaa33by/bqY5f3dbaQfDH8LkrUBWKiCcxExVXY013Uyi7a6uwd4yKbAdAWHNmYPl9KxwRUW5eCFMoRrsqOtAGAHhVbgKVnmTs9EIubH3mVKx1ty5BI5YZF7bPTUaeWV2vgFAqPksoPJxu6ItR7p9AAAgAElEQVRsRmQGFhYDmQHSdnp0B1mCzPbXAAitWOE83z4u5x0NXIEZPPFE83yHaX7oXs+qQBV1QVPDvJxQO9eBsEM16KjJnbDiY/Od773vXjIHTHhU5+9+h51MDvEOQRAEYaSIgBgvnFB622m+HLTCnoBIu1WVAopA0PxI0uWEMNU7pVQrKOMa702TTtiEqwLMWGgchb6O0n9w/UnUXhWmCkOY3HAIamqylaN6eiZ9pRq7zZShtJrmYM0yq6j6QGVx3MoLYarB9iZSxn1xw0OigSh1ITM5G26nbz+ZvabbtTVvnlf1KjNVBITTcDB02mlgWdj79xc0TiyFv2JQdbCampARvOWsmI8GthOvGlq50jzfu3ew3ScNOpFAt7dDMOjlm9iOgHArrvmvZzn3qPI5EHbULHSoxNg09et/6invsd3bS/zFF8fkPIIgCEIWERDjhedAmP8DVoBA2A1hMpP0QJlJ1DiVaVwBUUkIkxuuVN0Yona6ETCxg6UnaF4IkxWhOjAyAaFqalCRCITD5jNM8rh83W3CX6yGRqyZRkDYHZUJCMtzIGrRUVM1y12JdSe7VYEqz90ZFQfCLZk7Zw4BJ2TMbq3MOZkodJeZZFqzZmPNnQtaY7fsG+JdhpROkdEZgipIyAp5omw8Eql1JuNdd28Vf295455oPMeqqYnAokVAduw5IUzB8l2ybA5EDXbECIixciAGnn8BgOjb3gpA/1NPj8l5BEEQhCwiIMYJ7QgIO2CchYAKEcxzIKyAKq+Mq2PRW8MQEIl+Y4VEqgPUzjDn7xtEQPj7QLgrkBUnUcecEKYaI0A84dMzuZt8ucm8qq4Wa6ZJdLbbK3Qg3BwInwOhnImUv0lfJfHl5Y7bqq/Hmu2M+0DbYG+ZNOhuIyBUQz3WPFMdrNz8jXg6GxIGeCE34yIgDh4E20ZNm4Y1fx4Eg+j2dvRAZSWWJ4JMi3FOrLlzjWgj2yneH8Lk3qPlOBDZHIga7IgjnMfAgbATCZJvvAGBAI0f+hAA8W2V5c0IgiAIlSMCYrxwGsXZluNAqCABJ4k6nTSugBX0OxBl5EAMQ0AkHQERrg5SM81xILpKJ1EXC2GqOAciZibFqsZMQCwnjMmeMgKiDuU6EBWHMPlzIFwHohOttTfhjQai3uruaJRydZ0TVV+Hmm2Sie39U0NAuPeE1dCANcdUUrLbyktc9zs6wLg6EF642+zZqECgYCI+mdFdJqTOmj49e83370fbtvdd9zsQledAjF0IU2rvPtCa0Ny5RJ1qaYlXXx3iXYIgCKNLW1sbCxYsYGte4Y/LLruMdevWFX3Pd77zHVauXMmyZcu4+eabC7Y3NzezdetW4vE4v/jFLwBYu3ZtyeONNyIgxgtHD9jKTOAtFfByIDLJwiTqdIkQJq11NoSpzkyQGBgoO5/A70BU1xsBM9BdRhUmK0JNYHgOhD+J2ox7ijgQfY7wqavL5kAM04EwseDZZNKkncTGJmSFCFiBUXYgXAFRjzXbnYS3TfqcE6111oGor8dyxU+Z7km+gPCu6Sj21yiFX0CAyZuBbCL+ZMb9HqqGelRVlak4lk6jOzpyckoquUdzciDcEKZEN4zyPZhyc2bmzydy5JGgFMkdOyWRWhCEcSOVSvHZz36Wqqoq77UDBw5w3nnncddddxV9z8aNG3nsscd49NFH2bRpE7sHyVNsbW31BMRkYso0klNKWcBPgbcBCeBTWuupU+bEDWGy3BCmYDaEyScggmEnhClZwoFwO/MGg6ZJVTAI6TS9LXupnjmb4BCNq5IDrgMRIFRlysamkzapeIZQNFCwv78K0/AdCCcHotYIkKkQwqRtOysgamuzORAVCgivD0SeA+EPXwK81d1yauwPhbuKr+rrzTWvqjIis7c3m3g/GRmIm/s7EkFFo9nwq7YyBYQbbhOcAAfCqSqmpjkicZYjfsp0TyYSuzt7v4DJhch0dmK3tNIfcnIgApU6EFnnjUAYO1iNle5HpWLocO2ojT21xxUQ87CiUUILF5B6YxfJnTuJHnPMqJ1HEITJz08u+fOYHPfz694x6PavfOUrXHLJJXznO9/xXuvr62Pt2rXce++9Rd+zYcMGTjjhBC644AJ6enr47ne/W/L411xzDS+99BJXXXUVAHfeeSd//OMf6ejo4Oqrr+b888/n8MMP59hjj+W4447jxhtvHManrJyp5EB8AIhqrVcCVwDfn+DxVIYjIDKuA0E2iTpd1IEYQkA44U8qEuG12Y3c/X/Xcu93r/KOVYpkvylpGa4OoJSiynUhSvSCyMmBGGYjOU9AVDsCwleJqa8jSaxzEq4W9veDbUNVFSoYxJqRFRCVrORncyBq0eF6NAor2cOAMwnLXy0fjcmu7snmQCilsOa4k9nJHcZk+9wHyK7mlxt+5a9qBeMrIPx5JwDWLDf3ZPILCFfIWz4BAZBpbc26OsGqnDLOth68YZvlu++BMQtjSjmVrsJOvkx44eHm9SnS90QQhKnNrbfeyqxZszj33HNzXj/iiCM47bTTSr6vvb2dp59+mj/+8Y+sW7eOj3zkIyXnFt/85jdZunQp//Iv/wLAvHnzePDBB7nxxhv52c9+BsDu3bv57W9/O27iAaaQAwGcAdwHoLV+Qil1ygSPpzKcv7dZAWFlQ5hSjoAIDu1AePkPjoCwq6rYMcv8ke5pa2XnM5s5auXqksPwQpiqjNtQVR+iryNJf3ea+tlF9h+VHIjcJGp3orJ3r8Wz/7YdZcEZHz2c2YtrKjruWGL3ZsOXAFR1VXYlv68vGz42BP4cCKwAOtqAincRHzATS3eyO6ohTK4DUedOZmdj73zDCIijjhrx8ccK3eNUYHIaJLqr+OU27ytwdUbxmg6FP+8EmFLJ6979Uu9c99nZ694/O1uFKWAFqA5U05/pZyA94BVVKEbOfQ/YkQYCfS1YiW7sunmjNvZ0h+mpEnTGHF6wgBiQ3LVr1M4hCMLUYCinYCy45ZZbUErxwAMP8Nxzz3HxxRdz11130eQsxJRixowZHHvssYTDYZYsWUI0GuXAgQPMnl1kIpbHsmXLAGhqaqLfCRGfOXMmM2bMGPkHqoCp5EDUA/7lq4xSKkcAKaU+o5R6Win19IHJtvLnOhAYByBAwBfC5CRR+8q4DulAOKFKPbVVJIPZ0KPdL2wZdBj+JGqA6gbzf0kHokgI00jKuIKZ2GrglQ6TaKptePH+yRUrrvucFeW6bLiF5Xw5dUf5HXX95SwBryJNcsCEQrnhNqOaRO2LaYfsanilPSzGG53vQPhW8XUmM+T7JzKEycs7qctzTybb76EiuMLNu1984XpeGVenhHO5vTW8+95xILLhe6PrQGQ6TQJ4wAkdCzl9T1K7pkbfE0EQpjYPPfQQmzZtYuPGjZx44on86le/GlI8AJxxxhncd999aK3Zt28fsVispACwLAvbzs4JlVJF9xlvppKA6AH8y76W1jqnxazW+iat9Sla61NmOZOPSUPGDWEyQ1YEvCpMrgMRyMmBKJFE7YgN5QqIqggATQuPAGD/q1uxM6U77yZ9SdRA+SFM1ghCmPoLQ5gGqmYTy1QTDFuEIhZdrXG690+evhBeBaba7C3nCgi7AgFh+ZKoAS+ROu4IiPxwm5Gulufmbjir4bOGV4J2vMkKHyfcJRI2OQW2bcqkDkFBFaZxLONqlxBtUzIHwifc/CFMQNm9IPIdCB1xQ5hGtxeEJyAazfcqvNAIiOQeERCCIEw+Lr74Ynbt2sX73vc+TjrpJJYvX87555/PT37yEwKBwjxUgNmzZ5NMJvna1742zqMdnKkUwvQocD7wB6XUCmBqtRt1HQjtuA05IUyOKPD1gSjpQLg5Dk7+RHcoAKRpmjufWLyf3rb9dO7bw4wFi4q/3ZdEDVkB0d9dXHR4VZgCEaKBKBYWCTtB2k4TtMq7fXRfYRL1wWlLAGg6ppZg2GLnli72be2lYU60rGOONf4Sri6qUgFhp1HpOFpZaGcC5q7ExhNm4uMKCFecjdSB0LGY6UdQU4NynCm3gtRkXw13cyDcMr9gJrOZzk7sAwe8iW0pJjQHws07qXNDmLJ5J1rroitGk4WCHIhZfgfC/F5w3cdye0FYbhlXVziPUS+ItOdAmOOLAyEIwkSxcePGgtfWrl2b8/xXv/qV9/j6668v+3jPPfdcwfZjjz3W26e1tbXscY4WU8mBuB2IK6UeA24ALpvg8VSGowdSTgiTpS0viTqT9iVROw5EulQORMrNgXB6ODiCtaGqhpmHLwagfefrxd+rNQk3idrJgSg3hCkSiKCUGlYYU34ZV6uunr5aEwc9fV4VTUeZScaBHSOvQDRaaC8Hwh/CNN1sK1NA5FSicSaQrgORcFZi83sWjNiB6M5dxYepk9Cb70BAZWMvFcI0HmVc8/MIVHU11NRAMjm5q41pXZgD4bvm/k7UUH6oXUEORHRsulG7DkTQCWEKOwIiuXdvWWFvgiAIwvCYMgJCa21rrS/RWp+utV6ptZ5a7UYdByKtHbGgLS8HwnUgAsEyOlF7DoR5rxv0E7UCzFxkBETHGzuKvjWdsNE2BELZak9DhjBlsiFMwLASqQtyIBrqidUcBkD97AgzF5ljduweKCmcxpuejiSx6qYcByIbwjR0OA0UTqIAtOtAJM1K7GjnQGRj8X3jniohTCMUPyUbyaXHw4HITaKGKRLGNDAA6TREo6iI+Z2ipk8HpdCdnSSSuTkQZSWma10k98fXC2KU0KkUdm8vWFbWPamqIjBrJqRSpKdADw5BEISpypQREFOePAGhtPJCmOy0L4k67CRRl3QgnHCnUMh0M9ZmlS1qK6bNWwhA177iJQyzTeSyoUdZAVE8hMnvQADDyoPIFxDU1RGrMQnUDbOjRKqDNMyJYGc0XS0DZR93rNj5bBcP7VjC5uX/hzcyi73XKw1hsrxE0qyA8HIgkmZS64bbVAWrsLAYyAyQsYe/cqp7cuPZAV8X7Uk8kcUXwlSfG8IE5U3CPQdiDErjDkZO3kldkbFP4uuen/8AoIJBL/ck3G2+567QLSvULh1HaRsdiEDA/H7xciBG0YHIOL03Ao2NKF8CYXjefACSUspVEARhzBABMQ5orb0QprROYWvbhDAFCkOYsg5EiV4DrgMRCpFOxMloTSBjE0ilaJxrwoK6W1uKJlJnKzBlE3VC0dxmcvnEbeNxuBPdYTkQXgiTmXwkrWrSwWqCqX7C1UYwTZ9vJigH905sInU6afPi/2RXLrcenE9/lyPwKqzC5DoQdigbBuUKiIF0bh8IS1k5dfaHi11kJVzV1UEkAv39npibjBQLYVIVTMK9Mq7OZDdiRQipECk75QnhscDNO8GXdwK55VAnK17p3LwGg674aezJEFIhQpb5XVVOXkl+/gP4qjCNogORzqvA5OLlQezZO2rnEgRBEHIRATEeuGaCAjuTJm0bERAMFDoQVlA5+2nsTKGI8ByIcJj+LvMHNJJOQzxOKBqldsYs7EyanrZC+z45kG0i55LbTC5XdGR0hpRtzhe2zFiHlQPhVQUyE+SBmPlc0XiHadgGTDvMTPo6906sA9H2eoxkf4Y6Opnd9jS2tti+2QiGSqsw5eRAOLgTqYRz/VxhBqOzYp5NiPVNwpWaEmFM+WVcYWQhTEqpcUmk9q55Xm+QqeBAFHOsIFvKdXqv9r7zUF4IU7HQvbEIYcoczM1/cAnNNwspKanEJAiCMGaIgBgPnPAlLEUmnSbtVGIKOkWw7IwjIIIWSg2RB5F0+0CEGHAmXNFUBj1gJqSNh5k/nl0thatvibwSri5V9WYc/Xl5EMmMEToRK+JVkak0hEknk6Z3RSDg5W0MdJvzRBOdXtz79HmOgNg3sQKi9VUz0Zyd3MHC3X8G4I3nu7HTGjW9QgGRzK2FDz4HIpPr7ED5jc96DiS4/8fbufv6bex6IXdC5lYD8jsQ4KvtP4kns3axJOrZbg+L8kOYRluUDUXJSbhX/WryNpPL7xni4oqf6b1ZRweypXEHC2HK7wEBYxXCVNyBCM+XECZBEISxRgTEeOAJiDwHQjndpDNZBwLwekEUy4PwOlGHw/T3mD/GkVTaJEMCjYeZP55dewv/eHohTFW55VdLJVJ7PSCc/AfICohYprxQGC98qabGEyH9joCIJDq9Vee6WRECIUWsM0UiVrqPxVjjhlBN732Nut43qKvXJPsztO3oMw5KJALxuPe5BsMq5kA45SwHnJAa/+SsnERqrTVP3baX3vYkyf4MT9+xN8e1KT2ZdVfDx8+B0FqTSZefFK+9HAifgJiZdU60Pfix8nsWwOhVtxqMrGgrdc0nsWjrzi3h6qJm+RyIQNaBcK9nT6p0ZSmrmAPhNZIbRQFRKoTJyYGQECZBEMaLzZs309zcXPD6ZZddxrp163JeO3DgAEcffTTxeGHI9po1a2hubqa5uZlFixaxZs2anO0bN270XnvooYd44YUXAMpqXjfaiIAYD9x5j6Ww02kvkTqAKyCc0q6OgBi0G3UqmwMx4KzAGQfCTJ6mOQKic1+hfZ/fRM6lukQIU34CNfhyIFJlCoj8BGqyAiIaP5hNnA0oGudGnbFPjAuhbU1fh/nM1V27UMBhi41rsm9rnwkFcsOYyggFch0I25dEraucJGpHRLrhNlCeA9G+s5+uljiRmgCLTmo0Xbx9ORv5HZG9sYyzA9HfneLBda9zx7e38syd+4qG4/nR8TgkEhAKQVXWQVCRsHEkMhl05+CTTy8HIlAoIMbSgbB7CkOvYGJEW6Xkl3B1KeVAePdoGQ6EXcR5sxJdoAe/F8qlVA5EeIErIMSBEARh7Ln++uv51Kc+lSMIDhw4wHnnncddd92Vs++GDRs455xz2F+iStz69evZuHEjt99+O42Njdxwww0lz3vLLbewb9++0fkQw2AqNZKburgOREBhZzKkbFdAmIm8nUkSoNCBKNaN2u9ADDgORDSV9gRE41zHgdhXOoQpXCKEKd+BiBcJs/FyIDJlhjDl9YDwnyfqcyDA5EF07Bqgc1+cpqNzQ3DGg4GeNJmUJlITINjdjgYOO7aebc910LKtF/3eJlPict8+7I6DBBYuHPR42RwI30TKCeXoJwOEcq5tORVu9m0zE+FFJzVyzKqZ7H25hwM7+zm4p5/p86uzK8olQlLGKwdiy90tdO83Ymzns11EagIc/645Jff3J1DnN12zZs0i091tmsk5vTiKkd8HAoYWELGuJM/+VwuJWIZjz5zJvOPqi+43GG7TQSs/bMxtJnfgwKg0k9O2Jp20CUWLdysd1jFLiR9HcM7Iy4Eox9EplgNBIIwdqsZK9aOSfejIyL/fGUdQuk3kXIJNTRAMkm5rw04ksCKRYm8XBOEQ4/v/8L4xOe6Xf/9fg24/8sgjue2227jooou81/r6+li7di333ntvzr6WZfHAAw+wbNmyQY/5r//6r3zhC19g7ty5Rbc/88wz3HfffWzZsoWlS5eSSCS48MIL2bVrFzNmzOBPf/oT11xzDY899hh9fX3cfPPNHHfccWV+4vIQB2I8yGRzIOxMNgci4Og37eQaBIKuAzFIN2oniZpQmH5n8h1Jp9H9ZvJUO2s2gVCI/q6DJPPCbJL9hUnUUDqEKekIHTeBGoaRA5HXhRp8IUzxQgEB0NUyMZWYeh33oW5mxEv8blw8jar6IPG+NF0tcayZTiWmg0PnQXgCwudAYAWxw3UMOHPJSsNt9m8325qOriVcFWDRyWb1dcczZjJVrIM2ZAXEeFQE6jmQYP/2PoJhi9M+bATtK4920NeRLPmeUsIHyg8Fyk+ihmxYWDEBoW3NY7/dzf7tMbpa4jzxhz20vlp5qJPXvyLf9ampgepqE/LWN7IQqt72BBv+bTt3XbeNx363a9T6pZTMgfCSqCkqIAZzdHoPpni89yJebntbjvOU40KMAvlN5FxUIEDI+aOb2ithTIIgjC0f/OAHCYVCOa8dccQRnHbaaQX7nn322cxwIhlK0dbWxoMPPsjHPvaxkvssW7aMd7/73Vx//fUsXLiQvr4+rr32Wh555BG6u7t59tlnATjuuON47LHHRl08gDgQ44P7N9QCO5nNgQhoN4k6ida60IEoIiD8fSAGuk1ypj+EybIsGprmcXD3Trpa9jD7yGO89yYHSiVRDyOEqcxSo7rfERDV2Un0QLc5TzSRDWECmHbYxIYw9babn0tto2XKckajWOEwTUfXsuOZLva/1sfCCioxWW4StX8lFjORGlCFIUxDORCJ/jS97UkCIcX0+ebncMTJjbz6WAe7/9rNW989Z5CQlPELYdr9ovmZzj++nvlvqWf/9kZ2PtvF1ocOcMoF84q+J1uBqaFgW7mlXIsJiMG6Ue95qYeetgTVDSGajq7l9ac72XL3Ps75/FEEI+WvrXhhY/XFxY/9xhvYbW0FVZrKPr6tefJPe4l1mu9+y7Y+nrp9Lyv+fv6IXY1SORA5IUxW8aT0Yq5KrDPJgw8cTSp9HLwCTet3s3LNAqyAMk0Ue/ei4p1Qv2BE4wbIHDQNHfNDmMBUYkrt3k1qzx4iixcXbBcE4dBjKKdgqvCnP/2JCy+8kECgfLd5+vTpLFq0CDD5EP3OAvKSJUvGYoiAOBDjQ44DkfEEhErjNZODtCnhii8Hotgqo9eJOkR/t5sDkU2ihmwlps68hnKJkknUwwhhKteB8HIgzPsyaZt4XxqFJpzsQXdnVyNrp4cJhi0GetLEe8c/kbq33Qim2hpz3VWtmSzNXmz+b3s9huVWYmovw4FIFsaCg0ko7bfMz9h/bYdyIHqckKCG2VFPbNbNjDBzYTWZlKZlW1/RjsgwviFMB/eYe7HpaPO5l6yeiVKw68Xukj9XL5RmmA5E2k6TslNYyvJ6FsDgSb+7nQpWR58+gxPf00Tj3CgDPWlee6q8TuPZsRevfOUf+0icn9btfXS1xonWBXnnZ48gGLbY93Iv+14eeV5HqaR7VVVFqiZCOAPT49nfF2ErTDQQJaMznmDz8+L/7CeVDjI79AqRUIrWV/t45VFzz9kRx4GId4543ADpElWYAMLzjUCRSkyCIEw1HnjgAc4777wh97MsC9spLlJqMcmyxm6aLwJiPPDlQGR8IUykbIJufK5OeuVbB2smp+NOQ6xwhLgz6YqkMjlVgdxE6vw8iGKN5NznVkCRitukE1nR4jkQVmEVpspDmMxk0p1ARiI2lrZzQpiU5UuknoCO1J4DEXEEnrNiPPsI85nbd/WTaRxOCFO+gJhGvzI/45ySo0NUYerebwRd/ZzcmO75x5vJ3+4Xu0yojFLe9fbG0tgIgQC6qwudKB1KNFK01p6D5JbmrZ0eZu6SOrQNO58tPnm0B3EgXPdksEm4P4Ha/4u0VNJvKpFh/2vm5zN/aT3KUrzlnSZn4dXHOioKEbK9sLFi4mfkzs/uF80k/8jl02mcW8Xx7zLj/OuDbUMmpw9FKccKoH+6ue+ndec2mCx1n8b70ux7uRelbN7TeB2rT3sdgJc3tRPrSo56JaZsDkRhXkxovlRiEgRhavDSSy/xuc99znu+bds2FpfhnJ522mlcccUVvPzyy2M5vJKIgBgP0s4f+aDCTmcdCFI2IUdAaJ30nIfAYGVcE2ailApY2JkM4WgVAa29ECbwlXL1ORBaaxJODkR+CJNpJue4EL1ZF2LQMq7lhjDlVWFyXY6qGvMZ/SFM4A9jGv88CLcCU03AjNkN6whXB5h2WBRtQ6dyVsM7hl6ltjwHIndlWkcbGXAciEoq3HS3OQ7EnGjO6/OOqwcF+1+LkQpWoerqUHmrDioQQHnhV2PnQsQOpkjFbaK1QaJ12ZXrI07J5mpou4gwdpuxNRQTEK4DUbqfQrHwJSjt6nTsGsDOaKbPq/LGOefIGqYdFiXRn2HX8+VPcr1uziPI3yiFnda0vGIEyryl5rMcsWwaNdNC9HUk2f3XkTVms0vkQAD0NZr7rLE71zUqlQex56/daA0Lpu+hJtBJ03zN/OPrsTOabQ+3Z3MgRsmByOZANBZs85rJ7ZZmcoIgjD2LFi3iiSeeKHh97dq1XHLJJQWv79y5k2jU/I5dunQpP/3pT71tf/vb32hsLPy9BtDc3Mz69esB+OxnP8sLL7zAcccdR2trq7fP+vXraW5uLnnu0UIExHiQ9lVhSqe8Mq46aROMOJNBnSIQzHcgiqyCDsQBxYCTWFHVaP4oFxUQLXu82vnphI22TXiUm6Ttp1gi9ajkQHhdqGud46ed8zkJ5N25oSVeIvU450GkEhkGetJYAUVV2k2KzU78Zx9pxt/ea4RQeWVczQQr34HIhBvoV4UhTEOVcXUdiIbZuQ5EtC7IrMOr0Ta0z3xbQQK1y3iEMbnuQ+Nh0RwnYM7iGmqmhejvTtG2o/DeKdaF2qWccqjFKjBB6cmu2ztj+oLs/kopjlphRNbrT3eiyyw36oUwFbnu/kpMw+Hg3gHSCZu6mWHqZpifuxVQHHumuSavPn6w7HHmo9NpiMXAsnLKLLv0NJrfCfWduY5VqeZ8B3YaV/LwhlcBE7q3tHkWKFOJq8c2dcpHw4Gw+/vR8TgqHM6p8ObiNZMr0g9HEARBGDkiIMYBnXFi1IKKdDLplXHNCWEihVWGA2FxBLXv/wn1+5dQE2ygqqERLAuSSXTahBpEa+uI1jeQTiSIdZpQGzeBOlxVPCmnWCJ1sRCmynMgHAGR70BMMxNn3ZU7mXAFxHg7EG6FoNrpYegrjGmfs9iMv63N/Izsg0M7EF4n6lCugBiI1qOVIoxFQGV/HoOFMGlb0+M4EPkhTADzjzcr922zTs7p5OzHrawzlpWYvPClw3In8spSLHybWVHZ9Xzhqrku0oXaxb+KX2qy7DoQfkEGpQXEQVdAzM8d57yldUSqA3TvT3Bwd3ki1qt8NZj4aRveNe/Ybb5nMw/PneAvOL6eSE2A7tY47W+U913Mx5rk7rAAACAASURBVBNtDQ0FjhVAZ4O5N2u7cr+L9SHzOXvT2WuqtfbG2lT1mnktXEfdzAgLT2hA2/Dy7qOA0REQXhO56dOLxv6GFpgcCAlhEgRBGBtEQIwHngNhkUklfTkQmpDjQGid9DkQxZOodUeCYM0pKCtIKF3N6bM/QE39NKgykyC/C5FtKGdW4BIxpwJTTfHCW64j4JZYheJJ1JXnQLgCIs+BmFENSqF7ez3hA1AzPUQoYhHvSxckdY8lXv7DzLBvRTk7IZy+oIpASNHbkSZRMwNiMdP8bBCsIg21AGJOWdfqvK/fYA5ErDNFJqWJ1gWJVBf+DOcdVwdoDk47lkzDrOLjGYfGZq7wazwsWrBt4VuNONj7ck9Org2A3eWGARWpwlRlwrJIpXJyZvx4DkReCFOxMq5a66wDMS93/0DQ4vCTjNB5/emhQ220bWcFRG3pJOrhOhAdjoiZsTBvnCGLxU5Y2PYnKkv6dskKiOK9L9qdl6MdufdjMQei72CSRCxDpCZAo9oFZBsoHr3S5Chs3zmTpB01VZhGSNrLfyhMoHZfV9XV2D09ZErcM4IgCMLwEQExHmSyORDpZDKbA5EfwuQIh2DErPzlCwj7+W6UUqR2P0HSGmB6pIm56giUIyAYJA8iEXPyH2qKOxDVDYUOhBum5K8DH7EiWMoiaSdJ2Sky6TS97W3YmdxESxcvB8ILYUo55wt7IR9uGUwwYSSNE5AH4VZgqpsZwe4trGQUCFrMWmQmRJ3zTgaGKOWqdbahVoGAMNezmtyVU78Dkb/S3t1WPHzJJVITZGZ9HG0FaKs5pug+I53MDoW2swnU0/IcCDDuzowFVWRSmr1bc0PXXCdKNZZwT4YYu9vYsFQIU1+qD1ub71N/V4pEf4ZwdYDqxtza3YA3Md/ztx4vb6gUuq/P/KxralDBwu+WV4K2ra3iUCOtNQedVf0ZCwrDdBafMh0roNi3rZdYZ+WJ8V4X+BKO1YE6M97IwVz3pphT1rFrwBunlVc8oHFuFTMPryaVstg68I5R6QOR6TSiqVj+A5jfI+F5Jg9CKjEJgiCMPhULCKVUjVJq9Fqhvhnw5UBkUinSdrYKU04SteNAhJwa9PmrtNqZTCRf/wu7glsBmNM1B1XtTMT9AmKu+ePpVmJyS7gWW72G4jkQroBwXQcwf5hrAub5rq0vcMeVX+Ouq7/BHWv/mT1/fa7guPmN5AZ6szkQbrhKqTCmrnGsxOSGMNXNCGc7C+fFtM85ykyIOqYvBYYQEJkEyk6hrRAEwjmbeoLmWtflJROHA2HCVpi0TnsJ7N579hdPoPbTVGWchf1W8Q7ZbgjTWAmI3vYkmZSmuiFEtLb4fea6EPlhTLZzD1glEseG6gURcyat7uTWJWgFqQpUYWN7LoXffSgW/lIzLcyco2qwM5o3nht89TpbwrX4Kr6qrYVoFOJxk29QAX0HkyT6zap+zbRCoROtCzL/LfWg4fWnKl/VzzoQxa95S635XRBsz/1+FgsL69jlCJ2F1UVD9446zbgQz/e/DzUwiiFMRSowuUglJkEQhLFjSAGhlLKUUhcqpe5RSrUBW4EWpdTflFLfVUodPZoDUko1KKXuVkptUko9rpRa6bz+d0qp15RSG51/Z43meccU14EI4IQw+ZKow9kyrm4n6mCRHAgdS0NnCp1JYnftYl/ydToTrQRTQUKHmW6HeiAbVlSpA1GsF4QbpuR3IABqQjXU9gd56tZbiPd0EwxHGOjp5qFf/IQ3nn0qZ9/CJGonB6I+5AmIwkpM458H4XcgSk0K5xxpRNDByOFoFHoQAVGqAhNAT8Bc67oirk2pSkylSrj6ma33gLZpT07zcl5yxjTGSdRZ96G0yJn/lgasgKJtR8y7F7TWPgei+GR2qFKu7mTWndz68UJunJj9gyXCl/wcscytGjV4MrXXv6JE4rpSath5EG4OxowF1SVrfB+53Bnnls6Ku1P7cyCKsa86gQ2ozi6TcO1QVEC4uRoLq7C84gHZhYfDjq2jut6iJzOX3QfnVzTOYmQFRPEQJoDQAldAiAMhCIIw2pTjQPwFOBL4OtCktV6gtZ4NrAaeAK5TSn10FMd0OfCg1vos4GPAT5zXTwb+WWvd7PzbNIrnHFscB0Jb5n/bcv7QpzSBkJkQKpVGWW4Ik/mxpBLZSaB2mnNlenaCzjAQ6+PFzkcACM1aAYFIjgPR0DQXZVn0HthPOpmowIHIThRcAeF3IACqA9WcvK2RTCLB/BNO4sPX/YgTzj0frTWP/+ctdLyxIztuXxlXbWuvD0S0LuiFTuTHtXu9IPYNDLvCTCVoW9PrOhAzsw5E/qSwdkaY6sYQKRWht27hoA6ESpjPpIsJCCdhtSFTGB7jhYfk5UGUKuHqJ9zbzrSuV9Ao9m0tbDKmxrgb9WDhS94YqwM0HVML2jSWA8zKfDoNVVWoSHGBNFQIkysOavMS1qGwG7UrIKYNIiDmHlNHtC5IX0dy0CRl25nIqumlJ7LDDR0rlejtZ/r8aqYdFiUVtysu6eq5PiUERJ8eoKsWlK1zRGd+adxEzOmQHlQ0zgSVSaCtENq38KAsxZGnGnH4184zYYTf63SH24W6uOCEbCWmlFRiEgRhjMhkMnziE59g1apVnHnmmbz2mikisX37ds444wxWr17NP/3TP3kN36688kqWL1/O6aefzpNPPllwvLvvvptTTz2VlStX8vOf/7xg+9q1a1m3bh0AN910E6lUio0bN7JmzZox/JTFKUdAvEtrfbXW+gWttbfEpbU+qLX+f1rrDwK/H8Ux3QD8u/M4CLjL0MuATyilHlZKfV8pVXwmPBlxqjDZyhEQrgmQtLFcAWFlV/6LhTBpZzKR6TAlEvv7emgZeA17VhAVqCa8+O05AiIQDNE4d54TR/3GkA5EpDqAsky1Jrd8bLEcCIBp/VEWt9SgAgFO+bs1WIEAJ5z3fo5aeSaZVIpHfvnvpOJm8u9V16mrZ6A3jdbmXIGg5a025wuImmkhQlGLRCyTI2jGiv7uFHZaE6kJEIoGvIlVfnMtpZQvjOm4QXtBuLXu7arCEIte5z6oT8ULJlLFHIh00qbvYBJlGYFTCt3dw+y2ZwETv18wJqcPhO7oQJfIWRkJnXvNV3XavNIiB3xhTM91o7XOJlCXcB9g6Em4e72KORB1wWw3ajuj6do39DitgGKRk0y9Y5BkateFsqaXDqUZtoDYM7RTAnCkEx702ubKSroO5kBk7AzxTJz2erOooX3uSX4StZvoPW1eFcGU+e7Y0WmQ55osOmUWQRVnT+IEevaNLLE5vX8/AKE5c0ru44YwJXeLgBAEYWy4++67AXj00Ue56qqruPzyywG4/PLL+fa3v83DDz+M1po777yTLVu2sGnTJjZv3sz69ev5/Oc/n3OsVCrFZZddxv3338+mTZu46aabcvo75HPttdeSGYO/5eVSziT8BqXUb7XWj5XaQWs9rHI5SqlPApflvfxxrfVTSqkm4DfApc7r/wPcAewA1gGXAD/OO95ngM8ALFxYPA58QnAcCBtHSASdP/JJG6XMhNAvIILhwiRq14FIt/yNjFIk+/uxAgGCq2Zh39FC+OhzsXtyQ1NmHL6Yzr27aX9jB4nYcQCES1RhUpaiqj5Ef1eK/u7U/8/ee8fHdVb5/+/n3ukjadS7Jdmy3GPHsR3Hjp3eSUghgRBCDYFdWBa+/JYOG2pC2N3AfhcWNhB2aaEEQhIS0uPEju249yZZsnqXZqTp5d7n98czM5KsUbHj7LJ85/16jYvuc+997p07mnOecz7nkFtsnzICUXFKzT9nWT3uQmWUCiFYfftdDHW04u1sZ/cffs3at9+hVpbdboTdRrAnqakoUNecWvlMGZDpuQhBQaWT/pYg3u5wWuD9VpFKX8orSepRUkZh0WSjsHx+Dqd2exkuXIIcOjTlMccciMkr0/5kydE800DEgxNE1pkEqqP9UZCQW2JP62QyYXq9lAx2cGLhnfS3BIiFjQlle4XNhigoQHq9SK8XkdREnAtMQ+LrTVZgqpje4K1oyMXm0hkdiOLtjpA3Mr2AGmYRgUilMFkyOBDjIhCj/VGMhMRdYJ0yGpei7oJ8jm8epOuYn2gwkbGCWcqJ1JKfg7OZeyaMuJlOW8tU0Wo81UvzOPR8HyN9UYbawxTXThZcZyJViljLsIo/GlcO6Ei+BbrjmP19wHnAuDKuKQeiPZW+5EKLqGvM5DjbnDoLcndwdPRSTr4xyAXvmNphnIl4v3IgLNM5EFXZFKYsWf5fovPzW96S41Z/e+OU22655RZuvPFGANra2ihL/k7as2cPl16qMu2vv/56XnjhBRYuXMg111yDEIKamhoSiQQDAwOUJL8jjh07xvz58ylIpmZu2LCBLVu2cMcdd0w67yOPPEJvby933nknn/rUp2hqauL666+nv7+fm266ia9+9atcdtlllJSU4PV6ef7559H1cytfnk0Eogn4FyFEqxDiQSHE+efq5FLKR6SUy0577RJCnAe8DHxxXKrST6WULVItsT0JrMxwvIellKullKtTb8hfAtJIORBJTzFZbUk5EMo4FmJspX0shUk5EDKUgOEY6GAOnyKSqwx6pycfUevGlEMImxvRO9FwKK5TrdAHW1uIBpKpQ1NEIIC0UDNV0SVTBMI0EhS0KIPbumyik6ZbLFz83g+jW6207NxG2xtbAdCSH4agVzlJ7sLkNadTmCaLKlN59L7/Bh3E6EAyfanEjozFVNRE0zLm45fMdSGEZCRvLtGhzA3fALSwMs5S3XfHk3IO8gxzUlfedH75uBr76QZy06QvgdI22OIBSqqsSJOMaUxvlZB6tD+CaUhyCm1T9hpJz8Ei0lGI1n2+cYbsLFbxp9ARpIzZTClM41fMZ5MWlMKdb6O8IScpps4s/E3NXWRwNtNzL03NvW/Gc6bw9UaQJuSV2rHap7+fukVLazaad86+pGuqnK9INrubcP6Yut5ggfrsj7/vp5fGTekfimqcaJGpn3uAZaV7AGg/Gp2xwtV0JPpUV/LpHAhbqht1V1e6oWaWLFmynGssFgvvf//7+cQnPsHtt98OKG1fSruWm5vLyMgIo6OjeMZFfFM/TzHT9vHcc889lJeXp7tSRyIRnnjiCbZs2cL3vz+2tn7XXXfx0ksvnXPnAWYRgZBS/ivwr0KIWuBO4D+FEA7g18BvpJSN53JCQoglwGPAu6SUB5I/E8BBIcR6KWUncCWw51ye9y0lmRJkSPWFabHbwKZBzESXyRQmxsownp7ClEpfolgHaRBNlhd1eQoQQmDYW9FiRQhfEXIgikiupI93IKzJiirOaVbz3QU2Bk6FCAyrsZmEqd1HD6OHDXzuOLllk1c6PeWVrLz5Dnb//lF2vfAnNlgt5CQN8eBwLH0eAJFc+TSHJ6eIjAmp3/pKTP6BZASi1D5mEBYWZmyuZbXrFJZoDPVLBsO5TGU2piMQjgwpTMn7mmeaqiZ+3pz0tlS0J1VVCMY5EOVTC6hlwkhHTqqWFzLQ1U/nkdF0Gk56XiUlGE1N51xInUq3mSl9KUXdynxOvjFM56ERFtYrYzBlaGdifEfn8b+YU0wnoh6/Yj7cqYzdmdKCUsxdVUBvU4BTe3w0rC+adF45nIpWTROBqKhQc+/umdU5YXZC7wnzXF3AidcH6To6Sng0ntY0TUfKidQyRKJSDkS0KBcYwRgXRvfY1BfcaHwUI26Oc8pcaB1Tp+4B5Hni1Nj20h67gNY9PhZuPLsoWCI5n+lSmDS3G72wEGN4mMTAINayyY5SlixZ/nqYLlLwVvOzn/2MBx98kLVr13L06FG0cfaD3+8nPz+fvLw8/H7/pJ+nmGn7dCxbtgx7UkNosYyZ9gsXLjzra5qJWZdxlVK2SSkflFKuBO4CbgWOvQVzegBwoJyWV4UQTyajDh8GHhdCvAa4gMnqkr9Uko5AqvqSzelSDgSgmamc9vEpTGNVmKQp0+lLeFQEI+JWRoUrtWKblyDW8ioCDeO5XmRSfJ1XUobV6SQ84iUa8CE0cEyRwgTJLsyoCETcjBNIBNCENsEoa96hhNtNcwLp2vuns2DD5VQtXU48FmV/bSkkPwAB77huz4ylfaSMsPGM7wXxVgupRwfGUphkOiVl6hXllA5iUKuccsx0EYjhqNpWbBiTuvKeLlAFGOmdWUAtvcNgmoiCAqqX5YMgncY0YV5vkZB6vBE5GzxlDiX+jZr0dKr3Vyud2hgULhe43RCNpnU14/HGlOFaaJ/8vk2IQHSe2TzLG3Jw5loIDMcYaJ38vJuDs9BAVKjnxOg5Aweic2ah93hcHiuVi3ORcpYN8AwDmXQitaKpHYh4mbous7s7vc1tcWMRFkKJEH0do0gTPOUObE59xgiE6SxmuftpAJp3DWMaZ/7ZloEAZiiEcDjQpiifm8KaFVJnyZLlLeQXv/gFDzzwAAAulwtN09B1nZUrV/Lqq68C8Oyzz7Jx40Yuvvhinn/+eUzTpL29HdM0KR63gLN48WKampoYHh4mFouxefNm1q1bN+W5NU1Li7OnqtSnZVgIPVfMWogsVK7NdagoxJXAa8DXzvWEpJQ3T/HzF4AXzvX5/ltIahniUhmCaQciAJqhjGkpxyIQQhPoVoERlyTiJiJpnEmHMmCCDhsQJ69EGVzC7SZy9JdY565GDOVgPt2DdlMlwqZRXDuPnuNHMBM9uAsL05WexiPDBrIvQok/wVKHRsGpIIknInx78FO4cWL+tgtTA9M0mD+4iPryhSzQwpRsL8M42AWCMcGkUK/1ZbfQM1iPYZpErTaMZ3qo6QlT7tIpafRjdIYRQQ+ONR9FuFwYT3ePmxDYgbV5FsyEJPZ4V9qpSm0f/894JEw8HMZMJBCahsVqw+pyoVssE8Zm2lkCC0fimG4dz24vctTAedEnEAUFGH/MXD9+blTicesI5xoSv+/IGKkIDK0lFKsncXgBZsvE47xz5BLelljFvGiU6OZcTNfY9qsj57E4+HeU9ZdhHOhCIlngjdHg1inc58M4mDmcKYMBnOs+iXC7sDzfxyVFNuJhg9jvOtBzx1ajLbaNaOvnoXWWYzx+7urj13SEqHTrFDYHMLpmFzVaY9Xwu3WsxkKc6z+FHpqbYU5j75fror9HhsOYT/Uh3eM7S8Mnh9+FiUnxswkMMdFYvDyymPrgJyjuKcERNhA5Onk7hjAmF8DIyMUeK0FTYnmuF+O0Mrq2spug6Ho47MZo7MzwvKlQtvNiJfVK/L5jyl/046+4rj1EjVunsMmP0Ta7/hEr4ia1bh2x30diOHa6hnniOeJxnBd9EqwWzKf7J21fFMnngeDfU64V4Lz4SoTNjvGHsfv6gPeTJMw4zvZB1rt1nBoYf+gkNNJANPYtEifnYPZNNtpHRm7DRQ+X5AkShiT8y7Ype4ZMOfdQCMfqDyP922a8l7bqKiIHDxLv6IALLjij82TJkiXLTNx222188IMf5JJLLiEej/O9730Ph8PBv/zLv3DvvfcSi8VYvHgxt99+O7qus3HjRtatW4dpmvzgB6rI6KOPPkogEOAjH/kIDz30ENdeey2mafKhD32IqmRDzExs3LiRG264gfvuu++/63InIGZa3RVCXA28G7gR2AH8BnhCSnlmXZH+m1m9erXcvXv3//Q0AOj6/m5kZ5jeRUO89uxPqF+7gdX6ldAT4dScKDs3fw97Thm3f+tb6X2e+edGIoEEN3xsHtZHO0AXmMu6CH7tq+xftZTuRIT1d9/D3DXriL7wIqH778d21U3YS2+BkAGFNrRLizlybBMHn30C3b6CisU3ccn7a2EwiuyOILvDyL4ojJyVBj5LlixZ/ueIvUH1Q5+Zdkj/Q99l6OGHKf7E31FyWsWTLFmyZMkygelXZE5jNks/XwQeBf5BSjl7hV6WNDIZgYglVC671elECE0tVsbUW3B6ISuLXUUozGSJRFHhwPSp2x9MlgHNLVE5vakuz2agH/3vqjGe7IbhGOYfu1noWEhB+buQaHhCCYwfNkP8NKfRIqDUjsy3cmyPj4iAvGvD/OTUT6jLn8fHF30MaUq2//KnhLzDuDecx5OxTVxQuJI76t6ploAlY6uvyf9HfvcYnd3t9ObnoFlsCOtFONz5rLyxIn3q4De+CUYC95e+CLZxJUqFoLfRT+s+H8W1LuZfNJZjPtzZzsltrxHxq1QWm9OFp6ISm8uNkYgT8nnxD/RjpvosSEluaRml8xooqW/A7h4T2vafCnJy+zCFc5wsuqSE6ON/JL5zB/abbsJ68cWT38zkx+vkj1+m19lAeUWC8vNziYVCJGJRElEVZXIffwwtESS+8n1Y8sqwOhxYHU40m4Wv7PtHTGny/d4BEg03El5wS/rwh32H+VXzr1iSv4T31r+XnhN+mnd5KZ3rZsHFU+fZx156idgLL2C99FLsb3sb8ajBrj90Y5qSNbdVYXcpAZXR1ET44R+j18/D+bd/M+XxzoSh9hDHXhskr9TG8mvLz2jf41sGGWwNUda3i/n3Xo3wTJ2SEv3T08Rfew3bDddju+KK9M97w71878j3KHOU8X+WnV7UDZpGm3ik8RHWD72Nwv5aapbnUbPizCoAHdk0gLczTN3KfKqXqTmanZ2EvveviPJy3P/w/40NzrAqHv7hjzBOnsT54XvQFy+e9lw9x0dp3umluM7FokvOrBhEb6Ofk28Mk1tsY8UNFVOOi+/YQfR3j2G5YCWO97xn0vZHmx/lgHc/76x7J4t++CzS68P1xS+k9RI/bvwxp3ytXH/iXpCCi95ZjdWhk/f617F4Wxi9+AskCifn3to6tpKz/8eEKi5mU9O1JOKS868vJ7dkan3P6SSePIBmFKMXT51CmMKaElJnu1FnyZIlyzllNiLqywGEEKuFED8B6pL7CbVZLn9LZ/jXQNKBiCSFsTaXC4xk2ktM/W0mohN2SaXspNKXRI0LeWAQCQSThnHuuBQmABkIIvJt6O+pQe71YR4cQQskKHfWqYOmHAePFVHpQFQ6EeUOKLKlU5va9o8QCxk4XP0ccDdSWlKLqHQy1NpCa89+HDm5OFcVs/fQMeyefN41d2KJ1/Ek2t+guLGJnpuvpa31OEJrpar6Q2gLxjQVZqwNs68P6YmgV080kF05Fnp2ehkZiNFQ7yYaDLD7D7+mba/KPcmvqGL5226heumKSWlEiViUnmNHaNu/m67DB+hua+ZE2zZ4VVA6r4HaCy6k+rzz6Tlm0peQlNTnoM11k+jah9F3GG3+e9DGXVsiFmO0v5eR3m5GerrpjWxhOLSZjoERODhNFK/rpxP+K3SdeZYocZvkOTOGLfwGul/DnpOLzeViONLLqLed9liC1twDnGzsxxsIIGJOYkctJOIxjHgMIxZX/47FSMSixFpaSHhGkV3bMP5zN1KaxMMmiQT0/ULH7rKCJhCGiSwYRRs9guX330VoOkLX0DQdoWlomobQdfV38mdC0xBCKC3KuIhlKnrp7QoT8MUI2O34NyWdQJn+Y2wXKU/7mSQ6GmXIF6PbGqd7+2Np21uO2x8pkYA51I+Z40McexE92pyehy/qpXh0GLctwavtD096C4LxIMUjwwT82wgbuwiddNLSpU+vrTltWzRkMOKN0LNZUHTKhRCqApOR60NYwfL0jybck9MxjHZk7gjatt+hNWVwCsbtN9IXIRY2GNHsdD9pQWbKi0rvd/phJMMjYUyvpOe3jnRFt9P3MXt6MPNG0ALH0P74b5PmEfC3UGGE6Gx5kUHXMFIG0J75D0Sucr6twS5qQnG6wr/Batd49RnlAFgH2sGExMtPITXb2AmTiKgfiw/MvoP4hY+wP87A4zo5RZkciMzXPc9fxzxPMeROrTtJYaupBSDW2jrj2CxZsmTJMnvOJPn0V8BngENAtibemZAUUUciShhrc7ohrr7YZVRZTKYRm7BLqhKTnqytL2pcmC8PErZZSJhG0uBUBm7agUh1fbZoiAsLEWsKwBtn6w9+TSzYTfn561l8ywaEY+pyXjkFNoZDYQb61ep+hVOtYja+vgmAuWvWIezKiEj1iciElBKzuwcBrHv3B3j6hz8i7Oukv/HnBIY+S05SuCmKiqCvD3N4CL16Yq6fp9SO1aERGolzcvsuDj7zayIBP7rNxvLrb2bRpVei6ZkfYYvNzpwVFzBnxQUkYlG6jhyibe9Ouo4epL+5kf7mRnY99ks0Sy6IUvqbqoiHi4kN9yGLPeitjcTamwh6vYz2dRMYHpqie67AXVhKTlEhdrcbq8OJiI5ib3mBuJ6Dv3Qt0WCQaDBANOgnEY3iMiwQhXYKIBiGjpcnHHEDxUCM7W+MOR/t+6e81WO47BCcXFo2FlKvNM6ksdbeOouDzh5vp3qdLd1H22celOeCaAiOHZ7w4yqcQJye7iMZd1PbuzGBobazn6OZgL6mcT/IdYERg8ZZ1JPIdYJvSL1mwWifep0tM74XOU4IjKrXaeQCuTgIeXsIAbidMNinXiiNkh2QdBMLwWBras+kOL29Y5oT50EYQI2JBtRrthR7lAPmjyaYOsaisNerSnTR5uaM1buyZMmSJcvZcSYOxICU8qm3bCZ/zSQjEMGASkFy5uWBP2nEx5IORCKOaZppxbzFruHSQA8ZYNeg1I45MMioQxl/hdU16S9DkUzJSTkQKYQQUGhjwLQTCjeDL48ljkunnaq70MpwVxj/cAQcUOGqIOQbpnXPToQQLNh4BV0WZQBNVYUJQA4MIAMBRF4e1rIyPBXvJOL/FbFQH88/9C0uft9HKF+4GK2oCIOx5m0T5q8JPGUxuo88y87fKqutbP5C1r77A+QWzz61w2KzU7tyNbUrVxOPhOk4tJ+2vbvob24kEfUDftr3Nysj3eNQr+2bT5uLRm5JGZ7ySjzllbjaOujeH2eg4irq15dx3tVjFYQcJ/9MfuQHROquwHfdxJSap5qfg+mKIQAAIABJREFU4JFDP+Iq+xI+fGQbo3mLGG64i0jATzwcIpaI8lLXS1ixsC5nA/0tUaxOG/NWl6BbregWKxa7Hd1qQ7fasNhs6EIQ/tJX0OMx8n/w71jy81V1BsPg1UdaCftjrL6lgsJqB9I08f/DZzCGh3B97atQXKwqfZkG0jQxjeTf6f+bSHNcJSchxpIkhSDoi3P0lX4sNp2VN5ZPiASp51OkhqZ+mk4DEwhi27bR90YLnVWX4S6wsfy6snFGnphg8JleL6EHv4PIy1Mpb0n+2PY4u4d2c2P1TawvWz/p/Y8YYR598c8sGFxD2Tw3DevHIl1nYlD2nQzQuH0Yd76VC26qIPzwjzEaG3F84P1Yzjtv7JgZ0kjjBw4Q+fnPsSxdivOeD00+eHIefc0BTmwZxFPmYMX15ak7NjUZ5h8NJNjxh04wBatvrcSVf3r3cknwy19B+v24vvJl9NN65oSMMF/a8yWsmoUHVz9I/MWXif7pT1gvvxzHbbcC8GLbS2iv1GKRVta8owp3vg3L4AnyttyHkT+PkcvvHz/J9L+0iI+CZz+Kac/Fe8NPVCnfIyOU1LlZdtXpZVYnX5sZCuH9j6ehEOKxmSs46cXFaB4P5sgIxuAglr+g/kBZsmTJ8r+ZM3Eg7kumML0MpPNtpJSPn/NZ/RUhEyYYEjQI+pMOhCcfEUtqIKImYANiJCIRld6E6jdQkuw6LGpcCE1gdnUx6lTGQEHVWO+AlAbidAcCIBJIYCTqABhoPkoiFsNiO92gGCO3WDkosWEBlVDpquT4qy8hTYPalWvIKSrGHVRRkfG9Ck4ncfIkAPr8eoy4ZKQfbHm34yl6mf6Tx3n5hw8x78L1zM/LwQKYpzkQo329nNjyMl0HNyNNA6FZWXXrHSzYcFnGqkezxepwMm/NOuatWUfzriH2PnWU/PIg1Us0gieOE928Ga2kGPe112PPzcWZ58FTVkFOcamq6pQktm0blud/ymDldXQcGmHZlaXpNDDL0Al1DwoXTDp/e6yTkNOgvKqOuW3PEC/wMnT5NentUkq++eLvMaTB9cZNePtGaFhXOK22IHHkKP7RAFptLZ559RO2zVtjcuy1QfpPWZm7Sq3X6uWVJLp6yDHAOq/hrO8lwIHnetFtRcxbW8jc1WemfwAI/P4JPB2HGGr4IJGgjjOvbspOyjJh4At9A/y95NcvQCRrXjf5f0KXFmHuslVUFi+btJ9hGlQ8HUS3ltKwsZrKBdOX/pyK0vkmXSdOEvEnkFRTePIUMhAmb8Ol6OXTX3tC6Pj//T/Q+gbxLJhaA3F88yl0q4uG9RWUN2QuhTobBjsKObXHy0BbHheurp6wzejpxdY7gMjLw7N2/SQnav/QfvoLoyzyzKWsfiGxjh6Cv3kMq3eUnOTzktvSQ1wvJlI0TN3KJQA4Q7vwuPyE6+Zhmzs/88RMg7LNQYT0Y6mpIaeoht6TJxnqlFidVTM2S4zv2kU0oCqRGcHYtGNBOYj2+nrCe/cSbW7OOhBZsmTJco44E0vsg8D5qFKuNyVfN74Vk/prwowkhbw2jXCyo6Azz6OiCoBImAgtabRHxspfWmwapZbk6m2NCxkKY/b1MepWX7AF1WNdoEXS6SAUmtRxdbgzjNDzsLoqlC7geOYUjxR5STGjPuJEICiN53FiyysALL7yWmBcs7PE1A6EcUIZ0fr8+fSfCiJNKKz0cOXHP815170dTdNo2bGVFzob2Ta/ir2H97L3ycfY/quf8qf7v8Kf7v8yjVs2IU0DzbaI3LJ7WLDh8jflPJxO52E/ml5Ew7q1LL78GpZa3CzpHmLFwhUsv+FmFm68gpoVq/CUV05wHgD0igo8Iy04417Co4kJPQKsfXsBiBcvnXTOYz6V6tLgUUbk6X0ghBDk2/LRTQsdB1VqyZzzPExH4rBK57EsXTJpW93KAoQg3WAMQEuWhTO63pywNBEzaU+Wla2ZYY6ZkFKSOHQI3UxQt0z1Ozjx+tQN7oRFH9eUTZX9jZkxmkZVdGqBZ7LDBtB/MkR+pBS/zYttztlXHNMtGg0Xqbz7Ey91Yo6OIkpL0aZpZpbet7IyPe+puiL7esIMdYSx2LWzup/jWbixCKFBx6HRdJ+TFImDBwCwLFmSMQLT5Ff3sz5XOaNacu5G8p5LUyKPKOemb85YH1Fbr+rtGS+Z/Nyn0XRMp4oAaeFhnHlW5q5SgvYjr0wuJ3s6iQMHsScdCBkxZhitSKcxnWyeYWSWLFmyZJktZ2KNrZBSrpZSvl9K+cHkK0MsPst40l9yNo3waMqByE83krMKgWZRTkE8PGaEWmyC4nEOhNHejgR8ySZyhdW16bFC18HpVDn6oYlpRUPt6v/FtUrr3r5/+tK2eaXKgcgPlTHHPYfG55/HTCSoXbmGojl1wLjGXAn/lKLR+B5lRFuWL6frqDKEKxfnoWkay69/Ozd+4evUrb4ITdPwuR2c8vZz7JXnadm5jdG+Hix2B/XrNnLDZ+/DU/F2YhEXvqQe5FwQ9MYYbAuhWQRVS9SKdHzHDgCsq1fNuL9WUYFAUtaj9mk/kHQE4mFsvfuQCGKVF07YJ2JEaPY3o6GxoFjVpNci3knainxbPvOGzicRkeRXONJduacivm2bmneGOveufCuVi/OQJjTvVBGwlNbEfJOVadr2+4iFDAqqHLPuQD0e4/hxpM+HKC6m4apadKugtykwbffxtDGbdH5Ojp4kbsapdddm7EItpaTxdRXdOlzxGr74zE3WpmPu6gJsTp3hQRgqXIp1zZpZpUGJnByl94nFMPsyCxuOblLN/epW5mcWP58B7nwbdSuVkX/s1YlNA+Nb1fNiuXBNxn0PDh8EYFH+IgD0qtTz0ok0DLqO+Ul4dfy2YVpLlTOClNi63gAgVnXRtHMbcyDUvBZuLEa3CnpOBOg/NX118Pj2bdjC6veJLq2ERjP3RRmPrV45QtHmkzOOzZIlS5Yss+NMvqXeEEJMXuLMMi2pCIS0gDQNbC43utWajkBYBVjsyviKhccMpxxDYtMEMZuG8FhJHD1K0G4lpgkcuXnpEq4pThdSp+hrVurEujXKWOg4uI9YaGrtgrvAhtRMcmOFnD9ax6ld29F0nRU33poeY9WsuCwuTGlO6JicQgYCGEePgqahLV1Oz3HV9Ktq8ZiBl1tSxsXv/TA333Y3a5q7WaY5Of/G21h75/u4+u8/xx0PfI+L7nw/BVVzKG9QDktv0xkoLWcgZUxXLc7F6tAx+/owmprAbsey4vwZ9xcOB6KwkPIeZTR1Hh0lETOxd76OMOMkSpYgHRNLhe4d2oshDebnzcflLMK0uhBGFBGbeF35lgJWdaq0pvo106exmD4fiUOHwGLBelFmw61hnVo1b9ntJREzz0kEIhEz09GChRcXn5U4NfbaawDYLtmII8fKvNXqWo9vnjoKkTZmu9Rq+Pb+7QAsL8xcDK77uJ/B9hAJa5RjpW+ku4CfLVa7zsKNygBunnczlrXTG8vj0WtV1NDMUBFooDVIT2MA3SpYuGFyZ+izYdHGYjSLoPPIKINt6jMvQ2HiO1UVM1uGMsUxM8b+YaXYX120GlC/W0RJCcTjxNp7OPSCcoD2Vb2EN6Hup7X/AHpoAMNVQqJgivSlJKZLXZ8WUo6dM9eavuZDz/chzSkqWXV2YjS3gK4iODbNweAsCgHY69V8Ys0tM47NkiVLliyz40wciA3AfiHECSHEQSHEISHEwbdqYn8tmMkIRAKVOpEuvWpXImqLALtbpSDFI2OGfU5Q7ed3qrcocfAAw8noQ+n8BZMMtkw6iKAvxkhfFItNo3ZFDeULFmPEY5zavX3K+Wq6IOT2ImWMkq3qC37ZNTeSWzzRYfFYVYrFSGzyCmDs1VfBNLGsWEHnKYN41KSg0pHWV4zHVllFSSBM3bCfpVffwPx1l1Ba3zChulJ5g3I8zpUDEQ0laNmtVqIXJAW10T8/C4B1/XqEfWqNyHi0igpc4QEKCk2MuKTj0AjO438AIDz/pknjN/cqYfaGsg0AmG6VN68HeyeMq+k5j/xIGSI3MWO/gtgzfwbTxLp6NSInJ+OYojkuCqudxCMmbft96NUqJ958Ew7E8S2DhEcT5Fc4qFw0eeV/JmQ0Rux51VjedvnlADSsL0KzCLqP+/H1ZI42aTVK+2O0tWJKk8196p5uLNs4aWw8YnDweWXsepc0EbOE37QDAVDrGcAeGSaYU0VvzvQ9Hcaj19Yl5z6x2lQiarLnSeUQLbi4+Iw7M0+FK9/KwmTvkAPP9SJNSezFFyESQV+2LGPq1ba+bUSMCPNz51PsGHNk9DoV8TzySj+hkTh5ZTaOlW1Pf/6dx5UULtJwU0Zh93hMp9Ih6OGxyEjDuiKceRZ8vRFa9/ky7hd98kkArOtUhHD2DsRYJaYsWbJkyXJuOBMH4jqgAbiGMf3DZCspywRkVEUgYqbKQ/aUJcWW41KYXB5l+I2PQLj8ar8Rm4aMxkjs2s1QjopUlNVPbtCUrsQUGHMgUiv/ZfPdKn/7YlWBqXHLJswp8rA7gh30WFuJB1/ECAQoqJrD0quvnzTOY1MOxGh8YglIKSXRp59R13bttZzcqQz1+gsz12zXk0aM2dc3ZTpU6Vw3mi4Y7gwTDSYyjjkTjr06iBGXlM13k1/hREYiRJ9+GgD7TbOX9ejJfPzaAmWUNm/rwd66CanblCE1juHoMJt7NyMQXFZ+GQCGW127Ns6BiAQSlBxROeTG+T1o+tTGmIzGiDzxhJr3rbdOOQ7GHKXjWwaRxWUgBGZvLzJ+5pqAoY4QjVtVlOD8G8rT4vEzIfbC80ivF31BA/oyJXx25o5FIQ4+35vxedDr5gJgnGpl58BOukPdlDhKWF4wMQIhpWTfM72EfHHyKxxYFqvPwnDszTsQ8Ud/ydxW9YwffmWI+Cxz8bVkBMJoaz1tnj0EvXE8ZXYWbpi6WeDZsODiYmWY90Ro2TVE5LHHAHBkeF6klDzZroz066qvm7BNr6ujr3QVpzocCA1Wvb0Si6YTNsLEfKdwnngciSC06PYZ52SkIhDBMc2DxaalK5kdfKGP0MjE59L0jaSdfPtNNyKFxKJZGWydufSvpaICzeXCGBoi4X1zKWxZsmTJkkUxowMhkkvdUsq2TK/xY7JMJhWBiMaUYZ9XpoxOI3nHrALcBcr4jycdCBkzsY3GMaXEJwTxHW9gBoN4PWqlt3T+ZLHoWArT2Cp92361Oli1WOX4V593PjlFxYz299I6RRTid6d+hx48ghk/gabbuPh992bstZBnVcc8PQKR2LkL4/hxhMfDUOUqRnoj2N16unvvpHnn5Ki5RyLIkcn16EGVtC2pU1Ga7qRTdLb4eiI07xpGCDjvKmWwRB//I3JoCH1BA5bzZ05fSqFVqveyLHISu1tnZAi640sJLb0rnaaR4hfNvyAu46wvXU+FKykETkUgAsqBkKZkz1PdaDEr7Z5jeKumb1gQ+f1jyIEB9Pp5WNasnnZs5aJc8ssdRPwJWg4E0UpLwTQxe3pmfb0A0WCCnb/vQpow/6JCiuZkrpg0HTIQIPzT/wTAceedE6Jpiy8twebUGWgN0X1s8nutz60DwGhr46eNjwBwa+2t6NrE3iaNW4foODSCbhVc+I4qCh3KMXmzEYj4gQPEt26jwrufwnIrkUCCwy/NLP4F0Gtrk3MfM3pPbBmk/aCa55pbq9At565IACjDfPk16jk/9HwPwcEw2pw5WC+9ZNLY7QPbOew7TK41l6sqrpqwzVuwiGML7wZg+bXlFFa5KLSrRYHY1q8hzDiR+W/DKKifdNzTMXOS1cACEyNv1cvyqFiYQyJqsvdPPRMcyMh//RcEg1jWrMGyeCE41H0a6Zz5+RVCjOkgmppmGJ0lS5YsWWbDbL6tNgkhPiGEqBn/QyGETQhxhRDiZ8D735rp/e8npYGIRJQxlJeMQPQnhaJWTeBIph/FkiJq2RlCSPAZkkhcEn3s94RsFiIa2N05eMorJ53ndA2EtzuMrzeCzamnU0w03cLy628GYP+fHicSmGigHfMdo3XrVip61epyYe3NGc8FYxGIkfiYAyFjMUI//CEA9jvv5OgWtW3RxuJpDSMtHYXonXJM9TJ1vo5DM4smp8KIm+x+ogukioh4yh0YnZ2Ef/YzAJz33ntGVZ5SWgI621lcrPLG90fvILDqYxPG7RncwzMdz6ALnQ80fGBsPukIhEqzOb5lkN7GANgNNtf/Fl88cyoHgNHaSuTnv1Dz/tuPzThvoQmWXKFSR05sGcSoU06ocerULK9Wpdps/VU7oZE4BZWOtAN2poR+8AMVfVi2DGsyfSmFzamz5HI1zwPP9RILT1zd1/LzER4PhEKMdp+i3FnOTXMmRntO7fWmjfrVN1eSW2ynwP7mHQgZChN68DsAOO98FxfcOgehKW1JSms0HSkHwmxrQ0rJ8S2DHHlFpfFc+I5qPOVnLkSfDVVL86iaa8EwdY4ufj/2ez+COK2q2HB0mO8d+R4Ad9ffjds61oW9rznAruZyTN1GVfAg9Reqe1nkUNES78BeTLsH/0WfmdV8jLQDMdH4F0Kw8sYKrA6NvpOBtBYmvmcP0SeeAE3D+TcfBcDiVmmG/t4BTHPmCJBjsUo1ix6bRcO/LFmyZMkyI7Oxlq4DDODXQohuIcRRIUQL0AS8G/iulPK/3sI5/q8mVYUpGFLGoKdUfXl2NwcwpcQC2BxK2xBPlnGVycpJ/QlJbGiUxKFDDBerL+3S+oaMgtXTNRCte9X5apZ70K1jb3PtqrWUzJ1PeHSE1//rP0hEVWpVn7+H3//i21x0VK0qWpxXEA3XTplWlIpAjMbGogbh//xPzNZWtOpqeuZdyehAFFe+lbmrpxcCa+PSmKaiclEumi4YaA2ly5GeKQdf6GOkL4q70MaSK0qQkQjBb3wTolFsV12FdU3mqjRTkcpp5+gOzg89hEVEaQ2uYGhwTENxYuQE3zjwDSSS98x7D3U5deltRo66bj3YR9t+X7oKT/HVUQJ2L75YZgdCBoMEvvZ1Ne9rr51V1SiA8oYcSupcxMIGjYWXqTm0zM6BiEcMtv26HW93BFe+lXXvnoNmOfPAY/TpZ4g9+xzY7bg//emMz/LcVQUUVjkJjybY90zPpGfQV6Ec4ppBwaeXfhqHrgxvKSWNWwfZ+5QyTJdfW5Z2PFOr5WfrQEjTJHj//Zjd3ejz5uG4+z14yhwsvlQ5Ozv/0EXIN/1zKQoKELm5GKEI+x9v5cjLysm54O0VZ6UjmTXBIA2v/yu2qI8RTz2HhuZOuKcjsRG+sPsLeGNezi88n5tr1CKDlJKTO4bZ+st2DENQ3vsGCw7+TFUNS0SoGFX3uc9iY+SK72DmzK4PSMqB0AKTowfOXCtrblOO+dFNA7RubiP4LdWUzvG+92FJRhJ0t9JTWQyd4a6Z2587ligHInL06KzmmCVLlixZpmdGB0JKGZFS/ruU8mKgFrgSuEBKWSulvFdKuf8tn+X/YsykBiIU8qHpOjnFxcSjBl3HAqQaqTosKQ1EMgKRrJgyEJfEBpWB7l2oKomUL8hcCCsloDUDAaLBBG37lfGZqrGeQtM01r/vXhw5ufQ1HedP93+ZF378EM9888vMO2nFFLDqjrvIKV5NPGISHM5sFOXb1HFTKUyxl18m+uvfgKahf/KzHN6UFGBfWTpjWsZsHAibU09XY+o4nDnVaTra9vto2eVFaLD29iosFgh+636MEyfQystxfvKTZ3ZAaeJKKGMkMRTGYYvTcJ7SlRx5uR8pJa/3vc5ndn2GYCLIhtINvKf+PRMOkUpham/PZXdSRHveNWVp0XgmY1dGYwS+/BXMU6fQ5szBdQbzTq3warqgK1zOYNGyWUUgwv44m/+rjYHWEI4cCxveW4Mz1zrr86aIbdlC6KGHAHB96lPo8+ZmHKfpgjW3VaFbBZ2HR9NlWGNmjIdPPMwbLiX+fqe+jpVFKwEVHdn9x24OvaiM8hXXldGwbkxPkHIgvNEzz4GXUhL+/veJv/46IicH9333Iazq+hdtLKZsvptYyGDLz9umdW6FEITnrWDv+Z+i5VAYocGa26qYe8HZN4ybce7J50VrOsr5/X9EtwraD4yw96keTENycvQkn3jjE7QEWpjjnsMXl38RXeiEfHG2PdrBgWd7kRIWbihiycCziGgEy67fU/y7G6nwqhS79kU3E629bNZzSkcggpnTjyoW5Ka7Uu95OUC7czn6ypU47r47PUbLUfffrrnpa5m5PGsqAhE5mo1AZMmSJcu54IwSbqWUcSllj5Ry6tyKLBNIRSDiZpSc4lI03ULb/hESMRMjuYJr15NVmMJhpD8O3jjSKvAakrhmR5tfz0BERRbKF2Z2ILQ8FRGQI6Oc3DGMkZCUN+SQVzo5LSKnsIir//5z5FdWE/J5GTh8FHtEEMgXbPzYJ1i04QryK9V+U9Xkz7MlNRDxEeI7dhL89oMAOD/+MY62FRCPmJTNd0+pfZgw9/KkA9E7tQMBULNCrSa37BqestRjJgZOBdnzlDLQV1xfTn6pleD99xPfsgWRk0POg99Gy81cweh0RHgY16GfU/yb6yl8/fNYXAmkKRhY/wPmX3c+VrtGf0uQf3/2l3xt/9cIG2GurLiSL674IpqY+HEz3GUcDl3DK803gITFlxazYH0RJQ61qj0YmVjOVIbCBL78ZRL79iEKC8n5zoMI1/Q9Ik4nt9ieThE6svgDjHROrynpaw7w8o9a8PVGcBfauOyeOnKLJlfTmonYltcJfv0bYJo47r4b+/XXTTs+p8jG6lvUSvThl/t59flDfGLbJ3is9TG6itV9XOxzI6Wkp9HPSz9qTmsJLnxHFfMvmihGTkcgYsNTRtUyIU2T0EPfJfr4H8Fiwf21r6bLsYJKDbvwHdXklzsIDMd45eFT9DZN7o8SHo1z8IU+the8i1HPPByWGJd9qI6a5W+uYdy0cw8GCXzh8yT270cUFlL5zU9z0Tur0S2C1n0+Hvv+Lh547v/SE+plfu58Hlz1IGLYwb5nenj+307S2xTA6tC48PYqzrvYij35u8T+1LewjHZQbFOOT6/7zITf0u7BtDjRYgFENPPz19BgUD+8GYSgqeEO9i39OD0nQ0SDCUxDoicdCIfuord5Zl2DfeFC0HWiLS2YkXPXTyZLlixZ/l/l3NQLzDIlKQ1E3IziKStHmjLdg8CSb4PhGHaR6gMRSqcvmYk+pPSQsLiI3vthoo/+BHdh0aT+DymERxki8ZFQ+vgLN05dT77NNsBzGwcZbuvFHdapr1nGxy/9QrpJXGGlk95G1dQrUyfkVBnXor0tBH7xAsTj2G+7Fe9519DxaAe6RbDybRWz6g+QjkD0Ty9GrVyYiyvfStAbp6cxMKu0D19PmO2/7UCaqh/CvOU5BP/xPtV8zenEff+30rnpGZEmlqFGbN07sLe+hK1nN0KqSIORU4leN4fE0Q5iXoPRei++FY24d84nf+8iCleU8e7lt/P2mrdPch7MhGTfTjeNo38LKOdh8WXKsM+35aMLnZH4CDEjhk23YfpGCHzh8xjHlEA955++k64CdaYsWF/EcEeQ7hOwp+JOrI0+ShdMjFSFfHGObOqn/YCKMJXMdXHhO6rPqsRo5PHHCf/b90FK7LffjuOe2fWfrFqSS+nlJn2bBEPbdc7LvYmC2oNcs3oF/q2/xt/tou/Hp/B2K4Mwr9TO2tur080Qx+PSXdg1OxEjQtgI47LMLP6WkQjBBx8kvulVsNnI+cbXsa6anC5mc+psfF8t23/TwWB7iK2/6sBTZqew2okQgtH+KEMdoWS/QI2Knm0squinsHr2gv0zxRwaJvC5z2GcPIkoLCT3n/8ZvaICd9xP+OoTxF8pxe3N5wbv32BaE+TmOtn+2hDx6Fhp1TkNcOH8PRS0PI9t6y4GhJsouYT8+bDhXpwF5XD4QQajU/ftyIgQmDkVaL4W9GAPCfvEz7HR2or/M5+ldmAA91Ifx6pvZrAzyuBvOtJjlnms1Atw6G76WmZ2IDSHA/u8uUSbThJtbMS5PHPfkCxZsmTJMjv+4hyIZEWnTpTGAmC7lPILQoibgH8EEsBPpZQ//p+a45lgjotAFJbNpa85SGAohjPPgr1IORBWqQyeeCScTl+K738JS+XbSFhd9AyrFI7yhUumNMhFMgLRHiwjbjEprnVRXDPRSEqYCbb0beHxtsc5PnIcgILyAm5f8GGurrx6wrELqtTK9lBH5giEx+bhyn0mN71wDEywv+M2tA/9DXt/qFJillxegrtglv0UUg5E79QialCrvfUXFnLohT6OvTZAxYKcaUuI+noibPl5O/GISeXiXJaer+H/1CeVEZ6bS84/fQfLokVjO0iJFujGOnQCy9BxrP0HsfXsQRun85CalWj1BkKL7yBadwXS9yM42sFLb/yM/xvqwNAMbsj/KDW+Jbyv5ctctnHeJOfB2xVm3zM9eLsjCAwuzfsPijb+c7p+viY0iu3F9EX6GIwOUtYbJfCVr2B2daGVlyvnYc6cWd3bqe7jmnfMYeuXnmbQPZ8tj3ZTNn+E4hoX0oShzrASBUuVTrTokmIWbSw+43KtMpEg/MMfEf2D6o3huOceHHe/Z0anMhgP8lrvazzZ8SQtkRZqFy7lspa7qPDPo+LwPBoB1nxRDe5WhQIWbixm/trCKcveCiEoshfRHe5mIDJAbc40TiPKmQ186cuquaDLRc43v5Gx03cKm0tn4/trado+ROPWIUb6ooz0RcfOr0HVolzq50awfPZXaP7MxQnOBYkjRwncdx9ycBCtuhr3dx7kuNPLC0e+y6aeTYSNMJYVNq4cvoMF/RcSH7WkUxWd9ih1nuOcp/2WEv8x2KeOKTUrlgUNcLQXv2UVLLub4mTH6qHo0BnP0cipwOJrQfP3QOFYVbnY5s0EH/g2hMPoy5ZR/8DHqbW4OLWIwZ4pAAAgAElEQVTbS/cJP/6BKPGoSSBsgEvHobsZaN2JkUigW6b/OnMsWUK06SSRo8eyDkSWLFmyvEn+4hwIoB7YK6VMl1YRQliB7wJrgCCwVQjxJynl9BbnXwAyHYGIkVdWwckdKjpQv6YQYZhIwCJVOD4eCmGeGEIIO4mhE9gW3UYiDL0nVK59+YKpm1ZpHg+GZqFVqB4Rqc6uUkqOjxznlZ5XeLX31bQwN9eSyy21t3B73e0ZV2OLapwITRm78YiB1TFWJlMmDEp++hQffU6txDvuugv7h+9hx++6iAQSFNU4J+Sfz4RWOdYZWUo5rYE5b3UBTduH8PVEaDswQt3KzI3WBlqDbP9NB/GIScWCHFYt8eP/2P9BDg2hlZXi+fxHsNs70Pe/jmWkHYuvGcvQCbTY5JQKI6eKWOVqotUXE629HNOWS7O/mU1N/0ks+hJ3AfFTzcjlVjaWb+TqlUvofdzOSF+Ul3/Uwvy1hRRUOokEE3Qf86cb4rk8Vq7O+y7V8c0M+LsmlMAsdigHIvjic4z+8DHV/Gv+fHK+/QBa8ZvvVGyxaax07+fkqeO0zbuBvpNB+k6O9RARGlQvzWPJFaXkFM7OERyPOThI8GtfV12ydR3X5z6L/ZprphwfMSLsGNjBpp5N7BzYSVwqgzbfls/Fq1dw3Y3zGT4k6W30E/TFEf09uHztVN2wktprGrDYZs7GLHOW0R3upj/cP60DkTh0iMA/3of0etEqK8m5/1vodXUzHl/TVRfp+WsLGWwP4R+MgZS4CmyU1LqwOnRkwsBns2F2d2P6/Wi55048LaUk9tRThP7t+5BIEF9cz6Z7L+TZ5i/SFRprGrjaWcN7bTWsdZ7A6n6O2EAv8ZjAJkK4NF+6D1wit4p4xRqi1euI1l6BMRKFJ96J0diElDLdaO70VLvZcLoOQhoGkUd+SuTRRwGwXnEF7s9+BuFwYENFU1MR1VjY4MD3VVM4t7OQxFCMoc52SuvmTXtOx9KljDz5FOGDBym4811nPOcsWbJkyTLGWTkQQggLsBSwA0gpd57DOa0CqoQQm4Aw8H+S5zkppfQmz/86sBF47Bye9y3BjI5FICz2IvpOBtAsgroL8hGHR5QDYSjj3DEiEDl2zNAQrs9+HNsRN8GQn+H2ZhBiWgdCeDz0ll9ETHfjKbczVNzOn5ve4LXe1+gOdafH1bpruaX2Fq6qvCpdvSYTVrtOYZWToY4wA62hdLqQ6fcT/OrXsO3ZQ0KDn73NyT985F5a93rpPu7HYtdYc2vVGa1Wa/keRF4ecnQUOTiIKCmZcqzFprHsqlJ2/7GbA8/2UljlnJCyIk2Dlq1dHNzkxzQFcyp9rBr6MaOfOgCGxFluUn3RQSw7Ppbx+KajgHjRIhJFi4gXLyZWsRozt4q4Geew9zA7Tj3KjoEddIZU5Zf5BSrXfYU3j19sfJhSp0oxW/ABg12Pd9HbFODYaxMNLE0XzF9byKJLiil5yYBOsIy2T3AgyqxFrH7RoHi3KtVqu+ZqXJ/+NMJx7kp92pYsYu6rP2TuUju+q96HfzCGpkFuiZ2yeTk4cs9ufSG+bx/Br38D6fUiiorIue8+LMvPmzSuP9zPrsFd7Bzcyd6hvUQMlYokEKwoWMG11ddyafml2DTlwBSvH2uIF3zwcWLbnsN55d9hsS2d1bzKnCrS1RvJvO4gpST6u8cIP/wwGAaWCy7A/dX70vqi2aJbNcrqcyjL0BJBWHT0+nqMY8cwGhvRMqREnQ0yFGD0n+7H3KT6u7yyxsqPL2/FGFBC5xLD5EZ/gJsDAerjE5uv2QAjr4RE4TKCRQtJFC8mVr4KM3dilESUSERhIXJ4GLOrm6IKZdAPRYcwpTkp0jYdaQfC3405MkLwG98ksXu3KtX6t3+D/fbbp1xIsDl16i4qhz192IT6vdTdeHxGB8K5UkWQQnt2z3qeWbJkyZIlM2cbgfgdsBOIAzL57zNGCHEPykEYz8eBB6SUjwkhNgC/TI4Z3wDAD0xKzBdCfAT4CEBNTc3pm/9HSGsgZJSBVjuQoOY8D3a3BdOpbr/wKcOpyKHmrDUUYNmwEFtLG2aiC9NIUFhdgyNn6tXKsNNG25yrAfhzwS84tHNreluhrZDLKy7niooraMjLXAY2E6Xz3Ax1qHSWykW5GG3tBL70JczOTkRBAd+6KciRqjjv7x1h/7PKKFt5Q/msU5fGo9XUYBw+jNHejpbJgUhE0cJDaOEhGjxDDMxx0NaRx+YfH2Vt3TbKLUfweR0cGNpIX3whIFjhfIL63U/ga1QlbgsaApStHAWLlUReLYm8Woy8ORieWhKeWhJFizBdJelUIm/Uy87BnexofoQ9Q3sIJULp6eTb8tlYtpErzt8Iv/oMnl4/+XLs/bE5ddbfNYf+liBdx/yEfHGsDo2iaidzku8/gJFXA2xFHxkz6syhYd7x74coOSkxdQ333/0d9ltumfX7NlssS5XhrR3dz9zPnmEVqgxI0yT6698QfuQRME0sF6zE/eUvoxUqAXPCTHDEd4SdAzvZObiT1kDrhP0XeRZxefnlXFJ+SXp1e8q5L1pM7NnnMI4dn/X8Ug5EX3iyWN8cHSX07QeVNgawv/MOnB/5KMKiTxr7ZrEsWYxx7BiJQ4czairSSImIB9PPvRYeQgsNjvt3Py2hbvYNe6l6DsoHBFEL/Mf1Gq8vk5QnDDaOhrk8FGZdOIJucZDIm0ck9czn1ai/ixZiOmeOGAohsCxaRHzbNhJHDmOvvhaP1cNIfITh6PCM79l41HMPiSNH8D/0Ucy+PkR+Pu77/hHrypUz7t+woZLBPX3YhYqedhw5yPnX3DDtPo7Fi9BcLuJt7cT7+7GWZtaTZcmSJUuWmTlbB+KIlPLbb/bkUspHgEfG/0wI4ULpHJBSvi6EqEI5DOOt51xgUiUoKeXDwMMAq1evnn2plbcQM6wcCIvbQedhpSeoX6sMKpIrvOb+RjTTpMylylpqK9TKn82pY8bVCmKm6ks9oR52De7ijYE38B+Dy5x34wz1cTR3K+XOci4quYh1petYUbgCXZy5IVTekMux1wbpPuZnaXEHoa9/HRkMotfX4/7WNxlq/AxWv5edv+vBiEvmnJfHnNlWlZEmIuJDTxpDtnxBGLBs+Rl5gSfRwoNo4eExYykenLD7taad52yfoT22is1NlwNjDcmc2gjrip/E8cZBfO1u0AWed1+O7bqrGMybo1Y/tcn3w5QmTaONaQP3xMgJJGOPUa27lrUla7mw5EKW5S9Ldz8erZ+H0dhEoqkR64oV6fFCiORK9NQVnhIelUqjjyoHInHoEIGvfo2SoSGGc2DX31zCnTfeOrt7eoboDQ1gtarGZoFAuhTw2WD6/YQe+HbaAHfc/R4cH/wgQ3EvOzv/zM6Bnewb2kfIGHPCnLqTlUUrubD4QtYUr0lHb2Y19yXq8xA/eHDGtLcUUzkQiSNHCX7968qIzcnB9fnPYduwYdZzOSOkiXXJfKJ/AOONV3FsKJ7oFCRfeuj/b+++4+yo6saPf74zc8v2vtn0QhISWhJISAgdwgOIBRuijyiIojwW7AoWRJ9HBeVR/KlgQVSQBxQVC1IiEFIIpFHSICGkZ7Mtu9l2d++9M+f3x8wtW5LcTduU7/v1uq+ZOXPm3HN3dvee78w5Z5qwYo2I293j8E4RXsyLsiAvyoL8PMZtsrjhcSE/DjtL4V9Xhpg2tIIb88YwpnAsXtFQ3IIadhWPwiuo8vumHQBn6hQ/gFixgsillzI0fyi7d++mNlY7oAAiUTyaxrWFNLz6JhiwJ0+i8Lbb/Cek5yBcHswIFdyd2rJq378H4jjkTZtGx6JFxJYvJ3T55TnXVymlVE/7G0AkRGQu0ABgjPnAwasStwJNwB0iMgXYAqwBJohIOdAOnAf88CC+5yFhPIOJewhAtJhk3B/cXBo8cTaxYgE2J2BFyihw8qiMjsAAMtK/qhbKs/GSfsOy5sSTiLtxXm1+laWNS1nauJStHcGsJEZ47/YvAzB667+559QfMnrEaQd8xbpseJSC8hAduxJsueN3VHR0EDr3XApuvhnJz6NyUxVT3riCrmaP4uoIZ1xWitO2rWfDP7arbzAQ24XVtSs9mxGAaS8gRgmyejH50b7PeTBWCC+vHC+vMlhWcEF0B+vqS9iwfTidXRHyih2GTi5lZBF0//ebdDXEkLIyCr99G9appxLv5zM2dzezvGk5yxqXsaxxWY8na4esEFPLp3Jm5ZnMrJrJ0Pz+Zz2yJ03GXbced+1rPQKIXLjF/mBou2UTXY88Quzue8B16Zg8mq/M2cbJw719lLD/JBzGnjABd80akqvXEJp55n6Vk1y3jo5bv4VXWwuFhdR/5v0sGNPJkhduZGN7z+dMjC4YzYyqGZxZeSanlJ1CyBr48yQA7BPGISUlmPp6vK1bsXO441iT5z93IxVAGGPo/tOfiP3C77JkT55EwTdvxR6a2wPRgkKQeFvm97urOWt9V7C+C6urKb3udXuso4bEuo0UP/EFLGfP1zpcJ49NBRUsKChgYRhWSBcJDKGE4dq5Hpe87P9+7D5zMiNu/iZfKMvUvXNPhR4AJ7hjkli+AmMMw/OH89ru19jeuZ1Ty/p2UzPG4Bn/2XOeMXiAt2sX8Tt+h3kl6Br2rnfjfvgjNDshvPZ4kNfPbwiWQVqqvGavg0JHcJLgWKV0tbewbd0bjDxxwl7rnz/9DDoWLaJz6VKKNYBQSqn9tr8BRI0x5pKDWpOM7wMPiMgV+HcirjXGJETk88CT+M+u+I0xZvveCjkSmLiL4I9/iMeKwYbxM8sxSZfY3XfT/ZdHKXz7z5CCCkbmzcQWh0SZHzgAiBXDuA1g2fy89Q+8/Oyr6X7iAAVOAadXnM4ZnefTFasikmylZucSSt2PHZzuLoluhra9yhtMZuuwCxg9q5jiS8Zir7wb6Wzi1NdOoaT5NMTq5K3W5ym7P7enGqd4kZJ0MCBeCF7eTKcZy+5zr8TLq+jxMuGidNeibMODV0r3P/9J520/gUQC+5STKfzWt3oMOnY9l7W716aDsPWtPaeAHBIdwvTK6cysmsnU8qnkOft+zoIzeRLxv/+d5OrVA/r8AG7JaNy4UP/IRmKbfgZA5D3voekDF7N76ad7jF85FEJTp+KuWUNiyZIBBxDGGLoffZTOn9+NJBLUjyjkjithi7kPgl+FqB1lWvm0dNCQugswUMYYXJNZep6BaafDvGdpXbwEr2JouqHpBo1M1zPphqtroLPLb7Bu79jJ6vU7Kb3nx+QvfxGAlkvfRv1VH8brsrHWbyfUtYtQdzPheDOReDPh7l1E4i1EEs1E481EEy1EE83kJVqwTXJAn6U7rwinQkg2wZqOM2gdM5x2u4zddintdilNVgFv2rvZbG2mnjV00YA/HAwwwsTGYfzXoy0Ma2wlaTv8+4L3sfy08zHz2/HM+kxjPavhnt0Qd73UdnYD3wSNdjCYXvv8n6kx/hijn0UKKWls5CN3PMXWURZSDj+Y/xLfa6ru0dB3+4mLTm14g68sf5CKrlYkbBg+cxeXeePZft/AH/D2MIUMxyIUHU+ycxn33v4X/m/IqTghi2jIJhqyiTgWkZBNNGQRdWzGNpVwDbDlsbn8+KR3BPtsIkHeaFbeSLBMpUWcYF+vcsO2ddC7Fyql1JFufwOIfBG5GmgFMMb862BVKBgofUU/6f8A/nGw3udwyEzhGieZKKW4PMSQ4eI/3GnpMnAcCLtIIsRY5yTwoL20k1UN/sDS7vW7GAJ05OXzwi5/mMkJRScwo3IGZ1adyeSSydhiM+/eTXQRY3TXSiyTxNu9m347LPXpU937TkFT+m4BLU3seMaiZlc5G2d+m10VJ+OG/0LJC3/BNTYLWj9GSWwWSUmQN/zHlCU2+ncJ8oM7BFG/4e/mp4KA8p5BQbQM7MxYCa+hAf54FfHaTjonX41YA+tqYbrjdN51F/F/+b+KkSuvJO+T/4WEQjR0NbC0cSnLGpexomkFHclMd6iQFWJK2RRmVM5gRtUMRuSPGHBjwAn6bCdWrMAkk8g+ppOEoFHrGWLbY7Q8WUWiw0B+Pt5Nn6d99rlYCf/68baO7WxobMczVrrh7HoG1xhcj2CZaTAnPROUnXmPZNZ+/1jSZZQWj+cCoPHZBfx9yjtwocexbtZxqXITXpJE12re/tTDTF1fhwBzpwm/nRMj4Qght4ZIfDKRxEmE4uPYsNNhvWd4wDTgmYYe9ctu8HueSV95TqcZg+dBP21RLtldxeeB5X+ey9dr+3+qNYCNSzmtVEkzcqLFkM27KLnzWvI7u3FDFu0zCigqeZIxT/2JclqJyMACgnYTpckUs4tiGk0xu0wxTRTTZIqy1otpNCXsopgEDh+sfJL/bJrL3DUjuCtyFeK04BS+hlP4PHbBBsTKPNHaJPNJdkwk2TaRi9Z0cuPLjxF1E2wrrOK7M65hY9Ew2Djwp7Pvr6XVJzJn63KmbVzB+qoq8gDXaaQ72f+dFEvAxuP9r/2bq9bOxcawpnIso89qpKiglpOpp0OGIuJfHbIswRJ/ML0lYIn4+8TvFmgJhJwQu3fB8ATUlY2juHMZxV1v8O7W0/lbQZymuNtvXV4wRVwRKaJ8dyMvPr2EjSUHPp2uCJngw+kZbPQMTGyijtUjMIk4FuHsl+0fE7atnvvsXnl67XPsA+uappRSA7XPlo6I/BR40BjzfFbys/gzI+15uhyVNYVrN2KXM3ai0PGpT+Jt3YqUllL47W8j28ow69op9PyxA7/YeTfPrfCnKLy81Z+SNVI4hi+ccikzKmdQEek52LFhUwe7tsUIR4VRna/hAaFXH6MgsQC7swGrswGrs9FfjzX16VPdn3ibzdb5FcTbHPKi7UwpmsuK2Nt4cvdXGT9sC7UtNeyOFYDlMnfCb5k2+STqJt+NCRf2e5cgF1ZVFVJZiWlsxNu2rd8uKcYYEq4h4RmSwTLheiR31hG9/b9xNqzHhMLUf+QTvDptKGte+gXrO1ZQH9/ao5xSZxgjw6cxLHQaVc6JiAnTUmd4otaQ9HaQDMpPepkGeParR1qQ74ulQ6huqeObP/oX66rHBfnoky91vDGGKzYt5uMr/0bIc4iUJrh1xrtZsLYU1q4EoGB8MclQKx98eDEmUb5fP9d9/txNIaeH8ineVc+Cea+wubj/blritGIXrMMpfJ2Tm1/jpn/GqGqFzgjcfVmYRSMnkmyYRLJjYq+6JoLXQahr0Ji0BGwxbBo1huQrFtMa1nO9eYbC/G4qaaGC3VTQ4r9MCyW0YWEwHvx0fg0XLrawjUu0PM7w2c2EC3s2NrskSqtVQlvq5ZTSbpXQ7pTRbpfQYZfSGSql0y6l0ynBtaNYFliIvxRB8JclFpSJMIGeDeCiE+bA63M5v+4l/jGpngbZ1qMOlc4YRkenMjY6jaGR8YS7Ypzw0K+pXL4QgMZZ59P4gRv4WF4edlYDO9PYzmp0Bw3x1Htn/xylz9L/HNIjT2bdEkHOiMM3lnNN+1pmv+UKbn7lYSYNj/HjK6f1aehbIri1tXR+93sk164EEaIfvIbZH/4wJYu+BWtf54ezDZ2nDazrX01NDbv+tI7O5XV8/l0XcN89j+ImahmW6ORzbhknzxnFsKmVJICuhEt30qUr4dGddHHaz4OnH+MbJfVsftscuhIeXQmXrqRLd5CnK2vZlXCDMlLr/r7uhEdX0iXhmiCfx8H6XR8oSyDs+IHLnoKM/tYjWdsRxyZkW4Qc8YMSSwg5FiHLT3Msy99vCyHbwrElHbyk0kLBcWGn1/G2YFuid2qUOobkcgdiPXCniAwFHgb+zxjzu0NbrWODG8sEEE6ojIpf3oK3uwFr3FjqvnI9f7WWYRKtfAh/9pC62CZ2241MKJ7AjIrp5D37Mi4wvOBUruiKY6/7VxAQNKSDgxff/E/gFKY4D1LSPJ9mCgktf4Sijo5+62ScKG6v7kHZdwi6Nu6m5Sf/h2nvRMaMwb31O+RVVFHxeB1Na9t5bZs/N6VdZNM4rZbNiVWEWmfw13VdJL2Y38B3/Ya938D3G89x1yPpmfT+pOenpdYTruGawuFMaWzkR7/6NwvHzPDLSAcKfr7epjas56tLH8CJd1BXUMjtl49iS/FvsTZneoAbL0yy4wTc9hNJdkygLVFBJqRo6FPm/ni+fCJXttQx+vUVzA0N32vevEQXn3n5ES7Y/jIAbScUcOLp6xltt7HacrDF/7Lt8qpwaWVoxW7yksOxBWxLsMVvqKby+Uv/yq0tghNcwbUtf78l4KTX/bzpYy2hsXYWxUue4cvx1bx27nS/fIFd7mY2dy9nc/cKGhKbsDzDlYsN713gYRuoHVnKmo9ey2WjzuZKJxw0MjMNR9vq2fBM1VmE4D0yDW4rlYbBSbQSitUT6vRfTmcddmcddkc9dqwhPehYnCRbh5bRvj2PGzc+ROVJ7f3+vA1CLFnBzoV5zNnpjxlomF3JlHfNobOomvZoefD7X44XLYeQ322tIHgNYETEXrXGW1nWuIwXG1/k7/lLGTsExtYlOGnlFpZM87sjzqyayYzKGT0GJCeWLaPj+7djGhshGiX/szcx4bLL2Htv/0PHnHUmu8vKMNu2MmGjP5fF9s6thBzTY7IGYwzdjz1G509/BrEYUl5OwS23EJoejKOo8B/iGGoceNc/AKcsmL65w2PctOmsX/I8hSUb6WgrYsVf3mTt3K1MPLOGkSeVM3FcCeFg1rv2D7yTrU8/xqglz3Dh/3wVsQ9spi3XM70CjF4BSI/ApG9wEk96xF3PXyY9urPWe+9LrXcn/TJSaZ4hK4g5coWDwKN3IBKyrZ77egQt/tK2Jf1/zLEEJwhWUtu21Ws7yO9Yfrl7zGcJTvAe2dv95gvKyt5OvY8lmf+3Giip48E+AwhjzF3AXSIyGrgauE9EosCDwEPGmPV7LeA41tXidytIeAlqatfh7G5gy6k13HlFG7WbvgWAHbGYUDSMcR1VLG+ay7tDpVyxYycNL/2B/4uNBSnC7HYpm9t3ms2d8Ylsi51CSGJMKF5Ma2kZkGCHdwKrqk6lxSqj2Spjl5TRRAn1pox2EyaeNMQTHt0xj7hrgi8hwzmvL+L65Y/gGI8Xh0zm9pP/k9jf6oA6MDC6wKLGtWixDG9YLmZdGwVj4fXmrby0Ykuf+g3U8vzhTOEVhm1Zx86K/q9IhmwhZAmOBVeu/xfve+nfWAZeHivc9Y4YHXnrsICQV0mRexol5lRKmEA4L4Rd4B+X+QIKvggks+5Yvb6kUl8m0vOY3l8seWdcCd9YwDvrX+bi938eJxLuW44lyJrVdN9+J6a2FvLyKPjiFxhRth5ryY+4+dR2PnV25nP/ePUkHtu2gWvOsnnn6L6zcB0syYr30bbkGca9tADr+rNYGHuFxQ2LaejKBFdjm0J89nGboVv9Rnrk/Vcz+frrOSmH7lppbgKrsx67ow6row47eFkdWWmd9Uiya99lAV64mOKpxbRvT9C0vozIO94B5TV4eZW4+ZV4+VW4kXJiTzxH7De/hViMWFk+P7isi0kXzGHiiR8fyI9pv9TH6plfN59FdYtY07IGj0wDb9E5FYz9cxM3LC/nS5/6DZG8ntM0e62txH71a+L/8Htu2iedRMEtN2OPGHHI67034thE3vNuun71a+T3D1F9VSX18Ua2d2xnVKF/59Ddtp3O//f/SL7ojzEJnX8++Z/7HFZpZpa2RLU/6DpUvzLn905NBfzXur8ytLWI6Yxm7Zsr2TIuCUtgV/NCCt5ShbusgtgueOXprbzytH+5QApc7FIXK8+jfMqHiO7exbIfPEBybBWWI1gh/xktlu1fKbdswRILscTvVmWl0v002xIsyx//YFlWZr9Y6fSQWEQsQSKCHbXS+/yXjSWhzHtIUJYIYol/58gSRKx0mmUJQta2WCD+uJOkB4mkCZYe3a4hkcxctPH/z7tZAUj/QUrC8/w7vKkLOK5HMms9EVwMiidTF4X2ki/r4pEbXDTye5f138XsWJG6gJMJKnpf1Om59O/OZC7spPdbkr5wJCKZ/Vnp2Xkt8dNTF5MyefvWI5We2U/m96/HHc2si0DSN09qu/87oLLHPNLPMdn5+9z57JNnz++deY++5abLJygjuOMKmfz+vqw8GhD2K+dvf2PMZuB24HYRmQb8BvgW9N/dfrDt3rKTxz59O9DrxJtUivRISycZwb9mKeldPfKbzJF99vVaK3JKGJU/gaQxjNz2HH89S3jo/AaMCEOTSS7oiHFBZ4wZia+ztbuMtsQplO1qJlS4mk1N/hexHRpLu1fFE8npNFBKvSmlnjIaTAkjW0+jGlgYtvlu5+2cb17iq/yBFxqH8j9b+wwjAbqCV0+W8bh+1T9514b5ADwy/nx+f+oVhByHUscibAe3pG2h1bGI2hbTbMFxTmA1EIo08daTygg7DuGggR3KvsoUNLz9q0z97w/ZQnRrGL78Ly5tXc+F155EOOT4xwX7bYFNHZt4fuO/GfnLv3PaKv8uy59nC4+c6zC5/GRmVc9iVtUsRhWMOqx/9GbYNFrHjoWNGxm2dD6Rt7615/7uOF2//z1dD/4feB72hAkUfOPr2KNGkdji/xmGGtf0OCb1tOQ32948ZPXuSHSwpGg7FRPLGbluFxt/9C3+/hYLRKiIVHBe0XQuXdhJ+T8XQiKGVFdT8OUvEZo+vU9Z0t2G3b4Du30HVtuOYL0Wu20Hdtt2rM4GpN/RDD154UK8giG4+UP8ZcEQ3IJqvIIhePnVfnCQVwFOBGMM9ubP4K5aRd1CQ8HXrkccG2MMyRdfJHbvj3DX+9c4Qhecz7przmHVG7cTaRvYgP+B2BnbyYKdC5hfN5/XdmeeU2GLzdSyqcyqmsXMqpkMv7iG1qXXE9qyheRdPyf8pS8ito3p7KT7scfouv8BTGsr2DbR664levX7D8lzKSLE69MAACAASURBVPZH9Mor6f7zX3DXruW654Zzx0zDG61vMKIzStcjj9D910chkUAKCsi76SbCl8zp8/eYrJiEsULYLRuReLvfBbIfrfHW9HTVyxqX0Z70g9hTOyYwnc+xu76JX+T9iSsLh1LaBv9e+VNem9jOkPYxjN51CiN2T6S8cxhOR4hkh//z21k2E8qATcFrnwyZL4oju/HrB6kGI359DZ7/tYbxp6WW1OTUWXnEpPc7AjbGf0qspD6zCcogvd3jqzVdPr2+ck2fr+D+yup9nOn1f8JI39TMVvZaps5996bOoumR3jtf9t6++/xxW9ll9Xe8MQY8ySotqJdJrfc/rqs/e8qXne4FrwMtZ9/7+n6npn6HMNLnvGXy7KNypH5+0iOl75r0TO+5uYdys0jmPfZU1z7H9EOM/96ZtqDxgxBj0mn+r6y/nWpapr7/rF55Uq3JzLH+L4olmW0JfvGETDmpT5JKC/5M0usmnT87b9axpmd5t99x8z4+eU85BxAiEgIuw78LcTHwHHDbgN7tMMqzC5lSMHuwqwFAIhnn9xftpHlCkv9q8R/sNLbbo54yas0oHjcVbLdLgA42dA/hyu6rOLl1GeU044XH4hHm6/IlJGIRdfxXdVKo3mVwLYhOLuKKfJvRpWNgGUy2OvnE7GFBf1fJ6ucqRIJlyLaI2EI43kXRXXfgbFgCto1z02e57q1X8DErh7944Kpny2iON/Oxcwv2e4adFFNzCrurqrAaGqjavhHn5JMwxrCudR0L6hawoG4BkQ3b+dyjLjUtfv/7Zz94KqMvfhsPV55JSTjHZ1AcAiJC3gc/SMd3vkPsV7/GOf107GHDMK5LYsFCYr/8Jd6OHX4f8P/8ANFrr0VC/hSmierTMAihulcgEUt3oTmxxB8Dk90IPRha4608X/88z+18jpd3vUzSJBl5nuF7G+DCVw0TIiMpnnkula+1kfj305i2NgAil82h6H1zCLn12C/9Cqu9Nh0w2G07sOJte31fIxZufjVuQSYw8LKCg9S2CRXk/FlEhIIvfZHWj3+CxLPzaN20GXvsWNzXXvN/3oA1ZAh5N32G8OzZjI3Vwxv+z9Q17n49H6U/tZ21zK+bz/yd81nXui6dHrWjnFl5JucOOZcZVTMocHp+toJbbqbt058h/sQTJF96CamqxF23HuL+pMPO6dPI//SnsceOPSj1PFikoICCW26m/ctf4Yx52/nZcggV3MXunZnB3OFLLyXv4zekHyTYhx0mUTGJcMNKQjtXEB91XnpXS7yFhXULeW7nc7y669Ued25GFozk/FHnU5OshC0w3hvNx0/7OMlILe6jrzBrwxBmnfNWTHEEDw9j6ul0d0J7CNrC0OVgtwsnPrYJKyHUTh5K89AyJCngWv43feo73ROMATGS/p4XI0GeVL6s/AT7SW1ntRSz0iWdLj22JfVVbyTrC95PS5XrL6XHMUJmELWVWu/Z2j4mGGMgCJCCEwTGy6ynPqgxmOztHvl7bWfnSR8nezmm18tkhxL979vbcX2O7fcYeq6bftJ6BUa55e95bOb96X8fvcIu07MM/zfTylzZJ3OV3wpS/Cv72fusrCv+mSZ0utEr6b8Af4+k19LHpbYECfILYvrbl7Ue3HnIlC4984uQvTddbvrY7O3s+meXZWXy9MpPj/fL1DJVVnZqqq5ZP4VMOdKjFlnpPWqf2ZeV3qPE/bjgmssg6kuA9+PPjLQEeAi4wRjTfyf7I0Tc7WJz+xvBVt//pD3/n5rM/wdIXynYU+6sI/awndnyjMvG0pc4d8xlWKFRxGuGMD9vCM/mlRMNO+mAYIxlWPO/XyaUTPCFy2ew5GdzcSIRSqrH09FsePC9kyiujqbf4fkHt1BLO5PPquCqS/yGu1eXx+7fQmWshWvP7H8wbDa3dift37wFb+NGpLiYgm/fRmjq1H0el21EwQia481s7dh6wAGEiBC+6CK6H36Yuofv4x8fOIGFdQup66pDPMNblhk+MM8j5EL3mKFU3vY/fHD0kdOwCl10Ic4TT5BcupTWj34M5+STcDdu8vuuA9bYsRR87nM4p/WcL99Ey0hWnUSoYTXhncuJj/QfYja+aDy22Gxu30xnspN8J3+/69aWaGNR/SLm75zPiqYVuMa/imphcVrZacw+cTamCrjzF4xYugmWbko/NyM61KZ6aisFJb+HJ3+/x/cwThS3cBhu0TDcwuG4hUODdT/NKxgC1v5O/LZn9ujRFN5xOx23fRtv40a8jRsBkIoKolddReTtb0Py/KCsOq+amrwadsZ2srFtI+OLx+/3++7o3MH8nfOZXze/x3TAUTvKrKpZftBQOWOvUwE7kyZR+MMf0Pn92/3naNT5z6hwppxG5H1XEzpr1hF7+zw0fTqF3/sezT/8PpUNzdDWCuEwobPPJvr+q3EmTtxnGfGRZxNuWElky3waa6aysH5hOrD1gufE2GIzrWwas6pnMbNyJsMLhlNTU4Mxhh1PLibSDTdOuAFrWohHt3ybN1cspfyxbbzrq9+ipHrP/5NaRz3B9s9+jvFbQ4z40f9SNGfOQfvZHA7GGIzn4SYTeK5LMpHASyRJukncRBIvmSSZiON2x0nGukh0d5Hs7sKNd5PsjuPG47iJBMlEHC8Rx00kcZNJ3EQ8WPrlGjeZtUxiXBfPdfE8FzwXz/MwrocxHsbz8DzPb4gbDy+YMCL1An82N4JZ1lLflcZkX/Hv2xQntTwC/xT8SQps/K5lVmYpFhb9Le2gm4wVHBd0U8MOuqv1PW5PZafSerxHr/yp8nsvrVSzPt0ATa33l5Z1bJ98/nup408u3+a34I93+KIxZtchrs9BUziqkrN/et1gVwOAnTt35pRvW/UQWutq2fzUXwAYNeUMXFNAR3M7bU3xdADRvCNG7bp2bEeYcFZmViapqIRQCNPUhOnsRPL33OBMrlpF+9e/gWlpwRo1isLvfhd7xN4H//ZnVMEoVjavZFP7JqZX9u3WkqvUnYYXprRzxR8hOn8ZG2pWUDdOmFVbxIfmCZWbmwF/itbSG29EIuF9lHp4iQiFt36Tjv/5LonFi/2pegFr2DAiV72XyFvftscuKN3DZxNqWE1k87PpACJshzmh6ATWta5jZfNKZlbNHFB99hY0TM8fw8V2JRcloKK+DvuNu7HbdpC4BFo25pPstAkVuBQO7yKv3J9ZxgsV4BaPwi0ekQkUioJAoXAYJlrG/s7CdaBCp51GyYMPknxphT+N8YgR2JMm9TtA9tSyU9kZ28lLu14acACxrWNb+k7DhrYN6fQ8O49ZVbM4r+Y8pldOJ2pH91JKr7pPmULx/ffjvvEGJhbDHj1qz1ftjzChmWdS/IcH+Mwj78ZLJvjBO35HYUnuw84bh53J3HX380TzPF6ctzD9O2qLzYzKGVxQcwGzq2dTGOrbvUlECA0tIL6plURtB9GJZVz+yS/w0K1fpmnbFn73xU9y6kX/wdjTZ1AxYiR5RSU4ocyDC4svu4zYda/SdN99bP70pym45D8ovPxSwhMnIsXFeK6L6/oNcc91/YZ60vUb18kEbnc3bnc3ye4uvO44ybi/9Bvmcdx4N2484TfEkwncRBwv6TfSvWSmbDdomHuui+cmcT0PL2iY+9MYG7yg4e2R9VyPIzSw3C97+Si2OFhip5cONjaOv5TMywoa5HbQELexscQOGuR+HknllaDxHiytdN7MS/pZl/RxmXTRxnNa+q5P6vaZf8vO3yn+uqTXyeQVsvb1fAkEfX6Cq+fpfZLJk7VOMD6IVFnB+BF/3QqOFz89PZgCf+p4EcQCxIJgLBSWP0aJYDwStoBYfv5g7Io/gCRIy37PzGANv+x0PbPTU/WXrM/Uaz9Zn7fXeu/PnvrckrVOr/X0v47e+wYol0HUFw68WLU/hkyYRGtdLXXr/S4r42aeTd2GMHVvQFtDN0z28616ut7fP6OMaGHmFIpjY48ahbthA+7GTTgn9z/wtnvuXDrv+AEkEjjTp1Nw661YRf33P96XSSWTeGzbY6xpWbPvzP3Y1rGNZ2qf4ZnaZ9je6T8bMD5beM8iwy1/9PDyolgxf6YXqaoi/7M3ET777P16r8NBCgsp/N53cTdtwt2xA2vIEOyxY/f5XIuu8W+h8OVfkbf+H7TN+jI4/gwzM6tmsq51Hc/XP59TANGZ7GRR/SLmbZ/LiuZXSaYaZAZmJeE/WluY095Ombep3+PtmhpKJ44kWTwSt3gk3cWj6CweRbJ4xKAGCLmQSJjQrFn7zDezaiZzd8xlXu083jvmvfvMv7Vjq3+nYed83mzPjEfJt/M5q/oszqs5jzMqziBiR/a/7o6NM+nE/T5+MEXD+VRMnMqypmUs2L2Et5e8fa/52xPt6S50K5pWkKzyL4LYxmN6xXTOrzmf2dWzKQ4X7/O9QzU9A4hoYSFX33YHT/3iJ6xf8jwrHv87Kx7/ezq/ZTtYto1JXTn3PJjizyxH3Qb47c/3/wdxuGT9DYrx+0ZbxiCGYOlvW4asdb/vs0WwnV6ChZe1NOmXjUHEXxexsO0QjhXCssPYVhjLDmFbESw7nHlZYSwrhGWHEAkjloNlhRArhEgIsRx/KQ5I1joO/nDKYGlsMBZH6BDLniyCxmjQ6Ew1Nu1eS3+qucz+fW3bFlgEy32UlZ3ee1skU8fUugR5Uo3tVKM3ez3VAA4GV2OlGtqSqU92eTl2e1bHjoPfn0DttzFnnMn6hc8CfjBRfcJEOlv9xnNrg//8hro32qnf0IETsTjxnMo+ZdjjxgUBxMY+AYTxPLp+cx9dDzwAQOTKd5D3qU8f0MDMk0r991jdshpjTE7dLZq6m5hXO49nap/p0V+8LFzG+TXnc/bnzycyejHdjzyCFetCKiuJvP1tRN/znr3eVTmS2GPGYI8Zk3P+ZOVJJKpOJtSwmoJX76Pj9E8AcM6Qc7h/w/3M3zmfG068oWcfei+J3bYdd9c6XqxbxNNta3jebaY7OAW2Mczq6uLSjk4u7ohR5nkYBK9wGN1lY0mWjMUtGYVbPMoPGIpGpAOXY9msqlnkO/msa13H6ubVnFx2cp88m9s3p7snbWrflE7Pd/KZXT2b84b4QUPYPrLugg2WS4dfyrKmZTy65VEuH3E5ISvUY397op3FDYuZv3M+yxuXkzD+XS0LixmhIbyldg3nRUbgzbmtxwMm+5WIQeN6aK8jHO6mgzDdr6yhqOApSMSIJjp5+9QkO6tP4LUNjdTWd9LclqQ7YYIr/X0fFGjhpRvh4hksj6yGud8Y79M4x2CZno1vG4MVNLpTS1u8Puu2GCzxsMX40yrbFpYt2LaF7VhYto0dsrEdG9txsMMOdiiEHbaxQ2GcSBg7HMKKRJFQGEJRcPIxdj5YeWDnYySCkSiYCMYL4XkhjGdjXDtYWplXUjAumKT/8hIGkzSYhIdJePT7WPGDIbuP0p44gjhWn1fvdGy/USx2sO5YfiPZtoL0XuuO1TO/HZTZK80/Llh3ssvIChiUOg5pAHEEqR43gdnXfJSW2u1MvvA/EBHKhvr9pxs3d+ImPF550u8jPencSiIFfU+ffcI4mAvJtWuJvDUzE5OJxej4/u0knnsOLIu8T3+K6DvfecB1HlkwkvJwObu6d7GudV164G9vHYkOFtQv4Jkdz/DyrpfTo0Ty7XzOGXIOFw29iKnlU7GtIJi54RTyPvwhTEcHUlZ2xPYDP5jaZn6R8n9eR+HSn2BC+XSdcDknRIdwavGJrGx9nfuXfI0vyHBCrZvpanmTZfE6ns0L83RBPh2pOxwCZ8S6uCyW5KLwEIpKppAcMRa3dByNpeNIloxOD9I+XkXsCFeOupIH33yQH676IV+b8jUqIhVsbN/I8sblPF//PNs6Mw92K3QK/aCh5jymVUwjbGnQ0Ns5Q85hWN4wtnZs5X9X/y9Xj72aLreLtS1rWdq41L/TYPyGu4XF1PKp/sWC6rMptyJU/PFtOI2v0/3YR+mY+lG8giFIohMr1ojTsgl790aclo3YLZuwuzI9aaOmAvgd3TvA/ONLSNZTxGuCF9X+y3/quT8/iWCCC7Mmc0Hfjvh/G+ECjBXF9aIYOw8JRcGJQigPieYhkSgSyUfCET/d6b3slWZH+uQxVhjjhvCSNl4cTFcSr9vNLLtdTNzFi6fWPT897pKIu3R3u5hOF9Pi4nV7/hyuA5bL3D0BAQlZSMj2l+Gs9VDv9eDVX6M/FDS+nSCP7S9x/MZ5Om8oKyg4Dv73K3U0EmMO0ZWFQTZ9+nSzbNmywa4GkPsYiP4Yz/DYnevo7nApGxaleUcXhRVh5nxiHHaob7eY5Lp1tN3wcaSqipI/PoyI4NbupOPrX8fdsAEKCij81q2EZsw4kI/Uw8/X/py/bvkrlw2/jC+c8oV0esJLsLRxKU/veJrFDYtJeP5Vx5CEOLPqTC4aehEzq2YeUNePY03hiz+i8KV7eqS9Ggnz4aFDSIowMpEgYgybQiGSWV+sk6xC5hRO4vya8yivmuYPWNYv3j2KJWPc9OJNbGzf2O/+olARZ1efzblDzmVaxbQ+V9RVX6uaV/GVZV8h7sX77LOwOK38NM4dci7nDDmH8kjPMR5O41rK/3kdVlfzPt/HWCGkZDgU1kC4gLoN15DoqqR84mLyhzX7QUAoD0L5/Sz7SwvyW7ndiTWewYsl8WJJTCyJ15XE63Ix3cEy2Pa6kpjuYNnl4mXtN/GD/MA3AQnbSMTGCpYStrLWg/RwdgCQHRDYfsM9CAys7EAgbGtDXqnjw4D+yDWAOAwOJIAAWDm3jnWLmgD/QUfnXTuaipH9d+Uxnsfuq96HaWyk4BtfxySTxH72c0xrK9aIERT+z39jjx59QPXpbWvHVj626GN4xuPqcVdTEalgVfMqljcupy3pT+0pCFPKp3Dh0As5d8i5FIWK9lHqccoYIhufIn/VA4Sa1oHbjQkX8e+Scr4T7WY3qYHQwuSSEzmz+izOG3IeIwoG9+FiR6PWeCu/Wf8bXmx4kbgXZ1j+ME4uPZmzqs/ilNJTMnfDVM7Wt67nDxv+wJttbxK1o4wrGseU8inMqppFWaRsr8danY3kr7yfcO1SpLsVE8rDy6vALRpBstS/i5YsHYtXUE3N0GHp49oX76DlbxtwqvOp/tRUrPC+z5sxxr/C3+kHAullLOEHBent1P5EOp/pPgjPgRD8xn7EQaI2VtTBitpI1MEKGvyZYMDKBACpYCCVJ2xhRWz/Cr428JVSB0YDCDi2Aohk3OPlx2ppa4pz0gVVDBm/9wHPXX/8I7Gf390jLTRrFvlf+9p+D5bel4fefIh719/bJ31M4RguHnoxFw29iOq86kPy3seLhJdI98cfkT9ir9ODKnUsq6nJzPTkxV3qf/ISycYYTmUe0UnlSMSG7DsFXb0DhSTBPKIDJ/gN/bzgFbWRiL+0opmAQKJ+gJAODHoHCNp3Xil1ZNEAAo6tAGKgjOsS++nP6H7iCazqaqJXv4/wZZcd8itUyxqXsah+EZ7xGFM4hhmVMxieP1yvjCmlDqrsAAIgUd9J0+/XkGyM5VyGhCysfD8IkLyQHwwE2+ll7/Q8B4k62vhXSh2LNICA4zuAUEqpY1nvAALAuB5d61tI7OzAJDx/kHSeg+SH/LsDeQ5WfigTCDg6f79SSmUZUAChszAppZQ66oltkTepnLxJR8dD+JRS6miml2CUUkoppZRSOTvi7kCIyFeBy4LNUqDGGFMjIp8Hrgcagn0fN8a8Phh1VEoppZRS6nh1xAUQxpjvA98HEJF/Al8Jdp0OfMgYs3yw6qaUUkoppdTx7ojtwiQi7wKajTFPBklnADeLyEIRuXkQq6aUUkoppdRxa1ADCBG5XkRW9XqlHpF8M3BbVvaHgE8AFwHniMhb+ynvBhFZJiLLGhoaeu9WSimllFJKHaAjchpXETkJuMsYc0mwLUCxMWZ3sP1fQIUx5jt7KkOncVVKqWNTf9O4KqWUOiADmsb1SO3CNAd4PGu7GFglIoVBMHERoGMhlFJKKaWUOsyO1ADiRODN1EZw5+EW4FlgAbDaGPOvQaqbUkoppZRSx60jbhYmAGPMJ/tJux+4fxCqo5RSSimllAocqXcglFJKKaWUUkcgDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZWzQQ8gROSdIvJg1vYsEXlRRBaJyK1BmiUi94jIYhGZJyLjB6/GSimllFJKHb+cwXxzEbkLuBR4OSv5HuDdwJvAYyJyOjAGiBpjzhKRWcCdwDsOc3WVUkoppZQ67g32HYjngRtTGyJSDESMMRuMMQZ4ErgYOAd4AsAY8wIwfRDqqpRSSiml1HHvsAQQInK9iKzq9ZphjHkYMFlZi4HWrO02oCRI352V7opIn7snInKDiCwTkWUNDQ2H4qMopZRSSil1XDssXZiMMfcC9+aQtRUoytouAlqA/F7pljEm2c/7/BL4JcD06dNN7/1KKaWUUkqpAzPYXZh6MMa0AnEROUFEBH98xAJgEfAW8AdZAysHr5ZKKaWUUkodvwZ1EPUefAL4A2ADTxljXhSRpcAlIvI8IMB1g1lBpZRSSimljleDHkAYY+YB87K2XwBm9crj4QcWSimllFJKqUF0RHVhUkoppZRSSh3ZNIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTONIBQSimllFJK5UwDCKWUUkoppVTOBj2AEJF3isiDWdsXi8hiEZkvIo+ISH6Q/ncRWSQi80Tk8cGrsVJKKaWUUscvZzDfXETuAi4FXs5K/jlwnjGmTkS+B3wU+AkwHjjZGGMOf02VUkoppZRSMPh3IJ4HbuyVdoExpi5Yd4AuERkClAL/EJGFIvLWw1lJpZRSSimllO+wBBAicr2IrOr1mmGMeRjocUfBGFMbHPNO4ELg90AYuBO4EngX8CMRqe7nfW4QkWUisqyhoeFQfyyllFJKKaWOO4elC5Mx5l7g3lzzi8jngPcAlxljukRkJ3CPMSYJ1IvIS8CJQH2v9/kl8EuA6dOna1cnpZRSSimlDrLB7sLUh4h8DTgXmGOMaQyS5wB/DPYXAqcAawenhkoppZRSSh2/BnUQdW/BWIdbgRXA4yIC8LAx5m4RuVREXgA84Jas4EIppZRSSil1mAx6AGGMmQfMC9br8Mc79Jfvs4evVkoppZRSSqn+HHFdmJRSSimllFJHLg0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVs0EPIETknSLyYNb2u0Rkg4jMC17ni4glIveIyOIgbfxg1lkppZRSSqnjlTOYby4idwGXAi9nJZ8OfNkY8+esfO8CosaYs0RkFnAn8I7DWlmllFJKKaXUoN+BeB64sVfaGcBHRGSBiNwpIg5wDvAEgDHmBWD64a2mUkoppZRSCg7THQgRuR74XK/k64wxD4vIBb3S5wKPAhuBe4BPAMXA7qw8rog4xphkr/e5Abgh2GwXkdcP0kc4UJVA42BXQh0wPY9HPz2HxwY9j8cGPY/HBj2Px4ZVxphTcs18WAIIY8y9wL05Zv+NMaYFQET+BrwbP3goyspj9Q4egvf5JfDLA6zuQSciy4wxetfkKKfn8ein5/DYoOfx2KDn8dig5/HYICLLBpJ/sLsw9SAiArwqIiOCpIuB5cAi4C1BnlnAysGpoVJKKaWUUse3QR1E3ZsxxojIR4G/iEgMWAP8CnCBS0TkeUCA6waxmkoppZRSSh23Bj2AMMbMA+ZlbT8FPNVP1k8cpiodCkdctyq1X/Q8Hv30HB4b9DweG/Q8Hhv0PB4bBnQexRhzqCqilFJKKaWUOsYcUWMglFJKKaWUUkc2DSCUUkoppZRSOdMA4hAREUtE7hGRxSIyT0TGD3ad1MCIyEwRmResjxeRhcEDDu8WEf3bOcKJSEhE7g/O2RIRebuex6OPiNgi8hsRWSQi80XkBD2PRy8RqRaRrSIySc/j0UlEXgraNfNE5D4RmSUiLwZ/o7cOdv1UbkTk5qCNulxErh/o36P+sR46VwJRY8xZwFeBOwe5PmoAROTLwK+BaJD0v8DXjTHn4s8E9o7BqpvK2QeBpuCcXQ78FD2PR6O3ARhjzga+iX8O9TwehUQkBPwCiAVJeh6PMiISBTDGXBC8rsN/6O8HgHOAmSJy+mDWUe1b8BDn2cDZwPnASAb496gBxKFzDvAEgDHmBUAfsnJ02QC8K2v7DOC5YP1xYM5hr5EaqD8B38jaTqLn8ahjjHkUuCHYHA3UoefxaPVD/MbmjmBbz+PRZwqQLyJPicgzInIeEDHGbDD+rDxP4j/DSx3ZLsV/ptpfgX8A/2SAf48aQBw6xfhP0E5xRWTQp81VuTHG/BlIZCWJyUxZ1gaUHP5aqYEwxrQbY9pEpAh4BPg6eh6PSsaYpIj8Dvh/+OdSz+NRRkSuBRqMMU9mSKDiUQAABF5JREFUJ+t5POp04geCl+JPr39fkJai5/HoUIl/Yfu9+OfxD4A1kL9HDSAOnVagKGvbMsYkB6sy6oB5WetFQMtgVUTlTkRGAs8C9xtjHkTP41HLGPNhYCL+w0XzsnbpeTw6fAT/gbDzgKnA74HqrP16Ho8O64AHjG8d/oXS8qz9eh6PDk3Ak8aYuDHmdaCLngHDPs+jBhCHziLgLQAiMgv/VpE6er0U9BkEvz/9gkGsi8qBiAzBfyjlV4wxvwmS9TweZUTkGhG5OdjsxA8Cl+l5PLoYY84zxpxvjLkAeBn4EPC4nsejzkcIxnSKyDAgH+gIJjcQ/DsTeh6PfAuBy8Q3DCgAnh7I36M+SO4QCUav/xw4DX8wynXGmNcGt1ZqIERkDPCQMWaWiKSufIaBtcDHjDHuIFZP7YOI3AW8D8j+u7sJ+Al6Ho8aIlKA302iBggB38c/d/r3eJQK7kJ8Aj8Y1PN4FBGRMPBbYBRggK/gn8cfAzbwlDHma4NWQZUzEbkDuBD/ZsItwEYG8PeoAYRSSimllFIqZ9qFSSmllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkoppZRSOdMAQimllFJKKZUzDSCUUkqliUipiPxX1vbzh+h98kTkORGxD7CcsIjMFxHnYNVNKaXU3mkAoZRSKlspkA4gjDGzD9H7fAT4y4E+edgYEweexn/quFJKqcNAAwillFLZvg+cICIvi8gPRKQdQETGiMhrIvJrEVklIn8QkTkiskhE1ovImakCROSDIrIkKOMXe7jL8J/A3wZStogUiMhjIvJKkC8VNDwalKeUUuow0ABCKaVUtq8CG4wxU40xX+q1bzxwF3AaMAn4AHAO8EXgFgARmYx/N+BsY8xUwKVX415EwsA4Y8ymgZQNXAbsMMZMMcacAjwRpK8CZhzYx1ZKKZUrDSCUUkrlaqMxZqUxxgNWA08bYwywEhgT5LkYOANYKiIvB9vjepVTCbTsR9krgTkicruInGuM2Q0QdIOKi0jRQfysSiml9kAHnSmllMpVd9a6l7Xtkfk+EeB3xpib91JODIgOtGxjzDoROQN4C/A9EXnKGPPtIF8E6BrAZ1FKKbWf9A6EUkqpbG3AgVzJfxp4j4hUA4hIuYiMzs5gjGkGbBHpHUTslYgMAzqNMQ8APwROD9IrgAZjTOIA6q2UUipHegdCKaVUmjGmKRi8vAp4fD+OXyMiXweeEhELSACfBDb3yvoU/hiHfw+g+FOBH4iIF5R7Y5B+IfCvgdZVKaXU/hG/i6lSSil1+IjINODzxphrDkJZfwFuNsa8fuA1U0optS/ahUkppdRhZ4x5CXj2YDxIDnhUgwellDp89A6EUkoppZRSKmd6B0IppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjnTAEIppZRSSimVMw0glFJKKaWUUjn7/7pUj9OgaOXMAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pneuron = getPointNeuron('sundt')\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": 12, + "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": 13, + "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": 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, 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": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ithr = 179.00 mA/m2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pneuron = getPointNeuron('MRG')\n", + "pp = PulsedProtocol(30e-3, 30e-3)\n", + "fig = plotResponses(pneuron, pp, np.logspace(np.log10(0.8), np.log10(1e2), 5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The MRG model displays ...\n", + "\n", + "# TO BE CONTINUED...\n", + "\n", + "Let's look at these regimes more in details." + ] + }, + { + "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", + "\n", + "\n", + "## COMPARISON WITH LITERATURE???" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparative strength-duration curves" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "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 ['SW', 'FH', 'sundt']]\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": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "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 models 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 +}